From 0b0f7e857d0858a259e83dc666834af7b8c440e2 Mon Sep 17 00:00:00 2001 From: johnjim0816 Date: Mon, 29 Aug 2022 15:12:33 +0800 Subject: [PATCH] hot update A2C --- projects/.gitignore | 7 +- projects/README.md | 18 +- projects/assets/pseudocodes/pseudocodes.aux | 35 - projects/assets/pseudocodes/pseudocodes.log | 570 ----- projects/assets/pseudocodes/pseudocodes.out | 8 - projects/assets/pseudocodes/pseudocodes.pdf | Bin 126480 -> 132850 bytes .../assets/pseudocodes/pseudocodes.synctex.gz | Bin 37631 -> 0 bytes projects/assets/pseudocodes/pseudocodes.tex | 87 +- projects/assets/pseudocodes/pseudocodes.toc | 8 - projects/codes/A2C/a2c.py | 106 +- projects/codes/A2C/a2c_2.py | 55 + projects/codes/A2C/main.py | 121 + projects/codes/A2C/main2.py | 120 + .../20220829-135818/models/a2c_checkpoint.pt | Bin 0 -> 15695 bytes .../20220829-135818/results/params.json | 19 + .../20220829-135818/results/testing_curve.png | Bin 0 -> 44773 bytes .../results/testing_results.csv | 21 + .../results/training_curve.png | Bin 0 -> 64654 bytes .../results/training_results.csv | 2001 +++++++++++++++++ .../models/actor_checkpoint.pt | Bin 0 -> 8607 bytes .../models/critic_checkpoint.pt | Bin 0 -> 7583 bytes .../20220829-143327/results/params.json | 1 + .../20220829-143327/results/testing_curve.png | Bin 0 -> 42442 bytes .../results/testing_results.csv | 21 + .../results/training_curve.png | Bin 0 -> 68013 bytes .../results/training_results.csv | 1601 +++++++++++++ projects/codes/{A2C => A3C}/README.md | 0 projects/codes/A3C/a3c.py | 56 + .../20220713-221850/results/params.json | 0 .../results/train_ma_rewards.npy | Bin .../20220713-221850/results/train_rewards.npy | Bin .../results/train_rewards_curve.png | Bin projects/codes/{A2C => A3C}/task0.py | 2 +- projects/codes/DQN/main.py | 9 +- .../20220828-214702/models/checkpoint.pt | Bin 0 -> 272215 bytes .../20220828-214702/results/params.json | 1 + .../20220828-214702/results/testing_curve.png | Bin 0 -> 51317 bytes .../results/testing_results.csv | 21 + .../results/training_curve.png | Bin 0 -> 51352 bytes .../results/training_results.csv | 2001 +++++++++++++++++ projects/codes/PolicyGradient/main.py | 18 +- .../20220825-205930/models/checkpoint.pt | Bin 8151 -> 0 bytes .../20220825-205930/results/params.json | 1 - .../20220825-205930/results/testing_curve.png | Bin 36033 -> 0 bytes .../results/training_curve.png | Bin 68089 -> 0 bytes .../results/training_results.csv | 201 -- .../20220827-000433/models/checkpoint.pt | Bin 0 -> 8151 bytes .../20220827-000433/results/params.json | 1 + .../20220827-000433/results/testing_curve.png | Bin 0 -> 28950 bytes .../results/testing_results.csv | 8 +- .../results/training_curve.png | Bin 0 -> 61774 bytes .../results/training_results.csv | 201 ++ projects/codes/PolicyGradient/pg.py | 5 +- projects/codes/QLearning/main.py | 7 +- .../results/testing_results.csv | 21 - .../results/training_results.csv | 401 ---- .../models/Qleaning_model.pkl | Bin 5999 -> 5999 bytes .../20220826-224730/results/params.json | 1 + .../results/testing_curve.png | Bin .../results/testing_results.csv | 21 + .../results/training_curve.png | Bin .../results/training_results.csv | 401 ++++ .../20220826-224626/models/Qleaning_model.pkl | Bin 0 -> 156143 bytes .../20220826-224626/results/params.json | 1 + .../20220826-224626/results/testing_curve.png | Bin 0 -> 39561 bytes .../results/testing_results.csv | 21 + .../results/training_curve.png | Bin 0 -> 41323 bytes .../results/training_results.csv | 401 ++++ projects/codes/Sarsa/main.py | 200 +- .../20220803-142740/models/sarsa_model.pkl | Bin 134639 -> 0 bytes .../20220803-142740/results/params.json | 1 - .../20220803-142740/results/test_rewards.npy | Bin 288 -> 0 bytes .../results/test_rewards_curve.png | Bin 35212 -> 0 bytes .../20220803-142740/results/train_rewards.npy | Bin 2528 -> 0 bytes .../results/train_rewards_curve.png | Bin 55235 -> 0 bytes .../20220804-223029/models/sarsa_model.pkl | Bin 5103 -> 0 bytes .../20220804-223029/results/params.json | 15 - .../20220804-223029/results/test_rewards.npy | Bin 208 -> 0 bytes .../20220804-223029/results/train_rewards.npy | Bin 1728 -> 0 bytes .../results/train_rewards_curve.png | Bin 34355 -> 0 bytes .../20220825-213316/models/checkpoint.pkl | Bin 0 -> 6127 bytes .../20220825-213316}/results/params.json | 6 +- .../results/testing_curve.png} | Bin 25878 -> 25878 bytes .../results/testing_results.csv | 21 + .../results/training_curve.png | Bin 0 -> 33703 bytes .../results/training_results.csv | 401 ++++ .../20220825-212738/models/checkpoint.pkl | Bin 0 -> 143279 bytes .../20220825-212738/results/params.json | 1 + .../20220825-212738/results/testing_curve.png | Bin 0 -> 40086 bytes .../results/testing_results.csv | 21 + .../results/training_curve.png | Bin 0 -> 42247 bytes .../results/training_results.csv | 301 +++ projects/codes/Sarsa/sarsa.py | 16 +- projects/codes/Sarsa/task1.py | 131 -- projects/codes/common/launcher.py | 2 +- projects/codes/common/memories.py | 6 +- projects/codes/common/models.py | 69 +- projects/codes/envs/register.py | 2 +- projects/codes/scripts/A2C_CartPole-v0.sh | 15 + .../{DQN_task2.sh => DQN_Acrobot-v1.sh} | 0 .../{DQN_task0.sh => DQN_CartPole-v0.sh} | 0 .../{DQN_task1.sh => DQN_CartPole-v1.sh} | 6 +- ...task0.sh => PolicyGradient_CartPole-v0.sh} | 3 +- .../scripts/Qlearning_CliffWalking-v0.sh | 12 + ...h => Qlearning_FrozenLakeNoSlippery-v1.sh} | 1 - .../codes/scripts/Qlearning_Racetrack-v0.sh | 14 + .../codes/scripts/Sarsa_CliffWalking-v0.sh | 12 + .../scripts/Sarsa_FrozenLakeNoSlippery-v1.sh | 13 + .../{Sarsa_task0.sh => Sarsa_Racetrack-v0.sh} | 3 +- 109 files changed, 8213 insertions(+), 1658 deletions(-) delete mode 100644 projects/assets/pseudocodes/pseudocodes.aux delete mode 100644 projects/assets/pseudocodes/pseudocodes.log delete mode 100644 projects/assets/pseudocodes/pseudocodes.out delete mode 100644 projects/assets/pseudocodes/pseudocodes.synctex.gz delete mode 100644 projects/assets/pseudocodes/pseudocodes.toc create mode 100644 projects/codes/A2C/a2c_2.py create mode 100644 projects/codes/A2C/main.py create mode 100644 projects/codes/A2C/main2.py create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-135818/models/a2c_checkpoint.pt create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-135818/results/params.json create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-135818/results/testing_curve.png create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-135818/results/testing_results.csv create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-135818/results/training_curve.png create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-135818/results/training_results.csv create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-143327/models/actor_checkpoint.pt create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-143327/models/critic_checkpoint.pt create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/params.json create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/testing_curve.png create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/testing_results.csv create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/training_curve.png create mode 100644 projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/training_results.csv rename projects/codes/{A2C => A3C}/README.md (100%) create mode 100644 projects/codes/A3C/a3c.py rename projects/codes/{A2C => A3C}/outputs/CartPole-v0/20220713-221850/results/params.json (100%) rename projects/codes/{A2C => A3C}/outputs/CartPole-v0/20220713-221850/results/train_ma_rewards.npy (100%) rename projects/codes/{A2C => A3C}/outputs/CartPole-v0/20220713-221850/results/train_rewards.npy (100%) rename projects/codes/{A2C => A3C}/outputs/CartPole-v0/20220713-221850/results/train_rewards_curve.png (100%) rename projects/codes/{A2C => A3C}/task0.py (99%) create mode 100644 projects/codes/DQN/outputs/CartPole-v1/20220828-214702/models/checkpoint.pt create mode 100644 projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/params.json create mode 100644 projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/testing_curve.png create mode 100644 projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/testing_results.csv create mode 100644 projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/training_curve.png create mode 100644 projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/training_results.csv delete mode 100644 projects/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/models/checkpoint.pt delete mode 100644 projects/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/results/params.json delete mode 100644 projects/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/results/testing_curve.png delete mode 100644 projects/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/results/training_curve.png delete mode 100644 projects/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/results/training_results.csv create mode 100644 projects/codes/PolicyGradient/outputs/CartPole-v0/20220827-000433/models/checkpoint.pt create mode 100644 projects/codes/PolicyGradient/outputs/CartPole-v0/20220827-000433/results/params.json create mode 100644 projects/codes/PolicyGradient/outputs/CartPole-v0/20220827-000433/results/testing_curve.png rename projects/codes/PolicyGradient/outputs/CartPole-v0/{20220825-205930 => 20220827-000433}/results/testing_results.csv (81%) create mode 100644 projects/codes/PolicyGradient/outputs/CartPole-v0/20220827-000433/results/training_curve.png create mode 100644 projects/codes/PolicyGradient/outputs/CartPole-v0/20220827-000433/results/training_results.csv delete mode 100644 projects/codes/QLearning/outputs/CliffWalking-v0/20220824-103255/results/testing_results.csv delete mode 100644 projects/codes/QLearning/outputs/CliffWalking-v0/20220824-103255/results/training_results.csv rename projects/codes/QLearning/outputs/CliffWalking-v0/{20220824-103255 => 20220826-224730}/models/Qleaning_model.pkl (94%) create mode 100644 projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/params.json rename projects/codes/QLearning/outputs/CliffWalking-v0/{20220824-103255 => 20220826-224730}/results/testing_curve.png (100%) create mode 100644 projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/testing_results.csv rename projects/codes/QLearning/outputs/CliffWalking-v0/{20220824-103255 => 20220826-224730}/results/training_curve.png (100%) create mode 100644 projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/training_results.csv create mode 100644 projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/models/Qleaning_model.pkl create mode 100644 projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/params.json create mode 100644 projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/testing_curve.png create mode 100644 projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/testing_results.csv create mode 100644 projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/training_curve.png create mode 100644 projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/training_results.csv delete mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/models/sarsa_model.pkl delete mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/params.json delete mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/test_rewards.npy delete mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/test_rewards_curve.png delete mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/train_rewards.npy delete mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/train_rewards_curve.png delete mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220804-223029/models/sarsa_model.pkl delete mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220804-223029/results/params.json delete mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220804-223029/results/test_rewards.npy delete mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220804-223029/results/train_rewards.npy delete mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220804-223029/results/train_rewards_curve.png create mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220825-213316/models/checkpoint.pkl rename projects/codes/{QLearning/outputs/CliffWalking-v0/20220824-103255 => Sarsa/outputs/CliffWalking-v0/20220825-213316}/results/params.json (54%) rename projects/codes/Sarsa/outputs/CliffWalking-v0/{20220804-223029/results/test_rewards_curve.png => 20220825-213316/results/testing_curve.png} (99%) create mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220825-213316/results/testing_results.csv create mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220825-213316/results/training_curve.png create mode 100644 projects/codes/Sarsa/outputs/CliffWalking-v0/20220825-213316/results/training_results.csv create mode 100644 projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/models/checkpoint.pkl create mode 100644 projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/params.json create mode 100644 projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/testing_curve.png create mode 100644 projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/testing_results.csv create mode 100644 projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/training_curve.png create mode 100644 projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/training_results.csv delete mode 100644 projects/codes/Sarsa/task1.py create mode 100644 projects/codes/scripts/A2C_CartPole-v0.sh rename projects/codes/scripts/{DQN_task2.sh => DQN_Acrobot-v1.sh} (100%) rename projects/codes/scripts/{DQN_task0.sh => DQN_CartPole-v0.sh} (100%) rename projects/codes/scripts/{DQN_task1.sh => DQN_CartPole-v1.sh} (83%) rename projects/codes/scripts/{Qlearning_task0.sh => PolicyGradient_CartPole-v0.sh} (93%) create mode 100644 projects/codes/scripts/Qlearning_CliffWalking-v0.sh rename projects/codes/scripts/{Qlearning_task1.sh => Qlearning_FrozenLakeNoSlippery-v1.sh} (93%) create mode 100644 projects/codes/scripts/Qlearning_Racetrack-v0.sh create mode 100644 projects/codes/scripts/Sarsa_CliffWalking-v0.sh create mode 100644 projects/codes/scripts/Sarsa_FrozenLakeNoSlippery-v1.sh rename projects/codes/scripts/{Sarsa_task0.sh => Sarsa_Racetrack-v0.sh} (86%) diff --git a/projects/.gitignore b/projects/.gitignore index 764cbb7..d1fc2b1 100644 --- a/projects/.gitignore +++ b/projects/.gitignore @@ -2,4 +2,9 @@ .ipynb_checkpoints __pycache__ .vscode -test.py \ No newline at end of file +test.py +pseudocodes.aux +pseudocodes.log +pseudocodes.synctex.gz +pseudocodes.out +pseudocodes.toc \ No newline at end of file diff --git a/projects/README.md b/projects/README.md index 84d96b9..fcee9df 100644 --- a/projects/README.md +++ b/projects/README.md @@ -22,15 +22,15 @@ 注:点击对应的名称会跳到[codes](./codes/)下对应的算法中,其他版本还请读者自行翻阅 -| 算法名称 | 参考文献 | 备注 | -| :-----------------------: | :----------------------------------------------------------: | :--: | -| | | | -| DQN-CNN | | 待更 | -| [SoftQ](codes/SoftQ) | [Soft Q-learning paper](https://arxiv.org/abs/1702.08165) | | -| [SAC](codes/SAC) | [SAC paper](https://arxiv.org/pdf/1812.05905.pdf) | | -| [SAC-Discrete](codes/SAC) | [SAC-Discrete paper](https://arxiv.org/pdf/1910.07207.pdf) | | -| SAC-S | [SAC-S paper](https://arxiv.org/abs/1801.01290) | | -| DSAC | [DSAC paper](https://paperswithcode.com/paper/addressing-value-estimation-errors-in) | 待更 | +| 算法名称 | 参考文献 | 备注 | +| :-------------------------------------: | :----------------------------------------------------------: | :--: | +| [Policy Gradient](codes/PolicyGradient) | [Policy Gradient paper](https://proceedings.neurips.cc/paper/1999/file/464d828b85b0bed98e80ade0a5c43b0f-Paper.pdf) | | +| DQN-CNN | | 待更 | +| [SoftQ](codes/SoftQ) | [Soft Q-learning paper](https://arxiv.org/abs/1702.08165) | | +| [SAC](codes/SAC) | [SAC paper](https://arxiv.org/pdf/1812.05905.pdf) | | +| [SAC-Discrete](codes/SAC) | [SAC-Discrete paper](https://arxiv.org/pdf/1910.07207.pdf) | | +| SAC-S | [SAC-S paper](https://arxiv.org/abs/1801.01290) | | +| DSAC | [DSAC paper](https://paperswithcode.com/paper/addressing-value-estimation-errors-in) | 待更 | ## 3、算法环境 diff --git a/projects/assets/pseudocodes/pseudocodes.aux b/projects/assets/pseudocodes/pseudocodes.aux deleted file mode 100644 index 403c058..0000000 --- a/projects/assets/pseudocodes/pseudocodes.aux +++ /dev/null @@ -1,35 +0,0 @@ -\relax -\providecommand\hyper@newdestlabel[2]{} -\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument} -\HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined -\global\let\oldcontentsline\contentsline -\gdef\contentsline#1#2#3#4{\oldcontentsline{#1}{#2}{#3}} -\global\let\oldnewlabel\newlabel -\gdef\newlabel#1#2{\newlabelxx{#1}#2} -\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}} -\AtEndDocument{\ifx\hyper@anchor\@undefined -\let\contentsline\oldcontentsline -\let\newlabel\oldnewlabel -\fi} -\fi} -\global\let\hyper@last\relax -\gdef\HyperFirstAtBeginDocument#1{#1} -\providecommand*\HyPL@Entry[1]{} -\HyPL@Entry{0<>} -\@writefile{toc}{\contentsline {section}{\numberline {1}模版备用}{2}{section.1}\protected@file@percent } -\@writefile{loa}{\contentsline {algorithm}{\numberline {}{\ignorespaces }}{2}{algorithm.}\protected@file@percent } -\@writefile{toc}{\contentsline {section}{\numberline {2}Q learning算法}{3}{section.2}\protected@file@percent } -\@writefile{loa}{\contentsline {algorithm}{\numberline {}{\ignorespaces }}{3}{algorithm.}\protected@file@percent } -\@writefile{toc}{\contentsline {section}{\numberline {3}Sarsa算法}{4}{section.3}\protected@file@percent } -\@writefile{loa}{\contentsline {algorithm}{\numberline {}{\ignorespaces }}{4}{algorithm.}\protected@file@percent } -\@writefile{toc}{\contentsline {section}{\numberline {4}Policy Gradient算法}{5}{section.4}\protected@file@percent } -\@writefile{loa}{\contentsline {algorithm}{\numberline {}{\ignorespaces }}{5}{algorithm.}\protected@file@percent } -\@writefile{toc}{\contentsline {section}{\numberline {5}DQN算法}{6}{section.5}\protected@file@percent } -\@writefile{loa}{\contentsline {algorithm}{\numberline {}{\ignorespaces }}{6}{algorithm.}\protected@file@percent } -\@writefile{toc}{\contentsline {section}{\numberline {6}SoftQ算法}{7}{section.6}\protected@file@percent } -\@writefile{loa}{\contentsline {algorithm}{\numberline {}{\ignorespaces }}{7}{algorithm.}\protected@file@percent } -\@writefile{toc}{\contentsline {section}{\numberline {7}SAC-S算法}{8}{section.7}\protected@file@percent } -\@writefile{loa}{\contentsline {algorithm}{\numberline {}{\ignorespaces }}{8}{algorithm.}\protected@file@percent } -\@writefile{toc}{\contentsline {section}{\numberline {8}SAC算法}{9}{section.8}\protected@file@percent } -\@writefile{loa}{\contentsline {algorithm}{\numberline {}{\ignorespaces }}{9}{algorithm.}\protected@file@percent } -\gdef \@abspage@last{9} diff --git a/projects/assets/pseudocodes/pseudocodes.log b/projects/assets/pseudocodes/pseudocodes.log deleted file mode 100644 index 096a0ed..0000000 --- a/projects/assets/pseudocodes/pseudocodes.log +++ /dev/null @@ -1,570 +0,0 @@ -This is XeTeX, Version 3.141592653-2.6-0.999993 (TeX Live 2021) (preloaded format=xelatex 2021.8.22) 23 AUG 2022 19:26 -entering extended mode - restricted \write18 enabled. - file:line:error style messages enabled. - %&-line parsing enabled. -**/Users/jj/Desktop/rl-tutorials/assets/pseudocodes/pseudocodes -(/Users/jj/Desktop/rl-tutorials/assets/pseudocodes/pseudocodes.tex -LaTeX2e <2020-10-01> patch level 4 -L3 programming layer <2021-02-18> (/usr/local/texlive/2021/texmf-dist/tex/latex/ctex/ctexart.cls (/usr/local/texlive/2021/texmf-dist/tex/latex/ctex/config/ctexbackend.cfg -File: ctexbackend.cfg 2021/03/14 v2.5.6 Backend configuration file (CTEX) -) (/usr/local/texlive/2021/texmf-dist/tex/latex/l3kernel/expl3.sty -Package: expl3 2021-02-18 L3 programming layer (loader) - (/usr/local/texlive/2021/texmf-dist/tex/latex/l3backend/l3backend-xetex.def -File: l3backend-xetex.def 2021-03-18 L3 backend support: XeTeX - (|extractbb --version) -\c__kernel_sys_dvipdfmx_version_int=\count175 -\l__color_backend_stack_int=\count176 -\g__color_backend_stack_int=\count177 -\g__graphics_track_int=\count178 -\l__pdf_internal_box=\box47 -\g__pdf_backend_object_int=\count179 -\g__pdf_backend_annotation_int=\count180 -\g__pdf_backend_link_int=\count181 -)) -Document Class: ctexart 2021/03/14 v2.5.6 Chinese adapter for class article (CTEX) -(/usr/local/texlive/2021/texmf-dist/tex/latex/l3packages/xparse/xparse.sty (/usr/local/texlive/2021/texmf-dist/tex/latex/l3packages/xparse/xparse-2020-10-01.sty (/usr/local/texlive/2021/texmf-dist/tex/latex/l3packages/xparse/xparse-generic.tex))) (/usr/local/texlive/2021/texmf-dist/tex/latex/l3packages/l3keys2e/l3keys2e.sty -Package: l3keys2e 2021-03-12 LaTeX2e option processing using LaTeX3 keys -) (/usr/local/texlive/2021/texmf-dist/tex/latex/ctex/ctexhook.sty -Package: ctexhook 2021/03/14 v2.5.6 Document and package hooks (CTEX) -) (/usr/local/texlive/2021/texmf-dist/tex/latex/ctex/ctexpatch.sty -Package: ctexpatch 2021/03/14 v2.5.6 Patching commands (CTEX) -) (/usr/local/texlive/2021/texmf-dist/tex/latex/base/fix-cm.sty -Package: fix-cm 2015/01/14 v1.1t fixes to LaTeX - (/usr/local/texlive/2021/texmf-dist/tex/latex/base/ts1enc.def -File: ts1enc.def 2001/06/05 v3.0e (jk/car/fm) Standard LaTeX file -LaTeX Font Info: Redeclaring font encoding TS1 on input line 47. -)) (/usr/local/texlive/2021/texmf-dist/tex/latex/everysel/everysel.sty -Package: everysel 2021/01/20 v2.1 EverySelectfont Package (MS) - (/usr/local/texlive/2021/texmf-dist/tex/latex/everysel/everysel-2011-10-28.sty)) -\l__ctex_tmp_int=\count182 -\l__ctex_tmp_box=\box48 -\l__ctex_tmp_dim=\dimen138 -\g__ctex_section_depth_int=\count183 -\g__ctex_font_size_int=\count184 - (/usr/local/texlive/2021/texmf-dist/tex/latex/ctex/config/ctexopts.cfg -File: ctexopts.cfg 2021/03/14 v2.5.6 Option configuration file (CTEX) -) (/usr/local/texlive/2021/texmf-dist/tex/latex/base/article.cls -Document Class: article 2020/04/10 v1.4m Standard LaTeX document class -(/usr/local/texlive/2021/texmf-dist/tex/latex/base/size11.clo -File: size11.clo 2020/04/10 v1.4m Standard LaTeX file (size option) -) -\c@part=\count185 -\c@section=\count186 -\c@subsection=\count187 -\c@subsubsection=\count188 -\c@paragraph=\count189 -\c@subparagraph=\count190 -\c@figure=\count191 -\c@table=\count192 -\abovecaptionskip=\skip47 -\belowcaptionskip=\skip48 -\bibindent=\dimen139 -) (/usr/local/texlive/2021/texmf-dist/tex/latex/ctex/engine/ctex-engine-xetex.def -File: ctex-engine-xetex.def 2021/03/14 v2.5.6 XeLaTeX adapter (CTEX) - (/usr/local/texlive/2021/texmf-dist/tex/xelatex/xecjk/xeCJK.sty -Package: xeCJK 2020/10/19 v3.8.6 Typesetting CJK scripts with XeLaTeX - (/usr/local/texlive/2021/texmf-dist/tex/latex/l3packages/xtemplate/xtemplate.sty -Package: xtemplate 2021-03-12 L3 Experimental prototype document functions -\l__xtemplate_tmp_dim=\dimen140 -\l__xtemplate_tmp_int=\count193 -\l__xtemplate_tmp_muskip=\muskip16 -\l__xtemplate_tmp_skip=\skip49 -) -\l__xeCJK_tmp_int=\count194 -\l__xeCJK_tmp_box=\box49 -\l__xeCJK_tmp_dim=\dimen141 -\l__xeCJK_tmp_skip=\skip50 -\g__xeCJK_space_factor_int=\count195 -\l__xeCJK_begin_int=\count196 -\l__xeCJK_end_int=\count197 -\c__xeCJK_CJK_class_int=\XeTeXcharclass1 -\c__xeCJK_FullLeft_class_int=\XeTeXcharclass2 -\c__xeCJK_FullRight_class_int=\XeTeXcharclass3 -\c__xeCJK_HalfLeft_class_int=\XeTeXcharclass4 -\c__xeCJK_HalfRight_class_int=\XeTeXcharclass5 -\c__xeCJK_NormalSpace_class_int=\XeTeXcharclass6 -\c__xeCJK_CM_class_int=\XeTeXcharclass7 -\c__xeCJK_HangulJamo_class_int=\XeTeXcharclass8 -\l__xeCJK_last_skip=\skip51 -\g__xeCJK_node_int=\count198 -\c__xeCJK_CJK_node_dim=\dimen142 -\c__xeCJK_CJK-space_node_dim=\dimen143 -\c__xeCJK_default_node_dim=\dimen144 -\c__xeCJK_default-space_node_dim=\dimen145 -\c__xeCJK_CJK-widow_node_dim=\dimen146 -\c__xeCJK_normalspace_node_dim=\dimen147 -\l__xeCJK_ccglue_skip=\skip52 -\l__xeCJK_ecglue_skip=\skip53 -\l__xeCJK_punct_kern_skip=\skip54 -\l__xeCJK_last_penalty_int=\count199 -\l__xeCJK_last_bound_dim=\dimen148 -\l__xeCJK_last_kern_dim=\dimen149 -\l__xeCJK_widow_penalty_int=\count266 - -Package xtemplate Info: Declaring object type 'xeCJK/punctuation' taking 0 -(xtemplate) argument(s) on line 2341. - -\l__xeCJK_fixed_punct_width_dim=\dimen150 -\l__xeCJK_mixed_punct_width_dim=\dimen151 -\l__xeCJK_middle_punct_width_dim=\dimen152 -\l__xeCJK_fixed_margin_width_dim=\dimen153 -\l__xeCJK_mixed_margin_width_dim=\dimen154 -\l__xeCJK_middle_margin_width_dim=\dimen155 -\l__xeCJK_bound_punct_width_dim=\dimen156 -\l__xeCJK_bound_margin_width_dim=\dimen157 -\l__xeCJK_margin_minimum_dim=\dimen158 -\l__xeCJK_kerning_total_width_dim=\dimen159 -\l__xeCJK_same_align_margin_dim=\dimen160 -\l__xeCJK_different_align_margin_dim=\dimen161 -\l__xeCJK_kerning_margin_width_dim=\dimen162 -\l__xeCJK_kerning_margin_minimum_dim=\dimen163 -\l__xeCJK_bound_dim=\dimen164 -\l__xeCJK_reverse_bound_dim=\dimen165 -\l__xeCJK_margin_dim=\dimen166 -\l__xeCJK_minimum_bound_dim=\dimen167 -\l__xeCJK_kerning_margin_dim=\dimen168 -\g__xeCJK_family_int=\count267 -\l__xeCJK_fam_int=\count268 -\g__xeCJK_fam_allocation_int=\count269 -\l__xeCJK_verb_case_int=\count270 -\l__xeCJK_verb_exspace_skip=\skip55 - (/usr/local/texlive/2021/texmf-dist/tex/latex/fontspec/fontspec.sty -Package: fontspec 2020/02/21 v2.7i Font selection for XeLaTeX and LuaLaTeX - (/usr/local/texlive/2021/texmf-dist/tex/latex/fontspec/fontspec-xetex.sty -Package: fontspec-xetex 2020/02/21 v2.7i Font selection for XeLaTeX and LuaLaTeX -\l__fontspec_script_int=\count271 -\l__fontspec_language_int=\count272 -\l__fontspec_strnum_int=\count273 -\l__fontspec_tmp_int=\count274 -\l__fontspec_tmpa_int=\count275 -\l__fontspec_tmpb_int=\count276 -\l__fontspec_tmpc_int=\count277 -\l__fontspec_em_int=\count278 -\l__fontspec_emdef_int=\count279 -\l__fontspec_strong_int=\count280 -\l__fontspec_strongdef_int=\count281 -\l__fontspec_tmpa_dim=\dimen169 -\l__fontspec_tmpb_dim=\dimen170 -\l__fontspec_tmpc_dim=\dimen171 - (/usr/local/texlive/2021/texmf-dist/tex/latex/base/fontenc.sty -Package: fontenc 2020/08/10 v2.0s Standard LaTeX package -) (/usr/local/texlive/2021/texmf-dist/tex/latex/fontspec/fontspec.cfg))) (/usr/local/texlive/2021/texmf-dist/tex/xelatex/xecjk/xeCJK.cfg -File: xeCJK.cfg 2020/10/19 v3.8.6 Configuration file for xeCJK package -)) -\ccwd=\dimen172 -\l__ctex_ccglue_skip=\skip56 -) -\l__ctex_ziju_dim=\dimen173 - (/usr/local/texlive/2021/texmf-dist/tex/latex/zhnumber/zhnumber.sty -Package: zhnumber 2020/05/01 v2.8 Typesetting numbers with Chinese glyphs -\l__zhnum_scale_int=\count282 - (/usr/local/texlive/2021/texmf-dist/tex/latex/zhnumber/zhnumber-utf8.cfg -File: zhnumber-utf8.cfg 2020/05/01 v2.8 Chinese numerals with UTF8 encoding -)) -\l__ctex_heading_skip=\skip57 - (/usr/local/texlive/2021/texmf-dist/tex/latex/ctex/scheme/ctex-scheme-chinese-article.def -File: ctex-scheme-chinese-article.def 2021/03/14 v2.5.6 Chinese scheme for article (CTEX) - (/usr/local/texlive/2021/texmf-dist/tex/latex/ctex/config/ctex-name-utf8.cfg -File: ctex-name-utf8.cfg 2021/03/14 v2.5.6 Caption with encoding UTF-8 (CTEX) -)) (/usr/local/texlive/2021/texmf-dist/tex/latex/ctex/fontset/ctex-fontset-mac.def -File: ctex-fontset-mac.def 2021/03/14 v2.5.6 macOS fonts definition (CTEX) - (/usr/local/texlive/2021/texmf-dist/tex/latex/ctex/fontset/ctex-fontset-macnew.def -File: ctex-fontset-macnew.def 2021/03/14 v2.5.6 macOS fonts definition for El Capitan or later version (CTEX) - - -Package fontspec Warning: Font "Songti SC Light" does not contain requested -(fontspec) Script "CJK". - - -Package fontspec Info: Font family 'SongtiSCLight(0)' created for font 'Songti -(fontspec) SC Light' with options -(fontspec) [Script={CJK},BoldItalicFont={Kaiti SC -(fontspec) Bold},BoldFont={Songti SC Bold},ItalicFont={Kaiti SC}]. -(fontspec) -(fontspec) This font family consists of the following NFSS -(fontspec) series/shapes: -(fontspec) -(fontspec) - 'normal' (m/n) with NFSS spec.: <->"Songti SC -(fontspec) Light/OT:language=dflt;" -(fontspec) - 'small caps' (m/sc) with NFSS spec.: -(fontspec) - 'bold' (b/n) with NFSS spec.: <->"Songti SC -(fontspec) Bold/OT:language=dflt;" -(fontspec) - 'bold small caps' (b/sc) with NFSS spec.: -(fontspec) - 'italic' (m/it) with NFSS spec.: <->"Kaiti -(fontspec) SC/OT:language=dflt;" -(fontspec) - 'italic small caps' (m/scit) with NFSS spec.: -(fontspec) - 'bold italic' (b/it) with NFSS spec.: <->"Kaiti SC -(fontspec) Bold/OT:language=dflt;" -(fontspec) - 'bold italic small caps' (b/scit) with NFSS spec.: - -))) (/usr/local/texlive/2021/texmf-dist/tex/latex/ctex/config/ctex.cfg -File: ctex.cfg 2021/03/14 v2.5.6 Configuration file (CTEX) -) (/usr/local/texlive/2021/texmf-dist/tex/latex/algorithms/algorithm.sty -Invalid UTF-8 byte or sequence at line 11 replaced by U+FFFD. -Package: algorithm 2009/08/24 v0.1 Document Style `algorithm' - floating environment - (/usr/local/texlive/2021/texmf-dist/tex/latex/float/float.sty -Package: float 2001/11/08 v1.3d Float enhancements (AL) -\c@float@type=\count283 -\float@exts=\toks15 -\float@box=\box50 -\@float@everytoks=\toks16 -\@floatcapt=\box51 -) (/usr/local/texlive/2021/texmf-dist/tex/latex/base/ifthen.sty -Package: ifthen 2014/09/29 v1.1c Standard LaTeX ifthen package (DPC) -) -\@float@every@algorithm=\toks17 -\c@algorithm=\count284 -) (/usr/local/texlive/2021/texmf-dist/tex/latex/algorithms/algorithmic.sty -Invalid UTF-8 byte or sequence at line 11 replaced by U+FFFD. -Package: algorithmic 2009/08/24 v0.1 Document Style `algorithmic' - (/usr/local/texlive/2021/texmf-dist/tex/latex/graphics/keyval.sty -Package: keyval 2014/10/28 v1.15 key=value parser (DPC) -\KV@toks@=\toks18 -) -\c@ALC@unique=\count285 -\c@ALC@line=\count286 -\c@ALC@rem=\count287 -\c@ALC@depth=\count288 -\ALC@tlm=\skip58 -\algorithmicindent=\skip59 -) (/usr/local/texlive/2021/texmf-dist/tex/latex/amsfonts/amssymb.sty -Package: amssymb 2013/01/14 v3.01 AMS font symbols - (/usr/local/texlive/2021/texmf-dist/tex/latex/amsfonts/amsfonts.sty -Package: amsfonts 2013/01/14 v3.01 Basic AMSFonts support -\@emptytoks=\toks19 -\symAMSa=\mathgroup4 -\symAMSb=\mathgroup5 -LaTeX Font Info: Redeclaring math symbol \hbar on input line 98. -LaTeX Font Info: Overwriting math alphabet `\mathfrak' in version `bold' -(Font) U/euf/m/n --> U/euf/b/n on input line 106. -)) (/usr/local/texlive/2021/texmf-dist/tex/latex/amsmath/amsmath.sty -Package: amsmath 2020/09/23 v2.17i AMS math features -\@mathmargin=\skip60 - -For additional information on amsmath, use the `?' option. -(/usr/local/texlive/2021/texmf-dist/tex/latex/amsmath/amstext.sty -Package: amstext 2000/06/29 v2.01 AMS text - (/usr/local/texlive/2021/texmf-dist/tex/latex/amsmath/amsgen.sty -File: amsgen.sty 1999/11/30 v2.0 generic functions -\@emptytoks=\toks20 -\ex@=\dimen174 -)) (/usr/local/texlive/2021/texmf-dist/tex/latex/amsmath/amsbsy.sty -Package: amsbsy 1999/11/29 v1.2d Bold Symbols -\pmbraise@=\dimen175 -) (/usr/local/texlive/2021/texmf-dist/tex/latex/amsmath/amsopn.sty -Package: amsopn 2016/03/08 v2.02 operator names -) -\inf@bad=\count289 -LaTeX Info: Redefining \frac on input line 234. -\uproot@=\count290 -\leftroot@=\count291 -LaTeX Info: Redefining \overline on input line 399. -\classnum@=\count292 -\DOTSCASE@=\count293 -LaTeX Info: Redefining \ldots on input line 496. -LaTeX Info: Redefining \dots on input line 499. -LaTeX Info: Redefining \cdots on input line 620. -\Mathstrutbox@=\box52 -\strutbox@=\box53 -\big@size=\dimen176 -LaTeX Font Info: Redeclaring font encoding OML on input line 743. -LaTeX Font Info: Redeclaring font encoding OMS on input line 744. -\macc@depth=\count294 -\c@MaxMatrixCols=\count295 -\dotsspace@=\muskip17 -\c@parentequation=\count296 -\dspbrk@lvl=\count297 -\tag@help=\toks21 -\row@=\count298 -\column@=\count299 -\maxfields@=\count300 -\andhelp@=\toks22 -\eqnshift@=\dimen177 -\alignsep@=\dimen178 -\tagshift@=\dimen179 -\tagwidth@=\dimen180 -\totwidth@=\dimen181 -\lineht@=\dimen182 -\@envbody=\toks23 -\multlinegap=\skip61 -\multlinetaggap=\skip62 -\mathdisplay@stack=\toks24 -LaTeX Info: Redefining \[ on input line 2923. -LaTeX Info: Redefining \] on input line 2924. -) (/usr/local/texlive/2021/texmf-dist/tex/latex/hyperref/hyperref.sty -Package: hyperref 2021-02-27 v7.00k Hypertext links for LaTeX - (/usr/local/texlive/2021/texmf-dist/tex/generic/ltxcmds/ltxcmds.sty -Package: ltxcmds 2020-05-10 v1.25 LaTeX kernel commands for general use (HO) -) (/usr/local/texlive/2021/texmf-dist/tex/generic/iftex/iftex.sty -Package: iftex 2020/03/06 v1.0d TeX engine tests -) (/usr/local/texlive/2021/texmf-dist/tex/generic/pdftexcmds/pdftexcmds.sty -Package: pdftexcmds 2020-06-27 v0.33 Utility functions of pdfTeX for LuaTeX (HO) - (/usr/local/texlive/2021/texmf-dist/tex/generic/infwarerr/infwarerr.sty -Package: infwarerr 2019/12/03 v1.5 Providing info/warning/error messages (HO) -) -Package pdftexcmds Info: \pdf@primitive is available. -Package pdftexcmds Info: \pdf@ifprimitive is available. -Package pdftexcmds Info: \pdfdraftmode not found. -) (/usr/local/texlive/2021/texmf-dist/tex/generic/kvsetkeys/kvsetkeys.sty -Package: kvsetkeys 2019/12/15 v1.18 Key value parser (HO) -) (/usr/local/texlive/2021/texmf-dist/tex/generic/kvdefinekeys/kvdefinekeys.sty -Package: kvdefinekeys 2019-12-19 v1.6 Define keys (HO) -) (/usr/local/texlive/2021/texmf-dist/tex/generic/pdfescape/pdfescape.sty -Package: pdfescape 2019/12/09 v1.15 Implements pdfTeX's escape features (HO) -) (/usr/local/texlive/2021/texmf-dist/tex/latex/hycolor/hycolor.sty -Package: hycolor 2020-01-27 v1.10 Color options for hyperref/bookmark (HO) -) (/usr/local/texlive/2021/texmf-dist/tex/latex/letltxmacro/letltxmacro.sty -Package: letltxmacro 2019/12/03 v1.6 Let assignment for LaTeX macros (HO) -) (/usr/local/texlive/2021/texmf-dist/tex/latex/auxhook/auxhook.sty -Package: auxhook 2019-12-17 v1.6 Hooks for auxiliary files (HO) -) (/usr/local/texlive/2021/texmf-dist/tex/latex/kvoptions/kvoptions.sty -Package: kvoptions 2020-10-07 v3.14 Key value format for package options (HO) -) -\@linkdim=\dimen183 -\Hy@linkcounter=\count301 -\Hy@pagecounter=\count302 - (/usr/local/texlive/2021/texmf-dist/tex/latex/hyperref/pd1enc.def -File: pd1enc.def 2021-02-27 v7.00k Hyperref: PDFDocEncoding definition (HO) -) (/usr/local/texlive/2021/texmf-dist/tex/latex/hyperref/hyperref-langpatches.def -File: hyperref-langpatches.def 2021-02-27 v7.00k Hyperref: patches for babel languages -) (/usr/local/texlive/2021/texmf-dist/tex/generic/intcalc/intcalc.sty -Package: intcalc 2019/12/15 v1.3 Expandable calculations with integers (HO) -) (/usr/local/texlive/2021/texmf-dist/tex/generic/etexcmds/etexcmds.sty -Package: etexcmds 2019/12/15 v1.7 Avoid name clashes with e-TeX commands (HO) -) -\Hy@SavedSpaceFactor=\count303 - (/usr/local/texlive/2021/texmf-dist/tex/latex/hyperref/puenc.def -File: puenc.def 2021-02-27 v7.00k Hyperref: PDF Unicode definition (HO) -) -Package hyperref Info: Option `unicode' set `true' on input line 4073. -Package hyperref Info: Hyper figures OFF on input line 4192. -Package hyperref Info: Link nesting OFF on input line 4197. -Package hyperref Info: Hyper index ON on input line 4200. -Package hyperref Info: Plain pages OFF on input line 4207. -Package hyperref Info: Backreferencing OFF on input line 4212. -Package hyperref Info: Implicit mode ON; LaTeX internals redefined. -Package hyperref Info: Bookmarks ON on input line 4445. -\c@Hy@tempcnt=\count304 - (/usr/local/texlive/2021/texmf-dist/tex/latex/url/url.sty -\Urlmuskip=\muskip18 -Package: url 2013/09/16 ver 3.4 Verb mode for urls, etc. -) -LaTeX Info: Redefining \url on input line 4804. -\XeTeXLinkMargin=\dimen184 - (/usr/local/texlive/2021/texmf-dist/tex/generic/bitset/bitset.sty -Package: bitset 2019/12/09 v1.3 Handle bit-vector datatype (HO) - (/usr/local/texlive/2021/texmf-dist/tex/generic/bigintcalc/bigintcalc.sty -Package: bigintcalc 2019/12/15 v1.5 Expandable calculations on big integers (HO) -)) -\Fld@menulength=\count305 -\Field@Width=\dimen185 -\Fld@charsize=\dimen186 -Package hyperref Info: Hyper figures OFF on input line 6075. -Package hyperref Info: Link nesting OFF on input line 6080. -Package hyperref Info: Hyper index ON on input line 6083. -Package hyperref Info: backreferencing OFF on input line 6090. -Package hyperref Info: Link coloring OFF on input line 6095. -Package hyperref Info: Link coloring with OCG OFF on input line 6100. -Package hyperref Info: PDF/A mode OFF on input line 6105. -LaTeX Info: Redefining \ref on input line 6145. -LaTeX Info: Redefining \pageref on input line 6149. - (/usr/local/texlive/2021/texmf-dist/tex/latex/base/atbegshi-ltx.sty -Package: atbegshi-ltx 2020/08/17 v1.0a Emulation of the original atbegshi package -with kernel methods -) -\Hy@abspage=\count306 -\c@Item=\count307 -\c@Hfootnote=\count308 -) -Package hyperref Info: Driver (autodetected): hxetex. - (/usr/local/texlive/2021/texmf-dist/tex/latex/hyperref/hxetex.def -File: hxetex.def 2021-02-27 v7.00k Hyperref driver for XeTeX - (/usr/local/texlive/2021/texmf-dist/tex/generic/stringenc/stringenc.sty -Package: stringenc 2019/11/29 v1.12 Convert strings between diff. encodings (HO) -) -\pdfm@box=\box54 -\c@Hy@AnnotLevel=\count309 -\HyField@AnnotCount=\count310 -\Fld@listcount=\count311 -\c@bookmark@seq@number=\count312 - (/usr/local/texlive/2021/texmf-dist/tex/latex/rerunfilecheck/rerunfilecheck.sty -Package: rerunfilecheck 2019/12/05 v1.9 Rerun checks for auxiliary files (HO) - (/usr/local/texlive/2021/texmf-dist/tex/latex/base/atveryend-ltx.sty -Package: atveryend-ltx 2020/08/19 v1.0a Emulation of the original atvery package -with kernel methods -) (/usr/local/texlive/2021/texmf-dist/tex/generic/uniquecounter/uniquecounter.sty -Package: uniquecounter 2019/12/15 v1.4 Provide unlimited unique counter (HO) -) -Package uniquecounter Info: New unique counter `rerunfilecheck' on input line 286. -) -\Hy@SectionHShift=\skip63 -) (/usr/local/texlive/2021/texmf-dist/tex/latex/setspace/setspace.sty -Package: setspace 2011/12/19 v6.7a set line spacing -) (/usr/local/texlive/2021/texmf-dist/tex/latex/titlesec/titlesec.sty -Package: titlesec 2019/10/16 v2.13 Sectioning titles -\ttl@box=\box55 -\beforetitleunit=\skip64 -\aftertitleunit=\skip65 -\ttl@plus=\dimen187 -\ttl@minus=\dimen188 -\ttl@toksa=\toks25 -\titlewidth=\dimen189 -\titlewidthlast=\dimen190 -\titlewidthfirst=\dimen191 -) (./pseudocodes.aux) -\openout1 = `pseudocodes.aux'. - -LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 14. -LaTeX Font Info: ... okay on input line 14. -LaTeX Font Info: Checking defaults for OMS/cmsy/m/n on input line 14. -LaTeX Font Info: ... okay on input line 14. -LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 14. -LaTeX Font Info: ... okay on input line 14. -LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 14. -LaTeX Font Info: ... okay on input line 14. -LaTeX Font Info: Checking defaults for TS1/cmr/m/n on input line 14. -LaTeX Font Info: ... okay on input line 14. -LaTeX Font Info: Checking defaults for TU/lmr/m/n on input line 14. -LaTeX Font Info: ... okay on input line 14. -LaTeX Font Info: Checking defaults for OMX/cmex/m/n on input line 14. -LaTeX Font Info: ... okay on input line 14. -LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 14. -LaTeX Font Info: ... okay on input line 14. -LaTeX Font Info: Checking defaults for PD1/pdf/m/n on input line 14. -LaTeX Font Info: ... okay on input line 14. -LaTeX Font Info: Checking defaults for PU/pdf/m/n on input line 14. -LaTeX Font Info: ... okay on input line 14. - ABD: EverySelectfont initializing macros -LaTeX Info: Redefining \selectfont on input line 14. - -Package fontspec Info: Adjusting the maths setup (use [no-math] to avoid -(fontspec) this). - -\symlegacymaths=\mathgroup6 -LaTeX Font Info: Overwriting symbol font `legacymaths' in version `bold' -(Font) OT1/cmr/m/n --> OT1/cmr/bx/n on input line 14. -LaTeX Font Info: Redeclaring math accent \acute on input line 14. -LaTeX Font Info: Redeclaring math accent \grave on input line 14. -LaTeX Font Info: Redeclaring math accent \ddot on input line 14. -LaTeX Font Info: Redeclaring math accent \tilde on input line 14. -LaTeX Font Info: Redeclaring math accent \bar on input line 14. -LaTeX Font Info: Redeclaring math accent \breve on input line 14. -LaTeX Font Info: Redeclaring math accent \check on input line 14. -LaTeX Font Info: Redeclaring math accent \hat on input line 14. -LaTeX Font Info: Redeclaring math accent \dot on input line 14. -LaTeX Font Info: Redeclaring math accent \mathring on input line 14. -LaTeX Font Info: Redeclaring math symbol \Gamma on input line 14. -LaTeX Font Info: Redeclaring math symbol \Delta on input line 14. -LaTeX Font Info: Redeclaring math symbol \Theta on input line 14. -LaTeX Font Info: Redeclaring math symbol \Lambda on input line 14. -LaTeX Font Info: Redeclaring math symbol \Xi on input line 14. -LaTeX Font Info: Redeclaring math symbol \Pi on input line 14. -LaTeX Font Info: Redeclaring math symbol \Sigma on input line 14. -LaTeX Font Info: Redeclaring math symbol \Upsilon on input line 14. -LaTeX Font Info: Redeclaring math symbol \Phi on input line 14. -LaTeX Font Info: Redeclaring math symbol \Psi on input line 14. -LaTeX Font Info: Redeclaring math symbol \Omega on input line 14. -LaTeX Font Info: Redeclaring math symbol \mathdollar on input line 14. -LaTeX Font Info: Redeclaring symbol font `operators' on input line 14. -LaTeX Font Info: Encoding `OT1' has changed to `TU' for symbol font -(Font) `operators' in the math version `normal' on input line 14. -LaTeX Font Info: Overwriting symbol font `operators' in version `normal' -(Font) OT1/cmr/m/n --> TU/lmr/m/n on input line 14. -LaTeX Font Info: Encoding `OT1' has changed to `TU' for symbol font -(Font) `operators' in the math version `bold' on input line 14. -LaTeX Font Info: Overwriting symbol font `operators' in version `bold' -(Font) OT1/cmr/bx/n --> TU/lmr/m/n on input line 14. -LaTeX Font Info: Overwriting symbol font `operators' in version `normal' -(Font) TU/lmr/m/n --> TU/lmr/m/n on input line 14. -LaTeX Font Info: Overwriting math alphabet `\mathit' in version `normal' -(Font) OT1/cmr/m/it --> TU/lmr/m/it on input line 14. -LaTeX Font Info: Overwriting math alphabet `\mathbf' in version `normal' -(Font) OT1/cmr/bx/n --> TU/lmr/b/n on input line 14. -LaTeX Font Info: Overwriting math alphabet `\mathsf' in version `normal' -(Font) OT1/cmss/m/n --> TU/lmss/m/n on input line 14. -LaTeX Font Info: Overwriting math alphabet `\mathtt' in version `normal' -(Font) OT1/cmtt/m/n --> TU/lmtt/m/n on input line 14. -LaTeX Font Info: Overwriting symbol font `operators' in version `bold' -(Font) TU/lmr/m/n --> TU/lmr/b/n on input line 14. -LaTeX Font Info: Overwriting math alphabet `\mathit' in version `bold' -(Font) OT1/cmr/bx/it --> TU/lmr/b/it on input line 14. -LaTeX Font Info: Overwriting math alphabet `\mathsf' in version `bold' -(Font) OT1/cmss/bx/n --> TU/lmss/b/n on input line 14. -LaTeX Font Info: Overwriting math alphabet `\mathtt' in version `bold' -(Font) OT1/cmtt/m/n --> TU/lmtt/b/n on input line 14. -Package hyperref Info: Link coloring OFF on input line 14. - (/usr/local/texlive/2021/texmf-dist/tex/latex/hyperref/nameref.sty -Package: nameref 2021-04-02 v2.47 Cross-referencing by name of section - (/usr/local/texlive/2021/texmf-dist/tex/latex/refcount/refcount.sty -Package: refcount 2019/12/15 v3.6 Data extraction from label references (HO) -) (/usr/local/texlive/2021/texmf-dist/tex/generic/gettitlestring/gettitlestring.sty -Package: gettitlestring 2019/12/15 v1.6 Cleanup title references (HO) -) -\c@section@level=\count313 -) -LaTeX Info: Redefining \ref on input line 14. -LaTeX Info: Redefining \pageref on input line 14. -LaTeX Info: Redefining \nameref on input line 14. - (./pseudocodes.out) (./pseudocodes.out) -\@outlinefile=\write3 -\openout3 = `pseudocodes.out'. - - (./pseudocodes.toc) -\tf@toc=\write4 -\openout4 = `pseudocodes.toc'. - -LaTeX Font Info: Font shape `TU/SongtiSCLight(0)/m/sl' in size <10.95> not available -(Font) Font shape `TU/SongtiSCLight(0)/m/it' tried instead on input line 17. - [1 - -] -Package hyperref Info: bookmark level for unknown algorithm defaults to 0 on input line 22. - [2 - -] -LaTeX Font Info: Trying to load font information for U+msa on input line 32. - (/usr/local/texlive/2021/texmf-dist/tex/latex/amsfonts/umsa.fd -File: umsa.fd 2013/01/14 v3.01 AMS symbols A -) -LaTeX Font Info: Trying to load font information for U+msb on input line 32. - (/usr/local/texlive/2021/texmf-dist/tex/latex/amsfonts/umsb.fd -File: umsb.fd 2013/01/14 v3.01 AMS symbols B -) [3 - -] [4 - -] [5 - -] [6 - -] [7 - -] [8 - -] -Overfull \hbox (32.54117pt too wide) in paragraph at lines 212--212 -[][]$[]\OML/cmm/m/it/9 J[]\OT1/cmr/m/n/9 (\OML/cmm/m/it/9 ^^R\OT1/cmr/m/n/9 ) = \OMS/cmsy/m/n/9 r[]\OML/cmm/m/it/9 Q[] [] []$| - [] - - -Overfull \hbox (15.41673pt too wide) in paragraph at lines 213--213 -[][]$[]\OML/cmm/m/it/9 J[]\OT1/cmr/m/n/9 (\OML/cmm/m/it/9 ^^^\OT1/cmr/m/n/9 ) = \OMS/cmsy/m/n/9 r[]\OML/cmm/m/it/9 ^^K [] [] \OT1/cmr/m/n/9 + [] \OMS/cmsy/m/n/9 r[]\OML/cmm/m/it/9 f[] []$\TU/lmr/m/n/9 ,$[][] \OT1/cmr/m/n/9 = - [] - -[9 - -] (./pseudocodes.aux) -Package rerunfilecheck Info: File `pseudocodes.out' has not changed. -(rerunfilecheck) Checksum: 35B5A79A86EF3BC70F1A0B3BCBEBAA13;724. - ) -Here is how much of TeX's memory you used: - 14827 strings out of 476919 - 313456 string characters out of 5821840 - 653576 words of memory out of 5000000 - 34576 multiletter control sequences out of 15000+600000 - 413609 words of font info for 91 fonts, out of 8000000 for 9000 - 1348 hyphenation exceptions out of 8191 - 101i,13n,104p,676b,697s stack positions out of 5000i,500n,10000p,200000b,80000s - -Output written on pseudocodes.pdf (9 pages). diff --git a/projects/assets/pseudocodes/pseudocodes.out b/projects/assets/pseudocodes/pseudocodes.out deleted file mode 100644 index 38f7e61..0000000 --- a/projects/assets/pseudocodes/pseudocodes.out +++ /dev/null @@ -1,8 +0,0 @@ -\BOOKMARK [1][-]{section.1}{\376\377\152\041\162\110\131\007\165\050}{}% 1 -\BOOKMARK [1][-]{section.2}{\376\377\000Q\000\040\000l\000e\000a\000r\000n\000i\000n\000g\173\227\154\325}{}% 2 -\BOOKMARK [1][-]{section.3}{\376\377\000S\000a\000r\000s\000a\173\227\154\325}{}% 3 -\BOOKMARK [1][-]{section.4}{\376\377\000P\000o\000l\000i\000c\000y\000\040\000G\000r\000a\000d\000i\000e\000n\000t\173\227\154\325}{}% 4 -\BOOKMARK [1][-]{section.5}{\376\377\000D\000Q\000N\173\227\154\325}{}% 5 -\BOOKMARK [1][-]{section.6}{\376\377\000S\000o\000f\000t\000Q\173\227\154\325}{}% 6 -\BOOKMARK [1][-]{section.7}{\376\377\000S\000A\000C\000-\000S\173\227\154\325}{}% 7 -\BOOKMARK [1][-]{section.8}{\376\377\000S\000A\000C\173\227\154\325}{}% 8 diff --git a/projects/assets/pseudocodes/pseudocodes.pdf b/projects/assets/pseudocodes/pseudocodes.pdf index c47694063d209d87a922948eeef5feb7888a0dc3..b34cabc85493418af3b30bfb9fee5ec401e3b272 100644 GIT binary patch delta 115589 zcmZtsQ;;suvaO4jIm)(e+qP}n=3lmLjk0aqwq2ua>&&_CjT39fJ`w$)NA$;@@nvRf zEnyq-Ar=aWOi@&vj)|TPhV1z6`VEGeIT48rz{$eT598wMY-VH!$w(`liMNyIn+NcUvTx`Qoc24U~2QgJg?18PEaP4{B8!@)#2frmRvmDt4m#(w%9wkye zB>EPY^HZyb2&fz1DOkUTIMg}y5Y(<+ghM{>C|sc>%cp4a;ik4}E34M9aYvPhe{cB! zi2JnKR<(Vdg-tUf+C067U-9T~Zrz*wU+-MfIMFEeQNWZKq&+2m48ua*JLe^rZFRMz z3Nc=fMC#0yubSNkj$3d=qopd*$}(lWOuFnX6^Pd#~b;XU24 zY?yLq2ICvqjF%~;$HTlue7Jx`P1yXWD3hISn;+eMAB4Uucb__C;Ec={ATD8t=OfcD zeUdOVDel?a4k8P{`jinEFUOU%a(ySGvn7spE=<$q78KxyJ`BywH|{Krv74f}L-)Ct zlF)58n2W}e7)piwnrN_ReBlQMhKqb)oOUMpK&EQ8pmc;Q!K2``4S{om9)m0am*NY% z>y6f@f8O*439G!Cu+xUmlc3NbJ+sHm)shdJokaRs0o~dyxWY{pFedTsv0|InYD>6Q zf+pCUo9-DQqop&~Z_U)3SJ!heeVYx|y|Zk)a+ng}_XNE9tNTe! z?X9u&t4<&3&zoK@TyNWk1<-}F={x-Fr(t(yg@wDo13$?8 ze!SG;^)2+ToR^7WL&YWlo(m@hB*k8d1PG!|eRZ8K)}D`c_ov;!i+NK~5~@#?2j62x zD?W-@4$Ky#r;h8tY9;KZSeXqlH}E=}AmMs3mP8L`3(SscX9=t$%E9bz5b1~?P$_u> z4iW{x5)jn;5PhiI{PDFxSM!vyVjpRPMn!k;t3_Nz@w8R_Jqt{LO{L-AH21Be>m7j= zcMoo?M+A2dcv(5f6y#_dk5mrsvWcQbpW2ZaU0UXXw;y}phJr6E`dnQ{l)8^8dAA^_ zV$GsOyFq^;ckV@^lB8UBY(ZzMy5FK$uhW$d_J4l{C#q(=J~_}L*FgHKCt}u2<6;lF znlQ1lvc*@dz-M{^-;LMTzXa67)mAqbo&hmrF{ab4)GDk_z}MH{GSV9F%Hk1^&f&qU zRtr1Vi$J;GmC6Am@Ec`8|60F+l}EXG)!^ZhOETTFFGhjK#5k00X@=+MF1*9gY^Ls| zBSu(EU1AnmaACQ@yp*1QG-6C022A_(vnFU~cInFT__I*~GK%=m1iE{Rx_qItc^3~?vwVL(!kCDld|BeoA)70^wQOeHh-k{b95%W;Xc;&Nsv*0U) zOSOR?&tlvG-~Z+*s%n@XrPjGnv3Dx0YvNR~lX;)7rfEbv78oICn4S?Q-K^zeCV&k9zEHCVQIKr7rhI63edfj~^A*U$@Q(ngsXy7!AKqv-^ON zTyGfu4+@()7+b@zvJo;8{`bP0h=uzf1aolxZv>xc$@~|=z5jz?L`^a>WdzdyjbL70 zp+MWfV&JHsPvzE=h3QFs2X~cbN_J2m3#zCuNq zS-A&^HG@to>I>C!!MQqg*5f?Yhlt7I6^rLg_6#MmbRr@71Ax+L%hp<35{LQkH~|9(9rxN*rQy3Jk7{Cc!<@+RHa)n=m?8vjo6ZJK7MN;bxK&vJYXo|BtT)#!F`Q2Lw3i2n|tlQ=R7Ek5KSR zv1ISrAWrl}y4(l~=wRlVJ-|?YA{kB4ONdYw&M56~%QmVoH#pGS-?s7 ze##q-lg8v}6E+LdA}mS>43Nf z{%EoA06P4<4vNGtP-u!$JPDb$j`*xjG$!Y7d3!se5qIf?#g?|sje>JDj*es*vx5KIaGhEUfq17^_Li~^@h_n|0e_Wq26%#V}=6&N}QTm z^j|b5Yr?Yvm>D^l|2Kn2v~}VyTao;4>kvOoNf>!V;2q=|5$raB#6Ii)^*%QT&}|Gr zJL5Y82Yr3|r-(*AEw;L67p$ACr%4PQ==Q#Ia__w2d4veubdL&Ld?>uVu<7qj*VT0i z^tb}vXtv^{#GphS4zqkJS>{F(x?mK1jnlugO9S?f1b2na%vu)kOSE*rNa2x=&JT~z} z$tlveB{zLBg=7IOaQIxMg;CP(&w`pOjV-x9t*rPDt4?O$z7>r59kA5go&uQ!sbfiy z;wfC68@^Qyp=5(<#|7)>|HW@Y4-^+hg+TtlVg}OmKyTmIh`6Sl7FB%{X`XDo`cFaa z+o`uUIn=7|^$k&vP0JzzRsh$`1}<|tNk??azAQVN4RlN7I1x;)`fl7t-{)L!ODZTY z9$AlB$C;MAM$15TPRnClS1Gl4fn1JQ9)~9wfvYaBv#-Sbv1chzo#dapFgu7T3A9A) zWGw?b#wk#yguM<$*rqSLs&PW$`Vicf*MQJ*^K;X>>ki3!Yy%)Hd%z0qH5AFob2ptm z#BfoB^Em$=!FtDzz)NhdrSNr~Wf*b6M(t;u^f>xVP$0)qS!^Rst+olJ_%K{QQcc?5 zo`jM7d9%ptdtdU~+3Uk#Zi|Omz%)-h_?_lR`7EgNYD`A`r~8(+|a` zyKx$J9l2$};)_$puSo#2>(dA@Z{)#`(07&1&Mn4mj>Gcv3arT73sf(H^Q)(ddb+rW zw}tgDH=B9hVMefq58K9_zS8usOBr|PrKymIhtuByvk6^>YXBPLd^T<94{FFjQo=9A zg+lsR)$hDE9;w8oM>Rche=JL8(?C^UG>*yq7mp$6xnwBndi+eoZwyC>nxxzpq*ChR zYPq&Vuscoxh#lfC1&E&5;33O;{J(Q=Z-sxPA}&&q)>ekI8SKXa7v{z5e(P*D3MuH{ z^mD7;KsBp1_kbCoRawpL)Bd-;s;11ahzvm6D8Ux?-=$lr3JoJev-a`to$&8iWN80$ zj!0VjLP>VYm%<`RIQX#BZdT?-k1X&axjPchP-7HW<(s4HD+#yF7A0>?8KZ&LUlqMR z;(>ErbqFI+q@O)#Y4@_n$->L(o9bDvmj;eAbP5R$TR?=qVM#1QT9=D?#ah$Hy16}B z%C;1XLGi|7yhVfquyJN@={ksie%Wm3Ww7;+Iyh6g$UZkUR!Jyu(BP<)z8YmTY37$`=s+SipW}z;A z{S|{fA~F$K^ZL3&w54%)>ZtblEL(8WhT=T^eRk!kR;pektN**xh1-j>Ecp`ILv50K zAE1in(&xY`0onQIP76%sHWtU2v>ja*i=>0g^pOPGOUAhypB5*ZvMVL{#McU&wy$@D zI1rED_ky!@!qcfDM~ny6{b_e5*}Lul-UdiC?K1GSg$C8r?m@R8lpwf8QgZoFO2YTm zz6jN->onwAdXqkQE+jJ|1~)uO^=Adc6);SS5t&)`KH+q3MrP3RmfIxr$Q{js;*tfJ zx)ssqsw4ORFl#U=r`1Qcaa%Cjjf@ zU^Xzv(iz`BhTJ#ncf^zk=wg&s@_>pe_5LI_FoImiWcY3{;}RshP&LIhVY_c{1mxIF zIRi~qMp4Dh#WXI9nk#EK_CkK*)WVCmK$fZ2X5Xd4ac8ByPG(r0JS5j1YO2z^8ZtzU zuENfB`%P&KNIMyr^4rj12DaLtd)w-uohES7*cX$^TU|VAwlM!89Aa)nVo6?E=sdwfr^R$0#K)-=6ALbR(VYsJI*8Mp|Xgr3OVI_FM? znB%#`glut-SRLzDv*je(Dl3d}SBq{Q5Tg?v1uJf+f%K7pnaZit@E|SCmNI{Dz)&G0PV^2oPCj&4sb29z!xuQi=#({+6 zzq{Q(OA{t)DXEl@QV8t=IK=|Nwo9Eh$gLyPb$0|Euz!0DY)PkRu}1}zNrAao@KSzX zZ&4pbih*AR52Sqs^!X=s5*oL~N5R9cxhLhm=S4-WIU_aHaY zVvEyc6G`R<;DI}YPeV*y_-NX8v`Yoc;<2mcvpTVYCvYh6xo;ptRPg3+vc2FPl3!@~ zd{a{0bQDHN=zxH{#*oCRmv_0i5s5ZNfNc@ELuIlrx#PVm-ggn0V%-l`qL^crrk^^x zl#azH51<0!!jC`0Arx%E2KgO1xh%+8X!CAhUnDNsha1y-+=-d%ecuWuh!5@0r){W-5Om{6h`unB(UoF7oa+1--4kS_&c7pEKhqPpr-Y7SK%|Ti z7M`9g{tbUp(Mi(M}lzEf=XLb?7CpsRD6kLK8LK)BImWro$i{pVy%atTq z*)`X3Am@?dxuuj;UhZx^lx#Ij0?nUvWDt)c(G6|z+h3n`v#>>9r&jHhH@bQco)$Cz zeR{q$a6Rz8nH>g>o)h8or6I-+U*?J=)x;<^c#r#y;}bs9L*N#Nf+#^7U@YN7wHIa3 z=48AK)BxhPDGSV;lxi{qwTLdfr}06cohJhpaU|&zESJ|{Ud`NPZmdZsXQB$)emnlT zQ}%@P5S!-aij5cB-}10{VK_9^tov!vV}R@cH$x0bPbA6p$FMf3YE32@%f(Q6$4Rb# zsbS31dC{BC&Po@}bu63?An={lbLtK0qw=yUZSV6g-;q`JdEVq2zqUbMvn_Q`#f8+i z=q%OBQA*}rF)EiqNrv*n!1dnkppibg-BxT0#eDnbw7VfIWzy2Zt8~o!^o^?7yPcR6 zKVvImm1{zv%;tdJ1R)*VaL5@}=yv08)k3^*WQu%U951OQZ9FCf_@jz(vE208)CttY zQIm2U_1i|bQmt2h{nSx1V0q3jw!b6ph1eHjB#z=l1@v!oR9Q=oj*V8Az5Ae1m9%~B zGBl}UjfE^anT+g*oTKK2nawqMXhuj#7;&+HbjQ!XI=h<`(VA00{>I~B(VI#SQN6}k zEi%34Fb-OZjmFy?a7u&5rxv~GyxTItcFJ-{dRJqAtKZS+Kn#RoOIv9!B&O!=w~kV4ALJU83wvP%hiSxkwd zce(BN313L3!I;=JO{3B1N!6%LuWKi?fyD6wH`(;IXgk%xo_j$}Qx-?I#t>tBa7NP| zB8(VI(KE_13-{}sraF&U8hFU#=H-dUp&IE}YOY%Ko=FK4vm=8jkq zdmm|>ZCfg_=GO6b1mPtELWYe-d_du?_Rygl!p#z2Zdv4w$E0#u!NIC_{>d#xo?T{I zTv@ZFOEa`8Lmpq)mx%Kzh4Ek8}0abQ?g}|XYy*k*^P$Bnnpi(XD_4NTC z0A#^@;JZ!Ysh+MD?aTYZj&aaE?+bype8-Uk4Keqa2N$xfeiTNveLvKLOA*B?{L;y@=GAZYhjNc=3I}WxTDpq(8Z4pT1 zTx9HGz&YGjo-kDKGuVQBLt>#@PyS&Oz{`$mv_JHKMT!<`gogb@=S*l&{FcyfOG3EF zP?W#Mh*3IzcRe#SFeMQ+cDJ1+2u|NGunS)eXlN;X=D_X04%=IGhYw$rzb(B z+yt1~91uRNRa{)uV+AuH!lo-;hz0vQAB$Xm25iQ0dUB`Z2B(~m_NEAE8KJI`d$`i1 z!%YiIOLV@+kI{7{>!4?APFaW&HLlW%*ge7RYQJdF(NXfIR!{|6ZLx9hBr7`a1YKxo zHOWQ5lfH4%e{6^=cHt8zv^h~OQKm$+qybU|`de+}MBrOf8A>OdP(pD);SH&EQW7e6 zOYb>>b|+TTEf}m?PeKhSf$*qL#sJ$`{u!@pSnB?lXG$?+?1hF!mN{DZ(32+Ip0Y5C_6U|r}jyIrq94q>%#sEABZaMcFYcNvFNcOuc*6-Tv`-M z{*QEV0di>KrktRUak0C+^4yjj{Nma8a@Sg_!H$>bSMhcfm478t=qa)FrnrPbm2d4o zsb!IrG;8En3DtwHyjUV;qHmYk~Cjz)JzVlpA!Ju1x=@)#mz%tnT8e{r7lBWlzz34&ih zYYufyEnj(iHYlz3Kz!TO?BJMLS7gATqUfxZT3!r@cxp=Xquyu#?7#kDs@o3U;)At6 zSLP?6ig*d^s`9~ayXZ;nPW)Y;3PV2bQM)Vd3^$db(ai=};~H$WB#-WH3q%F@(1R#c z`XC0{i7G0RhOZN$o_2b4MGp;tJOVj10N2u>5d?@;jQI2L!kKec=iB!zF5NizH?FsQ zeln1=Jf`>{dCPv5GVk9# z-B2L5GT93dm>Su<0}cD9E081>wke==(1U{JkIJ{5Q~u^p+s&rr1e4>>sa)u_-!`?? z(F;`ikT;`$W^}X>;g3+aJr|KE^e%W3!^wwjKKxpz>2SP_Gd9T`0p04U8kefai`PKP z4lxM@RFYszSQz~-S!j_$j0{skt3W#Ao=Q#!7s(0G;n>bbui$7kK{XzqP4^)K= z>|d0O+=A}OzYvlE~*8KEL6aqO7S{JE-Bn# zRJ>afEMyg$k|si!`j@tn8ZDL9zdfTqWu^%efG+X#B{D$lh)F8pF8)=>`QqYqg@7~m zV^w+(+rjx(o&}VGq@(5nfgx4r=pl)1>G-R}) zyvo+O;yr$Qu&6v{A?$IU)iC1i`<+c3!cvnUnOiO~OwnNk*Y{lLMH|lO7$GqH4F7JV zHa*iZzSoVWdOxkUyOPusF8K{5NMlxx035&newKSKL!anMs7^wPHLdN$nuW2{HLKRd zmYCL+*^`8A44^rD)g;SQF+^QwNzaS!V6auOt2(QNWt101T20IdWUt5{MK!neV_erk z-HCJ6-Yc}B=Nky}I^X4ybG2P0h^{T6Ok`cCHD|H0%NB1`KO}ryAm;WBAXfGW0NXhL z(sRif4s`0i(b1e6OhhJ!*<5Yse6fg99u1Nv?D9eBfb;44fm*KgMdB>wY>NkuI(a%^ zUAM)yt*dj9MMkO;w}r%f)1Y~;BsarNtXt>*L$Vme-Hz` z+=QtT$CI^xO^8w*pva1G$3E~60P?LKfhEPE8Zip>%P&G`wd#=K6wOuWjB@cIq*0|_ z4ysH1==|nm8~Z#KC)+aw^075UL5N=s395^sukKxS-G-r!T&L&trF@Hylma7PB9&84 z!d`?=g(b{~dX-k2bfFV^W)sRPzuYakgc7ATDX5@?*o{Y9YGZ5Sm`4v^fCH(?ySI#2 zJ9hTk(RbrBu_x#CRPkA`i(L6~oL5zo9q4FOo>=aH*QtsI+*9D}e#R~+`WC+K`GjxX zm~Jb2E3i~AL3Roe>zCwn?M`Omj7WP<>k1f|lCMrhwI0lF%y%2?=behoQ(lm(f4vC6 z4b1Er+XI&{%aeQLGZoS~h z%uDSVx7^(0S2-hGL{{_GC4WzH!?>$)u^FYi0BN!M9BfgR--iM>t<5eK6rtUYQl06m z8sVI6kYQp>@Q>&>cLstRhR>?sb$vam$CwqN>U}*0WdW-%-tn$70LA%^iV6&*bXv!K zs&YYPhPV}Dm+Wt^BII-w6uLNb!Lw46HU+^1-Z=Plhf+Nut8{;yQ~cgCV6KnrJ7erL zi9Cu)zrB!G>o_H<_-3q*Z{=gN-yh%Y1L%6{&&rb~?Gm|}Abw&RD)s29o zl>6tUI@rHQd&Vb&(?aQlVOUi_BmH!iZ}-Mw0$eoKSq7&B@L{VkD)k7o7KZ`FbWZX?%i-%2N2&%LXewU2sV&kbQUsME@U$HS=^6v%rEL6X}gjvbTa#V-~qJ zk-Xma)KPhYob1qfniSZ@IM?$<)=ayyR?OmzdusUXQ$wJc9jEYQyq;P_MwLN#pf&u<*OF+SvKFw2n zjNGhG$tBpbFeKyM!0W+Pj-iJi0Y6Z16$PHcjxEBLqT7CE{-4Dv*$TY0#k>Hc@mKB@ z^ce~YD@!|2)P?Z=VRduOi}vTFA>V~s#oAArs(S(k@ZDyKCNJj2| zYCYW+tjBVsZ4R2nlkD>hhR4wPCBJZzMYX$+^DsoQZkv}i-^ew90 z(bfNVaVfs-*dU#~qMKMc@DB^;2*8L;l5*Td=lcUv6X`Fqez;wY8EjAfJ;q@VpevC4W9l4S+eam{{ z+dz@lg8c(>|1{1bS|FZxMmhn@tCCx*g&E2V@D1g)*mWHF(vi$Po;%I$0mCqo`*nYl zyK%d_ka&~3bG;jye!go~U3dXkOKZ`}?WyzrtoZ38G<8m$p*JvTQ*hq_ls`e6sP0lm zDVdFA!{PA4_1Kd8vU!xbH9$RiYS|5;o;^ziB_7QXvU--n{TPNk)WS)w>2Nznwp6VS zxXe7Ih-q)pGPcHc+QF8HtA!7k@KH2UIhFE5mE~i?+|pNgjpys9PFUH+K5>PCgf{#9 z_h(AFUeXJf$@QmHTZdpdi z(N1)_5aaQ3X(KEVBAFiMK4Z3jwnB;>u&&Y~0>1a05q51{+a1H0Ety?HC!=eKSdY`e!?>@*#_Ew=1m))3lJ*XN`2VDUbJO3o-g;aJi{b?#M$hj^& zR;9r>UbyIi3;wCY!(njRvt-@sxwXjjR(=*OT)y?q+rH*B;nb-pYwQj8NZi z*6|(Ozw2`}-;RT4Au&>g>*u_%g%IrR4K^))BDYV_cLfkoA@G6-ZRA}%1`>iND4xkc zSs&JBY>pAO`QR?V!&|T+m>%jRp<8R9ag_((f}qzeDgAB&6F-{~2PQw2f7!6WI9i}0 zd+JZ3 zs=Dzy7mjN**zX$w63=Zm5<{$633W!tmjDU-T!;y_LxyyDz-Y;mt#3HMRVl1EmL^Y7 z#7pWvV2Q5I635YM*UCwZ2e4vMazdgmejqYO=EoiPpU4DCCXF+dWjW;XT$&-&*(D0X zzf@^CC}Cj`HyBX8&(;y@ZpPu6H$n`5Q&Xn6E#ok<5Fqc%^$1xa&_8DbwkZ*lwAflp zjE*JS0$T-0>X*YL<{TJ+i%8ZG+_3KDbFn4lK2-ccV(KC(M#2aH&HgFnZ?yg*b9Md!At!M4}n$I7pX z&YL7l%=Je+n-<}fOQ?c(VRLm^rD}xyvRB>rEmpDAA;;)|<3?V9vJ+BUIHDNpC1ovd z$nhV0HNjfeKTrs`?T1w$h}!5&3UkQq66tX5*J^AdvqvD!qWDF~4qYVta+=7HTbszkGFA^!Rs1iS(7Rs`E`jnJMdI4aX| z*W5{BBObIiqvG1&#HzN_3u1_4iai=lCcOXnMUsiscE)ZkLWxV|4W8BYaMI>x)Ji!x zIz8^z!e|TGdjk;@oL`#>wR3u}$YUIKj8X zh_!wH($FX7DS!&Bs+Ex(?WnB`tlJGNcfHJTA)Uc-FO0*upQN${uhk*3%t`r4fvUXc zYQ__=*5o??b#bh2vRrLefX}8xvC|+}o0z8%>HFQg!sBr$8wOFI(|-cAZ@W5PaWGIz zN4ABj14~v<4CMU_xq`c$tE%qGLwsB=quvB=$2|I>i7=`u45cNaDEsJd3|C`2B6sMc zGt(XQ>Gjme^oOwuV|;28w;ry;c-r!Kw#nS9UiJ(i85VN=i{XXKl%Q)}Ta>8svZ)Iz zjg#WF4JwS^1m%p}4Nht1J$HD9LDn;MlQLsrMMAR4?bZQ21GY`7DPvJRI={^1y!%z!n>1XY`-m($9{2v0PF5`8D=bWl~7o;i~D zRF?uEMKzk-w1xPeN@vb#S#(!zu0QY3>^a4S*l4k};bg}7_4>)U_oSh2EY3zF%@G6y z4x~Q9`OMqE?PqOn6``L;D5QgDC-=pL^WNOa!nnH`rr*LidR0A7=BK%Wf!2|^ zqGSUf#2*v`Mrmu)nS_?LoJzX|ye)igi zk27rG@3xtP;N70pxzC%&&iB*8_Ya@3*e3GLe_7!!Lzbjr=D~(Rl8=tQpMXj2+iJH@ zx(NNDS?$L2jhFOrg2m61%kfdA<&iCn5j@)b0+M0qLfBE}r<62#x)l!ut@3qFW=VYH z8ra$Ts179NS>acRL-)VV8%q4mZ13&5(i(=C$B#bsxE_3G@v#^5GXkJcvyH%ezLw*G zM56~21TzXV*|ZhQ^Dgp#C;{JK{H`pAvA4-=s2${ahgUdEO13gkvtSt5tcfPX`aPhf z&*hM#{UyZG@p%+kuJJHxIW|F&yDC-EtVOgO@_Yj#SE@#eXz)FvDAApw7~UIy5z^*N zd*aoTdU@ZbP#X+$Tpen%o*}%Rop+GJCLXN0BITT?my;ApnR=8VZ|rT~7Lo zKJ~kT6Nqr)2oyF$_v@F}r>F+k-nqt!EZvJq5A6Co zluFMq1Exd{oNwmEi*NO65xTRJt!2(`r3J5(s*Rl{?RuM{f2`?o&($xpvP=ucKAT!n zgs1j=>{&}1O@`ll6Xf111esRf=dp0khSK!(zv>HFOmc|9owpYg+lzR9-=m7xC)#dR7<$ zRyttFcu+vMU-aL8+b7||?96^uZ#mhZM=U@{cquUNqXDBcCAuc&nxu*M{zCkYov9!fZUv$50iq&{VTE^Yp*7kSeyr?IsRwo5CGNF0ddD5ky{X16GK)Gua2d;0=xEqg+9SxIb#r|t0r*kfMZ~%tBs&ANHy*% z>yTHX!vHCT=Y75MK3s~xYoF^W<0wysJ8rf9wWA`e7x`LUqE9wzm2&oFt`f947@w*p z74Vf$Vs*RIq#?M0d@BfU_bvK6=muS6I}x#}B3V8EoTDx6&CwSh)R=^PZrXM0;=xUunmp{01HpT1wn*N$8n9 zQZroI$nMOIWDZ}2YbdMg8(531>0kz3t>i>;d2I3U6PL@onA|99xz0H!P8Du8V+jo3 z#J2ET_2*gS=1)XVr+pjcIbnJ8)|V$Yro>1y-UB=S z>=qm`uY83D)?a#DVvHCHl07Q-qO1wM7=rxQf=yJk{KM`tK+2pCe&1jg5ne>^p)q$i zHGZmuXm5FIUW}lutCbB4Us$K;;6Dhd(0O%I^fF_q_~Q8ZO1)u?_Y9_DsSo}+X+UG? z`!sECZp+#TF1YitUB=P@>1EwwZavd!>ZX(oX2r;Bw`KYni}1U~h3BVl);Jd|V^6bg9OR5a8tmV>dlvdH={L6QDK}I;yN2;as9X}#n zlaq2xNiLgFCW1qEb^Q|?b$EtK$4Yudo4~YdudP-93N(k;1U-MwmcgcU8{^RXfnn|3 z8}k3rx7hwin`C6;_}|9=j*dM#}JkPQ`#$NX%tx{90`@kh`joQBNce3Al9&7>z z4N=$q2P%SxF*q5PPlVwJ2@SQWkcwRk_1?d`ZUhUJ#4SyTYBhFYFV6*Mp~w!t=pGw) z<}*$Cv(rvC>bD1_3%li!uklI4^pf6mL_RuC`+5$gi-5L#tz$qIrC#&Ds@?$-kF7j~ zN3^9WD1w(X$yRKf>PC%-3gdXuwl+8vLCHJ9WZe(3=)fYn-5)@ftM6ajp0sEM&zr_2 z1Mh!@!Ar0if?7(|h@d2hIizWjd?|H7!(EFeqnjJR^Jnp^(><9NHwkCXDG{Ew5;4Iu|e{363FUX?uFVeK3E5=cr^yk-aSgIaW~RQc9b4+ zRo36WHnsjM9E+C9=ONYHW>?9Ec57y=k74YTil3-7pP6Cq5(((4%(cs9xy=+QyBDT! z&Czx4iQ;Z1$e1NqOw%}+CcuCt zE1)>a*xSo7D$BME?gT)m#+xmFF7XYSr8r*ltz?4*@*XR#B*@6aD^*NDqR`{u!N9P% zfw7t&)!M{u^^;%hRc?}ISRSy)z_N}1FLo3)mh<#QJ2TW?BTn$SzoXln9pU*sosFOe z0=)|tin%}Al$7Pd*)C+FdZ$2ktSug7%7hd=xJCrz1%M5+*QN z!$x8uE>&%fHrYwFXAZ7ArU@>}`Axl3TOa`g3HD@FBob##qgzxga@y43yzI*8cZO(i1 zl!O-k9S|Sd;7UcMZmT+ix%$g-l81PHqg~vG-w?>LF>q0DMxr6p&ec*2*`6ruv-4W! z0*YJ18Jk7l*j3Ya=5vtM*vt417LgCvT1S#qST}#Dci~zZkVuOoPzBec< zj#pChGqg5N;SstLg>}R?<%EK~ah7Lf_2A2VGYjd%2Io*9w@-{1 zoa$sqAR(>r%MK-0STf0t67B*vXRoiL@Cp0~tOY=fsR=YlY`MBRiM)*5IOcO@9={h{ z=#$P_vrWRdP^KFO3J(Z66(FWuAJt z1OTiv;xA)E-$rMF1_MBX849i1>T7cn6>rLk3s?XCQ&#FLnyN*E2XPy0*2-XNM5ur% zHE?A>R)zE7lE!RSA0_5egM36~oOdUkt;d@v4Mp+dF9CfY_ z^StB8M+sq4Pv4Vl`PvCt#Mxm~tL^7vgwzy67Uqc$MEk?(_rGHTZZln04KeS8x`McR zvAU9>jn?t>Xf(7o9SP9T#T!ytiZEH3&{f1644`^~r?}yRXw*Qi53j0ysIBQ{#sOk0 znrv+-u8K3npIodhg*O`KN(;-@RD$v^i1XdF_68btozO$!i9F)Y(aSCmBB>N73ks*X zo#R9w>l!=3{^}oeA%mZIsA__Ty_7n}w6%?Ky2Jvrz@3nvFacwXuc1;wZOip9)c~wXJgoY^v-r zb%7XFmP@^O?aH2is?5=xMB6Ak*=w(HEBEQ}Fc|)9DOEQ+vT>TISpnqoR?(2u!aF)* z%7v;CZK#tjVDlNWs^{yxW}sPyxvtH4)dtH2VjR7xrek2I7Eq}{kIzV?v(smxLq^t3 zljmM$EOw89GhrdoRd3qdGmPwfQ(8pK?2IGwB8XiW(IO@Blc@GbBV@+ zsd0kRa8izL8L{=1YWSI6l;L0pe^g$HfE^EvZBTE|ZZ@_{C%GlysX;Cz@Hx@QbW*da zdpR@nI$zu^NxR0JJt@g8$1pKxGdqbYIiWo(t(-dHDsz)^wE&SP6(KCS2(#f|ks?KJ zdo6bP_RY_-HbB>_p-h$pMTyh}-~7}eF69XwxiD&_<>m9=>Xb2z+H^xrl_#9Voe~Fa zJ#0i2cRE~bhqel_HTc_EJMx0tw8=k6(uYvMN`HWvKtYVdbBvmiI&$5ZJzCIWXUE+I|9vH~?{u!HJu% zR$YV>E#Q*w)8wxNQWFWxSM{3_j>R5*(p*;A_8JX+NJ3=wX}5}dBm(&RQWl?AcT5+k zeI03~^Vf5PPD}s`_pHPq9i)}p^nlY;4iuR7V+4d95cYqP^yIx}TdTHz50^;o)8dWt z;tzoN*<-&aIl>J4_Dt5q*=6dS+={}W!tuG z+qPZx6}xQPwr$&Xmu+kM|L;7^otGVP;=JrQd2;8@Tq{>9`Z-zEMJ}-K{)vhD*^c(O zuHELH!Mw%*?@GYTonWsLsge;qR{&=I3c+_Ekg_YkP8#V@Cr@&9cdKQP3anL5J_O}6 zkmW`^Tip`3=OvFerMwoT8J?C9eTkYEc7=r>ij|d7eiU3ovd;%Dcq0U;=n1EikL|+O z_+mhiN4)*UNR;#7Zj(Kmy?>Vf0Uc`^gHAk%-~eG`Pjp214Pa*bZ?4;wwsh=2`a;i% z`s2K>1fr&@5AYu({=K0vWXu#qNibYg?|rEHrtmI^1VHYM@yn$P;y;?7h(9g?WI5-w zk!t;UC8T+q9t69`@2)*$2u7a2dC0LW8Y9Gr`APk$g!}kq4S)ATQSJ%2JW}uTm^=XZ zlLoIenh=o&;p7rNL(F7VvwjkGNcAlK)tIM^2noVCOe7sTea;HR_H|Jve?Rla^RgQS znb)~x&>k=avLe$01CRTcjPor6D~y6PVK5C~ft|XHsKmMgN>T_`DvjKIj6Ia2f*8PZ zgEJ5XiBu5%prnw2mBkVTR*_Ip2PXhX!hfIZCZmp^hqemk*+j(87-SBu5wi;nyzxF_ zCfHw*Xa%A{4n(xDv}41w>R;0G|8U5l)nSw};E04_yaKhLa!^_BXY!DMGWYK&6GR(O z3Bkv66sd3||4DiiyDJe%!$FwpnS*393Ah9Io`n$)H-v$}Ch408u7GKpdJF-~$s@%A zTPU>%_Q7h8Qms*7gt$jUSEO4C)LG?SiS~85fjNoiHbQbdqKFAx zVN@oh4Z$SF09W9pi9wFK0ByG*yA2MjMV6!+ncYfbu9zuv3Sj)*#ui82eK}?+Es@hBb#lGWKZok2o0LX^%XkdC3iCvL zST*25XkIJ}bC%>sf2e*nI(1~(s{^S}cn=?}D4K|zf`b%og3Wu6=qYB<)DRVRT7kkc z#B?tw5YPtGBk{=q8z2P0F-%J)E5szj+*d=s)#)o1#a!4Ti;G5HMK2=&!wJM|;0ZVf zg1!@>vOyp=A>*)-gn}T{AYrgw+!A_$Dlh(5P}I+Hkgoo02PvoC1KbLRjDDDT8ss64wYs z43v!&nlJo~VM+{A_<*|&cd!kxV@)eM#zMyt#On*QmNuj{lHfWYjZ=aA60z19%oa+c z9PCx&Fh!DtzvM)2AYuq-5;jyx)S|_pQEUpTFdretD0a10Rn$r~EQa9receC10DOI2 zKhAHqz95#K@B_Y&0&;sizMkz%V{dkSy$N+DI+lljOcGHV zUUf7eBQu*0Uue{|+tEv81X5VAoJ_*}CdPLfb*zuxSpfAR`8p8B3fU}O_S~UjHAg(8 zht6P6Lo?%dcRkZM+V%6YHgHHX{=c*;P|02Qc_(G7b)J-s+^9`qE{ADkDJQ*CGPT>~ zN;gI}h7jg`(&Kt}8rK%WM1OG)Z-9f!N(ewCY-$Jq>ZrmLse5YncqbjM})l)Fj z1uSmjqra-_8C=5m%^QXQVXtTwbS+!J(^!h&3DZaMbc%0>!`Iv(Dtqp<VOoD8_(o$?)(<;HE<~EqN>DussR1_2jadQt4VsjUeB-F!AL~D_rHm|pRdnP{C-`7 zoR$ycA$Lb-h_yRgy2?jZd9+t)&L1fD(jP0a!_D@lG(EnR#_`Y9(W0BJhBV76>};oh zm(i60k$Keh$#EkIF(il7(5B)-c+#V6rhr3t+*VPYcIcKHsaxXSx6TwGD?e>Vf_<&v z>#)42xrw;=T~C%;*Fy{f`3D8GuaDK;@7n?u|7H97lTzAQpQhiN4N=^g_46O-X?#(i zMkSuO;(pT3U)bC)v@G?G_S4!E*3sgQ)mIc(V=k7R(_6b{*l)|%tUo;Wn{}I?lYl?H zkL#d)3u)kL@t{-Tn@%sf&w2L?Yj8uKbmwe<_4`&nfYk;GQ@~GAJ(k9;_I2rNkyN$8 z@hml3cSD{Bo#<0*@+OWuW=friaC)v^IC?T@XE40*c0IR3IeZ{^+0x2yfiyNKbOM>o z4nqG(w&y?X&5W%BPb&V{@Q7~He*3duykjfqV zndj!)K7>9+gHe4yI#<&Rpkkw910iDv{ab!xVz=OA5*a$!+1QvlsMy#-0K|tu3)hni z->bpPUY(a%0UlI%K(?7MLcO(nIoOr{Df}GU$33#T`T7C^N6N;`NDrlro1dt00e(v`!t-;awNXg$zCUX&U(m~0=1}-L?Df=mj={d4!8WGOSwhc*9L8h#e#kCoG z?lG}rBJ`QseE~-uK@0+80w!gX2{uRekp0J_`-!u5@#ykuXCcKRwNFO~r;3zO>?@4SR(R1hOhu8>1p!`Ux0Se1nw zApsik(zq_$7AJlrLDDNml0m=%HvIQ5?+p3BSmR8&d*|Ev?>g^Z@wY`;KKrL9wKC_T z#p#VSIEZo_o|yoliI}5+$>-q2fUJKDFq19ARH|$`1yB?l1pWUm4u0Ng{yhbdV$|9v zsea**$xY($NRfCd@eQt0XYBF+c0}?&I|@&-ZB%%N$0;k~4fogRAdi>7>3w^82vxtq z8$ta3KIhIs!cW&LG2!&;djIbHaIeMxemBE51@O6NVT2zUAMnGZ_1D6xq>hNB9P3uC z#!Xpo511?mWs#d)Kg~X%n8ZfX$y`Q26R_a(%q%YOvMr6*-G-_2043Hj!TI3ctN@Hd^=#vhqNM{gJI{KoVIAy4aTh=+DH^D24GCg z`hG3tM?}Zrdh3U&<%PEge13nVW_s=bs`j4HvK7GHN`qu9-crsuF{(?1!#N<`OY%2^ zvqQ4tNM2GQ_14d5Ll<=LaI03*)t$S7QQ(wJa=T}h<=tiHBGi+%NfxqWIacBNMO}8c zr`Lmx%tXm|we7LVN39n^5KgONg|2AT8hEe9!LfYYv41X1-OCTKptCKD#ILykT>O^q ze7||+W{-B7$Rdu4Tj)MSJ3^qlWz0SA%tznadbb7zSJKt;#m_iawSC=aa4@_|7!j*a z;wT&eH!fLEE4jG%`6lW;!{-`cva75@Lw)rEU*E^mN8iVuPm~WM$)k5p?(Jr=YOg%J ztI^atuUqMAYdEEm3NQ$xACrlIOc}1lkzJ-lnf(#1Mb)MnQR$)e^1u;0nis=}2L3A> zucir|G`3B-#NrtiWYQiz1b9<`XW)7F5kw{7Pbk>3_vAdftX8d_p3a7odcS1zC@$re z$7r7#oi24Off>iEDvW*GZy`F~5u=@B>pMGt|K(AEaresUNF-(v3>oQ9W zg3HOu?dlOZk+PoBqnE3I*I)dYq;bvEkA#vHKg(p{t_k>Uc0Wzo-!c%}t$v!*)M`T3ktbGKOer531;Uq8m0svEKn>EidbPcW7Lgx+k?j`H0ORvs#+;GX_7Bnt@Cfnq z#7Qm|=QO<$8)k20HF%RB#c?KpL|;3=CSQwfIV8DHPJ*~>vkOp9nF=zd43e0jUpd#>M7N!9Z0B z)TU6l?AA9{467BRzOx(uqkA~jXt7I#tY^W|4S0};=>Wl5wkXIsWpr>UZ*| zv810FV>#~Z$lWc3{e5kGJTS*Jt_d7U1rkAIi*pK1|KqVlf-;JdkU|PjT4byswJ@-8 zs3iYAa`HS(F#dAna)DofEJr-5#H#UT3#1Q0X0u*OC@L7&kuBs;BQ--IaVuycaTF@a zutqc}1e9Mgb3q6K(8qyVDBwnDODO$>g0#>oDnMwTh%gA)jcPokE|q%(jHDs$7E_{v z%1(IiiB;j>EXU>Rh*TNg0?QfZxNR51FBWYUgMWB1irTa{_0?O^#O#p&aBE|E*=cPy z38#4f0DY70k^iru5_jjw0RNwup>Be#b&$Zn-~Bs+w%Fjd^!BSe*>va0m zBBX7?3gPW#J3SbuBk%UI>tUa}}y!q4!!6zc*7edW1>ks(%H8I)Ui)jIT}>g?i3 z@UbS;%4zFULH1@DXiC+dKXmcM+LK0noA#??3b4BFVYyOT_&0%dZfAIO6Ko1_+e2ah z05Yi8N*rk%%J?$5l7r!FT-k&*dmHGEUjn>%5mPPaDan51nnB0lua|a00-b#Da&}%H z;8|hCkbK=2&g+eWPVJ2X>GD8tXI|Lkto@@lG68D;ueZ!ZFOY;SMQGnXTqr^kjUb#t z6fglBK;juD#ZOR-npF|3B5KAr(m+9?1R{CuCP5fY&ekrUWCV%qS+r$GL_%67oMeFQle%yaFwE(Sc-~{5Ll5s_0gSi?;_llJV z5Mr6d5Shd8k(IsuU-DDKrG`+RbDcis+exjnK!O2R0I)dmlOw@EU;*Ffgb z+2Q~<1L%P~YiT~h-ykIWl!C}S>FBqIZKPpnZ4FRE$pIjvaj5}qDWqZ6hJk@Hf?0_N z4B-Z#6MN&qJH95+`4~2WbBQu@4~(-&-Lb%b{t@!wf8l_VC5&M)5}JpNOCLt1fl%bV zIF5lBH_w&a4NZ|e`os)Q`A~>dg|yJa|kiHF^N!f!h8O8jX)WFdP0a`sX(P9dnnlV`{8&c2lK&+NT<9a zHy~(js19W{NJs#jfLvY&4{6Jx@hRX+x3j zFcA`wi{Z3w9pYWm>UMa}Xd}ILqV1F@53ag5prQBWD_M&vC@hfXAFbC;-IaCwy@5zO z0~S1T%r{-bW-ArkN{TXRM*lI=-{aO5i^LAF!#=lH-GT2GIo7lent zrzE=ut90P|S5R6ZSfa~MC-QCpChRm4atqfhE!zh7km9ig}$)Ug==H-8{pv*$Nq%+XZ>ihtoijgdxLLfUGZ0F$H{EMR@SVP>k+*q!H(?50ar=;xP|>U3RH|DOgI zI@MB=?b6XZN50*TkKWWtL-y^C)dwG)l9$O*r?igLGnX88A-BE@eV>UB?!JiopBZf+#Qwxie4^~vnT(l{D_Oy}&& z=HoL*uU4vE3I7H_e$r8E=Ar!Kp7-i@_WHo<%iSyUSbNpJ zMZ4&i&5Z-6+|BBjq1N+*Bv#}phqW64RUYlCRN{hv5Iiq$d zQH3>Q-he^a28%3xJ6R^m43_xNj1t*InK@dVk_y0`q(R46Zfa~;@fWFuENN3A>}SMY zDh}pJzO>dsL2w}P1u4aR71R(%tmQco17su7>u{+ASgt2HDO^`&w-_&R2AvwFbnuK% zEX}eq5AGJ_Z(?d%GwZ%?Coyv~%=}Vt;==jJmb3`QvKp|)H4%CLp#0gxj$BdGfH)@le0XoM}Ou~5$)Xo)}j-6unHCX8RVu~qF-?pGU zzQ=p^@!6`v99Br;hA_0at_lz_drLW{X&+$hD90Rot6PkICO~)@EfM{6${W5KQkEs5 zb7;D2r*GiLjnF%GP)~!#0;U+)DJTg$A6v93-eY%45$!$-nm4nxP=x~8|WgZHl{+I@V58_vN3XH zl3{lR_WaZFdNg^r!=J|vDE#!X#g{a9fT+K$8VfE;n3ziz9C6%D*^d?yBBNJCFUP!# zIl202-$uMhKMplBtFtc;#Y()1PeGE>L9XC{t5*Xv-%fNELJ;gIom^~*wl8a&5jvl*$$zY7g4Y(r%8JVjB44J3L35rRYP2@j8-=p zjV^|Ei#}tu%*Ta{%8lEy4x=3IU5U3HG+JkzM>+hSc7<;L_n_oRBs66Mu>HSZI9bVF z0o4?9_h`>fls37>u!KvGm67}~H}Jk3DuF+RU`SAG&Z*U%=5m{^)tf3k&;qJ!)HBa0 z3yLB&tDVS-H2Q#rt$4AFb(rH`Qy*)jh-n>!H8;v%6L-P*^lqq95O}aRRG;tD!tCWpNX2&BRw=3s4 zcwpFCo5I6I&dR4XY#n)1agPNuGOl2p2r6S}nmi3j)X>8r@ICcC45w6S5t*@ce@cWc zTFdhIIA!?wxFxA*ab8-hq_zb{B2a@z{?715C21TWA-*0$Wf>Gl9&8v6w8#o#O(OX*`m@_KTaUO@lMcuIqysKXevvjNqh;0YF4f40aezuyLk!NWd6qBd` zsGGeaP{1Q5u9Q(ZyWsy|x5wkS902n-2cogC~*i`CIxd$hZhfWsZfbsut8 zMH~izbpEdqIP_jb$od7|BZcZ>f||OCBjzoe&*Fsk76L>s05j2Ig%TuuoyyX+0@J`$ zG@$UpQ8!DWGQUjE1f{g658f@t&C!d^Y`7k;LJcxLVL>JluWO{rI)FX$j}%M=)F z)?-E2>h!XGKT+H7>w6X@M&;;Jgo$}TrFC-hkGM(<+w>ocBLFh(DpIteNUAwO0{INl z2f;)V047N5?Sndhdu)z1o;h4?jPd1T-ZeNXASNisPC}Q@cDJo(Kxd%66LGY^8?SbB z(-8`EO&*;6#j!b)-5Gq9>L#x&b9aZSpZR7o=G#^`#m=3(xw3fsH)OZoEFnH%3j83gS;RzeBtR)V3FbzrZ6Z6HBlcoWog;nW@;GJ3}PZ znD7u9FVfBw2zm;Mx#sRbZNsv+dw@J(hcB4oas`n)*--2u3Y|wLCWF7-BxiU^8c#qP zmI7{io_*^Qv5`JJLN|4_eUcIK%jVo$?GN>&n39FPLCM|n-|ES=y*32o`tX{l6q~)n?_=7)3tj z0KGahSB8ig^yb$GU0IpQo|K^>?f70+)*2f8V{(H$+pe&eFs*`IIkO%4x+~eft;U5o z?3LJ0D^Y!0=Z{(#xwD$8$#{VFELeIY0Pds9;ip31r>p+)ld+xwjVXUUi6f@7{0ImA zdq3NUUB|$$ksVh^uQ>LWc9Z7lCHLYUL$G#+>!R{yPZecuSBASifp@BpqxJaw!N{LC~wlOPw!z>F)zV2oU%GC0IH;V)xY^-qUG?fVQ3Ht6KxWBB>} z8^||sqlZ!RSjt;8Ykkei{r0;nc%c+98-CK8dOwa!|pb zNkmo*ZHLqpN~m$B5RhQV+=2d=N^#Y+wjK16nN6~-m*c5j>n|?Si`{21#h003{sdH! z1YVGkjw)t4VmDFbPkY(kQm)rq?an9cFYZ65XSJF$FLbjXU9-w`=7$mpsgu#VfJVos zk|XV0IgLiMqb*M1TACTc7W@tf*1`gLr-H@y`B&t5tgcgGV$oK$=uhdXuu%>iyQ`sm z=f&Xshr5r{@pL)Fec=~pGKcn0#}{Zk&!}`R+V6Dm>3Ctv_JpaVsHCp0Bo@aS8qpNW zl;XpZ!z(#y%IO4?aiznADH=&dKuX&8A^PELIy2xoi}L{mh9qL3DoRFE$LBn%tsNGF zkDJ+UCyNvIAmu0=woys>{$K@eJ1Lc@5O6qROC>RlGKuPV7s+hOG+tnyLrF=Qo}Hl1 z(wWC_@P@^FAk|=!?)ZCH^zVR?qt@1appWL(MiP(Xmcv40D1a38Q1Xxo;Aps&5y;|b z$R~T1@0fMB^}z`e6Zb(OJ`{c+bHp>MIU>1Nvsd-EYhas!C_ZsO^1#%Qgjkvb<{g|k z^(dpwjLv~phkA9S*%?=d+??lY=U0|xmdDIumS)y^mS@&mmcB#IQP-Gfcw<&$-~&^) zEvPxM`L7ez8M7I+8Mc`w05T4pIZ0{E2UM$}$W)k7j`v|xe1u}6*!Dj6D}K}r))%i* ztS0yI<=WN3amn(Rz8EPe%$Mt35>~3BkeqA_mI!9wYmm4h>4bdHHAq0Kp7L2LO+d=TKHIz66|K z@n<5ANktXDti7ZBPk=)^?O^w?I`ol$iU~=rv4QhP$(Yt*Dr|LMhCef9;riz~qE~ z)XRv>B#eSJ12BZ}pY-i`H(nrYR}@dqqv328?Pw#!GjIZ|%-z>1#z9z81N^)DO0;rz6$})7&RaU~R`VO4E&l1%V zk{nprao`SYyt=UdvfMUDD&|A&P7JD3-m!Z>3d!Qq25ftV$`GVJ8*|O19gpy zHHqlbQA9CeFW>U&TsHzMVm*tRNW`-5V!b_9gor6xEyqcYsS-#o9Mb(u=T>cva$PZL z9SXeG3V2D3g?z8zqL5M?^$cSn*IvW~KNRjz+Az8d^ztZt39|Ney%)16itYr8Pa%=U zRt6U(U?o^Fb`qrhM@~E#HNtcMjl%_gX(Fodx2o=+LXH{_}mM-pA@RazK+C_<11UHisN%uhDbio6R_I@k(j#$52vS6U>c)CR(dd}Lg_2(!Cgo!w#j02VJ_H?e-Vxu2H{c|^1~G600 zkYmGyDjvFPK;g8S?9FFZ5z8Ki@Vq&;gJ_ud<5k(It)9!#9uKgFE#CwV`Yi>ebDE~{ zI)oA($pieqc|>rBifNvfj4{iW&aRvrI)EdDW=xGDw{%=0NDW%H%;j^N2Jn|XETKnNCB)m zW^Lb8gdlOHExv3_xiHBVJ_o8Ef=4bZF1~+!KidghYmFHSRM1sT{BvnY%B23O-<>~s zt4dVWGA62|krrAn=a%3ZY1?M5Y>1`HkgfYOFCPf3IJd4I8H2eBGoHdIG}JUn6QT-7 zOWsXFHA{VRLxBqlsKr&_`6Qf6Yc|hnKnF;m7{EQK7(L?# zUMytB1U)DVL985f_%A|3J8Ai5@_0w7vdL($< zuu+YPf#z|?rA=~#P^u_b==}c2DJYK^DtB1`)DBj7k4R@LNGy6$PnKHx5Y;rczfzGq z=2pQfY+@w49T(%HhElaLI^)vULDajL z^iUmkEbQ}fSb7{RV~xU(^eSPeprsDoVUd>!N2-!1keYbj^2f>W*ccBh8iN6HFR!%q zU85}LKCiTnbQ^Zeuvrtca=CMKUg0NTPVb_udG#GZtE!ZC46xt0)CuQCORPOR;gotf zBC||k$-j+cMl**HU4p*SFN9{H(z$d7ZUUBGGy(SbxU|>=j&%1o1Tc`O2Y8uu*8gej z5R080wBJLXZ-9EC!t0N`4)>#XaM$E51zLX1+bL|dOdn{rF?=q#?B(kXu>_-M$;{Be zfKAS0KaH6pIX*_bL#p*R`w+mT<5SWtyO-SE~05?*6|SCoS_L&e<|}ALb0ih+D2O z%jKq=ks4I&Q!vqquFToIEj8CWHEHEBK;1gvTxNx$XaygerjBbquk)w=a|69k#G@5W zb9dR7pn%fZ{fH67m{R)0(HlMN8LxZZ+mHT{rfzHN%~rrJuMyN6i$aE;fHm-Q?kzT9 zxW1nC$ghFIw$yRIy^4&3<>b>30r&M|NHFSiC%nZKN-q6F6(T zy`=zyydDc$P&Bi~4GPtxGni8p3k%LBQ+YQJ9H@IfBwe_M(`2AE}OGI6KFixf`Q` zo1&WCE=3aF&O%p2$um%RKDR9oXr$aVkKUbcK%KmE1qgaUJFNM?;ej58KDkgCII`%a z!*cGit{xx1`$Q61u-W64I(#1y3KOl6B8TyLytLW?gPqCtN`?0nc#-4>ADABWm4Hqn z3hS!6S?eTj<}U2Yp~Phb^7&rh$Iabco>UpJ2!heFS4|PcYJP^ zhsP2B>e=(wxot~9J1H|FOFruHnThc9irPS>~`#9_&N)l5d57lMGNZsM&L5w&OzKf zLl#8sq3_AA(=>}Jf%(+kj>r^Sxc1nJ26FRkEzcn6e#VdW$?K$?OX4}u=xEmL=I#Jz z;pPP(?xLh98`E{F;rDHS5*yfmh04lJ_da%mC$Hznza06M(I`>4%T(Q_1puP5xJIX@ zh*xk3@HDE41ifutx%v;SBg&04rdW}wlH&w5!LzI%FQ z0sX}wupX5nXbj5AW()u1Jh(hr7SD;*vbBa%s)*0`RmgsRlq?%MELznde`4n&%G(oz z@0<;<^QqffB12dAodmi6F;RF|9LfhBAp%eRJ$9W2h~@c3QA)BkKhgX?5BNW_m-OKc zXNy+pV#swWvgS~xN3-ExY2(kG$FNHHJdfR%Y5fsekIi}I{D3>lGpmbID!<)SQ2H17 zs$rew{bF{%vM`QBbCI_GhIaAK-`Bpvr`g*>>AAg=d!JiZ{-(HU765b;jhD>?!;n-e zue3IWzTj-Ew`nJV*HYa7eHyOn2-}KH`I*{$niBnnb;lZ3Hg#_4Ga*J5vfL)jEXAl$ zEF93Mnof;$$EDaH=K}vSKYw<~u^&31rPG3ij-LJ5)ZRZ`Vt6@6(_nD5;h*3KHCqt7Z|LnJCDqVb1tRoh4hlnx$P z2WY7jR-}$Oqn3AmNPQCw{Mw(0K5r~TwMRZJZV>XctS3^Bm)}%%EXeH`b>nGy^0=7) z`U3T*gTTPTq-uRMBVI1iM+mZBDBX&kx#pi7^bINm%b&nb7Xc6@CqYbRU~^-0i%8#$ zKz&{rJhgNP#}F*-G6Odb0n9zE@FS?@PSh$0tPb`-GNyKiayc@A}9YWmWhG3dB$#hW&NNqz`3|*M3 zuT)Om+`pUfmjMcI*lj$hG@!4V>dpkcv=1D`l)>bG$?qPyf78>M>IGe4ty`Y2CjMSH zqoR^sq(IeFz4)WEA`h*RwZAc$Pu%Tq6{N)o%A{sWBaEQ}qHb-it?MdZl-+^9w42nP z6Y#Wd(j=7iwD5fCB0ybf$A!gpq?VaG(sS2qgpa*aJr4j2$aXy!p^}iLolNb`QA-r& z=1q|yxHH*^Vz#bf`Y^Otwyz~)&g2=eY690fAY-m5unK{x@7p~CVokE|O)Z@~Z}LJi zye$lL9YM6ZVNKKKM)Ld_>g&n()F~=_c%`B=h(-g?RI|r!kkT##=6|sym>LGW2D*Pl z`B%?PmH|A~z*v`;0+-r#2`jsQ^IO$AyD#fHwQPXehGq`fse4cQanUSG!5(5AiV}z( z^(bk@jqK!P#Z(ul#x+$p33xLUI*<0MEgPw+Hiw8Mmc!(BMIY4SmE6hjMVn_Gi{gjJ zprNKo9}aANop%Gx%!#Dx<}WALb>NyL%2iAk+rHPD_xdo$+yAnNRRbWH&f0QQAUmkHC z;1ROyIX8U^fAPbK&rwP~@!xK1zA+bR7l)^(ZvtJ#xn!B;O{3LAT2fb1jKXi>Va`N4 z_q(TH&_>Fkt_8V}=?qdTZk@BDkp;1>mgR9uJ|^fMn&#INy%i_>w^SfJGCGt!R|Bp$ zSwG4Me)PWwZ(9$Q%2LjyluIet1`t?oe0H$r^-gPStt&SQwo)=Ercq9Aib{-At8MJz z!3a)YytLwC4gh3_89^JR< ztIO8v*#~%$O zWt7ZvrJif55KmCd5LQ#=6eRu0X2jN_%YL$^qlOdyh2ME81B*_y2m+?4}%@@tzuF=}`N_?EV|$gV)uO zb>w(|cZB>(2n%&5S6+U@_3Z}ZN+?$S{}yst{ud_vFYcMFvaO7=IwoIhYKwX>(NgC= zNbAd}i~@BF%7MTgXjBA3Z=Wf?V~vnFR?~2c#)Lpc3cY@r4@H=ev?#M$c*F9U*)fju zd90-vQ#u!VG#OK=oips=)?~R^t4QOQXTl55_ygaG=S;qW3Tgobm7BHP3}C~ZeRgtY zyI@rm0UZtL#-zGUosNW%Fdc;>Jug2*y)Xf}V9f)1-b4p%)J(*o1x%6sS6o&BYJD>6 zj_Qa~s9>qI^zs?Hnf9d4zj=g-LGqMogBOd77}jqgT)JGn3pPz?7??CZHT{N68Sn^} z6h{wL;KO2}k@A{WP8<_V=l~iAuIzG%M&4yBYArVLN$yBoGQY@qyQV89^!v(cbjaR* z1GanR8Rb%jO)ENTcT8KKn&vr+Mv0hG#Z$B-p=n{Rb(Ey=9pOz1k!51`j6Vg6a1r9r z6441rp(zEX7VJvnNFfDtVk%)h#R+9Z=K(U*7lo#eR9=u*C9%-(Q~*aXyNEIQYz+7L z0SHIX3(l=ICFtZijgxiRksMQ!m8%f3wb@JSkix7sImafn4c0lZX;;W}26`S7M*PwW~i;g)TaWkWgaUU#X4pUJr>hlE;bu>fjKAEo&t(B58<3f4ms zJO!74*|XpXs~EUAU{hCcj%>cu1p`YZ72%Lw#2z}iiDDiCGKjL-o4sf5rd!~i{sD{a zGE0-qgU3RMH7HGP_o9@ln#o|&y1)M4Q}>Nn>{&F21xCWtLzY$O;#4n{H(&N-W&;`49#kcHv z9DETRzKJ2}`BQH#9F!V>#hn>n6F_=HGd)ZCc33FVs%>-?<)x!Q#n-Rtlvyxyx!zMc z(MS(DLHhEl+|Z0so7T4y9_;-K4fshpi@t2l&pUV6s8yTB_xby~r^iq3tBy#f(I8~% ziJDjWHx@u%+E;p1zA){~9%tRkDfwz^UDqwcI(|n(Sy@|I+}T^Z$drdVSXp?9)RB+Y z>_G8(Y%*{#7L6W;w*VP0zI6>_S>1A=m%2hv4VUp0Ue-z&H3nh6E!$&#ZcFki5lPZd zulN(6Ti0lDsGCNT&f{K(yA_CB-Z!m(N1t9Pt)JHq+k4oR#xt7asg2=*U2W$2EWUCA zRLG6J#ia=X)kM6M36qzH*MWh|Yz_a{q^LOU^Qg?=i`h3U5|^05e}Vw!;eRkfmj4eU ztpA^Y@W(x8z__AffTLfIBp8(-9&n;^M)*&cuP@v59PsPs!|uBK2?Kqk z(i1Z@{}csvn&fKbN*~KkG?-I}c5Pr-d`s#>gOfcc3m4Rba^Y?!u!KiV<2$wYw0x=4 zhg*3pGC6?OWk->p1*xTKvcOA*8Ls$TEP(`=aKBWRWBOQ7?Zd5W0M^QUG4O0Tx{A*8 zDCxZB2@x*OOel!O^^6EW!r8)bCKhP91Rof@kVG*K39As!^Ty?)UdMxuW;Ff)^Cg-+ zhka~|xpk^Lv{1aQQ89osPlXNMw-jrkW z#NuchbJN8gc#EU{p*!#dcfN3h;^h;hXu6Q~|HcmX{{;b=|35ZfwK}v*qG^Ym1U!Dr zl5N3RIwL?pR0TmrM`H*aNuiFwlsbvFDW8^BH-SYqm1O#x-2R!@GPC6@p~a;bmK#PC z3^-X-Q4mW|4AK>6lv@8>|E61C@MP+4Cf)gl*V*Ylo95>SF#FN-KUmJjBwnb_VamFej=0$HiF0Til0<`WuP+`?l?sIO`P@I&e0X>{ETA4N{ZF z?V8v4LfJjK`qvE^^@U=?7IklG@|cv3n8lbRK>34{X~W-kX0xQ^WLb=>Bsuzo!>-#k7DLS(8uc`~ zl>fukI|f&_yXT1JXp|-fev_9Kl(vV)C z-jLpup4gSas8jq>cS^HYb5OH?O#j0NFJe+!f3bo4Z{XioZdep9=xNH#b|Y|CoTs;& zNpqeyre0=)`>Df$UtzXn0CxEf0dDq}L!IdM;cahXdCHiM+_1qiEYE3^_o=ED6P30$&oRbY3&> zqc=nDw%BJt_-A~0(4~IG<-M}=uhL4{t5DLVV5suqj2And9oEUl0Plt@>Z5)le>mO;$rmQi{tf>g% zucDN!yNqryJ}8{KFu;y+tuZZxwx4J*ywJxsNHkPG)%Z0!fi3RbaMR=*vE*@b*@I=? zsN5(WRs|#uM|sJ zsC=!}ECM(nn6b9JFNIwTD#3Ap9`GBS<7geqU`l;S5?1Bjh@gli=vS)L?R?SQ9~iu; zt(RZ~cPnet(*pYjr+fK+Zl^D6&}esg!&v(-FuI;ABaYkH0c!K5*7XiJ@^Iis(}9yJ zVD7+qR!qk&=l;;Eljd4#8kO@U33!?A;G@W7@#lXRxzik#zn1VOi_><#G~H4h2l{Qr z@UKVI!XaL>nZjp*IxzXI1zF6xB_=Bk6 zf*FbU;*dzWCHi5ETCubH^It!(dxghKprlp7KMyuP1NPOm)uw&^dhtErQFhtvyX)qz zS>hR0^s1&!CElfp@f;FUfTzCg&Q?tS6)mV1%&DPOv|acOiSsL$hYrer@gx#%&)utI zxa)I9ov%5p_K@z~HuuG2a zO%qrW0{r|nJv2%3-3>Ke^AW=bdG98S-1&M6#j#~1p zS)~h=ORB}gA-6dst8BGNF^xr+vbpTwT-pw)xKa_PL^LnmbPIDEffVx(#@LRpKnePq)4CK z=%q8wMkV_TI-!XIbXa>6js;l*b*Ep(@`HX-G-FaxD93oN*- zKyQcyUa@GEgdJMPwCpD9zbpO&ynWs0p1lQ6!2QNbP{Sjc-opTy)YMdQ^d@G%j#OZ1 zoM$zKIRsSz`OEL0*2!j{{p$RJI%(Cx>C`62o#g#J?5;g#a8 zg8Xsh*T(3lh0Hr6-}di}C%Rm7AQEEqL>0IgEjYH)F>%W1uHhVP0RzkC6&GQcJAmi! z)^KaW!1O7O(n6or$1WvIz0R(}dvsQoQu+gkk|_!9{KvbTz)qtiaQ#jlwCN+lZD8SWf1+d=HeF zZfM=wM;w2gLEvX_VCezQCUH;>LO80rViV0cTOHBoch~S8n1fGxLx1JoJTcO5^}ad%h5E)o6k&!}Uunl&R2Eh8`{BoB&oKm@q7A0=shvIvz$ zTJ`T8tHCC6Qy9&@Z}r4AB>;iHjyT*#oH;s#{B^Ta)3bgVW2GF9PruVqeuP)x`1d zZp_&ME*rKtnwk0v(82v7poNHdjSA#5!pXnPglg<_z>;)eM^v37f(%ZXel{VDwiF25 zUYMxsfLZn)IKM&1qqb!A%?xKg6Yf1-H#P-{jEBKW8WRxl>z|5TRX>OFfJ-1QFD}#j zOyl`_BVF7rEIkEokpNhZSz4igGU39Z99RyvSqrk*kckUbwTv>OxE{lvZ?)xN^Ke z_J-xd#7HZGqeRsK(Hm&Gonh7_9D%Np;d%x5e^hbeJ~d`>as5G@IT-NWNfc>OG`!i;5^R?!zNzG3@u?iKxGe{#pvpBlRHN`I`voxab0~xp+5y5E`N?tY zf;G;;boTs}{D;Ja3vp!d z@};J9;aghTM81Ul)X-nM)1)h5-KcdUCLlRn_`70O=mEc6@FL0(YV)T{=LHgl$QD@2 zud+9$+|RE1%3(m-DiMkF3B?el7k&127^NQU@QOtDP)gU~z*U68q4!`F;(IE6@Y2TBAUe*t?EVog%ReDOdr*w}e&sCnt|@*_79?uEwUL$|)< zMjd=wf%>|cZaEu$i}$|xm}f-~evItK{I&?1uLZgfxcS%Q0 zqZEiPcR^o=0ZjV&@=JH|7G5R=^+@Z0NsG5HTKzh|_%^qr_Gi7w1}(RE-{9ZZHTyZ| zchqfyT6f8~nBS|N4$5maT<`i#?fn;5g#2DmiXs5P)&LN4IbE<};=Yu;vt2FY;b8^@ zz+|uI*RoehuQi<+MNIZ?!W5@3xLRN$vJj@53%77rZ!+OWfCT&%4H15%J{g3Pi8_kF z^=o#OEi^=45h<3%X_b3MYMUObHB(XrM{-9!vSL_XoH3UZrI< zYvWs<*#Z6CVb0IK8vmHLNPo9F zg0R}ql~h!y(};5W7QUL#*ZjzMpO0v9{%s7ne3P%g66eb>LwtKZH)x+;G`?HS%qn?u za%pn%2z7c|O8K2HXc?>95+O462_i_iz`>g%@7U?y@8`+0E` z812ixw(4&8mF)`rz&65(5<+S?M9acX-bjE(>wYUec zhrB)R+%QG*YcDq_)?&>$a+I7f&{t?lAfSxXYA`NzXJM~P4wZ@O#!+sTt_l{fZGYsq zliSr^J`?3)q!cFlI}`}F^jB7RY!+@z@yQ?S$NHWC_9zK_0lcg?Z$1fW00Lxo{AFrM1WN-C`V@|}zMP!d+UFX!vB8(6f3 z?BqWs#QcZ?z{2sr*&3zMe`Ju(H`>G0^754hnm8n7qrfp@8}#^lxJN;H^mP`yovX8; z!9R?KJZp5*Ir=^~aOjk}ZTcikyGAvSmt7ZP z|11=D&!sf(l?6r>z)qA~L^ix{oIH=Tm`lFR#9Wh`X!P$N-;Qz^|M;(nA0d&|X4_T7 z?rkj-T+K0qA-;$RgrNMInc$i3+7Q|v7jon;^BZGk)n3UErX9>86YTpKxUSo{T9I|6 zFBh*St*wCrZ;<9iI>`dve!>2C|A`kYO#g@%pxj*C32I(MfT+75@IZg&kqG&vz`S5F zNI#)^eUqf*%8lxcW}-xvtz8A4KxT7hi*by$KlQSM);gOJ##0l>Ed9x4tNgj5CSf@6 ztB&KWsI~$x2Pv7E`}_NNFw{w*`BXMpdF4xrIaZ}xUz)<*Yr-At<2PMo7Lf7vRMc9; z_Ko+AEV#stfUNADLnG)d0ADYr@eD4uq?A(R3UlRhcYMt$>y9P#!Kd*j+cRy zls$o7;d06~x_ZLqoVE4eim3cmWA^ZRu8C!+NsNS*(WAr+u~~IZ#T|#%+o+{SuimZO zp=!P@6XeNvAC>meOE&yH+8~a&ZL`MoXVHUqFgX83z#)>HOP3~>aeWK1DEWb6t7Hw8 zNX{RLN47v9vXOlEDC%6U84VKQI}dGH3fQ0Q5;)YtXsf3JMd`^I!+BL zBQHBBD-Rb3#}=zhJ+oEs8xSUtZXZs^Uxx)wUVa4BiGk~VrD|9lg!`vB**@4pm{5$+ zKT_p(0Ck2t01ZK$k*z)>EMi-2IZg#GV1D}y?C^M`Cl(>tz-cJJ{q`LD79rM)NDm2q zl*g{N#LOBlIFJ*#VYJ&Vmt%$HXgdNX!#kYJ z+7apDen(uIW1HxN_xth^A@b=d1_t5GGo4RP)*S#l?QZjri#N89N$p_~p(M|2@>v9q z0O2*bzyrXg2$*l>iA)5o$5DHg>UnLZJbs4RP;YEp#%tgd1}s(&2fGImVVt z*YX0>ia`2vj|-PGlmE-!;X&(1fhhNd5sCc{Z~b84FmtK8JQ7E`&#*G2{&G^Hd%sH4aa zI&yBp6`i~#at8}zd%hgt0$#TQjV!Yw|LubWkN+sb2`)d70Y7a26@h&Qqsq!*)}@G( zkWgZYn8`kfuzCEw75^21-``$AO^)^7ZeBX?UYvibhDam81`>Mgu`|rTE1PGQWE?`# zKL)^2fihp4Y__JwM8Wj!EtER4k^~-|H%x^e?WqD(ZXG%k*+BfVQnW8&{Hoqg6}OMT zhoxOm0c27@NIq%dcllSfqXP?j2~nL^ejc$utgFQ?NFLW~&q|ct7Wl)yA+)$_y-1WBE8_pBTF6;aE%ZYzG`p9w7U* z4pYzJuUr_G>4IajV}kV@OAOL>sT^*&TJSuZ>74T?8aipe?O)X|O)_tAR?q#mKJ#l> zyFP=ztT(a9`1$4K#!OppAo2Rc*8g3+6nQ9MxCB}g8c=pl&V(;NJiv{VmRGOScOH{s zte;!7q*j*G05O=hU|qU>eQm4CiEru0`j+GR<*Lo9v=*!p6L=n#EJX~wJwldnzBp)WXzwm(B%(WPm-pxKBKF>1P?#$*~XYF*Fdfm+3W8rf!vKe;gDFJaY!-Gnn) zV1Xki-aKmEa!gx+^$>rH_E4Wh%c`=7jWa3jtll)0&$v8y3W(Ayme!~;0UIuz;!HYo zj@0QiRzvSkB~(yoS+%xUv$RSdRc@sqSF@RCRXfFWR?jL@Z_(-85@kKrwrP^bPszaO zu9sUp#1S`BvSqVb{$(ztiXyZnRT}0*67W-EAB9{LyfvT}iU$%J_JmBQFvB|nn~Q&{${8(ncCOz5t}jR~5u!Nje7ok%Oe3f}7|Sj^uTCo`Q7Ix4Hxldcn9x2H z=aq>ULyta8GqW6SC*zt>kDi{snl&Zi0FxaIuXw9|1JDX0&5+0jhDmV$S;%}3a`Xhz zNkfR@?co4IvFo&IzM3}IP(%nEG!h|spC!%T>6v`h=alcJNq-H#=jF0E!EmyY5kSe~ zso=fA4UM;`f+#n}qrWN7n-KqmCBL#~$Ma1`pR~FBePnB*Qt@OI){^ZA545-n`h(`0 zP2RG^8W3_!YSN#W+rvCCEg%#fGW&4nA7~JS>e8xH3&Y`EEwIj{&%cWmnwcZ)sD$Dq zi21Bz=Xz*z<0+8VA@#p^4wL22vt@Z$(srB)Cc-hu# z^T`9uT*XIozgJ_Q^$i^SXpCvIa?I-g*LqB@H(O7I#a6SaAzoNp-VIR z!k-`N;hFc%gL_KgmEiOX4jw{+OW_(T9q>2Lf1}G0srXe(KgNOCdU5HBT}?BGW>7(O zcOBl%51AIG8mF5|C|vHCzu)%IR?EMViHmc^w^4=VnzQg(E>`+%M*7=TE> z!EdvAfYapJAk)H4xfPwm$;QKbl1kfO2xfBR)7?RYtiR0M0wFyFBbPj7*03nk)xb8i zCiME1C@fON&?zxTN$|dhT-2q}o}aK$<&(k=iiSPN8Y9ScOrIBP%vE)k#}$5kj3;Xb z1pZ=X(&v~@=Y;W*2P`cKjUm|&0{~azJX|5*gar-?g{fX{N2S<5z%I z9@{H9?`!afL)0~cr`zk{7^*|&Lrx8S?;(#X33)r;_f{i&*x0dy;^0~&<<{)kAn`3y z7-Z2NE4s_Y_&AkvVzBk^qJtN?1bzVnpd(%IfdVcCk5-_gOAAr802HsB3-D3sxGP-604aA(fjxg^81dhF&0Hr1fR1b?Gf-ox>Dx7)*}u#0Cgoh1kDu&-*f**@uDrAM6Pmtyc(SZ#@uI^X+(pDjt=5oIdb zdTd!dE~rRfserELNuyb|htCtQax6-~54b7&Hd>LP5Z3Yt5? z$FIkqd%_F>&!>%b1d&O>kjdB#_#q=n2Q(ZLASD8%648$PD>uOIwyn7%jL9p-*9Mt+AdPaSe$|C`XT(EmB6B z`*e~&e9bAdP=zyi7`{%pTfcg}+B+ymjK;ZG@+XPUzqcwBo6&jsjD|N)A=?La$ZFG6 zSE9-6OIrk0S{9Yd=A)!U95~nq{i(10NtZGeOv4Q_hdY2&)ivH@x*J`YGn48rnP_UWk&U-nd`Hk|dqoU?^r|bKziL zMWRZi)EFO<>P0A>2q^Ccm+wW<{+s*V1qJH%%TIwdQSXRP#K-niS|o{$^uHN1T+2 z(s-%bg61i@C2LdGn$ShzEwvDgm`a%{Bz=Cyu|QGeb@nc~3TL6E>1590*mlowj9V)E zMAPbE!xysz{}cEWzpZ5)@hH9g+^|nHf5#Ny@4Y0Wpp1r32gDcSRF80Gn!EQMVNj@l zP4zul{x_O|(wEzH-6wEXuBhzddrDxGLAK3t3QJ;FogWlp3H7~x<4 zSou=OTCKAvlk$|7Y7^bJJVB*|yVtuOYewwW-oCoWHzN&?q3O?OqdzcN>;CH?y!5{S zlW%G6+Kko5I}987t>9ET`rWH`1-J7e0`$l0;BY=Hn2bM+p#nnSeTOfg;kMc_c|qVb zHzQp;M*BFl3YzL(#oQ@Iuvys}p+1lTnDRpb?8aHrU7?qIo{9#qRM=hdI&gOB*V{bYHPoxTmckwY!O^g3GqzQ zN8*0)C_MxkbC3|7D|3hAo{^3p0ESORE|^W7oBq++WY`^(^b4PY86boTwF*y#8xLS6 zwa09EjQCFiyY`Q4Dy5O2tT3LOUM+0Rqcf|Ea6&?U{)KJ!4e0@6AXXL3rF(*t^Q*@` z{X8bb=7X!Gj!q3F&sx96>#AxaOLzZ6L@hi? zl`bRoJ+263Uy8ZY7aZb)T?1I?wC##!C(;sfQX-g)NPI3ou&jhxM+A8Hyiu6Cc8Jyt zxD?mcBY1%6T>&Z6Mgc`Upy%mDnkv8_q_x8dGBwp=6b3X9R?mEINsOq)Yd|2h!6y(i z6?Y#hfEmT z7wmeFx4SHC zcs(qc6)db1FPD$sxi>cCm@j4T{qvd;Rm~JS5&p z?eS2j9a`pv9-eYTo->YyH5rd*Lj_l*6mh|J)4}J9an*LWw`BA!FwcgGNeppj19c+@ zyjMx#n1IO}AQUR$Oy;7dctON2bfStPKqGW9*G8l5-18F$+Mmd&RyR~+VwNMS2S^=d z4&q$^F=ReN8eb0AZx+kccj#BO|28~>MlNY$hu>BZ5GoUAMv%Cns7jU7BJjj;YY*Kn zr$4AQL&5kZN$QWlQZ8UOoU1lK1LCBV!zlmjf{rLTpf$3ckD*<0he?q1IIYufGN+)m zWcE-!XVDBLy~m(ALoH)lDY1v&oXh&1y8QKn(;P7u4x-8f;pRrVvTyNEbfhbOdJ~Wd z^soWn%F@IRrYG3jUQJG#`pGIsBaV`!-Qix%Gys0$gHgAa1OwyfFHQ$@#YyJjd4_S> ze)kgr0G7hFU|4oZNN~oS`ZpbzIAzdHTwLAXgz7BFpD5&~(Pc*v$7N=%GX6KTA{UgM z$Qm=?%oO^>cq?d+ItO#%jo_vM1-gVT9xJhqE5K^{^%*u48KVXbX*VT^O(%?wKN|c$ zqh;ct2KvSKMCli}*m@TH*M1cw38`onL&I!R0Q9Zr`=Lbwe;`&<)a+%102H3gwN2}J zdN8jgLLY~|TEk+t_U-Rlhr!c#!?Qm`@8K|F#X8_hw70#JKES53Bbq{7Gv^Tc3?#*Q zV}@cHwO?JYPkSwzEEWV5HPnF$YMl~xY;5JhLgKfJ-V$zd+_gICyMA9YvG&%02945~ z0GfAdd&+^$I*af14VX_`Ye$0I&^ukg~4EeUMwe?Q;JFjVim7qr?)U9V) z1DR|^lb<*~%~W~v{YFTk{?o63q$3tZ_Ox`}kEz)eo(=0Wvl$OW=)}Et-_%S)k7tN> z5&XE-H8qP084up~QQO^7tmr+XtsQX00%-M$@(C{Hdc)QW&SC5aKMi`te_*^KS1*6S z29>g{2YpQ|q^OJ=Ux@dnOp*u!_z@Olt}KK7LJqr#xfK7VNql4v)9)t3ApANtR_r&| zJdN-4)*&TKB$&ed4R-S=9`)J(0S%q#FRi0dOug7Cqg*j+`;_41#K}pyCUAx24j@eR zp|aJ_8&WkWSDEZ`r_go$dpANPi+DztaqI+)weO%b0l zGPW-GW*162+qTwB)I61Tx-1iSa|kUduL!IxOL4i189)ueR~>+@l8V|YAm(m>c|Xt~ zN{zmM_QXh-9+sGB+zcyCRerq+Q}wN$jDNCbufI=nS(KB>vhm+NLZ75T0urcL*+_-s z30)j@#4fYnz4k!8@1bC`vO`;vRPT`vBDb(};<(cve%(>>O^rf>RhzcNcu|XI7+U5_ zSB)0huSEu7JP>Hd$}c7N&+a#d>5=?OgiKkNN|&IF&RY;nsR3V03yaTtuO#UZ{Hob) z_1ZEYuBywy124v9i=tatwQiIf19|@=59f*f4I9KlmhVwi;H&nWuI+YHFj0zo2O8N? zEUk;-J`*4~t+Z959cO=Y$)W3<_ykA#SnoIIU{%;0JqYeMAUoSPvVTV2&0J^-Yh3+o zhNrIr#6VKL`tFLY)ygfa`zgUOI7d|J?BeJ@F6Hsi>g` zlPQt~s^*re=0^!T0M-5*ebA3vUlvfp&{_E$@?rI0eY`C%9r)w#s?2I-7vzJcy~|=7 zPVB@L>HiFT9ar@9lNpZj^Po+0Bn<`aeLF)zM|!y-M?G!;u`%(oVOiDDn!6-;n;uhQ@@;|%-eFQ= zyPjVXg$IFtINE3uxd|_gjwfzjR2&r_kFc_?9n@%c;+9#unYt*W5wztmYgRM}A%Mip zqW=69RM*L0`Tsqe_O7ylF>^ApCcyOI0M2dSyDbQ zw=i$a-0=gHu#1;axnH=$kU&Sfnoq1UBkt_bI2-nPAlSzEpzo_Q&dB>i->LTvb`&$Ax72jyhjwuLC6IR*I z#Gfu(i&X#A=20$Cw;4Rn1OPjN_)S8Wbl(kWMuC$X<@qWSMzH0(EPb}XUL%6ZBGxk< z+yc$M)P0}5&+sR+g z8Khl8BzB-HxxOu5_!X=JukIUdQ^yZlz3GT3ow!~*(-3S7irJ$-2sy^bM%WeZVjm?_f6{ky?E<6tS9)Q^8Or+$Xx-jNP^xM>%r=a-HSjPRU00XBgr+OzF>^P3~4?r>$F0ft?CeP<&((GSfL!pLf z(9X%@dIDnFLVQcRG_^yIcI-99(U)|AsSg4fR9Na%Fg%;83v$~|Wsnj569oq(SU3b( z81!+95QW_)Shc_Xh+^BZMUhRjHuR9JD?J8|+<2yT9+}xwP-aXjxN5H&W7TYh@c_%3%p>Pc&jIZMyPyW?0n-EZN zmyF%ud_8!Hyb~KoM-{PQWV_s{SkeImKgtzWG(fDE8OjV>$Ks$+#`;NpE-y~88CJ*a zPs>+B>1Qqmd38*O+&NSwwY<|2+eLI=my@dp7(j0)aEzWCO2gN*O?GI*yG-Qr>UOV- zpu4kGr+ee$20w6+b$xIp#Tk@$%eCzWIhTM3%Yn;6oC!ieE7%73Z(}yUC6vaXKV)9V z3NYZIZ4zKnyamF*!TQ!Sa2MNV7vQ!EXeV_5;K=5sa!#2h5H=HMR!(j%P99Es_ru2| zBR~nzX4K{JCjnd(Q1Cw57O6h*O9T|<^CDa^dEH1~6U6T-W0;0dAt+xnwfd$So$D?0 zruXV_>tqz^IgsBi{T4Y_ahql^LU1#g`$Q*=Cv9pob>+v1V;OEYIoIh1IkX!?>AfZ` zuB9&MDJj6^F4J&!NXT$8xf97;-7SoGLuBcH0u!I;O;bYe46&!dSd+h7x=WJzWOHuK zjCUkxKOsYC)#CpdTxcn+%)k@?uK!;(#Sh!SZ%Os(9VSLY4c!m5R1&HTQp_;7D!RQ$ zOA=0uh8TwF`YHp_NhD+-W_u<10_i)}jT_q>k}L=KIs2|4=B z&n)JjZ*UqQXI_7H*xvdBbCTV=b-SDi*sl}u&jkR6nCHFC`ssVxCx5_w2Oa$@%33Nt zzK>I>yk7NdB^ad=+&w3{jq(4d6GtM?t!z02rgy?wVJZ_kOwDn2rafbPEJMMm) znaMYuCt5?9sI2nW9<erD2IbRU8~&ZEF-JERIj3QXX0#K@%@uXE)aWsuQUAHvngp zFo}H2CwIUb=TFl`VWe_bKBL3QuNKPV`gOvVwF^l6u1kKv@XKSa_I#UOwUs%SlOVr& z3+IS}=jLa$x<<;m6Zrb3u7)Bi!HbEWRS542UdH-%(E&PDSzc3NG#-UQ zoT)=J3XgO%GAVQ1MPaz)J`}e!L#zXSo~VK@3HR8%$~{YGMZ-yEo4k&8SlZ&YzRC-) zoPg>u*FmO-HULjERQ_HBj6qz2xsJXE42$gt|R zAhdPQ^4E>gR^_?DjcgvZ+!dgAciLJqFzn}^VR)Fib^j4CzHc+S^}z7;tT9WrFElZ_ zT(o3>;t|)RxucCfW37XoEb}J>tIrS(z{3Xtuw^LN2qSdJs4PxlIyYJkSPQiINN#E3u`bJ~ZdNH2rtbN=kqy+fYeVq0w??KL zG##wrwTnI=XWyPw4&5OVRf>V8WSBrJ(mmNB=wAx0TAC)JT+LBxR z>~lP62^eocsm7fcW7|($#2dV(2;p4B-@A3&VC2@T^@9Y9F+k=IiE<6xtK5xR$yGbO zzg|WW=y^DE-AT8wt)AD9nyl2E_%kGLc8!H{E-GwGx_e!zOk53?+_5Ftv);6?_v@FY zj{*$(0}0p=V)ro?fxkT#dVT_FSy>I|Y$M!uCg3&@Wb1P9vO*b$A|U~_DE$v<%!9j! z%8#Kkvl~x)7bRM3e_)v#1s@`?yll1(8zq=ZvCMH{j(J#Q8T*KCq@`0+gUfCGFt0ow zh1tX-yJ+$OFS)!|-Rz4k9H#f_s+kQ+wic!ymzIt7@@fleZ}Hajmq&;}2d|WVi-*7w zGWKT2JV?2xx(*Lw6;lKg^kMY#Homlj)ic)M%p3KW+rm*Nt1VSx?1zxKVw>l2kuRXJ zpLL@DZFo9Dz_9=L4-()ezBx+@@hC}y*inXllvRprNiga&s)BhxYQT}PeVCN6e?>yC z);nu)tmdQ2ZR|Bmnm!sB?g_Ax+7n)OILw|Wa|z4I%U@n)ZhvGYI3keq;O8Y$V4~a7 z(5yB#&b0YR$kWAM#C_gK&ijNv%FfS)Cd)S!L2Cx*PR`Sl1%5Kq9s;f=LSHIaTPYn| zGaeVMS$O>v<7IV;Wh6O%Ni@f97N)bstItVok!p-!?&Ijl>y-rk&X6c8Q-5?H$4f%B zjVYKT05u`da!=ax{_ZmWR9K>h?39)ht12k2*GxZ!2*C^=5+a5VPrZCpj)J!*WTe0e7k1bkYJ9PG2rL<5tg_p>e#d7|!>~N@? zEE_?E9nHKBVkmj@)wmf^*9h7x+bzHhixoAU<90$HC4U)^hX&Xb*{}%)pp{CCu*t4l zK>iToJ&{@yGaYa#AVqKpc^?%xm_eB%d0j-t*XA>VLfMR4_vQcF1+R-5Zgnl$L>;=A`~j~1H^AoI#iWL z_6})dYc}CJJ`#Oy3GoedgXB7;M$r|957i-$DZ62;_}_roi?xVkvx15G5kdPX|N5S6*mY5ylY{d0E>4|5mLNAcF3<&>B^0zXgUj&Cs&U7512yjv|_ALNdAgU z`vj>u{OKVP(#%;Ihz&%hfREs9eRTDl%iT(sx;Lt4xhN!GO-9~PO_&uCeZ77+90q;P zx_Fy&OBjFs zXn7+6Pj3}zkZ$I~_N4n6-!Od-G) zQD*O|AFVwY{CsaF^rL^G*XS6_^y8IF9{*@TsuaM&SnR*Zq%qQEO(fnu<*PRJ)dV)?JuM0CSUbOWFVg#f8ZTSPmJ5A>SV z)&NFpX#)k$AJNP5dY~?&h%m+b_HZ$&lVv|56K%Qm@GmT0{5@tc6$c#jN>3j0hsea3 zkvYDhk2jtf;?a3r{(96z8|X)TZ_hjLOgX+nm@J_?wF5V`MIj~iDx1!cBRTnA0QVR0 z{CcM8zxx$1d&2H_oznl@!|KHTYq|}-@(JhuhEXI-H^$Kw0u>c0r_+!j0{x%sc4U1S zb}SFlvkQCrP=F?*JkHSXc%5o#4|Sp_I?%wITy4 z|7q{y{^jN;!Sw3kG!F-CLfk^Tl zh7}C9UKSY;Sfz2;%Pwm*r#==U=fBoWJ7J zF14HEYUL7brVPS+mVR-d3bRx+$kt3a7^o#{$wCPO*D2Cqmw4hw&!L3$t6d;AoPsKrKuX}`G&VmyuvP?%CjKN1qIg|zYNnzp~pvW=mvlrqr0%vWH@!JMoZ?Wr7+Sw*)z&Iv~ z58AJ2_?Em}!X<`NVxpAjQqfm1JJb%j0lc%|E6^)|PY~DK1467&gg*BZ;VVTA+!#Ab zy?u-G-D<1;01-?yu5C^z&^ZaI7E^HTzS2mGt$^xz9q-K}v{1PFnC9-ahhR+LD~QX@ zNg4Ow_N5Kogd}sV=1ALk-5|FU(%h@C{0B2} z^fN%po$SC0yR*}C?KzbKf@XOR`MQ||UI?tL(*|qmsXPYsfwY_#tEn2#IHTieSz`Vv zpQtPJm2use0JtDT=gf;RRUs%cUDCbuFF*#s>t%m=|JC?*3iMf|Z;|gwq04W4s-7`s zJ3>49i{)-UxposzYZNZR2JI*o(7gu#4Ez4GtnLz=1>$!0F*4tUzo*q~6<=h<7Jd$0Nhx9zh zMJO1QKeVD}c8SnOsh~zTmj*LpCSnVDSnqnp0}IltHqNb(xo3REWdTu%r6KC z8HqqPA-%<=PcL~0*mE*lFp;D4FPXtKLRY$d0*!gwkN&$XDZH(~X#bpX6EKUgAe|8$ zpP=q$8aRriLBOnLuHgQC2AJ*JiADLp6(Bl_a#n%gL69Sj340mpA;m^m5^MB`po`%) z&y@m-0{8{80k`XIPE!-aA7t)#ELW4)`S}c1UR+M_sY-_3EA`#$9A#d18{-+ zzbpDChnHeYxtb3P@R9SM&RkzyJm{h)oxhy8HS9q^-n53@0nAX=6=(IoC_;>?JmCMq zBPDQVX6op>BDM90B)v6)RH=fVGl-$4nsOXsN~j`Gjo#^FZmaKU?ig!EH>-ihN6z8Z zmybcy+*~oXQnzJ)HM*P`)0wso*9|9j6%#b{411p5+{x^Gh}7>R*=f3E*5?*kq&9F@ zqb{3Yj$W@~YIZx0Fc#J^FraUda;#OB+kFDHQMvv7zqgCypBPBO!zwNS-$oYN+qP|+GpyLQZ6_5~Y$p}lso2iVTKnwQ?z#7E zKKxI!jnR7_U;i+Ph{lZE3Zdm1(dJYi`}j+@j&E&N-pZ!#!>zjohc4Ltf;$KX7TKhn ze`nD)jvora+Sv8l81m|CE4F|m*Z0{k@#<X&{Q*&sr@!Nc_ek$+uBMWa-GY^!+OOYu3dM24F^KLtS@S0 zyZWImOyyFD8SnS*CABl`o4x+gI&pD{2PrEidKC&4ae;qjw0-OO3g6Ie-xlV#JrlL% zByR}8Wfk<~l8EGc?r69%A%oQVb`nA=hsWisnQDe{jPMJ1FVw>a0N>E4k!cwAOvv!_ z#pOIAfUu#AOJJtwe9wCvVDnZE#2d)FjoC8(Di!+65?Zi!uxn^~s7L zCqF0Kb2-V5>{rMN2ZHKSQHR2=zO9No6j2bUG%W|_G7JQvNDDO@w0(-LvwbYM-Og}B z)tWdzF=6@G5-W_MjPxTMwp7``0LldhXg8ntwy-{`V;?>NI~vyJsTsjT!YzyKxeU5B zz90K%Idb{EG`i7TL@)%twFtAgWTg@xjv4ZYjc`XuXlDcq7fDy7rlW$X@@S3JE^ziK z*ex#|zD#LVe9sZM)gR(X6N_x+f-R_LU(Tc~e16mqOr$4*V$ZoMTd+*7EO{j-S>q`pho6$)p7o z&kSjgdNS=a=FG=dtL0=C)~Z)*hg}n=G`>KVMJ<{By+cWTkmMlD?954Cn*@Lem_$cG z53^-ahZ4MaQE8R&K!AhJC_ZoVo%!q0!y%YfMp`2WBJRVe4eRXVx2$4V%OwQ7Q$LXs ze9ooG?ehpkg>;mlW=1-bew=8&=ax00V z^p79}8cwY4-3<-|v0rn|?_pLGyqe~ofN*8uBF`ZO_+Ia93iPWyJa{{z`;%7$e9?iKY?!?XkmA7$~jB#@1UBB_nQ z2_e_Isbs{(3eXX5q*OC1^L(G}1xwb<*W@G)^_i2{Q(Mk4rNSdxc?Sq> zdODK}^R2-@SnDyZ@+K&6;LF2JBe3Wsoku0UG2GL}7dtWR>N9Luc6Nnl*}R4EhL9|M zQNelV6d;30d#FTdh@?a$%EifD#B)+TXs;<>muK=YS@Q=1aUt1n^ONw+IiG-sGOuPh zWz~K#zi5!4j~;n_pU0ZJnhzC5#P%cc5>5wsIMmv~l6Fi7x|a^*xk{buV=~e=rkCmS z&M3jn4t{|YN0GYmZ`Y9yy`!ghzFDYPrYnO*|5*FIMeiex*_)8|> zC?8B6e5P`ss8B-9-VT2Ok-LqJrxnb7PhCozgcP=u*);Q6 zGHnjb3@L~B@{>#EyN`bv&l>STF*DP*W)r$UjV^ZzlD9f_WNkwER+LGjpa-iOuXQ30 z&1xc>shND6iV={Rey5k%*YKC}TO?2rGLxm}OfOAs(0L(2* zbIIEW4rpbf6TF`fNV!TsIkua-r7t$M^m69s1|*U~x!R(TMGwxg1M3y}kY>+=dMc5E zw!A-iY_PA%zq7_VqSr}!%Nii}=Nb6PEsH)!gnG;6nn?JtJG@`&OitH$_qzqDFi2Z< z5zJ!$ZR>vnF{E~;_;0~WtC;&Hpc9(0Cc$T80ygsePuHZeA*VJAM77OjK;~$r$r!aY zk)WlVPIl4lIc8j3xHl)~TaRr&rR2&uU9!H32CD`jXq6tT1ch5@bK7mgo)i>I;5{$A zGshEmdoO$Gy0N>QwNzEy-i5`^3Kesj`iBHry|JYh=(NjrHpQ0Bu4_vC0QJMGRUePSgt?}3p?GE57i;n8$>5t*18}_(8)py1!!}~H#x-r_aHkT*OH<8jBI;Bc zoTDQdHdpMcL6azqILSwNJ-K@*_0^&nc#8VpyBG(^GWQAl{t*fP$a^ z6gdc9ROh?}>=MJkDNsAZr?#nf5=I!_uJrG?5Xg!lAWw3Cz|Sc0o4P*&!*?irMelH! zV5q9#fyX`{exEiZvtd7ZUN^kavAbyV!Lw$D8QImuK~}u?E}epwumYTj%e&xJdZ6-> zJ9@JJY@Xe*y=~}IG=ntK;L#b{0SL~piG>j_p@1SqpGRFywNsFO)^l72qd3}hfoVf_ z-ZJYRta}yftGI~|HB)|yDvk~s?dG&Huwn-PJ&_-%*V~4Tg>RccYscgVlcY{yq*9Ph zW9==U8T8Rihl}Rte8c{^!@mIyUR1CWLv|uYLf>BeB*@|F=GDE^-Omm0tQ#u|)b>RW zWb*mjuo~da_=hK=Sk@}+k9BRW0L17@3#-)cem)_T^qiM#URH>cCDoR&>sG2oIuqle zfLZQ>x5Th40nPmZ_SHeKdT$UUv#E$o(2+TvATA=!xU( z&jT<@x`C|{o!I__YU|K9L=s{5j@zq+!;Zr;_A-Viot)mle*fSN^f1M9KbNBkR7YD` zhd?Iac)yxRm1`K>t(1#vs%azsZsEGAA7MU23n4SpAA8~CKgi574sNHCnxQEuNWG1~ zNu%eHHTBX!V_u&$Y@=(_1o}}Py>%0kYeVZz61Hq2y6}+DjQ>cea{2UnOTtK<79!bQ zH?UafnU>r^sE<2j{#)hJ;OBu*{(WHj<|6|fWSme(t~SrM@-n=_WkfgiBf^X-><3{J z(ltY5S3uS!%WMA3tu<@p{fXtr;=91tX7OIPw>?EpiXxOGBflArdO)}qj+g36q$TO) zX=B(RzS;AYpO%_t*xn8!RizFh9ZMt`In$|(v#qJAtEF2$s^#S#7s=?}Zz>!RF|}Ek zy}9FBLikv_yM{pIFBrhu=}5+ zuTpyZyTH$i(^4Wni(6MBf6Fxi$iqgMQsseA3rWJ>uB2FJaM@5VN@MR{qcTd1@dASm z#QgNr)cWF1sa~SHbd5gcKGhekK5qBc1RD?`TGUu!#o)$$J)3 zuV0{c#2{@B<#DHbHTA>pQHvLB?WM2BP~1p7L^W4v90ExDKGz)hD#XU)Di4gq1_ovrExH z(hI$R^}*XG;}rM7=rK`b4kXF4ZV7 zLkc1Lf7P^X=9)OW1s)+N5xhULG~63uAU|(zxU_RAt*XYPqKFzyU!zl;l%T^)u<-nY zL9s=kASNmxKyzqJCYJLuz4f6AyMERJVvm=f7KSKGX;hg@-(cYHaymXPv`4TY&pC$N z8X(7l0a=xL!%%8PJ|JH5KMK{zN5<&td7u||qptk81LebJH(dNjJ4$CzA!jTjdYv3g&uUuXeaK#cMw|87Nr$g4@JA`~#wZrXG9!O)FRe;sRmjU`&FlAOM_LgTbuR zxnZ^RyeWEl$Au*yNq(U<-!)5lN#1 z5Nx-oJ(?PnNJnR4UMTCoZ&qLOGuMPPnN-&Z%pNb$`2xq@0iz zQvpHtMDMfyMRTvyZGATFhyomyL(C0arY^@;V0<%BM43Ryw2sb&dr^{bDV7))V@?u^ zlg;B(&BPV20S-QOmOPIOmJ42tImwp_8GRCQFu@{cj;{5b_s^D&wl9>-s8T3(F*WQr zYweCK93DKINB7|oblO=Tdg=67ZxKQ}Bo1ULYTuj_^eZ2ge}|&9(m5c6G}u4?Q#dUv zQ2;t>sDQTQ<>O&T9ZS=LxgIW#Hc8D@P*W#!oC0+WOlHR*7Ul7xp*aC70#(|6Xub92 zh2_S1d)o7BXDae|2gD?3NGstGmW1AzaN0m0z?^VYTDm9pqk@XQ3;%_8A7yfx7% z-c6>jl~1=mb!w3r+`3u8&WxS7xx#q)Q-rSW-v92yflt3m4j1vQIM@Fz^Xj6F2Rd-% z3{5X|Fu@H#Cj_#czhIT}x=AnPt4GbtMJD~X>)}M8bga2|&2(+~|%)4cM^AjZDTLJ_%JxT#a){?`d|GwxcnHWq}j zBB)qGv@xV2E){H<5n_?qbRo2>5}-*8W!999W684O6-D8vg{K{7l;e>*()71Ook)_% zh8fJn9AtJN6d5<#5E?~3NUV#gJjRpmdFRplK}%lP{BJYlv1X)sXJ6BKx62*horx1K z#U1J}GrWxe2Pr@NWrMJ~-6QNqNDf8-Ux^?zDm|VYI2;k-x&l`&45tz9FF?mv#EVml z2EtW8o$ll5eKBx+!H^13=yhHnumLiY7NE1i(I3PIl;YQA#TTR*-y@WZQ*Hbcn1TW^o7G{_wB5@+KkO`)u3EM8T&D+G-lYsa~Tp&UsO{OGd z=M2qJC9TvV#KRz~QOwd)>;)CT=Pd{O*6^cEyEFPSQ0<}g)!`?WR+mPGi1omDSME+q z5lUY=Y=T|cg5zp^*Wgy4bVJ$$eq-}u2e467954LFxDfib8baB;G;rcNAy!nLR1(2r ztFxLR6U=kWEHc-yo}Q7-jpfZ5^52Ld@aU4WA9##2O;-m<_~RJ6MA&By0t&RK1F5_> zO$d&^D9fS@?3Yj`q|T4sxc3Ai=xi$lCgvHEmJT@%IF6Lb$nI^KZD-*-W$^nw#y`O( zJC02LgR-;#^B@FfVN8mt#RBXNiku<>4-t_KJV^UVoSv*mTU*-hbBcWSSmbpS1cQ2e zE6k%Dig0M61p0%Pfr_U`F9B(^frT>e+0s^ESr!>rIIBn9hujw3UpWiqJ5X#z)JgcG zZZjyPxflop51$TmUf~C(c%KaRi0gv$a9Lsl3kuYMEMvNJc3E@miD>rA3z;yw{~QR7 ziVmN8GtiwCFPB_Da(cKRJ!Gxbr-q%MmdvcQE;xNl&0qTR7Gsh>lla+hT5X=8Gg~bE zczL;q-tXq{Dde7sRiEor#!d*ATn;SL4A+;mt+4g`vg zXO{IJFrA&{-zE6}-qifJOMaj}HJG4&H8oev=q&5b>Xfe+STW7*o0a-&rhtNxC-a+r0*oI; zU0ExQ2Y?Rg1N7gMvRh6L;P`)48&Usw(_DQm{Z0By`gGK=8UAv5taxoDk>qZN9ECTcD&y`v7}n1o@pfx zzNl$QTN+3Ub)EOl7{#{h)*jgdHUJb9Ypc0`0HId|Q~l3rV*7XT$MU}@oO+6V_929b z-FIj%8>Lo?S&yQ!+FB?G>+FB+*J%1r5>*MqA-;No%n|s0GYgclSh^u!ibO-+A7|Z>0IKDW)5`vqOdALp^#ajH ziBJL_dv-6F!EkXFbPS_^%-&UUfc5^~m0N`;*gIdKxnF~IY*)9-Y;JPtn^GqE_Eez zc>ZxlR6|k{CEnckHk|F2kTOjW-{pY&JyoQEG6Nw3v;Rw;NRm6i0*CZ)a&nt%vOUNE z0=1CKGx+b(QsN^^N?$?zf2Pt;D;uovdM(`kH8?x0bGrXrxYwPwJgH)Y&iLO~N7-2u zP`9_L(oDkFW~fz8A?lL$j*3Y}kZ|t8-=IAGN_%3bmI52pEz1(d8VTsOKw8_`$IHHM zMeg`OYrp+3m8NdJC`zE%8Vm!A7{of=T)>$ZW&?v+6`>rIVExJ)IbTdWK;?BKlGDrAB}}Z1M6yU z58Xwhbkd9xk%J1yFVF#UlTiB0#O&U8rh|6~% zyjLHH|NJc+-?f=6DfXBan1iXQ>)03`n1dw^X&i_fl$D)}GfDpu6QJZZeCG4mv!d;x zq$_SGqqb2K2}4QE6C&213d&e*q~M%X4@FFf2pI&l>eN?qX_KLBQ?{mFl~bAXr>14v z&ohJT3*&4hm*wJX(ua$K%j4s+?Y(Ck1IWlh0TLAW*zGUJh$xtN=X7p|7CJfug6fL5 zhVy<0M*+#skG=+Ad4TnZ9HO(s>b_KLzr4g7kcY2lm*f+2)D|hE&?Tgfj{~Z+vv1TF z+iS9dCwBrg5;l6#(O3yDtg7ayGYVj#?i#e;{X~{XRUl?bmEve_ynrr zO2-V>lx1{<)A4l66jwdbdRlF&r0Hy`6lybOt9EI$x65j+%4fzjOtF<}MgLgm)c0kn zajjN277cIPYe05~{Zu0wPHVNJ(uKN|hzaUEVg@y%aINbL!&1-X3Sv<>bTZ2O0OEc` zTSUbmt1&lIk|U8hl1q5UAg?h{L%gPFmjo^OM#R#f_MV6_Uqj%Es4Y1!6oWC%uG~2x za5y1xNIVkKAU$znII%GlS^@ek^>LonAZym`MT9626<`($``oeq@;n-Ky0+n`gV$*=v-U7nwL9+B>^wu941QzQbI zt9;gz<+c_c$M}oqi+NBrmYpega;WzZu?>|{af^lKa8ZXJ#7bJVwUilBe~yZe8aX|8 zAX+>eBLQjt+1c-7A(Azt()JpfXL3K0gA@3EZXps;eurR1!g>v7^Kx6mM1wicFTPUQ zT3lN;O9br?jpA=2b2(|paE(P$UlMTeaBPb9`Ek&yVy8Xl9Aq2AbVwx>t)_T1{~#o2 z#BmR435<=uK;y{}qw)JAsz$NIab8!uowa^$V+hcJ&!)69md{4W82FjEwT8ClrUWlT zjJp1AC4F~EGPJa1lEbGK;EXUWfVeWSsJr#V7PZYoRshSAD)xKZMP+?iu=U)vEJ?NN?zFOVpM$o2q*-U;?xo&@xoJczi=XswXRkLanJnynJ&+ zRZs;kig{F8vv_PG_*BdAO3k-ge%UO>UP)tORuJn||IiYJQq9IK@*D(nWy% zM+){u4GsKvQ>PIK&qZ3Vfu#l~ zr<8`8!#8Ld>A;(hbhuA`crGq)Kl~iMc#Zm}2?ivn>{pol76U^xLdUB?mE=d&m0mbM z3ZX2fVBH&IMnj4^lx>SMQxF4B8?2SnyhP(E0^>~ErPIskJ zlcWuCwdEOyYh&gnN(i3RJ@Xj7@2EbW`?)Xn_xT!@)yLH*v{xAFUTrLO5taJV!%Hy@ zi8PIo^7R`oiIvYeGKO5M*m#OpLpucyazn_ne7Qk`%dz;@jrBH?)=-HnRRsX~B+&BM z93}r7plAb4zs|&%zw^0Qh3nC2*m1x%az1xhr6oK=Gvle`LOGeAOUO!Wqnosr?ZM1G z1{uT?=~)#MWAlL#yS0qLtN6b4azo;HVcj*X*2r0M^+yrQB)rf(lbNG!_Y4b&5!tcC zMrfVjF-beHOqtrxF^7nEE>Hk-VNV~MeVkVbP0&pW8+qajDWc=3t+ZzA*zsR|mzf8N z2t0WFHas^<3?GiuFRMx0dS`{~uWoMv^Y`qbWMf7u_wRHnCr|=4pI{OG?RN_GxF4je zxQz=WxH}035xxjVc$LKrfDONo;TF3I!KnbzM%S@cvAZN) zU4G7M)oi=`!8{e`vVh78gNOpzQl}9$=Ce}vFC21m^*-m+x3KmuX!Rz~Dn5Z!VDL{O z`4=}^f{72xEejkMVT^(l6s@@~hsY^l)9trw9ip=<0wOCIyRBb)3_27)WP2FCkhe)c zSRL8olqGGE-5v$)C~N?7glT8eI$HM}q^)~Iqk->lH~SK@hm4)L#m5y3sLhqcH-aW! zZg`lg*o{8CAMk7T;tm^HH=LzJeYVoB{4b=toxQw5iC5)wBwP#!G(rRDd_#lN0SDKN z0j&wiB69L>F77D7;=Zr>)rvatQ_3Qc<)Izg@fqzTPHZBpNPU1FF*bhNR4N4FOzXTv zpr%AE-yqe2YCkb?6(jy~N;{rAw!4HO4ZTVA5Nwgwh22>ZEJ)$x0;itnx1$A&Bu(ov zOOU-40*QKWyy zHsl+z(a9~W?ZN?p3~-|12j$kebk(UrpdBlV4@l?czZ695mTgM>Wa!(Z>(!&1HxO|q z_w%)zU;5|PBDFzn7Ho3nHhP6V@#q#6i+`%PsF0?d$`M6;atQ?n^k*LZ7F6NgZ*)F{ z_%zQT3zU;lx`Hk{G-I|QzLt!Hg)B|uyAhSQJh@Y8(^dv3cyR>$tjXE|7f1R5w`yzZ zAJh^t9oCYvL|9rRqch~Yz3kCM*CD4gfp2X`w=$#XU}=cNdKyU1pphg`ky4_Otctb- z+=YvhsOe`K30!PZVH}ji~y7XoYiE7Hh+2EIIKGQ&(l()TYV)C|vOAnGk3pzuBG5D+>&7QW*NdzQIWO#ZbJ1Ke7R=sm=xo z*3SS<$N3~5@~V|LGuVrZE6->NtQ|4MJ~4w{;*wLRHD;-iBZA5kIz9p0{_V z0(cwQX!MxEk>{o28(09LfZ7f+cHHZmswtqO>P?s~oYZM;y(cTND>}@$FJW(3x~h?v zpNpEs^dTd^Q?ei8!V`6D+M7}flgW;L2ZU)ALqDbIjNS7V)DQe|u{kgaVr@b@-2^a& zcsF-d-4*#h3mDztteL@cnM#djZ3bm5>_%=5LY8Rge&wy|#$+BGu8P zg$mZc`TWhWCE(42vSZ*vo2rHzn5J_I?^${Y$?2Y7R+_}+%*mghTZ0ggWqMEe>}2=H zhWByEpZ)+nx77owT|=nAmbDnmBcbzrp(N ztq{>(tusGogbdx;i-#c_b1rZMg9byZ`s!aa=-0mUigF}mQZf8Xo`pB4F8hF6UD`b} z%&;XW1{Gv51$xLi4o)58py6Wa012XF$!4gj;shTaX9<#7O2t+TY&ln@Tq=qIH?&fA zU|>~s=;0_4FHHbmM2?U)_oCHl_Ip=<;#(f!88K(*`6KZz2m2ow1IWv6 zMBZ$`|f zhAz|xyD$3Iuc^nP9D!Bfrg$HfCy;{9{?xM{l*5sp|Moz9SO*^wRi|}5-=w>;;R7yN zw1}DXXOq0enWNK#`YZ$^elE2<&&ID z(yo+9?qw3-^Bq~K8UQ%AC7SqD8vW!zaU!aqQux*TRyYdzAfCTOQ93fm#71@Wk=iZi zdkc=;)DW4ac(~z<3x=nGSB72)#H#JgeP;NoUtdL4%vrx;By)P!2;(Z_x6Eg%u|v%P zEMiVILo;qDg!X1z&p5i&ch8zXH8DE5z|A@uWC$IcV_MY~q5&Ah4Y$bJ!*=GEam%+) zzq6-cDC!;v-b4?{>FvZxwt9HMlEt3piMF`usBBYADOb$r1OmM=R!4xo)^j~aYD<7x{aoT7cI9;bul zae@j;o=h%PKzIYduAMlKC1`cg&bnEU78A-5V{G}yz^VFX74*}LYdPD?_7lHu zLOof{Jzw#|suBinue8o+kw32ySX15DB;ETjq>O%(i~~3{hN`1}spbw;`s`@Do$AOb zTxsA2|E)0uP~LC#O)$llU0jhB($Z+BoxFD`7zs6pdPiIqCM4cLD>z#v)4HRE#aHD<=wse+F~$vgFUZuu2JmVz;`nyOpXkz*fI z6RR#>`a1LJ4~I-x27%y@T^z$fuqjFd@G^Jfe*sMF8|;9bktuj=l0iG!tF{8fBSq97 zu`y?Mmi90NqGoMD>2tiKNgDoYtUyJjPG>e9lCr9`o?ldIEQeW~=Ig`o*YYj62YNX^ zZ;H`A-1w|-Kj|XWQ*4pVTjtA4xfG{61Ju&++6o7HO|)$wTn-G?ej-ZY4JQGjYEllm zasX8u7zYo&pp+7>X~n<%@w&lUTr_!OT!WkDqFp4gYgvIcdSqSpXvv^9XshxgWzd|# zHbf&*7Ap!LsLgXD43zE+5;{sYIrwnFu%hoy>dh8Z({EBrvG)Q*{0nRSvs+rKx<+<>!=PZ4#F-SfV#8UzBPBPBYhYuxP79xnMD~Rp*7ScZ1MikVcmtL3<;|bAxNDc=;W$HnJ_ndr zw_%@U5ZF?MYa=_1)6{oo#Ng<^lIeb~i?T3xCs zR2a*&{vP^kNwH3lMZz`gG@k`3G-Xv&&N&%>?#OEz>^IB85(G5w13{p$xp!h+F%=~G5_|NL@DLu3X51?Kn{>rDGn z2SP$dq-^Uducve9%S?oa_(9bV_V^z>^xKDfZkRl60TPH4n1izo4hpCq9hj5xUpNcE z%Fh13bXB36Ub-m9zj7hR@*CqC_*l46YJ$oG+$xs-1Zj%WU6!K;2LuIBzR?StvW#H_ zHC9n}5)vk;VGV`;QoY!7ui46N4YSsXlaX2WxZbBXsK4kq&fWgld}osSUVU#pc;$MS zCYO+rC5@f?YSc!pq5+UUUTHPz(sK%qRQTsXt%w_s$Z``wGm5dvFpt3p`h z-#fN9n_goyAu>>iLV~hj-Z_=Y<{>3(tLzNk#UpzdV^s3{9;`UX++@{?1s_YKJ% zVjyMYOGiY+DJMKV*XI}!K^YZP7N5-4d#V|WrjJ_;cnd7er=N(XI2^RrpM)@`R8>i* zAflH>O3Fs-od7O#(@`(cQ3x)3a&(h+dhQOzpe~QTI_UMf$7hy2UXZWU{&sI7tDvZ@ zo9w9-7)1~z@Stpba+Lx6i$+n&*;XJv}L`% z4MWkA8Cnvx#cB%vDE}>gQ2l`>3Z_D|s7{>>T|``grwTwtlOa>FLMI(MI27(kPqLF5 zif1hw!;jTwtsD@xYM613K6Ib(_sZ{5Ysk(OVJLDrQ8@i-=4SU^IEiIy8pg%HTUdE9 zk*R50)m#@{TU&2kg>tuZ7kN~J?-I!z$lnLIY{A18CgzNoPeomwE!!VDWu?bToWNn# zqRfd}O#>vQ(ije0Kix+2+QmYoRjdEDEb7_^DdwXJXU&YEUg^K(uTKzZ*`sz(oKdBT zzEDs^SbjmYS_kzda8BV=1A?|pU6&>}$Z(ISf8}h?#Et8-gaiXCN_{;`ZpolbGB6WF zYoQgLi`)8u?5rMWeLDheDZ#g~uejvT)vlo1K>)C}VvcwC*b(6ilYZ2qW0>t%&=zF? zJz8-HV08Yn@f>!cfPT*qC@QCxa07-1)gEh}cASZR+WzAXO_}ajKQp=xzd08^52NG` zqDyw66;(hisic00Je<8h`o?rQ95#~h%T*K_t9V{81$Y z?=A?_s_dj+X1aX30>6*Qi3=LG+!yFYJ2YT<*vDt-kg1=RG4nQTC;xCG8>fuka6axZh6P>=wxCShUvma27^+Kw)AnNXedx|41N0InV_E$#SMCjkqJ2M z+v0L&^Q(ajh4w_*y!k8z;R){;bGascKl5NQS_`u{JIf0Fk$D4}LFPhB=Temi5oU+9 zvcVlp&+ZDjDQ9fO;!(ju{Y$(aZ$8o94y8cVl@v+trx!726c+KFF(qy+)e`h1#n9w1 z4HqxU+AErZOfUuvake52x&?&7@yE9Zr8#vvefsiFs2w~^p)tk5*q4a8d|w(Vm`E(N zd2)?v+A>s6P5msXO`wyT!td9J&}2Dk7gDstvcI<;$2VC?%VIS<*Q9*!huJ?qA~Tg; ztGTW&-~58C-iAqJxOhD-QO^Tb2}%ce(>L#IN*GZz$)=T1T`_-E>C|xJa8CfTI5G7C z3?dlg?c0k^fu7(aF5+{ro-KcDK+qOzYu12T_h8PBZZosx{hIvb{L89t*!OmUB_!cX z0D5!R22rCkX^fNqE(GQB^@=EdL)~5l8y*E4d31AMchD(gOs!Dg)pRx)O4Y<|7MF4_@PcwHnLwnkMq{C$JVQ3GiyU+L;Rj)p^cX`IHLLOp2c5 zeSkctEk2x&Z{&HuC&rKsHRQTFsOSj;Xjhi@%~3k^1~!umWy1&n(HVcsIfuG6Gx8&;Of(Bh+w1|$*|ek ze*J;XHHZta-~^>&QvMP2*LfWSg_YPAv4n}i$%b3D6%#vvwL}tNLvmE8XkUZFY>&9e zI20i-HdhegE3T`mkILboztHl7s9oUhv5i(!U60=@_3CdI;FjuX{R_r8tvfZ@ey<+C z)5M|+&f#ap3f{OjfV%w;#UQ&u49y;VVWbE!=sc-9u4Pb$!nR-LHS08JszPw?&#eAV z+=6E!V3>PHT(k**Vz6>AtCUvO7J7QYA92tdSrJ<=ZOI2?c!e9CgYFh<8<|2xl!P{t zj44XkljuE`7X7iFYCtbVdEZ-Kiq42jEdx&xIP1e7^`p zq}MPvd%;t7ZEi5t2ZDXXO$}C9=zdrg%s8z2FJC=({E28lL`xk7x7EfH57Mnlj}Nl>zR6%6zNuwJ|q4OL9gkD8#x_P<4(o?ll`rNOb>$IW+ex*ENS&=Sp0R-zmM7O0#>jOC#yJ0gv=B~ zbsQZv9jyO-_9Q^$+-&)3}SzD?KG(l1hVs zN|)(z`U_c;<1Rk*i*}WTKP89npOC^uE<m+ z4zXg`g~E*6J=wU-Y{mu2q@Y625*u|Gg@jGA%f=~Tj9C8qv!|?HHMaHvy9%6SBWeiv`e0=qG&wPYE z^?V)pq0t>80H`di8>Qi12R4{gm1!iOPOyUu=0;f_hkpStjv|@AcbCQ*s`K}Spk#3#{C%$-ILABxO6U(K4x`e;RhlM!ELmM z-?ErWcc{bRBnX8j3S=A+5tO}t-{~3<7-9zfFKB5`-W#71hmFM-mbq?%+@cvkr*bF2 z$$`kA2c#y3l=dd7)JJlT3s^9!Z^^hErAMV-o)?XL-!uCs7%!Z|$hu&tK`^Q$1b(S7 zWSkxXRrk{rywzRctv@B}u}zxjSfb3GWSf-vKSAjAxE(r}QtG<@|Zh82Cf; zyT4l*L5UrxZYg_?y}Ku9M$d%kqm#L>XgP<|pVs7j>jfsoJwtkqk0sSX?k?1T{$g6P z=*&lsu6Tmnr?7Hj+n4MeFNBN-ci~i2)L;%cV9m|IIbe6ZFM4l?8Nx`EY2dPe(@_(s zhEJF+$l4JeC5t?%c@OR_!l!zcKI#QE$1OACM{oFtBg&|`gl1Sh^V(d537rasV`Ps4 zngZav1n{k{Igkax;ZGT@AR}Oadr)+yx`-1+++mEGgTN6c!VJN>;bhq$2BvDQ#ERLl za}OKUdq4BE0Hd=@u8>MRgJCC)cKS=eg{Xr3)=^$A0jFzb=QH793=1%e&O*;5rvsc7 zr>}TL#C8h7#LHo8GJy^E+M1{EzK&QSQxc#FDpLY<9TXJBpOo0ec)K0Y%M=&Z11PK} za^}$LSB>H(1ouZ}V*A!(86` zkzuglvN+`?K%fLm+B?OV$?pj*#tuV=M7b2D7Yl4Jb}Lm@d+~SAzv}s@K0s_N6!eu` z|F;Q^^9yF73N(5R@o#*<$H?p_G%E1=rs0HalDbstI1ElEyO)E{Hb(*k*VM)k%$J$z z7m-%#Y};AiBLsd)sYH{Gj&f$Eb|uf)a3A6={AI!k{%VYc<6TCmYnCIAChhy*>LT9U zHQH_U#?QepTZR1=0)B$%K@{tk5aHsgqqEshZJ;fj-9y}N|GJ-mZDi6bz0N{Y7NvF> zb6Nd4Y|R|fY&gyYn8uJWQ>jX+R_e+>n;UBS@e< zeGg*@##(n=|`2N z^LwcXq|{?0FyaC)HZOPwS{PAQlrdqKPby?0`C|^GnBygD$%6r|{)w+PA;s>z@M#O$ zKGse^Z`=9y_GhCXcu&KHsuRmo$xSz2hWGopjaR>Vj(lES+gjD~1zF^Tev*1*?6oY9 zo3xNS02~9rmiel^QQE(s75XRf^_4!gLoz4U8Xh_#`~mQ>YOQ!19SNM*Dd1~Eu= zi!5u65mA4P@WUa5ih3tQy6|FuthG#T%-=zwRxNiJ<>IKmN%)*|+vV3%q!&82$6j;H-|^+;?6Gp2)9O43%z$s#Hkuz3GZJzJY!qb^ExoiCe`F7@Rh0i$IC zz+*yqeZ2aGoT zZotc0i3zW$RN!r}*l@!7)?9iq?t)v=Icvd^DoYLfZ@fbmzJnd!?6Q$n`UO}|jsqck zpyDq<%a&}z!|DyWu66uvzRvdR2R08D>(KMNlVkr!_}B7h-mmg^bt^oNMjE!0a>Wij zIqlzTnFLI0GTAK)qLGDLi~=mI+}7j8Y-IH%znW$H;u`Lw8t`MPMG)#VgG`|U;XR%A25oO`5$uLKY$f75+nWR^>-H>;sBF_ z|H0S@e*Qn7u>KD;#mM--7>_aOUb-sFts@GsV-evE$or15mnhkhsz70XxLdTrjw1_) zxXBYnDf>c%5Hn2w4*-lnbH7Nk6Ob7}5rQH^Xo^5kY%OZ5b*@%ztF?o*wYNpv>eY4V z=DyE8VDEeH-p~8voj*=a_Gf3Uz1Lpr`&&68%FT@ue~CmxR;*m3-=T?_I&I2Z`smQU zp~d`Yehl_NJfe6`#H$AIUSfWj8(HWfzT)B58%x?pODBzX+bJ1CQKEz)efQHtVUWjI z;c2Lk$N0X16CM*NdH^M&WYl0vNio#lC=gM9Iav^@*Xovr>SE#|;*zHM`uopVsEs9eaox!LIGw9=Ejgx#;Yr`XqszkjZN+o<6bkRDEQ5UL;j|tToRB_=t z)#7!*YgK{zm^jsnh;6zUqfRwtib`eF=~Urye{r$1{ruwM!+iCIFu(1>9HU?Ki%CYm zzTZs=T=n+aDJzyP40t;@z&CDJoNBw?pbFK+X(FPHzW*N6|Nce^7fX$%e5h9_U&@b~ zMop(?Qm<39sM*vUYCiQAwS-zht)$+jR#R)JU}^)UrZkk63Z-;Z1Qkg|QL$8lSO}_c ze~qQa_J!At+D-i_N)dfKVCH}(F(FX8q7IK zSsbzUKF`{X&3e-)lOY$!vq@^H?Z|mtf6vz4#AZ9^qT_YARL|uVW1B6%3xse@CaJ)kV05BOx$QIb~*2)CR5N#7{sqKH7)m4QVcjN(5s9B)UWw zz>BxGi+eI)m-0ZiH6|GMP;xSON$mob>?OWr0@+TqFo{e8GXw$+a&YJ5 z#F_2nM>s_--~o%lUCf6I%PdRB8M`f(v>dc6D|U$=OS~{lK7P&$BVa_~IdcxSn9UZ> zWJ*mjFq-D%!__V2o%aY`u#N-<5E-G#=wJNcWtiFsvO*-kgI#>LO9bOVf5DH2(c+#~ z_)!T7WHJmPL8y0@`dM$cmztj?g|*-fLm-kPqpeCZFeM~>6WScUByuWCeE4qgk>0-^ z5%NA)udUiZl#HBA6VA@XyE|Z=OMS|-ZwCd!0WRaeAMT=8X5nKT&(jJQS+G~4rY{uY zP>yV&tKzrT2eM@B#OXvuf5tt24Mv^mta2RVLTJVO=WdF+w>9fi!&veX2E~<5{9#QC zcee3dft_vZNZRTU!e!5PLU292;qYt}{7rm_A1c1&<6SE!Piy5LI7OXz;rv}OUkWRfAbPcP{ZaJck+biA#XRxrAR;nq z(VIT&>Q>zfMMU!MuD}q6(7y%4NbtUY7i4Gxe5KSTsnD8Ue3Y&K8k=i5*9`a*q%Jb(3H|g+rK8klF&ChejLhT& zW?NIzks4=32NL#m1BR|>g?X)!j^9Bt*6}pa6Q~oQhmi`;e{|jko0TAc{XQA9ZR6f3 zHG)aB!j0P7T!$-Ig_x@S7`I*J8mm4!ZfEx4vNVKEI3ousu5|6*ydgc9U9++Dz$VU? zWwM#rG@Oylkq&wnPCry)vz8R0{bkOM@7RZU%G`x`92v5G#r}^YIE9MpDsQdf6kU{a zXWjN4kx83of83b~gOEZsAAGwXz)PH52#2&EQ+==~29cPr8}9M}X}8OVUqBzW_2XUt zCk}+%`+ou9>Ya+NHZH39V`Cm$hD$0rP}6dsf-0m~vB@g#EjY9NAx0jfl=ixfut}K#C%22L9~C3H;gp`#5kj2X4JX zl;Pp4$w;JFluky5oo%^v5m#^^mEOFb8p6qYe<#DDhoUm*62oO!q@D_yyv$tfykaJ4nxy$*Gm2sTJbS?qYotK`ayENKjA;ab?nhgeF?7^`7Zx=Wm`m} zP8$^&s%?&LX=`#EL;WTN_z8Ft%17}&92@Qm?BQs|Xa9>zy`S_OyCE2>yU{0Q^6q~T zf3uU%?iBaj>lx9P3~}?Yp4HFAwm430r|WFkRLj-pS}pNR?`w4LSl%cp&9GP#S+Y|g z>Q!mH#j-OOnUfMNNo<^;f%dP2@;rK{Un}G2SToKuaxwW9YYoFYXnt?+&yuuKtEHT+ z#RYbb|C+9`T94!-+rdNDgRH<>AvATae`79#!&4AS5o{4iTg-P0+kr~@7wrdRz`~W` z^COT221pe@lX?Hc+!vwxywCXyp$>!yT5%JoyIq&wuQtAkNZo(T5Xevq?q?kEUrx_X zP(U~gBMML`{uJnUPk9wXIoVCnq&Z{^;eMSD9_=4i+-O2EbO0tRh<|igQDp+Ee=n%6 zZepCV_Nbka$y)=?tbZaH^8E%%5gGPK84%+=(;I*N=vRCnM3?Mq(({qRtz?I7Wh5gP z^pJ6g`siK;9zuD8UJ0zcu!D_ zDko~KIeyT^e(a3ZAK(s!;gF4te}D}>&vi+l#vYJ}`NZKaGDZk-y%|TLdXlHh* ztEBIB6_mGfy)}eW)9{W>BHtrKy`lxWUZ^K@f|t1G9X>+|)a38TEYv&sg?379_0I*q zIG;mE56GLkiXn)6q{Q2jH?L23 zRMgiWYCc&Vxv3J#$rt?0yTStY!pj{T6_IJv+>`Q zY8kEYb`%P`ABgs(XC)^wT1WEX!;S-Og8gX%p5JsqNGk-kiZ1*Je?dRC|0w3q2?YP! z${&g7Fd}0bCEhir&-XK@9Ot^b?{6X_s!>87wp6jzIM2>O5M6}}Q?g8!j7+57AgMOI zd(4L=Z6swlKte~U{{X=!o!;lr}cpWI75&w~GzXU~N8P%;9qC9NGD7Yi6rK!@S{-e-qZPsO;9GL)jK<@?Q(3 zUo6yyD-WR~Rg&=Ir}07d3=A!UQJlOufqxI&n}liz?&~<)dqyfrm^6z_+Gk7S4Eg3# zbBRnNjU-soE)~T3`hikeLGd@Zl7*#Gq1L=ocSi@wf`}}0>IP=XDO_}Te|cdcDzC(4 z9Sls_4{jH4e=AC8&IEkwJ;e@oU>q z9sOzEg`=lYd(Ek1m)R<($xzGba(C-vnXtOJrX!969p|@wI+hG2^X8HLOE9T`45au3 zMn3uqR2)%QmEL&HxaEe^MY(8?1K%xXU`W?T=N{uZe=iH!^hjU}?SkM$&p$w zif-N=UQ%{xLg=MCVxm{!t9As=q!waAQ&bVdb%j3MrumP3QEb4W$m4Ze^XfECl%N>NCM(-uATao0e966GLlGq zmQQ}im11vnR-b5(u8z(}CtADmtJ#Mg^B2y0XQ5WjksTyal97qcNlY^Ty3nkwu1w&4 zTq6DoKcP=8!^~LAzAAK1bX`qO7RKhB42}#WB}56$k~1!;IW7RlvN5Z%Z6~L`NW-FD ze^1G-Vq1=#tt_$~D&}Ao{6kVvm|t{JP`}k=lY_tP64mrIe1AEJ$o-cCd=jTJCR4V> zgai-!$S`Q=_h4Ks2zE?RzlTdStn8hTleQ-&CvDW0gs8v(Ha86yq;ocFLs<*sFjnt~ zHYP-D>d>6OcluVxAp{Y;MzX&kzvvPxQ}25v@)FN_OdKQp?Vj8Bj^ho_v@$-Z7`7fN zDU%|1x3zkYf!Je^%N<06>hr95c~+aXsIc_5hevzTID|h z+}lRjmjN;X69G7r5uYZP-!TCb4>tU;pszsTO+ga?B5(zXmjN;X69PCmml4VVI)61a zFfl$p3UhRFWnpa!c-oa&30xD`zMhE5L`77FsGVtNQWfh8sMlItQR{{qMXg(9HLQU^ z2%9K`EhIUFeMj~{U=TqCRB*wib!)ZNdTZ5Zs};3%X|1hixQF}RJHgi8ch}#`zyOCc zng99D|Nnj8eS?(QUC>m*;Nip8VB@=2<2xt}7)R~aBz1;{rlw#cKS z6zV8>pjs6j5jELKzA-2`N*=3HhsyC!wL+=zjZ*BCM~ClJsO6d znqYrLc$7jueY#v8rBKL&G=G|ixz5g-=s+ixI?y=)&xvwYzM2%}Y`t#!^7ZRBPG7TX z>9TbjmN{wSH1YtITE0`E@eNi+IsHAbzyG~Xr4I8|68ObnSf&tDiD|@i!ijJuW)L%p zS;QRTJ;IfkM=T=Th{ePbVg<31a3@w1Yl(G)2k`;nNo*iC65fOl;eSi`5jzP55kv$N zAw(z>_N*gjHRqSNOm zFbRhAgmeyt_CH7p(F83tzM&+u4m5x^28#7!p7hMz#aGe=rW{ia+XZD}SS&e(ri!zZ zGxa(;Yy*g7@%$qv!BGZ{g+(%?mB69!me@`x(wbxU!$32fX@9oA_z2Fse$7I83F-G` zXH*+WE!Y|u2)fHzxRg8#TD;oXeF59cwlZ^;`L0%0@2YR8tg7$y$^l$`Lw7+VbK=$r)E`Mv+w=0_Oo6d{QJ{NQiHhpezx2zBp>`4S^DMl7eOGUPeCou1#RXuPY zY=-VVcb@&?hTg5?5>1)95~dvFRC6$q+zSel()9Y2basoIm=Es-kxgSw52$%x$(PDfV7*4J0>*49#$8H$LgA_7b3S9xCvhf z-OV=8-+v_gJhE+PP+UYrL}kQ&b6GhE0j`UdvKcy{1GFwTEwAYI4LB6TR}c6;5if${ z?g`_c+4P0N`!eW>I5-2n&-P1|wUQeqZ2;F_Lk1YM3t5d)kV@cUI1Vq)gPSzk4~*Nm zj9syLY0Mf15t5G#c`cmKO17Bty4aVJC+D^VHh*x3KPX!|iMA82XwB*lC0}C(9Wce* zVuk^{vcn!@Sa|pStCT!PXdBIwD^l`~al#9d+U$WQX~jzNNqPy zjAUrkj}zgrFOPIqS8%IIY7zm*42}o--7zec<>RH?5$DhN_}6tra*>^ePnzkj+@AVF zY=3i2JKw`}9EwpiaK#D07)RUnt;a=lj=#&pIlMiT_de>avcPE;V4?n7+cyJey-I?d z)sailA_mD{Ee=*bBA*s3XLA-&KEgk;%qI7 zw)BlKi>`J>0_V$~Ebdm9v)cUdiljX0@wzXM-=@ExetO0@S2t%xX<%JAyMH$> zH{;^~=`3H5b*}W=zpTVLDSi51kYE?V=dxw%clc{qWcQUgtWwj^Mt}On!Ow17*tCqT z>35LLpSOMfpO##>bM5%KFIrh>zd&5O`*`R&+74a@yddUb2Cp{TL-AE`Kl?s4K^W9$ zCp)0nw~?jJFL3pEhePCiC`)Lvl))L(;RF6g5Sm8FVk`fW|K#Mu*U{8Klc0n%J(bQdcl6eV`Q=k&8Re5o~5x#Ld8IP51 z*P}S<6an%Kc~y-it$cJvM2srQ-{mW3Xv0!+H#q#~r*Ncot8hBfybv8Lg6FT>2yxI= z#ybkz$SRN*mt-{VNnz2a{eJ;sC9I!K2I#eJY_w96b@2<3$K+fC`imSNO}be@x=SwR zWe7+h5F}Q{Mt%)&&Ba>{Fs;G9@l4c>#53^C8!cxj2SUgY-jP-A;r+wCv>1k(h@GXr z%(SH|=5J{VEZ@x;462|VbZ~iKLp)18)^17g5BP|F|CuLrfFpkCxqs0fcQ~Mq-M`@j zFpY@~1*TLkJU6bPnJ&*MD=1+T%>3@7%n#SD+&rdgNi5}B4|RcJMyF5J#nalnxZ2Y4 z!fF<|BSNMDQ)aMKAu$s?t!Xf|?5*Rf${NZnOfQ(C;h;^wROY$RYdTB0YbP)6I$d7) z*_C1-?>B~<6%kW7F1>$K~t%g;z zjL!;?<;N+_w+#7q+`~sejVqL>deDTc?ZxR=v>uyZ8ayjDrqx0shR6wIIujQ`VAyuMv%sfl%?=S+_)dm1={f zqkltE_$x_${x4xa%5?2D8jf*xe_8TdIF9^PURZV8<}ag1^BQuY0p~YHugz3+gRSM! zd`V0ih)?5?rvDPs2iOZQc>X8J|ih z3v&EJ=YOjHeF{?9kofxexziOpm;H+@{A2Ean)!R>Jm7y@#UEv}@t>BBlh1P19?tkg zLN)$>LN54Ebz^1fwuj%CzkLWJ%=VoR+#jVqg0e?052&YZSg-y|2J4XRXEPA#=!C`~ z>fux<{_;>yX9XKgB0aM4@ziX|-WSPcOQ@gS@_!8n^AFMW@l`5STzuH79-m$)!^c>t zVx1n!mV}I-p0EvE2xY0av~dT(v2MB>9IrmWo@hE)(#l+ESe~5Cl?G(5^TFQWP;^t@ z42#uQYM$Hl#lwd(=!2Z$yJ$T=oY5TQjl7`?c82Tl;R0tuZ`QF)hKdk3YvM%2eFux6 z9)FI%`Q!;4KOgC>f~2(wQwFrY^{$oNgJp2c_!npdq9)3*o{xGl366l&Pd~vC?Cb(r z0Qf-d&F)a`i1lT*`kD`FxX2D;&r!M!oHe)OfRC58GH2UEgR8h&-^?w(^niK@ZTuxH z9~(rh%T+0|>Efq#-wl9lH{{VA@$6iY~w6B~-NyY)V3XWDy# zzLgvBL@MlWE$||5f9N^r1R;U3~xg#N)5N~kO)Nv+E|at8Mc)QO{K zfc^;gd$qzOIFE$#=l33Sj-$N*8ieMuXacNxWttvKper8pvgRZDkcZREu-8(}?|-t` zzq}4>?oyM4eNZWb_LF}^LpN=W_EWGIN$TY*{oh!a_;Csh~2OH5D|2YUVDa0Gf;eoM^SP9aUD+eR=ieca(=PM1L45YYuDj zTJP(-R>K-!NT?@h+&`<`e>7TC$o3-m4wSG)(qK$TilQT`chy$cmSL$7u0&f@JoL1{ zcx;xTtHu88rC%?>nU|E)D<(OAP+ZRo3OpfPk%}?8k5r4#Q4IJkj>JnU7L?jXQ)su8ZyVlaY5Ji936MW zyFv$tscy#=81@BA!G47Yy<(f2%R+=(C)ZTA%m{K5nLQvimZMU%XcHL=Qj7C4GmG=s zl8WTSeJ7>sFWgK%#z4EFwH*&2k@ue3#3p5e^b%{(mE7ZjhEZn#Nr|k%kdl(Flh!Dexxu(s4q37# zv^26dnrl%WNIQ{oB6+XAW|y=u)f}gwXH5iq93#IymBbe6jk!tIaN{}TK<)x5#krZ8 zl@)AuZc#~2j?}N?sDIv!y=dpP%T|6g#t3(AHRHl|$K7T|-&h$kNszt1q*BkRBq2y4 zwn(yT^UstNOLOyXf>H(sNT#AOVl*19NJ4WwX)W+N+64}mu*XRFP7RdyTw|deZV(p~ z0aG?yqavU6F^-=hYS&rXHjss;aRwGfLSx|)wsjvZ5FmOs$IC3q;kWau|P4RF|to^Uo zRhDztaZC6E`~i-XomFij7b^n;SAy>Ay1f6=)mI946E{)g>LV>s`r`!*G88GGC<2NuKBsK87~h4md&{p+t!5wXKm6tA z^o@7VjUT_jV^K&=Tw`N(btBd*Vt-UwFxydozUmlrr+n2%Vd>k|3Qp-2WC%A%se3&J zwE?6uDSyUPqn1w02YcBr$-M*1rXhzFfm`CHIsXxO_ul1?@n zGJmw}c$9-AuwJasHRR^e^{t?iJiV(D1e9@bB7)+C+|1=TKsb}njYfE_tJ&o^Ow%ouY2Fkp%1&=@#ZoK^r#fCgVb$mKU_VeSg)rsozqK!roV)hbloL^ZOnjHGsejTAPuak;+a) zDQGY(6Q^Uw26TN3sJ5bLqZjKvLDo(@`ADT90;4#ypHzE@Ka37v;m)Xcm6-G#^;3SP zCBKEPk1N-x;}ashIs#69+WGP6Iu@=H<`vafv|lp4VJ&KNpS@Xh=q@b9et#|uekr@G zzZ>*t_IvL|bssS67e!6==0cb2<}RY$O;bAOv+s6&op6--^t$C?2iJ5t_s_TJ*~PN8 zU{10JizG3NlhsVv(o!gn*?ER`s6)ntxi?L3XT+v3bU=610Cx7!O z<>l2IS3kQ7?&sX6o)Ud@pMRaKEwJSS&5rayf7Tr1zjp&O9+4ZyaY+1sAFTXMtM$88 z`ii8k5-(_1*9Vs&R{<0PIWm*6Vh#Y@6F*!LtJ_>Vma%Ev{3V7O#ya#+7)zv;c_ulDcd#~EQ zt6gbV+NR!{CEKzj%f0sw*x0yY(`+!NnBGJ09R~xUm=+*F0-=NyLP8)3p@je;fHnHx zncbCS1Ml}qztPMV?arKg&U2pAh5!UXu*4n$5k&t`vigRP_)Ykk19*R1v~u0H6{&7t zD?a{&AojafEnmFsyIrdXQ9pys!@iKzAV41Xq9rLE-aR zhJOj-vcewj$A7=Wdq95^Bv5|#5O7~q+knr6u;7gtnl!baXd%jo-DuwE$;5?d9=-yS z@G7r?C*fh`+wca7T?B#F!q4#4G6a#<`}857-nR>WHZl!v962BF4NY((K7$pbv(S|Y z5fLIzB#B{S3H}^LZ}I{Y?QaADvq=L2{!A{b&qS>0T;6KIPiTKZS~*~{0kcsb&;y1C zG(!jcl`xXGR5t-bK0q@O_09NsMtw8ofo2naPoxq=z?*)E%K49JC&MGu7>kI_qRC9< zFYq<9vp@d$WB6?uE7?Fuyt+5uW7L02lNNHE=sI~2JX9C0UcAajv&blHtE{4_(f|EV{v*)JUqG`_{)7De z%%EsD=r|qY=mo(qI`=U5{M*Bbv_I33Of$@r=8ihQ!DI`rOe&%!!e9VB3w}-r_<_X~ z@cEgDCGE?j$2jfL*JBP>$`1cf0XA?vA0pea)WcY=&mn(-Xd>E(uHygDj874T7U)%} zDx$#h$~6L?*^0%jNLi7aF;MvMF#+PQ$@H^e~7DA#zlHlke7 z6n|miK|}+XNE0ZWu?K`oDpb@QiwV65f^j2FN%!pvpZWAT?6tq0G>P*to&S*kW&{9$Z~Es237Y26?mKHu@{WIL!3K@Vv3?53_jU&mt*ARmxJEaj z*WgitC(J~>Vn4tG@ppzJ;RvN1VG-jaiz$xPQ&B%vLsiWTW5HW<`O+#HHK+_r+&tM};0(NO9-7ZfH&(UR?Fc#qgKK@& zk`I5FXI8A;Ozk+i-YXvtyOouAFFY+$rWfTG@7!fKh}vEo$&gjo%y#R%75X{e7Lf~O z=I!Wv^f&ORH{l6Kb(ZFi^0FFV&>yayaRJBQb3%N5z15>j?5sF%wsyf)3n%dn!>cZp zLS)@YA8+;maawg?RSgS0SAYxzoDaeBFvEY+Hu-B$PlmH&C?Fa}m!d1+|FEQ%5~mbw zTm!~bu((Ko(m>_%v#JKxgKQ?EKGB5oMV(X@IIc*A)`Ae0q6e5&i8HF8%<01G=DZPq zzD0d0o5u=XP=SL^U89JY{A4h_%R~0D@?G*yd!@jVp^x_Yo%Xo(YBa6c!ND?@v$cPz z>}>TZ&{v+L`R^;}pmZNtX{%+sr&#PF`)r<}?Wf1<7~yZ9U2Z`EfrJ2cu<(d}Bpwe% zc$-VB74&|%yS+a~G9xpWF(!eoPQ1tm$-q!nkVG;|X?x~2;K$hphApQUM!LsaS;r^( zU3yni@A4pqG@PKk_EZJ5>*NonwL^csM%1Tk6MyNgjZh4h>FUuTbR*)33{gWgDl#>f zaMNctS&GQ1KER?b$-$RZg@J{o3KL;y4(NT19$o3hpeV>sle8bhqWlc!)ZlCC0a0?g zD0o5C-_FmHpRSf)prF=rSzV$>ual}TUb0-`weDTR2dgDUFx2?dFXpOJGuwar6Ew$K zFGwdDR(=!sdft%sILr{R)0hOecsCZL+9%PGSSjsw$sr24km}A3G|Vfrc#U zOB2j8dIhqw*ix`{fNHEE=vIiWH`*@$@uQj1{+J`=_HRYKJnMK3c5{sFWqS`z2Y|>q z6D*`d-C$aci4op|Aql+Z-~E4wr;=8Q-IrCM?!ay{}3lSHj{2EZqAw#$mKxNOP{?EeCz zgXp)|$8kiKXeG8_4sb4U2|*Y=%3`SwNm1H@!WNuez@&i~&!8@1RZ)M~ANFg3;>ki2 zu-~YvdQs(%GpCXP754=wSNvv3{Za*@jEd-)qN7wy1wZ%K`n1`F7_Sq4B5L=MaZ*5+ z=rfB3xCO&5vS!=XBuVRR{$>D86dG;e%Vs1hI*t%JRB z{&e-#ORrORuV%}uL=S(td~-~`v!TjhmH?X{U~LlHnHGD?U)gMQBC!b}V>IP3MiVCa zYC(`6m^+;^YQ4*b!Ia$xHm_^Z4qWmQXjz=HchyleNk`A0TKym|a(2H)Law3((i zDmaxLosaH;qeKO^sdmMtXgDrd>|iJwFHFvmr_@CVWsGg0+u~dx zK3fO5iaF?{C1DpQznpse4fd5ML-Gq{ZeQ39W_iJMmi2H>;E8oIBjxoyCbLkHFUme~}ZI3kZtOv*0lc`Zq=|?&BnR@-I%( zm{NP@02HG*BtM~gclb^UUdlQBCv^n~B}(_hPjxI&A6~(3*f#MT%G89T8P~C-`(#ZB?@|AJ1h9r=C5=VPGqv z3OcS>+gyrs@ja{Ou~WBoLcbG|F;V`U@n{f0jo&&N>1p!kKrerO6Xn-d0T>lg&kTO= z7I-toJ|KT(1q#xsCNP*W$S-+)o(dP3JW}90JAAbacW^i)*Ke@6A?dTj7bprqzH3I4 z(7tuibp5_+cZE(T`As}4>1+I%?YXMzNF~XvU%h(oi6?fEj9{H4-`g2)HfUXIdx3uO z4DPP?s2ro{1i5%$Nc~Xg_5@{GVU?LeGJVWLk{!^D_tqHY9O5(MhiOaU%I?OUlee#TM(?x zLD}U)5$*`%77=Q=)6vAvICA6&SUC_k+XPx$3%=v%k>AJMKGyBG=*${Dv@$+&&30=L zgRFmaxTeV}FBoVeC6}pkm}88djZ47!EvZB>O4Hwe{k8lSFv}l<%BH3YkHI~;L$O)! z=yvo1{43!k@|cJH=rxxVno_TLLU=)|E>gW#gf9|3#fnerTP4U=55Z+!#*zCA+Wya| z`~b}a0g4L$4oL{r{?V=dH@uEvM+Ou;_Pc-eTCL3o&%z7SFha7V^~$NfI=xnEoT1ma zmv;UlSCvf4Hv_Bu5kBA8=tA@${1!)4ery-Y`5sTn73njoZ&d9hS0a}9WmqFhI!%_R zA>GnUF3*VM>kXnqp!;{WatFabmz-8%u?Upr^nUmTEwKDZc~#sixXKJ#lgM!fIWE$r*SJ9y1-jaO%F_~Q^kV{BN2o`?S>+(e9MCMFTFQkGs1jl2We`@WdbmV@C)g*W1Q{M+MFC8T z(OEjj+zqh@sg_gebt$s$N>4jQ`xbu&M}*4x0f{x)+vDG!;gLElWz&I8Umen2F29%^ z^yuxj#&UFhB&mZWcX#u7f2H0%WpV}Ywknos^EI-9S7_*LeyIOn-&YRxf{%G8#cJ)* z=dRh=DNa4_iK=83Ns-oDLoA@6$M4cvGkLL2u3NsON1v|HpIGKL^Lkj81do4S#`}B; zM{V9T@-WcZ(CnJs^_p25habi(A4}03DY!41l5C^EX;%*p;kDj5x)t3G|BQ7rNz`J_ zGv*;wVUorIvjK_=QJ8;;31fu_p#p)$?}c9sPqFK5lHgq$`|uuW`7N8O++44~I}Emw zZ<_3w%~w{SUXF2q@X2R8-3))EdmpUnN+rwmzWH;PUK!T}=dRxN6+j`1rFGvt$~;mT zVW=9f9fFzlVf>tBZr&FgtCQeP;Qe;8}{9W~(X-x~luU@+X_UIG{4k zuWJYV?U!)hU58iZAuF$q_a`V82zu`Eip2~=>12JEt5TRJRyH`TzES?Mq8 zMgN!V5qN83T<&6de^pI+lgVo3XifLxd$?O?b;dl)*btRsdV7 z6WUY&jDXKlAhW8uTda9hq#iJWZlV1g=Q~`#@G0ienLQ@?&O6)}i5PErts4$fKA^#DBCQEt~-xKz1W@wb2Fqw~-<_%-H=RhZe=5>17; zmOdu4GRCSffYJ)5SC!vaVmAToU8%y}#GsQs%_5{K+F@tTB7cRs2g#vP^mC!T(TWZUUPp;&r?z;P0z*y%e<8j2i z|2F>l+pB-CzFL0~K5zf%KJ+U5kZ2%Uhz`ukCgY14k1I;dDSM2y`bwBTX3E7yH5al& zfg)2=_UKt&bM%>lf^I%q*c;^0kOo534xOH6hVcT0bbWI)+Qf?Tji9@HmHbUg9))%4 zZWbqDjr=*@?y*P)ecF=+bXB4{k)$}v^u{D-Mq__9nD42nW2B$gLBk#R=gHggkFqA- z(G{2r{2O1>05OA@ODw`qDq)W5qG&1-9J9q^*=8={8+S-pRhcm-S0YAOXMNT9TJbss zG7)9fl=Tdl(>e4)G>tJ=|NeoB9rC9nFwW1`OR3&+_Mfav#3Svs0VcnN9J1 zZh;l`DR=UTbY(i-hsD#}B=H?}m6h1EZHF4Oq+X|~xFp|Bf`_-y_VvfNU$$pXc+Z|N zmWyX}0eTb1po*R@AyyOnN|>HLZedGuQ6PUUo&6!cAw^*o6P}RFDxrSCj};?Q$XJjf zG;0o6i=k#Qn`IeOEae~JVotg`Wy`ay6`%-z59^R1tgr1+<+T8H@tn0Mkh%w+3HnWl zVwyAhdB11g94rsny!?Q>SujbYPSQT=uj8a4Ti>k6WhCdXX&QOAUT|vIP~3y#buxdV zg&^I*T@3-pJ?m3qc>TqGR~i$vK#hjwO$ROww^uxi1$s(xdCL>8PkFoTl|J|#6e6Fq;5eM%BD)zwArheJ%{S0MvaCPOv=6`TOZQtVz3 zy=h|fUk?h=e@U=~R9L~MFa;*jM2@)|^Z?5Rp++>uGJ@EYLA~Y8UfqM@&!1(FTta76 zIrouZ2G9DLtHSbbmY07Wayl#QA4ccW{AZPnQ(^`ifYaD2%*xvw90hk=>_>kLS#1s4 zTEomH^}V2?92~`JXx%tUoRo|>gFcPUI3LVdCO`Sjbp5g~K?qCt@)Lq2Lz!o;$ab-e zlKPUrU>G08^1OKQ98dpje%4?*U<}fBw;NJ*jK#TswH?2$R?TOxL@y(NqsYy~smJgU z#mN>K#t-?(xZW0`-LV`CR`h>kQzXZvN)**p0xdLaX>L9}*i3WZ z>!^P}zmDZOyS?8} z(v;@zlsto@+vYDq290y`U<;Pny?DC~Z>J3;ND`9GvolQ;b6dKJqVLT@V{?PSl^pUC zB(ZgL6FLY#B3win*2v~#sxPVo$V_wqDq}k)Vy8<`QF3VL95+M>eq?hwmLckdOUpXg z86%sa;DIp0%cB7Sp}K#6IGWiZ4EHw~M&9a+cNq+tMGFjiBiC^e`1jJPd^HBNktOh= zkqzK=!?gi-wcenqNa;1^v#-V>b1Y7?|NGB>2(=y%z&!Og2x7fBhNT9^Y3l#26`q0( zsTs%s_T7r*W%Z>Hr;u9&dGHt~J(%xtNUXtH>&FW&BADGItZRRpf)_j-SVc}^Y5PzJ z#z@IX+mf3?!r@c5Fl!dqT;c1YXg_OfvSSs|v)oog%pbPaH0b3wH~1U$TEl|64$yJc z{ruzK;Psr-j@buG>Tk))>6uv#DI_gYWfR;jU;psiZNk9wcYvE?$t=kr!^rs|4`-T; zxfzbzf}>N>6G(qc=!;SRY=yHGD?X7@>aUnDEUC2yjCH@(NkXb>1})qxbVeH)@mA#Q(?U8q8P1yKL2{*; zqETncHxJ7z5Z+vo0vGsOSSG-AS6nO43V`S3f1Iq-==gt#6L{pB5O|-LU(dBzO)SYa z!qXV$-pTAgZ!O12!8T^)UWR$MwuNCkdMa3l+oaW1)Oi>fj=g|I2=o;dRSZknA8NSh z*LPM`nQT?{_QUT!Ls{x8oEl3mhjk`8IvE{CB*78+vG}%7shLnCQ;2Q2$ZLHCT5A{! zTEYIRHI{z>#m|NjQ7dym1X5WW%LYk{DORfi+*&kilEa7O4@`F)ruY4<3Vd4d{?9}Z zscWgQc)abMj|)P2cPdRYr18YxO|5jXHBOx|^4g8R`rnY)`!*=MPzaK3YMrTS^b+)Q z_z4lkTx}V#9-niGMdz)h`bc39i~Jhpb7KWh)jfX)Cl*i?mth=tCHiAhWqKtYq<&fm zT-?I4Ug3-bUxTaXSQ!-cddlW`wscw; z=|2U|#|6@?*P^R@p5{lsP$BQbm4%{;x4f3--@GR(_kUOAlV~ym_QEL@Gy_@9otGIU zk5zw9HB!33*0{}NpquExzv?3t3mL8ay>?w~sI9^&8Fb61?&#z1eH}|Fl4KapY-=Am zNV6F7fTXyVW}242%ykdx^g6P7ZZW2vjgH`T=ZSLcf5$Q#O1d^&%uT2S5gj8C%ww!T ziCw@|9W!ipfzb@W*bE~gHSf(lD8EI5@Xmj2l~3U-_C?`)6-}JIaBjECo$Wv0BHf5mbM% zEQ9~GSUFQ^uwn=yH3-aR@=E5mBtFF<-q_LQ;04Om1O7pABaH=Z-&DDW5sp4yP=>c% znLI_CD-(dL7`bDM#%lBgz_&ICV>~u^4FWI^9&p!FljR!lqFi%FUtWiqRx|)Kl97q- z`eoXK+8D|h{9E2a%3OU|G8w93Je+^MxLaouXj4NBkz%BQ6U##<(hOFL`VSdp7g-WU z41kejz9$}&%oQQqhlVrD-7$?u4C^(5CT>8@tiy} z?D4XGpGl)P+Q3;@*T2DAT`S9c(@^kydZzc-~KjK!)xTX04hfu>Y6oAx@NFJ5Ul1ZFf}-Gbpy{k z`9v@-a0c3`L$Gm?bTh2wxRo4PriyW9LYxKWiE(f z{MOi3Owv;{s~vffXGO>MA>i<~ZrsLxujXZDsCgL{bCwwen^3KnDrkRxM8RwP7&DiA z+QKO1bx>>%8SfHM-e|Gvk6nwBbTALcF2AMCDVo_XNFXNG6p`vi&Sw&3I+MHJpalS~ z^Dptoc*FofK)%24Ji2*mqC1Uh6P_Mpu?OV=0J1c5&VR@^`Xql=H>bM!6^FH*$+BKO> zEyK~yky{*QE`CVy+cvDHuOJ?Oe`lqKsU?DOa)MroMD>Wsg~~a_h*aP0dyZ2VfVdmUQx;$g_Ql*VhW(Isr0~dNjGkq$jUpyH6B0R=}phdiKTp zMe~-_`GcA*XRd#LXID1|D!xwOxLBj@?#$G1oc!?ejvgKCvsS#Ybu0MLn=LbY^``o! zdquu&W;9N*q(T0AdM3a+%Z!pfa@C#!72)Mq%h@Dn_^(mw4(E<1Y5hglHJzBN;X~#kBmG!XC2gQ70mlj+mw`&xH${^Ey>mv^JeGjd=XRMynUyz zdww>5G21(TIC)zVQJm()x{B#J!5nZqn&#fVjNSFnjQMPD-$@HpZs;8yL@y$is3PWJ z4LexG`%>T&7&|yV@|h3=6{Th|kEgb=DP)dG?u^N>Bt2sof24}K#j;T8D{|Q}AW^~8 zU`2O`I{6O(1SRl103i|lR#l>ZqE1mTKd=6MDk=wmd8?i2>Gw_1L#if?ruZ{{X~((T zox?iw`gzx9R&s=n>cE9?uH!_o0#=(-$ zrRwq5%H^NJeS+wdu$MOV>R27GGbV*F84p#tDUOla0?Gl;Xlj~XV>!gr4GSM%w;|6u zy#~pDH2rY>`OCT6cf`HJjl$xNTwJOwk2jhlwOXsz6v&O-3XIfiZ{Gi>0b%K@H)2eh zy3vOiQrFQ~S0@Paucs>cNZ06Q^h>p-R;TvjO;uNDVm9oU7}a2;j*Y*MRqzs7n@Ik^ z0^X^m%M$?-nK7G^Aec5ux@8U=_CXXAS41Tw~F(lTU+n(^|qbMTv(a zWj&puGd5VQ_#>sJ_9CK*#aJ%kQsW}cnDf?B&JGi9HCQ_)6^}($e0)sjR$yWZeqwzk z>{q-8da*LELrC|~7JGX7Z|JL=T$oOjTMP%!#^LHg`NhKWZ~Q>re<%Mw;_}6R1E7(d z%rQ=23iq;ty!+)~JEo?ugLJfo*UHNxnNxadD62Jj;m$W_0j-(ba{sQzuFqy_W(R#F znU>7D$JW(K*W4;Z$Zc35_6T8WRxc*blyO$Bkzw~_>KJZY8gsyt+PmuNvHR9Foae)Q z)ipX(&FwjfES3xtE&vP6LKRtmkfGr83=@jr#dy3>J*Cmh&{ypsk+h@THtELO=|yJ_ zMt$@U!`O{jo%^g7J4f=FO6w^b_?gQp_$l}WVTr_=;maT-%P)R=U9YBU?XHVJ`3nh> zrgS4yz>ey^WXdO+@^h}6mCLFGmLHERA~F?t$)O*GYJ-R&kyURyXi-!yv9b;WLq_a>bUAO!4Ki7#fo<4xrVrVb^vubMv zMMJV{UR@olS-e&Gd+E=AHK-!k7&1Dn11$<(1x63zYx^HDA8YAyVzruW7}vF9>IBDW z-*GB?Tz#b^j4X~Zv%x}7TYyoEM}cAytguIiB)z=g1xFjl`5=slZ~Qr&$3XrPsEs#E z`lG)u$l-*y)cwb=(=G`CRQJ4mQ{jb8=Ux^B_uU_6Sc~x=pec5L$s5Vn!5jDw>=gOA zu>@W$%jscPm0l}ZHe|CRzo)idWL0eqksEA0C+Mo($%`|U$+`H6#T<|VTx@>lqjR)X4Yt0&#6|rjoGce4$e2>(doXxcAV>43-vUXIZF}UUP2N3d>bi)?dgkxB;^ebAKl&<4F_fu$QT0Xs zNhz;2IjM|sSLj{5E?O~i--6)?lhJytU^fLxHv&{eHC8yMe96XWUzt_QC6d5Txlv_~ zX5^166??N|pYR&SzO}?j#1>+QlHX!bW+8r;KP^Tx*}L8K z4C{n{C?b5W<7Ro=X2obPKY!BMkA)Nbk>A{}^TS8a3CoW)ivh_U574w($+lCyZQ`{? z0g6WQyc0e7tNO5`by`J>XI5wIp-!>tx@l(fB~9XqrK?MMh{<1UaEH{eJ~BO1C2Lms-uJ>~XDTD)BDmb6<)#*mO>bN;tsZ z8DXS+&Ja7L4z-+$%5$X{2?SqMjIt1aRTYAUp+Gt9f+f7Qq>e(mFj zTQgPlpU_O}Lam_Fh#VtI!%J}Z8%xLhkRc5nkuIl~WGHQK^{adL%8MK(vNN{Iu8l42 z+kzoHR6#PNo?YJ3i2$>&xM zvT3PF3F7N2L8XSpW($z*Y;O9lxZPo%#Fq&MifuvmHQSr`Ao&*F&QDbbF=A`( zX={_Xx7xwdXq(Z^>7yC*L-OrY=dUtkD$Sn3S`)89I%tf6XIYLArD!iwti_;bXih$Q zTCkDfXAL7qs$lfhjJD&ME^i zsFBx(G!*ItYl3Y!Kwb+LLdo{_y^sF7L6`&lyS#{|=>5Mmu)NZeRP#T>)m7GnPA4@~ zX$_{mSLLem@oI|y```bLbtN>q0zC@9A~?cDWN@_KQ_9JIj%D!13e4)c8Yh%(N{K*N zNWiL-OPL5$NNwXI@axH0d}&D20Y1Rdd!m0P-_e9R;jHow{BURCk~*rk*t!@yPi~*_ z`*Qh=nmV_gX?mie!yy_6;8%|Fq??r*vgdP>{O%2}O=gE)ycS3e{%qZdQ*F393Cvg> zCs{4a%5U6%QwRPsZEu6m5}bWixbK3FQ25jr^c`H?#bt}GvE(1C{o4jOer43DEXz!&1Ihti{{@R~~<}cC; z9LbH;9Yj+Y%H0#par_O}lkypT5)NvkTd)c6_Ny0vui%ijj^={_c=y!27lWupzVPf5 zYiJgDGu!1GY$lqvRcF@!q70tUn+_lb8RU<%^&BIg>(`!W)01Sa9lX(-R@j$T@$r$- zdFWw85#>Y*`>Qp?1|<&(nenV_k%i^*1@>C#9nr$#yb>Bq;i_D&h`6wn`M`K=WX9Ud zeyo*$0z6h`nA()n7S!JBGS+MZ3tjztykta>KMzOE)=2p@4xw`FndxyIt{&m?YvFNfBZzy zJU+UMaXx)~GI1<)Hc;q=PA^FbKVM~Xls*4<>b1iT`B2i}(bs?#dg}e=Mrmzl2NU9d zozAz>be3}i=7Y*6o|o_Av>+Vs!eDywWH9+86s33Ge(F6hwMbK5xRfn}OSi6`#N6?E zB}MDFd}_%>F_NMUQ|33c3iQr}b)7UN|EiFmZo<0p0-^~k_OzP{`RU?H7S=gba0TEe zvjh18TUY8apwNFXR);Hb!cvw{t>%t@XADXW^#|=_RD8@tvSb4Aa1sZTfhrb}?7bVq zj`EkECm(p!FTYy=hGvlt1(_@VmX?p&#MVlK3kc284)L7fR!($=!e0bhIj>!N*?Sqm zBnco>uE^)i+UIUM`gFR{Y;)38e)xNX{QbOPgc1MkQvx&@-+Rppw}+&U{>o~9q$i)S zc>e`nO=|y%7)26!ji_n=#eBEqDUaLuwsb`c|FfI@6b-3#WjM_+jNbV8JO@p&mT*lQ z#jIE-!mm9kZ_u3?^kCWYME~e1=r;H-B2es4U4dT&G`zgr?xeHuE?xA0ta2}7b7(~= zxT@;Fp1ja@U=5~^iAtKmp8d#FZ%U_?5*0d)wKrY|s&Z9{NF~X>^3qHH`O}}y*DMS; z%5jk7HELMSlyZgIYb$+`7|k5M|Ne!W)@cQc;60184Of{Q`s(TBY@#Po7U}MxX4hED zjJBrPgjXrf+`K+PY6zp$99Ek)%uoFT`h#6p>ZrVA6w5+0rZur z8p!6~Id^er;{)X3S%dcW9)80Ptg8Yt>G?yhW|sH#_0>OnsDJ&)|6Xt#!vh1rwtBy0 z(CJfWkmX7Vr$^+hjZ%ztR&=B<9u#(-cIFkA%;oO~cURJ^Bv9FZlr5H0rvctrGtkGt z)}F+{JqOs}=^u*dhu}|ai)5s~9O7D%-Q0)76#&fhF zf4AS;z%w2x!y>+aCm+#W1))-|KL|iXM6iDEvuZ=m?+(~1HC^^r1~WwXv{P*35L?j; z=QQca$=m}r0D_9zcCxTN+uk3iaa6KHX|TDnx|U&2k0x1~GXB=#2=Q@^j^Xuxym5M} z$DnoW8NUAJls%%=7X(%-2sRj(+X)iIwIq znlX!p735TZn)0+pYbo|;XR{XqsMKc$D+HRXcpCnJ5pFHT_H%Mt`LBgekSy85($?mP z+}GD=;SF>u0?uKTR;N4gHodYsf@o5AqEe8!qu#KphraaXAfg~s*|@oVS_Dy~<*7_F zMZevynRVkTf0JJ4+A;mCsxkwao&GQRTZWcDE(QL7qTc=;{zy-}(}#V(uD|Z2P<53v z*%MG}jf+RupsV0#>YX~$YQNfmH(<}d?FaR|W4qgppwN6W zp0W!}NQ##fcdWzPdQ6@Fn511=9X=?I954ZYv%)SH^B#%Kq+%>s%eukS;U-=qzXxw}HL{EgqOf?FDnI)L zlj-0g2oiVS1;AY`Jzn@G!*GIr?T`iYAW7anb%@fM%pK)D;NXr)+?PN+`Y>&>(gQVr zC#1#6D{|{aZPe8`WyqY|#`)3DLL^OFlfhg)$3_OD6&N;5r+JNjNh>AybuI^>>(F_T zLx)_|riD#;B|qdI9YQZ*z8xVdh_kSbUrJoBWoI201TM!a9CD#0l{9r*{r9C7p zPINF%&Q$*2P%SMkshmE8f65%~>6In4;Y@C4-&B>9U4gn8#=a?3&q%M{Bp7%u+Gl|P zFc$lDHVh6fE*|pdwSw7IZJqoY^-y2!GM}w2<}kZs^NgC??nzFqOJ2h|Y!yj=u_`Q| zU0b7*v@};god;HQ!sN^5YEHgl(;u2@=s*4?qO^!-)>dN1DSvX{ROqRCWyb*!%Pl-- zh+C#Gw!@*SAW4y$UngrAI#*FA=^3ducCwZR2+}#Gtb$|#GS5kBBUYC&kkIsWNmIK$ zWw|VZoS%YZs&)&r(qO5B8IneSVnvSa>Id$OM{Dv{*C;Wgb#yVh8}oiQF{RME`jh5j z0ELJW`YTbfXZzT=QvJ`duI$P#(S?;Mm10@Ug(V0U4)U+Ts{!w#TruCGvttf%*Gcpx zi%>7mTQBWzW_(6&@d4e!GeQ;`fiS}g8vB9)9ikbNym9IPX)xL*SJr@ktFD^MfvmiD zUatmeqIQ~OOd&s@7G#8#)45} ztznFk!ueEy%RD=g=C(!NJO!|mS#usbL00o zLcg-5F&c80)NFZ%eriR3U39Qr*k0SoSf$`|u2$M%VDl}@4!!hdRZWfj=j-;EDHfIc z-Bms9bBr_@2~;lhw6YG78k~J+t*w=29rU)%AaYYzT*n${Hf-Dd#R4-)!zj3<{KS1t z0%J8BcdvO37$tH^>w!MavNNZhc3U&|z^8V|X>Es?b@M#6_w!By54-TN+e6rV3>qYf2frxslrbGr^#lpO_9W`Y@>^ zY;+kE9NNqy<%@o7cZ0gpF zoDj%;;804NF9vZmoIjVQ5<$#ZLVU zILpg_LkS7Od$T$mO*{t&dA97~_(-^>-C{BG<_bTsZts*3L)LmUQ{rZq&K(={H}ibz zPH-E`$d?U&&q4;hsXH1-$)xoOihA4_Jet|-`x zlzuJ%P(>OuP@8| z_*E$YYm4aAQsFXtCBr&M)}w`>W4`zx9MKr$x2}$Vbx3;IrfR{jiXHImS-T;qdaPVv z9EP&Xp9?`b!Lpnr^fVHgdfJ*$VAg%GS zewC$vWg_{?DxMU;}0;YjiRYsmk@vTbpQCXeptb@B%eN8mw64aZu=qyVYe6;<{l zj0*#Ic^%);Xh|vIa+AlJ(df8<=CN?Ykt0Xsf6_L)u0N464vQ2UErXuc@T`Hog&7>O zVUuH^I_xxPB|Dtn#F2c@&--grW=9Lpu)+O*Wqz~O5{`PRSk~6M?u*56A;;#T)=-3I zDXn~M&>s{7*lP-g6K>E5I#Wv|4tm<^xLHcaMAs}QgUxY@t6F|$?b>rTZ31tRwCF9n zIX_ri)|Pd+7#$Uk)}Q{x$f4DNCcVkDu)ZD0?ft1hYrMA76HHXbM#>FVj+4Uej@cG} zHnZ8*r@L(n)rMZ3L392ZExTOW7PC*sEOjfZxx)3 z!QWqBm!|mV8+A4@)VipP-_zfTA=qGle%1@L&OAjqP?(pklve{t)B=7lTfs+#4IXAS z^49>A^AO0No6o%hoV8j1h-x;!rJEVr2q+wnwK0tT?g%6{T;`!jh-w^4kP{9FT75;R ztNJW_>@wQw(z~0uYj5@=5}KUu#1Vg*WRP@CXA6=HS}QMUjC`p3j=HMk^8WsR71O4z z8XP=>Wlo6eyu5)=+ACJ9T58mI=FGy2URh;=G^MjzgEej(Hwn>9;XZHYp;xiJnF%jZ zPpnkx69sn;C*E_;I@W(}JRT&g#~T}p_q>7=Q|9K}7|NJcYD4DHt33vYg!_BWdV)WB ze|eYW5IU|s<>*Vp&1N&tX5;^VUNwovCz$YPx+}~UOVr$0*2FOW3&58^($kj80|%2P z)XC7cM>1KK)f)nT)H*kQ zfpxPiELCInCctb8v3>~1cooHxCi#lZlB+AilS0@<(ylTv8*?GVQ>F)hPHo2D0!%yZ zw3+b7nWD|LN`A;SIt$B3z^HC1jxkOP+!WhREHI$>cMtZ+h&tJf?)25!KJXxg&1Z^ ztEu};_LR=4o>?fO#Te6n49a~?3>(ncIy8VPZ-o7gHl6$g$U7TxkWWSPwi%kYqkYZL z$xDy6i*w|kwN`M>GJ{5^bAn8*lR=e3zro5izr8=nh_rZh^~h?$22nO+9`2T=&0YG8 z{LS2T$Y?SRW@kaFy+0dHD!uI|ca<|%r(Pp@mR8EIhm>@dByC-PS2hSvxO>JDb@p+- zI?ohUvTvb@eZS+Xb^PFmB2~S$hKfq-xsMD z_3~GLiOPL;KnE}ie^m&{x-9HFZm!SA{z$G#8(WHhOy)h_ir;ySJ5mTx#m z;W7;2!M^?l922|Me!Mlr3D}ml|KB~tKg>BOt6d_pnThQX0pE|^=RnQSVnR?zHCT^N zI?U$XTBhEA=fQ{oKo~pkt`6~r+3>zdB?CzQlhy?}dg73c@Jq6|Am+B035L?snGtfWL zgRPXA<9@ZtIu#*V3Uz}!J?-LrIR#!TZ18Hs$g73U>G{1no#DhPxTLnSF9(_TF11MbC5&#MdeNyfiU-C>n%9QWc4wBeFsC&T4-EEQo7#he(jp`?xhgY_Vk;iz-cYFQaqAwrF8b4)73nG zWfIHtFdQKwm{YZ?Ifn_k;xShOqiNMcDE(S59N^!;KV zrqXHN7vFiG+*{p<2$??LdNqhJ}U z^qk(*-j7X`(tQFzdw(3Okhrb3m0=!#&!1~JeVV9YeAf+FgNSa$LZEc>mkE3KOhYt) z(u3QqnrR@R5W7X*i6xglabaSm~wdS}V8(a+;=gjQ;*9vkWZ|CLAosYcDv zcmvBZHx4O<%V%};nOtHfg1iAsUVwCS1`gL)GC|$<92>x>tdl3?%E4uAp5Sgfe?= zS+3^__(inWrt{Pf`leY%W`(06&h3@78XO=zAuoLX+$JtQZFmtd{k1EZ%wffSmsb+$ zJMk7xRof|s7KdVSk=$gsJ4Ctd4iA_|13rKt9mSzEW0#N28cb&_sSHdrV*}^(u?680Us35tG%{Trbn=umZQ7j5SvB53*BbDdhOyhF zIc=(*??lfdq;^|QCw3C26Zao~2ODcKYcnQa6}t0d8Q~whu?;@P(i^+6joOILl)R^k zl|P^zgJOSUhPQHj=wJS7Ub8sX zvMBtprae}DHzytaO#O^=Q5(ma?k_GnoLAl`>E)Xr@mH~;{4Gc(;prSV)#Jmlgw)We z6-7R3N;(CNt=e~gx}+(~wfi>>i}N?LJSz%KGaLceRORNLZDEMx2(d9Cf3gApT+IXC zNY3=7o4w-XnbYQUCYcM4L~-!UnR+U#d3N8lK@hW@=5HDKEvw`;X6xtrNR|}N`4@hW z%?sSJiYk^rF;lpo$9nWUd>`9R?bw~0N^|*<;-sU3+@%qJ0zb)^n2D6%ij>|?^n6u} zrzr82Nn7Q25TJLjtlF)evr3vX47$Lc`_q_SXwCA0S1IskUl${~49zp5=Y05A`B25i zxkIGE$Sm&M*skr{vFq>Oe>j_;16*K3byX&mZoodkCoLYVsHQkbMb6xt*scekytI9( zQX5K)&OlFpVyj~v)Kz@ELnM)YVb7RX0-1Y%l>HvV_&{ql#vapCk9{+dn9w1=yjIJXEeRDz2f zjU4AfVL`q-AeybB3AB4syvN@>wfo&I-^dHV|7-7mOu*Zy&b>eTCXM!8vaEfxBwLbY zdEa*@b`m=q*%LdCNw9X6iC@g*$Zt*dAMO|+1nHdOUq?zOSxYQ<$fQ~ zbfLX)X+J!URmvG#jt=!$O zdT54!WIYAtpS@2g4NPV9T&uidLF4NCYq^>i=W01#%{iOam&HQj-m6MM>v_Zl7!+w%9VwewSFtn>x-g9}ud|EV@M8``Lkqsaa_td&^hS2t; zY8iS%I02f_#_>;+=mi@$Ua@iGrRSf2)2>~(hol*$VQ#w~WPnPcztvZ%RvKnT%F%;= zTYH#IsJ>tF#dkh_6#F%jkSwR@N$Y0GSw-3*u{PJA=0rx7_8%%{RcQ||ASr4qwGSDA(>z zY(xLuis1>%v;L6q;DHTd+a?6=m+wpcD&^qJ=7F}&Zse*{`Gyy3GLv1m)AUA)?w2QA zxlH5!eWD93T>(m|)3eHCqJu(1x+Al!RO~PXccYdzObiIzWt63Oj0$$(i{mnXyiF$j zr->j7l_>fGiut6;M-N!b+3`0P)u?TZVGef4K=>H~Ly1;aICfZ7$mjY!l)}W$7`x1TDJGStJRE#F?V9m^PdSmo0YNHj0&w6tWg{ILQ{nu@EB90=me*NnB}$u|XhadH zSKE!9A@LeHPprXT!9GQFNGG^L>m={xmq~uHr*wf8p$2k_X;voDWp7%4ZC(o;PhYZp zk7n6$c61ESSf7Iym@jP%D_LA+N4!$_D`=?=Gz7j=amOxs+YKOl=GXShQ zh4q|KMvrVP65c;Yqtu&!jGL1ot(8vRc$cb@mp=mRp;hTnAX1hRr_d}qW*GH?Ax zea>SuVw}OQRq0cQHdshJsDHYTGZPf4{0q7k+#aqXf+BRncWpkLTq=`+x@TNqUHSuq8T90{>nFlGBH}$SEhSf+Tl$syh`{WUE3`3q$tkP*llurCxk6$ zWw)*p-tL*JWEIAL?r6ok^Otaspa~E&GiDc1tXxrEST6WDPOuvNjLimW?{eJ-;8R;& zseUVX^&}}eJX5BgpOS1cEGL%ZKgMY!hSVSnk=4lhi8*Og<`19F6WA2b`f2YilOrG# zPLjw8ugqB=IMPn&U6kUU#u_EZ8yitHBqy-)wX*f8=7`3B;|#CBTRGa)7Q_som2;rb z>h}0iV|Y8O7XG9yqbbf)hc6DX_lHdd;Dfu1gga@Sp74&uWeo#7N-tRH=aj9r7)DVS zo1!+Qp&=>!-wlOHrCv2NwhXPk{RaAl*Ff4CI4@X8FqGj)St~1g*DDv^Vi}<|7%22u zwY*xPM}I(nJMh#ov0H@cda#^b{>%D;dHXC)bM`Hi`r1M##_*T1R}nX;WzWyVVg9gL zCjO9#(k9!dOHS>@&6~Iv7?~f_jR;{6`wxHfynQZk_b`u~0e1-PsjDm(JLK>{e?P=7pWueu^3B)q)#JCfwB8 ztK^i%>S1*0`-kPI2JHulrABy|VLlAX)~mH7UJ)0a<@{c%#L~>~%bP1Ntd5%09Xn@9 zz7*!;&*BUyXD>l6m2Av1UMD84mFQFVR%a~A$Z5T5Ix}w7vwe}73Cy{URkLF@RGyuh zKk3we(Wqz){>_`^B^-%)%kg%%qOd_hQbf_cS?`U_EUT$-C209&2e2d~|HFW-mSM#~ zW|{CIV^a`#)!+;23u?If1qQ4h?Xgy}teFUM!qqtWJl@5zmK)vG!nG*cFMNn@UnJb^ zblDk;T_fi~nNX?m85klm^HmUQ%bI%J1gPeJJQxG*@5h@P8TLRZ0^&rq!|kn9Df#A@ zoR*u*O7|vXkpmC>Ey?u#8CCsyL9(cbW+>I{gp&d-ao2`Q{jAC`1@gn*_|?~(=N*6O z`RAqhUyL7a24#^dtwi>Hdldcf_J~PqqSo ziQXbp+)&bJQkrGfY7}J(c^qqB&i8k=N-@2PXyaI8lMh?w4J&b+**of<_Yk!Wq(3rX z)Z(?MvY>{hK}ClyP#yKu4K$`G+Sj&f#k~&+ucKk%bxa{+E>?N$E~B~1E4;hTStYIo zu(+ZLZGY|x`aV?b6qS~RADz^J>83Ap%}#w zs;5G(8je%&+I4-i`@$4~lJVBf0W5LjjfZcz0g=`lbDo$j^&hiHSgK{sN4|+1KyJwO zdxvKxWMtE}`t+IOq}?NVa)F&lX)_)bX}9D*Y{EW!s^77k27B7Km_Ks`uoCBg5{;2D zR2-t@J1<~fO>#I*1aInXt%l&9y9N#(na|j)5RgtP&2R zbA-d7IUI4SErv>u@CSw#ev#yVx7#f=m25_9I2W;}zSBoil=6khAj^UGrM=3y&mJi^ z?FWUpi)iX8AXqX`l@ylGt`-exbtr4||J${rMaufo5hbrKwFg_uVm^O}A}QsrKBYpX zc~m1;HLt#H>C*F;ERphJ|A}SzA<4f}LbPkqPOM%*(s-`VZ4JmvaLKKIbgl(_dgwTt z%mq1J;eYay87Wd~f=j&+-gMC~&0+_CMUdH{?7C!7PEpYy zo^a2s3(UD0r`!q}uixdtia=t$vd|dt1W>1E3n=zK(k4Oa*BHc>B;?NpP2ec#!%<N;^)?o4B zU~!<2rD-QoDZI{q(n3dZ$gOmG;aR`U0%{<0)WW-B=Y1*G zXRe|s6NUw3!m$8J>S?sc4;mQ44CTAda+u5m_evVpPqayp=mJ+E(=6M zo#L>sj#tQk>eu>1AzzrJaK27&@T!#xos*z(xvQ*}p*q0_G@%mCPhqnzkt95|aN)Uq zeM7yy8>IYzM0_WD@uS#hAU~)A?XZiHJvsi~P-#p(FTtL)j#^$V#XI33F5^WfDZ0@~ z7>pSwvAKQJWX2daw=E&YH7#|2Vl~BWIwLJBa0$$guYr6y2GZ@^ymp4`4E<2kdA6YV zWUj50%$P;nMDzzNf9KpbrIodIgT{mm$9gt@$*)cJN-;4?bTPDLrVr~z+blTFUf;O& zMe>Egetq05)}ZU1RSe^-IsYPDIBxDA!;~yLT2Sgz>h(2o;mtu;jasc)QqhPuJoioZ z1JQ}}()#WKoFTP`661?`)Qs<5aPuSSi+St70cRHSZA0?tq zy~5oz>-Bba6c;8KiuI?k(gugGdiiaCC>FpOoM_tV!xoZ^Z~_Iz9EN_^fKgL*-VzQQ7#pM9n#EyJbhv??})}(Z;?BX0P90Rq#cBB{N zvN`tj_*BnrnGvW=-=R1Jl^qCAPmiJVX6)vUPG!5+z)z`_MS6nJJftjCuY7{JbD?s- z)Y)=3OU|NcJ5I>o30BKh!tug?y@JM!Nh@4zv1=$98~GE_E<-nTG-wSh$#;!!-(xH! z=$R=wZX!NKwJ(3NUw-|c9|LE(@p%uZ5vnVTuNH@u{{21d70vjObBfy3;%top($wQ58NEGj(|}7JZJNKb(PRtuEC6Ls$BE_mGvFR>MmmvhWUVxRum1w%LXeIp zZcXE9mPMG7$S0PVov`AT#)U*zM)?yF-6t)p<<2avC4xWGq9zFD=1ARw;$!v-P|Fod zp5M}T&;SV~=$qyg7dNM5TZ(H*C&|f<*sEBFRpGDcd-~{4)X|Ej#BcXlFg(b< z>DO-YEyO#SQy8adBU2fFH#V90o#M?Vvv7=L z)TI@R@EkYTXx5)aI*sNUNu#cmTw|M#;~Jt5n9z zU-EeQ9V6{q@2q56KAY_&Xj0C%igRUf&a=F8feW3pt#;n{FW!3(8;g)MM)@u~-=pw( z)HqQ~>Rnq>7ArmpbZ)CuPB|soiOFlBx6ICPuCCWejC1G78=&Q1t)( z)Zb2N^xp7N{!psgVxn=M_4sa`g=NAHT!w|+Y69o(8}h1&fC5+4{pJb=)vXXRw$mfT z3?+zE}qkVyV? zJ+b-X#lk1`U8F{3x&>vnywS!z`LdWlTB1&hq4<{SHj>)5Cq3tANb)6I1JdU=kXw;^ zkt6AOZQ1Uae5cLHY-e?z*W^T=u`VdyKwjv|DUEV}>IVjW?nsnovWg}iPMeK-qb_SC znmgK$rbqiTtvYY62gK{_WQY@vq(^U73a?3S_R%KceGqW@x6FU6Jud6&tD_hv;W=ck zA{l#2$@P{RTA)EYN)uI7#~sBav!ge{n`MRyEC|XxtaYpGU}R>x+v9HRmDRr*)oCc+ z>UqI`Nvr*R`$9UrgQd-?+Eqywja0XoAaDfbcU2{oSlvF7>6Nvi} zG3N%4{X=!^&b!>8%woxuBL;2}s-e~!CYYBg5~T?FBat$SUK$A6R61KKD*S5B99*l= z%ql5Ib^ESkQ0f~haao{3zRo{>tTCvxFvTT*zVjC;aK;60H=X?gSI`4m8~jEUhjWe9 z_4b4(XjDbI+=NNr(ZL)2Wwp{A0dei7CqNyh1myqeRao*{)wCi#vfPwMl{`LS;(`kJBNXjmlrnRjf|8~DL`{=JW!TO8`Yz-z?UvJj zK7-BcGSg@m!Y92!>Nm&z|9Z8dhpZ%^f6p))Oj9PAPL`(Kk-+%7vG5NlC1(XAA6Ljl! zZh|4z{yWIvD9h|CE@SAbd4ACZQPcN-R%IcfoxN3T9#OL;8rw0(%nUIz+n<@4nVFe6 zcAJ@*8RM9lnVFelW{m9^C;!paotdk1rP0*WR;&75qiI+Jq zr{ifa52mKGF&EHglXo=xIgJ|k=r;o z;+4&wp`oGN<;@1CIJXiOiT3ITG~BaNqaHL%WTpFvQnC|`NmZPpZ<#6-bF(gbYgyc6~>s? zGl_A*H;EVoMn~hkAhfIS4}IMl%*R`%Di1->XuiWJsY#HgD`FEZvF+yv(ZVf-rEW7s zoV2ul9(^MCw8wbMBf>+*$BkPOPLtDFIbS`UplNA<1Kp+tTTZ$gwY1efNaL6>vYAI{ z8PPJc%1w11lSM1^PU#kkJI)I{Iu*sU7TQC;Jr}(6N~DPMFL!6_tp{05kkvCtCEbe* z#n4)Dy2%-=IZeIO26m`}tJLdJ`rI}lOff-;n@em93osAEoqqhc)rt7q;Rdz)86;}6 zol4t)E0=Fmr>3}}DNSI@@bkJdxfoRJWJ2{AZhV8|Fay#{9oW57|LvEsJ$8UqV?L+f z$(430U5S@iLTL|?j<~u;Eu=Z4W_iM{ZV787Vx-2>)b5W6y>v;m+M+>-7U;2#;_vr8 zNwNdeNl51q-4YQM{;~)-M&v93mm`gUVZIWelYOlO*X~#i4gjl3d5TFD-w*hn*#16@ z$4E)7?55Pj-fzRs?DDsdQiF>9EWgCv*GFsAC(U{&vw8XJM9cQQIhfG9E*d?9WBQ*c z?p}7L+>?>KFJ=?G2l%Gcd}rs!s0uHEk_d;4y|z)v_?ax(yfU z6Gt!QQuH{Lf{`pnVq-<D2|+lUP5aKGkn^SE4K_sl z$jc5aG{$h+jCNE4N>_P|m3V=cby`Fw-b~yctR>iyI)OQOsxclDCj|KfC?gRM#tL=m zr1|b9w{Wq`yi&V4F@R`<32aYLPFXia^Z})Vyd&3TS$3JS>a7CRPPte%pDst6()-XE z6L*?@XY^V>Q+DPzgu+U_{F$!Mv7#-B#}IOh?>7!v&8R6NTc6aNl@LJVhx68#0pCG{ zAaP{7qCjUMZMsHh%oeH0AzG`(ghKj7euE<7Ge)-aLTx5$)>F&fYVDXVikGoNL{}G` zD|;wrG0)SMkdz%0D5c+jHq1-M!N=loymg4TY@Y7ds)D75IFlWQD zPO2ANyBmr9qyqzKF)_eas|}XA*ev!y6=wGiO8FAi1K$vPxwqA~rxO`vJwB-4Php^d zK|y(v^;`Y4sk(oxUY^otB7=o6JcYOshm1TxYLdci1(6}JbYY6spjzOBvn&WKA0xS6!TEi|1~77Gk$=*_pkp(&x|0!M;!}Uu(CbP z-*CsmF0>Du$5(Ho`ZDctZY&ka-jw=dKwm161O0xi`jb-ylFQrofhNn{UDD2U$t^vz zG;Jiw8jZFx8YT{&t8z*DPhliQx9GOhIBuT^)ej#R`o(^!GzGCavM8INkt+`)`ezS7r z+=AUryK@3!?<-xatNEO6jJv`qOwwq;<75+ku~4Xjw$Z&$l~LbMIH|`l-Ej z^OfQ5nJhmRwB?m3`bT!|qJd%hp_K=gSj`AtKQEWAAE2c{ZL{KS*MzADdIYgVF)>j* zxeSKkMGBVQqW&%_%mXKMdXX&pl!pd&wM!39Bl>}RJ*dW<0|%XQL$&oAgcCxXZ-w4f zvQ@jnS3s#~frEZ;fJ$)v93E=gQbmg9mN zPlLunk!|ER|Azadha)tc|3l}`rRZg!S99~VM40_rUgvG;5bbHP6*ng`>901m8HeLG zsBnS(q*QV2glOfBht<`lZ#m@5RYRC=h8$6_kQnddRCCm6TD4oEai|?}N9IlU zoIvB`{Q`Wct{eq7gmjQDU&E`VRp4A!vUHpB>u=n+kUl+Vk7Y65-@F<#KHI1r;ye1r z<;yTnjF~dlYLOH?Vr0H2(qo4xMQG!*QJLPl=wbPzduSSkOZip5B#=$$bLnD?$L8xr zb#-~ci;#H0z1NTGxf*lB=dc>8jjA}%%m8)fP9YOHPuV&_FtFGFNu+$U@v}G-oR4m7 zze!h{pywB&)%#0IdjX|bqLFJzhr>1BA&q`gd~mGm&!8C~f++8qj20c=iU%C>zv9nK z+0yRbgjXJ-k3wAw0`JeVcT*VNU*S4%l&m963TqZh@~t=MJ;=P5*QA9KH&(y_SX@QV zQ65alG!=!eMeU61=Xz|iY($rejmyyz-)+qToNR-`1-ixAbM}toaTo1#c2`54I&&R4 z`=wtg^)(|XD1A(UGwDv=<&XR}r{g?M&c`JELiUnISzyvMH|?<&;h3-ZiUYUTC*rZu zJNT3GCEJF#e1bl&MZB`cj{xBFl6&AmKy8?HeZp}aTVM%eU%_Xxq-+YMtS2eHq4k_! zfL>0Y>s2c6?Je3lWx2Y>E4UF?~7cQ>3u5^GM^n?VsPT+UGUG%M8(y}>!I z_K6Ia^&U?0`X{clAHDM5vm|FXTH7B#%m9IVSa4W1eCBpz$th+Ki*V7NaDDQ5%* zyF8Ev&nv=b176K-~e8PuN86)Dc{|@{p zug9;CR?T{aHC=JqreU{_DIQc5Tht_(=y8AaN;W7!D!t?#%rUZu&6HszhaGV*V z;wd}CTw0#l8`E8!o7oFs%N&Mf$Uv+zfs?qKyX2-Obz(CqnrS&)pdErNl=k;WSKs>pUyY%)8w~F_4n$Y}rrw4<)`i<#q z)xT-Om4A~f$FD>Sw#GCc>itRfv}3q)jakixK+VZb=4HsH3M1 zMKo#7^Do(S!HZ|P45o-lvvElE*QFePm#WN$)TJ=+%y{7 zl0KJ|CfrZs;ke6oUh@I_k#hllBatbz63`q7RoHmAINP(_?ZzqSmW0~OAeK&Jy(h_+ zNvIbnjyNvwl^RWUHeQg6si!FfOrS$l)-fVd749jKBO5$YTy#m?0vo{AZmqYSsPj^nV2@-$P{@EPMCC5ytWDp2V6%yp5OFaJt58)otNHwnwz#( zHv&)iK!w5USYjnI_Zn#($m~Pfk+xTq+{}r&Cc357SR|a~6 zJHWdGn&DDUfRg>DcRUI@3VQ9_d`f@i)e4qnoqx5l-Y;Iybx5v;G{J8AlANd+nbVK-6uw{FuM4V!(`}>z*L=a&UMY-O_W>nPE>eBnKp~5_&@G7QS`Ue_Ua& zD!ffmI3{0k{u|{0&rjpn{!n%8%HH>o z49k5sI@JqvQ$nvgpa;JSJ@Z;^XrKO&h+hJpR{8Xz-xo?ha`nla_l9_KFHfgJQNo_D z4i*^+zZHMjEMQasFQicw078!Zdy<5B{3qD&m)^hsWs;RN*Mpv>&;~{g!Oj9o^JxRa z1>B-Tx>9iT4Co<+M0L(8rK?IJ;jF7ltb@PINfILkXfsLbPm+oB%b*C&=CcK=|4?gb zZr7>Q)7g4lv~Rk!*K&HTA4zdp-ziSZZQv}os4Cm~Ym(@4JpKOex3lx)cSKV@Dk)u{ z$XoBIRO(dJ%ruct-$+J2Y;ks11yx1;23RJ%mGf$=j*QnOPg0xm3lkP4kBATZ;b~f^ zO6qF*9~Tw@W17M#@`?9@vCX}#(7IlE1!2~<`bphjTN z#Fg1nhF7vgKk3e&Ilx^x&7E1o(0)j*r-qG)P&vkl8kc=}1OFyK&dmHb;^v*&53mQ% ztDagjq+@oNyw19Nba@3mKiP2%`>GtSUH7j4CUQUA7NamI;b+w8Jj%LieCPH zZvy*P58jo*$ehV>bFfm(deUgF$KXIexs>546A%m7do8p0b=S@IGcF#Vz)f-U^XDE< zaT6FA)}fck=i1gCQDV#eO}Zb&2kuP=E~Spf_MUzpGfrz__T2pSnlU%!%QB>Hy73Z6 z%d2d#`~&6E?_l$OJ_lc9RkSRa@J%UB1y&W6Jx03ZNO4ASM(JAxxhiH;q_&7v1^Bq6 zR*I;Ka~(RKI%lGH46dSWq@vh`I)jFGN}gD$_(z7g>$f6;M7D#_pOS9-0f6;MB%B>a z(2cU9Ux_HneC!?MDT}$2m|a@ZKmtkT_7$czXVDacL|e|lF;q9Le%oWyp>XuVEF;)H zMT5aQ`pJz`;^OY@uzsL~C31!@DA(N!KakeFh*gG8SRR7D>o&m?rbMs{N(Vhc_iSNlT!OArTCiMP!^)W=gs-0{i_K6EI` z+c%W*?W)u~ZjoY$FjU&RY(>XLgdwf9BvI!X-gh>i4!i@d?--*{C2B zL7_i{8Z8#aT|{5}_wsm&&ER7P8WHx{vVh5VO)x1>4%~1<$#tLf89-F0J4l9bRpg&I zezVpnK4B^;cDhh%=2w}(%|RtIO|4eXKQw9yUVZbhmf%VBi|&8h&hJRtCm5GGy=}C?_-#Tu_E8>jFrbZ@dzcPCXH$r^tv6HW|@$8>fv478G09k zQV2mF4&*A(>waouW}#||N(IbhMM**+6nwC_KWa~MmqB3=#=R(C_x~tC@3!OOscTsollrpl1@!99Fqx zI8a!?_Kfb+`rU=@;WxHex*^gQTqSOOzujsdb&nj8UuR`KlzS0R8({<@d*j}^Ov>yQ(F^LkLmhIX@;J&d?6LU7 zG>^yK+k$|7HC^F1I~hQ(xrMw{e+-~{o?W0;Le6fPyq0;$qq-MHXV_p2!8rxd?4={x6? z!~Vv@S9Y|)%HeL-LygGgMgOjS!DS;jHr!yA1lk{v9vH*r2maW!ZDc(t{&U+~w7d=> z4p@w;7r7U?f3Wdn>lgSS;+2GEOj5^xVcUdLj?Ks*57qI(Zk}gK0%PZW9-7M8Y*kuQ zGfVFugBf9Q=)dBrJux9}vz`1&lPE;1Klj-psPOuF>1^Tecy|6jBQZ6Kw2YS&m$ z1uUrrr%V`3Y`0>XrMViE@A~t-lSW_ogO(hu>$H&uA|e))Zt{EhNBKx#l6r(%Vg)BR z+;llM=T#>sM@(*NGk*4{YRc0K(Yo2JtZ`W=iByz%A67@?J@i)6top(K?s>-D@-Ii% zEjzrCc@~kg+J;KQs6v;&h;NlQkkCNl1{y><7DcRUH8&z+%Qp51jGtS#<9vob9A4K- zXH#u(dqy@SJq@~+^ruQvPRC^}Q;shkcsGwlF0hu}yH;QF_*SMJdJ12onj!ZA zT90n^M{A=Ab$dCAEvtE=4BYDGtfp?lrvy0PV$9qV5sg}U(ICJ^1pLBzhPYq4P1#3ZE^>qQ!?9q@v{_=DJ~N;wXKai zHy$IaV1A#i>?gw|4yYTcSmH_v9eTCMu)1*Wvl|}RHBxS?upko$J znb>pRJqnPU>%1t@lgq`u1(0&OJ%+yEk}drR6yp^xT&t0!A!>|l*G3dac#}31-6k@foOBZ zpEG+LN;TAS^wNG7w>WvbS(}vBE8ObO^VVi%ht;?HIwQ_6tB!UR=2IJ$bWMs>Xrp2eZE7NvZRlXOkJy11-y^SrnMM5^ova_kVT1OvhJ{r$uX2Y#JA_tbn| z5p>SVG~|cB@4D?m80pQGe24E4@20uT;Q$|InO~jNNylf~e8WWF`JbFt6F<4{wbR|7Qw%%I*?4rTu{03LEqn!ac|; z023!VHAi4eyG=+N*PJ1md`77*q2U^F{lx;>`996urC4eTiLu=0Zgok*@-RVOF25Ed z0}o}^-KqnZJwJo}o=DD;vflnPbkg)5@;t%`Ng-*=SFbK9IBl9Ny`2UbJdqU@Q7pc&XT6c|Yt^8z6I-Q#yV-B1m z%+smY>-zDIRji@?%*K^DPEkJ?ot;zS$1y#c6l8(s%qveZA|Z|%oE<-tOtMwHAkFz7Nb>+JTrB?^q*Z-n zRW$Is)0#KIn-JT7o)7uN1*1mHf9I#L)pDd#2}+kb-pq~`b||npt@71$g;7=9*w)!* zG$4j3(ex^2A^%OA(`T14K<v9*&Y45sZFoopF*a`_}nQ zPbSvvGdGEDh-tIIk>7)|AEYJiN={;0aWB{)8zW`Hgda76X&hB&df@@T_nr5u$A$xY zRoOf$ppIK^`duq?a+2NamtD`6s{YGpBgsqM@gcV^;=&;oy7$VMD2ca+>k0mQQI`Y9F1en8%$g=^3RE zFM+qV=(o#|_UJ%*uPnGI4y$Z6c|+67-d@ljiYSqLK<{%4tNu~C3o=R^^O5_Jp>#l+ z8SMyNtSK_|p~TvFGIVO!=7yH}dIUb)ec;}Cuh8OP0(mghP#q>OJEUkQD!53o)b`Ph zu>6*wnoruUe6ng?%K%^)}vezP7Gcr_gvOl_&$FG?1Qtz5)LCX6jD>P#gSR53^5 z1%9|V?tW;GSW@I>NdUb-IpgFpJX|ri7d7&4<|@K^-^;r(dBawH>|a+aXD3W@6qLnl|bn;=hY6461Xb3&{ zn}sZ@n3WpIzPCkL)=w|mh>2>OB%Cpr$k46rX!N|m&#;$Y2FlKdm@6{6Z2X#5i0Gk}mf1{8QT)suPL z42R&r5S7^cdan;xibqOwb?mwgE6bW+MZj(cBYWtm$pXKD!9$$&b7-^u(pdG?5$4(C ztf8ah%?gH$w_f&j__)hxgTQ(XQ?(R}`_}n&>EXToQ>5Vdd|_!wRSqW;i`9-5$u-E7 zXI*|o`PP_#HfrA#7PR;L3QNM@%Xt@|&OhreLxJ~A*YbCk_TSP+!7$rC0licZ)qht` zx&Bj5x5mIwNyLaB4HX@CzkK-y1E&1nq%x-=|Eset63bvo5D;w4tp95rCZPf`|4&1D zRWC;~Mg?PQ6<0e(d17WZPDXJnXBSsuW)?2iBqu~XfSrZ?e=F8gx;83!V~OwGJ%vvT zO#@(h*CWHhq+iycvN+*amv4kZq0VFDTNBgku4{IZmgp~%p> zd^>9Vx%@`d8PP)QGf)bZ&xu-UHnaXWpgL^|R3!XjTYjt~AWkCWvO zgXt+~{_m71I*|(-?@z8Duh*+^rW**Qud^G&kxjgbc8vgQ7a@ZBwE%4%j@zkp?8_j9 zcq*zWn*$8a!w^0ngdEW750fb0NX)u7_{HWo!7(!49WrB3dpQ*-Vb zS1_*%cOSW;USc@p}(QSSdac|=O!+lzf>7d)F@gVmD{x%X6*5?xBA42a7 zLa$$hKj?nOHMN`@8sB2WsS;(m=|5@0bRaHUhn;n|wY#6!D$BVs3cC#~%emN%t(fWA z1=qNVVo|TSZK>F-^noe5Y@KV*Eph8gur^djj`X~zy4M3^uBgM<$v&^C_BoGbK^IFz zOjP`jd7pgSA9v6uj~{UwH46y50#X9e@)B0ZOJp6{j}ilJA1{|154D`rp$kmjigB-N zaaP!|<5M5*IeG@HgK)!4!b~m^al_Cnn4Geqag4Fcej?9Zo%0Uo9T@Cegs}}h{g&8c zhPbBjQGS3O2q+d<+suo7ZTRy}opN4PFY%%@^`72Jw33gt=dEWbqbbaJ?$Vh;?-+_N zjxpmF+oBdXT9S2GU#HtG^jWB26Zs*MH`F$D2*YwGY@Tv1bQk(sAHRh)6KEedYMW{1 zo-moq*Nf6Wf8cvI0y55ey>|jS+XUwGTro6U-vLRWx~@mJL<{&`_d$3%!uf<&an~)7 zD|>v^vXM2}A>ShYRDPyZJuyHKUHMn&7&?i_*3a=TiD4)hnLu!^@FMp#MbYc6S?FlW zg!9WiL(mV-HC@S?NWU-@U4{1V58es(@L{Bpp8RlfQAfp=YuS?_)WkU$dFbAeVqLo3 z3cx$<;@Fa+(v;ZDPbCzUE3Jr^mr^@lJspFN)IUwWk}g^`Ue)d6a@Dp~UxzuQ3@1>r zRdjahoBzC@H7{^s+>@DC*sQEJ(R$eV`ueWbcUN+Dv)Y}XFU6!;m`Bheo)ut%CeG16 zSWIRnp;!YL=DRL_?rh+{pP)L2mU8H$#{l**4co44eoY%ZQ~Z>`Q`t_^^@#=VbhQEL zNp$rUW5aDFkp}SRy1Lo{AOkvu2_qw5Jb+HWoE7oWvxm~P%IVMD1i|&IgnHJoZKfxr z;g4JH>yupuJp171)DDW@D-Ykx8#vp?=XWUA`rch_(v@{$3)t`iv!vrs;4aEbe&?m{8i z)EROc`h(JN$eIfSid6+~(W3r1u)IzZVyPtE55*Gw$srtcHqHO1d=1sTCzRK>2)Z61 zUihs6IWb*>jBr{qaj_B%Hsblm##h45=JGuLpU43#bH|~n{#fuF=(D=Q(m8=G10|@7 zA(%pCeo}2=6P>IKOT=900U5?jh}h=q7p3gdXV;Mk$U0`cOyF!u*edg%A%Lul7z8~Y zdYfVgO=-%t)`ZO!_ndA~#a4R8gmu3}xRMdPguKL;`%VIk{$`2+Pl1*{{mG&C1{RGA zYQD7HKZ7`i8L^MQ%iCO^yTud+-&GfQm!4Y0 z{Fu5UxxKPaeaPvb{OPw$6J4qtgYPCqWtnbPM?zX5O;^I_)u!gDmb#WZB|!-V?Zw3m!4Cp-18D4!Mx2mm2N%q15es%z(colo_+ zU$R3h4_Aqt5*;d3&<4K&k14yLPtLivqS2LvAwEkAmaxZnbr2ptuO^MLP3g=V{l zjv-Pl^kHjjDaVzT=FV&APpvmcgN+i|G5b^9t1@_M=uK_zbo)zDvrh0w+b z+VlBQC&2z5yEqn7%5i$Qf{Sk?H=D>fpt|-ANVt;q3Hmr3zA=v{r}Gs!*^)&KQU?%O zB%N3BVky=fqW!+^PtNwk>^JPRD2Cydt*A{&qMELuZzuOO6~kS>2FaqURP0C2y9CV< z0L%T#*P&@ew1WH+PIeu=CqKig#rNo)KX7kcA6{$Y=5dbhJ_@=?>j%GI_^t8)Pv#!i zo~|2s&g#myR=>*Ur;chq1TptCy$PG$=q7YTkj=jbda5B0KBp5?u~NeDQhtZ2dZ-E6 z;x?*;z;efkoQ*Rt$zu`AyvcGB4z&|!1q8ko&s8cG7rZxxl)j!m}K_eA(wt#c?Y(JQCNzjZ6Z#Uj_j#maMkNtKesI;E3m z9!Imv)lTD>r1eMZ1c=B@wd}B2+IP}FPMtCwM4(U;zJrq0e6+eDfe`v!b_z!EA=AEWJNg~XUjs)9 zPuXKKXg`=$bR(#9t9p||k2H=Vb&evn`8>FIctERLj4^>7UqAo-v-1x6EEtPAymU?j z{r1fKURTRjmdoR2CF(Yftu&?AsT&{?bJ=1fuQ^i5B=ISnyvDc9x0QSQ44C>q8n_m! zULzoybufsaM3U|{SrO~Y+t7r)CclYnJ#_o z&celk{2}b)wKsV2>7Pt@Fk&#Zl1i}xIh~(x<~9xvVGU;RZaVNWNv!Ayn-vE-9I|EO5uY4H0PPeun=PPZQfXkAFYn*QAt_=r` zt_KN$uJf{mZC~#vg0dvP%sm?>+|o4CpY;j$B{>fwFU(tVPxD0&AU>%XWwsRaQ#bFV zLiv{(*KGNDs~3+K)_PUg)@AqcmLi4=vPyUDblBdhs)yI<>BkjPS9e_tvinVOd^DdkYe)~<40{bRLX_uJ z=&^;uY&9ELP5VQram*)-aRdu+sIbRX-REwaIBR6INnH^FwF`|qc)EXTYWBV#5SJzR zJS+gEKxxne2SLBsE^z{mvEh1FU&_=jt+}8zCudMZ;Og4)5=oL?b5>Myk{6Izz`L5@S%Yvs) zVViLi+mj?vFPq;c^=rv2+YIM;;{!Q;o1_I_Psw8q)FDmzzQJ#%)OG9m;9(zpdt%R4 zO5YyNt(EI$?7FIO9oC9vtiTZ`tYu&2U}^Nv75GFX=Hnv5q%)ouI5fI~3W4R)Kf zH?xd?0cKHiYB~Q1ZGx-(Z(cob?k)b+h3^(m$*B5()vYm!-crZ|R~E`)@@xdtX83b{is_ux^6oM<4HqwKD~0N? zN9XUnaH1@`Vie%&O%r{lyr&!g<~~i5jB@9YxwK_yYFM0|GS*Gsrl0PS!#ZwxuWU`3 ziezi`BVa6MjGo;d8~!?O}ky4(BV}}6vQ9K=M^E=g>no;Byw_~OhV{^icvGSlQ zPM*rVLWSKZ65Srjo{Kg`M$3wgZuiG+V4+L1uRHqum#*k)zltAHS(#v9L9>}gywfK~l!3HpWTUuT%7Uz#9BW7<6;463+oRE|Esv}EfYiNl`BHbJVlXc7 zjs+c^(Rf}RtW7?aeV7E+)rhu-Rk=vmGk7pH?&-wm+*Shup%LS~4+Amt)MO zkzBID;$JG3+C4h`k8`}#+smWbK$t zJNeQcv$3{L;h`Mve46l(UQ*rGy{f)=hqTV6^9LStAll z##Qz*6Qf8p?Bg}PNXo{GU^YBclrlG2H1ikcr~6Y}^R$PB{h>a?12x6Zf@>+B#HxSl zyVZ?4idk!=ghcLS=f|6i3txBo-6O}GXLZa(oJH%^d;WY$+4{ zMB37EjHhBboO-7gLo0}M#5TNl3+|%aJX*P%A>BH&>Sv7B`PsK|U9D|DqeW?xBI+J# zmL(0T^b`7RcTw7cycwPx4+8IodS2GVyCHq@r7FeywMw$}H}$DKxkI)23pXY7I8rrr zm%96!*Q^mDbMZyS6XPKODlR0->9&!eE#`K0JTWc+$)@o$S?8rEMmPPR<{`z~ccT5y z1Ct*q2+jyoH5VomS#(o$z3+^w{v5vl4Kd2f_Wz+iHI>cG8Kp#Zc)5%?%vo8uK*k_u zb~X-96DANFJBXQ8jU8mn&cceh*|z?sbb}A zM$E>_&ZwcoOw3BmqW6zk#Rr&JnE%%<82gfsY^oXd$nC2)Jp}sV0Wq92vK$x~hA1y_ zWG1d5xbrfySRb0FI zkNY);owVaUNc-FsY!gC$SDahU0Y|ErefS@^DvlJ>{eY_Mh=ty;CoU;P+Zc9p{X`*0+$=nlI!!JQU9?wlHSeHekC9Q-)R{(iiO&`UQt z{AIFFcXB`wKU^q14ibcQT;MXCeXkpS&x{@A2!Ms|3eycM>IO$SA*UKrd$@l{^gA*! z^p&*2r|rYh4LIvYh&WUCFcz+x-q+23nGZ3ti#y9 z0nq*Yi*7~UU=&PvWBb0oVbAPpb;~F`QhFi^4Bdk;1qQx>5E*|Tg9v+iWk6syH($F0 zBS0ve`<3azHGAhE*tp+#Ae^{8C)+;L?7*}-gtFgho{(jG8gGl!Xv2T;QCth|+n5L} zc4dEvANc+1`gv}XeOyMwtsr(Rb;7%l4IHQ6Uz|m4p9FQEWIuwfA_Xy_hlNWaHRS2y zOf7S{EniUC*b~`oKP?Bk+w5WZYU~+Dve;>5myip~S~=+a)NT@utU#XnV@ZL!3>M7;Q?WKJ}8Xuv;6VevS({ba(qwTRdXi?dQ4QonMKz zd_=E`PjYFTuN$x4zvtw(mqom}%XpAr?g{G#led0N+k>MUQEP=-*@ODkD~H;O(_%=l kY!cL}3pV_Q;M1& delta 109669 zcmZsiW00mnl%>mNm%D7+wr$(C@s(}cw%uiQ*|u$Sdv<3xW@6_@M!f$r;%2<(o}2lc z`xvPBO-LkC1rae?Mmkm)(!<-UR~V+WhHYR{01G1ce`JP#g5l!3TIPrpd6u?-K7vCr)~dI`e8V zfH5gmoT~eli#0r|pwYh8L~{SrVe+yWi-r|tKru&CvL0hX z!4p=|_zgNTib81~p5>|l8no2DXajY1O5M&4Nz_jymLg_?-WTBUA_$)+$5i8DfGPa2 zBZ`H=>a1p6uZXinx@XR``K@b&;>(Sqs{bg zYPsy%%9C&2YUgil%kQehy?>xWcmP3WN>!yP^k6UwyF43s+^cQOrm!dKXce<#6_4}S zb|>CVKvttY5ATx+q>3@DDRaI$e2z3aTjx+&mUsy=z07L2JBhrg&#)8uz=62H(AY8E zG?J;NiDL4{q%@{!Y^Qp^?ssNhR;7li?p9ZzXZQEiD%VJx=Do`k_ymleW0K$+3NS+g zGD(vz2qAFN-ZUwIk(q_{znU3JFUb4DB?Lf}e3$ zt+Ldb!Cg(iB0Mpx20UE;&Wo2K;N;36Ebk2B+y%icm^MJZh&C@~pZItNnF7q7G95sE z5MTYk!}n(5$BOvpN=XQlarODHe|;v{N|v_@#w^(#sWmH-kq96JPrn(t$S})iylQ@k zR&GxIOUYBp?|AjrVjrt8f-Pj1YbFs5j%w6OdDjscXx%i*j8J_zz^Iisq`me??_s>= zqP!p@IVGQT4J^Sv;)iB;2C{ z=+<1q6l$TQ60WnvZfaesH0e+Sj#k|@*f9K+=#t)kRoXS-cfj^N>-)TVaO4>etnb2B z053-)(tO~wYb<)V3`KL z?E-ZOf?fN&7kN08V8D{Bn=YMv+H&i#NM<<_ezd-Th~!{0Bzg7M=?s{<&fA8w%%+|W zjQDRmDjG=eZk@mXR;LEEI23@2hD`Lro36W{+)opYhp_%IZUX{WOTHFJ3N-+^Y>G%c zVI+6-Yl7LjhXpCcJgJPWtnVT(NO(e@*1g4(<#-l$K+!coe-SbDoV;FUm-9vj4qaU9 zq#5<8gPC0n7aYt@{qW2>^wU#SPEWi|oaYP@Q!p}$P@QX@YUbS-6bbP1VZ>1utG;t= zF<<@DfY&tSy)_pV`+^Ty5hrEYW5vm=CfoE=C1I;&B5*+0Zrxh1isQy;1v{r#O$&-{ ziy(!>cq5p_6eJDh3lW;zPj5~@DV`YDk^9-Q`|Rq1ZbH5;R{}7&J)1XTv=TF;EZII) z=u({ep}lMko2UX%)&Q<;=HqvII-TV_i{^5IpVo7ZV(2WKmRh~7hNE>>17{j~y8<=B z17qT6fcs?!&eMv{MU;_@EF{Q2WO79hrL+eDO~4& zrc}>|ybI!7-8S8YuIzt)6fEbJTmkAM!fP4>V=WIVviVtHv%(B^J;FvGihC^EJ zSu4dW>f-s++AqM>EU*roB6CXcK+7?mtww(I;+fB)Tej-b+f2Sy1 zq@p8@};L3RKr_vw`ZjH#W;e|E-yU-m{;FiCw2WdHP*{lDq$k*0LqhS>kn z+rLmOq+y3V@rz*~wgDi#U|ZUWLHJGz1eEbC0&@WU*y03J@8Xms+quG9m_$>Auulm; z=Ik0i6^#JD`g^sXe6H>ld;aq$w|2kk9`Ev=H{cQ>24o^N#4@R|SIo-LYUpis0OF`R zJrEAaE}nqgo9D;zUKxuUS8{*8hw3K$y$6ux6@i4Zpb%4EHfewn`O}xMy+U<7d_$8Y zdJyw&xfKsKSQh-cEp`iNqb=m03w85_2Zj=vB@RZJWOEm9*kA6R%ZMrOmsR{?C&)t@ z>VN7mYYYqSrn=74&Q0x0=nFzm0Wx0BVzwiV(3mEx!-=Lab#>hlcwB-}WCqn^A`ydd zM&xt~a7<5vNB!%trH5tUE%@Tkrxv*I& ztn#1J?Cf0<6dXFpF*Al&a~k;Qe?OHyACxvU`2Aeice#t^6qlT#1v`#C6uR1gj52$` z7u591vR4*Bm7oB|GwyW2rGVdQ+gQnYjD>6k?Aky2jeUKuLoiqK+{0O>BcP623a} z>YT}101w=0G`nQ_JguxLaHHLcF-UhWi&kQeemll{RUJ{e?guHfUER$XtyzHt;9`Bx zUK`da@&*G{tBYj-K!NcaWL(c2$NCc@>ja*sw_u&3JE0x04jI(7(=c~5wNLv84Z*Q_ zObvb4lPLqQwp>kJHP$8ITuGZU%8ToCxXg_7<)g6v>a{7{aaGo%F3AsrJwOBnrj{fJ zffik}vWj?fT*}AId^fOgXO%xW{#;IGPR*Vt3VGq8zYU54K>O>o0ChF(V}LCI>FsbH z?SzkIE?KK-!=o0%uN$Pv12#U0wqDq4Y`ob=WbK&9_wKRkwjsC9!y-iLivfN^Ig3FE z!joXS=#%XDw`7C5ZGo}+hiP2(`p9C_q|l1?oKpSttc$$W!|mkv5>~OH9O*wjRtR(| z=L}^vE|TT|oq5hy|R$^El_cb($~n_sXCKe5vvHkvDcx@SZAF3?W7 z!0S)@Od9I&N4%(1LpTGTJ+P6Gq-LgQ>8w!tRhgd{hI@0&=4hkEcNi3;lQ@xTyCM%K zhk^kgnV6YY!p63k&HZk$ZLrMgt}NcjISHAKVYG+s+-0TnWX+Ai)EYX?o;cPT}qCfT!xOE26ZzA%eJcxkjEdgVD|QOZWo&d@R==5vxS?v}cy$b%pr5oHO!Af4aK zcec-;PF()5?(k>U0YvPPYyyLi@76q82}PM1)-VG-d48UOb~WjN01krmVEN?!yNIC7 z7uw7A-&jC#@5f3M8uacU@gA=ScV#psXo2r*&dc_P__tu+LMWtd$%kW7<-vU+TZnO@ zPbRaPZbHP$X*67H!Vc&G=MgTLDj1kG9Jd}bouYpvo>X&!%1QfWQ^S8%@d?a?1U@;P zI4R8+7wJPEn@~Ea0+eFG_;^)C`LV!R(gEfs$lauj_%Xtb(+{7A_7B_L)S)4{(n!O{ z{`<`(!^p23{0)Mmj2b8lfgZL)0-_N!jH4DL(Ka0#S&Y3t)R45(z8; zV4_A4^g-!_&*igXnSGq?h$z^IQ)$mHsN~)SbH7wYvQ?iJ2WXM8+96E81O2cm~tqUAv-pE;91*!h#EgFZFyd68SQBC~S6-)=S$pDJjxFCj--T`cRBO!gJkrZCq_nQhH>8M|mn z4owjp*y&7{s(aV3`E=o)KJ&TwznknvNP)G))Gva2ndx+Ay&&!?0Xiusu0QR@c1&AL z0DYo|6sEih@hf5b_kKpd>^FiN$Za^JlnnN8@Y@;PT&?5oX1}vC{bs&Jg4Z(k(3VbK znTOZ6dQhc-n8vEz33+cxDZLIFJn z<2)gW<(CC|!+SZ65q;ci`9%03aXQPI??d_8))?zXlm|A89z>qTMQk<35H)7D8`k6+ z8exm}GfTG#3dZ30GglAyv^P~rV;RCF6WrTL;-}em_zZkmqcPm{XxRNi#KcA%DYl;wh|2o-S;33UT>UNt=y7mrOq>S4)g?> zc~w*!@XF*;I`O%$p?=yQe*aWl@b9dbk$b+Wmo?%HbN>OXc4Y%ixw@*2m=hE1CH-;Yvt?=nt!<)b&bN6s8zu-)7dLAWbcAW3)z4v zLTA22Zf%%p6Xm94jjV8;!dc5BTg<7?n;zE`P##>;KS$0p3!F97p4Hhc3o%`#6l_$P z9Jrp_yU0=IZ0e!hJ;WAHJc|D6BoH2hY(Ymwk#n+UzAgPUbtxs;^aTfAuz;6AW0Vfw(q_G}i&h%aKnmw000+(ClHC4_^T}8(+>l?Ga=pSAkX( zAeon)HxvXowaEcjX0OePZUO4naKqvCzye6Voa@Y*pD0{21-!X(hg%i8-bg1hJ+CvI znic+dRhYw`yU0rm75Z!zg zht%{O5_V8Kk%-AR>{-IkNzYM0>{!`CP7r{p0{!+Q^>y*q@SLZ$-tU5R-)4=0oIesV`FD3|M>K}f z!jITuQO$plwyZC}Cics`o3I+hCPha0sF}5Tc`knoqFMkY_#;9Pc7IM`}w=FvpsXC+KH5~wY1E`xc!y_{J z-ueZwla7{a6X6@LsA8yR!hx;9e`dELdF|LEsca7+2ncOJL=&`PV0b+4NJ{v#K#OD> zi2o#Up)2^;w>#&HLcYsI3elKya`*W!%twu&hT<+uPKw~FK+q4sFLCS4ClemlT}?UG z_j0OY^zR%zb|HpDhy?)F)txL=D{pC(&5^p`P%iV0XzDnW$Iu5BY2s1VW<;lt0XW~! zcb>0h!Fj_jQ~GG}aIfUA{owk?bPV+6gyqxptupsY$cp1*Y7%%laT@KXsXjQLFM*MkBt3Zssh(`;grS<@fR@Cf znAq2*omBW1x}CwcNLNqSoU82az;(^00V(r#+FFlbd_8Ht8^Y;kb`=83h)f$MH(h>R zmMT_!P`xi->Mh_=WFG&9u9zxOS4;D++){nMHIO|&7ef%fIY{YY zGu?nkaB#AxdsBe}Yn*`=s$Dy$8R(y44gXWv?em9)eoS9pj~#WJ-AN6q+T)L<+QNC7 zyU+HNuP3t3`+2>0&!Z--Q&vrP3F!{`uFj;eDsD^rYbwCza=CdrOkSgr@iFdND20TA zTzhoj=4Lfv)&%WD=&ine61?AR^@OdHpUWDVK46GQbOG+W;Q$K7=B`{r0JMXaXManA zpOGub53d^dw7PART0Pt-n*&q8L9cMvm||#%BG+Z;W?MI1q_fs@*p*Z_P0)B?h+oV~ z_)O)yiXNa5E=l)``RYFDV17c%&+5*7nr_O=%$#h1<%_l#QPX*u?E5}#Ew-T1W4w1> zH0*3U+OcUBVBS-5<6&XvD$ycJ5IIA@a-h~G;@+p2;67dibIh!N%-qTm6o5!D;lIf+ zFi00&R?ZD3iV^=!#BT^`fQkR*xl@l*4;(HD+X%p{k{um)YNee3#*LyV>(08U?P$)U=!^1VOX}X=%cK9 z2>~$IlhLLJiZ*)lA%#;*hh?yd=2<<2X&U5{xSG+`AiOQDh#evAsn?!N9~|3K1nR$ z!Yb_*>{()ObpWRy{m|lA0Pg)1S~w5Iw+ry4{$*`@ud$)h=Ep0uNvUhQQ5fxBMeAr9 zuRa|IiXgT~Jz=caP)@{)P`K`B>!oXbb|Dj!m}0eC<-!$WWbv9Ww>E@`j?Ytl$?mN~ zB^a$uyZ$`&35$SVZ~Pts%_^;pw#Z7^U`{p)8VW2Q=uXWW8U#$s4We|=o|@3~r&=Au zRix_oh^(&HwOk(uC)!ZQG!MDdC#yYO7CwyG@l@{n#7hv3!cvgXcZ9oS zZ9wLwK-k@xskk;{|7)gi))HwlSg+1))$rFyHK$TpRPLomIcEq^`Oij7TwmjUKePIM zbAJ15eeK!49OWfnB%>;dE&cJm%tq!5y|!tF+IF|U`T16oQc~igEFttkc=d7qifh}s z?Ru+H13=$HpuEs~x{_}N;X!8lg5|=N~z6o)mF@qd^UZ;iHvk)9Um{LigPxK%FNiV17M>KVeCP&^GTL0Q^61+Y5e1&=m8E- z6{Jd8F>6Wrq}yn0h%Y14Hd_B3L&x3Y?v5etmGaD2L$_(3Doyw!o3 z0a(m;|uZ!%7hC)%s}v=q3xc&q;N7?YEPa4Lq{QAU?BX ziQnNL-5Y9pjsl%XPqJ!Dd2Eiw;Lo5+X-6SXg2&ntrl~HKhh}Yho@4%Nt}T}v)e z)F2xI-FYP*3~rst?eXx6%fd=g!K6~#??RL;Qev14+#DP!fJNPfMTo@&PB>h=Qi+ARA2q?@FM_p5^pS&Y(C3h-ngwYNQa-?Zs}L z?8fr@xXcQ_O1dlfE&Ut& z2#`Xto{|`)KkG@PmN&cWcL{^v;F99Bm;OU1RGkE{qqB_2k@#9o`G6s~(#iWJRCADa zpfDhlb!lV&3LOTbTkLorZH3xoQWIiXgSDZ(;zU`gp`-LGaG40!gSE>2wMy&RwUFsw zcW-;caWzw7r+mv=)WauY@n)GvzKMD*f7=NMOL}mGrZnCp?UbRh!qNaX);z%^C)6F_ zUY`{f{nNr|c^wp(W&m&gDo*q50(rXr^pHee6>Q#a6Ql{}G-1TT3DCKKtT1KK35InG zxD~VgeJ)Ef|te(1^5^=|3{Ycl0lV*~%G8XUbB0 zwo0dMv=c?ka0L{D$7b0xz~$a#e#cgmZ9%%s2V7>Lq1;K{Pk>;*p2Db1(KLE;VPIz4 zuC~_zhp2g-qdB)C+NV3+q0Q;+lq^`DO2Egr)<;^0BurVj5S?ZvyJaOoSli zZcWO`jx^@D_1%`zx$~Oyd(oVg`gA%Pv9=HNg9Fe!tm@NMR(Q6yme$DrISXfPTls`N zPt=OM(lPL^8~`S4!Ft0qj)Tnb-tC@N*j>{f%PPjl(cfr@TU>Ay8Y9gOwoO88w#Ig= z4#+7?%wL%M)x40L53@B3`6UE2pA%!e)~Jq8 zB_Y;?25If%c9vR2XLKd(e%%qt%#>Ud^JC3@N;>_|%j z!~sAQ8_K?XK#Rbr$vzMQMIEfAZpdS_`14+nA*xfL5wE4iLG!ADaN~VlK*JN??SLyJ zMMTp=2z;zg=pA-rAb0V-ofFT^aYo!YdSp5372WK9n1#L^wXh11PqV`Ps0gL7ORC&B zNEFqj+&9*8D^K8Gm49Q;`FqW#jzxP+i~(cE#~=M|!-PxES)tM{|4rBIIc(t}QEsi}1wSRsgu%#x+RYk(r2 zq&1q9Uoe_{JkGyU3H0&22{KP*(A>sk3|xt|KUzhpy6ZEw?*-{_DfKfxj8aKa^|ET3 zh;KtQAvC6gRwf{k87i}pYnM5pBv-{+gv z%!C5h0^5to;<&nExCJD{RnE(+d4dm7uT=yZo8h1kaTJ~@K!g9Lu=Z97iUMk?Vl*rA z5S3aSiU#H-v??(4iv(xx07%X@NR7g_{m~zer6u#+2y-Dnjq8m%qHxw{2+$>p<$a@h zLGuv47Ea_km~!M=3fBTFaT;)5e#Vb48G9l0^-316@%et!B@ba5{M|{)1RZob<1WLy zM9vOQ&`t1N3h5VPcmeo8Z%%I+?%`N=oh}Lly9Xvya?Q_N#(3r?K73AhP)6P|i@I+j zh&1i3h~y+zEdGt}Ihn9lGrNZTFx*#_-bRnnbP+Yx&x1NGMaI1mPg{||UY2^3#g?^# zictTybLl+BXV=gYPGdD5)CD7*ofKvb)?ahrGuD7EwI#VpVFUnobZFe24H$nY5=~V3 zVvVt|-O8m;j>_M=xN%i=Tt~n_J1kUJD{-G_dFHvUJX$mL%M+!lI7r4sSbaZG4W9_K zOOpxiU;RconybFksD>I@)R%a82+_4N$C*(VBrsr!BB_W9@J+nzMXSOfo}dgW!K3P& zHVje3qGDKOxdi}4eg(uc0n{O%BXuqGdg(nE-pBsi9A3Od^GqN;_z zJkuktEnDO*#cG?U2P|6BPMkpP4m*%G&2pV5crZj}UCC-EOTw}iea>G=vTQrA?`+hE z;(*DUv@&rCciA0mkz%NM-BwZN;YjcEZ8||lH*fp?y-v~#Gx_Q0W88Q`;8sN1>Y?>o zg_*n@7M2428i3T`#mA=lR$E2F>9tsBL^^0p(3tB=?;&r7A;RbX9r-NWvIf881_fre z0`5Bj?s^nR7gsfdRvkBN)rDV`gvcvi|7|hp%m9N?PHXZ0%F=gUxI!W$sJ5VBr-Y|OX~p25a9S(^N$96LHwvhvS^ORn0I_02$p>8 zTtM&3u*2>Vr|yz`ylLy=zAjuJwuB$9;xe(}sRU-H21^W;=w3@nRkk~h_a46iX#Pt; z@Abmud5(w%1bQ1^_qSx*`rC5V&Crb=?nMjYyUfplEXa#`z{aUyg>vU%VJ0dT&59;8 zVwzViMvP6aVwQb2$!je}7}3wjifOhH(2`lbeo zn&65w_EoUu=x-CuKZ^%|Mrr?k+4_8u^Bdb7Ftci#DnX}mkPI7>^eGmmam=ih7jqy0 z*Hhw{bFBUIpNe^y5g{T|7?M)0HIeInLQ42yA+?4@e?_T8h)Se0l?p=XvrZ+{Q_%`( zT(imki*ydr{aK2(wdG9~80KyLs}kz&PhRPe3RJk=ps6X_LU}js~*s%(I<%nb)jI@8f(=s2MLq^^<)m-M=*~-0gr$&6wUiTamtOOJO zu1C8+qZrp7)~U=r*TALCN*%YOO`QszZk2EZ8?--}Fmmr{u8CcSp_W%XjRqH-RLl|VR+H~mW!^}!s&x~-F<5$7M9X6BA_5}9+u~JB43k;rp6UK`2a7`f~(wnbxv#kE&Qvckz9JSz9 z#^Ch?jF<;2y1v-KMzTi_OD)5N9HMPvttdYpfwihELSY&jUwsjj*5cI=!(43{^nir4 zA2FuR-eyV8HV7n-dr<#LuBOHFw?q@`&Qn*R6?+mdX$ZMSGaM;biREg80x;>0*u4i| zA27X{y?h&B)FN57`RNatGhNW}i3+@ijvz$joPGpNpQ=7-xxesm{JFk<*$0ON;mYW$ z#whW9&&HGew(0^Q)S~PoUC7BwrK)XasY%);$5mqQq6!SZXb6-4#+~x=>}m799JTFqPcj!9!GwB#C^2je^%NuJE&@@jXye+HFDdlF=l znD?ovq!|+@BOn(Izck%EMkGbM*&3(jSQfYdq{iYfJrZ4mh*|Fj5llXbJxR5NJqVqX zHp;6doKl4PQ7N9$OHP}CC@Cr+&ShEM(s{xPrih6JZwVBF51*3dTcC2818I< z1#x9{3Ct2>V=^pJp}S(5cjT`I!EV?`DqhdWJA$wHSgFLaGfpj^++|<7SVaa?y$PH= z^~TTh_cA*f%aZH-;kfx}GhMU1So3Vj-b}qVUe`R)%0X`2#bW(;;hc7|EZk7_BQFoR zyGZ)CmfrC+57U(q^1#x#W6VJlWsD<@PrlP}bj&orh*r1nyvP(TZrSD{4ue7$jzuZs zn^yYW_{P0}Lj2iX^M6d7-$elL0X_WBJNzsFua(ccnQ=C$ zNP-}%ZQb8h;1GbFOBSfO)o$+IA2F%2VwF)|f-i)yFZrA8p_BX3J{aSozGq++a?8AY z{ql#9-wOG%uqB>W7`{KX3#2ULP_{TjCF9+u{cZfOzIQI+8mV0 zE0USqfz5mIB;V_^iVbfw4rZh^Kr8?H90*q|9^ae!gE8QtbpeUfnDR*ElY~804W)+3 zIHa7Q3{4Xa8x`2JO#!;jr%1HEU}sCHvI1zhKN=Mfaa_(pT8Z%HWt-%C_Klle}`QWofmiV=V}(eWJhJ-dF}G$oU&Hzo{ zI%Sk9WRLWM8^15&!KI(a6!v%`c}gn1Q68uYH}#$d9d|j@s^#iyLe9l7p)J00U+>;O zQ`krj-V~>noV|Lk>&Q<{mlz0zug9EwXXoA&nw{VV-KGcsyuiZtVCK@udA2#Uf_67w zb@IoS)N!_Ou|C+~@`O-Vj1RX_d<2XJ%{`x3D855)o!psM2OLjEvIxS3M$`-iH!BjY z@i0*~K_3=0VLlz}Qf zkx)vQS9&jargd}_m-p%pisT1+rvCTGutWaMMhKbbV>V}OX}nnG;l({draRu9{&02F zgE?VDX=CUzJgSk8-?lT?vaPS^QuGK|Ei^mjk#t0Y8iPYRoDaUjXI5FJ7%RVwA&%lE zQF@`8kQ1DaFMeK8EI-2XrU9rZTBNxZ1qgHA!!F{wh;r1vXQOzg9qh|=QAzPo{3T-UfZ{MC259oT!Eln>*c`@T+$JDFs z$*EKE2LP@DK$S{qGj6t}N4W!-D%devPf?r%Nys>aMNwO5K}V)ut^sCBnTtA>nHir) z-aea5#@}`V@$zq5j=j#avAb0Hlo~=%S;7l@BLnlo1w0CpjaoB>(*0kJxm`RCNNVIV zRRhr(zNh5|p`tUQfraif5U>l&;~dg*OIz)Cdj|PiGTCcxYFX&Dhi~hY)edC%LNvu( z2ePbZ>q^XAjcq($U4X}!xr;F1E3a8AED?ox@S0jvVT)`Ll@#2>SY6~4E9>X3XAow; z`1R7(5H5GXa^HBX-fDpNG}#CVOv*8Ik`1qiu-T*yYPrT%4%R|tK2%YG=s=1;qHfYUyv+j# z3_~2c8Md<$mgbyxY7>4r$3;PPuAh;mrQlipOmlA0nzBCok}}^jLwCYX&y_e7kvT2y z5WT|sUic{U{*-()r*n+ZIRRaN7})Fg5Ls{LH?9+D*Lcb&m3re7Z_Dx=1?NLXF9}gT z^BO#!i!gKhCBPD+o$a_$hdN|xCzaw_cU&76HC|s%b?lE{ldyO{7oef&r`Wsh;2l^x z0{pN}J_cs>o6RTr4~)>Im5l_BXZr8WoEY~wsTi5&7ZW>3Vig-b7E{wPJ@1Io@KMJA z1oQp9eQjaBZ8O|1qYd0-8G?fe#;=>T$zQPtNsrJ06#zan`6ue9lBzR=eXA|m3b(tE ztp4V$GTW`2o&&v{;D*OI<$0g-WNg!wykwlngA0YfWFl+FwoJ**g;!0%+a`z4-`w^~ z&3{{+KrEi>&B}d3x;bR$SA4Y^5|GiwZ`T9bvh0<&J8W=G+eU*!cFJ;e3fyh*pbLL7 zPM4(|Gy)JVY9U;QETW-uL0WZ%`?1@I4lo|dBmvbMiUL}XnHU)KWwl}{D2{iXX(%V? zLov+!**G(Cq{4n_t&JUwl#mCni8kQ4**`gL<)jRo33c4#bN>DGqf%=AbsP>zhY?AJUw}>X9B_`_-ioR{@TTnACVrbc)IgM z_&?+Nn^eAJM+j(Sb(Zu_p$5H5^)ZBCzSAMLN|;$fEUfX5{{U2Ds^w{K*jCj}^i!{9Sr@2~G-J*ZFT!#EmaW zdwQ<6JSY);6s$X(!9g1CU8(gwnCtk(D`n!2$z`&lj*t_WU^U`OEd!O7p@3c6J`g;2A2JEmH06M)O*U*r?8tLT7tdJTL2a2~X`nB9Hk)Vc z?@R!%2Hn!Goy@;&CQvhL(aPMiE#d4=1}!Ujt7HOI&%oa`tez`Pq}at}!LPOWenREO z?<8;xZ&-_Yh<4j{Iy~ol%GWY<1u&RmNGAP;w~(U2wTmEYuvXX#FJV94w#r5|%?@vy z+d92STnT>8IhS%fsU@oB2`m=r zwp<(*&qo{C2xH{Yw}wiB{3`mjqK>gyGSt!%@nN9FY57NrBAPvMFtejt1+ce`JhZQ} zJNUe0F-JtA5Zr&7*WuR-8&SR0>$jhUd6L_s;KSUf(N=W`e&Mw1N~nZ< zK0$3q`=imG5bvc1H8UOW0=msvKn!y{hcrAue(yN7lJy*|Z`+jZXOUCSXR=@lE*GOfRg_nKXbt-x#@w=!TK?#&CR-3^)|V| zlYMgFr{C=udX?(gBS8-`ldk#~d6LWrLlF5(JDfAG^Aah<>0|Z+W7$OFkx@y5Xeq;u z)RBw7BWl0anruo*zvx02mxsss4}&fUcx@>7+|U&E5o`JB2V&cE=&`V0=yT$jN_#Itm)mxp5!GP|S;b}%ea1nNlSZ1>d za~RW`APx6{GrQljW0%7Woaa>X;vx+!oV|WE0W1;iRWRq&qUbMAV3(o}3^9;*SGO7w z)kBbWIw}Ag7bXrCChS7FkU#~rC`ohb9#n50BjzU`vp6mBygay7%iimn6|e{t@H9b% zw^xN59yW&@l;aA@YsT^PHE8iS)o8#{-}Jd#mD9K%CF^E&f5*+rB(u>{6K!oGR9yGN zi))pC*ZI=KP>I)NEuu)`CR{Bmwo=iOW|hR5x?Txdq`lIa9y3W|iTmY#OxQ7zp9w3n zS=+umbb23cCJOBzSTC0Ar0@fX8p9I)r$TZjF{+aRvnBN_69DoR17ABSAB7VQMkQABBI{J3J zDBn(ZCN^W1hXVAg1G{|F$1GPANI)v00vT9fmwH(3Lr{7eL;)|HYT zZCsj#bWDvA-d?scf^jMQS6*>X0P4C~rWXkFazzS%$@@O99a zt{VF^&h3lvH5C!(H+VfmkjxdI+AP>`Sh>GYo-x=_e%6DF-iS znH3=uI_w5kTR|w^&m=Tz&m;(^&-$CwVwPpKZ#6L~klQ2UC1c%SlGU^!13O3|s7X`; zzZ4^rF+e2mky88wq$oL5p(`RMeWFbjC5pikH|-Lvgnr9cJLgdhBM{w7bZCl8NGXI- z4D)2X<4``J$&yi~+B2UM6qDjnU6Qv`(STRbi~;2)0>{ydQagmqz_Y0vR~Iy!YoT>= zS$KTIJg^v}^8$PTIXnMT+5a=L&+y-(FS<$E)Plc7PmZ#f%GJ^X;D_Y!s z1mm5j8JA5K_tTCGy4$|T@X#-x&T?sGFL7HvwoX^x3jkGb>awzf5%t1inE8VyVq^yU zroo48<)$T7YIIm}D0hC9o|j`vvWdn&vm3A16Uio4zGz9xUiJ0}akX8F!krkoNhGb= zaodrt#olQcCQiPj=6mq!MCe(2QaJNRz3thAS4wET9au--R`K3?r{t+h(lDqr$Vmhg zXbZm^kO0ksa3sD%L<;_xNzEkY1mGng!wO7O`G?({;kfNhm_s=MLNiM70qtp=;ogRU zK~jP`Ne>JW4)EjoCIf4vl_IyW>;$irWUrEw%mZs-VA8iy9HGz%(8QFB(f^CBZ)^`M zY_@J}8;xzNv2DAtlg8e$oyNAU#c<(d^*p2J%3?l&%I`^S+gchk+tst!)i#D z7~kRX=Lo2=i-T;%zy$g`+3`;^R7B=35#AOanf`U=>ghiZHCc=VL+~;dU-0c)`xHy* z`T`2euExooU*9Z@m(u@R{{B~l&&v59V;8*ygMY|@KDhmX?s0)VC@{Mc09~c7uDM** z?A79V8H7u|7V7(EDZkPW3frBT;dCumopmwaX(Mh1lvht!nz)eCiitcalGo90;##&6 zRHQqy6@HoOJS1n~M|>7ogs-+=F5h0h{rzw_TN7^Eas<{lD-I7cTLaWoNgv)X!aYKs zEI;wZt)A+yG|{!9R!c@buon~QIn>;WQar9pX_TWo>ITV2|H^-!y!~h*lQ`1+Re7nq zpzex+;G>j4a}ZrQlBPb9Z=+o&R{vV!4?@wP4sL+0s|CS-vcocGg_5Z7{ z&4_={9(?T+p?g(NXH_tYDOw82|2QDc{e)MUgh1vA@m|woyYKDk(yEXPD789W()mk@m^dGOc zMGVpo&p83TtL3q-?3i}V@DOb>LPFAT2&YzVUOTkEMV3(UrvAuzwC8q-K4B&KI8zV2 zH9l)0Hs%a_r;Ys2N&Pg@l(i)w`A>5yc-l@V!#?Q2ge zqTWg8OVw3AR)c{rB7y6v@v%@a5|kN6xY$Uzm<|xcQ?Q$z$8>?Q2<3^3LXi=I8%QN% z+ZM!ShVT@LVof1hI>@p_eiI@OuWdjG+e{&HH4iWdAVB?BRN3GawS;J%8al|HDKoOW z*%yKi8nO;4sV)&)dj2H?iDtqQ)rJ%ha+Bbb=q35NWofx2%vhWz3aKT1;OrEoGdTx5 z4;qxKARm^p`VC-g?AK@wORzy(>^Uf&GY~lx@(X%$U4i%HS%k~m>*d!=Z53Arxq#@s z&o%r9-`p?kW16ow2r0+&od1^F|K)|bIJy5XEv%09U&VP+ACF#O~()tS(IYU!QM_+^)DZj$hxKLpMJc1Wbm}^mHhg8@y*%FK3cYZdj50TcDc>|^5*k$(G@iR*YvgQ z<7wD2J$c;ws>@r>>%HOY&*o>=R`JW$-;7PfQ}Fd4`U>-Jmkyc9{odIeu|6LcZNtg} z?UQUdzO|8E<{QBH`R)48vQL`GGy7;fSHbdp;$!wtq7#Q5SkhRqR~vtX~b>`(Z0GW1=`1m7vO#^O0<*T5G8gW9?j4`QUt`dOxO? zYM^!E!1e*u=O%K{{7GY)Hs}*e^&qJ?^zd3@egB-^CCi%ld50A5*grgg9gFRbq8Ah? zYm{PNK5K!Jg3gI0JPlPZR|c2dgXJGI$EH^3s||&H4<6W8w!G85Xyf3O#|iQ5Z-H43 z%tpwLV zymkC27Q+L_X*8&2{Q|7xo;;dxOIYWl&XBf13fxgW)ZKTCBlu*uO+UI`m?2`Bk(=Kr z^HD(kPIhhpjE>(h-6^b|f`3Vo^`gwe@Op^9EdcJB33THXWnno#qN6ZN^{ydv{s>V>?Z6Zqw=?GJf0f z${|VlUSLrvKpQr*I);DlYxVZc($QI1PB;q7=gl(a!N?!lU_vV9_ylXQD0QUQW!ly+HeM?7q}r*(FX2dW0o_ z(qb5o^?baw5C&z&aO9=hKPa-o$A^&aA;|`PlqFU+RE`sVX=BuiaseazsELuZ$GM)o zLPn`Q$#dZql21|wlyQ3V7rN7dbWbi0RKE$FKBg=wr51Pe1{n2cX9;zP9^U8pL`PPa z{CXf!{!67p=vppf>4>F>5;Khuc`3OigG&Txi9@XRUUMnBS}yEDFZIx$Qc>H?Vlm1N z;vwFBR16++cabP9N=B*)o@gZkTRQcLMEG?y*S$ z=EB^{{}ybHf89I4!o~I<4`KZJ|DasRKa^{=(TWJQ`zLVwlN?~!B4bNPL{WfODi!8A z+hQ;&$;c7c!+HPp6VX>c6P6t62B2AdzANb1a2{Ux>D2G)&C>1xY)t=z2gO6(Hh?77{==nK31XeZ@C_2F3yF62cM`wjPfQ1p!+<>m1}Ad*#? zp_MUzM6G3kd6|3qiBF$j`-jVU^3D-g3mrz+lSyNm-qj}vZ&aAme~V#a@BIHX3jf(D z%x&5QFrh=;cxC6O=p;i>8Kfhl(zV46w!-^-ql1!Qkyg3wYcWtjx;Mfai(UKVCWv7? zD_8HIcvoN@g*012Dra@bvJ(gW(Qm4#KcdAs;?e4~?P$|<9O+Xbu!fTQrQh|vxdf|j zd->;$C(l(M@Y`i(K6zgcY=7KGkNxQ!-ni;D{IGR6^~)5krlGZ=q&{QnCdwLW-XCWn zm@i9oUp+lzNq{LJU26v;I1;Xmg4@Mmu?l>?9M0VX8J%wX5*A7I>6&xubfh(9yQ)ry z)72W;wy&>^L}H1UvStRxBTzrS<)o(u7+4DTe#&h`jJ#>nB z30cCVk~n5G703JlUN1qWk*Ga0LRX8jtfAB0L;8jKsKokijfZp{j>GCy@?klrC^gA~t+JaY*Ir9u9t` zJ{;B*?fmF(rzh})MEKP>^%QgLv2}cS-`D5v%`af|akmI$sM`S^gCPjk$5S}&=D%?3e3!Rs z2&Uxre=***p7#Ht0(nYg8tr%a2_O)1gb(kp4I9cO*8O;}s)=Aaj;MCn6fP2_@+6?(WuLPi5M(}cIq-T;$N=fAcr&?)F zM-xB}pZQb=hL*CJtF&@GFAI&G_`yanoIw^2xBXORaQrwcYQ4&y5i2Pt{Dx>v0plEL zi|Jqy*$76wQe@(x<7vKz{^;~{&i9P?{~3W>o<^m`zfj*Dj8wsJ!>oG1+{RbbvmD0b z8MC62gwAF0J=lw>hp=g6$9-=lrsXI8kqA(*`?A@?Ut4B}Q64EANV&&%PQNMC)=3QrUp`A8XSH_Qhj;~w8I1J6pH$yhYU?KVF{9reE!SBS zvtjsYJsQ7%EYi#S@J}41HH$l1Kf@3_VwfK z*=%3w+^#+!Sd-!HGr_)66ShB&mMlY&C`8X0Mg*sF z%H?L%QU^tPw{sZ_;!JUr@iGqAVwi`mx%>vVfe-SGhM;eKkiY1P5w$3au3zDzqfg7r zvj8qQ-wHKPl!Rf|Djan81vxDyYps$&>EyHzUm#H&agpA6!gDXi13~%Q2;ek|S^rG$ zo6&t)aqceu6e^#?2+eVzr^7G;NK2@(7$7D1~ z$CZv;NgKl)PnKil_E?YIB%s5sB$-8_d^N5US4-mI(szX|Smr^W!#Z>RXXBZC^1;{A z_Ui)olUts?=i@oG)O<{er9xOg{@kBJP$+NM#?=p_QXI}&#lz)r4Hvb46Zu$g>uMWL z(g0REdfdWn%|%|X|BO*GFtstRxSk~oQJNARa*T!yW9PAr_d&{93b2WjL4pk6N+L+H ze*SBoehqAB144f0`?Mr|2Jt`O5)2hol7nq!T=2H0`-~qWPQjYu!Ve;%oTbwrEbZvUQpo3AORs4QL^@`|T$i5zPJLKkEjC|5CZ4_jD!2f(M*s7jW zheclSL=Z+`PIeau0n*|$DXiHVMc8#O-giE#%QtvR!4@383rEi$xfi253KmOLuAc-+ zL$6SG$cHMpoL*`}To{wbT~l%3k+7UrfM}oz^lT3w!LGI+_ z)^A377y-A+8Gyjd=yy2_99IN8NnnbOT9qFfn3_db`Ls|H3Lav#gwSZHp>@Eg`}O7x;@v=^@cmb(up68o4MVWew?uLtYimj&4URX2fEkP@D)O zNYOWu5&0`fJ+WGDzA)udjr?1rs(hlJ5me-=Rg)(E-+$v=VqTFbz-)N_=H4$S5XsG3 z92<#bT0o0>%|!1P@+UOcJ8{ea>wD?1cfI~1A11<)(j28Ck1}|%2Uf6NdP3wv{~d=F zgf}(sqdLFw^Bhu^bvnda(%7X+!mw!z#W=C;X=FwxO6Oh#?YW_QuDK&8bzuaaI z9r(BLo7{w16BlmC+*yFc&GUNpev?FJ)m6yOumif@Z%EjN2GdqlDwmTD+?skJNH4>W zso+tm`{Sw-(fq&i6MQi(@Jx1lzkF4UMFRb##euHU&O(SY5O#e(MW1?h|It7bW23wc z4NU~O((Cc5ZKWw!VYg%rysv;k zEW)H84;)#dNR_=K$s?#caT?FlnhqJ~w~zMi`Sxw0~8 z@?eI@M%TbiuP-oOWz^Z45acbaJ@vV(sv%O*U)Fmv`Kv66xVhg>FFaEUsZDI{1XeKl z2X{lQYSt=E50de*5XO#g+CbfI8;oqww1GQNbO)N>b%~RVNT0wH&Qz>FgQM< z!dAE2hq^|drDbY1xs&f?LiM|N1DOHl*Zk*U-^4H|3n-&uOdqqG`O9g#Re9jm#gHfx zQTw2k86D;{v6t;%C?lPs&N=l{KC@E^3pWZJHit(M50QlTweC>KQcR8FofMneJsrxew zfI>oZ2>oL(R_z-32AT`YsM_wLj*!?HKPj*G`?ckmlf`AnAJUlb+$0a&S-eU~M4UGq z^SGnYb6B1R{s*s^c@+hvCh+aM-Gzm1q9-gy`?$J2SId*g5$p349)iIv4FiD{6=%eo z_Q6%7C*l0dKNrs&)Cbu!VGj2Fzfm{TYyOmo56i+(dPQ|(Cmgd;PyH{dPQ=+%zk2_brP z&x24g%PWpK7#;=A)G(kvfbyNP87%oqDmRb8^B&B1gQNzvd6R%8K+MHVe7QTLaV&oa2 z$To#a&IbONXCKkC4`67TzTL#}gnx>I9)eqg3ya!dLErNTrY~YLjCIYqQxc#n1NQY$ zAOO{R8wnBwBV^+S+w3;`0w4zP*9| zpmS~5hpa~3pY2nqXeOU8Wk2O<<&epOehIsA;CcqUZWKTwEYZY>4#PRTJY@4S+ca%& zn8?faqpBuRYgI+Q@oSIVuav z_(b|nW%2rZ@}1tM(18r{D`f+!kYJ0eJ}uTIG$G{JB*D(ktqZ30lZ!fdIe-t_G6Axm zLs_sScFN8{5y^<-4YY(IJl4je<$z@qgRe)ooR&2&!D%f` zl`=`IWMe0%_l~GWhy87rm}tqOUO|Ku5$V(`TFp<5S#yLNsYLQ6xRqWYX3A4(%kthY!n1*RBXd>^Y`k*1dvs~XT&|Q!vGXv6LJhyVKTNNaU}EU) zK)W=MTC>Ae_IqHrYh!h^IWu0`vc*ffqAcQDd7`4)Jf?5vMzZ_ z#&f6C_ZG#6l=Rw3L6h5}sv>2w&tFB#_P^%rs*v6Z3*>Ugv)IA_lmo)b8V641Ll8I!?AfHtywKtR1&}ZxPO?wUu7syk< zNnY*HeIVVJu4ZI#^I8vmsC__tTYX3Jm_Dg0Z9YP|36=O=dHvZ?@=o6V+Zm!HpuB@1 zCjOftR_!pZWVW2pr9His*!vQuz`e|2N3~NmzRS{^RjyTn6gFb}RkP+#hBV)TN zP?>0V36uSXH>&_0(7Q$t$RzRRoZNiuq)Il7yP2(+gT&bO8@4ATKQMKJN_SG1eH~{W zYd#lvHZD*XpGGS|*PxpTAv;GnJGhv5=y;03(r8Fk@%6kqJY888IQF*hwgM9p7{4z- zOELnAu)5D|Zp=9-bMjb%fg7%OlI&0S^JvovhLyzMxHUY4DjAXzN+ph+7NO6DZ?Se;!cp6d32L>_BjU%@&bDabi zTANdHEd zn}7Q(F{{XQADrbL(Fut!B5F!JUML?!c|X_?^g>e(!*F&;0HYDdAVN$v^C$vy+}#yq z;OxO>i0zO7RO;ifx=6^w=JFAAma2d(y{n2;Sg|rxye{5LILQ zB^^bQ)wWW)T!@FRou*!%ctvSF5VDt=WDU|;#Je`wb34}ZgFx*;@#(d@avzu;_-99@ zgUqQ_hw+&2vCL8}i6|mr>g04fRloV`hY2-I+FPlJ>9##RuP%r$^fRv=(&l$1Nh_66 zl}OiXp7iJD1H9*>c{5&ou>;6f4E-8HbMRoYr60m9G#88MH}O+9N=G-dc}gu3oLqhV zxBcc{Xp9u}Bmac}<@jF-2n#n?Vs9-T(2PrUr&wr2CxY4P^C8l3 z0($@AVfOHjpX8!e@zejrgkp9FbThZG*P{*3-=W`EG3ZxZpypDR!QhG&YEq~=;W`TO z>&Ev;l^1P-si-bJMz7?60R~lF0$l%^w>B$+`vBvrHkkUTZ=&Wu9P}r^IDT+%0yl$} z2IBcRsz@2utL{au)*peSi$^2~3E^4yBJ6d5an1#xlKPS8K{BD~uzc7~izr~K_ zA4|ywF#jh>DW_sDtD=G5Srgl=5Ja-jvI|;s-7l+1+l;y|s031wf#@7Co;=tJ``vT~ zbKQs&VNJ0j@^qq{c>E& z_lfM-?TY(JnTiHh2_56j6HwQGJjxW~Zq<2c8|keVCXrnZejFPlBco6up+sYEe0Ef2 z5k|*jBull0pFfplPrWQt z*SRf+(B9J8W4hIeaxJh;sS7hOZ{m994O|_W=2FP&#jj}X==<4t+qy(jFiFClEtZ#} z2-^gGYC@|>;fZ8hfV}9pVSyPT&P+u>PQ)%PjISN8p0_DUE`lB*oS}&Fnk=0kQTE1C zW#gATYkm5?F@v9m11J|Zb|4M%UTB?R(4K%htjiXWvsF`sko%jxX|iW2ZuFsV5%4k5 z<;v9;%s~~?C{hBMo>%nw4ee+UitaHq^l(=NHfe=QA6~KGnVQ}#5^MFFhjy`Qc(~|E z&eW3QE52pIC<2JzS-oh;i^oVkTn zCePI3v$RWIxQY4(4{UBaAg4a6=ZW0saC~Z_eu2W#Z8+|)fYNOT?I-JPg30QMh-5+H z=8c}ek{)^`Kn_5g{0%jsPZL3PU6#hOHaXMATWbw;_!=J9{6I){F~+@ODp%aL{&*fI z`W%x8zaye&0EX1)`14L~1Ew`#*l`^}k*Ga;&Ygu#5hOxJ;_8c0Gvyf{ENa=Pt#ap% z!R(PJ50!V3$Y0B*?f0kF8=pbCruy7J{#e?q7d((cu7I!paQkPcSuq`iQCqAAc>Ya` zI-jcf32yh0<1>hm%{zRyBvo|Sk(wVphBef0n$)G3D(e%sO*Z*dpg@8BmMp zq#?dj19)iW5mM5SOl#M(eeptfQno7)x_#&T^+rN{E#T>5@{G!aX3jFlUc0xM1kqaP z=l%P{Ri-jaNg+adkdjNsPGup3Z~aNt>#-9ABf;yPdUY*!S@!3-YTss=boVO^1G3sh zu1}9q-8y|T$lK0NPY+RvuOd#dR;}>S5Z&~II50H7G_&+~p34j}W2iY@_wa|?V{*>k zS|R7s#>VW%;@m2VCC)V5-U5*eb7Lyv;m)teo5+CvSoCQ)zDg9rgqGFgMGfn|ZrXAK z)$hzy;3Z8$uo6&~8&cpLe;l;`?QJIHsL_56PbIH3&gdtTVe$JG>uH81n)6RMeAQr4 zP4F2KMhDM8CU*!Yyy~XD;L#pG{T)@q@MSK+(rH`!fUPgk!3iVCx)eZ0V?B!uKg=&k zels%LZFl;Dp!*U}A-)7b2j%#ummvdKS^ra0kPNtx;PG`?VrTaN5C= zJ)B#u3cn-^7_a6a8$)XHsQQsRJ8s_O@##5%6zcfbndizF5W-;V{nde!>%EpD=7J}F zBE9**CI?eA8!E#U^(bzRx0tgF(!^QO)BGxIUea+V?ZSQp#WO={N;dA@#)U8S2n(qq zQ`^+_O$uk+qHWt8yz%vEGHX0E6YoV&$9$8AHp6~Ds*o9}Ls%bTi@1jG7~bQ!RTAF` z)A?cAhhWGF7=~NmHplnacWL2b0L6+)TyYBclEd`J8X>85pbL=5H9wsmN=|jcdAI8Y zEs=gU&{IJIPZu4bU~1^08DM}ur)Ep7ljE9x<2qc_UbYZ$77)I0t=RQtl(lCX6X+gV z%U%6%Ai_?>MD#y533yXHXFy;Rk?Vnp;zkt!? z*XKH@3C_|I=%FVI)kXdd4_4mG%w(}f5h4emiQ1-tAph0PJ_rP4h zTX{;C&s`1*KV8h^m9EndH`uMsmh`l^X=Cqm?k_vL?=P=wwSdu4I*trJ)58##NDUK# zHa6D#U|%@OP0>dH~EZ0kNl_6@PY9}!iuRr-W$%yF?XP$_>CH-AxeA{41Zi2VGH z0KIk=mQSW1q=50(oU&9=BN5P|%fv$S`UI8S@}QIw%b-5N=))bzf#NMO($PE&YErP5rBRx7QtsWL?i zPm@GlU%A&-IXP37rNOc}*wz$meJH)Jxq-lR(rnV0Zz_FSyH9&adrDg=l?8{VdA-x!^JNwFy^6k+ zZMLI=HXyz>`6JU!UV6sTc-mqghGuFDfaty@pxo^h-b&ea+4t&+^cF9X&xNd5Ev52t zn4D)Lf@@q-!hFZ?ztjN756DM;BKD;9{GTc%w* z)0n5NYRK#lTizQrKhxmlK3$d0s0U}U-#isd1)Nm9o#$~vDd5}V1Sp-1!Bxdn&Ilap zN6w*o+T!P&_Z~yHx!sJA%L^yZ+}tc=TEnG=rg6(+k$N>|q`jN-f=v(7|B>#|HM=_c z-nY&_BxU}s6H%BP;+!UD!A86dbPLn$TsR~V#-j7KAP~I+r4tpK!s~$b$6k2VF96^A z3COlHY00#DzqqfyV#V+HPI&aU;x!LPahm(&To(yK6#`u-yRAbCE0im9#qBn0%gh6h z4Fs3V@|u{{RplS@7nwzdK8is1O?f)3*zADg-QjG6IIa|<`OT@BHZYBnkLLu4)s}S{ z=IZ|OT!vqP#WA>8t>Dh9?T;_V+%$|H2BOXy$*jdy%NVH9Pkxs0wTPY9t;zaXSyr{a z+U$nki`d6$;=(J*X?|C4Ut;H9YGP5pq^;Cw6y${e+x;~P5_ISuR?=i~>aFO9!)B*? z{2(IIK8!2nv*STAG#~$U_glME-Y0hzBM9>3TMfHx;=#rO$8N^)s=N2^z&A7-0w8-p z%|w+UWYEy>yZ?LKNDbwpU5uCx)s5z*Sj zK<=sWZ;s@?3yVJBLQ>X#m_7PJ17IL$VQ@tKF`Rt_VQpIs(~LX0s3l9Dqg8BvWj^QM z3PsTN$|lcz8VMi#N-~ML$&ee5VMQ8%yrNru!lXYiJnrqz(}e|nd0U8ceC0+G81z(q zJE@zB(2&fE#5}E@Crn#2GgW*3O~F5daQE%T7zNb)5Il1bjS{*7ca`gM6Bzj2?SNWc z7wR#^w9*^?4jKBnM9iYWd=I1#0aNX*a16reYx;wypRO550VmIo)m5x+Ec0wUv8z8o z#xHML^uC{7f}!799-@!9uw;>Bh!zmlXc1mNZ`DR?4Su;a&u<=Baa4rd?2Fv+d*2@# z0yZOfSNw!sus$b&wuZ?`KyngH?pldk+DF?I%ZLzM>U!$ogh~LLcj~GjXb(PzKHBjP zI|@Ois;Q}2x@9DUtmHMjXF!g37-de<<#tzlzN#`V{iS_)kZnNY0F0Qqks;<@FU{-;jt0;R$a zD4oPrRuWg7j}5>F9D6P1R~&6{1&44I%Ry&^S91}x=`S%kxhV{rwJq5LhX&sxf*C7) z!cBa$bbev$IdmLFq(~gF#NQQ7%w{T-;rVHq>vW4*3bf_^xK-hN8@>z|xPO1U=z{Yz z5(*1hRFq=otp>MH)QD2R0U`w$f30m;HDQVH+)r;vv#;_4;4Yir73DtaFE{t?y3ACx zUhXkX7Bp$289H+uhwxMQqn?#Zevl#~EUh7^c2%t)bnZ9?^@adB*az!>3}THXnyNV9 zPk-KkZ*&d(+wt2rGcAtp&O_6Ah$Pl411Va~Lr@|_C>!QTM`QZ{X!P>K!AINlGHvAXE9!(8kBx!??h;utuhLJ$y4arv{}5Q3PKcKGe? zksUFM500c--DO8>O_+2@&LHx|^nSCTGny&Lx(OB7{jKz_8#sJ23)d)UUDdc3+*Cxe zf>0lKMq}ive_8P|xs74-$(nc^YS@xU3O*@8SEus~17W zDXrU3Pd532RvSOrwXCXmYKfX+UEx4?oPXqBK9l=uf+YpqPXAG^^%JT~*P3WawctZB z>l{8I2ktKz+&-kS^Ej?kIo02FF*WXn{pci+On-eTfSfV zeFo!&!a3u|rTk{qg+rBw^rULQ;+c@2O?9|GT+IPFfKTC;9V=oZs;1!@k-hhX<};7#9~Wx!V+`Pbdt*{T%PDuLcFjIfDZ}>wJhO}LxU#Y6m~d+X59tjylCIHK1XHdmgRU}MbI(Y& zS49V1qapMS4iLHI%y@Fk%GncQ2w zDEwH78^4%`o=_AWr$3)~cZ^(uO_Ib20d{^eB{bVCTr;cLm~q^F5&shVUU-~me*GdK zR737-u7N)t-4N>?rUS+8POE;GzRR~>F#Ao;X^pK6Mft>u^KFjTS~ z;-ej_WC)(lfrB+^mJkjmBr`UhnVUQB)}s~M@oP&z^RZ;h*bfql#*y$Rre7FU5fF-< zGtwmblQY|w9@RY7H(1~`BJs};=By|37Ut(j)QSBiy{DXqL{of!Nhb80H85m<9-cx@ zt*FNE>N!iAJkU`*)yeOdRh^-Z+K%85H%2bI_*wXLsN!MShw2t~C>7alBYHej8dIen zMqq{WqVh?-fgsovN#SZCV^-{LnQI^LK0p2Uz^AwC(e()e zk)I=Z!n(RTF(qjvV*I?^*!DYp7O2?}S7=K%N~)DCZmIM(Z`{|}vWO=3-TC*B@H=da zs`s+2A5P&E7P^<{jqbR@dY`U^2shs}LVg`g+DkSQtwAmkeIaHo&#ACDj(X ztt#!mR6d89$U~of6P2^sr|JYY9?qO4BPeE_U%yvB$6_kFI=6~xkH)l@lfAQ8xz*vw z{;P{!KC+5-&jyOnstlf5nrx15&-YXcl|df&WT0&MHr88W=89a5V6)5qvT?%T7kJOn zjVRAHzv~56ZgH*^5(G_p2LK&Y5X4BjOxiLMqoB`!ivdOWY;d0i8CjN)#_yZ0Am4>j zSxQqG0qfb*zKrvT)bfFhO~Bq&7DUJ7AC4{BBqsLWBlG6gL4h68T&>tx)P3b*bmlu* zJF8o^rTqAgDQG%mmarQ~e-g2pIRyjtd<%xKn*Di{oo#6G@a+HD4~T9CG-|YOebX7~ zI{eE%d6_jS!dKrV7tmDu%S(M}jn2}x$sheIfP+8T)6ZuI6-vSvZ5955L0dss`pZ_* zEe7w|EWx4P`KYe1AOI!oFL*j$8)->c;~&ddZHbIZP&nK2LTl?K8nG8YlMv1E8gq`z zVS&#|Cu4=KOOiLcUI5NLCJg97`SrX>@7le&=wk=CDd@DMNV);WFY2%+;vSbAB3g_0 z;!=~iU1ej6vdZMKXCeWRVc>j1d$wM>a&^-$0ySv-h|QXAPw^se+u#e!g)74NF=1(i z6SK*)kc#=0B1NRz?;)M_5G2f}7K@%hR6uIW>NYOUN-SkB0Q0al)KwI47?;#duktlp z9uj>(QrGr+SQN7Cw5KEaBZ;OQ)ZMw|gj9P?Cxxil;*BnW0OM&_Qk1zO3Q3R1l$(w}DxL{y{}Oi>Q!y$NK<-JPU})$U zkaF<4dmmaD&0biyEu;3b{~{v4l9e0G`M44QVNqzy`fvZk97OS`qyP)Ye{vB@qgMS) z$eri3N2$sYoZ6^NAw$)@zZ=P28Cpl@RxlP4;x0u#yRwq!S)gZ#DXpqTqr-_B zh}U6aVFw*Rnm6Hw%---T(%0kY6y1LYMjXgZ=0NR{g?m+QF z1y2AwT;k1(Vk`Um02NXw2oL#h`3;L1SWbbPv>JT;T-znP7D4zw-Kcf0Ej6kD2jNyh z*@(Vz@;uUFuBmhuHq{u(J1z#In)86%gD<0L;sU}IPIfYdr(~Sr$GT_ao8DdH9*M{X zKi1d^KiZnkGBO}t=Vc;kdafsm(=4ntWP^F{%FDQd*_EtYubYlDCC>fpTUF!u-7!}9 zOu);3iyGJe2xh^!xtSB+l8J!HBRDu{2;(@ctf&zOxJbl$gaioMibj(|*TZIryx+Il z&xwdX;k9Mg>Vp}o=~S3?G@eM(Se=3)8c+b?j8m9uf%u(3 zN;GdJ$j)T{-{^y3mm;1Y6)&DXN=1g3wP_i0BsueqS&Vel)KmMB53i_QeMXIG8Squ! z(L!uE^pHxJ63^Osqc-S2o--X2skCL_U^C^-yL#u68CTM`H?oI+Oy-Ago7=Fi;ScqD zC(Y2@c_Cnu=9FgU2>v_sS+^!u5M6_Uh-X^`tt7>*$}mSeHiPFlie4zL{X2$bMuiIQ z7nPVlRiP-t320HSXQ@4gX~eI=@1uzn7^wCR4IF|W4Wj#Md#04dhSE^O65{P8QXFQJ z?uuZ&-#nFhDjy{ICh^#kd7Rzr2OPT!YyX*NQx z6&N7DK7ZY@P4r*Jg1(mVxWl>jwkw`go8s$K=+YC_pofG3&K!LBAEPXk|HH~h^Gb^2iL0D?SJ+I2KOL!{Ob4|1W z$wCtX9e?31_dEZO{Vx`l{dSL!A(Hno!^v@hIOlx&Wh{2@t!p^nv#$#)zCW$3ZpjJ& z#Kd*oozZu|X1z7ARElPlXqxx<%Kv9AbAr4J>9M7IsX z0gTikaaol=G_w2RQvFjpA_1#*7!yv9H{KQu6RQOCbQi82%bEf+oSDy!PXj$G51VhA zXgJzs)^&uoP2jQF`~3c~o%_b&*1xRKQ^d>gZo!;Qb$co*1&F%WAobb+6;(akyGW3m z^S!cxfmemm7}njwinh#pCu!F?e4(3p@`>fB$+aJ?mmcieaPSbCodfr z8xx`85I=n_7V2=2`>y-nm}ztFMLtAE$6r+EpaJk^eaALx@aBt({4P0G#3UOD$%Jo2 z?<^Q4THA(AX!{U3HWwmr3!N8+E>qT6Wi`?tyMB(4sD)*;5BT<6q&d)cVCpbuZ$wm-H_f*L8QuI<4U8`Gk( zC=uK_@cbPA4dcb7`+ZY=Z8Q1Nu4upRYV|RD-F4b-TzyR&JCGV$%#;O%bCBDaAC)~p zFbEo#d1zqg+EpNAOKX2WcKhWp^M3r=yX%-Nl#C2DfJ_Q_S;~xVJ+CLw%V}tJC^Ms| zPv}Y#_-kFs=x-o-^OX1wM)E1d45Wy9yl{^aj^;yv3mr|S)s34^u0S+E$ner(TRtO_ z#FLeA!x6|z=@4*xkCoTV;Wc4a4I0(sxEw~U8nI;1MQw>%NAna^OG~gWHtx)>X+&v9 zAJwr%Qy2rCqc$xkv@|$>_v+FA&SB89s4U{(PQw0OqsbC8C@xy$)-G1oC^7{fF5R-B znLo#F_q-jG4q+CE&$eq=ooiHEVoNMCa*-}yD>kQDWIU?o1N6B6#qx0}|zK4XlOcfr5rRCDSX+FbNM0 zb4CqI39}W28AWkK5kf^J2_B(9jFUQ0n#GS-=n%R{DU=o`7a*rQ)VtICwkSR-!;3nM znWrrVd3x4dvRKw?qpL z=>XRg@NPK7`potDgVla^=zya>ZMqiB@8UM)U5#xs7}8^R$l|f%^4uVyxqFxMe({Ki7JdqWBezP`2W-8EN7nrdb;F#&ZbQYqMTpPF zeiO&?w$&fP%1thBk<0E!ArF9LKGWB=tDyLZ^1J@)DXmOZ;sq(-K=XG=ff2#&F**qJ zij83l?JYfyFSt2wwz6HIT$YZ$0Uzk`Pe0-LdLVlPebj+QJ0bcg*Tdo#%OYNRs=bzT zAVtF6Cr)%oikW9fftJYghL>brhdT#pjS3*;0#8Z@b)^q>8#VlaJqEa{&hfahulMm} z&A|V)of-5!VBGz)ltR=kjfbJj(*~Qr@Uyra{`OTdb1ckWMR0X0I@Km(xe(v?MD-J1AjV-^ zQ8JeYL}Ye329e+?s1@LH>(Fklc}_JRIE>XmE8Pmp+uJvlsBe1^WasM1iex=cT+dxkeb4>YRds&sU3>jGv-X~A ztU1RV!w?x1#7Nk$i3~m2S9(~a4n1__)DDVhaoRb?nMZc~mu)g^&L(9%oL=s9XNy_{SX*nOFBV^td7HorhA!5l~RT^c&w#~ipqIRdT!8CrICqS zi>sx0!s7!507_T+Z=1_M!V$^KekefMf22M}F8!mpOH;P#=Fr7Pi$MylWaW;%8hBSj zTN$eeZ_caOl0>20cL4E%w^xrth0N_xpKDF^gM_qpDFZbGIby9w)v;I-1&wDGMFyPx z-X9<2XJwYiZv!(I@6LYjT)Ar!8Kz#t-mP#go%(S`ps;ib-F);S>@H5!L_ocGd810q z`bn^>5!Q|S3y|n)YlkP+=k6SlGI@mP({6G_ZcU#NNO`2d^doXCXOH^tf3!&EU{s6K zA&L(Y2qY)?+5Z~&=ERKKr@mp>%fuJ6@IxoLDWtGc$l(=v#&xk&M=X(85N2vpAZDtI zSqY^$(#L+?n5CLdxVhMl2%w{sG>nHqX7c7qWGP&ChT!MmVTnE#r7Et?LFQ96Rp(Y7 zzk}@SCv^Q=6#u7L&C34Y2SlX_`vGF)&RYy0x$oa0%c8Vlw5)Tq@B93?pTFTPF{&Uy z|06#XP>ka0|2F)KQgO(Po)^E^(KD3~flqzqr z)d55D>hJez{r9!r>MvO_Qo73!BC*pSX5i5x>Hc!JK-1}&Q{}y3fXkP^Ho3*6`kyYT z`8~ZHKdwlH6BPIKdiiAcx(6((1wv|?DDsi!l8{8MHHCuHyND1~?QgY}K?P}_9}jrN zM1zV)&=y`ozu&Jbh~KWcm)Obsk?0pm#AE4rD#iBzTgFa|XUR3mIm0C>!)qYbb`O>p=*&h%aOus zN+*DxzW?$Z84Kz{bGPVw^O>%=$UMoc%+sTyLq>Jxd@mpAI$D?9xcFQ5J9FCF0s?9) zau=Bg%P}H%cztEzIY#t?^kbHe8~?|IfZMeDlI6t$&|?YmgxzgPe7SJ!NcjZ9g+Meg za6(rh;3K0LNyK_6{XU7?969?Asf?I~#Wy&#U2|6)>~E@b2xZEC7pxaHoO;7jNC$m( zcWU3TNu?W*vA|-4N{xxjB%DNau;ox0v_|NaxnbwUMw=jS$tw{k$m~q3x5=--Z%tLe zc}L`m`+lOYTmDi*Umw2Fzy%f zL%#)Y%@6%75nAhGQ`v#iF6~FkQr#Ib$?K0F;TxM1Wl`J-Um7>u5Rn^?Lk!;Gc0>=e z0A@_~r#1v8GWc@i>CTDQ2R6)Jv#rzGIjt5MO0O78{LEK;@p$<{` z`aw|m`^Do<>v0hWP;7fSwOB?aT$Lb=#gG)qBp^v*q1zkEPy*SY{tU9ZV=HkQhb0^z zC5(J4U2(pHmy^RzhCp7IzCr5!UPj%ahbhn8MouM9JC+aYh*A=~+Cm|0E5hY-iCIVO zVt0>JHV2m_YCc$PAo80`%V4~c4rU0F;@Cx<9oH=MzB3&(GEO?sGWRwXWIB^X08M@- z#v6nk0R7oORJ_(ZBD;xR3gHyv01WF;qKn`lhz|zOV@63MFEA|nLJl=aHT*7JtkvKV z^GUphoHVg0*MrBBhK|lN?4SvW8*FSc(wCW$A(2Bay5zDy^fMWbrTTS)nRl9sAAc|A z{2pri)+U7k%BDie8;BEvs4-j~EDA?KyA*seub95|b{f8T({OrvZ~lD00W{$3^!9Rl zZ#g(R&7N4C%G_!9>V7kRKDb%Q917(&@DDRGU;;LLn0NVp?7QEayEJuQobR5@A8534 zfx-EO7(kNoC*kcGwl-HtW^n;u?kwV|HE7!etS>_d&tBm@ZdUHLcM}iVwQF7kQl(x~V0*m@E3~hgNC!`|7BI9v!>Sb!VYHHi7!BeXt2r4 zQ6EJJQ#UEFM?))ZX^9QG_>2-V38U{3USJLWAInmjIVwB zU8GWzSu3v6&2M|pt`~GVg=*D;DxT4+Cq)La3;h#@Uxva$&cK?N-frv!$e%$aJR5gf zy(NO;IjT-Y%^@RdgfC&GL~OeUvdIw@u%INFvS;$?IgUm42`urwCaYLI3ZSt`US}Nx zNuFeuruK1>Z_PO@`q9$vQ_Phm54S`(8maj%o>n!64yGK9(Mvo~pTEVvaN=T*e`f)2 z(o5w+2ZlL+al#9AA#{b4zUsPCUw0*quv~Xd1C^{u$^#%`O!5)OW_lQ+u*OZ0h{jD4 zh)Inih!9Pn7s5&Ez5G(Yzt$c!4@pOC5(vS|ha3;u#qXW;RjIe~FFat_BgOfKt_71B z>_JL)Ln6lcLgdW9#7DLNiZ#CYoBE5OGNK+>rV;l+I3C2E^J@yn+evg+(*S#1BL@PT zRxJnO7a{F5s3sDI1<23vD7JF*@cKjWEYASSc1~PPS~V7Q!wMye_;0eIu-sJT0g?&m zblWK8L$IFU(sf_4YLj+DHC_OV7-J_XN{{^xFOH1&^?Y#n>-n%I7?gC~*I!Wy1>)aWwWe>n}c6H zl|j#nY%6OYr5^R~MHAbq8Jwjr1;XazW2&SVa5Mg36n4>;(hEN9OsIqO>-N8$s0CmF zvO{C;kA^xfmjD{sms^i;IMFl8;w;s>RqW#tWS34ck7nhKVX`d=b@lY=hL-d+6BM&? zO{Q(&lXVgF>Ae8;_yg45;dUo<`sVL%XDu6)I#9d>kJYT`LCNQ=_Gb#0K%vLF!8He# zG0n|$51=Xi`NJzKYnt0D0UC~MdzT35wSR5?Ujt*QFv+YNl5t0TbxCe&u#r%gpC0e6 zhH>}5MyG#Rh!V8CJtzVXsn|7-d8f=|4_+=dI&OpAFWRoU$hHKh0Y1W79d?9KS<($N zAUI8P@T^Kt?gA7Gm$w6czzca7&oov(O}_6OtGT#AH@MHMp6=e+N+Hc*BY#}jlzWvd zo1qr?a{+aL=17HWXr*%TYn7HNIDTV&lf#Mq;U{7>1JPcW-k&cy6jLp`pGFRu>%U^s zB^nw~W{%#z#h_0j#zRKi6>B})Q^KkTKG*#%RnLsT^pvId8Mz*G1fC`m9%aXpGB{-W zp?TP|M?ZREUIx|q*>X^oRG<7>YFX9$LFLlJKM4oLnyy{ku<=rrPlVu+x@1YEROx90 z_qdda&{@LKraeUF@1zbu%IU_Wd<~km)`Hpsr>22imWo5J>)AHr8qsCb^)3h6 zQ|#P)qG;9y8=x-W0>o%CaK6&2ApU!=&9)@&5D#7Rif%+*z@;C}_I*k;P?y#)={d)W zjP1=j+^r_ZIY`NiG;QjmmQ{KXg~u|JKV~gG2vF zW#W3#Y8+21#{^jZK%5Zs%lGwYaDmWIxmI8NnkOBwX z3{Hl-3;esHQ25k$9RGzJMb6i^*@N0e-L^^PTPwp|-0#W}4Xv^yc6d|Ck{y1S)!}5( zrI=M6l0aTIErY*1Z{O-Te1C@G$X3rKQ}K?;A9z$4YM|{rzdZkSchT`bR&I`&DEmqQ z9#vGe*VGX`Ps{mRzSm{T!-E~mikMUau>NjN4egsLmz6X(k5x$7Hx&;%jrrYrU4Aw( zEyEEkl%0L~BSbZ1_8}M_H=Z%qOx$6B^pBHB2VhYAV0XLLd$BK_z+B(V@%DqW33rcV zUUqt!s+W-j;dM6w3mTc}O*;L)@LojE+peMQBN&qM<(%x%{f%muu@2K>A7OjDWL$na zTB-AInC{3g&bHYm8PnuMw5pevejX}Tob%YJ&;F2?mldhvl;6!oV)EgETtR1Rd)vmD zF7Wwa=v?9MX5|G@6m83U#YxoD7lFS!6>)Fk*ybH8dg znyA5hIBqvmy%_Bu2wMa*Cwl0h#LP2q2;ae%37kHnoHjD4ERp8>P0lew<+c4}y0-T& zI&w;b)KxB0g1Sa{p zH?;rx>5$ji`DA`?_c&8E^|`M)UL8rA< zV|0+ixhLM-V|q(F@t4xWOVb%Pa9uFc$r)oJ9UKLQW6V*o)JVag8v^bKPm^EcxqJ2b#w}V=`Z+9d(^-(^jVGlrUxrm>quSOp_`& zV6a6Pv+>cy9St@4&b9drl=@bqM7kz7`*MN-`(XIET*#$4`m$%Lc=#aDk|8@Vhr6;V zV~>qK9>w$4!@>+t>xIj*2jZ%h6{hBo@t45h+6||M(0zD02~*G6HzkP8%Bh^($K$Zp zv;}C#bvz|WgG@_gm9d&2`o?h<92Np4t{cgZX!H6~#U2o|y)t6^lfRu#^f|K@ zpNf@}^Le&qzSoHLZ?&Ctr&$oRe@O7jW2@LeSDhYLI|{@QR}b>U)G4b#P0SJu9EODm z&=RgYN3@o;X&W2PjfLOMN46h;+})pcSr~K{pX^E`KI!iyfAvV-{qV#*oR#fnvuAF7 zyZM;%nBvAvvE%msj+2eh!kh8RB81f^`TCKrUMAI;jbkpa?i*85n(q{GN|PrIxn{Zp z?_1AmS!v(~uJ+}fjC&SgKGrh~-SMTF=9#(U=r~(feYnY{l)c~WbM+0B#x-+)R!om3 za&xSWy%iPp>(&d^GLa%>S}m!GYDs}%^Z-aaBolJ8`tCl-jJJ>j(rliep=9&H0y6$rm-_OvD--d=7yyj zsrjA^x*Jkt(8CO{;2icfT!~*-%IMn1!`|NZ`=SGHWFy{XFo_}=aCaQt?|w96H|KIw zo8@gR5}WnwliT?jJcxII=9}xkKT(&H_1k-f{~%JSH236wyI<;$U0E6O5<>bS+oq#A z?)DQRg|2_c4MwML#4W@*`#7}n05=Z^w?Ny1A|g%w1Ld-N#I5@^QqBIMoJVwtyHh&= zT~I&@&9`-ad2N6fM##Rfy0=tscv~M}tDc`~^mCkn^OyV3#vXVy+cy(2r8y*k-<|-? z>!Xas5k>xG(agD<2pn-o{~UN4Fs(06m=t`c2Dv~gBwkK}GF7J^`C-`45WjRdt03|h z9iu4!RzKNdRy{whx!Cnc5T6!4s=kf42pG$;WQ(1s`?aGKLZxBxbV+C#j(TyqvgDJ0U8far~Z|`5y2}LP_igs4HzDv z3^XKO;^js@%@a~-Zqzbi`3_J6VRfaKNB-rgp#)`Kx+Q=x1?uhJuqx`AeNb7dT-T}i zzYV}31nqw z`L7PIQlEVYF>==}hRb@XmDv1wWJcq~s^>4ezxMSSA#+J;#1T+mWlnP>{$Az*AErxr zb&fI#I;53!wjxoa;NQP@Y%!^jz422iy+Bl8dOS`r(OSr>wCx3-LK1Qv?w`B-Y&%*w z%M_Pob9({?je>Q7>d{JPelCBPR`wQ-`@Wfg6Tc!xHF(hB>zABdlS~Wbik00#hubWc zNVjOdMx$9HrKFf8O#l@8rE(asj#~*6nPp@R-SkiwZng~SSYCwR93}tUvJlfCg#I!~ z+$b@B$n+wBmD@o!=JA9c87z!oY{R@LdN zE4%1+$&~M1pcCTl5lkq*R6qI?nq3!#ezdVMNV`3!sl={@pIiPhp}pbxm)TNHb{Z?m zp1P$P{b&K8%MvKWR8&-;A*}XRv(a_T7_6T&^F@ac?CwF5E>{DWP7-g5ZC@RDIe$Up zc*$KoGgtI8cNn{2=$S~D9tr`fiO7_2qh`}ptEQrYUz>eTBT_egwl_=530m)842dF7 z+?cOgy!dU|gb}{VtGm>!jy7Xww>f~f9$ zF)1esE9NuKx9}}c3ClGe3^$zDi6gJ*tE6{PFfsyZYM%V5hPUX zVlYZ(iWK6+p)b2d1f30BnUo)2gkkgmEvgOoEnCb4d9ejvO2^}^GlJ~?O!)kr zQi#(@6gJ1;Fu1(9OkfJ8;e)_&q?n1<@fT!Km6Phn;#0|847X?pnnIsH-q_E#928Oy zlWS=;>9wT8HDRH8f>&(pU@HUs_abl4R&f0kr@2{NCwQ+pNLpNAxD~c2YNdt9-Oq%a zoCv7bx1%5dwMI{rdKGkzeZ}jli1_F&45nnRDZU?$nP)iXIo53lT10IE(2w7Y(xOI) zYr-svcM%L?^89VG@8dbU_=6&6`bS0rZc)@HbX1%P>B>HJupa@h@g~JFy&!|i<_SSETBp8~le1ezn=3!Hg3%^_EBKINJhvfQ$0YrHj`+S)! zya%xAjEVCxH!V1=kw2KLx#VdfnZ?~ag24Ew*+fK{T*dT`q4LZ~3k#LdjU55_a3i)E z32v81^aL&cexRyppYU20V zdg%LWY-^bTG!A!HwdlIbii2Iht7P}&Bnj2kZ9l*1_EDK5r0sjBjsJ}af|1=nm;a2| zv2y)0vCWojIEf8~0PB8x7x}vZI4J{)lLdWA{J-n}@ACh2nmGQu)07|_{XaV5A5q-y zT2ab<^~C)}=poG=YH&WWW5!&ylQ9YyHO)VSF^bbv~Ozx#PJ{U1)^&QkUMepo?}mMr2F~>b zIwf(t(WbKuX+IT8C&no|bb+!z|J_?;mrk>~Q6uygs#e_V^WQ@CrOHhO!ks*~M+7Wy z$3$97YlrKyW?dDECHdP2-0~eI^p^6xWxbr*hY;6WQlUro{Ts>AD#S#-%%xam4o!e4 zlEe(k_@`du!rY`vN=aAeelreQIM-nF=BBMxzgzUhx#znPD8A2@^BTHH}*Prn8 z3(d7J%VgeJZ_k!4D=9rZF~5~YpRn|`K0SpmDB%vSvF`|EW~i6#ZsU1pwh zxA>1d6c~*gwINB=d>ds}0p$XL zQU(ib(~YE->iENIGq$FfK-_aSoy=HhJKD9TPo-Nr{w?26ot9;5wAUg1ijJA?L!Z~P zIN$9$Z*dI)<(7+D3d?OgN1kex{56WmTG?l+GI6Wi7Q*)t_RI&3EV(bXU0xxF)E~Pw zGN9VxQWjl^AEj!w;~(jcm7k1-W3=3ZzRKB623$MM_mRI7e!XgilY1eaZJa*7(p4)M zl&skR?G;0}FO%^_s*cgRf{o*6rQD#W)XS*({>U8!S8bl(!AlisSUNvO=ws;xrHN)M z!|e&dM-@;fDZ_(Ak%jKC!y7kFa;t?gS^=9aL9?u;7&x?lehelT;^^b$NpQK8eX~$^ z|6ABca#0_8Ufu;Sl1R!+on8p_<=4J*k4jSRzL!7`f4>Y7l1Zg5Dk3I z&mhw9xw~RqAEwAxkf;8Jqs@n*0{w|Y-+zRkH$N6#I}J7MF_pQ+1E$N2O9<%y6OxnU zWCi8A4>8|t=Lo*+nv~_vg(z<``lZC0(#eM#H)t4xrx?N(#V~ z^vRIXkZMGP;wPJN!zwdogvA&|)v)kCA29(<_6Tfy;wCJd5Voyro<8~o2V@^7uoAR8 zSZk>~5B_*EQ;M3dWwPtC?5C}CXwux(Z;GZJ;%X4DACoD9wm2sYJuVDXG$sY?b4m^G zTFmc5H8rVWXikFqlQqieZ`T0p7d?MCx@F!E8ov)4H{~N{9ISZMLnE2PT@fSP|H-Go zj53lf zx=ee6<19H8`nQw__%Ae{JTs3CWcz=>e4X_mGyKLo25xOi(xB)GGN@#nP?$~pp^7D7 znZg*34`?uE_%JqBNAaHgT4LQzTbvEoJsPeACr93@H@BdL2l* ze0Gjpw7lD@y#i7sR&0HRwH* zKfR?{Vs0p@S-6=z_bJ)SgSx_b+fdJa_K=E-f9c}+c8+Obsj+-~i)XOo{y(Al=kh-r z@qZwE+~2Q_*f|Ck8g8+n`Y$C2j)=2a=l@y%zstG*0W)8^^8f9)k~sCHPkKM2ca8<2<^yY$M5i7x2t?7MGTr0Qg=U78;Uoj>##>bUK@Do`Q@zuffv07+?;1w6AP@u2Rt~3?>v@{;PP9!adYQ6!(oZBv>B&IAK)y@c}bh8D>dQEd-^5-#;ZE0qgX>M%P^-@T%8F4eu z9M%VlEATrcu+8Y~ud~D_Y~gFz{K@9}q&`fWA9RZPI2mSp`LWKnWV+xKc56Dx)-c&Q ztz@BZQC_=Yo9L(Y@L_XjaFplL67ssW%fs9vX}fD3qgM{MEFSvhAjx;LoIK3<_y+Qu zDud$R!u>xm3CPOL@?Xe@L*2?%?Et4c9cB-Ll$M8c)%*fFaR?fmzN4&YP69;?1VmJm za*Q0Oe$q6}lyc(imG@O3Q;u?ioCL<41w;%ih`I_6+SSR*21CYX!s@I#1nw>u1o>*9N?g%)9-0opDhu&0GhKnka4? zv2cX*T92;}F>n}v@py>QjVc;KlFL86%>J6>&CgjNbvDJCDz3N65PkA7xoa%!60Y{gFOpaeR?B zQlwE_ol$uq(VZ|ubVGJSatc^XSVUA9vH)3`uqtL(s$cA`Vq6)dGOK-)kn29HuqqCA zUdrE?-kB(QpekFDx`6wayE0-`;k+QKBHUbwJyqQ8H|eU_r`a&|C5k?!jcA(rVP~e@ z8-lNIe7e?@Zr*o+Q-g-B9ekHEOkCFWB6z>M^y7CrK85%@&_>gt@G9W7q9Y^bZf7T* zI1rN*w!3{HJFdq`lLuz{y=y*l&wLE_27yc3rvQsq!k^gwbI5Dv5I zYhH*(Z`e{PliGnRV=M8TmUaK*LlFT-jUxgR{&#ZEe&KDo@GLMdL-4r;;t5X&+u?YDWJ#hO6_zLy!L)}j z{Bk>OgO=_yED4;!ry97bPD*gkHn3co%&3Hz%I3hE$g5?d@i9YUhSJ{Z8166Gm$bu@ zu5gg9V6vY*zSIbA@st{>MkaT2s{VyL>87w(&#T4Fm^}}xE`eo#fl67xfFBczx@T!} zd{u67R;^(^rD5gRe~4YQP{@`QJt zV|FjNP-O@6k9Mcz&0j+Cy+F+0{T}Vp6=qgh*@1D;0)w){j_R7}HAsEmm^a=E)-FSd zpK=MmM0|iPL)GV+<9gG|xj-6Cm>6j&9?TdLjRg+F=&@DW?h!CQm4Q`JJ~$dY~uAjny0RAz@3OxVOO z>js|ABH(Z>eLw`8U+)z&|E{7;>TP+JDGy3QZR-R&LuF)IjlqhBL<^bTym%3}`1T40 z+ydi{bhPQKhaqo9H$Y;9Jb&EEf&yvHR_++V7YVw)k1M^?pqv!|b6n zjL2Y9y_WbP01mb-7&3<10*HbR(w9jCS9DD(IF}nQn3n@{>wM^0jL_FNg&t8FNuccD zNl}2~5aa<&`mbP^;@CMpN8G}Nmj}g;Xvmjz>_iyk86V-btBk1wD$Z5{{>Xx*7KcSF zZ#;pa)VOxzSF@!*z9IIvTjaNB_lf`23~Cm-n=mNW!de(Xl)^hTt9O0R?&q|;l`NWE zukgO#UidBivd^%owzl9M2ypj6+Ng;TwuAtN4;cF&4B>Z7*?S~T=-S)-qUgFj1FgT) zUXQ@g3|=na&WKm96YSL}+rsUBHhTqxK!uOqGC48HW2QOmkfLV@iiMbefG-nO7M2&bjWFBNe8bm z7tH?n?NLM6a}uu&LJo+n;zUrVhp_`s zHebT<8y<@l*vEBlBED+Ld?N~W><;5B`o!XuPwzRRn*^)I949mjN%R&edy+UiKt|(Y z#8(%3(%7GltM7udoxnb5MK(ePC4lOBdTse-?hHQtq)c&LOf77pYitiz20{S{))R@44g1bp zO;w~zm!n^9P6e&Z|7}X(f`$QVS07ZD^dA3UX5r!SKl}ORJx5=M>UOkX5`4E%ybjSf zSh5qh*PX$87DkR%kBWE(J2Gu;CI8?X-M8{HzP;0SkYhK5hxs3A-i@=yHHN1>-qjq7 z*3HZv!=q45cok)`6)^^OE{vU?d?p5n8i2Qh`u1r*r`{_B>uGp<|-Qd3he;(*#5WP>0FQ2$-0*^Ht)GtG~FC z-_nv1iaH&VabE5iT;DO{v!@PV?62mUj*m|-aeaJ%rDCl}58nYPl}MW7cvtwP3AJ-uB{W0+~>#@zfakBoNK3+?|8=Ih?F@GMQ046x7&cJ=A=r)R=;3Y~N zcIGTG)zaD?pS$XD(V_lW;?2#BQA4esmIj$X*X8KX_mFcHtl8D=|umIkZ5+ctK>|kFu=< zdZ~=}d0QIz%rQL69i})`wRr!CwEP37c&7#ks5AEy*VQ36f_H+Aa7FZZfoP&s`c*n` zX-N~^{G~fBNqUED(&-e&3M4=>;osEL>n;(D&h76+7C;5DVKlIt0AV_-jiv+RgUi|Z z;$s2U=DILKzn|T;JW3b~K8ph3uZBw5ly&F`i1!{S(;H6MVKAaP9KwebF8CcRP8zP3 zhh-n}o;hFa?sb2~0N<7&d1;Qhh$Y*l*0W)isuu*^BvFyU6ZW>V-LgnF+rVgoL7ly1 zNoDnNUSL81qItb>D_0Nv%<^Zvj7KllWv9T$1&X1!(EPYavYw4f+V-oP@t*<1O@x7R zN7OJMRhkX^f$kfC^~Cu8t1u)KS@rv5#de*PhKoq`&!w{sx6T{VSAfvnB~qc*q^=v5 z26n7O;?L;#p*f$BhK8jd4Hgg$799;o@YCG_R3vDl(-H=PcSK6&-`@WXrT?co$@Tvn ziufJ=@qhC8jKWj>juA$#L>{srl!z^ro#c8faYiOi+iYey+EXi71dn4YXwl>0eTk3m zrWI`zwyi3=vtZ+THmF>7T0u4VTuC+-7VK=wWOih<>WO?~_a=aNli?hRC?Z$@A z_#_7HY|4$^jVIf(;NI7K>I&O5ozJ4xpum3#W4hxk2>MsYnH>0E+gZ1}P&rVVxOFxVzo*JdT?Bt#MDKx8S6!g7Hxw=S9O~vvod}Q^`p%B-1+o|`Mh9@GM^eBzBR_X`1f1>Bd>QqV9(Z(m!%9X zu*5P;Ut3MBx%O&S@u5=fwRuYMEC%`WvE(uD&u{QFR4#2LdeppRXu6WKV$c&H8)kJO zb=Lc4r$90V?frSZmmX8pnczgl5IckD$;8?@e;964p-9=>qGif>HMh(`TGu^Kvc5~> zaDivHb1*4DP|%^+I9esM_K#lKk_{~#uo3oqsAqXiKQW>;M(u)z^#Ww_?lS=gWU&3~ z;gm!%OIcA3OPN0KE*+1PHU?KTwn%fMdWTo;Vfvz59`Gg01fF4P7 z3uP*9{*~Jv$^YGdfrt8r;Xl3&q}RGtw*f&fNIGtZ+bbSJ!R((V^zgVJiCc5Tf!xvk zln*(m@AlZ46ytAnRs<5W^`BmSX@Wf*+ssDND?|T6xq24aDcrAk{D3_s%M7D`MbNUd z`_-g%zngX_Y?G54)LkJ(>ksEUS5=g#u9DZwl!L6E+iU0a(#K!8pC^V5^sJA(ehftF zq_&34;|Lx(VaG_up*ezG{nz4@5~Si=jDOaqzg`}QRAQ4U~^&4-KI z>nB#781Puc3o#7I+6@-8*KDvUm^CsqD+%%apjgvCAcP-7m>Ab z1)J`YazdyEMkXKy2@nzYEEgYju0gu&B{}I*Gg=*~pKGmcdr(QsJf-sN` zDg)yN40+(-S4PS40{l0-Y)5*C;}bZC?WSVLI}*E zImX&tEnpP3KgnVY=q=(`>ODHu|9Uhs9QHWl9^1;Z{AVv`6?-d4Kp3HKst`2g^Z#QQkRm$+(1<+Q-`HlBw4gxA3scQ7|+Mti8uMl}h zbbhmj7D1SJitk$I4BvE&2qbT}QK?W`;j$k$B53v6f5c_!^&jp{`N8ZJ9ieiojx`NJ`4;jAb*We`8&FNx~lt276C79;zQJRP{U;SqvE!9a}b~F>$#1 zGtmc&=*YbeWK75KWV$?$=y&2m@x(J`K8x%_9(*Pd5{4Eg-oJ%)BGwDd*;ho#8Bf7uWB zEUJH7HS1g^gM5VO0=br+{19yMBAte1VixGG&9w`^`J2XbYB|-GE{0w|hFhQYlk9Gz zzsD(k`|WrvW#qeTTASPw>J_?Y!V0Lj&M3-Z(v>hV4JPp+4kkz6$RH?u|DOPi)$WN^ zsO}4FAnR@~D0Vf&cZZa};+Esq7WU4L_OAB3HTDTlL&b2*S*=a=G?S2!#L%1H$I>=A=X`=U9y)02wG^ne*gW|dH@UaS%C=C$ zxC*#eKz{EqyIK|aeV-#*09@}1?r@0ud;Cak`X01)V!M1s%g6+#cAj~1L`;iID3Lh@ zW8~mK9^?jtLvyJ&$(VRJ#FhtRMt^PoLy^HNLjYrRv^QS;4Qb)@d*8ooZruOzhy?t% zA!nkzO~^kUkf$tx_?-iG zKn>_?qh+%WCc5b+Z1R0>5a=4pt@^(N3J$stPo_tVh}U-vaEMQj^ydhFL&03myu|C6J!S?e!X8{iQ5WoKK8v(3 zdRN#?-b|eAOv%pRY2+eWEtLYW1%G}4u;|=rT~$Bt10Qdvo!z}2u`y`tlH5DO^o0vj zbb!3}0dW5oy8n?>0djHt7rv5@)3eku!yefJNGsOgvEQE-v|i-w9g0XuX33BL%r?PI zl#j6|cnx5+wB6IT6_~V;&BmB#B=Sj9)V9G}BX8VZjW(j&mrw>Qz&W_FqF)uwX2FIoN%6SnooNRueANiw{i@e_C!J#}vn*BHBkH4Rixd*? z#*4%BLX<9qWA|sKF)#UMcl8lomWfF1Qk)6UuB(_lhx_fr_h>o>oMumuU zW(A&w47Lj2Z-m2(75%4AVd481JwHtoQC;Z&7Qfi8{Lvm^uCq#HbJ8X6e8`Xm?iK z5;C@p+4z(*Ng&RFs9B`E5t&y%q9gX9xn&qp8se0UiEEP(#^+S;aJ#D5PJXuU$*dNA zK(?d;Y46B5iZvL^sX_*w>zQGkT62Iou?<_F7k=~{$nUi@`PusREmVUE-Vona^-b&$qX5hO`(r6em4aIZMrg!=1oyTZ+XO z_Vr&dqq)PSjwNN?qN}^>qV?dfEf; z1`ISlzwOIo-UsK=`fHEiVN`1V^}eT9__7HvUm7-2G0tusN;RTD4YkxY)v=wxUY;I> zO`%vo1;FfaoO>w`G897qRx*LKgrY$X#DyLS$Jd>|Nq&Z_cWo+-p6Vdf)YjJMp^?c4 ze=DR5H*lXO--i7mH@0hQb&>BQnMOP4nx z5E)a0y$4!Oda9?j0$QvH!&6cP*H%fhQn;E2(W#DOje!^WEG@MjZ&_G{x3XX&4dKA$!9wSu{#NxJ2#t&Jal;x12|^!=m_zg)`k z#Xkg^b<(Ts(xl{_x}&>WqB-Kanhn>Px2z55Zr-X{w@9)O!fD?SJ6}h8$Oq#}lZ98% zk~37{leN3mfnx0K3+43I%ux_|jUrYWw3@=IAfXSPm|~_+ePU*&ER?1bOLi-!(F*KN z(QBlcE8&rmpOZ0zeyz9T;te{x&>Y;{Z9Ojjj~)us+$qPdAu3t6em0WQ($~L5Z04qO zG>O;9-uDtq-_g%AOG{7~a;;_28sUYr%XFlm-%Zpffm@j|k9PK&X3UC{o@hYm-XSZqGv{ajfk|q3*<9y9G zv_r3a_xSJmKUEREQ?sJ9CFRYUSZV6qD+gDxDD)RHdS&QO+!O^SI+GQ@hWn#>SDy&E z8a36;f!g$RuzL1eVp94ld6X6h`=%D7bo6QXZM_wq_y^6nE7rHG7-drv!cDqov>w#@ z`JLoj)2D}w2KojD`BpAV=Iwl`Rr9R--r>uP4yx7|in%HzwH}L}2UDD7q>A+9F8x^T zITv91Lu5L77*S~kIYN`{h*mR*S0!nR=KtXJ&of?%D5y^R<3#2P z-Vf4bYPshJanSA)P6$#8y6G9ft*8VYP7H5UckAiXFb0(k00*T{EU`CR3rGc_>zYP1 z27>4;tsw^~AS=2zdSvZIvByI{Z9H+18CtOrnnJWrdT@SYASMhf4Zv9?o^?8VS;}4s zwzc2->w?p(66lvXv1tg(1`Za;X^8VbO9Q4pl zM8E+)j*~`+*097Js!_+CDvo&0P80K^IiKQ}4d%5E8ts}8hrXY8XD05sA@Iu2;er7>Gb|kD+ zV;%sJx$xx23qnsH?N5P?0j+c6N9C(*T#|21`tC_h=)b~yyTh*8b$jiNDb{8e(SbpP z$Q_EpE!;JKO!RH1=9S4TYwMpqv(HE5<@G?gKzEe|pQd!{7|_*%kv%_i4P1y=PiS>+ zX=E?Ww2&L9s{U{^=YJ;<=#Q)}>cLaUoW2TU)Eh*++ZuohXn7(QO#0~Jr;qGGQa!`P z{1q)q_JG6&6<=tQaeunU<(8vLRS4W1#n<^|AVY8Vt}|Pxh~smNI}zk= z-#G{!U%Tx+Ir3Gstf<6Qf2I&_@q|%B>Y)&bm1vHqa4^jdU_c&$gSY44GJH`MET{xK z%vkTNa1M_F6JE5_F7tp2wr8^db1}x87#PA^4L0(`8uV9U$}9wwb9!8KcLJYp34j`# z{Juop7;Py(Vs9b^GSQQVA)log8T(r@2`mZ;EItE<_=v6B!dh9qAh#_x`_Y?!wozb% z6Fn_#N16a+1sPxWr>f|D%to=eX=+@iMzFZZPnh79ZLv{*1&WfrglD9V%<>Gry>Lwv zPOp%Ox8P;EQN2(E2R?fgeJ99A%@nv%*>_g?Ev2YZZ`D41BqK8j?`UubIN@)`XfG!-9o9t7PHwb0*e=60f$Jog_y*m-vNSz)-TKU=28$3Mz+ z+mJ;}3|7&Q5{wzc;x$>M@LXR-5OnM^^T#*&BmKnk&bz2u6kTf4TAH1IJrqP5djNdjP7ewFd~-#n0!#9B#yXZTX*PT}c6@wRVQx)J z078J51Cm3>Pmx_!mkBP1r|wU~?|gGz%$;;iJf~{i(UUSybHLXJw!NgL)J6>e|Ndpo z>-G7ck^nO>|JR3(or5)Ddk_nt;h1ZlpILkUunqf3z;*pv*^<@N75w1M=YcjaxHmlicytD37W6+0~*IjEFzf2D6L zT-d7c>J5~_v>^VN zX;vt|fMUZv;ne6WJ7)oCoE#uN`;Ir4;!u%G zhY1z(2!#jJk~AIC8@fRFitIF03x(L+Gfve`0biIW+#kedbS(?Hg^Yyo<6`G)@X*yR zb!r}a_HfUEt%7@e%WsAy^XF15!>AWlWcgxfc_ebb@yr-NxNiZ@Z>~DZdy}g5PXB(V zxB#?zUoaCG2e@ZlpM}&v$iVV>w*pUg?0zCsfbAi!H^$g+Kkps1-PuKor0br)1*7s& zPLlc&v|D{KnNc|SMbgZL43Jn%GLa6TB*AZqy#o& zn0?e>1G8m>h^qmq8AMYd^YW8wV=KV_m>A9_C_mF3e^vzqr7TvcnY|Q(!q^>6c_Hm^ zr%t)dOJ6W$kqMuD1--k;%D^2Pr3tT-Zjll=N(L~#2rH=b!$tfUuFg6gut|b~zS!_6m&j)C} zM|q?C>UOE6!;N4U>H3EWnGu1Ltgc4%0iqD4)jZ%kxr@pKFzoK+Gw4GIS@kUMJ+z$L z<}s*~`E=`i-&=ZydCZ<;HCSuNRls2I+Xmn48VFYB1_!~e z)&{$t&Hxf82H36-_0v^GF}`s(CVx6IM5z|W zmc;AhRVgzKn*xr|&yOX$Q$q--$H(l#l1e-GDpsI+c_%4@Kie9z9BpZ+LZN|mm6U=w zXv@^5tWq=e?}T3+xJdOkU*A_gew7IO_n$6YY(p>>m-bPBgMFm&COdbdG~k%3D?Eqk zU-dN?y;QTn8R}PDK4Gg6mZZiItC?1R5gEOIB1zVNaaNSGRJUdoW)6=@2a{g?i8}EF z>$Ic}QTw^5il|oSkH_2*GfT6d7}T9Bjd;GkUX*d!%J7TB9XcA`|B~H)E0wx~2!^m_ z{6F(mg2Wmu5W{~rBJIbp!0(^kpb=IYV#Y*(Kx>qp5C2o9f3N!%DE_w=tETt zozNV&7NI66G{O*HwnGZF(76^pmX29~utF&!eES+F@;=5LPEB;O4@BPID_OA$KJG=8 zIt0l5b9Z5BK!K!tmO>d8q-MNQZ5^7`Kt5U-?q&rMdVJDKIk{)-QQH|Qc~`5&Bz4ms zv8@9@`qWHFH$|bq7hS^^QUQhWb?tGqfx%N)YWZlixl_zhZ4Km2SM;hhH1%-gX8(z& zg>kddmc$G%umx=wdy!C*VwQ*`CMiAY>G4o*%zCxl+#cgRNE?|nmYNA4;kmt(;Pvx^ z>I6t&=K#w&#iHOhvOqbzjkxY(Pw`?ga-X2N!@mWyEDt3Odk-$Js-jI3Gy-{S|4)nk zpVcYTSsXx?t$L6KQHbu1WV3`+R=9S!g^N@s2eJk%ZEMg5hlaSfZuLsGtwl*=)5>@I z_Ih-(V22xCA6N(!5h{U$RkL``A_OZVmj`3W3&4J47Dt}%lW*+h<#yuaV_?)q4D(=G znE=4_y1i=+B0NBnoi&8Cw>I{5T&iYk@0y1ms12BIMz^-QVr9-CNc(AOawQ6KzuC_7 zOc7l4aty7(W@vjRgf^b2PC=1MLmB#Wc`zdl%zk{ZdCjh4=YAt#KuzrRTSmg>#RK7^ zePqEs?#i`;_p-xJ?=i+1n0rtXr86fXYS%av)6MZamxfT! zqXTe4NaI}u^-M}|IK%*m;l)NIedahhSv%3ync+mdl@BJ>GYJJg@la%_+(0s$3$;KF z4|$d)-Df!$EYJ|dvxOvSK#Ivz)#<~rT~0Pyx&AAGVsDiwc|n3C?uwLr&Lom0PoSiT z)t@I?%5`-}k3|H@Pd+Llhq6>hymk9Vst7>D-mlV*#-WMwt@u>Va$$v19?;JI*;$)b z7<^x0T7x0;B7%o9!;a4#EOD8bBjLiAH${df-E~r=G8xU5XZOP4eM?R60)OE}o0>rWb2->KT(27MRYGn$0beBG_&6L3yU#eW(g<4T%fOVuw`_(`?P z@nI$s2CsK1k5f&naA;Wk7d?Lz*`{-~_i`w3rJk;nUo8YyUZn7YL6UZMW?UvHG3y_3 z3+H*%!hcLgiZts#=;3nK4LisE2adx$>hhS^VUB7)Vw`;3z6tmVls zu)mS4Uz+U1>1)shi%t>{4V&c^|B~vs32Dh5qu!frbk(3{OX{;vJ~TM5STg&H3dbyi z7uE1}?bspETi?(szJDu07&E>s+5ASeP0pNJZ)B;OikLE!p;+@d;~xRFp#ASJ#P~m< zcWjIaXA1;?F?tCh;&x59C)le$vW2$LxUVnG!Iyo)-1f!xdir{CNuE?gpnYSMY6qZM zahtoPW&?;?m%*fpusXGt7oSrhVhMy5*k5z7kb-yLz8t<==BldX2rJS^SN_H=O!Sdr zVJ+R07p9pGl%^$rlzR= z)ud${aa{*yS?a}w1{lD!P^kpRe!9pm#5U@3hBc1om1 zC_51bhX1wjhxgZB2E`q7;U1yHqT==5ah@HkM$r61=^KAS?q6jDe4ra^L(3Z`Q+ zI|{nwFEW7;jC;$dPdthw4Z^6WMJMvr60jkZY!ecF0pA~H%UB!DknNl^Yqn_mm}p#g z;x%_(r=v5=-r7*Cc0{PFl(EiGpu#UOkFxwXPL`mSCPAINw0A|WiBm`Wn5PJ zTeGcgh%RwL=l?N)gz1YE{&PtYI0&^5OO%30N<^YmnAk}@C*6(quKII*CJCcGf5;yj zoCz^MN#B_8{RAihYXnhJ>4)=;LIHpO((Syy)IQmGFEM2B*b0=YHPQn?t?ngjh5VP$ z(*`_uzHxhEO8UY0Hoe&)EwI&9$B=c~E82tsy!+BhcLU~?2a|cw-BTKfyESPE>p`Lr zvL36x7$?W`=5&@YgJIs|uiDy7p@wsfT}e=#r-G#`&jlDLloa6+Lco^{HW%WKzLz6` zBEJRF2_{($j7*mL5eS`CL=}fOlWoh;6AGN^PKP+3c6mZ#)%a&4c$C=kx4N%;KfxYE z^-O#oi**uihTI$Mkt_4+%3!fenn{V7z#@bfmZn z5!S8^6w7#a$RLUG* zBibyvhtIBiC%@QUeAB?=UhOeB4}=Jx=v%2%V!NhC4PXgc16t!5T5Vqnp$OS*`9rY$ zgtS~M+m8}$H7e?Rl+!WWx~a*j?7HmnDGkfaFB(vSLJw(@1pZFnDwk7%(skcmmxx`Q zf43@P!^DOqD?&fTD>*q#9x6s8Nyp-+)^&lpZQ~p(m?$YkiQN_d?zgurn@hgW%ht4- zS#lFF;~C?s?L!agru})%$KF~RvOyOK*bxj?$4aWD94E0S>PpQz#-M7aL7k^m=L5@A zU;!XU2ZJ(lx7?e6~=<}v&~AnE_jg-LnG z_p(V72HQ@Uu|Hb<7Ykzy{q$W5;(g3Lh`Qn3&ZxAKi&n$0|7|W3i4R^>G_Xc1NBGD= zEqf1Ki0pSWPe*Pisg~9DwTmM3{I%`6byvrwulJ7%;{t$%4}iB;1JLtUKaLlx8%E0J z0)d7h1>B&#{=<>R%s;*&n&-&nD|-bER9P()>Q;UYK{Y{0jWdlMWsn$>PA9{-=)_83 z7LnDq(?eOk-PEjNei8b$l2m%YNJt42U2@9bC=lC=iv*`W;;Yb3gCSVrQR%Yevuv}Q zMMqb5L!b9V*LN{^7k7o@LOmY80Wc1ftZSi*P@)U2+DSL1Y#TAP`=P{yJE!JhbCNL<<@UE+t?h3|d*JvdhldN$J212Z$960R1{ZC zKTd|PE16eJ=is{L@%3EqXuAOY2$Vg>gUxExdv>{N1HG)*+2uAQOLF~3G=Y+9c*Fmv zBngg5;OhwDh>uTj$T$Xt?Amn53anV%2lcYUdMr4J4cr zHIWeU(!z)1>8zjTDqZ3yhoou*=dij&4zgQNruC#97oTre!TH zu>?MOG+ct$gqs9PB2%yuc6FF+nDVqsl9#v$b&+IU1SQpv%IIM|VG*rLIwA_SvVEvMlp?h)>reL|wM z%?)5m@2YLg`#HpwM$LA;eO$FkoeVBgRYKUbJXfM^{%J?$quyA#l9)?E?iNE>hDeXX z45!7-Z$$?^orUL8-X-n@^IS zF#1q5G^^lJoGjK2s|t6E`}m9T$QYlSi%SoW8*qt7fly+7km?wkRl<3~!H=_Z#)Q(u z1!pQmvu=6x84oHfh*D)W&sX)}Lx?sAMGG|~ z_@(ZPeCq_94ERO1LTwq(01Ie)#iwFRG@O3SkZ4%2<;|fhP?DM zA1iRg2ZT!#cmhsP`DT2>MlS;TuFwKGaUSVnq!j#A)7wMv0DGd1nh2F7UTy%t@ocJj zY+R78OaNd9+dlZQhj(YCzb!1A zC)k4Ardc#t6W?VmBs@a?)jz8T9~LpCbfBiR_D)Va@=iJBXD~P0QbkkBOpB`ZSi4UJ20%a9T-h&5(ldv6(GZ~n|WM~5U?~F5$mN|O< zufW6hdTvr7JPZPTycNB+p4vuO%$>+B)ZL4?go2fmxiv6Pup@oHaEVk3?)zb#2BiCHvpNNRCQ6~qLvcnOvW|Uo6P?|R9`OOd7U1iXayena z-n;|u{;i}nboNa45x%aXRkSOT&DfD%eJFQJ{y|A4YXuq7=UT=7~V zq|a8R3#1_B*6xh}Aws|b!S-sI$w5aGM*A83!O`(Suhz<%SF+`W6k)^pJDhZ z*P$Ug3tax>H%9R&)3MpPQ@x9URuImlfm;afxkB9>g&}}DT5He@rPBNI0R=x6?^xzQ z`#q%vF+4Md#1O6nUN(6bmN8xPHTsC*p+#vjsNM&Zlm#xj0TSRPx0EHct}HZ-&_!Xn zf}8U6r^}V9hyd5|wXxu4!0&yp6UMour(sjo_VMQKACH6wEnPp5oEofcKC2AS`+!0I zVt940MgF3_gWkHr0;+vbC+-pU46Qh$A$Zzs_4NIKR$!<7ORL}PJJye;4)MELr)L9Z zmcw0fVSD>jwh^$P0GI9q+J=vmNsvy58=prJzuv_F2m3=Qw*iw7Z)HF>@ujMx31Y3; zIh9Qy4K@HkEBR(?&N=c!y=jT&%#)rS53jW7V;?dDs=ooeRw2T{MJKofHQ8xDmDnl+ zk?$k`!tMWlW49(lfRVC=$2D_#cE)yy-+t2E!fD~GQBciw{q}F#@rV{&8H#WBxh5} z%BaRGZ#2MUxj(Qe1y z-Euior4=R9Eo8{NGZil8z4*Un3YIEI5N(b?8%HX*(6E z1~eHJ9*M0fph2vV)I^S4RGcGK%GbCHKJbTr@(PybNx+pHn@N-}XbU9(I|T&(3TCYm z6f6cEc6~a30hwfyChqvH+C>qNtUg*P*~`pH%@Cw_w~E7=H#Z}V2@)Z?=^IDTf?mX zr?C-Al`Su-Cb$QhLM!R;gAHR3d(_Q%jc(Rp=z8CyRNcIR!|jzR=9oTgva_ZP^YR;c zu*n4XG0RNbJrOFpp2`^el6TbU3LJoZ^f@5cSd&ZGkVwUhmU7e}!Ox;*g4s>v=l@}( zJTg)ndG^k{=vFHyoD)qcY3yf+{mpI&y~OVF{8JZ8oA$+K>zT%Xu!qyinEVx7*gdQa zfcR+tv7#!!;omq1G@OKydCEf(!Ui=?q_-_>m($!C*dC2|O9W zVtIA)1a}h6ts2PizR19T073$ja^wuT*CMzT9N;yL3%a*91B?#)2KHM>$E$Ney<*Lb zh<1PHNOnhDHEJGKF<#Q*v{~k`McXYWxHPVb*M3D)-}Vi^F+}`LXab}d9E4svkYQEJ zx`QZo1~&P^#4?C?2d}efzaH4CJvOIh*vK}t@(>891|~kh3_mX$+uY!z#>IiYj{!tK zqVqFBhrzwS9ekix$Bs6Q}x>v`axC{pn+L*OY=gQaM%nU{Uk=r z=k87aNf|gcHZd_Lq#K>?%W?pm9c#*>hdn${&g=&CF`p+VeF8W2 zDH)MAZxNEuL|RlUlTbD@J`0kQnR_ZQtnT>Q9$)kh#qvI>%K|i&uSl33{2jD%!0N%K z_b0H9KRx)Q;0dtY+#hdt>vr_bxx>8pk)Go@@0gx7o`C-1!sA-b&5?uXYQ@|jjE{+{ zUbm8K>}yr`C7UQy08RS!PL!KCC~q+?q%*m1*{Wa9&P4s&f9j(OjiOS_?y$7h;gmoAo;AqAulj~y+K(Ke=N&*=7>(qV$L7NphNxI6J8%^r z6>oM-l{70sZDPyqKPF;w7~9S&TKYl~)kn!SUMnhO4sNxxNVv z|jp%GrT-XL|{fMRXE3Q4u@ z-BX+;)~+$WhH_Cjfs{i&D$50p)w5El69OWV)<{`( ztSQ1Nv_F5NHb9Wb$R_qAe3PL8qQQO^YxZXl$^+1enn^yBHjS18_V)B~gVzy(dB|E8 z^m5AO1v=8Yat=X&TStVc<;VZb$2tk3K}Zn#;5XRMYRK(I;SY|CMtt(T0LRPu*DMYj z`0EI+?6_Q*Og9BYj(!-0VPN6KLnjhf&2L8OBB3A7bg3=G=waXFFUb2Ib&8+1z}ZCp;9XX;);%kjLiB*%f=boz73R&Gv3& zspXT!<3a^GkdrUun>X+nfnC|*bjU`{ia&rG;|PPc`O?@#nLUYY7C-lL|JE?Yv;%(D4xI^O!$pUWmpG^XidOID%?c5alh^I;3DUa9MTxe>({K4I`Vv3SM;IT0uW`VF zE<(6aCQcS!+~4!Kq%L@J29K)Ow;d4+df=29zP!JyS2UMFq7x^R8(z@q@t93_duQ* zp_I4bqD*E5t?B@NsHQb>TN|~yRIv#JSGQ+Y7P;nTclBp%To1$jf~Px~N45e(f*vrk zss*$g={#ko=cD64(bw1VqG?658WQSi$&1*(RQsewEJVY*!HseGzfc0V8&Z6u$hxx? zPA*tIC$6X3Mff_faH>MYjv)Zr(D}(^sr59}md?%>N%DOd3!+2m5sA25%*?EE2$XcO zib0YtwbC`*EK2O@q2y^`x`Cys@-zOY#fKG}HN<=%{O@#S&_+DG`?`T^rAuwsH}ezs zTkRLhPg4lE7J&V_s6xYstT+wOlwn-3S1KuNU^`0 zQpkjP3@4zzjrfC@@UJS?V7V*RylB*Hdh%7rEG_4SuOtwCL zSlbvwyP~3bd7#6grlJ4eBv;}?EIOuyOS|Il$gu3j^cHT}l4aC(*L|fDfiF5ni8CIf zq(uAV4sEh{Lr~A5gMwbi!$ZtQ#YN>C^KrTMkZiF(kCIPP5U=8FHUr4!o^bNjJ-Vva zLTYCfOGw8=se+D%Q?GJRuX0hZnlFs+m@BtT*HG0EQ8|sVrJiC-0*L&f=42!$QbbG3 zm5hz?$BralMB+^RF$;Lx0n1qU!cfVD;t>2`Al2Ldcxs8pK zftlyztXzgnLad@FDG6|d;pK^sC)r|!`is9Y${dc*oz0(kYWT+AQdFV-*6~KCzu#ch z73-~}6>pV6E{KNz7ZtmUWbR9!^Xq{N=xufk)}*_5!;HcDMm{kOsP)=5=|;taZd#lO%`BVVpNJsBlO#|O{p3^ zzlsVjk3-kZelcJ1N=>T5ciFhIMN>Z!VoV!#;;ikFi7WIw=-WQyeJ(?+B{q%s_%tDP1{SL8HQOXf!1&RyW7;l+&_BRc&w&{sQf#JjN6!@KkT5@Lj!rA%t$okNiCMD^^sr6UK-WdmKD6nTJum+ry z!!NDcl!yl|(opykHq2OqO+(BV=qO`+2`C0FPY;Ck47*wL;|IUHj0Ip0T0(~_Pl7&B zg=YMPGkB;dz`LEV6x#;`XW;5TE-$-musf15+7@st4afnzzCDMkr9!^Up^Bs2!Z6*1 zo}P!Q)xQ%?6Uf9Yyf2@W<|srD|#v0lMjj4Y2R{qZ=(nJF$-05d5;mc)<%HVc>ClRi60|8s*j^;ytf);0lAf?1ES!R&m2dEk?m(HM)Ds`Wqgm`(AYLL=gxCjf@apW$wS=eMlogRIp0q6H4gyXx$__Hau562pmpK-9G^R zFs68`SCtJo{43-Q`U|{I2Sgt5szNJ`Do`tb%+=l<2KKD($#0eqST%#blc}`6BR}`R zH?WO>6*{vzJO!ZKAW!|xK*dgIJ1UTaf^p&=G2k z)+;@B->tR|_ZjyVwOfWcWk0Sxm2rSs{3K<+brYm2NfHwlk4P$|793sNwxSjX_V*b= zjD$D8Xh~ZGp>X>`Kp1D~bpb)r=a@76-kWYIa1!vbdQY%80n+6j!Qo|&Xc+T^#EkMw zU!Rl~JsedB@eFNxOql}hiEig&%iWCh5(`J#p)H7nIr^aIE%PjKv$xbh=?p;1>g7iK zotRHJBO!S>q_KD@%cA=7P`vcxSEgaa8@GdvoNGI%4M**ZA=3g4UI-!CtUX`vf)V?< z(IQW$#0h)inY`2PJ$u{=`q@Oi3wWbE4Qb6rDn`Gj9giOJ@6>uYF}xNCOLv%8*sK_) z3V1YBbc{RRD-0>_whxPIoNd4;+6MXiRSzmPL&_9bG;7x7TO3I^Rz|&gm)DD`Ly)I@ zH;6Y33v#ne;~%FRk4CM=dF&$p#Vn+{x-Mo86CW7(B= zq=z3jarR%t%0Y>Lc+J>V4yU!~Dxs8d_Qf)6stqd(i+ZuP+67jXH>QV zhFX%4nMKc%*E%4KE&(_`_nJ+Pzs|O6lG&OlE46;C>0?6>M8@5SI)%10=F%{+xRl3O z8?A%c&hJ|A#X6nd!ZH?P9MqW{TAB)GjdLd#4G$V-GCKWrkL`eV;}L5QTxRJuFuIHh z=9Giu{MeaHL4uu*&}3UA0Y00ODA=7p6b2i;+1V8rkDh{y(60$d*`NV5jNE;ITfWzuWk_MsEZvo?93BBlXE`oyPlQRbC9VRNzG7IW(4bDwI{gCw!_$Djk$`s~b6EbQff`=!{ zaRc@{7e&kzPMDbm<&ho}!w$|&=%i+$Iow;}Po!M$wWFY#Ng^^QR?-5xpQ|> zYAL1S*z|(3c4_PMd2TUtu3hF(@-n$;e;##*16+ufO&HYb;w=jE++M>o%Vg;|Q}u^c zQ3oX1g{%~=MZM?ZhBChg#JA$659}0=&5C#i68RCX!!!s6sVkOZV z;aUC~rg8x+K+ZI=JUG2E26pRMEMmcpUEaEQdDNqlnFGUH!40Frm++7L019TlV7hjC za%*ynKKE)4WmMJ5<{T0$#L1QdTr#SeuyJH~4lK&41mJMfqIymip=hTmf@Fropb~U? z1>aNPuBw^Yt6{=U{PWYeS1)SLR)2JUdL=0+V#NTngg89jS0<(r6tNY6lwqW(LJ{VlBp?n-$AEv9UE^?A|gdMbcQ>qkv zO@%sT4ht^VS6FYRG9n%xM!x=+O|Dwv=l!Ibyr2;jfWrHbyeNEceTgfE~a@NS90sH(<50xQAHgtj`u-pi6c1X)!Rc`-pVd_g@{9+-> z*sT~!-{&bP-EnXGJIU?dsyn+^TA9`D9B1b^JO*Fqca-nI=~(L;2apxk3GSd~cj%pa zQ_0*xB1RGt%m@P>MfosQ;EOxd-@P?c*%1K!{+Jh?JvfhtjgsBogFDl4Pe|p|K3L%M z4d&C$x`fZN1KlL^w(9CFMO7hFmiwK_n6Uap3V1}>>3}+u>I5rw$(B=U73`X&f=wI0 zEp255=#=tm1>7zR9zRh`z9_Kyh7y3Nd0Rt|R!H`j0`Hi;BSogKT}AGckZ4e1Q4m0J zp}P;}ZSM_`O3g%Wa}okj9#zDt<#fCrh+Qr5SX}XdrdiHYk7;@O2_KN>RNcIj-4T|gX?yJTG+pW^ zn?m^(pkD$G71ygZ*eW@j>gw9+18s0&v9^h}khkb?JYZJ{v?bZcY#=Iv^(XnJ56Wck ztH>_o{d(QlAAero7A!7xrYO*feaX}VpVeV*r$=?B88M%&-st-7vjI&sQfw%p9VW+z zXmo-}WBqHr32lVZo#M%b<)|4XSWS0=m&dO~zrFW0(HM9`f3xR)jp-1NOC#Sx@59$m zNJB$MM7(9=d+v%O+;eeybP*iNLqYg^PBEH=Tf13xKxwk4u~^cVCT^8gDZ=@97*G0( zhT1fvRZ*g>eM6kSUICgle!hG{=2CySr)R_st``a#9ljNO7X7O>Q)cuQOod$Srd-8ejQX6MhgF?b_^qi>bU;BNm7W4E%jK$W(5%am!KLMF+T&3M@?JH zsqhTOHQYxm>gA**=m9+~rp+`$6 z3|4jNtnUYhi;?QxS697NmIAp>%|xmy;vk%q>(mx}_Yxdae0@$=f0V{6x1*w#~CStjtZMRpsmnHl-mq4g|qrn;f>OZEr^*_%u0 zg+zd`0wZLl$n!rX~MDHS{fCn8{U$WDqmKmzLWt z<*9+s^)*IjwVo4TMTj=ZqR8sjlf}^iDUn@R6NxYXLI$kRsO*sMd|pl#Y0ua?Gq-v+ z4@5o78yabMESwOw`Xj=kAjz0`{6^kmIvQFPRLb~#8rMz%U*pdHGBL&JIL%@gO5b0f zUS!K@@65Bw`D<^%tGhYqYwBh0T@2K7>y(XHyn=HN$L0<9-ZkjRX|*7&$T`!fSb}C^ zo{FCez8JZogQA#V)CrKZ zC1!m71lpBl5C!`e7U=N-T7Pw>)UdObV4YC%B-FuqS&q1|bHTS@G{6Hgv;wj(jDDK( z6ZoguS^I4~eLE`sIHtV&MJUz`^`14_*3`_db_B3uZ5dQEvjGg>pLah=TPSb3U`ej7 z#ZwRY4N@^RZ>p#U#!{EtnB)@rs{VJG;+lojp+QyzEH12m^^>;V4Tk|_=^iE@nESjo z;M4X`$kISUJlh02#mH;-)YTl0ET@p9;nSX4Gg%$E7D@&>K4FM%mvh^X5-$RyQrxG* z-!gfNKMgHDtS6L?&GaZ#5nfC8x*KQ|wrP#Upv@}D$yBe5%iq`=bE9sR9N?(N+A`z? zb-A+|DlYfsRaG9j7qk9M%8rJDX=BURfM0bO!2yQV`^UP!Q<9Zw`^nR@z4>LQIH_REh<&`qFl*B+zc>wJOxA zB3`6Kho~)(q1?mCbwK}S=)_log0>ZmZvE;@)K;*ev#Myas;X+&uIi|2YU&7GS8M4O z#yIhu7J1=2x%|pRFz1sYf2gd~yy@8fx%n{@3CaNA5Fv*TSMJnGwuomjcu!ZhxZELC zYgc&K`yt;OcqZ?1BGusbeT2QGY~DH{+_56G>~*!SXmbs0*yflZ3x>syv`!O51uEhv z1Xt8q^Axw+J$lKIj3Nbv#UT|yfeE4jNCZSa4~Qm+U9hjxA#H_>WQ@*ne|md8CtSUi zpBMp(bK&Eh{{GJ9?b9%c_HQ&RIR|nrAt!{EAp*3p6B+;peFyfj>RRk3Bs|{e6hrK?HZud-9-& z&S7nXKKrglKzHDEaT-#cqLt*!C^%v6VX`8Sby@#bgoK1e5VeRy!pQc+OzPqk_7nif zQtDP)VIYG!`7U!UB*(E97|#3HjIC>1A!JEPfs2$~(lI1BrUxc}>y7J6NcbIc4*hHs z4Hpsc9r35Fu?Y{f_9OsoJ0IVQ=-aaSEfs(P(R@Lp@+MM?f4|9H**)@Q-R zvBn>N8Cl$J@Hc251!$5yapDn8&*v_>PtuMOxWQZ?B-eFpj}*M6SO zY7Ixax#Y~Wn5G%}%w%80?Aqjd+Xx@rUOxB1G>G(%mT$uku=mHfy{UQX27^|#dZQEP zvXV+43!ya$1e6H~wTw{;eF`8GN^`3CfUmjRyE&i23NjrjaezQ~oWde8GyL15j^AG~GxG3{} zOx#KM-wM2V_>YQrFom^PK8CP^POBUFy(A051p}+Mr%QDWSeGLR0XdJ~(W$d992v!K z+-kEN{ovI{Jugo2I8KTfBM+oUgA?$QDu+kNsC|1`CbskR z+K7P^@;Q-79^(Zo2K#`wZ!K>O3@Ih)oHj)|`-&D*5k?PM;Bzhh_uTG;j#;<5R{ygz z=`B-?`K7p%KZrP;mM=Ca+3a6LUJ|}T6i}QMa^jv4lfzLwZdcu`W89cLQ?Qd@@Y9lI zJ?y9j#mk!;dtW*=T!r^|;1JzxaNb5o2Lc{odYn&>lo-EI(Ei2ASY6e*EODA#HBnq- zO*SZ9-c<)Dn7ch7;O2jKIGk0d{tkVDM(kSexdQzVd7F zD)el!o9s?cDVG3d8f$y$<5yp};WjMZZn*?g09<_r82*Q2AaUVu?5{s6k0MXikb_2a z=*N1+?ZH2=N`IF_Hcml}Kfu$lIZt?AQ3~aF&KchhwW7N=t=P~S&ek|B#~!br7mvNf zT?uFgpTMHDcis<#5nGwNQq(@@7 z=N5uXuw>-e{6f4rjn1g3bu8??q_YE{u6j2SxKrjqVV)3-6{Z2?v;s8v>BmE65bJ!V+KDKL(&|{`|-O>1&GASl*>obz%^Lr_`oivz!dJymL3LJA3+%(h7s^YrS zQdP4_c65{3G1ZTZj0&p@jmjtGpn_aaTGyb|P(FTNY+t`0K4|EZUR#eSVy<^Q9{(b> zf6KXw7+f_z5#^k5Quf=UkVl6D%!Wh4ieLcPus!NZ1)f0=phBO2anHJX24gP_OAp$q zA*S-B^q@bNe^FyGFL{h6)%)E-v-9iKaByo|P5vN|?F#U$Mg zC0pA=d^t*ga{f>V@-2GL9v#7A?@OFN{D>Cq#pcLA2Qz3+V9?VfAbcmJe);J2c$@;Z zXFb#zN$JJ7#9AOVQ8-mW){I1l#irE^7%AokYW@x+cm@{oY}iN|-tzgE=13+?9{Yk- zQn3zYj*~*;uiiEh&Y-wwdz%ustpq{C=?MK@Q<8shi|1$gY#?peG^#eiR&)dz0SGT^ z(@u$2KCL=VFp3#e#igU0rzqRMphf}y#fO8xd?cQ3DociJ|I!3`(p>GjU!MVT~fMRcL zcmUg|m%$_anP3fu-(TXpV@9z|Ll+Vbcwo;$4ENc;uCyRFbOGn732&oy>h6F& z_t^laH=z?W!Bz-C;$!8`OpkcPqN$+$Ro97HjZ@0!3acUthzOdFwmq-OGKp2Iq)`ND ze|7i%UKo%-zgr{(+oJ|Ffyqz!-v*)P-L=2VmY!weS`V<8);LNKR0c9gX+PgOMsT0+ zv;vP0exW-v{K`ZHo()jV{A2=bL-X;*Xnf>m@n0e?-oQa~PlDax-WFGz!L2!=7L{`G z4rIEHPFmfw5zI46I-a(N1gigj8DMcJA;NB8z`LjelJEb0K#2<`bqV6Fc`lsa2$A&U ztTC_CaY}LQNE6jIxi@wjN{qROwGg;^fo(fLZ?;i=THDyqW6c+O1_KFL*7@i8{$2Ef z?Y-@|bVv4ZS2Za5h1*0`;cmKj8O>sL7Yg0TP3NPX+_i4Tz3o^`&sG_dbkM_t5v}k~ z3*rICDmqNLE!?*`4abW#3Rr{)4nUL+b^?6u!0hW!8qrC2`;TM~5EIuE6c!Ite;Q#9XYKSzgK zKTLf65poP-XFBCjXdDhma%)9Nuj;wXtby`o>GQ`Mw>L(Q@%S~3#&sk$*SHUcN0IG> z!JT+&nWwS(ao7wyoGK~3psi!0YP4bkqu4Y>L+FI4sBm0(bR7U`OZ%V^6`k?KgfvY? zy2&2F&P3~=z;08Cd@%f;VK&~WTI!-#lj@=;9=s051M?r{%r$d)&S5JqqllKovE?Lt zT7F@D-#_O9I-N@Prp&bBpj!O;*Do{b8RkNqXEy$fH0(Q+6?3BK;*8$41pRsmhBivt zd?`CdGc-o+&h3CFtM@5^#7Vi4-|b}x(dQ!6=xTC>AAg%^Ex~SwX6vX7-{3Orc6yN=p>RgDz_6j;uEGrMF3G& z*vh}qS`T9!hy=7S!}XbK8)r-A{~rL1Ky$y*k*2E3k`lJE237RYFn_BG+&;a{f*-7s zl$If@offBmkpKy5g1BEFNtQ{1)fujBtS{jW4lzzAHsFZc+wcTtB`AOmB6X)38 z`m&Gw^xmv(l@rA^|_b$<*mL8w_NQ@7qH-Y@>_VR z*A3jep6x!Rgtu+(U~|I)ekG0^3GOK>XM1Xa9o+cjXs&0+#r#o4M7Q-q7Z# zJKY;!7hlAl?j9(rV;=S`UA}nha*c|^dvJ;*I|rFk=`{Xzp zsBfm7NmZ;Xpgya(qE=DdC~Dmbh#1yDAcS2ZY$3@dVUZo#1A##V6;Kuxmll^+TP@G^ z*=j{?-D+*ULoe_9eG|3%zPJ9q3HxZUori!I(fG7`bMxhkqi(C)9bm zhs-}x?xVCUuHfF|-Urq+M`Ii#;G~1N53IOxgV7jktAo~q2iBvb?+Fk5J|KJ_!vx8; zmgl~a(AIh!|J&F())OoXf3>#9#Dg#aHWahP#$fMZk1!;#5)66!f0pc0?3AtAB@0yr zs$yq4I63`!nIbG!8R#FNl7G&0a+)>G^6V^K>L7LV@eNi)M+65-eL{Ch-5jKA9i;0N z(fn$lbdn-ex>FY5BlnXk{G=OYTcnW@GG&C+U#W-;iF?;r+eA3ZUmHa@TJD>^V*R>})7Pw8wtU@&mTFm^Zcq^MAp1V!JRI7KjC5!B_~U#8g-m7K_DM@woF32h72;1B0+^ki?;`LoW@J4QsO=ZS84& zb-0hsSeqo&NwO?W{`33H`>3=T(EZoj=+oJ{js?ls5 zzE+)UPGV4WKQ1iPX!pib@w&A5GzJ9^+)oTr1uWA4Nsb#2)`DgV3bjHO_sEE2%g9_q zmLZGofD$1r5S>I*g_%hiS`8Vp0ff`M{m~PkokC+_z67a7a45VfwBhpArsxCE-vnox z?9M-g^LwwD34bpx?VjYcVk52wTmAh(X9*3L;b%ajR|~!0Z+r1pYR+<>)$)qCn%c7R znl`U2z|_=s=GIZi&&XymLHH(}i)Ll8cv(Q?W?zy}J3kJ)c>CZfa}iA}^~tL9Z=+1- zi*GV$=?Mv8n&J}T{h4>;v9Hd21E*)xHvMstZ2xptaDV1Gr>V8-cY(Vlc_4RB0!U5P z(`Z@>vR*QQ`UtJ+hWlXybnCwT^j8=3Q8klb$j}s0B_OMUfeH9NkeisQ)h4IWTU>-} zu*d0%6#5j+MYE9?+6m{OnQ$YV_X~U<4q1Iby;YppcnTbk|-V;iOmq*vsRP1BVEk8I5jhZS&Ba!6A zWFA zbp*dwU2nM&xkSND{Eg7fWCeWlSc0Z<2Ej*T{ka_T0Q%~Mng^q{ZjO}XN!L=bL5laWs^u7 z?thZnq->S5l_t;%lTD2#=*P-i?RX6H?tFZikY;hsqgmWFIj4)^Uf{%LcQi>Yl;f9j zQ@1fF5YN_lbuXllt#mSyppnle!eQSYZL26{R^!AZ42~Hb3$(kVXu`O|OYRxtOYQKj zZVhL`+jL(vkR93GHHYbj$`-bpYCRk!tAAw*;(Fkr+@7O zXX#qpZlkI+WfQlb!y#pLmv!`+quT@`GPj@;NDf@>ht_i{W$0^7Wp+DjL~b6^4|l zYMaR~zd7{PwR4-6)0G3GBn#$mU-0Lp=Wbs)*7Hph4eb^Rt9Bm?UPs!%i-6^XEKFyW zCOas+4DMy#BPMWz`fVf!W&1bM#My<;?jJG;Um(AMuHv3*u!<)jLw8}uaeoRDJYhxS zOSSpU4D5ws77c?!oEUY#>u4KIjLXZ@rROn8>G6q5GQ2F-R9jkBL%)g}3Z6{84L6(M znA;7}b}!gC_AdKtA3>|Ro$xaW96tLg5^UcV?;k+Jt$1=ht6?c0qG!F zL&tpPnc_q3@Y-AE$s}cI0e>J9K~fxpI&eaO#R4_YQHQ$s8Z&dVnb!Kw>J!vUfE@hg zV6DQ7@d@*Z*+sdpZ0?OHNAmBt6#zs49;hOU|Yhh}wUES%3YYC^}d)FFI6QeLLo%>Ky zwuki%^-}XNREF&;@}Z_Jb6v2d-oIowqtht@JjuWk|JqoZc%bNv8uwK*<;AtdW~vWNQ8CbJKrHcC zx`VD${# zh~EZviUYJ+B`e%Yt=tx{LC)ymBN5T|cO)}V@;2={$}&2s&O*Jen_=-)YS7L=H~hE1 zoH+kQ;kNZOivL%JHt-Q#drpuKYpvixxK?rw)vm>DIQ$L2O8cx}-)L5e&({?+Ft4KT9I*tDrp7UE`}JpfqV8= zR^CZS|LAv~azDKyzlrKS$PT$ue||&kX1qDG;6B~JJAWPE1bivawZQ1b$gA*w)QCFK zD_8lqvuug*GSLi+M!!Ll`x{Pt{cmA!r#klObzO|j?@QmfW6xe@xmCBUejh!WRpEA;(N!#3Ac{%_v8fDF4O~Dfu18p&qBn$5Xu(_B)!<=ZyS?S@PZec!QJuwl z-AR5|?SDaMEyFe785vOjH%yq2m6=>X(+x!ueaiM&U$yf3GF$HowifyTBaOOcS=%QN9J9)Us_ppDLIy5`CNI zQ1iEK_KafmPeg~T?@Zr6fMF)Pw)<`mQy)UfL#O-16Bk~u{wjgh z$oi`p2)B1YV-WFRDinTuxVx>Cj>M4`S?%ypZOPmpPG^dUUtIR;4(&Zm*2I=86fv=`+rYVCns{Fwa}acOlAYjK#XQe2Bq)evB zFLT`vzBf1=S>HdyZ0Rdi&#n4n;R6ZWfgIsSXgz;9qB+PLc|#|@GhD}CPH-mlrtOO* zC?7GiCQd}m4=^8U;rJVmAH(qrkk%qdYJW2~<(1Yq-La5+pahN?{{q<}VxpAS^N}wm zL0d@t{4=zrXXi@%z$Z#?+Ed{f?L%$#F&$Dd;jQ}acCs0qF}3gxA1iL6&a?yvmNQj8 z8C!hFSL(qvvln>rh`wgUeLR{C#vQZ;e6^g$O?rcpUcJ^4$SFBqb{5o}WCn_O34cj+ zpo97BZn_6rsFpsUZDL;aL<+vYHN*3)-Qnk;4?G`bLwNN|xHQSr33m}gBlJ&Qp@=Zb zablhE=xKglAda`62HK;{AJqyI;d~rQpWl7N*pK!CXb_r5qY1F`b<^}n1fBUcFH1h6 zPgyw41pCYtY@FHdWiPC}LrmiKLw~sh+D(3jhHly#xl=};$BCD(`QvhS+74zQ;6Ejx zGag>k81xkdhrvOQ;2381Xe4r-HP1^{b0C6FCln&I))0?(zr>^rzmFWP<{Ju1HSN(`z*H2sst3F5j2JBv&S1N;{fzE`RwVvN|CC zsrLF8*U6`7_$~AyjjsH2|12_g90R4D&=ahTO7D+K}4-DyTb<0BAA~;6zJ1+gffR-IteN z{y?~ML%0!=hLC!%^*%mpRe!Ypg@|~J#{H|>{pUt&3f__rKZGJ$kL&dDi4kO2MO;-y zRWUCW+@(mff`uMt7|S=y(AjKv=E83m;LHoe7>vu~weL*Sk%)SF$0@ITx8hk9W9OHL zUpPWuJbB?eC^<28Vi6r<%+M52MIeVCzBcjg&ECXRy*@FOPKeDb41d}zE|1%MY&t~* ztI?1-PWB5swr6RWqu!+&I81RXCRevVPz(;p+)3AME>4ROKRP+5(8YR?oj~mYDbWm( ztVWygXpmBnlaW!7Ll>4NCG0;TUVrXJQWphnZasU+Lp51#f+7>FsT4FGhY826I1wBr zIT~FXSw#o#_s>~UB!3RiT3UF9Y^Z9z53!uNN&}sk0n!RBPM0x{UJZ;I9Y{=|b-Lu_ zG>y1YF3%3+XXT)!TY`(it0I|3`N7oV$;XrSX)EKzc`2qC898er*kd35{mDc+Ppi*P zw746~piy`nNG{0E$S5nNGqdvxv$DiHTidlJz87t~a?!$%`hO_y_RR*qu-*7+GrfPT z1Q|rgPFq-}WfYe{4=#D=$7)X&wHuz_H_R$h8QuzFFqzLyfoTuE-S5Phz#jz-)<*< zR{H=EC<0YOo0UJ(go_wjJ$nepGENzi?O{OlYb zITXmCAPfr5KPRl!e9(&|cUSaIt)L$sIP&e+_9|u zAl+JXwtu{fx?QsBvyimyN*N>f3ebh>#Khfhol*xw?_i4Fo?GfF>5<=K|Zii|(maD3ki&$9Kb zfHUzJ_=W&;B!kAldBW6OU;rez{&??Rnr&>XKAR!t9SjWvp_DB4bvVVk!jxz-K3T0v zqgO9j_>{j#XUHK7@(Zdmc<*$waJ?4=+`%p*&$(Y4bnflUFGw;44H2&2>Yh6cT^f!8plQM)gXG=ieyQo5S0sW;W%m^ij966n%Mby7lv-oo6i)fsIR_yQcV z^caVbkLe7{sad=7?^C`f>bQNcK@XOL1WF;#FerF0+jYP{om8hMrKivnQ8F3~i-l=C zuK}{A5mZ=Ew9*Q-9>BPZH$GaX3xDHLoH>9i-G!e{;T7NJn$(=@` zs3l2CDr8v^6vi+~Uw}Jj$V=cx!72J)`GwL(>frfkhcYIABUreGXN$*wci`~y^0muf zT?Y5E?h#M0ezM<2((K>(iOMt0-LK zbM86c`ObIGy#yc#f+hA4h#>lh%Bybtkl%z~Ifx&B3seb>*@} zOTT;WjzNOhwG_XWS&3g@j=;0<^K0?*(8{%^ZPlI6I`Q+P1aaw8Yt}DWWPI?$a|mGC zt3F@5XzPZaL+~O3+}@2pU$kz~+GXGJeb?aUD+z*mn1J9)P(o1ndX^IEH(Z`O!t?O& z@9+_S&;$w8pFIRT5YyG;D zjlh@<(o9tQFn*oUK1_L`#f(1_Edx>TMgXE>{$tw3@CY@;qhgb2wouuN{7vkvk3aqx zep|#!jtT=KF_!9T&@m9z>8Q_K%Y}9AbvnOn3H+a@iB-;yO|LYFMpo!3hf#~NswdHZ zZPH1T7I2*CK5Y;@P#ddSw9-$r$RunltE8#XZ@y9f2z1Kl&|*^lpnN|gBsz?GPR}@d zKZ_S%5aY!9s{S4~SqzyNw0{E86p6RSDs4=_<{(w{|- za=IU0jXT{H4)}*su#V&TFxiH!9>I2heFh0cBhgB9=KqFf{HiH*z@S-GH3ha;rUCdZ zHf(Oy%BtN=!Q4L|Ga&w&wBJJE2YOi4E3nZ4ws`9$-YHgb6r##H$eERbvJFN>v~QR2 z^i`il-S~QdK4WVaietpD~M>--4Rhgx&&PbzacEd65{ln z-^yUjtobhnlnevqAe+{#S_jgpsP;l5%I58?UUUMeSFQu$NHpsO*i!?MD5H&)C7FBQ zk~QJ~Z`IyPXYrurZtIXs-yk9;+Xtp~ddXf^`K5A(qfB7Q@P`KiE=R(Db`6@^9UDmli7$ly>~kVG;~>AL6CKh)Su`YTO8(kY6Qvkz(^aEG=og41QbaY; zpxV?@zyiO;Y|W#A_5_={UdI4`OUC!q z4PxXpQSgCSppBoYJXxhYPeGma^4gMagI=n-WbrbI*LijhAF7gn7{OQ_NFK{nR?KMY zFQGZsc2TmNVU;(4UwH@kN#*Z2HeI9Vp%>xz#595k(`KuNQ6zTCw1H9MsR@i-UUuxP z31~-|EciG4AWTy9%wJ9!XAQdh1erwZOR`%oDu7fJHwv9R@B3@&f~C)W9%X4iFIV^gECH-=yTX}wxsMAdc_#)16+c3Tq zO`eW1JvcguUcj7OEJGZlP#?8v$P$PI zbU;Pt@B}{w(d?%dXcBucV7BMK8H*b6mNzzS3xs0Gl0P?GoFO6nlza-fVIqu@NCt ztioxEm6(-l1VOoP&NRxT^DP|)lXoB7yrx+ZE8%>aNMvMG$|SnOvad{v_S}Ga!G<_!s0cHud^@zCagSP?BCdMU}# zw%!A%u9jv-f=$7o&th+zq8u7-wfIUL^F12vz&T+BdKexj0{J{=$ss7d&RiDA`QKQ| zyoZyNzF(gzn=AIr1}IK(NO@e#Sn&51@G?$+dbz2)Qg3daSE3x5mFU!)FcQExzMeWv zod^fE6&26=?v7DTr zbC;ezAz|Psp>jU1M%x^UbMxJ+=CV_^b-;iNl5tV_jPc3{poVXq4fIsyGhk3YyNL>a z=qdq>iKu%zzkdt7nPTsg(gFqPibgP)GAb|l{N7SG=o`u9@E!gdhC4JIR_fMSJ&^P} z;PVs(Am2H?QE1z`aGK#jm8Vp%mjY&H^)b>neRkVy`)~;H$f5V1Ok`Zi^l)F0; zO-7x2bq_Esn$G?59c35A{4NpB>oun5{uW&)~RBYkW3`3tf7Q!GaJyhLjQ|1q}l9Jn8Hq0?5@5aU8!sd#SP>iO(|LQB{O<++z24#(n zrCy__uU(B<-{^MqJp3EsBC2BV1W-))cUVGysOFCz-M``W3_CKQ;&H%Z(CO@cxDO9Z{RqjDwyUQ2 zYYjT7VY)%~Ea~`lrn0CB2;HX-GFWk;_sd`D(rB6zKjlTDU{tgT-f-TCD;lpVbdvrv;XOA1SU(_yl*6 zQD@eh;g;^D@5gXnlEr&|+swWSe1q2xSNrs~`acd4G{%O7=vnw*!b8M~CSnq?hBy^p zU7liLYvn>V?-r^VtJDkAfDT`n4biF-1=84gQjv0CO;%;HCQ7?
W7{ftDl(2YbV z#3!Q?XD_g!pw*T^`}EF#IqTy0Q_Z{RH5Fv-Ro*s=_AdyH2xaqv5^Hv}CB8k|E45pT zrUAR5Dy+XkIhG#u8XWe9Vst~aTn|a^aMJ~UqyBt)Un%dgsgY^-H?V?FsPAZcp#P)q z%Z7Tu$GnSTb&l9G*PhWKPPyRm%JNE*B5k*ZSwKN=z^%8XvSO`&QoC$%w;@?-*ihuL z@CH~^4j#Fj_xnqnHCgk>gFtUbv#NL3$ul<&KZr*@UO{uD;JJ8mc`F6Zyk>9+kM$X& zThU?o7wntmL=EOVV;Mp-CTYqs8=$5T8Z+Gj6UGh^MmYkDKMOw}p6oE#CBe5O{{CIm zvRgJ)dbl2ecN*<~BVRW_uOCISy5hO@XwpGD(XX1I}-M06$RNvyHRdMw_uC2|x_- z2oCHO4_9o}0`HRb)6mPeSI|^xuqL)L0sg^q7+PbZ@bk=aMHeM$N?a8fNNhJuxAAk>8RB zfeEA>WP|1$MC1yMNX{m-IR_X)zcoi@wQ#rEvM5hIU=-a#2RP3EP~Czjm`7%Go0U87 z@YJ(^tc&7kOD&J+k`k(`US{DVj?NCgCxco+8waLvvog>AuO5X024WiNe#j1s|CWFqiarTOT zPp;yp>^yuOU~Kcs6A8q;`xgHB`zx=!Qg<=FZr|u~oG<@P^brHZbYc#%5Z{bi3TQA+ zQ_;|vzn;j*GEx6HXyf5z#u7n+Jm7KlS7niUFTqq)y)*TmgO+3lJs(SATr#|Suylv= zDG5yT(sfcrPci!e>lSe&H~s}6<)K`EvOQYdE*q7V5WeYeWEnRdlRxK@TLInBdi+CB z4nBeON4Qk|^g~!pdMs3^v}jpU-!rRX6FZ|Zalj+6qM^c5{&=!1ne4@m-P9=Y?X_iP z*!}HC8q%aeFPC1LZ6m>h+h_Uv6WcG}Gdr?pPXyb=J31e|f$KDNEEf~2hyw+G+#9>k ziBcQ3iyHRH^#5W2QU_IabJe-?08l{29M*jhPiJuZwwZP?LL0M(bT+lI-mC?-`O-p11H{wI$4>pLr>c z((9WmlQj)It9-ue5?CY~pWL+@d=zC^UN+6?*CB?sC@XvWDWhzgRFVdN7Yt12lpO9> zjLtxhVB9UoY;IMaAK@|#1+=ijw8EGULN%6vsZihMOmCi8A=iOig`SkaTzj~TIdMTaO?A%L&={y@?u8t_XSzh^V*ySp9 zydRrG^ZzPiToN-_4_u~y7GY-A?&K)AwzGL&V;@^mN5sPd5VIm7rVmgmJwW_$Z*@iPaL zK~so!cs!7*Wvs6ARypv;YBU{l1$qeqTxo44cAb#3)kKuf!vC9pv&a25R}qfs5ZKXA zlo3vl6I5oJ94oI1N3HPH_}=+6cc7xfEE*Zo(FH(UK(Kxlx2>#IGv)%ai)CynA6&=r z%0J0socHh21h*&GYKJp-YKNyggUvK+ZE89z)I@V%?~F81?4KWuDnkcMUam3#C5B!r zCp=y!!!=eY$5(}aFaXL!saYU>!}Zi(Ud8sD)z%*%X-Ym^p-kuK)_Dt&QFd(}Y{oXb z8$WKtk242KND`7wvr>%|b6c{JqVG;aQ&YXsT|VR^NMh^gCUgjXNVth2?2%0;sO}o2 zN#!Zcn4)%~6h{}Jq5%5nTn|Jg{K)2FY(vxmmlURcL%|DSlvhTB0z$R_bT+X= z$|$_aIPzw1qSI)U7tS{tOkDfL;NMFsvsD<-Mi#@1N7jK?jn@S|RR*J6T49ha=Uju! z%6NiizxmI92u%kLVlMYP1hHS7z~qACRPO)XE4;ZF(p0)2&Tneur45BLAg8~9EO?ZY z?$35RCDv$vs|nx%7ZFTv64ta%#seM+t|TY1v|}g?nKC_~&AK1tXhFE5Jp8W|j$Z zU8UE5DKmrMS>>On>1911bpfwZ9R~06%Bz`Xo0%oq26!gJ+}+21aBDF}3brAw^f1hy zYnmChy}Oikddxa~X|0!mk@)l2guqZ*TFJ1K1wSETL^rXNSc`2{U~XAkL6gsa9bul+p=@Ss;z&z(p^2is3c;pvXf~W6 z&lpq*Li=xFa7i=E`h>F&eg&?XZDUZ(=PjD+-O^!YkS7v2sBd9eyYS@GT_C<{TU6vF zvE#;z4l^Kg>VI;CmEX|L6u0hEAD{?}2uUk_SZY_05M*XrWJ9_!MUll@R zw47l$i@j~+5Y1u;0g?*UO*E~1k?9)J8}ww=oO~TM3mruy!4t(epN&=1szeyc*TWj& zLMIpm^8y=C`7*e=eY)KtF!BJ5Pd6cdQhsN~A>~aHM9$b&_5{9Te+<4;+Q>;?q)xfv zTjgctwalhvh;(=R&0d4MvGs>rP=MMy`}Udg>DOHXWIXnb_`}M_7hG2k*L}bD5)~f= zqG)s*`Ypajj<663B86GuuofS?i1UccwQDv9wM(WZsL!_X^RaZ`&xQ-|PyG*n0_LY5 zCdzuYF$J8;PX*vV&Ck|ov{J>DuvU1aQ(09lESOJCFu!Q;bn*ga?gsy)xRHh&cidFA zhY@~wEawbwxl>t+wv?3su5{#%Ewatz4T5j&5XN~NKr#X_3-0sOQGH4^IHpwJ(VNv{ z<`N46Su!!PozEq`sFk5ip}%K;t)#-$MI^JaGS0(Ui@Nk?fi~C25h+INIk7mrfo8B% z)V$mUei^x#yQL|{muBa@vWJO3Pr!HzSD8Gn!+~rPin(~!KRbXqPo|Tlt zAXNd*S>tEwXZ41kMU7yP_9$ZsAi74#jeFbGXU-gY0C+N## zbIy#0y5R!0jLo>_6-f1eW9T7XQXao6oE0SH+tT>UrM9mxK}mXQW+v1REAgH^Ul^d#NfVaL=UDoamh&Z7~?!+oys5yKXJ}$(J#P zBiY#8)I~9jhq8V7Bm+gWx{+f%D>}Ci0jIBJ<2LqtO$(T=X#p&M<^a=kF`-2-mGk^) z*01V!5zGX#Nh=NnQ@)^r6J}f04_a-86UU-p9n5QS3T$=(VW}*Q^mg2Tg=j!0670gJI-S!LTT$eSkCd|x8>7pfGQ9p^xzP8U+lxsG>B73F z?BHPx7TG3-`E_+O!+c7aaeY)XI*jgtqZlXr#3Y(?olk>K1;l= zaYxp#x9Ado4d#oiWko@oT-I#U=2x<#r=uhAPeha;!sD2R1JRnRSd6LYMB=1sr09Is zB-@)GXwWO)AlunHgq5q@T-Qf|4wj8^{`l$`_nUbQ9HUElgm4;edr-Oh@m8VtdO#h& zHkGPjINCLGi_^j-ju1F++p(X%jClP0Ww?r6jw}0rfHoi#%1~n=ACFg|n)sTlL&p=8 zhW6${kq^h&kgD`(vb1qb#YHbiV+O>X7dr3-`TfdfS2ix5Rno<|b)?z#&yqS`-VvTu zaoUV$Z(vRCzLt?s8=GuS4!}-OCFzwvk>~i;tgjP%wE|?Kb*Qh|Y#^^@yEX_LOJQSf zJbM#={i0<{#f5|Nmc46#zq5-2rC*icI#bqlb)>2}PI+)yd$%6;+Df0_x)r?dOBY#u z26J8G-6G#QBbK08(x`kjEfr*4MJCA*z52+JKW*SH2JWvhVkfm+efsEHbP&ErM2Pl6 zZ;fiZT&s)l5Gw9C9xFNdp0vzgUZG|UwS8qys?OM^QAhAEejaCwU@Rx3{mB|{5@xjkjA zLUXEA2X8Qs)O(7&MJ|U^~!+wb3g7Rn-XJ^y}LY`)JhVm%r#E*A*dE|I5 zlHV_aFVGApN^=JVNF%GVqcvJ*(%B}LWx%EjX7GRjMO$6U^F1ZqMx8XN-5`5b41y^& zW!0r+6#Le1fBWCR{`DhPR1=hjx$0cSF+>xK@XbdGO-?jp$=V7!4$3;dXqxkqPcdXS4qW6Lm+T=2j&)S?F&bHHw#Fu9luD`Rd}ibgL%f0dI& z(vCL!q+i@lFWfsA^V35N<1pbN>$O=O9LcB3Y^Sf|XDlt{C*wDNgvAnTfiHouq8$77 z`X0G*_0Eey@$)4lP3cD_gB?}9oSjp3^M?zBr7r;!2&r!xuEp0I8(oB+gkKR2 zxaP!pt1yyTd7m8-+jej zYQ^bK9>ilYv>*RkxwVv{A=x>%ww9F_ZB>6?_A42ch8n^qr){8FjmhBXA$)J&5c9B? zE+bZH74^8UouDnB`9t@!5C>=N2No#UZEhPGJO1h$=u{Z?ud>^24(*9&Q^}| zLl_lb|4Sr`!RiH2lW39*KfIl@!}>S1b+P?u||7UmgPY+#6w7tLdMh zF@EXm<*$O*@h{jR@^j)Pc(ANzMckDJon&2?PK*4WnmUoyyfsX&v-6ywukw^%k}4~o zgI`$00V!C2oaR}blf{DxnPp-x zLqSj|v|(y>CbkMg=VVL?&!tp)Y;c~J=U@f4Y>=szt@@S2qd+My{+sZSb zKKB@4-GMu>kDPC0S z(||p2;JO0`ZaD9}x?b$kT1ciJ5+n+U>lS6gJ3ze0$K8HBpiE&f9b4 zY3FbO^ks}|0HoN^Bu^s5%Blz^X=3H(3u#w8hzFR5c3+9P1}+-b^0r-PJe-Xd+>?*S5sVn z(Qy#=>k%n$byOPt4Ln0K6_e2XW{<%C{B>&0(^*cu^#bPM6?)sk!}JrqJ0gIF*-Ezm z`jRq^u?UG@29jbdl|JmLV^|kNQQ#0X{caNq-ZxdH!Gcmf{4O}aV>(#2hHdY%4- z2;wNzaGpg_Ze!TtseEsW11)fQX$#H@7iSo&EBuAKmEnDmj0=xFrc43%D^nZ|EMv87 z+08Xy2xcum)1=ptmW3^o+`b@x>u?%n!C?Q!W{}-2O?PK1D|@>XMS1s?0b$W`u<@pB zsS9R&T^ej3f*`1+1KpbHzP*T0O{9G<;t({#|Fv_Hj#@gC|2>( zJvxM5!F4&08DBp!L~JIutCcw{Xlpt3g&v=o&(GG_R6|af&HR5O>}nT(7zh+vc&PMA zEj${zENGT5BR=i3_Q>zvgq*(;JC^aow!O+x@q;a?%DPWzre%Rn(90snh|=(4T;j!(@c?8m3L7$yYFzsQp?EL<_cU zBv(^wMKDolq_;5><n zK{S9lu}15xPeqx3oD7D~z;FA~_|}lz4&K8|zodT#-`kD?PBHZ>ROM3X?(oC-6@&|;Fr$gat|xjr!V9r<Iu^m6qrI^ zm4?x(@6u}5V^t$+0#tVF-2#Eg+NfOZF!mO@9OxZv`K4RS>}V=O`z{;E&@5{Y)cia= zZ=p`$NN%L|5Sq+Tp6*bF<8QoyRL<^|aB&dZf_enram}LT9MaX&d?*MHPs#eQGg_6O zowK2uW`Qq%wOzTD&0;zg zE2E=x(SwL0iirvw_ooo+RLw#ab54>QGT9sp$j#g8V7{LojmbS)PRy4|u+XFs#sxPs z*4pu7)0p7VBIA_CjBMl?YwOh8m@B$!J7S)A*yf>s+Uw2wE{665R)i~=q0QYDnE`NP z`)a#nAo+i6woyDAkCm^A)$(pr^)|4;-M`02Mg`@wpoCD%7w$TKn(`TB9Lm=hMjAp! zJFl;)+cqSw+L#DEb_;}pA3(TmYn-G><1J*Ygr*U#TyOPW33|)6l-PZ>9;=`yxpF%D z+$VjNJ{wCO0%=**?&;SA95;3%8gz_HCS$--fe1-R(G^B zVcz9>3r%A=4`ALaYvg&fol|q5T@$V|v2EM7GqG*kwkCNdnAo;$+qP}noC){4zpDKc zb{}+gt)o?a)T>wbbsrNdK#_(kWT-Npg8_b}1=xNg*PS;$`PvyDALe!_dJXQ&wj zlhiu1=5&~b_*66-+};L$kw0_m^IC#RlCWHLG{|0}Po3rM2AfApvQmB2<>az3&dcw^uSBJqr+{Vhv38%OOMl*Xq=(r5@Xy9IWz zoiTf#=)HHzejLy87+Im7JB77h+)5uqb*`ycxPj%TlT8>sEV=!v7^IHPd+9D$pgOe;*PtzVQZwXUid$Sn-tzsGLQ zDxy+FXQOdPI=T4Qi&fuxz~kl9R3g@?7wYJZ)OJ-vGk95iRAgHh`kAgrD1 zAT|^-&r1zp*ro`5!T<0x@=>v5X@k=FYWKpiUTXJ53{u^A8)T3CA(=gy6;LD2Uysao z;R-X5#NU3!>pUR|<#J&l24qGqc#Q-baLWdO=dOuiWbK*n6X}z4D)&yzVhDOr@}!^Y zy%#Q{zu#ns!!uCtW}jA`;?yRYpzLNxU(|*uWwY{v|5OvJbNF7|D7yP5Xi6Q=j=>CZ zzSv7-tWOrTvqs9=E~9#Hd%pq+UgA(9ptqB4eWtRS!u2Ri?9xs?Yx)DH|gqh zmfe9da0Z(Zy&+!;PIVMZZ897TlCyJ6M5MvZLmI?X(NW!#-e`l&BsZ9H)pU-baYpwi^8cV}l2#KNe$D2+VpO4Ja zi!BdIB{8OjLG>zE4JT}VCBKUjCy?Ce!SWu*Am+&=fi3kDh-mF*kGs8%eTXTN0x_EU zSnk}ms5arsBsiJ(ST`nxD}A;8s0pi!i`ZtwW2JuH827*b{a1q~T)qi8FPM?4_NzBB zm@Yif`)6kmpLPGl4GzN~F;*R?A&S49u4Qly{v%Ft9Tmxj_06Rx8W}lRB7d4&H`L*a z4pY5331rXniOaHU7BGf5+rh4~EYNYmNaRF5>yUs%EjxF2hnQ^Zk>ZbCfJb&ttaxVm zhRyUQ~qn|oG4vNF`VSREtl4@B z9kF?f1)?h$EX$Y8xg%+F@wXtllbLS0p%2m_fKxJ!5e*<@~EHXXzQS6{C$Zg4%^Y?)3fr9gC`BO2RGScjSWPV4J4@!r5;m^RvK@Hph z=t0;9)34uz^HJLC+~&X8Gp_v1m-j9zPo0RXuW~oZ$aqfjq(|@(L2UeGv{*3c%dP22 z#U*O>dTv3Zh{&1jHjBEfJ(WVVGwYCa0m;%rtov>WW*Nl8t0ve}D$-vIK8emqIX?}m z+Bv9nUR`586wa&{1mg)DwUIVmmSZwvVJ|uEY!7XZ=ObUpB}8u)E*KQ&73piE5n5n2 zZF#XX(S1g?|I-?`Yw8pz-vF_Lxk9571T@}M z)wj-7CGND~h&f)!ooSOzOI&pdtY{r&k}W4F&@fFUf=xOXmRxD14IgzHWW;ox}-S&@!Jzthv*n{M*9cL|j8KR2ssxa58^yshE(_;4iYTmjPYj)a3lA zq!QEM+I(t!6fqr=QhLvXg5XGNv*sx!2cD@w2@BfK5tGNZ^V2X46u%A9=#q22_+9$ITo3nPn zRDwNG@N4xhy^~byAd&APQo><_eR(#4CX)~Hh0I+L4@50v=xVek3+Ulm{U$Tcc_3AT zW|~*+!{d;E{hgTGIQBz9!A2@Z(J|^347bUe_c_|?XCr7GMibHmYxRsHm6S=L_p~kI?yGO7pS=Sd+`MBw24i#sX<#8c25md^kcIT#qKVq1s%PF zt^K$5;DCEcMBsSF9e$(Gc3ywQogXX$;h)mD@>hj7y12MteQzjzLr)AHJXMOlHx>%^ zqqZp5abmi_*Sq^6XA!4sS9`jivtIA_Qq_XYsPag3KxbQuBj8x4Q6?W8ZJ;Z&;wt=a zUg~qcP%;_Gs#A2=Fo6{z5*?2&a3^JKD&Vs{$DqMK(KV0ufc1hLDr;pd{?}{mn=LK< zj75&I=qUySJ*O@CNwt}_?_|a-RzC!OX85{O{ylLCF*zElp%BI-Wf~mH0+hW0jp1$C#7&f3>!;wDiB&-WAI7%Y?&1 zfi_M`7_4}bkT9Gfe3Ku}Foe^In;USI2kI!mRr`yZ9`IvKg{nH>-gev8yG2?)Ex2GL zbI-+Y=^ITR{tKphwU*wx@)SaK>chS*{-DPZMK6kF&QLS6=&vQ-lLyOILtWzT;%)%R znw9qklv@qGIFE9$rd^UEB)JWwBOT|R@y!n+6Z2y_kO*(+q*?k?LzowPPX4Mt)3$DC zqM0BNX24nm-QJ+GR8{AeY&^0$-{Len0Sqj!sC8ST4UwQ{=2i3fcJ!7z7ZftgG^679 z{LcilI5&GqwuC5NJf?98E8$qHu%F zuLZi^S@0}sFdbG?YSZ~Lgmm#*xBsBUH`hC_+`xwSaCU;KRqxFckpZ?tgO(R(_TSeD zY4)Bz)Y>g|n|dA7l#l|65Ewo19*~59mJ|YhH3ta-czb|5*+M&r<*#J6?V?O-yrqXppGjjXAnFCT&n$E`b6x3lQFRsLR4i~f4YEhD0T*1(T${Z{;%$D@6l`zwlB{UE!F4>`8G*QlTK$b2xpxh z1(jCO`s_M-c?j~iB0r50{ur37Iy)L}7C;&U-Hsq_4L;=s4|dXP8B#J@Ie?Dm-$O2o zCOd4LbW_0&>>;XvN8H5wCc9&%xCdNdu>fLfp9Ysn+Bm~WP50F~fod0 z9u6n<=BD{i46eQ}$W8-qd^3Fn_`?zt?RU3-)mn~dZubjh_6K&yrwqkem1ESG&j4dw zg)>W;-I?cF`$_Y2DjO+-fhtFXOr27euUIGamF$%*Bi zo<-hBoXkmL*&Pb=iArO2nfRh=+X%@1x4}g$TU(kF>(4C~^?xvmSH8HO)rok9>Xo>5 zf9#O?y+wcn>^!mp18>vovzJ+e)eD!&dIx9fUVb`ETb(k1&$W zXsW9{6+q(qrd*UW&zvT-=Ts4I5@{;0a{mmyHC?p(lCldm+naMfx;NNjryDb3K-CYos%VTCijryXgX7Yud};RytkBj@D_R2)&aF&c zvcH)HxN=a$j6VsXPSy+lY;62;(&9H=ZTNOL-`|1gSCRAgzEM(V7^HT*-qD8*MRUxp z_ZoTFr`A7*_gh`Z`qqO^0P0=T7uxCfIGG5zzaUt#v+1--jx z6`v%_7kR^fuYjndP-w%t2k>>G zH_CRRG#`J-&Onc20K)w7eeVk4H3HLR6{od2UZGd&c~C!2?$SB=<|;EX_dRF6I~iY=~fk=QJlr5 zd-~CrU(hkg%2~I%O+H>(UNNG(-@&zp+gU>?o9{n;V`=2@0Nd#73z~2SYmwKw0i@fL zcS#@cnP=qn+4~twnG76ZZ!odLiA4wOed3Ek!y@oj{!{v|4-zef2ZzDRiNf2TcezA; zDjL_x?d8=(l32yx;J;hGz&%Kub>-m(`BMaTy;jteEk0I})$iGx|qTYUS&u6=8U> z=ll!$$)}Dya(KPt?edd0S9feZBFm{CAgZ;0EXdPv>)ETP%+25o%31poLZ7(D@ z=}J&H@8+Cz)CT8{`ds-qZs!3N?q(L`m?!*#(p07oZ*2{G>yLQtLreRA`aW7`9vFWm!OyW7AF)GS+-~ZY(yTaK z3XY=TfGR72xGF})p#gTk$z)BNw_}dSiC}pshLLU+&@(F zf=u^i<cVDAQiNj4*y`oXFS-VEh$FVW(kk#Y?G52y2zL%2=J6DoSG4^ary@# z3ZZCxrN~maTlk<(dTF7sQ{g%-c;`KTMN0Nq0R&B2+Ge<*KU7K&v+vnjnLJ$ULi4wp z{La@2AeDsdLxkC#N7Tt~VJFS?2Qm_b9#v(TcKNpsrQe<`OzoeOgIvA~Els`&(+U}_ z<5kZuY=qmcEL+Mtw=JDmO%&e)TIffio#7_O;uqj#Cqcs`PGm(Ga}r7vvh_I|H?Xew z0f-M-3w%UtkIIu%%REbzg$}V26iZ}Fl-Hatoy`W_Nyt-tuXj&>-m zD?dlkm&_3806q9(IFqvT(L9RJLs`KOZEUQg*wsxHcKZ;2=g|g->>Yd}XfhP#p!fDg zN`@kR(%@mJnU#<;+6Dw1rLzU4!I*?@pbS$YO9GWe*RPy|?d+2Gk}N)MZ8z?~9-ruo zT4{JP@?aW{3~9ptzG5)zX|T8H+gZ@&SnIL-pKz#aB%ad`zsJD<84a}_h~wis`k2gv zXVVxh0@HRrLQjFmJ)xxVOn

O);; zQIlmrWZwa=t;`FV#PsIx@yFt1aU<(4M%34uB<5Bhv2BgaP1Z6dpyhGmzVk{0E;Wx? zr0z(j8CKez$X0%A?>dgs1;BlIWJ)xo8P_=nozGyvdLqKmsXW{Ruc&zNv;wabyuj7; z=*yxg{%oVAmk?LKw2Z}vCmFuV->5uQHq?&@+L4-OQjXtC36CDU1yQRJ2l6v=&j$u{ z|BttVlQdPC!%*>$pFatIr(7zi_3=kpD0i%WQjmg};9`DOny$u`X; zL-=@kQKMDV_8E1#g$_188y6QLsO>Lo{RjJ{%Y%?rP0i%}O5nLik22ppaiWOo!1XV; z+KD85eIggYN!L(vZN<3(;n$r{#q&^)nbo?@sgx-AoYfqoGBofV=kN4!cZr$!e_5({ zx{G+aL*=3_#sb{yZkf0dfD_jgARD0>cdb!SOe_KD3aAx=2KsYI@RkFvLuI?LF#l@% zIBj;H{GBYYlClTw+Q~DMXP^)Ce2$Xx=SUgPV%&;r%E6tW+guW4+4B;EsmBTMUx&HJ zHHQ#M)dqlvomagX+U^4_cg%ONas`eB1zzix>;I>7dHMv4Wme8uQ2p28pO%IBZrXFJ zdepgX`&-rz*G+uyKeFURtrRGeiB`KWQ4Xwy{vDE_hMO>V?9MW2cX7yW5CF%}+m8hs z*fnS+#({0^l`BC3rqC9IIY3R@!Bi>%3~rFL?l!Qb?gl#^Mp++^1xlIV)}`605i^oP zJ*0iK%RnIW7slYF$U}%NOJ@GC`*0fOmS46~|merxBnk;U-dr$*2rE0gsoe zk|VOydzI?fktFkD@HzYwvHb{4`M_m+7G7jOGLeI^l%TTU?c)nj!$R7{1MJn?b2lQ5z09rZ!kQ}5k2Spz6x>7 zv<&-A$~nhG_Rl$OD#o}jVGJgtpPNOq3~&}Ey@vM@2Lf8nPO4xyqHn5ms_GT>xl?5F z;vl5;!jbHKR}Q>k`Ud(nZqh0VrP_6h$8z}Y5aM9>Rz!hC9xA>+F$_sz=1{5&rRG2z zlou6U2+l%C3V*$G{MQ2fV!Jt3kkwSb`xcAaIA`4SL>*2V>TZY+JRj8 zgwx2+wWVUctl;9Ic28iQt}gmusv#V&K1fSt43LEoL?OZs0B8%b)z`6amN0e{-$hXG znk;J=A>|{NS(z#5A+SMc2gBomS-hCj%_Lt>Qi;Z8(4>R2dm$D|)5d3?x5IH8O5F!h zPanGvovTBX{0A>+5W#W~fLne#%N8*%!~eaRPn*2!gM6k%Zykrn@lObF*J~JZJNsv# zY<>zNGLVPA&`cA3?3<)`5`7Cmr9=j{{$BbjT8fU`uGKEqMHan)?vI+%1!^Vj#bvCc zHy5gWys|u+R{FCJI$ET88WLDzf!DIjM z5bn=MqniZ$bWP}2*g+RV$^`K{3H2t(vf!T-(75#WT9tYeWiC-o`{)lRaAie@Nret` zxRC4VNT3w7PbaY{R%BnbkMH9Jbf{uHfa~fO!rmIJedDaU8clu9}rF#N_VIRJ|KLKQO@PcJZ{Aj6L-e zevgYE-vXzSoUp^?^dm^}gp5*&OzcVsj~g{Xn^`>K3B4y>2kenPrRO?7STeF=mhveCB`T*Yn2X>E( zd3ih-w)5u&TCUMH{5O0tI|z&wLdi;ovWWuM)*cl#yaa0E@{`|%1`bMlZ;kl%5nf(3 z6&01Zxhb1Z1sn%iuQ)A^VH*srF+_P}G>Y>%{{F@l?ZHPU?ryi?37KZtI~V(L3!zWyfZ7V&i?L6s&sWKuylVi> zu)KChbWhHB;0t_|Vy%uIU2ehdH*VGv=H72S^c9)i1?SpNiM>!4d>ee@@*!i*Xsg(l zIu#omDKG{++F9@X0(7?wm&t$7a4_N0NNIU;dK4V&|AIN06qAe>F#>=v&4Yu#ymE&d zEMN}^tjcF%H>Tb#IseE>2xxCVBlH7IPHe!ml#!eitmAG^)UkkLGb3XA(x3NcF6$Tg zPOjS)pPjU^zaB=QXpAkV+hr5$=6Ja<;RUk(Q}v6fph_KH1fG!w4w#`K1t zY3MxIy)o_SyD(TF6?n9N`uA`}6tLTp1x??rf25jp>l7IJ+l2jlVKL7V&|#Mf^bcF6 zny;>U$rPHtPX&9qYUl9}y_v(nbctJEC*`^!_wbc^;~e;oPJc6A0h31&T6+5RmXk5- zy;rx_MjTvzwS#@%(Hum}sGV-WA>k_eL--`rH8LTt?=fKc!ps9r)wlo1A_mpJFM)5S z9{7P1Ee!HSJ!TnloAiIsUu66Myk8##_?s&Iq3aKxho4?i1- zGwUEsqbS}6<8rXW(|9HthPqRNVSOohAzH9{=30w0mKw6$!edZF0W9YtdRzKcxeuR! z5u}LU4)NB?BpCCWyY4SP5cB-)<+Hii?LFT;4HoS)MKyknR55Zsq!3sm7Jq*}PSLP= zNOh+9%jFV6i`{kWXja)&z|_UZ$JZ`bH@baQZ9FSh!SXRYX6orp8!$@SB5a4yx$nmh z4d`^-t{oSY+y8yCxb}`<0{5A#;J^)bT`L?CRn8pk%^~|`23=M*p4<@T&BnZJK6&Hd z48-IVUkkX{6vS{S017}(76&_Pd)AzsoF?uaoT%$0YWjxSS)+f})=KwWT;fMi&mGi> zjn!v?T~tiWd!z3fYAdu06jrce&%Bs^{j6Y{V%0}Y>v}Z+W5ZK_NlANWiNMm>1dnpV zBYKM;gWdQ&Y<#r+t*8;>x;dCERr`2!nM+O%vr2%AqW6#ZsQoctkB?ExS?1ZZad7UI zU@&n#(U~k{`K|CK24XM%_YYQP-~qn#<;6Id;U84X>@%0U;+y8 zNz|1NNUNxWyoKnqg~`UtsGA$=-C9`D^8qYzKl7EKZ6>sA*!k>;8^tpRjimY%_56c|E50aB`<_TzYqZsg3B&LGswxRqy~$Jb&{w-s)WPOYlH?AZFRt z0eMe6c&8?SulnkDODZW}awA^7OZ1OBbQzq%ydDs1E?|9rQNPHjIg+l^dwcxIb=W#^ zCSJXGp?8VhNGK}__y2A#Hs42$?>>Z*P&9O)-nKx(JI~K=1?@esS`|gHqkFI_A5yTi zL9Q0;Nttfww=5@LL{kfKcz$q)9UJ>~(Ly*nRUo7$%E-%$eIe`nD-etXTcFWMzJpf= z*1cf)rvq-&O|@7FpFCk>~b!~5QU-X=QaFAZnb1}IuyWM@N zDFCOebUJmSe&3?Zz_8}etwYh8(e7#|kkPT z7+BBeWxrls$fk0ieO&Xk#^o}sq!RDH-9xp9TkkhV!Gftw=3vzycHGQsF)tAG=0Wf8 z>E(ZGI!zD2-rlA(;IQOiYm^@CtyMdoKjXJ*jy%6UfBV_7EnAP=zKNOloHqb_J3cSA z1MZYCER0~!>G^dcaECqT=H>?N;fDtYe&31@pTV^497>2VC*lsC{2@Qa&1!0DX8Ze% zNacQ<&Up8ZIiq9r`|@(hf#@+n_KDv|Pqkx!?4f|f@Pk6u!R=IC7e2fUV;_?OvuqW> zhDN@=7q)=fTCVEfw9F~(?JaI%JB2k1$(;6<(+Gh}w@i%WCrP=SRoql#K2Czok-qrPF%|lP{cVAlG$t9GAlN z|8iXIo^q8g9UeL2`nj3^G*Pc=|6jKVGsQWs5gxvRwpo&~Hp@WKp#U{O{x>-}Iq~)3 zenIzj3c;89v&{;_qxlgq>nx@=1<*1x6WoU52yD~;khb+f4{MB6p(w61X_xoG(#!A; zt2sEje!$Dob#$-hQIxvHudj3zf-lA9X?}LSRs7=VBV+c?bGZ#L0;4T|U*t`0*Kf-? zZ|r2a{(2QS^Hu$5V4-1T`QK{zWz?>-Y!XD(FofG@*UZ^Q>8$ z-aJ`YbTRz@eV>1>RmukU2RFEq{=<7!k?vrOcWBpt_roMGQc+9H_L~g9jv%$&SRPFV zoG*|+75w~U`1A{VON99NECG-Y7So|Kv6s?o87HM{BS)aPi^g>j55GdOz4yNv>gwvc z!m(ZIzwarxGleztU6%N_!EH`Da;Hq#w&xUTVF$-~H%J83g0VHY5?a9?$u76o!)}&F zWU|~@O+Vt#)U=WFX_WgMT-U=U-G)S3K;Ut*na?AzB7G^=BOL;Ph-;@njVt&DFVsN& zj1^$(XkHIcUUzqQ)Djl#<=JJ{d(QUgOOdn`K>jnRk5PvM9m2js#s89RiFb}aKE;89 z@}=&Hb~|zRzui*z;6=3Fo0SChWy9GIX45URdLlfe9VEx)$WUT#7>hxunF+wl^d6@L z>rAc#O`b0MN<%k{G{Tjm@mbhp%iwi9?I36X;{Hq5Ky68WT8bNKB-D5y1JPjqkL|vqU^4csha-kIpOk_kma#k^ z5|S_jIcm_frN&hF?NWieYUB5MUv5cbeuy)=?+=ZC+FCXS&v6Iv3um1%Kk`Y1@*x_> zpxZY%{!+*t`H65PJOf;OOqAd|jleqCszM)37&cAR`>JYc&VeubECgQ7b{lj%b8~a+ zfR--z*;IqL5Gs%2x6BW13CS5h!Qs(`r5eLFiL^)0zsddg>hd2T9klJQ95K8fzwWu^ z>il+&62dDAc_0U%n;~dz2nZ%eHHU-)G2kzws8ve9QHe5r8ZDkH53k=#P)m#_g3MCHA&(C^yDs#X8NtfZ>yXPN_xru>Aw@q{Kw%1h9HCQiI zGTUPbh?fkjS>PevpN4%o04E)NuXf@C20vKWL#(hP1w*EX-8~R|uTSG3rVs!X6wLL@ zhy37ld*lisB-qAaGf5;b#JZ(GfuGU%Qy! z`TgB}vMFQzfZt`|yN4@6Q&mF~cUmH}!36vL={+AZNS7}6w>1axA3@U#TyAv*-kouo z*or+JB4Wu_JzSH`qgJqTQ!6&S{}&jPCv+s+XA6myIr?b7J3{FFhr_6d8PW?{9#CPUE4Y0&-M*3=R5v>dfVvx_tN$cuFETL-h=g#A zk)bF>h-4`9ltKvk2_XtmhL9;!QRX2@WlDZBPf3}_&}~p;Dl(cinZ@ zeeb&W{MB*J`SzLi-p_va@OkbNl9IxL+tTIN*ViT{+D54e{738lj+2*>(L@ebul5w< zLDPDjzs$@YJ=`Ve=eIgOHC3|6Cm@hvw4bBOdsd{x#;{fI;GYv`*H61;yY#zO1^uZR zQTjeN*V`sYFt@PCs;irMK4D^fdv{pV%S6q?effELMje0W=4RP6s>Obhlyns*WD*(G z3jT_>rg<4aU^}I^EAhDPO3FKecKFB+dwWq1hSRNk&s{RktqAU&dTR+&E;9M%zRB_9 z3en+=jUlP2wQDsh_V#b%{Q}=*xiMIff_=R5KE*Zc;EailU7o@{x6^8;#W*c0ox`iD z_$^+ae=_rqeOuW3q1E`+=$SZfr&IO*%a%>+oUB65qI=l3?Rmoe;Kw3I+i3EElyZO4 zmAdsO>?m=%apASu?n76Y5xr1@olAdq!O@XLQ89pYztx#ra-HtJ{!MP1xe$Z&qr$?I zT)5b_=QUo5X=z*b<;KnYG3Vx2Y>2{5%s{k{G;gK!#HTB6hS~%xGZVfJor#09;8c{7 zmS&nez5B8_A>aC98r6BK<61qolyTPw_}CBE^uiFS`TO(Y_WCepe(RgDu_x1?fIr2pG$K$#+*PlK$6*p%M2kp+Z zQ;u4#_ppr7>4(WFDawmS0U2heNS;!@6t#eRjORuBTMVCUQ1+9Gxo*B|v3ubGsl~ZBQF%GY* zyX`+(QeMvS>{)R_rcHNQe|k@aZa9Nr=^CvDebHK#ytPzU@Y&;)cR%&#o;w~$%T(An z=knU<%$ZQsIJJy4@Si`FWKr5b)=!WVey3@ZdARfHRfICn48DS6J9+DC# zL`J+ETVQs2Cm%PTR8INpjdSNsy#orOqJD~WhVdGc$h?Yn6m9pzUg6>zjyUCeP~qF6%Ov{);DjcjYZ#ie*5Qt#}t*E%umRR zZu*pt*gfrX08V`wYMAJd+^}VQ`3(V!NRL2nDR?+#_c^s zBoY%t&*5-uX`Q#F{DMg2*%3K5%$6C+N-cJ}bxuQASoDr=YZcv%z`!6L1DoR@zL@BH!O$2}!K z+`)cmxqW(i8rQk=Ed2a={rPiwz{U9P?(So6$lo|QIBYx9jw~!K-N?<|Hxe+fyhlW2 zCf24gNI5M%y;49z{p!_cokPIIg)$9$<7ZKP>AlkX@gt90!>`Ak-iWm3%4~qjicJd~ zzV?UIPrq$jmy@2Zu7^*QpwxI*BXmuAj- zj~9uAOywPjo+>FRvEtj5#Nho04t%KHo@2aCUS7V~!@9!Zq-L(ozM3^&PR^WUA2l_# z*ujh2CK;So<@fB-nwMVxvpPCE+=(b`<%Hm9d=E9fGn-3a5m7}&WddELghWM8Ak|o% zX@`^=u6>@3VPR(GLM)LZ<)95$u0cB6#>R#naC&SS=>v~yP#sWE1XxzqZ{NPzZLI%l zdHeRHRb$Xu$MvTdKTzCrF*y6Vi%#31Q5?r-X2hOURLEXAC?V0yGkUwDvaZg`C5D;* z=pHOz8@zh260lGPU8Odv#iZr>AE`I^6|Y7BYDbKX*?L=ATW2gRE)o+H6NMxsPGTK( zs%mOxzCUNxNK*;4@S5#Axjrel$$IhP#fiew1~y4aNqnzZy5`h@nzaWB3A;Adr&Xg# zv;EO1ZjHzc-Z(@4^(zv4G&^iyVeug0^%u(I?bD*8qjzTStb9~hszJZlsW=}27RTvx z;O0hPJ!K`u!hUQZoz`VpMp4lcG5cdo0!mfr0!|`v!lZVa%d4t368+Ulk+in#`wt%E z77!4yo9;}XdDhaR0rM&nL>}K-OkSFP$5?GuvUv07>w}H-j*gCr;EDDhQ7ulDcVnow zl0?t4-pde(<=KA2BCBfS>7#D-q`L!8F6aqgFmIH*G_dO?GrvXQz+I)1nmc#y&<6)^ z@-p5)Kt2i(=OMAe-yhlIb~8QsEyKfSnfMfpCU3~d$(b$B^yLftdS zLY8zIXU@mR$K&h!EDN{NBk_f-va72egU{W#vGV?#o|0j#)z#G+K+FgJDmkoG(-WaU zJGA9?Qqn17V`>{48}HQQWKOuJQDI?QipgMrp1Kb6rXTe-e(o0#ped9{xyw5C_R@zZ zm6dHEhsI`R3S5(p?@2hmXTO+OcT{O!UenuD`L1&Nj&}Wu5v$s(C+*XmyKi@#PQi8a zckbSW?$B`4Kf7XRQhVhK!}&uzU{2$499_hb(jErM27u_jtn9x`c}!wzYGI{BvTisw z#)WT*Fg7`vy>!p*k}Sy^#Fd3Tw&K*8Gm#S$cIksIos(83Hk;&07Nu+Cvc7rMw}Don z4}Sm7gPVfAV#~_Pl3m&SROy1D`r@K=UZJzjTJ46+S!+mZrX@J_m!u!7&CbsD|CkMN zsI)t&uWxH_e*+|>oYf;z)2mkus88r}`VG3;W42G?8Y)jM7ICVL#FEMQTRDodA)2kP zUo&O~t%>sS^Y1+HJ@@YI+tikpmRo3P$I)Ms{2_BA?EQNqobZcn&pvwuT3K5QfE15H zZaDPzF*hrOqc2^)EN%CK{=B23reun+k`kY*t7~k^B?;OsTfWw>95`@*@k+H-cJUg? zZ}rDn1qB5sapV}ZwBBOr0!dcv?Zv+oTl}~I<=dwx=U=_jy)<0IiJdR2sQ6HApsUNk z!9XiwkQVXz^Lgk3I{S{eHq@#A=iw3+6(xjxAACNEqFWdyXjDyKUj=aqiOPx8-&NE& zNT(pAVfp!@c!asV6&{BV%h4_}P05dKYHEs7imbA}pn31!y`H~5_0ap$m2ES%`MgPP z{t3_TAry;aT?vhz%{9-f8|!{r$Bx-Gg;0GRd|ul3b4K1)Mn(qp3=9A>8vg!AM}jy1 z@E$zs#*7hz2gAMh5oKjk@BpYNR^iZvsLtq?%v_IQBn)5>(*Da%_0m4`BW<8Q78b@e zwY0U*4cBUp=UET`vmXYbCG z2M?m)G=_zR?UIya4h;>Bh>3Xt6^I|#=$$wbYAP04#? zMH}))q~>!D4v%FT;Ncb4<40J_?I}*mir2_e4xMS+3=IvnbaZB8cvP+_tgo*h?iBa> zF~kEztl+=ApKd#EkNLO0`{m`*of*oE!otF&s+y{*U6>PyLW>Vt?_O6?H?58a$D^{@ zr7lCTzvQgqo;`b--n?Ntbf1X;5sm^CY=^39H1i6w&-wkvEA}jDYePwS;f7IfWn77U z!x1se4b&=8P%ysIrN7U&Z$)+U7t0;py@1NJgsj6a5|Zys$3~gAJZK9>QgLvlP;{`bT@sl%KqRNz50@UBI(H-1P%M;(T?Q`hiwYEI=gg~lEGsNbqj`%t z(5@&sIk|>RQ&6&ZwkJQS^UsI0Z@jfLjo$pNa&mG~^75r5>CvH~S|1j5b#*d~HIbV; z*ZWMzB+|ut+iYa3tw!eJ&*hsINNyB(V`~UrQzP9Sm7lQUUAcyW=4Z|*OZPzm!ecAE zD0phAjk;``*SBt3E-o(KRTYW=BRy>V%ai;BdDYP|J^xda7S2);-f<5d}V zeCpCKDQ;E8iUF9H+iA!4N4|LRVwaQ@!q?uG4h|yleil)-E_bZPPy$<@k&$7s`n2}i zuP2>DmTOgJ6zy7HuUzBx&DeejCv>H^?jq^t$n<)mYh=T?p(Y;$egGikn_>PyaU$+84c{k`N7v$mYzmXA( z)rLB+Z?|iVoJt(tJ_z@iY`^&QYz@dQuZClmKdV&4q@_=}+|4(Q89UB`PfS$FH0VWmjE3=>>&Cz}Ymfz#gnz#6wCtDgf zHxwbwnS~yKJ=itUNS@-peQ3_Omq5U82R?m*iK7NEL(kfNRw6MJ`lOg;c*+%|;(kaG z+MUFKLY*6~<+gn8+SZeA(ksm(pri&IwKl&v*)a)o4n)CNV$&E0X#x7#hA~`@lI;0} z_8tj|iJ|EF(cIZ-5V$^tX)uoA`5YV^guJ7#2eWlpa45zABdh$DM1V&^{`_7Q78ftt z7Vz^tv>71l;l7fy(W)C{nvQtE4v|L*majAre38|{u%mgpyWC1r0Y z;(Sq}WQ*YMcR^ORvIxBB&e4-bN};*A`C+q9rh*UFR1V+N%`%F>V50<-{po=|q!B&> zAf&LW!or#m|3#!!;V8r_pZJ~;CrD)7HdgK ziGTd~%xV$PaO|I@v1Xcb-$gr$)Q?Y02mvCAzzNP3`DS?1D|QwsZ*2?Xt>LMusb4=< ziq~0&jJv`La)ChpS zaeym?n%oe#k-Eru)r}p>0V`p(wTc=V8ty-aj>Oh6FftN(cqlvQ>*sgw5IzxI}B6-_qFh^j2c*kHfbd2{U2sfuNsMI;SU5*&`1nsN{x z{#9ySR$i`-e^Xj}$3@4+w#}9{G85cAJt>IBIPi%u&@Bh5c0(G3^J4=rS01(D+vl& z6PpUrd%WZ~IXO8FA(q@AGz|>w061*_@;U{+&ULspFV7#s*ev<&U0vf;0@w034Gax+ z%*^hZZCG1dmz9+nP0vqG-f(OD!-bmLb^r{D_HEoCl>)N5{h2#1B*gDamk{wF2P&A* zbVt<0OR~{tUV!lMWU8FS>$&gWJ-)o+BsBefBI!NQ2iQU%icv$F_xoy3M<7AOh6OBU zfdN{Yo7D@4o13XL=#gihT~@{l)B!(*SGw5pdEcvG`0#*c4I}HSo9mtwQwS=o1Ny4m zeO$xW*Vh&n3=k~3vw@wcd;oIaBMv{4its2qd;Ig~zbl9EWF((x1O+wpJwYU##8F@> zrfp=zdj0x!cX-fzszH3^<>mB@j3$}k0e31ZWlYD^5=PVG%v1JNfw(uQH(_P%B(;_pv6bz}j08U+=p! z+`}S4vNT1Kb}K6Ggvy+`1-NQfWFCr!v4qp31NES={p;uEE+HuHwm>4$5-7#n$e=n% zWtz^zCvCR{V>L204TG;&JWT>tfrokcu4u9@pMpC950rvRDlI(-XMtHzr6>-J_xt_( z6|c_G1H*t=b^bgG*eGt(zy~4FK68eLnuey_Z^?n62G~pF;0S|eo&=I1Rmn$29A0GF zMU>UU)G1<$lnS&Vvm=wqyD)aF<8>{eQ-<*jyOEqExC;&%m{D-35=F(uL^d|+hXoG@ z>-=Q+`1k;^LNOzX)MBY99$3|0M#42@(kOULY=M6hh%_VGL-+LqFONJvnMyDX9M8t+ zpfXxuwin^_+aXIG5X&Uf@9?2R*l7in-qHZz!#-sLZegJ{uU?fyUIU$pi3zBd?MQbB z*B7}_Q6b|xR27QMjNMXFWyDoEA`fpQtHxn(HZ85SxuI%ya3U=@TF`9U;qzZZ!*Zw5 z24#nL8L?!tuYQIS57N6vPgz(*p+=krS`KUi4M8o-$QG#&1C7C|C@!$Qcrh|0gaC|B zgM|W3{sM8j$h~@ZZC^wX2?eea6?Sb5VB$1{5}V$>-7XlooYTwcJ~q{ApFB;sN_C$tT;N;GV*{{zBfwQm3b literal 0 HcmV?d00001 diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220829-135818/results/testing_results.csv b/projects/codes/A2C/outputs/CartPole-v0/20220829-135818/results/testing_results.csv new file mode 100644 index 0000000..221744d --- /dev/null +++ b/projects/codes/A2C/outputs/CartPole-v0/20220829-135818/results/testing_results.csv @@ -0,0 +1,21 @@ +episodes,rewards,steps +0,200.0,200 +1,200.0,200 +2,93.0,93 +3,155.0,155 +4,116.0,116 +5,200.0,200 +6,190.0,190 +7,176.0,176 +8,200.0,200 +9,200.0,200 +10,200.0,200 +11,179.0,179 +12,200.0,200 +13,185.0,185 +14,191.0,191 +15,200.0,200 +16,200.0,200 +17,124.0,124 +18,200.0,200 +19,172.0,172 diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220829-135818/results/training_curve.png b/projects/codes/A2C/outputs/CartPole-v0/20220829-135818/results/training_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..4410e5ebaed8f09704a95921a600457a054c1022 GIT binary patch literal 64654 zcmeFZRaBPi7YF!~(nxnmD-F^uC82;I-QC?SjkF>mjfx;hOLt2nQqrB$4Z=L{`OliU zn>816IcMpT17AF`_x{D+AJM8W<*_lyF(3%SR(LM+3W5-WAqZg!4HbNcZ)|Q2{3GNp ztL?7tWa;i@;%WiCFmZRbcXGG4F{SmiaCNhBa^&UUz~SU- z#rcGvMi#sXy7O}#HweNtf&U^DN_@3}pqm>787U3#%)KnHy5GMidlr>Nn#USX7mA+~ z5fZ9BJlpx2%i@VwM)kq25#vcA+S~m6!eAneCSy((MUu}K3j^B@y2t;xnbR5Go4-p} z7TdiL70p!e^z_^bteP~m~xR?$Eyg-t4h-@*BGYb?r9T7z?ABqt&8 z-*ukb=5QLXRlMcQZfPTq!=LK*i^ZU_x@-#_|J$S9y4&M{vF~~USX9D<>R(^V+Su4g z&VVnLzoZ&=FsAB7a9ETf*fXRWH0vT zUFJQemQ#%axi#*`KFN<2yr5vysqCuew_85)=5pIm#v*@;X3*f?el}&45OjCN{N#q| z8*>dDXvt|3K`k~O*wmt=If2)YcYYTUj5$Q@NZZ&vHuOJ|#RA{2opZ$`=d=B+>v@0o zZ@SKfUbogUPDT6*xib&vi?innZKs(FvHGvxGfXhBJje{Ye4u(@MO{YLCg^KR>h^J=wvILP3!^pQojY|Yj4GAXA8gY2`N z{Oel(U*>>xhPT<5M1QoNYJ{=d8%GiO^F8zG_u7RH6cYVlYBAp>kODp6^1^uF14w)% z&2YBkvHS08Gp7!$7=#UO`#X=7E_A46w|(m7ay8)-$lY&e-pz*oXA@d=haH%3qCXN7 zqXH>d^jR6?o?IMxcoMz5Vv2y%0wsi8yRBsu5Dr3a^{AIdURU?y=aO#Ic4=I(Fbc;y zsWAtv%l(8Oc2lPF4Ib~@oDY|zls`U2|95>RJymMJ?KmfBKVAN4DYNdMN>!!{&bnuw3*t`xz)b+@@Vjcj!vMZFcv}F3oXBPni4s+mTj(A)z zwI3Epy=QPm0~=li_d8j#39jCI>CJ=DMlUD#?O!MY^X>#SPK%}WAd&q;`5pckgBO3d zF7fY_0FFfvxn>jJULSgk!j~IZm6JI*(lEO&%^AOB>A58Pybu0D<143!e+0k!YeqfAks zR~|HawT|6QJ||o@zZl?hRIdBI?qb1DO+$n5nE&SdZzota0#w#?jIrN*VF<_CyJ3xJ zcyW8v70$w0-rHYN4+nWij6qVu6;YHr;SKMDrn5;s7$3OpCfVSaZ1%h8sk9hiuxPp2 z7jdSH9N=igf(}o|Rm?!;tXp}@dN`@)wERwqqy2Z0I#`8M;r`dkN_-IWVl7u26m!12 z-vJQefLwnA5*X2``7Gu09>9$#P+iQxX?cTcTkf$tnY$`N19sK~?!9i~qaBymzW(XK zA`Kj+_jeZ(d4nSo_pyvhDaQTDkG(h2t;)@MabhV1aEOSAB8Jm5%UZ56;NrhCRhFP- z=!23Vc23IgI2UDC)=UiUvJ(`LBXGV*(0;>iDI~?b0r0Rlo!1Jk=AR1+R(>gQc7u>W zPaR-P{y99{ll)kH6ePpX8u(J7Tu>dMV2Qg+q#w2uaBL7=Ow>5&iC%Agvi?(Dv~msb zLE~5-Mkc?D{cdnm0Fc#`(|J&MEeD}auDb1ljB?Mvx}Ja*vm}8Hv$XZNHE+i_@BJ^U1~r9qW2e{M(4Wg^48cV>tCPIp{2cYE`b;BermU&CL%0F{Evqyu>_;9|a`G6I{zbTEw@fNm(Q>soShvhmM% zjL#wyv$NwtjWPv@@z$*R)SedvgSmyp^1Rm~k#O6_P{t~_#BtGu+67R)lF{ST$Ue&yZtgaEj8fedB4rRK9Gqz<}up_B-u#3p|VL2P<8SS0$+2w?qj zfCMa6jfi(5;fe;&I<-r$?fG4T$m6`Dxm)uQ+fGAnxNZ?@}agjNO1jbI{#yr#%GtZ;!^PCi^=8T zvUZEV(0=QEAS4ME75MK=YtC&%4Dvr9zPpY2+1CdxRpFlm5rpX^q9i_Nxr|S>I$rzf zy_FZKs;?glux)v_thEO)Hv~yjizM|=a@bOR2oHsc*>}~-9W=`f8n?-%Kfigp|)rOW^k~mvE+P;*1Wwgq&((m zpsXG`^(8(675CfZ06@Nclg@~c%hh^NJD1#r8OLG(tHST1d3dXTazn{)pJsjq;`eCr z{!Z(19-x`jErKLSw=obPC3>|lD-6Xb1)U+Q;Y{?0(2I{x;c!GOG1Y~S6l7WV;c}-M z*xAa8X|?SH24IZ8tH~X~xTsgqe z30Naz%2(qHx}dnTnz3bPV?bX?xlNHlaD@Zr24_HfS?e8!V9(+6jV5s6FF1JWGfvSf-Q6;n&!1toZC+n$Yh=NtOTBTU*P)x%Qy zY(VK(e=_HEfj2X*ogHiPaeLIEy8Gpcm)en93fn+L(~H1BaofofvT}p(x<52_k%K!r zo^}6yCKVXS!^`_0s?Jne)B(J!0C)HK%NLk&;h$qmPQ2<*kWN+yIJ#7dc-yP1ug}J& zPF{vum}A%SqJ3Ba1OrmaM2U|2cpME@;G*JGiRO1*sb0Tmod);EbB+R*BiV5?RaQ!q zfK+0^l`@8yonauA(DiQM~_XPJbB`L^S4$>9N+h1 zKMt^Sw1DeVDX^^y`xzeh{W-FM6n1G)w@}nF($kB!Hr7XiG&NK9SDDe86CnnC;uH%P z@bpf{+SM4&7Rg4>zs6NFXIma)WsU}a%Jn+9)I74jj)Bn`47r18&1J*d%ahzA+M?XDj~ z!YKzb1i3b+4%=%nKtTNN(hT6TthTt*f~aziI2FuqD4d$`Mz?WExuDj&YgQm^>FScZ z0ZBsoB%jb@mLSFyD~m1n@@4!^1!Bvt_w}ibfd@j%GLqe7$(!-*WbJAn@tZwfSnYy8 zoQYt!09oZpTW3Ma0w4*;Bw0z2xEpO&5gPi)r!FdC>gwtmW=8nQ~3?q#9$~tVs`hi#Lm!JwniX1c%z(P1X;9Mt9|72rGO;`8r?XACpZ#EDT zd7zpgm?qN>2JiLD=;!yYtEs96!HTqXzPgK^bWi`8YHKD(VE!`4JG$=&5Du3*+n zlNrD~L*-b&(ZMhNwQK!Hz>Viz;LYFZ8i$OfY=Q?r4o#oq0+J>VlIIZUSJT-Vhmf1p zMS&%eRJdZ@0VT8gW6Dr{UcSt**?Di88;B;gO8@O&U&?3yetU!AyM&T0>T(cE#(Q{s zGJ@GEU_VWZ_XZ}du*`B=mu{j$gGT;> z7a2_Uy{l)w;MrKye?9emx4$&}LAxwn1?B5W#i>uTAxs0nRzfJ?pkme)e``atR`VB_8FwR0f=0AQ#r*Ji`Nc%RvL&_Xd~=*PZaw~908y&4A& z58mfky_?nP?iB8a4Er48?p7GQs1gx2s zl@+|-AtKYu%qY9kdQ`LCcvEddb@mwAt=&ha01T63WGqzSn(fuxHB(NE9Gi3>A%pxyulKyjG{*g0*_57#4D z#OQO7z=U%#@CIAb+0Mb!lOL$fct9P<@0RMWHZm&Qw_nB5NKgahka2Y6Xt~~DEir5+ z2M*qA!c+jqywo6j_*d*vSb!lIQCc0|Cl-_ANVVuOQFe{lknInn#u zlQdBu9-vL(Yypy(0IZ}NxI#eA*A@P_YC0M21Uo$h8q4I@XN5wYDkeA%o4`&!nx(-i z7=|D~sCe%F9R$(y@)7|2>X612Lyqi3i0pg=uyhsp89lHtf)xXN*dQd_YaQTQTnfbn z7D-?5FmO3-(nP#C#IM!}fI!9vmJqNi=?@Qr?)6@?0g{UD5cv1Ulq#s6u!I1XNAHA| z(f39JTlm~TQ4kitTtXrwB+QkKA%^3h%Mdf6=2Z0?1$J0S(~Y?Y0wTMiQ{} zyWIMea0m_x_H(>JMGBR(NFd`yB_kt)mjSzo=9ZSGZNUhzcR<)H*6$*mrCnoB22SSd zlV6e86cJY0KBzhV$LQKAvKAJMz+7dLDSDgE??4V%JW`w0&_7T(kAO7^%YQ+?b2e8u zH`pukzux}3_3Mk$=y|lw#5W>hc3pZ191C1c-0kZ@>iUvGwN%tN8U6JuInrr^==VE4&BTYmI@230nhj zib*?^fT{}PXA`goVA;Op**FGNFsypO3A~;w02ShL?Y+w3@c`%Q_SYQZu#ZW8f#8l{ zbr80M%MD_Xt+J}>XjtSR7kD>R!tQOrZ&RrXeux*k95OS59x{qT6GgW#7!woY(vCv1 zlq65x9w)Fs+BwNc(o{b6zWgKTHlT&E1tXi_132m|(W!!6pL+uK|7jRG(-MDNjq4n~x=G>7qjU5hAN)Gu!y{nyth zv;-vQ|J7HjXf;emx>5{fF;nCXjM-Y|K%KN?Ew7uR34ENl>ju^$01m$AF$1?M) zge4KVl(kc&0|V2y&;HmGudQ3;*40r`8 znDCZQ@SeLukd4E@vb(#l3JY2In*PpI5trM$%6TIEbn~~dN$(pjRr{-s0l#B35_%h2 zXH4thpr|0_;|Q6MiGGG^4>r>1K!3{K_I20%>S_o|e6P;i!%hdESU@5aOUt%P)MaF8 zS+o4tfnVv@h9}~?)l15FLP*la2BEU@xQ|L1yfg#yZ#~(EWmA}KocK{|VXZB4J>K~6 z9@!LF5VV2g&Ya_q4`5UVIBQ2i_ZLCH?r1I#1hyLNsy4W9hbVE>BLm*}-u}Q{_z2io zxlW5MTa(`@U;_Y%A^E2Hr~GX7dAmyRyOE#OVjB$(7{V#I1-gB8jxKzSn zu;UD<{<8#XF$lW98VNe=r3qRBo_jm+5=Mb344W@dFi2NppbB7gfLRc5jxme^&WIL# zciB$?8-ot}S<9ASL#-!{0(5C=)2Jv+I0%>*;;+vrmZF)n<2}^jv!>%vAjLEW)qNrG z#=(8(w}N&L7Zz!R6sX#hWkv~rAuHAhfzn(7^eFJ{fD%L-@P@t429I6Xd>s?|FUCP* ziPnTIcxGmX^r>~C`3z9v2_T)8fqB~t46$fHHWVhOiqszfqm6}yrL9Q)Yhr3@B=Bm2 zd6-qQv5Fn|Gb%x!X|y-usI#9GbqQZU{q2*V-u{}b^mCY+#i#e?GJ&yQj|Yx+d(7%S zdl9TzqTu>p`*f;(7B1PEDr(95=eXcSEb(39t=tdZu`d?vw{`nmJmXZP^Q~mAJXG2Z z$I!7-X89}|>GT(bVM5KNn8owumFzg~&+_yN1_N4Dh@DWYlW@G}i<8kGuO0RzG{cqy zJ}wPN;22vUFlo2`V{qlAWO?HDNNgfv1H1BQE2AZkvGeBXo7qm&b&1}wFR$5u7bnH5 z{mWRcjq5F6ik$BV{F9X$sV864+hie1$;wONsj?pkO(T*nU&&*sZrPtfhfoN;dAiIAXD^52v(T6-ja#(unJ&txxwdJ%eu zQ)~=F$!8v0&u~4UxXA1_GxIZEPa(K88+WN|X0tW_lAHVcu}>*;{C3z>s{PTwfY;1> zg4)4G{FEq0=GtXFg0EHIgfhn@rQ7yKwQMer{>0xCF^ny77a>LM8&GbqH)Z~%Zcpl^ zK(Qy7mcZD0^CxJ%ZR2@`UWLmA+3k-rh9RXT%}unVU2g~Rg|#H=@>`Y__}a2 z(jzh{YhP05%Y!0M)@zT_1nkC_W@8C{&IRR&@13^dbNDISm*0O8G|+xSj9nFOm)o_4 zFyvfXh#zDxo~LW6I)$oTu`LMYN}qfb^ln14_(1*idrtVEhDZ(dVVuLkY#ufLzEG%Q zD#_oB4U?O8#JqSW4_=o`jllY#&npRRS1u$}mpdYII_h0U|^A>r3QXb+tygBNnc{j;gk_8EGfYnKbiHu z1YSOI%l(~RoxY>K&-&}>1`l5Hr`BPhTBAbc&dZV7m1~%p;sF@IC+}HLP3QprtF7)~ z#K3yjOcnE3zN{NC+dsatqH`VRU3}C!9qswTZt08P1M3tqEsZxvBXa^_v}P7RH?7^RO+i(U1NGXk~$U$1UgzDo5(qrKnrOx#)q)A%t# z^Ax{oe9O6@j6^4gldZ)s2%2|pqD(i`ehPZ}el8SH+Y#@Vy4CO;#@*JBfhckkO;3qm zDCsg8j-zyrIFavKGEkwLArPK`hRkwaB=vtSBOo3jNkv5reU8-6l=mX+?AS#`MF_hH zM&{1Cy1IQ1COQB}*Wd2yb68CfI%hI0QuVqx*Z(+Km%OAOl?)4D9w+pjL72Zcn^`Y6(aa_CV#R%az!fata1^Tb{)L|DkU) zFvzL;2L{T4LZ0qz(86(ayhfe!aJ2q!D0)$Xlme%g$^Onhfnz(7ZY|rbQ80(B34!~yqlx5c2%*j zxQ|0@dfWX839a=KUq-PhU!ho(r_uI!Q4aRbxcwoHQ~#<2B^;1bi4-}8qrbjIXd4bq z8e&tO@1}wFh;^d#huT+VJN^aSYAlIqkghE-$GWZ9r*9wp+S{wPb$YEVh)`$TjtHxb zy0v#ohrnv-SayaWxZ?x5jY|F5;sNA<;q~?RKLZXFu!qnit9C`>-#7YY;SULRz5Pr1a^=nRAuVzYY&!!(=^6NO zzAxqT(P|gq?c?1oH2aZ2psnomA^FH#v~O?_5jx!!fRs`L(Z5#V1K$LG5w$WyB+%HU z1`3kk?$(VF^n!RG$*IzLm%}B5!JK;zkPA_u-)6Sh(v0ASB4GPl`|{>+S=zaA-g>qs zw49BR5d}~oyg*zEeni0fxy5oM< z3e#>3e?ZP)f`$NryZ+Asd8}RltD)ygN}cK|V&P!dpFn3zO#~;x$>T1vB87i#Hwj$9!{GdX2P5Or0?lq_?@T0pvM}$?oKk zcC8~eXv2nsXORMocmu$J{qu=r8m3h~;u_XzOOoOe)#Cv=JQ~5hiCG6yOqQ8I^XH@p zuvO9d*K-xn(=OmlvgmlhZ6|or1oX4G08m=0I`%0h#F>wZJ2druj zfoqjM-()Kf!)iMU5;%{iqK9pttS3u^fIVu(rp-kI4lP-=H0b_~_fhwzYO$unQ~NEY zb|B5I{O|v{0-%>-(faz*z<%Z!7pRQr!9its?@B5DsBI*J^eT%;m!+E%TKAX-%>pDK zub+(<3>^W&y}UQW`;07gAR6>^v4M>MG(H79ln_U8FE>@1d?~U$I;IpABh&v)l4EJD zhrFl)DNOh?ME|SfgAwmjX^8~ zZOv2(+}-(!q2iowdVv0$Jn&^kfPpo;>^wbIX2@upWIQnVSde&FBMZ3@$pLt=%hJ*RO*u0FI_T-3H?yr@1?xGc!Wk6{d0KGeGW# z06$)qr>8;@8U!huKGv+NRYNZ%Om3lBTIFWx*-!F z^%xVDKW@YhW()rLf(w(j8%oFBZtasqOr(w4qW8_qm@y&mMw257eDdc+g2n+)n$+;(#c))T%R%4IWFn@&JwkF4R%_7VvJn9pV z1O z24bp{m&%Hb1Ip^?X9CM5z4T%w)!#4*x%-$wkK3M05=+uO0yX~fbUeJ{z~^LRWv7@^ zAV4DNTdi<~`#OT?zdPZ=S zfI$i>%aK67$stOC-MZaXztz3oKSBA_rq|9KAMVlA%y7;aOSl!{F4=(80*{Oj4 z)!BR@9t^sut9LgC?NuW!!LFO7z$N(ys9!rQNb>^`l*B=L>-s4|i_P zXYZHCRY+DqPYMi$p@M#RxXY>|FvC$GAlLETHe24D?M{LDBP?LKb%VY`WD2{U$#Fzf`KZ4A)Z z0~18c`;E+b4zuSS=SD%z$T7qLQM^{exmsllz`B!q`qJrDC)em6!O$MZ>Zjef1kHy@ zZ^Xqv{THmnZKQ23l!CRq{P)kiec&!%G&6M%Fzw%jW45;aE*h_}8J8POKOu+OcF$Hi zaTj6yiqxrE=mMpbJMi|be3lB74O}n@^V)keOQ6DO(GY60%3<#~-B#xY-vkb8g3GLf z*D|Qv9lK>C$WU@>>T+o#(-L?9u=Y}qHZl$#F)|VXk0Juh>lkm1#&FyG3Wb7!r-}pm zD+mywy~-U48Ci=5=n1vYI*lMefFj`lw%T54Aptr(4Rg$510gf z8^b{!!EIKG0L4;?Py-hfhQv;x^)N)!)Kcp9&o_?PuSgh^89QXjk@3AH!mkmWz0Osj z;ME0DdsjZ}@Azakv6v)Z9ov1i+$b+L(qCDzm5;hnfXdYqER!)+{<@gIZYzJ;`*iF^ zt;&-9bZ6oLi9Qz$`*2Ghf&l3w?*IDbOJ3kV)Q$meaPJT>g4MLOgKux$w&v=K&EaW@ zNC4HKsR0MmQ%C=7+Ph2PKeY$JAR~)vs^sE6hFl^Amz3CpP9)T}KQGemLRs2i``MfV zp1+!D4dUczu&y%?=#9@(fFh!QHHz>YxJA4wf0)#}rf2W|$2ZyKamRsjPZMRNRzaC` zPI3V0#~SR5^+jvl<}s!U-@&do$i~UQ5x3D2#qrjc8UTK)w$_|n_q2AIte!vCJwglCKWk#eBp|EhSE4Gl6~8 z{Nc|${32yA@q=Yld3bor&3|sf{y;pnSO_plSHSF~P8 z!4H7RE@-gwm)5N)f;PztkaJQmUvk`?s8vo@$lJFVU?2oFcw`9c68Yme z*__3%uPR1hw1pf@P?Ewt27a-bDx>z}^+mLNS0Kv(yEUq?9*Y!oUE^xGTp_qUpB;%v zNZ^Xlag8=v>3~R?<7nyR9ukx#4dl?_Tl;P=PbZ}C2MF=h=BOqS6bd=zE6*j1n66KSD9xZ&Qu3iGGD%1>Fk}U(C7Dh+mmM z0`?2)LCXyjn4V*LR4D+uSwNG^YHIR>$y-NI1K>Wg_sNit^=R%RDA(`8(0Z|j9!w>6tei(T$?u)mmBDqj8^bvbgnl zy;aSoi}z9W=`;Bo6Xm{JqHW<`k$1N-SWnxcM`c?Bkw(iFgM-(BW!%yKVV7|LbX&KB zU5|OR3_RGuK={2zuON_wXn?h2oSi=(Y#KE0nqoO9&(7HWoc@DFO;f#OihN+SL&43&k%=Bi8)+2Cx!j}iZlc7 z)=Vo7Lo){&G|qf3qGL*f5kjYm*=A+$5)nrQcYz@nlG8eW$p?!VppxlKbo+gQHHZ$}yBL%Aq#EXCF>N zwI`p1XtpxesWa9c$Wr)_;UCHW7@ST>Q-q%Z8$$eb48IpA*5lLHyT=yc@3)9-xU;WTuv{$>~3KSG0H$V9AA&cXU%&=Bk%0+rU1qt+v{newdTG|Cgp9_v`{Y_D7 z<*v~g&#>bVVgbGV1jUIcI&NL};3kI&RaRHgbT0k=TR5zkp?)>XqUpV?+Bd{ZVvB3e zsWq3qSo7UrW{0VE?Xk!COAam^jUhy9fyZKl;YB^~ci-Q|fS03>n%JRm-*uH0FUgLg zx;^`$`?%0B{cv%CVQ(c=q$;rI!}jjjpeNJh3-0hl*M(@uZs&b_#$B3+)(G~-tiMZo zQP#J)$1R@ihy0#TRMJevLnwUrydl9X!SZGeOKH}$unG57a8j^u2^yF{OG-(J{`G3n z8#A(VTEm`gpl$cXLOkbKLc*$Go&L+@6k=L-c6B$7mFFwx-bcUkr@ zEF&o9y>Q3{XEembDP+KJzvB zA?o;22kH;k7qi0?{*z!_+!$Rx_@(^&N3PdZkYP@}qLVt`_J&|^T&d;T-9AK8GJH*F z7Z;u5teF`; zNb=zuIWPiZtn<%|6+g~gsHM7Ed0DtO#6v{IZ1Knx^Z_Vy5LLPH+|AEruQ^<+%de2A zliB2>dn~pA)B|ko+C9U|z46_(h*Y^K-Zi3j0Gg(EPmw93& zUmJqVWsC4M;<_SkK<&JQ8_5t`ykJ&Q7?D3rAeJWqb)a-2PiW(lQ(9Fz_z|jkxDi%%CLNERRFhcn4+kS#S ziUo3&lsOZ&G3o0Gz3z@2=h;oooOg0tYE`cJ#yYT=x9iJ7Aug( z6cNP+T8AoN`0;DDF9w+Sk^+MdjJu$=F}9MhX$KEw2&{rOx*QmWhK#`{7y!Wo#=FC( z-=-2^9)&ojMR^Z0uF^^T_z@sk*^awSv~oVx;?G;xH4?4-fbnUa>uIZzaWc-cWeqLgDzGaB3Qs3=bm}CISVpDDbue|JqbD$v=*M6T&)Gd?v3S7od_GR# zEvFo})v$b!;8>9+k)1Y@-Xn6|6PH0fq}Y%xj6!)vL@hO_BLYj!-I-uk=xJp(L4BK0 zwVJ}u{I!pcPbe^T`@ejvIoXN*A=S(KO={62=}}&YBp3rnZJdw)qLd1}Opb5s$0sM; z;DcFn9#aO^z_2Oz2m1uBjqKBpiVS24tQ{D#%6#jjaBNzfX7XiJq+rY@eTz$gAKp(k?Z}#vnN&t@@a9h|k8#&16QkqZ7j= z>QH6w6JVE@=R4S-_d~xq{k0j}hq*e0v%>1#s;!d=s`Z~HjF=u_mZ%xXK83mw`oY}|v z@}26)SI4V;r@D15wr-xVMgQZN!R}2aW-npw&*tdCq)xb}W@O&XOxx`_nsqSS;X-5mNgAJwU3VTGkVf+ zAVY*78r-MyJYrXbyKD?E*JWjiIx6!!Tm?g9#EFShI@9s*cKcVs$6_5kq=p!+Yan~$ zA^FAM%^e5NF(f&yum{2o)Rw*c8s^_@e$ACEmOvAAVs5U#tjT93*Tzh=IU1@R$T7Nd zcZ8Ob;^uZX1jDW{{CHe(a)u2;io&(58@|kn#4k(jx{9i=9q6qSOaIVOf&%vU2z!u7 ztmHX+#bXtWBE1wjy8=}Vpv?cfDWZrVXgx{`rUf4WD;t|K_YWBGXESJcS`r|~6V<+J zK|uGMP6Pk%r8cKkVe^=vIOlGVO-2RhCl3~?PnQCp%ID~PlNvoT=@TNud&%!A#!A?G zR0;4t{SsI@aizfV-bt&>Vbd{`%6R-(KKZB(pH`0g=N&3*mcwCc{FYuBiwDsF>Vk^y zMdiC(4vT<)?*xZ14irD+1mRk}k!L)}p=9?e#m}OWFP}BwG`>PtDP6iNGx-om*+23r zrEi=ba_YaODoe%cogS1xfCQ{c+k!CeQR0=FTIlee3tu&Y&#RpNofR)UAZ7_n#Odx#34Fk?zmuOcYKES2!0v{`h1JzWH4gG17|L86YG9j;&d@I?JB2BOO zEvp$e^$7L|0Ur9El#C2gv5*v>Yih|1v1CQ!P_-a8AoA+Fsri9!tkFE;Bst#2`Y|JM z{<7DoCNsKLZvLwLsxBJ|hL3NMUiDZv9{7a z%T4~)uznVx|AcS)b4-5t6?c+(T>_Q@BQ%nEw9fEu6L~FN*yD*@Ea@8<>cH%W5Ii@i zQ)Ow=2Ay%@htPJ=Z)rFS?>yhY$*uUSUy_mgR@zLN1bSNYaop4Av~Y&F&A8Vj%-K;^ z7D1a2e}Hu-{{BM+DwJq;l<>hody*#HUapN)lDhuKU?EERhkt~QeOT2DzOT=x=JrPr ztO-zp3U%VBLZIY$(b+vmwkrpXI{du%o4H z-3xlOXR%}$qYNu!C~OB0Lrto58O&Jdqv@jg5(P)??EySnoJ5H|VJE1>#EP8*3ubC`v#8ALOn^LAS{wH<{*P@53xdG*$c>Tq6> zRRLj{HR{6!MD3|pQDfT_hYqqNl;@N9f9P`pWE}A{a6}bXINM0yX%I_-0V|o%4^0ss zGt%@E$xujruufc2Yb>^VlMm*Ze@{oVY~BH4oaI)k^Da0zZ||a1VKwsRRu?X+RG;N$CS$3g*JCda8PSCoDy7xd4V|Ir zUq4Rbr@5f4YtoGOLLavfhaZc4t~cDZXQ>zPLGYf|!#qgFLS2$L2(iZ3(Vdq%Cgm?8 zf7NzimsM4-=_1?0aS%VH$kAQ-)^Ul@JjB0gSzN`S{B^z9)n;?bgg^#n4r+33M}tY{ zOE2kLkswNOHVQQ8vM4`PHFa)hF!;sJBif3v|EV|-Qwf)V7D7r?j(3c&yR|Yl zD)ebwz*u`HQ7$H`IgbTOxYL`biE^m@l5-MEtS114h?B8fWSDYgsIWd7qJo&9} zhjYMhC02knH&*lMzM9I5Wv45=np&FI?&HVn$p;%9p48vBfAn^mT&sjnBht~pb{!<-IwOEz(Nw0U^&%>jJ)4L%haEIgH*FY=Jw zFRIC(futU6fp$vev=6Hi^^!mS8UCo(8jYBUX*)J)9T~E&%ogR1XMqs;sAx89eMRz- zSafdp)DSi+hW7pM*hn$Hql~KNmCVLF{;P{TLgZJy7u5A*To!*%MuD`K->Q;#Qi*GY9o-@EH!3Rc(Ts5+3Cz`s$V1A6)) z&1Db`k$bnK*NmLB0%cTr%q-b4J`|#LIY`G7qlg8p@=ej3?Z&}aWKEHHjLEzz)O)Hv zZq4v7*Q(SpTdmAKtmH^9O??RT)=py+){rDGk337B8R%{sFgV(v&M`$~48Ft}Yxc2K%T`uq*ZjUyk#i?_2|DoE;_Pn_BvY2^J$$a#Xw#g~@8Y^uxO;I6-Q-A&+aW+tUwnrm6#MQo(+W ziEbaIC!A1>l0a0PNe(`1rz?vd{hwpQy*eLIT89tj`0~oT$O0`~B4i-j=NJ`AkcbYlU`aSZ`rLaDfM(f=_r26q`6Z%WW+ry8C|}t6 zai*^=u{OPSN%m0?999=NPO8qJLY#7=Q#cuU8R9b7L(ds{;4IQ+yTp#NpC%DUO|-0#k@=tQ29}6oT9zp+iUyz!?J=| z@&U8U4Ixs(yU}AB-2b|r`CL+LNOG@s!*&tlC9b{(aV(X-b{uRk5^gKS4~dD$uZ2tAk6P4EZD{z*cDPBYK)az zIgN)Yd35w-KAz&Dkhy}mz%%rP+TP=OwX+7}ZsdkwB=%s_UHW1(Um-qkR$FX4ozY59 zA~l*lQiVHNQ~;$W$i4(*^2_to$2Q6xC!F!s-}AV-Qz)B5kL`36!&>DFoL+fQ?UH$U z|JFll6`EBlAY3KD(EA2vy4XOPCdnN5GIr2i2F{gZM92RKA$-=|sl$MHnD{lty!m4q zkzQ#?R@v3!lg&1yTSQd{eq0L#>rCo+BuIu>GRY&}3-jRQH(pA(sm0nDuYe1eAeZ3o zkcNJ3b(7!p8A1Pl=VpSYcb{&LNSRqlwaRmcW~ZM$z3!1}O^m}ABCC9?ZH}nuFxvX- z)ZEqk(UHpx%4KsUwjoP{{<|t1D5Aiz6G>=sr6Klphv$k8E4j{z+TxQJv}_Vij>Ak* zJ$>5H7mg)54kS+EIKseUl;*Te#Pf**O@d$yM-BGf>5yN6ZwF3FTGEAe|EM4&Vu%LC zO9VChN<2x{)*NGBbLb}Q>ybXrJl#lqAovWfFUY-HdkkZqp{TPtNgI(O1TpEohU2e7 zSa~NuS@k2h*U+F>h?Oi?INI8%uW4I6lXU>UgT-<=u`_{!b@^9$T@&t0?-OLTcFZtiT!l_^fqnt>LtXZbU$=^tctc|s;VvY2a zgSwte89GtG6lD15cWB0$Pz}3c9_7Y=K~vcXe0)1R&V3ghi4fyE`3%y3KAyGx1Gs$g zx~A)x9Zf z@)*gVG$wi=^6*-yK?9$THEXjqYv|bm4QD|&Z#GN4{rdkw)>%hI`NiFShDMO??rtTe zTR^%yB&8dqrBjd=kd$ta?vzyNZjh2L3GbQTdf&V5TK7L(OC6pwGv|5Ecklh#7LXx~ zDaHe3UpKQ^>lER|yM?gASGaFl)q7lrlTo%8ILBzkCAoBMoLOF%@xfJnF_636TY zo*|p{F7(RoXPkoJ=T4G@9kzjw(+)|OGz!zTczMCRCUr`Gs@^%i3j4lbQqXwZ{MIK3 zP4}`brxEM;SPpxFeB2;z`yLuJU3QVTtL~t>^NgVQVgA4_RFcoAhE2aOD_nVBp$(rc zD9FUGq==dO4dmPcqQw@ZP&IFqgY=C4swbwyoP$00xp}o47n|o>NPUeE7F2Rf zO$1Xdos!fK$}|v}RONyj+BJq5?jY*rJQc!t2{6e0qe&z-g7yXjU0d^;jMO{P>zEKR zV-AwwiTJ+T+I-ybVh6Q~z=UE^D}2m8Vkf><0gTtP#IFrIa~ml6+A>S3bn2u3E~-ew zflVfHJ(M+?CT{sR13{p;xv$r@cC{)-&!}FqTaK2CamwfE9&dU$X;EXvHx0vK8A(Kk zxjdNF6zz3XSb}dVtP>s7a`@A{!k&f5zs267ecKlYr!8cRX{}a~MmTfs@`<2^=u;;~ zhx8VS6eavHF$UbvPX^UNR2QH0SPLt&*$KN&5*)F_iVv=_E}b$^TKXmoC-X-;wY zQcM9^chY%bm|d%^%kgDYH^y`ezp>wmrjr&23Oi=dq1&gE2kWh#fAcJD!xw^o(eG`R zxD83xnA%i9r6nLg=MGBABF}i%@~|yAbd>w-j!2yQ_;|>lE5nDOJ;x8qJt#|xm z`87ZAaNsivx0IOhI^-_84FAM!mL}o+`-4b4giDevAbRkTNc_bTA>-aZzr++oRSIOn zST;p^q_0dnu@~e8^9Nosf7g1~T-9<@``(Phl`xpz%IkLA76id3bVLlBe??eJrC4meEr8((IAQE?<+-Jd<# z{P%5{|M^F zo)QN+L6+^^SjcpjN`h1m>|SVP9#v2aNO@?2z*z%PCAY2uO8#q*1sY{9v5aHeQHP4p zfnOU#9>La5TH51)56;^Go7Ov;{j;~>N(z%)Y{+gEOVBoW= zL7{I2RxP-zh66kLsXwo(b|r2ol{qA7UJfHFVIf88KyfA!#^G(4Q0T_KNe}Cn?TpOy z2|6*@X^+F1gOnq|Os&6bVy>q$oME?CensktJ*{27^qWwdI4HVR#}rN^eT53dN>7q7 zs817)WH}2TZRGEU-=uMc*Iyabz*yhqHamhE)6Dku`Nb z@MNp}O`YMU8{@o7%OLq-LO_B}z(ov+OBX8jA~OuPG zkR4o>@~D#Tc=ffby`@SkfAzzl8HAY3CA?D=nXjt^0m_CZD^98C_%r1>#teob<2~=p z1a!Oei!H=liLNYc>|QPgl3cfM9_C<rSu)<*Un?7Et0kp8f0Rp* z38=Ng@yQN!qculIj2bs1e_d1@{CVBEVh1I%<1lU1WA*--+#|qEWr?i*Va$%kA%+mb z*dW8k3xMuNjEB@cC3&De#gR7s_f*wOq+|5XD@)xlpjB0{*7;>EYQ3QD%avUH(H(EW za+_x_XMaq)ZpItG8zWkCY<%#w>!Dy}SzIlN*wrb@3dso|3Qlyh(0++#w}uCncrwr1Ra<*j%m$+~%O)oLLuI6qp?nwn-E$>+zG4w@%V!Re_FjvCzL1D5E z#;J#Q`wVT^nT_XH+gMVVBPq6BMqtuc*8Ha%%BCu_YFHQ|8yidU`cSlT@7h#!RX3^= z#kJ4DGq~{zTb00Y^8f`yVebR50_})h3B`KJL4EE4xg&CCQ0Kh?_OBhyQVQ=EV|odY4StoNiG16A%1eLI7QT68qUSLg374ZH`i(CAJtjJoyu69X_d_W(lH>Ov zI8|Y?c5|)g5OcH0#yCr2qsW~c* z88{|?eB^pa^!J)ucv)}ikpzAVL8NzC?0%y}oQ~fO^Yp9LB(e23YmJz-_7p`|M@tY@ zm6__zN{(4O6bu8@X3?CI(Qya2QFoq?Bij3+=c+xqWFw0UjT<$b_C|xXa>*Q5V=uV! zlcPDI&4cAU03xQxvB?5ZIe?oy=IzQxUxb>mas2Lh${yKriyI^0EBpW{R5Lx`B{^wtM>Jp5Up$^4m`=%VKm>a&m1*d5V>?s-*8DTD7^7IwcwkqThMa2 zkh3ENha1^n9X^@kJ;@>OxC(CTB9Cd+ZN6yWL?lw>8Fs@^in05+_3v*SA>F|D5DJJ^ z(IPbBhYV-)M@3Pg9Vo8}F zrhQQR20=orKn?e9Q<(V5DwdadE1%f-la=(Mb8*Kli@pIk(GhRJysM<>L6t#9|XV*F3JIT;VP*s@yK3 zl=s8gaG*b1K%f4W`kUo=m(BUG2J*KcNJ`3Y!i1w0U1d9f-2JnXtdBhd=9=ukhoQm# z{r)3L8IOUckF~l)g~i3v{#|zU`;boVpr~0LI=I)gkdxL!4#U95tKrd$uyFwCApz;5 z!LFw(PJ1Bnm6moY5AL|42EqqT?Mv(H|K=wcb!Fn<6N~<3*GTp1)$@S?{8L%8+<=DH z(_5^ZUU|9V{^5`u=lBFmL8JS1X4Z=YD7fgQWBd`p?BH4Kj{8|5Sr_t64+W1jkfd0v z<0;Ow;E(=wMl#?8ZFmMnQ<&e7kTM9a5{hdMYOD#u@28|{f@J>7!vBpI6lPB%%0$jo zdwpiXu+u}=LsR~No9{wpJe!>$yY1@9}dgA>!xP|v)`KwUmUnb5Z_fj~iR>h=kn_bKse z4+dGqs-=!+iYr?iG`?ar_O}*M(}R$a{p>mwuWZ-ykF=q}Zb7biC0rJAk@@N|-NdAD zdWZJ$VOkpRi^TD2)IAPZ1WI)nbl)~&3vkV^+r`IKea);dY&Q{-pHkPIxMMT#CF#t!MgzKe4+qPFu zqoK3OBGK$6F#*ZKgl*LqEny|Bz@YQ?-l4bO;}^J$x+O(uo)^$RL2P8J;JO9*>dSIY zD?W)o7(jyOLk(@R)0~r5a1ZF>AY`I`0)W&N1|!122x9=qc?t-p7Td##z|MjQ_$7n! z~HfJfYyh|gZP;fY9b-{-&aEwh7t z2y65>&OMbeL`uJ%nf;XBWRI*)u07^ss#@{6K;fm>pYi#$dBh6dstL>WE0(6QQkf$H z7u%8q$(1XxNga}IWm%Tu(MWr>lIDKeD#`Or#zJd7VHL7)|NEE9fQ#w$EA8X~B|kf1 zn4R`Fp;Q_$-wLN>6?$f?H>TwGpyi`tnBGcj+G0Sb`e*@>T61DTZ77EyFcdOo>!g_- zFVO~1Uw+_011{AFK$@B_)vuzu0iuo~;MPp|;j}N&o+PnfTB@8VyIQ;Qa@Sw<#;{1y z|42tOs~!+e`4G!(7_jOGXMD_h4Ctj?tY;@7(?;ES&6tX174CXUMOeoqsQiVim$a-| z$6P}GA5INK8I->x`q?fr7$$uqhWr@u#F-?BgF*yMcQ1oS_{-+a_bB0sTG0e1`we3e zurV%~C9!7GOHdXCY(8Y%?zwB#LH;HT%I5|})SE}N<((SXYGYG1(Dk-+DK<4b=Nz*^ z)=QegH++*nP9o8K8*b5JGjc^s7lzBkgu|92yx7Eq*hM2~X3`5ob-S!uw{NU1{hfcY zl4CM`oA7<(4Bg|xr*2yi__2hfb_CrYC@e1eQfo1i-7vh%rBe#ZR^eu|3}e2eT}jYe_v!42z|D>`QIs~v z2|Ev#pGAGdmu3^x4CTREOnI7GK$?n{eVzK6J!k_N95LGeJ6m(RY-Go6?sZI&2Mks6 zB5@6EQZ8B1o#g1GmRG;laz766a(FE`yM9}{K;H-DavsT#*eTVK+$m{dpkQsr=+gFt zP<4C(6H5H1L<4SiZQG^(yY*j0$B?h8xK^YReqQGs>&}A^oWYIXZhWv<7#IkbMB-v{ z$6mkl=)r8uZ~>%BYah!fe|SXFkI+#CAG zmt#Zy17S3^3v=UUom!MiFH$fT!UpZ?TAX>$-RRno`5e|KtU*X`NWp5Rz)>l)?vc8* z1gdO>hTZqz4%3?U{8yf>q?;d$8GMV5=8TFBlEY<%|4fi?3A?+ZnMxh%K`KMnvY6E8 zy{cwToY|ozax913qA^3f=csua#F!PQNQEaq`}lWOo;%?>Z1%nomnH)Vwoqt3E+Sc2 z_UV1}YLzDTmnm->6)tancBjTy2WQBdrv%-LspdeR)M<>btdbQt9>)nNFG4zVC2+1W zZ7LScaz;QfvZ2N>#!9e2qyH$)>8sD!bi2bHtX8|ZJ)=*PK)7Jtt~dW%Sfy@)jlc3X zokbwRv}epz@-s(ex+11A(_sISoMn3>quzgFB$00|NdzHX`$rsuNHVRe9_AJkR7XSl z&hp=}VU~}fYhWd2T(|cn+AHS=#$v`*MkkOVevVd~M&#q4+JfeM;c&Swv=v^pFT!C3 za8pFrXx+~XZJf!$#Z+@5%cjTCYZa5u%X48#NaKPLBDOUV#S~$pc6yX28t$7=eHmL* zNNLgcGE)yBs+eVVGYyx10}b;lx3V!3nkMv-flmbHwM?Ge7n1v&*6)P%oyoO@mJX_> z(6LDi(?aRxN!`=br(v0Jhep z$yB-=O5TU50%{Eb(2`|d)@;crFqCh?X3bZds9ErCKh<|8`G)ATD)yx$<(YLYVvViV zxg9s=wjb-=xJ&HE!;jY0Z5U%z-EhOi;OsFv&Q5Hu@R{aKyGYV`=t`&{K%-J^V*GuI zx2}j4dq(t8|1o*@Yf21X*Wr9uw!w~pa5rLws}mDDA>;dN`F_*41woB~SIQ(Vh=|Mm z#mW*GYK`v4>NF9KZu)*fC7Pya-7((3QwVsE-Wqi065Y0ZRlBkxKgU-~x7xopPP=HP zdUGr06osM(L8a+YONogRaAtruR6qa4WLn#%`W=pmP`EuvfH4|Q+s$NzJt!;sO8GnQ zgOAonWUA~u>36$vHdIcmeF)zk+gX}yU$k|$$Cbt!(1fI=c}ZXsuG%xgMg=~zFXn&S zvFQE5R8{*DCLOC~#U0PUTd(0#)y#8n&--byr8Im`j`0#Uf{Mk8$Y*)dr=!0$>^=)X zQ16e*g|0_LD>n-`utKQDH+v%+;*!px9P2DlwcetQu>4VYt9>loGPK*d=xZjNBGOXY zOdWm#N$J?1rg5&b!S0G5i6y!f4rWNPD`t{Df#K?cQY=ES?#96Lj6khM=D#$9W{ixK zc^E6?;3J=YU8`s^jxCXeLIN?Y*}56wg9M>zc$s=H61=|qv`Y5fsrJ=%D8GuiM6yLc zV!O)A-8YKray*#16x%~@QC&Z$YSEj__Kwuxz@1PH|U$XPzh z>`X^BB66u_*^b67(i|3%Sa;|pxfOd&Y^yqo7>6Q%-rvcLZA@C*w1wNsMtDybg#`d{ zSlH%sd46NJ-n8*w*ke32%oUR|aKWY_=CWP2I4|7I=sn@{g1&1e-9$*WwK5#BM!g}B zfB>)FRzm-el+&qX;YS1RaW2hCPI9KwIqX3YQdqD4^3x}BUxFmj6M;4dIRI;ku z&#;-ka5uSV$zKpm#-dD1RTMQuKr_W6tjS77(Wf70c={sQiw@omGd1J=!6>(x<$>3s zGGS9|E_-SHUL()Ybmz;30y^MSIb?-Nwx+gy5Oz3BT{O$)5sBIAw8?DDraf%=pg&uM zro&INYzgtu#5?NUL*XdL-%Z1nynJKYo+Q9d-wV7v*aZJ_9s%6J`gwc~^K;|$A2M0q zj^lmZXKc4-{8@iag-$5qAJfyXM0kiU1`6k+X_eRVd7o!2@043Yljmqu$knMcTgMql zMu&(|jv^be5>dn_@>z#I=S*{(Lw`q`hQC-vwAYl^DI2@SadPIFl+agriyMJk3ovEa z1QgXL^vzqQ60rt2yznk|h5u^y6ZMD)el`D}oB^fJ>G`e*nZVis5 z*jS2%CD!@*S#>9DojVhlahQs~_vO8N>7=jLUHq2WqMfIfi6B#!UG?d4NQH!mldZKA z^HQ24241XlEpP*<`jUX{Yj-5egwDAk67(Nvkm&MLgQH zzpbdigsgw~1d# zPLUkz(!ImDM99^YG}5r$p(0W(*|8ylXwXjHLIAD?2oI3l&Pw^Z2Rk*_H3pCRA1yL( zAmXVq{_S~$1P}Z6AMVec`q!$gByQL#X^X=V$)2@$?yq{b&S(@ux=|A*8_C|?a8kYb zH5M$<6@LXc(r(P7)EXCGrQk#%jY^H)yfaWT03!Ilq+_LnO0lAXzN0471&KeuVqw!= zJHdy@yP|ik#W`X{kjo2<>9;Q=`_j1R$NQe+rCo&lj7|NW{i`BYv4?el7B(>jcikAP z?2}}S9wcjxc0=J_RRfyfi^6}G)fh#CsB*lr+L5$-{3bBOVzOw}OK-oDTrrlq)BMT&dsMMyg+!r?&}d1C;;BhW2}(J(3PE)tU(qi1Xfx!~48- z68%i9s;zR6Wa^D)@)KP_&@yK0Xw&SrGaq+Wz#zQiWEfi*MViwZf1<7SYbX!WkEXad zv!DEy)#e$}gh7cm{=atk-@w5>c=@;kgoi4J37d~jUgqZp<@rrhSY|XIPtys5Tt~Ci zGjS?Wj30^0EvkztQgz&8erwv)iXSTwgfc^<&g7%R{B?#T26)bJsF%ysluspjw)ceQ zHTr)uZE>O&3Nh8Xw|_KrLJcX256yFn4M;f=&JsZFqBVmyXn7n#Z58k;{PXl7ABv)) z_&hF>E8~3hn9b(M|J3^O;y52t;~f_08uB-N36_yK+KsQq)sNBh0S&QGwJaN!%>%euR`t~5zXS0#~)PyYT zBuM&+byLU96(>GsbH{Gb`#^rx*S-~=99P@O(=^GfbZge{?`wm2Ky=ZMBu_pu73b;F zt#u+X{zm?jkmx&y>}9N9S6DE+rr9%6&+MK)x2OKjEtwuPT`h#3T*@h7|w}KL-VZL{yaL#i#fcxo0j_ z^HFo6{EQK#WFE12m_3_G*E^CVygQvW<(C+7$kJ;Z zdryai!gEkEi*-gigLur(fa6W4?>>@OmJA*ptG@7B+B?*VG9HRX$nhVrxZYaDYyt4k zxLr1-VPg&$Lm04wU;r|lu&}Unz)t-yhXpIXfN@bvIT?p;#q}hKoA^bM#2Dee%0Q>u z2qC5)2!Sw5H_B%E=6Pg|CSvNaOi&V{s;zyxDAB_f##%=v6Bmn^F-WH2)(4_9{WG%- zTuyJn5x)fzb%^*jR4kiJ4*syxmx)!-;1@cg>IbQ}CK840v~nPU^#7>~Fd!|g6v}JW zhcT1SAsXP>Hvo=e2#|8&(?OnW$=+;Hw+w~3UdOI($?kH1?v8=AQN z#2WF*Q;Ji@lA~hL7soMy-%fil(6V9>I9gt(&eRehuS`JsL6i_h@Tp;)J*aQ;W@mjX z;SKXMfl}`M{8qv81HwrP75@#VTHdRg;?z?wa2Z%^K|^3Gb6I0t{0zd4YC zJb5aIQ8b59p#~+anF&AucV1mrRUVGa zA{aLmriIp#dbs~vzaYC{V?Bumw{G1n`_e<<9sQB8E_yfm2%l6bpV>=YavwtH{I6Tw z!bn^p`P>;1rTv+qu24*39t5dyCY8$RPXG7cod8MW?qUy6>f%e(`uHDz=7_w9p(+7& zZ5=T4ZB|-&VLcImZ?9LXumY0`w*Qj~^1H>??&PPp>h+1FhL9nq$&*pu`gC``v^U8! zB)XWRWnGEHYVVWTsPyj%2nkK307q_JDbMNXcyPs9?FHj`J@0fQURjl5Fsbsq)|{6o z85A;IlbV-!MFuQR&+eYKPs!V696yX(C1!PAb1B4X7tNI_~p?My!K&Fg?W8%WhvE@aV{F*{B~<#{ON9+dDw=_%q!e{V)e{ z_)iZCDJMnqYy2p2NmTI;Z&1B)K1>U%GXt1#6o`P!CW3;3f+~=E0KKZ)uFp6|DDyF_!!9rs7SX|AJ} zb3g`^#{NP-q5Z>Tjy=aSX-DK@@X_Tll<8;B5|dK4D{(*FLhyceamdC!Xy z*Y0Ie<_7F^TAUg`ChTh{2uw`kjv?8aC@cH^uu#U%4lMBHP4>d?gY4&fDRA)%_Caig zs{BhH-|El!r`o`xa_(?74Gnl89M)9}I(J}ATp=FSpkV>fvdDk^`eoX5FZ2P_S(pI` z>wgGm0FMoA5KG+wjUW{5xe^uHXyA&#AD~Wfh}zC%AlC!pV)+y%GGU50XQ(AvpU$6k z#b~$Zz=Q^@17kirdz*-)VDSsp-!{if$JYjfAaoY`PFM3llWnq&Oqinj8XEeV zq@dl2g0vv;pDn@KoodYbPMDcXDVnx{UVj2Rg|i_1B*4=#aeBQ@)zWT;8`;k*`SI^* z`ho+iSQm8;?llPn;mKJSvl8GbI+xgTT$lD*OKa zLdNa{1lm5xrq*t{nV*KE?W~MQ>`MHoRh%VlS1md5sVZatA7v>pCOX;~^nOu;UL$bh zK*tJ%vE^YmF`(R|jDjGjCn&k7yHBIq#OKJ{OzET5?d(#;;VEX(g~%2CJN{=@DteJ2 z>x%W%RlN^asrdtFI|vXqj*G5IRzYN#t&cE9HU!O!;p4}IIPCsxtsX@C>N=semi3$0 z%Oa&&mn`Z0gwB!UQEj-%!gO(n&VWn~XcQ=`{x?PdhYb&^DX?c}zz=}32l|C5C_wL< zFeqjKy$OKC(*#&5k$~PlRJ9>3i9JScj`S0#FWEI=SqTXdQbCpS5s=t^!~R;Tq?-bI zd5Yg}{(SWo=%O~PqsjpmAQl56+ANDLT0ae9{_sM_0nQZi?lnfwQ#dZ}HeFgTj)>pw zgs2y<$J#W)=MD$XcSbin+h84Oh!y_;WacNRG93FNMhTSh?od=*0H=pl!m;VrKpO2b zE_kRTy@OYW0%BvK2$1qIOM58c`iO-)O849E&r66lY&V6S`P2}6qD6k>GZF?`;V979 zP`E%wN-n!x#x&sDgr7qq*@8+$Q_X44HjF%KH>Qpe~Z%rtvYRB*MCp4oDOLi z@hP-o?ev}Hdq0Dp`0-_ho51LH7XEXCHZh>x;_*q|D#;3+N`emUvhxKYX**GBD>3cV z6NWL7xX8Q2?IuLSbvA14E2lkr%MR84uV!ish~Y~l3A)pNrkf$l{W3V%|%#=@BUp9}f0$X;n|?QX1l^)+K?&V}vDC^Y!_W zsj$HDRT0@mXhun^R6WU0%x7D%a#u-Dib^=1VAc9VR9}9~;pY9rb#CzeUA40>m&-0C z^&I0~e+!TB*#wEZ1M!z0bw**q5+_!5BPT*ckKf->nI;bhgHq@yQ>zpM*b-mj4lA2Z z4=C#ri0{N5$0Da>aXMR8vfl0GSVMTA3`}pKbdf~V0hT!&6{?05=tUeh|IW;fmU7rD zx^oH+dZYH{x)PuezGIPhxt26E%cX>MiyBH%1wjrHu5hV!%ut^dwslQJQxEYs$ugT| zvggVfeo{9Zro?OP%r^BCuB&hOK{lCQb!}uZ6L?RrfXS#F+RoXtsz6G}w zKJW0Avt9&}^x6FCtED_98{!>}H0r*lA`nNLhp^_UK(yD0QD{on;LGCIJN5Y|p6hB? z%lZyqecwaab?K({bNB9j1CI+onkhLun!9sRryi0@y9vwRVIx;8`RL!i>L+fbkt4eo zbQ&`xZWyDteZo`gafMqX((XYV>&fR@lJb!Fu0X)7TJYEwGpZWD7M!=*^_cK`ekJpTA4DnYDj`p#EL=tR6kX7M)2l*vL(R!B$Nt)geu>SqT z_A{jE0I(s_Q=q-oF&Qg!uget;rOZ$&I_2j)sNiwYSz>vfU&3A7ZqKuu9R6@4`!d=~I!f6g2u>6#>`0(f7x2fAJ<IhE(+D zrQr>b^g_F~-j8LvZV5OK^RCy;6#Y{Y!j7U(4ua$3ic?xk?g%N;W7o+|Z}qYL+7v@| z2^*nq#zHLgKX&rskZj)s##>C~VBw05Mh<9t^M!|L^}x-~`zqfqk%W|9hB6WY4G*Q< zp*DOgX!ZEufTNm`hku%t?D*Bzgxaogn=6NE&9{axI8WM{?9xxd%igaIE)NUE;zlei z+DKVA_d?>Ye#lZY<`a>?>x%q0QWz|8p;WC&l(&L%HN+3G+*htpJ#ZOWHO?r!wxq6to0ojcbwoC_vQ} zdz8EaK*yDuD?0x8f3r(|SJIvZ$nA2+h92b>S#i5m!Nd|c`wp^L+>FU-i9ZR;{DiZ$ zZ}3nL^<6Spy{X~T^UxL-63i4P(rm0=k+(bJpClWWv>4}{sKjd|Q-m|7s$~zViJonR zv+i|hv?(jxq_^9bT=XymSxK*9Tya(CSY+w&vzi*!yyT4X=(^404x0JU-~I}fCMv3l z^VEBNqT-9%l77hhx_}=Ys}e+1g>Rc=jk?Vy5Xo@! z>GY4EZT)TdQP(|e)a{y9tG)+Hz3R!erk4j|ALPhl%-BO3^$&gAX?`fM4VJIN#Sf(G z3d(N!Sv*Q8to0?r{zC+bWvKL)B_0-n;f#r9tFVA`zCf-N&c9!@6qEQ`NbIaJQ4Mg{4{aW$~<5nGIJFr zgrus()yJ`d7NxkkmW`13wgk1=!g>?}DR0VF=P(U=RxIbW;4J)pW1jO!>D2bL-&@Aw z+I#eiHgd&FjmUJNI_8Za@ib!|kAP@x;cR500}-4_3nrg=Dih5IdrAem{DJhXZR0Si z9oogrZQsGo=l=yy5a<%Ti4BybGU?7#iBYStGu50ko=>5HGGg zPYKyD3yG)~{UV4e)98>KmYb!Ay5OXp_MHL5t7Jy)L_}55f<93%@&N}pwxF5oaGg4P zddAm+FA4?+6cBu17pX0HF4cO$xqn7x=HZmd_je2Dx!$W3g za5d`G880xMpqFuk$t?>#x!t4!ljZ9A3H>xYUd}YJI~ue$BtU$4mu#s7IPHuv)#WjR|iB$;Hz( z*cysmyYK=osunl9nK1 zXRtd|+W#Bb6Ss%@)xTvjW^UDVCNxQJg@=4JbAdt#Qm*kw>P**ze`z|S21I=J&ZBEG z8rBF#;ILcZVr*!o2_=^O7d^5bOcQ;N5jclk&5xrZ{duqjyCmf!$l-9MynWD5Hh8o8 z*OxWt(Nv_}{&IIp#I;q^#ixYX-1yPYt@%x~fSs*r1&`UVYit<=582_!oxdM!>oel< zw5$40LOtDRth*`bsecr|IT$7!NAG>3$C4Gj=4&Id_)u@#{m>ot7K%{Vq|D}6a9_1g z_Mt;t?0@K9pzQ4v+fuE?e;zb2W-|xg^V`!tO!`B;)B(_Q#AVtIf%TX-t$32glL_LC zTj9R$UL-Ge`TZ94nj9^Ql@Eu@l+f4Z03N{Xj;N zC8)lIHI>22^4N^qi2xiC(`qa|7}Ob~S%Sat;eYY-u-Rx0TMVr2jU$b9L{6Lz-mES7 z%5g#-UX12ZGM>=g0K$u43est5(XyNSz1&adEHo4FtQ73GV#0dfjc;2Fwx3-ys8Wd2 z(-8M1A8=7dYe+oW(DTxjq{|8y|nEdv+0!D73RWfinU=h zN=Mk0%|dCj^%pt|G3isOF`9$=2VURGY!3;MKSemi&wAjpDJ zE)m%L85DcV0{GAw=p)+%ZR5AFqD1GH-%&-H5_{~v$|v zL}=R8#s`ECHFk@}&>t(Z%!l1tX1WZ09md}PQ9J5XzT`!h!xA58IRxwfg*_^ z1~GTEK=k@Y?6+tQH|KTpuLm=~y64|kZJ6$xZztE-hL6O2dd;X#WAlQ;pkQ%C@DJQM z1g<7x^P3_>q;fAqf6Fckut8*)t&dit3G1d(*wdt4KdJisFPe*~>Xpwq9Vjej*V8VJ zcappTHFoP@?I1y5u8*9&F&7p+ZWT~$TKSiyj$wWd8{U79R(q)Fw#k3^yZd^6PTZ9f z-9cghYYQ-$Jg8+MPitqh_&Im4#~!<@QzxUDFm4q*Lt^!tOp_f09Ow?efGHc#)~>yGt*$9{A2IWaZy9|oX$8Ausx+gGBC z>eO|5b!xvq^4u3{D`ES0_SwcCXjuT@6$6?M1;~C?rvp4Y1ZHcN3FEY_P|wKE&;NMy z4mOKL%i-df&Ozjky)QrCDmc8?tNiK;fTlC{&l z*OU~UO^^dL8Wu=4lF55>LN2k@k6o!4DTg?ix>^V^iz2K9PuWY;GFz>BWgZ3<=)a~k zLf2Yah=(V*9A!q-y~BAVOXM&WhO*PrpzouviB6O8UY&!NP0By(T^60q(obD{xh+l(d!Nt%h}Pcy-IaVG2Lj^ z?PfaI*_e9aoOSdN8IW+WrgUmUv{L+l_gsNm(;mdWZW$UfRRqL(Zz)D3kGBRMr>NTCs%|xJV0@h7y z{_`yjG)hZYzG5)bCF`$WWuhpdT@Sg`)VBz&YT*<`=ZBpaL>J&jCO(WC{Cl~|Bi1S$ zlvyErxNc2d36urCXutm*7XIxF6YWQUZ=9j>i&c22gp5nJnTU@(3Dg_Zqvrv=K}Gls z0Z@x$0HnEW(%c ztnn8*8lB*jF25agx59d)TtJ&gKIol*)e6IkO`chT*(yT9&KTIOY+nY9vz0m!aU| zE?SY%k0c$%h$jjEdsyNU-T9p8!uyo@#2UC$&>VuII}5sGVa1eXOS+ZXFx$2_xEaze zyrhXrY>&=Qr&7J>%hsSMutp*y{Cwx=^j#mj7Fa=`N(?Rq9`A`-Cs-^i31oQ!*fQk5 z-gjfEHD^T~WWRRD*>g*kM@c&4j`yIk36Jt8O-5;Y<4^XUi(?COhFFXy?2J3;2|lGb z>-FHh$V)%#e64~kqNY9p-!LaO${s!~3o2xHM^gp=Y=dc@qMYC2DtZ92LsZOme@OM` zOAFji%GqZtNmPvPy{_W{G&DZ>e1viHvuOYHZ>I3ec+Uy&-MxINFXQK|t0X6r;eUUw z8@e4dqoRZt=yDIT@^QJbaGy<-rk~g4MoJ`psBY}i#k#<(E_+mIZGG|N|He9&cv`sP z;Pzsr&4~QcQAe&L>mUI|f`pR+^dxGCK3Z~KQ!w{?z3Wx3LU;VQ`|Z*Fv^#09LzWX6O!Hpy>wO+zmhV%RV z+|}h%PxUavQ^c5OPfIhJxA)2X2H*IMIhEa`Zbe8gdc13?lS)$?BCFe4eU0yJ#69)$ zeS4`_S6yAAw7c#nJKeq>GlrezhPW|R8R#vL+zWfS0DFGsQXi!b%Ow2o=bLc5rak2Y zX}KMbL;&1?_WqwVO8>DAmKhSLy!h`>TQ=iHwi{tf*ZD{AQv?L=fOBub#GcQA5~EoS zY6)!~(!l&|_~z%2OsA2~<*dubVn)t&2^Dg(%M!Ua45Yp}7Rr|%-3dF2{TU26HQ#r0 z&+@s>F@CZv75f{(^J4!DH|&)fBr?sB;VLRDt9D~9Uvc` z*WCV&SlN9kucD}#iBpw6URN?%JF2DkTbPUQIE7>a0wwx8uIVr!)xBN0t0^U&YLoM) zP0p)7J(%4+b=Hn}g)R}CbIn+K-gd)WJQICkx0ibzX2*=!1<2VP)!SZXrL3~-KNAce zWEIf&^hPx2&fvz&c_L2iidU5fBZSlG$e`&;M2)LqzN|kM_<|N*+(!ncyHih>?Js=8 zIO2OjhXjTUcyy4cl1=yb9|(U*H4}*At}@G38hdrr!GW;M^S~hqE|Wq;v4xF4FH&5} ztF{m`4SL{itu0yEI1U|bOgQvJ?0R{AMtyz7mm$3}_WpjT6_s1=&{s$a8!+p{b&|lz z>;NSMC*-%@Wx<&qXKdCKN-RtA|KaH@gX(CywtFDBy9IZ*5Zpa@aCdiy;O_1OcL?t8 z?(XgcC%C_JKVQ}N_f&C!nVz2R-Pd00ja6Pr@~qKP6wFD*Y^Mb%7jDv;(Y5H)^C4iP zKx$WBuC1V(m1tecj!Xe0u-^!hG0Ml|!XJ4V$+oGL$V7N>C|`lPLNVI8iGGR->F=vZ zbspk`n?q{(Qfre1NMfcLsTSo$7xCxeMNwsmlj>gb4mSP(e4HhYaVJ0QmtF6rqmDb;gTgy#^a~U%9EkvX%Yu&av-Gv08e8#^&+EeYTnU&iMtz$d`7#kg)Yyl)`W z6!m=hMz|^QwdCsbgNEluGa7kzzLv-@08(KOJf&)X7(@%{KXNuZ&M!}p`OkE}dCb+I zD7CC=O-K$6S2*#jQdMF@0;l&O3O6ylerBTimCDVyAmbeG*3P^)*c?Q?B^7ZJQfR!- zk`zGRJ$=K9m|bU#*Q*2iq^d^M;Xyd5t!QVr8RHN+OfW&sNB7dJ6dJ>^w@P&&&9s>* z8Qj!}GO+@YwG;*4k2~HJgfF`xat)7KeMWnC(Wb&gD7Aq2AroCvDO4?2&M_~&VU+5`ei8)})|@SzlZdp z6(uJrEB2eU>-CUWg7N7)&Y-{|i%8Z9pD*pJ<4SUSO=#6w2p%^-do&vf7}2I64&d~Y zA*Fnfhx%`{8@}*1K#j})GDFP%H2?CkTEaj&X<_zu4`YhFvZR%<1QalLSXjM{1Q)J$ z76|^VM=Et@nmXA7L}{(fXdu<7X?7MSiSB@%J%(huv5A~+;s1+Ri(_gqs{NHj#6ZWT z*e4o6=TI_61sV8lu;H37Vfn1vcb5Nk@=P9`P-6T_IbkvqCmEC`u&TYhp!w-!E_z!5 zO9bLhB94BHAb8YXWm%FX-h)B&bCApLq$?tX`leZ}EkXTVdd)~MJl#Siawv^Z$q6%r zQ_ByhNK&VAVA|hh_(}<-n<0|7cmiY~Oz``}9cND~?)Ph7X>vw!`Dy7Z``!y4In#er zl>U&ks-0j!wY_?IK>$UUCm{%GDp6cW46HQ%NdxJtT)rtODKi4uqG|{us*Zd>81(Oayb3lUB+4@AqBCCDZ%S%rJonpvKVhZss{p zxl%X!ZYS87dW*`zl^gB(3trfDn!!8C2ij#z{+GJB$>=J|pSZx3I>Z(Jrp{a!7dLZy z-H%%ff+A6^BKSf20n^ZHEtKCJO!V0x;gZFB2oK`K;Q-~#(3vWIS@P5$1lqu_t#^~D z_raHk5h*imJD*SYV4+|%bkfr!Vw^=V;&hHp@9SA^w?2xmimjwg;GJ1Lca0GLt3BVz zJz@ciSQsCqeo|@_aZjWiT7NYIYeQ{fB=DoYtHR`=>l-XVEUdQ+065bX;FKFA-QUXD z^pQRoxa=D3f)2v@be9afae$o}NJAY8l*MX4@cZwjSuEdO_#KZ6LGCa$Lp7D;57O@6 z$K}7k;ru7{c7hr7ChAom`4^F02l zEj}0RKfRE114A%KXb(I_=NrVf8D$a3dE6?Q+?R{3SfWG4t4>JN>dv z#HVR6JePt|{{n9sQ!T#_*Y|n<&RGRFO8NS|X*S3Y^Cx^#zT;rU_OG>p_viVZ8vUIk z40`m4Z{7+egp9q}t)5lq5bcuzqa64Dl4FITGgA!v!)`M~eI!&i++46Z&sAk`%BG8m z+=8xg*h-WA@07K!13b`$LIr`KdjR$vENuTs-ag|Gg#S`U$#iN`DK={ju#a1wOqX4+ z0MG!a@B;LC>i_mhwdRIzMmr|ALkX2D4Ug6bYiLo#Ou+=9aMxF>bPf*FL-95tz0HY) zM!}OkyshFR#IPz~70Sz~LV2miBjQw3uJJz|u@Ja8i-$98W- z8AZTIO!`J1iWkM8wnpOFumnT<{nr|;;6DM!53|i08zBBoZaMu^4gvw30&yTkM{#Jm zTt%>-LPc4N;+v2T?VRM6ao4x(0X8`HZVVR5^4AJL^Mqd7d;mD;#)=|I6JDI;E}><1 zQ+z@ukcQkUc-qw@g1V{kpB8mAJ0WE8T6N*+X^W?&ox6+abF(qLJ(jT_+yn{E(4sgL z7W96O|EbcIm6dm9C5RwFE!vFuyzVG~h#}Tt9EMC1O=!3R^Je&&#*>BGg$lHTTr$#G zG`sBLfRFVdXL1*a^2R%bIpuv1SLhm;|)@}%hIn>L?5aidvK{dnbAj-BH_*8v~ zX%go=tO);V-Du}?e#KH{ElHcW1%*x~7lo6~j1KZ5(8Tog@Z0n4%}yXPDF+8OsK)I| z7r@a23dqO*w&A-#c&c2D>AzcC3K-|qU+Y&%%_L3eWkkkxeq+ezK$eSD~KGsWD%6B z*lzj%Ob6MGP`|nkW}CeC76<1%|PL6W0oCY}m>&!XX9Dk$AC!y~nn3EvE~B zdaBnza0?$oe^`~vi4;qcTVyrZnn_ZO^x0;q^F{Jno-^XYSO9ECX!ORs)MLyVpH!N( zBHVw5SrR%rctGA(S!4ZZyB!HA`4Fo+AMk+A`v0_Ukbvcqtn1~JuCO?SeKTpWkC=&x zHC!8vm|_rX_GPfJ_(jPst#&#p3L}rOF@}Uki)S;We^e9_^2GbxxBde&VqY-dKu1KyM-TUVp4Xv6l}8g1lr=1 z;#ZdCw2`hZR7c%voJp7uzQjkAkt#qaV*};dHE*;>^mPfie#jETWDM$9<)zbAr1sZH)vn zs^GdkhT4puH`uA+id9J}r}pm`s#00(YtXan#W*4zqI zQe2&(TJ44WWzN~inJDkNtsR?358$kckSS8>c+8+#V+W&?xI@Lo2|v_HEV;BOp(XXZ zy^Q5qC-+qFaDRZw`(cBwa$fd2;4~6XDMCxE>mCOBmke67Zg$%4R5*9aq5}*MbBpoC zUxZV%R;;i0^l-~-Cl_HpTc#5m8go~+Nyd4k`P9qXP?&Jsji28SuzCUd^z4W$(ktIC z;y4U8`$$sA+xLUM%<0wgeOy?~##qLp_t6}YYKhm@15P>CtLClST~9gD=|X^L>l5>K zp~Nq*%LJd&nEUJf-0yv4oW_R9F4jvc=Jtvsa|NT(3HN+0^3l#%&*R}(rNyU@JJ^bt z$#XL<<>?@`GtFM3-R~m0A)TrGq3S3V`iu@{pF9hs-R;9?33Q48W*MoJ?w8Z@CqRaF z4R|wQDW3`?V)JuzK@3_=QDREvn0ZKlKApyYytPs&Q*>T^OOr}+qG@4z^&E9<1>tA55qK*;0Jb)bMtW9;@Yf3Pv@rtdh7YWK*k)B?{YQthdXx<7s16r>sW4R^hSOaRFq zC%BRN6(!DG0jl-lMnuX8`DXHZmv_6N-@LrznS-o7HeQ}#VV@sW3k7OSs_Y`OE4PAjOwh(Wc& zXgDu`SqqNjh7BG{H@)t9=!}k<|GT6p3uVV$2{ z?3_*~AP9wt?=}SV<6%H&33R*bMPC|=(SLH72CHQxyUu&n4Ic+e%;FqFxd%GOtdQ34 zR#D{%6JdFsYUSqa$j|9JxJjqus4J@u#(mL6k`QLrZOD%K)>jq9r|C|BF@<>1{EMEIvv=HWy0=stf?D?hNIuIL6 zy*%Jsg+As+k*YxmLTxEJbWm9He8gQN^IRQ!a&DYRiIj7*9-;v)=M zG&OfD?2|}qeh@}HYA%rQX>paj$ITX9=6fN}f@J=iYbH!o`*!;MFJ5ha#5tT&UY1fC zOMkQHXKzWEcDr?4Ncdx(sw>bJ{M+TEcMQlG=c`TK<&P^21*iDX%#n+cp1=?V%*OhQ zvdSz@-a;ndTdHxG+TeW8#hr65c0o%l<&Mz)oTd6p?_x0CA46u z8;=Ay?gx4kDa<`}b(PnJQD%dH?>^AS_>6)voqR11nlH+FjrrWeI;K$${t}@)7Cw9r zg!afaj{Uyg+lWQ1n=pTz>_D;m&OnV@2yA%(>mK31na?bKnG@hR(?>R)s!8gaaMN}~ zTxUsL`*3=tgJ%SB*_INo#ozURFgt0Q{^lbuH{b$_7{|{w|&7GN4aL~$7$WNmZ?9pT}Vjx%JlDwk1)RLqNJ=X zkO~KkM}5A}Yr8_wuRjg&$zo9;Co~lLC^gu914}9;GS zbb3thcF7^UaNb*59QB=m2Hu>%`QMkaH6qwz@SRP=({46T14-=4$&ViJ84x;IXj?X4 z=p%DN(?deQ=zd&~N)YmuhoF{cH&mE^C`FHGS9a+;zj$n9-@{k^&?D1ei~;ALJkod2 zV47g6%q~l%NB9!@!|9XqkAk7h9YWmBol!mO&_KdaKR&W+sPwd5Kox^k9zp9anYiIv zL^=BCjjfdB#EC#sh3_7h&n7pKiUXTn&9l$d=nEJCMA`i~xBJ*c6WOd^{F0IX4Y#B7akM(93j9uQilP_Um)=Q@B6YnKjLA{dZ zGGLuTkU;_xN!qlJ_{swxMHF5`={$~+JKeGN*?Po+ja*^?4X_d=P&=yLE5pRU9bswOPIL}~I+g>*NkF~bpUf;NDLKMF+w4l(4{P_KwU%6 ztHwPgG!!9svO^=$zjI8BgZV9K4b-4SV_>?(g#UW@tUFIU`8c0bD?6;uJAgKokoI0C zRBBlKZI_j25s3b!^DHp4LZMu@n-#qx+RVKg&OY(CK79dA1v!Mw3j3l+9-Ja!7re%| zm?c<2ut54!=2C%;bz^0Zu@1ywhsf5q{a9$QHu@1VRg0)2fRSR+&gLb;;D`Vb+ zfopteJ#AFGl>tvQP*v>p3*^Iq&y^bAARXU{Yq;=tF+Z1=X5lw9x)yP1Mn=oZ>6T8U$Fr=Mi@T+^+<;AZk3v9&mj_{zV7=u zk%+2b>J*Gl9#@_WQAtTEPz+dnIvb}z^8>skFupuof88{U*138$)rYvr&yYL|12n9` ztnJj~2*|4SVu~RZ_Pxw05+5890HCGCB?k#?-m+B64s3xD=y^ZJMZ!)M!*wHG@G)6u z7mr-wHZg?U8!gN|uV#TGX0lvqC7I_w+6Dg5#b5z^q%O0nYzBw9Mzb(>&R`Y4O?+j~ zlD<4Aus|xw#(|?(w^;zp9yf!OCPVSNPb?S}gz<<2B&wf?;+M@naJ-VZS@mCi8Rf0h zq7-@b>O#zpi6uXZ!nRs|C{eCTSNpAs()W!R1o8Y5|IW$t($R*?y*N2>k-Lqk}+{2f4+{d z%!EqLVN0y{4p?9^xV{%0=MjU;Bxn0 zWn1m!0!1#9u3!G^g4wV_Un!*hMa+EL7>l4JlT-PadOJ9~NK=r=6^35Eg-@mqY-)%h zBVW(On8fv1pp-TME0%iQZQR?HG|LoPFQz1JoXS-cWr+=q%mv8=WbbdWWZ7HfP}bUt zD=6ZtBK+M#`E>hfRdcg5F4tq_dt4gRQsXJY>n(ky&LNfzcz#7OfDH6gcwlPT7QfhZ zgH_(rwEBPCr6yr8XP4Dq@#9Qki4wk z1;(v`H-=f|kPn`xd%l>P0Zoh z5lym={eMa{I_aYbmY~ut9(ICNB-MLu75jk>1!i0IuWS_*pEHqaX!ilAy~My>RSQBZ zE5|Otg1>1QWcho>{J%XkfKC507V~ffuJX>W}J#pAIxw zewqPr`oef`wkox0ttR`212pwWqrfvMkFWG-i0<`* zkM!8VmJ>c*Rbzx=dao^udHfmT=pN$RC~&a>^-z#p^1$&YlsD5KuA55J2j1@ID==hBQ`E zfH4|_IBC$mEPv#~uR0%Sj{WRcEN;=IiwkkHh`jy!4OU0(c-5Ouqg@sCo*J~uoV~AQl_2yI6K-7*FA7tQmVB!RUr}JF%mSP+jwep z`1BRg!%nH-psD&FO3Pl_YaGO|^_o*%00+1=#Zkwf)X^PYpCSoD|GX@|(${C-{X)6` z(~Sh%6e}b?to!-kU+sC4oQ=Z1P2e3WDh57saon5zipaM1(&sEqikN4T}s!l&5cB<6idqa}vgJEF-#Y$AzF;NaZs$co8P-jsiY1c*_Wk_d`~)CufT zT#6cUp+fzM#Z4?7^OZK&IK1FKmY@$p?h_l2fjs98G_kFxo6&S=ZRqF;DxJ4NqeX(* zN6a6Z8_x2v9!5mNO^7~#;z0=`r*_@yOxBy1NRjpd^zd*R_~0QIJ!)0V_uz9MHakY> z^z7YultpnFYD*j2C}NnMwl1ry*94JiSv&sF~hl;4kGmB!%NG3YHm~N;yJu1#Z-eRjRY7UEo zZYsR`oqjumh`>U3cf@;2<%%dV{cgf}Iyrqp=AV~9ju-2^j*iaa;^uuu$)D`uoaH*6 zV6X;?nPO)-QwKHB`SdtHWCv07Ixy#@CH5XB*peBp?FTiBKNKEPo~4p6ZD zKG)R)R2t_inmRW)w+wvl#g*I{8zaFRTfMu8awxMKZ4I8xB;yv^lCWo3pyODOwi^-q zv}6m!j_IMetKcK2!u=M=hcDgFr;e8XdeJF}o1_;P-9;nUTPI4977{hap0XwA;gz)`sh%sq&xVhOU)sID+K^FkV=x|a z1_t&|^zOQz%^PON*;y5q?B`EuMxVKd{-Y4Z@g}UVbo<_@L|Wc% z3%pohD}iliQ%eh*$&LOf-jgzxisVZ`uj=+TzH;I-(&?~-ve{Mn3L~gD)qTp1dVCblTk2?C__Q$()A-k? z!_yLLYs~>6vZ}eeJ1{)^AJQegB61EvTbB+paN=XK;re2oq>QNuB{Y3*;TB`Erm73gbzCz~mc+mtmeFq8|y95EAb=Y4rxOlHEn^b)QD9 z0-#~nxRuOX&_#c?1M3L)**U1{E6Mf2^-`XB&R??_c^&1?8KaO-8jK z7z$~h+c8#W({PG2^);V!! zPCi+7q-D+Zk(E{so}vNE-}-AjxzwEXGyYzY%G}35st@Sh{}(4a3QUTXY2<~{<%I{i zXnAJ_i4dnhy`PY9IAv^AGP`#buhWCyu#TG^?{*91 z412cIW>HbXFbQG_3di~SI>F_f^Vu{`rt-f`I9tN3L~oJ*@PNGSciZ(JiPh%r9yogJ zj+i$vEv1RtJc!E?i(w&^{-8Sw@(H$nu6BLJys*^|+I#g7j*JE^@Ze4zDgk4(^mU;~@bH*;KWauYgT!p@;bLh?xl1}j&l&a-gNGPal&YhOwWWI$Qd+}@$oOuVSU}c` z1SLnX%7K_3<@)|U98L+isr8r*5WBF(U-&X$F_nW5#Afs0 z^&;IN0ZzPyZvv;AIAz>OAZkU`y~pnyxxqBKR=(%l^nO+F-zBu!gEYMDjJIlE$fc|p zawue={qh7I`e+e9HSy=EJPtcP$m0g%zFp>UVPOBsn5AN0*cL+_io|ZFb7_0eAW6Fd zvNEPvJ%9et0_5fOcK`y82(o{=HkbfB;;pT%Kmxq~t6j(LF&Z@X7FHe=WPaoVyT|Zo zU3%pADtbv~9%j?0d&59|I9M~CSNuVXUT3d~z3GYl-)`4}qM?Jc^dKFbirpx7buCc0 zIlhnX(~J za#LmMzP`3!SXlTkU-{p^@JFTmdOudcaPf}{3?kxS6z;b-b<1U#Ane@cP`?b#bE8vR zug_eyX%eVywJZ#A9OA*_?Hn=bj2e|`Yp?~@GNthxGLKQq_1kZnhOd^LY!C<_I;#(8 zBbCr=S*_oLOu6maEFmQRW+c(^&M<;B^CVGLjXcH84N#yCv}ZD9ivA~qA5S}HiCI(Q z%kEmno677kUz;u-EwjNSh&v`a{N#Py?D113r|P|2Llu&Zu;ngu6-Ta*gUNav@VmI| zd##?i$pw9DoXy&jLA?S6^RC30DPbk!Yb z7~sq(Foo0*!rE2!*p&I#r};Z~<_3yh9m77^*|@j(J*LG$0ajSD$ETy1ym|p!7=DQK z5JXJ~XUc@b&Ycwy!~*}qF}Oz{AZk{*n&MqzQ{8h1esuzKt?t`0m@js}8N`qZ68#3I z&*S98V0Pd!3+s5h5)<#c13L9I(r%{hcL=Y$lb;Cq)aMG#9Ub^$Vq$Tl+}!H`Rem3c z@V9t9JE~!_l)^gCe{8$ryJeRW#Bc$*J#&R5 zVmsb1Ut+_z)0;r0{fn~XSRglp+SKsw;o699-oruKr#2LJFaXm$hiyDipeD220{!<7 ziIM!&-kHk87tf5f!OfKk{~ndWcZbIY>ybkL*(_)e0U_s^3wl4iXeg(niC)0WJJap! zORw1gLqS2&V!sOxFhDBiG8lr7r*kB%tt%8#7)cVJKYA0#$oU0gxl~J@K6>1H-2)}7 zjBIlQ=6SMq%)3|_NaI;KncGp!Jt!LyZvVl?n>)xqQGvHYLuroOOdsvylyHX${i7{) zx79J8f!730x*Nd&-ObGdVdWMCd;;~=QXzRC3NAHSM(@_^(lo;d&zK58z ztUn5uo>wo9v*atHE<30SFY<+GlLg0knw7_%&%MbGVKLKtJfnSOQ>RCVlV4N|@363@ zSkpxnp48VQEZ_B_UhO6ZeSP^uS-3jI&KP#Bt2)2NR#sOR)xW?di_pfy*t*@jvyh`r zUlM#27^}!}oJqFGHKY1@bP^^fCrir8{)d4;#li}?Sa043tmy+*)tw^Y~Y6}YjvXYtI*U$8Q z&eDyvY4X%|Qz4hT%&FhJI8;-M8eI}%Ts}(^zk*wCWF~;mK*WhINy|+#1_nzhjM0<} zfA;tFuxnr3|M5qJ!GIMK97aSaitH0l*_pv~FR%oY($Zp}<}EEVi*D}Dcq#knh5oW& z%L@RXdB77D<*bSnN00dUffs6lF&1;FSO6Q`yVEwWsP~9EbxNfi6HuYMa(5--x~{{g zi%_I^`P2Il?(EDevfPDSyJQ_kFkL1Dz;}qyCJPs_c8b>5)!73Aa_g-QT-szf%}SRb z@cL_|az1QTaWWBaZ?oedu9BuIT*s;A;`=3b&)U9{GMZ~KfDz+ZIU~ulHqlYqZ(h^Y zWtz(DrD0C@Z$eb+_pD*feLvM(Wv zXMbq}BaE1o6ypA#q15Jt)6K@_8#({Kv8ie!8yj>4&9etP+e`Op&T?s4*~DBB8_{re z4o`qAjE&att%A}#MBvxu;VgCsXt%RrrclkH-O=_CGVMzHRZ6$ z0?3brr#zQT`<~$M$@A=4H1o9&i1W;R;#cc_%Z3+%@ApodbZg(Bl?x6yA}uyf!q*tx zz6BNFsJLusjh1&SB6nDXFm#mKeCk{NpRWv(!#b5S+k3ehL2#_WKKwyi`wVZ0G~ca_;Z<%MQyrZqMx}{ARCiB_PnD#Km#dJp?DS@yN9B=4JQPdBaN7uhRJk z$c5r>;RHT7oSh>Pn|Tp>HxiQq@$~Icuq2dpI*IT;PaS{3hhA6Q7CQU5ef+P?Mt5Ud zag6(3IMsiFn1R7T13<6>z~_GFNMGXJDg2VFtpl$Y?jEdu!Qs^r7__y`SS2;5B2w4cR5}1$P6Q^ z8>Pg%sqvp1mk#eDi%m87)iNuc;^qiphlR@G@@3Cj>u>Z)S6q%hqog50UeEm+0;%Lc zaYl=T`Y$^;3dqpN=;k0%KH_qEbhH;x(QgJ*{3Fal^Yg##T^){6B>V!pOHALeTY0HP zkFf3yWdixmYE4J3&$EMo1@XCR_ZIpM4I`dR6`f_YrRa|!Y&gg!NEG)DS8i3Sty-_; z6Is=R`4@8>h=DWc$>)G)dz7wFv4Zh1>uh#P$TDxzn}uy(X9Y_p!Or;UlbF;8xZK%}CSm z)CtMV5wl@vF1f!yN8j#BZ_D>CYGU(`&lBpOvVrT{%kr5(><(n-K%nDlwq1etL6JO2 zxIAsTJ&H@j^3|zl_*xB!y%@+i|NbA|nTMX`VMgZjzhoGN8FBj@sjX9r|}F8%yaNCd=*HF$w-aCh}(=xVm8 zFFkqLuskZqYk`NqzO1Ws|F&P&`P<@!B==Mg?1Pt(HE;Gi9i0r(Wy9ru#-YZh643{1 zAN?-UDS|n-U=W4=Z>#0?p$otB5g3Td5qjAtx;UL;bF`}hYT^qiDw zACzcmly>M;b_xTShYGmUju9eYn^mbUb)DIl>c4p;mLoI3XJb=*YJ&O2yJ#aoAwj!% zJ1C?cxOVlyi{KL(ef4#FV}6{b3wpxu0r_xxiKzJj5kgBcd* z%6K+|h!+VAI^W*DhdkZexLOo7cc*2110?Swm|L&DoQ8*PpR;J%@~hM+RQJwWj8v0{ zyd`jKr0r&x1zCFX?AMj;<*7^O*4RC_h%64A(DN_2dK#zTLZB_a@9^GxnGzt#D!2wDU_{<^>AVI8z<7;-uk>43&*pV$xZea;|D|i+ z^`Dx^F?e4t#E>b zN>1f(-iX?)z?{uiQn+run76|WU|-))Uz3FM3lI^dD+gryvnbHCJv?%K{(;(0Lf0Dz zdVsnd3VdL9Oo!n5Vw6|7*cyaL4hn?O>xiM7TH5V8{)il$_BFxOS|liBCeE~~UBe=? z=mBXY>#Q+XK`L(5FzMCY$Lsb|AN~X(IC2txe0NehaZ~-tE6mA&=YD%}3G)fwpF{-) zqg7$OfBlDI37l0(F>-jlKR10K$CDsx>qkFE`w@`;ZmcplB3lK60^-rGK*DDU5IRB~7~kMMpqU+@I^2`uV_ z-a^gSh-4NLj*|)0MCA7(&o;3+@_=%~X&7ofHz`!-i1E_*!>Tw~F_%Q*Cd4s9?77Ru zTHhACvj@)KRj%BpqN!xLowR8`Zh~*cXu5J^I3UjdNOJT$JP@#%VHyR8hJi8L#r^eY zGXy&T1yOHW)$6iYB1p%Iw5;it{=s1FB^gS{>%3_u7#6#|YZ}R6riXp?Z4C&x<2(-k zk~9U=SZ1VX|7469Vz#Db^2K3gZPPQ3xDD;Uhuhzh;gsTAEAI#3*W>N?0Xzf5Yxv{Vf{W*da=c%3H2;C z*+2U6ml0cyCN-bAzjJXT3s(p6=h*dihe4Y9!t|{SIE-7Ujqf*F$nm2CcuoH=VxO?@ ze#BvdK@j>i`tuez(Fj+UZ;;S(VbcY`e&^9uWzSGHa>vImLMph&QVY_zMNRNLID*p_ z%h2phe;Uq|F;ezf*Opp@0Dh3FlB<+ev>|o4E$U6B8cxn@u#UkDk!7Wl0K$xx6z5nY z9o9(+6yZ8Ws0;44|JhcKSaHHZ@icSSJ~Cr!ffFTKv7rM+p*< z1VPbk6L$DrY-jhqH2b2-D)}6c^1mG!rzTP9D#o%df|dXBHpQj~YTaB1X6;7g`f)wx zCcmVUmf()`tenra#_@GTqSz@VB5V5tT*Az<+O3(NzaZFPe-}9{xwb#(j_a$}Z)-nY z#N=J{_0RpfPkuRxn`}?o-wDo)icajCID?X_qPZMN8OGEo>UWZ4D?zNYY$ZWiU~V7K z9Vvu@lm`nZ6krqT+B($=S=_c&8$6kDHO_lTbFiC~yl+y!XcKVix5I)KW6*I50@fJj zt4q?NAa-1WVNX7zF!6*5{)(ZgC4_?!-@(sD1To)LiXfPZyUsbnqw}`7s~a0FJX`o} zSde7glGYrrl5b=Gt!F?9>0r*wRecHx4v`~FJ9)p3l<&pJ2Tlr>U1LulI91mQ8HlY) z4Te}2EzSJ~{0I0CFo1U?h}A>fo46}%=5**iJBp;@Oi#}O-^2F&Yxd6T1{zd5C*JFv zYGXM2(R!&_eg#ypAY#{-w1b9EZF|Iw$TdX`AAY~D2TL`CB`>UB_%@fJlpxlQ$lv}O z@QjuH^^qt6RKEI8*DT_Sq8(_wrK(}>@AFYdv`SH3ILY^Li;GhQTUtA+aZARwCTfvC$ay z9Oi7hE4u~lc4IhCFz0sz269At5He|kvdbT_(4P?`xCO~EV5;}z-r-#T;c2K%JD8UJ zh*zL9F}HQHGhy4+VUUc;4a`{Jk9WW9nuS5UnS4#D2?YxA0aL_;v%&~^5P#gDAxnnu zW*n;z%?>8}tr}3B-Z1|dzWu@eFnK0p^0BK}@Bwxg34brn4r9c3+xcN3$`hzwrWYZi zxUgH5#P1{&wQ+3e(UGT@lY`32<{dHhI^Evh15;0UcP$|i58X(BNj#{T-(j00yB<5g zI#@KIVXFMObCnIwgR=K1q*kB3nNfgsu={uD?)Xx#y45$Cx15x`mBrsNi1+9=G08ik z?bBT=4}*vT4fn?vcEjUW6mB8+=_l9@;>NBr!tyhmv7YDfPc9g=P3kI{I=}53!OO8R z3=}yWLgzF}$02~Ka3&QgOdmKR7&NhP-;S|oVT`u~Q(jXoq8TIXbh6dr>5cF9dqhB# zdpC0Uog2z&@UOc; z5&1aH9n7!`{&e&x$(xhI-K(iEO-bI__hqz`7V`fGfn@Ot0xd1d`zOrjr5|@stNgYO zNzzKk|FjwJ@m=@A9#)b(XbBn*bpX%Nrean0Z=9etbN~%#fk{jvB`!X z>f&u*vssb@rpWef+OSBMSrj;qz*J{BzZfr@Z)d4ag!O>{6;g=pt>C`yy866&Ix@ku z**c)pSv5r`{N^?V@iPc8*hh`dwr)Pir4Au(RJ=5>e3@b5M*x;N-b&fFk?+BBe=+@E zZAXOg!z}`?Y1p8d!`$BmBp{lrSL=|6rx$idIUY4^9`6gymvvr$ySJE9E-lLTett(D z)RHBumCp#!+_D5*^BCjDUo;(-@k|@y3bc6y7dj((@Rv1su&|=u&koPZ7B%1nWm}B& zLQPF$>UE!(dBenUmg zo4OKn!fD=691&LPF5Lj`>n`pYJ9M3eWWUOVCyS87M;$Gscu4=R^foxkRTB^04u0j3(|0TRP(vUKQ#C`y zh!JUr6OksT85?v;<#gmBPEF(=<)~y-dwCfj2InMu-R??g7uH-=TMM-}0wHuK3M?C= zZ;BT8f$5t?)M2WqAr)cQy{J~kUJqVrk4ne)gt(s5n0>afGpG{t=R|D-$F3GA*^%ae zbvd-!h>WKyS^ao>_2F>}h54#J@%=4G7)wxXfE>DNeh(R?tJqDO2ckBfcEhLg%%MyP zjf|O^X3kQK9V9AI+TrLONPrdy9D)D$Cpf$~y4)OURdB{AE}~jn;zxQE;6X_;j|e#< zgI3nrLBSWduXi%1_KZ2{cI!|iD!RdBnx7SW>ua27@5ZS&z|r?_2&@G6_UgG);G}G7 zAeyQvoq8*-j>?L*V=q?P3ocg#g29gw|4LdY9)l>PF;cwEB}%l`vG6iA!mT_J7zqsT?lijdRZ--Kb?|F#w%atX_*hl-Xy{4N-= z{8d^<>I~l1N~ul}>{bWe($&_$Oh$NHjT?ofYtCvnoS@pmseMsabN@=aLkK%+7I5-o2H1>> zR?IsWeRIM3)r;zQ!oqP!cR(Yj-ef{^zUd5_D)4$My@+*!LTvhu4U1F)^%Z#|>G*+V z7PV@5JzX$^-PG@df8Ew|YJd&Ij-}6p3`U1p1uJNl!dtr;Q0~VgWH!()V8rCc&;S!e z?12WnDqz&O#e638-75JZ$D}Z5=^U(9d>Ph@|2)DL%Q};S9xVqUrI~x&Mpqgf8qNLhY z8ZLw(r+h;U7Yev0VuQdJRaW8Pk-fE2kqF}~$mo)Jy4s5$Gs5|Uf;>+-WME_WW~T%j z;LRCs_x^8zac_zgu3pvmx>#Gg%xcj0;VmLdpsi_46X8QjRl-mXAru(5p?+dbOc_~M z*POiy_Ka*nHtEN5GW{x$KP01?kP#(OAZ8Q)J9u1M)8u_QDWImI5%TfjH=X<){O_OR z_y?dEAmiiPJhcO$=|1$eb`GXs){7dic~-2h>YcU-??||EsxQA+mz4FNy_C1d>0;8~ zqk|re)0hg{yOuV7*k*6jBm(=AO4o6T%+7Y~smr%)cl>zn22dL}w89f1+v@^)#bpve!4*81=M-n&ufQ)79u}@c=ZMV z`6ax(c=-W)wsxx{q*|4B?@XQuDmJ#+GXQM==Qist?&4j3(iQprp?_2nc~4LIYd^@| z{m-T5Tb?TvBOcl26dB5HBu6CV%p|Y%;0WJ*9ghaBnt|)_@v_=JZc* z6}V*|9?ej2*Ujebjvs%iC1d;NGzcQ?GQ*AQ{-Ht$0mompAWJs9j(=lxBU6_r##}L9 zh8;?)tA_#Hd9MS$qN2x?@ilT6KTX?JeD`J3I=gHq;Az2G^A$NE7OAXV-;h)Nzt+Ao zDyyz*cM~E=HNQZPucc*ltfM9@t64EUl5=x3lHwc2LlA|KeJPG_TlsFI=bGE&T-!0pHrH&y^!J^$<#+#pXGb(5OS-W zGI(ZLP{K`K9#`ph;VXRqqpeP1*B?|U2`ZzQ8`0d{oK}OEK;y}Qb?(q3qEs8+XAA4*j^MLA95xaX~GUTEfo4 z8c#`G5kZn_g^A(~uni-B4lvF2`*ZdwBb|;xa6Cj=>>smT^SxXvDdw;OxgwhNM50*h-<1p-Qw$JmZbCS_S*{og5PG4bW-MzW=ReX zwiLK_aKos*dq%rzM#`BZvo&c}*eHK8=kMSZHNI}OW8;n$77&kq%g zeVJN4{VQ7ZAPQ1Uw!dM#QmJwK8ReJ4+qZ9M&494aKJRdmew6d~ zKBKkqO6GLM^K-8Ug1t(=Ws@0gJrVttq~8*gksa%<{jI6=y%%%JX{pr3&soyi5pv@f zF;d!(^A*Q+W$cM3*u0KBeX0D0cgyjcCB_4x^6E3O&k+Hio0dWS)__r)LdZGManqOw z_(a}!ITiF45oN_!)-ZdDhK^MPytvWr(5J$Kj)q&PgWmwx0!)eZ?gz zA)*R5vk#8a+K$%{=_?7+_9f|pyp>#cc%@Fr3d=1NEd8}|yH@+hdm_%>9n6)ZdMH&a zwkalA>XbXwbvKC*QhKVMoxY4`^FkFU=V$Tz^X$H8ODbB|ng`yM54Qh7!QrxZfF+R? ztAD4ODnQH))BKoJGW_Vsr$D!w1Sx@n11{YvqJ)HOqxTgR{2v#cCjI{$Yt_13hAe`F z=(B;3Dh3;q5>aB7u6W`UJB?GjtUs>{=dP~0`Dun=I^V<}=ibkAe1GY*fWRF$D~dNe znVlo0WNK$cLwWY9h~*3Us8s3hoBZ<0y%xVhOB*TRPOPXL+~w3zq0^vWTRU!E5#IB5 zfsiZ1+Ab=KU-s~!&ugj}Zcz@lzCn6V$-th&SH$~6LjrPr+Bx&h+Of}+kcO5M;ZiS% z{)^Tz%N{Z?=<3(TuFop@_4eALD?>-LYikjeW0t7I79Nf-$c(D z5>9@8m!3OCc~(F3kZ&XX=Qd5)MpxE%aC|g7!^7j5?bR`E*qgmVGi{Xj!~;J)Wnbv` zKPfl!(7g0iyDdExczm#st9tKeOA%b8VY-eqP0Mc!RiOmyP9F_xKBd1@7>}+cw8$9Q zD<7AVvz20rk4w1qxmk8o$Ao}x;dK}l!0bt=GdAMqz4%CZd!%QLwIW=mSSV8G%RbW! z&b@GS4b+@2t2yOONoG{YnmG=y{UBDTs~0X>@F-R9Gv1jskhB8VH&wM^jj?{2`CTsb4C>=hFKE?urrs+p^GcY8q1P)XFufx5KFukjaPEJm=&w%?cIhEs9 z*xUQPm2-0+{pZHxH?Rv>R!8f*$o#VQv*GVFuDWoFq5JtJ zCj)9WI}J&xe(XoNcRKFXp4g4BbC6@6VuVD0)ak8^^jL{U@V9pQ)Q?`4*v7H^<5lud z8#BEs$HD(FnsDytdRlUb6gT5s*@le8?ni(EDK_9wnb3F z_&4IB+8p6 z_o}JRc}o*9zvmli=&|*f&DJv|4R7hvJ%hVfxA2q**K{aI?-1o>3#>7 zC69kS$oGX5<%jf>U+fNyVJI-@eJ&6l74@O8dOA{Uqkixnn_G19t&CX=yOspimi^J2 zwJ>3;FzVuTOyr`oy;Y3*!Tom&8Z#yrWAdY6&>6*hBegFjWhjGMjs=8$-gS5ylOM1JFTB7R4jN0a7o8ZYk-f;SFzZJvAAcR( zea0n97V03mlA<~-Me&Q;kF_a-PhI~*$BHE^s^}3&h+MS%s&ynaY=)s^h^%P5FWh0> z9qo5N({mrkzb^gODnrP&=5rS2V}_@i(ed^K z;qVBem+ICyUW%Cp#=;c*eG?vYJKC9t`&o@u8Z}$LU&Ucx&vHRJh}Nc7d}=ALcfLJ; z^$PBXFAJDm?)0Z|gR~3@sgs_x_rXo$s_i9naDU8_lqLHtAic7v@MP%bbM96i2rQ>$ zt7sD-9~09{ZN$E|M~Tj7%JNoG2FVC(6bRpPGzvfSz_<&)pZoc>Jlv;I2V*wduhh-u z&Cer)4mK7>hIB6`PCq`hX3X~XSmzB62@g|D)au2mDDw7k`F?66k^ED*%AsI#MH9Ez zIz?vU-1E8PQ|;bRn+JBBO6|itKJuc@noIbt?k)_3hVDUuGGDGDGuBs|A-wXYyZ?fs zJ`MXbyPt5!1;-1DAM3d6(tQ7=B6M9Et*8DG4VpC0SV-_)jfm4$IGx8KWBgE{SB zf;97R2M#QxgN=t)cN3J;8ZD@v>$)bN!oTXCX#B~hijX^Td32=auIGusS-KY^46wj1 zS6GmscZ$oZ!cpGc2H{3R#k`}5)N{07uZRp!icHSMu?L;=A=O53sH_fKV~)ogEe%<7 z1;@oaee)gP%$7FA9nhvl`QhxzV-Q4bc^)c|WB%B3VIf3M(!;Ptqe(?9MV4~!`m87O z81|IXIh*Izj+wJr{AqJ&ae3~*cHnZp;CX)HqOPt==i=Uq%V%%MlgQkTcQq!fY*`eSDhZXD{dplVl?cs76BXoHC(vmy=CY{S|rtf}mynZ|`xv#&|yMJqflv_chLOHTYFq*QrI3zXn zYv0*S6$_%km)CWCaIl-xs<12{+lNhIjF^itM4H_Rk0>=qCc-0xN-6qZjk4afrlZfKP~pvD0Xx&){XP z%kT73oYJPBXD-oB^zS));=ZRmPWN1PcW~klwYYRnvg=PWiRRnX2ZXO439n39Bt4)luTw45Q33R)IHz5C}nF8KB=*n&T8?%w-)=SJH6#YXE@ zGU=ECIlcO?yjY|+?5evr3NlP`R}&>^BEE=r@1!h= zr}Ko`naetrcvPlsCMv2_h~WyxC#(~ZR(_+zuWu1%rk^TD$6!S|lAy$s8=>QM7e?aFA~Bb!02A@z^&&zLhOqwopt_a3?&S*89KII_ zTl^>5nAXzx+NAq0#ycu74ziuUWA{^gFJH3b$)UlqH($MP|YCp!^!|9`qCxakGAPzw@@}@M8nqV!xSFX9J49W>QIO1j(k~6}S z1kdSw34ahu^2Z3YK6gwO9}kAp#+K12m1UXm4aHp-4p&pR%w=A^V!EewQGoihW6#d+ zdL9cdS$Gi1NaUD-ZLN0FxZ+1hOetKMsPR zb6zkX2`9eFIeVE2uR~^IN%Yk=9`VV5I5wh^qq#sEm56z*Cx$EztrK#(Cn&L%2-Hlu z^%}Oxb0mmJPbv+M-P((#xlm!X_R0k3l7Y8K9-qg-hLmWJ*r@qU3EzGWHKB@3gP`Nj zh1IL`E9c|COitg7*2wagbqF@Sh##~}g6;|bBNBxUBh6JqI;3Ae(DS^^3$d?SwPlwNPH z72@J1sWuR6Guyk&s&rXr9GAno41&&u8wPrnGDoYm zwivod+U@NJoj+RtT|C(*#m2`Nare@$fkb^%XQ|y&$_tx^x@Ry|ilGsN8a2v6r|qs0 zbU?Ds%Vl~!s9GUFY%ml=E!h7YG^%Lxxzk;NwDCqdlY7clc`N@HZ3^!kYKqi&)KUmW=G%LwRDt&H`|~MKL$PE2aY6Q z;nVPXv52sL4$iAU?aR*#wE9X?SBps-_vZ>0y-ian{A-$U5r_Wkbx8BwZ@nB$;h)-% z$=*5DAMD3f)5_%totMA-q4(*R((O*?pcNbaX54EnY8v*}xFkpzXyP2lmtZ&K_Z~yG zsWsT>R(OnB;NJ-SUhhZpJ1?$~?Q+UrF4yT{HC=SRf&cLh#cfH(&bjKr@&qaigEYeu z{Dgx2H0={8!+OwgFnn9&GUG?+4Zrorl7wEA?OF>ER_ zRwc8xk=WNbM|2 z2z98m=*t4Ff<~kuaQPDQqq>qWP8k|U(`#QI0EQd-3*{7rUvhRMs2I;zv9apJcv22d zUA?F6_hh0IRf@O+mGKBhL0qtj>`tLqn?k4|;5uQ4`7@y;(L3&?=o1Fv^WH?%Wds7{b7RNsh;r@tI#QIicu_RVry%QPq2kqninn_Ts;4GW0sY?5)ppV zzb_>MFJ*3OdX9^W2xgd7+2lj$FGDU&MN4bB^U1&0FiAWjc`cjK3~b1yc2lDAii%nH z(j`59z_M7XYXGL@nZb%C%XUrCmf=zfp8#sU^eN9ma((Dy8eEF zi;5&oqP=Ir&algS|OS)u)bbge6txRx2R}WQ5`q$-McbQe=jdlnB0Sh zpz*V%zE@EodWlI%b1_2GC8Cm_C*1eer-F8F-@DfdWz1LzPs6V#vwo5=fQF_cjwSBp zOU9lw35GBdrk{$g7?0nJ&kEOtn#F9FxZ;XrbN$l&Pef2=5cpp7o)BQUuA{5VeYm$a z!9JRH6rVcdcgUT6FFh8v$N1;BPoqHf`)ueFO@?TZUd@-HBQrCz}1 zrl%uUfsyQi)U>qaJdOK7Op-n+Q*INsHuG%}1%-vZGdG+gAo5=htr5vpZqH7mKsAJDiT7tzryVG)Jc!yvOcI9k*rQeboiz zCkr{_quYzm49YMV8x3`JGxf0KWEu^9{ocr^sIf?DPOTd^PI-TS<*w!CCW!ve)p^?M zu&T0BduVmOJqq*mo}|&r%1W}=(Ykw+38}=dczx09P*!asA|ir0-kY)LjAOBYACqxj zxnc}K_ASjyI+N%In3l+O;lktIS7IY&y$rTXO3WwkX3!^_ZFxL)o2Q}e?n~j8#-pFN zHB?nwlX(p6Zfy_i+LsbgUK*{;sqv$xrsfh8dr@f6l%}qxR&wWsU@0(ym)JM{&c40M zuA$gLS2q{RFba8y!mj?NnV=eC>qn0YeyFRfx10B;^=2!lw$d{&oHfZ7RJwiJB#e}$ zO38YL~O=hxlezJWtQkd!xk_{tS!xZz2<7(vn;=sq{D9QCbFA*mb{Qg3$V1d zHu3cI#6Sq6%qBlS|L-e9jQ5wxCq1M#$Ch6HT-Kw)O3W7$hxVxD0{<7|8JmnC} zblaSjX<6XWd*2LW3`d_C_*so7V> FHYXJ7*A4&F&lxQJ@XPKn$xrOKD;q)fBS^J~}x&kAZ?d?_pC?odIDT z8zXIP?PQjrXuc}nL$~DgbRMssFc!a$Wo2brwzh?46L2$k`0>UzOM2hIDT}>loX4`~ zCbL@bq2Pi{F_uy0!2?P-`9@{r-mET4KRk^+VVg7k-jRM1z{4#&Wy%JX2m#W zASu3i>lV4V-%O(~5&)fFx>axAygA3p%4+z-|8H}cu!@6$r>96{WF++K1dlRH`Uu}m z6OVw6IBj-lH~F5No10s!%H}L0oj-)K=FssP1{fZ2Y8Ih1FdD9jpG-M8I5u^eNSVd) zYxH7CCHE1S_*psrJx0(uIjq=Gt!cupuJ?`{R(SPxnIlJ@uE@_89qoIfVu#*XAF6*S^Q9AVqsx{`w%-7>{4QKvTTNmR+aC+ zc^cFtL&kwsT$~YQq_}m9;L^RcXp3}T8l6I#04u*&3R!`wc@=+-bw>w<4pAfFr7#<=$gkxz98aT2dl*<5ZnrnjKoHufuh-v7r5P} zI^NuR%Ik*F694sC?!Cv>`GDs7u{B2%QRfVU| z)G%P)_Y1R*O* z|6TXH^M#ZMG;xAV&Mz#0l2G6>Xk;|--JwP&zS6~X*bRn)lbFS(n%||{HqByAoZcGX|MKQnNf5aw>p~5kWdSRp0{(c) zq?R{thBrk*+xh>T!Rfh1l#rZ^2Zsm3-7FCO4pDkb;iHA~_T*YBig-fRu2fds)6k%a zWs!=7(W!*VGe<$H`9m@zjeibCns{A*sO6UdM>;jMOwz29BSiH4X!qp)(RTkpv4Iq_ z%QGcinDtl20@3as8lH#I65cRehW4TK-Mb{nQ*|5ABKQOZfqGX@Bc>J>3y|p@Ei)t3 zDAYOiR@F*VYI{%Gau7y@8tr1nK3no5${R`V-wXG=6rqG5F^5B$9S0CG6JGFZyDK6x7r}cXkz5oe9h1 zZSTv)Is2;*>%&Eymu5Rz{M%qh@9XG1s+2l^zV-YGGRW8xh;up{xWdhSLtZ|3N-{~wjNIQG%oCT~n?Mz*(*J0svBSk8Ev~#Y|N9 zcU2EVvN;TL_-$=%xax<=U}C#^zNcEGwSXEbxTKLT;*2LCAONkTH_Ae&mj< zLN^$*gDdWA5~{VO^78XPa92+Tfflac8P;{PEwLWC`fYJh`*+*m>JCbeuKM5s76Qa^ zqvaNHLymx^nSO3>vnK2}5o$vM(hde1=G%gBoJQVcXXE)YJSW##MpAyLs;QZ7-FRgF z=j51%RS&4s!Bl9|oFLf;A)%q;5(|yZ_y4bxWVp3)-n2Ct7N$Hi^L!Nu8K=LxPT?@% zJ0(y9-90^~z*QIb>Ru_VYL!_xjiAS-VU_Eu#_noyQyDbKme0={SNR=#-DbX>%w+`V z6H~X*SibM=^o=5elaG$b1`Gk_xpk3|_ujf0fF>Krx^QuFMlnfvCF(c&q*Bw+l$muW zm%`yMheds6W?@kd?fKe2@soG;ON~Qb9g=m>O~6K>j}j+&z>!~2VCub#F@h1oW1qi4l$%)FmAL?B)Sea#pv@G=l98Z#An4N^jKHmvkoGd!yl5 z470>@U%>hpfOiNXXAUDOjidR7$H%+CkTlb9X*H9uNZM@Sya%h5KGLb(G~0E& z2$k0r-uzm?(qp*1<5lIhrX%RH?~wfBMK|i!xE=hm@~7=)d+4>omYke?X}=oYxFhA$ zzzXz~_5$Yl`+6vxCBl2m7MGoUY4_uWxRRhCYz-Ba=43AI)_3{&$LefikQHnLl-mck zuf43id<^WuN1$)A9{U4>Jxjr7(D_jf+n*0DkiPa!$8J>~TgENEGd|nIbz2<_+TdlO z@S0PjpyVe{2b~ERC}U8NTxPmrb=lRe3AzDv%J*?!pZrwRu&a}tl++FYqNmD!W_r=}`h~BdEWW?U zUx>P1>HhS|C`%#6*#BTKUCY`!-^{!KLS*g6eAWJ9gAW!WnwVK@EXH`-I`nqR#O000-5XZ%a!Db#!o*{uyE{N?h{KN89Ot+7d56h)+ri0qHgV5K7ETM}#QL z6`_U|5}l6$ue0*-kXBDR5dw3jvBRR}Do`QYTw+ zmUebk7<*gWc9S@X&?iqQOwG)UP{+02vs|;772cB@*zWPq8+yX=*y_37Z@4~Lqg85r z3eG|_F@xYNj1)&x*vRbW+=twPf;KpxWM|Jtp#D7+uCyz%_yz++JOWR*edc6W2(8!f zJ=|>v2QwHA;5gMV?oGL;Pl3I(Mi;xX2=*Aq5#CAWi^0QTVWJOEk=hDcc2_4{+5^i0@#Vxz=s?i`K?i;M}W{t zc<}@6VTseCQct?n%o97{KLyZ_AZV#hYcK)&teY@c-MBwZ;$v4=S$H0(>)_zvbK>H9 zoAo^Po7hxmPEC6(5C?~ZU?Cl`Oi|#O(^!ubwWB)@PcjGV)nV}GKr=Bh5kXM@rV-ESgx4(J94jeEXWZ`pjbI~x8BNW6Drn$o_(FxhTym5pTpnT~Ah_1tIGZw#qKn4udfZc;2PU)Nb z`9mDs+?77XAOL_eFkJ><*-A=yZ~u;pirR|vKf-aJbUZ!nvwa5wJ@hEODy+fkE5ci3 zxU2|}as}bvd}M8ng}`LsoY@oTUdBc!C@3(y?QLzd;P4{>&YhN`ep5TM8fg;8BeoTD|)>}U%%n3NIYkOfLO2XNVhZ4($P zL^^8#{=Nn50(;EDqamX=5Yr=*WjYBX~7|3&P!-9415nPun0O zM4G1-N&CZp1o)X@Fk9?DpHRs}jjjYy*}rk(UyyD1Cu00Re>!1#HZ!XUN&J4jHZ_DpM-bT!yRDfDDm{CK8%elm?P0mCm!* ziK2m0ky4bQNEA{is<-aF@9%%z|L6aH{_p;L_Sw(bXMMlVT6?dvpS{<5OpV3FIUFe| z&i_>uIU_i>?)EOOyB)P1Y&~t~xNYCD+)$ol`Aa!0YHz=5#|}q(PuE?4c*v}AcW`uf zbXe+Y?~go+ttZ15n?BuQ*dWSdP}0`fkuUxiL}vMpUACTU|LT?p0$hf4k@e)une&HR3>iD5ke#co2VdT0 z@NO>RE`PD<@)cYLSwuYfihr>j<0~199OIApi$U3wKhm5(>Ti?u{@bL{zi{aBRfaf3 zJ^8AG9LA!9bpHG?LmCaXWB(#j^W={+=a2te6}`VyneYqET>eCtVa9_jlm28m##bLw zWb$8l4NtzNIe&`RLH<+==|OXBb~<|64$TsO+MlKl4&Y!fhd<*Wf99V)ml6Kd4;V)Pp)IB4_%Y`Q7|nnU31&N`crdaVZ$S_iN`Hgmw40#JkrGZ``-3RDMUhnDJz!!8c8LIlO76v+9cseT z$X)EdEHjL>Riy^>7)methRX8caI`TK+$|!2D3ma_K8pyOVjtj+c@f0$wiHtu(1r6~ zB|vZqA48g!6Wv!G*!M^tF1LMTzZEBg>8cJQ^YR}0zDa|t+!2!Xh^ zA7sg58OVN;M%P_Z;i>Nv=joZ`(68r~VQ8!poZX)bNm^eadH-85w~>P%K0BDL_pjoW zBmv%E$HL~~YV>VVrHL?HD;fuI!??Aq#LP;P-0BDwmrsDYY68>g{u$q26jCX7X zkpuC^ky(_G&l&_$ja6Gw?O_+mxgZDZ-BJi@&x6fT6L7_tx7f>(g@VrG;C`tSMws1$ zcH>>(&{RV#D;7f2=>)iPp$pdw{UP=K7sCHuO-kcO;p3P0$gBm6=}h79_DIy&rq2}Rx0@JQ)8MkQJncK6kyd5{}i%zTUm zeSP@-p&?Oq4Te&adWcwEk83xDQSo)Mynf?L5M5J*kDML33Q4<|$Lv*fExQD<@A%|d z*$leBHW23PnLx*+V%XzdKpft^#!B!36`Spl5xNR~SRBFh))NG(IlQ%JI;iaNSj^n~ z9tTAAnREA(iR%P&nmJ1c;-suWY+VV|#eRUbACkz_yIFWCr=H60Jd6$}5}ltA-#*bC<}n7jpVJoy#`80^^={0 zzVP{QGj*1WLDR4I@R(=>NPf)1QkOL9rZ@~Y4zol>(=c?K?S|ba?!ZF(bU0k|1>N~# z!e?CpPs6vWrJiiD+EZT7)SJ#W7IO$)xSF0h33&;P|p!7?|QphezkZgio1tb6o~*XncX) z-4w$1G9$F@b`t&kY}6i|a{%ccS+%pYC^Hef$Tf)~G1K=lq8 zfVFBQN+#rxlAID~Qxw5lbF#6|a6QbqqJwK^a-g}=3OWX)c~Kj4VOn1qoceeh*l}rK z5T1ye=Pbl-$!p-LIt@6Qv&lQ=D*g7l0aLxQFo`3i_chb7++!vl=#8cqRIX!v(g|EB zbb|8P1*oxiE44G_!rPJQc-#CV-uCjO{uK&BX7u3V)uo31uXm!?{EuL_*Nh1qUyd~g z&VnFpFLVx^#WhP5VYGQJxHo9QifSXg-%fB%{1=F9Z2|X%wkT#045oI{!Z?#evh2P; zwVfYhoB-G$58Y4E=6H1r!q!)vA)R3$@+W&8wcBb~G{lG=WqcYQnc$>xqlQDSB>`73@#QLru#LSRzqPjfAry zsB;fonXP~_k>YUJG7CGrPvf2qFHtka0-nBoj;HICaoW7e5Swm+A9l<^Ro66dK6DM{ z*na`f-T>k{qZs=Oi%F3G2iT!s1L_IS;Uh~02J`c=efv%PUXTZmKXriYgCHVP<`2^i z#f7H5Rd9q?jJwBuqdq^JVLi8Qo@R^2js`r z2k7$T3w~#wKu+5Mbg#0(`SDFOJ-i}CM(^;&Sz{s8JOiHB!`vnZ95gpnEwLf(!6w0w0L+bD&nTUhY9 z*+onF+u=!tEN}96S6WbfpMvj7YOX3|5-PLtjJFk*C=Z9@+0(%Go(5C|yn-U9XjbXa zY{A7d0#plG3nvCz@snr)a&1hZsW<>+)RMT@_Y4!N>`}w>&fm~+VI=JC8V7|l#Cbp6 z6F_}_DAXrxAh)8fV`Nx9yzOoQb(6isK<*SR*}^4ZAKSt5=OlQbl8<>u6Y;KL7n}hH zVq9y58yB3x6E)9q$=s39+FJ@)^NS&7^?B%jbONg!tMN1p(Dy;<@Y?$YnK{K9d^Tj` zVeS{KEkBImul3+aK_mI@Ck?u?ThLW{HEtXC4)i>&(dseaBQdzHl${y_~5L zw}&ya+=`7sb=2^CBDO!3!%yW-!o^4b~hgvj%PJ%Z_khKta= z?=slRzJQRzU^w(Pm%d*iOs^O|(}7G+7zO+GSCR+Z^Mt#q5m)4^kR2IG zq+~+|2`=AI(t2)RX>Vb`KGXUsuG#I`k~H#DJY~ z@LldM-yvK*MjO4&5#c~QetUTZf9tQnE$$OBS2m5j zH$F#h%)5bh>H+9I{|VG8+d-kh6dX77JeemdG#fKaIBIwqs@A=Mb>B3E3H@?H5zA~4 zF1`Y_DZ#Lbu0rjXAt*nsi0+73h&KzKkttI9>4cXQ-j$oeVZlR~b|3;4)bX)Cd<804 z?g8&5deqG%0DbZi%#Df7nHi>O|s`s&G6g{}i8DY`|5jW%#D{72Zu; zh9XU?3BAw)6`fKf@Ae8fpMl9a-^i-bQ$ZZxLE!ctvQevr9IHtt zhRt1QGWHEd#bv{*G#=dl;!9eN?7>~(HmH9q9~InIK#}Kf@Y?winZJAoQL$EIr@-CG`axFVy(C=@hx-mf+ohsj^;_r59bN^HR!j!2d%%J#itGRAhF>r#60?r zVvdSJPrcc+d5MVd%!7@feC{aWU9E%c#W8ftyaCv~eiUqW7|mEE$B^>cYnU=}ERVOq z09^Jo!F7XXbo0-EIgVGz>6^FlXT&u|VRjR|ZTSJ?^S2cLNMnY6Q$OD6r{j;Vue;E zaWp#ZA?EZx!~uyTpmjeVc#Dm3+r>(%-8&xlOx+9*Ug^Mvnez0^wa0MaKpli`lY+|m z@0lMnJMmRnHc-u6Oj61r>z;PuoW|V{?dk!R{Q~?wM-uAdKGJ#S*GQYp0#uT(f)hq@ z;Crk&Sk>-rf10T1E6g1Ja}xPFbh7?}E%NWAXB{F)aAuk~I))a*aV zTkW~%zBCg&8zzIplW6?y@)cSvUIm#4Ua%6X3E0zr6o=om!%3STB8;sDrzrtA=T$7N zGMvsnDp1FFcb~x4iaWUKFqgft;XV{dvt;YeZCp`{NsQ+DPlNxzBD}b59#;K)iGDXT zSvmh8JneFoxKF!Ga<~)&)ML?N{ zwJlz_JN^#lP5(&)!_UI<1NN}*s3Xiv^8^vS20T!74*IU9F>%EwaM6TQaM!VxsA??4 zjG4uBr!}R#*(G zEw)gQau6ymUW3W|CSl;_Hgcr<3d~z@2qz6th)ik4S{|ztIXRFAOYvdL zS5Ue2jP>9A2&xn6xa)YWRHHDInq@tOcuJ|0);^-CqRPCpK+G?hiK5ph1E(hy<~5hG zXGfP{VwpIpz3)w*i?+ck(-;gJo`*i60%B1`wJ)u*{IL4$?x2_;=@Md!w9r={Gu~?3(9+^yj`mZNrlYeKe=XMIV zi+T~~?xjTJ=mO$W7sW)Tm9r&{>!|IWX0}&T8J35I89aPBiYXEgr?zi2nU3f*Zbs90 zCeu`xYP{=Zio%STX(pL$bf`BO_nKT;u=m(?JUdvidY#;`e z`K+O6wqSGpV^%X{EaR-8P8SAA(vJA|>{2g#618#)**?yZ2F4VzOG6|`+wc47K*LeN zC))r54Swv!k_V*YqZMnmvYmXcKFU6^ji82n%Om)ikF^hz49S%F%1%#1GXIt)3=9y^)dyHt4&I<-~o5n-t=^Gt^ zo6TStZ9syojPxTLPe0`b*@Urm%VrGfw~=14?%}?BB+E|w?I0cXQyh~=TqB%}1a`q* zdm4Ia3uACYnk>)Nr=5pX>DI|Ys<@<x#F zHb3&_lOy@9<0!MEH;DbwHkDP2Jxbz--63c( zZ1&30WrDEIAXil?iN4V?czaa8at7PQX33*uL`Dj(s#0qnJ;NCzQRT*%^_>|NYb}G`n2gnA)R&W zDw#X|G8sR4DNT#`Eq|@%Or}TKnXao5A<@rfP=ik&sQ95)nms3;EDZ{$nxA7xy3=8{ zaC|H4yJP|#DYlsedO46MZAr|yai*kGx1aIRu%$1%?$FUzZ@3Xvz64b>S%;>z#Ak9k zU16xe)@Hg83H$Mk@go!JuW^noi?$&(a(B3|&im3m9%Jdt2nBYFbrjX1RwTJIgDz6e zrgAf$vnP)HWKtyOF`dp+*b`@0(TIChmTWf-4Xe=5%b7c={i9H*MKwx*wg&`Vq|J| zIC+wDlAZo|CcAh_3h~~ym_%xy%a?EqB=QSWNdKBzu5H0twwcS&s|9{^+~~zLtx=mf z^g)RZ6f%RcV0FfQq!IbK^(0d!Wly#4yAZxcHaY%Uo$fh#k@!_SXAk8+&(~kB$x^3@ zto+F}OkA8PZ5H%03NNBam#HQzJMS>PBYTCit|839a2ZlDIfXfVW(En7x=ZSu66qHY zUv}f{a#m-X3|Zi+L%i%&1UmUKCB}56S{qfLnLuy-5T##hE-_j$rew;(IFg`yj@TO`-A*0Z=$lofY=3^fXnO}U zOXC_97f5lloZFeOAGu73K?UNm67l#e$?ck8ntH1SUrO!RPR&_`@ABT zU2hRhO9eAX`xjSYc14ce7$=RRvUEuhd!24tVL^|mUmzDc#XE%Yz#5*Ko(pg%+p#L{_VGdo+Swkv)jJN`UDv1jz zV^=?RqWL*t1k>zUR~;3$v*u@gserXBn`UpV({3xOkn#mCcip)6p20~0c6-zn%rM6 zm^2}l#+84dzt!rpS>5N@!=Noh2>9urR#WOow}BV)4jXDK_i z?hKuJ@G2>9d&-V7-OWbmbD&$(gW)Rl8yu;<%sw?LCOh=ya8s5atvs-a9oj#{uDx-G zGn5n_tpAJs!`z|$Lz?6*CMdYzPoAD$)cu?0f8bHzaQ}0T`8zAS+;HLlSF-d!S=0Y> zF;`~Df~q*@^`e6Y3{_KOk)h^4IsJcTaEA_Azm|Vz`2UUm=h;mD7pT_YUH*yI*7-N~ zpZl_3v7saWh1LBx_Mda|E4FgM{(be|?e?J;6$VT7AjMD_#0|aPz#-~GpB&E6&!)x_e~L?TBsoL! Hf64wAF7i;( literal 0 HcmV?d00001 diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/models/critic_checkpoint.pt b/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/models/critic_checkpoint.pt new file mode 100644 index 0000000000000000000000000000000000000000..c35547d4a2130120898ba0551783d9969730aa39 GIT binary patch literal 7583 zcmbVR4_J&@xc|x^Nk&53CbP5&VI)a?=QZ1=jVwuP$G;k?H3%~qi4DV+LNZ8=HW@Yv zAxTo-c?~78p-r14j3l#aleBG{zvnaX=OIEZ^2P-_h%mn;jB^ZtUEdWEi8qL}+vr>VTB*vK$ODDNfi zVQ7P7>*T$^WOxd>$s8Z%OUB5Dw_V=Hhv#FoU2eKV+AT|8h1|?f-cQ`U*lvNAE?=@% zZZ0*)oo z8#64+sal^-t$r&cTF=QWb0rlt{0gFzbrJ7@FKG7uMqtWzObKiF0|oo?h%RR<$bLIS zE3z9==IKkM=PDt1%P=UhdP*dPov8gifX%*l3`Z9~0&8stN^Xt^^RF^-UtSUnH%i2a zsTYags8^tlS_z7xF`(&c2hG+*E^%ieN^b1H^1ex+?)M6{AI~Ptuv+)Zs0?f$jCA;# z)2P2c2P29(bQB(h_*FUBwe=LremPIQc~Nxp!)Pq#wSsqJC}?^N0nxaDRQqr&7d7i5 zn!U-w)oxc|f$$K-esqp#PiRrLv4RMl6VP(82bB24kgz9DK`Rua0Qv*-?K;W?UZ=$c z-=p(}0(9QwiX~?NlII=As_zAmsLBTE?hdN7(P5g~x8T3b1N|$npnCRw6h$3Fk^OOw zDK%kRX4ir)z5|pahEYMM8dkX0f_FO)RO@=-%p)H`v&Ih1`?jNWMgdm2o1uMcGYCuv z5Z?ScbO=hN{LBhunpd+r-d0rhFDekszYCU!?6BsS!Eie{3WrDE0&(d$Y=t+F$-M@< zNe4kYX%J_XABs%A1yo!zf>4_w(0Sf4U;1QNasD`pDlfpv)H^7iA%>h!#z1SoYap98 zAGPOqP>m0TVCIT=bW+ry zXvl5Obw(4IIW|C4>}(WNE~GY^!H{?$3139kW9_9%u$I*V4+mrOq8id>v=d^(ex&7f z_aN(P0Cq<705<*{6K|o&Z$HOBlSb5kXh>7kEeKv@2IUv` zL8E0n*!9T5cK>7GJMJga8OwqT=3&X5I_etx7~@CQL-SCB49}8ak@PdPu8hVw<2Gat z=W6BPXrT16V=WbkIp&Hl1B#!E=fh@hOe=Gavo7m3*vm^ zpAgZ82DA!V4|)Agkp+d%aOSaB;G6abWc`p$1wmq35*-VYm~fK#3x{b%Z@{)z5Bd`) zk@uz#YGyREwPSO^u`mhMA|AB8x(m$e4a6jM7kGN?!uGP`pxouh=6&`#3JZG^^Q%9g zZS@h%I=Pbyw%p;E<8hoI@ElnXa|8Ue@z{KM8ZaZavz>OP81|qXRXB$#e>doxxlGj| z5)8ibBa|JxfVzA(HD@l<00{GF$b0Leh~2| zu*zCvnqi$yi^m-jk-%V5ivtDY*|bY$fK6J~@}M|G56*Frb; zJdS=HIVe670T!*r*ly>C?L!Yx-}1AlsrI8`Rpk(S@G?o5nTs>;TVvV6IVf2g%W4L8 zva%U5U@JQbPV57;`)nBsW;9YB^F7Fl)vkzXab&?I04)LZw*9>fh|6YMZqn zxp9nS_KXK{jvolDdtub)BIsql7jl_j!LhC#`Bx+0sw4$var?=|61!RMIfZ=~WzZmj-w?TPL9PZqc1Qk6KaI``NTIV(*jn6~@qacaXbFr+@3i7ws zLh_PxU{~D&RwIr;)Vn5ZpK^?3Xm=2Q^OvZd)`!>*{}nBrCu7C1Yv8*ko2WV|iepPj z)s|OKG^`$cEvwP2CIJ0iM`J>AiOFc zV#ANq7vs9HdesiFYws&+ld^u<)sFbHydok3YT1sqoGA>!@pQJ3e0sr)k-;nW*d_ti8@ zlY^4WjU-_A0}LnIQMG>)Rt--^hZjvC-nI!Vc)Nj-j>0OVk>I>+4st);MN#5mwkV|v zOP+N?UE~8O3q6J0oExYNswOvg8+2)6jx(dmLANH8wmxyf`amVj%$x%`DreB7p5c@e zuVF$>C5o4|k-@*0LR-oy$V)84GHZrJ^u0wg#a)n*ahnL!QX$pvN061LK-&CC=u-3; znQ3D=neiS_oE`<@`^i*ovJrAp)4=SpEef;Zh;09Iki6c4C5}4k>1yyzwqIlY*4Lmo zt%|C5v=ZAnt>AZlFS@x_L+89e3~nn!zfa2{Z1M{bo^vP6??XUnx{TJ^+{d_Kn?P#) z3cL@TL>;f5=zEx=64>q{~lI{gN?YntB%+ ze~<&?vWN6qR|a)IZvo{+C8qbUhLopL6guYPZFxLo&wUFX4ds|KX&)p@TF|b%8tSeY zLyPP-YE~@7th@unbM_-p>tE3oryf97(*+_7Wx-*7A#CT}#=#vYz$KAlcJeVyxYQeh zEpuT;v<5N-pP=uwNUG1g4)#AJW7aVty}IQR>SlUF+4)&y^Sf%0lv#n<;iZ@ne4BXI zn4+?>nO2!0w8z{h8H+7}=Q<7iU+%{ExvN|sDT-_nUx z@;s2ZKD`Bs-@Cv&CWq*!*I{SUbu@YN3o+3-ga5@7*dEBBjx(I;89PxF=|ru+YzF5c zHqbo$4XwUWkAr#T5PEJRsPlqA;C6;}7L+5?veCVE`f(iY`2zP1?E=&1hp>1+KC~DV z=2F;&&EurRtx^wy$FG19B)Qg()PVQd2xxzOoJ1bj31Z83T9Ryo&e6MJ=9BZNJa(1k z*#+awS8~vgF`Q54EDC0QOt=FISk(6prq?%uY=DIH8iv5%oJ)f@tc3c;Mx61-F(`V` z0n)4lB8q!TEsvgnA{Se zR275A*Chu3`X{#hZWVejVWBGTHJ0_P12^*;5VS|3ey9Z`oZSH>vQA)L#Tw>*f_mqx zSi|l@VY(fpUeATPdoNHlK}}P7o`?3Kx3IBNhh-V7Ajqkp>$aUG2qwQfBK zLsKCkJ_eXG8=!vVHpolff?CmjmI(|i$k3{2&8j-6PRz#Jea~Uuw6$pJ^cE`TUqDe_ z7;fK}2>H?ZkT+`vX6(I4O}ug*NnjU`ZE~)JP-9(cF~9nj+k@lBk=Wq zPH%4g6;{tKL{_#0JGQi8Z0&xMHu5=I6kUd>2@V*(It7|emt(1HE{gZ`0nI~a8g{4( zEtPjcd)Jb6yOo44$4fAyZWr=gW}!4&2gRnBK{MqKqSt(Sx;dYWG+9E|!S@1S!{BW}!z zMzg&hz$EMQ!v%ThCQLwud4F^m5{a_8N2#vYO5{ggrY_6!F)IH#2x=!|33raDk5590 zfk*iu34PBC(N2E^TNXBB+0q%{>Bzy!ju_moEr!ha;n?mMi5lsbkdU zp1YBhlv+XSE>jeJ{S&M7$So)u-U1~CpG|1YCzkHz20vvHCKQ;Vrc{sZV}}5*=_oW# z+J@$nAA-rH&p`6ZpHzSH4w)fi=&bZcjM&9TW6PazG~*mJhP(p1QhPLc9YZ&_UPj9= zBao?21jULQXxDHNL~mLlR4&7s0e#S{H5n7u-GEuU)4<833B8r+u)-<{%_?p}=HnqK z8T^u~>J<(8VMAbZa);r)Fcn&Vae(AcJE7P-9|f61sl~{ra5Urv%&IvInq7{>UYrf~ z&kIob%_^w+OpoQSwb&hF_;IX!I>R@FD-892iZSrsk1wn(r>g z^h^0zZ1oF>M)N2$+u%3U7^B8xH1&O2jjAGn;U4va?LQtw*C&A}j(Z5YxpRnD(>18w zSOG=7ImjrxLE}HZgej5Um}k*I^%d^mA2SNGPQ(*Q>};C+x(JjJ>uAbPTA0=U3g|h1 zu<;&)CJq!Ft~X+hVZXh#AEDWqCE#c>0@62~M+sbn#2s%?&^wnV`rSkhe=^j)$VI5Z z!u$a)HQSF-%f17KYvDvUb*w_X0xUfQpzeK}2+pNY-jM(hnfK>hQwIRQv;(-Hk=T4; zH{^F5hM5_gP?SA^hMlTGRbwL7BwYeC{|7pxA<{k;bt&Nx?7JM>Ju^trV=ao4V^H*}i>;O>q0NkH%rP1dqKyrP z`@D)OGjlOwVH|0{)rjqeIE;E+3keNuM_+>Kwtxuq*M>2X{eg@Lp zQ4lvI7)oM)CgOpm$dp~=hPS*0_uXj$_Bw9%J|KC*+F+5H6Bdw)jn*;^^s{~nm#NkB>G zI%p|Uq21bz80YmGt+L|4?MsCGdGD~}mn68kayJC`X-3_|o>Ucb9dg|tLQOys==*NN zy1j?cV$6B0uo;EDZajmsX{%APG6*wbjv0LUL!|2YVPZ0MKPJ4J1fC;~A#)~})0rKh zo?~19Xal%>TMA*n?f|{rV)RY%hRu0TA!}g`FH8q{oIZDtZ{vDdC(!lkdA)b(H zhMTuN2hFDDc(k?% zo7aq|BF8#9Sdk1i2j+q5^-!={bo5XAAuSp>k1<5CyX*hKemHg856|g6sejT+YVF`k zWe-&aBDYuUit#e~NI8_0Kl34iQ*yeXZ3dBCI9ni{n8ekbwx*f)eqggiZQRYc^|U58 zl*aX(LhGV8Qs)8r9QSxJ%`rX5@~`~j9&CJvU2$~=ZC9Cc9X(75zv>C+7`=ejtQ|%f zeQ3Ti)7~v3vVv9CMdrshdy`&E<`LZ?dse6IQBd@I7i(QTk1ohxK)tcqV=Ug|I z`ls6yY2jM7?y()sQ5ABM=7sL|XQz^gu#Gfp^emQHmgC+m` z0#fusLSk2LroN4-1zE{41Ad ztGV{Ud`^=1z+KOuOqI?T3xr9_h|A}riA=tM2pmrrI44dg49B_Y2Jj1*rmgu=zj;&f zg2lA+z(-UTV9eT0A3#KR>ho2zy$BR;B#l4(%&r(CplJ;Ow0N*Bc~s{_v+o7cMU%fE z+u{dM>nm$$#-s*LR3RzAtDlkKF{_Dk!w7fL+%Z&^px}bN+ z3QDf8W|gO{3jD0SNPyRD8vfFg?zEpqMafn~a@^BhJh7V9?)K+ws&(uP_phm5%p+hU zr=cBoRFprUKoanMfu=sv-Az1zrssr^qX)kwj{f7QU(UBg^=KJUb}T3`HW@=IPtB)| zZTq;ZgXU1}f(ROw_Z{0Z^%L6S*O!WngITYg6Dj}TSysHbFOm86<~mI0k}ScM0-kXy z7rNjGr@1hN<&Ex7v|An)I6BTD_6fa7CO3v`yU!4-!rh$1qVb$;fFrH=V+mF53*nCT zUrKfk8AP4GXksmSk61yWh&HtYP3X6rM7?yS7QahLO~_KpA9UKiEMP~0U-(!eY+Ou* ziwWIr(tO|HFPv?6x1N;oh{H?>n~0qm~6K1SWmKRLaBXK=cmtoO@@ z8NLtE|Mtzy--9|DX8AXIyzoQpzwPq-Se3;G*a;tE|E-hvv1Nllz&d@1{kJaO$MQe^ z06XzR?7w%i|9k88{}=Xe-TC_T>gD+NAln{e{~6xv@2CH4S9T{V4W-;b(OnFeK0W^&-iztQbdUdQ?0*2~>L&33 literal 0 HcmV?d00001 diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/params.json b/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/params.json new file mode 100644 index 0000000..010058e --- /dev/null +++ b/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/params.json @@ -0,0 +1 @@ +{"algo_name": "A2C", "env_name": "CartPole-v0", "train_eps": 1600, "test_eps": 20, "ep_max_steps": 100000, "gamma": 0.99, "actor_lr": 0.0003, "critic_lr": 0.001, "actor_hidden_dim": 256, "critic_hidden_dim": 256, "device": "cpu", "seed": 10, "show_fig": false, "save_fig": true, "result_path": "/Users/jj/Desktop/rl-tutorials/codes/A2C/outputs/CartPole-v0/20220829-143327/results/", "model_path": "/Users/jj/Desktop/rl-tutorials/codes/A2C/outputs/CartPole-v0/20220829-143327/models/", "n_states": 4, "n_actions": 2} \ No newline at end of file diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/testing_curve.png b/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/testing_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..96a9a2220b9bf69538f189a4143e8fc31905570f GIT binary patch literal 42442 zcmeEu^;eW_)b0QR(kdVgBGQe3bVvzENq2X5hoXQWpi!uDzf4v#PQj9yU2P1Oma6e-6d zazBB5dIa9R{_;QqeCBn;BRUk-|33Zu&Hw+%|HS3-BMnWw!XDz+KH)dR*sEk9WXsp9 z;WYJ!E!QG<^}ADLYuyyi9{1wH!l~4ven;B{nSM7q&joIdduY=94;s$4$HRA_t#=>m z0#`qgY>nk$#){wh&6n!e z#n_JLyKW|1^VmmopT zb2hGmTxh9bQ(_NIFr|zdxkwWD{?l<4@#9{)*wHfmSKwyh4K#1kYZu%G*nf9*9oMzq zMk}Wasp;wUhtmZ0P86y8?i3Z&Z)Hd61*CzX7;-f2@o==>xFPQC?d<*?G#&onvwym= zv9S<{SY#KgeHC!MUpJU07}t8c@BD>YG{tft(e?foVa`SRgUj>-R7K^1AXdoh2_8~h zTvD#K=>pmt9a~#wsc`&_>TzY^)qSl}9m${|u`25ktNwWAfXj`fb5!g$dnimciNnz6 zxQk@WCM}dZ6a&v}Z>BQfV%GX?DnDMx^+8kY%}s#V&5;xj56=REM%atZ*4B0~Lp0TO zts5CRe!pRewxOqH4s9j9f}&!>T8waSZ|_Q3-BK}$$A~Dxz^VCImfCmyv1~NCjG0+> zPb|UL@88`P4i9?2(aqL5)8LSBSag3O+dB7yQZ~_Bjbse@!qa;~3B(?@f%If%WnJqc zF^-2YH7kdOd@@cI@?k;~R3|qCHFD>Wx3|8&ULPJ9ONDv|wsU*2=@rE*r*+QYOPs*# z3(JLi*XHAHit`wC9i85E@1;JF_M}1{OtB&-4>_BUP}h25#ZBk2ac~;Iu_G09djV44 z0)(~HxRu%_K;Y```Vfk!S1(Yu+#F0E{J|ZHf`)N~XuVH&9}!I=duc`K-P{+)=svFW zs^PxXVU~xZVg1R~#r^;|t;2*WB9fk-=U5}NPIXl-tFJklk6vG$@Ak}8nkR#lu&QcU z5(I~)Cg7xx@nH22_?}Z_iXK(A&+2=EeH?EM4(^Vj8aN#hkL@x;S;G6P2onY9O| z-K^#H9k(eExcgL&9Ko-us$Eeh^{{h%N`ba7WG@A7&&J8POd!aGFE)C%jlt;{8N)$p zPy4g;ug9r~{q#p1;8KhHSnUiy1qY7WI~5#o_aVON`c4`NH#Z(`ZterqmHqj;Dzh%^ ze5F(^&YK1UuvUY>^GRu0S$-dC@YNe&MW|WUBN+#ok}@*rDx&8^*6E&4k#Ya~`!kzf zb>UKAPb|#{xLzOMw1E^jb^qYv_p>Y9PdSa=nwruQi2Yk}g{6^4hb6zXb~~TcR@c?t zZn*()u=!n)!?Y~~A2(K_{|3HXOm^x&Y5qP0HEU<=qb++C4iNvT^+c?m(V{H=- zA1~47T=GAJ`6bZ^x_ulRe2auh5K%#w6$k(zFW5X1Zz)B5M(w4}U)R4O$U3sWznX5X zhiCXN+#k%Xg*c`{{8zu5aas0t6ksQ^Jy}WRl2&m3jwD?27cRl z3!c-4@kvQ9{VyDl2dd@%&flr!(kg~hu%p&--Ul4#?a`l7p{qTsE-pP(-Y)w!({A9; z3Y)R#$UA8CJ{$(8sZxi{0Bo0rw)W{tD8Umdsv&@pGcAF_j`OvS)rKG(H|NmcE~h$> zr--jZ7Il&8;(hd}8_k&k0IUcSF00T3I8N1;<;f|8JsAT1|{R^feU zWn&a@EaTL)&mVMqu5D&+P7$#835Vol z#yr*)+`0R-q4&3hgf37e6m@mUVnr`VS8gCMa5U@Br}RNw(41Q?8OHOK)0eWT)T)ZEG&*jr3ijb?*iEIuHQ_t_c2f?VEdZ+GcmL?T7hEwRB*p>Uh$Vkc{W>T5moLWyn;K0QECDisoEif~0FuaQj6b@S z^tqyf3n1V(*?AD$+bHmzQ8H0akrnF+4NYvH#oywR^6dKh9{?D>W@HTivK&C>yS$p( zV^CbZmxEV3KHc0N2E)TBoSw0;6t|nR8MmbU{w)nqVS42p#55NirgQ4k&x{!>wewEq zM=R}M1;=ytP;U3lw;1@8Zxj@;S8jeCgS$A%yuS(m{{0E4%(e!LtEs8I zc<~~um<3$Xx-$%K!Ed+hY;QIW;48QFFy*gbzsS={ii%n47Tj=x?=Bf%S`B6?CUFFS z3bX*?ro)yf8(yRS?j0$=11b2qCBVXif!51S3Jp!mj*nOl^R;*@^(M=e=5mOJS43Bz zj)<^AI-s8WbCXnN22vt4foG3}z4lgeV#TrnnScN+3M*1CKvre3%XLD2$GMLnOf>iZ zF#G!YLQa(~K@H7nY)rwY5_&{KW9&Rr_Y+cB%<^hEpvwQB6S#lm!fpU_Kvqh6#l#Bd zWijLzfkTYe7V(%)V7IhNd4@wR+$fjRAc#Cqrkz{PfOHL*pBvM?AT%T+#^-!s9)k19Cw{Pt=(?$cFtv4M2 zt7C@@h_7nA=WO|h3J&dhUmS`6Jk8x_ud?SK zzyam@XX~ICi`*P_zM!XXm`_Sd!W`Z6^*3zt^2B7B7Hqx0yWX3ti2}GA@*WKnb@-=T z>QHyH?^ zr!OdPm-EYaoA^r{U{S&YNt|$i$txdlI9%>a?dgQ9EYe&=5U4 zJ6=ehVv^gOZNXTrqrP`+;qLk7U+g(g|F@rxFvw7!qF8VACsaGmCju0A;HThE#cNs| zu6JFV0T^UyX?b?IoC%IFlA+z5X5Lo>T)O#P?DYX&;JZL^&{r?^0>vBR@~I1~J`~_r zQzwnU@@P*qg?C4fL7fxT{#;GTv_0|T$L)2?LH-K{m2uk(4OPN7DAmr(8IqwGlN9-S zjULPZeW)=)--9yvEi-fE-|^a_xHt$iK=sctF`M95?T-Wi^T7~sa{BWTi*VGg<~&S# zZEbD$e6;@c8*r9GV`0JfL6K2Wu@v~J{Ep9$ye^4cf#3=$cl4j4F~FS~dJlb-*MOdGxS`#}-!0d)|0 zRu7v`@nv(qm6SI|3Ln(3#WQqU*FvPd{mdMQCcKT*D5#oYy>TEhYugn z{xw&ex$w{BXqk`}-rJqTIvnNTx@!4|b>Xs;h}KHOY8w zR6~2%+1M;*e_1x)oD7_EEH}6_j*X3_c~0rF88*fv$ttwvDl#JCA!1A7?OWV7S7Q$H zT{5DM@fTo!2nh+LWMySxs{@S&ot8)eh=ez@N&p^0NEu=jc&>>&eSkY0esh;sR(5jv z<>l&njCDvtNa()s8a+h({w8i_M#p?Yvu z5?M>Jc zy1udT?dw+wu*AjSpzHltM!~n9)q3oJaPzNqM|YZ4f>H$3Qm+4Ds#YTn=j_n8<`GB z@d|{H=-nNnwMkq8K)pB8)X9IF{J{un{X63EUvNo^Y%7WSPOIRuJvO{2Kq;sh80=;ITl}iX(eM%QsH9Y<#?PRN zJt86L5k71VowVBkAo!f0KN0Yf6JVPB0ci~M0g}pdCBIdoewqrx2gquhQ{D9S%9vdZ zlC6rI^wQbX=z$E9^Ys-x-5kov%E}u1c@A*R4KR$C-UkMNOCa_Be4R5Kz>n3xqgB8p zuO@O>gucYs->=Nw~Z zh^#Td16c>2hzSt4H-LluwyJWScdYxClms_ALOF-4id}8xAf+8r(jXBb2heD6nd6~X z%M~8m@5(_*UE8cl@1;*N=m4~8guQN|1F&qH>2fM0=|a|gpi4@cUey+vnVI=qZ5K2E z?bHAOJekK5n~aQX9S%pj5rB&SMjkAqF9|@ZfFceGOuG&5FTjbs3G~g~r43_l)0Gqy z>`r`R0EtH$1wdV?sj5l}26s3T z@VqMzxNeo$O&+{ z9YDY*0h#mc`%Vu?jh&j>x2rZZflsX9Sq>9+3^!^g8 z3H)61FaTs!!4gQ*gM0YqW--9}C?S(Jh-dFt+8y&)(flP~s_y*$OsFzb4m`E<@}`4# z;kabk_~g8AU|82ThU}GZ?1B4k>LsshWq11v5-_2w@ zE314Vrv(AzmlpR~xGitCTpyHp#}pS+BdQz+3o?U>m49$a4h;@!jEJ1R^;~N9EuORk z+(HvRoL=(Zoda)c5-g?Y_8Osm503owb#hU0@f~n%cK{AgfT*9Rxeu!W)X6sTUi3WA zs0st}PYDLd$s|xCg}^G)fHrKBdjhd_?&QAbZafWy!o*Lh@ZzUYd1K~42g&SDLo*wF zPpxWz-xPf(ctP6L)wQ!XTQ!NpQ7=KoWfFn}xN`tt8m%`cij%7@X%&X$ne&yg2mmg{ zbh2Mmkzr6y;g!Grw-%eaFck*$iy{o@nE#dzIJTx-EOptE$GFlCDE~W)PN1Of#51ce z?APxUmrQ_!(i8=SaROjXVe#C*!==jBDv(HvP2Sod5c9e2rRC*Xpd#3M0v8e)R6kHA zi$U%1gCU~L=Yf-w2lQs#&JS*LWJEjxh28EHE$-^j01pSv=H6vipyBk!`0-FMC{YiEt0V|Bzc`Z=+rYEvScGr_t<6ZryC`?d3@ z+xnY?9vba}aRBWyzP^0?^PgY6A@KM!wL+}0pHPbdRkd?2tmYFF!!F~mM$5uQ!9jM2 zK9T~@8@VQ0S#Uexopi)E2ov~+hmXx(K(PO}ANdi29g>%qhpY=o=K*N4!9##0s&pNh>N`9!%XZ#h!60j zDuZtQkbX8}X25Hx5$p%hWFXDVLCfN1jpp72WKICUSp!f27XZSQ8Z`U~1le%CT&h#~ zA<4+^^F1(q_U7wiK@$F}kooUE%Q#IgP{n+Xp0(ayP#m`2ivdc8u>$y|)#b@X04QEW zBqZa&*+m+PkVcQ~|IESv>n5V3qq7+`{{Y~YKr0mn;R4DU6nv2>sPRbKd$hnQe&pgK zrii#iLtI^5*>oyGkd%T`od{h1uG{l;T49jqhOnqlX`3Q?Yg~~QWU2Cyay(9bWH`rRvtR^R0 z%A{v=aZ5{?b2~1D0Ve}Skppjygu_~4F)Esf3s6w%4da}4RYuB=%0sY1dal5k^<8<7 ziF8XyLF^^m{(UZ3qL;0Q5I)X&)1aI0n)_D)A_i2nY~P6@n^<0hwTzL;53 zHPGtRH+Do^xt=H%C%eOSpfo-DsQbR?|6CoPE|&|f?~dD4wk&=p{lhwIA4_91QdV3n zQolm*3x`!+g_~#fOj)S~Dqih5R2$IpZ$AX8(h0q7q0b!0sHWqq+|JazJ6ga##O{UE zg9ZZVY4w5Xh4epGaNV9N-ezD;-_t#R{*Zt`{J_tp95*Jy<_>3ZRh5|&>U42Skuzz> zMNY@W32k@s_PIHRZ6K5yATN64+%{Lv7#8JnY#!oFoAc|s7BV{7*YtJ&-MAKvHKtdiKPvf0UGCHcddPpi__v0+9LUyK3tp&y?Rh`<&9-MianN$w$om`YmdijIlIVkg zKl9h)?z>8|=F+_gHw*(vz#$CrZzTAx6VSJwmm?x;2a}3QN_ik>mK=e;{`}<&(9dD< z@kF2n1x)U9KUDBjd1WVE=a8XInDLXQ#ns6kMD>t=6bk8|9Cm9wr{&!1Ee~?AV@%9N zLbm!;_z9fB;t`XZ&sysvbL)GbW>#@Nm^;N*H4;9Xr)QsH1^4IaJROF-KX8TVh#?!KfR?!f z=?hGaAD}r0XqnkmsqWrlQxdRaKrY42A$9TTS|97_+a@3-%H)KgOGiY@_*9m&1yK2tCLh<|w4@eZk&HsGReWm_95EHP<^|iQ3trqvw4Fh)@2#qY zXOcItLzc=$;N+;o?B$83&06c^s4>_pv?d{HHJxqXQf+26*Z&*>;05QikS_;GVMYZ% z6&qjT()2>xo<1uPH#D8}JjgZ`Dho4(rIj?@e>F8xQ$)==ihv1P>XhPt`Q|rA@7wZQ z)==K{u?-)#RaE--$hPDP>Rt^^QK1KvD<~D#Jpxa@tWNxJylL32fU5K`p2TWY?Mq-` zb9sfhZ#XCfyii*eD&@xv$7Tui|DdF*Wx487goVD9#v&TR_>yP5L9HXRDUwV7H6kij zKmmE_GR(Bodq3;n{(&4Z$|bbS!@5msn<%yTaa}Qst9y=kXOKcQB5%%>6D40UF^c7X zzJd6V+r}4PXSy$&a+xCinfM-sy*GsanBtG@g=8d->H$oYw23o*EW&X+&CrS-sVyRQdYnj7;IHmk+9X&WLrbXIBgD4@3=vm|Dd5|+^@+nrb z=aL?)`fztuze z)sx3ljd`RC`W<~D5>R1~)CL>;0GdZ>naNWZ+lw9BMPFRZZ;F6Bruv?(LYijazJtH1 zZBlb-Ex82~{Dt;LvEB~#uChiVfAk|4R!FwY!iKR>t zMyYLu3d5_AMZDo@Fs_1}V0(q_Jpbe0(mR#2n)pxuEeG|{6I+1|WWuI}B^WE>?j=S@ zLVs3NhXvLUQ%Y|EBAqhyv-qIzG&x<*86_f$6|yPME&(mU{zEO{q8vGGON>vf;l{Om zj~dJ9Anfw7<2(8Dj_NO4>24kKERlc9%iys%k_PaJaz~GnSfK||E}=1!i}R>QJ&7v^ zmrtX?sYuyZl|)bA)9S#}%M2h)(hDgo_|=W^V3|_FrPkKu6+C=3@>vHMA`-y{4}Zyp1&em@;WqopNw)3XvWWl~v8gS)P6ub%D?+Nk@iytZJ-&%< z!Y3AW7nK!6jS1_6z|yh*P->{h4yQcuU2J^nOhv&%m#I7Z$a2rxkEeBlX60SXzaY7m z01iyQOsK0ldTP5p`U#|xO>NG6Yt7w_ct`{n)p0i$T^pzagDx97CKx{fDEd_E|MeLa3mI>iePcCsaQfi)wM>ZCbtsrggUMdQ;_h zJDeWRMoclFsPYb!@4a*I!gS>}&HY#LBsgUd?M!I;2%7z9BJMy1N`l1=k^yi4 zYXGub8=6nea&SR*_$VOu^_m`8sMOv+keI${E#IzWH0WbXVW6WATd#k}#*ew{O>=R+ z9ifH1isIs`v2n}eri%xO)DnlTBlkGdnCIm<@{Z3zT<}XFR``I z4*i|0)=@Odn!~FKURDX&YDC>R*Vi@$C!8KMSFkHh+(En<|@hWb_0KYyzT zI8u7JLSUc}`(KtDku3e^04UX4f?qobRH|X@;U}O4snQ(3Y54pd`z5&yEuD-XM3i2T z<2xWy8pK+YPQ*;FLmx=E_8W9%&NIrGe>vG7el+&j@5{GgljrC^VRSRvkZG`qJk4H~ z>yeNpvfmb!$JbBcV$d}VzOu7{N+KE8>ABPJ52NLm!TWL9sTu>Syo(PJTorqGlnS6{ zqP{tIKdlYw3%!1auXaKchRG2Jq{v=lpX+EYJ-mn?-3od_qmRR-yZ53;X0!x-p0_bf z@Al`jGwS4fIG>b1{ZBO_{B`Z#Ynz84;>w?kix0AYwjhfO3;4nW`-cJy4-qI%Zwe+z z|IEvp)(Gm!8w}nM>6_IQ=l{?{0CISw~8TcecG3Antum z8MOjxK-%{kKqQ%8<&3j<*e`ca7ofdiCUq{st)!NaQ6pWP)+FRQ3VV;(jE@Vfe-f&^ z#^E?_K*r1sNC3#c$N(Mk9^pnA1@%I{FnOfeD#2)$888j z#6XYGADC%Xvho&~aqZQF%mt%naraAD{J_`zbVJ7n3St&vB+4Tb zjs2tTL;aJ=St?M*@^vej2~rL7)a`K7--%Y~bchmEc;RPo*2l2pNHh-sFbt4#YHQw< zIR$W{R4WesKwgzz=t4zhAO7j)eKymtCo@qo!zj3AkeLE^k;*X)7W-0%1$Cf91)0O8 zHsI&wT{KF|VATeqA-bOu4n%+I#}yaLc|+vmE`ygQO3W#dzf;Wau%y4YJO0=RdCZgT z5wS*8Yoj(d_N3i4^adFKO_;)q-x0s|gzWyYi2Exb?w$b6c}e>%I7nbUoqqJb zd#-EItG~NGuBvKYz-xjyO^`Z-1xGLXwQS^lz%j0@UUb-FSUN1^7rDScL6{!o!2*iQX^WWx%Z-03+w?F^0Ya&3WffiT;KQic49U#o^)#(u z_uBrG9^tYJzI%9i=fn@RD*SvKa!@(t?FRWTCJ#EdInVER6yo$kj8^9`1qQQZ3h-cc zQS1NSG}cAQXs#mI@8)rQ>Z`j&E#O66G@hPHr;8#;9@WV6&der>D0*^pWyCNXphHL0 z>q9C--htuLcK{S>9Xo9289Js5+|wrJ-f>;Z6xzP5Y?IZ%$ZRgJukQHU3ZO_7qB}s+#Dm4a2wj=? z?8(MJ1DHx71H+AAvWnI?=+Y9lJ7o1TR_uxis1=Kqw)e=O9g&&uFm=BCFk(CCB2&n0<{B{15+OcsyzaGGCI8JMi4 zaH@X~{9fb)8gl%XE>@%iSd5ExmtYQZD3X}fXFD(H-}3!k4{(`)O)9&a5fCEOcn=N6 zkciH%_eXJ$0u@$$0fmdl1I?sfvZo?rScZ7u*2Vg34e%68E1!@M%HEe_83_WBK}**q z_+UN-{U^bC(weH~U$c&gS79}Cu2O~yuZb4ty0TGA&|HM2$9PeQA)t@=1N6(QtcIS` z(d8_8IyWC6)UO`HyDld5Ed6AA?g(5oOenA)!3dcQXy97(J-I?08Xq5?~DjK087SiB#-}@%|c=y=~2Ra>c34dO= zL)ytC-Vr{p)S)UZTD0w?p=2pEQBfw-i|+U__jQN8oOWhv;qm$w>Lao{M@MiVe@-%i zkGzmuQV)G6f!=n!)^qwtk#h{}&04vlg2Ho7=p74e&jFtC16c7yL`1-*mDACgaYYP_ zBsmK({ypq$mZ+Y4eyZ5( zOep(E6z4X24Jc8d2oa(EM1`M*FsIOht$$7MupeOid*&j9%5Bg%uY&Ko?1yjgua(Ey|xn zmWiR^z1oRDYi^iw5{>;mtUETf6jwSFoBvtr)+dHb1= zSaPGID9o6J;)1BsP9G&H_ApX5Y&BG2^g$c4B@8x^I_RG%@QTGiKe%BvjN%_S2})o9 z0(1t!0NvVwHGk^o2%8{X!f07q4vwAmR}Kt0V|Db}`0EMkT9&kfS(Y}-yk|m(#Ac4R z`qAAF&xG)_QqfqknT-OB^!leq?A4P?hrbK;edcEOOUG33S9!s~5&07qr(469$tR3I z4(|x_p0_Ehy{k2&u_{Tw=;QvfmAS;?zV7F(uriG&XhG$5@yoxeY!@LUN8MO!FZE9U zeg@?QsZo!TC9f=(laAbyL1TJ058-8=6_2pL^|xxDb%)t#@1(=ux&wrjv*dO)*sqwqG z?DD2!^AVw(SD`j#6W=^|z{Hqs8B>5HI6kpNZPu0g;p$Vi!egu%aa-lWVh#v5ljZFde*~?!1{4Lbd2fD6xJ?o|5S^i)tT{E)tr(aE3Qa=o2b4+T-S<@Q4V?t1y22lV(5j?}?7uCg(d zec*wDe$Xe}0;6+H%2@(SOKCi8T9|;c?ay5u1~fKWsF;j!>+kE>`wPE-Q1cbnip_P4 zcExMf-f>{%C0HS-%gkXFhlihm!NBt_?ey4-`fQ0q0rR9^P4f*`*kckp^sGSn95vFh zdBI`^K9o?!HhdIu(68??1nssYSMcKV%k1ragB&D6zMM1kMg{cl=s8RxE2tOoaG^<6*M zRXXWR$ICLQa?J!Qw29ttgVf(G?=DlEEIGNOuA~a+(;s$mWt#r!pAZj}zyx`-W6g%K zpEvH8RpSuAP<|C|-yDYF%wx88z_VB0n&oW>D|#C#*`4U{XofuL899JgeNX%9X#Ys&A}&IzpVn_; z!v;ouQcJWsO0quK#ldl2mlW^dhZxSwL(VV(o#9ardmkDNT&JvkOa)a<_*c8Ep?259 zhtE+eWOgnfkyp<%3*+fFmYA^^^pbGbqc9pS?uT%{PPTgH(aWB|IeO#RSM_og zv>=(ITX(iMwe*>q^Ej8_e85`NW!k^l)lxG_qIBaQ4IM!hr@bnP5~nH{3%&qyD{?hc zejEJqomuYso0mmeFE4HkXWZ+|2NvJkl}nF>|Jn8%VtYlm`|1ahVyUfqsJ!~cT95`VtQUAtawGz1sN}(AFbXL|J&)*%93?vn zoiicc_7q2AZv8`SMLV6UoUfHe8FBDAM4fZegSpz{{TL#{`L2`e!~ierB)^+V%ll>Z zf;qMs9E91(Y?!Dw=0!(f*4*y$CJ{BX(t9{{Om$o~+%YGkI8=5tJZGy@E&J~%Y1~3E zk@*t^pD%+{7w#v+95L?o)nOff$g9aeQB%zUD^fYR>1kH{2itG`eaAe5cX4&fov`(w+7>pJhj{(j7Ki_3abEs~Ghy-2gQtXc`}dW}s$~pBsbtZM zABHrd?L3Xbh8nVz+a+_mQFUD6GuClx#VDgI*;9VJ;H~UqItZD0O3#8KLkDYW0YZeb zNAoVvJ>^?OMVtTU+!xZ>D|_uM&{~r(ylH1*e|_FPxLQ}d zo?B=85Kx%)LF!Y21+mt5_j>HqMM*OUfxuf6@u>^>v5yqh8mW%!#G2ohre3$4Y=Ybw7wHPPZ0owprc5OhWyFwATBV>r^ZrVJ+Fe!Wd`d zKH4@|ytU>fUnVHAO%2i`b*?`cq8and_1{ zHUXB%osX~KG&RkSm)qzu39>CB$jid`>2iqB(l#;8|T^ zq!fArB}?hEri$<2okl7JN6r&x+#IQQxBw_@Gl`VK*KMB6OZ#{f*5vtF381ZH?C}80 z=(N}T0Bh`ov$!}ral_mlZ+r7Vf=_dz^_v)~p`J>$t>{?(xh!F3Om_7hmmLrt(jT`4 z-Z@!$YuSb#LL-Mm_&M;tR+(aEQ-de#Ep(|ZVqjG>V=)z41k74>4Kh1zi|cFIC>!z zB@fix^J4Gx;$oBXV#0?wZFaIr+`Vy1k7__c@G}5)2N>F1rBdq25zq;rCPJfot zT$HH^bw!CN7IGn?`kh#V1(r(r$^Yj82ag`r+`7{NwV30)GLzo@O$7C~M~PW9m_kRDIu=$D2snCDNxFmfU7Joo`}db64K*UAqlzPv==ise@Wp#68co z#aFFpcWFi*>{6ZNOn9-!UdVUu9X<9tFUN72#PB-ECawu%@NYN(%11zg%701*Jz=uF z979{_0g$*(Rwavu(TnQD(3+?G)@ zE11OTKj0emiq~~N4HiIk^;79!v#ztTz)so<+ZZbJyBj8>kz6X>m$Vl`NC}l*eSEOG z9CIwmt&x!UNFD^HIhzG5q~Oiw{pWlal8?izJ*%qv8rcl0PeZ^-iOIg5!Ji!75N^)& zyLQ;>9LuxL-XA3}Y!XA6AMoZup4Vyq$h}U@(s|z*bJlj5U2u994A8Uuy|MRJjguxm zGJ%RstG$Vm@k>D$g)Jq^P~Te8Caz2QVpT!t#Ve?rgk^L>^BnPY`gnAPh)k@@M7;Vp zSYq+MeFgR07rXLOZx}<1XyZlTSnXjre;#Wj1Fx8#oJD@c797TQ=_oEbS4S(@CKvNs z$);JMOFltUx0l7ErRe;CbOuMlzyL?mEh?92u;@Fr#268I^lLaT-8_DL#jCpJSrixJ z{hejtiMP%+^r#s{?6(OyT;KmTstCV=1w7uGvuq@BvC00hrg&OJJ}w@;k$S=;@NP)` zuxzco71!p%UZPqID+D!UA2S_>G<>-+#mn!O&zJzSX^Z94~ zg#~flt7vLc%KfU?HxA!#%M^&2Sne478vmXFMxfBt0@C&4Th8Ur(sEnAD?5^dcP?n* z*sQ*rx91B%y5fy>&TG5sgi6n#CMa#Sx5Jmg@0+iCDh+BNQT=a!uzPjjW)x`>V}qeG z-UQa_8VlNpk{=%Sm=cq#ZASGyR96#`opMkOUSug4AeHt>qJ819_2?Z=KuSNU<;qeC z#_`|m=)GYM^NVnb`i<``L6z1u0^H!{G&Mt=?r0?5=Dz>&MwEC`>m)|w+qb{L?ol@h zxF}KiJMV<8p;@_MCw2qO1gk=naySy+@~3x)g?4p-<{VHiiPpCSIf|80gLK*A!T7l= z@Q8k)p{J5Ty8nt-+oC?E>5eDFH`CD+n1h=fbHDLOF06E*7RH$=0w`D^AAlDP`ru=> zd>+ozz>8i}v&B-|E9Ibv7V4p{FoV`&3JZ&YirwoMzFm`h1I*SEb-&dcgO$}1n!;NQ z=WU>AId(;^Q=7sS`13!bP57u_e;$1q7U= z{-?qF0M3Uf?eXT6Xku)iIKcX|3vI=ELWPmkL~yt!~a_56GBO1K01_1ND{1q%vmPUG%ppgviOWrhP~=E3KzpW&>m=*_{{`l1#pcmNVLYd^K1|4i6@_8E7(D{0x zM`(s`y$p%a9TgCBqpuz+4Hn_a;fx45`(Qrr^t?Gt1wA+JB=V|g3XZ*KW!A&aI|;A| z_p-bFgvT`T%Y$>$6bm$O(dj3RQZ1<8zI`g}74E+EHY`L&-G=BB=mpj8iFahA{bInB znBG~Q_}Cja{7RF3a^?cs*$5}tYnYG0KV-q4JA3Pq9-a;IS?MF&#R;SNRl#GjeDk~S zWuOMWiSFuVCqdA&^=_tOKF1279VUjn40XAq5eR?&=Ly{`u(6!f5+1ZMxD4Ho@A957 zu&0zN`myO>(3mlp!bM^&7dq}Occ#2tjyW6I>)}lPlfM+=Uc&jN! z!u;*YXmZrlXn{KFODJV;S}gxB#-=aUOU5IH!DJE+U-v|aBVItlDuDapTF3%Ahi@DR zS9iycQ>q_KC%XK4l*_!(6w+Jg?urdYF4SBOnt@9uxQz*By-bWVPH}9edFd`XV8f$z z-kPw#g9;kWRRz%9hrGx8mb7w^-4yD9Ky8A*mjtiAYU=a>@HO8w#&~cJj}?!Dkaolz z+&vb61s4x}5Dg|#@WD;_c%j6y@ikFLA6wQAg}-l%Jmlo!5jN#y-i#OYcaV=b_>6)E zWlEtyJn}z&o9An)xQzE9F%QSTfyt1xPR+d`W^+|UEn{<_mnpI91s!gz*qc29V|7Ds zirNaMv-I$vyF#dr3a^-FpGeO!%AB^vON!jLV*nB8W4D^QaGr#cJFVsLs7!8YRcfXd zl6+rK%o6iARL7gGrx8KGB^;Xe#MDFi&ME0LzbK)SM(4iEIb@SWJJaoRq^gGITADSz zR9m}Z&3pybT!bgwZBI87PnJ{0hcRoTYet_)s?5K9y| z7cw*X8zM6dBfet9A;TdY=8ur6l8=xa>+eyoP>6|If6pB1d)JA#{#5gLutU7zH1f_v zApu>aOg^ad^~5(fLV%%6*k^lNnJA-b>M@QZ3Z=r@Kuc`27<`V9sYy|_ht}=uVudi2 zQ_Xn+DNutMIoyz^9^fE=0mF!zY+rpx$b9@w%vJ@=n$<#{KtjL41aNkTH)bwMrTH}L zIj3KEN+xkXVq>73q%YLWE7YVHC{{>wKPu%DP_WP9C4o?w2wk)jvy<%PkXcNaFOx(u zm%dc6piE)1mhgxtHkq$_;=jZpL62Qgf-Ps(_$O#4c^KwxNm2XtF$rP!El811vHV~< z<6_rjJC^DIP!mUuoQ?eL|6ji! z?JH?fe_aHSkLO>4LG+@+Lge5ca?Th$`?;h&bVN3N;Y`LX+nTbQ2M$WrEAz!l%K4vo zD;2`f(XBKXny74!(#V6!_b?LzKtyNUYX1T{C@0S!^WC8|wG}-YA0$lm{#BO!bofO5 z8~mqQ-}N=I@!*InQ(8L zpr{__LrTYM%Jf9bBf3SaI#DZ4o{s%*lzJ?CTSmfPXG{5Y(2mZ ztd&K5=tvYrh$_H~2#tz*53?M4kEer>*?;I3r;cd-h`<@Xzva6Cjmap4N|JFqdKPB2 zka6Gqsf&y%8s(iw5>s3#6)pko-Te2SLwNEV?zKExA5FVm=@*t)?pf-r<&iN&Hnd;c z(hp9{VYhy8vjSFG3B*`ql2zsL&Bizv=TI8>61T}?g9Rr>#IoKgB8^-IC=O|cU;8ZLPk@%Z`23RgAqCUq6WOocibde_%raHbQB z5t5BE!8rYG&)3oG727+gcc)hh-Jl=D+u-z(7}Q=Y1U3#xlS!2uJ^n3U^T%8;>LcQNkuR~Mq`cGww?RtY&2W+2k9#}Y4k(TxZ+U-YI8PGyjvo) z1NNqeHLkY0)&5UjV7>;6IM(;S~R|pkklnjsX6+2^DCp{vLAEx-|nIbus zW}#-xXH=T>P{4$bO^5!E{^7Ts`oyt5bAn6V_> zJu^p!t0(ppC|p~*t30Y=Ph6?)Rn#`zxoSDKD?Q~yQ4@usT$X=I=XT$@;Fk-fhy5LC ztkj@xHay=OrL@rLLd7%H^^@}O1OJ2SjqmoBmoYu{;PS{}viTv5wIG9YFf|^Qm&cjx zxp);RlEJ9b1#9cXfnU){OE7aT_uxSv$B>ZBTo6fS{sgD)QuF;%XxRRp@MzzBn+bK` z7PkAXx;9%7fAHAXWb%ZgVmbfT%4E`kBY}Ph`JfHK=&yo#7abQ~QpA&1!8^ zNo1!?!Nx75reb=9`~ArlBp92Yde7ngVxa$7cfj!L>V~Mjer#e-(EObnYd*CRunram z3kWYAzS~>&_Sb;YA-w%jB_-EqJCpEl!Gt_a@ty&70ICxh5`tk=tUZ2;eJ!CwMuxu; zuUamHgnF(X{f%6P1^YXPVT~`e_bMKxR%|@+9Ao1?KM*u*+12I4H@A{uGDECxuOHRo zQnvT#ahrn4K{RVl8!mtF`poLwhYCTKdOLocO%67pkp+WYk%;JEMSZ`o*=`&`DUEjq zc4E|h_+npkFfyl`zHjSl9ka9J&h2>m^{1Z41h>GOxI0~(Q5!=$o&l_*P>tKkQO#?u z){by4V))vcSV`QMmcKg2X8b~C_hwSu$;`QXOS7+xAu$yH!up}Fy@*F9i>Q0HMAu_? z&2v-<0rR*w>TAkmGtMO@(|gcYCO0PbMf6wjdT$@1dAi=+TAZ`Z#*0T)fu-F2NfZmc z@feOjn$UXt`q0=oIp0AwZgq@;imDeZqdDUcGX1c7L}jXzkDbBmzp+8HyfaH2F-uqQ zD}d3h)JcgK^f)W-SJd)9?j9|fRw1?>seEtjuw^pkouh|ZJJfm zq4K53w7K&Hu(zCV$wsr5*L6>5c~xGnW``Ot%J7?9S?bz6bWU*ob{|SjW@b-|Z)DU( z`D8fA(fQa2v9n$Mv#h8Ha};;B=9BNhdV)TDx7G0nYuATP#atIJ5N&8+X8b4o_^5`7IwU83fbAJ=T<1HLr14y_8%~o^ zIb?Zbz8`Cj=Q0l6t;^;`2_>gY2}ZXJ*ut^P&$Zdu>n5;Y>D-SL%q`lu+}1HDqPtPHidF7k;T>5z2bD4 z`@-M!eCIMWsZxHtpm-f8!*8eB{po$G)vNFV9|?Zmu+ACO-k!zi@aCw9KrrLeiIL1U z{YH-5vK_(CeqQ$jH*=V{j&X>{POR+3M+F&IK8H>3b9V|#e@I9W#_G}M>~LhMesta zcGhhkL9Eue`60t7@%t(iHSgO>jFm{e9(@}}>xPmQWRsXbO3lqN1xmb}YC>r$t9GQP z?35H#YqsB+sFsleAXYqs8jOda0 zj?)EKnwLMBuR>#ry_3c(^ozpo7sBGMy;|f+mg3?_^@OKlu;*t;pzyH(DKV_WpF)E)!A8KIJ>e;`MN`Fv-vnw765QZaPto-d@3|+>SRMYcsap z{M>^IGS ze~{Zcqcjq*mXc#2h@Z*Uca7M_bY&F~}4z;%pR z+x-|@aE?xDixl<~AG;3~`0e~Na4mF9D3;u*U+8)-{$}OxIVYo77rl5zNi-y&F<$o9 zCodI($^sgqSvynysy&TR|g_rXFNscyuq)(0WInH<5;>VnvIqkKU<)0Tel~j9|#zB zTfSA^A1rEfKgl;inQI`MioA-uQm7#zfQ%uaVGeeV(fFe=`L5O0Oq%MtAF?a>y>j{N zOl~vtR3$8Cb{Th#$aR!xg$f@EQrH=t%4=Z#ASucbEn*xGHR~H1-gK|#8LC)|NSoT1 zJP!Ii1uw`(OG;<8Z)ObDu9+0>6#lYO?nPI}cI+(HMSrbWg* z@s3&NbCBvOv&E|5!Rn>E1sS}WL-)LdhGv!7aRY)#DoClFKS&A@Y^ZloQm)cEWMI!u zts4JT$9aGD^xQNtJV+)RvkP_6s_*C@w^xJL9(g8eY5H{Wk{_q6dyg%%`JmI7GvyvX7)gd=cxItkESL)a&l>L zx!w)aUPVs%nD$?#o|`W4VYgJ#@*WE_F72e;Vw4+RZ^Tr`bs;?DQcM0!$0_RHP;Qr05Y1;|^LzvVqWpc=eCl{)_sm-bQd?da+I zluycti#V5Y8C>U%z7k!O+9RH7?8EQ*)=QSi@$?@1cl88YnP9Kgp{DLlf}#i4P8&$t zQ&J$HySCNXWE#D89|}7SiKjz*AEREB~CX07n1d7!5I{B=ButW{>vICB@yEx)3tI&c@YCf(`~@?t-c>emgJY#B~ns!DRgU*4b1@87f8*4 z@1Q6R=^&=UFQuEPrRxOMm;=_IYkrFzCdamw$p~4#E3BNfu{B;t z(1>CjzyirnDJnM@<&XVZn}>VXYBlI$vhF!=PFWRP+I_8}x5cY_Sbfp>-N8Z9<7|cW zrC0QvQKoh0&pgCVO0lhWxX#S@q;i1(ocJkgWCd6h(MLw-6Ft}mw{J0cHx%@$q?f!-KU>>NKqbZw^@eAbC5g5$7bsp*-2v@IupziZI-D!qr~=8mU=AbthL65HOM6?0cL*8SQO12J>w$EKvA z)|ILiJG9?4Ii>R1(X8k82$937pf$RekVs*&d+bs&eLZh=5hg96M0xbn8V0}~Z$A!~ zySMkYkJsn)dWAIYhXYR{?rRovIfO^L|eRmxQf#TDE4 zKR;mHRxw9xvChGRvJNmj#qZu_nA@CGfWxsuS5Y9R7FQF@wZXWQsNGUmOJC;BMe7Y| zb>ADbO-hE5V9j&PG9@wO{eAWq)Hf75DxDoERx`{OoCBkif*Wj> zR%ldRU+(+n%6 zLsFX}_{p5{7x8;LiRLejL}ZM+6exjeqe_K2qaePOdX+N~j1Ok-&tY4TU|<<1C+ z#1na+XP07{B6%Mshp~u0jb}WGxM9IDkRoyS)4qFpnBw}kKRMQUY{K)#Bk}_wn-hoI z)~{+w1vd&UUx|ACu7W$|-LgAIj5{q|5Yx1O+qy{XC|9|-UQ%d9nazHqT4{9#5gM{@!*Qv9UxM8V+7# zoaZCQy<>3uJYG9^Oft{GOGp{$r2BSaXPvD{Y6S|og2@-3=2+L`N4f|Br8I5JUQA|ND>`5J_QUbl0Lyc z1$M}=Pc4jiJOb)>Z=sK3Jo`cv=D-}?0FFjRQgt;9M}BH%NgB;Z_dxzVce9s}$a za@rw4D5>J{f)SA-ooIXE!W?!0K(Ydh69EsP5Qqo@I2AwHo7sZ-2rPW6GrBhLcjEW< z_B0(r)`{T(dpr@v)Qe4L3nYvWWMLug<8d$e{BJv6Sq%Jp?pzn z)yINB<8P@@8$c{ktd*9tfolz11dFTyr2ZWSh8Oeex@mdqc@CvJFAdhm+FNpZS zJ}XV86*7(Ygz-U_PyBhKDC#dh*(NW6AY4Lol*d?CB62*Ww({$cfvi^owu7YO& zsPF9{oPJ$@fVG(8Wi$PNVVm@!B?K7FmyuO_INDd^e~>s$Lp+B05J?0pBb`qnSCB7(rUVgl6izri60tP zYGn02e@Sw;bDACRp3R*P^kh5ON|hS1!$ilKr|BC@)J4?GnP3{(j7hTvC_9(>yhxo! z4SUKvEVp=}+K%cW#g1-#<8wS-!D3~zj+eO;tg0)m4~gdY*?D=tfW`R}2o6^`mo1fU z15y`-9gsG;(t-?;badQI{+l^%GU5;JOwMhvwUM*t6bZ>?`%vP!z3=kJQgR&jdB;x{GgDx3+lFZU@I3;$I?gX zRoGsjiUHtySGA@`u$yoL250Pc zL*^>V@8||-v6Ty{k6QD~1$y&XC}TJAbqZr-6rY6O8R~Wbc)EU#i<6(aMv&@|I>7Vp~A z>*XkP%3kc5Rz(Mvl$5M8)Tn>|R#8=z0z4dT-AT<-!HmS|J~8kU-#JV*z=#40n2ctz z`h(vr*pKeZdt-*9Ll=#i2GyucNYas_xQ4AbO z@<|6EeQbYg!JU2yF|y=cLP&OPeZx)S!HOB^#Q?%o8q54F3a>}cDy)1Hg<*70SSg1e ze1cS{GDO0mI;&jM;ZmHaZ*(AJf-3?d9oZW0R~)kenZ&+J*W{N(${a}Y6A7@=HLd+i zabRe4ag`F^%{-SrVdBA#96%OHm|dWoFkQ1s^0t3Z^?{JOCz`&bR+a{CpN)^VAmZ~Q zKqY1I4qt}hug;G0jIaa6R_g}kNW z4$k!Nw-2j2>&4`XxG|k@njA;4;6kNfE`o`Mba@jsA>C9$j2ws#IWBWtgd|K+OyX;U z1O^H77IG$}1wj{^g)#L^D@@(9Q8Kr`oP93LwZgCShQj+6pV-m}9TfG7OMh?GD7ql3 zGesf=9Qt5wUQyBW+SQr}@CDbr_Z(Ln4((wIM|DjQ)Hr^9=j(cB*!V=xbwC5iefa`P zx|q+6k}=q>7(wJyhV>AoSLMhA3G@%{Z(B{K;g!84Boqt&IRyN0k!c$dGUB#tck^(W z50M_QZ#;IpdAy|t_Mi>MJ$GlM(n(0holzV)`W$|LmkIFFw3U^cK$`|pxB%GXcEKU= z1c50w4fM_Tz+goX+<>i20S^aa59gY43mX7}s1^rwPe7Ue{>qwinVH!iNIk>&__GGPK=o4z`;Q%8A93&j6anhATGtUUfqyUYo;i0|Z$q#KCmqbP5fBrN< zq%eTxHZip1A_`-lAL9jVbn*$A9Ra5kP(hVS@stYIF_m)r>1U9r09Qv_XAk3H1Q)Ic zBGh)!$}lY*IWJ&Mu{-We41iMrJ)&UTZ)t)DcxPbM%I51_M7!oJ^EK7h){JJm?C#r= zcc%Hv%d>O2DA?`q@88qS?dW9ah+_i^d?WWs@8sace~5Y3Hre<9mSYAuG{SLvaq0F3 z5bo79H9xB<-Dm~S=XWUn-@6~_d?l+{xpCf3Tl+kSg^aWfoPo)7Tvl04_~jn26dy-Q zR0!nT@dF~~L&flo1M$O}{J~MOYj!it^#=#8e_XwEUzG_w4pQ}!{*a%>Zi$|%m~{z& z#=x6psGk(cqXaZDJeJPcj)Zf>?wxZb;L-k>UHlJX>?BM`>c6?P^}U%xa$kEJ+jpDg zF4qbZU%t$tl1OeWE3fL`54w~43Mj%~~lT!oo zBJc=NUphMx7OP*Wx&q9yjaOdfNaqA%?@+!+plA{XiHsoRA5x}292&oYe zzeu44V8DrhencUyFO!~2T*&(X)Xf&4xQ2q5K}kC|5IOLDDf7xvnIvWKs#m05K#z)! zwtxs&e7j!_;R2o~!0r@X;#_S!eX?s;Q1ufJfo$!PL6UM-d5G_E`NMG6eG-?@jH7s=*S5_ z+_py3!6>Er(WCK?$GDFCjS4uvR|9 z^naW++~H4GaewLfQRQMJOrU*Hya;z?5pl41=+#uIHhWsRD!4+Hf1?j?#DivCd_IR7 zOghbC3ym*}b$vTBa}O$EDr;vt2t#6YM9}}x4gxlaE(=n=1!bIk zpGD@TE9Wts8H_T4PsS9OP5B(n@$dF=uBzRAb^I&5BM*vAf)2Y7g7{EZf>1Ot-%>!c zD-onDP@seX`aqzOWYtB_1NI?G}gxE=05m8?`|5>Y;@NvMX(b89`XP5Kp{l*>7ZcJnItCkcnTbY zvW7-0;&);%M9O*Yt^yp_rp|McxeC)0^(?%5e@_8c|DMh*AF^kR5)G4y4Io@Fiq!-b zza4hH;c^)W9u9$9fBN+4pPnG=`a{5jR~OoFCv|R$=;RLcABx3c>FB=tc?k_#Qj#{D z*V-#I6B5UoTIE7KehZ8}zvX4GD>X_}C-tE|t$$FNS{ZF!20kW8E`tfY7Xl82j*36P zlP&SuwMUA~Drz%{g=W{zFHZ1qay|oiwK=0!h6>06Soc(?g!Y`DE^pfrdfGeKxiW)- zfhqeP=d}p<$RxCD0#`rh7LEjCesf+r_ZRX?m{}2=lX}h%X>_AK(0>6J;S^8fBa3o+v%VYrKKHV?y-rUjulH|QQ|e9 zzDkWvGu?KMq=+Q-gd}i4KsrmkQOU*hk2kQ&g`w|_`b4nj0yL3gN7XJ%gM@zIzIV^I zP4uEJj#KX;Y64NcviV`bgxx21m)%0N7^hM&<#h=~2}zB0tiQYAh3DSAC%!#dHfWza zG3~gE3Z^Z~KXE2{JvT`Hk8_i^Bh-*2_XVJ(K|%e_sAsI*WZeZn@H|KZLV8BV17rhr z074CrTS3%6bT`#y{nRLe0!OD`+fStihF=?Hxddk0&xe&@<`{Gk5u z!dSE{K6SsG8VtLFWFMs?qKgOOKUAFBXF72}DnLjhpnMc^D2OoC%}f6P+uQj1TLhJk zU^G1I`(??qSi0q#t87qm-)!_Dc1Phf{dGQw3Ilu{$*lo=6lrQigs|#7teG(}bzq;t z+zp0m@p>@BSG{ zO#J)$0|AVrgXF^dOU&ONplXCs!B3;HVXL(RM)zX?@@E83HU9?hQvHZuF@MyB!MS^i zn%BXigYW+_#T6NuMn}F(cQU_LlZT!i_{<28^~5xtOkw;r(tl41OP=c%%v2)2JJb_7 zzQWTI+R(2iZL7*?Z;?IXN5n>U{3^iGHf#RbR*uq#fIKPqTK!;~#U=PDBNE2HT^vB) znu%$ODM8o9W%|VX_c*Hf%22jr3KV_=_Cx0)$t;>C{IV3T69L?VvRhIp*ruF$gf`^% z;A2X0o%u^#C(g5jLdH2Q2RgL6n?4 za%yLmo@!%G$M1|;CL*MQY?DCu42~Lf^w)o=Tx3@G)&%F|cy`SFO}eIUi=&iH)1Lg{ zKhJh4NL>oAN9sfz2ZqGp7cE1P8}KE?2JP%adSGB(s_ePM5V}ht>J8#I(uw}-U&L$h zL(hDU(`)z}@g~E$zk9LJU^s=37)Rw)sb|KR5b-xSdp2B6Iio&)8Sr`FIxhX|eKLk5 zAbLBqvSt8y01ga7qsJyV-$W=heoIsHO{J1XAj+4}Z;bCj;aGK;Ne`1zH+0$R-NlDvZ=9_vK+p4Gl_Q1-TfS^V1*_ zh`_e_b5I@eV>Y@RMV})d(~pJ(d46zqAaF4UvVG}5P6uQ;ki`+=D=_N|W(wN7x^ONE z2$WC$hQ!|LQlMo)O*!h=jKQe>X}(Yt}^K@?#?{DcG{xNHjubZ*eK z8T@VVd=L?p-{*1jwoQ4wr!P*ak(CX=3Li2S{JaxX-7_R(Q!$_}MnP}iO~x>rV7P7M zVW05dJrxC7x2+%_sGZr@EU=vEnAm-6Nvh|gifBD{81exUa=ef28CE4{WLM%sM)Cd} zl_h$8{=!{ez~IVcjy&mw&nPQT9bXpLeBGQ|*z+EDYi>vVpM2WuQJNfoW|aMS)eAtt zZ-Rl{1o%A4s9dLb#Fl_g_&Kzdb==s}g|r&@_3>TMzj+6M`Hq_vEorI-1`{RN{QtTq z&?$oL&?~q?g%vlOk^SGVU#kl|P8hVcF_6SUy)dqk>uMYG|6Of|_fHyA9$+t_&)0qv zgrkNF4I5`PH;~8fy*uGv2migy%9_z*2_549Lld9Fe@pM(O|2B*7A5d&$rNCV22Whb;(=@O z07Z=MrQaB;Wr?}x%W|nwB@4F~_SNOjorfqX5_cH22XbgB>jz`@wUO|ZKWV0u{|2-g zLg1?{A&W&yUA-#mS^!mPtD;kNSU=_zcU^Yg1dcWmREC-c?GW5y68|y15yTrnse~+@jUA~L7#^^WXa6b+nSsJ8DnG#0O=C|DUPA1lFIbjo$pRfe zRO|1CC9FKLQzaFOl%x<6Dcn>jI(Sm0SB(T0~f_G zOAPk;9p*E*JaX8w1cvNO|Cgy}Mo#bAX&ia)V!)f$;ld%Q(D#MwCTozU$0> zihtL~FY5Ilm`%{}yG{KRJ`6kwpeLjrYaheaq$Gkc78pTc(zAbpokIicl5!!_B$bGm z-@2wD*rFnPmA@y7Pv%`kHoWSnY*(O<#R*r!B!humD^>$1w!T?O^(j3ilh{*O1j5N@ ze;w8nWzc>ILO4v)IZ6Xm0V|JV2n zUqDVs(j_qYTD^lcn&#hS!iqdVo^`Xo_S^K#ep?1AkXc_L3c;wIaND4*aVRvpZdI)P zeRw5@y6gKcdUd`|KGFS4_*`TrEnlzZSZ{myQ3_DqI&)C`P&$qMkR$K0Pik$=uC(7E zD@y~YZR*Z%rBn`E&ok6B*}L{on7KuSSDuO7zNI?!HgG{GuRl%sn3_{GF3=jk-wIcDMNS$l?*4E5IEdz3 zK|AjbV9gLU#K#~QsyvW^k55O00|{_55GMfgj~_xp%gf6fyy-e^2HA#7r~6%vK0Y)z zKVVsw3>S+f7J8h$1vKRU*?MJ7nt?2z1^7ZliUtwNDwHuGxCgQrbB-YH_Xl(a(4Zq85%7EqrUxcwGC>&=(MbgLn#~FKsr^&|W{NU5 zF4&&Jc9zvy2_7atdn)>m!F=7GrESg!C4taGK2*C3t-;fvTZ&4Qu5SdPL2!)IV3}}` z=ou030pioH&ojA8APs5`JGJ~lY{$;N>$=M~_to6*9H~E}5eO8TjO)sbReZSd%lYd! z(Lj*Vo2;t_&8~f@U|NENtBz*j35FjW;F@(m33OynKY5135cd@V<7or>6-VJX;Xj-} zLgGL*?3wTm={aASX-nyRU=jIqHlfg>Ey`~75OhF-z@O5+SEx=rN8b7H_`p@0lWMlp zCpnC~YZeSNOjcF5mH#>3o%$Wl!NO-heuul!n+)jZo~6D-Svlo4XbefG7M3wH5NYBn zplRSZf=menJ|GSbvWdSD-4OFqUXbrT0ohvg|LiKqKyDj$m4rDt8~t9sC9GL_15ppO zfS4ohxSeXgO#~I%HjsRxPUuiP+@VJxXJ4BG4nhC44fw-hQ%??KU_}J5rX;pnWkoUz z2t*3loTT24P99!y11*YsuC4+gJ(a3er~n%vc@PMO2<0c_9)AT>H_2I5^-uxRl>y{{jY(u20B%gEs z<`sC<2oN5JnBf;9vI=!yGpMlk_X|t-5e6UJxMXZ>{5qzb^Vxz6q5C^gy2!vh6#ZMV z-EsW+ky0Vl$jAej!R2zOFMn=7;fZqm9iui}Y9R#j9Yk44g5iBijIf4sGf~;q(ec@+`_;>ra*$00wJ}J0zer5{`6ne> zGnZ~x=T3MuW} zA8~F0h532=HqcK(fl%nu(gdtGQhNFT#Vq5kc|PruUwpQL_)CNN=3kztfkq+dspu3` z&#vX^?bDL8D9GdvTyy+kG+H)-Xn{3DiTg|E%}>cUYMq4Xwx75mJN8ovR#yDn0eN$C z#$7W}easu4TQVw%5}WwkaZMlyx3^@-lctu{39`_MPBWe9`n6@|#{@J#9oa1TX-rHn zE!9_`Y8I0kO`x+gJ-vmu|4k4tO~Prs7-{XIw>|l&jNn1d7M4T#5aZpyb=R{vkp%^t zd8&ZsTVPtpW4Gt0m*28;a=H*7Q^6z(NYw8lvHe7)4G}aM)Ya8AFM+>6T$lb0`vkuH z*-uOgDv47~%WgQyi3PLc4wW9n*+aDBD@6lTf=_Nx`#1Y?h&^10*YMg)oIUuAvCt@iFkwj-6|JHwZdh4avS$E^2V1jw%Qlv+rr ztyyU8(&>5OjM?sZR)RQMcFv{+13i5^6id6_a3yG$np5U#=KpFTK8?2OJ87OeeIi}@ zgs81#Oasienb|;pe?QM2j6VSB0C<8oa3ZW?DFS-VOL}+^y4B7#V$$7I#qu-20Q?b{ zd$r5~>$*_`U*`Wi;WFhhM-TS|QHC3jwHvP@O;WrqCx;E9#Goo&3iFWA{tE&$ka`1g zs7%>5ds|{%ty@+^TJtuU<#<_nYFXSU5WeZD_fp#Zy*bzDubKP%U@0r3Zvpg(FLP)f zfeeoB7t+ zo9`wKV0s3P9yK9ppw0+4)TBF=2?b&Ikh;3M<3grZci|N3{ry86P|Cst8M34{^wfLO zl8lL)DCh7THgQ#HYbo^=J9>kW!>aUA5u9t+73Q?OIJ|P}PwxDiWTWK&gY-$5fjl+h zs1Vgfq>Tj`J!w2%aR3oYXh*7@ao{h#_ok(wTzAP& zZiydsI3JCeX|2yDY{CRHqsZfRRH^w5S(P5+T{~E`Q1@U4#pTy^b$WvK<4p(KzP(vW zjo6HRv}8I?Orgu@P~=X(>i-_c5s|fo(xZs;>^kfn$r%~D5K(bLA-a{{h@<|W_6RK{ zB4DDgQgJ>Gf_w2YJp55_@2J!1F|qT>KKVrD1(6MxWw+Ye+eAiRo*N_9QZ7=I24&G% z7Y%YtiLio610q24D4rJV2VKIUy0V!I(>V@|g4EDnKIg2SHBx}))klX_F2Bv1`Ymji=8CfBU zqO*Ej5Hnz%RwW!A7^uE=pjO!azRybPJ^sz-W1b~*`%4-)`+HgS0IU4o5xaE-ken}H zvKN-^PM)490`wRsi|9QFp0qKZsxP?E6jltS{HKS5hLMqS!x<%AyDe4bKgfyAbygvW zM~WZ@gF3CLc5XN<5zdq)e@}@SiT9kj(1AE)wB7qWd}8{?CgmZTMOfOGqSUvONEQtL zmzoqVPefR^DYO-9(^JGI+_9#e>1mTtwKr*gnZNwaZPn5lh#{7Wsurpc)>|SWdF<72 zDHB`FYFQ167*DtJkNYN>kwM+R*#3eWjjTYA_1ZcQ!K!~WoQVzsP=jBl)Mr$ItlFjH~w@X_zL6Wu|3RC4gAI&uI2xrJB8mA5pAF0Q949k}|* z^#EX+jK@_Wj3?i*Q}5NhSa@|%74Qx=hCL9^%f3SV8`uDL9HM1NT)cd7NolTPY}KSI zSsyaDTwu%l>JAp~0fe_ZOUdvA)N3|DLyjBXM2aNEE=U4@6&O-*mY9UN`YR42=Vgv1 z64*b)8&qzirKYbh+xP?nyzkh;XgRH+&o&lF8nU4>~{1p4V?Xm>_|0r>eo;k}Bsb`!|2M;C!Z^Cs3fID+G$Kj8F~` zhcd($=dSuM9EF^zRaK#o+a5pWYn)5I@N0H<{X3ttcF_-CaI?SRsKquzL`@=j;$Ay^ zpk}SLxihxbSLxsj)^&#J#*l0EEE?4tbs;FY0$+S9Ux1D?8#=_760TLx`ziw*vyMOjoYNKoTk0!(0$X!^80` zxN4RPQ&v~+(uzN31Ftzfn_!X3hNqTg&<Q1LgFCOrRF{9#3D<1&f{|e zX5Y$fCu-h8N=@K!PCwRWuj0p-KWN=1<(tjKwfi2@+^C7M)<-k%6n;it|AiQ^O_*cx zlQLTA8_m}xhRV1el-d+QX%!mHgdvoMeADL=t3GTL^qQV_t2l{MfcRYvw-BJ-In;w4Egvp@kN%; zp(D1~Mxc_Ko%0R0b9wHJ5v@NPI^Y(e=18!A{y(KJMoVf2bo4dklS1PnGb18 z88nu}!53dMMAHWDoUQG(=cwUt6tYMMu~BK_Rs}@c2_4fThRzsbkPO5C z%`arP`4cq7krQ3@@DbHNj#V{nv$Vw>op$W^Nc`-O(Pu?_<95e6^j9s@7ungvLBDvd zYH7=}eko67;6P%{bZmeO@=mTHep>cl=aL-UO)5rtLg|sZwkQtN7 zg`}4vG(ChXNgT&P65(Z1QY+khNQ|$6bS;M6Xqm|Gw! zhvxXKdRrlWblw@6Bc&Y+4qe10Yyn^DKP3sytfCaSCvIzt%6Rk5|B#79-7gcz#`t;pJP<4_K9=?JqT6% zpHmJ6=D^&gFxtpg{9gCyqFs86xEm(~3qNImo|dRCC&zlSnKJiyDSv2hxiq@RlAnNv z|Mgr-$~{TRldBSwhNq%f0g_#Cnq3h*oy=FSzWtz9_?yS~E&44N7k+p#Q(_I1TVR}* z0NGgVulY`0_DlMDz35oSindy4`&;m<1uwcLS?kNBH$LTj?1=l%q)^UIg{@30f5 z1ExIIkFq|wKZU+GniCwje?a;B3STLYmVrpnsl!@lM!e|e>C;AXTnx5*m_2TyYPqJV z0vE4cxuZdmW1`=ny3ljsX^qXoYxaTgvS&8A^s-L0nX9f#Z{G|?(I*+|#xC{~c5`#H zrCO>mVUG}$+}Suf`SILT;Z`xpn>xceM=Q3sGVv7~mMUxn0Wq+H;PBa=uin(u0&+bq>yk0Bk zQ2U?&%{FuNks&Q#XN1JpTlP;byzX-S_=}XMDN}kTh1xDGKcC`}2Mz^wY~{!wAH8Lp zL$mwG6?7W>fzHJ^BKC8J#~NsZHrVdHKj?y^Ws8~Rg9O-fo$u*B^f#+hfsdb{q| zCjUF7bu&6<=JfX;(VvHghJN{0go0Kx=9252C^*Z|JOcb%@GUb(3wk&DKetXtwj2fTr$h zZe%1^*AbjY0-UncJJqZ2dfQGL3o9yAhsVY;(xrw9P8ly5>HAz^X0|4Lyy*WwUGy`V zb?%DBFcNf6pUq_{TH32FqDxgQQ9gE!c^?}8xzWK5@|iE?Cf?-VFhRQ`BO~+BOc+by z?7!M5GE!2~2N$UP;9D8ZV62Pq?TZ-We}3)%_s7FhAc_tt!T?C&wG0hWgHDF5fq_B& zA5bhnDi`SJ=&7n7il9&j`#0@tGpt&ws{UY8n1qGTpPZaPGT=1)*|TS!GeWk*C?zGO zS1A>@@--7WjzM3SpLXg^+cxx*m>(`KEQG}xJ{egS1*r>OTHk{$D}0M7VI)5U)%(cN z>wJ8ql$2P8hK7N`!6uL}j2`cVxWW*U3H3p*g13|-v}@h+aR~@0U=V=x?c28|FpgjX8r11IIp1u()zx3a z6D67JN}*;|OeA4qVlshL7FFlLSLhc|d3K&x3d%bXxmtzcFzSKF$jImfDX7vvPZ@;R*NQPN$9q$0k9gF~8TZseoF?CfjE{V9hJc=!y#w@)uDT!pU3j)GEX6yde( zzW8c;(QC328xnhD@JN{1*}rvbs;gf{$H0)4lJfuZ^(*Oz4<9~`jnz&*!Dspe_eT~4 zb3egOjv1&wpMcPC`L%o|{93V$5JN)dmhDUMspC6TJz8MQG1b#OV4scPq}$(6DoC(4iBz7Y`-kq010 z&|2j*^9eG`v~;(uF*F%=+dgIV1uE%OEmE?#&;tpb4K+ zZg^?3QQ&1zzeW^$Klb&hL2Ryld5+a}WmEt;6FIrywEKla5g;s#^c23;pNr8lAcerJ zR5|#*&CKUWlV4w6L{pBvX&Xp{#t%|5vR)(OYXEcj^O@E``&urmma_6i5K-aw_VH47h<$&=5;#2i>eB(!m5D+`V40+(+c@uUXTIx#jHvM1S&EwUDN?Pm+Mm zo49Mn{whZx@QmEsMXvGPwJDyX)#8+(b3?MwIU^71pNN~0|-EU^56 z9$pAB`Jji(*i!9-`tv)Ng`H=g$v%3b`ly(fEva&MmKJ$xP%r8>&^1fegsHveD zD$tkSU7g^1YyPU*d%vVdSl}I3bgl^GE3>n+Z+Uxr*Yie>NN}xy==}4q4~Huq7@<$f zu8i~2B@Ff$yo!p7;EJ0*2R|V81NIC5$Qy&gwvkec$S4mKybSza-*t81KJZ(;{2C{p zsXE^1%czq-xV)pYDJ;|vTcu-4_-wD`p_IX!1-Dv`eUw#HNHz0yg5u)hun&FrH_Yx_ zCW8cvbH@wr2hUeBq_aOzQc$2!2(c)`jhL9Yr3B~0fb}bFF)^{Kni^&aiN<|0JM_-Z z&hsEwt}+H%r~ykug)<;0!57x`_3Kl`tQO?oh$W6lpk#!Li;MJf;lqLMWgdTmPO6Ks z?W7kjgpH5uA(Kv!jgWM7EV^r}%PC|1I#M+}+(XV3f+N%6*Li+Q_U+qN+_NdubMz z@OkQtw)Vh$4mbFSy_UZs>bm&QEeW_xkmxho`1Q5QWq}MtrTsx2#Pe)hexor)3tB@+sZFU3S<85pnQ3pZ@d>pqIHD14Y!z?IB zg{-;4LLO*(HQz~J-{CLt+F5@3>J|CtD0*E7g(pvLu1?lRKs6@<<|W@Z995`-?XuwbY7o`{f`Y)=^J#gcbb4(q`rW(BrMxhAgiAyuC|cSLJ!bHLX28rrYBVmh z*N$ITS2yvd4~?LpV6c-0dkh57pWkrlD!dOHZLdOa0{0TMzV4VYx7mU$b?^->&CO`n z-x8pHtgJ*vQ1h4oK?pYIX_>vp9p5AMCuke0i*voy1S(-sH3;-tm&b`Xvq0emc7-+A zU85&+5~r~Cpg93s1 z`A5ONsA&E}4(5g|Ab-fa8JhJZRDJoani{G?@*xF^W4TTG6}PgYx$&gVS4mM4twM2W{Yt^u80)0^CY6_e04FR{{K=nYYs=h{XlqMQ zD3lna03G~%eN_knMj9Xdv}Qqd^7$(b1vn4;;$p^EW&^wBv#`M=>C=^7*Gf*Q1}I z@zI5NkKH9R~$#dBRk4}56DCM#1|eGI^nAExRBtT|CHJXp0pdm)XQg z#}Rnoq@{@!-^QEm^m2;OA+Y0=y1C*?=KA`lPo91g3l&IWV4_>B+tdS`2F?tF0M zu%U02B&=ZVfiX&+(eC4@zh7c(Y&^->r5QUt+?=qlr=lwyd_QRdw>)E)k#l0A71%l1 z$epi(OrvmDZ{OXD-N1%m7LW<^(a})>fM^r)-Ns4tu@3FzqC7l8;;qnYRLHN>1f1aJ zuJb~=$0Q^yjE+?9`Yu+>?bvs2qhn)1Uq6n$?J3I{n(GZWOJ7ub`LY-;K`?&*IQyij65pL$Hy}=rJ{ov_cT5GwJ)xYx4J3 zC=+$X3dnpm_V;^cK5SovO7oH(%6)&?Kb)on_(Q^(wYe_3y1JQX&YW2(Y#!+j zH>1BFymJZ6LSRk56Y85hq0p9U5A@eshl5WYd~PL^=(jo>l>yN-kL<3$SG7vqo39sWb}jr%wqQ$g3b$ zTaJ#L@*S|2n|b{>Izy9_yFVE3`f?72JhUnqmS-KrP6s81TKFcAhyFH)xR&o_8!2Pz zbqQ%T8Hi_NON%o?kY0(OyPTa`Lj2Udw8xV*Y!YprNmTgUaw6g9Z7`wOAR#qR4f1aU zrFOoH?Z~5=FK5dvZ?A^Jl-+r+#USwCzUu#RW&i8THyPCEL1sxw$&>HbljLv+9mB)J z?_^a} zC|BIrot>`Nyek*s%t-_urOW~J#bb_DSIxeFx%qh=OG_2fIcqJis!{-#$FQfneXxT_wo60tl{{Q6#X4z+(x3 z3p}PnhSO`&4e$Qka27!TUm|=ZxhYOq51?^6FHii6+g|;v9&1+skOzZz-m zI<6&Q87Gt^lrXB&>4eg;(6&5nbMqDOjJasungVP{dft9ROLC4)bmtSWj?A;3{9bc(GphJCjMo z3VB_pk^=*^NU|5IlUBgtwfFbe_%>Tp7X-k%{njdWX1hSy7AtjeaUlp~eNFEzK&KN- zl2KAaVT3A~6PZAZu*AYhaga6pO731zWZ=>{HU9>)P>;LQ%>3Z%hsb90kXRgJJ% z`bA4oQ4x(c&s9a3sSwOvMx;gCzuy>UH!?DEneibLs8g_<5rr#Kpt};MX{{ zVNDp;w;YF`_x!oGzP=>n#3Fv`qW0ChcLz!@3ST|g1jG{qY*f5(56;etb)Ev;HpFFU zu!gszUs8zp`FH5bugo6eW{ecp7OV!xY2 zJ+j#>6tf|y9ngYi3R*c&mi50TX(P6iiq^Pw8BI;JL8R~N5PtwjlLov}erh$q<7vSW zgPus`aHJs6uAZLhGZXy|6`sXjzxm&&sc}Xi0Jz-pafnHLLV^z93_Ku5Z|{P|UpC76 zsIq13t77G7v>9aAsGu&A4lEa%&CbpaRTGD&fM|nZPJiCIl?(ej4ag}Ei$>0MmC@A9 z#)%UrT;1JMrBpWt0#fMf>oehS!6PMi`tjI-!P@OjI^+{Yy`H0 z0!%9@Swo=WnrzrXzSB%a3VXT%0|mj75{3V?aq7;4r literal 0 HcmV?d00001 diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/testing_results.csv b/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/testing_results.csv new file mode 100644 index 0000000..ebf3893 --- /dev/null +++ b/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/testing_results.csv @@ -0,0 +1,21 @@ +episodes,rewards,steps +0,177.0,177 +1,180.0,180 +2,200.0,200 +3,200.0,200 +4,167.0,167 +5,124.0,124 +6,128.0,128 +7,200.0,200 +8,200.0,200 +9,200.0,200 +10,186.0,186 +11,187.0,187 +12,200.0,200 +13,176.0,176 +14,200.0,200 +15,200.0,200 +16,200.0,200 +17,200.0,200 +18,185.0,185 +19,180.0,180 diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/training_curve.png b/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/training_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..860a49cbd5e33ecb34d53c3e84035181575f3fb7 GIT binary patch literal 68013 zcmeFZWl&dZ*f+Z94y7AJ0g>(wDM3;YknWQ1?rxP*P!JSQy1PpW>28p2=|1<`&ol3w zZ|}_cd}g)-oBv|PeP8j5YZ0ZYEQfk@(M5=z-R}P!z~3k2aA!~YQS#q+Eo1PGFsmelaf*!}F0Ha0fd)ABoMe!BUDq3Qe) z(`#fD859}AXH3COOM~&z`Uoh52x=Oo!TEuaCUPi}^|Vdr<&~@zZaV+&IMWs1%X9r! z1@ba9Jx3{<7zFp7o`SV>n#axmW9~~JnNFtwWsLUP;lKAg`>FV(jUi{Aos$H~* ziU0G{uhEjowEuI&bD|J*3GiFsm{4Za2Z8Vz!1u4QA3+%Z^Zid!Y3Sj9XQtKQjD#Nl z?^R6x{}cb;mx9jT_zmBL5?D|tY%e){^kpezS~|8j&Ax(P{I9H~wsjgkId!UR!d80{ z((7@)+8q66%*^sQSlFB@qqi9N^j+s{J>5aJK(pwukGzZwBE|7d<9An!{sXPvo!_DNWRekFD-+BcV!&Xv&3Lq^??tIq)8K|Fd*k8rv+t<}4_OVXZOLZK z&0o5MU1I4gx0RGcn9Wn6Im=DAH|gu`4c;c@w!ohKDus5oJ6#cNN5*M_>@#auV=byU z4U3xL=j&&Mx;6102Q1p95PZRU_r2)x0xhJ&hTw2K zn)pATg>yhulJeP-`d@7^HjDib_L!@6BIUIqBxcnKZ3{um@w+~QKh`YPBOB&}O1+LP z=GPulI74_zUFA~GvOqw8iMyi}C#yU$JkAQ?4 zxotQ8lgQ#vM$~dg1bo#rK^KOZO6w5z=8NZ*`u_f6GgWVUbl;GLw}CJV1X)Q5=hRYL z$kF9SW<;ZMS65e>fYT$khFvb#%^?IWLqA?(Ha*g@?yb?h)j0kIi4udRp)ymsSTb(Z z2s|3iqS-xnQ*Z%N0Y_RP_uWVkspO0P*Q_o6e}BCr<+rC?2)Oq<*&fFNdDwx3ClW}& zsC;PN9Y+!I-`$RHPv|yz^V&C^YP#-B#MPL67IMQ3y!UoI6}#T8fD_k5R4fzkWeQ6h zh?D3(wgzl#YwL^cf)Z(S1qB5T+bIq`zti#THKlYu6llS&-t70o3_%yvL9uHVO5BKi z7Nt?ol_*9>5G%jy;}Gs|%lvP>ZKp~lU2$<~#A3@#d$Qqj1r}O1o-ztP$>)j$@w+q+ zVRoI$7w$AJ>-~}z77WxryJcB!<3C?_fIZ-FT#`siPDX&3nVC70k3uXe|EPMwkEAex7ECcs+!-*!yHNNcpqSa=h?mlZE^xVc@LxCW{Fh=uKdWODA9f2iSjeb_#3Yy3vXco--dD+>B zH4EO)n(yy?=G-Rr(|F$!*Sqb6Z+!8=J!rXa&fm4n^a~F`!!udwjPl&8nk)sGm$)jN z>A8a8dvnxt(Qjb7aL^;--X;sMmR*XKR`AGr}AutfohSp?wTEb@c*89xN&5glDHYbYGt!5Vk?x~=mMlTnr6?_Yd ztxXol=kjZt`FdWs`|{Y&X}jNo4SeEV3|9$oA=8V)WdZ*if$jvFgs1Acf!R!RPCZoG zE&feb*JRulOJI$<;iX?_@A&!E7W$cH#Cul)%TUc#6UyvI3#OnmY+lu_>vU`IQ zXskT8Q}~eM{+!^PV+YPutrI=9--%j(8Yj}}&SVb=h{*3RQ+p@gWo9OT8zK{S-))7P z_Yd{FU}I9a_6ayH1+Fv;F0=dL23#zoRay-r!tok}gqHZ_OZ+F^x6!>kHe=|Pe=;Pk zt$%DEJwRWU=!PDy#IFye)6>%(92({-Dg8!S_t5Z(j z3rE|T$|w@SSJ5#sWu8YS%~CI3zU+v6Kws*{tB>>fa@lH^WD{3k+Uh&S`eQQ1Y!#l*xk+gSj= z=6|_HA_D4Y?P|O*1c~~bf$GCpYCkWu@JiFb0FLR^U@SIhNqllr--9ZJ8;VJp|)cdISSxFYCkT+-Gq@Yq`3Eg9N9MUL*Qpl*B(F&?!A_%rw`vx575bPDb zxHwJA%|EOFW%jzi4`a!BF#%+>NaQ7k#BNX2Vax@3#_w((a1L(H4wxAnLlYIxoHl|3F#6(p`D)t_@ znsgGVv~IbYfDV2EQjx=9K?K5o^X8jIfo2?uGjtIzGvG~VlV0_9GTX4l|IvUq-?7_`J zv3|q96+CFB+Aao*trnu-vrR10!h+H2bcJOIvP4HX&M-({+JZFl%gf6Pkhq+lheiUQ zmBD{-qJk9Hsv@_asl@P@cOxO^u?hrX_pgtY7|T~I^Dg9-F}Ri5laZG)D;+jfD?ba0 z+t2o9Wm57~&mVcjRaFn$*O>mv5G3U?LkGYn4lIXBTQCZI8HC8pMUZ#zF4RrO^3|*+ zi>Uybi2$2!{40@8yTSqoE_?u`9`&%E+k&_xv>g1>1$HZBTOWJ~!ys_{@gRoM=qA|L zyUPulyQ#3j2OezUI27SIatS5?eL^=AZ);}bzDh+PqJRDqo-41V#6fL>@c1!d#!loa z$S_Zk-lY};a z;F$O&Gd30*Zl~G+>F(F>u)#a$C_q`eTi$o!hooAWjJr_GnH)R{}td)hJhWxa@QFXjdX|Ui0)lYEY<*$+NFPD!zIl$(D>MB*a4^kY| zP6$*;2Aw;=b4&o#v;rhb>}r$#U05ZkK8=B@aQy}it9YG{n26{p^|QY6?4!^TpO*^m z?tCMoqcW?z-vGjCTRox`7N!VXED|+tN2V0<#0QaW1=>#w&GK;pz`p2$d{%opL>2tGQ@=A);Vni%N&eBa-%IMAa)YZZnr@w~mA1AD)2gBq+li(W0h z-ArZBxJ?%T=0^a3$TW$%ZI88qQV^VyDIV~JW{6!5ptgU<#~~>t+GU8~Xf?t-ogNe% z5EJKfE_m^jg24dr8v~Tl$OQNW;*y8MZ@2P{S#5X)z^4x@ZvfGNXm@7DF(-3xZhYU3 zZ?py>F|n}x?dc^VBt*9J0ljTO;iZ~JB5yR7m};<#Zl8Wnh2`M3P_ax5@mBz%8fR6e z!qKQbA(-=m$Q)$P1VxlV=+4!Bqt%yS1tjy$9hEi><0b!pFisfYLPRy=^sBv!8ZV!{QII&`V0a{_^?8a72dbDlDY?Qwpr*(7>Pk7 z;72if2ErcuoucP+AymTdhx>xYs#uKSl|z8{f$T2Db@{m-EKtF99XzN^AE=X<=>xf>`B^B+OY#Kg${)Ezu6H?Z&J|zG2u*6h6h|L%1)>+-7uL|wfFQUT^Dp`mz+DQ?sy8u%0F0_tSSTrG2)tX2@7Opt?oE1H zI&E7EmXEjU!J%Of*kg6Gt>a5yIQ@lOH=&04;yN}6CUTfqSezh0v)tffHCN{{3?N_S z+euu2jUxb5hL;DFr++j;85i86tTRnM9<~dOZwPsDFAf$#miMmD?*O0-s$D0R;{Kw? zqF)4P#O)?!S=OVu*>3H4Eyf+;bnNU2c(eq#PMhNeBv3#gam4IiHxLD$P&i7_k|LA= z;Pk$*kOiEW?CnIMB#1`yK8+FsDj2LadL66gDN_M#x(xQQ8vtlj2|tlcvN>?63(!fO z0Cq420N7FJvnQZG5~G#BZXd4&p;5Og@z00)95j*CEcy$>T*+>R$8~q=L6gt9tc(l_ z0Kc5pBacP?{i26^C=f!t-o9o6#iY1?o7wlMizHvafe+pSe|^AgI6&VLxxYCUa9Tm0 zsc}eHNw*M9f?K3p z(+!|t(C-h7Ie;aA6>sZJes;8x8SrnoCh-1h0nmlo`@3s39i3=!!xXH#)qi^q^nq@1 zadSL)1ZvlEIE8&HfX+wY%rV{c3SX_sVP^KlYn=>6#-u{7Odt<9T-FuMEG=UYZO7ot z+w$oS3CPBSJy-@Pp$%}$NPrSy`jKzgB4*#PS53?B0vf7Xkq)n!g@wt;H+j#^uMvj< z_vZnmK;4y|gz{a|flgvE_$3YniAASerZq=TuQ+5v0Uz9yn+`#sw14J7OZZ^=E6x1GYq3|4=pc&3Vnlo}zd_5gAdTZ6l^28g&EC>ob!lF`x8sx|idCkKl(fFII` z%a(z-fL9aNqyTTC0WA%dTg2{fTwoGS!EdiIP$uAgVx^eIfdH1i4M5z&f;ir{6P#!P$K}}B{(8Mdolt${9xz@dv z^{WWZzELXWG^XV=G>JDoFXGvcI9ExnKfU^#UBN7YY!u3Y9dmQ@s$-{0$NKMjZpRi& z$YdX>K|mp0PwK_vYfgsiBZS`pv41Zf(p1Ek=~TIDv%J=Y9{#`X^#AIwJVt-4z=4gF zIarV*5*Ce#HD^!a+x$1?P$6ZtLc1`_`X7}HyqKNA=n@}{-w-QXiuLxrban9Ar^E@D z|MQED)+>H+`Im&IW)*Yht3cSki9&i1$j}kh5*w>GwfD4MI=JiklS(%h!YF@VmcI5q zcObb#P~vBO(Qej9@G44DNJF2{J1#trQs2G%?&DLCtUNQPEa6Oi!oq^h z35@{W1v=WMPv87^xgyix*+l>P3d}cySW6?5e2jaq}(1@GXnjZ zdSfsXRt672Z$N}uLHK83j}^dNpAUW!b-FsShLwD9oERI>;-OZcmxMhlu0>4ecaR0B z%Ea9k+0<+Es}IO&QIYexmu2>t|E-mie7iQ};^J}yI&K!|#W!5h*#LHCC^Pce&qV@F zDZ082RI)PbQHD~M7@(^j^$C39u?~jQ7N(Da=>Piw0<^{~fp6ZtflIJ-A1qi<3OXah zqDk}ZnJ%c&a+S?Mreb1emjj*v%m?S@^u7T!n*6)3FDBnkv!F5FBJHpz+^M6N3Dbyx zUp@NKZ%UIyky`U(mF(yxp1E8V-ZA%6tAK8U4W%RuksOc|+!2nV%U)Z3lSH zr;ZEbQ{zTQOOLUlFMm>REoYy)+GksT(?f9<0vwA%qQD)L7uQywR;q6fvb8sgXN{mxJ+-&W3Q+bA-;vj-sGl@pi zk!^qKda|Q|CpSo#liwM)YN=pUF>LjU5i7u63<1jjywjTaCC+JAk@F9+W|rC>_Q{SO zUf-QyFjp$c5d};-+?frk5WTre$XD;@$wO8e)5il_fMQE7pl#nLLuTiHwdMR&DB~B ziPwcvKwUc?GnGViW}tEg_+;d)`ttPltTJK9_Y{Q>7=n1$U_i zr{{18hsw!yo)a7!G=bxCw0P$t03znA-={-UkK@lo+Vxi)+ZrykjPxjI%0ga{|H~dEgAn$F zjZ*A2HdH!9_-UfAy?IsUMv!zO4?}q))p+mEC=^IO{bO^eQs{2Z7ZE&&5h-z1!S}Bg z%FLR!f@H3^>bAs{)_ORMe^Rn^EHKX~pGj905(>O3tle$LDz%rRj{m~e7SbV{RXZ0_ zl6oNJUxuY+Fo)l9&D-H+iDGc+iL^bbC}$i+Av!bGKDZPAh<+d(t=KMMBF_1!LtO4~ zAoCgl!g*`Cw7K>0#7Z3tzP4eW_r>ZWLB6gi4jgxE33xyFu#`!Xkf2>Yauy`B+*t{A z!dJG$JcXYz3XW%=BxdDJy2GOL4lD=N=gFU z$O4G2*G|JSqGbX1VzH!71Y(zF)W9D_f`AdyQ|7dadULgtS*pzfv{0#Vy>K~dFG|4p zhyV@L1^1E)baqmv=;xrc0u(741dLlmsJQ8j8JpCR?C#Q%2&Mu~D`u4riwJ-j!oUr= zW;SG}xPclFJDDbLoI~KXAVKQ`*Vv%$cYfr~13*bh&t-sP&TB(I9L1q_o-IQ-H3Fc+ zN4&h_i9!R}S+$5YEhkuz(GkUDYwqDucDLV$l-17Zhm|%-F;7jwt`++^KlP2hf6ZlK zLWc{ZNJCkg41YZxh665+ zGCL&uHsWbQKh@z5a}|rxEh;u*-k&SdGR40Apf{c8(1P#aTg_=z_fToaa&;+6BJa=m zz-LCflKDxj)y4aW``ceipO5}%=|T{VxH!5;^Hst6?Y43Mkb7E%YlO{5P$Y(Lf+-6N z2~(mX=PlaM2C+NywSos%&($N2Ca*7tNxsSnx3n!4ES@dJWO~R|eLiaC_Hga#R2gqF ztmwh%Z2FKQ_d}+4PNTzrb4QAy5$s0u0^+FmEUjD5JIW_G*Ir zH668pHO!yJWiHfcK(jsm7Pg&mf%MUSJlGNqx~TE#cCzQqksOC{J0Wm4(cE?> zIzVp&cFi*YEr73pU~c|>s?LQGh^P_z4b?fdwWK8aV-$UQ;FMN+a>>RrKFBuFBvIosu4C|vY+MH1yF}Au3^?4nkK@ssJMlBNfM1)EI0uF?B z6YANYo=2u2wf-Je{xkC3s<=CRLyhIXXw;)PTKC3w{`D;b6YtJga1)Uen>3C z0EOA=$JzSuCx~cx)WH))w-dEsgk>4T5uhJ~QZdAL>=o$_)Iq>gGrqeS94gSF0X2$* zg0B$xLph~DozX7hgH!wduHgaTwjDt71ssV4P!2kvn67q_-R~ zM9Gqk)5+J@713)&|Mq;bB{r%+dHk7YkarWd6;ff=NGewcBL3V}`zp!4lD7fr$77Ow z^}A=kHpbokMc;GT%&JE2X5^3WnSR?~cGR<2V8qVZd-h)DxlpL|1>v8Z!y7KeC4*6K z`}a7kCcOmhst;IS?WNTEq%t63Jb?goOaT5O5xrb|Cy;I#A99iyc+vs#&d%HdEHc-< z86qB~93V@85(!L-l@J-ALWKgGB**7`UrjU~{W>)bNHIpS6F@Zq(_|u!srj*!J2JB2 z_kHyq2hG~`C%UzIL{p{4RP}BR_&~z#$W@|nnzi#VI^BK^V0Hln0kql$aQESFMw;bc z?>a!$Wx}PLqT$hU3_%UzG?YuA4*HK8?p>GzE6!?~Yl)eZ#|j;Y$DfN# zF+(l)tyxFe$g8SNO&v|=^t(Byv91_Bti?@qE1AOzbn>rWKWwKn5JP`-%S8X{0|(+E zQ1sF`j1k#dZk*?Ucp%`x#!)K3%lqG20Hr7b*sDum#H0gsr$a!@R{^3%gvN^XDYW$6 zh+rE6gMguR*>MR-GtvpvqQH&Z$frV+QS)4{E~e9O4HQ)WF0+D2j5<_W*rE^AR=Saq z5t+5xt)Y6?I()u#oOJ&Cm^g|_;Dgh_&N4Ck9l4iR9&ll)8}I5D+s}7O#8*!z4Lh?W zwX*%L;o%YiTxyX(V17%L;beSTnrSz#LbcxkZVB+UeSwHV1P5=u+uOqdenXS~G#_|W zA;OLN;YX`R+3|Ypagw_Bp9GdKFC^ETDTUUg-Rr5w%aeKxx3{`kD!nY9)>0+)3L%{r zl>O_Zd{9jDh%r!oBRN9Sv2);7f-UXo<5=hh=*UY)o`=B9UIqdhK~V!}?HoYi>;J@y z^?^~P8zwNQIOIk^bjlv%025Tquxt}S?Tro%l^BZ0(uj-w>_NDYF^U#FnR-@`%vZ%7 z9m=5e2?6?(DINiK^tjJ*(4T}j1_jtkG=-Yaz)VCGD1k;BfA&1jrb$5m!~w+@nC%q6 zj+UFRzk4y}bu0$^kuhL$A-rVgphXK(#jUiSDt)kfMrb>KMRO2-=G_F8G4^`*(+%&N z)5%O#J-t`}GadlW-<`&Jz7of8(D84rMN=Mu^!U8)&um>`d(6g0p_X32wlA3l>ohKu zCTt&QA}C7rrZ5|afQOo$la4{{=5X*`qIpudfiwku_)q*`c~S(=MZfc9fF9IYN5Rtq zf~n%<2i$f8pFQ5jvzfQD{3X4^mDb##n~;Fj>NHIdjROzAQqq#L8pAHuRx#N8D|Kfy zk7mJhl^5va1gAUv5Cm$_17Ks)gMo{V)PmOqeARZ>cs^&lva+(MfHnnn#k8O<;jO>R zJwUjbJO;R`bFQueUMMg%QW{fb_7L z0v$j7!O1w7)nUb(-`mO`at$% zhve4|&@fe&L5TK9;msp8%!jWJ=$hPIq#mur44Rzpf8HFEHz=L=Igl!yRX?22b;v3# z#708Zi(hC$qJf8%Sb_fZU#;l>I0`p|`#U73`&%>2R&Aq`7(H!6$ucaLfVn5S$|`ci z1HW2FFdfFuzK3~k9S($VV%XsqxH^LgM@fPLO_U9pmr6=qQ)LOJyHh3L z0xR|ybBGe2-2M4b{^rr^oq~mX`-u4HM-DHw)vdbZ4RwiLtn{?1uE^ZK`?1s?^f;IS z9Leeb6-^F7PTSBdy|3J&XDhP$emlWWyNPu$YeG7;w(KG;?y&pEqXS+(*3yLLBoE>`V$&ksir!61rwBSFBiJoX8PVQX5v?f;A_@aoCr`T8< z7-htd238D1zOk0!;m0&rU&#Zf)qkyz+gaa1N{Tv>Rd2+P{wcoOF~>E-20;v*oNhUq zri6|Ny!Pc6QXt`u4m%Qz@9&yCPlnL|(fV+Bcg^hxG$0tsfLWi1K)ZCgxjE(n;O1uW zem+)spR{B0d{jkzsi0(i8OWJn)Rerq*_%{0zL5abVaV~ymD&Q-WD5Rbxi@c~0!cU) z7@o)j={2nh;{Koq8lXZaTP}3DDgl`#=WrRzmNCr9&qv>zsp?Tz5skoNvqFdUxweLb z<`BRK38)j$igc>lknmzHH^hipFuOH!u zcE+U1KVDgrO2yiJ6U`~MNE(wOrEwmH+ng?Z@4ehqYXB>s6<3P4lEfPokaDtpwX4x_O50b@>xL?^fRJL=%9*let{Ilk!5 zt2wh*Yn!R%ScMHN)j0C6B2hScfeu&xy(C1iNu1%jX3QR;XUNjctrM(k`0So6;1-U8#Pz-&*kxd9(Bi*&=s+-AX*^xN_%1ma2dX_^Kq~{w zcd?$1;<;a!TI#s01x6?&NyTpNAqY$tw#QS=0+h7yLfLE1q_fX&>{-jo#|Qcy4pM)W zUaq`yga`u22e6JnkUe0Qp~8wr zzuq-$a;NJZeT36etG}M3B)!3nlN%Vj#0AYl)z%UWkHcK+t&8JHzy~Zef=B0yl!(knWGU7<}B1~>6M-(SOJ(1 z20*}8#$>tiQJgz}Z7p9pW))?7&QX56%j`7d)!ce!5z=ueSP-IIhUjX(Szs zzkg>_Mv^wlW1}-vJ077>nItFVRsd>!|BfP?hmP_WX)7tvj+t~7Z12M8?tteX4<^do)CuLyD1nvgt9q*GE29_a5yT$uBaF1*i8ZK=-S z`DtBW_tX#Pp8vBlauykIEz#w@y@dc=M}<|NqtzbA!zF(f!@Fl-3@Q?!@%htv=e`## z1~jO@48bEv!q4TEPjav6Oyadv-_<@HSx%hnVFeUckDD6O(&=J`ilTb^u&KY zT<~#G1vv&uOcu`%SKIl_1>9Q!!@q#;+`3Hr@NBk%t$@{TrK78z55q;e z9uSyF_d8sPDKXxk!#f<7JIK**z^%Ppe{iu^lj%ld`p78h;{62uhQX{86U~nM7um4c zJUuni&sFa!8IB@tZE^sC#JInl*8Re|B zGH%MiRdVRc^T}si><{JNEIT$hJp~AZ&?SQTywCSz7MiY6SxZ11Y8K5f>732Eu%je@ zNU6KKN_QMps$q(EDg>VaFED%R3z)O;J#1qPev)boXqb$7ICdQn7?E?G`hNe0QGUKQ zBLqB7bnte}L)HdR?_Sr?h3-q{`B!z_Xg&@Uh>y|0YVC(IGRqBeQjj2Kgnc9 z=~;GoKQ!h|PS35008#&LnGY1*Wc=*@v^a;LAH}~rH7tDM7=mU@!UjJyR*ZFGt{?)K zgm2-B@GkOGB!ML36sg2>4tMEAM61rGk-2S;HycB1P#_k|rA=4PbJQo)xKi|oLHg~v zvJHX{BwrhRuj@+17jBUUAy2FEMlnh8)8Z7WECOR7V(h$L>yeLh_8OqK1tiI}%V!r6 z^r1fXlu1*MlAn9E+o!9&n0RoqOxCUBdsIhc5e!dVDG`I$Gu;MFpM2 zv5*2kLi@*N!rs-@;H~F&Q^2F2^l`+|ti(SwcJ-59AuyGrmq&fe);1ftt7iPP#`O+H z$NA5tWdfxuG9N_B*13ivBSxGcwY^zyyUZRULr!`@qmQbF+}(RA3aD_hV!Q|I#=UXzQ77+V0QgVO9*{rnT+)f4Xt?5 zwEDq)NRU27=<7_?!#Az1bPoerOy0fimVAj!ON1Y&fjE`fV{wZKm1z2ZyYAj#RFl_P%Zps$ z*l^4KCg!`1n6hNZ=F`w8uI*kuF|2_zHP>FZYPZ7l(uztmQ4}MS%QgRSrw)n;2&)u= zP~Lumcr+o5(MfG4SwdtJ1SE!D`oiru|3Y4Ef5XskeUTyJUB!BbJT`YB{%KQOJ^z!a zCXmswDC4n{k}mRIR?MC%b#-$P`Zjl7+Kj%;rlA3{YJ)z2c7Yx5z6y~ziI`{ykgAcB zB9#OnYMZRKgsnSUc4Lm!5NB2G5rS}~nofSIAz)RiDo;fHKw-mRhu3;ifJ7J1d4T0tQqOGPGMd3FPOCTJLnxFRrVuNaR&&xaHlsAcC&_lqRxqDx3TA)di5&z8 zmaV}1Ip%%MU`(zSP;9_AhrYigsnuIC`v?zpQ2SpPtIvE)evJcpKFCM=l-tG;bv&M% zY9=TaK_AlcCscu_xkSoM{;OD8J~9?!)U;!efFS?KM`q{ESHlk64VN!e{33G4yAV~4 z^efbwvp9o>1B)wpCUUVtvVT0~Al;mzW1?W>4??u&QX9)aN%RaHprb=s0s~d>D3l&3 zW;f+vEWdRXLnM%;Zv{-5%K+pAOHNQL(7cwN>kh$`;8!s9={sFn$ul~mphj3;Q9#el zO(K?ghA>Es6}G#}Lr9eTq%v7C3fy%}*C)pm@tk)}-a72okT)4nS#K~7V*2{fnOnkClP@)PFw`))`Q!-l^FI?w;fGipd-9c zQ9*;i5D6L>tpVerZb>?nfw|U0mHIAT1m><5Z2#8> zzfA~i6`7nL$j|>hT+uJwcui%UDjh+FLisFG_BG=dv};RYJP2YT#0r!l|1NT1U#Zth z8LRkygXec+>ybTzV$L|SQKhar?+YfZB`{>oVbmI!xF&XUDD^Ej7l><|*=s-nh4CL4 z#|Kcv9u@{Y=A6*LARn<>L!suXTV>btm^&4|Uq@Z2F<}pHss1#*eBEvHujL85Wpu6t zhPU%~KkcH*Z=$ZM)2e#}UlyfH9}aQ863`HN_6#8@s{MDiBfAglj`kKK_Pn>(89AA#S}VS?vb8jN zZ0sU)XKZ;$47>Bi?pdejc)IoX-rl6lS1eCtX8lZwB83FsCMTv;i)6U3S=sA;`&AWD zp<4e2Yd2|7mE`bP@Fj4S2o0mDzF=YhQ2&#y(~i2Ja&*R~g!*u`C@TbvJ5brzPyi#v zZ>XNe{{lfQGl7O+3J9L?8&u#mE(~3W3mYr1f+d@;&$w*pSFdyH7E8ons;}u^coXut z6WswZ#g6T97{9Req4w7gAjH#Oe85|NI?%Lr8a>Kit8d`x7i5lt@_j_5_Z2nc*$7$Ai8uh7qYGu{%8+j2SudX~Gr>b`x_rtivRtW1Cx`kbAC+!65tKzyjsh z*tgG{AL`Kpl4_(L6ns&lOUJzZYWv+c7iay1Im1WR^p5ruM&u^K4`B_3?sySHzI%Rt zJV!E9Ib6GV=%ln;##Y#jB~Y2q=rrcPh;#kt0p5k%1eJNnId2r6JT?L^wPddWuNU|% ztl8rth;;UeJGjhqIxI3@_jnlp^y=Q8JXEOdzqTvMDy3`SNk+EHX1hy0CAiAlZ~xUB zslmHHc*AP;@o4&`837_iaC_6Y(@(0lS^9H|L`SlM1f(XdbsBXNU}y%B^A)7f!}7=3 z0QEi8t@pkc(Q|w3DPR%5a=m`{_O=6YJ{F$!1j93Oz-m4Oy06LB$ai2AyJPFTq)Rl5o%z>(7o8i|74a7ru#yr>s(HWk7 zgJ*nz91(fEF_;71?@1H$69RAhP;_ZNM30I)Nf&uU z)DYq?nK8{$K0+?*Uti;B(28Z5pE&$rw?ratbw4A30!I`IjJ~lMQ8Zc^4fK#18hIu! zyp;(;C|L4TOzp>_+N(<{c!co`VpRG>SXl^4z*L20!U`WK-0(|Z@GFUF(>#cDoE&|m z=2;e_rkpQhe=M2IBf4_z9p2yjj?_3Czu?EqC_|BA4@p4P2d7L6OclZ{Rdl($kT615rs z)**Z}Q&J_q*WuS(0jc^MDP>z4q>rK5*#so$>N{#Ii_InOLH`XF5~c8w#M;!LFt=vA z@};B4x}l``)6&MiPxzt_ClJBk888WXV?Ql#XxqNZ?;*P?)b`*;=Y{6ZCvqOrxeu3& z(0$sER}3h5A8lW}zWPM99`#6nHAXtoD5P^K46|`(6eENS*jU znU>Gg!s8JLZS{4QyC{zNW6r-z*)jw}JoQn$nkDZ~SVBfHAQ;5CsR7eS>8s^;BgZ1|ONgKn(qQ>;jfC;h8SGHwMGF!lF2>!R_`ceo5skPlX&_EJDJ; z34IEe((S!JUAhxrDEslTil3M0K7#n`K0zD?R$A9q81eo^xifP=rBc7xdKVnL!2n}02mZhvbNzXn#;TtX87w* zl$6geLyO7E931hUvWl1_Go!RB@Ie&nGxL!oC$7IE|I{fo(L*N%4N(=Cy9%H5u3LSD zl5_$^OaB!u7l#=v=kgp!rmUVk^`*43?odMdloOD8Mc4PB9sX+`U!zSlNX&D?M^_P* zk+HId9}eYm(1*@TIE{^@piy*X#oU%!dHrlf%%Aue!ELm3Re37e$6{neK$)s!p2qMZno{`&msLwz9>UBC?3*IwNS1p>)Wk#TT1^v9AFSsAR2)aGZkqC)&dd8w%M6sR zni$lWwjcM#AVTt$NNg5rl-gz#-u{~23`23YoFh3W~kAm`JZ`BF4jox$a~mdd>P@Jx5tC4R*(ozsCEKgeEn5H{R&*{aP`G zfe&GOAIiWYzMzEjE~Kgu7cqeRNLz~K6c zcVH||D`Zf`8R)&fKJFZ|rhzHJ=KQgvOUG$pWAM#+Ndu>Y_3@xZdv=7M__pq!oT@!! zAg5IZyptgl_9*=XHRfuWF6^-pu6qA1egA!$*(E^L$kB90XSlrK*@t8-YYSll=N8}z zVaeA@(Q2smm#0zv;pUsR<$4fDiyv=W&$1F)-+onBW==ADPM6Lm)tqHtRc55a5(xe( zLny`Q+iR=!=KfO~C~URpiV~-t()mrA zQJ`jzYedHqtUp?ad;MvoNh6L}4&RA zkG{4Nm-=`#{6QCIATg43;!v;qchhGJKlu{w=k<)n)heJ7ayQh}0%e@9P-OwSo?j-; zSN7-(h{aMpSUTy|L;HfiI;5^XJd0HrKv?&yaPiDhr@fEB3 z-KogTZ2a#@wdwAIzIvnYF9m-%2&QM(#;=a_K3#^~3QT=;X=z_Lv|9=OWeM!E)ln6c zl`OBU$i%;$NN40oihTVk=HqPqTP@MIUyE;@ndZ@QRlHKo5&|0k`};unU$tCixQbb) zMH;_y_+T#?JK%^h^S-yP7Z^ii{Z@y%_DB?=Rdc%g5rZ}d#<1x-#H56hid&9tU95}6 zjO*8123T%*I!mhr`l%Q!foxOBd>By%PQ?r-2yBxEfvo%CP@rjbF7!9-$9wJZihJ#T zFGUXA{~XOwPiCXb)SCT-ee|oqpA&v*R4D!B!QWa?73GK(JU4&PYZMF7dQL>DFHm-s zE3g?E?~BtqV`Zssrf?$+Z@j~3OjLfGCtWhuR6e@%v|94fNgo--Iei%lgz+hKP^q+}h%Ki&GqjaaEIU^alPPs@^gzs{f7l z9)|AjE*Ux{1?lc?>68>CB!*JDyQI6jyBkDGxxEA`#R<%iUC!XQxd2}u9)_QRbK$OYkYPRe$QfEG(H8v=Jkd8}Q zC)EtMf&RGzvypCPAEpk6Hv781Tx!bz>oHGCtXw5)XXC%{5_j<{&-);v>GGdCB=BWR zuS8QdiiJw=uy|d0u)HxHK6twpRI&Dc%YJLN4^FD6D%to+zOL*E96)_3PiA5(Ns5XPzyS@ zca}umq4ycCI1^%pNd1sb zc3r0{Q<=Z`PmPQEziVg0=$#9&E5>ui$*W5`wRv0g>67Ih8~Ga~90C{81`RQfCQ1q6 z;)~s0kv(kV)0GHd;>9*3j(F5Q&BaQo(nn(=Aq{g@ocYVZbT8R19G9ap>t&Cx4+`^n zPL@uS*%Pv)BMCW58dENYm|+QNR4|KKYgVPpl&4wm6raDk=DFpQoGb39qqYgJ;nfjEw3NCeKA*JZySL92x^?U#K z804m(FDg_AJq&pJ=Q3mDis(=gIXR6c$fPi*mf2i)UMe9bl(Q+_Qi=$?IIu@`L}`UD ziV{bl>ys5%E+bC0>!&QFj2R^EBd{_N40`r{;Ee^ue(HCqpwgAohJ)tVYNgT*+UiCM zcMh{1^%(FgLFVQ*6&|p9VKI*iw{`WnH^(y@xYvpMzl>ixY} zq;-RRuOPwUvZZ*0`}T>9aBqz%u`3cGPFp{bxIZ`^A1xBBF1t8}s$0kg#c(1tAi-|* zw4OZ62)_qX(R@sYp}4`Ks6j8V z*guLC$NQabX}!)&_S$T|K_Iebq#`mk{oR^~2O@$LEg+?%glq{=jh5e9>o?MKdh8$s z7eLy&M`pA-Uc9ZoNe$ymwvt;~@L6t6KrE4~vspR9zUH#UXG*KNzY{7V;_K$vwprqR z+S1%9X2gsx^D8#9A`FHXJkv7z;kMZNU~+apQN9~Vf;{t==idR{l#VTMot_7mAIoB- ze*G@3X7yg+Q9|VaIKUOm1ai833E4CRK?{4xB)*lR?#yIouOz*?L4qE+_YCUT8@cMN z5e2N?osb7lxShC$5?KnN=MrE$4x78ED6^4GaEhE%es-DQkmWv8fB*J>ZVx(|c{crg zGXo;>k6%$u>LTd~pgV2QX7L~ie52!V#Y*J>(E~T@wF|9s$lMv21D8QE6-~UD`-5Uz zz8KP+BzKt%@qeG0_B{_Mh#ShW#4`4!OblNh@<4+VMHmLwbBsb-y*W?Bg+?iHCbMVB zep25`tgRH?O7jXawPz4PQXlU4G3Kt?EXI-dr36e@SGR!oPftdiq<4?N=&{W$z^8{| z%EL5v8U0JSK=uPv<-aik2R9*nTRm$etA}X1$Rg3dfT-Gu!)B&}ehRKMnTIiDf&VO2 z`|89K4t-;H;M$x?$L5!Mun31WF;^5>!F5bfnH{ks{=QW799Z9gN$E%3#s|36RL^0L zBbwn#mlRy1Qa_={yX6+U*7&msio-ndanrzZow_udvT<@rvi-TB`f}pppK?we@wJ!6 z2il>~6=BTqx4QQ}XS*2moCWYsOzEhwXMWI^A`^8v$lvI6M?I`+U4g7V@Pn5OE2xi? zkkWdRzxi{^DNmL67Ge*dM+3Fa#$l*{-Y+9aOK8nuh~>BB)rxgGx}E zS5&7#<%M6kqJEeJO`CQ`cvZsX!V%>EU>{gw+SULzv}&al)lz@B%}P={{2 zR0msR9f6-+)KJjPOq3GrHbM+~BM&JLhkS=DL5Mz}Fo-{^0z1@&$OQ50%ypb34`R^k zj!pOHEF~2ZhH-=NJ$0O{tsPbcyo2Wc&b!c_RUutN!$Hv^WaP%zUU?$2 z&?^6}B0v~uF6=1QC)ijU^A+0$%U+T6x#A)P*-1E%-iOxtmSZyJ^>2S)4|}?-E72%~ z((#)x3<-L>u^MosB?}R>OzfpbcID*$ecJMc4+?+gCI0V0B@Kapr_ZsC!l(X*oPshL z9kyopl(mIvxU7j|Mfgp)MHSnfS!8j-zPVy7g4g^pr%G!6uVAwsij5%hUKc0)nep_) zfpbJ1{^2wJ#cZ(-2yG}g5k36_>)JLt-ad26=$=h=m+N9?x&f*=PB>1noD2)-ZU#!n zkb@U>|FRx4P~)g!5SPbYuwJiliMbQaWDLHv$iN2Cb|I?M-T3hon6g^QN47ImfdJeR zKY;gQHslX@@&<^1ioaa?pm0yVpUt`a|9ZfZcYw=y1X#7iz%=mA69h?3+)*+Px*GTQ z5=@U8>p6djL1xDHza^~6j-$61gLTpKjB!vvemcJO4nDM!aAS4J7HesMf@_=pzDtvj zf|bP(J@v=6kiV(Z#2y7&kNbulB;WKv5c2p|BQER{0QM9$+;%}Tv~m!EW}W=%4og8*DMhW{AY1Q z(L-&)S?V(nh(cbqcZ#b_EUX@@9~4S@+0mnCJ;qUlYB=JC6q%d0PjfIon{l8rgN^_y z1V9BqWZ!DE{g18)WD6r-T3yZi{KSA{EfDRchS_ofzyav9xhs&+?myR^@ld6~sd&}y zVL!$rN>DNuiBN3`a_SnEc_N#=WiDbu<)%yzvmk(1k3>8%2_<@s?bwffVB)r71P^^T z6+NLJvFzR}fiJN=PU|wQ{smtAC-`tEZxQ_9=z|>igZbSY2C=d9xw#8_KS|%!w?5;8 zm1yAG~ zdl&he<-7KnVbp}{qI3lQyg4DkbcyYD_T`A`cJmy|547UpSb(8j4Tui{z(i~q+XxV) zWzO_dVF;0V!2PvYWsvlu2ZZoJPymepU>LYR{?v!1m|@%iz|su3x!wSQpjvK0GBB+W z7cZtVoBxpENNmP@hw453)0Ts?0PDUkKn`bGY@DZKr8x40Ad!IGCa)r29lB`%~Bso83wzevMyu zV4Ka2A2F&{eQ4FnxbrAoIYA#8tc9g`DYw(6*?r-<3&)=piU$RdThM8nK>!~!U#`V8 z-vQun3IH>$N*0ouI3}pm>r&R zQ<7;@H=C2dF{yeb*>0zG(&w8$`75uKXhwS`{96BBt!?d^(_v24bwTHts0HQb7!|Og zhH>cV(k<+dke;F%;~0Q|8F`!Hlf><)l2#CRpyqm23UN|!N5a5~Il*u6s(n#9hvn%31cbylK444yMUL8^AR{AV zZ1PrZRj0Mado3IAtX!WB3_H9wl`~>%I)1UDH;9dEnQK^nYZ@02h#7*A2Zxx==K~pjpAvXxIji1B+Gaf#KH%u*+$F8fv zA!HvfZT593uReq*DnN*qU^`jmeRt#9;@6m7lYXt?@#3Z(HmKwz3nCF4WN|T_Ae;W! zr-XUc3x{dq-=l8ttWZMwECSw}Pi8Vgj!7|OX`7se^nC|)`X_Dv{|kJ4hq1=&GGze= zCSVP{{Ev175YJ$MQa^wW2;uzQN&oZXwN!RuVsJsh)e%dvJz9JFNj~~#1zp{%r|@y< z0_v}W=6c=F*B|{1hIhGTGBPaE627wp_)Jn}X-hA7cyk`EuX|VthKO7NeXev)d6?wk$%O^!)~0m?#RZHmv%=9_ovoR0kUD>={In6HLX zZ1pi)i9$7K=PllZzDO=}8!m=jU7q^PijP2VoAdRZ>7~Qxk|o}i^YYR&eGrWR6Xglk zi$9Lb<$@KBJpznq7zabpwYNW`)B_2I0$}Y7nA*qz3nPC~$zSRKAf@zz2?BEDSaJ^n zM1ys%!ZEFy`fPj+4HT}zlRLK=ynEto3aNXntRM38Xax0XOyg!x2zu+HqFAMSyG`qr z!5l7xi4`lq&ou;ITWVi`fH2m`W4AV>Y7Bh59T)`r{xc!OTc-ctUp zc|{T9&nfyK9ofGqqaZ`(SCBF=3MX@&-6s?J7>J+V5}|!E`B6F>$O3N61ee-Qe_Km= z5O^9(EVZ=uKIy47!hwkTMb&q3x3Ccr|86}3GW3=9GrKq2qnub90}divx(p%)DC+%w z3z>|}F2Bzk)8tg7w@OrEC=7y$WGE=UJO8$=*3fKY-2 zvfJzu0^+DK05%Lpmwk8XAzTm8Jpt~KXr>Ay1MW5X01lO$DzTi?J8TuB2!-2UM%D#k zi;PVBw~3ntJVGAKx#Q1R{+b^L<)3uN`g(Gd`;7Wy0=3BD^+!rV>p)1c^H{)*hp2Rn z9h%@YJJA-_Zs}l~7I)!UubX{mEz`6`W4HH{aaSnm-!inIh)8_Q&?*Ls|6y=}e`htj zIP#zk8{uSWK;qL6?xKai?u&}HGwRXc8VdMyj`Ei#dA`Oj z#5paYjlB4~U;-)0eY%{%u%aODv?4b+Yzjdfn1uw!%*B5DgabS%+72@vVXT)pPF`SA z0C0Oieu;{Zknni38-_-O&zf#S&Qfotxh&n6Sy3=z47qMsjU{ij9!Yi$`dH_u6nYNm zF6>arN)6JiV9QMhKW8y!L*wWKv^IH@F;HDUI}!N;^K__dKT?8n|En)c?ZC-&((nO0Tx4Z05xLoMqrv_S^1o@}+1 zCemGZz~KEgI0W>j56Z9ZeH;oy6~cT&iQoCNnz_vqdW6^J6KqdO3Zs}3FKc=0pf z!I4CGD)J%K-58?}cV|ERxGX1J>e*i_A6Ar$V1v3J@u2NS0|qh$G8ke+o@y#y3vev% z>?Xr|vwSibYoKHx;u@{H(dy2(B7(_`2DZtFP>PbOc0m4ahS3Dnc~Su4H&?GU%w__SHaAY)0+Xe4R5Ib z>Wn!j@Gbd?oaYzEJT2lxu>a421GeVGjfZgPP$`7$dB%GdO;@;#k9L#x7WT*-D}D=T zF2ao)nE5k%)AHn7bIU)0__M;phy#MDY_Qt@G5W=b!`28ARKllwHvZGPAtI}IJcXXn zb-o33akH3aqAKGXgV6*csz1@!T_P3V-qeVCc)b?GArQ9XazGiJYW?k*fLrnRipPcURd4 zgQF%?3d82xh1sBqST5mvZ$aYr2M>ZRH{VI+cX0ps6!+ci{YwUO0(*gcgf&3f|LHnu zG%U!X4Sv-W{qncuXFgZc6$Yg zZyj7V=X>Jew2D^#S#bZ5pFdUl)8H$j|Gk=H_X?JF{a+Lni+BqyJUd*=_8%yz1&CdT zE@Z+HBNK-il?K-iTL^Ub zW1}B^K2LDRsXYh?dA0N*(z;pJV)C^{COM9}SYU6eSMpZxfT&Fis7mp&R3DbzQV)yo z@Edf4V>(l6e|0V`_d`S7%(~Dr2->#8rp}y93@pXzS~%b=i1QM4IMc9lXOt@iAC@nfgiUK@)F45yp=xHSv>dNE&p7D~Cqu=ebWb7^6PZI0amv zXp_)dKn-N?_5yX9c1r7#H0kO@LMF|rvm^CG*k8ufz@n-*hJHSg9Q-k}Q0)qx6E@&mvj8xS=7=xJ$ zT%W=XILUNgZJnnysJXo%a)Bd2MMq)|&JcH2dl9L+N3}JHZ>+NVcF+MfD0(pKw*lx6 zo|5R>9OHsq)f^lDHif-wu4LbT6yP3WtdWIFnt7=fJK{v7W{q80Qr#x$;piT_GSZCm zjvT7yXeHkHC)%_9awSv#^abuq17Ug_6rU6jJrLli*)}3f(%imqZQcRwL=TPSyJC2*|_6I(hKcOwR37AEX$)y_CM4HyT&5e=OvICvO^7Ld(`uY z8_Q{1qxp!f+Twwj8%zw8_}qYY&~8Hf>`4>JUhc~keZ54VH8b^48;t?svO>aSA|oI8S&)OLOvYjSm}FW2cCPUs)VKRdib-D`EWnLwB; zGbcnmNKcqle>6bzs>)dqlyO`1J?^;k6DLKR5B$%nKogRQ@W<^up{$vn!q}Pm{wpMr zQfc&+`0m@!uf+^v>Ue)cP}tIF2o*7-o&?3(xuLTCG4#pAd~6PAhp({MUYAgo%J2%S z)1hm43ms2&&xQsouk^s@u1Q!&k-kjPkZQ|}`F=RTGk(8?jP941N3qvAp^v1lE?ml? zjTTAAz>hSW3IMt+rju*=_xezoWU(9~lsfstJwJHtS?WuP_5s$AeOnX2SVzk&nf9(D zSU;W|9>Tb82CrH)VE__YiQO6bT-o{Dl6g9a-hE{8>Q z&gVE1&~%tSaH)_^d0%^XVFVa@A&kz35;In$z%ylopgKQPGdifhg^NE~YZco$if|aF zN~P_zL-7I0aou*-|ae`hd?C4pnOAzB51;-6Q$igkRfyC$t?*-4}4Rf))9rDvX z&3aq0R3Dx=4&*}w18Sz2n3%?*xAhN5#AkB+Q^yD1)}%HhG_U_jMhXJNr?Gfxozid5 z+qEBC@GF)FQIa+5th_FYcMw$JKnTecf zhXV7;?xFVg46Zl+UG4Z;F2)8)`#~((FlhLTge#f~(LnIESRZv*D=6xl{@;IF9O})TJY`kFCD*fKR9t2*a zQw?jXJ48G;3ZL_3RNm7pP_p`)(DJWL+LeLaok%>3ra0C(K%9(?B4rP*c{8T@!yTeH zWJ5~xESn0B<(=h~Ca~DCKFA?l_A#rb5XsED%woZS%@K)oz&npOf#}y$21XptFJy`t z`T73!g6dL1{NVt5J;*)Bt!x{;I72$w8*tjh_|S|27t| zr>3u=y)-rt66~UBLI|=OKC+ZB`gbQIm6svP zU!QVL(DI2xoL?tWt|35!jVXqQuw!Pz;L|~N({uTjU!G5WKBHR=B^BTz#BShm$Iq|J z+qPk^(-KQCi{XQ8AKkt@1=MvV;?+gYU;Z(`$tzqvw~Rhazz|;nxOciu?{F>j`kZ_xJEW* zy$mm#hha4n$9xANKxP&8Hnq#SZs6nOXCo__=@7Y9dy{>~`nTkQi2bXnAL5I^@*kUp zAnve)S2#8jQ3$d!g!Q0%g^fv0d{l8#bec&`h{Xa36s1J()mYiAG-lKK_DUAgF_j)B zjqQ8L_KJb%f8TYx*#VpPRDH+o&_THuRMpbOQ2``W@o}-xZ=)ymAXB@y;i>$A+j4Qq zAqAdax|$z)NmH?ecVvqYab=$!T3i_+KqT=`?~fJL?X{+uf)6Xx0VqF2F+*DRLi4lK z;PEZwI!yX@Z(u%i|6Ji`Pw-hD2YMbVw(Wx@&faeoiL0b_H8Ef=OHhHww=tO~s@?gi zs^-kAT2`!c_=v8^^QOBB=a8V zL$Er^HC+8U9*TnEKuM5S!)8pJ(>{ zUQ?*I|2z~(@Z;SDB`fu7Zbz6B1}bic=-{~sp}tdW{qCfUL5?W&;4Qh zv3Ru;L(55uG&mR`v5m3%*yim}Plk7g3!O!wuA_kA+D~JF{7d)iy7})2fqG3u)x_xH z)0LT|w{y`JnuMD>~Pdav;F9h1>l*cRDlW6rE(>lp+5%xBW3 zP{s4J-Vttam>qnK7y-%pc3bYFlo>vM845)R!a;Fo=>IWEXPbcX4Iv#RRjOSm04^`O zo)+-@igKh&b*SL(iSwVUO?4F%ye64jIkXRV;?XF8ddF%DI1(BtAr)Q3t8i8CSEMRE zurB{WAC{Ozcdz@cpa0&!UJ~%Nmbh_X9i1rGQPA$_D+6wuR7J11Um-uPyn-{)_3hxI zUHaAJjmL6iXvPvyBAF196V$v2W=D~?E{9gZe^$8{)fKzxjvV$%bdw_MZ&P@E*$|-RS`U$T`vW$P&1)Z6m|*ScZ7P_@-r8dXHV!#d&ff z=Oku-O`R&S(aJH3@m)%Qc)sFofBD5b-zxIVH0x0h#f(H+Cor@pJ02Twnz zX4<>+GW0|@bWiAD{p=?F!6ry2R>aR!25i{CKxPj^SF^z)lp}2HlIG)P!JZnc83;l;^mVWVY@zUAR}<2+QVf7eLz5T z>N7eghO$k!+ny{8Kn-In*R<`T!GN7WlNT5UG6xFEKz#uI6KDvL0@jJ|wBLRF_)+_Z z8qJf-2#fNkHtdE4UcNK@z)d@mB zRJ;imkKGJzw}pF2cCmhs_R;5byj5#tjfqL~S5apKB9YS526ceM0lq)OkZ-IBNN~3@ z2sl^2^=sBy?P7cm^$<6LNZ5PA-dGAHl1O}q#&;$Y&lN7})3Usb z1f)`v-=xG2F8S=Jc!~ORaoxms#rlA9{jztw!i`QS5v|-%sNZRht8E)sVq6qwe`MrR z`eB!5lQHm5R7umg80;D=@qi7b*UuHWtm)4{yGDT)lUwKsa`iTSLvRt_p&(AuRK&OIA- zW#AyKZ_ORj1)^$3v=CcqzM@j*Ou1doeaxIB3)3Zb<@2__=AO=7l zU^r<(AS4JYhk>cP07)sj%tW{HT6oPOU*?60{5rsop!&SSkS+PWQ2SmX17+cN#Vq$r z*SW-&e_ay-L5@!Emue--O+%emT=`rem5Eu+ zEJ#6P=W54jzv_s@f?j{omR8Vu(Z}@e`GxknnFc3cF#68;yDvVQ(rods)z>$!By;*l z4xhCrLOw*_@2@WK&l6aWiQ-@-T%?JldS9~QWdMs&LjdRE4Uo5CzYPq#4swNMhKPv^ zf$b;&iTeU*sX*dB2qt3#K_@y{uYkZtjtJn_Y>#bl*8kXTSUpc!eT_R1|jTBT+ zn`Uids?nE_$uN`za$%BHwp47w*^<>Ao;?k7q`k14rZ z-siwCU4##XWdgTep1%OhcNm(y%d-{$W&&U~cnU1!_xvwPWdP$BhBJg=yStulCe6>| z{^KZqZvHxGk)M!q0R3iw^^Sy@dpF1Xtyt@isNmp*_=AZFBWfhbs)28g`JrBBaVN} z5KyY{78fs*HW{KtM`q$xK8_X zaQ>x=b>@;#V}l3?BOmF27nF#1_orr>ZsDK%(Q;J}9qXjVL3N}8BWN~TCjRpp4 zxL)d9?@`S^3GS~?F4Sj4tI^r{Uwbx(&WiKhT3mQ6OBp>X%<~Wt_~pHp(}7*S8IfPy z8Wx^1Fb0FoEp7v1JbD*y$!q;(=#uzuS^=UCEM5u}o^ZQtcF|n70wrUxM+lIF-AnW7 zHvI`KCEow$r1hCU-H*0fSL3_2V!l^#o3kekD?r!3`u&v)aOmHp!){cD`)Oe^Yh}m7kSPLVFKy=NiBt;`dPEGYf zXL(0gr|*Dj7=9nkj%zN76aHP&awu<`PYA;eI8OjibzH)R6a54fzNB8=HmOk930HAEoZY~cF0Ndaz1MMLIh(2iYK(f_&1AxiC z0~n0koU-8l_frpl7tVFRJ;cV|^L^Z*Y09gvu^VTycrKLu#6lo?Tf?%1J5a&U464Aq z=d^|oLN+WxNHTq8*1=4^v@7)uVFPkP2-Pveh*D`q`rS{f}z{PRk7^J??_ zEYINIdkW!ZCacvW=ih2`G}D6O;cxMDL8_U25idV1>dgQIK5Z+2uLFQeU!83lQFNli zg%R<63Cv$y_Ll>nCg1iMlJ0Z@(;!jW-8SO3!MoHo8@gzDEDFW4RYE{H$iBDUiEl;f zs*>TGl;@lOlr9vt~ ziCv^ZGD+L~>u&h0>Pv!}^KM@JKz);8gXYB~$zMo*GfBI+Z@Zq#S5v^ZwKa)geR6at z<9;G%B+^aSHw;+3XD5KF?QfxBS6$Ve`Va-y9-G-cS_I)PhgcUDGTJ`Xa^6#ON^YFa ze;ue}foWZm(OiQ%Ho7={&wDZtj<=|wYZvV@RbqJ1dR>_EBi%6I>nrO6BOlC;duPsH zWD*tVetLrtRMuSk(K&O%@B?lKw4GF^ix$rby*wogB_e$9=w$In;`$Up(OR|LR+Dgr zZRzJtC=NGlr@%dcp%gJU$5i$9zM=0uSk6u-9BD~%U!yNSOq%SR7|NlbU176Gn74D> zt#Tmto~pYZ-$rx^n}0{!T4RaDz4I2WsyUynl^;E3?fU?J9k%fgv8r>rVh6yPd<>I> zX=RU57se(z2m6y$@r{yJQ0Sp*N;lmn{V2p-_yt%q;A5-=K10;z$B|^`HE90}@Po8d zn0KQktILz8l3fNej0ATsblL-$Tdpp!d5@lAi8@4yt}UY(An^}gj6v~b$KDcRkNt*S z_p7q|BCOhz%$RpthPiB)b~|h|=!%~{o5XQT(45+SHzlpEdd0UG{`+{sI|iJJ6a*4S zH!>rFT&%Gg#P9v8leCa-jQGbX1hY7X<0^6$BRw5Np?2WM-{x6{q}lAeiGx0*1V)!4(=DGW)QH(PGqX5x?C9QX%<$=K5;-dws(847q}E74{xdbI#dvd z(n+RRoSY7>bX`)kP-}iIfvia$m3qq6KibiX{S*47tt5+A`Y(gS&_HcB;-@tz&%PzP zc7kIh=}&9=5>>hN<#J@Kz5y-oTc>d5y=0Boa1QMDWU>Z19L{<_(j!?C@S)B@_-q~^ zb&CVbXd#{JbbMIrwhmsLz~2R?6;a}c&H=(Vo1E@bIS#5Z9jV~1_SVRK({?6UuiMGee5t~Io9xM7#V%flzB0U4SN5|Y&wU3eJDvU2 z1tm*{h{4fw(+q+IlEbIxo-S5U_)weruduVkIG1RlSNw(TwecSBMsr6W$W5ZnbIo7~y0+Zg>ZmpZ^4%YaS2?UfTRXglHQ$K8b} zgRjj${R4*>U^$>ZCCoK+O>Gw`V~W6RC0I0|%Dg53z~}yw^o`XU(lw!z{5mF~l&)Ld zKtM)w7#v5!6GpF1!NuLamahut4mXVs1VReh3X&(CcAe1X)9J84%D%*2?A;J1&hI+C z3)i8Z$z*E|8fB}ph)Ct7T7(em!O4fMrH>TM$;eq7yEGYSIpZl&tiyfZ5CsMm|7-_; zgewo_OI)ekPQ4F12kX*87RDY-Lg{iv0+?7;_u25Ew8nh|gb{uGk5xmr224Y&YGD%aDSt-F9e72@0yE9Ifi6*(m>F zUGi8B{>(~3J`J7}Edg|)q-`MEbXxvn8+l%KeSW&au#t?^!-1Fr6pg$F#8>{F;YWC@ zK+Rd;O)AId?~Grlh`Dfj`eIWx7N`DckINqd2^$wBFl~^Ko^}w>y|A*-!r#$SRc@-k z;8VwT^;lxL;wvu77^53t5U70HLr)jnQ58%ovcP<2e_mvzVGXgNEbs{|j+swH8hIaS zfSk+PRj+A`;Hy$A|6UzM&!OCFXe0~d>Ggz!7FOlqPh`^FNhAlyR3j>VLU!ly4w>p} zgRQvy#;LuaXOHqn6K~6~2#aVhyx*}*IJ+omOkI2&)`UQ`I1vS~-rE&6eQj)M+4Fww zMN2jL7gx>ZB~M>fi4KSsOI<}Xj6}pdxWT<+<<*K=a(C?DZxHhkoEbK`;5V}6^5}yBT<|Szwn)h`6BUYq3}YF@gnJnls9BZg2valPZ18^%cctF-~CWC zBG-0q><}12NXHr7!S%Dl>TLM~?bCgZ86GR_EZWNg95kspEy`kb<3Etir2O=g9{(IN)2hr)N9H|Co5H4?q zv$VVeUpA;=u|=0O+$61sfMSSVG~I%sk-${{3AkS8dpH}HL&0mRTp3W^m!uS9abpUZ zq7w12f@^MQs2Lwj$3HgP1YDnKSvwb8iy@XP+BAO!G~BCCBEUAUkyP4tAF^~w5E2~| zW?OCexD^m`@_KsJiTc#bM9Hq{+@%TvaBz9gcf=C(B)MSE8w5(W7lEeX8M}cLXTug& zj@#oZt)8XWmcqy%5L8i7jXpz@zMUCF3QRw;Q6`(>RacE4YmsLYR`4SMN>-7HQpj(lKZgFlYx1l_T%82J|KWZ7@AADX5!o=>uBz01ZqYV z&ny_Ya8gmQE+9joYh>#;2DSpkW?z_Yj6>_A!Lc{aC<8XaKA=!*!an_!gTn{Q$(n&|^hGfUosh7w zzG;4QIXM5*o5BWVPQJhXA`{)BS{NL&#Vso<135!Kjedh6eFraH!tF~PCXMS$fYTZR zI;i=eU&~M|J%_6b$Gl%|)R8AKjbX_`FO2}uZCRw+66!w7%zci)?G!jgNnX<&C<+g_ zyjheoFSctWF@sy&UGoQ4BHs>IUV}x6#9!}}SR&*(TbXqDvO`hnPoibc%PiewAGo1N zKc99#PDm&yLe2#QcoBg{6RrUw+-RDBtyF~IeiRY8>dPV6l%;i9Eum3v)SPX=>HXQ7 zd*@aqLC>n;v*_L=-oF;;K?qeco>-|o!uI#rKsU=Zva#3vizMQoi`6Gsl&z?l>@dNo zVVTWByK#i=G&nhypvto6DD=HN(m~GJt}@z=)*2n_Fn^w;I0k1Kv`cCjKNxIfM_t zN;j^!*S@8a43B>(7R=V8SZa}EH!FhISG62d=|8MCUJ|fweXqjr{U>ycfW#PZj&GJf zswZKInW8gpmTN1|Yrpa6Jxv!vx{9R2G|y)SYJsGi);+wc;7;TS5S_rMF@{3+VL0}ho$?1rJR8e`r35L67!*E{`D<>BsbH9v?iuTmv7OpAV?71C*o4(%MOUnZ~ zh;pjI&XnthT`n81!xeOuG$0aEa6lDO?7V%n$Cm5?+@ip`7GWkzUmH_^)S(qjX8eCx zWRE~Z!@P0z3a~!*IW!jl937y47Den~8y;Y*-nn*eq>FfQnX;e(AAx^f+g)xk5#afTh>eW;;FrhA1=E#NdjuLFo=P8fGcdg- z8H-%RC|CHJ(~N;+Bd{GaQeD>}?K|G)@2>B7Wn7E2t&Z7IlwZ)bC-uGuykl3TOSJ@9 zhK1D>2uOkxfZG|MiuTzwngh6@ zUOL}ss}|s|t4jncWyU1ump&&!8ILf?G5u+p&!$;!HrZxex-dtEGcrJf!LCu8eT9!E z-p(DOQe`XMi|yk$zO-DT;XLN=FuKxM>-j2PJ>6GLypo~HyiH%}ZD z00b8)WoIcY>U$n>E{@W{au?%N?O$&uqERNl7z4JZQ_n((;<9Hk@s(o{&E>m461@*J|usDdQ3`Ad2j z-`ZWQyG(Knwf(#dIpuX=jaKEZ+~-*L;=8>yeVQ1y5b+7*N>v3l&uexNAF7R z{Pe5&AQ@-l??hro`_5;bv7fhhmc|W`na8&9$2W;b5&@Ce0ccR{b0$6lDJfi+mH-G} zfJ%xCTIG?EkukqaD`DP0Jf-$3OsT3upw^}cwxjwwN{&NBN?KmAJZ;l>+)x?6g=hf{SG8$=S{0e`CqkKbl%TdE+Px+1)d zk6>#T;d>DJRfXnnk;2z3#i~G%>n77zxhZGfkqIQw$4=7P(YXp9px#VO@z45vaO|9e zPOn;HqtuZaf$8k}I-j7)?yU=cw$@3{!otwyw<$gm3M@B88qnC(ueUBICqbV17dusK zUoN~H4Kp{Ie!Dq4cO0)P{kCjg7}NDO%#w)?`ZL3nl+KO z-I|)Svv2$ZG8C4da3rpv0zur6jc(dK-95ujm6EzSqY(j>P)kcIBv{CpgBV1^&W>4L z{){|#{_!^OgEd9$l?&Tv^Bs@WFpe_(s4!XGRCrZeA-|quxv!ZjY_YTK-a@I#+Ie|- z+VxeVds-%(#YIDmESz3`18I#V_Z{7kkExS2-xgX5@Q7bpweoY-Iy*FT1T^p!!|*4V=qr;wR-fhwmcafk*w-`H^7Xp&xer?Njg|qEaas?q zqscVkBmqHk!C3jaJ#X;Q@EPz{Mny{YW`!m;m6cHxGw%AM&z5_x-d}0EyQLaHIzq09AW3)x)Z5RyQMo*hj$ z46KScy!H_d`uE^hbs9h_>)%aK{5N!TlroRd%eH=j`Hgip`M(=owA2G^nPO{*u zUSlVK-GXhK&bE3-+){yBtM|y;-*CFTRO3>MibJFkkXWh`76P<1_v$`J_MHWlx z2yUJKjp2UIedfP=$780Sa^I*<0P(F2DKjLpTcwd}#t01X@4pnRe!TZ3U6qJk7rL|e z3oP%xYy&Q_dK6DiCa-rS=!vq=K(c@mSeXW^T_H9CRW(2dHUbRt2I!{=2?;>}(ER!= zN0kZIatriRj~0xFLM#tK7v30PQ~?xD9WEIo*I(>&=`&i&7eBw5!L6T{&vr(V8v;;K zHWm&u+HcuFi!B2Z?r-{8=4>1HzKJehIShx0$J#r!{8IkZ`Qu+?1E;{TKroi(8J-a( z@>u0>H5e%Fd|`+I!8(jIG&O^daz9}`{=OXD9geylXZpIm`RNjIoBB}zm?U5VG^{8J zcxl%_ZDWCIjxY(I{Axiw+j~)0ET-9vJu(Fn1krDQO-eO%^MCFtMS7)ell&rS3EL<|HmuA1OEpGUma>RK2 z&`!}^lmLU>Ye|ym`7e-PBlFs>WVYY`jhA5*y2HEwe>9x~dtF`Ew)ft#ZQE>Pvr)q~ zb{gBZ-K4SEq_J%`X>8k08a4XX{k+Hb1CllOS`%ZAF|PB<{ClCyW9Q^BRPOqLR75ip z6yyJYX>$e(EuaQ+J+EQFU}pkwq=9nf4)C@=)>}Fb*M6X>wG-DR$8qfoX}Xr9W^)6C zZ1Ws0(!8IlKXa1Chql2eA8{_sY9X5c!%u4?fl_tfTHhH{>G^hbVU#QP<(gmP1BrLE zQo}@EKHYq5ND^td+Q|k%5Z7#7WH=gZI|PfAgbNrbm>>Bsm_JWzW!O z*)_gqV*ILU+psp5|)QRLr&4-yELDCl6^%6GVZ(uF3=EPFX?5t?9`u?qRs0osti~(DHX!p48 zKy6C8RLuF`o!Os-bZx5gzsZr5vXJSKN(iQLL&S}}7j||t5GYi7uF?K8*C^?;)xFuY zD7=q~X<)+g3$PyFhKT?`sdBi0?sTm^XMTx6@Ax}ex761*zt&d<1kvncoLyW;e%!{O zgGP#J{&N{t--m^pTiMK}etMG*+y!@gbR@%<|2R8_&_;(=@U`03;mo&nXp0c~Ki705 zP$PA60O077pfwe%S;SI1eRFITP|KyJCl7xR7GN*bp>YGBuBux*eqh-X^F;nky>{&| z-Ivr)XK9$25&|Ug(Rq!J@3$lF$`zYT5N9Epi>f2<*`HIXG8rW>h|<*5Ct#SfIVa$G z@oJ<1n7yy3Muk(OIG9R=&7mM)kNUV}^&>sx7ibO#8WSfv|K2z4l@uyALOY^uO<%lBs`hmWGsx3TlG-eTU0z@vf0H9Q6OjfRm`Q-LCy-6BQRrre^v# z2&3*i4F|PyeI`U1bg#m-Nku3?^o0}_@aef6Z;=)t~xA8pq56Q)ZIJ@_jewsP#}Qv!=t{P;~@2KUr1km-Dx9i zoMZ;v)rIwn)r!)eX%8lR5?uy2@F!AO;;~DPTfLs^r#go;wEgoKTGP74fK!2&8M!_+DW(@V>hznlL+h^mjh23%uDw0%JHTfMlM|Wq>+*I8YVu+%CX~^rxQhMkoKha-J~^9kunDuxsOsb zMei+ztXkEA%w|oaP9H}MwD24};HrTYM&eB$ZbSG3`m7};1733Wivz}*N!^E@kO-N@ zsFcq|rimPgy!tmF%*6kYXGXWv4+8%)H2r5zWU>;+JLPX=lEj-J0M}=#4G7VmUU@4Z z(|Fj>m}U-P8++5-zbmNC3QM4DRe8ob!epid6ekmmeG)G$3JxuHw@uh-@oCofHmKIb zDN%p?hxsz9Kh&fE<+c35nspoKmlrv6FN|dSx~(;h32mILdB4Hj7WFQ$1ws8YJ+?@4 zU@chJXNmxXF0*G#YEmfWEI)OgMJv(7i(yVe{pq zpV^Vu?FWM@>(doEP4Th39xRwU#Q!}QFf#1ug8wl_AgSAN*!LOAWa`3nGH~J}`^<|U zozHyj_HkLsA}_Uu=X1S|*9OECF@R)Iij$f@Mu0|=2Qn43rh$xdmn23A<0Bso)* zd<6>Q6g;AU_Wc-+bblj2|ENO1hsVUz6>l(H*DFSD6bGI=g#hJi+KN|dMD5V*X}yxa z*V8<+GDmgkmTsM&XA~N8UzWNp_hcJHOR89`w}P|@S{kfhHF=8VfUTTjTQ*5@%87p- z*j3MtY+FU9`~5(msRcjPFKd)0M!TvV@QW~?cEjAkd%8WRdY`XlWjFKoO=D1C6r_*j zObY|X2TT7kgmwpy4tf%%Rs6lWVI>p`>Od?An%*3g-f-tGhhdAq2uujpCeUCIdTXiedBh5p)cJ+6*6$DB?#sysZt<-JbOlk+$Or!KyqClc$e$8~R$d3u zYhQlbgUMUN7d6;t1_Z3|On_eSeohLEwE^)}TlWFo1dMPEB?ls>UJdx61|aL!&=|dw%MB zCr~eIO}qw)!1&CIf3Bzg8wtX9t2>;aVSf*~K4pyt#)d z=A6)$#f#k*unb?EJO!aom9GhEEU$_uLO!u*bX(fKxH!>|HBB9hBa4OVt98k+1;@Yv zt7P)t6|l%{Gt_e6D^!%i;Vu4}!s}O#3BM8%PX1lwO(+g-Lp#uS7|Ep0e_P(G)C6mz zq6u{G>hFH5@~&6tY`9yMK77`7p|M+zC$H z=nCYqf>kpimMa8Pjlwxyjq+EBP`PAOgOCSsVTqy;nUNWMrUl`8f$bI*?%-Z9d=K^3 z+>>gO`cZD|u7VL?l-zng5~g^a=O$lEC$jL1UrE*ZoPHT#8-$(I;?iuI*S{HNWSRMB z+Bcy{|Cdl3a_n=KoY1wI>e_1;FCr8?r9CqLseTB)2Qjec_IF3rjZdKCw^rPJH5 z?O4p8hlrcwmBrFg1#t;M$uAfwWFcTw}p3ARIJd?RO`Q3&X z>+RQKQkqiyzCs`-=mAwA9YI9Pylydt{4r!806LJGR{#wUG{rri`d#g?QR@q4a-+cQ z_w1Y??pP-YJVnS}RTsNZG{6|q%wa?iXp%$9o8n@^4)|Pgs2mg!5Ht7RG`;d4(*hyf zARjG&%9{@fG>o7l^O9Rk4UrywkpH<>;W_GgMKmJu=6q4r9Hz_soX7aCG)e&S`kAtf^MQ`X*ukt~p?7z3K)08zdm)ILf zXraM}dOA~d*m?5(vVFhPNwZq(_>f+D!PBkz-qKnLH(`<@CkHdjUivAaTzU_1W(kCc zHe}ovBis){(O+U5%$tIwNkk_iU>TGp@k`1v%Zy5?v=^py zrv9A*bFmd-i~}DrT(THA`-ebvYh}CwqT&NU)DEdJediP8^u=i+n{1 zpsD!K1u%F-PaSoRKHedr*SJ0CrzjO;7C~mk+?`;?yZUJy*%^3yi3syl%wC5?X;2m5 zmH}W@5?^^7@< zwBK$Xd>vBSuJfv+J+lbejt?oq_KKHeUGA510nd~ThRti~iAJ;T$z7V|nB zeRXw(dNfn_(?XBqN0dSvB*37iRg1{K6VMXO!&DjZ0SAGoV9J!DCkhf|T0B${$xvM9 zd8gsL)-FXWG7l>Z-vIO$GxSfI9A9w;K>xW3SS?iiewSBL8Xkzma$I*^+y>J5fR)I4 zJKlc{$I0bDK0hJ@VcYniop)0!zeClm+uvTuRNsV>T$iNly+wp>vjUj-uT!4W6iC5> zGZx)MIYh+v3F(&_QJ;*#*j*2mR|MPuuHaN}91NoCmGSP5zx+_a7+T4*ap%%QvJ&(M*51z1q@Re?O!&;Uh$O^!c(o{^rI>@b&L32-Lh9 z3*_nx0j?H@oz~aBrNv_P@?zazyqB|mL&G&5r{(X;+lbI|n!f@@#`0do)9XcNI87kM zGAsc}TQLB91>mLp=+I(2^m&uny6xH`U<4Uvw-fvnfHMN*W*H}HZ4*#!+&!=TE5}wk zb0sS?+7nwjonn*O7wgwRKBNHfiN!ddEMsCzFSUJ8?$#CYS)x2SY!I`0J}~i> znx~A7%^5~A_p2eeqsNQ%xx*DE!AJa|(#QTFA*TJgs)8tIuFm;=A zn46i+zFIk`4{T3zjx(C296jh?y=04E{Q5JyQ(yu39a6JxS~c3od7LwcnjRIn$IdtfLS9=F;a8rp1DArzU#8v~E)1%_ zH)&f=E2AF!(MJVI9h2A~yld5JTP&MkZcsJQJPJ;Ir15?WI>oS|Q=98slo+!wRL#xt z3sco3Q#25pl2%3RdAdCWjCZgA3r4JNo6C((5D4)9bKmfU16;C)0me@#00|?JPhl3b zvhq;FoBkNOrt5hcit)`fQjJySA(=J}SMC>y*K#bxq zzpE5#{^%jukw77yGG^p!oV?|g31SZSa2NnAgvCz+&j^|f28N8hP|#aiv`7Xi_i-(x zaoFjO`D>l3I|~Waia)C+Sgii5IEd}n)z5wlP1XlG!ymne^{WJ%-QC=_(rdL@${rjP z727N-Y^2SuyyJcbX2QZaJ!iAwT2pWg>duYz`q^@tlEZ4}EGK8ETPk(a zp=En=C=sEzot+obtuJ>Y5HN0sp+`iK&UvWEw7hItH@t_@KtmztW3ZP zb?vCh(o04f*D&fe0TVP__jO~n@83kK2lk>Y!hGtIz@L?4)G&(Q=*{mrzR!l{ecsUtL+5@t>ah zfx7N+DuXLbG6O4aH+E9feAL>#U7(I?o4$vSaBfrFGTq3H_8Idhv8Z=bnm>*jz+drm z+jZN;`>?jk#OomLnkXwPkCKsvFP;W368U6FqiBn`4&}-$Gs<4~NrBrLtECKINMof; z@qQzTrjM-NjA{vln1Bi~pbPMt1s?hF@KQB4@cx+*IkpbC-W@B$E&jC&(TZ-~?Jz{P z0xV^k;F$%9i;G#`{Fuv?Cwz~X5s86Esda`UA<3&yVDSGSI|}^(2=rg}4@9$r4wb!f zI&uPBTl4a;X@U;RizHu2jkFeO%tw!zKLut>%l`5pW7QD-A`{=;w?EzC-|8(D8x*8E z&5nKSCum0&6}5NCar~@~CM9Jmlgt4x5DmSU-vEJu*%4oR#Xjl6BMo1~6O?YL_=DrJ zUi_M<>N{b4_a+bDKe8#X{TE03|Cb*Sde+2NU+2j|bB<|+`xYjo;&j@Ys_Z{~3dOW$^N203rvjoKgHaTYiarK(J6 zndu5>eae2?2c%1jHb3|Q%wKhjUgnMg~>dlR*j z!+ocwE^zQNr^fiWpHIF~46+J~2(v+r25isi3cUI=ZKn3QGMD?IJ$Ep7G@#00e;3?rj0DcbX(15G8CZh z|Bb`ehYLdxwzJbJ^^I=&!7#c=<&#@J$IwN(@=U-z;3eb>BSs`k=g(ue7I89PUg&Cl z?ILC0{mKoCM#}7U6i+4+2UOla+HVN1jK}cRr(Ur8lGPHju{`U?H>z_yeRJ5Q3T6&S z-ibT?2n8m7!`k^Fd%$eIe5(%YqsbtKT>}Q9;KGy$4I}*0?Ky-GE1I_!pdbA%!DSlD zxyNF7oTYlZnhoJ}3zzr^(%Fc7`NZboa_~PMy@NlE0G8jTKLh~t?|oj!9caLim4=w# z1)hl8rsuy<0O)2Y07~K<7M3=SDbhwMs2>c5f)r)t{nP%kRg9{!G=iKU-@PMe6R*96 z39NI8b*<7A$|y_YBm=o+d1cER3Aa$y*K;Y7@n@w!+(tTmg&V)8(4-u%w(NRS%SE8Z z)Ykt_)lG?ddoy741K#Mn%l}MpeD-T>uf--)2)M!pJ>g1 zHIJcG+Bm|DWH`ssW)i>Ek#_9#)hcBKhI!fds}nffd%fyn9zXLwtM}LKN)X;3 zNi3iiw1DFLXFYeKKikDXDM`a4Au}Dbtp;-am_+kj^Q%n!#kUXZFUBxh!8WdF=>Civ z`2$YXuvKD&!zY_+;@rc;y_@n&AqdC^(;WC3TC{3k6n{hLHOvJMz+X;TU3EaNYh6Pz z;5l`9!PxVtus5WPa?PKE1gJzSA4g*=+4F-|)tQC^rCm93xY=9zfJxsniqEhnVh)t*EDqVfJlyYqbUDGi1I7ozxX4`DHRW3NC%El z;bMm?@|lj=Z@A+=O~At5WL!Y05o7!No*mPHO~8d+f1sFGPGo}k|y(r#8K?VzP^G7hYO z9f9Dq^nwjHoQTbymGgq_DWaQ)m%>JlNigmGS)X{q*?4#x0_qW24K8Vo{-#YSBx%A1 z*dHnwwSLpWcB|;C;|jmNT4lPnPrKN+(SBc>0V5eAfbs%l56v$@An#&O5jCqJ$e}k* z@4}1sVq8kNP>|p`u?|V9dv^w=Vn+7(qWj~qYzuGt7%Q)i?8Z!%MZh4$tmCEAO1!#` z9JOtves(e$s9mz#<3Opsf<}40p1Sq$fAZ^8p9!$SA?$D3MT+VfC=;CN&r18EF~ZVO z%}A$oD+~9vi|&#o2lIvPv(TbSq<}|BFaSFGj@Yc>Mx3io`Rbwe@5J5H=jvadeQKD{ zt^Y5QVBK5n==z??)3~tp0nr0L$8JcZ)QAHaaroxEM3K-!)8jdZ98RJ9#JFSC! z7v3%hJoPlT;jkGOM5IADji1zTumB^gB&_i@rMcpx&fG1?%|e~UPw&F4H2|mD=<#`` zks(#VAgzS+ObBZSFvL<|2QJ9?&l8)aIzlMbo4$^ku9E*IQdZZ_ueaZRF?~-r>lZM2 zR=*g25e&$GP-)fQkKMlyVbiuHoNWs6GICOD0tc|g5OBBL8kRSJyo>_zz|ne$jCwts zz-2i>8#Jc%T91$xd!`b)s$)5CVx&&S`ty=4gx{e^ljF43uSVN~SI`V8_=3BOoSRTsl zik#=8wxgp=eTy%;-MZLzY4OPt>o1U9`$|3Io-}k`hyznmjABI+P7?%=Q3vGDqKi0iTbD`{^F#Ky=eFwYL7DcamKM zmVweNIOFVSw7mcJmMcIa<61V7Q*>ws=rjOe(L8ZKgCU9 zDs^(Altr%?gOob)0~_Yb-}h$sjcb*pC$jfH_lY)j$A3dG#l^)jWyoi!K8s?XK^O}R zTW_(2z=Hx~*GV(ahxodMa7Zve;cTr!wPd$M11 zT)$(ej&+D19Nh;WSrhspY)dyf(wyZQbAt9oDp8?`C7@Q3mpQ4{?yhKn?F-0FA}9w6 zp9XMWF{ct_{#gtUh?3)nf%6 zZoDp6zks%m-TnI74M=Y6z<+PsKF_`E{HsKsCKkmp*?*}td~sH&#oEbuhwH(C&Nwg4 zH)U3K=gYhz;m3qAXs&br>5+GuH$haGon_G~UZmD{0&`~bsgJs>t?_y$9!{ONOx$5u z%@~Riv>RiA+*!ap73J4`4v zxxedmCcF}WvPptrUxWW19>BI>>->tEj0G=3mYl0d5#n&`pbfJ9-oHk3pHkcrzx8AogNuSmJwE`n6sX!=Zj0}xSPgKHpKVkCi3m?>o1MQNN>gi3DYmzGDiY!dGr=|D4@pC>z*8LJSYPRuLxc4Pk_zN3RKL zhOO?_?+xL4pM)i#o2s8hOrvyWOCOFu{)7-0;QD>wt`cf+H9Y>*9DUMX^Ufga7jmcq zZVq1nW?hUalTOz9kR1$8z&hr;Hj)xjI@_cUq&<6UE7EMj?GV$l`prFlarf2o3i=QR zR!?NZZ;3;!6RCKViu75W3p#6~F{~PktAdgtlmc3rLlHcJ*0<2T#TQ-@M z)na8a-3?^D==%uxp2pMZtO_%nK0^F&f^07nYw7Na8FB4;eV(s_ z;V~%Zzk|r<#)J?tB{CS>Pd84vF5GR5wb%sfEU-D%8ZlVp*^PPKa>(UA=I@FEU&q$O zq`c%uD3$;PX;6ec#ck_7EV%3Cy6BP5=P#k^&pke8_)wU>=O_4^q>}a-j1fM9LpLC!7+%E_fwFM%qc~@YoT$O+< zeRQ!t*F=liiJ?ncMOEIJ7zIDvlsrDZzn49NWiUqdH8Cvh_ry&{Ed*{KcWAtrGrXId z0jye!$l^yO;|y>c%Z&c0`Nos1OYV2xACx06mT2NL<}HHIq4!S-Xi)6>jGC2CFokn= zCD>ifRU){e-12JNTTZWLG0G(3T{lUFgl-NNO^;YX=g`I`EfD3AZIevC$w|y%w)~57 zWG|emT;Y&KFsJm7%<~%?=a9VkhTWZq z+hZr=D-nJqoX_SJ&*y}hVsN`a@h^jJH&qRmtvpqDDb(J5K~7|2_=$DK_VA_h070~i z96Qtqy85@MDM@0QVz0#7g486`*P0&WX481|W|*l_Z=g!JrKMxcI*sif776;RT6B73 z%ld78ig*Mc*8h333O*&Gk1nfDK$GdRCh%BOusnhl2`^X~i99s;GvM1v2D#^hN4Ec* zxISF^Yw8N(kG1`JIbd)N_lO58Jy`!(Jhtjk+a#SwodeHRWHm&|2w-x@#rqrMi(g6l zlP)|{LeNts5H}G9sL4T}lK)<7ZCofizPnf=5YU>1mLwT_7F`#za)yb`Pi6I>-ivuf znH=}lL}p5Iu1bR@w0quo)i{u)am|Li=Rbn;A>aGNltDL#Ah{ZlSAQy2MA6V-G*C`N ze}{-6MK(sR=;0S&=iZL+C&LkH=3!$5C?e&FQ_uam`)wc&^Qi^DTA~LM_7=Gx$p8wi z_!{VOd;e#OYOEA%os6>=PgMBqA9QV$Q5t+~X@+0{+Q+g-qP(c0Ll5>zay|Vxh%#7a zo1&=XCHBYR`Wu{Ph1+zCUw}V~4t)pu>n}2Y_@&4|3^H}NfMB`|!+K9#_1-1kTIf@o zizm*Bb6@O3$=mD-*NQlCcxp88;)<&Ag7H4}dLF`A5BmIA+TJnWIm(4M)qLa2;t*ylzh)8P0}!M~{(YIH zO=)zI0pk&e-VX&F4KJFGX1}Fak20(z(AONJ(S9h;Q6ac#&o=z;9&u6FQzNIDKp1np zxp|EOl~1BaKTA|WGI0L$Y-b7=?&EDN)ijmf8U&9%F*ilVwJq=u7+P6xgD8HJf8}tL zHgQ0r!XHH$I`TxXa8f~B6b6_n-yMED^FcEM^Apj#3!(}oCa_3^T1W2JWWuO9ZTHZi zI6~ojzQLzARtpZu;b>)ce`e-8s%d9YV$|eN-u6{2Osu8US%8N)B5g6~l%2YFj)Sn0 z#B^}Xa#D%ruDjqHeDcpyUZR@%WQo0)(7hqPOV1m5is&MJOSgij(^WvCUlnI zgl!TE-+R4~o043}`jTm7hp#(>JRL#ST97FM5dV_(+6St?3w+$jSUG(EC^FlI+X9e- z=*tHnDCfDjTL_e&@$Iz585)(vaR_L5OF=~r=*UpJ+c0NL@mpCRUTWW<>+pT^Z+LNO z{UeJRh(J3Aq`)$j>Qx=Y@d(n+!|Z5$F&B3NXqr%LWHGms1p&>k?FSLd=OAzK=To&adIqMXMbpyd=DAO;LboIOh$>G6h;!&*y{psJx zEyZn-tkj^+Lu9AO0~TkXZR_)?x5(~Bx9xq+cUeRzEXmyy4LG`MLB!T)l|x=9^os!3 z+8YgKg@44_L(o0890IdAyjo+Ly7@dy+h70c9s5$;Qeq24VxB`z?-6^^_L!--Q)v<| zp^Z&D4<_1RiG-=wwm&^CD-lwBE`9QH3vt_Yx>lZy#Yj`b`CNJ*>0j{lXK;B}5rZNh z+E7oA1jw$PUE9C@y8{IP`ACzE4o`X(7AaR(u7ye+ynReKrPA(+<)`^Gq1ZO(^QGN~ zjFMg)xr0x)m?J(CeWTsz&wS5zGH(!?GLsgWc9Z~trVSNqSdd|qTL}}3x5YfUb*hUU zhkSnWh+!ZxVBT&q8yaMpai(2iO%i-(i}UFI>@XqRS^1j_+U7dq`LK!&L1mT%0m+b8 zK}npi?5ka`prwaBwPkXPms8gsDt9RmZ5Wx8oybp4#^?He41wK#L46(kJj3X?JOHMc zn&1`4@8$ZF;8hRQ z)ahNzUZQ+~=E;(HP3?Yl-*#a$(hP|Hm#b5Xn$_@FRqAXR9Ej?-8!^>9>9IE>VV*gE z{#jjFBSzyVLO?e_^_DxE(2wUN&0AV8p};>n=(b{5-(*VZ*T@$_zbT+;Z66%O0lCV8 z8j)RW>~g4qux>Exi}U6pxPAQ@dlp?zivsCqx3J^6jf1zL2~oz1BJXN7f8yQVde(%oiib}^1Wrzb{K|eA+E~T!XGTin4-2EP``fDHoepO{sywb>u$v3wl5QE{C+Gj%y(Wc#qvfgDnH%W@`uoa zl$x`zWb6$2**~}U-?_I3fEwx!PA&1Hi;U@YZ{Y}DEH1*G?l3^Q)&*(F6AW*l$*l=Q zW5?t`5jb=Zw;Q%m;ys?vnhG-cBSn^s3n);tQ(UFO<8tkys|=ax{S9ge<&+^~=+wHu z{LK^#uAp)@iepenT(wJ+eB+XX%&NE$T3j5Vr_=kvxCdlZ@AvsL3L_I!zH&>spw%3G z$5kH^uk!&iCnqO#d^DZ-bP)m<^;^`$Lzgh|7XoUSAh#!b8K$fc^J_)+e53)e3gK+D#D%V-dL^bv<0+Hg4Ij!fQR1DaPE9lH+9@%Q^A#(WO3`OZd? zxS&AV1d~#WJT6JQM6-q;mq-GGgU{a|ok8=Ae1C9tmV}jy4w*WQdo^b$S;=^ZN{>+w<(93Gm_)NBKRoR@4N(cb+nW>q zGPs%e7M#2Wnj5Y-?%OxD;Wd?)V(^0ji5((0eTc*cYnBSe4gSsrgKQ*+t|#_&&bzpA zwyf2_>O~#V3ZBuQ^v^s36`l5CK>_Mobv?@jAD7nq*q6*x`~{&x=8(5NyNi=GEWYA} ziXV)|cV-%8U4BTq)Ti?Z2>nJ@zn-Ijm=eeqLAqcfA&!e^pAG!0}BazZcy)XQ|f(f;^|rbzLP6IQzLVLvUX*Ko=yXy@eaf=#MW1+8*HkIrv*SF-xY zo9oj7-7^Rz#JNrxw7!TR>m~TU*8I}{J*(m_qk4(U>rF3QZLr4Yp{7&1@UKkn+DNuZ zYF0()bZNNuPSCYg?A1zvF_TBBrt@7>#y_N?L$x{>@{rUB6SaK)qkp!$S|D4=$Bp@A z)eso+>x%gL&&~8MppZjCepy)r*6;O!?%f2idK>6srl)-ta}uo123WxZje(8Ylc&b) z7J8FE67M=n=MaHmQPVWHHWe2g87jEWjkE4<{3xPsd~Qt|;~TCKQ1s_#bk!gzDsoOt zIk4Qm!^66)<-uQjnC(*ozctt+V`bbc7rHisU%1(@p%deiOqi)_tW#Hq;bUcVQZmYd zRkofk*;`kMg`SsP>}Ca;Xm}h}6@k}OtlImu8YzCk=lku8EE_P0qJ}mRCpERf)p*g% zgzB!O*BDiCi9UEyU>_RK9?p)%~}*y2HY_tDjFN+a}Gqb%bV`8ytvg4-Qa2ek`4`OyvH%vdxjd8Q9$F zjc4Hx0X3{}u_JUa+Bd`wjsMPtI3N=U%*D5uhMi}hQh=n0Z{C-=F};RD*gnH#oxe~R za+_^xW3!CsJWP=-O;Vuy9FYm5pxD;b<{TcFSt@e>RGfTXURw)GV<0Ms1JUouojUtEjtFkhqi_1oi`~7|kklzBb<&xHL53N^#ZVfkHyiSqk zIPE9xg*VNeU~KHUGE=BY05^9d6!#<=|BvO)%Gf)bwx&kDrp5-3l;6g+PH%3;rrGAe zjZ~rPDELby1o#maX8W^C^c#mTUhjiBByI*4SjW2%U`@Drmm34$4>WZu)J+PDLKtG- z^#lu4B}=QT56_(6va_>E<~%DGri7Aw9?=AKVzesVCN_;XS{n~v@Ji1*mbzKM3-gOy zb*rt1yCsJPaOL9{D*pBn#XojBjKYYsArd{_%$*KO{retEk4hu>5E>f@g{J0Hjbvu> z$W-s>ETb{lhSE!L*(q??tvwZ95tZY39YTNC7TMcnAbLcXuT$x!_#*oYMWkC7WZ2xA zOLy<*4b&nw%uI@LydJWiE6yIK%ntw1ed`Vr`p}^xaRve2GoK~@w_>Y=BDJuh&TW6@ zm9`DKLwiMSkx9I$o8_~!=N{YJ7aA6+T?)|aZ@SgeA3n(MZE`~K^H$-y-!wPP8j%kA zH-@_W70>h*zrR-jLzwt5$`{wDSFTP@_nGcd*Tb6(s`GtdxK`Y?2>Mgs$mZ+wLt#e; zaVC%bfzA8VVJ?TmmMEZrGz4tHYHGV2xNTQL0DrWi5~N9}XxD=6C!9Z+_Nv$B=^Vd` zYq2O>5W}4>NTCD{PP=gh7Zk9MYMjGyA9RSxP;4#@4UA|0+z>X2g~7JR-MW|7$c-?~ zDUypm+(^d!eer6I>Ftk}-rjiX_oYh_ZMpbbN{rS})}uavLAjvL+3L~q;r>gDDL{#b*Zrqa6lz&4`Q)LSjJ=^mxG=`2WJA{|>7EVxy^*l_;S93J(sIxCe0l z`k%TPAo)$Rwkb(=;yj_~z!UMisoNCFwGgVM$IJdDJ*4Sr>b&FCUS($R7Z1_cc8F>M zM|s64BYCswLilH~Y%7r~IvMfg)=0Rq*` zD4tz@)rBl6IT%mtq0QbHBPQ5Uk3W)@D2>7bOgRY_Dzt(Dj2UtBrk_AYW~Pd!W`u^m z=ivTpJ0N;{d7AVeI$N$!NKcRak8oFSJ{jlq+qXYLp$hF&h>ykwr9@9c4M^@dF>bDD zD^{s!(w2Iws_(ix4pU+FZLba##TN{UdvfyukKk(27KDV={%Zi$Ek1qi8A4$F9Pu7| zsy42cP{JFGI4`DXBcT&;if~K7O->?!nuD`;=uU?VqVS$ul0y0V6SF)w1N+|M5bK{PLv8QpD3)ElJLg<+Rjxcpo8+iS#=tB*q#`4H8hu?O8l7F^{7(w15ZA&NI01PdmLST%3B(Pq08fySfR7)DIIfHQQ@?sT=7<=q?V>_w5aMJ6peTOsY-*U}!SwclRce9kIQ zp7p^p@{F;W1cm>eJSBZFUrIwR-9>ag+Bc`Er;K^4b>w0cCGsT6fJ`>Nk_vWC2j4;u z$n=0mK*`g_+HlZKz@g*!ola@*Zf>$|giBQbIKq1eb0_D}Jh)=av!5bsE(XSub8>$x ziA9ud}R6*_}K(dP0xLvcp<6TUGA z${y7Uo4rXUQhBO7sUaCqX{8a}M+r`lz%6@!3#(gVR8&e zm|(XD0)-uT3CFqm2YsFq^AtO7kvB%b#G~)wne5|4(q(OT;QsjO=aJvg7pal-d1e*7 ztaa4c*h>@CglQO&o?o_)d>X9y_!YSE|DuX9HR5K~!Q=e-WCS&BR(k?Nf{0mcg%^Jw zuVn&sN?S&_sr1E7wI|X)Bwz}cf?|x^NO_^^emSKo&IXhOAQ za*Id_f8g;(%?mR9EMRbp^foVyXr*ZwirmC{h$6m*%WFP@^U2{5)dD|S0}j=`+z!;k zP(FR9b79JwtBjwKs!eMcP=`w9p5!4E&U3Hjw03A1jaJvQQ5wNbh&AR z-)`42bUFP*dpx04%N&b^YInD^k`B#b9rfeNYsrSCawT!=8AJc_WuMXTWcz=L6II0Z z02i-0U&>-Wq#r9PgYgSLHm5sI8jx6DFiHT0!Mqw05mH|hZ&A+%1m@{|G*Tmw7Eu!O zG?#Qe8sCjH@|T6(7#0LHu5rg=cY#1&!s@uHd_5GC3+>VI@nMp|v;x-(HJh-9-@i-F z?T~^2ONEI=|5$7-fgI~}p}S;^3}2V$A8-s# z0v6R^9yRF~&=7rWMWgf}f8TifNzGe%uo2%o!Gc#_zJ=fG4QUEHg2QYT|DrvNz3{qd zu}Ne%vM1BGntoIQc*k%rNB#hpB@#K=;k5QF&VYFSD93?}-{~4hV~`~?cP3UGli;{x z7ntOUM6SY#97ND}nC+wOXanX>NBiA<5dL16(}4Wmb~Igif~G88>=9O-bBIonIRP31Cv2##Q-^RQC% zWF%6EVf!b0l8TwJn({bDcuVoMIJ^lyU&TWN5|gmDQ^K>45527N_KM6x229ph!IFm~ z>!>U?W5(=pq%#gld_@~u#^%PZuw6OrdsW{*OgDYIMbPqmoY2hw&1LLyx)@&DSKz|a zSL{w{I{g=R-U&NE8`RE~ddg!I@{heK-Kn<9Hp^f*)`i(nVVxHe&0a(`z|tUC;>umUbjAG&CdcK$^1@>LGuZcKUK-Or{#~%ByC2 z{~zyI)o*R%UL(0ZBEZpWE-CHS4N54^)K z?@)G}!13$i{~&SX;kxr!n}yd8H&nt&$H}0Nl(z9rRMU0XG*3uleld9w40ld*YWWwD z`w6m0;~R@P&w;FxJ#ZfO{-m&JchjZFN(9?8tP^jvSu1^Z7KL_HY4_g^K$f!^#z9dd zBIR4UiN~sC>ugicQ zD2O}Z5E9wu5_IJ~642W?i`a3nZIZsZg}^zh=~qHOlMi8+HgfMscx+KaLWT-YT>nH= zL}%8>+EmpVyipa{OkwD&5rHobuWCvH3Q+Jw0_AnegJ?OjtG0~}eY%BGax^#91I;r^ zWEgMMSkzSPXggem$Yge9=GrxW*( zgX&QTXmXuHk^Ou}ODfA3^nI~E;5JwjHp=#w><5dhmqf?M_2NGL`TVw%7awCIO|~zR zt`xlaWB9*BrxYw!R&K-Ydz{^4`dt#XHld-DCF)Gf#!ciNLV?3`$HRB)_I{>aQiZw3 zchhpw-hGpGgVVbn#INy)&cAXDok(L33tEEjkD?galAlE3~ZV-QSAp$m`&Sn6K?2 z9tAU%PR%oH1m3UyKwKRi;*qN{c=hJ=Zrg|`5??QU=oztI>RP*TGK6sbLzB{QqUDXA zh#K=UA@b~dNAkRWI91h89?a7!RS1n@=D`5n8VZKU)ph8~xd)>y$qf#jFDcXB_=!u6 zVShlLTqoLc-B7^TvR&OymGg)y(mfavk&z{vD}qMI{D(DBY!xBRZKaUzoqYvu1~&9&QhAJMQT! z)AVRv4NYxIq;-Qe81$(!ZVLCj0a zf(yo>bJR-ZxiGs0Wz`XE#~!$CPB2XH1uRrurkm^h+!`vH{LX40tbYJh4U$E(lv)0TL++S*CoU9V`5}-poQUiwvl6`Gl&Nr)aIXqL-eM-q;+5NJXhp zo?|naAmqQQAszKf>|;4>>g!&lidlC3-~BdLGb2#J-nH1_*`N)CH}Ah&cgYr(JiE32 zFZc!GDwHUVpds+K1??Bg+k=UvL?2QnYSIt;<2lEgha(9*6gmqLI-0mczcaGG_o9-F z$>G62jcS7~9{oyeq&wCx@DE4|1Va(5!Y$lTadaYgYY(G2Xh)cQN6iMxejYyp(W<^J zN&E-5|JT`9MpfB$?QXieTe=(R25FFz?oR1Wr5hxb4h0nHZfT@NC8RegT@n&!?dN&F zanAeW{P`RM1%x}+nrqH$)-_uoRSoYWP4DV*cig8~&+NB;g~!w~#Ai7Cl0o(Nf-qtq z!p(4t;TpZ7#<;|z8>^55`AwS2*RF7#vqEDt&0wr5Y81mo-o^3Wb!;_@`;-o0NOoy( zU64JarDoyxUE1yl8wq z1A`R8zmy7w6v#ekPxU2#)00+9!i&LCJH1O1>_A>PW4d!vjrsobbIV=Te#>k<3gmOu zO>o2I)9XF~MD%&#J<$N-9`AsYPlc2Xwre>PyaT~mj2}29v(ho1(o(<^o1!PDj|3S8 z6EYfD>vGK3Z-`)GKHf6FgU0CgnI8VFrg(*&j-_m**kMgj3t8cJ6JAu;(_lbMG8#~o z9QU3bE;5$k4Chs0QFOQ+eGdItc3f<6z@nQEGJcjHePb+)6qm$L)1Ao(J~)J(&9CTt z5GSNdZMj%u^uoo9GK@xYhVUT^KkuSxA(i}+&q`yJbEZFYew8XzRCAZOf4ma!RlTZ# z@dVO%R^>XXR<63V*v=7tClZ9ty)y8sw;5uDyPzO$W7bReiwut2;m@)jjW?cu_hf!*}UyFQ`o8q?y3*A_aQ}D6*QKm8LAkz<#>^aQAptK z&$z=z*;lR7WzInKr9K0zm48c4Kir<(5`*3E)Az6EyS6x54V+QV#!L|R0mz-Aai+r! z{HsHv@fN{oilGE}8$TAwUmj`LT9aQ_=iap|$nC~-4`*Gt-zP_xe{8|#p&vXws1y5Z z5be8-O^Q72OmAP=67ZI7n$>cv%;F_Q*A`(oHk=>E^-8q@4e#R{8>YO5AYZenuTat| z?--p0w+WfgoJc#4*saZ<1-j!HvCiTACy6La#Mf`{KRu-iF{BevT-m(+Y!gW#g~WcR z7F~tpWVIgIVEMRRGnG3?96rEl;A?cd;kQ$bCvILlPuu_d14faJ%P!`({(19FI`~vL z_s7@hbF1V{lvGR}W92!G+H5vCLQiQ_-osZaI~gER(u9hYlXir;_6Ep>AkGrwxvzMe zau~k@$pz9vSE*N(nIXX+-cxxT^oGm4OojuNgHD1m_{(CxKL*J_Gem_Je^pv`itXM% z)(v?<#&*W|=%KOQ0vw@ofmg{;iJ zwd8rL`{u{grtu@P8Klzf_v#*Myc97=8qCf|%9;8)#p3LBuNOD|+ye zumc|@La$?y2<3$B{t5!YNPFfj{HH>lVb>+KB7-l7bAuSM&axDQ1Qd=ru9oDJRMuZW z0)ueNbuU1~Tv1LgckQA6PAy|Aru-pvJ!Kfo59-@P(dHJO42yKtK2P_RztbjiRr|?Bd+jkRlodC%4k$DOkbR*JLz}8^L5dJIe7@0`lBI2 z@ar%4?^$sHp#5Cl2Q%|`gc5O1&z#L%0A>?BHpT{#>1)+ks_pK1yCWRaT(a!l7I^oX zDU8^fgD)$gZ$tU*R}FKi?G3$-AZuY%{qBzXBV^2n@=5Zw9oO$j7<^VzcllgQuL)3i zH05_7$mc|a(Z=KX`lRdjECc1Uju{4lK4iLVBAcF~1T5r}cey$&pk=nIA)hif(c2p#~hi(XL&l8K2Oh?os=hpAgI|;%hrSyQn&H9*(ADxyP zUGOs5J-k>$7@R-yTwN_qqB-AO6Ncljx^y>1NSUycqwqvhNk2&u?J$vq;>JI$(;y&< z{`R+XH>XFw)VQ3db~X(v+xAyzU*RK*NQ+u{-9G`UQMOWDKtz?^giXcoHF_`UGpADK z7%U-%km%Fj%NvfQQ?wR4?jNH@wCtgwwi-Vl5)00dQ-VR_cj=cuQkI}eoZ>sK*H}lb zK?m2b_`Ri`WIin$qk6X$Estj$V%_}m)3Bi1mruVCtq$;b=56mwb;`Pg? zWo$Sz@XO!vNmpTRtWrLr$w$$6s~;ZYGePJ~%;*J3JaQ|qzjIAlV1T?w*66j{U!Kl| zzykIO1}wh^>NPX=mh=h>_&Mc)aeN=7uR7DU9Nw4WuL9mQ-NqoHe|hT9Z&Tp>$kyf0 z9ArG)vT*beFG%2#R-RZ|%p(Igay`#2OFpKW?Pf@rguo)=w>lt)*=3X8O7Q$3yI=$3 zGh4U4+|6HXQ@(DgdhMpx;0@^+0qWN|PF<1o-G#S^c9+IdDk{TND~vomR1Qo=wX1qq z*2s{&TJjmynKk^d@P5yq3If;WJ3Jb}62(O$E8>Q^al{fcEUhV2IBw~V5N1q_wOWp| z9a8lCuvVjBi8a9ubx8Zw=@eDXHJ{#q)d7!|{4Lk9f;-)bY9xD<$;)3GgYcx!mGJ!a^QBPvr^c|H9E`sj_0}md#C)Lh_~76(SXTr` zrxi&WmUnOUHByl-hO2CA!wPtA3S0I(QVB)6ZkVx2m7JB(}=DL}GwdtO?U*Tf+UBU=9 zLBs44g|pEltSTsYQ7e);x4d{c0qG=ff+}?(7m25!+dm5NiTMRAuOb4yMfstpxDk(7 zkB=&3>3vKASESRiiWQYziFo=%0G`#l26I?UPm-mzR%)g_(@-J*Sl**={!Kw^pmyjq z=nF{RVI<=fM(&f;Vvvgohf=o1TFV1H%~WzVzv3|0&*F#pdOK*xsHoR#BHjIyWvNAh z6*h&&yIATVP6?AQC66n5QTf}F4)o+87oRxuyX(4rmS1vFITsH{pluN9Xk5?EF%FFG zwd$;zu<<+W4t!_h<$|tbKg=s5CP+m?dHa42n1op;Jtd1chZEVOh+Q^&wUguS!1eI- zha;hZ=OE7r+0f2c7Px%wO_AuVRr43oV36(5NZ)}2$so6$2|qj*XZ~(~e3CNW&>X*T zT@?veKF8Z!p(P+<}bcOLf-%KwQ6j z*x(tXonpXm(*Gs+3(LS_7TPYY+dxe-X0p#&L^5CSycU~7-R5~|8x50lnD4!Wl2!tN z;IMmiYD*3GyxGWIs<2Dnj7JQ{qrBH6AWjM`kl%1 zulY-|NjAO= zEeKnB89yaIOnb}hHSjJ@-!My6&<;&c$*pWOGMf`2eDB5m>#t&@XMf9XGgoNfb}?$O z2`qmHFPta9lf!S{=evH7o9wclJF1UENPAZnzo<#n&y$CfWRT}ezF(5D!KC~tat8Oo zCt!qn%OH z&a^8}k?cwLjJ97prLboBGg%_80sh+4!mo-ED#+tDbEZImRJ4?@JupoH>R6AZtYqlnUaNL7Qe8ZXHTF~D zSHlfiEgxfbS6pj)N%EtF?MVs_CV0Meh`N~-d|7*LFZPiK1?9PbR|-yTjbu-!Q1Xwa z67SUTXTtEe+z#9pQgN5Kf*LP7$`GIToa^Y0;a1{=4>rWtLVL+{vxis3`y!(r-wlig z$)#!ZVZu=)DRf?MB(QLC`MO$@B4hR!wY8B2T^%9y^Nfs*oxf4#fI7s!pwpmvF7#X` zNxAjqaFrt$b9|9SPONccvf=X9iq-FwxsJ%H9$cQ14IGF~;>90zuB(F7uKH+QRPm|8 zGNP8~vfcNF?C*=Tzt%bE;jzW|2f8cxM1K1lUkz;(Q#PFFW z8$Mu{GGpD{p}yJ6l#wVU$d9apkYgez(nu9F9G0d?_JM`>n3A}%098~<8X7~e+$U%? zB^J%cp8cTS&)KpBpUKubsf%ZKtc5U}+@USmi|u7Tf)v=Tn9DW5nu~|>S>(F4l=P~s zdurkFGwUieM>=)vZ7dF2*R-c3GW+ul6t8OM!*%x}&5Nx0---6BNu@0NMkCHcv*40`a&^c75bv>bHrnW=PGBXHMTOE2a5Z zC3=O^Qlks%XT}KJW3re ztwuKa*7@q>iNnJ1KRw6}GZnt{yVp>j`9dn4gGm8Ba@W@JnRZ+vHvBYk7~;m`fbbGQ zmo2KydJMy>Z*j8r*s^?7VuF4etdMtATiYwM2#dlQgWd7e zfZsbLE4QcTeUpwiO<0(Y7fJ>^`}B3m`-%H1A;ISU0rV!zhK~JT-@jw$)A5Y8F1TC< zN)_~Yi5rP=XpX@LRR`00ya)j-6sAiHaEY` zi~kK)4&%DZ_^kD)_)F2@AHBgyg7BK22hoSS9VzR@M#t+h^M?)cl@~08T&FuW(@$b- ztD2hyE#Ocgdd~h7#2r(X`bQ5?J^Da)%5^K>GppYsdzopG(DFg+4K$epY<8UrkYYwO zjfCo7j%nZ%hWm=WGPQ#8xk!sX>@nuJJ(-G_czNZp#6f(u3X1Zi!&lxa*Zx9_9SJ${ zIl_zJj|en#%a>>1W-XP_o!(Q1wN zQT@J-G|mb6g)z^Molir;6`Mf$LpU7n*gMvn`IVmeZ;vm*go9go6IKh~Ms(0#5y!u0Q0|q1To+c6J-> z`_=uR*sny_>ewCe3H!yEuMSsLYCpQj12g`21N2uM3?9{O{6*MfIaLaB3Cd-Zbu+0v znDlKNo@59e5*J$<_RlW3sYdeO;HoKA_k}9BEWX%zT9wF>7K=dIEAlP4Dzpgy^vxd> zx2^a_pw{jOf^6 z&MOI>WAN9$#*Cn}GLqp@I#U0z%{N&oEtKmtL=9K<-QH95MxR@f9HRplO#0=IOxe7( zH(E!MhRVWv$06N}w21dXdI{;4MGBTZAM+XRUDI14 zT9nAdV)dv$&>*wz&)E32_87|v+w!N0^kRFK{zdQgeSWnDkb~iwO&V9lImt(CHwNSNTM=8BpKUb9y-G> zV;)UI90;&35J(k+H^DE2I`Krd@u61)>eW5jQ|!a^__D1h2$Wu9c#FqFW@LeR!t~VJ z;Zz&1lhl}&(d4<(WrqAoh{krX6s^mN3`f}xBo^2BpPMVNxp_g-eb{<9i(l2cm<9Or z5q}O^%MxQ`fAV<&9~*AOVr$|>?PBa|@>3V9d116CU)jHCS`qsOUCdAHe6ecq+OW~y zh=@Fc*I>vvNo*l;!dR=IdyGaTi(bD#jR-7P5uNk>SC(ZN9~=up7&#Q zL#33V!ml8GS!0aZIQ`QPd(^*t@MXELgI+A0FM0+sKyMhKrp45<%JF7VADX9;AGhiC zuD-n@^FO^JFu4Q)%vyuPRMlX+qb@sPRN7P&@^cpWX_0V3bVj3rmt*r2T4<=!t8m5d zXXl+ftK`^7rWzF6cl4>G9!_w7Zme6CF~!w1QSRc_8k9?h=t@DtjRuTx21G$zw5=?uEKb{BHgRXDFRv zy0!aF!Delx9Ov&dpAGTwaz0oQeN<-6ID&JfvL>Xb)Ib2uHPx>55EO!_fmcDCI;Y#+ zCB6K+ZZ()k?u+9eLnWtHxy20K|E`4&h3890R!O%^a`{dSfBP8q`F)5yB^fD?<}GbW zq<2(~Et~SEfqea};*TRC+&6u5bNO34<7RPvxv@A|-3y}zqAipNLFLyPly;t8n6R$` zBrx$r3XQfxqx%Aqtg)J36og>05UNsC`N0<0FqAl{% zF}!09WZCwCMO&FOyGwk&aW#(PD2)c9r~pUP;lD?uio|wuT=vuSrYSwH^IMCd&}V}c zV#^!n{OCE_L%4t>#JW_wt^plD%^~ui-I1s30=n zn~c+@9Zn)4-cZwFUb+8`3-N&4jqH+|hm7U%$bA1wL<}+kOCB%CL;)~hYfr(|9#k5Idu7zDyhXlRC?z&tX*Xm!g!bKO={%!kE!_QME z%hexMdd^c+-cQHy;c*BS!T(u7l*9iLG7K-+RF89EWZO$DO$H^4&o<2xh(OkVJ~?cl zSApB5KueCfAW{Z%VXn9H(JoEE8y4~I)tD}yXi3$wnVfX*`dzaBok|>u7LJp zNo|Fc-*_QfgYCo1Q6PLts)OHg6(w7Yhy#wz6BNI@aPciih;+IH;>rv7_I}5tGbY1% zd}#Y#A6&(t{M1c<5Olv#0}euHiHbn)ZD#(!x}w*&M$-Su07|)|v6GE7{rrBL7iF6G z5&oo_UDab#mmm4+QX(Zowpcz}Gv=T~p2i6-QAXn-5FavasbBJQJLKp^QB9e%Sy47- zyyr3%e~>NGMOLBoi!yxm5Cyqb+EzqxwCzP)JmoSIz&fi=Uw}5z825xW>L|2bMxJ!S)!^O zC%aZeA3??e4)S<&R52_`>s+9{es5$`<|IPr3beVw>eDc83ydfGEmE>WWZwozU^P$} z3V+UX5^H8zPL`;kMVixYt^Nw1%hY+IWaF?KuVQ6%RYXFYFP?Qt2oz+um}&P}?a^qnyM|%M!C|OYHtPe}jinF6T zxMug83|Xtc3-zrnGxVg=?o`+xzd8+fGE*E@t`ijIIuNitJqtv50LQzE_Ou9|2icMo znIvT&r&Q~h6%tUI_z)U*IjPpS^#eiV*M}tU@g{y_m%KxT2(f|093Rbbz7cBpEGNS} z{%Wb)ErwDSp`>&>T}wg1!;b`*YE+mmV+@a?e3%i2rBu%7IOlW<3##=u{FM9R)jUF2 zQJuH2&8SKnk4Izm5m8Wakwdb`qqQcz+xo!9ap?JT4I>-8YfOKPuCDlV^9YS7qPfIy zmA%0P{W4k$9Jru}&u<4VW}8R|i>#FNMxyYIYZnkGXDy7e@A1ODL5EcF0D)){{FSK~ zJbGJV;1M(GcQl5fw?+#w=Pikrsc(N5a4Sfs4&HXyM^h81EPqK+MMf1Obc%)*9vYHF)0naB4Q5pNG?nw>w9I*>B;ZjMM0AFwHN4_^IGJ zPL@lqcB~Vbj=C!9nlCDHQv%c}?sMHSKH z&tb%BH2BkPUf<}rN#&j?#Gg$6qo`QY!a>)5zayLp$e1-BN+e+@i1f8_v{{jcN_u1e z=nqnC@W->Yd%>kfOcA|fuh7Br=H~u|?X|}vnOfy8RE!sM>QQ?dq9ZkgxPZJ4NDa7}2lpu-7%Yf)p{?C(>f>bHNgTE<~=!9Mw zLuCkavZdaNNtF4%krppQBkw(UJ8%OfPzfYlY_8$in1GAVr`zEMtOp(|cWk8?s zKcA}zMW9Rnd$Ej{3M~ZTz8zH0rS1iWlBp8DebZj@hb9U89vCzxJp1=5_`L1;kl=@# zozv}Hw~gW$>OQH5Q=Iuj-zE2cES}tn87}hwTv&cr4}RK35W1CZKIGc69F0c61cn1a zo{OI%f^M|a(_tFL4*&nW2VSu;TCYUVpQ6v7v0l7*QSFKx0T&e&HQ(;zOsJ~xpF4{X z&TvUHRDS-91i9FqiD-~uXCG_g#wCoO-gjs-8M=|0DY{Gu!|zItGn0C9y05fP^5`8S zs*v!K5h5lk3W2a?#y6OL)+?>7WGxc6g|%i$?$*ay@;LNo`Ef{tpJoW8BIpX0-k3}K z$^Ed0?UN|5tfK8KKn^)^zvg+XHtmEE)JhtS)^75jr%o#~Mw8x|b_)rSunz)%)i*Sh zYBBt0F=J;xBU;GFz`c3%rZ(W*ZmxNI+wNeo34@4;NQ;B)KWntPtLFuI!A7(_ksI^k zlO8P?xzrVS*=L<15e;}j!KfL=#lg~lcM=5MR6uh%SV`nhKjMkl^`yHXA+a|L!#k(f?M6c!p|!9s1wymGc6@$jHjt z7@}|+sIwj}G36K)5ER_N3A;uB1Jhyv39E_Ej~5k{l^%zW4}Xt&?I$T=6t=LiCzxc{ zE3#t4xBd!+TKdHcqOV`Sy6@!sZGfR_Y1PpT*ff%f_4RyJ<~=J-t{^6uBjiR62CZqC znkIqqKpx3)*?<3nnLL)a7keNYJd{Yrf3o`cFxPYphTIr*`tyDr8{@SbCl$ZhOs`#V z$%C%?L$UJ09&TW92QY3X3Cv)6){b6c@L3NwCMQSOgAP0Z5Adh&uAwQ__ou-)=Kdh0 zP$*T{z)5&{nyJWu_Yn$a2S%%MwISNt+E!Fo51Bulk$C(1w*OIe)DLb_Pm`?(b3tWlMaIuc(;{Cu3>W^*KM^L$E* zxx??6Y0f-M;w_&oI`3Px8LoE>#2g0Fc9VI^%`cZ#u&G4lsr}dBw6(Qmv8lzu#CT!p z_=JQ}KwUWc3ISzgvB_E4(vtS(sN>jVnA^BHQ4NfwcUf-F1XB$oOoC4bZH|`Ow5rm0 z>>A#VzvYhs^t0)J95n`4b_9frMn=-;M?s+IpGyIrRCU;;!M}&1T+~O$pch9G9Rp)@ zzothcnOZ`nAnYMPTT@fI*=<#0+>Rgi#DQcR|#y;=$4CX);nuKe^V zVL#{^kPD{+5=K5i!Z_Eg`CUtppr&Xq#l&O6iAJi zt?S78k>Dr67H=jAt+=~7J2}xYGBVnLSzTHjZv~PmMP$#;&z05H zlbmyxUoxjNsndabF|-|b{~dXsZT3~fZuAY~CU|z{NL+1WV^wr?^br#C;Pu6@-D%o4 zg@w<-x>3JXQQ8FRk9p3-3ri7FZP*YE1UTA&gIJ>-M8$DsH=qxThrWCs8}esh!jxw- z$kJTeOuTyvdkUM~>Eg1wx|yb9n#XGtR&H)TA3-n@l9pY++WWA@fWzkQ`V{uFX_b*U zb`$TOQ3q_|&8>2BaxzFs6$W3-D0&3oI6FI!g2`6Oj*hHv1zpL@y|A8z1aIM?b^bV= z6gy^^Gxeilz6VW7s`2shv7OgsuIavwhaI%C_wS={H#*eQzHw=Z7t8hX!k8ncfBuaA_>pZ+Fyc#iU!N?H z(5LZ?>CrO|0}0&Su^Ss!bAr*9y*!w(W+@$={z?i+BKcEv(8h*9iwOSqa`k$XogH&< zaFFxy5lF)6Ph+=r5W3rPsi~}#0fI+}eue)FJYHWKy`uZ}_}kXj9#|X_2!Z>06p3eZ z&&4-Yn05fkNKIYc$czlaxo)jeh2o|rB5(qS0JEgW<_Mk!6%jg;LLw<1zmFOqyWS}b zONI`o^xHM8e{NZMt@2)0Mn=YDr5{jqBB{K`Kkj*yjK-oES|EwPz5Ys%@Bax37@Sky zt7dyPkJ|8oO>Jy$R&j!9i1i`kdq_C$YapxZB?(-z;EC zo0F)-h$)0#f`I6oGQmOp4tcz2Q1nvL+)NCa1~Vup|5R0R%ykv2r z2KSJ)@0B_p9$`2%l9&(&H@D%wC=9I^FQUe{Ixq`E{*Z+aR6x6~Rxm&W8K^3n!NEcQ zjX36$i`nO};hY|ZJwV^Vl-cfVdCG9N=J#QJ>a<>CDhvz^Eltg}+g~8A3N-HEbg^7o zRu)sG>FE!_Cj*h|}=LE=_B^aC5x?kN<3sR1e6*Rg3ylY+L52wLpzttqr z*9c7syQ7CF{j=FKHd6%>{(lziPv@;u(05ya zgCI4XXYuAfo8@s)qJRtl9hd@UvyjUdiKM*n5KR-4L-4dx&II?A+iTr680u2J3(=*^Fu z!hqFsU$D)#+?mXOvzTE}ZO$PF>QWc>y0GJTCJ*loEjgNBhIf z|GXxLrn&hs`p!A%9Jd5Vt2#t`k;vRtrx6e*qx?BuO#uMl=a21wI3fbh7yx3>)X^ch zy5eDGMhOTA;5tQtL?C0quc02|A73We0-#R|)PHJ5MkMG??`VE1BxF5TZCX)L5obaU`X4r4lq5+FT|I3yRCRc>y8(JS9A6~6T z029|?OuWD_@7$t5T9$n&VCk;Xk`j2JBcTHYAn!$Rc6OFpP(V#`)lyM`8rVfG=6kT_ zvfAQCbNlBoAwC`*NWs`sT}5zkiQ(uIVBM+u2Xy*17IMQ`X4dz4*ZaHa8K-HR+Ij<61#Lq^ zWf+M{+>VW4E`YR!fc!X?kccP^aJXlFpPTb~0IQfD^7l_#NeSH%OB>}+k znvzfiTR8$wj<5$r$aPU3sE^Sy<@6Dt2uF{WJ4{cT3j(&u=1xI>D={l8EA9SVjo;t_ zxrnEY+5lYRg3IQ|Pt|k))Y7kpJxYiKU-JY21vvtPDX`_Zx^f3&g!8T#2`|&$C^D?i zd4Mm=fDi;f-d|B4CjW3^jJ$sNAK+40UKqMak8L5oEEjq|Ss|*wx7)5HxIMc^O^(Y6h5ljYwdLA+X zD#Ca$Zue%TjZEe4xqCC7Cz6gyC7Pj@E0`2~@&zSNd~tDc1Sot}U;<@eA6XoRvVfJE zBgwyKgT3K%{>gC$W;wS0 zp%U?oIV(FmJq)ldbOtmyhl#Js(VpV|V`ksf?gLR(_VB24=zvzmWcUv1{~}}sJd>y1 zI8nd-05Yt1n4#kX2V7fAO9qr1XuNy(PS`QHiB)@%5uGGD6%|pW;2=%Ve41}<|S2obXqs*IoYVQ{a-F&Ff9 z2AtOh-*_IZbWu!+pJReas!@RFn-l^J>`NHyIc#8qiVAu`=&j>;t`H7Q=rt`sH76}S z_gFBmqRx9y8x(7y0Oi(8@LU`YAe3J(J0_rcFzx_g&6AgwOsWj(;DHSUqh=FAd+ zgpy@uW`cKUU5}=4-xxpxdV#RAveKZ#mlHN{7HBMeGZ@>tso!!G26rbeta)D}Pxuvc zfj>O#y6iQb@X?khC;d3kT(|Bo-`=ajX4V4Oiw+RDypt0fSKH>BSW{>8sBc~W#9Ia! z0QmL?0TYiwB7KX&cp^wRI0jFiJ_Rm(RWB%dG1-F=1>n&uKp-kADm;$g7^=WH8rUrN zW|xK6#d0z21G)ezHX3mPVkxAlzXuIdvhTGmm)m`mR8-(0YB@Y`{PvRrUo+WH!Nhdv zr<(3Q5WtD-xj%G+G5sY5@xWFx^n3CItuW3OMnFFefn`Z#aiEe|Hl|24F+zQ zZs52J`($KhT7snpvFqOeEeygu?I!2B4ZxQJbKtq!cj>;Izg(zC0$Rg6P6`498WaH_ zhd$icH#RjDfB1k5whBzE^?5(D=S?aV+PQxWB(=D?`Df`Jh;)G0^~?+dKJ)dC)MFg5 zJ$SHMk7O#bXkZxoqaBO^%o!*Y;$70^o$$03%@r z-aU0b`L+7+(>BUF{mq-#V7L8Uq(W{5AiWL(eGUR8#l>)fxmccUOPNEgxAR*)pfm^^ zSXO`P-t{Ozt04phSYrrOVw?hU5GeQ<&i7l119e5x2WK#yqB%`#fgXjQ4vWoz4FE6$ zR$+Iq!$JtFgG{E8!tPzK3p!bonezbucfB4%qxs?m5~TI)EBk4=)IC~wKc6rN?SN7Q zl8K242UpiiVYg?`kR%`Pye1`cC!)cfAi!+^o=U~XkFNn-2EidyM-V(v)C8!CW^Zo~ zKr`X;yM=`X|GU%SI_EhqAZ1p+zgPMLPaO^d;(`MJCBbAfPdtDxQa>GN$5t38CRoly z1$vkV4-4afI}ZZU)za6GfvqWKe`~ZN8f`1AUSgQaPns(mx?o@U3@DWCsY0Ay+Fi5I z8(ZLU6@i@s@8!RhsjmstTw|kvh7vL4dcrL<0(PunPC7BC5#oF8y?41SfVl&L9g_l{ z1$LB$gZ^*?UjB{(F{yR%gj{2#CS2fFORuEv)^SqDwqSuJ;JlpPollhll@I36Pdf;( zu(9<43=MOrKrt-zWW66&U&`zA`#Y+cD^MHD7O1ogi%~^jYj{^c+^X|tJ6AaHf(77c zub?@NV+p{;?sA6^q}QowqbBU09ZYBl`Tp}K zornn8j~_o;0s65NAosYt_JDcm{+nrvJYee}$y7^FHBnkmOtP~g1rFc zG;u%^5dtSqAuv!B1Y43TGrzA{{iMT_n-g( literal 0 HcmV?d00001 diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/training_results.csv b/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/training_results.csv new file mode 100644 index 0000000..f05699c --- /dev/null +++ b/projects/codes/A2C/outputs/CartPole-v0/20220829-143327/results/training_results.csv @@ -0,0 +1,1601 @@ +episodes,rewards,steps +0,16.0,16 +1,14.0,14 +2,18.0,18 +3,31.0,31 +4,23.0,23 +5,43.0,43 +6,14.0,14 +7,20.0,20 +8,24.0,24 +9,14.0,14 +10,12.0,12 +11,16.0,16 +12,17.0,17 +13,13.0,13 +14,78.0,78 +15,36.0,36 +16,9.0,9 +17,19.0,19 +18,18.0,18 +19,20.0,20 +20,33.0,33 +21,37.0,37 +22,15.0,15 +23,24.0,24 +24,32.0,32 +25,19.0,19 +26,65.0,65 +27,13.0,13 +28,26.0,26 +29,27.0,27 +30,15.0,15 +31,10.0,10 +32,16.0,16 +33,30.0,30 +34,42.0,42 +35,30.0,30 +36,35.0,35 +37,21.0,21 +38,36.0,36 +39,18.0,18 +40,81.0,81 +41,12.0,12 +42,21.0,21 +43,32.0,32 +44,39.0,39 +45,10.0,10 +46,13.0,13 +47,35.0,35 +48,22.0,22 +49,20.0,20 +50,67.0,67 +51,28.0,28 +52,13.0,13 +53,14.0,14 +54,13.0,13 +55,26.0,26 +56,12.0,12 +57,17.0,17 +58,41.0,41 +59,14.0,14 +60,68.0,68 +61,12.0,12 +62,20.0,20 +63,19.0,19 +64,31.0,31 +65,31.0,31 +66,34.0,34 +67,24.0,24 +68,31.0,31 +69,37.0,37 +70,49.0,49 +71,15.0,15 +72,97.0,97 +73,18.0,18 +74,20.0,20 +75,31.0,31 +76,68.0,68 +77,21.0,21 +78,19.0,19 +79,19.0,19 +80,19.0,19 +81,14.0,14 +82,17.0,17 +83,35.0,35 +84,25.0,25 +85,59.0,59 +86,29.0,29 +87,35.0,35 +88,73.0,73 +89,26.0,26 +90,81.0,81 +91,20.0,20 +92,78.0,78 +93,26.0,26 +94,43.0,43 +95,25.0,25 +96,24.0,24 +97,14.0,14 +98,27.0,27 +99,16.0,16 +100,68.0,68 +101,57.0,57 +102,31.0,31 +103,46.0,46 +104,17.0,17 +105,16.0,16 +106,21.0,21 +107,25.0,25 +108,13.0,13 +109,50.0,50 +110,12.0,12 +111,34.0,34 +112,16.0,16 +113,34.0,34 +114,19.0,19 +115,38.0,38 +116,20.0,20 +117,42.0,42 +118,28.0,28 +119,53.0,53 +120,43.0,43 +121,37.0,37 +122,13.0,13 +123,29.0,29 +124,17.0,17 +125,23.0,23 +126,22.0,22 +127,21.0,21 +128,62.0,62 +129,52.0,52 +130,32.0,32 +131,37.0,37 +132,38.0,38 +133,28.0,28 +134,33.0,33 +135,33.0,33 +136,35.0,35 +137,43.0,43 +138,41.0,41 +139,18.0,18 +140,30.0,30 +141,48.0,48 +142,50.0,50 +143,34.0,34 +144,86.0,86 +145,21.0,21 +146,29.0,29 +147,29.0,29 +148,24.0,24 +149,88.0,88 +150,28.0,28 +151,19.0,19 +152,35.0,35 +153,24.0,24 +154,11.0,11 +155,49.0,49 +156,30.0,30 +157,44.0,44 +158,26.0,26 +159,19.0,19 +160,12.0,12 +161,65.0,65 +162,18.0,18 +163,11.0,11 +164,38.0,38 +165,28.0,28 +166,17.0,17 +167,51.0,51 +168,18.0,18 +169,39.0,39 +170,22.0,22 +171,26.0,26 +172,33.0,33 +173,35.0,35 +174,60.0,60 +175,12.0,12 +176,19.0,19 +177,62.0,62 +178,79.0,79 +179,36.0,36 +180,31.0,31 +181,23.0,23 +182,23.0,23 +183,40.0,40 +184,19.0,19 +185,18.0,18 +186,18.0,18 +187,23.0,23 +188,43.0,43 +189,45.0,45 +190,28.0,28 +191,61.0,61 +192,50.0,50 +193,40.0,40 +194,9.0,9 +195,56.0,56 +196,43.0,43 +197,43.0,43 +198,18.0,18 +199,43.0,43 +200,26.0,26 +201,44.0,44 +202,35.0,35 +203,25.0,25 +204,31.0,31 +205,26.0,26 +206,40.0,40 +207,36.0,36 +208,50.0,50 +209,25.0,25 +210,29.0,29 +211,11.0,11 +212,23.0,23 +213,23.0,23 +214,36.0,36 +215,39.0,39 +216,45.0,45 +217,14.0,14 +218,46.0,46 +219,62.0,62 +220,15.0,15 +221,19.0,19 +222,28.0,28 +223,39.0,39 +224,14.0,14 +225,25.0,25 +226,35.0,35 +227,16.0,16 +228,22.0,22 +229,41.0,41 +230,21.0,21 +231,22.0,22 +232,37.0,37 +233,32.0,32 +234,18.0,18 +235,23.0,23 +236,23.0,23 +237,16.0,16 +238,38.0,38 +239,25.0,25 +240,37.0,37 +241,13.0,13 +242,30.0,30 +243,27.0,27 +244,27.0,27 +245,23.0,23 +246,62.0,62 +247,31.0,31 +248,37.0,37 +249,26.0,26 +250,77.0,77 +251,15.0,15 +252,25.0,25 +253,20.0,20 +254,27.0,27 +255,42.0,42 +256,41.0,41 +257,34.0,34 +258,23.0,23 +259,37.0,37 +260,47.0,47 +261,22.0,22 +262,34.0,34 +263,10.0,10 +264,37.0,37 +265,29.0,29 +266,49.0,49 +267,67.0,67 +268,15.0,15 +269,81.0,81 +270,95.0,95 +271,54.0,54 +272,19.0,19 +273,31.0,31 +274,54.0,54 +275,46.0,46 +276,21.0,21 +277,22.0,22 +278,58.0,58 +279,58.0,58 +280,37.0,37 +281,37.0,37 +282,25.0,25 +283,20.0,20 +284,46.0,46 +285,80.0,80 +286,25.0,25 +287,18.0,18 +288,18.0,18 +289,18.0,18 +290,37.0,37 +291,20.0,20 +292,62.0,62 +293,22.0,22 +294,23.0,23 +295,28.0,28 +296,38.0,38 +297,15.0,15 +298,17.0,17 +299,20.0,20 +300,20.0,20 +301,18.0,18 +302,77.0,77 +303,54.0,54 +304,95.0,95 +305,25.0,25 +306,79.0,79 +307,116.0,116 +308,52.0,52 +309,58.0,58 +310,15.0,15 +311,60.0,60 +312,97.0,97 +313,61.0,61 +314,18.0,18 +315,69.0,69 +316,18.0,18 +317,20.0,20 +318,19.0,19 +319,16.0,16 +320,21.0,21 +321,12.0,12 +322,30.0,30 +323,51.0,51 +324,37.0,37 +325,28.0,28 +326,29.0,29 +327,66.0,66 +328,56.0,56 +329,79.0,79 +330,56.0,56 +331,70.0,70 +332,33.0,33 +333,54.0,54 +334,35.0,35 +335,18.0,18 +336,141.0,141 +337,38.0,38 +338,18.0,18 +339,34.0,34 +340,20.0,20 +341,95.0,95 +342,29.0,29 +343,40.0,40 +344,20.0,20 +345,14.0,14 +346,83.0,83 +347,72.0,72 +348,88.0,88 +349,41.0,41 +350,103.0,103 +351,85.0,85 +352,14.0,14 +353,51.0,51 +354,68.0,68 +355,102.0,102 +356,61.0,61 +357,22.0,22 +358,22.0,22 +359,15.0,15 +360,23.0,23 +361,35.0,35 +362,72.0,72 +363,32.0,32 +364,107.0,107 +365,34.0,34 +366,28.0,28 +367,99.0,99 +368,140.0,140 +369,40.0,40 +370,24.0,24 +371,157.0,157 +372,33.0,33 +373,35.0,35 +374,18.0,18 +375,21.0,21 +376,23.0,23 +377,67.0,67 +378,112.0,112 +379,21.0,21 +380,38.0,38 +381,12.0,12 +382,23.0,23 +383,31.0,31 +384,36.0,36 +385,20.0,20 +386,82.0,82 +387,20.0,20 +388,32.0,32 +389,28.0,28 +390,26.0,26 +391,26.0,26 +392,46.0,46 +393,35.0,35 +394,32.0,32 +395,67.0,67 +396,30.0,30 +397,36.0,36 +398,67.0,67 +399,51.0,51 +400,21.0,21 +401,28.0,28 +402,46.0,46 +403,29.0,29 +404,30.0,30 +405,22.0,22 +406,24.0,24 +407,78.0,78 +408,28.0,28 +409,41.0,41 +410,38.0,38 +411,56.0,56 +412,19.0,19 +413,38.0,38 +414,51.0,51 +415,33.0,33 +416,40.0,40 +417,35.0,35 +418,59.0,59 +419,138.0,138 +420,18.0,18 +421,10.0,10 +422,25.0,25 +423,104.0,104 +424,127.0,127 +425,44.0,44 +426,35.0,35 +427,62.0,62 +428,108.0,108 +429,39.0,39 +430,15.0,15 +431,73.0,73 +432,24.0,24 +433,23.0,23 +434,35.0,35 +435,14.0,14 +436,47.0,47 +437,112.0,112 +438,79.0,79 +439,99.0,99 +440,66.0,66 +441,64.0,64 +442,63.0,63 +443,28.0,28 +444,116.0,116 +445,94.0,94 +446,91.0,91 +447,60.0,60 +448,22.0,22 +449,68.0,68 +450,22.0,22 +451,34.0,34 +452,23.0,23 +453,117.0,117 +454,26.0,26 +455,30.0,30 +456,31.0,31 +457,50.0,50 +458,56.0,56 +459,81.0,81 +460,43.0,43 +461,49.0,49 +462,62.0,62 +463,64.0,64 +464,16.0,16 +465,37.0,37 +466,103.0,103 +467,66.0,66 +468,25.0,25 +469,50.0,50 +470,118.0,118 +471,42.0,42 +472,69.0,69 +473,55.0,55 +474,41.0,41 +475,25.0,25 +476,114.0,114 +477,27.0,27 +478,27.0,27 +479,61.0,61 +480,61.0,61 +481,66.0,66 +482,73.0,73 +483,35.0,35 +484,47.0,47 +485,77.0,77 +486,34.0,34 +487,16.0,16 +488,22.0,22 +489,47.0,47 +490,72.0,72 +491,76.0,76 +492,74.0,74 +493,36.0,36 +494,47.0,47 +495,25.0,25 +496,22.0,22 +497,20.0,20 +498,40.0,40 +499,44.0,44 +500,41.0,41 +501,42.0,42 +502,112.0,112 +503,64.0,64 +504,95.0,95 +505,112.0,112 +506,117.0,117 +507,84.0,84 +508,79.0,79 +509,129.0,129 +510,139.0,139 +511,41.0,41 +512,82.0,82 +513,54.0,54 +514,69.0,69 +515,44.0,44 +516,31.0,31 +517,64.0,64 +518,41.0,41 +519,100.0,100 +520,86.0,86 +521,44.0,44 +522,38.0,38 +523,36.0,36 +524,41.0,41 +525,22.0,22 +526,51.0,51 +527,24.0,24 +528,47.0,47 +529,79.0,79 +530,125.0,125 +531,50.0,50 +532,35.0,35 +533,48.0,48 +534,85.0,85 +535,58.0,58 +536,101.0,101 +537,200.0,200 +538,79.0,79 +539,159.0,159 +540,71.0,71 +541,71.0,71 +542,77.0,77 +543,78.0,78 +544,46.0,46 +545,49.0,49 +546,74.0,74 +547,71.0,71 +548,106.0,106 +549,36.0,36 +550,33.0,33 +551,160.0,160 +552,53.0,53 +553,54.0,54 +554,27.0,27 +555,55.0,55 +556,174.0,174 +557,33.0,33 +558,61.0,61 +559,118.0,118 +560,128.0,128 +561,148.0,148 +562,97.0,97 +563,63.0,63 +564,44.0,44 +565,110.0,110 +566,156.0,156 +567,50.0,50 +568,163.0,163 +569,126.0,126 +570,114.0,114 +571,78.0,78 +572,48.0,48 +573,59.0,59 +574,116.0,116 +575,46.0,46 +576,135.0,135 +577,71.0,71 +578,19.0,19 +579,43.0,43 +580,89.0,89 +581,97.0,97 +582,21.0,21 +583,120.0,120 +584,54.0,54 +585,24.0,24 +586,62.0,62 +587,78.0,78 +588,36.0,36 +589,71.0,71 +590,25.0,25 +591,71.0,71 +592,56.0,56 +593,78.0,78 +594,65.0,65 +595,200.0,200 +596,200.0,200 +597,167.0,167 +598,59.0,59 +599,73.0,73 +600,66.0,66 +601,35.0,35 +602,186.0,186 +603,140.0,140 +604,49.0,49 +605,134.0,134 +606,46.0,46 +607,149.0,149 +608,82.0,82 +609,119.0,119 +610,126.0,126 +611,52.0,52 +612,89.0,89 +613,200.0,200 +614,89.0,89 +615,93.0,93 +616,200.0,200 +617,39.0,39 +618,113.0,113 +619,67.0,67 +620,164.0,164 +621,120.0,120 +622,74.0,74 +623,153.0,153 +624,124.0,124 +625,41.0,41 +626,173.0,173 +627,48.0,48 +628,200.0,200 +629,58.0,58 +630,35.0,35 +631,45.0,45 +632,43.0,43 +633,157.0,157 +634,111.0,111 +635,98.0,98 +636,102.0,102 +637,124.0,124 +638,111.0,111 +639,42.0,42 +640,128.0,128 +641,183.0,183 +642,49.0,49 +643,64.0,64 +644,117.0,117 +645,150.0,150 +646,103.0,103 +647,115.0,115 +648,41.0,41 +649,200.0,200 +650,162.0,162 +651,105.0,105 +652,94.0,94 +653,55.0,55 +654,73.0,73 +655,65.0,65 +656,29.0,29 +657,148.0,148 +658,42.0,42 +659,17.0,17 +660,60.0,60 +661,59.0,59 +662,80.0,80 +663,41.0,41 +664,143.0,143 +665,200.0,200 +666,45.0,45 +667,95.0,95 +668,61.0,61 +669,63.0,63 +670,170.0,170 +671,150.0,150 +672,139.0,139 +673,44.0,44 +674,44.0,44 +675,47.0,47 +676,72.0,72 +677,129.0,129 +678,79.0,79 +679,128.0,128 +680,126.0,126 +681,65.0,65 +682,57.0,57 +683,58.0,58 +684,66.0,66 +685,89.0,89 +686,150.0,150 +687,97.0,97 +688,20.0,20 +689,58.0,58 +690,81.0,81 +691,54.0,54 +692,55.0,55 +693,197.0,197 +694,61.0,61 +695,157.0,157 +696,166.0,166 +697,79.0,79 +698,128.0,128 +699,200.0,200 +700,46.0,46 +701,140.0,140 +702,19.0,19 +703,144.0,144 +704,138.0,138 +705,46.0,46 +706,200.0,200 +707,61.0,61 +708,114.0,114 +709,100.0,100 +710,85.0,85 +711,200.0,200 +712,36.0,36 +713,142.0,142 +714,22.0,22 +715,82.0,82 +716,49.0,49 +717,139.0,139 +718,173.0,173 +719,47.0,47 +720,67.0,67 +721,197.0,197 +722,157.0,157 +723,149.0,149 +724,29.0,29 +725,85.0,85 +726,135.0,135 +727,157.0,157 +728,141.0,141 +729,165.0,165 +730,102.0,102 +731,192.0,192 +732,196.0,196 +733,183.0,183 +734,75.0,75 +735,41.0,41 +736,122.0,122 +737,200.0,200 +738,166.0,166 +739,109.0,109 +740,200.0,200 +741,200.0,200 +742,24.0,24 +743,20.0,20 +744,138.0,138 +745,122.0,122 +746,200.0,200 +747,156.0,156 +748,191.0,191 +749,91.0,91 +750,105.0,105 +751,145.0,145 +752,130.0,130 +753,150.0,150 +754,77.0,77 +755,137.0,137 +756,181.0,181 +757,200.0,200 +758,132.0,132 +759,200.0,200 +760,76.0,76 +761,63.0,63 +762,160.0,160 +763,28.0,28 +764,135.0,135 +765,43.0,43 +766,146.0,146 +767,179.0,179 +768,82.0,82 +769,126.0,126 +770,148.0,148 +771,110.0,110 +772,116.0,116 +773,55.0,55 +774,158.0,158 +775,155.0,155 +776,200.0,200 +777,153.0,153 +778,147.0,147 +779,54.0,54 +780,173.0,173 +781,44.0,44 +782,47.0,47 +783,200.0,200 +784,179.0,179 +785,194.0,194 +786,200.0,200 +787,141.0,141 +788,130.0,130 +789,133.0,133 +790,53.0,53 +791,124.0,124 +792,143.0,143 +793,58.0,58 +794,190.0,190 +795,130.0,130 +796,130.0,130 +797,200.0,200 +798,163.0,163 +799,200.0,200 +800,103.0,103 +801,200.0,200 +802,200.0,200 +803,18.0,18 +804,156.0,156 +805,165.0,165 +806,129.0,129 +807,33.0,33 +808,132.0,132 +809,200.0,200 +810,110.0,110 +811,93.0,93 +812,198.0,198 +813,200.0,200 +814,200.0,200 +815,182.0,182 +816,75.0,75 +817,200.0,200 +818,200.0,200 +819,200.0,200 +820,144.0,144 +821,118.0,118 +822,200.0,200 +823,60.0,60 +824,200.0,200 +825,134.0,134 +826,154.0,154 +827,116.0,116 +828,21.0,21 +829,200.0,200 +830,105.0,105 +831,158.0,158 +832,122.0,122 +833,88.0,88 +834,108.0,108 +835,112.0,112 +836,134.0,134 +837,165.0,165 +838,200.0,200 +839,138.0,138 +840,164.0,164 +841,200.0,200 +842,30.0,30 +843,181.0,181 +844,149.0,149 +845,102.0,102 +846,128.0,128 +847,74.0,74 +848,112.0,112 +849,80.0,80 +850,190.0,190 +851,35.0,35 +852,40.0,40 +853,121.0,121 +854,125.0,125 +855,99.0,99 +856,115.0,115 +857,171.0,171 +858,200.0,200 +859,50.0,50 +860,200.0,200 +861,143.0,143 +862,146.0,146 +863,47.0,47 +864,154.0,154 +865,48.0,48 +866,103.0,103 +867,200.0,200 +868,151.0,151 +869,46.0,46 +870,155.0,155 +871,40.0,40 +872,124.0,124 +873,41.0,41 +874,45.0,45 +875,158.0,158 +876,29.0,29 +877,200.0,200 +878,200.0,200 +879,151.0,151 +880,158.0,158 +881,200.0,200 +882,15.0,15 +883,180.0,180 +884,75.0,75 +885,196.0,196 +886,176.0,176 +887,67.0,67 +888,90.0,90 +889,161.0,161 +890,88.0,88 +891,200.0,200 +892,64.0,64 +893,111.0,111 +894,184.0,184 +895,189.0,189 +896,109.0,109 +897,167.0,167 +898,99.0,99 +899,180.0,180 +900,121.0,121 +901,126.0,126 +902,200.0,200 +903,200.0,200 +904,177.0,177 +905,107.0,107 +906,200.0,200 +907,133.0,133 +908,164.0,164 +909,200.0,200 +910,160.0,160 +911,120.0,120 +912,200.0,200 +913,65.0,65 +914,27.0,27 +915,200.0,200 +916,162.0,162 +917,25.0,25 +918,118.0,118 +919,56.0,56 +920,107.0,107 +921,200.0,200 +922,166.0,166 +923,69.0,69 +924,187.0,187 +925,126.0,126 +926,200.0,200 +927,49.0,49 +928,99.0,99 +929,200.0,200 +930,200.0,200 +931,153.0,153 +932,158.0,158 +933,200.0,200 +934,145.0,145 +935,126.0,126 +936,133.0,133 +937,81.0,81 +938,200.0,200 +939,57.0,57 +940,200.0,200 +941,131.0,131 +942,200.0,200 +943,200.0,200 +944,200.0,200 +945,171.0,171 +946,200.0,200 +947,200.0,200 +948,200.0,200 +949,176.0,176 +950,110.0,110 +951,158.0,158 +952,137.0,137 +953,103.0,103 +954,200.0,200 +955,200.0,200 +956,200.0,200 +957,190.0,190 +958,130.0,130 +959,139.0,139 +960,200.0,200 +961,172.0,172 +962,152.0,152 +963,154.0,154 +964,52.0,52 +965,194.0,194 +966,52.0,52 +967,169.0,169 +968,200.0,200 +969,176.0,176 +970,127.0,127 +971,157.0,157 +972,200.0,200 +973,134.0,134 +974,138.0,138 +975,133.0,133 +976,170.0,170 +977,159.0,159 +978,88.0,88 +979,141.0,141 +980,117.0,117 +981,157.0,157 +982,145.0,145 +983,200.0,200 +984,129.0,129 +985,155.0,155 +986,83.0,83 +987,152.0,152 +988,156.0,156 +989,200.0,200 +990,135.0,135 +991,75.0,75 +992,138.0,138 +993,83.0,83 +994,200.0,200 +995,128.0,128 +996,122.0,122 +997,200.0,200 +998,34.0,34 +999,161.0,161 +1000,143.0,143 +1001,200.0,200 +1002,103.0,103 +1003,168.0,168 +1004,200.0,200 +1005,200.0,200 +1006,167.0,167 +1007,200.0,200 +1008,76.0,76 +1009,101.0,101 +1010,153.0,153 +1011,113.0,113 +1012,109.0,109 +1013,188.0,188 +1014,122.0,122 +1015,181.0,181 +1016,166.0,166 +1017,189.0,189 +1018,200.0,200 +1019,187.0,187 +1020,116.0,116 +1021,200.0,200 +1022,108.0,108 +1023,18.0,18 +1024,158.0,158 +1025,200.0,200 +1026,43.0,43 +1027,200.0,200 +1028,199.0,199 +1029,200.0,200 +1030,133.0,133 +1031,171.0,171 +1032,200.0,200 +1033,200.0,200 +1034,200.0,200 +1035,156.0,156 +1036,52.0,52 +1037,200.0,200 +1038,121.0,121 +1039,188.0,188 +1040,167.0,167 +1041,200.0,200 +1042,124.0,124 +1043,102.0,102 +1044,161.0,161 +1045,200.0,200 +1046,200.0,200 +1047,135.0,135 +1048,200.0,200 +1049,80.0,80 +1050,200.0,200 +1051,66.0,66 +1052,200.0,200 +1053,200.0,200 +1054,112.0,112 +1055,195.0,195 +1056,200.0,200 +1057,170.0,170 +1058,194.0,194 +1059,200.0,200 +1060,200.0,200 +1061,59.0,59 +1062,75.0,75 +1063,200.0,200 +1064,200.0,200 +1065,97.0,97 +1066,171.0,171 +1067,30.0,30 +1068,200.0,200 +1069,101.0,101 +1070,124.0,124 +1071,136.0,136 +1072,184.0,184 +1073,149.0,149 +1074,137.0,137 +1075,167.0,167 +1076,136.0,136 +1077,200.0,200 +1078,139.0,139 +1079,85.0,85 +1080,137.0,137 +1081,161.0,161 +1082,81.0,81 +1083,200.0,200 +1084,200.0,200 +1085,200.0,200 +1086,200.0,200 +1087,87.0,87 +1088,174.0,174 +1089,200.0,200 +1090,128.0,128 +1091,200.0,200 +1092,200.0,200 +1093,200.0,200 +1094,120.0,120 +1095,200.0,200 +1096,131.0,131 +1097,200.0,200 +1098,200.0,200 +1099,200.0,200 +1100,146.0,146 +1101,200.0,200 +1102,200.0,200 +1103,200.0,200 +1104,80.0,80 +1105,200.0,200 +1106,172.0,172 +1107,143.0,143 +1108,200.0,200 +1109,200.0,200 +1110,181.0,181 +1111,189.0,189 +1112,133.0,133 +1113,200.0,200 +1114,111.0,111 +1115,200.0,200 +1116,200.0,200 +1117,200.0,200 +1118,192.0,192 +1119,200.0,200 +1120,200.0,200 +1121,200.0,200 +1122,144.0,144 +1123,27.0,27 +1124,200.0,200 +1125,198.0,198 +1126,186.0,186 +1127,80.0,80 +1128,200.0,200 +1129,169.0,169 +1130,48.0,48 +1131,198.0,198 +1132,162.0,162 +1133,58.0,58 +1134,200.0,200 +1135,200.0,200 +1136,189.0,189 +1137,200.0,200 +1138,117.0,117 +1139,200.0,200 +1140,200.0,200 +1141,150.0,150 +1142,163.0,163 +1143,161.0,161 +1144,200.0,200 +1145,113.0,113 +1146,181.0,181 +1147,193.0,193 +1148,98.0,98 +1149,200.0,200 +1150,22.0,22 +1151,125.0,125 +1152,200.0,200 +1153,200.0,200 +1154,200.0,200 +1155,67.0,67 +1156,186.0,186 +1157,189.0,189 +1158,186.0,186 +1159,156.0,156 +1160,200.0,200 +1161,200.0,200 +1162,116.0,116 +1163,77.0,77 +1164,148.0,148 +1165,111.0,111 +1166,68.0,68 +1167,140.0,140 +1168,114.0,114 +1169,200.0,200 +1170,173.0,173 +1171,97.0,97 +1172,166.0,166 +1173,154.0,154 +1174,200.0,200 +1175,200.0,200 +1176,129.0,129 +1177,111.0,111 +1178,200.0,200 +1179,85.0,85 +1180,71.0,71 +1181,200.0,200 +1182,158.0,158 +1183,130.0,130 +1184,161.0,161 +1185,188.0,188 +1186,124.0,124 +1187,190.0,190 +1188,157.0,157 +1189,188.0,188 +1190,194.0,194 +1191,173.0,173 +1192,123.0,123 +1193,200.0,200 +1194,123.0,123 +1195,200.0,200 +1196,200.0,200 +1197,114.0,114 +1198,45.0,45 +1199,144.0,144 +1200,107.0,107 +1201,184.0,184 +1202,121.0,121 +1203,200.0,200 +1204,50.0,50 +1205,123.0,123 +1206,73.0,73 +1207,142.0,142 +1208,38.0,38 +1209,129.0,129 +1210,123.0,123 +1211,149.0,149 +1212,97.0,97 +1213,40.0,40 +1214,177.0,177 +1215,200.0,200 +1216,166.0,166 +1217,106.0,106 +1218,114.0,114 +1219,53.0,53 +1220,162.0,162 +1221,181.0,181 +1222,128.0,128 +1223,155.0,155 +1224,180.0,180 +1225,139.0,139 +1226,99.0,99 +1227,95.0,95 +1228,159.0,159 +1229,30.0,30 +1230,67.0,67 +1231,127.0,127 +1232,33.0,33 +1233,80.0,80 +1234,200.0,200 +1235,200.0,200 +1236,200.0,200 +1237,117.0,117 +1238,128.0,128 +1239,47.0,47 +1240,134.0,134 +1241,129.0,129 +1242,135.0,135 +1243,200.0,200 +1244,200.0,200 +1245,101.0,101 +1246,35.0,35 +1247,73.0,73 +1248,95.0,95 +1249,125.0,125 +1250,200.0,200 +1251,155.0,155 +1252,48.0,48 +1253,200.0,200 +1254,153.0,153 +1255,173.0,173 +1256,128.0,128 +1257,200.0,200 +1258,200.0,200 +1259,196.0,196 +1260,50.0,50 +1261,193.0,193 +1262,200.0,200 +1263,200.0,200 +1264,200.0,200 +1265,200.0,200 +1266,179.0,179 +1267,180.0,180 +1268,200.0,200 +1269,200.0,200 +1270,200.0,200 +1271,120.0,120 +1272,200.0,200 +1273,60.0,60 +1274,99.0,99 +1275,178.0,178 +1276,157.0,157 +1277,200.0,200 +1278,177.0,177 +1279,200.0,200 +1280,200.0,200 +1281,200.0,200 +1282,200.0,200 +1283,200.0,200 +1284,200.0,200 +1285,200.0,200 +1286,97.0,97 +1287,167.0,167 +1288,183.0,183 +1289,200.0,200 +1290,61.0,61 +1291,192.0,192 +1292,200.0,200 +1293,137.0,137 +1294,200.0,200 +1295,200.0,200 +1296,200.0,200 +1297,200.0,200 +1298,200.0,200 +1299,200.0,200 +1300,103.0,103 +1301,142.0,142 +1302,200.0,200 +1303,47.0,47 +1304,189.0,189 +1305,41.0,41 +1306,200.0,200 +1307,200.0,200 +1308,132.0,132 +1309,154.0,154 +1310,95.0,95 +1311,200.0,200 +1312,200.0,200 +1313,200.0,200 +1314,71.0,71 +1315,200.0,200 +1316,170.0,170 +1317,121.0,121 +1318,200.0,200 +1319,127.0,127 +1320,200.0,200 +1321,120.0,120 +1322,200.0,200 +1323,200.0,200 +1324,161.0,161 +1325,37.0,37 +1326,200.0,200 +1327,200.0,200 +1328,200.0,200 +1329,49.0,49 +1330,118.0,118 +1331,200.0,200 +1332,167.0,167 +1333,200.0,200 +1334,99.0,99 +1335,137.0,137 +1336,200.0,200 +1337,41.0,41 +1338,200.0,200 +1339,200.0,200 +1340,97.0,97 +1341,34.0,34 +1342,40.0,40 +1343,197.0,197 +1344,51.0,51 +1345,200.0,200 +1346,156.0,156 +1347,200.0,200 +1348,75.0,75 +1349,118.0,118 +1350,200.0,200 +1351,73.0,73 +1352,200.0,200 +1353,133.0,133 +1354,200.0,200 +1355,200.0,200 +1356,162.0,162 +1357,37.0,37 +1358,130.0,130 +1359,123.0,123 +1360,200.0,200 +1361,99.0,99 +1362,200.0,200 +1363,46.0,46 +1364,200.0,200 +1365,190.0,190 +1366,34.0,34 +1367,37.0,37 +1368,200.0,200 +1369,200.0,200 +1370,131.0,131 +1371,200.0,200 +1372,200.0,200 +1373,158.0,158 +1374,175.0,175 +1375,134.0,134 +1376,100.0,100 +1377,200.0,200 +1378,200.0,200 +1379,123.0,123 +1380,200.0,200 +1381,200.0,200 +1382,200.0,200 +1383,116.0,116 +1384,200.0,200 +1385,88.0,88 +1386,200.0,200 +1387,200.0,200 +1388,147.0,147 +1389,200.0,200 +1390,200.0,200 +1391,84.0,84 +1392,200.0,200 +1393,184.0,184 +1394,200.0,200 +1395,179.0,179 +1396,200.0,200 +1397,200.0,200 +1398,130.0,130 +1399,29.0,29 +1400,200.0,200 +1401,200.0,200 +1402,200.0,200 +1403,200.0,200 +1404,195.0,195 +1405,118.0,118 +1406,200.0,200 +1407,200.0,200 +1408,200.0,200 +1409,154.0,154 +1410,185.0,185 +1411,200.0,200 +1412,152.0,152 +1413,200.0,200 +1414,200.0,200 +1415,200.0,200 +1416,200.0,200 +1417,31.0,31 +1418,200.0,200 +1419,134.0,134 +1420,172.0,172 +1421,112.0,112 +1422,153.0,153 +1423,199.0,199 +1424,200.0,200 +1425,200.0,200 +1426,200.0,200 +1427,200.0,200 +1428,166.0,166 +1429,200.0,200 +1430,200.0,200 +1431,199.0,199 +1432,195.0,195 +1433,174.0,174 +1434,46.0,46 +1435,174.0,174 +1436,23.0,23 +1437,157.0,157 +1438,200.0,200 +1439,170.0,170 +1440,92.0,92 +1441,200.0,200 +1442,200.0,200 +1443,72.0,72 +1444,200.0,200 +1445,200.0,200 +1446,200.0,200 +1447,118.0,118 +1448,119.0,119 +1449,109.0,109 +1450,101.0,101 +1451,32.0,32 +1452,197.0,197 +1453,154.0,154 +1454,138.0,138 +1455,141.0,141 +1456,141.0,141 +1457,200.0,200 +1458,90.0,90 +1459,200.0,200 +1460,122.0,122 +1461,144.0,144 +1462,155.0,155 +1463,200.0,200 +1464,160.0,160 +1465,129.0,129 +1466,200.0,200 +1467,112.0,112 +1468,132.0,132 +1469,144.0,144 +1470,184.0,184 +1471,200.0,200 +1472,26.0,26 +1473,200.0,200 +1474,26.0,26 +1475,128.0,128 +1476,200.0,200 +1477,173.0,173 +1478,145.0,145 +1479,128.0,128 +1480,118.0,118 +1481,50.0,50 +1482,184.0,184 +1483,166.0,166 +1484,142.0,142 +1485,104.0,104 +1486,180.0,180 +1487,200.0,200 +1488,200.0,200 +1489,200.0,200 +1490,123.0,123 +1491,200.0,200 +1492,140.0,140 +1493,200.0,200 +1494,200.0,200 +1495,200.0,200 +1496,200.0,200 +1497,117.0,117 +1498,13.0,13 +1499,200.0,200 +1500,127.0,127 +1501,200.0,200 +1502,200.0,200 +1503,200.0,200 +1504,200.0,200 +1505,200.0,200 +1506,200.0,200 +1507,77.0,77 +1508,152.0,152 +1509,38.0,38 +1510,125.0,125 +1511,154.0,154 +1512,142.0,142 +1513,120.0,120 +1514,200.0,200 +1515,191.0,191 +1516,21.0,21 +1517,101.0,101 +1518,191.0,191 +1519,170.0,170 +1520,200.0,200 +1521,30.0,30 +1522,191.0,191 +1523,200.0,200 +1524,200.0,200 +1525,200.0,200 +1526,135.0,135 +1527,200.0,200 +1528,185.0,185 +1529,123.0,123 +1530,156.0,156 +1531,200.0,200 +1532,140.0,140 +1533,200.0,200 +1534,136.0,136 +1535,139.0,139 +1536,200.0,200 +1537,169.0,169 +1538,200.0,200 +1539,200.0,200 +1540,103.0,103 +1541,91.0,91 +1542,200.0,200 +1543,200.0,200 +1544,65.0,65 +1545,200.0,200 +1546,169.0,169 +1547,59.0,59 +1548,175.0,175 +1549,200.0,200 +1550,200.0,200 +1551,189.0,189 +1552,200.0,200 +1553,200.0,200 +1554,151.0,151 +1555,108.0,108 +1556,146.0,146 +1557,200.0,200 +1558,198.0,198 +1559,119.0,119 +1560,105.0,105 +1561,175.0,175 +1562,200.0,200 +1563,136.0,136 +1564,200.0,200 +1565,86.0,86 +1566,200.0,200 +1567,200.0,200 +1568,200.0,200 +1569,124.0,124 +1570,200.0,200 +1571,122.0,122 +1572,200.0,200 +1573,200.0,200 +1574,47.0,47 +1575,200.0,200 +1576,194.0,194 +1577,200.0,200 +1578,121.0,121 +1579,200.0,200 +1580,200.0,200 +1581,190.0,190 +1582,200.0,200 +1583,200.0,200 +1584,200.0,200 +1585,145.0,145 +1586,121.0,121 +1587,198.0,198 +1588,200.0,200 +1589,200.0,200 +1590,130.0,130 +1591,185.0,185 +1592,193.0,193 +1593,200.0,200 +1594,200.0,200 +1595,200.0,200 +1596,200.0,200 +1597,168.0,168 +1598,200.0,200 +1599,200.0,200 diff --git a/projects/codes/A2C/README.md b/projects/codes/A3C/README.md similarity index 100% rename from projects/codes/A2C/README.md rename to projects/codes/A3C/README.md diff --git a/projects/codes/A3C/a3c.py b/projects/codes/A3C/a3c.py new file mode 100644 index 0000000..ba0ed7c --- /dev/null +++ b/projects/codes/A3C/a3c.py @@ -0,0 +1,56 @@ +#!/usr/bin/env python +# coding=utf-8 +''' +Author: JiangJi +Email: johnjim0816@gmail.com +Date: 2021-05-03 22:16:08 +LastEditor: JiangJi +LastEditTime: 2022-07-20 23:54:40 +Discription: +Environment: +''' +import torch +import torch.optim as optim +import torch.nn as nn +import torch.nn.functional as F +from torch.distributions import Categorical + +class ActorCritic(nn.Module): + ''' A2C网络模型,包含一个Actor和Critic + ''' + def __init__(self, input_dim, output_dim, hidden_dim): + super(ActorCritic, self).__init__() + self.critic = nn.Sequential( + nn.Linear(input_dim, hidden_dim), + nn.ReLU(), + nn.Linear(hidden_dim, 1) + ) + + self.actor = nn.Sequential( + nn.Linear(input_dim, hidden_dim), + nn.ReLU(), + nn.Linear(hidden_dim, output_dim), + nn.Softmax(dim=1), + ) + + def forward(self, x): + value = self.critic(x) + probs = self.actor(x) + dist = Categorical(probs) + return dist, value +class A2C: + ''' A2C算法 + ''' + def __init__(self,n_states,n_actions,cfg) -> None: + self.gamma = cfg.gamma + self.device = torch.device(cfg.device) + self.model = ActorCritic(n_states, n_actions, cfg.hidden_size).to(self.device) + self.optimizer = optim.Adam(self.model.parameters()) + + def compute_returns(self,next_value, rewards, masks): + R = next_value + returns = [] + for step in reversed(range(len(rewards))): + R = rewards[step] + self.gamma * R * masks[step] + returns.insert(0, R) + return returns \ No newline at end of file diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220713-221850/results/params.json b/projects/codes/A3C/outputs/CartPole-v0/20220713-221850/results/params.json similarity index 100% rename from projects/codes/A2C/outputs/CartPole-v0/20220713-221850/results/params.json rename to projects/codes/A3C/outputs/CartPole-v0/20220713-221850/results/params.json diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220713-221850/results/train_ma_rewards.npy b/projects/codes/A3C/outputs/CartPole-v0/20220713-221850/results/train_ma_rewards.npy similarity index 100% rename from projects/codes/A2C/outputs/CartPole-v0/20220713-221850/results/train_ma_rewards.npy rename to projects/codes/A3C/outputs/CartPole-v0/20220713-221850/results/train_ma_rewards.npy diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220713-221850/results/train_rewards.npy b/projects/codes/A3C/outputs/CartPole-v0/20220713-221850/results/train_rewards.npy similarity index 100% rename from projects/codes/A2C/outputs/CartPole-v0/20220713-221850/results/train_rewards.npy rename to projects/codes/A3C/outputs/CartPole-v0/20220713-221850/results/train_rewards.npy diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220713-221850/results/train_rewards_curve.png b/projects/codes/A3C/outputs/CartPole-v0/20220713-221850/results/train_rewards_curve.png similarity index 100% rename from projects/codes/A2C/outputs/CartPole-v0/20220713-221850/results/train_rewards_curve.png rename to projects/codes/A3C/outputs/CartPole-v0/20220713-221850/results/train_rewards_curve.png diff --git a/projects/codes/A2C/task0.py b/projects/codes/A3C/task0.py similarity index 99% rename from projects/codes/A2C/task0.py rename to projects/codes/A3C/task0.py index e29266b..09dcceb 100644 --- a/projects/codes/A2C/task0.py +++ b/projects/codes/A3C/task0.py @@ -10,7 +10,7 @@ import torch.optim as optim import datetime import argparse from common.multiprocessing_env import SubprocVecEnv -from a2c import ActorCritic +from a3c import ActorCritic from common.utils import save_results, make_dir from common.utils import plot_rewards, save_args diff --git a/projects/codes/DQN/main.py b/projects/codes/DQN/main.py index ecf281d..d3c022c 100644 --- a/projects/codes/DQN/main.py +++ b/projects/codes/DQN/main.py @@ -24,6 +24,7 @@ def get_args(): parser.add_argument('--env_name',default='CartPole-v0',type=str,help="name of environment") parser.add_argument('--train_eps',default=200,type=int,help="episodes of training") parser.add_argument('--test_eps',default=20,type=int,help="episodes of testing") + parser.add_argument('--ep_max_steps',default = 100000,type=int,help="steps per episode, much larger value can simulate infinite steps") parser.add_argument('--gamma',default=0.95,type=float,help="discounted factor") parser.add_argument('--epsilon_start',default=0.95,type=float,help="initial value of epsilon") parser.add_argument('--epsilon_end',default=0.01,type=float,help="final value of epsilon") @@ -72,7 +73,7 @@ def train(cfg, env, agent): ep_reward = 0 # reward per episode ep_step = 0 state = env.reset() # reset and obtain initial state - while True: + for _ in range(cfg['ep_max_steps']): ep_step += 1 action = agent.sample_action(state) # sample action next_state, reward, done, _ = env.step(action) # update env and return transitions @@ -91,7 +92,7 @@ def train(cfg, env, agent): print(f'Episode: {i_ep+1}/{cfg["train_eps"]}, Reward: {ep_reward:.2f}: Epislon: {agent.epsilon:.3f}') print("Finish training!") env.close() - res_dic = {'episodes':range(len(rewards)),'rewards':rewards} + res_dic = {'episodes':range(len(rewards)),'rewards':rewards,'steps':steps} return res_dic def test(cfg, env, agent): @@ -103,7 +104,7 @@ def test(cfg, env, agent): ep_reward = 0 # reward per episode ep_step = 0 state = env.reset() # reset and obtain initial state - while True: + for _ in range(cfg['ep_max_steps']): ep_step+=1 action = agent.predict_action(state) # predict action next_state, reward, done, _ = env.step(action) @@ -116,7 +117,7 @@ def test(cfg, env, agent): print(f"Episode: {i_ep+1}/{cfg['test_eps']},Reward: {ep_reward:.2f}") print("Finish testing!") env.close() - return {'episodes':range(len(rewards)),'rewards':rewards} + return {'episodes':range(len(rewards)),'rewards':rewards,'steps':steps} if __name__ == "__main__": diff --git a/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/models/checkpoint.pt b/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/models/checkpoint.pt new file mode 100644 index 0000000000000000000000000000000000000000..e357d49bc5fcfe56b06723517eeb05fbd7081eb3 GIT binary patch literal 272215 zcmb6A2T&DF(*_KabCReCf+P`Cq9B}|IUpD@peRX1MO07>By%7LNDfL6L4p#Lq#&rA z?OsI$BPfaia|9I=h>Gz$_j|u@)$`O}|5x>G)z+z++P%&-J3T!;SNFKPiA#ux$jFHN z|6D2}sv;}GRt5!cUS$!uB4Wj)P3uCYPgN4}{jV!ZY~{+0At9?)Mg(u%5H2@AEO1rW zszBG^l@W5GBI6f^ikf=M387c7w3@VKRq&dih)}VW5gUcDla@tB1c!vnEel%}5E&d2 zxGZAThVYGH%Qjofg^HV+dP@u63Ku@PV$G^hiGN>_n;x=pMTEz{jdG!q-lD>1EJLNd zrG&pLBLi1BT82u`6_JPtm092>GFL>@O(H&2)=k1qG(J==G3XyU@)4m53quvX|LN~P zoC1PZgoi2x3I8xiBIsX0t5D_t1XK~?M1+p`7ceeV)lD=mRPA3d^@vc7g`t}N+d=F9 z>!8+u!C8ln{7<-1vqeNiMIu7A{{<9+$A^yohpO;b=U-Ueh|n<$L-qcbqxHWW_5Tah zCUoq7f*Sk}N5lW)X!H+95W=~M z{SU#3|4VSvznB&gp_U6nt^Svw&A$Y#{|j+)sLg*O+PVn=C;ty%T&UeY^z8qIni3J} zurSmya#twNTUIzG%hs=oSn-dwg);v$Uc}T}*eViAcZKr*$0Rnd3JVunTBwtoXt=ld zzoQuHyeo8S(0{a8hq~+vb^Xs4o6u>yLZ|;vOJsP!BzHGynb)f~={Jdqi2QTA|Nor@ zN+L@CH47{(r%#ppk2$a_t^)jwREdrYp;~^8B>2%@Txp#JXD-jA+KUg)Qza~KgE28P^`~`H`X8~D%<_rB;tLEzuj*dW-Hs82`4CHg*;wP4o6RIoO9w6; z3*nEkHlhJ3()=&}AE>4MM!YY%7*D&);L-Fv($cQZ=O)af9i1Gmln7^TI(DF6Y%k5@ zQB+&9hYpmDK(p^Wx__A*8EG29_zz{!-K#rk-ggE?B@ZH-X5XU8ogdJ7V=__my#+5^%;@L0B9sU|qj>iN zTv!TpO_w{$SvNuJ$0=M?bP0Cz&9HqUk1BZ*{=HkK^lg$q=bLhu332-h38izH4IB6{ znSX=1((OrmJ4VoVS4!v}WoKL_ZngL=DD{XN>Zss9tskT5Nab zW>v1B_s8gPIxg908F2w6nJRp5y$`0oIYh>F>GSEak<>USnahxyz;$!#82rJEezH~O zJgyz4hHX+Do`@oazYB2D{Y0v0kVI099jN`y8B~#x;SM{k!H~8N40-g6nf`hwhWXj^ z6DOq-_tksJuhr48dB~Rk?pXufxibxPjT4!bt(yGeoPG4v*%TUEJDoc9>GHFz?P*6& z8F;sSz$M^_z6sLYm$$C0cG7058DPsr#df0leKJ{qTuW1$(+L38n$CbAN%Z(2I^Nv(UPrS$U5gvI#<4&o?2yui#>1PgO2rd{k>+& z*cZ}e`=$Bgx6ATB?oFd|uit^x;aVE)G>uD~cAqSI_lMlcb*D;RmPlrlF$+SC@KU!F zxAj3Wj?guvFVBi{jW3Qur?ocUV0;O*3pEyUhi{dA3%8Qw9{qLZf8(rYOV zm|Gl+qfE>25U-=ERcH%Me(l8Du8}Fv)_9@cV$1pu6~}3Ts0f_Rr%6C9=iN#ooTc=a27h>ZNsW*<=~cX zPnJv)!wlEIWPZ6Ef76gLoe+Lf@b(iQ)vwoL_P`cwI9*M5D7#Vj+8tE&suKEtCiL*O zd(D%C=G?hJlHX3=(zZLI-1WGxXd7__#pC;E&#!6}ugIpMqiXQp#60TT-A6lh#Ar{q zCO>U&KFMh6#og1TxNV+Nv}n{Y!|IH|U$2w!@+o(E>B|>5QKCwZYX~HWQ0pq1U2B7j%@1NrW(w)ZQ04B8b)u_|AEtA4 zPSC#@ar9fyW{i6pNoQ<4MO}H1n8-U#xXIg@%aBy%o;9AuT?W&r?)n0Ha%%~FCG3~$ z)Mnt#si7Xv=E4HG3s`D#1dViiX^lx8>Fc~pORD>!d7zCHEbxbcxqJ8uB7rnfB?RAf zPa%%sOZjKZH_#s=GKq@$XFNVj0e1dAL-_{`arwIibjzXudUiwt&66HYcDBZ1{qN;i z`{oo>2`cEY%qLvjl}^=zT41e7DGA~pQ~M0Wi!bc3u1k|F*`R_gFV}H3)30Dps0l8$ z5#!48r(%ZYAtrQJ8a9m;;~W=gqAV{F_0_)-Njoq8(;Z!;V#acq+uKClp2b1W%*Djm`@H$7?FiW5J{iU#XRkSo?l+v^pdw|_aGdbjFchOWD2Sq z-b8Wg=K#SBeSGf@npc8!nq2 zOsz~DF=|c;-N$=HW9n+@t+5@{$={mX4DiI6r!z=r#xGiXC6)%dTVSm^z|mlH?scsy zx1xPBe#n$WRpGdVJ0ch)?%`4sg7Egj@zhUDpF6+gFe)pE@jZ;^(v<~0=&i2BrMuj~ z$rPZuA(Xc}W)W>(_mB>i+R=kWmvR2HFXXxfOJ>PBaD$!^@KSO=E3+UAHXGE##pmD1 z{+u=Z;`OQYM8RmT@aqY3xk-krJ28%?Cub9vot79YZotLg^uR779q!`Tah%QS)y)yj zqB!l@1>l;W(>>~gc*n|-)Bdc+kMY+fvtrcw#m;Am^7}hf5Trv?n}g|-^9pp~+wa6+ zTMo`T=E-TS-i=W$s`Oi=9mYkE;JivUV{iCNGUxR<)KT;0w(mNLoA#N3*1FBu9kPr| z+t-U9nF$KlVWxPVJT8mcEZe5%FJC(`^DeSr1cXF)RG~We1w9 z_hUySRzjav9QZl7Q>&44Xhfsqf9PbjLnBbTNLwTtAjg4f$8lw4)LHe;1XTCu?C&mKGJm|37F)SPrqLlu3tx1Qs=%| z+}^v1Aah@VE=aLQmrOrurhgY2ob=G5KOe6}E}%;r&$5y7+WhFX9yIW8ui(LnSV7aI z0PeR{F1GOXxzjIoshVFW{&_o{#O(;C8=gwzd94&oeZ7KuRc6uK-LL5$s}szjOK&jI zD4QllI`D_y@22bgpHkobXJKfLA$Rq?23I~;k6-vugrB)Jnb>!U@vWvjMBClA{8g)t z;mXMZHmXA#-uj0jf7N>a_l*|X5v6Ed(GkJ-yB01_NP)K**@5-w}2a~`wj1|Q>ROM zuhP~9f3VfO9P3xVB5CI&>F(ecL~}wFJTt5!!#jeA?fXf5z3DUPilvFP=SmY=SN%ls zlcz~eswO!~u97Xr9n|o?aBd9mqtc2=7+DyDIUZR!+U_duZ*Uj<6~+V?Gqr$sZ5b@s zvx&aax=-zGO4(eOjo7Fxic;%SAhdiX9<{c@D$9{{WsVoy>7+}Ioc>bog&iC@n8|4L z1PJ362O9YGF5bu#;}YH`;=|Mxv}txcEPQLn4eySJ5#PHpmiE%aS7M<(rI{`(e@;(y z$nif-KTQJ`$Dzx!94hGSBwjx~sqOfCTI@2rcXa|$nE+j3#7qWptiIe(Qz zsVI`fusDo87msa&F9aLQ!XWf+3f0f5ApOD8T=GB?#;Qb24vUNR;r! zDQ$7k;xBq{P1Sn7Kq>Edv&v36{=zXWq@LrmT>>ZEb-fh7*i~an$q2qr@ zEykNFhoJDmIjXrujEj=$fcmT;nl2KHL)AM`5cZ3HZ%wAVA1s3q%V2tMt~sh#?88N7 z14N_31sf;WV%P2{^7Y(lay?9w+t5^twfARYcR>h!_bQdn{?$T67Mal=?k$Rh7;(lc z3$Rjqh{)H(qF3Sw?n7}g4Q?IB9GN?TKY7Vl=5d1pe@<-+RXP=iwSA}1GpLUIA?Ez# zhOL5~Ndq|Rv&z3D+{b*Efp(P`-u1bEj|$ z4_Mq-%)>)AC*YIyIQ;Q-3bllhc&UCGEh{mE%po6&VPgD*D;H3$WH~ctp9dXZw20r5 zUQR!r@zI)QE@)~^rIfq zpL7u8w+d8p`XdmDQRPz*hvN73yv4)w=$gy#=n)uA4?-O{y_Ba9JvQ=fr=F&3L!`NN zIWqi^k2(}Go5=44qxmV<*OC4C&uHSOZ2UH76S*yn9h&V1XkugO(dFy#pZ`6a}1ef>dj=Prs{aO|)1o zAMcyyfp_I?A~kn5c4{5Ov~%KImUuHrO55@q5ANePUi*aePrihCqkXXM#~A*mcxV33 z{eHMU3P#dRIBqZdh7D_ql9}FRT;jAb1hm` zJwhXOC2aHV#77Su(0b_|)TlG(+pEZMt@;rdQCo#-_2zsLb~SzxO~uA_&++PlR(ewQ z98RvD#`lMAujqe)9`yenP`~)Ld|kA9Pxi|5s%j#;1t$w>kNM;iifFmeJ8P z(p7|Cm6yx6yI#R(lhXMnl~>r4k1ykc-6Gt!(R;D^%@lrAx*|LcSK-(A8}kR@E{2T? z1PXT(lh`-|A zUTVe5L;c5B37^}8TfKiH+di6RO4)$ zZ(66uH9yFtnm_MCg*RgHw=Dj6qjvo8H<$lBbuZp_I)QSl@({|j`07(vu=P?(e7Pfe z{QcST$gQm>{oBX!=X^|{ODCoBMGZCSj-Finm70&{7kV(IQSp(C){w$U^Z{i;+ zWk|$#7ru7(NzCiAp_Wc6{G|(a5zi_|KKs!bRb`UUAhVF3y?6|k++Z<%^FDrj{ub=g zn2Tw?%3OR+B7fGqjaa!g9Sh_-(O>%^ol$&>&JB>}`;EClbx%yg=+!l-eD)A7o?y?G zmzC1*CTHpT846sCgC+WR*zjkrNyd*wDQvsxO?q}zKHuNToDVPd@+U}g7dX}RQmV?mt-Z;)l=edMA9Ad zd94w*?Nh#R&y$adF_rugyopeBWB`^Q{m!0a8*tCD?W~lSEccK9@RL;t6cMWM|J?r{ z{D<{F{zHGwCnjD{3<2|a?;Bk#I^{KP2syGIUrZWPH{JsX4Cv_PPE$Q|}X&10YVzGCm+U5-=a z){(N_I>1CeY8Ahe}P@{caeIYMPzTXo-<(}iL>`_fJR<8jL7+-{Oej#96SZ~}iZK5{l-CCGw%`rdFox{gtenSl?cXreLJfXmGmV)L#P61EhBq43+h ztdwg0YIvGG-Py?+_Z>iww*^Ea?hdn6aw3?e_cgofHo)H#ENq`3kJp(H@;BEP;>AL6 z$FK)GJIjU*8s0@lSR}LQffCp`K>?iH)o{Rj7Ub^U3ra8T;mD*V5IkB9N1Czl`Q#&r z+xVU>&uRtr8RjO zdKq?ndBdib`arPuA@FK1fQ7QQa3D0AIsSJBb}u)AnIbZDkNiu(N5$}^Zlcgm-C3n| zENg#f7XkA_Z0uomocryV;BCu%yjZaZ)>pc++dO=M*>V`p1W$!c2VcXSstM5b=?pA3 zoa=~2k6}&QM9{yG53vE!c&~jM&YTv`>@j@>7xIf>*|R5tezJ*(e@KOe^W-7OY&P5J za0LQ#YC&yT6Wf}+9W+nzP_t_y22@GmYL^9UUe{ZJ+s+xNWl@aVwN&ZL{;SMIqxaxc znu+f+n+0sAP)F8R#gsELI2`K@%)L~cYq%b6H-3h*x~X{XU?m&fCGMhjmww!)5Wv(b>Q#TD1Wa7~#6PCmF83OFzP zd69$P%7?J+!VAH=)26ugw>1vU90B(W=Ti4k56H%EcR}ssFX*UEgKg3cWOI)s-rUfO zlX7lgn}iy^Zwf?@$04}f>o}l?9y?;b5<0D`!Ov?Ixye^wG0$BzIMS1jiVGM*AMr6`c>}f$x6^y^*3*&dyu+_B-u-v4J{JpW9U1YEY2Lx9jCn+6vCM|@jqwR25 z@+y?P(4)7xujJV;mh6bS16zV~F?#PlJX81!_SG%sozotTN5r?Y;bUCkazHL_%_=3K zo+;275)E&~H;2%wBdM{?uQ@UOxrgo;#KJTP3qq z134J7Di%Z%BCuoNG9->}gTH@T9;XN!(D@uaeQ5r(`? z!+jUm;(;{}F=6W#lpGa=I=;b7f{7}&yj_Ej6#hWds>k?coiD!6v4h>tvXHGQwEM|} zIP%<5c$2aXJoOy$X!TxVpl-?;*RN)#O<0TXjQ8P^@9F3~#sws2=fS11FF`ZrBsu=+ z0@O~50cO@&cH4$d!GcpO8Fv_klY2!_UULLj@je3!HQK;o@EcS%so~wevGCAQ2{&cL zGeajQ;BHz4<}X*mr`87OGKdAS!*Y~{H@=KekK{%zv4ZpPj_LL%I|>9u##t6ZUM$UmFOy-i%~<1P(scftWT$a-)@$&RIbhtE;jGMU_x?YvwswM&Y92$pRj~~GXjWkGQH=>x(-zntf<3Q?W z(%gFxbk%>eKl_bwW9e!1*OkD%(?)UMCpb-9mxGn zdUHIe{7!Xp)bS*778_>rFJv;`B+{7Trn6}Deklzs5NZ!0OK_W$1Mc-JC+4S9NrI9s znRw_0k}GP!i?@N;(NeJ7eHS(JKSW1QltPsWEIIdkB1Wr)!sm6B7*!`q)~t*Zyw->% zS8f=wqswc^x@J8vH+ceIx5^Q>H$Fn0PlevOo)Dh z-%a{&TmpWFH?6rGL@)Oor4|NLc&3w@Kr~RBu#P#|ZX=uj>1J8XZf4e=Xs3T|z` z4n(3FifpCn#mO7Uv{(grvDB1y>b)k`Rby#V-5ZEnFCd4r)p;EasW=pIi1?!p?QBp- zF`h2@v5O@+7h{NRVmVQ>Nh3A2N8q>8UU+v#f%YjJV&V;#Q*T}t5aD`D`xtVfMFV>O0fd#D6Bx_RT_``9_6E)m%G?t!PXu`Ot-yz)Jtz`P!gJkqq zMa=h7CMsg%iK}f3h{nZW$ii``emfTJ!%9H@R4IPVwxz$Hjw1O50!Dwa4wc7D6l@40 zbrn+dQ>iPtr`SW(Zr)+O1tL5XT~3v+DnMY*FY?mbkSbiYM{Zsn%(mP?4$(03FwvRj zu5uvKK_=9rP6U<+b9VFkWYE+?nYP*Xuo{V8R9ecGE?trYq6hYozYi@@r}iN)du|6oM3v7C|%uS zO}B55ryo!1(Q}s$GnWr+B~uDZ1&24ihAfjF2%UNcZ#pc-LB}@Iv@MyO^>d{*QNAoA zv{AP>3EFdHm~csnWO~6@k~}(vEvZf;nD7I_uQtQMuE&Di!uYSLr;fOBYlvrI85_oJ zp)CumNEr8leYva;9!)MsH?hkMyHbr_!&A)bS>d?gwi{1;n21Tf8Dpu$>RM{L zSiqEX86Cq$H>0Q2%+@D!Vq?fglu9d%-REcJ`Dy(s_A#rJH4l^waLDZsMu)^UFQD4jAh$)ri-l>VS)qW$G-?yWEGoP@D z+ZCAQ4<};=-;QcHUx7r=DU5<_8A%v55jRSnV`e;w!9=|xQoTF}_!p<4tm$~znpOZ> z-Aef2xi&4iaf(Q}q!N=!T|{+h6}w<|Abj=OPM&W#OTt48aIs$kl-+Pgsgnn2{wyVo zvMMHqiVw-U)NFxhX)CPiIY$&$Eg~YvZ^6Ou43+p9%0_x0Bem~i8A-3z#NgHmJi78K zgdJ)I>X^xp!Bi@lEcAJmzQp89BV0&c1Cw4}CKj?D)OMvAoK%-&gG0`e*F{k{fmci> zoBSZW9YDH^&1ujg7dms9B1-g+q$BtsNW9q2`m}GRLGlx*#~)*w=qo`drOS{?pHa;5 zni6s(Hl5OSa-^@s9ku$UNPDa~?yAitr0oJ-c8yS{xd~`0VMF)3ZX>47qJ)~nlji%5 z81X0+(+acDb%ruiy;+<}>AOJJm=$zk&|@D4V7!|z z7$vKrXJriOuj(L@Y#J5S7l2}o2^hx?6D!k)WaG6Nv_zzp_0Z)=s+7J(u)ZjiOhAok^uwF0)bl2Fy*-VqPmupf7jtBe@-ON!%D08ZmP}39h|L zL+3_7`0~A=ur&&7=FcPVW@yvZ+dnc-TombT={P!m<4D^3*8u~4ZRnx)E%g0Nmd+e> zqa`zv9Y>-ly(gTrjhz;xL|mGdTn#3MUw%NPjxSw0YZHl34kMYdEL3#aG3~YnY~>m| zs`)pI{LaaPHw!<&@|{gg^fW#-ysbeW);%Qa9m>d8jXbhcY>?e=o{gu;eZsTmvj-LJ zss6Mo*6PD}n%gNtwVo9bgKyD}YX=47oy7+t?-)#I@Fk-C{5!Ktb~KS2J%>K%Kd3H z-nN6xnrKW}|0U3`U{3cGdr6rgvsW)8nUZv%{8;+4hUm z=%+QY?24}m>`+f0^{G!29Cez7;|ne`ZWHB*U-K#WoLNhLMBWxmSN+9HUZhBWWsFCQ zEvXQxG6t>9t_yxsb+-0S237X(qTb9)_Or$(5D)(Wf0=kze0Uekki3H11|+#lA09Ei zEd%WAK@)bvs^u72{EC@9G#-8CuY(McN;nr80Vm`p;!=x?VDvWws+XU{1M%CzdvO~K zh2Miy3hUr)yE!SJy8>PqNpogtYcSyFBAEMfB1(teVD2dAVc6y>(%Gy4Y_|@X+ z#10dm)0?nZbUCXhm&|&E9KjxwT4tutQ`Y;1E?!#_i3uYE;OO-2Ffu^^X+Np~v=lJX z(1uYS-wWI0;^DS=H?PI>6|S?iW2S36<7#Ia6lvQ@22wVW4b>$i<>5S>;X4-8!*;;% zMSI3u^Wy0ZS+B7nQiRJ9m|&RedniA$4(H#01}z`0nRVTh@kZqrd?(bc9V}HK;^8~w zHC1C%?Qu5fST;81w5-QA z%kUU*opb={i^S&sHgDo9b&E~0NQS=nShjnV3Et~WU|u>N!LM^vus#l?2c? zjzfQOAN#p_Hb(3%#fmv^F);5SPW|y0!VRssgHMF@9ak^oi*aUHsMZ8)q#vP6%UUcv zGZLp5_c9(wav9MJYMk8ev+U>57h&a`CPAHx90}@C;Zg>dz?B4VtZz(0c{4knlukaF zoxB4(bLTM++X{)Fdo4Mt%P03--#u!Fi+MlAIN+ z42j3TI!*%7?&ol07?xc|{f6{4AEWn)C>s zS0CoxI#$KVZOX&QCCjk4^f*!MQs6ch_uzA>+4x|)383vO_Prn#bgM^$?$R8rneWXe zOfkoPl}`3K*21)o?~wLafT`2d$e!yuL_}N>_+jA*v{CFAd^PA| zFC2UVd+*AS--QZXrR6K!zd@O92pk9As`JT@8MfGYun~V`kHs4iGTf}2Cn4mp8Y+~{ zB&nlwN$~0r669P3N-9OfIQ#}kS{`MKv^S&axlTrOcQiXi^8)a$h=7OJSy-@D1uyKJ zNp3|hfHhl2;L}$!Jp3hwz1H5OHqsnx)?Q`}H!mJ%f@14)7qO zlu-?>fyC~+P<2U`85CcIU#*p(Sc0+%WnxvF0#VbsHWqFT*ERDme657O(Sd(5~zSlYinWGe$`S z<83yg`G+&;^m1u);?Gdryv$gbm%qn5(kCe_W^_TOepv9dRg_&WeGY=QuQ`*wwgbFA zm|)j^hFtGAX3ct1QR%n?xQdU5&j;j~%)be2($4_$XV?$|dJi(810%^({f|6J`Hg6B z_Ao@*T0(69VYXzMCnz)7tb~FqdtNIBleQ7Yzsdy6k1HX6>TU@Cy%cAa^8nu7AmKN= zVBbk`Sd>@oSa^3c7<%~O&GstZHdk4qq8Y=^$qN$Jq3(iXuT-(hM-4S}p1{Nj??`!( z(6<#>5W~AHF8sEIC+cEE_Z%q%i?634Y4`+m^X5Znz&!99pNE-)eX!Wa0DoG1h2t-6 zpr-XJTsdDMI5JIz8+MzFW4@1tP_d;ySi{ zE+8VU#&E4P2up>vi6WK5ylc-T**`G`|@p7N}(LXTXxrxlT^cJey@ae2Ca^- z8XLgF;WLgb_yAJ_rjlQ~9Y~U~4^B&nf*rOt;5$;3-Ck{v6eU63_b0n3ei?Xut70qd z;$e@m9_AEXV8qUdIRy1`a9~m`>AUlocV+ZhIFY{(M(&a!8<%H*Z)*Y$WGCPhzeb2^ zQ6Sdo?;X>JHp7zR^DhIG2^DQyOb2rd}0rXev^YW%VN-f<9v*> zd*7@k7+}MXPKH}Q#o%6jE?(J`3mN=f%)Y$az=$b>U*B4MSup`#y)1*r3onpZ{yOr$ zpkI(PecCsXvia&wU76&RK>{9{x?m=Igx$Ty1WX%W z!ITmi{B&{vJgEqF`!<2ucUhDd>foDaPl4W5bFn|~K9r3QLb0m`q+8~ZLo=h!?Rt=n zS5<$4$coEwNDd(SEaFIeNfP)(sL^g)Padyz1^ZTGvNT>AujY;;=8I1=4ey`e>zNx# z)%#J98MhKcKPlom*c#di6q6$u=_5`6TFBWa7-FdsrFWPK=0C zA)@cpvG(ISH0ZpC+{!;-I$VjduSb#agZ;$d%V99L%OzIlpTPZ_`?3B*F{Ta_;%sMI z?Ece*1<&O0g+?nr*0#d-q(t~r{Rub6q~MX~Z@@;ik?c7*fz-CDav=xbL)K~^NDB@J z8H>g2pSaQ7W1UB=&#oZMjt;}rsTH7O$nnlB%@VxTXybVW=#ukEdCbNsVZt1WGaBwno05cLR9`z47WeX zlZMuE2)5Q>y28})iDNHnzc+v>@)sdgHxNhMuN4d$jN)B3NkGp-I;f%GND@~S3FCun zsMe~4OWiu)+P-@5^mYXM*ig80_AHv)yakuIpKws1K*|G7!G6Wttd(t&FdwEsSBoSP zO-_qz^3TMRL4z8F}lhW3$&e* zan|Q?Wc_{t^RT58^1r8(wkf}av8ysUwKfaiXs^foq-gvTWPr813$bSffuUYw!Ms>? znyvwDk0-*^cSb->_SJ2a~X82bw*60>=#Il9fk4lMt(uWXP!#r1eao)owaOo7`h2go%Uqmt1UA zAHlsc4M3OGmNfI*%+jmBtz2lXy>-D1o!cLd@E&M77KOc+1u&Amk}QeJ~&DrY?bPHuspy zp%Qk>NmCG|dF1c0Wb&wF1S9*K!|rQQ=wm%Z0&n&Jwa{>nBiN5z3NB2G}2& zfyp~+vDrz0BEe=@bW4JByn(5F3KkuvROG5=Bkh4 zHlBaN&eSkK!}GJ@LBd=T{L+YP7s!&GE5_nLx*s|o(7+nG%V1=u4PJj{k$|FKM7pSw z3_fUK>Y5gi^x;-!^44RdJw*wQM2$l4cx$exI|9#3lrfDHp22a;^;r7Efc^CP6T5tp zH1v&c#WRMQ@K!EEpl96%7nL5cA6w0l`*<6*`4#YEgEf4}9Dy=w@nl-rMK-gb0xM^a z!uS)30>j>mIR4KK960WPyH3nzF9ut~g_p0P<@rK(y;BP|-?$8wX(6~(REJGEI1$Qj z-G{`1HoPZ#g2*@g!b`AK>E*^K5sG+*> z%!$3~BX*B;A?bTH0lnQ0;v0<+a`?$eoT;9GbI2VmP|SnEz8FVlf=Emn3r4k6bxQ+tdHm_ z@^hOeMl7shOinMtprd&tjFrI^laGM8LKeiX-vY79d5~a}N9KFiF~$QTXs@Ej{)`=g ziN|co=5T+gZ21k|MyFWyQ&G5aOe|THYY!GrlrUn87zv%}2qTVdBI%QN!wT)&y2d9MR z^;|Y=fKMlEaEo&z<0W#2VM<@I4|o#vnaWm1#;*^KjuUDXnW7-Mt`62Lq1aQG!OnRb zPA1P6*14vOF_-?zqUdpL+!GUuzaO7s;{(ouwVe~$@Kiu@i>|Z6!Xf;9EfL*TiW5U6 zWi;es;821HQ@%hHhSzknPd3aYyQfW)By>rm`aYf zFU3pY`m9s+O>*k}WT>9wg}+;hp+Bq^UQV&b4t@{swUQs{Ht4|a(dXEG%EH?11zAi- z)JQt>Mv{P$lECMq7Gljk9=^XY%zVsTkEfqc12a)A3^!B5>A`2&_KC?5Y@kEMYp-DK zs{*L};ppIY<{o=@)=%>0`3VSIB?DoPwaNPT`$<;7YlarNVB9ZB(r$Kyoxd{$XTF+- z?zRI=^G848_wE}r|Kcv}IV#0oOoTCqn!45}tiJFp_*2zk;2($O=ESdc!tG zhpAd{o>yz-g!X$A8J+1<+5GwYiEm6co0j9wEIxmb39K4st}0w(dKyZ>Z^Z-X%yq`H z8B2)O#9T0cb(SL~$2kYQDnCMwbevU68k76Ui-KUv7 z)G5K)4%R`~yAo9ESx5H0t7n^jq?4OJIG8EuXNC$j$S9pwknVOxA4Zp43<^W#>uu!3 zBX^QwwHKe&#IWmqo-l=@ec;kvrYUcb(CKL$m6cRVxhHO;_JQ zh22PaKI#?kXXyc0v3ML_e6x=oXeV+&?w}Q++OxpTCd6SBHzFEwmVRpT7nLEp9kra3+q= zEg}ieud%6y79`?HJ^A!Z4<_w>Lk#ElLaT`hS?Y5UMyX#TBMum{Hb(OF(mP4!sPt$E zopYM(5x)Dg`V^akyh-Bmw zJ8?6xi5&;d7>w>mEocyl;+mN@d-MPRD%7*AgO-Yu{>HVq8*0-4iKKQUhZ zU)iL|EsRE%6Pc_xf(|e6p^e%1nN#QLn72Kz7}4K+frH8!w)CI`QLg?1C`g0O+4f|6 z>s?~_@-s2&{=()%0*DrmrdX>+9OJ|wO52eM6W;-$6`8yp#Szdubs4<>phc?kr0K0e zJ#sjSkUOrM1@BEGp|R;GEK1cTH!__eJI#f3E6IXU$wQ{0VG4xpQY9z*j}v2B0B$N{ zXq)Z<_O7-pvKtcNT$K?%S@VgU^o}6=j!(veUUFy{9!X47>PYz~OIn(LgHhU81wYp7 zu|r#m$(N=p@XyaWc=zKE3xmw#|xoE$<}V-AVBC^**BW>>Eim*N3oy8xASK z`b^>v4HRL*2=8|qiB&EnyY2Xb)Z3e&HFZCmzV#Wo`8kU`l+p!XHyKR2)yw=p6rJ}Y z)!!e-?GZw-4D0xJ42ArsHh6u?| zdjPjBa!L7>N&IKNcSz+>1U)c)Cv*PZ$HdnkgBzVkU|P}u3`Q%_K#|FO*2!x6eYmqq zQ3^+2@upp)i)n9i2i=#d%nwoTB0JJm>8yr&<|*Asq;i&$o(H<9wO^b+v^Jisj*^3; zANJDc^M2U)O5daFY9a;uWN(xIypB>O;V*i#|2l*p&ZM$2>e%^bJeRK+jc<%4pk~*0 z&@QE5(=Jcz-Y$ZOc5^Ci^1ViWiXIemb&5^GSd6}Y5WDVY68EVxfpLHJJnH0+TTqk&_kp(G#+3Sx{{ z(ddQvzW5byR|)Xmua?HSf?$E_Mpf!>d=>(^{m9<&yV0q{pL*qYu@8#3=-kqW;61Vd z7i<4!-P3sZWkd}1|7#FD+Sv^`{f$J+vJMsnx53wqQgqu}O_X&P3M^0Ev6X2uMb#Wj zIH?>9riZrE4SX^Dr9K6YwzSc%YHt6h(M?)*NTXvRr6woO!)E?>7{4wT>Yn(3cj!Mh z)m@rDY-oaKzF#AEZ~TIJaooP;fH}P|eiAGXeZ#g?D8qq1u^PVx(V#zP8E^TaBHKSf z#>_%ondd5_&5SsV-R;0^v`rZYp^xJP+EW0I8|gyS&Cj&%w;}vDQw;19Rq&in3ib~~ z;W}w&9Ne-PZhg)0i*HC0fvY4TV|=B;Erk(FfG_B=>Z*^LtJ0!UrN_3FD5 zNOPqD>W?lXmA^K?M2ldwdYTUlohqPB&79;@V;Za@i$@G6(25u1v8(q2PvM6O$R8Ym zQ*ICFL)Ar)pm~y<-W>){Oxxk+j1^Qq_#7TEYK7YM642fwi&4H_xM6Yv)lf)fww_T; za>g&gxJ`8s-m8uIX79-+kBxNMh9VeURS4nl!g2h$)ey)=;hK+OAlhjNf!uCmqOvp` z6(5H${XK9auKUWXibFeDl^pVmuSU77P^teFSzhY>Wj$HTra>wrIX7Ck}! zz|$KSagB#I21cJ?O=0GAz1dB6#{E2e3vY&`6<0~G9FH#YISc6lr%3<%`Bc%e4EAli zfX@#UgQ9cVnBV5hY;nzFJiz4=zi!(A zk-E9yWWNC4esRQa7!I}08;P{+1X}ChNQ|zg(fRi#q1|kMc4>kYUGRM&ewrLlQxthL zbKwX)Vm&a+wUGQgIt>+XX<$lbGc2#zh-Ou%$fzemnBdKElHudPW~w}<&1hxcCXRrm z34y$g2k7BM1G->aCC|%tF=)g+BR6wWK;x$>$eneEWr42P!R79zWtm}3yAJwhZbjE| z$j;2|qk0j37-?d&UJ{J=8%2HoD~4qY z!&sDL4pen_gYn(Cnu4wxmSGx*bDyn+X5SLHZ}_u%PIn^R5@`wVE4o<6luYt*ID=ex zwHhwD-p1= zmf$XLXS#c0J}l}#iLt895OQ%hsO{MR<|A^{D2-3=miB;4(sQ!$=qYw3frlnzKMe!kw_ArBN7eAYbi+*tB8V?ii$+N7AFjjKb8m`RA z1c9&!gyUDEx8EC9`7IE<;$7k0i$heoGnmHB`2}%;5ol{UNPVV$2Svp!j8k8Xo2ed5 znIa;1cY8v1)Y4;=;lqyVDgklZE7ts`+FobrOZa7s?qGnw@a++ zYbo18V@TIP0>*3Y7dUJT!1ShXutF^e?{wFJ>!;tm-aE|@YxbDdW|WemAG1(hwvBuo zJsDoQJEKi^5sGQ=7i?ShM?g=B;L5~aFgMh~y)Sw(sQ#}&38z9k&jibF41@W?eb{s` z7^cdVpk<~nRccy8?$Sz76uCrq8N`Fz76X3AzAoI*l1Jq3+tG=42v@hnkY0^o{we44 zwEjQ=X}+IL2Q~+jm|gQ|T#_wyTR)##{&@pVdMf;5sjujOppcFl6z4aO@ur!^6Zw`C z82k3_=0 zP$uyOsT$)-5B1x_+5Xvl@zUkA&v`$8*@;Gha9$JJ8`?}A^43we`zPt*nf>Iz-x>5u z!F@J3?+4NGi>LSa9(0VY1Ccm1fo-SOycK?S^mS7s>zq0Vi+WDkjvl4Wmws=_U)!5W zZd)eMQ}u1sb=w-2fl^Rgb&=h$ETt1HrTA|C6EWec3O|5eA-Ce5+7@~OP3k_uzyCQ3 z#EXKcHu0vv{N?G+rUIHim_w(}Phd9VE#dE0{z*-+qO$_tju<)oJS5evS?-mBVF09;kmQ z1ed$cpw093`NezQ*oMX?L0fM!Jn0qTyB{#6TSD)VIqp5gZKQ(f>&~ESog8prbt?5Z zDaoJqwU90yf0Dira-`7)#Zavz#@Dz}%eQCpe9ZZobJD^0_)2U`;CK+%+hoU?7P{sfpRZvM2oe6*KvPlJHXzhtNgu9`zFqrmTT|!k7C-ZN|bkq8`&NRS3nyw6;z<+JBkIbGPD$qQ1 zj(t3Skv`9FruS!75r4A>Bzu!4?fJZ%W)2Q!o%vcc2`h+Lw z%{B9Bx=e~(M?yl?3WfR zpMHpcwalH|hytTC49~|RX}5JCzF(2qG*^lhj0Gx654%<*Kt;ZF39{rrzo3HvnXHsx7L%KsL$oU5DOu*>sEulngQQ*j0%KDD8qTp zJJ5Kvhjs`waYnrk-reyMrXQ0fd}(96^PmwV_m9H&I)O}5#0)*2+QFWvQDo+7Z5(b* zqI&1Pf==r-NLT+1y_3dbg_;+*zJE_!^U&qtR)+ut!Dl~gb2c4)*ELk27%Hqv%}f*R_?o`7o`Iyq)43MLuyuu@|u zmPdu+YKzfudckLq-*v@yGNi$&bvCe}Z2smbJhd{JSl}4^YaxkK-)DgKM+eZ~P>qi_DU*`WMfAXKS2lJF=NR+6hgumb zR4Va0hHu#lkH(&Xa20)K)0qyhF5F{7VaYHsAV%fHUJ4YtN+4Zg112(OdP{CO>2e$Z zexD88(_K$b#z<1y$n_1gCsV!TzhqZ`8mT*)NtK%QVVzMKj)|~=kJ%@v+4xp=eC=NN zAdsOuw06_E&5JOSye3|wi^!_%eW);50{?B$!ucge`0QdW4SDzzYILL^!!b>ee5eyV z{d2JSxeE?H{LUL=qy}4Z_8{?02UD3PP#Ug|pLBe|PiY^VZf(aPn=RBf>JVD56w)S% zUsPp9G*(An0!g75+T8Vn0QQ2Yq!eQ9vPKwnp#l^KH_*kVE6L^Fsl@$B9^GOrE#w>j zf=;)0VCQ&_Y0q^buD;o@Y42Z9kF16(n!W;&or~CtXZLY|{U++DI}hyN`#{la16-`B z3@&ee&~J+Rkh3rdO*EH4z}OTr-tIhAd?x^PpMFAX8;ES94!l{n51(u`fCbYo*+x4( zCjAZ%V8gok5Ha^1+1Fr2FOa;uKH=a+$KKp_<5YGPJ;3)xs$Kv+!@G)~DANGfXzucw@c zqw;6)d0Pg2QgER&jHlBLf2=`!UNJ0*n@aEOdBNqNtTFT(Fv~mR(TV3q`G0HZm3VK= zNLvS6R70sd$9Me>)FW}+{MGE8J>*w?hNJr9Y0C~#nAY0_G7pUD$D}-ra-Bk)e%}F~ z&698zcXCg+Xk@io>o9S06;<`@<|QYZV#_`r8VzrxL%LhQx1t2!vt?N6*TMTOki*Lk zc93>W1Um%csM~%8O{)s%QVD%puv&(HY5g)-`1~U%&9uVM^;h6xwF(%#;JhF6dwJ0( zWmv>t9lR=j8549y^JkVP5Fe#@*0b3f>!a4vA5-5#nsPgY3{Jt(dnBRiT{8051{0$n zPayqa5jI>{Pj3&t!d$z2!SkJC5zbxaO*?)JqK_L27llN?+(0f1Dfyc$+I9jaHEW@N zR4a}6no52JJRmFTc0l9FT{L1rB+mWxfYl%VLSA*q341T<@qIl-q2O&C^7=+&kyAZ9 zdKmzR--)8dvHdvL$^&~&EQPhT)$qON1uU%p1Iy1!2(@Bv+CFzJMCIwV&EWwqz_i?doG-jn#z}JpcT<4R*ym#v}uV)gF zI7dNvQ+l+}$fbmg)m0Hb8+RB_%&UbSi*lI$`w5mk`b&=Q1Uiukp#Q5AJg`iH-Fn;b zn`t6D{N#y1dr~_7yckawJ~#(yn$B>-QUD@XLP5zyoPRw0Dy=`G#ctxhV>r$B)JyTNi=g`*LcTJ%9zJ)8SnWqV(f!u==A8*2o=%gZvEi z*k+1hiiJ2PqlwD9ZRH1^K8UqZA4$rhg-Es~pzcI>oR@kTTQ2LN@6}j*vwyqbwfkZm z-?bk)Ive0b!2l|7?2PL(3v@ZVj^>wp@d|n*gsDMCAjc9R-prpY{db)-U(pkmp39-i zMtfm;&kPtz(B}&TH*7YH3^hpWl98ZeClg@)5?IZh-nAW0tZxn zI!##EFaTbX8SLrV1~?FMo&^NXr61PoqG<9-c;gs|ml`gD!Iu~?+I)%IDZV7yV{@3A z)d}=4y8$^D)oI)<2W&mlM+nywUS1%AGhJ<9%NHA3@o_W09=HrTLcMA?C z=uxF|1>vHd70jeR8UJQK1G9rOQHATreq7JN!zNp)+`fBks$@F8)6U0`&;+_roq_RL z5#fQY*YTWsJGdCy!?7kwJXie}r1zL&_X39B9kc{ino=zgK1OW}efAZ(Rq#|7#sCPFcjCEb0!O*Bk-8LNL_(6f1o>hU13%z$r`~ z^|;SdX{-yr)U9Sp`<_FTd>TqiiSdJ?y>a%j9k91W57io-0Q(z3+I51k-(Qj)Q~e9` z%O>O1W74R(?l?YDk+Suziv)F*O+@Yuml+SprKf)z;nN5YXj~#kCy0E()WFwt+K3BJ z<+mBW92P-|hA?6_ZZ2Mvy#=Fv`6$P+OR|SvgGJy`=&im0g=a_M;M7JuFuVk+=krij zuK%&wk7T#oQL0b?Gbao@R&s*w39q*Kxa^ z0W;)Sk|%B4JTUnM`s%9*w?8T4t>nBXcxNp}%1Ob3eGKg93(!j_;I+p8q5FMigGB2n zJl*92i%TN$=<`OJxAP2JFM1gR+Z@@oKNn#^We;fPXG6A?63H6AN*5e_Puna+>6m>} z*-Wwr1&!-4SY((UoB9oUBR_#)BbSXzze$SyQ?WSzExUYA3?_2*@bP6mY=fE+lYO6y zpQGMU!ScDdsC^NTJVp}=Me4gurs~E7Z7q-^a&js^;OTdsPL5<2D z5Q&?T_}Q}s{&*S*uST!M3mUO7vmg*onZzSc)&iObS$t&EIEsDE8Ped2nbT;mIB-?)SA&hWdk+GtKFfnt8G+6cG z2u~jezjc9u>{BXJVNCssENCSPv0UXansfE~%wa&shi-!1CA;u=z&kSh?;wtJtMF^R zW#Q=2lQ3Ynn+$yXiIh&J{3LtiJsOYIw_-3{gkv`EXX34Cc`Qr*G`qR~Aj)RmMBfT0 za_|R&r{O(Jamm1ApES7nZZZoWd$S2H8=&+822 z75;!G3pJrmxH-%%ehT)Y;;_WefySQt4kzIv9!qiN8w^Cj`vPa;He(ygdj?XyxhW9$ zR2^rG6UT{1KETCQHn^>2I|!b|fx_Mh%w@zw##7QTV759&~@P)_U8G=xVw z<@hCPk81)>8ex8}B^DXSz~4jFkk%}P6@tUK*hUH6L;Bb}Z z2I<;%3T2C|FjCElMhxroLnn-)y&JZ`@`l@7k=6wozPg-0Mj9n%{D%ovzj4VGA6y%5 zjwcf;us&S{VuCM`mi;_fXxfW);$ww<_hg}Et${FK5QkxHc`&5q3G46;PPpR)Qa!o! zUfXeQH&+I6ldf|4;}ggaeMVglAA+OP%kf%W6iGN)461rA5Wm_A_*GMwzFr>@Oh_P8 zUM!}D7q76I#5gSCd>q#oZ{@f63;_rip!4x?=CN3o#cB!h{uw*CKfw~b?}*XyJ8EFp zha^yPs==}q_bKnpc+P*c2&I)K;7tulRK$N+;r0b|P8QJPH>N^*+&k=yUrEdQ%TUWB z4nmv@K-n%C?Az{QP!xd5t!JnjJb`a|dMiJF=ODCSHKTvmYUA01MHmGksJAE$;m|TX zv74eyzb?3Etwf9WRq)Tsju{3>3hfs8;DzpTcuV>8@=(9vpQ5U8@6r$OPR{^Vu`1$z zRE5qyF->?f^Z|XD{uq*HKVt#IGT1b`gZFUHH$kJ1BkXUH;A`|bg1eQ6bw#)tJ+q*O zXf)iX$E!0zwKj_5PAr5|yKT_?Lj=q8D`vLjG;|z0OC+%cl1GmaGml7Ir^&HTF?A5o zql3TR%F$Ww2k9<_3wUtgGo-h1@1)lfwH*yvXkZk1Gc*xngWkg}ooUps`7cD&x?%S{ zNgA^pU~ju9OxgSp8Z=(Q!UfN{uT=~mPoP**=s>=mK@fG#fEDj7F~!-K$lfxh-Ma7b zkraB$2oLA%h9b13_K_9Vz zJ|)qvui;_sUA&^1jv0=I_$MnCENl+CQ5?P73%n9mI^J)2*SG+ zjksxPK72mKj)k;2e6qPV*fTQ$FoBh;d`qort0ma3oE1P?aEQY zWBozs-qr^1EXLx7#(yBC&3Vx7N3+@)VIY%QL6)x%W%kEz&=G%A)cV)eXeqwypB zr+!ng^FE&%k9>f^Ju~q9kvw+a@hPl3oB=%sQxHDuaD7HME1rLl*Qd||Yb-Kaku zA&tv)yj3Jt22I9!UvdQw)gS4P`h#?v$rz693#AJTD+HQz&+uC1Vj!rG%WHMY3-d!l zFhV*X(nZeVp$PzqJvroI;Y*mUKT0TZRZ3W)`HDIGQx@tBah@)j|3H58ckrLthUXIx zu)vHCYWqV%;C7)9Vy^9m=}SzITwP0}z4yWTpflJJs6Z7irUC!?d-B}EfYrDv()GKn z1p6Z%QvH#qBzCxoIaZyescqpo@i-1WIT_esG;eQHG;aBJkk>s`ot&LC zWIJueF?QmGDNGhWg80LQ{){_~Ma4Vux&3%@Zq!?#y)Q7tPz75Q+-PjPCn!9Mz~U$A zG&}!2#%#O>J2;L<(#RK!T(9EH&mx$laS^wSzeDS%extiMu05&So;HPzMgN7X(4*@V zRuAXk(sv87;muzxpQQ}1cnLVCqaQ3++=j!Vvcd_MH{heyQ}E-&WEx;rz&>r26b@XH zW^TVv!jIB;SU5$N%AcPpOz28yNt1Wusp`eJsneajD__Z8of=^#V>uqjFgHc&&I+|Fn5FDJ25sb+<~O|GqrBC-WH0v8bj7l8;coI*OasxX~u{4`}joG;gA3 zCB{{Ez>x{gcrbe&-M`(mI&Shcf8m?yv-u2z4!iE(>uW&GrI2}kLM z^1k$ZC%=u9QT}HmCQXxqxiJzb=*vUu*oHgQ{y<*dRJg9y2JJhzY+*?#zTEW+OYM_r zu!}GBzVxG$A3LMw%sgE6J%X()lMvo5Sp(g(5@5JHjrM0u0!_0|oNHq|SR6K`;fa3G zG&2c|O!e^R%XSzuLmuy>&w;Fc?O;Ae3ha|?!6hexbL+Tsc@Q})JtIZW+wNz#pInCN z4;pxN&nzH&%`Z6pb~m~_DI*!TOW;niGt8L!j@jrrz+yoFeH(tC`pzk;NfE4tn@d`& zUBB9b>|Sk9S#geciu+F+DgQ=E{6T0tE>7L@x&7hIS}5o8P%^uf(Rbby?5z!fise(V z%OFwU{8E?Wn1^8Rn=MrT*DN|WS`A;Uj0M>;ajZ43VcUNhQNxxPTl4)~z4A7Z9i6KK zbLKV+8m2b04#hfnm*)-|xgX$LRXfc2J`Bg_f3r!L8wx5n*U`eRlQ`Y>6{$>3!PtT{ zwwm)V&6pld#vFBIR~1jg7L0|F%nImw6~h*~=GXXod*ZllW~tku_$*F zq-txitELo`d@{i6*E1S2l);wqli-%R4jxz%fJ$FhLH=54%1dsrRLOlN=^0DGN~M`iR9!}k)~v=yv(C_xELobay^?CU$=dwBa0QCk zR;a!{2amL!re&Lap=weX+6>Bpa@`ylhrJy9S4Fb6gRvk|R_S^_!*GMdWy)+&)EiJLlrvdILah?oz0^XE9W**-M z*y?i%@WtwnK)wpW`C(a&=>BqzbEugyO_L8SIWLX+ zuS*7np$}kw=R13(mQKFO>7u{w2sjL#1E=`c1pcOTY(pGeY7N2au3V^kV2P3D8W`|? z2tpfbS#7H{XndcDkva3=Yq1g0z6`ukw?&9!UmhrS?_r!)j~%mKfN`;pdH37aQBmzi z*m?Rqw4Jx1yErGbkHiJAQs z_uhtIEtw4tPgOzOCI(xJ-|#wL=Ahi3IM{Gx9agQH0mD6ksJp=$Q#@Vq$+JR~?eC=@ z2Hv1zS{$g#zJ}vVm2k}-4;=N2^MAeYf%JxI2>N7!H6rTRr;>&9zlflke=r>k$tC=d zdl36HP4K{O93DzZ2CeHA5OQ5c*z$QZKk3T^lD5zbpLHlAOtD3$hp%DAg9BK~^`c%* zQJ9%C0bOPkvX@U?Fide^Rhw@bBf_71VITN(x!~1+ zhhXHRM(6F^1j%jBP;uc$1TH6b`Hvm;jpX2C%|h@_tpvA$GSFTfjeZ~@6uFuvSmLcB zyrUkCKU{-glIbq6oW~u%w=M{}9!%nAj30xid*;JZ9R=`r&c?Kl^J%s36_Qt)ir(%1 zaK7^$`*!gf)EwIl=T20yPhID!%d6A2kB{CYTDwm}F*l2QeJ&j@)MbL>7D-kdV2P4H z-jg4yVa)$&A@+OEqyO2RfFBD!l3azo@TO)CHecgjGiDy&m&;;~bF#r~*Lbje-2p>f z=J;0DGKkEGpv&L&fcMN4R8o_`k;Cz*GOz+4TXjQJk0d%?zl?`ub@1z^jX3(I2wzER zH&q_u`trc1v?JORzh)$%^ucJ{>v7i%Co>=<|+7f zJ`6p3{n@)zNlc!c%No^uF)V8Wmd0w~oN;_qSp1m18$1VD>$&VxKo9I5T?0=Z`@xMh2Xy+ZT_24=Rj615N5rU=7+k<3*#-n^0q%eh_gRO zVVIpcW>gyCj9UV%G8jwiW0zBrz$z458jU&O_E0sg5V|_+(emgu{8cA{+i#b_?s)}Z zHTD<4lH0(muR`mAL~85yr$)^}4vr;j;62=jJTnViJw;SF_opIAZ|eg+=|vDCmsr-c z1Z;@tBh_an<8Zz_noFJlb73}>{xqB3Di#wydzgkfS-;?vxi0!Tzh!L$C-K086GSiU zA@sWL=S|@5rBR4jE4U#YiZexANQ-?Ec@k8_Ie=EM-|}I!~C;B>o*Jj={t{X^Yg7ZkzzD@BFQ>mBLJ;a!+_eHbPM^Jr&j4*i_aM@?Uw zprpeoxc{F5bgSKAicYbx@#i&kY3sq1<1skvf(dLt7m2h{T%b{(P3XLSa84S+_6wg- zpW_3cSpUVzo6exu7-_h3_z#$G8|G$^RZLBD6#to993;+9027fO))%=J<3%6QV-t?T zVY6!7Z+_fnDYr|}Ij2J+%*5fPjUmjbGXaDAM4s;33sgA9lqfF`$J6z5(0%9<{nxI? z%AbtEU4f14*=8RwUYv?1wM``4;9*Va$^mAqT)}LH6IkSpC|na5%K1tn@z69eoB*46 zZt$n1K@i!li^zxH2zeL&YFL4)4VJ!Zs+*I!I{EvE+-v%`aI5G5W)4xw_wy{ zIiZqC0?y!O0{+i`kdBZnGQsF4&bYZA+BsG#ZJ99$+&0mTvrUBE8Bf?Y<5G~X&cj#E zUgThZHnhv!0Vy_`$kd&swf|MqAJ^{krupCFy-8n8y*9PdS&Z|c{&E8HA5U2MU?Nuc zbNutMIu`C6hqp3h!6RZayxIGhE&Y>-+kS>~*{&pTI@k|hnjYkXLOi|hn zT=Fs=1p3xkJZS@{AGyVhZnVK)lzYM;A&!=Sx>Jal= zoSixU0!Q>Yr(@P0vTRfh*H@3@a`<;~<<}pe6>u2umi!^I+FEq)s%J1%A4A99e}#eZ z)o@Ru0((qv;L;W;q2thZST`{NcU+|aJ*(*3I!knO>fqe%9<)bx2<$oc#)XT8SQsph zyL@jl{o~wjOvRdMX$|7WwOwdYWkn~MNu!MC8amxR3q1l8X7_(!v&{ifNo;2NM zJC1FK(S=)C-q-{z2-_iaqCs@a-5c!3^k$S0u}Ar=vz$AO>)HMuA!P>7*|!U^zz<)5 zQT$5~5wQf+{Pcx=N2;iJ>nhH1kPYfXVt95~1LagdvWnH8P{vOOs|WG~BFl`bJ?le= z;Kd|3e>ewQk{2A!!fk~_ohjtHTDi>S~g1R*q0Ug-7e0=7j9!L4L8FHj)}6CCChYYiG^w;G`XutoF1ewpI zdvzD$M)enTja)oj^3oC3e|^Z7MC1#`MFm57Ln~xZNiwcAl8#91XK$5O34VyBGb=ee zjOF(5My6r#%J&=T3QvccIB(niPA6ggL?zTZd6~W}9ZzpItDukRdWemyfKAt@L(RW7 zIzg%s$}10Hu*C_8j42ib+79C+!zsenWNwDL;5|=w^cRdgRt#vkR`{$j3w9mKhh@Ie zXqt5Z>IRO`$-a#eh zP{E`^ZQSrr3GC~az$^D1_&stMez!zmM~^uDvCM1ajmDRY@JC@W$jL;}E9x2W`HmwPUwtju>tO>OLC0u( z?^_t>*8qvy|}=J1dv4D3!}7;#mP_o92LF z{TKFWR~^yMZzgu{)&?_WP7T)^S+&lR9i#23{O~NGYwVb8F47zhTxJ6swsA!7JUl|NL6m*K6+d@! z4y{t=)8=!(;MFD`e_}JETPkJg@&9(yN7pN;R`O^};^sY513WY9Ny99oA{^f zkI`-4;wX&I=Bv)}g1C?%s#Q`#EeAhR{IY{e2TtV&mR$keW_|tu=ks!(Ez2+Xwv9SK zJpaYv1Y(vV!;jy3kL7!<5ggiJLW?rR_(@U4JiVMnf|YIuU|_#8|9jsjT6Wxm@yxhv z(z+-bohgnTW=QQ4)>4J1qWlaGUG}@xLU(%=(uOmEczd-ZwM`GFC2!X8wY)>Y zywZxUK2QOl4qPBECHge-(z5EM`&tCzNh?72QE|=mhbHik%R08MGp$+hkjwOFsgQl1 zA?PkJ<%>;l1hFl%_~))Xqs!|IX}C%gMDjk+B`d4IKCy-c{CAE0mAB>pJpF)%1_aY( zIsyF0UGrGC(L-|JcP>Aa%i#RJwH|a|C-MHgEMP6?xACW`Y^GOUS@0vB<@lRA2dT_H z19oozMOxk-!k_qH6rFKVf;vy%!(TDKjJ|yp&sR^>1Epx>f8VD9me&sRqatRqvr~-V zT5BcsSn5mTt~sLe!BBcQdMX|_bVZF7?ZmrIoBHG&p_ZQ#_!{)_wec~0Kg27qZ(a=gBA3a8`1iR^{9a+TjoelZ$FOi?5Ur%j!2x-K=EWz`X zVtUbXG<}&ZMHfE_;RnaYa6ARK>+~q)hgo^>_kXq`cSblL_t@8*-$jz&W$#J0Zc3p) zJAL`je`V53E8f$j^Wv0s&*smFxj;{;oDh83x{c#|qG0(FN$R6k%GJD)upN@Yq2M*S ztD^~bZhZiW`^{7~Ka-yFn-7Pq?twHfnk`!)i9525SaRAM8XK?#cKlkyuT_esl3u>F zO>PXE>rxEC?o;ViJ3Ic12|$f>Yj_LCHNy4qOd2<3CVR8jgO*K911D>3{?3ZaEb{d~ zQvP#1zsTH}UcbO4Dx!W@iB3i_+qk!Dp&kQljZRJz3mWT%xgnF)8#wbDv->&ahSKqqn}r}B8|4%ck&K%{Ydi-HMS}(0=i}6;rVGB zn4G=?90Q&(m(#zAASssobsSISBi4b%KW+N^Uq2Jcd<%Y8vsholc4`#wPhJ^D&@Pc+#^2D$I;uRX5q8dAkS>F+5 z7%5ew3N^Ed!^dW3cuBx&bN0dOql2vHhXmX#&9CV>?nCz2zhrkSdg$Phn=G+K42rg# zgmPVOC+gVAu3v5ksR!q&mdO#S=i~~wk(XC`1?T%y*|S$$SYU-ajh=4H`#Ce6X?zH$m5XfPO++Hwrz!(8 z+Wo1}a6TQKQbGR^U+`)=0KM6Jz|%RNJh*ZW7D(ri*I#B>H??HYwe2o6>`(y-WOOUDe;_Y0zoEF7x z;OeezWM}^-u-=wTlB}X=tAhj0@&89`dd10|yHVg5;6`Uk9;MzzV_~YPH(Rt)6b_C~ zCjZV2lWQNM=mOy=$a^wEmicSKjilKu$2f_MHE0p!7yn}8CcdJ&lP)lx);73ysff2U zc><|uY7vY$DA7~X50P=|A;fyv7DDUmY^ZoF)LH%z$e<(ba4Cbz&s(c^B(|`MPupNg z!z3*0Q-MUyCFrVHPQ=Fx*_cPm;F^*m?T-3M){73YVfRWBItJ+I{HfG=G+}dg+-Jp{ zXI~I$#FS6ZM}rMY^rS`w#LqoP#LUW>g3)I|z%DVUlrUs3#dN@Q)(EV6xZAquwih_G zIPj$Yn?nEVSc09Nn)LIzR+8Giif-7sjE&zljdR?;XH6yJ(QeW=aJ{8YXJ>9luN(J3 z@m(tC9chIIyR8Caw`q`DyARil3uP!`h}*gxm{UP0v(6dK%r?rxHVZGv)*X+}KfM5l zS6Q&o}lXwGhPQQH*f{}G3o4ULO!_GyQ8DHG2|t;u}#$# zg1|f;{GO!?f@wRzS}7c)UQR+M_2oEo(`0=3bQ6e7E(Fo5X>e?@CD0ccU@h7U3B4Z} zTWto``HaoaT?V6GOyaUi4lq+Uoq9qDbbB_!+$)cnC{%Esn9tywu7V=bS3oLx0p%ZD z2!ZQGaf~n)HnCx7OS;Ot8xTdMK8m9Aj9U7z{t#n_yNK1k3rz0GH#o_wgTb|mc-L7# zRw^xIvT8HYbeAdS{k%?E#4P9n4{ zF`S~y8CiMn4x18f!AdoA*xImp@LEFxk4e`+YsCk6*fJLSK5HP`Je$P-$poGFv$oGK zjxfa?b0BA89J7~t4g0s7!J5L?aM(r+H-5UvZtvHFx7%XCe<%mkMD$3)H)HVYu4cPU z5%L~n2vU<}Fwn#m!emRpKR?X&kKbk3-&D`$HR$1ETV339%K%)>C!vP31}?6BOvEyt zL-e{zPlXEfZ^y#ri)IxaZ3SsM-~STk_7+OS>R zR7dgIb79n+K_;+&iqA!t&}KPBm?S$E_vQPck@Z@3e8+c~|N18Ly1N~Jr{sc>kq3;e zJi*EpF2jrM=h=?EkI*h;BCmtvF5;x5@qAu7`IyJ`mfyo@ovk@$i!2o=ZrK7)5^vbX zFQ@?#wO1&gAt?-N*o?163L(k21{V%&;Z>J%_f7pR1bMYzxMs;$JZqoJ7Plz~v*jx= zY}r<@9~K4KlRr?Yd?Cr2pvkW)d;;SZ7r@by=WJIy#ckSs*dSp~zK`x*4ame5T92R-V_*Xk2Fy;d9V&fvLQ38A}{hcj;?gQ?%_IUEc z6}r+Uf?ljXfSvE9ar%lp^5%?=aLm1U4CD5xs+Eo;^V@tT_acC)-1!NK2ix)E_gHw_ zWCJrxV;Lz(gyUgB@K!Pl%QT$%h66{b!$)c1nqdXusmrpE@NPQkn)jJ~j!&Zrlepe| zDtBL+)oJ!7PJp}C@^}x%-Nk0hN{|_qht1iobo!BnbpPXlFYVJ4UUuO;a z#|`M?(t|W)r8il24alq)8|V~Q8K@t>mR!;DCMQ2xK!|%Id+w^nYY=gyQ^R=l{Z<>e z`f)4Rg?NLF_j+Ez#OLI`i94(*X=4AQ=*%B#`noXQNOPey&mn0PNq6t70i|d_$yncn zREUH!B{XQzTuLEHsHB9td#x)pQDlrLWJsAqMDm{ZAMnG`Id|{1p6Bz?X_tcc!jnw< z7=aMMY-$kT!FA<-39{zQg2?nlvTb86lZ&1w@HC&p6vq^iPm5bgvY!#n4ciJu(*qzr z_A-YPSwMe28)9i5m39#+1w6qx7rHvMishFev$GfB=0_9RuA{5z&&Oxj0^JF8+n9+! zN+sdIpDr@`<1glE)yuY<)iYYwDd>sc1#{nyC)3`#LwBw&`2Em^qRf60W$y+zbhX&} zSCdJ`L>?`-eMy>p6YM6=+6bz<`P4m&M;peqkZG=IyvzDpT()@~{cmO$xl`myZ>eYq zx?Q(`#8N-#YuyW@#;>IwKQ`0aG&8DPy93_F%hNw1^Qq1eODOCJg~2hQbkE$)RL4IE zrWtbVO&MQ0%6LAF95R3>>T_vLoh7U=y3dw;KTpc%O{NV`df4J2d&r2{2(Lyq)70EE zO!C!edVG;JWZs#@9EmLa7&<@#b`P>+GBWIxpA!s4t^-d+FET}ZHfidj^q#mrq_&1Z zF1M@7T=J1wo>rqGnUYZEwgOJQmI57J6`n>%8cB`qW($7&;3a8J1^0r9v`|5VerfFy zO!Jo^qsz6a+7WX$$9@l!3N@oi7q=7D`O$Fn+il`&yOf&96p}5QoFTWgpGl_jVR`XX zm{%SHydF82QNx3^JJ+yb0|okTU?1c@`9!)e1kkSM@|4(RvY)ZpZ1wbDh+kj`X5c~B z#e60^?&XqGvA|rHZG^$;U4n+($#C&l7&t113Es;n!p8&QuxDZo88e~-PRnPJ=Lfy% zQn9O~G509>Hc<*5r#F(6*so;aB5~?+dn;6bor#Uonny4~%1{x{@g=hl#^OUGntqW-?XM8|z7BuNOo??<+gi zXa>4#=fbz;JtSTb2J$LXV79yl$Z`zqaydeycJM&IrV$LAdHivceh_WhO8_O?dHKh! zXkhLiSoiWgjq{&}jt>aST&#spJkwbDvNf#r=Wo{ffsbOP953bbY%u!R3CdgR=;>X1 zak)k~b6mR;Hr5=6L5YWO@bhML5_T|^CXVX}TOe8l1Si!5FGAbdA==L;%lp}y2ncB5GX!e0nr@_!Q4WVseDKXn)&sF(SE zxP|fC&r<5N0f<2h@Se(Yy^I&^v0pJZJemU8(_O*Pqpoh2_&bP=*pF6$SGf*u3g`V0 z!95`1!_bDusYhSdkqV6iIp%>M?Z!>SOs^E8{b;2@08n!$fIIRkGi9N=|M zNMm6+BD7vmL0w`;;a53b_{5#p_2>Rab^OLqrDqvv{zVG{b>D$wVFyed=Z_{{qu}9F zK3~kxgZJFR4L8hH!qeBz)4Y)h{JrNi@s>qC9a=b@u6_I#+UtM9%@rjOl{y;qMJToMJjV#;ms^jI}yoH#*kKKhg2hU;Ol?FxOiCIah2+o^46G=voB zL&8i^EKs^65WhbbeZ$T8pM)m-3;rB`dZz<4O}oeB4s|grIFF6hi}3lqBKV}kov$L& zsO_kq%<8HnzSpV8Hj8PrCBLtByRjiXSThceRq5lmk{As0Q^$&jZtQT54wvWDAkPMt z)3CR0#O;71SgpwvyvhrQC{JmKKAdj%msc(57tv@@9v#W`f|J9oB>mqW@VZ-8w=uy7EMBi-`hVs@`6}+WV!Aqf zIb#c+izPth;1|v#`hfRNdMce!qzW!}w^+q4DJc3o7GmBR&`o|@>l7cj5~C1F&>2}T z7=8B2t53+BYcf%}yb86%@ zK=xm&WyUFu?1ak(LCS9}h_BM3g*zi)oy3;9+%9K2RmK!5SR{Pd)XA=#452SLF=*KD zCv5MyK)BlK$12986Z3cD=+#TRSbxN37%TFMZT8$ktlnQ`*RIKP=h$a;@1hQqd@mUOZ5F|T}8Oa?J zY^u={MDz5)N5Yf3imjkM9#Mk!83xc0E(Wb-)7a88#;j`fK9J+q%5^efVaRK)vNu?epjCr|{y?FPH&Mj+H1z{D62`qNz-E1Gu#|C%ZK>`x(Z z$({ObQWK8PK7@A~=YzFAHy>#gWn+V^(Alh#hCi2tkJBFsOtMos9?BHD;dMB!zB!Hh zN3_!eFo6Gd)zzN&okVl0)sbJ>jvnL3QNR8qP+KR2V3iU~dToutf!fq6Ql8#&S7%L} zvu)x|j?q1|noaD`7e0?U&w^vu!>!DIO5N|%uq9$xv9N`Cf0_!%bnJ1hm{Z-N2d&sY zvjIKZ9dUS72F%)1jpuR(ph`3cx-T9Atv+SpK3zFsj?Zc`r$|#+|GpCq<}|RI3sND! zPD9v!wuLO-HJwV-8iPvj10q>?l=UPXz#IB~yvWKnfq!);8oS%Uuv{b@a>-;bUmgc@ zUKZ==Zz85jaa8k~4!y`;!=9ZcIL^)oO;wEe)r0P^D@haA?o0qlrxURKTn4UbNMrVe zHw9*+&QWQ*Phj-@0-0!*fz2U$0vVk$obh5S*7b;EPD(Q?!fzNC$aPQm?ZtBVTkTwYw+AMHCp@5nC^4w z#9C=5w&ZX$T1l3XHSKSS`+8ZS=gAMubcD;V`YtBJ8ylc&ZwFhGC<||vP!G zm=!4{L2GLo^x_Sg{v?CB_(-rHPCcNvM^>m^`4C3Nard9`r@&(U307b~j@tVh;_c1m z^hawFwx=gS(f9}mFxw8RX4&$*R%l^#*b=Ob>xSdCM`^XKMjP~qHb*vy^5 zMm8u274)oN%&knW7n;Yb=v_fK9@>L@w^Wc_cg2L3-(T?xX&TOQJBqJ^t%atmEWj#1 z0so|Nymam^scHjQN8Z25h&RuQ2piIr zXt2BwJf6A<4rZM|s$l>tvqW(V*#V;#sN>$bXTf6P98Bsx#J1i%0^{!_;M3nnndzc= zD6)D#oG+{G#JV&w%|-nY^hS ze_>kB53*{l0Jp5<`k!A{lCxXypa#>R8RKHf$a4pm{kRm)Vl{9qXA~;` zDS%z!A1UqZF{?)_A%Z zrqKAsZqz9^mra^khYFe;*E+)=b%qt7e%oohJ*R+`S9n6&!x%0XCncPG`Yl@jTLP2T z{KPkAXV7Y`1U}Cnk0D{ALa|8>%sq;PXk2c`w&lTr8I z(1UTV$o8zKZEJPVxIY7T|L(su zH(|kQ5vsed6khL?0_!PP@Qn}0g!7(CCVF0m0|SSdTuL%tXspHb=7T`HGeOGqAbQhN zRPw@e_F?@AR9NVbqUQuuvQ1uiYBj?zqkK`XWd+O|C(F~HsKl14zvAAhi}-4Wwt$?t z20Lz=z@Dxt@MxTk`Q<{Yy7Z#_y* zO2dBsXu%e!#e4TYkeMI5F!mU8MNCE?`U1`dLV2oIG30npXv8z;4=w7h_{uFj zHl_&fgpTI_x_66>sa=dq($3KKGd`%M8OZTkJJ>Csc$^*$*tm?F>0Q>ORvy=Aio|)U z9VW%syj;R^8)h@f$+RLTtd02fA3m~_PhWV-SL686jY@bfUYjVSc)RHXJu3V#$_v*RHMsW7W5C_e?ZAR-6sR zO=iS)f&z6~ah+p>S<)`gQ+AJ!HN(=EHnhZh9aStYL6t{^)Jf8q-YyBCv!;upB|l5h zlQ|w;zzSK_o|692zK8}NA`2I|$4)a=YV5b@U{ z^|vJi*=5+Cv9tlZErMJ&0vN0B01rw43>C&_oQduyIEb)3ygQgh6_(Pifc>Y~5{Habw zMw<$RHZkC2IGJy&M(H$%0(wo+0LzkF;cuiN-R3`q=(Qnl*}4pBxW$Y1N_%47=r~?Q zxfNB-RpPI8vctkWJxa<~(+)gGZKW0YVaJZM{)~8j@Yn>nalfB4s|qV&U+KRvMqI#8>}*0Ex&4cH~nh>G(F5 z&eBMxm37KUwcSC|hRYmBZRU1QU9{cn82LUThmGs6vFQ%gOxye@iB|l`Ms2#!@i86Y z@aq7)rFj&hYzB#Rm@Rq!>Lp#L_6R&V*Q<_P3fvqB2J%7zY`bni@wPa^O=vOqoE3kh zV>7Y7z63s=45P{ym!RFwvG7C@yiGrXKvv z+(d5C&JrLeO~r6g-);I&xBw)NXc8IwHdfJOz@5!ru&4Kz(c|O}U1ay2%K}=lj>>Pm zt9g&W>WU$M{hbctZghl-3_l|!8aCwCZbNwfGmwl__pz6<>5!syiI_iZBe&J}QLFQc zbWl4FD(3mJaQi%X#C1*iujbNii#*9?(KtF^K^8*>Du|kkJHFp|lVt7hp-aLy(wKya z@LOsVW$GL0OcN^-?@-Qt1J+Yz5&~nNP8ayEsVw-DsA04ei~bhi6V(!Xe9gYI5rly=8L|W`~6lcd1WyK4Z?! zTwG;~rFpsJn(<-Cb~pqbZ|<@O)gz>@bs6t?T`)Y_6HY3^-4msLD?A2n{TI@XhlOzD(Qv|T;4nNKKobx74ied&?R>1Y>U}Gn6DfOXWAVE`yEd5 zrYij+7Tj+@X;w99o3W?P;pJ#N;vYxb%l!o1?vwekMIMy*)ddsk{CP`lL_w~(gRFf# zK$04r@OZleCEToQ;r3Zjai)iN(smc!amR-|lQ>9Si)L^x=Ob)>tPvczozI*{nXq3DA@Tm~=LvPai>{NG(Q#CtXnlW=cX)Vv#f{>h=uxY6*h;|xzBArXSN7lBWGF)vNH zo9Pz55F9W3OHO~)Cxe4XdLsIudy^^OyU(0RIgX_?J)Txx_)c#B3!)!B@JXuwdR+6L zHu-zuEDacYigQlif@^^VOc)XeJIqzsJq}eDxK0K)EYO6a%Qr|+4d)|>WdbMdzhqe2 zl^ni(5purFpi6$H(&AC&bkjgEE*#x2$S@6Kvu+QOl^?&sXvWx;AoArtJ7av1xa?Ggqh%s+E`Ko%92ZKR7H%P< z=fw&-&2>1}!yoo6bOwfe`N;JWBzVtr&yyoh?O?@ij$C5+nVs*DM!zFZpiGjxuSQ%4 z&ZtPcy&BkzC--!!Nx9(3nO!_R!nrRVJ5!DcOqG2Sz~GlO)iVE8H~a^vm;M20x}ZzL z!_ufrmk65qT;%pA~7Zrt)m3E$M2;k(Xgx*@@V zYF+$A#&YkdPp<)8V_`_^ziVLOqirBtpG>>bq+y?e0$uO1gGM}f2BoQz6t7O_IQ1`h z+k%Z?=dw7se`*+pF^Zm-f*Yp$oD7eGN#6{9)J2zLS0ZX7GKh240r(gza61RKY`^ zAF@c3?p8g?B(Eitb*`4+V}1^FxPDFPN;_1lGQ)^NqWDX4K6UuClYMcV06xuUNJ`mr zSa18@?z@_h1cZg+!4s9ZjsBp`o)bXt_jCBFcO1Xo*~~UYslrlgb(|vf0J8^~(7<&v zqgH%ji)Zb&dv?|dH{KjihvK<2?4TlhbTbz|O1sl`(}yG{+EAD|q=k_ZQn-k7_?Rfo>epG_7<*no%bF7lifq1wkc`10-&T$264exn7_XmyM@u z7|b!70O9|M*%?Lt;n+b6a8n#>EzGmAscjO~)XXHV#RhMaAPhrJ6w)m> zVz}Ih41UHcxbW5ld*%&e{p(Svar-S{?~}>#zLRL@F@en=Q;tg?8L_y0Aw*f9f=5Q2 zlk?eWP%k}<8EY85{G^5Y@5_TS$7gJ-f(jnKb^w2ZJhI{hj@|8t7oBprUYaWAE(pNs zY&5RtW)MnO<%C~~Lh)geEPf-_(DrYH9UBlAn#7L5Sg96peEOViaq)zg0wba8qh#72 z_y_7_HsX%7ckI3X6~R532B^%_V?R$FqVE^93$|SV)^?s-=oMx`@{7~-KfQ3!R8&CQ zL3826JyUSy;4=E~ZWUDgGQb(@is6+Z*B2kJN#zt1ap+Q$0GBIL)#ztn)Gp8FTvEk@ z)>n~fu4Zln`@#OS2HKyRN6)`c;q4k5hb6AAc&99g?u;tLik1kBzvhB>V^6bfVf*PpW;%kPku;(B1UQMl!ta-HhoLm>XO z0n<4bajDJ$7CvwkV#NP~tg8t=CVVU^Y`~S%Hq}i^d;rszTfn38c+B!m#!GjevPpjx zg@4z`u?5#2K}KQ?BtG3imtHCZIjLJ5JKmlj__2!hl~lt;ad9+m45IkG2p*0(1lBK9 z(c@(UXl7a9DEAf|an}6cMQ$wn@hSS_PCmr@)>9Xbb)-lC2zIAM&<;y&p+|NKUH#FB zSGaRKTHoh7ggwV-uT3#zIdSaeN3+qqwiQgXq~N(oIs|d=NP&i?J=7iM6={x!PNAda3oSv_&rS;w}tMb6K^*YXP+A=bLA7gypo&!^e?0u ze-zPdjwf@IyoPoSRbc8U#A#C}^NUxF<>P4=R2?}*7sQBTU}6!L{Yu1(tE(`|DIX4s zWufP*EV9gKECv_Wz_q>UFl;|Yn0M|Ft`{oehSpemvG5ejdHw>I{vLw($!56NlFLWm zxiYhZ+6ptdUBI??=J@o&RWkQ<5y)~3QTE53)v0cz8%yJ9g{mjjjr&22?B+AmlQnF* z+&NmzI}YD0I+*iad*KUehf=5N$=Tr^?yRz2(Bb)$^+_vYlA|>xdzNC~PenYUr_Mrq zzk-S2Fs(1rWREUapr7kFY%WNiIc#Hu=ehI9X@e@*YhZ?kwkilq&(d%^d9=o8T(8Gq z)R#theYg@*jGlV z8RvrT4!a;XT!;Q~JH}fcBEyf^ScI}1v*Lqg32k{bfNI$ZEOTTZDlNGLf0pRu8nYiX z6KAsDzKu}s$K_LRjuQqS9WQ{6$!I0B7zM95Mnaz?`ZpZGn^#^b`v8BH7vfXX@38OaNj7Fl4t!i8iWfZ9F+=+&uHAf)uID(LCo7&(-&s5H zcDWFJ;|t(OnY6Ic?hu51xXv*E^T{t|j=~eHgbD{v;kc@o^z>C5W}hpM9*xd;yD5u! z&r`;uCXrw~`V+YQQ-ma&?WlLJ8&;k;3f^Cq%3hw+;Y%bp z@Egtuo5@c<8qNa6mf)OCPeH+BA#CoAgJUKpXzbg9clF({dG$iJGN>86bZ5YQ!6(QO zeTb?7`(f~BFBvI}?6mtvB_rTSxp{;l?8R+*7-^v+dyXw7aovf(~=27Z7r zO_sb{c!ka_xd3yX%EJc*W&FZ*w0G>kN>!E~=5z3Y2N!{{n+dOElc zzs?Qd_0Fh3)BP6(qrQHJA#o{uce@hhuPUSU!(*sXUrPNwpU`@4|2M?VA&e}Rqr6NW z_Wg*%7sELySyYM~A*kz@Xt(PxJ|;H>sx&MCf-cSYA69<+_7vy~W0 z4BpL_{CGmr)gRGu5!>l;*A~bslfvlMNy0-@MG#FB$?t7pFcgpmy7@NXx3dijz2`7j zD{mCnuZ84OG4S%aG1~jyfSJ7i=>M6tKfg`EKyMdNF`9wv9?#^3q#5(uMn|JtQv(pb zAx&Ss9Ru7wVSFC;J#7E3fc5phr>-E4B+$MNP(~@=h zDx->e1kqWx6KyS1QC_|Wj*z$b!|^N#lCA)6ByHx{t6V1Ru`DjQbQ5PkOsC%~_QB=$ ze3)^o47GRV(<9N|xUec0hAlW(h|NdH=kQcU(>y^Vx(Xzt(@<7fkKDSV59D?s=X!C% zL8En$epwFw4jBuX_dXC^`5w+>e1U0ey1+KR1~*rYA^&nknAwheYTPjl?+3JDk^W5V zN}fm$jLe2nv%68|;|Mv@qfZSNi(sq7BD8w4hxv*Ag8pkwuzk~afTCnFD(Vv$+sxs8 zR(0iEr-dN(t_bxrhsbgMR#aB3hN_RbY>bmGzj5fjQ z)95G}a$v+{;e47I{E~i4%A&$K0r2%x7WyY|#fRy)=r@gS(#1Js2A|Zz!hQp45OW^? z?$V-*j!%Wlf*Q8XWGBqD(!|+D2XSM3Bn|T8c5ml=Iah2Vtd-pdU9FeVy?y`|M~){| zk`=Jiqy(?|$e?{vHD2@$gs(=Uke-);B&mn!p&R}7%HTk2sDC{a$@3zLN;v-yF=7ZfwjZ}z|@`A2X0mfZd!&M{k7(4F`7zHcA zrS&i2)`r9QMNE{RxHFH&FKx#8Ng25DdLx`p_oQ#nA0koPp3+;q$7pal2(?TksRNf^ z@pUd>xQKB7PtoKx$5}3kqV#*)5*D0ojsJx-aPAgqAt>zUnRFUrpn3$3X$r!aa$9t_ zPRGwRE5YGPEzwCd!pKcG(N^pr_1G+if5NJ8jZ+5RGE%`UQ7v%fL?z_xcm-m9YcV2y z5aC7xjm%O(@md7K`zE+=RSfR!NP+2&azdlVnd~}Df^S-5VCn7_dMZ_n|Lj0K>JL2S z{W-aVt$cQvDwwO_pLu%JQu{0K!FXQ)n{3#A%N@QcPlCy<19Ww-BHzTL7H0PDrVn5I zf_sO@(s>=ppzHn;=F29*g-_nN?qMly{w;?u{2g#=NEG--x#LQCHyV!-^sd4al47F= zzN>ZVimLz5394Y;;jb)wxEGdtg+flR6YqP14XEX~fym9s+Q^?p5O!e=RK!xcSHutH zM@7@8Yx3&K8s%{1*D~U_r60tn)ie7;7dg&wA2``=qxUkOvDoL*ETA=qg#XH-2bJ%! z>npF5u`?v-vB|zjw(Z1#xv$}Nf1eZOd;n0n0Ty{>1 zyo<9&+1knU<-z%MS5q3@5EjJ*pVre+uNSig&Ob?c&H*g*y+cISSTnOz2~hIB9K!eH zaXlpky6>+sw)^YBCE;PJ`chP3GV@$U)l&5$ogS}ko$JYD# zqf>UvL(`?n%F(In68V;#2Iewbkzu8NL4J`kZ!}z z)O3OK3S0+EWIVj(b->cmE~v{>$62ed3P#!Qh3gX(P(67YF*#-fnvRmh#-|<6^h#h0 z_glDp+Yiu53n4>h)3DN^0g^jklY>3RycbtC!m6_=cyy5zS$Od>7$~g7#kI(KmCfOC z@mDyvm7S1*Et)?qkps{<>0)@awHJP2nJ zBI%zi%KS`g5m3>Zj`PMo=Y4%>0|y=Q@yh;M43bZThd&y575d(guU$xaT1RomQ3;56 zXoygHn#dc*Qx9s0hh~W(ig&V8^Z9Vk$QbWm4#NmXL!|x-DZlM0*xvkJ_vDm3HZ4My z)pv%yt>We}>AOhRn`F#$_2%|j@^p1qI`K=oMz6Q*1V4>?BuQxrb_w5rS;{hjlFoYA zGCBoA1;;>AIS)=+2%zWPHaa;w6codiv2&F#eO#st@40bciXFoP1*f14t2ch;h z8I`x3p|)vvkYAAkZ#=%koWsfBk>U&!CP@mDZiRxnk0u`cF_#_uHipZ!wE$#F^JC=3 zfd54~Dy#k+c040|zt4H7T{=PV=A{@F?;66hGXDIUNn8gYM*~Y948hg>SV$dE#Mn<$ z@b=b5%qX6VqTy57bmbbjG?D~*8sAw!im1?fl)qCuAMK6FUxexJr zgP1U__Xv#4Fcfxg*o{+MPs56-z(Uua!&h%3*%84z8ogvCY>l>pdKL^`_O`f6y^>!0 zydRD~=HbRW3|gO+vd=}SP+@TmmMZ+UE9p(7Q~ztE&n_M&J9RFAY|cT!#q;eUcr%52J zNk_Ay+q6haimw&gfwSjNrqj*$VZ)n1+>;%PewR++^=~sVIWh}>eQ#j1Q!OyAWhtB* ze8I|mf1|?s-B=tFjSJ^mQI$z|+3HcFg-%+Yu-N!`SlJM|^ z&k&O@0p!C^xOZbLn&t&k@&9yCPu7A=6>#6O?-uwxP9BF!-orWlYT~CBL-H4_#zn^& z?7l7n0g+se$sfs-B?kOoR~Dj;j|v1|u%UVP4`82?EG{}FMy~H@1W#=x)*hWP=>;314Yv*)1S( z>&&V2(hjs*B!m0ywfQ3|H}Pm)9Vm}6!fqpo=dVuU$LU@s{|?w=p3zD=DEx&B zyx*{x7c=mC{Yj`x7>8aHe*(K$!tvy9v5_|dw$-~5b4pHOny`$#sDBK3(_Z4DvI0!J zdj%$Q{n};ua%eEx2TQGf!{xkEymfyKFTi;ihD_$tg>NiSPOlmtCfbwY^TYVz;V2r? zeVWcRKZxx|AJefLogjG3XE5u#jIv$VX~4HoNPBL?^4wLS^0hcwH~Kg|qMJGVBQxp(icM=`-6C)H7i`|AMM6JN90JKi2&L z7!7C8olkOckCqI)bt9;8q)lp`SZc~>1Volvo7B!wv*^~<1 zrPSj^CDG#eLT`?rpcV_|`Qzq{;x9A4E66I`3BZ z86Cd!gcip+)3}vobpIk5KFk#(Ykrx*EN*xF;#xDDY`;#O#ES>{zWI(5=odc?esOng%UHr$@U zd2I|%Z@Y{eN-g2I#b~;?Ab>wmmS=bDj|biPbp|t;yA}?toJ_X|H&R=cjf?E((zLZA z{2kM?uQXXo^50axhJ+qpdhyL;c+~Qa{#CxqZr+x{VAD^eV^;`DEA6EERnBOmZOXs# zvIH8o-h$HR8*ES2a~6|01y`?$pwh`r)N3in#TQ7Ecdo;5XNNc)*AvFz!(H~R?+r-p z97~qWcEzZL#{9g#^|XBH33~tUe(DsaO{~7~u`h57d!4+)F7dA}90+|$*Zz1(X3aiH z-;Z9zcK?><*UoN6{;ho0SR{$dUk;L#sCP8ii(@Z!>GJhMkAqK)0T{fzO=o>9pnumY zF>xO=-0gUTIy5iGdBZs*?#p2+?vw&j0~6`=irM_Umam|bSw^MoH__BXmh?q(EcLHx zp`qcW)ZKY5kr^jSdrUlG&)Dz$yNaJ_&|*1SCA$P3Z7?Sf1j%+vvWq~&Er6aF*KMZ} zWli+V?(jx?EMO9~(O~LeN2MohgukEbSpJtPR@=#k7#kCyb&OOm)@SY7*Q|SzGMqd7ld${R~Ri8$JCn}NtOFp34aD^;e*CUv_l(CR0X{^b3H8ImU&f9fAhkfYn zCca~3XxXLxq-mK2l9%Q9cq86W|x#^vyAWw+6wRt5G#_Zz90bc7`Jd=RXB z=R-d#n^BbmdUUMjW=3Ux3ND`cKwhV%kVEQU1kFpb$m}1xKn6}TVtt&Ia7)X@L$jzJ zwPEowEv(pkF^w8Fp*BVzn40Qp*mipX&COat`}a_&83|<07cP?t5?1u5T@+mEy2w&j z-yj|90-^fI1e&`17^@MlC1$k|0+Fi`lXUt?8y*L%MX26n$kifmglo9qT=43md0KL+~qInC*6t zx%7!sL$?|1&h7S@i6uIA5~VTBMr$2>J19ZzfBC@2$$7jxQ(9Tp{8>a_G77fUYr^IU zzlm2(3+dTm4U1Gd*}x%1aMM~K_~KnmW(*bxG+(LEeX?Aw)31*F=^Ib=A{X-7p3H%N z*9+OZu~TWBTPfLAJRkPf4-m&M)->8Clefgi2SlE?)XrWh1xpV9W6LIe<24^~2baU) zJmtcEw(-R#P`VHbr!_TUzPc9euPtN6b1T>#i!rpnn(J@}DbN|6M%1j;6ACAMAr2Sc z624ULOyAgTL^1k0yYk(HihR(llbOE)f^DK;`iV=##yo(wPq|9`|7;_^QAlQpH?q`@ zYBKlOEV@aug(y8$rkziw(0ht1bmZYQS{v3+5_ux*#z;B)nXwG=JG|)eHA+yq{IB4S zYdGC89L+NA!(ny0Hxu<&foJ2ZNa*}YAU)5M#dK`FazTF!ywsP5)}o`tDXx-<{2dTj z$#EX=%VThT+z?6Bd%&cIRq#FMbNlm}QLDgGGUB*`0ojN@b9&e|9Tk*4DuXA+bb*$m zJ=|6A1Ae&)Oeq+RG$$36UpLvg3v$4V%h(jIuLPg>Rd9R4SZK@{E3`aV2^o$taQKEg zjuVx^B^||h=2;Ituz>5=h~A{JgFg-gWD*T|FLVK3^&{*kw zXxlggYsF1ydJD%ipLi3t$gAM*bDhjoN{-yL2!>?=d9XQ8j|^HrN1fw)s9`DBi8MO} zH^Rhump_T}T{mo`HA;?n)?}As+>5vBn#k0GpS0;(8l+y= zWCNk?Y>(p{oa%LvzA4Wn^D-`>x$b@P+;cqWM3h34#Y}d@HJt0ur?WfjB*^E{<XrvpH@ke~n=V14dAiJ&al=0W-K|Ja93C`Mu)8FB`VDzOF#fpkxNC~mA#1Fpw)5X>g zdBE;=p|`yn3d2h=vQCnJBu9@wPNp4Nj^yxk53NCm-G^{XdIawCE5Ys@DctD#AO6@f z12Wa8pq%a;I3W@U#e1ZL+EXUr)z#DR&b&#yx~gZyyI4&q|F#%za1I^EB1LFEXih7; zHH3J2Bb8pJi=7497(!-o56A!r>r!Teau7~;~NnpDtmxX?4C;YboH2Q=+ z~AsH1(p>WT+ z(m)}aL}{0bl8}n*krlE^38B(JB;50UU!|yM7!9SAXnsqI$f)1v_pir;2iN`F^FHUi zUe6~tQ~$nB+nbN0%cni?FnBa@*Cdda9RvPcws}j)FRa)y0h9jaFyn2raEz-Tm3d(R z-<%Gk0-2ApUQcKMKNWYsyNVVnpJ40D*KFzJ7mIVm+3}!D#akWoQ7w<;s&bJ`NIRj5_c-_DvJ!XnPBdfBQiO0(A`X`} zXn^=aef%TNy@uZ;Ie(EimFS!VdX*Bw-n2`oD3bx>-@Js39SJZ!q7GxrmH84^o`O-J zFPrpqFHC+}P8|F6IgY$wwJ%)HtYI^ns^GwLQQ?IX!#Miq z2vOZEFGR!h$S#<0j9RX5q~3&8kIX>J#hVUvt)k7vMoesS6ny9UN)P1+X@loBw#=;u zTOxgFW|tM5&q(F5Takju=Lgu>9ef(Ki(|dqh@lF;vze{DJ;u&e;_?q({3Wx31-a9X zL(kG!kV$J{65{jFFZB_x%U~t7(kvtc6a8UHSgBy0$#nc>6k7vbWuc!()e-hBBUm`-A+urmF9gBrN#TaeThN|3tdGV&F$R0V7 zxEHegH81)h;FA*A;d>CdcLL{q8phu#);LM87!Hh{BAh&BCsfZB;Oy<^;izyCyE5e^ zN~-L{I=MPnl2}Z(yzPw*NxKt!k*{UI(IIa#mnhAp^TsXi<%Me~FV*2bt!jA?)RzU%__~ zYI+CSJ~LtC{wU%yd=ty2Cc^fODQuB~2#SxG>>4VMTj2u1-@y(Z;KAm8^vODf3y-wA0Y*jrh@E zfEh+j!6gz2@cu&HmazvD4IA8Wuqd6Y$ zFxz$;25pxjR%$QMT0{&|yY6GVm>-lWPCmZmJ9C63gI!i$n`!|NRovn{s3j%{I3}{{P6;f4O6i#@G)p9 zR)VTkFfMghf%y_c@S0oe*D-qwDU4ZXe%~&#x z&~-bHg60e^(>Z1zSp0d&MB^`W%!eB0tzu2OIZt8mSV_v!%)xh_8u})MqVec;)FNdj zCj923uJ;g(&-Xyv(cvVmUxvJG{R~xCU$Gg#-ecu~Lbj~QiSq-$f+&vj7US|C-Kh{x zo@QyF`du3;=IzK^zIzRMoGK(6-rqqx17)G`01w@)i{OD%2>vTO4e|4WAR|8%`|L!7 z+e|x9-wOog9v{)js|g3iGGX+kQTU`wO6ck307FB2s6whG{T+T5uAeaHI+nk|l{nLk z2kYU>$>->wR!Qo-(qWOChhSz{43|&tVw2{`5apTPRQ=B)a(ci5_7>IPt-aeZyFri2 zT&yB-ga5&lbED9Wh6uDmW6{(lgdCoGj7_>E4e#_bpu<58B(1Da_$QQ?7Iz8vlv$(L zd__2L^dsEpKaa-#OYq9o4|H5mIppriM7yQe>4%5^@Nt3zgx`_Em30i2{u|=hF6rP~ z-G3_)KPV&_cLm z&wLzq4uog!Y3zwa3g%jh(&Fxm5U6VcSGHE8R9y&!oqbG(PEJ5S&G~e9(iyyW>;fju z)dV{SA2x7k1x`G$fHn`y!muD0Cq#MSKu0}=Rno!~`}>%3+5t}_y=AudjA5%!9(3QU z1UGgWTi!*%lFRbAa*aOpd?zHIc|5*WPTdG zSXHxy#cV}9yx|%iiWtWC7Z~(jb;O6pWpG!kpBUu3;Fx1|n5#aH4jk9OI_n(Var-SM ziB4xL9B0R%r7{T-aT_34vF-HWr9+LM4s)l__UBm^oogM()s zL|5D6W5pCY#YUG}Hs_-H;bgXOO(`6{coz1~-%B>yi9_Ds2eig6fgTU6r1sX=nIPu? z-g)PRds0^Ljkc%4yD9$xd+Z8sqYgn?L^&?f69xb8)vQHF4SZJ}1}zmmyng#UM(8S@r7?hm`#pg3XMfwf& zx|U+!p*lFlJ?1cO4FBqtcl5@xahP#Xlnu4n;HR8;6kS(<3WuNJeWl50w`3tM^{OEz zx2@2#_8!FU_{N)%FDv}(a}o=7hr%8sDOhN1OE*I2ulZtdcv=D(7G~t{xVhLmIn8*r^9hXHQw6*C++}0FPs67B zOJLN?2ds6;4cxE%3KpwKSG+&=5uUtDA&yIO*p)>Nn58L%SsC6mJTVM!v`t6lz{Aw& zY&2|@>jRVcui#Z!!9MRFExcIK5BuAr@TK@+;&AUew0kr`TgY{AP!DGo=Uxl89g-6A z%ogFK$W>r=wVd)Vei!s6Wzx{>uXtq7SR9(D&gUgd2qP0?*`tG3u-#CR{b@JCy`v=g zYpf^Iog$s!vhg$(=dyApyGwZk=R-Ij(*oq53P;&7DtM)`09)ETDb=1v1?@3tH{~9t znnsa`jp1-KX$XUqv+=pT2(Gp5Vb*R+IOeoAwk&eSH65M!GIJ5pn5BTk>>rsapMj%# zyRiRL8F$AaBh37Jm8^QdpYC+97Cci)qu0ir0b~9jg4yFiH<L^V9 z%AE;JOC+Jrs-U59hFuBv;~kF|3Z8c@fmx1iVE!|od8aR77q83E^~;J#{`oL!SapoO z&MFtwac*Q4kwg-!{F_xbE5gT@K16@N8}+jfhgVCJc#JolNnGlO7dOoyZB!*WTM^1; zrrWTq{HG+RD+;Qg&xCCb@^B<>IZd3AP7I2^kj(j|aMk1?SX%hQ&q@m#G@uBM&YziG z>;xPYIMb}!(1xyRjH~k9Y(c+owBy`Qa-{LA4GGve!Th&L2w1+*;N`g1GH>yF%(3=A zcII~-wB5N4;XQBYFYXS=G+`;QG+S7nXbjzTbzs>d%8Ulb!(xv^aE9*)3DF7WFPC4V zt`99~wsHXr(VR-7i}UFb*CSN=R+3=F;z$bl`(bD4J?b$x0@zeBe#1y4jl2{`d{PXV zg2yScp!hLMJ8+W?DTRUhi|6K3*$(KIETn%r%gIwiM>wGWQ=q)RR}dr^i$R7!04Jo=kVG@1&O$(+ROBS3vU=IiU1WfJS zJg6yHN;~F;P+`b#V)xCK{`xxwFHdm;1*vmTPP+te$7)iYm_*on;+>GFyCjg`Y057g}MU`os+ijD9oz+yfL3N71d# zO?1w>T9R1n3tuJ{L-5xlJdaVyFwu1;tlPD}YR184dV5td%xY~k`^4Kzay%sI7z<@M zRMp6W%>!U@@?z?5FGU{e1QUyK`7~pBGVPNSgWX5C-FH|S??TQ&_&O{{B7I|-cAF?D zRHRkSvDd45A~+5f`=nvz$y-EDFN8|9Z>4+#5m-9rWQT7P&_23}*A3#VgpkyZwT*LG9rC=_C|e{AC&X#e$b(9#QWpZ@_-HGma5iNI#v- zW41}lXv6jz+7X~ctA4MAACGrZ^(CpipQ@2Cds7K~7|r!yM^!WSV2t=qE}4e4oQH2PX@~ zN4;k)wOmH}cM0f5YH++dPtbVtn1vQ}W5McZOf;!w9*&muN#%6-H1{sY$gE`#Y^CV5 z=vh2Vk@AYT8>9IC>2@e@b(mdms-pQlBEloab@X6hA~X3`0bN5Scx%B~=>Jb25_fxZ zE|jste(U2Huuqpoo!AOtCu&H~ws26DY{PLmcC^%-3Tvm`;VE1ZgG&+#w8_Vk>e@Vq zL#K{`+ATE*3cG=UDGcmwWQFN(3pmcgUDmJri|LRP7^a&>`bv#qkJ)<8eewxC^K0W5 zC78?=I@vB4G-zID%cgMi>9dXS;e0aDS#y)zsn@2rBF>OQ71y{ur6|_DPQq1p#|c9H z``O4yFn6D~o%9|Jg*CFJfW6*8&#PHN<)}#<=WRS5RB=Wfu_)TGa6bOY48V7H zh2Wv%0SbYSalM4T@aDvIY_?FGiim!}4==aE3bt8zVq66~s{0+(`u#9;%yL|iH3V++ z>+$fdhcr$mjQ$s;Cv2XYMD(I2!{Mx1Ld9ikg!xg^@Q#)WHecfQxCdXbg1u|;NC3c2 zKXV{E&tOK%L~MI4i)ZTpkS?bT-g})IR0=l(xfMUTJxKxx7d)bq0$Y(|Uy?hLTiNUT z*I;hc7MSnq&b$wCEV11i;cU)eRjYm)ypTzS4bN-YKZil?e0dcuGED^;&K;+o!f=$* zA(*@=fXH^O0g>20F#nDyliofLPCHE@hTC0m4sSKY2ZX@pj1%THcm04TYlQVL3?cdF z5Aq;JnMCRh;k|TAw&ueKed{n8v#VCKt_L^BhueL-^)V7Ky%h z3U|3orSo$C!J>diICf~Uu;yDam{%Xg=Q1wD#NnDCUeX*j)-M)Li_`;wW;G~&ZO3in z<1qNgDd4-=;oX$|aO9XI=DeoDaf_v~S%Z78Sth_~FHy3m(FV4Sn;~pUO5pQi@8U<} zEudp=KnKP~VTeyLJ>%Q}7yP?H`Bgj41|c~-FB%0lq@&sn;;*PNMMZJ>_Qy7c_nY`kI z>G<6N?8a$jYO?hy`yMC44;XQwQ*IXmY%7CJppQ%9O0^A*3 zzzUQNK*B_cuZ7=0BIY&B<~kZD?MtBc<-4kLHpnJ)h|_q{-E@lfY+O9vhg=PE!fhG( zP%${!+%q5u>_=_^Vb^JlNCgCR$FbJV0iJqMBZOp#=9VQtOxWe(z_C{#Iwv&A< zr_li3gh(>SHXVA^NC4uEx>)`<6W5+eW+cjhY2N!yx42#8nvPTP#nN$*8Z2ZUZHM8g z;z3rjc`6)~wZ|P@tjgpccj=~U4&dgH4N#9RoW zF=FDt*IEMxcV+~;>K)TTK`9be zwQxOL-=pY|F9#du-zMjH-E^iEkF7VA#}l=~ET-%T*d(ri(jUjb(MSzd{w_dW&8PGQ z{R2J;nxJL%iOQZ(h5H{4qcA1{PDf0o2X>T!+=V`-AZ^Tk^?x9VNKcBu~0BH1r+WfONda_0Tp`6!HfE8sWDmTrJ)lR^E&#kvLC^sB*OAJOm(|RW9FTqzAsXU>~Jzf$9mAZ zN3wW3`v8AwWgh81e;yp3@K9p354bXM5l!0OR( zJ?;twO`gMXyG+oMg}|p*k=SM00++3uAocfg6w1d@o!2LE>oYkN&s4_+l9#|fxB#^H z9Ea>%4r!D##zm%_Z!42?KI#Tz9)A&O8b)Frb(MbU?1tsr?5Lo{5sx?sKw{vxz@efC z8#i~;iZ7yc!yRi(_L0FORc}c69wQ8K9t0V1!)b=Iv13vZbF?3Ve^Qz#Hn)%I);8dY zyb08-Gz4EgD+R6SGIp@{CtbIJPy1$!!YMPPiA?)_=vU6Ue7Vl{(z3^DB*{F-B`%6Z?ZVfQ^dJwj0kgvv-xK5@$)dgoAi(6 z&6DN7%^8JrB;GO)%m?{ybG%c!jehqF2E`Kvm@X2@Gl}bf(pLlEo}I-4W>>KZ8Slxy zhzYdGcs{-lnxJ*$J4v-*5Ikb=Wt$qE;=pE zLGx|8X!mCe<{3)UF>4+1(rHm_vbqMLEmFeoEtaUECx=;U#pnUejWo+&Lg*@O1(99Z zFg|V}81;+LX~RVL?r|eMHE|5K8qY^>zq3&5RL$d^^)K__ zg;*_n?O=kX-z8a=%S7_zaz1K^+Bl^Hy`T*^kvbAF$A% zT{u7DDiwHWQj=)TyFF~r<>vY^K-mN2o0s66lwXh+>wuc`U9qIS0Ih6Z3zo?qC*kMk z}d9loAfh?v4bKK<-?t7Q_<4o0?f|j+tkh(mT z4iBBgscRnLhd-U1duD?0jsH^UbX9?w@0-c0_&heGy&B4nDbRW64pZa$c%J;)KAx7) zls(IEgeBp<ed;TQ%Ew;f{6EP~im?(RA|9VasBQcR zTc{St20m;cFBB#*eYbp;TfK%#q(qR-y`H3H+$yL{$Ta`jJrmj*pOEfR!O(F~jq0D5 z2NAC&rimW+c;Y=0@TGSdJZ)&K>b;l49(mi+?Ghfe%6TuyX!NqfwOqGzj|Vtrbd!4> zJ6Mc&Kk*OP!=9&b=Ul<@JhdJkgeG4gR_*u6&J9vfpt+5w(bmqQ>&2*JvL+$>gMEP;v5~cAqB3=Cd+uLmf9@Ci;;s%$ERI3vxkVsy$Ed2> z=bOM?avZ7Sd{x733m~{>7Rx#;LFaeO1(u&jE=!$Zwf{Weba4{PF}lEB{LEpql$9aw zz&QFmJ)g9k6q1=M{OBicHh#X!jfOWi65awQs<`ttRF?%C=uiC68YFfy)wYuFE!!HC*|^#21eSkpod? zoAY;*SHd3h#N{vBXzk7tN3w`~iU>X9sYLZm6ORpq694WAw7QJzP)r&R+J(d9 zo?#+$c5G!S1sh>7a~{p#&)AaqZsK@8hj^4dV^yL7G}+Y#f;;SZKIyS6ufUmRf7vbY z3an!?)+$tHG@oz=5~`BwK)FSqm$9*#Eh!#k$rGM4yWtpeEa(o?jGaR@h9p@+=QxO- zqQVYeO(!CqAIt-#TDWtIiLkIZwMyoP7j)<;(`e3DA2BZk{OV<4@Z3>I8Lv;%{svI_ z$2L%W{4EEl7LwpC>gM+z5l;keOot2^_Y3CUbaBboRn&@FPZ^uG%X> z6??;YfB&tcn}6LAkOe{DBf6O`5=4@@L<3}s%wag1z-oDE)}iN2zeOyAPcNM46>DF5 z`N%PtHnyHg?r>%$3*VAz(VY-5aEWd98s;tRZ8dMcdxj@@%ZLQty~Nz_8j-wjX~cT< zXRCC^>iADO2YO;Q!R|%M z0gGaeal~+$&n4!n`;TqfvKSqU&*F1G&dDny zfn|MVP|2Hy`#Ii@$Ib2VcJM4~em(^sCTs(p>vu5!btJ9qRmP}k9Wd~!yK>&D$MoCM zuXOG#6K-bZ_=^8TAfmjIhO0jWgNzImU-t*sh1%gXIbST~I_`Zvd*H09fJ~WD1uie2 zqx3r^p%&xO7#u4M=W?k7%cNm(s}2l@72>#;d+1|@&r~+$HdGXzW&88pVAWM8eCzp_ z=Icd6jH3XD8YjcZq*QPp+eh{o+A{s6ug#0uQ}%w>7ka;LHZ6Meiv3xgfPGQ3xGwi- zeudd__;2l4WcMyZgOUgEOv^C0ZY;IDl}99~DM*$F!42-Nw{u)Le!HPc-KIap*+oj& zG9!$YAJIVvzjydKMhzF6?V{_IcXDpm^B6WU0{(dR;3xkDQ^Z~X*m zJ1wyyQHJ`g6L6ljJ}BC1&C}xYHHTc{@RRo|{PXE18aG&Dj@5W!IG3L&Z9Iu`dV6tv z0=HI~e!u@33D5+K-`&7klhvmygQ?**k?m-98Rlxf59G4 zo!XD)@|yT$sTg#qZH1u*Er@NrN2d(G0BMiL|F7Hhc!20j!^$BTv;`pU$bTf>V+7ol)dhv=Y51)s7n|I~ zu0Kd+%umP8cCJ6JYD+(_Qx{H{o{4o{DmXKK9c&JWgRqK2U{(78 z{s?d2^XMTEi+8|=q$On9hzIEVi{Qgjf|unur*@wcX}U93IH=Zx%`Y;UW#KFOHRu@m z5|vAfGOEz0IttAVhk2pnE3x&7KO}!Sfwh_WaAM>VsyrA=^JSH&vGX(dI(UP2d>F=> zE5(9UwrB8SLJKaL*^T87HF4>ZlgM9_EHJe_OGkG#frRmE41Z)t<2U{Q)fqYXa%MhO z4d~#n3!&G%^G=p^xPhnzxT)f?u}SZ>*4o%1>v&D(Wsaw zkMmrUNJ!jwVm4ID^`OOtZX*f=SMtCwY6fq|?P&aIJPuZ!ltm@qW3Xv?39S02D_H3+ zg{pO`;5bhMcb4A8JKHj0)A$kyn3@C@k~5Gh*0V{`X*{bOhvI23jzgTjeN z@FVaTjtv5Gdh%)r-Bw8gcWA<)I0-QG{0?->Q^x;%hz>3+LH)D7bf4=Yko{T<|GbXl zmB@$EG4kQO&{b&;l9=HN2djLs?A#P#Vi@%jW2p^38zzHCPLD{&nA!rE8@h`|0k z&tQ$)AJn=ugwkJ6QJ6n3p*oifc~8q6Cgpa66U_yRD-^xsg<^cROurF%#G|<|B^_ zn_SxB)oi2_jiWU)HBe|w5Qm4eW{%pFejo+R6eA^3Jl2-C<$XjL48gD+#*_nn8RREoZE+jovd zZ!r@$z1)JD{~kiD*lnn^SA+z|B9flmLD8k2^LO2XYTfy?@unW^llnnZZms~=hH*f2 zG=+Z3S3t^Z3LM^j6*k$ur|9=Q2X(oe9?-=SF4XfwwfuK5u%Cts`ilcopWye zyNG#?Sn>joPvB6be^68(=OR3RZ1tH&3RoK!T1+Ep= z+`jw+NqeqLAD?Q$HiKnYbSj;lEGfeWyeN>4xPZdnd0ZbZ1KC*vszBz^mccnN{lt60 z;p=^PB10WEelEw$HxPHby~a=1O>i)Q>vy>>hPd7GRAG@U#tgs3*!!XM&WdcXyAh8f z#n;ep<`-z28OlCZ9f5V)6CmeGCqC#e!=hjJsds)UJC$|{=5E`HcS8!X`wbs*)~X0E ziHKmYv?}IaF^AgQLG0+~4dAuC7+>ra=kL8)OZY~QpyaC`M$Z&unujd$+oo7JxOFYA zTsH%F*5lDvEfJPJQAPPoFKoTiMrSEmVcubG4KwEQuZm-#Ab*Hg-=Qu1Tb&52rWQbA z`BTuFoXqtye9`aCLV9g~C^)@IrV{Zt;bUzOb;+86D^`1PcgSgE*7OIMd0Cq;H!lp9 zaLlP02c7V!3}xNvi%?))4<~o4;4_O9P^;U@>gyFbZjKB_ug`?^gI#!V`2_HcnuEiU z74V~PEpzak!_QfJiDWG@#&+4;;Cy`_xFo%x=DnqiWxYqg1=7O7Is0(exw+W1?h=-r z>VOTpL+t0oQMh>7cU<`8FYZiSPK80T!XVDo{xF0Grq(84;_wz%@pRag*%SCWQ_SH0 z$!T!y@pW+X(?LUyz02f%NaxXWXjWgqvF&3jrT26$kTNv}bK4tmaz_I%H^iwo}jOG3>au0#5*>P^xRuheynyf#5}L$X44I*m3tcZ>`F$SdovafZpTGK zIXLMU$1p#)0v}yz0Kcw}kTphJ_^|CHHrsxM^=DUt`Kiy`|4vM(_*oljKaWM@p*@hW zFO6Dr{Ez!xB~*FiH_j=x3qQPBho^#+;OPSaB$SO}3eQFO<}x#@JVhDV4kj?Z&l4=o zcs}rrrQAgAU>6=>#o)AD}H4_Tk4^uJ6cg z&%ZQ9!XmlLkfOB_R%Z7>hhGIw3!jaTlUL!r@7eJ8@dz_Ko(x6%R$$J#HvL_Y?sS% zJhS#T9+COOj+l%R9$a^oj(y<6G240|hPRjP;Q66V^bRc4ieUO5f^z(xXn32wJx(n-F;xacrwmwljOKg^8sq^fygOe`hvSl zd1Ue!eUHv#(ZB7{Xv!yMAd*USy*O^OdIFWsF9GZ4*O{KqIVkhfqtfx$d2QD!a8H;J z)%TcTeFnF06Zb$B(KC$0&I(KqMZ%A|5zMLif?M5n$nn=L_DyFy$gz#Y#Czwk<)SAf*5>1>8b7Lc*PEX(Uk4YetRqrCUcs+k4?J%d zhF7J2!8FZGru3!`SGDS)r@{cR!xzDCIfwi?{~AwU^v0jhRPctK130W!0PJr<@hdG5 zswxjZ#)Jx#PM_lur7^-G9)lARAyC_^gDZ{X=}YN{OwDx#xv8qj0y;BEk^fVAXO1N_ z82(pxoJ-rSx9dn3Y6$*UrKLiC8l0m=1GtG(;D< zw^ZVxj^O#4(L!7A<5+b`hOJ*ViB0;*{lIs=G^jHMO=pcpLGxL1Z;Kih9jLQ|SrvH9l$F{axM6zl<_MEZBiVB8XFDHTBejRM(1F208 zrOLO|;f2&e9Ct{CdWN^d)1*lJYq%UYFU^EDli5&FngT8tFEVrI8t^l0#_)F@H2dp6 z!KU6bWb7+T3}xrAN2twOW<16xQ70kFVm;0&4+SyF_r!Wl0w}6+o{~xxez~nPsaM&8 zmv=8lf8K9FT+9hr-JJs&T;H)E>Luun^F>2*2@JT`3|}Q8QIJ?j2cwH{U}YI=cs&Of zA9n+}4gC;kFhTh2zb@YEPEXwJx)vh8grmF1Vtjkwl$kmOu^YcGkel}gnbDQg)T+%5 zrB9B+j#Kf}&QnGh{b&(C>N}5q;a)Qluhn=pJCZ#+J`QiKH^D0w+1TjgkLjb8c~)hI zpz?qll-gW`D2LnVwEi#qm$C0?wOWNS{1OMm-yS>{(($%K8T3Kwu20ayjLP4K~pD;~nNFU4ut;^U>Eq2O>um zz}^8hESoeF1IO*eVjU|c!*556)+p4-pM_NzLA7Icv1QlF>7K`*QS$yCG`TsSUo)>0 zy|y|-xMUI@S%@U%Oeo%u3!~?9W4gj`_dtz@ZRN@g18`<3<7A zS=oc0SF5Oc6+zd`37{&r7%TRk$5^97Y)Y_%a2=P`AJuT2?tGa?C*2LFBc^A_lVuj* zY92*vrYz@v5AJ+gPZMWPi#0FQ-i=vvTLkV>QY7V&ER9~EDCny-f<}jOklK+0mD-QV z-nBa_yN={CtA{tq+aDc7gx3Sp(?TIuc^WA9c2zw}b!0|wS3x+P%XO>2l7DAh>1OXr zve&JW_jercW54&TXzJOghVj0Ptr6k^bE7E za>n_73S@0q1F@4^WgaO#4LWQL;N6@3u-y0$YukAMZ;VL+ONFOkw`mCt{iXpcx$fuk zg3-_@cMO^h4BsH6<4lB=HVl9U@(p$rvAM!&rv~iix8-_2Kmy-xAzcmkJN*|L{ zO?@<0KF-Egg)(Q;)j-}^llxYu$S3#rW~J5(&AXDznSkRQy_hS7&MmoQO6z10aZ;k~ z8JEd@(W4|v!JJBar(#x60lWRdhW?VYV^*6#!bM|O7}+oe#zqzM+(ovK?7v}DVud<> z4677`rcsFQ6=R34tS5Jj;#gs?ES*t!9O8X0!SwV|L_({H%ZaOUJij1Ve4z!N^8LuU z;&y@3?=;%<>nqqbsnfkBS83TSNqn=YgLmo29abvEgQ*W!QEGdJXSV25MI_#FJDkaigYB`?XhN0)9XI+aSt{5>MdGeio{k?+lb>=d zr4Pz5`KB~0vZ*xRIiydD9|f?zoNHP7`td6N8-Y-!dxeDWXk-FzUZWG|lC1`^^j=>o zSXnN>SMTqbS4pN})@CK_94e#%^%Z0_Tf@Zu7Q&wkmXO{z3k>uFsEE@pTIhLz?zz-R zP9NEZU6ao;i4cDE#Bwb3crBw=#_G^;^eJ?Cr_pI4MYOTt7H?;g3MvlDP&-;F@E*zq30@*>Gj$MX zN$%yHUNM%n`2Y)3|3@mOuO;wrA=@FELWZwSqft3Mq?=>- zTl^d5?i4Oo4Hg@t>zbuh?v6aX?mG_F3tGt@vpCju)|$EGjAF~gQep2LAJ`Y*$x{k+ zhk(te$@7gnSd+aNZ8|7T54w0V$pxF}vUFFF8RZLyoOhA>X*;++{|UCp{V!QI0hwrH z4iSvqPa<|Zfb2k=z)Q>#`&W*mnLk!h-6!+t`C2Qw`o{yJ*4r!?ZJ0u@Ywd;|o(a6r z&%X4WD93{7FK5b4R^(d9EwXNlEYD?mH#@k0Cyf?!q?>#-U{ZOjKuP{4$@()HqMA-q z^)jv_KKdj*T-!p@Lo-<9s}N}2yBel`-vU1-ZDNzdxQ=0x4NP|FC(r(i2KCS}U?o1t zYS-+6`lc8-_xK>J*=0)Bn7(Bf##WJt%~&dQn9MttL*7wa-LWBY75Hg$WrGu z^FjIUbeR6Y5LUdD1&wu`%zm6bq+3pc*_Bh!#4wm`Y+p^?>bW&K?g3cDU*bHi-gLs; z1JF8{N@{g;pT=GbYV<@19)6ntVI`b}x1o+(*(YaMS{$CHW; zo@*iNd>xw-`-J!$I!|xne3)ja3jHR(*ap{JfE$BkmV*KH=`tg@Z4uRuJH(sdX3zZf zR@0-N_o}8BS%8D)7gBV?kL*qng=qiH%=<`(;C`~0U{5it`d9UXd^)I9rG9|pc8l`h zcH2KF7dHZI7+_ouZ7Na!Dy~jy( zh-1(A?3;=icB6yeh~%{8St1C0Rh$fv=?D?gzn^W_KEF zn?^@ewwY%SD)QGkb1dEU<@DmG<4_hpnKH2mY)Jspv*8Af%1}ksmH?Cydj`L1ci~a~ zYlxAy$NY*ydREMWnn%l$<=zJTAuBzczR{jN$hb>)pM54+wsJI`YxI@GnEj~wwXvGJ z(HJ3rdu91`38(2C+cIpC%!T(SHTYR4)!@nvWq!%?Q*82p8GnJ%C@P^V!sV7ta3Pn! z%*oKE27ZIInO>)P?L1gwmB$i(E=1%0P&P5)AZBrYpGcz}O&_X(OZT4Bfr(r;V|pCg z1z)1|<$A=&C4;V@4fNCrA+5>wCjDF&HPdD)-(O!IWIeC3PTpE5oGt+a>>UmCE2haD z-*a!&8d`tY20Vr<>9^|n`0&In@b?cVZwLRQdCqgl&|Q7LNN5FZ^!K3!OQ#phPiiGH*B?&co6KgmhpF5!au&%Q#teGYA$ zRLQ^4YK0AjKfv5+7mU551Cr|F>9;B3oTt2u?A{iQE8Oh9GST=lN9GW@&CFN3QSHPqv_qZ7~Gb|N!!|q zXxnJM;%R&I+muS_gn9g5@!srPqB>u4vNv=c*bDN8uOLn5ApNkw2imvv!p>`nG}2@n zlG*2Yyp5q~_gsn}?aw_QJGxHF>70d<81L&! z$8MWL&Iit?JI-B)uLD~k>Z=SM)i}ua)tv!vibu#@Nk#sg7(LL6T93O$4Om578Z|m4 zPdX!8Nghv&m|T8A#orjS>-V>OhR{gJA9&*pCpjG#)#`sj(3V^P>R z6rr-mks;TP{Y5xrNOq4$dk0l(s@Vu^~>py$wQhZ;4s#5E!5X! z3+q41AxLxWvF?)|pKKzy!(0+haXHQWBh%mu6d^?+lj^t9$ z#h+=`{Qy|dZ$mx67Spt4_$zjW!q|Lse*aBxI`PG0_#Z{*8HnZk#qo@6N+O{m8Y)5( zp6lFEA<>|nN<*PkNTorMP!yq}WF;+SmCAFS^RyL7OGUpT4V0Fa()i#17hZYuytv18 zpY#2GK1V(b!~UtOXmzw6`juAGty7}}dh`c$CbVLt{!Gy9K9qcAhr~Ye0~n+?Q*@#* zICHLoeXB2H*Xr&_q>r|NvhK~-17Uw@x7ryBMr+-M8EqPk$L;} zF!gji2%1I+&Zgglr7NxQRmTt1FL!{?)@smg#|Q8V5}!ql-%xjB37d7@o-{(JGs9X~Tl7wOWm&j~caCJNP%zsAL>fbZ<5$;0XCK=ToxI`Cb#^Yi!JGQ{AXUUi-Q5Sf7%2a+Ms;1avyuK`N0dka^`@2xO@ z9)S-(ucnmkK(>!(P{7MsEPmm6Xd7fHC|C6)-SM+65v*FSLM@-cC5 z?FQxP>cY5$Os4wy4jA{zz?SIlOmmO{sdvVJvN$i^u<{VHvFG8;^=P^w(}kkjY4j$3 zC{*}=!!y2`bkbrVnf2I)Uba1H;inep()s}(f+BcP%x+jo4<-GMJ;CRHVjWdpMZv3@ z(R5|}56txmrsniHLh{g16qfIU2lHBBfNwPOpH_lL=FT*Bai^cqA|x><7xvoT^8SiYE$9C>pgs7q>Iqz zG7$Q#dj}rt?z6KF-fTsHrnn!B7m_^Z3E5XlFiqs09`Fhkl&gF4lNw)9*l3R5rrZaI zvxJO+!qEs|AN>d>E|k3OqoSh>rUXNOSc^@O}=2X_H};g<}7L~U4^=1?(s^c z^;ElSBfl)VkL&--#Kf4pI8e@vU+UaOW1_zCu&pIrZPypxa{U)>Y1u>7Gc_HDoY+QR z6V%AGw;>*HwUMIRGJLBea)i@g)z1nHOGu{>Et9u(y# zuxBG*JHFC)lBP{CW9>QJNY#5d7|l-OYoh0Xm&Fd2KYj{7zW5BR5c3nW#NAa1s+)T3;RA*q-Ez~S(D`>l%G=ym(wi4YjQK+-18#)^~ykIm@}2y z^5)UlZ%jYw{g1X|9ghY$aN6>J5*(~E}g zyu+t%ybk{@lc$ZU{ZR4UHqv?Ij~gciVvluA@b_6X`zhwVKD>?x2wFqua1P`RHKy== z5}z}u6^MPu3XU_ zEuvOn*-#HMt=~-wsUiby%@=0t`5Vm7>_YF6)--APWt`GDoF+8eP;8{CW5;zjE)8j@ zs6TfOO*__*menQr{oTOvqjnJrE=Z=M52MfNT&l8ri1KKJC7r`CSygl;wUl7#GHZH$ z!GVI#s0mA~=g`Duby(~ikF_%gk75PxvjNypr@+v=C~hgc+rUU?onhhH`{s9amb;dw8_t67idCh+ivzvc3ifSMH!Hi#$~88;@726Y<2uy|_9I z>D0jqqEqBG*=N;Z-*XL^c6AT#cDRoHL<4*Hn|3&Iv>b(;_x$swF&Hsz7ri~=2G(io z5!y2GiF*OMeDmh|I;A|~>uAiaGUU6jw!*o#7}hd<1vHuufqA#HDO6cPi}s2!n7In5 zSgk@ki^{O}r?tbYN%<&$UF0DuD$w`xooHTH&8AG)PCho7v>{UL>{;K$fJ5b!ld}(} zc=n=eKWo%6?-^q(yH7zijcg-nEO%e?!(pS+Pez>dnggR zV%x~#p#%NY`GH}h_Da^S*Opd&%_Zk1Rod;vDPw>kRB5Y7GHc(E(wXhxvfGVrDfm$O zp-7^MlUZ`*K-R7PD5@+-=Of%FQZMf~K4@BhcsOeXeC^pP+1{}Z$HwO1QT0U1tFWfp zZI{vX%s_aNx`1@-pGjg?Hloe@CO&%6KK#5O6w@Noal?|^I6uG*>u;Ul9n+3u&s+Dg z#a9^(H4?~Z^lALMFC6~u+>Bq>EJCBELCgY`=yCW9Y}I>?|1O!KPPq%pA9TlYKP)il z%OMK2_983a`}lZU55eWzcFYEC2=+_CIjy&`%PkIdebPiugM?xd(=czI9n^T|@h+=b zaO-U)Eq`+pUl-^KH#KUYfe_~Iy1Ill)l=^mv;YgJgtiP`+*i8*w{!kn6NoZ*YpHmnY7qu}N;%Gd3} z*jwf3zU>00Wp&}G8LQ}|jSJOY^Mjc=7n4_I5# z_$DbdIMrdm-cQ(~zh5vnloy6gwxwT-V!7qz5!h9vkEsJv(fhImM#Q$@gF7a)C|H&L z-Rv$Ln|%yD`Zx>mrdjYn|1TbLDI~oowv@DPE-yXw4er>Erb?HAxK+%vhB@j`di)tY zA(2%q3;TlCkL1AkmItuN>*J zg=2PP(B+FKAx=;dCMkawkf&0SL4uyxSqnHjrYQ3-QLZl}Iy zY|vfLQ+&Rzrn*+ZUe9(zSX?E$t5*k6PetG1Z-hr|_p}YJ5_o1D*3H>7NDqRJ5$8Fm$&s%-~Htx4nSnb&ka8V@%n&cTp0PiLb?8 z*YE&RE1nNZ87BCnLCP*XeFQG1+p+hcM;JCti>A5i5d0d971K1ybc~Vk z*J_&ZD?0^lD49t|CD&4^#WDQ5d=edNoJXl`+aWzn4IU48%;K9oaL&Dc!s(JzXsIp_ znS&od@tSO^im(#a#l8Tu{D)}zZV1dxjE9r0bD3|~clO3^EXY}F;P3=v@&3^l($ii* zAv?np_FKZIi8p!gmM7qD`v8NYUQ~QFt(JTZKE&Sq9?9Sp;3+k&@YWj7ft;)BUz!Dkq({D`mku}b>tcML_1Zs(>S zRLOOL$clTq)-j-ZHZJVwP3A3Ld`?UR%)XnAHAi*WzTi|`a6BG=D6XP4*A-~gK~wa1 z%Au-CFZjMy?9V^hO!1!1wB%hP)j$1)cM{~7+wHx)c5yW8+fM>zXOd`V+BsaiD%T-A z-jvjqma)j&vstZCJeTe7PSIvhMNh~M{A65(e_sv6*yEOz*scy`^SosFYEGV z&!gBmbs$E45Z`mgP3UXu1^YiS*5R^+?=*~I^$UC8v}bmh6+f3ncwS>w>DKf$YzJM^ zd5pil=Ay<&@qGQ}u;kB^El}8KP9t5#_t@*5^n9oZ&hcMBZ|nuKGp)pyeLbkaPEa=(nzHwx-IU#dUhK{6BG9F-$ClwUA%WB zmB~ycBVM9WUBrXLoyWl`m#B1a8{P`pgAWbMu)B>D#d3A(+p$Hmy|Ftb-Q0`!d#pu^ zpRQ!Ewv%hD>PIis!cnKN1pFuJQK8{xoW0~NoA%9=$y~=#`S=qUzzV@STb(IzE`4+#i=@(w;P)x<``m? zlu1q+g@?xom^0NFE{{7(S$oYO=feXmPTomrxqmS&WGr0N^}^GpuHb2x4GF1(=<}{r zRJaf86-W8$U*=&kN0u0He}w(OmZrxQ)- zkIP*&_j`-u*YA=>rxbygr!vkD%mPQ>&-iT8SM(HJqa{0waC`J9u|u4K|K;?LTkG&|jSj7ww3K!6gV_I;Kdq_TNI}C&z+|K%jO%De{~tbN_q;!uS<2|usm0J* zc?JCr{K4F=-sto@l-j}!>3HHE>bboKD;;hEwiD+=aM(al=tyCb?B z3FIA;MUpv#jIed`9+uHp8P)c9@`>yB@+W6q@!ec>Zmr@s_VT2og zj8)}=5X5)Vg{~39UiKuqy6y*ymr+}e!4yqx8+Tc7~brMhfZH( zh2q)l+Il&7bnhW=iu8m2$7Arm%Y1k!>0|~Mdcn2$Fqkn`yqTXAu`){lr(4{y-n5c! z42s6`6tm{T3evaG6f7}*((+(Br^651X@y=o;ES#;QamcRh!X!6s+DGMi6ZMRrO5H1Eq5D{+#0vJoOKu$C183$(4 zLwZ+8B^!o9`KGZryVw`qYj?sSyA=Ets0_1JR-)7|N8+>O4PPIBiGPZY;fojimFO(K zBpLZZ4hv?j$M)9QP#iuTgOZx~E-_Q0B4*pK6ue>9?XUUe9i}kiWFg;{9L;P@3?XA= z3SRiHg3mkr4sQ70=BJzTqzgn>+?K{K%%W+G^n;HI%xPZ;hvtgkV;?MFh?WN^mo!Q) zMXF$Y%Xwxrzs+&R1s^QQ(!xLWPkEJmIqyYDY@%8Ly1pC&Z>{`s&4VD&@6i(?-e=*g zVr3Ys`9u;pWB`~ADr2k1j>D|`3#6x6Fsj|ncNEYDp8ZazDC zdayQbiVem9`#5+yOI{i|eJG!`RGZ)OnGCKWYCJD`D*Tn(FKNDM@XNs#3Xo8F*TYeumhQY=M=pV`8^@T6(@Oy5#Fr)Nh_E=2LCx z!53TH@#QoQUtNl&akD8y&Xkr|6`4I|W1N{xxTG z-eVw~Ra*dIEn{iTURbe^E72gmiCl27Mnw2t%1z$`F5H)umuNq9K}7xcWGkFYM8Q1M_B8y1;_da;#kY> ze3!2u^;ha8e2!P=b4p6dFm@p(Zjqy!%AHawTh2$eDYIYUYEs{(TddT^8>SVl!Xs15 zsjuj-*)3)cifv1|+nEGB_h2`F(lP=DI~}IeK6`n|w(j`xdk{E|9LFsJOL4(MXEMt8 z$Z|Ji(fUD?>A{}Un6kp0o=*Bmol#@SNTmwKDPDBE^SO|g&U?)w9BR0q*ANpAqserOBr>m=#?J*F~|1USW;{L)2s|j~phmS3fagjuwmi_lSLpQtaCj4aUF{>c*H_0>{X}n_{mcCvj(Kv5GXYTKkx`!uYNO&QA%-uqN{w-tCN)0r1Z#l&TucVKG zLveOaC?6cT4!?(r+|U(BdYOAM%5n?s{nWtz>G?@+rXIqn5eG?5eWY;y$0>0y)>r0b zx0hDgq+rjjx1eXA1h$B+V0U*kQ{|t0(o>ShFj-}?+5b=Zz0=N=)=i$j?6 z^X2TytSo7O3g!_Aj3(V;KfDS7o75=CUB?UyBHQ}^PYJ~hz&&{!HAe1N>I z{NUI<(Mi;CgTl`t1&Fhsglkr~c!v0GzUBiu1o)A%b1O9knuFWQC)j`ZV0282rNNa2 zWEUQdjf&c`1ILQdYEeGVe;0+kS!5fzY@q2MGKdAgfD2dEu`tM&+G_ifw$-zW7RyiA zU#kh*E*7KglZT}K;S#!2yaJ!-OvekSJ1A(T9gK)vM+4W!Vu_$DA z(@F(eK3|i(h77^vXFsHumX9ZM(NEGgd7G)Ns!EoX<3c7_cO@KB`3%ZHGH|6RIn=ti3Ys+g|$d~?6C73YU3(4BJ% zvW>^G@LlFmS$>xe`Q5OQe7>~-ev19~maR9?-_sHe3bt{b5d~Bkc@7nZouosVm9#Ks zI_;k>vQ{%=Nh2l&Bg<}Jfv+x06S=O|Hs6Wnx3hoSO=aq(8^|*#7GqQ6C0TN5G7hUS_peV7WlPX0pXt5h?(3Y!6 z9C028o33EiA1dfXeJZHiTG9R6J~VX5dF*;6N8yjOWdmBiQvmOdLmG>j>lzi=o;hLg zFnpspCt8h(Ewz~8IhFixi{92)GtzU3B+uW&g@+sM1kD`qMMg2=(7jVaU1dbe)e1kw+qs34Ia2{;w7#j>qWXX z51@Pgam*ooS!J+0mFYEN@u{V-RaFsJw@BWkS6chN=LdPFhmgfO4Y}(cxXPwHjjq5rNx+3 zn8piQ2hi@ZF_bW=hz;5Dm*zXv;`ScR%wp*Qn%Ji&Xx^~L-pU`adddxwbJ7+@*tSc* z95*J1XD7I|qB7mP@Qa21u@-%W!{GeB^P`mPX zqO57oj-#Y-`y6=2zs8U9WBG!cR^U+6OxYQVbbskG@JU&T0pa@4W?+oXKldX1x(5nP z{qX5@PhrjtKhSM`LYB2Ba9G`8a4EAuxefz}4!7qPmnR9sU8?wo$9mFUwGYG@ehVAD zrX7|2KClJn*MiLaC~k7e!ee3kdCyO3yxmuiT0%DqZ$BkM(%n$P3E$wwFnKCDkboZy zR^j8ny=je+=vkZe77E{M(A0Iv5+^rsr~d?D?5=K<@LML;)%b_bb4{r0L?tQ&w6h^c zZ^5l!J>XexZ+d6v!}|ABr0(mLiLHvlaoe@9>G@x*IsO$af7PHx!DO_pHH6V|e{kuT zWfT&WMNx%v#3VCNF?a(mylG5vN8jS}jk9@c#~EBRAPJ27rn4t?CG42_3N~Nso8(BJ zF=Uf>37u-M;4P6sd{gZP{}t)QAEx$@&KJE}b7PM~#;GxMSa%%l75#xOm$k4(^AtFR zgizDRv-DGzNA7<2d9QPJOxIUw!%* zHw~=L9)J-We`1DtBKq3(qm|`)@Lz8&!BS%Yn|)Xx9j!F!Ur;0VY#a_VZ}+23si90^ zTu&jod@lAoVU5Wj@6!OW+jVwmA&oZsh@rn3uF#1RCU?Hz%X9*sbYKXu&k=L3J)u!kO6f=&5*yfZFY7@4K7Fb1y%&`!XbI;hn$z>io5h*WJxIB!OLY!$q%z)ywY{0bYlp{R z+SY7|!OKTH^>_iEKivb5ERKfut2ZhBd?ubsPGc*+#PCg4V&Ao2I6qvj%*{`U+%-k9 zlk`0WkA2!xk*ZpVucLIxF`^usJ;&m&=jo6#QOw*pmcXMUDLCw+vT)?YW{ezt0DSMM z;j+c<(E1hup6^~sF8U_%&t4W4%1fMZq0wgCXK%p%#tr6oE^6a=b_^c1MPQ>} z1U5Y#fGKmvuth@-^X;cp$qes68iJ(xyQKW zlMxhh;RvK=^q}{)SJ=MvshDwBhk|njY!0j;`~$hGC1! zJ3eL2B37~U8o!#qn#L-~W4-DqdP4DdS@heCRnj6a&rFIhP`o%hC!g<2j>EO<4xw$y zb@KdD$m0vrDc$0}qn7?y;OmY`T&x;!y-fnED5~eTZbqSR=Td$wHx`$>?x1mB48grD znAOn;qW1SJu=OAsK8)nk%eyhjt1Yne>3rN&cof1fJF=+s<+$tF3M%}hh&62qjt8!e%yKZBkEwD zWTIs`{`wT7Q_t@dp~~CPwJ+mv@#dXzm0+yzjOcJL6PWX|G>`Xm3X5tmwk{;VOP89 z;VxYzS-R04^t0N7?~Mnc=ON9C;h;kb8`a41><`S?Jq6^BK9$HC>S>)>Z)X3t0F}SK z#FOLt(#e;7VUXJwHirtxOdfrMnPKRu1F7*O!VjJ7PZKyDT&BBMu)fr4_@g zP;ZbGu8NegVx#TsW1lJb_T6OMrZyc4x_&rb`L2w=)i+|lNfk`5ZZ0dVd&}!$%;?a( z^Z2JW7oV@%&NrRd3x=08gorX9?2`Y+ji%K~CYP1s=;j)9ouf$h_vCrpmzS)7@56(t zyV=BP@92-{Ae(>Cgv{0jOSc5>1f2om^Vjw?P8(3geZ^yjef56sw?cz{j!fj{8T)x@ zzl{|tcYjLz25qCyS%1)A>SQqe<3j#k0T5v*!#4+a;JE<<#U+=2Sk73^q9Pm1`UN9TIGLE4aKXq}!! zJ}p})K;M`5RQrSBbGzYtr*<6E{u*;970|QYJ>b3lH0<`vnEiM*3P0~QqT~!?k;|q* zS)Nw7zN-Y!3f>UmxthN0beHV8Pr|lWpWwOcQ}mH43Q_meh4;5x`M4lM%q-i%H*C

;!>?w>}(}!)=|HutL z{gk+t1`38FnoVNxuU%omiR`;zZM3+mRR8>!zs1kLgTg!vm!vYW%!k=IoXNFO3cN}D6tkQW1> z|HXXaQOh!{YWJ0>P7(L{{odd}`6MxCTMVg6`(T!_jxY&_;ETj%!n(p~P^*6mm!%kj zmc&fB+ii?s{q7}S<=7i6t#`xg*j~b@yuku`>InP8t>O2?`*81o2c4?P7On(tflZJ7 z>E2o$;oiE*?2@V-PsmvXMSBC`LD3lD@~^|f^#$on+cN^k7ubn2B{4f;XokD@?E{^* zX^^r}MVR!dfR~vP^?t&I!KY#TQb8J_=pgj{U?eDveFx7YPO{{a zmbd}MdD}c^p98r!8CUc*b*^DmR2u;$5;y2?dHssPpUOK9r|I3Jk z%@d@sxOoPsF8w5OW=o-ep0-eKRtXE2zK8IdUGS~fLAL5eIji1%5NFv;p`7qgm|=U5 z$HsOSf>nn~{#6bYyp#}x^L6~}zB3@zRT4^Lve~<1BXIN2-%y{{!fM6L`rM=4gt|xH zSk+}2*3IlKET1<86P41WevN(*s1_sCjM+)9V=KW>_a&rSCvu3H2Og&sg1%26=;%}V&2JmTVwf`06I z#&AL5#7IcaZwJj#spRq9Fk$7|y-+$$pr8F~K>K_LeDJQ~)r0k*_HGgI@gc0Lq?0W? zk}s&f&=mR}w}Vw3uOUq18l>3Qz~)Wj_pj$F=w~W}Ba%q5Cl@3%zl{(w#qP=Y#t^6) zt^)E?!bHBqT*!qpf^=;Wg4|W?G1EgxiTB35+d8!T-FL`0`cQGUE(zKW#0$E;pYs2f zKE+Vn(I5iRrn>(0#+ebDmb|QvNzQI1#8>6TD05t0CkE`YN@MWtX+T7^L zXVrM%_Ol}UkJhv6?xr}U(+1R+)=AWM^?+iJOcuP&0KCtdfnueU zziJ7>Z6!$+L3Vmj!g}%K)g+a61mOOPEZ+J4Fw1+}z#DuhNlQ$eLI$~f)jT_$6iEYxoTUK=qPb;Hl`{Lg)` zz2FMpmbsr*$eTk>oE_V{SPiTOck#}^U>JJE8vl$NiYLcdLXdqAv^fxoZe1Zb<#YgE zSS^ogwS&=a=_0s!+>5W>^I59fxt=?pvf<_LI#`K=3ceh5O|tTk0$1!k8o$qFFmSCk z%((r9PbhWb0o{*qrxZWw+qS_tq_=?oxt8;$o8w^1oCnNm$6Uym^;^1N>r(KEl=0;5 zvp{FDJIIT3W&5treBG8+P+ry-XQ(KH%8DWuzUCS4xn?k|$QSpX6lHl%FC5sw=NIh!1Sb4}rX4M+P2N_8@jC-goGMkps2R>Z$|Is_PBiUYfG}!ri=HwgJx=eBi_2kfc3*6Z9Xj0-O#S zN*A^Df+jgGa?^afRl2d_m7#FZwLdG|Z--~!Y{pNU?D-{;^XPOe zLz1Awa7zA07;HQbS7yn$lYF(~%|&he4C}#qZH8N z(&18ovP54jn;z`9x?@vVx$bBnWYtgIQNqgd;T{`9|)9_9Nq20P80m5~~a$X<4|% z&YMntyz01PY3W6a))p3)dI*HC@jRfSAFMvGSDF)>1S)4{Lr_Cs=shS-BIhLsxw@U~ z{V4&8;;+KPxT6lHG68XoVky$TM z_>u(QpY#_(0&*pm@8>~Os{$LGESB(U44Jg@4|sW%!paL#JSEl$T2}`$qlQD^8kWo5 zjZ87{%WjC$ILB5*_C?Jccbv9p6kmF%SZYG9c-U+SjGsFl9&H-|lk%?dE|2BxM(1bP zcj7qc%n5p+Z04*+xVUQ-J%PUy!WYiY=R7uldB}s$iv(&2C!0dKFz4xip7sc;0%{s z^j;ANnT?;Y;K&`={B4a`EWg1YtM(M`8|{X9a z)*Oe^XIhh0@I-9!Uxx8BHp2P9Jht)1K6rDm1-4!gumAP0c)|VyFtht4a1s5uiOb7) z)iXmh3XO%p(TY@ZZ4WGa*^lQvz7FnnVGxoL4>=E1*)%Ul%=Ui{Mx%eR9Yc>{k*}(d zS@j2^ln%nBWEJ!+9}PcGuY~7z+hAncJRYZS39X-A!kl}hV*gd-jB8B=Gqk3_R*{)j zw2-}-zYia&)U)Yx1z1&741@b#gU??5CEll8;lzA7wqn;~R&y+gb%^tYk=~2&!(K6; zbvutu*KJ}~b1UG6!9aXAZ!(^run-RK+QUwc8At2A+^N}Pl{ERS3p02>1a3ci0}4m> zaFyo^aaQuviWYq%tjZ1pfBEHTl&OG`JI+D+fq0x@kSZ~|_7lslPvZL?J(bv4!iObG9WzTRu-n0*W^h#Zbfns%~fyE0j_ql&EC3R{}Fs}1^JFU6>W zGIH^qgFBDNsM&fls9v=NJ&_gt{@{38^veVbx3A!2Rz`};<%HII33#ceCm2-R1kX7^ zn04v`&E0ba$1PhRjhbBz+1Gs_woaVQoE!tojvA3!pS`eHGZmvJRYTN|F)Yumf+e4t zgkQ%3nQAY{TdBOr)foKRjjJH)iwVAl+u~U)0!&`_|S)Vv>|wP7a=vQnTWXLNzAldwV25}dPj1^0!|QS0{^X0F_frT35GxjWPF?)wrL z@n|{uuhfK-N`Ii=etjr9wFc5(nm`YycGw+OBstX;&vdm^Y5f~(D(jjFjyJ+!-PyG` zDsKWV4JPQLZOx@#&v4!IgXAt$<8qVZG_Ww7B6f7aXe$%&I6Mh{`MdF*bH?M4iw5vB zZV**j*`fZs8u%yrHZ)_u(9J4;CR`xkAp=P5S&;No@EB+)>O*Z)pY!>;n%Lr6#0MDV z!ImM>XsRaqQpcImb|*WwqQB@4$f)CWamOM1i^ygjXa;k4uMrvZr!j0*3hb%vEo<## zCY!9KB>Ujh%op8FrH85678So9E7XbQ^#{!Od!9>Y^#iT6^Xyh}9|(Np zPm?zL!qa9s`c!cVpN{$u%G77@sh3N@^`CgYQjDQDDdPX$tYoL`&cTsB4|vT*bHUl9 z1Km2Esh_JS?QpO}zgr9GOmBY}zG4O2);Jxne-QmVJN$`Fd5yIx7wJ@^DOxHfupUwR zH0;9xsZw1x;fBw7u61N5%eR#hs54;d3yp(kbc1<(JwKosuK0@yP%x&1?JT) z2@Y@SA^dy3jyj&|@z#;;?1Aqye&0_Y|IR%L@s~$IcKb}W?(8PIy+Z+F(_?6wmmKN* z3uMP09fnO?lE7hmEX6l|Wr{uX@QC7#F+WY0gI+^Bdo27!?;>ZKp^*hoyBgR4g%~PZ znt`(p6ylP+c})I`$TY4I+54wOC#P`&t6P^UiFQciRkWM6yX}C@A5O9xa7O%H;nEQ> zjqkWw&X&A8jPavlX;!`1pM5kKl=KG(d&Qp6z!BCo(xC*p?~UY%nQ0IZx{?2SZbCW{ zYLY3UKR%`XJUsZ?Pjst10*`{eG+oz7c0!?u#w4r+C2vV}@MLJ$ zo`Z&yX0j*4#O|!}FK*@SiFei2z*AoVq&FNzZnlav^?MK8bLAFa5w^P`?sa$AInD+Z zyKU#+ZocFubF|Q+yE{e>wqzGG>zMzK0v>#{531=b!+@A2(3B|8?DLw~-C@D-(mRHA zi>jAC(XQo29!@a2$28EI5slk?go?G9s<v%)Q~ za>*fn!NQOAr)^TJ;A%-`*HkpV@rm7Cuw6nds%E?aqm0ZU(yWV* ze=v?uv(e^~tK<0Ty77GZ+ahdnwTXH$%x3KI!ef*D@yv-=TwiH8?z9YLY0u8__N+Y=?wen zl7ps}sA6LTtWHnlN)E>8U~ag z$y!%QsJuO_Fjs;B2P#;T*;Q%NF?q045&MC=l9;o}7+Ctah&j6TMKjQluT_55a$H1=-P>OLu7L++X}ZGFGxu48=!g6BT+E^^i^7cS&S9 z@oS$%o}5+1TUUt8pxG0++2gD1%Ri~q^|B%i>k*Ab%hfO`G#K;^^7!~jZ;5?}76j>h zW&t%SsIv3~uNPnHnc17CR?PpT&OgbQ@l;MHPzT#zyyo#c9=U#b8)5#!-Qg9Iz=qOj9r3af$1 zFf*${WVEk?X|1Ovll%vB1>f;VWpg3SI-aGvhhbo!%e?xF$;Dd*(X3{NH>;iWjcHA= z!y*5?sQ7p>AJlsVjPKrpmZOpGJrRU6X=be9?stsR2kKFzj`fAUlrpLpjp1`?__h6L zY#2q&od+>pzY?{!7E!-@bHHhM8a3+nx{O*4hO z^CQV!b12TL>O;F$&7pb5Q)uU&>2z6k2LE2_MS9!jq4#V(YOAlNZ>nlMLH`Hsv1mr> zv6C~C(L&R8Rl(%03F;`O;fE+A4Bc@b?Gp@WSb29DJ?JiT=WA)mhn1u-l9S{=HEdBI z#{d4=!GCsrqbJLBWK!d^*f79c=HBZNvCV|%6nkOY$2PjFIZtAkI9yN~s6p=HOx5lC zZnTZuPqE$J!kQ%)n6bx0s_bXaT$AQv-u)aN?Y~Fd|8&Q;-j~^Pe(vhyPTEvup6 z0Cl0reh8I01d!496X-E~E-eYylg)G&&yR2RLD-xlJU#a&IrzU|qYA5NW#kham!rl1Mdu z6zZl7qMB8$IQZ~Qsqw9DvXL>nXw8+)y)? z$eC&5C;8iKG#7gwn+MWVw;$NPa5(ABJ_r~7&B8kum(#zaRahf^2{|5nsQBFn{QOe` z*9O^OuP4{h%2bZJW{$vEF;DXGraOU0G96YQhLWP$k}gu^$xzpb(3v(a>Xd;AjDa#cWVh5&WE3qSg#}$yWbhyOoV$PnmIkw_;fu)q z!(VE=DbUI8-DLCpBXDz12TC#7ENKg37~GhNVH?WmQM#$%mpxBfaA7CzQ9n+>HJ0pI zFrx=|9BAaq7nu1`gC=T6k-u$!9`{(}hh9vj2x?2 z7Jt(ma}G|RNB^#1=1A^@U;Z{5XTQ2kzn|)} zhRX&*ZN*?ZJGT<+>W-qxOAE457yzSl8l^vFyJ@to0!(hW#&!JVD88S7l^=$~d)@*+ zPfmo9#=JuI%Z)u^tEgk3Hoz(44G7IaUyj$Nqnvu{CcGhTPM_&b@ zcC#~mDMsmHXEKE>ZEo}KvhjEO-t+pPt_*gU@bd4no z+g(%|Fp6|vhtl@Nzu77^SGt<-hugLYXmq!Qj4#cj%HO%#tJf8C_1{{ZJmg%yQa{aDZ}_tFydoc6{vcxipU4L2AYMj zblc66v>NjH$ydG6HX#NbY_9Sd9{%`d-dVa5s7rbc9jK%>9u2qJ;-Rc-`0A=X{Yzet zXU982#Lq7@%sPzH_uj`^-TzT^rg1gBT^Nog4Ju7SG^ivhLekl5D?+m=Ln7*r3`v9{ zk~9|@XjY+;qB13&XRQ-5M95GoLdGOy%9OnO{o03qozp)1>}Rd}zAh{H!Db3Rj}$gz z{~d}uGnlUKY=GLst+eXU2GpIaNmg4qF2(96?p-sCfB7w*8KzXCQPTwonErxhsJh~3 z6L*q1A-J~_V`B6F0Bve*}+>i|EoGPO(tJ`$^h&pZW zcaRILb0FWa7MvewL(!4K-yU5dj<{Wj17qidJhz_~e%eQFUNH#6lqDN;6tT`~Dj6jO zqvZ7h?g^+-I}lyfljGM$7vP%#jpANDj+}>Tae)FKb89_Asi7N4Q^^Gz;Shywh{NR8 zC%E8o674+y5&n*PL^Nj;z8^Z8Iv*~=qn{IS;A5!I)2UxKi5vzzTsm8J|QCPe4 z4c1pl(Y2Ux%5R!Q?vsjf>@lD(u`lUAJN99PSGYAfki6plts1zYtgy`%!m8| zdxP!xV%a)86>ti(#tXbXt0Igv`cAVXpD87A83n)nf&<1C(VZ}TW@hn&{d+MK2K%&= zs%Vg;ZOJao?KP2X*V;#}BZNEuu%$!!c@A5Us8Xr}Qdo z{_r)y1FRuO{FMm;V&D*7k-ABJx!D3!wo;H|_OFB8#)xKnWp@dTHcGKe2-Gnpy)3wkIl%Ko@w^y$uDkI$H zyPmafmXZu9SWY23)M(vJdAc-XoDw^cGoPYW6R~hl0h$ZWtt#1Rf~O)CUVe85o)eza+OB;xP8 z+^J1tU~@_ccj#yX?G^5gd2ikM_geiVE?KM5*KsXz7e0z7N_o-m99h1-(F|R7S+e)b z_k)X4e@XYn&upE_c#?Bbqq@u(@~(V`>Mn6KU+8wUhYp95%)=DCvzEs0AB(NCi}8AY z8Og&eG5H(ip!4}9cz4zmIyKjUJa!t>YEd(_G+TgaUm>;#?5SBN{b}{roAmkR69%JS zQsAa`(Vbng5VBO0Tk_8j3!DU}l$95bNVbQ>p;>Ie9Zfdp={Q)pPz9=19pDs~+CbOv zR;K^fo$*x`s622!*sXac_K;bKm3IxW{_hxEGRY0s{aJ)#m%F1*^=1~RbcS29BM_w? z%Lv>tHC$1%Pt=`01uM2~XU#oU_^M+j=+yhbM9o87*Km2H_v#SV<%zMYBbj&ENJw&% z!{;9A&@DDXGa;i~)Vc$nusrVLZF}_IA_I#Zu5kf31Rm#*%IbzH1)TFjoh2HD;*Gn4 z?86V9P;mUGYF*RyWFBjWHM zVzItxHmln8nCT>qfeGLAgqb{?9Hwn5fdaKi>n zSAJtU)4kY$09owldcoG&2E!Mraab_$1B=Q9&Yt0fC}Az;;t>hm{B@|s~I^7bYd4_#o>uu zpz3bU+Swg5-g9h8gF2XTyW!(RThw1CEmn(6W>V9%rsSV?5J?@+n-ci2o>SAk&#tXe zg{q%<*Ou%JXC#f$?grH|Jhq?ma!7=yf6d1DK4znU^rL^{HHgjLLMVI zpY=V|fgDdgRJm>lt_kVfjoXab=y*WQgVt&(Col1wT}7P3)8Xh5lE>r}Mx$ew3frb= zkM~CgqTG5t=#C-Li((V_+2zA64Y5JpyTO?BdM2|`oXwU_XlK>#&X6eW2io&gF!~)} zMbQ&+{!35B1-5W+IAuJy)B@Is4Vhh!Cw`G%j3?WVFd^E*+2y|y_ue_inpM1Tzs_3h zx@&}vt^r)l6+^CJR~B25erImWgM^tb&sZz3|lu5$5yR;)5n`Nb8rI16iy*(H@cIUEhWqE9l>R*x3#tu$ukiM02?gkG-Cu4I? z4|n561sl3t6E$zV;F8wKa8jX*ZDSn;PC;@nm((R;ac?N~UK!5M8L|#Mmc`J^ z!=d2Q@|)fJeG5W=I$(joDKTsX>h=DIoxerm)d$r0Ezfj_>9#@bg=B8_!zgs|ix#|` z6?o>e4jq4$0gc!HqFe6_8u;)Sj{lX4Pm>4J`Il{Q?q{p`QJ4<;ZdB$SH#ve-n;b74 zu7FPp!{El*G6*t~q40`t+$M!J)s_QJlg23EyEV3>RzNA;iz!9>+DWuVaEbLj6+_IS zB)V$pj0UH#vDOZGvekFuGY;+M-K+25KUonBGz_I&X%VJfO{bP!1NorQnXqHA5yj=K zK(=}cH@--YmYV3$lj5i7yF!lK=B|a?m=AmA^oW-W+(B{rEn%Bk4jXO1V!kk=@bF#9 zwj4Dh+lj;Yw{x}mGSy;YL4wmsVB#iCCY-H(g@XDeg6n`Zup0ZFQwnv05ApV#^ofH) zw!;-4`-FgUV=EW8;Slt*c@7C7<#5w(EOIvmUiDHnN^ROq7X7p^ASVWrmYrj}uWZ4Z z>oJhAO%Z-s^AvEcm|OHqgJxVWhw%d?+_LTSF=6`+X6p2enWnew-1CDX3bdN)dJ@& zr?W-FlJIlh2-sJq&Zn*SgX|}d*v{^aXmunTHl)4gH1>vI#O6#k77dk5$M@QG<>e@q>pz{KhuO|Ne}-Xlcy?^~g4C z(?5~iV|Bh$xeM(!>tUHC!jZIOG{`6hBk47m6E+vVZi}Qpm+kq9&%02~WD=_6yntsj zQnBz+oOr}j!7Ftjj0LMHp-M|F+AUuWB{Oew+s$vXJ;HhGNjjsMBZYjnRR%rpQi01g zf7#Z%pG8BgDnZFs47)5Q@#fvH@IXK@`#N$xMBYC|GtORs;U}f|kR@Ww^g1XmU7-Vm zem+J4ior>84IweR9}e!5r^vH$5F+e>-j@g&s_X=&BNFm$9l3CHNGayqYvR?QdGN4X zio*I0#6^RD!{S6GE+GCE-hBNT+AFVeZh3dHzNi*&%t1Uo{TljgSO6yK-lRVGC}ucK z#sLe0Y3-3Rylk)+VX+R^qjH3@N;Yyuead{uc!4>XIRx{rtI}${OSri{t$NLgS@`na zGg^7WiGS;=Db79pm^~bGnzj|MX9WXz${aSEM*mWz!Wy1FWIsW@T_TZF#8+HpUO@J~ zGoVD(k7iF&p_#g#G(Bk)X5Jgd9TA>IgNC``tG};tQ>QN7@75sevnk|s@gdSvWs#QV zE_n7R4b`7)wEc4K04?!oW|EjHPIb;z^4-`2n@9~+KM1__LZN@1$zy%nXo}kCL{>{* z;Hs8!S&reoxFJ%D}#$(8kqj=v}Lo|HFA6vWA_gLGVe*B~BVz{zkGrR11o>KPjqnP)?wQyV5 z!}}=E%6ci%^<4^Hak*4@&=f|5%ERA(huE_{0%v@9F&Z8@PRa{I!D4?8UX$~rH^&;; zv+H&Ex&1a7s^#EF^)PtjJqh0hGx~N}k?UB2^h#jL<%m?tYTHTM6w@y>C-%JH*SSPC zM>}BbAsxPcx9~ok5|~uS=h4NKJi1%9k5*`1rd9U?>2baVZ4tNP$J?QlXKq8Mgx>9} z4@#0ODxyKgAvAMVIm+4W!!f4Pl8L!y6fEo&yE+mub9ZG`Y%(vodSW5C8$LnFF*m_$ zCv*)WyV?4ozcAr(6zF(e2UX$wVOeq-hUpCkEtez)(OclXoj$!X97?Ay+ej=1x{zyK z03NwxiJn`7XpGvH>YThJJQXqn)E3-#!%z}Z}YIQdr^a)x8EZr*Jg z)2M@ADh`s2!`luO8agu``Y9<%E-l@G zO+m|P#;b3b6t;)H_d3(ch-^B_-iYnDUgJ&|Os9;86;$cO2C|YoU(9ryvJ8IHaSUJ(mk0(ZZ|5E+51vleHx9Bti@?jmcnp zHC~qDQ2y*iZ29wuZta`Qrv=G#@3%MOew#N!=d_etf82t-nV64><}2vtod8_Wy@!s) z4Z!`YrOCB_G2LC-3dhvWkYn3OoE@M`FfR`lovIS+EgB_Rf4UA&DS438{yrux><~^4 zQ>9U7N+DvIIaccXK~Q5aW_?@;8&w|S7K2UL<52@)7P^x6=_C0~Aq8B8*EnkaF`4pO z;<>)JBJwkoBPHGS)Rr@doF25}j&5z?{=7}#bB-Y&joV}??5ov6i3}G1K<~3-(Hcsi zpyfZv&hEt0v;_8_Fee(9GM|#ie8!aeR+?U~C|Rexk1SgB>BFt3G|V6o&jzOonYTVR zKvhu^uxOBEJ3omX8)Ygf%k-yrS6W!evr9~=wx8ss@kUN@Ch(aL`qS;vCFrsL9aemt zMr|&-P#*S#d3s+Y_h&v>*Y*|zoiAWyNQ%gMiaU2LcmTg%MV?o_C)j56kKpqof>-SB zUV46S18?mlMXN0JDSB}+4rbk4REpr=9P&mSw%P^r>`DPogyFxqGi0{KD+y_IdSjgMY@|wS zdK4*K{S4+@(vp-$N7Iw(nq=Vkn~P2UkJ}NYBH1c^3HgmibpPTmm>C`ldQ;3LZsq~p zla+m(g>9Os>QVzfS0Wr_E_5!J|6rRVoiahoK zJ@?y7oGV+fY?TEwHolJkLPm278m9=?Oe5}|8p;OlOre045x9JWKd$x(pzdgaMbJM1 zisih?neRsv2U_5a$)=gyUpF7uM{ z{oy+h);t0mBmBVMs)^>zaiXy$1(3M!CDq5hM5~};`YPVZ?0wv5^1Dg=j@V+(d9@T( zPI2TERvAb<^%Nl3ZW-PFGMe5_-a*##zO=CaeR@+ekK24rLmYi_0lkhC&j0ILIi0;P zFh8(^T4Rn=h5T7892AY)Y#qt}97mFo0c5o31%-dR05dyWMCi=274ZDu^;PsnV@z_d^FI>By zPifFVr}x)ky|phDf49L2Tepz&#trbH^A*g0wTNa$X5-ML(-^*7mo{2WrtF>$3^Y7U zZQ0UL^{XG);z~a z{+js0O$$Sw4v?g+dj$uT4s)|D(pkZVT(~gb5T@1s;kdEmZL>F=;J%zNhwDO*C{^HR z&mHLmIxp<$MD`rvJLL~Xot#4d9X3Iy=u4s%AJav1g(~p)%j3~0cLtUWZH9AO{5fqyb8O%o&7NR74C6$3{ETB;_W| zJJgE(9UZYZ$cK#MW1#Z-Gu$<;hdOQ+qc48}2d-`d*#Lj|SSR!-PhJ4^qht7}S;EeI zK^)t0v>P9Kroi1oeJr##qnCpdZS||u;Q1U`Y&)sQZrN1PrM>r9!ZtOq>Kx3gmnXwe zO;uQW0l1QPUbL=d9lcntk5w;xIp-H6MH3YpZ7ciB@k7_$Vv6H0LloyqUCm+GGv@{@ zRJbJeasCN011>WQUm3B#bG+bIn#P}8m@XbLua2z`Rpa+5I^%P>E26ctGbwOV2kRO; z4Chx3qPtc{xst=e4xufB`}pGk=q`CgD+g)O$)|Z_r&$2gv%j#`=h?VR=%Fp+t031M zVZy^dcx1gJ)L9xp@~ve0@-r2F{r&<~vzCz6W#RMj^C7ox*ar-DTLyix+n~8S4B66f z6g_Z-pQiWWs_{`ae`^%CI%5Z!n0LeH!bVhlcZDTd%kWxxMR@z~AGG~&23mQ6RkBl# ze%&9z>m-j8UHfH<<^^A{>GplRe)1TmDi7iZyG|ez7ZXZ-8-C$WbP~ybc!fFKLu{^7 z!Jn`9lcQxKSChVjmyuPah=)r2v-vXI#fu+s(ACZGlH)M-Viin0CQAvMy17S7Y;aq# zJHK43m-|?}i=Vl@kja!rab-4Xu&5xH)4LOj=c*$`4{L;LJ^wv35+_68xOC94xCG`K zO!<7{E^rF5<1zXnTis9!c}sNh@vVED-hK&c_VvPJo0Hh7d4&Bj+|E87IRtau7YQ@Z zy-1H8xEA*q-qD+ynS8yP31y zsR>7(CqvrPT8I$GVDaGy?mzu;@Ity2MyyQ*<*1WzJuL(52W7#Yta$F?LL=Iwexy3% z`xVes?FOs${owJBShyvB115no+%LGu8J5T4N{btC-6a{^Jf!GEpA$dH>WSEsirD@Q zpJ2z8rM%(ORp@>F4fMZU2op4_Ifd#hP<54tR}-FKc#0*AztoQAYIixcG#}38qXG{5 z77KDdMvz(9jF$P$pU!NMmo1Z(#?X6UWQwGL@Z~YaQICBrI zwNay6$0p(GwG(J-NQY?i*(p5N(hE70+Oh6z7t{Q%&o>?2gLz*gxzAB8p!zl&#d?A8 zq@xAzOOJ;|FI4$G4?5v|m585}Fcj98Uqq!6BZ#|~441zv(DgH#6caq2H!o9R{=b~W zSuW2&nq6tRv|G_o4nO(5AC&%b^uK+#FK9FE|E@HrxdRhy5@s_BJ2>HOK{tVWYeB@58u7L$fBL3-u zEIe4vv$-R>Ip;ccxO4d^+=$tXOZx)g=a;A4u|>h6`(x$k^t;!vdaMR4(6M91ara@i zX*5^2{VLZsQ^Iomc}P3B6CW*Ap(T?n=u58fJkl_kmi<_d$A`US>(9IrpZo5|M@`<3 z<=Gq2+w~n6Q+gEsRSD-TwBUWO3m%S8XL!3>@KZG|0V~%CZq&^`qAO#*3-Uf$euZQ( zDlCXW{ox0B{|W}w*y$aN+s zBddo>`b(i}>n472k)gmjy(el?%>hxAF7Fso!Ueru&HP7ZuspMHUhh~kG`nlz?8UcW zdgml~kUE~-p_5>eXCb~c&jp?jI19D3RAy?9>n?XOfUl;d8t)#&pCnEZM#is$~cJWkVhxf0Au^rO-<`&goZ6q8~-)HOI3i?^%O=RI0Dw0AlkFfpQx{7k6r z4q~6v>$!YQV^r+4=g0o`CH-$RaDZ+CI31Idtg!dyea~dD6RAM=lV*|roBnJ>kqkL* z8%&>rztgzL?Js%k z^pZX%3}?Ml21$Ztb1CDK0?zB(ikhR((dTuxqWVZ7H^X9?^O$pJ|E@o6Qd~f78@1T= zfDF#eAwuvsPr?^}=ONdu$go++&O5|m)5g!>p<51DeZ!g4XMsCwet>Lmt)y!M55d>( zn=y1{jyb<1)5=un2QdM?nWlJ}5bYeC^M@-!&P zlvYRG#ua8yY5BVj^4cv2J1)mTf)UbRgE(|;$f2OQ2e8sk54$f|QR}S@Gf`EpNC*8t3yh-tCAxp1R!DY>(ByI-|L79az`RJ!( zmbo9R-u@2#d?PV#Rsyaaau(#CE1~q~?<_L>CmZlq;I$M6L8#|%lv*RAu)nI3t?6^A zrmY#*3Y><{^53}LeJmy{@x~AB??eNmg2}u7G>)+ly3_AX=t$2J?x?I0_u`BOh2QMO zM?Qz~_m+Hm5x;~>e&WGfB~PLD=dn1wZx1L55#v-Z+u#CKJ5Y55%# z`&)3$Jd32urw7uIlp;#N$)sf;O>Pn2xv62_uu$_D9q%cp%O38yOJGr?<+jte+<5vl za1bSx>d*&SEi%yjhYBs5=~PKJ4G|o-mDB35?Z3NlI$=76OJ~wuArt*${Vn1BD#WY7 zN6{o@DZV~Cl^M(%K{P9YSB47C-`MP> zUoas!n%Z`Lft5KIMfG*xMM^g<(a(MlNU|Jh^Ql8zrThi%<&I7=xBUbfSrf5yejv$C zu%nJTZ|=d2Te$YT9X4JMrpkN8xJPO=1`qE~)wQ2-uu}~x-uOy(C-h7m&2uZ}X}yg|`vEA0DJizailS?TB` z96mmk#0%C7Tn%F^-jz?frm=7&e;@9an}wG>yIB5~OwO-YiZ}C0hr(O`iI2?JWmQ@B zv^H!n`Cc~T@4o&mT6MVrH*B}Ye_@mG&6iY~WjGI}mhOVi@dLRE)qK%PnZIoNvIt67 zo&>|a-eJPX5hPYC!36&yT?f~ItF?`pc}a77IMr>cni&JD+Lf_vf6 zIxC5$r6t&mHKxAL@%XY)ht}CEaUWk##98B{!0c`mxXjCk6IY{AW%*91a=i$Rf?Fxw zWC(M$vcdd$lO-+t4|oT?fz)&cp9~Yz;Rp?7eR~2JeN@IM>xx@Q=)rKQS@e=0#z?p zK+{Y~^|4>~7`Nmno;7c#-r<_`1!PFxWj#8}=-`j@72-A>5!Ju)g*Q(eac5bCj>sBYS zFN=oZj)BLyHKP@SAxuI3c1)L zj@q>swN0K;gzqI9Y%+l!f0~av2c)SjSI8Lo4xm%Jo2fWu8O(mtfR(?>!MSc9Jlc(B!jc!Ijgo{cd8d>R3C!=33s_WBW=MW+#gr?j^L(E8-yJ}%G?N( zjc{`JAui|zT<+;lB-;Ctq!-?(uYZv zWr}qd2^j=kB}^GP2pY`Kh~r`u-l|pVA{8^ zE$b9utYIpvy7-pUe;tTTOD93fxuJN_+#L?)$-$POY4~NPHp-~KWz1p-o-0tpj5dF^ za(59IzeI#P#M=cQVi)(5AI9EH@Id7&KUi6?JS+^Gj5?8zIsemNSy6>1gcS_~_q7wS z!m@xZo)Ca)xs{xM-FnQw)g;;yo5EG7&Ek%FZ$}FUTQm$^h0isXiL9bG<2SoY+((Bc zSS-HixBLxTn}$*gHS56cgmWY5KiajIA*eVD4vU+jiy#osMZ(2%~`WgeC|jBXYIZY z7fzp#bJC7;&j&4Jw#(K+WX4AL*}fZp?sdf)?zN~ld~4O}^}fwO)kFg*63 z;`*8`1Xu8USQxH@oi8SX+$JHvpmCn9*|CFl3>5a~W%Xja6W6%Kx9>3R@k4RmW`V2c zIg`z6-U7A9U$HKeC9q?<8{}^u4~hqc-#_CJXLq$9)PK3b##TGQ$$(-ZuQ3rE41&NR zFAU{^WaQv;dNE13p8S}{Qg<+FxWPq4IO2fWR%jEm8ZB%m zK$XfIE~9=K)IKu?eGOYy*4rP|PwYmiVJ2dS1&c8M_!6L3J~+*32=PT+a1&uBUYo5Hw?KmoIcz0pg(_Z^KmvIzKXl(Q^FmvO@UdL zmWoS44ZtB(lW&^o0q8TDm%cC+v|jLhSZxb>FNlIwjTdoXXAs{acq0c zp`+3e7<(;|)7Tz|^WLWmp6v_lwPPhj@43!8&pE-?mi{2OwE*7EOX9tlEPqsb91kX5 z+^dffT($iMh~yW;M3q=b9nmWuIeU>fbQ{O4ZY4r!)qQZ+Uksoow$(8{1CN`W#5;_u z;k^8O(OUy|+O<4Jc*Y#b%Z?b$TRlzz8|x@Yo;IA%%9L>TM%hE$ih8`OB+q*{)PcoP zB^qR~m+vp1g@^y^WWV42g4`vm_{Tc2+=B`M#jw{Nl;@eDn=oTo^!Oo6KYW52$<2Yf zY$NJ+`zSv4ARbKD_G6xVCo|Q?VmSI%jE^7^W-rdct4SH4p02{L9lC|rFrCL2#4H9m zk9pYr=o(WVTM25@@59?e3S|7X3;Qx-sm|{-Xq%4Y)1A(P?Ou73d-#C;GdAT%t&(9O ztM{_C)2@JaxZv82_`&kiXVbm-{?JeN4ZIzq#M}O}Z!BztIYN!aR#D^Qq=)(Czyquyc_#F?x z)C5BaTQ~%5{iFENt0P$L_C+wrra$j-#uHw+#iE()BL3ihA-iHM%_nlD*!61`_}4nY z>pOm;4%a=nqSArC*BS~Z?)9gaDz*GyT}7yweFdK%s=*mo_i!=sQ)$8c0%$c8ctBF) zz+9ZnH-IG=wQc8GWcI<4Pp1SA&H`?-p%3pkFb3vp-xuHhW(048UV!I{L^!*zlMTAK zf~|WW%6n#+ievVAajA3f!P2%e7~Z8w6aLEcO5-@OY+WpOw6PVYKZu1D_C+wD)D;#E zApV-A1#@TbDO zEq(z1@`sb(tmQCE^(VXap#=Nd0`P*D4eagVU_9=H#yv4?N=S|9=;XWLV^_|CZkD2p z?FF{@>n)t==K+>eyahJSUT$#mC0w3(h3oF#AxfPf$2ASg1-}tpc*o-?zL@AiaU=2| zczFzW-sB|Pv5glT&PrgeY=TQp>%sY~i#YDgSMIsr9`Uh zutw?!v%A7U{QMKRusd@z#fh~%Y}SZd8{lC#ObxC@$qaa-1mMnl%0Hq zov%IF@S^23WpXEHGW0#lRQ0fqauLodzk)%0EF{aia;F~d$7_4v3(3G*HpMd?Z`%m` zihxHVfB$o$N%f!bRKXAN1w(fMg-`c{J1U2M6ILjsd}P$N5iM~asHNx~zVLphywpK)~GAk@y=1cP#kZEopLii?W` zU~dN|Ei}gQJAQ%x_(m?L_5^AKSwrhIElO1Wgk!%P;KuoT;E8|nbbP};?!XK`ig%F3 zwY9gH@7N*uFWQeAyD1ILM1~M!>;@w$o`K^lWtNxO!7H``P{mBXyQ==YDS` zQ%_6!l{=prz4B0ZkO_Bv-*;?73o_Uu#{I{xiYmV6u?1U%|JmYV^2c7NzjhI&i?i{0 zdMZ`hn%P>UXV8<;)A4d>Khk}C1Dyx&rk`_F=)m_{}ZL}e#3ydKCm{%fW{SUp|LlsaGzH$=dwKteI-Bew1WnC^}l{G z?cgFbcat#P&Ud6z=f&SSH4+D%Swr61%V^oEQFOH90$N9}p$krYzI@kwQMl|I;tI=E!9!xWFFQpO`}g5uc3RbJ|oAY^k?&Vylj!ePIYg` z!urSJpV7H!l>QD3p3Q_8u~FdFFbqd|XOZiHe98=%hNdwon0E0ID$F~GvxPj+iggz$ z*ys>U@fb+Oe|0c7EEcaV3ZtU?g=Di#j?d!VX~c@9BwuJm?7?8cpYxqcRWebMa0IMZ za;8L^L`w5?<}H;ZPWN=rj-Iudk%&!NasS& z?xusb{&f0fK0W!=LDF+wX?Sf0`G+-?f5rL-*t=|W;j-oKP(4mcO&L)-9u@eWmMI!$_8BX!xRI7U$iv| z=Hy?%^~X=(AuYiLm2{n5cyvgt@>w|Fr&!YIuUeAS83)K><`qm^lZon^SJFv^Om6N^ zOBx&&$=zGOoNn39B-INe@q5%_iofE(wfB_bR^he1C==rnx{40r9=L7PQFbe`1bbdM zP^gU1|JX}#nGc``f|J%MhR3BrX{@VwCfeC&;o{;cxZC13#TukhACICH99E9mce*el-8D+8pbu7Kl!auZ0!`HOc3Obn%Ok(ZmF&R6uJoZM1xV zj;qd4?%5>njQ)9ew>68#{YO+E)F^JTHy|snm42q*r!518dBT?AVz;n+sQgY~PT*`R z|8Rz~XBBZ4LeAc@ZwU1IB+;C2Wi(xw5sLr*qDf9mFyYx4n%(Wr1}@RSIDKu*IR1>D z-qYiU#SMeJZAzr)oA4ywF_IZ_IJ}S^0l7>`)3prv*4z-^e!iINz=WJ9$;PO1d z(cFHXT`6>@gW> zr1hV(aZ}_J7SOnYOdNlrk@hLtHF^?2bQrlRUBg5Bl0~cLPUDv!JH`}!Dq@C#-hYBx<7t3y_k>L@+^Cd~4a z=7U1rsJ8JbH|on6I+`Y-RIgmRA$OT(T^UEtC->09t`xNSZxW5soka70Oi4{w`2O4ZaQyw*3~5_#*LFN(hmqQARIqpV@7v zR=-i8-6>DUmrkVS4faBRs|m)qA1AMGXDD>SNP3+15B>ZevNidy&^*S7nHts7rbpfa zSD=hinq=`{+BK2t_#rg=QUTSjQUN_jfo~Y|ly=TMM-eur=(I)+ilv9M()$5Wrq)Wo zj~$@1G8JHTTu!o0&mTW-$RRtfgSocZ($q#(-llCX$mnc?vtbMKg%gt`2xKd)`q9;2U1^q zEqZ*sj5uzS1;m((I(s!k+BSTy4o-fjMBP?n7s)+Qe%r zH{#!&tI=8UHl;`S@ReD6*@mTeF+q7b*`^f0nht$(w^O4|Q)hBM{}KQ6`O%}UJQiwM zgDbX0(@ZZFeq3`Y6{<_&)ns|9|0fMobbq1tKr_k1=kGD@ttMR)I)J^WhLF)CMozw! z;9Yr$ornn#m3Ff8Kg3ujCQ#njs@OJg<+Urp8m_=!K*`g^}#X{_OIlaHcMCrV_Q9Dx@<_|ejy zP`Di)&F>A6nEP`nyV)ECi$5f=RV^xX?@kGY|M&o_&W@s4 zbJMBmZa&&QoJ3!i^$>ro7V`tP!|#3*;b+VR>I~Jxr0111v}7Ar#TMeC41Kg-aGip4 zzvJW`XK0(|B^Y&N0)I7S8gM_){HwT^ew4=vZX*##r9VOq6aqE@N z(><#S98p=;%8d&PM7b|>qkFvq2CJ9c%O(GVQZ-0P&2+@g$PEz97sm@ zyje+ZKgqaV51FjX6w*}CApGG$+M%OqzEdLoDz(M+XZLV2f%ECwl{-{-a4bH1Vo9GF zqv|VnDaR`da|VBBYA*-Te|Ket|I-p$QTUA5-DHp%DeOxJALZ)*3#OK%wUjiS(6~oe z;^B24Yrh!Mm>$CKSDU!;I}g);SL^EOzM~C$%H#uzqzHZWu6t3X9Fq zVTW*!xgkZFA6l9CX)J3y9#1*Zh1|RAYlUoc391Tn%ClbD(03&O)i26PqPvgLtOWuG z>ef^mw@XDh+mutT=L_gGdWiZaSH!<=s0%%*8{!343+bD{5AU0w&Ksy+J%AJyhj zqs2k|e73c!O1%xQRj5h6$PbjbR7G=D74j0(t<99XQt*Tdyx^KEs*-QqQ}%XOGVJoN zWO_#g2iU1qJ|%-RmMWzm|h`L3tRwse}7B*&QsmM}h)Z zEiSI%#Ktc(=(V&S*`LXRso$QlB$pmE803e)Mr`La+P!Jw_&9KiImQadgu>IUd$9D- zUF7-Aq_y`I=RPow^p2U+oc$h{eYFFpUdg9&u|1W~*aBsVIatAE(!mYc@c6j2Rc zW?t|cr)Hfe&trF~b(J=msv*4{HHu4oAS6M}gnU`pbgVf)hCF|srkkTXXwiy1YG%my`oW94pQ#&*~Ieav-U%3EHYJ7(pmTc-((kHjAjBe z+uX?Axuz$%U1p4boBEN;u5zm78gcN~4pCX(tAq_AC*v!g#kX^ zb(-6itUzT8g3);48uBzaM;)hpvHkl3bWs>dJ*k;6*M1+iHsw*=!UjGwPh>;Li;+Ya>P9@3}*S!_dnA^mpQL$|WJsZaelewRxno4=>H29;&v z;U%l7Z0bj0w(^%N5d4#~C*7p1npWB|^eWEXk&2h9((r{#7Mu7bG4X)39GWX?s#QPu-u5- z{PU`Nhcu7+v$@)+`9gD_7pf?&aKSUP(hUa$8>yJhcL z(*!A@TfG=RDtB;heY#lWr2%J3wy>_?!T8chABKML!}(FRxbfd^@#mf4cr5obSF`t= zIJ|lRywwnKH6doAMUnv+ToQ?y0-LqXM+f)0u7s6BzxT;92k!aM2`Kfvpz8XWbIf1e z2tAa?pvsBu_~&$~t(%W8mdw_Ja6=IWI#k&{j;vr$BNpSE(y`DMI2}~KDnMXjFW0qm z1=gJUA^IOf=NU+48^-Z$vS$)9qk+)CdF}^oMJ0-qO3_xLDas~$mAxxbR1|UU>pDrH zp+rW}q@kgBD{b%d%?G|5=bY!huj~K+{q)+Vkm!Gb2L}DfYI}|^ zsi8p>n#1@yA0ru&7Zc$6k(V}KyuUGjbf=M>o-*{6*&a}B+XRw#30d!N!CR~20N3vC zW^VoG%v|f4!YFGcGY2iWoo38-aK9%@zI!W?A3cRsags4pqAA&WMG<-8+5hrg|{2VsJV3rtl!C}{?pDd}NILSxN>8Kx(#WPxV-`7TC*D+Cp^yP zxwSGgspC1{)H#u-7_%F!wf&eS-c8iQ%#YZVal48_A+q7dAh$={OMbZ@Cq1!k_1D(5 zF@{VB|4;iHIzzXVmiV1wZe)xH8_jyA<3boS{fR5NqwGnW=Wk}l&6sY}<9i593d;GH zdRN1LdI`L~xcf|Wy)u3Jy@3C0nI~8t<8}w{7Bf#DaT^Zvc1B6tkv`*ivJR$4LH3&( zsB@XWE$+L>#(&3{5TnDqMR{J3tQF4NEp~yP|4X3N*BLGwAEhGFcI2tzW|Hu0E!Wc* z;wQF^CkiU_n1}abXvbD566-q^hQnInp(p1Woy7SQPg3r?@-{yD@P+rg{yNqE5evpn zJMp7$Eh)3U3lG=!Kud-Ku60-oANP8r;mt*GB)0_edn3^4eIH%DMIZCsUeLTB0(ckv zg_yg}BR3*71-o~j#^Xu9VP1d|>i&4Z+jJ_C<6S0``78S2Kj+ItNlFSDoE9+2do6G( zKDEg)okB*xm*VEBqNLTx7)m6?ap>?yq{f=WptJ=_+}dH<^@s3ZuP~mmxXm;L9pKlB ze1OktmHabfqv)M-l3v_nh)*4bvHFA@#A)Ob%hLMJlq(*(xGX6}(4_MZmaJy~D7(myq>YM%Ugh zrTbJVrq=tDkx@mm`OG$Gn>z$M@9XoYc8TE5=%?hv{u;QU--Yio)#?6ca*$ofb%FCG zA!(qD9@)JVi0f1mTW-XQFWp5aoj8Ru7PGKyasiRHEQ6Fz9azlq&f`r!&__o-kl7;- z)(h6~?iL17UAe)ML6(MClO-p@=+CZc0xs-=4;o{c*DKRtQ=U31J}l#l`fua! zcG*LZy(z*c=IZcAkHEg0YN(p#K(_cgpftY&O>d9qGBJ6uTA?4F#tTTsSq&!gRV*H; zGr{_qCrC;v*Oxj5_^0>~D(2mUl64Wh*qn=0ewz#U@)Ge{Yablsda_F=xIxCL8eVsG z2h0jgLcMjnh+1wVGx6*nT$wE_h~->uONzJiZguVl;W?5-tL_<^F|nxnpoji?Th6(y z&8Vte83shXh4(4vaO1XQ(izJmCK4av^+FROw?SA?)3cuD`8~vOcnQPLbG<%x34Te+ z<2nk_bkl`q=3dwe{1_RDneLC^aw3p_;)DAiFpRdA(|Y%C5MG z{(yi85q#c!jIMcIL^bk71greraPZB2xKce84aR@4p4J-2c{(Prb3P5hh4k@MZ+Sk{ zersiY5$m26LFbwjUTXCv(*E^5NqMb=$HJ#^UaFIH z#&ZcS7mx<@Uj-Uihzb$|4e{$6OPJ=52ZE2|4C0Y$;U{OsKJDJfxp&keiH>(0JXxe7Aourz zQsorV9%u&gIaV;k<}Mf?u(P`OehLZv%kej#)kDZtKWyQJV5HGH_Vr9v=JKn05c+tF z|LW2OI1%N6FTU4tgFSr+v2Y{PJ1wD4=rq`vgvB(46r1Ml%dabs;VWT~aWKBf)- z=yDz6QUh|QWez zv=T+}S9^I<9IL{@R#Y%mv;cNTmqGlmIBMqmnsI7Z5zOA?0_W;=aO9~cy3O|GuUY&A zx)!K_hm$S#boVN<;uUA>blC2i4zv;dk6fAV+c^!t_})NW|+Fytd;VUw={x z;*tbz-!@T@YbuSKzUASmN3+S5>03$a{kgby^cCt~wuS~TReW802luTg#dz+uoLEu- zvrIFf+3_cRer=rKb=xh>>{wZ6eB=d{J+8{R7B*mA*i+QIRSY#|fAG_hdL}|yiWt?c zg+{?-D7=1vzejR5bf}%7vH2lP$U+_1X0(O8vx|ls4ZM2OqH{JaTBn%N4Fhz>s5G-H zrjlP<%7dqk$g^I*2KFj1fw+sG8SN-;U+y!;mu+fgh7#?_xcy4}oFi}PxcGc4$t#7- zspmqVmlwep?wCW`3?DOw9n(o)Fpsp!o#0n(*R@f1oC^6>8&S>g&zz z$@u>=`TxDQ1BsH8^l0`;njN$b_B=5oa+x9gzQdj*`ZC9+GGWMej{6&Aum}cc#L%Ai zA)xQqz`XN34EZO5;JH^4-RQOobha1q--h4e%_w@v*aokGwN3`K{KhomoUKU;E9{xA zS;la#Vi$xx)nI(R3K)0GE6kh1Y4ig3JkxxrMZQ|kV5+5Zn3h#C(A36*J%ttI08@YX`sPGQJ(%|W=R&gP&Y{N+9D&{uYw)lX zBJ&fI>CjDQMsceL$<YRd(bOdeFDg>jl_ec#!a+3Kfu zfreYdmm+JrZ+k0m^kpbr?d8CH?bakU1u~@h<#I5#dCh2DS`W)A{fU9wFXmkG0>-`X zD^21!)0>u9Gf`Fz^~+}&fyOFv#^FUGQ^IBD)ORnYGN0<1CuUr}cd(PTNbACv^}qSw zy?tS=)kD5S*CIxDt}+ODjvZaPGM-vDXc3@+r&n2ooU z6XycG!uzAz!o>WHq0={yCzm75h|Fy_nyxAW>!*yzKQ}}nMLq)#f7EAsbb!%WwG!?Q z^U&x^GdcTw69!d1;O*XA%ajM6LgsccE~^fQk59hQd&j#-)53Bx@k~9r`^BE9*BOz( zq)NuRvz>p`B!`)+odw%Ac`#z%)0uaV*WyH-o8%|Apd!!5u@*-Apx*Nzcy}g~T0afe zB)x;=)|QZwS2~#d;~H(5DEV`Va}N2dg2mNt8j`Sx^t_5? zGwz%v-PsPfH~1Wz8DvXR>b}tOXBnJlLWt;oDaAXoH4J{<#%x(U0}N&@!v*?M?7Hq; zMpF48ndu$R{Pdi~+E%wPb>oNYyU(sqcMC z4(2>0QtUj(Y7(K91UJ$wNw0hkuS~ZIKAX$H`~Nup(Xq)W<#U8l(X%Fzn>H~Ybk*6+ zd=oO;bha2kN@lDyeL`qr&Kfd|{ z0Y_b6q4joRyZRk*T~>tcKm4KT*Iag-Yart@w2yjjKTU?J74YZ83P$yd6FH=&!*v1n zaAybtE4sVMzywFmMJbF%IVS8P&l5zEr^&*#iY5PLCnM2}fC-%yGoph-1EOP-lP5)dXXa59I!~@36f3 z77S)SC03bI?2%M0bRD|FKeKlS6|pbHf=E|#W=x(fnY0CpCU-;J83kV3&OFvqKAZW; zR1*u@1_8HzF<#3S6J^0Vjw@cqpD?qKBvu=D%d*Qd z7m)y+66T!zMD%D^$0P0XyvYU$Wct&oaPCw-qrCAC18byEYhw*HvE2)Yw;8h4YOC=)lZ zQXj20OOU>p)vW9baq>4xmHt`wi}|eQ#yXj9VAIrsh;B|e)AZ0Co=S|uhb4XVUW7Id zO*3YERz}cgMY8m$K9?P+NQCHjXPA#$blJrYE;y$p0%oExoJpKcdOyh!^28eZB~qbn za125kq8M@B01=aRBTXEuBjlwgC{1)=cKGZeK^MKC>*^~KaYYcIEayO&qg)Tmx($_ZRdh0?fc>y1V8# z{HgY!P5H{W&F}(F=}6><1ZiRP$XC#I;~e1A9T|(>J~~CwSg@(!2nHQ{0{L&Un6A@K zjHiql9+xp^Gw)@P< z9IO0eZ1xS+K^8Z1y=bzAy9-Xj2WK1jt#2Q~L6HYMemH^Ul?#O-^Z^Bb4! z25ob30&G4j z1PKGvF;M9;Njk^*H@M$V(nzPlFv_S;QHP^@)`5EERr-3O99*`of0h>5Rk5Pzgb)m?DO%-5{Um-{&#!8!;(ckNnQc#IWzKjE~X{I_ud& z44W!IrBoIhX82;oj;&0%q6S-e#u&}Qw~%LChE458FqU3RMpK6{RQMJRZ&gm?I{r2O zcugOSHP;5M9}#?G-QQ@pz#bLaj5Qpo>z={7mv zHJjXwjiD=k7zt#;=R&%j5Gk9)OdfT0qhh8rs;J+lQtr=jf$(KWuib=i?$4vM_N+wl-x;L) z!V!)!0MI3;2-Dy6qGaWC-mj4`%zY4uBhe8!7@>w!+qYq9dpVh;F~Uea{QzS&Whj_i z&JQ|p44h8$@%!frd}RF@h8qiDPDDFsS|Hpn30UElU>_Q&{V7p zhm0pf%Bv3iDSi)TN}1u#JEBDYxHvFwUm$N$4bBjlkxReU!-fH2@Ud0FcP3YLnl@`Uko=u@VrcoA-px=N3mmyvm*gBY3T zK{9>>kco=@kVs1)W&0K8m=rfx3XFmL@86(EaSGh_IR^u`njq!J5$Jy|!l+r6Am3Dk z_EnnT8Z&|~Z#ag00Ii;L9!(|?;^(jpYX3V+U%guZ_h;>3o}X1A4&!op zF|`@wwG9Cc#|X4}tA^8zCbF_uPlMj^Jjlv9L3_qoF=e-EuqX@oA*v#rbIK6993FAI zk(o^AsU*zSc}8}B+=OBtlksbnCN$+e2eJN-xO&N5_>>4Fah@;u{;t9aJFnC8-ghvi zbCB_#T?RMI5qb{a!q|UD!2I|@+;Md#8NB+2IO~XFMdU>0T)qjiYffOv_qk~AbQ7Ce zyWpC4KBnYc0aXG3)KgcawB- zQ~eH^_i!tGlF5Jxy9@-ngFA7RLpeX9g_~DLae1^sLVk4@L4rXK6%ACxxXu9Zt=kA& zSb01tb&|RBHxVM5x-oIO0qRCPgj18}W8&4N9}w`j3%5&X!GMaTM=ur;0IZf%%C(qz|w%7x>wYP&x^E^%Nl_L(#B z0qrP}5`kYUOJS|r6SDYpFzmZ~l^o{g-Y5DU(6nlRe3h=k-X<=u`!@qGq!dG^rz@V9 z5oYgt@1`-D8{x4|6K~$Ew^%6Pcp)P5;n&J9pguPoe>q5FMtmlYsOoS%1yv?9;641( z$w&Lo@*okdfUeEO*yL~xAM|EIP23=?7<>x1CBk5|KocMH-rx?Wb`of>1@23A$vtC5 zd_8y*pH-)WHv1iKP2@PncU7>(X+0IaTg?P^eF9yFB7CN>kX`-$A`N`_iF;}#;q~+T z>H;o%qe90J1a6pu%GL9MKPrRe#V6o+_;~E>FU5bmMwqj_G~}I{i@cfxC^aSwjn^O1 zI~G#~S$5ZHG}qr1Db+{MtMjmRTnvg?bdZQn7c$5uk>Pa$P_p6^Ctn$K&dTTY1}p$I zvoYNMN}Uz0iJz8=yVbexuEDCbQVI51fTP}rplm2kKi91jmD1t+u zU*mr7Gjx8`e#}r2!j_&K{_O^JHsMq~*`lP0yXQ31fa6nO-((RYcAy6q<%tPo^rZ!p z;v>0pOf0NFcLqNz#e?^?=@4vR40#dHaoRjNf!(s{wC$dPpeigC{bO%KN?;PbH`ax# zdw18%m){__HTFQB`wZ~AlL>_@cqkKGLL%l_G9%+|pv02uO!8RuUr#< z^Bf`e!uE8=DM*hHm~C*H$NNJpU7y3|jq0-p2WN1f%ZEhe)?qFO zpNzHbX*l-o6P~>nh4RaTP~^1?7*{VwrLiGsFfE4}5i)}4Q)yTwYlt4awKiO!oXIa! z6$lb5z+=2AM4Z^nlk*8A2{EREo<3iaf%;g@MBtrKb96MUfIs@4Fh?c|UP;X%BbFr) z{Hqu&wkb3Ju0)d#m!o9Tre?VR=nllQa|H%-?XjDeNB=Ed3^K2C@Md%eBV{3ux!gW_ z{%9R~r2}KAX!eT?S{BIGD`6KR)|;kSVS)bf)tv?B@FB z*)sdc$ej6DJUbWvQ?|yv)&iI{K^K1HG=gsJX|B6*6EiNphx^Y~Vt&>$Fuu|T3pS01 zaVH{h-P#At-nw)2$A3T3eU=)o672wO2O&1)Ll%r2T}1k(eZf)BU0fbhhE)l6gvj)#s%#Q@ zL6p_twKMzVhw18_t60e)W15}v7uF2iVl*P;S)V-}B=qPB@;1GWL}MvjyAwjV-WzdP zDa6!>Q?glUHe1gurTgYru_2cx5{HW?kc77q^EXK__pS^k$7WE|1FCHM8#T5fT$xo1 z*5rl%JP&(gR+BA@26>vTZPeE*i>Tj5s`M;{oOiGw?w22v-@6Wx+dFm9_V@~PjeJU$ zTNyBMxl!cgXJt0`!D%u(WF|Y_zJ!kSeTIOO+rfLuds6+>h=Dz2Z04e2*k;0I)}sPhORuA>^YeZp^5-dSns<;y&(whmQ5iBXLyPTl&m=cC z>f<)A>Fg8xcC!6nBpG%whV$O5$iZ+!Dpa7!N)^@;S-vD5YUVQN)^S9)OrAX+)J}wk z9+F(n$q;l>j8(9k37hSbG4fM9iP*gpp0AZ-zw1nbW5o;DRjK1xr)`7GL9u8!dUGo4 z;1WtE=EpOi4+asd*`id~HICT{Gufq=xu4ZC!G`NyNLv-t%4JBRL^*DhbOGygei$!a zJ4?cDim>)(3E<(X%gO}5A(J#;64%WPZr>=*=5?ks{aF=U7q6Nevb;v_Tr`L2pJU+{ z*OCd-{g2f6RnTb`D(pME`9xE)j|7+!){V9^i3PD_dHoF<@KA@fQ_^DO{F1QMt(v?~ zxI^C8ek6j)r$}$=PbN0Qg*ZRW<-O38U*dCq4&e+Xkuh>7MuVuYK`Nt;KD6EL=kxZwR&8yibGZw(YR*qAY5lYn6 z_c9}kR`A4F?i{MQ8NN4Ore9j#kr!+B!C8J2B^7f}Aj5H|663)~{Wj4!e2q-p8bV)> z6o7d{F<5D)FuECLAU0eIAt#>0mauN3V^9tco7zcTpDu39S<4uyh+t4~A=KNCz_=TJ zV3Mnhmao@?yM|PpeQuR2TH4A42_46G*>5Oqb8o#Vt%PM80|eb`E{a zSj-COx^Dq>|K*Zt)9=!n(WRu2>!>(Peg@N>v!EvSJgqsE3w;9#ICD&fo%mrQ^Kq=7 zDoH*CTYVkW8O?^Rankr_`48;$eF{lEZ@6=hJ{Yfvp{rfq-7bOr11UH;Cy{xy=MeU4J_PyfdvNHe0M;@GA^pcw&=5|A_64O7 z$$7*-7g|8t-ck6pDGZ%!qCmo56o)+GVAs)1Fi~#hTb*43-D@{NblFr=WZ^(~Uc2~R znW@yl!2$I)=zyVgGQU?-AD`^pV^i4@PLjPgK>j*yQkc@g)M^xvsZn!jSgI{8`Rh;K ze%paAdfz#po+4>2eMFt#88BTlC(+L$T()(lEM{MmAXA2bA3p>m{-f|}jx^YcUx4}3rSQGu6@2-|8NTjY&wPRp(9!<^mNXTD^^vnwTysCO zx7-qfm=H8gs^xvy@C_EOn_*?m^{~x;8VUycLP^?n7xZnK02zlg;2W$&HRt=_xnec6 zu~wjUuNd0yD%A9z)8I_9b8#6r!#>2s zaQBn$Wi9Zv;w9wvpM*X4*1ihRO zpI4*@o4Pfq>g5^GRTc|^ZEMiu6UWI}`w#k+PY^p5?sZ6(0)&m?B<_-A$Z*F2bel<6&QB5L}JSg#{D#z`K%buu@VPzb9TG-y1XN4-XkMd;bhd z7I2Kw~*!VgQ;-(5=(Ak}|O38|-mN_z34Gp}v zS_^@(Jp~Om97}176n-^of^$mg;B#{mvCB9GO?{WJQgkh=uuBD8V;pgRhZizuIfve_ z4S1zp4t>hr!L*WYxYiJg&yP}|8E3)H>jn-6w39}BfKf*2pkv2%v+BQs*6j@V{y|l+ zSWyGAuW){{;7Po$(9O8rl){^BuBFZp7;xh~k2w?|_#DQzpD7o=A$9-sq*(I;xs_7xfEgUEK z*waIAZ~l$@9`{1nn`&zDLx}C$+C}V{XP}V%l-91&fn{nn@U8q1m@aySp2B}|&(e*! zwO0=JW*6YmHx@Y7@Q3bSCk4Bg4&b&fB#v{0FQ&~fYzUArJsT8H8?%2Z zKi9X4I};0sMi4Vk$Kdif)I2D~?tR-%y?$8W(P(k{)%rB7nv#L%;~z2PV;Jz$Jc(`T z6p(COhm)l5;AVwA|!IdeyrM+h^@1;aLBy| zV-MINdvzZ!{m6NpmWAVk0$seMQ4NhjpYhkK%{X_pE4wP#j zBaVrdRH@)45nVe6I(dsw;k%xofj1v_SLRcTu89yipp5SGxZK~{cyKQ+rZs*Ucw22T z&S6zBJ53vRj2og|;UVO3c@$a)>fmULB>E3ugV)g$NCxMBkYDVFttzH4=rxBl_XMN6 zfe8A)zd!@X7bx4EKt&Z)Anb=bR8FoyO<5nz*3-n)6@{R;EeAeG0C++)m?ZZ?Lt8D> zYYpS7e~#GyRs`SMzF_>cW|Dbcw!EnA&+y_78MIiY#5$Z55oEpI2BNNMnBZc~SV!)| z@JD&%l3osoFPMNyX0OSj$sz*LQG1ArU4;J*D`8Iceq0kpF!UlH^G~P~-d+Jb+LZeTKh1_pYIps-;uaN>7-F-`^zZjNAb(s^3DYa^Gth-U^} zrsDytb0{VB6_iqj@y)6d_7Mr(}eMuqJZS;yr$nu|I#c` zOPd3nT;!H>19`RJ98JR6DEVw62tS>PrqyXgHolIze!v$(n+wS3cu}^oMFvy2v&D}N zb&wkQ1K%77^sKaEWDD}>&%l0W;;Bfw|E&V|_uV$q|1!yE`)q7^paTbG6ZjMDSHa`3 zJYLhb)o5>)4PX8`fXcNf7#5KwNxLSJDbIy%rXF+$!;KQ~SLZ0PZ>*;2eHo1Dv`G9L zco}Crn*+kv-^0}>HYl8wNS4p2;m;OI1?S-qw1Qn2BgugDlEXM}t{-l z)Nqc{6)=^lA!dzhc>@P)sG*S?bNi1JwNhM4j*s)?7`QpuQLjYwj(Q@a??n#A>|ml^ z=8>sgDbS*Mg^svRB>0eWzCNqr^hMYa|0s20o^i5_?IpM+gLb-3I#% zrC@@23iwJqhNGQBeCr7xIp4}AqIjW%k(`qXk4r+yLf>NQ73+>iBi&&PxV58#<;GJnE{TOjn)9Y17ju_^U0qRNM7u{x{oVevm{TxI(bjGCoz+0FIz zcFm6BR+LmLl)SslM zle0nTSroC`83KW-&G84A=r`v` z`IdN)l%9m&cBk+yEr9X3pN>n8XQ3p=p1#{t#cQ})MNjP)z~D`FJa}U{J*)kWc|Ge6 z99bVh@&&o*u}O=Wq|dcTGyG0(B|W#JNc9@dQ?W1?EE<|Q^=mjVJNwK0_y3;pyhBRJn%BcA!Tb=7d^i2cUTxMPP~G0 zwUwlM$!T6yrVNY}CgaCx5&W>6#n_Yk1j?`3U|3NQ%qf_GkC%3X(`8%E>63})r6z*3 zyeat2cm*Ek=AtM#f}+n0IweCwP`I~_UZ_#WDGD5ytj-3m9EwK$*i=|`SO8jQ_Y-fk zRbYAX82z?;E?$u|A$L5>>E4oa_@Xt4DSR*mGIvR1`$RX?H_oFyd7`J{R3WoIHmM9;W_}CJa?hW`)Gz{9Lmecw|6?QWdPi)?ZavqsF&d=!y zhmwq$qPJD>`&T`7?vxP7EMAS@F0H~***bJnmWAufuh*Y#lEI%xnz3_4R?znO2Xi1p zSdcF2i>4Fa!XwpHaNNEL9~oV$*ASV^+H!Nyla6Wh^ZcLmrbRej{O(M$_0IF0ULD17 zt|#g%$fEy_MbmH?``32q-KAC^H(+wx=S-`PeYQgNhsNk!} zG(6f^2+J0llaZyIvn*hoKs&!2wlz^`&>V)aYxX3qTuZPzCWAjq(HN5s9mSP$n{nOl zT`;D8hw}u^CBN6tB!}K_foW+0@O8&FUV38;?7HVfR{3lNiAOW>-zR&)iu!Pru{C8J z|DFWJjFY%gPMQo$uuv+pmt$|6efc1_k6%vI-`))7)iG> zdiY)MGq2k3DwO&9W0$BY2Floxxb7xQUUw7s|N8)?_uW8Iz8`8!?|@BQG(0?T8aE4i zpx^TVdM4!3{qx%DCo469P1_OluzbcS6!r1a^Izdv?Q7U`B9_)oup)Z~$3xf`Af4+P z(C&K{zI&-jl6ODG1LNND=dMq{QxEfLK;>dwc`txG9rvA@Ja&g>n*!og)X$xp#gu&)(P!faz#a2({&q{|@|yu7ywC(0#TJ|$qec_Htb=Dtah!MMGX8REf-ea_ zVH3x8xa~La1<4oMA5swz0T6l9Q*W1(($9x4j)N35J zu6vmSHzv2Bv=Ep1Oj<%zhkAI`HWBW zQoK2Mp9w>ER+d+3HydMqOXHI&U5swHM;`xv%)F1+6eOAyp}mk6{_2~H8yC$0u@jAW zcJF!S?~*S1_g*#en*Rixl@p0~?OBX;QXp4N+L;?a8aQ@=CcNLgh2ykc1*zGIINh~` z?zy6dpMoZ0=6FNw_UBYNpZuBKj3Mt|suj#URst=b2C+DDGRgUvh$C7PP~}3c@r88ypP4o$V^a3yFf7OMyPsR&o&(T2Ln2&H^TLBX7T1qsZGYMe_ z@r|Ccph5pPsyJ;YCHtfV`Zo$Ve!?T53qFGOj4`fr*25$v4>9DuGpTyJlpfF-p(&ep zpw`vNMB+UF;qsXxf;2etwF)*IzRT!TUWL~|Ynbtaszgg5AkOkjiP?*%;Ic3pSKL{R zkKzt?r%O|zIj9CmKpvQ7c`!Qj21$5B0XcoP0kkK^!`hjX8DCE?^522aOybAY zL}Kv_!EN~foUL_&xuic6-b_r!vs@ST_1S1RlB-YGt57^Gv=1)5tcJuoG3ey7-9{pD z+!^~JPA>|9;zC1^^pD057sJS__jcrBU;bzQ6E- z?Q3etk}q4J^YdKNz2GiRtaih?D~}jDp%UjhDl+ch25>4_3gON5xZ=~z7WPFP?&Srr4kj$^{;c;fWp47o8u9D^6X$CW=l$**Tq zv2&mb-}Y9awbD&`vU3ewI3EuJKMQzsT}coW)P?J>B`~2iMwoKDfwy_ZN;GY_!}V9x z@t2L1;25`O7QVcPv~cXu)SLRGjk{N8tXYm%bF%PA!%OnTFCGedHiF-^GzeW%2IE6| z$W^(oWb%k2nX=_0ou|f$$2OU>JG2+!oCA^^|Nbdc!_5tyhbQy4PI$zacNNm#CO1jW zCKmimZOHZ9UQlcDAj4`B1P zo4?NKKX|&ow*JG?P_k`G3mjb^Nvy^{AyXHtgDMoln34#7@oWRv&_Ob|Fo(VB$L-E$ z*ye5tM!C+Ca0b_72p;jd?Qi+`gOj7mNs71wu0$hU7#$I0%zM^K}MJeybZp}xwL9;={o(YOkWw3P6 z3C5O~V$7O$*d0kxd`>ZQ*2Vx0x4J-a@dcRtK%ZS<6HUrq-vRdJGZ0rU=SkoG$CQ}# zgY2>kXzeB;@J|xPwzU@ceLf$1f{ro$!DIaEcOJsOfpT1IDJ_pb7>?g_ ze^Uoft*rx=Rh%LV9>u^Jk3Kk2;fpd?84PGDA0T-ZFFYer2SjWfAkMR~BC_)gX(X z??HVtK5`%h9K?s%la+`|&4mP&xx+M}y%LlE>Y~`YP$<3n4qFozVq5BTkgl;JJ7SlT zHXlVn2<7I=BkSPa`8Lki8%0DNW(X#gJ?Aa>B8MU#A^7{x1eBYyoUZzPoF8!LDBKCC zBt2&MZ2W+6fsbC2^jtxqg$oi}Zp0AtfSnLsC$Gx^iFcagL1zs@dT2KMjuk*nM?LP%|BRPE zc#)BlVsvJZ9L*79@%?mvTrM64E3MT98yQ=ibn7;^cwOw zPeEm33Y~c-habr~eBa6~VNZr>V5MIk4YVI3&2_(+mr}v3Nwye{d8y##d?9>nLfDyg z_eiMi9JXA$45~Di;_V4bh+o(&l=BIoi+gn06)tZnvuS{HHH)(~6AEGT=QQ$Tvni{V z6UkR{*+d!*uCoR?>BMcP6nKxHgwy>E*uG^OVR$^phjcF{$9_I!f}I3p*WPp1`##); zt}{|Jtc@WLlg(M%CYG_hC&RwopTlOQF5}L1FUYC!TS?WHNcO@)KlZph$I&^?W%_oB zvo9Y8k+8N!Y_rl>? zy|l8^g>wX%!9>?vq@yY66H!rqi~9iF{dwFuJQm5+D1b;m#tfRpp~qBKT>}; z*O6Rz6ep*L3|U7#C0wR@1I8Vbz`DO*c(Y#l!pQtK-iyu&xW&1Suimi?LU1cB4%rO{ za@R1+4p^|MJ9fdKg)NT7`?9vB59&JixU+qm2I!NWzRXg0JuvC`NSNWb5HMjj6Z~=| zMsDB3_UCautI)={TWmT4DMt(FoZuuP6fnl$T31HCZQsidAMmFi7rU}DTU=pjcP88EFca;c zDzi_o$)K$NLu&ufpG;YsOp>h6K;+DE{O1}*nBAg`rRio|j%g+Fe$BC|Op4gPhGMo) z>k4ynAe!d$q)_I&04m=cq*qV#`P+`hG0z8{kv4;1T0k|yuu~ogcR!w?n8qp{UO~)% z2*~HP^~7XkVg1SU=Onx@#9GI)g#C1;mbfkw$2`%mY;SKGo743HlE?eup*9DY+@4Hy z6#gTB4zX6J6E<@;uM zH!>6SE)+o2R|)9ev>b1h8i8P|HTgakPtxzCg7085^Vui}w~9Zq5f%PKws+kC$Nz-b z)~y5lplMaaL+cLlVoosyL;g&c=v2<5l}0WPCh+5C2;r3rrktDk2HhXOliKtKl9lut zjLw+}DOx2&Z5v16pOFA3Y|ZgdzXy9)d^L$2jU(X~>xjB&F25maHk+!{%CB-PV5S)L zGE@CD$T>YHvanH>88^+3np-3=asN|v=HXPmT^L4W$P^NhkXca_arV0jl@v-v6O}X( z4QNi8B17f~kugJ2Ny&NFI!dKM5&2b0i4>_QrAd7I`y1DVbI#uTUF&)7JGqR1A+ndz zDUv6mVO-8VZZp|7Z~#KGkiUCbDSh-$gSYR|X{y`27OYOE@jf~2rL0Un-(pJyRoHz5 z-v7o$oCE0j8bVZZr=bYUVK+isnRe7q@rjO@T6L?lq}jO=m5MVb0(G!d%Uq z$xlo#WI{5xQm6g!}9!V%N@$Wv<&dnR4Y5H=q@{SQP`{oNf zLn;`PKF&Qb7Q;(+%%@K4Lb+#-BQP8q0NM-h@>NsAq4oJ(qViH0?%XkhCUFZw?X2Ke zU@7DJypxVd7t{9gCCs?~_e^5sE9PazAoFQf6FoX}J)`u#i@x3F$zR;L89bi7V)(zz zAx_1FY`qrE#P95)*TN&gsXG>;{l}37n)c+u<7lhXL0cenl{dtH-gKiUdjjOUi<9R9 zC!+N_h1oe&Vb%9Yo7Bf}yW$Ohm}0e^OxL1$B=DXGxsoakG3(4=PQe2@Pg;h=eP2Sn zmHo+!!-M=amzVH7FK?ig8+Q@oTv@>KuZ*o=M{VOqS1>yt3|ZDq%=rx-WLZUN?KBM; zreL8cjQ#1e&S4h7tG`j;{6h~!J-;zKx8(4)bsViJPT2+y+J~XaWH-!sX3Nv|R^h4b zmx6sTn{3)34Lbt7X?IlvZTV$SpSA7)52a8r%XHwM$ymhnMRd`^L4C4;4Is%b-TYBC zWpG$+4Ab)>n3TbAx}A3b_>gFQR>* zKx!Il!6#3RY4IFql8L2^EM$w>Xz(uQ6ff$xkN7tG6-T z-dtDJE0orn`;xykZuH=dlg#e@eN69`tBl#NPWquk5@hcjr>(ytf$wil>}s~uHt#BB zJ{RghxO)-Po!&)dzlAaXeb6S$3YUXaXBoAqisQTa?BqqPj)BhDtBhUAbl|jUaK^%x z5%UXWgnf?HmcNtWoLoszHtQOrbay61>y=YIb5G(|7{M<}tl&-C76mdMKFoG|EpRGQ zhiBfBGoTo*u&C2Hua7=@bp<1MYF(fZaA2a^jCKBDd zPYCb53G3i72X~t4vxh`Rsoo|9jF_B>4)+Ji_y5Y_;==dLGtD-hX6FvF^PfCfYLZ3F z`5#D)r7a0ie#Gc>eIPz{T3DlS0L<)!S>Iif>`qs#|zPM|W`?j!e=N6H0vF7~ti%S$NsvI8LlgLpO&eSopIXw~D_f3S4d@BP5lP z`=P>mtj@(uGevTUC(MpGw34lsIpnER2$3I{1nYT@EHghF6px-GHe+?1*4Q6=)^M+N z)h8nMPZrkiFlCGS+=%B1OE%oTjj3x`N4~4*Vsr3I($e!1)GPjyCG~^E?MW5v@i&4W zF3M;;Ba+M)ib2uoajfgiJzW3oF&J42vw_7LFr4O$SO452iGSMR+U@)s#Z&5uMPU`m zT=AQ92iTIO)lMutD}_Z%cyOS8KU5rZW4cnM*}voXq$=(puW>YsWYmX(qx)ha@>~vo z^(~^8vo4Y2PG^a-jyij1wH3?zZq3h(OCu+@93%44dqL*qQHcDPgU!#^V&$41a{Z|b z>0Y&(4T?AjYM+Xs`oaWOvT-8$m>o=dXI&=Ey#n}T*hz2u`E|RJe(&(s7dLLDg zN`?DGQdpeuMGe@X$*S!BxX*kEZl|*n`cCpO`9>xHyw=T&ki@H(q(rNh%*9Y_Cj zC-^H{n>BX}VPg;FF{w#g!Lpfinr%CSraE~<>@Q`e#vUh&%PiQBDRm^UvY0s@6O4)% z?eMJWDQv27rRl?W@E-zc`PIU#`K1WduHQf8) zxJe|o{kN8#Q=7uMz2!;%%_Q>Rvnz2L(ZR!~(#Z2U*<_W=WcqL3AdyO&M}FGJlbB8O ziQVpxzMh{Mh0q<5-1^a>x9{!jhDC_NjLe`e2U3-(IU(Ama>6cCbHq} zVZBfUjWQ*ZPI@!#aO}5&E zqdVKEWPUQ)k~Cgmad3!iO8-h9**pP(O94)OwUI6m+6!&`t+0OC6Vy1f4Gl!nn7GQn zjPTh+-Y$zT^rZYhyts-7S7*)?)W4L&jpGcdwMsELl^R3LnKT%1Z{=UyZgJMne!50rQ*3iEv?2;Ldy;WI_Hn9-Mv=!{55` z6!h*Jhc60~z~%UBQqOAeCrw?+HN14K29f34VC8=to;Jm{W_q@%)DbEXGkxMO(tJ*-E%Ou!s`QLGT zNjC8;c)?|Ir3Gh{#t9s_pkKz!O-TAV7RI|?%JW*uad>TE+P79v7^p>Y)k)YNZG|Rf z2S|Y9elR-v5pCE7aC81yOlyiDD#{)t=C!0?_-G0_))Ngc&19(OG+*j{`yDNO5CB%* z0CV&n)1M*MAd>qOCQ4`UUbep_W?#5{PyG-WY>>zMrzHi|)m#SRAdfK_&4T5wtq{Cm z0^RjoA8rq4)3`%s*d!YVmhh-Zkj_wGE0g&(wZD=0Y=c)WOEykf!fUg@uPN;^+S+q3JqB{Ouvk zm$P~TYxoBs@Uj5z7_scd+9FVHmJu8>tj8(F$9HD*YnroD zyPl$@Vkh<4_k(j;T0vrLHw4}PPP!Urz{IBcxFIE!e19~AVF90*FZL|gOVGlHwz7hK zSB}BJpD*JXnl*^SbiTX9#qhXbJkds9t8{3ni+|>1XMiO zjbWEXSdsUeVQSw}xFC~+t3<3A#b+`oFD#CcFHXV488VP|g6n+F-biU~4Xl4ufNBX> z`OW>RD3U!D1AP_I@Xl0tq;3J4m!t)LqE#G&N(-w!t#Fd+4_GxJA8j*}h<5R8W^qkF zX|!pF{#kJ(mxyC0m*rjOew;bfKThzM&|n<)Z|$#bc5TKtqNA8{*%`z9<#G4=0?ch2hM;q)(7YfWzQ6y2>aGJARvF5i zTRKUwN;(abpWlLCRZBBiE0* zcdG(FesRJ+nS*5e16fkVeIBm%*29miQ!2X2wz;zCq342EUV6%>Z*;GazdU;OVPzR;&nc@)#@TAaxZYr;5Vj0Kyd4&2d18`x;A+JDc>pZk+8v6+BxvJ!BLsyZ7OQ^9x}$O!yyI-`(s5=dbexia-JW9nZ) zghSqAc%(BoU(F`d^j~A=n>$l zZ83iP>5f-k)}mgiI7)b3LizJM$nW)I{98SXu<1z?-up9?$W0xD_VF!f^)?TM)^R!f zVIj~Km%t0J74V}Kx09Lq5D%)Uu&s_$P|R7E^dGUtbG=uwW3Dqb$`cdJd1XNK4Qp#omGQ*5^Yx~!o2a7!WlrSIA{sHvVEfGo&^e_B<0Mwni?d^3<~biCyhaAP zE)#Hmy%e5Ldq7*W6PUOL9$e90$&Z+&1+~t*!1et?CTP=gc(p2liFR;;;~pxcAY&@2 zx$=x@R;Z+z3-st~;UXqj+>#MHzn9ciDKS57u2A348hjb4W#C!xk*04HB0*nVz^rvM zl~Q#im$Wi@4f(Pp$uNau`#3V6Og~UfcX4Jg=N5nE*-_fT&4z+!>rpm1h{(ug(E^U~ z$9FGb6bFGCmK=qXy;0Q2ZVh}76axdb?J#ZsdtTzUMqZwWG_kGPKm#VN1$C=6FxVgp zn&!b^%0@!O$|rO`c<}8b3YepLyI{?)A;$Ku9Sm}#`H!2$$UVb6rgYwTX52a_GHSP- zgp9YWwQO8MK8*UnSnzaaTCz1bpcGjy$l--9ws`2`|uO3*EZQo+L_j@|9;iXVUl2VEEZ` zWZv=nj6vmE^1wiW^>%bBz;>9sgpTe_{dAotVWKB_E)>Z|Ct<4*8MCpB&(T z%VIj);xBW|--aChag)B!<~+F98t6Q08L&HlRh6%YPOdgEJ z@&wVlVW8<6)7gkruIVk)X#0R^NIAl2npyDX8EcTg8NV1=dvhX3n|QZB9|XBYT9Eg> zlg^*7LnMupXrlUa+G|qGOnM!}Samy+P;*~+S~^$J-9B~MWSqfKpf9R1%pQ!Xk z7ijP{gIs|lQJQ2z4$oDE_0NG3I`@{*{18r65=G$iR}m(_$rCa*e54N|S5lFtYDQhO zlhNOAOIG1{==NI+Hh)&ZW!?hvDA^vu-_GWopvkpdpPH^bz}?FZKHzWJuSt@VKTy?$ zmCU_0`=OXz;5P_O2QPOim@{{TXX|aiW#^AE-dqo{W`Z9*V!{1>hK8hgqXigLND_@D zoqVtCPUcb4O!DmKTr$E2!#X2V*tvdy7Q4w%@#-3@8FNQzvbq^5>t@K~y=&;eBn7zS z@90I{+jRebt;}4(cIy zH-0_#XdYz`e~1DR$rjQ$e2Qc_Ht_ObDh5Bk32V(ZlfsWZa9cV7Pi(#kRxyF7{x*~5 zW=3JyQ&q0hIh(m}vVz>IQDv+2a!}t+9`n9lCu&&%%#$E1H@8QA4E4r;&s6(n$2lgUj1A@Y}={aL=NdtY*zR z@Y1+Pntk=z(XN}cc6}|_2)p8>GxHhQWot0oF^ZkD^*Py)(+ne}Ux@yqe)uhBiFY!` z$ZfAi7`O(BIJmrH~#b@cF-$CTsuQPNRxBK?b*C$o?yJ7H33N;b0Le)QKA>Le# ztx3oyciP?}Q@WKyKkWzV^HUW4BW6RX0E~Lvc@VV>H@^ud$1k5G{Z}?I6Z=%)6zALi#gR7M zQwpdeZKdTe-8hDwJemro;Fc?E*(9-!I}RDKfz2<_ho1Volp4aC$7ymhN+6y;5SBE&FD&f7RV_oY_x~ z6P7@NJ600w(EBi3<22aqvIeOZ3BkDV4zgwEGIC{h2^1emC!L#j5%mlu7|eY^+KbZp zcOQwOF~?J%(W}MYI^@W{G)^H0rFPMvV`(5K-ohTe^^sS)C578dYl2yq9vK!b0x#oR z@VfK`#Q3)pTT6gtZ)M@%Pe~NEwq`y~y$1;gY+!Ym5Z1O<^AimFfIgZ>-p-OIw_Lb9 z# zwuX}WbIU>BP?&8w>Wm-Y0kdP1E_E9Ez&V++nc<8i&WZL8TJM*E{`V$mvXO@^AEmIa zW-aP&alqMiF*-Bh=tYjX(vnJ-Rh&lM{R%K}%N6E5 z(n0CqnZ$avTkWsyz5Fvl`*~h5SC|4;?u$hoI)%CP7-9R~N~+w{1Vtg8jEenX(w!(R zXpZ6dl^i3ZGd-DJ6_q1S3k`AHE(eHv6$SqiydZ}6g=e~_4^OSFC#}H?;Aor&T&e&iSDfNk@-~ki>;kvAC$5>+%1;A1P1N zg5{a*zb`O}OI5*grV9j*O{E>HC17Dk32(l{V`j>qED%UhV>D#OeuCdRcR+E@YMdr%O*+#ikTYI#SdzN{w;T5HTz6K{DUu}^s2Pq=m5tz^ z;~JP-YYdQRfC0Rg834^3HZ z{)$jVUZjFjo2fcyj~8)uJ6Ke7CJ!w#6p?Bp5Rc33&c}9bbhxRG7SE~wva?@ zPk%$+zRqLnm-W#758LQl!=t<pK<@FH~u}Njqzo7(AZ!h-FeEN+FuF- z>7+3{maHu}AzlSJd0GN>t&{lc8=1-dFBnB$I`PV@A(MkY!&|Eilze*; zgKqvKe^TB9J#L1-EVLl^+D4eg2Tah9CBpM=@fn#am8#w{)75zbGU(-On zg-NKi{{&1Oc@4{UD+#8~km34_BJ4mNOJqyh(Dl7Ksfnw{4eF{~N96=WhW-Hmt{P<3 z< zR6wG&4!&~p)7Aeaqt`VVJQm6j7n#LmXpgGE;;1_IiTwqy;SBPhwkN&sOawhy^u_OCB-A!e!g;~=VCHrR3})FdUr&sX(5U578=e}MG9BVpxPR?j647(iI!`3b-`*7@oEps<;1FZWx2Xm+0qe2p#AE#_G2F?h_lcyqhI%NZJPqZIi zeoP1XOC6wFA}n}(+Y#pu_@P;43cOSQ2tWJt;E3lPF#mBJYHX~aEc7$ZFlKPZ95F1w z0OsMS5i|BLjo6&~is#<=;MY+@_V;?OJ92@AgVSSivEdQk#p-zcZZn-_uJ3^zR$_Q# z$5BFl%L>#Uo5B^*{pi*%fi{f=Xp-_17CkD#k@|5Ev!I(U-4%{+E_}nfze(f=D~d5u zy|`G6k84vZU>7ci7ZK`M5I6%9+76)0&UR#QjNITlh#&qPBZl`+;lPe(sGu+iw;j2x zQLZ%lT=@fkWKPn{{z&H^n2ATl>d_~D3!5BugxT>u1w2x(=j;tTC>m1fIREq;4I;f|AiS?3dZA zncr8oV$i85bkF57M{D}wn8QL0U+slgEMqZUP9L6dEPS|V!@241!rrh9ls&nFblkSU z%C~=D+^-56I{N{+cB!4LUUVLKAJ0NgNGlA#enGuPjNqwc2l{$;W6>=ZhYy9L`kqAW zEa1a~8v@?Q^J{RF$-%9$>H>jQ5=3T63FNLN;o;$Xa9XqmpsxWPH@)FE>8W!&$(3k$ z`5L(8-2iiygZR=_i(im?pZ3b`#?azN%siM$hpVMAu=OZ>s*+7mS@fY8)pD3l2>QhgtE;C}?k?g3Jsi zf7n>S8=XKN?Xtk0xyhJgZ-V0IYH8BxHY&b05b`BDiS>vQ?m4SSJ;h?--}Fkxs6c_7 zcD)IK3;nUHX^Oz<$R6~!FQ!rJW490@wmx64wjp{!j{9c(7Jg%**AM5M7(#$eD86XbFPmmh$}(SwHL9aH3PQo zYJ{cr3t;`4Taa^QJM4T_$CbLbVE>^c+*_VNZ;#Z1UBV!gB#c3Uj04{B%!i=)H?XMS zIvzW57#epOlhCpppnLCgdHMl#7M+K>K?_+Ghd21=tuWq{+<`NwF!>^@i*^key!0gM_vB#O zvn1{;AuD({?>|^?5CFAbB+1J+-)QS38+`BMh1+&ovg{%oSR6SAuTG4@#PVcn=yV*- z%fdi0ZwY$5lLC{mlQ_)H1$0#YK*Oq1+~dc&#?8NAEpGu-{E)(|ySw4og<~*vu99G% zPy`sobwTff`!sL-T?pGc6UV$eNX$w_va!XO7s_?xRK=#UM{0}ER{sgLpMH`NP94Lp zGWscHutj=g}cQa4ca+FFdL z-HgkRg501x(x23;}zdqtTZac;Z7IB{$RsYbEC4i0~vV&zEH0LoOD*bKnmu zx{=Ft5nNZQryzP0nm$CJla(2%$&{hFZz9pPG@C{x9)jxgo8XXkBR>acLPJCvxj!P$ zSSqEGZifQcXwJ<%E@k4?$I;9|v*{4ONEs)5yaGZ>vT&r~AlAHCOMWgZ0*gBLGA@+gZ@UEvtqV}lQ#D`2dV8oTJneAd6`F|JTF=UE#{a6G9{TBQ~Js=r=xdQ5zK}DdE4enJ~Dx6pI2)u~KXkc1=7%(>z4slU@gQSQ^+%kl`z*;g=kqULhWu1 zyuuennGd&N>yAWt7nnp=UYd$uZ&ky+jec-o@F4yRw1B@>bJ$XUH@x(EC*+uzklGI? z@l7@dOVpYL+ggL55c}x7i@!mP`?=qCl^8hrIJyl~fs)b~og|bFL8qsHoAysI`=O1$ z!#2=8vj?#D<~OiyxJT3L^NAC&0Q3EAjFfE&$_M!1BUWaoIU8uXEQ)kZ`w~FyUvJ@&G&Bmox(( zosWW)A8wd-N!I%0V+~x=To1==b@1|mIFh&85GFm86RerFnf%bBTkZ?J5LKDWC;ebKu(VG0^*DL>d$yGaS>9m_KT%))Uba9aTsZ$SKf{1TOKOQLDZhv8iATa-S>;FRjMTVC!RMQt)3|mdyxw^Tb6oGC2EwCy}do39}Bl;Ue>CAo9`}Hr$dIq}vDyOylBsQfjwo ze5t75Z;Bf~`h<%hFX#_XeRm^_o*o80qc}VuJQ)s6c#DU;$Fp&vCall)=h#_!fTYH5 zg{XOwg0ZNH0!5BZWV%WpC;ohnYmXh^VgM?rzBYs3G*(JqapzCbzG1+9tzdU_ISJ2F z1I6*T(P|(JR)xf%-IAT;)5`)9T`Ml=JM2cP5-VWkxASnuD3g4>(?$orbiv%yCh%{_ zlBA1-(m{(5ST6?PJ8DE;J7+QcOHUxD-x3D3g#}BExqE$AJqHRs2L~5eU|hE%Bn@%g zwto`DKhX-$%a%f5`ggk2F&g^j*Ff1gYlyOW3aL(|5d3x=m|i=DtE!|xlBdNUey4|Y ztvkQgI+Q=nFcQ zw_uJO=a`+?PxG!?0{=(}IFu_0c+`;9xpfO;1Aj52hjrM5hZ6Yxfj-+?%&~We&g1gF zQVx1sN#1pQfa$%>5L^F>#)c2^`rU4jn26^`wD$BNAVg- zTA#z%6gSg_DemmjjWZ!>qXL`eJb~r+EW^_GW!x-Nmwl~v3_{e;k!e>?l8~5A;(PlO zjh+xf7TR2cVVP?rtj`TTpIpnX;qs5K@66>dxTDCcJoFq6`WX=8xo)^;x;4AWMS~4{ z&;iQortG6DBKZErMqK+%f!*jm9xZjnm=8m0tgG%jUJ`#i``A!}SiaoGW($g8s!lSD zoZkj_Gpu3O-SMn%W)2YqEFt^89Vg9AIy7WKA^Fui2;<_-q3QVq_8D&+Tk*<_I9?pb zD)Uz}J6GN&n{6X$z&3ry5(jpTL<@d&uh8A)9W7-xx7@R{K zB4gR>#nRZACxY?c2r0JyN(|=2vCXIKm|sk;}1ref1eyRilTefYprDs=AfOA8#>jLp!#NUka{?i#5(R`E$bcl zdasVtkv*>bXLt2En#>3Ken6a+>$-^9rtgWFk`e1NqDG$C>9c!9(&_Ve4ZP#pc963( zmtf)`oo@6We%wAbR^*ur5s{7k4~iO!-RiBTgNE9$bl2+g;eI_*gK}oI&1)G3=nE z4`ao#cqWu7v!COlNSLEDOnj}udh1FNxzky^Xc`TA)}rLg!6fo8KCa@ofMv4 z$(DU>rN5(2lFy&yQ1rV5)XnIvjduD?!se!en_U=P`dFM)bE>VqzqlUh7XcYuxtC0h zd_+q3PiN0@Y?#8c`^fg`aU|yo42I1`yEBt zg{#bnSxhF8^<0lcpvv_iCsEDoJFqw{4#n;4*($e3Q17kE`JSzqwgs!0{+=;nZC*vp zAeJ0n=}hHQYw7&zMxr*f2W>XRQTdIMtcqegqdXy*^!>R@SAZJYX0Kz{d@ck}o(%iX zmgA5uPUkn9?!-~849c4xPO{o>gZ``nw7oBhk#!av^B@l5ZO`Lou@&sF>;*FA#dzM2 z)=jJ)$3s`w)+47zHCWRP3(5G!sU-4=H=|NpPFw$TW&59=fR5Xf*!Zm5WcupmXuKjC z2K^LB-+&I|e7c^j;kA&n(S+LduCh4B37(@F?(QQ0bi@H z1g;OeWBr^QGNGMwwDC`{Kc!Z(3PDkzEM7oj-`T(kOB3{K5N8X|g~93-E8y$y1hP`H zp5L{(j=*Cxvfgzj+ji+aPsvG=W<;HZ)_phN!M02is`-{KQg~9k#`7^TG+Dv%op&;x z#dGk^t!C!m-WH-IbBTzk#}ePM$*kW)&ewb8A&F3V&m>PV0Jp|CkZDiFwo)$?Rk=z? zz-MOYcPPu)?xe>*HPHI*IO1yanG`1NBaBf7$2Zyuo|iSqA_wrr6xYAy3e-m4qTKL>86nNiK23oRuMGnC+D zT@V_pinG5)64;2=@$AmY6Jg+C5d_>T#1|vJoO?t32cvw~*OIf$059j~p@a$LT)fSz|^I z-%L(`wjNz(&U7hg-@6V=UP!XT$2Hkwbp~X8L=(~R&7tSL%6Oj|3Q5_vQZmw}hOaqx z?q`jYI97U){r@utZT`j^{wT$&ecJ$E1l{nXvXMxNdGLg{RC8WJ&J`?^K;Cqmq6yjC z;M8YH)??mX^sNkoln^TrmHkD&-a5zXim3DBohOo|4_2UrL?$#W5%5`WH?|6AG21GX ziT_|R2@<}8d-gA8q-C#>CFTMmnO;c@q-5E`CO*VZZXgFu+{p{;V5^Q{ZPwSWiwNv> z+1}?DiE(iZ|EcpF#=bd${rPk<`}g_`oF){^tNav(Lgo{}ZSzyE^W=e^vYc0b@;ydu zL>k8ZF~URT#xTRh8j}ll(SMs#NX)A1#Qb3`c)LoljiH;_y*}LYU#bW>xyl0ArgJbt zBWd$uO?=y422xV;L}7O@JeMhEhFVt9rfXtM?ywk6nlKUXPg_T>#&I6Do++e8dja`Z zst>Q^B=GW#Xw<&c&KOlj@V^E$GWxB{$&kop6z2Fm_83VN#j_!ay+QUIy8(H1{-EeQ ziLDmd%pCFeU~3c-n9^fcam5lhDl#*YERSgb-@2*HZ!2r)&3sI(kEJt}CGR*+K`j+K zbc-2VGy|vnJ;+EH6fp}%mI7Nk8~*IzyygXOnGTMP(mG=mdx83sS$fvEeP}YdCELI~HzX^ZZ26d6OocUOEgji_XZ^+pv^vgjpW>RbV1$YobY z9pY)lM_cSZy8~Y>kwZg?<)n8`Ka?wmfr5u7w2SA#gX_|a{&!L0d3w-lPI@!rHSmEa z8@8Oeujqu*V>e-RZXQHE{|nxW-C)=4N~$$+FP!N{hk{rMF*5*}y%REqju= zOr}7j(KIXfG#8kACk`Y{7DGUnB1S}4@LC#GSnnb3i~_(bs|Y~tIH3t`FN zEg?hNugbAL^V`8|;s|K2sK<(qF)+Cwj&H3d;16+mYrj|e?D(;0Uf(HSWazzvq#-oyFqYB zjB|Wc!}^g5V7{#ep(&itnd}GKFY8F~#U?z=M9>REuc$@sYTo;==Sf(cH2wN(I*FQn z3;cq#F?ahCSQ&Dj@z9@z)Wed?$G?WM`?^^3YCN;~-zf8M@^t>ucp3bdCdwYW6bHm*r2cU&udk(FUu6K%dKN>N30@MA;N-z5FQ(#l}+a?NNVd>Y~xUEZu4vjZsBfS!#XEYnO%f8_H{lWNn*E@1T z{3M80J;AkiH6ibd6#S9YqCeUyDNjJD$JG`_F#RLBADctOO%<5(&ZD?hwjAXz&0{m; zm-4<%GeYb6Rn)gn7>XA^#IL8TYhMZNC+k8~DEmwrFK)M~zFP&d2jsEj9+#;f%fqLg1+ZAB z4y}%-k`G50vI@}?@vg{4GQ8LuKk3~-SHEh!Iwb)mKhH(AH7Pj#^l|W5%;J+O3!HyH z18jfF31;@Bq3k}+dp5s}TM35OiWN;1(B3p?lYI*|UV5NERK^r{I0^)z24G*p*EQu;bnl-_fG4fGGWq_nMjN#48p_(7r~>{KoGh{ z7k`d5(C8QDpx-5fDz}f3Z9|-Al(i-Awynm|iPC8OvmA7*R$`%sG8|o*O-}9W#Usa; za_`{^I(dsHel|K)dnUAsr=vX?CmBg$&F3YIlGYjw+Is@GRQ2;?re#3J{c@NYDgy~e z%VGPE0W|p=1kWDq!d)j1!e-HS2$&8~vTi-z|5-p6WS28}iDClmlfvhX8^M)h9h}oV z4Ts#%5xqOzIOshI*Jx<7H(SRGR<}HcJ2Q5p;N)d0tR{I2u^Oy9ZGk(J^yUsz8l?zbMw}1w&;d}*Q4KP)v8OkGN zvAd0rK^+Hp^S6#ezx~Cy_4Q=-K*t*l#zL@_b4I%IDg5f<+)hgs1p0xWK#u!9(Q@wm z(=r>SO#8Sj-8$a=f)mWr7Y#JrBpq(O(qN+w7QvdnSctnTL^e+z!~J!y$OT6qIAG_3 ziqr<>T{SV*LLM74r7-M3A!bkyd@G#;m+FMEGk*xKUl;~w#dchv`ixoOEi3RglE9hA zPQho6oBs9sWil{&9()gQ&gyxG0nb-Jcg7Sdp6f-d#@ z89gg;UPyaChPo&UuIcE&X&EWOy!aD1mL-H8y|%D*=si}4jfaF|%50jdDC!2Bw*K+s zJfxqNW`M-`pg;tUn%1uj|9&ClO5F>pKv{^~?OdVsVOZ z9`WA20Yxoxu_7h{wwa5Pdt|#gA=m0U~l1S92Bo% z4!3jteMd#SC7(g3RsZF7i2m3RA%_jJ`SerzVo*8!84Z$6VZEU-=gwMs<5bWBqGqQi zIK0DymW!%zz5PP?#_eVs*xNj&Ob#|GdBA^4KDAfR6u_lIF7HwPoxkVoJ#xg!n5Zp} zf+Sr#Tqmb4XfD}?cdj?_+_^o0@ZuXVwCe~{U#o;3Z`Q--eL|L8_N;#v;BjMyyDqbzY;e(Q+1JHA#+r{MQ#}w)DgLS1tuYFi@3b6kh0CEhqzo{p5Jp`uL3Zm*>==_~#LYgS#7Yyq zkz!Bv9L|wv*P^JiV>Cl-Z=nluKwT9}cJt6()Gh3X$CE7Z-3=d_b6FWzS>}_W@v|YP z%@cbr){>BB&NXw#i9F9gh=Ys;WIC?LZ5H2QmGn96w6i3u6lQ{RKn}(^UBWEk8s_dN z74)n;kH#l!aqi_)V4U*<)_Ze4$m+@HdQ$`!|4YEwNp;MGYiDRc<1BJqp#wx8-a@}w z_uWm>V-hcX${=en@cB$s3I8qvHx!?5|! zQy7iehZ9?dVe;NklwPQShBXY<8rC6uRhU&9w-1**8-Oo*+fX??4EoP?a~aENg3d4E z^x-*q9L|(rfAy>3inMJg_p6pzhb<GzdjrS~=9X{{Z8Qi!oGp9|#?-$0K(W zi2X1h-!D|;{tukN=s_pPmRvwK`aS|@hhoT|d=qBo=)v6AYH<4KR~+e;5q#^|kKMm{ zs8iC6&ryRH6gP=bzvsY6`Hc!aCA}_DbIFf zr+mtWd3z)ve;0!L(@n_l86p>ib)j-s7J3EjfMbz%yt(H7^vVHM(3ssx|2ZO=pLCDV z7s*5}d>x#akc-2~@#v9yl^iuZL#Ogp&^#~$YSSOloVP=`ZEYsm`12m5imwM79UnN! zeJ%~3T*2H&S}cq|j@wQI;Qd?$JfO;;!9sDt*{tc9d^(U^Y%HU9k2T`Dk%h2TnBuLp z910;?Sjbc31t>g5kAssj_wy69{4_-V9SzZ>9fQON%|I`e-jzpoD)5;A0p5<(~m zsR(E9gN#io4HWe;WN47moJb;+qKrid87gBkoxRpcDwSwZsg$BYlS)yE>bbwqAK(}F zdENKkYrWssMfvMCvYnSSgg&3MIDQ_tYdP93D3=>c<-aZxj@~9u3SUe@;XJN8cPAQM zzO{fh{{z@RjAL7-81m=KYlC?2L&5ci>$L9oeAsB-Pfu?81_w(uFlVljuqksB{wJ9W zkA1v2{_bfAAX8Y&#}%M$zl0hZ9L4W5Q=u-9g4nxuIJd}FuwJ_~5KBLgi$r9IwnV?dt_2iy9%M_W&HX{)5g@ zQ_(@909CkN;N{6LLGWc8Y})w=o*ET_hj=P8=5=D#x79c%aUpyvN~TA;?WtPMB^u)X z4bOM(#eBohbmuiO;fcOUEfP0 z-KQf@azD<$xDCyOwpgir8tdZEFwvRciJSUJAW3IpLzqVz|=#Fyy_| z<=+gp2hksTD1AzbPE={27L9UT4(Ko}J*9)A*O$;gv5Gk9Whx2L&4NAlH?6Bhyl~Uh zV{Gtlp+F*E4{wImQk@qE(MV(xzIRpTax}9!Z)gNdl*+{Gw>E)+_$N?Kl_r@PRiMAE zhCZ^WBvo?)Xh~`^#}GGTLy{6SXzW`Uydq0G)0D{WThFjfgmYhe8dFUbN0dDvgtU3O zD5kB!W-Ql4o!8s(=4%H`wKs**3vVDjpF1Bty~6C(Ga*P^k$*ty1e)z{g=IF10`jv9 z=4mcrjw7S-9IfJf2hCje^9;9RFopOZBhc6rgonAkuC!<~Jhgm`l4mVplhtA}epLof zT-F{}y%ZN-{b&!bI1ih2h&*1DjpDuBrUuWsZ%p>{qa-Op88_)UbIy?)BO zE;qeMEY|q&tb=UPr92WgteQ&e=Z<2RRoZz^_V+T)U_NZu8lX3~PNf5%Lagqx>)5Df ziI4M=IhOc%)DwHf);(BEe&jYZ3_OkH_HUXr_P#WF zFc_X!!n2R+p`+J;T5olv(ksuAg}Cbs!3+#rjA%;7U)Ug)OZIs$ zr6Vp^K|~G6^%q9M=IMrbXO$~H7}N%P>6L8E)hy~fc$0yl`&ug?XY8V( zus?==Z@-1{Qbkm5)M#}1m;o1tI=MZ|Vj}0KgEI1C`8h-LXl{otZV5_(l47(L)02VS zdTDsEY^=^5muTS+MIeL5bo|XzY8RG^9Ri2yZo_{|cGF{`n2KXBr8= z+vRcG`+hLl_!uVL4u|$dEu_gy6q9zA;98jh8W&8Q( zm#weZEW-WT>mXs{E+UZD!T2Ahc<@;x9t{aZwTuH~diyBU7W)W+M~z^C*BczSE&zsR zO%;|UD|0zyNxD4wI<0kJL~5G?80$&H{pCvd^t=Kd^Lq+L^Dm=r>|0D+z8L4FOvK%K zh4?SvFZsnaQ1}n;l1cV&uwHA7P!f7*pfW}Dx229_Jda&Oscf_62+6~ zQ~N3&Srr7O-p5h=-Db2Xx93k@S_Z#Nj8W!EHJmru0w)(8!I!6-$b(f!2=0xgi?@B{d&x*TNQHG-P_JEQ}zaL?z7oL4B2K2@*B6cb~5nme=I z_LvJ*&s4cAZwM&(T*ig~Zl1D!0ft*!@Z;h=`HP>GQ!^kF~k~AH=ab1 z+j@AeEen6yl@jsad|W`bLC8nWHJ|?tL)^CD@5-r|CpwqjTVY456=j5FVZD&`+88%% zFK(y`w4t~4RfP(%pGn@DQCRB}%>?d@c-njbHY$-7?TzFWYuqBItH!`(HSP|0d_O(0 zON~F~R3256jRf-SHMj~5g=5Nhz()1spm(~8{kgCi=9uxRnv6c$C`Q2?{}?Rk6vMqJ ziap#+%3`Mj?3iRtKlw$W(xh(aOc94GcTLc)a1C!ytUiBwd!kR$%E5XC<-@9nF`6%I}>S{r7W)g0T%!E;GGw@oQElx5xga77QgA4cV!bfTN z&Hpkk>UM$ddm3nOc>!PiE63^PLvX`t5_*I@gEL&tZS4eQeCbt%mqgdGd1d0*4cSy8 z+6{+~hG1*-WA?$|8F#;n0f!Ebkv3Np{?jdl5Z-js@gxhTH!oqLK2yPQ;Upse^bK1x zQrcjRc+KiHo z=MC2zyA?;;*0r)h-XXdw@I31@aiF7)egmzSX1wOJP2|ayv9OxUYdVP^rp8*4w5)Q3 zMXXMsqaNyW^V>8QG_eINI2X&4@?-2%z!@l;cf~42=@h)KNp6VIJj6<65(SPy_Vj40 z6`K_Iigl9Fv@BGg-Z0%kXMHu|=C^(9!stHh2-lZH#Bm%|OL@qm&nG2K3yg*h8YeN|IZ%^Dz>rZ6} zY|k{&>pF_?CNo{2A0rKizwKr7$6f)waiygB(kUqUEK1cTA0(5OZ2}n^MgFakXu&bw z0yuUk1P&>VkTw@RR^L3S;n=Z_{NaIXyweGLV6j&PEn1-llcf(Zv+?7}jH#okN1{5d zDC9bI59Mif{~L&S%JrHm*HEpydC-?I)F9(>l^!@XjfO6=Wf#qNfrEAsKj5+}Jt{s9 z(`vN&nfaaU)O{r5B{k^>_bTeTU>=mt@qlxUDzxttL8wj7m zGacMRW~?&CjckbAR(nhMjm6wN&Xn}-3<52*C5q3KQKv~!iY)r~TG0tIm*AaFHf->Xrb`xEvaqTg;#V-A?&`eCZaQ(! z#h!BlE{+86*j41BqY}+!&jndm*Rg-L&8!o4z>11}Am}b3Vxu+SMA%#i zJ=soXrT!whKR74%^4r9IS34P)n98DG9w7ssGVF6iFIk@dg(cM1Fp;Ns1s+)Dc(b`BTO)N4V{Vd)XHlL zZ}qSN9ljUJBFDN2ZZt+QDTe|UI%EgCMML1g#j!MK{vzTKd5alWH8KbDEwI5t7F1Sd zvI+Ul^jS_15s2-iWv5$s-L1}CSwR}4{Lnwtn1WbH*_*t^Q<10oxX++-gv~!$NeGG*EW-x%jJO8J!K!w z`81wpGyb-zFwj4R+LVgZP4oq`xamZr?bC>cnCSD1#pd5-3E9>Vu$O7X-|I!Jc*cf^rg}mDBRsqev05{iQ1JZh#6aDBA-wbZwzY^(%Y+bu)L_*_t@`tAGSYY3vE<;MkKu7k@Bs}n0i?NYma`)Zu0e*W{is9{(v#O2<;_z zXHk0AVZ9(b@D!``e9AsOQHIqtnb+U^hJ?4xgq_cJfkbmNo2L37ms1WAcug4FkPy5O zM04Gl_NWElc~s=!}-j0DwZ<5=?HyN{iI`98w&jP)4AUk(K)z@O>j10mm(}- z!qqQC@sb6oj`E|iDnaztS`j$>SVHjN;5_(h8VuvSgXo=%QZoH>6kNSAo8B#rC8c$G zAP8w>bywO13RNFSnocy-+o{nXcT8yT-*k3sgC-lda3v_;Is`4E6G80Xa_V9HnM5kN zQ0uv81xvf0T3c1mbnm)l)PVaf4KG{(yeJz% z^gU;I z@<}FW8vPlja;$^=~Yg`4B(gyNjz{&+RV3f6P^;vy%GJGv$k3d(=tf6>cm zMpP~S^pM1(5A^8ITZ;U>_FSgTG!uRVN#h|!fACA=`ci+SFmZ{LaOpBB;rXh~IQ_T| z=ZLGvNvm$alQ($a0qNV=Y{mmx9mg&cK2)DG20tOGT$esCwWs ze)st}ke+iFCXaYRa%Bu2d)QCsDer_gu9tAD*9CUy?E>DCt-0`KZzHR=|G`SdKT<6B6NovH=F zK705Yz6kQ++!MwBvENX%Oa+gHy+YzYmcK;g6s_gvsh9my=#R2JIOcm9w&tXw;k?@@ z|8p`HaPE`gl9O8ZF0^y5KfIuvRXxcT=!95n>GC=@Yhj-Hn z4Lj)0wR!Yw{U_LSPzn#PpCfb;3rFeP1i`TTZ%8x$22ZBl5=bQdhS}O4^z0RXRBo(; zSF7!q;Q>3&(U454!pSMeN%{PT3Y?-_%ZN#UNc;XeFt;jzrhRbd<@Gd#>Ya{pzWWna%r$N{>g*hZ zOxHGnO0TT&id{0gEI0v1!*a&|t58?|9)5XphN#46 z3qDn!#jKR)==&y%-MQHTCMO@G-H#TW6J&zFbiH7w6~&A0+wkvj3Pw0};D$*#bkhbk z3=zC13d`fLdTJl0B{hJu`#&^rGiE1u>){h_|C9Bm7jDMh=RG_96?FFWLfkzGy1jBU zJPUlzw)IECOe1kR{$v(>G20A!TcX)a%VfH}ZwoE?c#?WgGo&gb;nY=18;mZ? z4)gq+iSZ|OK`}9a`aZn@&M)`TCl3u!xzzx+FQ{S_GPfa4^goaq*~3ge?xS^^GAVCe zJuR%wp{FlBq1R0c={WUN2<>_euXJ-DI^i$dTymJ!1^iK@i6xdrbid?fuyU9|LO5nYk=1z0H%_9)#tR|YDiojZTSeBcNv0+n z(nv_v7*zK%#w2lM>u*_cxut6)ZH6Q!X8XeCi=zBojyDzBxrbfle5hNuma*sge)!vR z7jvlPI2~>()K<$GtqgV$hv|_3v2)mk{zP!!c$Oqt9~Yz#xzghF1XvW(1MPe3$=!B& z*gMV_4;@e?Ay@f)%^j)Gd1Q#)DoLc;XJm+oZaQebYNr*qxD2_Y7R|iV$qwWyK)8J= z?_%>9%>5n+ktzzzq{9btcaGwr7f#agInOeH7ON*eNR{Rd;;@1`I8H^8zj41Q<&((-~8bgkzBE*~sM zpZrOqb^lEzU4ARb`ox)d88)l8&YLL12Nsqr z&tGL%1S|6t1i_D@X{1p+>rnNFu2;p}FmEAdalYd|!9&R2Fvuj5is*3E4qnm5c5;k6 zJI(qwmny~1!!cnRXw`Cp+A9aa#0_;kKF7vzx#ffLooO_B?Jqd5^McoQ+K3iT)`#6i zk3rSbg9HT=x+1Y1hRo&gk2*r+Ck=M3|1^!`7ZYQZ`;a96o*nJE2({`hFlE9ZEwi1^ zN>oB{=cadLbmevo|C&RNw)T^>31-m@Xo$JmW#hJ#BX#0_Jh;MI%2Oni|`lS?T_4Pv=-yBe|-w9_|Ek=)9 zYJw9BS)H{vnuOISR6aO&II%#mjY2;vcWm#qghHFlep7j!FN6A*`hy*K)x;jN9Fm zE}^eW`=I7^3`Cjr5dKP2nE0=l_iuR`&AJ;yogYr8e&4QR{+d)=rE&%iuP6%l4Nt~@FN*{|FJHkn zlP+|-bpyuv=1{atsbArrhvi%M(Hm1+Ftelpjt)~?aL=9N`iKa_a^oQ~k?S<)#?byL z&*?~RD-6Y9{m^O!T)!~~cWYQ5-(RWfK%EzV=XQh9Xs`MVMol|J_dQI6o!E5;Nsw&M|UxwaCb77a$3Y_yZiiY%NkuCGbV@QY#-M@Sgdm{G2VES3C zbIw4E*-P=h@l>?yj>7zl^-T3%3^}dKC`-r-Lw}Bgg^QCQ=w>Wi zKGhN2B9Pl9ND9kb0|Yvo=E3>=1ZbHv599nyi0hOT7Aso_D@7D=Q`jNco*;uf@w4!0 z?tbn$)}r|xUkF}08uy)h2v0|G?2;l=GGo_g(omr+G+h^iH;+%jS=O4ktKbk($!Ngd zGiRyWgd-p?M5=7M5=tDbNrbd3PUC!zc@4?rT{_4A*(pZ0KidYKHb!{;XgQ{px6&~! zg>bOv3DZ|L$1mbnV9l9T>}Td$u-x*JO?s{hRzZ*L6jPtU+PVT`>hr$kj_6dqVB zCM;esfF)lR(+*J`;cn;0XmqC#-qb6BTjfOIZSe&xx9B)M74V)VHY7uwT^ZN24ad2g z@6%D?Phq3pPt+@LgM%_QP;7IFT=BflZk%1gtKoN$XFAoiVN)OR`e_CgH=S|JWH~(d z(1ZV=(U9&d_zLjw2y5*wf!Qx8KDJ9HsTx~}_W6^vc8@2-Sg6u#y{E9}M+&Q}kH^kV zALOvs5UQ_@9@{=*@1*UpdcrjNx+WD=%C4cu>eVbdd5X|>#tJ%ZqZf$GPRDcF8EB)e zfZdl`@UWU4iL>|MkG9E&C!2ieb(vt?TyhdMM3v+ zXIvZZjqM}O%=tq*YzyBCX2L}vUn$Pt^zc_hA!Vc>IGOtPy=5nF-lqqgp0hpEEs4$G zG-2??3K)iP_$$l#S$pSUZ0$N)lBkaoZ*559$+h^TR~ozH9y1-=GN`N9B`VsR(DdaU zJRw}houe$F&1oXO*m08hPxItiYFlA+8<#DPnoib_Q51?ys=yHV3@s+)5b;!-MnqtqUMliHVXU0wgCAoD%AD3j(zup)LT*sBt% zUY+I)*?{xum(2CZt(WgeOy;m-_je_)*S%Z{ewis z_b@%ZIuP7yMS0)%@~K9bCfqI@2UnVV1TMJ?NMRS(Kl(6<_DTdnn(t*u4_`=w7Keg~ zj5Aaz{Rer8p9Q;O%&F<7J{EN>8{Xxm!D0S?U?M&nc8|V8GM|%9^STkAur2*O|`BAljK&3a_na(+E@~UjxUHZ`#!?Terx1 ze!vc9WM@Qgtz1P#Cj^qYk_6&7*5dc;BTV&YIviW;#`5cCf@t?)y4~O{nfmsYU`dKL zG(@OVqenC8vDX9S`}sb0EMzS0sqSI%dX><%$qE#g_)x>l5=hpq1$SHQr*WNwi1-D4h((`B7!H@n_IGW=x zu3f-o(togE{YNlkZJXeS{yj3a%MV5wI?x*AfSu{T+qnkDVa+z9L*onoT8Sme8peU$Xwux#W(IEfs89&K`RWSuc_AA>rEt!S4*` z0GHlP#s92?!mr^l^JqM;jdO2qUX{b9W?ci{G%etHETq95?**6mi8QJGe7!{PJJ{6g zPm`p1#AD?HqIJ2IwKRHh%m!t+Y0@KD_0Sr2D4v6H1A&ykmUAMn_atxnBB{}mb1+hS zOYpkCktrnT2{QMa&@E@u82`d3m|*>roalYWqP>*h&i<=#x4)fO-e`v99X3#39Lg$p z8go3HjWA=Nm3MH_xNa*+pwDO4>oND%isCVM5viKs*ugidO(Z;Hv*;8#Vl!(4pg{E@elOQr+==y zk~FVw=5jlM+I@~?$#b8uHCyfJZK+PCXj;!c7hC}4Lxy;An-^$L{*P308Jhs7*H-*+ zXS(maJdI|S(73?^v=erby-xD@(=>{_XGyTLelsoSybQW>3j9`+^XzhI11bGCmtOuC z2Hh5fMjW#w-j5ED{BB1o-d;*qj825eG)FuyoD5GLq%iZ=LaH>%5H`9_grNF=WT>f& z3~a1~Q>}q$zPa@Ww-xWf=JQItiLuSH+wRqW3Dd0=_61x`kdrB^sN(Wj8}Afv(U zdt4s#tXEH`&3dIY{BjjrSNLcB51Fu$4X?ETH+hd-0!YU$wcU@|S< z;EoHEt`gt3f62v-+2r>FZwMla&>As@z7rioW3=xB_J~u-6Cu?6x(fXqsgBO|>bNvz zG8~zc1iZnSs2SJCc6}bt*D2uGf}UFBpDpKme{qUw_`U`4)U&)Xy%E&5U=10U>q#sx zm9vRMz>b)W=e{F@pt@0nP7BclFQ07?-jRSRKPWSl)WK~UCt==tF+}r&#QjbxPjl^M zl7L&uiHuIxXT1%2bYp>cY&EO|CD@_80h)g3po`pXCUsAo`e(F&s97+J8#xJ{m-C=e zJ_P+w*@61n>k#;MHU{WQQ5ECogy+IzZ@XeiRkAGQzdQ!!N5^AR2xHCmZlq|OJ>D@! zf#vQl*1g^kX12U!hYMUVQ=MalE{Nyl^?!x==hKO4GsoW$e-BcoA*8=*2OVqijB|6( z;QH-Rbk)iIFeW^k952|&4jK(d8;$Zrec;c#Y6t)^9 z!k!i#ws2&f;GRhXbZeY~;=`u+@mLUajBBBa{YET0I1}s(`WrUr)kE~3K$xwZz-)aq zAuKuw6Z~e9!c(WPaOIFyRn%rKw_yZRx%Wp9r<^d1^M$QS9n7(|kCyJ82W5RfL2N-C ztFzRlwvAetJK|3LoTlLI%2Ax7V>8xmQ$~@$>P$4>h`Y0kv2|K^dFHeI@ygZvR6LLC zGa9_7nnNjQchHtO__op=OQ*rB#(pv-Pl|8 zyzd~6KenlnGiRjf@5}BqTSkZPw=suWT@vSi-p*xzn&V-v)f)O+GMV-a#!~(HP1Jbu z82q7&|2nm^H){aJI9zaab?%RcB#v$M~_txr#=&g9F2cWP18e|HAO7l#S& zvoGjohS2I0HXt}~4F*PY{N*JR_#K<)QIm-K>~v%yzd`aQC_D|IUmuvmQLe+P;7~;^ zt!?>nx{|oYpoMx$G*O2yYpB4&ojzC?!GE{zAQ%`qQUeD|);W1JY4Lr>G+(6COJlP@ z(DfElIGDwW&Sun~yYSnstWf$!7MOkd3CpzXU{SMxj>7u-09{*r^Ust-B#b5> zbb6r8y&E+4#F6y=3)WA+#Dd`O5ga(Ugg-1MP0e(c@(=oX(3*xDtNXnRmon{~$dP^NKd8SJ9Z6zv!w3P5jyrK0R*h3Cw93TUH%Q3$N?) zU!`1PLGuUbul4ctYDy;6`z?<5j;tbeAN~32Bcs>@nWJ>wNiY81qsd^mFP;CULKpVF zF6W<4$N|rt+xa+N44b$Rfbb^?!WQ`4rVPwQ#!izxn#SC8qJsL8PR)LX%9X3l@SOpTxYE1aD$QRkDtNuXL} z3Wp;#smr&~xNH{Zy1kG^s=fs=m#FO=-&%*irsD>Y+tDY`RZ>SA+k;FHu7+#+Ua)`v zPEdt)KOuA9biP5ayWqi0I*oQ(E$UzkL5 z9%|N|g2$!bVah*e7<`d{`%nIY1!*fW`(iTUMQ3_Evk2A5d(eKr#~14hr8p!$@3x3 zx)i`qY&Zzh61_0L-~ieyZbgM{mB9Bof}fYh;gk)@Xkw;-`zALsL5?;C@&AD4$0mH9 zr3^ezierA5;b!4j(9!YaKbjXxqsm0d^vAO>DT(VGcRA2thd=OS)io|RcNM!$Oz_{? zA{3Jh$3!ttx+YNtTyHtR?EmEf&7_2(Q`}%ry1ek+>vYt)9>h5jjfqn2BW$}NARhKI z{AuI2f$ylZ%&8_8mj4dMRR4W+%cD~GH+%vg-T465@gOXgKMYdN4txjs zb}G4g5|uPl#3d~S=yxxR%WsNdbiFt{e9w`y=Qgp9SE^8arwuhf7t!o7D(HL5pXwVP z0sGrdxWcLg2Rmx%?obijUl@+=PdcEG%Z!nEJ$P`ZjzIo{kUlC3u&y2I#lyjupt_|R z&v9L<{!z6sYw2_}%6*0gX=5;6DUox?KBEy|D3vC%`0BkC-7Ibnvsh{kVMAHnETrZw-RQgsz3WBMIPVaV zP|c(p0;*|Iw;Vp3C50h-_6;n5ra&pjpKVVK#WUO; z%x(28>@5hx^UeRU9DzRlrf-{@X=exjE!Jr#<)zR%1)ic}R~b!@C;yNZs@RB4?S* z^%nBc_>d0pb(+Att_hVZEAV^gHOMpPa@Ml(m^Qcdvkqv^cgd z^*`MIA_uFzVmaToys+9OA7pX_@UtVC{oa?ww4PnY%YU=*lVLH@t>>6@E3QLFLlj<9 zE~ihkvms*RBj{eD0rS(+VPpRyY#kZL>P*d`?R5rL7Eh!g=fQQTG>PE;EF3?fk~;S5 z(lS2@;r_fcxXZ>I=ko=y)a@#$)|BHl*$nFk&vwG{X-;%q)GyF|!J`g8x8sG)a%{|; zG7_UwgD+o;LXpLLBJ$7*x7Myjm-z)OeN;cZ=y?du&t&oGOf~H6lV|rM4S{c}2!j4f zHhky>el%}o=rD_WW>y&L=}aehjpe)e4_HTYzmbCV{$%CLMIavWv0>g+U66gp4ZABx zxOXKFdxz6N**gWx2YlF$7zJom^a9g%Q6Z_~yw@XhAbihwq5PW+6y}nM2Dqs$ttb=JyOgV;Vx z5l^t2puKGuZ)c%9t+6u}Ubh%U>hphsC_kTb_T-Q!_x@SC#)W|-H=C%qaDiwnspm}% za^v>Ap=`Ot7xsANcUrVnng-a!koLxJVzpP7NQr63j5_oUIU0bejtAs6S(ILln7JjL7G9C3O1 zDfBq;7D9eTqiw@^dMTuai55)3aZL_1V$LU2`s)N%coQwoRbuw4_h@DBgh!`x-LTFp zVE8hE&3ne}4ws+Dl&!bPlEhZHzcCvp2e)C(t2P+t8OKI;$>G93neau}ivF`6dd zR9C>8ziMyjD&`|#nj@#A-ejD>)+|I+O+an3X8Lqf`@g3Ol zY&3oy$d(U)_=S|7H+dE;ep!7N~Fnq~Mk!-vS7Ryn-NW&0=4H0$6VG5Dlx z3WwY|zIB(9@V1XW4%GKS{G|PO?|BO|p(SLCUNUrT`@!uh`|w6sGMl$_1oz(Mc#98Y z@z480c53B&JQ8`6*O?GXTYX(Q#)%w!_WUWRND;+w<2%#<>!2j{A#RH=Cu!x5V60IE zQs>r_?!g@EFDYp}`JcUXKs1Y5$(|vtxrx|6JrNskmvb&!&au|c@#bF5g+Hh76UPT> zs1x-cA)6#2<*^vm`!5F0+`0~O_vfOSSGg5&OTv}mk{G)q8MZrhf!3`COuje)$C=ep zzo5ggTD}5}dtXwYRj)A5K8oaO$YQ@qCC(1|hE_G%ka*)N8n;GKw<;C>**ithRpm)V z%I$GhTt3QhT-%yY**LX35PQw%2oKv#!gmWR@R^OC?gDO7J_n1G3>KdW2)i4?8UqB!u5W!U{gFEhX$N*YN{{yJ*j6RZQAU#xd!dJ zexDA0{X%2DJ!g?|3+dc|#jx`1S$Zb4)OwAD9$S9fR9HSr8#!;QKxLCAo1+?!N4~D7 zv!EGjyU!Bokv9B!!y25^3I#i#DPYJSRo*nGOk61S25&0-f!S%N;A@vE?#&T{oW)N_ z#NmtBB=p3T=;PGQPEKgD>M=IAgy7d>wP5JI0|eLRfqt$r1Xg5X4fz4{?PV}#)l$Oe z9bgfzQe5Y?2u+MG&~7&km=Yr^w3Sy7{!nwjY#b3K0rxp z2dY<=^PGI{X$Bx83L+#A7IBUT#tXXe~ z%JOy`Yk8UAd*cPVWOzJoeImf=J)g<84Nf3DlY*BnbmQWtUUom@H7h))iR-(#UEh)4 zX!!0G4(ypp4#`4fi!xe&Gof!gtKg$TA2e|tnd)El;QwW zD!|5Dr$G>@fpZP^v9P>NFf3vu488ml=9h9jaJv@jPM^Tk_ywrqT|@V|e`0AV=V*@Y zeuz#!Me=v5V6aOLk@UP&KYKt^Se~$ef37W#{Sz3Xmc1Fq{T8R6R=kI47t3IDk2Olx zd;{O03t)Qf70Yw(PYnG zZDHzvVJPBu78V`81_!s?!yV;rG%4XEJzg{(mu>Hb+P6=kbWb2I-)uw2|FEE14-n_r z2eP740VGe9#JlHLfJL7cSig^;-_nuFWKE*(3g&R)Xav6AehB&L3jDpYHE=i30`Ijr zvf8F&M z=7=?LAaIa<4u3;R#k7P&Y2vu)$vu$EO{AfZOu=HvQds}Bnq=HL2b=$!2|n2zn_+c6 zNLIzdwQ+4E!XSZ8>ar84d`Kld*M>>G)MUEXO@yB0&YhtrFN3C*op5Tm2!`d$!+!JV zhPEFI*@yA6RCaX?JkNT{QxtK;_yu|Jb3W(!SausO80}_sN)Wv+yoUCt>@n${fR{8y z9QWz?_7FUOy^jrp6yxc42Af|+NQQ>kyGg}DRj^p}PK zj&|YRYg}$)w$Dds>?}Z;n+>Vvi&KrVY)Wo zW}hJ>>yO7BJC|_ki6pvDXo++0_*lgLGJ| zixa$k;EH?HBk0R^ZoYrvH3WyKpy6x-bZiacdRNVOD^nUR*7U&AcOtx5yW>dez#)1y zCyO-&D=>wo4i=hS%wz%|(E}P4piysYebQcvjD0nLvf{Pu_v#5W*T)>cmiU2%@I9=U z|ABq&R7Q5k8he|!qUN5vpd+^gU(Xv4Q=9nEuVD!RjxTBXlksSJS{wSWhmgri=V6~j zDr9~;0ta=^KzBwp3B9k64$)tDC&@Ted^`%5WKO~rN=9te>=KMvJB^LatESUY$euLh zgVxozT(`7@RrGTG_cb5jXmku5qFtnJ`ElUQnoQGQCc>w>Fy0UO>ug%`Q(ot|axP=x zL(eEi(wquu{I$E9?Z5n#q<1#4&cPgV*8e8SXBUY-E1^90k+v(;vR`e5Xt6UEsxNb0 zMce71@4z7JW(o01HzhOoY{eaUqrroDg2Bp<&|mcgS}kYckAEsy$@@zG7)-D>bg2hD zHDl_!BmoTCxsErRfi-32G|_rCv|Qq2O=1O%J(bJ!``2@9hC?86d=P%Q4xn1$Ogi}9 z1zj$r(!Td9{Hbm);j(%p>`Su2aTV<_r)M;sToQl*ddj$?4C(f>~NnQX}cUn@AZC%wmq|$hISnMbu6Nl4!fC~(jENQU`j_1J|OW{ z=9pyi3w$Ic$dxB5G~j#)FK%86ws2=|i@)-a@I{OtEHWLBXfGp!<0jLI>Gg0wd={=a zQ3WX{E6IH~1?qIdA6#7yvV<8?q1U@7OTjsHmC5BYuh%23IA_k9UEQZ|e z9_ZMS!!8D|!@I3zbhz&l?KE#Dr|unt?R`?n+f@nk7g{mNi?Z09_K0-u=Nw|~@vtO& z2HV_bDXf`JaVZJGrhrj&Ny|Z|_wE=~n}$$b`XBhz#!_dlCm-eg9X5LT(xvwtP)xyx zw$5v(Hh)fFjnXqxwr?WMRo{Rm{u4p|`7G?-oWX`({NdOK5yW&4kD3JYnYF`addB?> z4#q{&ho-Aw(-BqlTpvxeLSC~2A^ULc6dV4upheWMT?Xfi^YB^nf7CDQBdbuof=}je zK*i(6aO1BO&804%oK#qDvALrt9-QqMVDM|mP<4f~T1 z>R;fWr6zxg*){N%w}aT3`mkW~CyHXa_><^UuY>b&!ShQra2A*C+wu-7hGdc7SPf=Y zf1zdnczSP0z%m}hg2+N?e)gNSsC`%yu1?5>`|6!AV|=DKI(T zp03;APn~m?HS|QQQhvHKb$GRgu5UKvJEzA$5AO!A+-(}jbSy`Q=cnkIk?kyRp&$Bo zt%Tmn{h(kS0b4J)!*>T$jOVf~ZF4WdM8Zdr?_Ze3|50=%?o@tV7&a#nAyURtLWW9` zv-e48P(*1^hLlnv(SS;2D)Uqnnafm4B^AzI>j+6RQa_2(q=8CGr0ILVe}L=aJ@46j zt>?M#D`((y=o8pLuJQ)gtmW8P@|epx^^{%$yye*AkedgO0>{IIw>!b@S{y91w4&}_ zlbPz*Di93}Lfd_X(B$_CQVaArhOIcOe{Mxra`&CB8-h8ni7ZU#GQuynTxT6wOX2E< z5m->uNY?cgla`eZ(EU4;mL7Wno=;vwkBIN9_)_|NWJW2htR&^2aZv+;cQd z&~~OFD~`j@*6;Aarikf1+Dz>$6~J^_JigzYz_D#gA(y+WoVc?NT~BLLpG13p;r4AL zbH;ygMCJ-S_`FZB^j;DD?Tg^_Hiv5HNO3)0cMybx!{6hlz{GYPEDF3pH_jD9)sGIK zQTKuuunQr>McraXwJo0=P#=rB>l;}@tTzh&?WC!OkDxUF2k}yv!aCAzaezE!h4F`Bj^->32%pW% zH4cN_567ZM%_M$jY8)Fa+6!_e3t?CMcEW{^u{pRA+WaSA$Y%$Z?@>%eLVDo@x2vw# zyaM;KtdRG04ejlz;h3T({C|dS@aRf798dnnq_uXy<4wAtpr(jDVXk2JVIA>oOvUKL ze|WXJS|D%J!t3Z8;LZK3i|?|>(UNELAn*EE?6_%);o;{XxgrZDt#TBYT>QbjoKIuf zO9R;Bd;m8$d}c1I8i6-Shbrz}O51i!5N5tOfv;mZK0?4$+;N8yRgt5Z{z#9XUbYU7 z`l(TWXK$Jxr%7f0>7eLj33`^BTYWg#i{yR`*H`?;W_%ojZrZu{<7p24chUmxhxIXG zybg|U_yVT`0*HxAIT+0VHsj(7=6d}-j$Jv#o4#W){w~OcRh(Pr+RZY`F0|3_QWJ2f z_&+wo{}HccV=>q@MX~TDPce4EXYBBF#_xJRc{Akaqy4XcWQ^VgI4E_Py|NrD9Gv?G z6<``{=bXvQ9J_JZ!y|Cy>MoFzQxZyWoZ~y0zo`71G}fB43@%S?1-H`O7&#tkaT&*2 z=#mf)xQJ8R7Z-SbjUsR&qZlfUig=c`7Bs5iDs}%_LK@t(s8-DuTv*Dvn`>?Pc01ES zy(g8+^W+fyAQ3j-%>?7bk}VDvUn0ij6`j=rKyS6Ig)8sRqUDb>_}?-aOkQ#c z59aTo7CRR3%bh3TR-+QSr=%AQ-@QZK0a4+R(N4JA^bsglPY_1NB?%$U--GXec z3_h(eXNixLQOZ;oZ2xQ}%G}=QbKEaDR;))WcC=vD&{-_V{Q?3>KZZfW?DdjN2o?!| zJw=JA?rH&c!M$*q?jmAAE$l&XDAdm`!abb#^Ukd>`eC1{@bybYp>>8T6e<594mxW= z+@z3L51qo*CCf12y%jyM<`N$IX9%iUPq{m43C!LajTSFt=+cb2P$Zwk{I8Ftu9ctg z@>1@1iX~yZs56d#CNCVdx*b0JJBu?XJs~p2GkH%2xqIP;A6PmghWe;_z}%h3aH-gK z)K-*0=ZLdRulNd_Ti8b)O&Gvu@4GPX>{`0R#{*tCydX>7x}fy44!kw;8#YHv2q)L) zV#d1pw7qr~&KyXi1!~7({jMvx1vjI6sytumo-g_Pk<0mKe}(lyIXJtnl9GE(^p0*a z)nGGldZ-k1{CiF_oAq(ej#G5L^JNh6IYg`7w=wAX3Xg6UayyY~n*Q@|jdN@aRhs8T zjw^cd792kV{@-@ul@Fu%adC#Y&@iNAE=+%fdj*HG%Bwt$`!XBg}Dn`Bs5 z(4z$$JLZ!aUA*B0ZQZ(zzv-R^h8#H!wwZpQHARBfSQ%pXvWd9RK#f0~BjgFVx%oGWrx+D5cAMvzMwD#N;tRbjguQ7wm=&V<$K7~{#isll&cLw zr$8g(B)v~RQkla(0+SjE5X)4;i=(3P^DReu{D%oGF*E_G#4jLTVg)I?6PZDVKF7NK z27@^?c}V^lBk*W#L{+WZ=zk#>x7xTtokJwXl-+^Q z)GoHO)`(^{qzm>WS<* zoTb`_nu*iH0k-{O40dQfhNVXy3MOfZKxtVO>q(u&-`tVRW{e>?PUJY|1Wv|@_gyi9 z^L8!e_U37A+i3rve8I1b$>?Ku3Qks^!&Od;p!ZKUZOV1S>Z`SE#j@LU>+!ReB}b$< zU&B<$Q{bAxcb(EcmL)KhL?L zq9mr^;q(L|-kxLW;5&{w1v-<5CO=gT4GnQM4%kQt1MoqM{Df zbZDRo!m&s$b)v0FJdTUq3QBXw;qS~ew)oCRmSJ`rnjXBs2R~-=%O8CrM|E4^hj%iX zOi8kkGOYsDXi>Zvb^~6zd}JCQWl=3E0!nO_ay;o+yzO{|zIh_U&7=Im*})MrS5Bqo zYZiiOkiKx+MuZQ6kKoC~Dli&V1G3}J;_mqk#6r9jEZi80w(Nt+dwER3gX533Xu!&} zKpM|=5jHMTr{gpi(`VXqaE1OKSobNnhA_&x;L<_G)&ZrW^I%*UfhL!|kQ*d*rbDx@%=`5 zVdX_H%rVeF``?xLpX5tOwmQp8Ra$~G_+985BQI=AmjLf2V#4u)T=Z{T2&Y|TkhML; z8$VR2Z}waIbZ`u&?MVc_SU8wQ^08W^mexKo1>?C_aMsuLv}wFJs3mKVx#Ju_&3!S` z-jGXzGsO9mZnl!0pKimT@Hm>k+JWoq75I~F7qk0Tk2&7hFXk}SlMNa*;xj6IGd`M-gROyFA3kgVg09v;=hvqY5_5vPhqvIBCArMKBo^gr1R#978K#YS0Fhe+ zcwm-2?Tn42f7GOe2H&D^>i%T7cr=7MOI(BTO4q3D-)^!>Sml4{1KGXC51!7;7BYpp77lz;1Pai!DgBf{uA$V>BDi&nY z$mQk&tI%?2wE4)E>)nDAZ(D0r-K*%Osydo^TLH_b?xU77B>CQt=HOx%RmlI>%|>|1 z5GY#5HZJ}S6^36R^tc>fu=54n5=kOiyBC3u$v>Wo$RjX$c^T%~9Hu`H{s0#)8$3KS zf%m#w6fe8G;Kp0Q*cNq-`2m4+*Tb>YTP}z5kn+$zKZpk1i3MKWQ_H%@7GkSX z!ptPn>5+0P8sPklbJOg#wC=coKdM}Lc9>6RuXw;_>O7_MOEQ_x*o%9}2DptKWh$_~=I zNe`gks|W`Ej3vDq^Dyju9)!kb(0q3p`17oV7<(>)_#qSi>`%Iw#_@ZGI~L;()gh2j zXo2p(eB$TWKv!hu@J2o2_|;;^i4NJwapiu3!UTJG^I$%tD2U*g)^GG$S^$&y>IzmZ zli=veDvo74!u3WI@STh!nonFtrZs0m$<|mh@JtlbDd%HTf5Bys>S-ySCI){jD1Yf> zkk}hVdP2i7(>$dn+Lr>8Yl7}5JBUhgC)NI&fj6*>%Wj5|rgJm!Ln!C^_!@}Ex)%c% z24P34vf!^zAvXHPBX$|NsTg*KBCh%QipO6yE0dObqC~Jz8!l@4P zxgldFRQ!3&J1ad3>6tH3_2d{>dtHIBYkO#@>ve&&sWM%vRs&WAeEy-Q7ns(G40`O{ z9q_$S4mn<}^!L4I#PHQ@5RVaoMH!c9oqQ5#1zeeVLC>-_bFSZ>nB56xFdtF|Lm$f(1I2MbwEY70;BScLO4CZO5VH8g?CUT?C< z5Ulue3kEM_p`M;Q(5pWL7d^U|#IDQm@b(}^Uz3DiL+f$Wc&@FwX9aAumE!NZHIb5) zk74Y7SGYz_llLwiB%;+o;KAK}pHzzpVR#Q-cdQ3v!g)B~?txkJ`q`(%ERftXMku}T zDd)D?QDZtHD>S;^jeCatz*o8#ia+&Zm!BeasgvO=+cVxhiIZ^mMHz4E94ovZ@P^wr zGO&@A5ZWD^3p3`a!k)EZu%K)^uX$29oC}!>+xy~avEMa8h#8MKC30+S#_@Z-toet` za_)vlTnxdJBxZ%$!qOIdXlKr3Zwu>Kvf@6`yy>B~?*BWQ3Uv>iT>`=m= zO|9b-S%&W7N{3e@hRB!6{yHRZ*|!GiZsd8W!CY|zG&ere{xNAnDL96CpM zu~`Yn7ZyMyP6jWd&3N^K6-_uJk8xuHs7qHG%Dw*z{!*1NdmhI}zS_uBp5=&>j$J^L zom|E>x{JMdTn_Zx4VEt!2Fc6pap~5xaDqgV%tJE5I`eYW8qvX#qB6ptF9ViOe86Oz zJbV;J*clZLL&`1IVgW@i42raGAgKsIIMDbFr+`of~14r%M-QQPfc=q4k4@%bID7>K4sN*+G*xSbp42(6s`8V#;~hkB1+$aA;@ zkCbfD_4#JVzZMI3sv^+&<^!z#pv&Ld^?(e;-V<2b=i(BH6)eXo1uCrsuy)5BoLF!N zB3i@o`Ik6$P-`E&)?J1Mo?VpZJQ>9oYGHeq41QPp#>V!^!m5pu!a1s)@KHJeM9~~O z<~4!W_H>+E*iNGz9<$~9PEq~8Q828un`EAi!1|^VaHuz~aZ$gFXJl*X5KN^Pz5TJ_ zi6q*#TxS;@_}IIB4Jfxup;R~LMEvxRl#lNRtPO#~GT%Vm>NZx21h6gx?mXuCA9RWv z(V|{GzR`Uj!BAx>s6IVK&RumQ#?wk^`mioj_J4qegTrX{)d|;cI}R0_E}+t~5SX|~ z3|3xJ#=i<*@!)e=VU(o??PwlE1-o?2>RSSGS^dl@v>9hcwlS0FcKY|^Y34R=0NxpK z?`BVT+_m^K{bu68bKiO%Z#X!COT}sSwfw%oxq-VYJ4>>HxV!Yw_;chSvI|Kku5bOBoW(ZqThbn{ zT)0Le^{sLA5souC7z2i}Igr2e7Ovl@hQC*h5ey&gXIIqEVS>*Ap5B7T_^(VKI@69r z(w;rgmB(;dw>fCeDZ`6rQ)&6^Rea0NcaV4_T2NxEg0H1cV$8`is2FqsrGWqy{Bg|pzR=CsKK%EHWN zI=J(zIF9Ygp<-WFz_Qur1yKnvu)Wa~SJl)}r?XdZCC6l;Zh1IiRVZ7&RT7K7Y4bmX zt)zBNF_74_p3DsCKywjivi09OywP0?z7c8YcS;ivcXMtCFGm_*DWExdKDbb;0iBC~ zGppN;kXv7d*Y{k&X;LMy#cd}1z0Y+jZmZ*=NEe(k<{=iZY9SUYG*NXHk1ikzD7oe| zUfI2r+e1zgN^e&KDryD}W!)sgw5vLx@fDe$sR1%^Zmf;*VdFlI{Wy9(q<^}|N*8Gp zsfAxz>{c&w=h7MG;j@RDtV^AItP&G=6UT1>n_1gffMq?gzP$tDRF{y{-wovJn;n9o1qq~^DF}Rq3yDFy zABa}$A_`J&bYQX({F?QYh@@_?Om-Vhv$yHP-gtEwS?&ry_4AnjlJ9JwW)1ynxq`}k znL$rz*^yySF&LBM1T)D4_PxRh-aeTGrV~fl8#yQ1!yb_QYx?x$`gM>Nd5%5M8_Vs0 zbm?{Sm0WUFq2seWsq@D=w&hDaGY#!$#d~Ym^IAiyw00f0Yneee-`1t~#0E&=>>P4R zcR8>|F&ZLsnC(3&NyFEcvHZign0(uO=o#6?@>{nHJiRr69Q6Sak3eotu#zsc^B{lC z?vksgzmbhY+H{@67TEt(1&X=sxVGOBrsS$Y6(0TLNy#s!8kcv`BL}uZ*WOZM61fW; znmX7DFk|fk6E<#-1#|}{l7=ib&@epBE^l5zMs|ABf%zL~xTh`s8gPl1f9M1`dubUB zYcXb%XI8N3{aUa&-5ctrhr-I!YV^W9&il4w4?W%FO+?E}+3cI0OmPjz@wn4mWvf78 zYSsgyp}^f4jPsa`D6utD&NKRc_-Cc z`l%u-YYB!{Cr1`1e^GGudkFcL96)xg`AwWEXMv@&90-p}!-T~REdG!vO(;}`l~2VW zrYn{$xmm?FICD(N{KatI+m&AWEkd4h%vTkg2-xlLLog=j98n13GV90fNzjNTh&&7x zL={95#gIrQkr@ttMjrH4fhQ5!!dU(BUGSti2zvhVXtskc-5Hlml&VCbcF2*-(z{CtDx*3vn_wv~0wK8nqS1Ax1#qppA7tmazAX*$NWYfzuSl_NKw4&RU zE?=h(!+%4dFR7g!w%yNkx{3&I#u&Jwd4aVJub}FA>L);h<4!nlXAV8y>eOjW zrogjzG;99*l-YNzf?aAZwEteMpz!zzYmXdcW}BDMv5R)X#LV&V=H_$uX3_t5VQbm* zR5{QbafcXt3wBSjpG|+8&f19rYhEx+Hp{w0lfF9LW~o4?ty>8e+B(!QX){>w(w_oHtyiS~tHrRxi|2aU*d-_dX? zMU1{ra)xbLn#|zuR_KsfPp$mjSkpZ}qL}6YrpZsq8r8kfyyYfSpJ7j%tYg^NPYU3) zt5Tr7X+E!gQ6mxAR#GjKy(Dn$W6XH9VMBpWo z5}ZM5*RN(_Isa;Ee(eV7b-AQxvo+N9NzT3Bt@-LuxI5rBC|!2ZmU%#BA5QmEd^<^ zBqo4}C@&*#j5Vo$&P;FS(X z*EgzT`d!YW^(P7Z?U4R zQ~}f|8KXp>1Ewwc%-hoDfoGO2;Qodu*y$q%G~vIsv?tS<8U*oS;QJT|`(w;fYcH_L zB^@wwr-{{n@PO?Og)lWZ3#27)QaL?yy7ho4U1~Lxr_PI|5WSmvt>pY3qn5K=Q48d0 zaSRFH*Z3 zE%52$G%~|Po4y$RlAX@?Lt%qDPS~F(unRY3TDuH5ch6b)b@mz!7BOXq>{V(?jcVCV z$*Gt!V*<}MPYHhnE}=?xdwKD7oV#o}$JdM(#nzT5tVG6#ny<6r`YDs)P}qgyX5g018(wg1CenU2b)Uo?hq{oVqAQ|e8L_*$b88=E#kgAS>TLeEXe}y_)juauGYdI;`Q`Zq9$D9 zGHlMDwy_ioSFGLpO|Zi!6=MGmz{-8r%&}`1Olld0*V8Z4=Kh}ol`a24V6GRe9^iJO zHMOwR_zZNMFu)=$3kc>@R_^8xe2X-2`K|zK4p6*s1DWoAIW}kH6_MI?f$jDE%O)+f zgUy%5;rca&o~HXo}SU%QYWoB%^;kq>-)a)6hGF=rnhi3>TXRlu|Spv2UkH=}P$3Z#BmuJ7{2tKv)29|jgev~TX-kRrN z>a+&tTxf%-(#~`lnTUhBm!N%jG>nfK10!D9xQ?HQ7elS-P{bM7aEicuV=%j0i(kG=bGcVT+&E(k)mSReuRa=$uBvfh=PQOq&a!wa>2|e=d@Q%C zx&(U13~@%xB6>!518cCY2Ftw%>FdtFsN*>i?>qTJG=GO6t@|1M7bb$Knd-PpDG?6l zZ-%UZEpT+!Z4AzgqO<>6f>Q_gtZGe06LVL%;5dqB7O({LL)0fAypg| z0VfOPAZN)|@UGko$qDJW;MEfd^r+@FzB^dMdUx>}xI2fvS}19H>_rR0XThvz4b`E` zia7>E0(7kgRu*Rf75k^dj9F^9?~o9*mM+DQuD3~T+h1DXk_49jodRiYm%LU{9O=ao z*q3U`?Upygx1TFXieeBnc=?i}$CQO*Mj78ON&>#A zJf2vzj^+#=V0d#BHcEbF(IXcS=PiWsT?*hDBZK|EuVMBFA$)Nrwb^ z6k|z+xw0_*xd-abY=r1bQ79rl1&my|-br>lofmq8{as&8JEt9nQ4g%CJNFq#4|>Qm z`4d5XGaq7z?-V#x9K$jkf5Y>{V`wsxLuWnhf|zNgOgG5__xb(>)6%PgPq)WFUEz1O zMIgySFTcWUx!HA-w!P^ux=mC$hkbOpLjsgRT07miGTWgm0&t@odFiIG1Wq z+d`rsbi-A2d|yeIM~)WuDs+&%^me#fd<>OnA?jPELho|K_)?(7|4rb(8Q%==Tzts4 zYa3AaRVJRgCnEg4*BytgQeen)y71dyK6)$Mz>HUR7@7GIv|hI2yV3dRmbwGaOfaLy zwkkBSxEHSo3)x{Vo0?%SN5|eeP9m%ogqOseKuL<*w@HP#ov-F}Dz$(}9vd94Tx7sjOk378akLzB0D+&9) znxfRaWSpqgDmc+*O9dX&(X;azZVPsvt9EV}%;Q^8IpQoDzv}{_GldIV$6`Zt59<+= z6YglZfraljQN?FPuyLyf$ADUdK`)-8N|y=V$deX&)y<%iajE!vW;=B(4u^GJ^1u&X z%eT+$qm|{QIPR-D|K##B{1Evts*(SKlyYbP;0|sdkQ|H_zo&r0p~G~7({Xt6;0VW; z=_F&`DRE9GG5)KQgV4R{AhmcY%71l%GZP+sm;m+q#he#AiLbB!2&CMax&7a7 zxM0obizzL%qeF&2rr;mi3aaOcUM_`We1GmvY|HnbbCh3xi(_JBexxfFyas3038-Yc z2`|s8r-rW!sDV-+Evn97Lw8j9i{Dm|^J1LWTP2X@j6cjjt2vFIr2CcXoqR`^a(kl2`L;B@XaIOEYTVB9`*9B&L3t=>%r zQ`>3M<`IE*fGod=DzR-bR)E8jsBc`oB`2PQ*OO<{ zv{b3&G8?>;5+&$PcuV8OvZ-?7c>dkM+w`ST8CjH*&A(jj0!s~a@t$K8>|wJ&-)}9+ zd)o%x(~IbnshRxMZ-peX+9g&(NEESX=dvW8xJX-J)tS96ZMAFRaI4$K_Q z_MKkdm4%Kw|gx7X>OwXe^}Eny*HrnV+pL{n6JyW z{-UFTckuTt+Dlgt9w8a~&FR_7J+vsrhx0XL6KB#(m-Nlz&$l;%;A?SoqStYPjWV!e zu^;iseM~Q0t)@dCK9lA3Zv6U{;pD7V5xLII0EpL2=$fAotJgF7-=A*oGwMPoTISJc z=@Wd9J6#+*LW+Oe=p!xo`iOTp(ue=@Qv(rNNb{%v`UE-FCG=FmAl;dImkgNpu^-Pm zXkcJ8I9|KM_DcSQb5D|4q(LL+uk@uV*Y8tp9gcnAzKoBP4EcAeWckheYRLYf)1=>5 zoTlbPVA|mw#8O3$ubWcG`;@kep1P?96Rqx2wKiimzciGFr`54{%?5Ze>jSmx-cRqC zPvG0fpXBw;_#$}N5=7$;#gHV6hjiD?jr?=mK5g5@dNzMBfZtpiK?`oUGQp?>J`0JX z9&wvcF1?Rh%FYJs<2mds-k?5~dr{p$o@sgqQkg?HVSW2EGBDN%PbhRyo6@iF@QMt- zz14!>`12I~(;|+e?SDW!U!JrFo#8xLmofNIJN|Mkqf+$^yiy{HA9(TDEE!6L8>F!0 ztumg=9)veGAK<*K8TP-r2AwB%!p*m9G2hgVH?7Zk!(kJG)!a*ik}gX>`M~(&Q(8eUpPTKU{|9X(3Q}wHD!)Yf#!5$+`y&RLgYU7@y^6eoXOY$B zug_7*N4hkGUj}b91t@lNFHYi~-&uE`koL}x@S(pI=C^9V=h8y_Hu@oZ7#vM~%%=!U zo}Yk=W5kg^*Avf5-JyqN9WW=>5xrN8X6avELRP;Jw+Gsx>6Q}ev*e8BWY1z0H~P*Z zZau(W#1K+wu4LVCZkygGnoDKGaEyJKE(P$i94DQ|0P@7=`FLqmy-0lI&dlp9KMqXyt z{!?lA!;|d8BBW1O7I0@OZHS7TC%oG2g%SNb*sio8K~ZxW_bykZ2Rb+&SF|17q#l7% z?w3K(8V(O+)NyA|Dw!0nfp2YwxlCCC*cu;U^WM6m`;8`Ys8A@F@hKkh(k#wB&`Nt( zKfo&vEtrCP@N)iB@J_o7JJWl>cUlTWv?bzzh7nB79fi3n=XvUBzj#Uck?@Smqa~kl zX`!3UtSE!u_pA+mk-!~JR1MhR?zJeU*nWAH<-TjGTvLT z60WQY#7k2NRZYH6vrrmuH;m^zB+v1Ud5mR}=P_)MkU?#^-S~a|H2m)E$z{HEsqg%! zG=J64D*56%ZsNj2eS&rA|xs1Anl*34+$AZc585VXUS1QT7wAj4D|62}@d zvz1n?W{@zE+cL27B!!W8dQ?1$$9--lQ@zA*L_;E-y)sz>i>&;?EZZJt4a?WmuD@rQ zb!juZabXqB_?*C+e7%UQr6+CdnMZei=KNPh9DnhpJN&ZNu-x3)Ln_S)G>md&S+TyP z??gVCzLoQaaqp7{!`cw=#D`8EHemMqUXa=WdqHd_p{qJ3n}*OFcHlY%YYdQh~w zPat>8mo_+4p7iE4V(()?m$c4=>ppKt-fu(j<9H|*XSIlM4wr9@l7ZaXi@diAy9Cl7 z$1s&BUr_ifAYz*K^s=CnIJNMhDkqr*4lf0>8E$lAL?SzGohO`7qG~-28pICp#H! zL-@z8@n*kVPpa?quwtPj1d3M^6)6LvbE>sErd5S*+O!+?wB<5G_sN2NQ#HXWAWL9< zQ3A&H|7JsMCUdGwC5GH=u~wm3&^Y4A&CI=NwC!9luL@)f=Eag>?K`|_(^QD&7*`t9 zDN4&~?5V0~KM^n8$nh$CsB~o`Nz1*!CNyrPX7v#ySY;n{ar+<3+||(Z;tnYc3*>e_ z+dwm7Cu~u-p-t<h7_@pB}Pr@kb=TD;jqEo7y7W10QC zTipKR5OqI&o?TMn81~=RLXnOp^D7CY{oHJ6Vx2b=dpAr5Hx3d_wbLYIP9kfsqu`lq z!`kcJXqEdM>igz^pkI85iSO!U&*v5r$GdX0?XV5h*2Y;@zc_En(;R@f90d##deXs4 zPcp^#GCX#>ir+`=;b*r#VA*pol3|Mkly}TzC;gN0I+5i(*D@#}ae|q@&d1@(D)_#u z9m0=|v38Vj>er$M888|a*S1{PU17&zYo-&EFs z$1??b>vto$#IZe2yVsFPM@>;;K{J_amjRC`$4)Vvz^`21$=b{(V)Kw8250Nz&GC<+ zY;H7e)APa3u0k}^;$~8znp`F$1l?whLR*NP*t6ObdnOk zaPb51y*dvi4{+zhgf!~EO#)xG=Lg275iJXMTE zm&OTOpEj^vFUJW_niZnAo*EF-vk-jp8n(K-aPIk9>VKmQ8kP-1mRbc!9<#wkJ3i3v z`WE)LE)wfCPlIYlEhxtrvqu9`@LvSSB%hv6Z%f@K&wrkzTDy+I--suP*Ca|W1x0z8;=l->|9kZ_WQ-qwQg<3k1Txy z=R>aIYL^s2yKjx4)liNse?Et>Jc1S)<=z2ZNY%RX^1Z*Q9-2*uGK|DV|_gAz19U@ zx6Y$~M*`;U*@Lr@bK5LYMVq-7*+Q=wcw69(=N0F{!iFn&Dq$&(_L#!vWv!%>gEljr z9Y?5dO*8)W5J7drL;UP1@6g5Z3;b;0q1~lVELGG8Z~E5K$|=vmz-<&s8Y{;i?LCCm zDo5$e`|kK|%~9-}bpqc+sN;d2GHmxg0(mj#>6nrtJnwl6=jbNVy6$a|a^@Cp8`Xfj zWnY7QVI5EEcM$h~Cpat47L#n7uoHzu|e$IB8sN6 zrsP?AI3}#P%a)~%#)#2-Fg2+Sb4NDO;P;8n#s{^qp~Zt-DDZ>$j0u=vc>r~;?k6$#Ldmp-)yzX}6B+v^ z0u{d*5g(bb=?G72sx7_!fyrGu-yWf}5XNDXP?{qvXC`h;P zTX3628zs}%nd&rtp9=rL2R;jG`cA@vf4~coceG&Lcnlt`M_1cFpwqq#unQBsKw+&O z&n?LsX1pDMrPdmJ3zcdzZS5G$eo{(jua>}N!_9()%cGdyb}tlsI||L)3uyH5bl5GC zBDl6%jP+TKP_qFIj@dmOj$QBO7)eriea2N_Pv-+aBaUX3sR$NY%c02haWJz-0_$|T zK~Gnd7TcX++oR-ht6L?tIE%0|(SYg%U1tlThhQRi_I1v=j7|~r@S~kJ>2T-fIYnOF zK_Y|M+vD@C@g4r4VT5k;Ymp( z{9#v^Kw62)*auOg{JXHOJsBD&+ToXkR#F%%PP+zt>8sE)ILOWRLRkxw*gX~vbR@Xl z!eY9-;1}`knvQQuJ>l`blhj}?x9i;~isLrxgQ>YL?ekOMhqXkKpwbIuuj)V8@5=tHb$Ar(j9Md06gmO`49D!;aNS#5r4&KeclR@@{fD%?1I=HO|6K8x!zB z<~MkBtc?A9>A~HzQ z8SC22F?P2B+?eqnofF9nkz>*$Vro0BKvg4?eYb9$4>VapM^I&H9CVZe_&Yz@H z4_D`{7g#>)qn#YjFY&!LnkepNx9c@P?8rO#^VSE3XPjc`pJdtG^lTz9cuEiLzJ!-o z?S`E1%CM-CV+ZT^(f?6&-tknwZ5$WL$`;bED0`$(!uj4uWrQXTN-0H@L^6tOkFwiTM9)E ziRA3xaaj6t2BfoHnE&?k=vH|tqUw7a59!A7EFZ6@aV(3-8bGW(6og|9IQjUHIoFM#xe6?rP4$hDv1%M4qn;jK*t zwELeZulyUISS+*p2P*`tX)>d| z78n)$j3p)JsCs6EY(HVbIcakZt1Fbqm#aJsQD8GX?cQ}MW z;@sOw21_+jXvuW4>De#Xw$~12%aU+?>;>$MIfzf*3-g_3Tw?$4>o`lrmSu)r1RrTx zerb3U4-RBkX6e(|h>XAZnsqQ`%mx)^^2 z_|UAP3fSv-0H?Q$5#2TGc@g1Wq@(g7GQ*w_v~(_Pe?1ddUW{k+sm<^^tsDOxk%M(% zk2$6zX4rb7nAsC<0^?Da&|!xd4o+$&V>91jJP$F#Y&Lp{y@9t;i+SYXQdp{z3ZEiw z<4@V!kgREq+>a-r#ql+L-WmwY{4e2E6y<&kiey6D6!@JrN73!qESM9&omf6%`Tp-_ zkpI?=pu2iBx}|=mPN&$eh>r<7uV)#|;c@V}@(BJ~#!@DYfQ-40fnlaLr<5~-fmib( zn9Zbn#qGcsGG!=yYdhApuxx_5K6>v*A$b@lf%TIr@G6^mFpFq`Czjcmy)h40oW2j8 zbF!#u?iw@<&_!N>FRn=%$BFGJq(?~yOT?r|qk#l!a%-^TN-Ipb$?$ED7n7~*&VHM5 z9Q5RdvMi^i_;1yDT&AH%T%z(pgXIafe9nUd(sA@A_cd9)^8_?TJ!QQH=U}w_Jaqor z0vBp^!Ll_2%lQk5uF?UR0{5uanR)Q}f;xA+U7nNlP>uhqG9G{bkjAr?qp)BxJ1@*Q zikx@0Tp_DL@Mx$fKAr~v;th!SnuRE@+(Qo#*46Ot6_%#Ek^_RrsK!|{?EGE>-t(2Y z}?z#yY2^E4^r8d~GywR0Hnaqx-_js_O8@s;yGH-US!QDI=wCP*JELQ$O zj(K*Gy0hQd@BHJWW>Em?e3}NAWdJ^z)#9IbAJOEaBpyFzKvw&$!s?bgApL1GRQn0x z8w&}(RQ@k?37SUymdWxXPZr<|^;Eh@Ck4i@JV05;n~ac33;At!m`trW3yM!vVa-&w zH(a@$6kYfare(LF$FkdWK^e>cW!Ys}g9PlXo-)B>3FKPsbRzgMoLC5H!@93saG77m z)7>4#-TI;!)>yFF0+%W}`Pr-5@t}n`TlNS!dg2>(Smww%c%lh9rfwi+>@I)R@L|&1 zp^a-SG*I^4EgEv&0D~jGpnq-|Z2WnaO#06Re5$>0{!?@A<@D=#Hb##-`^#mx%yt6W zLeAm2r@P>;RRgX!`9l(S@8s_5HNnpTUzit5FG7o;7lvq^#MX(ucwpo+5lZhsO(q^L zzIVc#hh1Tb=`FBH66Z(UI)FB#%9vJR34b`MoVP;V$eMg%;~h!-npDc;7kiR*?D_wh zXgfXp&J@4KFD0MC@+>NLO@W%-47|}wHxHZjjHJEjA)b!3r%+4GYHlL4{NKLZK(I+1qAO9hK*usSft!Z zeWza_dWP50PfY~*GpZ@?>3_H{P>FF641?@aC0x@ch4;e4$O?Za>{l#9k85JMe4QJp z99jZ>28v)CuEg7ydlm&WH*iA!J_Tj1avFMngof;Y3LD0bVf;sym%`3A(&H8Q@7+&h z)3JZlxc@8}%@v3A@E>G*jyKAFQbP#7O-l2g;@2iJS zt@U`d(+p=%(M55a+xY5R472cuEMt9|!#eI`p>ACkd5*KtHSH6OFi~Wk+$iQRpU<7P zK!Gls;9&7wbId+|4mR_9AXRuac8faV0#ier+7<|d->ac!krZCMc?eD(Yr?p1t&Cnw zDn5Ilgy*|;d3l_FWZu4f@;dD>7-!CdPV3Y3bdEHeS$Ymyy$pSdoFNWfa22sOdL+vB)MchKR zug5*bK+nD+mWL35`*hj~IQ39%tvK9T^^b1R=m4z&3y{z_M@hv3xN}^ZWXEKa>n)XJ zL;=BMhC7yAWBrWR?vZ&Smsqy(O5C8%g`ILsNX)UzxNlDgvpY!uqSZ6Wp%;13pj`~b zPDfE+PKm45?2cJG6L9UETDUzXii?)NLH&!fQSMw1G3#u#@VRme{X0dWHwy4T3hU5 zX3YFE0+Aq(vA3qM{uot!DEkY~Iw#-*tJmQCA`LDzq%fyqCh_aOYT}-9TR1$-&gfGm zNZl7p{)SIi$j88JFeq`tNu%dM^y&#P?R*XC-glV`W=7{q24dSeT6Qbq8FHgv2^0R)CPNtobi}q9C4C4f+N3^F*{ol zH%xg6lXq9p%ISmfq3;uXDdVBQk@wJ~I0q;61z;q-mqzYQfu}q6W82AFy$>079 zLtZ-Icz_G6?V2EpO&Rbqe=c#czmCrzuff}{%em$!-(z2-EnMEc1!JfGM+&@L@Je$v zS1Y`_fg+g)={JnctFaafQk*eaF$F*9%VEdX+h})nF&ug_&TGm$hjZ7z z#I5oo@(u8%%P4G~ZG%=1M65!FL<^0HWFgOnOfx$esRai2n`b~Cgp)``5?#Ae8KqUp(_8{w6& z4RfkmmzbIa&~IWEWJiD?9DZj4`kw_sU3CLfx%LR`bzKUk>-~w+$7MwK!d*sjQtM44fr6jOl?lOn0L+z#T>6c5ngwEY={lIU7i6P5@b~7Yqf1 zb4liRLZ&HxVRT)Zna}rQ;Q2^bt@aux-uZ$b9KV#EBtCJF(|$vezF(sTVipNt@YfBh z&MT3fsvAjasV7}MPnJGq_hIEiq41dhkiKKjBnqCYq|`DDp5@7rzD!d_<>LSq5g1_p zm`{So=HVbbGmUDR$$^&pbj}ZPb~oUbM@v-CG3xP-ECC6xj5XJtZfV;{ ztaN683G0Zur|M0+rRtfIY!@JZ30%&&W&W&BkaOT;Ig_uUMSET?AXOIntZPDwNa~rw zJ@L(iJ41miT)vY)STuB&&7@(wE-~HL*i2LIL0W1U52uPH*&MAD?7!{DMwhoPUEBy8b)h$<8zX6&A{ zbax!xkoS|f*6AYWwxK5&^h-kQT64IaB?rCrF|;e+iL|vU!q%>F=22t^!wKFs-z`IRZ%y_p_?fZyjq^05|lN)@W2`Td7eNc{o;;H+|y#-#(2dBeOz3eF` z^gEloyIa9I^oo$MhB-{a#coci-Z8pxzkex!KqGKevBz@^{s(JfbR zGamNSad`VjOf#Ix{m%BjmS4FAhwP)#e7*x&IWix6O6KFFiH-Qzb}g`*MzkqXp&tzd zQRwe^4CN$~(eMq3(+a@K*9iZcXUfZb`kH=sn8#1vbsv@==!BlYRJyud5ogLcqhIv} za+$vt{w_$Pt7pA}y>|tAi_{ats-Ug56t1xEP z=iq8aA1pMB!Xr!E;M!1OZGzt{Tv7NdC7h2SZF z_(;k%g|Tkn91PU5uAciMsIA!o%4OpG`RpCmPjmswU-$-tFW7q>Ul}e}9Oek^6~&=N zU(mv1Cjb1YqME$GIsBo7K-_(97EDws(d>b7e9z#siYM;RBS_Wn- z%9He0yTL8I9;N=wr&E=`QiH8&Ah+}TNN7hI=AMh)kP(dHq1xx*lWm#5oxaUq3`mjwCK@&U7U3>{{ z1lh5p!io;ZHUvs0zK73VD5tK+Mn!m6FSsJuWIU159#x` zMPU#|!-OHPTnLYIJDHwuSv9t9AHlJ%3#P~ZVrYc|CXBHBg_l#nW_K5;@7e(>hVD?b zS%)qR1blXE2?TcfVX>nNJZe4#*W#vN^xHtp&y0h0Q@d$C%aC7HZi6#xWYJ(w4M|@d zTszk=pJ`R=DGa8k+iZ|Y%@BDg@f0>F>52l0N*bKaoD#%^5qLL&0RT{+#))1$% zzgW<;o$L__#F2kiD5JX@*F-7eDwWG~*|XW{&ZC5=#X{N8b)tWGAJq;zG_oo&{uUvwJ+DowN?`efdY^ebZz;G!2FM-gqCRXU=!SD2#Eu+;^!_Md z`QsrkjhD_mTd9ZUS;xqw)75Z!qLtU;z;@)ukC87jav)mU03}~`fwui&vf8YH)@Y59 zfCHakp++Kx=-b04hd`_pp-@zsK-Pvd!-2==i9x6q&v@q+2vN&oXPlnwy;BPwd^kbN zV$VTMc>&|R-kUjCt=r}9`7lEZIA*h_gsh7 zPuJIWT*x9#JyW@B+a&SJZ9Q;K+zzFS1c{K~O5R7DN1IpuCOzNf$wEba&^=QL?_(-C z3*=hql8p`I*TdiRWR^bhjh6yX_qpiY=RuP%`@qeGdML>Du#fHGGMAhdfHgq!aioJ;88|D!xs)ZPQrma9};Ei13&$gQTs?1vuK*3MHzcf=kXVS z(D5_mO@AsWcz*^Wez!2eyPS#Mnwj|3@Fvszcq=G9S0pi(r^u2&e_-jVhQ_Mxd=b5Eo8#Dsql1mGRnX8 zCQ*xDGZm+0NTtA4@Nn&?M@`4+vh6ucU6&Xc+la}C@cieR(u z9bQ4^4xU*-5v`gggv$bgvBB~HR-N>NG@Xgsh`6JmKNd)GuFb=uI9p5_nTxM3>|~x~ z37~B33^FYFogPgv0eOQYI8dm9(Je9XRl*-TJtye*uxYTGtBalg1(Aj``Xrd@Qf0E3 z_QFX>4!r|ERqrykxl+t$lMa|MaE4>o(GNn4Mc94=WmKR1pvkIn;MKDXbW&Jpqf-isS;Fgeb=F28EYWSrP)@zT0;^1j= zPAiUXs%v6ej|h-fw}*`L%16*4VS-y0Y$XQgYMGI5&p=<^0s6g`5rHMTWbCvkc`ker zhL^7cX60q(OZz0USN}dFu~})yoS#gk=RVPb=Qt8%wIyE}|pIBKNNW&NV8betsWe z`t^DIt4D9Z+tuUn=HL+L@WhXp|%c&1|lgm-7d`gv{OmSzeU zx*p>8$4kMSJVP^UpsFL$#s?+Q>^_GyDA* zxN}Ly+(p;l?}>F}1Rl{lk5`E#itic2ti4KK^J3Zi=2XmzEr7v%ZCa>lMQ_a+CBqYSkS6j7 zf;B6cEKLdKE{An?-n#^cKQBQcc};$Nm>HTZi-F(rqj2ka8=R0;q`u$OFymhZbHOJN z4-F}xj@=1rxlWFqKPAzgGv1KCIT(Z9va^{>nqVWg1RpM!=gd_%C-tgIxQOMz7?|3S zZ(W;kI{z&Eu--(N#S`G*aS=wsFx3!9$=ua*XLv4dW5k%L#kRQFxZ%DFcj4$8Ty`WAibc*L zUn&(;xO({7L7O{K-~kTVH>siY5Rs{u=O=ZW5uGGQ{B9zTF0t8oS?4b7dsvTR7bk&P z=~Uix{$c!eumg{$>?7Nc8saLoDf~3wlPJqNcE?zcr{2y2*z?35tMupNGqDaV+T2e{ z-pk-3ZAt>AW6)o10M#E%z}VckIF_M-Q)^4;i8ph|!}nqTCU$1+f1SuT zFN26rVGyoz3xd0zfW;?a(iv1i((dIGi-~bac`3n7m@`iN1ci~i2RT<+n}#E=-r`*D z4SH6ypYrBTLF+zUZlMS3IQOd{6Q`FGoLvSpBs*bvWe#-uv#!}6|6$=-S(Glf0FiJF zRQK?}0(U>`+IoxBcrD`eT$KQ4ozFz<{54!zfe)GU)-@v+VY}{?SAya5=4C+r)`tiW&7|?PPO)up2A7Bf5Tze+)hzROC8gQqH?I!gWCTMo(At`NT`PfPA zaO&R^rs~}ed^ zfe!UVx{>uy+?^|j3)&m$>L?4=J#qwEbDcoq#uAwHLj`4jwGyZKvGgv>=09R&3B6L6 zz+=-E+~Hr1JAX!CszomCeG|%2$vsLYMM`7kj;(NTK?bOtx=Qxh&7}j{zj%9_PtsX$ z*g4fwCro;&il0kIV1ngfUl%z7QQ#@wFmLCZ0jzimMRvF#+SFD6R4B zWIk36kabIZ@yE#+42{jMH4wTEDW?P>Dj<;NPOGC%o4-McP6r$`{!H#@NaMysyXfx% z85GMfg1zS#aW5=&V`R=fqLIHNfr_$wIuAQ;ez6M?4AO>x3N9YpE{iL2-*5(IWP*LY z2y^eF5_i$A0g#k?$y;lbjk8i?ariqQ=X|^ZW3wZesiFSdW7TzLukQ&1b6x^g_J4$w zet%%b^O*kW$8lwo3HW6Xk&vn+PO1=)<`9Ic>3k^PEdXZ(#kook?{ij$tH9fB=Lqjb z4tx)5WSrfXqUi1SB*#}Dd2fxtmoEjz>QZ=cc?2f4KH~gWc!kWa`Abx6U$K3Y4R9{S z63q4ml0BKLKyEkNC;B-EiGFst7n_LekNaRTbqIuoD#;CYUb1}ZYW!`umgbG#uN^wd z2Y$$27(Hr4)}@}a_|L%@+B`>?d4;!-dsU0`thUgiNdE+==LV3u1A6c%@h}-S(#P+= zOxQ5sVvwxtBW7%NDRHp_ZaBr>b2n_k^LNtR%v`8nQQJg8Z3n24|+e0(H*-&Z=`P^C)2lxBRsxgyu=X(nuRp?#j-*c9znK zOh=Xxl1n|FNHCwo{Yg>44k!&c09_jG^o+?X8n}s&+mmC#y9;{mU!|LDR)V6~EV!+-i+Gq;QH7Ex^lx_%WZ!ONWF*hh?R!7ePP{Xq zUNbktpye`Hs4WJIs!fQo(FAReu!qm_cc~~f<~(}6pC`td5B)cuG1gW0n7{2V@SnF5 zXjt?zo^cD|-A@DRtE2;e7CyA_h`+?_Vf&SL?kO;pFLtnemr!`l*Co-1w4lrDHf{SZ z$J8o3=L~ndlA4c#L|~yBBYRdEz6NgqfqxlvZ1QXdp00zu>fh8~U5-R5XhXjD4!ZW8 zAUx1jqDhg_%nJ5oY3?KjNk{zYFAZ^0dQ%ZZXGBxgR}x?*6$bmST&EE)5_z8t`~Ve2 ziQyIw>8UayS5Bq!u+0rtugI(I(9wd|nsHQw<)l?n*=`R*W2dau5^` zM8eMKm$gq49f-h(H#G~^bTKN&?MUNKQKEC)AKr-$FsEJZ$de_JBx&6gax6m^{!1`t zGf#%F^RfWkceA6n4vq49->UG`3U|Vul}P=JmC4l@4)`xGVzzN+@&r#Cktd7J(2OhF zV9RlLdc;hCK#3bqP0NgYjQP&Y^f9U}J>&#xUGEtEfmLM1hKqF4MnlHi&zY3!Z3g)t z_M~VE%QkV{OgsZ`(cjq~q~}ct+}lPOq1Xi8o3P#R8XB1^-*w3*B13MrU#Dx{OM&ZG zKTeFbBow@!0q}uCuJ6v|^f}})Mvl8c>4PHC%qZa1sffYE6)o~_sGV9!M$mv|Ru-aa zdzt4;GMJL)dvueFFlh+=M>jYugngUZ=mAd&_V>n*jNfo4B{r9syrK29bn{PoQc#!( zWLHw7b1C%G6H8LpXG&fq?}OoMejq-2fLx6iB9SIjNz`W%f+;UJpyt5%mt|6yVL8UB zPls7BSp?YdE6`Ok5NMr3E4}r|#c!XPz(6UoLO&Yh^39;|@Gf{&O$y5D zm?0ixv3L6{l28x}Z<2yYv-f>Yh5cQ+*zPqaxlM*F4KOEvCmfi?rvK=NqblT}+gqN8 zoCIWERRs6k5x5Z14zAx0a_xJ7O1i0Iz5hj6X{gAZ@vaBD*NH+k6~>$zGdLV#jZ}J+ z5;_D1Djcd6o}esH_B2*12kfNx2qc=726 z$hmVI#N980+@eM*&T>6w?umhcm5ZTk+6B_t(M%ba*+fEakZ0N-K$g6|!aFN_3v(^6 za{fEDf-IY(f#We#p=GlHidT9N9cDV#*k%GwshG)l@!1~3a z+*Jl^P_FYI{J3QT6$ipO4;88zA4hdmI8?&OC!Qh&Cr;oBEy9?rlEhPsXQ6xYcbLZ) zp(Jm?|eETXD%kCa&tF`wO^QoCKAWV!hr zvU!w}ZxTH6tt|^zIcVX?M|U`4ISXI7n8DjOyU4pQ_Apcy!208h2;U}`Q8%B3+39lu zhqQ3iSPtF)Yb6!=Q7}+f2XPOT=&qczu=+?QwmFZ%K(7!vaxoTej_t&^3F{%{?k3n} z6Nk;iIlO-TL0G@L5fyv4f%xA8IJ9~()4yAko4MEv-+Vm-B98WGp5y|bc4-pp52?6k zEm2&!bS&s+ z$1+X7G$Feu1Rd&6ky9_~fxku&<$8V4<%TfRkkcBl@_}{4fal$YRd-leKrM!+b` zp?fqsd!sh?l zHb)V=SX*56OC5vPu0^q)A}DE$M#El7xMY0~&iE(c-oAH4LxA<;4d0>x*PYPqYb>X! z>k4>UOy~cS&xE=og5cIgodo4HuOw29Zhsu=`j`oWUD!@9&t@E1i4 zqeenF3JAO5r;UAR>LAA)ub80wHw@4xS>k-x6La{5JDhn^4;1?l-e}8z}ZHr&?w}Yc?D!Z4-$9G?pNdDxz za995&UB31YIIp?_iFMa8Xt^qve%Ob9HYTF&GD%$7I1?v%$?<(Z^uvs~Q@MJ}4?~y= z;G~lsjKuFcoUy+Ygzxphj^Yj&Ywt&u@Z0QXuMPcIbdU?gj(hwO!4kRa#Qus7iiDg- zs|N@0)|xg{ohpLn=aNuCeFcoi z&)w$@o?51$VpB@r=8H2{V~hB;{1m2XSc#Dcvj>+;DyX|tm1i7t9oB^>bE1EikRpR3 zj?HOXSWNdZJP;^Ue^367eByw-BEhr2EgzZVTg>ZuZ>t+39FnO z$(uPTI5&I-E?rs%ufjLs+TX8P%A+7~Qm&$D$`y!OSOnsQT(tGP!C2MG6NA=xT&UX) zlCv9`gjz+Mm^2Obmu+P(DQt!MP%F5U*aOBdU-J0guhI9f9^P1=f?o80j!Ot9V?Ds~*k6sDz{V zrsp7O(Tb*YatsRJ@5e^FR$k{<2Db!0#L|!(m~5wx6|cNFdUmU@*?s|T&_0U~RG;F0 z=~ra#wgz}k8ktFh$w;?9$J79IJbXZoKewe1PIPud#vBFS_}Osk9d`-;egBKT;nn1N zfD@i20hGzFma8zYB6#9NaMeQBrebRcQt1d&#sSwb3^nz4i1T7S}578lO7;o>FwdGUK z@JgeSKzLF+D(s%X7tYI&I}iaI?j+!LxdHm~HAB}u*TnZR()@(ApHXD^CkTCNe~S`WpUZ8sq?OXYrwbu{AQ#%sDWPU05`C8ou;b<{e9kRndbZqQ zJ7KI}_)HT==jK6LyLmOS>uw}v{&F1M(`@EDCkI9MYh$sl0BKzNl}WE3f(4_6a7Zo= zPEW+(in1g09#0vpDodz++yY3S8A6i-cVhUnIYfR=0d8HQk0&k+aQ>*@fU~jvcrSD| zT3$cSs22CYp$)h3qn9VScvzT!+drQ^+98L}{*@so?I}tfn}x-lZ!!I+C&}?cf~ERs zxIvhPOk0I_^H1QCr@fdqGY3bGXkyb2Eq-skH;$PW<1?G(_+oDztcnxnzbLQAuV*)) zOo|@7dYVY?X8ytz#|PoJS_CMkcT(#pNpgWF%U?I&m1AB~49)Ly@y+YIw8^9t_Wx7^ zx%w*JY3F9fVN`@Wnw(fG+_9D@`b9D2e#V>ulEhng@EBOvs`EFLvwc@tWB5_@ogUwj zj_v=plX@l&gr2`+QiT&SxOo$ZF4TZSLlV%qE`#y*&BV!auTgT+7o z-S^RgNVn&pLCstoj=R8-ftmd1_`7JHZ-si{@sRQ-5k}|5(#(Y{8-2kO6e=wRiEIOm z8t8zXp*x_&C!3vpWZ{p1BI4?5N~_fs_|K~T<6FJ@3ipeTGMDyOz{#oh{m!s82A-?y#~bK&4zd|FbC>sqTYK}r-hUaIG1Uy#Qm z7Xmmcn+5p4Tn11oD~-5bcZWHwJElEJ1@CUTkN@ILupm={|0i@W6r@E!P{}yG9hl3R zeoPZDv7F*bvsZInyzA(j8}2xk7lVo0?$NyUuYmCggu^X@_#<#J#AK|&G42uiv+O0v zgdfA5zdOi$olJCjkP0)0Lvinwa}YafMSLrz_yaDoxWiB#w}$(@Ls&=BPnFFDHMTzJGEMhjLTU<<((w z$w!thSDt~oJ(qz#mk|V7JG&1fT6ME4X%I3YK?VoC}|Il(0VXy!r-B)4! zb#HjpVu%_^Lj2hMt+@BIGieaN!9?A;jrtW!7?(0nR8h%;cwI263%b|GNM|=)PHz4ZT;pBA40pK zMy(L1a_!MttrtQjA!O8+!~8=CA68_6tx6mW?(3y>{bKwb^*VTm`wo`rKV*Gh!Vu8E zmCn+9hUeMG=zlwnYfSFo9ohFFb>9;Mj@iKdSYf=W-AQ~qO~|U7>1?;~0y977CHwkM zX9nc=Vg{!kW;B`O!8^IYnIDFF8MEj|yGe{jOBAN8tHM3A-_xyi61Zpu>k~BMV^>Zx z%oq*BLto0-yVfu8@V^W@ht6Qr2Srew77p8I$&swh`!VcrG)7*J20^V)IREEz;@Yy4 z9IehH#^fx=OJxI5jo53URb>NPSr77b??)W^pFU(Atf4>FPNTod-%){hZjI|;4fEJ) zA(=5vlFYf9ON;_l$~|CX+Y{tg zo)@U@+Q3^q7C-|XI3#%e1U2_t3vxbP@Xgs9=4`fv73n36K~5S-_{}5_oevZ7utBma zzMiR!?_{HCvZj^+H#*>;SWtSP4}9ZqmYhvt%^)&}w>$&dai)#SJdFQ{FsD@mdrU7-43j?!^F zPkC~hkji%OQk2z6yyFXA_!B+YzYmyBMRhRGFyqGd`Vkf5yPWofJVtIHfus$#Fe$1_ z$Q21AGH}M7vGse#oQa%C+N;$$+nke$^LfHFKR8N;)RaiEOeHyV$r!S|o^g1d*|iym z?V-j#xHJyGw-1s=+NeHiK`a z0m@zl5HfI-(QGcRZ5+8o4vEZQJ{K*d8Jbg3n*}LsstlvI6Ka_V|7)bj|2KV{dxCaa zZ6!aqvJTQq#v(so(LrmeyNjo%S@(FV)c?L#XMpc26U2kB%OJXfkF9Z+J9>kRd(1yJaqPv zT^Fs%CW|PNR`QmyBF50aZWfuk@)Hx=6-9m>5Czk<$4Jh_dfx9v4y@m{g5K%6O|(9$ zlB6K^&MLl-M25F>{svovj)4^2et#22ere&T?U(@0K4Yq+kivcD{h9PcrQtp;1@7_f zI^6s96{Nr_h_q)b;@8e(EC^1;OM7O*feQoV1n(ZTOG@D$H)$ZVFdV8iY^m60PkKZ1 zF1Z$C$$c=K4~fQ(%=;VlYFMD=E2%Xl1vf zufzyZmAem9O4l)s7T+zrnvZj94%%S$(iYMftcPXa*jb_CN0=+DPg1N`nwjf1PytRH zV>&;PJGlHPIX!BMI%+2v%hDKvjbp^OQID8<_Y;X&N6@$^Mt00CB^6h6!EyC-vinyu z(VU?JL6SVK`tSs?&X2=44nN5j*%x3DuoXTm^ny2f{p7*o9-{U87pcDUiE-_7fjzQb zq#@lB-fd8zE>reG-G5PJn0=m3g?%N*WYo#(fcxZPjXkzs3BWl9i6kogBr|n?EU_Nk z!WA-UCo{`ub7L;fBVt$u*m|5%zH)>+Dk#mJutl*Kn21ExDr8jfi~ycj9ZLN4B%?y7-{SWXkJWVqd+4miR<)zxHZy zO@kHaN8dsE%4-_0^2tTs^KMzL^$t5?H%|iXwu$4=k_IBMeku2O-+S`(>q7F5-P^By zlS^(XJF;xbDtvsXg^^)$7G{BZc>sn1Y#8FvH^}kzmgWae~n##&LwqIGe%Eu@L5WUl-<@H0>a! z)qG~z^=VwUq!{uiO`U5n*$b`XZxS7=dJ++Ojpz(%GeM5B+`RV{^r^!%PKWeCR4_S6 zQfD}m*?aW3WA~Pjkd_HrmS)V=UBl+i^tHGh-;Yr@>D^qu>wI!BzXshF$rB~%OJu4} z2l;vOIH7I%Bseb&=BG!HL1%kz;Er9O_%RI{!xwVr#VByM3O*&#e_7_#f?dpx(Fc^* zB107&CAnh?v$)^ovmn4RgHcfs;x3x{fIjUz08ahE+>ANqR;rmoty*`#JyZ#rooTLuw*H)w4w;{$(w-8MC@8@QFYj9_@q>#zySWi7W zS9^0u9!wUCGsR!!al3sx>wVPct~#90yH>Iaj>=!eR|5YL>1tz~Z*c+)g}m_R|Ct4T zM{us%SCD)=4}S+GU_*2^5$wN&I)2As^~qpd8n1}cqxJCY4JH2NQ>Ns3L>K6L^g(_2 zPP}>22TLpxnR(+j^mxpClIs5)UY*}bVjdg@>E;i-PvKKJ#@j{t@;Q!Ni2$Tk3Lcnw zZ4G|;ZG+ePYC!($RJ^9S2gOIdG0o&YxM*AfpOhTP(~4!YD>?XWjS#uhxC_-+{e=e$ zF98%yom>g@WW0)<+~> z3e&pQW7okCWb)qsh@Wv8MzSu!4;tB!aA*;j-#yGYp8mko=xZgKSr3UfKbj2PE(G~K zrP#naH^+*{Ide|(c)^Lv7?9@*SIzpU?wStFo*B#2t~(9PgGp?smi6DfScqMUMM%<2 zxxN!KQ8_0CyWey{uAwwO$?n2G$wuDK5ailsq)2Ts66~{3{CkYg6u7Hb2D1_Nslk}LSd{GT; zQlGvGw@jadRx=Xu8n(jMeS2U_z)Vg-Xcn3EcnTicRtp;yRmq6D5zH#cs-Y!PNL)?X zIj26q($F8(Pzh=>L~zOjHX930WFY+?cn6Fy+b4P8lU{lJGL7wQO}4}Pf3}dXp4T8h zwG1W2x}nOqnm6=?<B199u2zQA^?^HVtTE^p_0QEn2}O{)DZn=&0c4xtotX$X{{|tuD^>Um?wZOC2k@flk zByMHdUDFOybw-W6xq6m}ACrRCt0&3RITRkmhY<6CC>Xa=g}s-&>4wx7*qix`Uca^z z_`R3lkBKYnm>v&juMaZgr*mitM}vG{tHkBK|~JH#JYN`+F__|7u0S21HTg3 z{fg&CvcPiz(&cCn1_%mVCMqX+ied#Ie@Dfs-v8U+p>g{wC%F`JBK zXn|cQwC{RH$!0nHm##-@@2i53@;^AHFT)faE`zG2^NEK=4bS`OBR1Q5lPd6cFqZRA zld4x{puTt=DzMJwAM28MVf!Uv-#$s4dgCOh8;3EgIj&g3=KuND(#*~Q2b8pX4xjgS zfnVfOTG5$70t>&uX8V0$>azw4S7m_BUJqP#%!hTjE}?U;onV4qet=fv|50=%el@jS z7_KN(LPgS`fd)g0G@ZS+N%OlmmqU{Ss8)F#d(A%Mg~z_w*PceDr#0Ygt1h+3=EATkgCEObn+{s{wz?M~hNQ_w)If zU(8~?8+cDQ7tULZ<9oUzXyuG7JjgRiww#y(x9{AiuLa&^3Vu>_a8xml)6Kw2l_ku| zVKS&xdYd_xxC;ApesTX@btCGnKZ%{c$ALynFXL2p1G@*3nEjjQA`9y!SIp4)^n1?zC@%yD3l&R8!7bbBSEwg|^yVjF;UnFETOValv zkMR7cLUj1tg2O!b(GH7^U|#(R|6FN=2~SG6uv@QiUhE9A**=;KJ>0P6-932U9!kgE zzJkr&DD0P>M^2rm$UokcZJ0b6-CA;Sdy=1EP5%k}=i>>DH_n6HtZ0yz>0}gq%uz>_ z3z^3)s5Lzeyp}{VN(QxpHA-D@&AW-w=JL_l`Z)XSax9MUk>r6L`#?V|h zTQd8;Vj4Tg>lFG-{{hWmKT!MgL4MDp3~`lKLdmb$7U}lhFuUm%tiE#{$`0}OjkyBW z>tHJ9dRLjb@SM+(_>N?}%azz&W=R%74Oby%VnuEB)6}2vuQZ$cHDesPu4~5%{~R*gb)2p(J_=>rIBt1*3VS2d5cRrK z(8x*}L%pQg^bhLniJ6`7RV^Iv>KTLoo(2p#`~fHJJS!-ONkHSHuAuhZ3>5xc=0Zky zK;6+7jD7W0?6#=GMHgad_h1IL1uL^>)sM12uj`V+Co{gkP=cwyRPp4NdK8z>!ljqm zKqKfh@AwRXGqMxe0@j^;F8NR`edn&qi=e?Qmi>4AE{xA8z|UQUtb>|E6JdeuV^Ekhnq7>S;P^&Ap0#;`s*N&erDZTlYs+BN>0@x& zVm?vqecp^W*lMV714(j>JPQXn;A6072pO<~ca*nu6YY-mj+_6?5&pR&VHTk{DyO-unN6{qETX}|Cp_mJjuVUfxnpG$hIFD)hHk$4JP(kj7VHkCa zLy03RVOm@;8~*Y;XaBVv{N*RpaoJvIWqZkxqZ+=Yn&0 zA2i5@GtDy?xEG?pYNu?)p}5x&oVfuaPo75UpVvW!p2L3o4%p}2!fgFg1o0EMgO$+} zRxkZ2T#(Pi&nAjwReK9Re^z6XFE!wsl_Glc7+9}q;<(XDj%;?AlFPP9c*)3x?k6Cp z?q7l4XOi*989RFUa}TF=QIc-I=%&>k_rU6M7QK&Mi3(>IP*uoLMolS-(>Odvbi7H5 zx)+V6R^|kAzh^vMI`kg<-Ty-9wG!^-yYZmF=ja?4YO(uY9;FyQ-`x^?2Nds56a|d6 zVq1T=aB*kl=x4qr(W3&iy!{&8tn^5s{Vv~ATuf>bcNp=%WANd?N7OaX#;yLHWO{ii z=G#sY$tSDO)2D^pz0ESLN$+BK94F-Fq{~so%MNbpkw*OGp97ky}UqOG@o zbK172C`)q|ckg@+-|-#bGHvb~0mULIt8 zCn|%?=6G}$E5g${JZH+om4e!2z+z)QPN^!SSUwLU@jU_Uj_P2oM;{(~Z;dUy2L}YHd(`*ZCTK0 z_7~%YXK>Zj2&(rl1)H_QX~MpFeD_k1l;cY=^!hJ46WmT=E-_%c?HUt5d6>v^>3B#P zNFm+lPnc-F8{(O7f^rpm=#?N7cP{03U*9f+ZDk6030sL~&xZ~RJsLW5m0oVkr>UP0 z(;A1FG_&tIb+s?UosDa0PuDow{52HQ6F<}bbZ?3}b_X>-5Vy`}5-Qvl7d<`liR%mw zqh;<>EcEByXX^AcL~^o&-1)9fj9!qAzbdccsbx=aTn!`K{O_}1OXyQr++~e7W_;sD zpIC*HtkZy7a8a;$uo3Na=aO&t2+`gi-ifWi=S}>7V)34TICZ8SV>9kI-YKZ$ZdxVK zvHd038J~(LtV%Gy>N*;y{1J#r8_~I_Z`eHU6!);njU*qAgwGBhY)Er$lj7Y_uUfFa)_Z=k&&s|JYRFY-LaD55IL(`UgPM;=q5PDSljkCX<411_k1p3Z(0m& zyY(48{XPgyl&mT3L=5c|#(}}YhjgQq;ya7!f@6_QAeh)|{@gZ-dwXAoHNPB=uKk;s z9O+YBoUa#d;Jne|b1ijkjiDdjO&}Bcm>a)|XY!nI;XeI4A~?<(fL-D;h<(lHXtJV( zSr&c5V-Lq;pd#P({n~}&#=c@E-haw%U3&l;#v8+>Jf1ImCk!OU&cXK2i2J<{q3sH1 zGR;teKg=-JIerGK;Ack4>je}u$Cit@F&>=U7oc9vSM+s14OUqtbS&eauk8P$fNdaI`Go6FmY{n*9NZgN$zF2%4Qu*G((1l`+>q{0`HPN0 zm(iKhR%f0&dQ6UeH~2`na?)kaWZ)2;d2LUtW}l;3{0>vD{Dei{J{MMPPbVkjxjqEyT3#q*Cujq0;rq?2AXf7^T|^B};B{2fIEAyG0-Hp<6q=+J&Zv zoMmbEXIGH^ph9O2Q<%ybew4aLigk6W;>@>Qz#D54@q}FlV-#LWQOrI_?GFLy-^;bw zZH6k>26X8jV5V-G#qIDg1g3r}ef@eFV?qr{k*2Y8YlE@q>;bN6#&mY=RbLGGJ(afV z&V!}XbA@FWBk6o{1Xu-la+&&pf<#4o(!Z_7@3aPJ$DeD=@m}6j-=oR2$82D2qs`#k zqb+c>vII5LZlYe^1!UGJvagNIxwM*6Y$z#Xbgf*7m%_vN@i(CC+9ovj$^q#&@8S78 zUP=DQ5A1&!LrPdOdRT9UPjotat8pXypJe(?c%Qgj^;$W)V5qL?VTek)zMR)sV8yvEzm1+@OJONG?M8UJb|4W12lQ`Ax?AZcMQ%c#-7^?a92qxo-*Ifdvl#R57$nMoIi!wP-{lJ zOpIv5ohmSp_{&u8pGB72o?+P7O~Q8%dHz zNc~DDuVISR^PdkVz4kRO%pRbu`R!zKM-q zD@vF=OOW{dJxWaKWcv3T!R{x9T&(tOESb9iAMYx%Xbf8}7)Z^*!N6P0%aq4(w8(?; zeC{S3TTqF5+FGJb23jqZn2H;6lW_QP9hk?@xwy2Y=r}2fc2&mU`=;HvZumG_ zybm$N#hDJ>^dXENhmCv3kz7m|r8n8&%~A1ir_GhxO@O(3BNs;b-J!zN{rEv{3ZO9RG5Ht>!>PFH0?NEg$9EkOSkOC>jXJgxT4A(E+jxd3 zwImoLf7XM8og(6yo29X_M2gqf(#q{s%;@E9l>$lBlfWFs4iJJBVfh=H6d}FMipPz32;>U(*98 zK35_LctNY1LMf@$A65Khcz(cjj2@JxCzJlrx#k)w$w-E;-y?DE7@pt1Mu!~FizqRq zvh0cKC{bmzJjQ!$hm1HrOY!CgR8u#@JtLS&0EL!;FsetlNQd>xKp_A zKS$U;Y=CK7`U?Jx;28!^;i!6;AZ7J5(g+TK&V&kP|H&$}8*K+_M>fKSggQKI-V0Y& zg<{;V@$CM|8W7wc2UndnDE#$e;ha~gV1NBHUioZJr>o^?heQIM9;S>N4(+9Z-WBkt zO$S1A_cDDpv2cy|TWGi4#9LiU;Q5cSu<3XgH^U(bb3=k)>3)5-C1f&AY#hT%tscp? zhTfo-uR)lbq5=1oPvZOsrm?SM<={r+S~lXtN#PXDQ0@|+uh}52!+u<@gT5@EO;`+U z!NnQ$pGOlWkE=ottvEqwY$>TW?PZt!aD&Lke4IL44`hwC=)lkMr0bHx*zWy~zHhpj zy*}=c^H+n}_n;E$Cx^qs0z=m6i7j4K*AiOeEDYGb8=tp_Lf#o=&cW;y$ci;G-?L7m zWXf;Guc90$UEhYXCL19Bd;?rs#zB3u8XIu2fVm(16#jWC;Pbol=-wf5e$JdiQ+B41 z)0i#Lz4IgEy1tBkcI*{*V_}}f)NQkoJ5>VT>=U4>QV82*LQy%7iVI5@z@s)-R>3Ho=l}h~ zJEmi}TVEexPsC`PJ1dR*e#nc7+aE}tAEx5QpS@t8xP_KDN6^loAc7I>nnjrX+X zL!L$`g^KgNky8N_<7SDEyOJ1B{bQ`-FfW`Jox!}+>f@3g`qRTr;Y_JlI%M=Nq+w}^ z@WAag{L9$Gr9LQ!;)5o5vT`FMS=WJ5nv(1y*|Yo{>kXbQl7!ZMd3`lDa6k{nZ21LWG{?{_s}__!X$8J+7r<+m zU0Jf&B5a)`4fLymHYvP@+NbScta2Oo@45*UKbEqdYyze@m%*pl0N5c@gwq~;g}}g> z?A6%YP&};=wD%};`Y}I+IpUs&Pl3vBW-n31n^5&sblxX4*a1Gj0Krm^LR9 zRt_sfliDE0;O7_Nmb7kqqrZdQ(prqAQ7dSA=PN7|QzWyDAJ-`o`9q zromoR(=4SJwHKt_VL?&NJ-G8#J`K(5!jC8XP_)K`8z$33A&bU}y!=n&tRz*@-=`~R zx3MzS{?4>G?Nv|xAu<%941Gb{?}x;T&pYbd5FSRa zixz>KfCN1}A69m03Oc+GqN$yVl$@T4awaLbuKG6pwj4>hahYVd=`tKR{1{G!pP&Vo z%9+!j*OI2A6RmeSMDJGSQ$TGeSC`Jatd*E<3Aelmgk*L`ij@` z^tiPHw-}8xilQ%9eqrd@{d7@HhwrtI|9_`RB)Ke^8FILduLSkj)N>c_F29d$-nVdj z-aAfoTgb%=ufM0CCk47;z^D3^gudmunAZ+bN0WPVUABP=VKjR^$BM_jpI3 z07v+_gS)HadUdjAwKqfg+x%*W{UsTp%EbFo{R$p77bI#fK1*2?AK zxZ)13q~SU`HA++Fnb#QAb^)slzK~*$DjD`m;`-~6kgQ|`lP55cu&S7xgITh2{{R!} zhl#$$&&S(A3n=L1EC}eCLCx2%z>P0acrag!en^GE)sW&>7fKV3 zwc;g(^R#=CA2)H}4C7LjPk|er(5FvMc;xwMGq-QYYn=W`bJ|KXEqhN#2Jq2K;%JeO7p zgIv|Q%=KXcui=}SktKUE_ct-W_56_W*@w2v_-y?&HFQ+81Ver<=)XY?#~LibpM6H) zyZSmeX{|A+PR-!DA5MlG-J4vJu|IRRMG5m;FL7QrCLsH61y~kZavFPEg%h93V#mq7 z_|t{w_-(IeB6vr-2Jd?)7rf*%k|#LJ`(wGZjr?3ALJ~e7a0aI@Cm1o)d1cj-%J|Su z0jKSl14#|?%E2`Yi8s& z9YB{r3+%XRC~%mxgz0yE!#iT7xU7+ZFw%Dg=g|6IkaIK;^OYy?vz8@j7;~73-pZfR z)u(bg$35|=jUHMq{ajYQPgB@r?1xh#wt_}zAbR-lu9#3(Cw zNdGq+oYo`vna`vy>P%qldTb$XEXP!v^A4$rshn|8DQ8*mj&q!44hAP(knP)x|0RYo zPj$X?|Gniic52pN2sOO8T^>g2d4tCFf5MIVlOXN>W^_u_2Zyai zoTX#7#k12>nCDHiQA{d<@i$(MWIG-*zXS+FUu_4o96d;SuZ5xW18~{NKn$Aqm~lDc z%kNHnxUq%VTvBl@H>9r%Wn!}Ekf+8x-95aIr)TjD^Ot+L))8c{iwqvS7G=9hdZh|NMuvFuPS%pybv2|*$?o$9~>2p*dwqA!Ziyn>W_tw;aY|cD~cY@ z@+J3u()8-0I+L-yPIy__5%tZ?@!;4{W>GiCB+AutUR_o!U0X#d@5W*F)Q^HA!Eb4s z(iTRQKkJq)Y)5+5P8Qi)u-nrOi_gr!{`nthA&sE=kw>v3aRFoE=z=t>7~jpWqr}ap zgsNvPM9kQa_&qKGZ|do>jS>BVu%IS{V_Uf+Vw!@+(P{MHxfgn_Xr_`sb>x1r3-1|8 z37W4RrqIu-=A)-)Vo2g|Mz!-XX&KxhoBTO~aRK8+&RuzQF+vQ#e7k0`LP8+waZxeX zIT8dX=B+``^k7^T+s%9#+)g8Iw80UB4d_2XK@{9|9`AZy<{9T|sG0o@d4vr5hV9`q zy1RJixhZ6;`k@u?1KDsLX!dAbp?k6z_G(07Otu!@xMhZt>DNj2lmez69gSl;kHart z9dyyXh8r(LQA7N0_+u48F5-*m)Z^P&;V{U}9gr0D=1GV)&)&ey9SBD$-iI>vX{%5} zYo2H@x`lCk+JJMcct>8ZGl{y?`184l+=2_C?%029;k;@ZF>MW#d371pmr95fcNmEt z+60pFK6^4>(m@-_op1!7q3Sk`$8zsk_+VK%Im(Zw16AtO5qFkZ_wqCsm{3kk(rNCF zP9i-%YY*>!r$H3&n_)j4XZ~~XzGyl`MRUGygiH(z^+8vdc$!XhSN; zKD#BnJ#-VcZiwVk+8=TEYC7P7r|<}WvsGVlWLmU33f6ug=L5=Sa&;kUBg zbW7|ozWGoo$W@<&@m5!HQ?@77Jg!BxbEWu_@0c8DKSrK5G0cdWe9t+4I|W>f5EKO6 zg8j@zvNHIN+o#*2im4$E{R2F?rh)T&vk=wSJfRiS%F*#z6`nk!hJTjF3uCl@3T3qF zP-wZI-Lm30m!CFDv`R%!G*tsphi7_wKa>>swM@mYvm(e&#*&UX%oJR8eM@qW&f&i& z@}lR5jIj5{VRAJM2gip?VP~E!F)?+ZF7bm>#KkeUekLhd>>(X#fv9WIV=i9)JSDhh zaML!c;Kre0v`3<$T`Ggd<_2IpW2}USwfs~)8*_2)5SzYG@ zVy69umE0WmhK3Q0T%r%|_senR^_`U6Fo(`l{Sffx1 zzd{;F=G#vg`?4BmFR~Vd?cXK1+Y!$mw;D!8oq8bL7DQ@4rcmJt8@gLG9+oCV!15Az zFq`oJ6V98kXZp{yeP6X*uLW|qE` zWcR!*gE!;jP+T*atv>M?8gznb!oP2jpdO9hj3T`&^E z$F`w4B+h#aXI7qJC;RolZ>19UaO+~UNzE?v2`J+1Towy%raXlFRWXnll?g@JR%~&W zKD$ydf==WGv$GZlv#k%(*-1`|*ncNBgWZmE@VPidXcv4Q-mYWVR;H7?SJA@B%?f6Z z#mlnMgVo?t-ic3C8o^feS6SNd*=*bWiR`fv3yAIL!Z&aD*#tVWBh-~xv;PKRC`bde zYt^CUWiuyfdztPkyktxRZ!-oy!`bYQ9$cPRFX;6d!0!2}AopK1rrF7}vFGN2yg>na zwH*d2w-l)F7l+wurtI@yiTwHbHZDjEhwm{bkm*i^AN%{E%)WqarF(R4@dQ?CgEkwo z_oy5b`219bb+c&)ANetGFX0ogYO!3oAP9%;ZNPxr&ahf9 z1AcD10H$%qm=@B>h%*Lk(EGjcndh?~UT_R+Rejk9{O(}Hom{#fe;x)CMzX5B>uKuH z8JH1MDEPLwk+DHHD2jAo!_qHW$ji^cmEtn&;n0n6cl<|)KNlqsSvd(l9Z3f>e$O)R z`f}FzkQIA+J-|4gdsm`w$o^+Dnls+F7-S=J+4q8OMkiXD>N6!kf4~aXPrHC4UYWD1 z_EVrGPZ#f;Hf8&K2hg=XjC-Y!jt5I4I5UGLtRApsjdZuN*=@(TSL;sV0+%Aplp4** zY>#8?Yc)t}c@`D-uV(9$&Z5k=byU06g?xHM+(Ex?Jez+CW43rw>m$MyAARW9_B7ns z--Krb36wVeB}Dm_(|?Q@4V~Uhqw5agr;5AiH(5sXa=#4O_%QVQ3(vFKKZJ!A`lNp+ z3eFv^<34)wjIrOR@cFn=Y+bg1F7p}X`Ov`LKZW_S_i~soAEQ>Uso#%C&}IX zu6S(;Ho5{y+*ac{pZefV{}}RJ(#SoL0Q~SbkF!~0h-)2QVMI+H{hs&{8XkDjus=Jf zu>K;JJ*~v7*pZ?iE*W$@Q=$uTGLsJx)?%SgI;?&|V^wW1Zjk_H}!N&K6{)1PU>+RD-IU28_UA`X| zn(g8O`byDiZ79Cay@z4z8%nb(morT({1_e6n>cl&E$96uh48}ajp=k3i$}Zi@t?8XbpjSXQ zr>0TNTMJSEZCb&1B?AvgkjB;BBtPvL$;n-08V`@9u*Vz0m3K5BZoNPsE?>b%5pPJz z$P6UDT!TY40unc=g%#g}xzMRQ2tF(z(d#knsbMd1(cWyVnLVGmxsOzJq@oS z?AgnMdbCnIj9WkRE`&^vfU=j-aJ6RxPJFNhWuI}NFR#Jfa@1jWF}mzQE|kR5|8RaW zMbMw{mhnrP$SQOWfWO%!HZkH1b0BvTG~|d;f*+q7aQ0)e)!)H?9SrL`f0*z=z$tg2!;mTgwG}YAZt|) zj$Iaoztn=kYq}&`n%)Q75=_`ykuagBF3Dtg#r6Pq)QV5NwZ%>0@{PoSS z?|B9r{y3IYPr}+KK4dLbL>C_P~Pie|p5W9%aa__tk z2e02|9K6RMmCa_a``ba(87{v=_0SqLReS%*g)U%{3@Gq&7+D<%G!g()jeGNV){ za<9+p;SL2~;UM43El!T1i)8N23~MO{b(bBb zygR4i?bXxltm=PI#xtf(R2Jj2W7kPtAxEs`+XE@=gMHHYqgn$@rcJ?9ddujeVH^|%jby`a?523}@ldca6+W!5 z=C-eW2$J(d;MRZ6(6ZxGLr6+W9f=&_mZthV7|Rz;B%`vc?_IAZ0s zB{WuPFC-sT!1mOy=y&S}+}b;tjqcEdxtngnH1lPgZH@~kF>8i!R_&>>6<_!~X7e31 zPTfXt=j>x^qO&mISuDIW(qR>1l5ux`4QjhyVI!2+ha1E!8Y7!KibP_+ft^mEw-fVoa4Cbp#vq9se>EQPzc=K+m@N(50c5cJ~vuJD} zV`9<*o2;)=c}XiXbmB4;7;2)~l(kSNBf++pB%*EeN(kC{o$(Z1MSD>vYyw}{e?gyp z9uW;QbecK0lf^<^n;iBGBgszv=uJskVrE}{KxcKiQwGYz4i(IKF|zNW1^tK zXBqeHERxl&u`t8&7855{2jU@SobihlpuaB}<1LrbviEl(-E=2@&Li=>IN)qHaXM z=io88<#YgeG+ATWiy(@XXF*?0f_;5Qi>5bEWo=DHL(TcctW>udeVVQZy0!TjYW5xU zvr5r=)L4p4Rbs!w5ciHVA@~(k))_Y+KM!u^clhq?i#I*EMDLK`?hQ2@nb?Mb^DOZl zyA`P4g7<2EV;1ha42$3f#BHsCRja-Wd?Ga2`6+7H($>p;+AoJ?Yc^A)!F@r}#LFH+i3~ynKGoXz87B=L_l|d ziAa0=QhKMnfd(#4)PkAp;!u1sP6eMw%Q@XhA zD_!Bz8VR^*sLrYu^z#|&L(nwLluP?$jG>jsIF-gvJOeHaI;N?^2y;(zI3&ZI4=W)> zBMnMe`xNlkTP|&S6jUaKQ;<{>JX#`8F)vtL-!+b1bY2Xa z4`SMW+@6i*f`Wh-IBC;J`o{aRx92o4U;fFm&ra3|`cqUXV$==TlNg5S)7qGRTT^(i zw1gt{ZbIX!QQ&>l0em+dhsDpnz-9kCcz2KX!lHX(yJFtyB|ZF zrrssX|B9Ks%MH#h@sf=c-7S8PznLa1JmZU6TlQ0+ zsUH4|aiNh$;-pvQM!SD+WZtIS7p@sn5=A9sQt%~xnsGW5yUMyP#->EjxpS59^IQw2 z`0s~c@c=yfA0tTQJ8DbiPcr#M=7N2(1!SAtA!t8giPwww(H&4DGgs>p4-W+jUDkl< zfrg}Z`~up9do!I!ZE?}u7r4^wHO{%xLQ>B)xiDEb+B*wY8J!R2QEPw#CfcuN(CIujUmGXt%>6?% zdq=>d?;}OMMJwqr&l#-oF~YU{Tu$rSdd~Ah6^sdP#-G*6Xv0+CldVTdu~C_IxON5S zrG(Ne2|4&%S%Wh-hjY)pVsW_CAhWMN1x}UU0iBxPf;S=jOzKT0jemZC&q-;r4qD1w z%lR~{s}yqWnF*Zvt22bDT3|Zbi-~y_2&!NE1qs8y^IfYDYF=c+^ju7!2jhTNv6a~8 z8o{%IUr-nmjZq0(;GS;>lRZC`{^sAr^Ss+pPHH_jGJQH-Zs561o_ezxjLTzQcf}XYsqs<75U}&p|NWfz4I%^=Qc9bqB2N- z53HxY@zcrp;T$IKT@cvFiitif+lXV1uEW)PreJlkxJ7gAMA49wBQ{4oMCSoda;z}N z{C|dcEraifTy5jt|Bhzl2DiZ!&p%8(jQ}49Eht@52hUws;$N2r4(F23^4D6sz-OIH6)uBT$@8Pz5SWw+G-2ekPYbTAwiS7GpXvG zJ@#JGq`gbWq4+X0Zn@rg@_k)GFQ0ybTf+=+!csMnsC*k$OqRrnm&IAt1#V1pCW4!G zHRT%fJ-=CDFlA8zeYXu0n(o^{1<5aQRQOpMuNwr@cgJuUYJGS>A{kP5KA{mF9JeR? z66J=*(tPDC^3$@TWx;a>`s* zTopH`_U-?7*d%_=iha6w6SqEG2{$xer4Nh833s?mBq<3!T7HuEmpy908DFhPV#nY|mLVXmrxTsJH?^^p) zlZ0hICo|{dBp{IYv)ov|9I`94hz}rOPk4oS_KClwJVB4`|NU8bMLUWD^t?&s>o{)S zdwp``XU#=}Bk2ClV^rx@gIAfIdJBRP)Es7r)>>$Y)C{sol#*NyD# z)0l%3HF3J7G}-@Z#>_Y|cy*Fz9qqosY&LY^y)9{+x5i_1lYN5Xr+80HRvWBtolTca z9jMlO8n)ljrzxzMX!-Jabn0~;jK8`97kgi!K8@XFO?j7TnbC73?djwcmx5*sifM80 z6@0;WTr+&++5RsdAg0)wlzo?Tvlp(W%i~Xw+5H?EwJ4jSPHrdL_a3xsCUbGdxXs71{y1J|s!y|_nC7zS`yGe|0UaQ7r;a4vH!3KO=JVz8fb02@+ zGbOD(F*N0vHu;9k!yk7i(eI{dus06E2yhWk{O?{0>6juCCN3sgXa7#u#}lk!3IaD_xDds*x-R(KO`}@ zMvWf%OlQis+@shJE_kxTp8|f2!;x$Pmm~2PdnbjH!n_R_UQxlc+4fMQp%)2@=F{Y> zf5E*_gu6ERGY?{)&^&uxI_Wc!bz3=H^lNbp{wv6#fau%Y%BIaUt2+kUe zU}ncYWzpg4O=vpKlT`f$ba-bREqk?!=6F`po(*o;b7mgQidaWd(w%hl5zl^So}g@f zKYba@qKGn8vQ8g|_cqwjM~fvC+p(HPUz8Fpup(e4JVleY%6wMm6h&7E`K)mV9toBa zjdw~w1%9?MXSh8s78YR^@1I)ecZ=4wb-~axYjkdXk4s+epm4?*-0MD}gm*KFv~S?z z)?c{tqXo%?NYTXg{ao+USn>$m3vM?(=)i}4Sl`aG%cq24R*^iat7(d!dmKgP+9(>d zA5Yx_w@@|nD*v1Eyx)YaT(<3Vc+$2O<1&JnxSw7$^}7mgHkpZYw(vVS!$QdYHHRxa zVM(>^S~NV~6n`5=DRY$RjT)rj`e@QPU`iFE_TiTqUrAWuEv(=f94hsZe1=aM zokktR-0v&M>cwL){vqJzL>JM|Ju{*e0uHV%WKPaz zQPb}{o#5R!QCLg94oXF%n5KyfQB&d(*PnQj zBqD~hy_;vzfzCB_{&xmGKC4YWb4#du)mw~7SPvjo%PGgFQOL%>!i>uMB(Wp~$Jzwr z^#DcEJ@J6n8mm%9Ng^$LtIckaoy88Q3Ft)4Y@XA@(9|74v?wE+Dn-|6u|_OysJKE0 zP8(65Aez#ohf~r;aT3$wdo2z;|0H}DrTd-{+6O&j6o)2=vSi=mxA)O_a(^xUlE1;F z)aZ)BzCUNqG;7i8?p(V2Weim*1u+W;m*K8JZ5VsD3AB~?OfByQQF&>AgF6;Ov5yR^ zV&;anx!u z+!uuj$AKCD>Mq)6%|gBJ8D!E}$|=8arz8a_JaBd=8u@R)rPXQFw^xg;@zDdl@R6b` zqh{0F6{D&C(o%4ij>4Y6wV?g_7x{$6kbR0QJ8AS?8rdu=6G~pC=7M50P+v}~zVe+1 z-x%<>W=JLX9LU%8(7D;o+^)_L`f9F2N)le=y?X_p6H1~f9#iq9OFkICTtnVTwItOO z3P-}V>GXM`DQkM@l4}gsA5TKNRWh_qcM#usub>5!yU8u84@$qw&?HWqv)j9eYI-lz zdj1SIGf-1>AgP3F`ZHSayUdgsY6!x*x&2Jn{S?Ofd5}qhRO)VXM{4^$(f&9+6xu&w!;+gP?^LY4P4B% z%v1%3gID?9+Huscae?+1WM2603r-&DVXBlCkbdn*cJ=K6@U2YZy$u&(gLD`Sja?$N zd+Y>nyN~j)`aDBK>m67}o&l%O-H`Cp4IULu;r^^s2jQ9Nu&-f0GskEt zv)AJx^SJynxc9lj$kQCNN%jk#Kk|x`ZXeF&XFLG&rK_OwO$H+gJs_&~E8FtG1^k@z zI0g*R>Az1n%xpei6+jd5+MV{#?8wT^X8{r1w9SE3zidhiz6_&3tVV%m4 zldkv_#^6LeH+^IXT-jKT(I1yG%VHWhu{t@{v+E7hIyi%roHp}kYX$uKMuW|K5&<wPRorOhtQY@>a?a!My_qwpc6JJ`lycnu zDg3!4dg!cv!5r>e6R)Pze*Ei?+>Ow zJ4*?Zy4giGXjv%LQ`BMPT+d08T&P{eovkabjf6HW*2=*K&l=W?O-Q zGJ8N>N)OgDKcRW&YrMK44icKHxEDhz%$5Be%$Z5Pa9(@?Gr7%NU~$<8{#p((Pu|JF zz25uq)btaaa(Dvu?XnaiZV68Nj82Dgp*f{NM!7$gye|IEL0mx9XabF~}W zlJ76Hm-3=-kHaW7IgDYVr%}Ry6~%W=qR7nd|50?_aXEf(9B(Qu4MIa%5k)Dfo^u|l ztcH{_l0-%l5}ENWC54L6AT30aiuQA^>meePrXm_bB}p1m*6;rP{Q|FS!Hm<#swv& zT@{F@E<#mTcg&fzO5mS+gE!^16=_K%ilN9veP=$ zZqq&-b$B6;*?OG){h9>U4;$fa@I@@Vw+08RYr*Sx6>PCng)4qDv8AgO9f$Pcm8Y7} z`zs&U9*Bk(&pdjpIi22?;6u>gE0AQq7`7Q{<5TG;(7pa2>icw{i^zQ3J#Qx}-o1_H zV}8NY<95XH$2Qu+lMybqkP(`=_6hn9XbXeZ#Ny_+_aJxm3+Q~=jNh^dRBL{vNh@X` zQ4_;f)eDg1cmm^zZ&Yy`AGXUu+u%BUGx`K-o!NypE!Xh;2Unby za{?b+xRTm0J%i)F{im+p80~;4EU{c5Ku#$J>VtXM4q*N^T5;i+EG z;{ODxhq*-Uz!=!F{2Y26S3~ip4wyQ?y`vLc=+g;zsq2O?jMlgc1trQX@aTN>106hN z6iJUBxdOMB9RQI4j*oF6f<4||jjXu=R3zr&vz*OvW%D)8A^(}Jc-+nT?1I3P&qbYT zhOj?23e7ja<+%H`)LV}82bb&6fluYA=4*fnPBQ!_DmB>iH&;*+cop+owld8Z{CO3+Yd~_+RbMe{q&aj zdhR3ZQgZ3M=m!w??J2Ap^#WwM`PFr~T$(#t9BWRELmJvNqY=alj&t-tT$3s zj)`0v9>~dtROvjOF);IRA>_B)@;BXl19P0daLkr4s54##ha3LV+wOs6ymkPN+vmXA zvz~)n^APA8I#NrJrGI-hp*yjFuCBNQ=~G3a{=z*deBVwZTc;5#3UIK92OoUJX_BQ3 zRG||5OwOZk)FjYxySHF{l6$n1a(4YRHqU5_;M}m+06S&_zexY4DUb z8nYyte&*>wTJ|wm_-Q5I``aMXnsJs|t6l*)-(V`fzX@75=?Wt3o7qEOfA&uzg!n0* zr$3)QhN=nH{2@1KY#BHVEld1hcYq1)>Q<$5ms`U7dzl7)t06%XJ-|S-h0Wiq$E!aUOHV$R$B5VcAhtf7x(C-0y5v0X+4T>s zA`^(FrXKzH_AE=t8m7;OGNC3n0y<|5ko(dfslEJtazi|o3JkccoZ@++R3gPQUBWS{ z=D5O$^$s$Qay$C6YgA^o8ZZCgc@PEi{g2x4A@S~UfI(f zTOZMVV|(Dg`fBj)yhENThQbRMLwapa9zFVbgf7p%fHCDl`rkPRC|JcKlP4(C{-|nR zwB~14`bY&g%-JH?q1eUxW8&$QNfsBQ}2g7s5!QwR#_UPDFBsli!J}h^>j1^ld zXq6@B$@%*N9E!%_tda~cl79&e_6kC+!76asJsQi>R*@GQ{=@CJj8LRTk^kPJki9F> zrYjW}z#LgizUQ}Q5DuP&BX+l_$8%ZXgZtL}r_K)rNo!W)qsgyfVMrjDOxDM7?b7&A zn1YgbcjEW(!*E+e0%IOGl9)BBIC*Uc#wMzAzI1)zg{9`$o^zZh`fnot50#}}hMFMJ z%dwF?=fK&2YjM)AUf8~J7{J95KOp!4rNXluxe+nR%(<&JIoKlBu6*A9TtPryma}tTh;NfYYg(@r*aID z-|#n9S-3`0fPw^T8h`%;R6Q-@GM~w$U}Glw&z}#jPTwG#9)!u3#n^V2n-}*VLf>;m z)Y5(_-)+iiygfgLE|i~xAvRm^X5vmv-W`ov4}QXI=8gH=q@jH}_oqiHcyage_m6&K zn0FXvHjG8Nl%23T+?KbyMn)*2^%pjD@G!G0fh<4Z4U$sE!WUY}bVkE1$aC!_=G*n) z`07<)a#9jDO4O1y*H6$d<=0{I&d2cgZ!*!fTS~31Pt#z{X!y>!o>8-+@a`E!d~tp{ zty+BrW@u!=m$YE!&}M*x?P{>DE*e|+biqqrKXml3!Q`l&?AYrN+HGUpL zhQPW=5~o*N!>O4UVPbkTWN9n|d2P1Z`{2M?Kv;=kD( z=ksqD6u#2HEBD5rWyfcHu%2Tljfmo!!Wtre#~F{vq+sUmWw62VJq~?K;O>qw%(1ke z<*nOEbSL*0kJwuCEORVK+@>|qw=fF&tyZv=5lZlQ?Rr7f^&p~r^A7m;>Cr_qg6X!) zDro_A^Q=&a!Smp$kR;^~Y4W#jF$!k#9v5&ZsbF}2W3mk0^ zf*{Rgs#azTwswPT>dG{*t?dTs1COC%b_|so-oxb%?!wGoO(d&YPPEN7L>XyRBBEM@FZ@W$y2s#rK8^`S*}I?;yRT?gPMI%hvm=(BudD zaN=7J^xnM;GJ^EtHLXGLQGPP*w^&ykc!$v4>YK^mSY(rxb?D>*j)U&rP1?T@dT{Q1 zn9wnsw)nU5H0(JHu@)_!^}&K33)Q1m3YMTQxr&|Kl}YYp5vsMooXX3Mrd|rVQ0W>> zU;DkMxQ-ElMj6{M@j8jU=Kw#vocOKOh6X zhsEf$U&ibh{|DjMM8P)EGv%KXxD1=K3jrzYONdEaNPqJ^2<`RdaTF=AC< zmlO3E9w1YdfA+)t& zA`z%>fnV%0@A6@1s-j^;4=R5mazj$&&F*YLZMqA09vovcFNcEZocW}xVJ=|EhK2Pnw4e(OtJcF>38i)%^ zp-bNG03X3N8aDkL6%44N^0P+}XJP>QPX@@stvtvzUdoiCo)R~+4ru={i|CH1vWKS9 zM6!+#Ur#My^M-=ypNT=t=~f4f4ZBK}7ft54WEo8Ku@t|wGoQQ?TglXuEJ1fqJxkJi z!{lT+&z-}3SX>jtM%h)db#vR9vBO>V;h8@jnI??~dv?HzKoQvSl5A2w(eumVTTYQh_8 zd7yE}7mgP?5reIT&}m}K+8-NXDS5s=!4~?x6xH#SqFWi|%Mq0x#B5JH~0$&RiU!Ud9$}y}gCIDJbh~Qd{Ww_T@ z8~V=c2>|Kh9_h~P@5>yCxd9LX7bQch_P08T zT1RkvYpGe_J?$Q>bxuLE5fd8WWI&Iu(Z_)0?kL+~!^C#q;hZ?bT;6#Nk`zro)xS-Z z^gq)r-{#?(o)Bz#8H;y?MyL^22nJ_{*$%_EEOzM#Sek9ZT?<1=iBT#eJDXvF>{jp` z^uzX1DOjIr%>UbG4J{vU;q6n~pr8K$6qH1Sr`qQU1LNDsf@EE)K7SLwGh2h7x|gBq zwXJyLsR7I#J001FQ#ipi3LfR#U~k0~{`WQC*#9-fiTVn3M`I!0tO`R16%9;#u?RDk zC*fhiOf)z2;Cj{xu&Ho2rkW&zS8+7jhD^j2S{@kC@rFcJUNYw{<+%86186R)#aH#d z@VIvq^>39HE^pN0e^w2^Epnk4+FXHx=kl~}&<3`RTZv2WSP5($UGPVpChE~<;_&t( zWPg24_xI%perQ(1)r*O!{Ll}t7*0an_;&CyJjng7)xkbL5aPAe;g_5UzEH1*N1m6- zX$d*bk!ZlyUr1v~7UNLtR~cNryBLSZf5)S@Rs)SsBTJ1^VcRVgTyu$;n{)ZBW&I5L zS|Z6o?ip1Oyeod8Ck1DAg+NADIzD_Cif3(Bpj4+3hJWzJ*VLofca;+~8Cv1Bhi^bK zW+BF|JBeydHwBt;OXv)JN=;(tFh|ZM+2t#QtTTrEbLsam`SM*@Etv-5iK2Y>BW0kr z^A&ZvRRM!=85_;i_yO%Vu{&!s4RBS%xf8T-zKb~i3GwD~T1hDVR?=vt*o8pC=etQVxkahj40)2$fE+M1efO&JPDr-+;%2rCBhW zKStO={h`~NkG*3@L%(%8OfmZaZQf~AAgc>9(MA9-bIazb&9U`$i`2ZO85!snC%jCo6; zL3T4$+20L%+m{I{OSizu!hM`0+=Lyxd(~{~{>|vJ=B>c{(HpX8Zwi=wBSiK^~Qb&T2CJ%yeg*_VgqgXjZ|b?N?y2w4|`$YA=r5bYu^?4t!Nb6z(*U z2T78Idp??g%M5umpIZdXAr5`w_0i<(44fTFssH3msbtg*Krtumy0R2E81BXU zgD!aLsu=FC4MGdu*Cf__9meX#!p5uD;Y8~P{9w8Y1sOU>4NKVEzpL3>+JR(lC@hH& zMyrx;p3|Ww@=#-naK#rPRpZ!&*K04pY29?@R8|WfwOwreP%a7SoJ=2g-{GAadjcjI zeC7pSyh9%yokI;y#xl{a3<&%uCyai&4$B{;LY*U*`6&p4m6~xZx$he6Pn^OQj)}v^ z4Y^IZ%bwr{n;iy{KHVars0LeWyJFt`NgpC$;B zqUYk*F~e}6%AYJ)=m8T9BADd;XsGNu3Z-9DuxrU$yz+87zP}qzYPL&4w}cA2`?4Dx z+c{pnSu^W?)`@qe6me@t6ztkuLR`&v5$URE+L+OVZV6s!T%yTWb9|0w0m|t2J_H*o z+~5)COjTBs>t7J)X(!)5qe)^$A=jWjyGX zy@vTJ(Re}bI?7lFLi6HhOm+ENykBt>FLhnzo(m6LzV|WQK06=(mJ!fT=J@dYv)DRK z3$R$Whz>t_3>u0j&{veRYn*Mx{aknK>YgO}xoQtuX}qQjrQY-IyK`My^FlPToX0=- z{2S-A?_{?Yt|rUxgpk~`w`t*>VEUkJ0-xP@%F~nnUF^W7@}J8chV?Ihv%^PxX{ggf za=U#kZHOtR#&-&s_LWt9^R{Vp+RP5xX&(KI(j4Yx-I}cKGZtjt@?HMbGt7hT# zhFE*7gUXj4fdo@c{;Oy9{GlNSnBYDK{>=Og+C+lRCt+B7;27WgfHD6t=eKmU@}k*? zRk3>hb_@*tMSGp=h~U;}n&0zz-thk;dB;(=+MR>ru?IX9;9g*RWR?MA@>* zI{bf?d`4Ow=$bdd^jk?@@nnq?94m-p+Yg31AI&TaYTCcxPER4Qsc1Exki<{s1U^y}nlJflZVbl~7?T4rnxb6z#U#$icZ zFm*C`4LZ=imz($(YL;PTUKo8nst|6nP1Fx$$o|LvF#XYWdRcQXjzmV$^9CHFwbKRz zheL3OvlM%8noH9xa`-jlYw32Udl2zqCU!NiqgzTt`BCRI>81xi*;L+Hs2jO}@yv*( zCp$n+)HS;I9G_p~`I30f+76mx$>^(g5q+Elc=VGL(Yj(vRb|ieW2I$@gV|o*t9}#u zQ7DNYUGDLwm&)<=Pp6~Cx?s9`>^1r&EE?7ga$G~dO;DjMNw?=zz&w&i2lXP^-x&l> zUX~^OhnJw6WF&1kr-H>NXYy??o&oz|IaCc&2i3Bbf|m2^F+~tX)!jHJUG``wdt6Qh z%Z$NpViXy-j60{^MKIN2!UIooKL>_1lTAj7vwD#F3d&jlXK)o@zuXd1n7J71Az0{{WnsLUAe3|>Mz|CugbrE zcMAk4EupnGKiL%ZC_2!7juxGNOEn&yqpJ?Sq&mD1`X@#onkygiXBCR@TdVwt>&<^G zy4I0?jiGF;*j_HlCCy&?*wWv=PH?1t8Vp+mlWDzEAx`of(b}*cyhfQqZQ*pi2Xxey0n_5RA zG5Y+JjXLfEdIbmQvTQf78+)6{_|Am+Ck$b5vm+!}`BAq!XPDx|-OyH9z;-`b0VdP@ z=(N9^>6+(p0+GAb#hbjJkdNP2K}O65CipRqCd}_AgJte;H^7Fu@Q|#S?hI!iek3b;$AHLJcbI0ioK!hoV#?8T;daJCIFM`&WtFDHq&JmlM1-*m z9S-zPVh;1j4*pn$w zcq?`1!7|4m9MH17Xv0X1n>0u%Ag^!1Y=R?O7s6J=MJ z7Hz`r3|wMqUUFck&GFxdMp2#RbD<}|iALLO1&Nx6?Aywl=DTGasdkqdO*<|F=g)Pq zD&2i_*2KN^qC+0>X?eh$FKEE0{w?t1%oIpiF@s5SGn$Qab9ifihLin6lQ@RJX7-*e)VCp)HzCNFotsx!?9o=j0zSTB zzdbaeb=Owj`5QWdaiI&KVDnGG1C?jRd-Ba_YvU7kanE=VS*vF5wP`)X2#;|)qxB$u z`wKajZALH8RiXF(*$Pr)6u|YW9;{5s<<)l{p?rg-oWWU{CMV5iD=QBYuNRfuj9O>jYzoh3Ju&$&T1Bz-_zYAfYJ|RxK1_V}=<2MR6kb%l5$B z0ui+RZ$2wAQJ_|2jBwyf38*gN+@ezxLDL(dVYC+Rt)D~dwyxz3>n!BDEIr_4V9Ga+ z2t~J~R2W~KOrsQ3g~KhBFZrJnwAfhT15Yiq*t86;sHMUri8OFjY{S*u_vxjDsbDM? z10}B0Ij>J5m>Un{Ca(gx|3ym}c4$6|YJ0=WzhZphNg?HO!l)5^8#crk!+$@*&?{yv zmVeH{8iPihaDFF_1S;a1gW1TB{lVreYG<|MbKr2s7yR#HH(sm13la0i3MK2#;JBs& z_|tTngwMHzZmUXp%4s}mbfFz`4nKuSIsWi;>^vOi-pAhxcf!ik%kWGlN7vujR@`b3 z4PQQrAl+Td6Aay?^0vJ^w+lPyGR}#TYHY)0{P*EIgCA65bUipkgh6-FNwV_L1@dzC z4HSzxL5yBW!943y`Y}`tN6-8K{S)tFdS4~|F(QJdE}QWAt@T`A<2HA$$_hWse}l_n zbI8+O%2X}52^l%a+ZyDL>%Fqf-M2-9iJS^Xa}2(F{gd$4M=ql#qsos;QsvhSR^acA zp6tD`2S-;qz~u@<(4gH5b1sYH7X6Fp+q91c$%HD#P+#RSq*TiJH zUErx`G5PXL0!q5)0oNoZ{WCc?5E!7!`a$rNyGw5An9~&xmqSENJ?bADk577B z`Mjrf__^jL>?+uVzjnQ2yi9JdqTx=Zmad>h*UixH(`zcdMqGHvbS+8WVUMkz+88e2 zoUYbaIp1&y`Y(FUtiRVX$%R*OU0eySA2S9@xE=J)v{#trSA>Sk#-O~>VO+;O!*Uj4 zILhrC{4goUj)9i~+0SjDGQW_Tma1_(vkN#mOOsq~`iNT9*O{i*a(MQ_m3QfqGzr~u z2KQyk3x{-O^E)r(Q4cLgw7BMiM*_xytslj!HrepxmL7)f%K=&E#rSdZF0l4VV6jeZ zSUGT(<@tr-p3-V|^p_3ZNs^#lR@JeWC2f6*yM15?dV=eEtB7H?&OB$xEmt`2%3(8{wIu?bZJN18!T_sG z?S$Z~&AgZS58;6GSq$Y;fP)W2sn^$0e04)3&}%pjpU;M(td=F6SZs^`wV7e8{3K{Q zo(6ID62h}~zj1Sh6FhnGjfkDE#)CE`q^|cX_U&9lr~dg4o(sJ2)Qn(Uy=VYFISMdZ zdA`_70aAz2+&DYT#5I5#fw0vcmRrX84G|kjwZ8&~)uR_UMl*HcF&`;{8-` z+?kL29Jb@uVm^NK$f8QkveaU4J10Ni!3xw*V`-Kr6U+TTr}b+J-)t9SqlN7tIXDBX zPMs#V{dd5tstxSRV$NyPT}^mt#mslA9gN6r;;pzT$(M_HO^>OigQ=(^+K}is|$9ZIp52ubluqM)j72W7W@in0rxzSz`aaXTEpOQ_ zIcaKb!q6(H6{eSdr^%20;ob|u@TK4tKG-*!*{65GR&t5%&HT=e+_pz2mvU;^+<{(S zIp1aXT67<;fI*!i!brWluysrd?iJyj+dHqq%w216< zJ|4P^wD8r2r;uNf3(nqccq^Ry*nW1OzI(qJTv|eS+ox*cmifInIU$~g>=P9lE{lSy zCJFpkeH-@nKZfkBb{OaJ9#0Q&Go^E(uqi?W8=pC2dbl4|-eZ8+b3M~m z9@u4PfSvp`sQbY6FUQ5wNde+`b+`&-D&=uSlLEQz98ui!XuR;@k^(r<#Xutc4@_=y zg|#d1qQmqWdN}kl>@1I_SyC@y@taOkxj_qW9r7TzK8LVptJ5*6>I^NDaVHB;m}2_E zc3^Jebk(UzczcNu?4MS`FO_IAJ2;=)M=pZ5@8+SJC+8X1(~0BX_Y=?G!RUEH6JPXb z)6F-e_$!-Q>GKCF=(p@AnHqip&J|v#H}v(1Xi5`ex|Gmx@=tD8I1X=wUqZc)32-vQ zpS;+%7)$wG7+?Jr?fLuZ;~php#+0jgBxp3&yvhLC`86nFZ$tGJil|0-J-4$c;oLd$ zY?q%oPFy@l_gv$c^0!Z6lFlkH3lTDp)k@%@c#>CdUQVWuO=3IzS97_dP}=cg4iw$K zgtoIRajM^6n(}Nv`)*nXW&JsD*ToCG)gNQVks>NqZ2agz^mL| zYoH&$H^jk2jy1jP$s-zHHj4kFYYe8%yF}f&bN1Q!16X@wItud(QFFuxd#3Ed>0CCy zImQ|{mI|Tz=PNMC{DNCohv3n@rdavflO9n&#}a``&uoXH*Jw;1JnB!{MXBHahDlqsNS5&0E6%3SQdJqwN)nkfkcgkFAu# z$II$q)NUPNGv{b&+^A2Lo+rY$XWV4b&| z9_)JzYIDVeUF&W__=YAp|M@e#ml;hP(wBmxa}XM4tinlFzBE5C2Iugvp{KGgb``CM zf||=E2=6iUH!pjltib2nU7d*vs#G_vFg58zZaBY|b(QMd@j|#Ji^v!ru zE$a#=e(~v7UlHL`*#tNzV}}~!Ls7$E1FBwr3}@}#@m;1glMykcf6u;y30WM2K58xX zzWE-GlxE_qDKF4CYXVd|IY4UARCG0(hAXD8#W0QoZyo)U*6H@a6Q?Ai&2=|MaXpi0 z3vRx3Ut8G5ogqq7xf%1QXi)g9NEeOcmE-iy8Q!+d`lrDaxR;AMGP#}RD~u# zIj(SJ4-8LCVK(XxF#SOTEV`#i3x{=JJx`qaAJM0EHIn@P?0tBD;cB>jVH_><{D>Z8 z5?`pO%s%eh1+S|!Q4YVu_9-DiInHim^9bssj6iV6876h=40*AA4_x`Y8(d7@$S={ZUMi^^C23-AJ92 zSJR;$c~DW;hgk_5@#Pu|?3{F$bgozqC!$6p-MbY|$Nyr_>(a5&E|w~`b6j5Ia{9PL z3cB5Iz;)9kOl&(%vo2OcCsoG(p4G#$v6sPzDF|1Ff5eMY>*2v`CHmat15Rxp167=y zOE+Hx{0idWQkw=^=yUvlB~O|4iV{3j8cszXe4;54;zGZRFUU{XdD#E00hRBF3H|2o z#+!>B@#*5*SheFSaj;XzoRnki*Pe&)HMam~1};aUGz!~}>C<-6xzs-;mph}6!}k}V zsI{+`x1xDJo4IbZu#q)f8H)j3k^$^EAcx z-@~k#-V#aS9Qpz6Z4qP&6R0J3xBt9E4eqI*LiOGn5PM-upB;XN^;@2Ed)qI#%%PsW z?$yU@Z_TNUULCJiQ5K~+e)({DA?9%%(fBVCc+;4>mgP+iqdyAtksw@C^R> zXk$UInNTKtCu|NJVBbHrppN=+4#6n`^8K?=QYQnn&FTQmCkZ=bLQ(3!MRfkwZ;&`! zoFY60?v03!i=Wcr^so59jgOxdGbvdbf##v&;9i^u5ua<&z{dbH)qCmc=l59A{3Y1G zxs7}%9D@DtZD~(WAangP5oSnF!yb)xHhT9?zLktOPP-ON4_q?9$W7ckGn!+kZXSnr zpBDg3ETD59$-xPE5n|}F9^DshCR-H@@w@p_tXtAf9R@izO2AiGFd+rn%g5uVlls`` zV2siJ^C(9srw{t8=~NdrenONrT7K2Sp~&&YEp^UN74i)ZU2cQn!D8Ol(oWjYcZgQ~ zbL5-uF{S713USlza2oZ7Ph06QiCKAqZmxbpmi(NL0Q724r53~S$>;+uI+5om9fM!C^>0%3YM`s$woN#Bej z`AME=sT4_89=%2-rM5s|t}@ISFo3(-gEaq7sK9NhI|Y+yyp;DH4%jmK_e{E=!{`g? zk{C<(PilGZh68~%KHQ(9EUqm*Bv^> zTcWhv4xDRfNxBC6pgAs)`fQJ+|GvE>qDN1{G~QV{xG0H;Rd%yl-?{MbV;M2p5Cgxa zZ^Y9U%BU^z4BQX)!dj!P@F&;lYWljF%Jew~)|5Qq zz9**6m`@ifOh%1wvtaQPA>`c(XNON4<3n>_dSjj{e~n=x%iSr5InA%ZTk9h1Dqlsj zGR~6d)uUnLX&$`PGXm#89sW@I1F$IF%IXTl`TFGxVCxzyw9C{*S@$58vD=tjJ2)0I zO)inNY#DC$b)U30Hc*ep(KtzXj4WuI0+qM6aNp^5q$hDb$ftDEY-xQQ+?|A?yg4LV zNd@|5PQ{hI^9yiUH28tF~FNMf@VbmxFjY zZXS*9JwUUATd3)-Z!GQM654Ti6VA7puuwAJ0;h;QgI0TU{5w|_HU-*3o?-#8^e1>+ zhuceTc}4^&N>KWm^OT+DGB{yNam}t~kelj)r&YAzM>$2EkG&B7LmEB!h@Klp^S$O) z;za!~>=vxXRb!(-@VAlewbK$h)c3M8UV0cgONTZ+xCdwFax<}Qzo_9#W6-q?qWU6t z1U=ub5M5mn9NZQU&$BMmW7AZG;^@eKn9|Ie#Dj2o^myF)v4LIK?EtDgGgJ-VhhAC7 zIp0|$Zz%Z{TpXGOHxB25mwhc}S5Bj;oKIe0xd`EliQulX3V(5%FOhn*9VXS@hWfZa zpt&j&N^A3=eP=mttnJ0q%Maj0y?3A(cprU_pNDW+Ycf;mFf`ue{C|B)!f2z*(D!$) z@UuuX#=ED2U%(nTHLeL2qkUPZ|0MqA=2I~5KIeSd%d;e*kp?(~D))Paznm8sl_wA>Z@et2+<NV#{>u0C;8JbYSJsOzhT_!fjsX2HHkmo=%tE(2s<=e10PPDEQGO4{dUbn8l`F>c z7i5mYx|~RA=(-7mCY?Y{Yg=6W^$srhB#FvPtubth2dhZY#d)8b;Vs89z0#*3+|lTO zxja!6e!W328}sSY?oq-wI|`sCeHQ93O(CleIML3_3xqjh`kYHE8Zx-|%<2;hu@DMa z*RLwlmT3UHmMc=ZJuYD3_hl6-IVW!wn%xq$>La zbop+FP!Vx({v?e{A6#MAH;3Wc??1rsT0T_m>IIigTLmLGZqedWQy1T- zs34q&ZI09Vua}Am#`D`z5HcU;a~+5s_e6!}H|}D=?|4Xw z(E`^urZ{6`5rDu9UlvqhZrM@#%}N5F)$F820T%djM-Aq7F6S6ABj`9B3-hYWq4IVX zFL-$*oR5wG@#XD!|5!Fn*d0sq{Zs`T{Bm*Sv3?T6--(a*hQXqsPMEwkm<S>HJYLJ* zg`*Bt2?ng*3aVsF1u{x6VgCI~f^_A#a8`GKU67hiTe7>bX;lgBym6b%_fx{vt5orT z&r{f<-wH*`$D!dgBQ#C^0wv26;KXPjmhtH$OnA5!)`urxdv^%EFu?!=dPVR-bS+zE zSxC>W2&0!G6fx+X9sJxZ1`a>A6Q{BBVYyu~w%-^dlzcb@{~Dcetb8eY8yshc3r3Md z{Ry~6ONixEQrOs?!yYHA34iZci(}7pup9dw;ozT6T+;rC*}j$K|K6^G?($>EPOI}E ztUQK2j(#*TBDJ_7JOvewwDWq+PLn&nU)a5I5zyl}$n)u$O=Y=iUe>l8+CKF;kZMHn z>FZG{Y8E{`Z9kjcSk5(=cEXO|Jh-0CWscfE^2WUM6s0k6mK#Kaa-{w?T9a;{3GMLb~vvE&H2>`u-!meJ`>g^(FEhfJ*7ipHx=iKnKKvAI^ zc6Ln@o(^#0TqOTN66bh$yN+{W3ewr5DShmHs0ICJdJuQt3xa&JH9#)PW07+z%gnIG z_rrIv`BE9w#SX*n%e9;n=^8m3)dcgmtw1%QELNRprx)g(M#nSBcx-hA=!V<@4joIR zu74z1;dQJtt_&5?1t04 zkh(n^2cmCYP=$&?bo=3rPJi|J73aF}6UP}lu;Bta#_pn*E^_-3?=b2~+L&GG2$Vk| z^rz_%20BfKw8bmY@R|(Db=}7WV#8oidJ~h5?=x?-%qAZsY;ekt`*`bFqq+F?R(SKh z2(KBx!^hki_gZWl$W=*W?7ms(v@;1kDt=){qYKrz@BjuUyRz1!zhO)N8T|3<5oD;# z3AYaB!i=O@T!t-=DJ}oNY|^bDpym}SdQRXU70Y3fOXC3Kb|9J9N{Z{W(aO#UAI0oN zf75zsA31@SFDgJq%x~!EynyGnIguaFsxTt(E=>H%@ug<0fsGjvY@zN1p~^rN$iJ)N zdMR;m(oqX9cBJ6%(4SOhI~ABpF9q=fCgjGwVR|KHB5FB!vgh5Dw%`4Ok%Q{|rA;aD z?&lUv7_$x)YBZ@x4Cgp^&4dL@Wbob>cT`IsW+!LF!iNEE@O(ZAV`qIuk=;!s-Ss~l z?@e*E>I^pDvw>Q4PNJr(W}#{IMKHaT3k_5DK(EqH__k>TCGLv}GpxgK$L!zmr#ThH zE*^qmsa(=fm?bFs)q{#|V!{WjlwqtuPPoT7h|9%#!kW$$7*2VMbyEMx$NSgl(l?&$ z@TDAPF{=<{o)Vnqq)Dx9u0Z;`R2<^$qGz1yS)pJnbPRg((h^5e+$YU{H^q>yx>`j2 z%!5cF$0(1wzYts1NAb59a_$@nBksO&4Z>ZoGOH(r9Jf}Hy~~IpvP;)cLqh?~6b}Gn z-6Rz1{ien{8bP}y9PAk#zw?`CsziX-P?SjUVcXK9dul*6XMt!u`5}&uyob9U-p3u)b5LoV zH?DO*1EVf-zYh^N?kqQedCt@iyw4QOl+}PG2@2r7ZG!OAI}vnfc4U=T*MigU zJEUp1g|KzcPeDe9Bm690376*R;rFm+W;)so0_;^l+gyw8>dPUpHWu~bPg z$5gLU5rj%sXw=9P{!ZieSLQ3Jx>PsxMLmOOA9s_?KicTknq|JgH5P9SN+NoQ!R@7X zXi>j}e%x2cwnh}<3$7Dt+}F$E*E?aA(JC4wwVQ^X)kY_eM}Sja5GNfSE(5+3W44K- zydQ()=TBjxwGv8L|AbW2dYm?11ZU40hYQJfwrf>1tRBdR?5c3QmNFaq<2#x23|XNe zD5IutHfVn6rvDvwC*QAKqiF#R*x9@X!yk^}TWznw{rg@)=A2NR`oRhUPwhwR#&2}= zW?k|uTp3%^$5ExOe#{q>gL9vv@XC5A6kX_#^(`-9MN2U19x7$O1HSP}#z$g1_cPUc zh>+>ql&~cJ0dDtCz|tOd{IMnn8edJr+xiN)XOkHwKkC7Z?q}vJeBQ$j>4{V+<~sTe z=c4%QLa^Y;3uP9M1--zqB26!8y0K*z4BR+Ry9Tt0!#P<9{Ckyb&OA%n<(--FsdGfc ztCa+Nw}xhq3UdG0MdG(njIPzrCmL%A2^w`4v>$UlvXY5ps{SeBvf>|e{w~jK`cha_ z+YaLG{+GRMForqfv&g|yfuQdg4F@c>Xx@g`B*gN2@z=Z*2y}JjShr(g+t^(opY28F z?>@;Z&X*)Ps~ZIRT~VyITa5qUL@!Ttsu`5uWaNB=7u$U0D><@Ii=H32Ex7rb!O1Jp zbj9y)Bt3r-+wKzsnJrz!H0K?$c9=m{&%8lC8%-j6oJFa&e+V5}ag#}YlmPdU)8MBP z%+{HWhfJ=&=J_RtW)H|xDZ43j%u`8Nus9pi4(_M+qB2nA+AawFW<@?0Xwjo{PJ`0I zQ?#;z(Dr>kp!RGMx37~2r|?VUiuz5~DOk>vwfjd*G(@1)Vj5MM6bb!r z9H#O|g=W9sPD8HF1&c$`RK}=`T*)+{wtssCeNjog-Jw=6)U>RK{p2?O<%6tj{|`ZA zr48`*?T3t@J1qIK5sh$;W_JG_;LVk>0Hek+owTF`zq2gDx1_B29v-{L&4e}XOh#K&-RU~h5A>PFol1IwSIrd z^fp$rz%)LoO0O-xG;tibrKK}@gKdylUc}tSRP)3|7ekxVQTkpXmM#5N%)Gx=vkA66 zL_92rIDFHlV=hY2(R)6Vum5A{%pYp{qA1>=$v4eK8YmT-3r+8wmm!KuNJx>4A%u{j zG*2o`N+~LpBqeElXYW^rN`ypY%p8Rb5s~lx1A4!7?>%Slwbo~iyUa8Hcmb|z0lB?x zDx_Z&gMW`7lc}zmfUR$ysp%A zl_TBJWI|7OsL=H*D_ES}c~A@{lbtqxaCW>2Sl_?JtHiBTYQqxd`^JC{*hYb! zYd+bz`Y6XAJ1NFw|H5LPopesrg>_$l$cV=G%o-%u?4 zc@!Np47yE|u;tYy zSaZc1Zu~q09>-^bQr`u#d}slzwz~w5ujKd%duQ>UL~z8NEOjW)XoctieTdy?XUktNzwwy%|S)PH(QrvDJ>Nzos`vcOF>9BtIC_G!0gJ<_u z(`T0&S>MbTyg~moa5Nr-O^=?luy!G=;cr5%E%)n3cyrL*!xV~mFW_rp1LSv=(g&8C zh>_kltm#gL@0KfY@b?4w5&ItE=W7UTPgcPv^^@=^NDJrs34tFSLsplCfb*Zj?1*>; zd@GxU_1nWC$0!myQxYLPZz|h7ISFHI+{q>Jqv$4fo*mx57k1BVho=YD^L%zxgGQ?r z^o$lIM|=)~RU+3vf71<}cf4m0Q=Sk7%_j1)#u{x@by;%!V=#U_38WrAhn%-9)W)m} z2L4_JQ!cwP5qIFeN#{W2gAgKQRnUQZNA3@~LX-SxG>Li5^>4i(zxe8$_e}+~Mp7W< zSrfd0sqjamhP1LbWR<1{^7n?ay}WE#pPqv2%H&b+gdDi$9;4USEr#ysVc?fuqZihG zWG`HOA>gVugtyK?$Ib7USnm{)d$@$gEPG6jsGfxvzuQ4}ye^LKupw`3#*wSrE$~L) zLl{^m!jg4!cxz1LI9)Rf;(kVg_Zce;SbY+j&&1Qt6`0ETuY ztn`l(iq2VuY1&n6Rj4bzI+Xx@JRK~}s}?MZ+(cSDLSg=lR?zj6Ky7^y{G~jV9Whqo zi}=UE4js-X)Yt^oe&f+?_EX3n*8&>Neo(&c6Fhv;0`|W+KT%vYs6`w~G@!~*nBeTItOgRE8M8W@RjopHWhu=jH|{di4@n4RAU)s;hFJZC;=%F1A+ zC^sXGw7~%_V|dxD%sZ zr&rZku;udG;p&n&s6DGm@;4l3JF`OZl2Z%w=lbh=4jZ7sBSqZ$F^T?8E1}kDv0M*i zIJJy>1;zVCaHLrSTJ|r(W45aq9_eG>eougJ<%!^a`W|mDx3>u8yb0en<-=tIS6aWg zj&;TlRhEjvGy7i$g)P zG7CGdO(V6Rw~={sf??eA8zAxY0X*+Wg`MujFh{Q#C$9YsX-?q~zb_SJEFEBb^JtKd zkB0>lOQ?TVK87s3391=|5Y=n~AEmO%#G?!B4=%Kzn*&IOiWT|MU!wHiaN>k0H(r%co-&*g!z44)!@F zz!ND$rYI2(cL(?&^ELu5&)SaH#CjPM<#^84ujyHF1%AQqW1Mz*0qp1R#>&#yP>*`6+}ZhJ5^7EFLo^S6-yZtj7-?GMQ2$`@GOXag1!i&$Dps$knlCh?M0!c--W zYcF<=_cnhFy>Us0t?8)7NTn$HCG{KJQCi7-luzRRWp4!XvR~-5gOBX2e{p)(6L0u* z%oI-8e4+X$3Lti43^h>GrJo8ez`3^7T!(2LxI!42tGSBan0OR^t#_bxlXr8zs$lvm zYM2eqZi7+@KC#9=7~HsvxXaz(HJ)k`#Pz6Q;1*kON>|1cV-)Cb?|)>?_X%Wj_HB@H z+6oV5heKRf1KY8>6PjJJ1uu%fu}-r*P+6Y}rCUGaI*uLmGR_)DR$kkO-VJGV@vbzw!FVdJ%B^9Gd0XlCPraaDvV{46 zZ3BC&WT5OKQ0K5tn;e;>Sq6I_kz5_I$7B-e*65qyJ%&a7v_U2D;6 z{b_p5_6l(fQbWtUrw~~7iH!H=IyN6C;3#ofd~9OIb8t<7v!!uxWdR?u*DK)DyB0X_ zcP0J$)}3CtGD4G_{_!U5XoGpfj_BgZv2m3f;QFuEP%F$N&Fzgu(PA%jw6$ZiuL$2v z_c&y$XTwd6D7>Xs#G!a@K}8?OPrK@fypeXuem4n4-p_@~it8|OI>(=mZ=&e#h)cg_ z!Nsce*jG>mB@UXr`rj(Tj4KK7a`-jaZ4$>C&Wo@y`V8ram0hSl*jw%UVAB+kV4H^3+rb* zVsf(O(A|F!T)MBr`M2#jN5PMJ?n}pb&Y$!{^*T9~sm4z|B1(N-p26MQ3}n_8fK|d{ z;=*x%q+EJ2t6EN|a(q5+7M+WevMX?S#x`i}nGMD!GMIAgI?joa6WRoLfr{jR!UpFw zoEf;3+h>f%;rYFI@vc5BOV{Hc^iu_kg>7uH9D>gYFI**~%0EdXAt?Pg$6IPVO#tq?eP{r|_p7P$K_M2ZY z^?EP0^l9US&rZtgxgMKqY^aW2OTji+_waSX8x*c`E7(bzcsK(@&o9-`GbLdQCK4{f>XGT z*|WDjNveUGP}S-jyo)sitFuBD*k?o(F4+lZ)9>VuD#x^!nugt#*0@eN91LGIuoa8< zK}e_=f3(UdXwdM0tp0;EFGNF-s8mLSMZUr09EwFbdcw{7CS%jivDCbV2jqSl#+7F< zn?1P@FZs^yufl4Sm%j~hnHL2Ck3>=Ct08?>7A-J~XhwmSD)tPv2rAm9qucr2RCi7_ z1g^2ftr6~AR~NU_=TFCLO-E65N*B}~53IL+EC=t(9yDmtV(^qXh6nElf%(EfG}F2Y zN~3`NE|rDQR}OgTo)5V=eH@J4{}m1BepJX+LCDghsqUPf+r}er99!{&&3@eAW61BF z)Qv+~gDk`NFdnxOu>R=1Sf8)VKh~;G4AinAdFo-R{ZB?X~h-8@1nX3$F-Pw1fwdE?y$k_?E1paipvOd)vT1TC-t>~15T$Wxw z6N2iuu`=i7;QdvK>gBA594$TCc#H?33*R)TeOyRwoZMhRiy?PDuYly;$9Ut4f3l1} z+{_c4WY@U)I%#v00q-Nn$c0g=M8qw>VM(^rTe?Zkn&U4~u@+3svgVaM;IkaFb&&4nL!WH&ri~8$f)edy68QQf zyHxa^jgm}dL$`B@tib`edv`fFIVjSy6kq|iYiXXF9F4pdP6DJCL7@6;_TNFpjmM=Eogaa>+t?8MKl1yXezO8wv*RF(NcH z<+UKbcOzVwl`9y~_{3c;65Fop4tE5fNzcY$vLfy)lb$h^l_knhmNCEdGsh8^qROYGddQc54pPp;5aaVD>A4 zjpAC;rKAR17Ab z(g(Dd*nCAgufUg17u`cOpLDYieLCRn{eT2*6@k!?Wr925?!=GXBP@pFIM4mdrnoPJ z&~RJcy-{s!$km>R=+rbEYFr7?0`A>>IfcZAiNVzmJ3wS*p{-^~ERo$6MKTUfr{)>A zNbjI5D3pw1e&ySsEYc0u^X{`LnQPfX%T=^=p(U)*c_Nq@nL$EBHjv}bM9Dzth#>Od z9mdO>2s8cUVTtf5dxHz;c5xSI@0$$Mu7|T_3JLWtvMG$c`j68%4F!7Mi(%990^)6a zg^ajavCCcIFj{;WE6XVn3`)1L>hSf1S#6*bTwk$`b+3qzk_bG}@S;|)%)#oX3kcSF z&_|9tf$llS;-k0HW#;OzUtt+tJC}Bu-Beya$i)mEM=qCGdJ_x*(xvuF) zTn72(Ha2B$FwEMdMtpn?>7j^8uz8dVglx8F38N~>&Kz<2lJkYlx;YUBw0JDX)q|Do z{?m|{yp=wJVUwyR@S0tf`f?CyjvHtM|xlqRe$Rfr-NsW? zbl~z_@5pw|BP24I&v~q-lbw?0?5_l$DlYV(ecbGJpL)a4#jTJa(MDEO`Le*%BkbSk zN35U!~vi#NhbnO!hTHUmc1sJY}S?3pmw`mZ3O*+ChcV&?m{r=E!><_zr zU^47pH^_{ApAo$kGw95)ccg2w8mzCiq?Zh|=vU2GL}7sz>^Oc$pe`E7oXjf8PdQDp zD{4P1j+;kuyf}Q9s$ij2yEtCMBv{Vn?%eVm1b)8n$^Pdr+228RP?%oNyEa7{a`7hn zq*27q9}S132jksm9jv`bpo5Q_}PTc=%G1+%$9fdzW^kvV#hVtw!EaN|S zSm>ZESR6J1?k>`#-g{4yFFC)M&6qgo*R3b^DGGLMw<{eH{wEmocN{&vTm=+^n%LF- zBCw!nHI06}oNE2DfLV^SnTvuOjdiwynVTYDNOufuyvBzsV@zqmf0qd)&Lv^5f3o}_ zCz_n`gxv4gNX^rQf)yf5X+IH_$$uuYJU#X{32=d$ZJSi zX+gR0KN|gN=Djee67U7jku3d3wmb|aGqbhPRXr4|2KG=Vdof%$PZgzyd~knE9c-?# zp=rKhaFTGdT8=p;{y-aghC1djOena>DwNk7#*G0|F%eVv*l& z%$k=1HBU34Z8_rg#k;xhwK9L6P!ra5+=Bz#PQW4csra^6lm2B{pynpTrWPCO)LRT$ z`~=>uSHD>Plq87kR-l;`uc+Pe*MgQ$p^)x$0voqkqts(veq?De80`K6?&PUpg4(f$ z^9ts8vS$@NV%1F=(!!Y8^*olAssPrV6L9ldKX!X;BwEDJLDMOPF#EFws;PX!e@po& z^YbysA6~_lY&wgR9-1?$%hzztqXhVuoear`1?cy@6<0-Vhx|#6C``+sUTX)a-DZx( zVz-OtYkT6@!E98SdkIsY?!(p08J}bt3MZ*2z_4>3Cj7nxv5S+TUFIjcgzv>W9lbEE z!G!*d2cE=3dEtI-DLm!)8cs!SYiQC;pkk@=!on0jG#vQ@k_qYPyRn&Bhv_oOvm8t1 zniu?ytfbqPU9#&G8N+1{W>foDl5k{CKec@74Tju3-&f3B_)edX?zfW&PpTR$wA1lu zp%I;|^%XoPPT?JOFUGVqaju&-1nzkJ1+%%yBlmQJ&k z!$}aYn1xo8)KK+`3khyi5&rb!I+7|}@cgS#C|r^QPfpf>qMaYB%PHWPJgecWAQDbJ zZ6!;u#6szhdJwbZJmZ%q@YVX$dBQcK!eHMg_#(8A8Jy^#^912AW5z-1+WQ`}oxRbH zKUy%{bPun08h~t4DQ;<=3o#!m@Q24^`qagUq)o^Jw~n)Re+x&@X8&h_o>CdQe%gi3 zx7zSOjtM=n)Pu`iy&}sD=25Z;i<94e6{95HmZ9Rh6Z`!uaMEqeh)X>d=G|G&+Sn0(`xu>8jR}BZv+daE8$nw zMeJMHO3i1!#i;kw;FY5^_OJ3~$KPg>^6;@jlb#*0!n+AnLz9TKGsj%Z_y*VIdui=! zOW0v*+b~&N0C#Sb&{U&T#H7V=^iDP@FO?TczFfmEG>C_JCv~`fbX{Dg`yMQY>Os(| zjrvDLgko|#@!XL%_JrHd;UoX5cZG*50hWOynEh6<< z1>CNO;j|=UNKx7YW6oDVi`F@qG0_u#Yi*-r7R{iVUv|-w_&PYZY!>RB3B^6Hf@$_& zSBTr8fQ7l|7}rJ4md)6Xd7ZiRT;oJK<;7_Jk@F)=y{`>6S=1uO$EH^K|KTWO8(ci@ zEI4d<4vUY82tWNEK;N6`?9}}!^qAWd+LrQ`0{(&6x-k6De-!uc2WU}GrGIJt%dJf6c$yDpNblQ(E{NIi4p@~KDfS)$Z#DdCCD zj`+chJ44;>fU1uXDunuw-lc!RytIW_KXJyA`>Wy9_WPi=i^~E0{U$KIAs|~vDWbif z5w^KI!|Age$8<*)Re$2hKjx^4X%6|2vP8)HF)I_fDHj~ps8PwO2!+2h;cw`DP}$W2 zuQaMr5v_5S;WV)Ae@#-x6vMhPz3impU+6sT399|Mu;`|&(3jS}fjD`tQ{`ANnQyxb|2#0}E491wWCrG;;g?jpea|o^ z1g&7%lTt9STMVU2d{JL|25QtsV1D0SVjp<}_%6{Xfwib^zlfeGoC9*puOoA0Xs!Af zcDqi%?=SK|@y{c$XuApTmkLomtB_jB&KKzFTqW&J63AP;11CEw(kTkJa6hO2Pd0ha zKDdr0%hgXa2SqD%_ol*)3E|XZ&NSYw#mnH+Pg@LJDPXHD9WdS_2(-uEhI<_z%<{1= zZYofRtF1HOteLvdu&a{J{O*N+^21rlkTbfSi3iUrLmIG8P544!g9%%+C#YlEG`%R&31BE-vZf_GR7Jb3yNwP&w_ezPxldYm*AuHrmL zYwY=&vZ2&gaRXd>xE{{mOojTM2rLbq0y}*E6CN(VheroTqb^?{crY#y+e%{~)ux4= z9quDXRy@Kn>5uW4j1>L!ew;A%?;xsw-%D=?`!tN?>Im0KDN>^oKWVq<73h8E4Cm%u zV0Srgt45nYjh$cz8UC8WQq_kLDAmRMojFFK>^D38+j&s%uaX*Dub{McL~y30kC&(w ziD#?gkjTVP&1x?S?Gos^vWm=@p3lrmPNBQ!Qh`L=XR`h1LRvX>6N~JOgEOfKn51`v zUYxCp7wo5DX|_MyC_f0_sG_hd_86uv4x@VSU14DK15OX%*i~8+g~L&DtbLC-wgxKU zy)~|wDd`2Vm)@X}f-L`5)FS@FxkoW-K@@qLWQ5^;^1^;qEup$U59hZ|#^Y-dYfP8W zDyf6GRO$!OiSC567tZ3DCRfZ^V1Zeen`!7XF|wZXRCl(dLg6zXRQzc}m%olBJ2uJ* zYZq{LuYyEyE7ED$leC8ZSX>Vm=1=2#bX&=1XBFyDvVfguV_?6#9=-I`jBXQ?q?c3X z!Hx~3V8G?5Y~I8HZ*M<~Flq*+zn{TjUpT!xS`XG{6z~E9Gf?5>Qy4p57j*T?L0_zl zm%6tB!vB2(xq!>C)k+G+Tq@(f-1myoI0^A)R-)d+K)x~^SND8 zfkqbdTNl9Hmv2Gr!9l!m;}6W)oekN(7U048k#>NsFO$VLctR{)29t^1x}Ug0QFK5Ht9-2z7FAk{z$3 zNUez}?iN$!k7Nv>mI;XUTGd`rWA zq={y1#PBvw+}XqSXJ3U=P1)qzqN8x?(tfb_YR6iQ|M7~G?AdDu;uHPc+^ z@Om1wyt@PMPhN( z$P2piPc6s&_zfGbh+&q34~8uMLt7Se^S5jhZrZgU4vw_iZt1up7<4$W^`sPYA=zM9!?-JSU zMA~I!VS!vvk2;!lG_!lUSMjd67mOQ@<#N3P^kVZRTFE&PT#u|^IUgdhNEeZ(l!*Br zzqu|@TlD*V6qBt@;R(lu*rfg$lw+0gl$eNcWW`3DF*pasUxks2<&)W>S(-v$PB-oE z{|j9qN1)~EDdLqzgt7_u$p$McZihb~-x<%wpKnXp=NvhlRd$!Cy|1LA7f-^X(bKq` zq%p6r^@Cl)+zNV->j{fn{T?oe^M$Pr(HMW}9orq00n0Y*!t}i{bnMYiaM4nwUshz` z{hd-MZc{=MyT_nST`dW^y%xqbp2Xd9 zlTh@IIE@1X+0gRx5bSsGWaB58!_4zj1chsAu-bSGzUxmx;VjPUzxE?EP8!+3N!22U(%gQFc;G^F4JyimxbiIvSL_AnMdTCAY~9NVL%NDFG;9>nec z;z^rd2s*Y&@q6cwrFCIPVGXIHPd`Wrca2Md?@wbmZF?@J-ituFN^vaU&i@$A!z}vo zarz^J)4uv!@z*U~dZ}b8y1AdjB(KZ3%S;Lvk7ZCaRsxl8Y(n#|uDI%ws8IGnD2={w z99je2*~ssexVi2=X1b-rXs6M_u5EAO`6hKdkkbiH20>)BuN1b7&BYZB|M43yFJON0 zoEJPO9^Fm~Nbv3zID6zAh&T9PW~>}eQ_jb6@mIl_RTD?wy*~JQ;0RXaGgvfp7BBhLWj1wbE=b8d`Q`D6kA-Zfc>(;S1_Vz=UiLjzFM@CLr0`UD>vH{dkqEF3)Y6@tnh zbF9V*xF~coPMwj6r-qB{GBzaOzAg>4>&#+LFVE-OEO|q}>Ik6c%t7#+EDpcOY&xg0 zn;DP0iM*LF5nlMCvTPk5nb(XMYXVM>6JVd~FWBeKF^%dZg$6^84ZiT75FanW^1)>g z-qFE4ci+Zsxml#BK%QUk`WFVq+y$0A8Tgsu7`@~Ktr&dCF2yBd^CcIcZYuD|ES=rw zSYt1C9_PLjRdjiw3tfCJmA)AI0y}amaSVSFzJ2dWeF7_B)(2(WUiuI^#x(MF?5M`W zOLNKmJbjGoEn<)JvLV8gkHMl_xLh#dyTnbz*^f71U;96}vtly(XbDhKHUv)F|Dq4y zZ)}(zd<%;zq)=AS$$38?!Mc?ic>3fq$l~rwD*P`{$)d4&$e925Q5nr#dK*TLULgbL z_M%5|5w5a1kCN_>F#3lnE}3=$%}?%w?(v&(=UNjqlvG7mj%#tgI}Yt$O~ZjbYRqNP zRHC(2R9L*m0CQr_z~LHe7!L4&M*%a0TZ~8XEt4lBoirEY6V`Eg`?W_2av$5!+*yqf^v?*N`05Fj3%Ty7SII=eSO>m|x? z7djpm2yPmv;;%!oa8xRc-A%27d3pM<^NtjrX-MbJnli|ZZ(=sY0k3CWCO&1Q@K((g zuLjS>d%q5mK*>cIEt8G%SEpkr+YYiRSK#eANql(jALH@gWBpfI1UG;D;p7W@3s=Eb zi3#Af$`v%L}Tmr>uC4AlD#}Y@%n-`OkQyf-+%rBiV+CEv&1pdU?UdfM4_~Zu!GYeW>$lh7chkf_znBnRL!l)(M zyhYC(c+2Br(aGW<94Oob0gEQ$o30+_+Z0OAUWtIywQg`G`T~3wxk)=OT*Q3+FuK;f zfuLb8(F&RiRu#&E*mWkf=E7)@do7P=Ov~BvIZkv=a3XB}{f+c-**`VoM7khPj*`n) zz~)3akvUulhaVS0T17Jp|Md}0-_NII$AjpM4{_8oMjidA9JbH%gSm;$5Di=Lnqw^! z&FZ2NTu%6cPZ5cdc}K52+z+|M7f0LD|kwQnq&yOZMHz>Gw~lgVAL!{~1Uv zymhg)BbtSCx@_rgT^#YbM8`CL11GQPFw?`B>qvG7oA+0kLkZWlqu;=u7Uj|Vc4aUr z#0WhOz6C8$0tX|_gZ%pP8POYz^$yF$+-z31IE(8Wb5TyORrX;Lkg z1_j*tlo(zD#Re9zyWl9Ul6HZt8Q0Kyi52}gM+FW&DuRvr^QrpqMzYdg6aVR3HH1Hk z#%#rUe3TysGj~hy=YM{UnWlg6%JdYtzrX~S$W*fLPdWXE+u_7t;FwZpM&Xa=S)gz_ zm$tTdLYwDycpg#!8q0E^e6=r~*5QIb=gq+G^O4MRWDA7owUMe!c?|k}6Q)-0$9cYU zXvnk*Fwt^{V&_^xQRWd^weAKI4u4wyCJn+6^0B0tnAx9Ur@M>jzp~48)8RDwy|0LOZe$j89yFukYYOOHmsXBT zEsydp6JT+%I?mOq=UE5NfbarsHle@(*S%j2-Nm&mqRxzDs^n3}37%B-+cJ*Ny%+KV z${N zH+_@h2LUr<(DmVfAi;y{yB=Q*YCUg2Cy(Rnj4Tr3ym**V^p6;yx(ID0d)eqEjNa?< z$HbHxUd4S$YNXVThSUBdV@p1ePcv(1zubxXeUId+(uX=sHp<{PWY@ySoG`F;dksT$ zJiX`6;dPQZ{;rv>P_!qH*Xtc2*y4N+PA1A=&p&0-Ii>|JfGr0!K(OH;1eJ!7fc~$Sm0= zsvr4L_VeWR886<^E3jd^R_?B-v*2)!x)@UY8qQdKiU=;^3H*JQk4Tc4am zC8s3Z=&XW&ORwT)_x(g;w>^K((ju&~^rd|P9%vscCzObqDI8-EhK}5Q^4t@7;l`!) z;Hr86OD5Jp#!x8ZbF76;g&T11zbw=<@)PV^UOfn>ppu5wng~D*)L0}%1u2OXtaVmYc|6&FIj%pn+`#gr6~lb#?gLm6>@*UVzzrO z$B^aNA|Fmo6zX4Tg|N38(0QU83{L9de-HKP&V^j>VAcjIFTEIx=iY~<5y>EbcpMu2 z9s@;OUU{w7LbUv^l||jlgT<8A!9r4Dvxh(emm zWTsST3S0JQK-pIm1z z7zsD|GNz%_PS+c3rAtCS3bNXp@S$xIzVZ!W#@K@Qir&KIut~zboNt$Y+<=Yu?FD@k z-V@R8JJ2NjX%)=-j26#RxXz{>c%&d57mRWg-u_zv<)b;z*_dfSCeGmn$jGB~qJq$8 zd<0z{^#)Q6Uf`C21Gq(XH*6UH23~HM44nfI zd-ovk?L~+`A|h0*QpA(T{ix7O8ti+9NYdzokiKFreA7&0Bd;@g4$`+^#h=3%q-}`{ zZy&{YO&t>aTb9edDS@A*86mqLGXLNRIP~%{{CpU}(>BOtQe$Hv?XWd@ZDr0S7%K7m9~-e@6GH9 zUkwB1zoswNWU;)}W0~xGM|`H0gOsC@;GIWsl(a`AXh?ix)5} zzm=@(NBX$qH^?RK-i5l<2KdJQ^ToMx;O5!~5mIAUZGu-ee`B;-fCmD*OZf z%hEvl-XWYBo<%2${UmeKF3|qSKa6UNL7h?_#Eein=jldT`R_aLX~+RcmX5+9mpJw! zZZevhg}|1?KMfjY;`qd5GS&LY`A$!*Lzkx%5C77Ga-VE+t>`pt)qYI+YDZx=x82UV zYleyTOUUbr2+&-@b>=KcgsEFN0CB>6Ffu;}nLi{zZ(24U?y-O)0jEI`Du9m@1BM`v1h>LfH7oU^rwNRKCrOU3as`KBZtZ> z*a_QZFus2xE%JO|7s&A(<)?jV;H{boe;lQtO2ZrP8XsmK9u7m!6mv{js6y8UCDN7K zzr%Rf?{KDJE#36tT0`f>HzcG`17^2|!qNi+;2^&njiM5%mjTd&g)TTn>lO@Imr!Nd zaWpeHi}(8E84z1|1FqBM&?I`7ji@xiHQy96^WqlfrE~^9ilWQPd*#N#R4TgTF$s8MO7a8`w0Qyl5*qn5iXljqcu~H1=iqvtM z{#M+#>o2sgXhK|c8Fbz4K*KEvls;A4W^XctaL;O;0{MN zUZgTQqP*KlSFtB%Be^xpm&Mvn#ZtQnxcS-vGbfMZ9aY!B5xqm0K5suRIz9%b$2w!q z{1|qRRuP4>TrZ~gNjlBd59!xQuujRJw_)BXP}o@rg|}?bu0s>9o@`?~d=s&AB$y^f zzlW`!s$8eB3L1adR4X?AI1b6QlhxzHXwsonSTITpCr+=xam%_HiZL897Qycsj|7@J z+rinm8_r#crCVbt9?{FSt8+AA$FD@fr7~YE_SjBqRBo~49n!cn;sSZyUc~L0j#Ig- zu5|mgSm0uoRCHZFT@|ZD5|$=Go^>IHc&5X%NH03V>7yp0r|m8`B{BOoT!vB67a#5Q zgu%j@^m^D*Tw7QSH)f8&+-ghQa-xdP;Gc$K`?nBn9trnj%i+0P6?RA;!V7s9Y0vm$ zO!AvETKCJL-K1x{{j-(uTKzS)&AAl5?0<~Wce&1No;7M#)KjbBN&FLL`*1K?3#2~q z(E8{BILN)%hpw8U)~h`DCwU#>CoYC7uN6Uf$EtpzTpkUa_yna^ML^!?ePGs~&a7(| z(_Lz%5P9mBjZyhqNJuzIpAXj%k5QNL8~U=2u3Lg-9>3tt@Fx7`nMrE%#QB|Nx#VZ- z4%|HNHCr{MlEqa-(eW=wVX`FGKVEj0I?o=1$BXCSF{iI=?B#A!Ywt?OuJwSm>n&;X z4huSG)lnMqtQlS{T20g68xgCE=5*-l1^UIx9{A;&Fr?&!t*4V<;7cH0XCvf@Qx(;; zh=3Csn;?Dm2aW~V4JKwk1hz@jamHL7$i0w33wMSvgPl_3xwN6MJXRM!*976NQInwS zJfCJM#Bz*JLz>2}f_1|JLASCaWK8-9#eD9$KCH#DyB^W`Ni*oBb|(~1EFmqw8Qsxq zfh#*t5)oMmT>HTjYK;3}S49Wi_QW5`D@?)lz7kb6kHxc1*IDBb#~!r#4o&XK5R?}K zm%Y4k|htnU8#@m0jsFmEspI@%F%ja3_js}@DeB6pl5=Lz`o%g_?vLg z-N&mqdQ=8I3=TY5d2zl`btumR&%mIPFTDDE5$XPApxhig-8Q1-?NBP?uL~l5+Vnxi zCOB~Z5M8!pE{1H&AT#{m5y$UcxJOTy@A&#Lak#mS>-F@-!ezD=t!4kkx%b{&gIXjnf{-!=1VTP zQ+46`h{Ms~4NrQ|2b?~2{hAG}v;?El@r?;jx(*3?CApU$APEm})^skNdmBsmn9)o7k z_+tsZuG6^;oe%~4o5`1qH@4lk#*q_~;z40k6ZFlj!HvDEsKnQKxcp}jhQ=I&1FxlV z|JDb%II;=Wj*O@E-`z>@hL>o#H5O)9wBh7Bafmh2z~cV>JnM=Moc>7>RcD+>wQ>6V zFWTAclTJ)T%TonyBcP%8Aqi9Q6s&l?1tgG$2Q zB7&e|hwomdF?nNuIyhyla6ol6RNPqsdG%ws`FJTEdupmM#qa_(EcpbTYJ2e0LqAM4 z8-go;@4(1xOFGqhG!>&+u&>+!OeA+wn}^M0<*rWZHMthH-_yma>bb(~UrTVGmOX1K z84nrH_*k#f$UqNjBVLZcv@%X-n!f}Mn~WN6bNBJ5sri^zse?;?1^}vZ zz3m>mnc*lIb~oGw^L~%VkJv+V3heM-XecK1i{Uqo(~NIm1V6VCxc!FJ$Ml zH8Do$ecl;m7cRvl?dKS}*no}glEwbvDEfJ49D;HWnr0~CW+`#uj5J$b%BO~bvtum zrR_y{adj7Nk1OZh?f(SH`{bB(tP0N0QsrwNo=xuzDhZR@ve9Pi7Py?*1-4s?*!nwF z97}X8FpC_>x8eL43!lLfEF`(Fmm>eoLz29ukzC*0z_AS`@dgxT2~Nnof>ZgE@P0{Q zeO^T#RPi|$)t=cn?czW9GKCL&LL=ZA$IuHj`N5Ljen;n@>7-q39Uk=^hvpvt(eJ%( zwCnN#dgHA)9(NhbFp~$@_UO~@+He@v)xFiulNcF?2?JG-k*j8O1efF-<3%vKt!7JJ2EV8^F zyVozrAayY&=9L4}u6E+jYAw9|ZX*{9Y=l0i2;8%&iWs@d`Md|gp-O*6!Je!LJ?fZs% zFO5U9@^1pABR_G)`^~tvbsZk;P8T@Ncc8nq#DqH-H)CB}2-2ygOsw=L+wC$@_-g4e z`9YCK2J|w&ga&%o&A-h$43Ch2<60v?8YKjb& z{pATiMp7(Rn@!gVlem0VFjjn*X3KWju+25|sMDHiY}!`BTEt74!K+DU~_bd&6TFLMa-g!b~*N+kQTx`KZRY@>o zQv|shbRRVN*;M_~eKc?jz+`UEc5n}(Nu>)p{JQ|>A9@cvKU8CSfPfC9oTp{>8mM;j zDT&SE_D~KdU}ML3T=3%pLc>3-`YVR)S~M>CZ~?|PXOWD@hS(>Yja9ul^v02X7|e@7 zCCx6ZUM~-0xc!KQCwI)J_ z=1MY8`FGT$U>s`i{7G$t$H9b4pYS@TSt{j>=Kq^x26K{Ckt?ZU#r8`CugGD86_z-*cNgtdNbR zVj{_OcvzH1XN|)hPgCH^!(QIRnl!N6yOR5+Ex`vL4e)UDWjNVYj|xj((_dp3*bPDq z{ZKE(-}W>Phw@tC=?yXd-`Vrozu#qa_$Sw&^>Hp+=r=&Ong8WoEj8fJarsQsK_4%C zcn90Q8PLqZMXW^kDV^yc%`ZEoz?YN1L2CLOIWL?Hj{n+D9he{cK48LE39{lFP3wSd zT;_T6Wq|V{%5-YEFW&TW;m3TrL&v>+0gaEcX?NFUIM5)4P4>FNs*Kmm4?W-T|@|#NSRS+*h$OhzAi->l~NjLp&cnrN%ebv|2oGx zAI|wa&wXFl`~7+ahPYzb-y*s!Yk;~hzae-xXFn~MJVnYDxpMo=uMwwTQ$Z=n0N<%#67AyU5xHhR_B~sM}yPv zhtxtPL#ShEii1|3&?r;Iv-)OZ%GT@DtJj8(%50~xGtLThuC_y}>H%ui>`j#{Bsk+4 zI$YyJCHC^a9p{z zOOeXR;FJ81EIF}_oVpgkh0oU(Bsk@<1BGR#(>=-n-7`ZE)MYiGj}mP3z@N#*SH2yNaG0EOGj z=#0`-oHaC(j(mVrr~4TGyZDCgiXWu2PX8eb(kwWgu8G1eJP+(|=zW-Cmrs|vyuqdE;GMEP$6Og?0e27iKZL0Jr^(YFSsT>Q<}Jt?8T3ODe)kp27} zPn3H+X0Nm4YCcc3K7-aBI!|-Y>!GoNG>jHZqgS+fhF9irrBoHFEy15Upk7e z?0!Md&Ew~jn|^{u@+mqc!Hf&@&V%I(Y~e`Y<{GnQGPQkHWki@^%ZYzCr^SUy)GAh= ztIN)Zh9gQ`({oY5wQ0UMK|hjf$-6_XES0zuVS`kH_ZIvn&1fxAu7BxGzQN&Y$ky$bYU`bd5DW!hn~LQfTc$X#Y1^NT=s!9MtYGKW>_PJ`ax zGx5-8q+6x>1j9lqd5;UG@H@C9aY?$`c@+A4%G17++O*_?2Hucf zKraq$gBZR~xVrcT-0M$)pe0fm*`^E5>FJh|5?={Uze*y&0yE(XR%X;Z+!{ z^cuW|_tP==mQs>k4A1o%VeH#@x?kfXj9bN#J$Ltzr5Y3Hio)4!NK6_}OO>%IsZ&%U z`ZN@_q`(JzzMoe7nUu-u<4AjV7T~;+8vU4rb#v5lRLLbW@OCGTVXEkUT?Kb0Kc;gV z>(O0!mJWBF!RbD?NYqm|?&mZom{*j*jKeoU(4aaFRZ%=X#{e5==;ICkPG|gzza!Na zfM)*R@}=gRZxF$uj%IhpPe@`slt#WZo-RL(v$4h|hn0neAmso_cy3~Tbm?9^2lx#^Ekc z52Z4d65cyf;))-Nw3tT36Q~chfSN_-bc2~Ts`MTSvo0nX z?WZ?`kHgxs<6v?=9iy_Vq4QTDwQT5vvlGWr<5^KSbyTIGM!lZZom60ot1l9+<_dHi z)^(0rk%*Gpr}NoDWo&5(XOGN%(Rd->pBvu@BSOYvmyI^{PLbjFjKR2LD4NPB+rsII z%kZb(A$&RDLN$!uvy>GIn3+EVW>u`_-2=lowl|o$MCszQuqP1tvkn|~&%;F?diZpE zGggc;#3w2M_mwi>`Un}J>&_XNA$A^L1+L_#dX*6O3w&(ZCKC_Lw*?8yW9XpP0KeKz z(X>br9YwRS>DWi`dZUOJ`22slg9JBdcL&|S&j$l@H%uKIg7`%{(f6)#ZG(CjRPv1G zX>%>`+$x^I*PM$}T*Dx6*EuRzWe?j6Y|-7KjcrNagBpu6+19ry;1c)@5B|2{>{AqK zikKv-jZMZ46&%{@ARJL&h1P>B@T_wnu71GJc8+`n?>;AVSUC>2OWnoG#@pGw{<*lS zZvrkzJI3@s%;2Vd*h^1F^Lrz{x9#bu3rTHav|)oGwoV!39V(A7vuy>Iq~ze`;GNhW zkpzbWY}oFNE^s^i0`B{+U0ZsvmXvo&)E*>3*r}BU?^A4{cyTvB*RNue{iQk0zk?v~ zcmkG%6u!(!M9&+P&dfOo_hQfDzZ?-J5unJDuA0LgwLEaYxf|j$MYsSD8P0l3Ewy`n z2XdcX!gJzFaBhQgk*7ZQ+S{>*;!*kU=j^L58 zCsE2+i_4$93r|h9#$PwJ@wcB8W)!?b&4?;!_FYUJj+Q`%-6M2xQbPH{!zh_M6HA>B zL!C=E-zWWyU#w2SzMc~(RydyPZd*_9T?mEYS}B3<y*73o!H0I}CO>h?Bm@ zV1j5T$Xe^5sFo^zna~N79`o*}lmhGwazK+`iS%`CCDolSQR|vq2zhgw;8KzzJP1gl ziUZcQ7f%<_k;%((yVyjGn3sfFUt3|Cq%Lbsm?%i-8O<%=_s0+9&cH{$OKtW`8tz_C zpo-oxP%2!H(elc*4;0eyRLOE?Zo3jbW$U2e_A9dg(M1?vJ|9jkH9}RbW|&$bgY}P> zqMp$Ul45xY4z4?jKB7WcxquTZ46`!5w{M08K^nCE~hP9~i;3$!{O2j?yeK6g3 zH zIJ0^&dUU(PXeVV({O>8@O_db-@J$;QpAjIr7R710d`0p1lDJC1-@&K)(`no^Jhsn_ zJ5l8fhDGs$vRnh|p!pN0Y!i~1-BzeHZ6CU~2I0#i0{m(djShk-`|%;MNJ6pOls zUHl&Np4oF)y*wXdb84|#sEA)?guv~NarnT0GCpe_hbMR4M~QE7bl0~8xPN#tct&i* z^1@uqjThk6YKht`v4s%)S^?Mgdb5Rs1UP+v460Yf;s;MLuJ`j+2=pF}`rqQvA!Qld zQBlCgfgXsl4Z^F!lRWEfBfhg;&bE|Af~@NvY!wyKF&}Q@u`>^0Hq$^y{e7S_-2f`) z=+;)`eT8^USsbhRf$6S_0qq<5XmB^4PH1$dok`-bP^*II>JQMC!){o#!vJo|N6?ic zzoKUKYx+_l3#3Qy#dj*vFk5RXWHl#)+vv?;qn&{!tF-xixgN+&Xy?m^%i-Hgad>%A zv^JsJ9`rlRYfV}|!RIR(F#X|0O0GO6D#}V|U^-p+W)*`Go=#X`-UL;7P536I3kyC+ zVe7~#sO}h#i_hGF@iz%PS69BG?J$H~^IP-{0Qm0<|F?wC!`+(oAYC+crB(*f{)#HS zkk?0-U&#c0{{tW=eg~HSK7h5E{NDBCB-*H%h!qQdvQOU+35?f2hvKIMn*DdPzTeff z?{XBqGBckh21K()Sq|MFEk|ziBu?JF01Q@^L6Gb$Sg>+0=-%6k9(NzIM-EX?wf7OZ zIWGmyZ?y-#tr-}+)q-ny=YXn>5x9)+w8u}>!{GtRS|8nqXjoQ7EjqO!SL7UqOpFd%7=1UlgOTnw3d%?IpAHyStso#DbjwocJ+JkrGpwE0H`H5)WKOO72 zSafn)iC;V8k!)E;Cp%iA*rGz1f8?w1+TLyq4EMm6j@PiUV>F%Z>;_@JukoD6CFq_S zfRnnCXt_u|3k#f7`*K?%U3!SmXm{$s8Nu-@D%-Er)W1I@7z~bst-tiBqUaFcTc5xJ zx$$&&atFPapid{;U4)aKpJ0lcTCKre3yfYH1FPu(Tkc;Ci|)&i^b>r)b>1X0Se1c2 zJ<_-n zYcU{Q8#mc2lZv4VsO=a9XIAp}(EK=<7+j96zhp4sn>TKBEdzNCUpSFm>Ri?$i}THc zfm@ito(4(Rj#Jh_pSHK4mv@FP8aWtr9t1;HrZ_jy3|lU@f%m4TVBpY*1^bgIha7~> zZlk+-&!NWeSd2TF#_x9@U`VeX&Wt?`BCctG0sGm^VJCcXM51<3bqTowa&+0;`S8Rt z3HvK~j>bz~-{=H7^(ix8A@Ldi3Ha8tc$az58RZZMwDT<16V?jm1fzkT6^%UFh=)*Vfrib9t@snz+>~f7^oWXjQeon{K*Xz zcAkSh?{Cm>r#xc2>=W7HX8Y0{R#pjiP~Q`r-HWAA6DXj9S(F|#n^;izALYUDogIrD`Pvzn8mZ9ykH+yEB3+M z1LrV#iD<2Uavc`n8l2dB9tS%=vRNzU;ga!(K;wxxideouuQ~UDr@aUY>NnFrO?L2s z@4`$pO>K^p3h(!S+bnR zK^rv5=N+IMP7rz9`E>nRX)4a=F7l7@?~DufwIgLm;|NvWZ(1os%br*)ymrn})So z(zq|@DQR>r!bAE+=>5hR65Cxte1jYOU|*Q+xp++IQD{`BJC{UI2Wc8@fke~pL7 zsly+gV_3#_tREZBLC3KtXn0o=c$BOIy?#|P#p4H7)@Q)|gOXTq+Zki~&ttO>!p?CA zQL;yk$^<-NLn%6VMC&Koo`24!w0?mC?gp~JI{bYF!TgpYeP|yA>2-%-nsPtiJ!nJ^ z;az&Vp#uW0o@An%XQAu!Qk2mQft}{kwU(U=X`ERM6`nD~yv+Nwet!!5xta$zJo+%R zy_yzzU0}0nGw9=QSKyJ_VLGY7kbe4JOw9{(oM%6u%INVZ`k#jp_l?ho^sZ=!6Fs-7 zqsV@6n$^xu{uvLyu@>f?e?;5sL=gwyl9PCz+N(to<D{aH}i zYYd?mvgp|Uk8Iz)7FvC|k;G0ZL3yWY2)rvox8Ojx$Q>51RymK>g1Xt;Q2TF6i=yx4$aPlbN`P$}q``iHa&ywT<YrncvTcq;5na+fd`o{Tgq8x-HMayZ!|f=C1|i z@x#ofNfLbghN-n;DV?`93iKvNf|L3tOfcmjEjxie*^o%bo&HJ|j6X%&xg;oAnJP?Z z)*wSwVbB8NI7$jowq+yAZ`Gz>{!=1yb1tLWmRRd3)2lgrf1Ce3gIRpf^(Ba;NK*A(egYGNR#?(A0+UVoXXoEZ zbXB|`DUhtCCo(C6?p^d_PQ1G% z!Ze?yevu(F)>YsnJ1-U!TS+f`6Txcpg;Xj>49lACu%?MuVa%v)RB(JI|M{b7W#4o< z$GI15)Dy`3Z2k=U`Wqc*c?{lN{K4)7Um+4+<>0Hi9}Uih(b)Nt!ZYKl=;{S;Sz|;V zn0Za5S7x804<)SO7k}Qi+3bxEbb~PJ!6Gj6BG0;zy;!54eVyOy=)x+WG>i>=z$$pw zhigRwyx6sjj(oEKZreNY?!N|jtZ{%I?t6u?eKi*BIoWDl}r3a{5S_+u< z=hsYL<4Q+I@oLi%ebjI8D1DT@iPq3p!b=;k)7K;PK(%rzm;L4dT@o*bZq<^Q=o17Y z>&`llJBpy;aSlyZZs6)Fw?f@`-c8cE4t3ftl7Bo8{&}GTes5ofr#~xT$M4l>)mIB9 zm&LK{zfzRFRYP}uyn$ottN4sxH%RJF#LF^)=suP28HL1xvi5Db_Lsl&=W1ife_>dY z%(H!L6RB&sDyS`63?ki&;JVRByb%X%%-4f(!V7U&CV*42yH`_O=!Y&(-FQ~REeHrz zLT;5G?tUhYiDd~mY_bB9A5?=*nDx0nK3++$(oWoa5Nmj`15dNHQ*DQ;Rh7XS4W<0q*z*z`^T+}}0{n&b|$a;tnC zR+FmDXqF($M*qbXmRm7?od6QXWW&BQ^CA)UEEpCf+H;6I)PcWuI25S67Ex%2@& z?QBQa7{}teR5=Je`3-J1*|7ei8mIwZmIxHF1&Et4$a~Bk7MbJsS zpRujm1Gn@YhAom)*k)l5`dz(Vvvbr1Fj70h^bPkzV~q?(2(mF&Y#ir!n7?DH@c!bP zLU>(!2fSy#!UVhL{GM8x{(%>8d`=_2`_Blqcbr52I0UtNOPno>&@9KhO?-^dSz;q< z?iJyT^Ka7rC#zs)F+Z=m5rneQ8?iSp6n$f*YcHJ}hgnibaBxyC%}QO2^*3L@T){5* zZT1hVWkazs_c}ynR+EaovV2B&5Iy#n!wj+nezb>yVSoSzJ_~Axf8*hSULnS7Zt^i|? zA$ap@80?F5_;(4vZzdD4-0CMBK9fe9vlrpEyh5y-+YQXe6nsUmL)`3x5ZvYopVl$V z*#3t<7gl1aX)A2^R)u=@0v4Dr!)MkRXeLt!>(lSx>Zf~f&aenB%dnz>4JwpHucjUq z&v3b`48|SP=af#gxQ&ec<(Q{Pg-E8pWd%>fx#e>Y(8PGKJhzvWqL6F2=ru;6= zIpnM|-El4&=1g@Yvp(lR|I#43w6}zQlzc)*gloe7nk~?3dV?%_poOBJY6Q>!YLd@K z<_PcWSWu~#wZfY@@|5j+PA=VlEjY0^mEQ^NWj{)$gLOv~6?c9>vggmGq1h+d1wku$ z^Rk*YhMk}%tc&RtkKNAS*A=q?8GZ2e<};qpC(zw%T}XXxB1slcW@;BU(F{(G6Vba& z+P~OQ5z`g)rj7$`3#(xv6;{}CqlopgFT#hZU8E|5qltpIWRd1a#yRT{o7CrQ{b?<- z*eip+4RmDZrdC z#-){7;-y*Xf>AvVRO(MG(Tk1+hfmQw!>*5Lba;~kEB}%CQ&i#Am>1xXK8uY1qYfFx z@7S1rbvoDB5oRpS0;SQ8RN$}#ZF6_B^7uyTWjuwto>)Z_wEgHSFKgPJ>&on9yNJEh zNQf9E$FwGkQq;}g1Mz(} ztaGh0t$BBhUGe2P46hFI|5IDG>+)}U(7>LSENG+m<5SpInTt-PZ~PW*+idVw@OAF3*ppWZ~)j!0%ks+~lq z=`nk2Ttb$sypzu7u*4i z2LkE8<|jhk_GV(86+_EAC(@?+6Kq5JZrVC@916c~ptpGrnB0>y%+q>^_gv|M`k3u3 zr9q49^`ms%>jZYXqmAu7D^JaT@UGPd!=yd$1ex4(la=xFi2p=iv#TpYL3UsPR2nWP z4-dGIl*DuFonMz=R=zI$ZcAbz!RloGtYY?WoEqpjZKk0O>skDN6R7pVXKc;9WZ|rs zJFLS-UAVep6wegiL*~uc1C;?=;rqg1m?WRiZfnj2k+m7+08 zn;`W0QhGIrpNk%~B|R$lNO;3b(p)u(@8qhIj+79XJU56Y&eotXdNs_qHmAR&V_^It zPkK0d8qHB%K+AakN98|`oseEnGedR??PvdG8$#x=wx%cKU+bVCGlzpwvaT>E^#d^x zx`3!M&%#XN8B}@UbmRbIV;*fMw+95gvu-?bQt+b3W94Yi?hEYHmTB-Vd@*qwh$8dF zFSB(Ut61%j0+sxIP~h4UONw(sAf{&{^^?tE)AmWw1-rkqH`n_Fy0e|Ab9sR9eLyYI z4G^WdL#yG`<5J6$~G*M8y13^yn6v&7GS^9$CcROlrhRkiy_oOp?)BrWOWzk<_RB&k?}P5BS;waI?}WAK4otgm zBE!hv>}ua~und!d#80DOP+J9}V)O+{DR)VX!lfA?cvdda)P!$ho8Gluyj|?o^z2^*3x7yAGG7i(p4n6fSf-3^n|$Ur%K# zn!PsRTD)H3(#zjqFn>MD1@^%FqF6ZdM5k6kx)WYsb-+zQyd$XjEBM`V#%0r!>4G0` zoKwq3z}V^Xa4@HW9_d%WdptMNAxn}j%#p4|BM;6a{jqT1tQ}U>S>W6K63~0g92crT zfW3VwI4^cTrcJFDq)d7PrCy=DbL|SGEWM8gz5Bof)`(JpWN45m#6<;Hq ztkVX1JcoDBOjSr+mWeAfatMsLKuYGH7sO`$Tmyl}|4&EfnH@8PIh0&IHw z0XO?P^Gp~AP-?7VuHWV{orh|*32|Cz%`@m@!wOlj-Aa1l5v|QtjiTSjd4b`uI2AkK z0aq3`)|{O#1Wny>u)$x1KS4Z1p z7Ub%)r|@*48gz|2O^h^j@cVru2y{xqm1AXbwI}bWEKtMF<#mGbNBjk|&aXxPHX}@! zR0uB5)o}jdn{>{%H}ttBe}7QSX87R%aX-HVrw-bJ$ll59;p}t>UNi_f9=$ASMm@Y; z)rE3)b~xgiFE+%lf(MI^0?5vKafA640A{46KB8O;GkKFTd&(E5jL$#d%cTpb1>-?8o-$kq~7h zO$(k*!osI1G}rJ2Z2zr=nxjgw?1VZeSyxh%*BS%iFV;cM$#Lwny&g5wE2RByW>>8B zw!zTeDKxr&Hn(fBCcHT8!0ZOg$dRzI!iOduL}Q%+yj*txPI`T!v!)FRqfWgbCu2sz zywxtC^jRJw6vE)WU@@K7sgBjW3oiR=983?VctqL(<4?x&-S2BuZRagEJ>@i;?6g;) zcB~kSht~pEc7+z#Z-b-rw$YzGLD1p2jyCv|(DnZ;Vff}8&a`MO-NeteTg1`@@BceT z9U~Lz#7P}=CC}q98U9J5#@=L4R(P|hix#*ia{@i_%?XSY9jKf=f9_TP49ztWFn5T- z!`-uly#>+u+0d19(ea{_9Vn)Mzd|K@RB@Am9QfRhCEtc#3Sxq1L!WIP4e^eLm)p8X zg4QFVpg5A_{wst;vvcs%Kn6WlCa~PnL3W*Yk^CNv5|lP>qGi+0f#K6O2b-4vA6OhAt{sF`maV*w{ggQ(7{P%%i z%BPiF+J9%*@Ypma?PUut8I#f1@B}12oy49VT2D`gsc?02>CjLRNWZ9D#9Top&Zws;DG1$bFRu0%hyYDd=6Cg|N z?@Qou_cb{F=40oduM4Txrg-XQK93!k`2-STPSTqeX9Nqc9%1fjci_YGez@~dfDiJu zxYj3Afm&V_Hs78}m)ogf=4u;U+vF^$UwV|C{XPo2cN?<)1*_qZt1$>pUu0#%dz4#q z34Ijx$&t0k1b5U{G2g(+oYT?wf-&bcoNqflg1PTK&{D6AIqdpFH}h<}^-FrdpmYN` zH|62Q$MV8QdrMb;f66vL$)b`^%!DkY6|Qejr}CbCB-`w}uvMzg z`S8ZQ)Jj4Gns*}?j=SiXzTY4r&F@@Ni{Q$}r=<2&H{4Obhmsya+|mmppgE`qX7P;3 zNhw||1$JYN{TCQot%eC_rbBF48ah-)K+O4T@Nm%yj2txK+|4pkU;imsWt-xSc@mf> zzZRp#^lRTgjA2g}Dq(m=qoC#fLVj+NgoorsYZmVR%9`TJos-_yK*_I5!eO0Tu*CHa zW2+n3S??Ek@`oq4U11-{Em(`|_e{i9Aw_U^lL?lt_yb(613LO;V&a<>(Cu;!beb-J ziTizc{`dq=TeFEe{#c5uUS5O0S{~%pk$bdRk!Ruj3WmAydjXmialg@XGW+UhnCpBC zf1PW?*TQA!*jI!{*B-*_yK5Piw_Gk2et?p?di>n4P#eqD!@xPk+D@mF_?YjZb-daM z&(2=Jz?9YSAN-(wk-T%(RtB#~@;%1@XLSDQK=(%h@Me&%I@Lu#uS=p&FYwHl1EnZBj$*aTF>>PC8Zfz~gDNjpz%a+3Ysam|rr62*;6p>%~224?eny~*vM8u^Jb>#=Zu z1>!o}QRpt3j=Lh7VbgXI3_N{LFy8q+_UCNf=zIN)9&hxoW zF306ZHskc_F07mGg<7&FG2Z7CIkqDh&rDLmwBx~`)82=2Y17a>Q5*lnInjT2|B-}g z@9}M2I^2-Rf}XLuuzS#$=8v(f6@2)xK?t#bR@2HRU zSqR>-9roWjEU2jY#IhD<(0qs8aIsAaA0Ah%ed4_VC5P?Fl9`{G%b-f(yc&&_q zS9h=6<7OvKxiQ5%{R|2S^ux2C0AT zOj%_;swQqinR$;{VDSyyH!%ivLjS^IlS5SP>vDla^&Yy#^)6;ch2RC<$y`-mFJkgj z$p3HzMU{ftx=1Zt=UqwXU_H|m9)Mu4Y});!8;@yEqf=Y{!%s84`LpO&T>O96%Cx;0 z>^B8+lKjbNjf;5nUpHn;Os8?D(;!duD2jc}MT28afY)b`|GJ;Sr+2Do$76lqU5k{ z-!$(2#CGsKC0&|`{t&NQji>Oi992{BZN}Ch@k+}CM+#c2gPiP?Z zJ#l#~Acnyt8-LY;Pmaut8yP@P6O znk?&vIhjw`lud7h3q%Fz?S26kui7Da)MH6?bA<46-+*wrQWO1s<~hCY=0(l-Oy`Wu zqqu46y@HO+@pwf;3+z%0Nu9YES2M?!dhWC0o`uSA;>)C|OUrTY$KR1$1Dyl6>*K)n zV==l%RnfOT7IBL3gzk4M1zv6voR4C-v*Z#NZXi4#)pk|T(w)~h zqsC2W`#}R8a35Sc^jpwSd6mqjGJongR6PpLw5`*p;D6& zdsjbvI=2*LP336dpClSlQHB>vmvC$L+i?0_zlD9~Q@Dg<5~#Jui<|Z=A6g3SI5_eQ zo=u)hZ~J!&)-3Zx(IGFcYe_72Zr7rl4D>kh?0HyoH40AbJP$obD#%tbG49u4dAj>m zGFK5b%v^SUW(Vr0axY#L*c*aE*k8njo+j0?l$>R_= zn1SGPFoTnL6h+eIWNDn^DDHXY4LYWABDYEKpJ0QzHz$5*6qE)&VQZ`J)01_s+>LD` zxfQt__vXDltj;p$F6p{+zteXKR(7Xx%@ZX!PooTaL^763v^~sitqY~kW=yE{e>Q_F ztj>pwJMO68zJdmqi{rpo5tIx_2i3gB6>cjB)_7ogc ztAtA?C9vjaA8S@k0JZcmp;%KXai1AOqaCC;&lytmo5x)OfrnvX?kv>4yIknnE>GXp z+u(9lMJ)KDjLJ8>A@1lWST%7b{+XtUk@xJ_%ZbJ~a5$XJ3H7AjXa9q>&Q?@!*>M~n zD2|JE#nJ^_9Q!P%2og&IAiQP~)H_NG_S}B~lVexY^3A1SqVNf9uMa}ghIok8*Tc8F z8|Y@Q8|?b^tyH;80{vF4TT?QJS@i3)O8~cAM@poJcQYa>ZF(nn?u)#$5J5K>W@qRs*N+bAS zbsoayOX!Nz7FhK5BivrO9v)ra#8Sf-pd6ncaeE}nRg0&RE@u;b(*8qu?58Bn(!I`S zxcPJ3K{sf4>WxmfSJF>LI#>~sM#W(&ryB2#A|hJQTpENs#|^<+wcjMJX$`7=&ziKU z!U)%!O{Yn~pI_hfvv0*8*u|rlcs5N4xI3HDvwRLeGsJ?H`%9zV&o3}))N1ew(52e` zzlht<1GuPV4W09BEWEGJg(ZCsc%}3NojxXu9{G6LSq|_PYJ_COjmH5uS&DR7``NGtSY`Pu6e`3fFC+L`3r~-(Pfw$*(SBT6+Zy4_pVQ#3N96XdD~ypjdF|m=S#>^Bi`+?qyMf=uM||eo4*XSypwV?7{@Wc#2dADAKHmJ8o#Z>H zzpGRr6-1EO+=AI>cF`?sXF_{kFH1k!%en}EKYLchrtA`-GvfnDsSVEu?};NHwv3@h zii<&(ceJeddR16v9YP03j3*hoX9N>2Si#g@CcO0Yn83qLp8ngTK$jd;frMMe0 znCPl+B<|x2Vf3&U+?qEPyiDWCI#Wle@2z5ItO>j2tVr!8lNnx`Ovg+OgCDK`QS*Is zsI}c=VrDoJav!?TqRaqNJjIS`6=;I>hS)33W7mSMo !C})SZp1yL?btY+w7?bmb&c|w zO<=4cN1L0Xg&DgRz=!EE>~7r(nv%Ym>ice_k*S8Xm5zY;;w-j%S&_~Ly8F8`yxXk+5eu_~-aO0ub>a;+)?Wc$^c`n4t1Z}~ z^MPc0Hlc5;_rm95S^E6LJkWSOj~VR95wuLT1!Z?h^0>%E;PrbJTXnXb>D^w#_dPBX z-R9B!F5v_Dbc>^8ksOs7w1A;-Z>SW!XQ2~~+10Ia!V^I%KzIg@QB5RGlo-igU6O$3 zOCzXKt2RtMp3EE#ZRvfvV0u*2j7~197ry!SnmkU>q}lxcD%QDy8=IPE4QJ{fvD?FY`2F)zp@rW$ zGIgdubiQ3nPk$8$^>bmYb!D>9LTZ_yEpRR@IO+*jXTP!3Yl<{QKZ0yXvIVniL&EM8 zHgGd)kQBJj2Ay~n+G^%WM_-@JbDE{0BQu|f`(5BaLpB4>3mo1i2v;sOrB~1N32h~} z(P!JF=$hPU=x5e&(r_!xbs7VUdwd{$dp?<*Z$oD%9RryYhiKa+9ZY-|KqpA|!I){M zV2*qV{+h9mvRRv9{me}8y_^gBKQ2P#p<3Fmv6s%b^CgkKzj@Yh1hh7bbC2`>!1Ifv z>7AvDkaqY3Oy6iuXH1*`)7$Ksi;pO`by7LZyI(;~zZjs!XbGBExxYZ*`3 zj2mu(y~|Eeu?G{l)-4mrf=3*;dxjj>e>ew;ejE%85~^fEV5lvPriB)qhI{H`^ z@QukIkm3{+Y+12I2?_b-Nz3hKgGOi#VSytso6p`&{hL4y&YdMDchd!u$Mm?oXfrDH zuz)t44x%d^?a)gshe;V8!vmGYxNM~?9jz`3p5B?9e4rSgCHX77GHM-k$2-vHUBUEt z2fr7STMb=GE+pD#HRQ$5Mf3f8+3n6HpmJZ5Rz*nCVx1iLPhlrzzs7Pu`i7ulNiAGy zGQve`CxX{#`X`mQ!ns%@`e{1{agS-z4+>^H zk7(zh5xbW+5?55n3N+Sv;qAaSYLxK{e0RQqxmOe*DE=C}@wdbDEE(>P`Vab4_8(K$ zegVPfH$q<03ecQuPJcMOW$PY}!LMQ~K(RX$a;`gZYcux4LZ1iEl8stGRa zo&pti&a@-^2oXE8k!~{gC!Yg68M&oOOI+qq8H-{pld`5u99;0{)GbuH@(z{jsIIvx zd_i|;48nyIwGe&dBuU%6m})F<1un`MU9=2g^}(}v=-p2u;}J|BX&OUh_I2mc+Nzw& zIUQV;$Fq;Nx)UYmQ4lsSEds2hK{l3~3wEy+NW_y7o5Y z`-HROem%m-t0SNQ*aiC`u%J;6~u`zNP(KX?^}iRMd76d5!CW)4>rZ9fR4i?-03DKZh zA*ABTugS9T0eEB~fP)sFL4J=G4vF1>-fhQmoKh?Lx=z4Z{%=6*ejGN=*~TnC9RSm` z1adZe2-AMN!A!4o_|&3OTdkCU=0#HYtb@-0{+Gft@siiacnn zI*$A9pM=Y2jIqmGK)0WJO+WU(!1tr;$kRFm#_}CJ*L{i))4u+m=(7O~f7S&z)I3qik@p)ve$O(y$JNS7 zog{_P$HB8$1Jb^v!N!G^u;y|CT$BaEVy)RxXWr8{M}@deFCaP~##OyIOIOK>;oN(Z z@w|psZRCXS5a9EcNX9&Yjr&!R@VTa*FZ{FXwLiI^6^k936EWc0Q8xFtAs+HM59X5L z)Me2!tSM^YIRN}SEXo&6_A1cCACtKqrws8081W;yDst603eDVJz`>=**%qmI@Zoy} zH=RacaZ(5@tU8Z{g;FT)mI2t)#;TR}fqvY0;#%;DcX4t&1GUgwY z7D2xX1~9#L63vj`!?W9@@c#S|-1P4bTq#Mxf6c*U@%eUG*ph;7i?T3g&Re$qf1SN~ zSWR#DKi)iO)}*3QG|@m*XRp0csH75QCKMusBttY)Q7RNEN=PA6sm@;O$P}4}3Yn5I zW2B7v?)UdIT+j3T@w=|??{w|!blQ8J(>dqf_rBL!uc5UIYcgsG_T>;i`~_ZiR-{)` zYcSBrnivgf9Bx=jM)rbV!b&H;DWHH4zt@jcALWwjP+NYM`gcLkIgk zdmQT64WVn3S$9ooc6-|?`g%l_-DQ@*-jjY&*JI&^Q@@yDcWn^O7I>x|6|LYk;vRUU zhcZd)7qd4F1ug1hGUCO$xlpiK&^*jM0@Lj5SWlhdRNPU>ORf8eHT|U7>3_dK`_xP} zN!O6(NXvs?jXJA-2(=9&TJ(ZpKfXyJ z-vvS)+lQsnQ69`-jYh`dZ(lGrIY%i2CH%ZL4dk2Ev3*)TT)I)h%H&wn=)cpL%c+j^ z{*otPh4+DUaU{G9I1NjzelSTdjMyT%7G_{J(Ar0TMS7cZplgaEYx~xeS(4J1 zy&DpTJM6OHT}3{O(QgvC4@vy-yISnw^37O(wv2t=lPB7#>qiOP513P8gIjz5@Ovjj zpU!qfwHi6$1 zfP3!KDcB%@zC7vAR_s#8S@-UUs#iXT%Ofg*-R#8bZMrV>8H@1d?PjKeCbP#zXtR}v zl-U7teh{j_!tb*#7!|l3q@2OC(HvSki|@a>Zt&UvW?lVbkx<}U--V6(rV^f8>DH{l%5Zj@)^2c2ZTPp{&mHzlz0 zc?po~zLuW;-2#^ehhXU1B`_j~W5?Z^fm?o6!J4P%;QUur%6zXVk_$E?r{__iogc}| z7`DUocc$#dnGSI4&pttKRDrHL??*K^AG}$ajF+yo(B8rktmol$Jb$i4aG*Q=+Tuf(UCZ$_?j|>l)7bfRCmyI?O3Gu@SoJq$ROK>|s%>K_ujM$_JW?mG zK1PyG{YzN0*OBV?G~?y#`ZO&dmo~oK1^eZlAVTPAtdf1j|Cv_-$-``f8c_kiQGW-o zGOC-t7YY9LFDjWdK9lD3^ryf9PK;Uq4h*`WNTo`qbZ*NdOjMM`w9XhDc3QX|?sCQ% z*FKT;!Wfv{;7Y22%2eK_hO0MgvY({JGT*)n{%EZhXk4fIs--Q8=irKxIjbDW}V)TKBuL=iZ-xYVMcZ@5v9|*&< z2j;=zHl|Md!UnYdy;V4GmqVq%(b?ECm|ol5MRz-S>U!TpZ@N!ozw0qfj;yN4_*Daq zJv&v<<~c-WW`X$oUKU0fXNWA#1;3Mx`REv&P4ARc*!lTC;B12uaW?T#`Z$=nO!KH& z@S*g1Swv>Nrj&kcF_o)~6SRMn=)#IdhcQUF+tMR$xZi<*b9?Jd-9=Rj-i!3G! z>y*bTB+|Nzzi)aFc};{XYTnFNt*dlw@dd$?CK`hsrc$c=MbX%(OwpvR8%bua5*;nN zDw_Yngl>Aq(cOp-IB>xlq>KdIBB{cr2Y<2r++*q)xfMfwLn-y81fBI(<89^=ejF-j zqqPR((E)b6PS0;rn>(Cz;0``IH6O~KEO$LLrG$AFT}Oe(1U-p}a){5kO(g<%akFGS z?OQE)5IkB!DhK+oGu($^%Of=$+;)gxG)q-7BSII3rh8MWyc=C|Uq)H0?Z_x_D}AOS z#>8efOubo2lJT#p)N3Tn{4|uBe?Fwg=0%ic)sL3_Ov8|wx}?2!AUz zJfw*V?Q&)K!^L@2G3_{2-nFH{Q~F6dEwf;PixeE0yA++z33>jCiBQ-Z1RdoMnWe+> znGgOmp)*;XKb^gUsa?E-kDXwKzprW|h%WNuCO>0V#RlN&^f~;X(Oz&l_zc9XT@UP= zNfgQz!$U!Tc)`XDQJ~#--eJ*22x!p5>Y;w1@?a%nJSz$&YK$aV|2uB_MHArXfmE!? zZNLiSzdIb0A?(VfSnJeVYPNKGk4!e*pYJtQew)O;2IAMDJ~T=u?zWC@}JLr+u*(&rxcHmk`D0q*SFe8#z!uGQqs>mn8Ren>1F$Y=u8p54c$! zead9t7c@NE?=qt|v;uG5kM)`?^mSUB;0ap_JNroCo9+dob=ym!V{I|SCWW)3J7&X< z^pVuA69I-EQ|rFHl@-|)moo3v3LtgjK`58s&3AnD#?1PA;GP%5To%Sa@0z20 z`gI|9Su78~tCQ*T-#i%pbqCYGtP@SHtzoj1ukxycD#Wup?eOr-dyH5`19C!!VDFUU z{PE4B;DW^jR(6pYq_*x8cLaH3WOFCqXxIW1Ry<*vVH;yO=p3krI`Ux>O_~;%#AL>V zLdy0cI3xR3eE3U}fCah5^f6Xv-oE((?o1v0csvU}_fLeA-f1wrWF{8ud?IpcSR!`3 zWy}-^n(>SDvS8}lLO9=P1?$dvL(rKvT-!C>?Zj{tT{>R_;RiGLdO3GkZ*_)wXK{{~ z7%4*DwB^E@<{9sKBn9TIoyDj=&_VMrZlI^R8YbLM^hF=CE(SdEn3yifrz^ZEWn<0tyaE zpc^Zc*uG2S>GDY>c1TTM#v^YXTdAl_%QnpwKfzvHX*Qd^yKV|}tjuL?cdTQdcp0#s zPud{I`WbdE6C4{p6w#{1&)MSK6Kve>SiV=6VO=k#Fi9Z{S%jU38^+^7ul)_8Rta2k z(_=gLYqP7uQs9Z+d3MgWleja!Qs^tFGI29@lh*KYP|mvueU(qVpK$&7wpNKhdEx~= zbkC){LtE+QXofv#cnA`vAA$zPm0hOe1A4Imuu|8Oe6qIjfo=E1NyC9w#Q2kMgy1QY z@CYiI3xYV1TnfTwZ3u$`t6chJ7;FUDmz)*{gen+SCX%dLj7bZL9#uk|3v7nC-L!?!V{* z-EuLEWJ@U=VFMu1#h1O#ZYEf~8(Q>A*tT(DRKG8TnxnV#$r~c!W;4&$0>V<7tuJ*NHydxO1je8p(`mH!+p(iyfgY#}wTuOY3c zvXm|@Xv{`yuq%|evSv0{SPPQ`)TzoN8<7=`57$JgeUHSh`?tZSgnN`XWjTAi{T(b8 zcq*nNE!n0G-c%JV&*se>K_4SFu{m5S4wu~nE3}SbpNYfCCdZZi-D^v8+`og~#62MI zSc{!9jl4#fANF%OF7yRCHhYQ{sC>(1XD&Ivp@c8Dz@bidA9%9yy4*rC&igqX_1h zC$cfavdJS`@X-7H6yx0w!#a;_cK)|)d}eTvO&@ZVQEu*paeIfcZUeia*z_Iv?5M?? zk*4f{aBXy{6a0P?ompjt1lFZvKI`y!1N&%rJ^rVh7j!s?3_OzAwE={ zJ$q#V8&z7$e(0~tM%;9eTrW#t7c7*bob)pMyt|a2^THApg74y+(WT_&X~|AkS%&f< zm)!~_@l+e8kM|>&QlIJPuvtx-=G4j(cXm7Vt{IM6XB#bb+4fXaOj zg3F|nexrxto&lQd#>2NDO5>E+x?v;E_?$xhT~g^@@-C1roP`}for&&#Vf>WLP|D#W z8Js@K`{@ch&3N79A2rbRjC7~f>Xyk=jOw8B} z{neiEvq!5-G|vvf=o|repxBP?gEioM*htAF>o%CXX9pf@xrX0+(}bFC2yV13WMu3I z;(n$d8)RP1`^F#Q7hlhUW}kJy4~d44Bd?(Sb~$=`&`nbOdIFi(#Nw&18}Os84dp&7 zfP#%aIOf_lQO3|6v^nPnCM=qT_fv<_uUAKzxPjHYwfh2k)?r0InwoLNc12=c<=}Wx zAs@cnn;vZY%`9mwf$OJNk=xik*stp&%DfuJm_^$2IK~L4WJzIL(^b;47)*n`L&+>< z7v9Twk6RuO#H{E$c=^{CY|cu;x;GE0e?cade4K@SWi#P*%T(w$B9B?yUP~6;i)qp# zLsm`o9);Vf4+rNP$vVA27)~^7YmS~!g--$oH z+2P|@ekMnu4(XrTM-s3$0f)416}%qm!RO;x!TaSw z?O2oj{M^N55HP(LW!|Nt@vGsau`~%Rf25#Q$|qF1ZAl9^YYIL?^0dVCC;w*gF@C~u zfltqWhy3|b7!_lO<0I1fROe>=Z2A!oY$&7FbDJ@P;c?St2V8d3Q+%&_C&qfGin|?F zGGlzapguhmtcMy1J=z}LpuB}2=9G@R?&Q$CQM2LnClaYluE8LOSbQLRkw1EPI1ZB4 zp(o#1GVhvBRmIMj^!=oOgVaaOFJBl%{u-{U6+`joB)Z}tXt+JffPh`fnA0yGH;sCR zasx62Jw`z@bk|&xE&9cq+)P6EZ`HU#cPDmhn`x$#IZHk1a8Q5{JYaAQ<#^d z`|^HYUt`j!-TY-xMCHG$pmKi>A1c}lp>03-=?|pY#YZY&ii+UX!|f(^ay&j?pTb{V zyAAuztP(TjA_eBpBdv-C{R#xj?Ny!M6G z=l @=BEPd@$Q`+k?~ve30Q}Evj9oKw1k@m<>{k$XW86Zw&g2^L>BtIeJUc>{K7% z4NQPZzeY1HtC{CtQ<3@jj%ojE%S+scQNNkO-1?<2hC0NcoBuJUX^EhNsB6hvRvf|7 zXGzHGT9e|5F;Gx$20kYG%#7mw_&W7BK5y~BD>5FCe?Wn*mc{UXkAej~8;;lclSNW9 z3y9!*G_d~3Jyfxtf$?sJpiRouHFGV~ z?Eal*6tBlIU{05P)R_LSQ(@DoT)xJ9EV`Wifzf}EdA95$V>QT`#tOZ_W8co-?WM-Tp9kO@4sW8)WFp>LO-$q8l3On1Y4YRc!kzO_Q4wk%mm5Uovu{ z1o?B!y~23BD!$JDT~W@M3Vp(bIz5b&XDhRG<3T26feg6h_NV^UL*YPD0CQun2Y76d zK&!_lcw@UCo~G^vy%+s(#0`Ou-#biH*=IXH`%MH*5+bnXR9xNL24nZzs&^Px8#d|%vu3GD+%5-9sy|x6D9sm zgCX4m@z@PBraNE^3_Ljtj+I^HWpxgt^^C*(k4NQT8uUo))^(h*fAL)uc5eio+VF(Y ziL8M!?v|uFNYF9b*T|oVsRQel4@`}=KAf0g2O}Z`jh7FnQ1(z6lQpDN{9;EfpUj?M z#@A-ltnB^9M@Drr2LoG~l==X8tnJQ6q?qviRtO$(vyx{dBU%m<{D1~808xfB zE>Y#N)^iH3d-E0yG8f?=xxP>!c(i9(EQE_64dG{HD-)YxEcA@^!20P=U;`9LF-{gv zP>2s`jHW?2ZgP-BkzgPwSC=mp$|0 zlntwvyadeN?}VOZZ`{ToNaoM>_7jAMV2_HPY`OJ7yKHva-O*Q$;k>hxc zk$q9oW+1cwQ3if8S7m|(j_=(TG%=vYWLY3@x|tAI8c<1Ru=@ zt{*30`FeO~*BY2{{Tv?_DuW4U*Ta?83?^@Zzvxd!D$WX@&#yD-#z9Y&L``zzVVrw5 zx~!3><^6p?x-x*@JKh4*ud73Si4&Hjq%#lSUxcRlNf0EP$-i8n4a#n26h1eQe|uX3 zPt?2kSDjPQ)gX%Jb7qJ>=?W2YeUL^^uMGw5Cu##Ct9gW>zr9vjwi4dKsFuEXNY-3l!;XN!#mk zc#ZB<#$@Fd9MLbG`DNTk;@bE?)Hk`GSC& zwKT=<(*yYo6#--N;InAqk8Ds{_L?`1oX0Fzdy0Cg5p@4y1ew3Pz+7oMz%Mx=#`l*} z@Whj&cz1R#UHv%}N?!MYLG$FnV@L_MoV|s13iUL05b~A68a<&Yn$E2%!?=_#G#mDd z&X4Y(12th#yKp}5^7aRPsBgsNPyUiL<78&YpWWyccZ3!ijHfLc9l~|{2{~RYfR3nW zwji>ZMtgo1ac2jR;RJ2T$ZH~rNsSS`ei%v@+Iq<$TLlB`3+Vd$M1GM*t$2w-4e^e1 zsAupHYA9F=*pSF~hCU?kYt{U6p|8C*Bn{Sx|F}loQj#cIw=sn;`ZIQq-e8BZ5%%7{ zjk}BpyFRbPzC+}I+o^es~-G?y*EZuAEPl?)0GH2Tf zAVa$}a{J&XiT8*?-XoKYBI@0?PN_s1Xyx> z1Bvgj-|f>_%-c%}{RAwJTM6TCQ-v1Z44?X3fp|A7$>%%2nc5X?w7T;Wf5LD8oiAI8 z`z@TIrz#LLTg%D(ziC{23(0o#I!wU9BvjHsuirG9DdR=I z8;#kpnYZ|g=v`3bq{Xj!7Xcww3gj{JjQD1G1}wCZmpBUj)zftnx7yc{s~VO$Xkv(xMk56zO*ROWL!rh&OpsN?%^Mkex6NE)GCn-{w$^PV_+K!B27gNfV5yS%}ZNsT(VnjOrN^0(iHiJb<%6BA-I1Z zGEuoj#mBWIFA7(|Y={T0H<4ZTdz9J5TX_9$K?$3vF<_vjRRT(Ir-K z6Gaa!gR^Z*_?SJFG;NC=`pVSe{b^5m@p@pgMyXEy7b}85A`r zkJ{RYv)lE@@|P#;k&Nbfer|yihTeEgL6IJUR;&SbXCy=L?X1m z4%Pa3Qt(1S%dIAm>h-iF7m8vqW3&{EoL0{}uewfCwLUNj!M}6t#Oc^=VS}E7$4TS^ zuYqJON9l;z6c&s z?Wk17NroO(qF&7={_3G#v1ZFRyzd#qeZHp6Wrawgc6KSxRjiU(GfpS`A<5FzHlfM3V zL8cKE1&oI*KA^P%hVWTeBrz|v__Bm5!Bfx|^{bxa?U4<51&bM*hS#)8X)YZOe~q37 z2H=1Hk?25d5~F2wlSo*fUmpJoR*t?-70YsQ)6H1wy_1gPrq3sn(C>h&r=j_V-{^72 z2W+F1Bqxt9WD57VP;-YJb+*UQ!Z{AqCA**U&=o4qeP;Obd@`Q;mbNd?V0up;!RU{# z$j_{XS}omaVbyBUj6_rVE&l~0vVfA>f6>+NHyDZf7qnlE%6EQKZHj{qzy=yDRa#s|r;NbYUI3l;K@y6=o&gC*OxvLT~F5jeg`Kc%e(t z+BL?!Y_bYnvbc^>Ig3c*^9JV`rNXu?yXb^?9h&IZ;U}{l^ibc5bYu_H9{=H_&MVN1 zow;b~WkqY-UgCzv1ez!GJo|@7!nuJT@Qhkvt+MG>df9%4zq~4ucPsisp9O#5f9c_Tl+o*#jQg->ru2}Spm~KtqTKO-C=*H7W;FDE6&|z ziI?Bj;O*5@>77>-WAIAC%+Z}eQTyHLj)fBTkK2QrU;M;va)aqy#0{9$xf4PgD@2_a zG)3ln50bQTBIVhJ(CEuivxPqX9V#MGm21Q&&@G$3?!-mJcx#$|@`QCRp>D^$t7%l5EEP2yNXB28gn37I ziaez1XsgOO#!ftlWRK-g=(hsWo~aAU-4bT}b9tIDxq-Q2I*UwyS)xa*23)T>Q}=q7 z3{&;{IBs2|P1SN`G+o7k_V*f)mxq#|dwHA=>HK64EEH->RyH7Z4957^Ey8v047wa1 zOozoI;IDrVeofY+gVSVa_@$HB?Qns%d9K2cg6;gUyU%dW)Mr?Ccn;&9u0b2(n)!IA zHjK+)Q9D(SHx+6`c44Ymj6A6q9VXx9G59&%9^9quY3-5cd~~)Ob4!|`+!G?q7g>|} z;ZdYhTPN@j%h`UAP5gm_fLc;lP`P1krXG}Wn z>oB@}AS&!SNm+sCNcqJZoEWZ4aXy{6VZS0x*r82&K?`V)**+NYEH`uCrj}cHg5_?LJs{`ZiX%^d;r=xdJ{_ zU-IKmEw=4`g`qLlm~l9q)^13nVFn^BXgdt*Fd4sH)TFe&w;6+kMwA(v%Kv@znV)>~ z4Q+n3h_$UO#XhsFX|R_Eh3uF{^WLb?D~BO;rfdM6DxE`;e!W<)cms2O4cT?lT>ogJsFdrw{oY_2YeWRA_~54}JY!MY|6g zQn_6urMf;MlMWwH-2RU5%=?X#;3O5Ela}n7)sI=PZ6#Ud9z$_oj)Lv4W`3u_XL_)G zChk*LVf#P2j04hDaPHU&Tzql~1^iY5zmbYq6_H0>hkEdf)l<d@hqhZ?qz_;Vnjd8cB-NFOV_a!>n^f6tZg=+plmO{PY_{opzltMPa+36}^_? zgu0~EvA5LZmO_fro2Y607i160lg>mJN)XN;hm~#QIbNF%WPij?a|0&EMh^;?{Gc0S zUZZrn6rCYNqw)&ayoQmy?FfYzGXkl6uP?oiJWhsZR^iy*I^O>5aeSeB8a`XN&}d&( z+OR4EUS8ucT}SXF47Eh#3%;~A(^&HDbQJ|o>J&dXk%PBhETuJrzcNX(dvR%*g^T9B z5L#QokfbUJw90u? z)tX2rn;!7N>+5NH_X3)7^D3V=sY>W2&S8#MNyCJdjYNmE$fd!R-5_~H$6gzd;inif zeJC`&sw1dpm=Wv$YcQ5u?+4j-p2?XdFKIZq&F%R-H{!-_qmWd0%G;HIQQ8lw^0gzQ zwQe&bSDQ>v3a`-a#3=AfYQk&l-;?ps8VcWNKx5DMfunxy*xA27ZIO?neG?ASmi~os zuxk=7(2o+&f9pey&bMjx-bl)v_JKb3yN>$ZeQEsQZOm4M-=YTvM%3k0PC|kO>Ct;J zvVJ@IbtKWfswVNJ)kDeM%83FR^~t=-54WbA$H+f>>Sh*i$KMkR=ueI(fLt+Nn>!RI zhYhDU_j%^g1Sx*gG8IYqW-Y--q!@kVR0TY^1}!bEp-E{$&}lmoQ9q06AFfO{T93hy zvu^Yd4r7{cBJgz$#PVtU-QRj(m+ytN^$M=3n!~g-4x_58TEvBWQ^8$pbh1ytqw8Do zSH2dh6b(n6gqt+GEDF}igwoNi#uRmE0zc{3eeh(Tz^hr-$=^MsF2!py|L6Ny zd^1Jx3ub>)@{KMm7j#8L8~0N6`A@id&@o15x+6Kvc}ivXr6txYC*b^5zsSlsfjahc z*ca95RDfVDsT>0edV9ckk~V!Y-pKErHjm%xr81#`h)+o-Ed66z1s`9 z`=+JNLhp1PC2vlq?#H{yZ)*xINjgAJVx#e$ZY=R8!ur&8FSZIijq-`*)a2|>httl9 z8?;2QLh3iYx|NC#mRn+5MUA*MsQ?U~Sxau6FJmy=o_;ngqGz@PY1WfsKI!u^)c-n~ z4@li7N{DwAf7NFoIQomIsc$MTf8!L4Ot!*%_v3mGj)lA58g+DsAOQ7p=AEr}nIt+U9hm2xY(5C8% zaB}bi8sy&>G-ER9&G|A6@)GpZXWobV*D7F5hzaF=zt5;%ze7&y#^^QBoNRtYQ{nbK zLOsBlGWsNuW9ma@!nHb>y|4srM9s8vnFCe{`YYmjxwL=94QlNDi2-G`IN|L;(mH($ z`*sU`!tKp;bh$R$VY3nU7j!btI;-i-t3z}+R-am@s7S6<&t;4Ue?`sbCwb|;abiw= zBjt?KlYE#X;&*K+WO`0Jl3wmJ>>4{uJX%%oylFTjj&Q#t)J!{hLtT6NUG;!xOdg@a zx0mF-%mY^r3LxpSYz+ORO3_o#h<{zU1N~eEND3ZBQbdJ39y*;1+FS`P4C=s9JJjHy z(^vuPCg@!Z*;>2(Y#9^f5JNR59x;A)c_2BjF1hHC53h0x`6&;~DeQMWSxFxQPDvZ1 z4JuHhUjrRgn@>5J=lNE}D4ewI7V4BX;rvBU=-9d{e7V z+LKZsRyz2dx*zSu>y8yTP3;0dKQ;(AuPwpBPW4d#K$cN`ybRUsG$?DBALUHeC&ey- z|0C-H%XH1@SyVMYWBpYe7j~MOMM0n*?}#M2>J&lHQEfqrOGINVRngJ`t@Ht|Mu@ zQp7w|zjKDJKenVn*`}1$YQ@-IPvM8RKBq|;3$aCW61gcvk`^) z??WS`F4u7<+Obl4GzG3sW;*>fS&?EUxl8ZE@AHd!_2ngkCt@%kJ4*{Iq)mDMou8Sq zlLCL|L>(#&xl41Jj$!2C0W@{!K$PlmMj4@g*VJ5w_FX4H&mooH-J&PaPZCKY1%GFy z^v}$<6PMhKBPQ@CPE?bJ?kIY`qg6bq^BFb!^+S&n+7eZTB{)EBKfUU#5-(Xd6833L zr+HHo;n&j^ng~{KJU54i`yV8k_92q|Hhp3&1pk+UI9$Yzz?)--(gu4SNkwrj-p7~C(D7te`AZ2^SH@FF8!y8)uw*Ll1UvGw`#4<`;kC?jdGw?F&YEVrucU(B!qmfYYUnN@0KpZ9z9b?v>%U}XKi4@Nkjgnjw9oF zm=W|aSAke6gt>Dk3w}rR@&{XIz(R{?W@6|Nus6(u1@Y<3VT)L>7&DuB-Dely->HVl z&6&n1YivQK?rhPbx1~_^<}nkUyO;UqJ4rlugDXz&HxBgvltAC5ST}uT1TV)(K$-P0c*Ot&w1&aHC$h}XwS6&r!!PDSOA0uYjzf*Nr{RA7cvu#=91p1&g8QZ` zr~*!m<`x%twJR8g1qpf4L0eu~OA1egpBBG&(tv~a$H0%B0$l8KE@b~{;0J6?K=0ac zd@XMYs!KM3)s>I@%9Dl6c`%CqYeo4itHgaEn>&$QPSrgS7hxX7QIeEbLwi>m3usp^X!v{^cSFnwAa*^6K#T zkRIfA?Szk|#cfd0&)bLwi;nV-67+EX)gtk|75iY-p=2EQw3vT*(-y~l9S2e2Qm{x8$h@zg2Z7n6 z80leu`FFb_c^?7eIP(51csse12?&@0Urb*@o})A}vp$Q}*56^ypN{9>#>uhD<%STX z`i_Zvu?B{H&4Xb5Uh(8!OYyYa&5Xl@D(1`0!|>1iv43{`kpG@O{$J*g;s4AZk6rt4 zZ)!wb)3V|0XQO-IJHvss&UNKhx_oDGzy!{7haY!wT|L|NE}mVnrHpmDr_HS$zlklb z_`@!r>c|}|aN!*9`*Ir}kK^pz6}d$pt+_uZT(~V$$FlD(9>PAmhC{V}C9Cyh1b0sy z2rrMmXYXv>$_(|C<3?WiBslsU%PEM2%W&?oq5ZSY97Re z*gS?s8$)nm^cZf1qCMviqd0}-leldSw(N`+8}_b?0dAZFT&&7e=Fk-&KjXV#FQGO#_?7lepb0^|@%% zFKBiB6Z`wm2blY0EW8Z8fYsU;DC>wD)B1EKx7E*<`&BxMi%MM&KldfFnhydv-({1z zX?x;X&Fh)$3&Wr6?1-^k@RiAeo@fGl*IA$S%jP)Wnw4Az_;N|kj@*NoC|+rwh^zUi z&E+2TMWe0Bbg;shJNgE=OHRI=MW%>-$lYc0Pdan5DJ|@kJtH~ots^)MNea}YTXOw^ z3Mt~td`$E>3)Ixk>c&IOO+cFK+A_AKz?!tP6Px-H*WQ!RbY{r7Xa-xJKOx?PP%(@nY2m&b5b zMW%Q`aUC`oJ!Vgjd%-rV4B;@`ie0zMi&Iq%L`ep4=F-LZX+{9&cE**P739V3_g;#( z3#W3DYXPkCZ(nYuybrd~S^m-R`>epAb26%B z?Y?dj{c_>B93zf<@N5j1I(sU6G+u){(esY=9`D1&Hm?>LZAz{?c-f6pocD{pd03JA zWigHOTj0s<*j`CZ@>1M`dt2H1u{~@?ix(#@9>?jx2nIhYaC_}WbE6;FbJG2ExPu4Y z)V)45o{Q~}g|c1u`K1?u>yS3!pE!APXD+=Kyy3dpoDb_n<2`qRezp-euuPR5H+~f7 zZYy{yFYl%B`iWe*cN@E_%M=<5ud=aIeK=L=>ug8mNX|oTB6sV{FZSBfAMF0j08a7N z5o+3ekll3VAUZFz;i~3`vEv0p<(a+?-0e$iS?%kQYz1g>FG>p8p-0@bb0M1X#fLnWiGOOmHMJ=Z?*+e-duB$PSd-igqa87x15)Vh#$)4c`Z8*r9*;`?t zt1GAb*_s>wT$}Tg_vQwb*F)7tCvHYc0z3b~Anw<|T7HD*kuHy5W^PT(SD+j4d5J-BDa1~_8b4k7>1ts_Ao}=xQogBvrF1s#y*z2KiC}o zMl53WH*nmRPgdN+0iIk_y$v0md6pfR;?3!NeZn+78^twVG~h$ZG*T&9~QI5%Z71NJp|p!eHx78>N(u*^sDSwok84(FTNb};3Y(A#KAF2epoVo2#-I8RKTKOTh4Z)1#g2sxH^1W~t66@C75k0gcFr2Yy>S}G zt#assZ^{rNFWOl2gO=UV}b9wl(xGe^$kRUum`cEF@HCH;f_1}W%l>za;x0$u#JjNoK&<0oDekDpH?_>%;ck_u`gpwdOv~^yX5|j$@Nw zxp8f`tI)k=6;GujIQ93@?2ZScxctEvVc5JO+*2HYPnXxSH|iX?mV^X4-($&@oxK7w z@daR4>&MNmcI1r5lwf5)e=h9|!<|3t$`vg0<6aBk`N3AgXCtg1F5j@xlKLm(5Vrq^ z{KNU5^~3egN$g<8g#G7v_8nu6{rA)Se>{(dl<0r+n5fWItHV|-A2(*C)Qtasw_$z$ zdF9&$ivneYH}KEqKSBDRyZ_ChUM-9;trq_B&!+j$j(@xTYeqFRVrlq)MyIi_F8tpx zAyoa}A{At%{`Y(f0FBehK7RTKlk4T{nz7vcKc6|SNP{| NO2W@S$N$%{{|9KSS)c#_ literal 0 HcmV?d00001 diff --git a/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/params.json b/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/params.json new file mode 100644 index 0000000..83d8c57 --- /dev/null +++ b/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/params.json @@ -0,0 +1 @@ +{"algo_name": "DQN", "env_name": "CartPole-v1", "train_eps": 2000, "test_eps": 20, "ep_max_steps": 100000, "gamma": 0.99, "epsilon_start": 0.95, "epsilon_end": 0.01, "epsilon_decay": 6000, "lr": 1e-05, "memory_capacity": 200000, "batch_size": 64, "target_update": 4, "hidden_dim": 256, "device": "cuda", "seed": 10, "show_fig": false, "save_fig": true, "result_path": "C:\\Users\\24438\\Desktop\\rl-tutorials\\codes\\DQN/outputs/CartPole-v1/20220828-214702/results", "model_path": "C:\\Users\\24438\\Desktop\\rl-tutorials\\codes\\DQN/outputs/CartPole-v1/20220828-214702/models", "n_states": 4, "n_actions": 2} \ No newline at end of file diff --git a/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/testing_curve.png b/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/testing_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..f97050f67b315a13c8900ce7494a2c527bac6f65 GIT binary patch literal 51317 zcmeGDWmHw)7d8yX(X<2x~4K>X?&Oy4kow(*mA-%k&1LnBsYLz(p zJ8Yvbc^fm`B|ZJ#yq;lsKQneWU}C**T_$^N9{DlQ&f9A#t7wv(tGk9Igp~mN$$L5* z(+K^aud5Ov4)}*5+#+hw6_h*$NcT^vhZp6wF$YS_L zKYQME{<5RO=-wlgChkPP)SsPTel|~Q)EpQvJ)OVo7Ir>uaH*LtN+@F6gZ)#K9lxCA z$G>oxCh5ku`FZW#mx|kur=Krp$~S9-e5E$1rj?^ekp3IVS$VqtzTa|psdx2qZFP0K zN2EWex>_&!ko|jT(D|DA(N@r941;q$0@#Q}C6;b*%j(rFlNaOTk03d2>efQ7H?A`Q zhjSHm)2p=t?;bbM$X@IuTqi*C*Uus~v!t)dWRtrzpNj_`cbm`0NlasZ6lhq8ziDXf zO4gByT1b#(#%J+&?VR|#lAkc&EzsQVR5$hF`DN^shLSIgABS8Nol;W}pX z%A!4z(%!+LH9tWn`hC9)!{MYmIoX}{s*IVU=7p~|uO7cR-d)DgWeW?IgZgDo`Q9~b zO0_Sz`Cp#S^dC3YS}%V8?`TmV$avj`;sybsT;9_vBfd150N?6Y@^l$}ecBNA({dJZ z`~sf;`o-zij23HO<{esM8oqz_oVmO>^f{V~KtL^M3fa@Ke%;59;>t=J-2GwG z70*bFtrvz+OTt~L@iR8`jbM)6 zUmIC?smeT90qvch*I!C@7{J?U)J<90Q zvm4N2yGI+T#O#0~c?WPUw}UY|tB&ZaQ(32jsw{KB2|8o1i3mFW;xqLcvvFwO8fm@| zGxM3lU7v0=(KlfnhRH0i!5Ooy=1-K(-ez%tTGGnfZ*rIplJC5dK1fad__zQ6GsSVG5 z*-QVkRm0}iq#GK70Vf`&9)rq~oAnD-*58uMw!BwMisoy&`3){Ff0?+ShA(;>H&uXPCe^7s4A(P}Gv5Zj&3^9j|ia|#(g^HDy( zU#e0NpgvD|17NZQj&js(evvdNMZ;%=S?qpg)t_~DO8?ERTepsST>?Yd6Qr;FEYxay zZI=}VPSP;p&ZV6ZY15th&r~0t{H%I9RwFaBu+zn&DoWq6KVm+kb%wx9Id=gJiV^9P z#CiPqF_dz?)pWYq_Khn$_Q}sei<7-SM;C|92|6;zN&(Z4y{E#h67JG;r`~DoH7%9B@H=J>b#&-OozMZSNJm$R*a zGs2KEv2ozJ_R9kPu0QAk2lCncw7d zCeAItDoot|6ueSM;xG+7UX=X%m0i!oB*rf5xr!EIUnz;>>}*-K3xs9l>1G4Dh+SWM z_T`zK|8@&Lgs~TmCg!h)vV$&e2cAyM%rvR@v>$n3vw1+zQtzAU zz;oXW-_;Tb^U6H%nxUy1Zf87GO!MXWRz2{GogW$kbKoc}Rk{~17@T!=LSVq_yR#)N zz0*$Bm{n)nOD}yi8){TzO?UyWN|6F}wpS$kK<9VBzi1eDtn5JGGh$#z084cM2c32y zH8Dqp%JZ3hp<|G6ZtsXf32WN3R+v!>W?tL>5pe&B=!3ek{DhN&_vta8wej6oK zDa&@*0eEsHJM_ZV1hzeCgIn&}QhzwY6t4U44XRE#XN%a8_1#`(l)gAxSY0b<14jIO zuF@y9#`odl$9b?)`|5C++wcR!IRNOb+jDJh9ajx!3tpM69-R4YHPRMkJR{otva8ML zJ?R$E)CB+u^DUVxzp1II|8yBZPT9N9_q37)9)G6xo(Yin_oQtsPW|!Ho58WMsO zms(KoerEy;`KxYR$RT|RI2#x2Qb8BH*^*#q2uPLD4b=xAkq_({2C$}!6UVSNi!;C# z9_sLul9Kv>d`wA#H#j;Pxw^XQ{A8vn&m3G1?DxiYnYa*)UE5$?d=S$7z|kV$1Z48@ zY0GZEYyyu#A*8Ea-vxpcGtrTkAn;`yc`y?c1bq*_^qVqt#i|nv`5Z-t>W1duWHslYeAFPhIc zT#n|*gCfrlCdh$hp+tk*2*1mK(*p$LwKW|#*A_v3#CTx5HQm@S5-?)wPAYRWi*t5R z*W3{!(3JL&*XQr=Z;gTMbyHpp;}a7*oeVC;YqtTyxXp#r&I3#n0T^h#{pE^;BnVZv zL1kLfBW5ivt<{TcGQRPw@c}D<7eBKvs2Rkc>W*AX=z^)JSDD}Xb4H62U-cx4gs$Nr z2?+@pyt_{J*W4E3B#^o_2snCw>d00^Z$IB%y3U;N&m#fc1l)i4(92{E>`ijTtyC69 z8~{}WbFOsaZ%BcQ0K{(tOU-O}Yg0T@pp;YaE;p)1*4EZa&SG%D!zdHFu1B-QORaL3 z8^6Z`c>(rFi`qwSORw$bVJwBiOFfx$4rF_M9n_yBde3SjzT$W99(K%gW&4M`WLGVn zC)d>$Rb}!V!c-oQ*=57DZAv@PtAWYo%gzg4@t-#9qt#QZ`6}^@QLjbpyw*rSxEKy6 zcctDk85kN0!zHFE&Ni23?gBfQefG&$Igu_q@Pr2{o{w<*q0S{w5$61)7Iu3sZqDeF zHMS|hjmO8wKNE^UN77+NU?m76uv$Hm2!9^qhe6(hW;tY~6z$z_gMwWW8I zM1e&C2W^2(SU73){Sz1b2u)6^c-f01=Q@E$AJiIU&8xV7qs78X1m|ubVw9bX)D2ftDpYR&{z2D9-Ap{3JvKHr zj2eB#vVtz2i~Swl_0upkG6UfRo7@$Pz(<3cL2@b0s>=WP8BD(_;d)0&b+*N<5&k>l1aA zGopP>0jGk2XFhPQs0T2xJ?Y**SKY-N+O^OEXl@KZhvjRTMt&+9K3Rr3158Xz#U&+w z_A{EC*FKSk-sOCpp>0<=p?!D%{-pnI@5;&w7V!J3fK#utt;>tblWEBHr%q0`qH+%425H5o#Tv)4Y zX5PMi$9oe6kuZpt{}0#r0LW@PPwi&gfr9Q zr8tCM_hUn4v8(w+uiCQYev#}sApoEd-wBY0c0ejd4;AaB30dI*#D9?C+DhmHJQ+r1 z;MawUp}H9TXoOP4vLyAU6K(#2@cgLatfBd)Z+y2E+~*AXFE~ zMJQ<7M;c1`FbnvZ-`%=O&d{NW!;OiNTS)4dj)B3!!J_SZv>yu(4i22_ygfY78{@U` z&L!g+_I8U)OIr^%Cj1&@sM0V$p8LWHHq9!&! zPPk$QNf&01uziKR){VfTaJB}3qS86hN+;tlS*V>UHEYGo%X>0ei8sFK5pMu8#0{7& z?SC9nyU0_H*@kZqRHT*77gB-Sp)7A}@1kA`aN}xHXAa$TlPeh+Z}1jyaBvXxT)n^F zugVe-hR^H+)RiHV0iLrE?OY zl#^n>K`j9xUv&aZRrdUk&JKvZk|(Q6OSbzLMttJ-)RA*LKCVN0s&fD#K*snI41&Bw zufE!)I%q`)l?RxH%p8MI~GcCT_A;Rm5BvFZfy=Lm3v;mb;Z>0nQQ4e-!2FbwyH z2iTn}Lw5aHaX!-VBj!Pk6B~TEue%S5egGT>tc_-OxxZ^5R}lfhBugcMIqr?~XZ5S^ z%fHQndaDzrh=A8p#?T6=czSv^S8hD}wB03pK{@f!sSOap-_(uEwg9mew?D1GQ3jkima3WgH2%S?Uwv6p%(6Yw`LH1Ub~dP<5^b&p0j@sq z>sMhaJ%v(k4gss42cRp!R>W|&gKG&`BH_yNLDD|ZSUmN0UY#|-gRGIko1HB8Q;7kj}};>AY|rnuV)Xz`WzT`5QxHXi#zO~ET{Z&n8^Ivd93oKi*awD>!(lB3cw}*Ye8|XJ$CUR>+|trg zput1Hgu0#-WxfDrrOMSMcyHU=`q^_0)P2H?&%RzylW;M!WicZv*Ek{%I>G@y4hnN5 zV76Dir=N4dF>?R@eR$DUc&9L@1+@{UxbtKrI7z*U=;n}tP6xa%7#=GQzW{CNbJV|5 zj5C=KWK91 z?`(W<_Kf&b<2)rLCdNb*US-jSCk;qb)!5VexfcvWU1J+wlR&OI+DQnC-3r+9gDIuZ z^S{<-0A9M_s^#+V@`43~z;<%>nf1V-^mn~%wIe@FZK8^6Ln)&{@Vd^s%4wq7T z#>P?q^eo`D+sz>9T#G3O@IDJ-uibOxal~%l9dcOU5%O5k1>^*WT=q=RYjZLRkR6JL zWmiFt5AI%U1z1g-{0)`-ElgtCN3quO+S7aL{R?WG8G$E%e1Jyb3SblcE$IfGkR=L; zZA{WYFod5zOyJeOOyZS6Pw;E!6qwQiXf4-b97Dcdh4shV!1=2{DQEiZ+l?c@1j7up zZ{q^A<#293_nP#YaN0ihhXL-Nh^8ugLJ4(*ZUA=O0XFOnB*12X#c9GeM9jV`*JGLP z&|scnYk>rnN($d&N1mM0TVdDe>@tt%HQ{e z{QT37LoSU0AHySyz=5l1p!S`X?^sSg>%K)N=0FY8pGhFUzy$zsLq)h2zpZ+|AGn_+ zBN<%D`T&wSFff48;QxerW%`T|Qm+3egaOw6k63#Nm59>;7MCD%!hLZVbV*w``HWaH zz71S@985f)9P8z)%)y`uYDicy%+1R~!kR1W)}ZuZDKo6xbT6mraytS}APajKth5YF zPshXFK-+xOku&w~+->nc!_rIfH@&dg;{m&XHQ`46yq>LXK%m-y^cVwBsLi3)vNepb z)NY2SC?mxD@?@lu-qZK*n)xL?OW@JSd#eu>d@$9taI? zAlcdNJ&OIQeTOt(CGMZ9*$nhBdq+n_C#PGseHl>=o1cjnI^%G1-rffc&iU-PKd7@m z@IXW|QyZ3C0Mv20e!KAsy}vq)n|7#*=Q^x5!HOZbd(SQoOqf2x8NXK0S5xtfdOkokk|=WB=djx4g(j zp<#H`&KO22MzMp77z?Let-+xzp=4Zd}tZFG!M z|F8FxXHl%@x;9c7G3?M`;?g+m^dfs=Lq$~;pa1g;8@!6dlm}JQ*oIbAJJvi{$a| zWa2Mk|1)Msi!RSBDT6qAvfeFVy3Tjsp(pDu1E+!h&%W0p_<%(yIy&BjwGla14B%a* zhknw`uo_tQu;PdR#{bsvZE>Zv_lM=}0;K6B@{(!}54Q8AQ#Fncs@+)#mI zVz`O@=C1OjW@d$SJYhFffUbjh%SB$0vH#T34yVga@C|OeC7ZP||G_f|iqL%56-!u~ z{zZJFD}X9S!)J46l;2%@>rI9Un$mjsdmD4h$FoUMrhU zc=;Rm^rg?X+Xy1s8ds0XAKFAjDX|fRD?kIwR-ksNF{ABwFD`v%dw$lk?X#ZV_;Fgz z&cv|7skNKMsjc(zW24W%Ba!92&C<^=@2x*Qn8Ths2zgE>S_%}Q2Ldw~Sp0v6)jiz$ ze!7-=rEH{b_MJIXxJ500?{w(F!lwWBqVw5l@tu#Q?@ZC8U@Rp1S`%&{ zpyV;Vwm1;1qrVY%Y7HfqApr7;z3BMH?U#|y9?ZK+4lM%#W`AZ~$jk3Q)^UgPdUt8)L<#ka77 zg|jN}Y!*ncr22{omjl(}cU0DbMeS=!!Y zv}KFgG>Y_&)XqU^rli9Xf!1^cF!{RE1EsOO9YxU@f$l|j0ge|hn_<)TycVf`w)ow- z4rc2xu>(5DHb`;u)XMu!fEb_v9g)}4A_a^J^{RV#7fH~sMp&)MuBN4?E=HT|gtq*TvzFY~=H+j-^O_i54@tM0fD_$o<>~(6&7DRCw8^T_R#PjxTAUm9a{@?211!$na)%~BtKzRyR zP_iz7ef_e0u7ps#s@H_6X2Y08LsyKi5OAS#;!v}4Bo%J+Lv5-H$A=$h|I|rXd{1+@ zU;kA`i8!6=&rCWILl0-}*Rtz1ErOJCArKVA&67dGgxJ$VC91K=Y9J;^J$ucl<7MAc z=C4i>ge~}-^~R+T{UYFm*2+pQ`insyg(O^743|;(AxiK;m5L>s0%btj$(0jM{(F&1 z|GnS>CydAL)~~dyQ}~c&yG%w5GaOv?Q@^23Rd$(=N71H$OcW$>(^KG1T0h&zi={!V zH%;@0R%CONl_SD%W~=m3f=u*lQ<83d+z>X|#d*bRPVINZl2^yi4_WkbB*cVrt%7^f zk*6dhxRU{mkK%RM?&1G}=Br*~cRP0)`NX+cr0CmTNY0UVZYR`<)A-%KfnR`$BZq(O zDD*CFPBokTH1pa97-e{iXxPr(bFod+y2qQgfVny&zEHOHD5mjkl6;c2sCN|sE1_Ke zzwO?2yojYoFzV;VvaRQ7quEG@$j}bZw=}ml-YVBr;oSLZ3Gw1&pU6r3!xxmaHwdI7 zt}{=}>acnc!jG*|i|ly2{_!rmgKvZ~pDKA7B!^5?OOT87gbYxE3{4U)e5kTtk!G;kr7sC(6O88o^u(d;FujkM^q@;j!Arjl6$d~mLeNChX2U;P~B}$`Xq(OM- z5lP-Gw?)uq3KBxw)35xhoc&Z^8e03064c|}yQHVTf(f%g^UPX^X+!r6T_qi2pJVw> zxV9Npel;KxX<1(~TO%{?fIKA_)aeRg*)PqC##brEx{>>fKo z*`@oPo?`8x9=cvUTNe|k`Rr8H$8o>UQlOw*tq@a!CrI0uE=xAdeDlEb#ZD`}NpvHl zV!khw1c{0QLe_?LfF65^NRtsmHp~T-Xoca8s$%4T{lYAW2Gt0Gkp8bmbve2yL0N#f zrmkO-h%Wj|Gmo6T4Z(>_hX`1EA@P6f%xX|#oFkqIi#|dPENBv8bvfeIdL&D@Q)|Q@ z?ZypS$Y7`uJ((p|j;<>ycwZsrKqn?kw~|o}VaDqEuwU;4p?e4hCfG9DMQ`<{q6l*I z%F$mOPy-|py>GpQ8NQLEAJfn;iU?dCx{U=Z5zol_%KBu`tUD3UFDBFhzj|S1Zbwi< zVss11n~`cM5b+i9Z?$l0%EcNJ5K_M-$^PTN30V~c-}w>^k%U=N+=$MgjLN;LtiiFdfh z@q}6&D<6^@XFKAnZk;X)n4mci+<;;tlJ*-eG=~E_Sg?@Vv#Yz%om4JYDq$z#8;{QLVQds zkqUGnLwFR>wj>oLHc=={&4G#lx?e*t7pesLY2V5vKwA*#;#U>AGDfg4OHhi(V0s%G zeb(MT?l4PwN2ol%s(kY~L=Pr*!mh6vD=vS0&zV@fxs2$V&y%WoXGoeO&z9E6j_EY2 z8_Xp`Z@p8|!Q31iwwZa^qTVWK(a7 z@t)4?ZOQU`Os^i{*e5>6G6mj4(Bg>Wwkz)kr9W%mvq&2hjpNYR%Ge_b3pd`zfU98WM!0S7e#X3zZ=y*qcVCMgF@21!1Hb&#Z!LPYb({a~l3! zab(x@s9eb`vuN#2G0YIclpe;kVA<=ErtwW|m=hXyzDG-&LK4ZINQM^T#9=7@o)XkZ zjo>2yfBB^Q=US-_Bh+WN_m{-|Yd(G&)%XD#Ps#Y`C@_^Ki26qDs;~5Em>{RABXSjC zzr_#TBoQW;qVaWv09ELhuRodrDEP!1{M`QkEry?rUC5(4#P4@AYHY#6JuVP!6w@jZ!}TYfZi28Z_kXmsye6jYqO{dM5bzBWq?E~x5yRPeH{fyK>(XOYstiw5pC1+rmmsmL21tQ^oazSO*Y1R$RzYhmaK zr|$v%8gP0qeJZu@h0@<%6?Goe_jOA-(KhkH>oQe9-WpTP)SSQedBU& zFvy+AL>aDpp)yLf87?gRY)BO;qwHNG$Amq}VOtDQ?JuBz)Vg|Uk1~Do@9E{l^>##b zYPBJQMRa;vIetTzLcE^SgzMxt)~Ig!4MF-ST@z#!8JepA6BGT@`C)JWzHe@cm^!&! z>E+EEa7&2mHFEP--X6co7XW|zGURCmK~rS!$0KJ4KdtazuZSZIgh`)`Ws=C z{_jSDv{*40y*UPs(5b@KE@qf)wp}Xt_eUj5Ha5L#?loR~d$OuP!SACg6|CggA7Log zTtB>0gtg(4Z-weEE?x;@=o4+uDq=;ONbZd?X6!Aa)E@5_4MaLlISX&b3IFgwQayKW ztwA*wK=J>MdG3k8`Bt1`7ET~i&0LOGWl&VBe76Wp;C8tU5$Hq3#744J`f<<75tAd= zLO8ms(sB3QS?}S172iqpeMOGo1EnfnQv5kF_7B<7C_m*ItA2h4jSO->qIlXukc>C`xWb)k-O3d?KeZpd2wKrbm>< z{m(OOS&8W&P-(0`Ttt=B+242AdzLf*=U!%(X&P&7nvZ1plrjNBOHp0_m;2~J*_fz^ zj>*do96h>G$$HoON|L3O#9FrqRTms=^RfU5AcIe4fy@^mrh8$=W#EHfa%r{V$?WQI zQdfl8m)t*o{fa2%VwhGu26AMJHrIYAc#G*CepR>g<{?{#AV0|dkCQbKhXQ$N*dG(Y zV-jEKBwv^^hO^e4ehJ`H-RS?MCJECoMNU6>f!H%x;_mLh*^j6gCilk$T_R zl5+rLAayvtY^(Uua?M#DO`_}=UnbF+5wP!$jPj_z;oq0TjJVG%?jhDlIiYS|E-@A3S5Qlm=1aC!W60d4b=Mv;x=o(<9x<&2P zMU1g2Fspr>Y(`|1y)gSD4iaX!*Gn3XEMlhPMiS_xD2t z=}K@kVD=xB=3XtwsUNor|L+U8#uae4&K6Gu;}r$i=kFT@`G zB5^0{Jz+@>_LRF8FAXdE!n}EAb(EmTL%8J(rP7Q4A)Otpn6N1qw;sS23n%0*>LtnA z3QEGG;%-U|TtYnK&R9SB-Z+X*s^{!0bOHAtM0kboeTb#{i#OSkt!=0r zLoVR?)kVYP5S{*$tvbS3L7BbYE1x@DW(jiAk=i22w5P~H)d&mKd6a}M6#>;!5+Az} zp7Kt3h!kdDnn2Oz?KdqBFEQvJWTTKi)clW8C8}}cIii*yDoN#XIpf!($=PYS7d|%S%xfb)xen^+w zv$>b?Ay_@AxzzPhRgswPo}23*A4qub7r3Niclfz?j7nbAg*9Ln@{|nZzM~XXpsmkq z{Pm{qoa?^T#DcyInL(kZypvPKNzv!e^w9qizb$~klqMS_1GhczY}Vs|kuM+6i;tRx#dqK^$(+=s)zDPGKs34I%ch=v@3fm3r*OzGvOO1HD#(|>80 zPkJh)n8_%BHf8K{P^CM_lPfTyDG|5FO!ZxOdGLz9dXiA0`68 zL>dZ$XE=R83%zAmI$m;~03OeEZI}W>`$&vge_2_X!B#g-GS8*dBQ+lZLYvu^p^=Yx z`S<91HU!(AGMhpVIXNGGg<6G#oN#P!5%~UBYtpMw$=xS6<5;UIWV%75A~sg^Bm8Rp zh|kl|cloWE+eng*6aS~5wz|f!pRsrO9rX@FgSm^guBtf~jqza@KIC+>D6=wlC4T== z_Htr`5)T4W+p5EHPEUfGoFj}s z@k$V;2XciDP8KK)@J{^-92p!rl**gNk*h}VES=y`QbK}Xrthvuy%^?oBvbA{u$a6% zbrTQE|GqqobZVuYtKbL@%*eFLg##q`p z)L)D+FrEcpV!7EpjP84~aZx%nb8x+j%F`TCF_}mHz3oZvPhvm1fvZZ3Z1<7ph-rp&DdK*x_mG z=O1coEiTTEr<}nwbWj4^R3w+)#_(Ry!LOn~IVC0PTIU}>e1Kn93DDHgApR%WkHeBZ z=Ko0co+idz<=xKOey3AjA_od37B`pdI@2X5ampJjxBe4r0IG9jM|)lz!b%Lo9APui zKls`bb$7t3+f%j=PaM%@OXG3*`aiI3?ul;t?D59Aq{)NEis+THvYJ=F4=B~aMqlwi zj&_xt-1rE(rIsM#jXu~@zWcO955EopriS#k;9)Zef<=5VnKt+AQ`NJ@dk-MrMziwA z4Ike)k>rx65qf~EN8)`i!c545GDDMI4)Z&$L`_pkl9z0?r3g2VqeLd`ziXq|BgK1$ zZ?UfquX?^yvSPE0O6K=OtWoI@CWOW)DSzPNhZw#h3x5m6Lgkf}Te}D8>GVTjf(W$U z+7@4#$Acko3wTHoz%&@Fk^MKm1KM^F1ZHo&;q74SjKL533HT4paDKH@Z0(kYO6Zo+q z+&qL|XqoeBaQn_v1iwJ@=_Cz|F|dN+R(OU)lCcwRgn)5|)~EcHH#h2JC&I~_r(?3S z#k6Xf2N_=XAZ%AUlKKB2(mv6Zx*AhDljn7_bPS}o(xTt*xrBEkvsk2Ydv_U4qm~%V zS??hQRrQN7)MY3P9i1nmDWNvblTF?98xg~)W=`yb42r~9kXAfSFA2FaFjU%-xiekF zAs8@)Ne|wDsr{w#Q_RKxGfu^03;%`+rU>n8Qb$zL7}@K2!hl(}C-XB<*{c-%3|Ts0 zm5LF4!b(Lh_hP~#Sb*;42~Yq~pj6xBS$vM|!Eu!&#MWSlyuOo|3r7FqFGx+wT;Ep{ z#?1&+`c{!lkR!2kG3G;Ax{C?uxc#Z>q}ihrE3|jz`7PWtkfnPOziwT@sY1zv;qxkx$TdX4tFMkca+GrCZGri@YCu*s z`aS&nRUuh4luE?`b;mmSHLf=A^FlVp4;wHdlzP6AN<8iuAlUIaK*q~X)vGZz8i@D( znJDzTVlfN{j$es)vuG z^0j92F4BnOr4Sw8xuei-RiO}mS__{##`@NSTno0Zwv=db8|MX}Ze}XSL$)bM?YHgs z25IsKP*+Z!I19*?=5_>crd?S@IcpDHKKN9jT%E&4L=Lu?*URvbff`zzy*e^S$0c_D zW==hE`L>wl%FQIYoh98%eCWS-^TW{hnv4fTM&u=j`oRuRoIH;g@;w<^7{kw^2BlJ# zBi>d|;|4FYDrW031aVs+lI8IQ^GEmXKMeutC3#F&Nr~g(C~|k`u!jRzQ;YSOeHcG+ zK%iihutzh8!2v8m49p%`5w*89YH`(}wEA&`C#H!H-0_g_2VJ*3y=g|x90b<+Dq83U zQ4euOp4|-uSsCFkl0w~;4q!ZVvYaU>!o&*b;7S%0KmT@Ra>$Kz?a{4EpI;lQhI&MC zNjN&xs@dL*#Rr2yO~VgT*gn1=&2m4sbgMfC%+-Tmf|}+&PO)RsPq{tsvmTmW+1UZdg z#W2?&;-m$jit^OVFigfqSm@r+59KGb8BrZKYVneR51yRWXDWPD?vA@CUjSxV>69apy2xg*dLPD zX+qI#=iLbFwp@2!{qh9Rxc}?$EW#5aFZocyIimDOamM3yjyQ&7AHwvpV?GT*GH{?t1Mh;)mumib>t*Ys|f>!!=h$a za-AVT6;d<}vT76*qKplg;Q3yhhq&k$JZMZ|@bA#KxFiKZ`|-nk*wmF2fpAg580eSb zONfsPxCH`qJTh+uLOhgmwLeAk8mLwH#RcE76|&th)>aX4kAi3#VB@hqM=TNbBE)G5 zh6poaA^mgn+w#aNlF_mG2<~s7VNqOCg-|QJwvcBk+W(~~k;AyQ^(!ZC4;v=f^~;Fpgt{SG*rYy6IeJ_~}3UoUBzSneBVZ0}1+m zH=c)r;WQY&^EUx|-Bj&meVmDCL64NLgd8MN0>eK+avJL7*`A3@wOz z-e)3PSsBtMbNSI$dc0y7tqoAlzDtDo+&)S?zm7wvZ?Semlh>0DvA2juw4o`n3P4=m zr3N9h{TvJLqN-n-KAD0CVgA7qtB>UeO|FpNq7>(hvhP6~r$iOskCORirrT>J4G?wEw%t z-6<~2+g3IVlT@k2w}_X|sx_l_tG!fmml0eB*s+Sth58gxL9q~P9I;?J;@aK26rpcL z1co*3H**NkpA?W)?PKF_39v$nQ;nNHZBT*<@XH&wYi1`R@Sd7JPg`Fy2V%$|zWxTL)Qt+U7<^ z>T;N^EbgnDIYPw#x(7=_NTaXMu{C^LPUvS&E`{tS2j81-4AMW$fz>*&Az|>kZS#*O_t5|B5e{SuyPD&3aSEG zco}i?#n10UDZGXU^Z$K;-gBirLoBf(?CFx?SUagP4(H~zicDAJQpkZ9q}}o}KB@CQ zX9-nC-0}E9n2|s&Sk}w)mg1$g@nb(T&{Ny$ppAVZ^CP|>2sBB1IIpjb=&@t)?p~vz zvPD?crGvhhkvLKK7u}yB*5@n*LEV&6KT-rI4i3yOyVQOmRu`bueri`i{rczF7FW|- zsD4${04$6Dck@{V?t@k8L{ry0Jjk?L4)}t~mn7kXjgSG5w3Jdg)PmzJ1@f&y^yGc5 zDc6Rsi9E#+@F9(;o;2AN0#lHpqW!u@1LcRWK@KBJW$}+nm2gEj6CPJ#mEz zYej#ebBR2;f;o=Ot+G$~d?2mjN+d>}=7}-%t2u;FpNlXy#)a=%Npc8sgh~Wm zQHcdXHy@|UJZ2*bAN|bqa=82Y=Fz=R!4fUf$J|DR*(B3?dLKOh!-3CIi{oQ-Ny;ks z?7%UC>?!*1Ak@nJ;YO4LGP8>Sox6na{(TEs?7svnnrum#>Uaax6jt*>u2gF7FMl@c zFPkYnY{nd=>iowb$-ER5(I&imfBRi}UU|u64!Z{-+r2AZ9JUa-H3A2Eko8--yPkWo zAo#k;ed4q)1lU$_4j-{%1mBSKtiM>WQ4g}51_AP~IXB?GI7URH%Gs}T(E!)DAMP#K z6;hYs82znf`#TmB>2gA$Cdrl7*&Dn+yA@n%&%N^KI}fdT31r)4{yb@1 zXSIP+V!8n@X2BT#bd-z$DS>kY?x|E8$d=brkiW>EabQNhvspjR;iy$i3{6Z-*Rw1M zWw%LfvAK$O7zdAuc^#ueUx#LuJkyls`n|q@D*5QV99g;qRAVZVvUnPa>ZMr1bfKBYcoI z!;Iz9%TN4CG$pZC52?4iWyv5T=RaYGNu%rSA{G?WjwrE}Y&HM#V)R!(h07SxLs!zQv~ZxHfS%L=K+ z>-z_F5T1f#9|+*p8daeJ?Q%hP$%rMjd6IYV@^4E#*~5*29xnc=O>TWtjusAP!*t01 z{mA-pN3mVppWybuyXii|1kCe!>9o#%T$e+v^}L?@tn_+7AkW)(wqa(UuBKj#LBIa= zH8B&LdBF|(g^c(^50@m6++F#R73TtZ=1s`kSt6}I~Qu(jJ=YP|XOV7!eBXA!FbALV?C%}5SvXbl={ebYmm^uewIwMdioVth&yt#?kB_=MgD9U_`ZE~nk*~=Y zwTL>4OZG{U3NIoFu~)2A-;;yhW~+^QL$SHQPdWb<>0c0Mm>M@58x43L<%#$9PJ~tY z>swn~+eEL}0A;0&Rq&;p($u{RO&ym!wv>sykCP_TqQ)3C6%m^wrjTl*cIyr0#5Th6 zjUlqyb)K25H4+D%c2kMBR;xp9x}R(LvgV!6sg5foj4QBxy$H*`@*sL z`ty+C%i+b`3!PMsc8Q>nuXdLq>rM#Bwa>wbOzP?qVMORcc*acV03L{4IuiquoS&q% zWt3Pp^OjPcS!ty~#)rw{najiuCK($BTxq}U$Xt0rtJ_QTRIE%u|1JbbigmKCJ-ymV z6&d=CvS3PFBxPbqW~9>@9k8U_>SWn;-zP_lEFZ}pDzg6X?tNcoazQw-?;YF~+?t5K zbZd?w)nZCqu)@3g(pRqHvU?Cmu*s2>?Pk`Cp=x3XJ9f9KM-q2QU6p>`o!c9vZ#swb znW{ZdngCsaMhAM4?**anBNiCI8{t6$}`EmLyP*%NO zC^~8W!WQG!?(JXj*2g=L^y_yw+z{Nt>i1}{yRcj;cWw2*SyGZTk0Ul*q=VBRZ&_L% z-9(w!6MoDWh|sOrvPZvT#^@W0uw_ff9UTayFz}HXkx5gg@^oQD7>cMqPl7aSX*~`h zIT#?Rb4s-u>0-}V8eo>-W%T>sTsE^GO|BqyO@vz49sfQ-wCOG(6yHC`Y8rtq^iB@h z>>2CFE&b0v5&`AnED&Ta%M9+OO?s2UHT6tf+BJl5uwn7xKx9Ju3VqQ_6FKNj|<77a)2-P;_(EQz16UCFf_To!}(>?l+1maESWAsE_q+pt z_2uPUph>RWjOD-!lft;OPk*3%sgo5vRAc=AQ1+fdQEhLx@9IF#Ip-WCNs`!PP%=ss zX%J8l2`X8j5s;h|5fqS|5d=XcHbFs2l5bB zIp;H2 zvF%Ix(k#c^TGW_mX;=2Qf@zEc^;~KsU{sh2njSffi@DRAL60JW@L!Zask83638^qj z`Y&z0-KQ;fl1b z!}=T;pIP^f0I$HrTbG z1cRXqzE{GZ=)g8K8Dt;l+7BoHL=?HJ1z4Xhm3p9|l zm(A=~(BOymf5W9$CUOI7epK)-F{d^xA-F4>q&Rbt~rTP1o6xWIb@A&IOh1$^9!rMYh3p zFO)+ua{cT&qrzeeq3DTR?kLd%`iP@|XlS_|`6l@z?|=ecMlo!-*uSvN1ytP{MXJw| zz0+e)FThD-`_EP`wvpLI)>Sfx)^iT*iP1ZqMkPah;m?Vx*y|Y84elmejItz_g}?}* zr&+K`e{2@l|X=R;>;9U&>&}yX;lLD~lPQyc7Fc_MVS-AJgJGO=4YK+vkN!fIK{ zg0=aB;>`XR5VfeTlR>Qp&K)!;fo>5gVjOg!8UHjy586SBm5wSlR^siRhu$K^S5Cw{ z^jTVJufn(q+GjE8KBA?>FS7vxYl$nvw4UiY&~HEFfcPD?gN+b`Lz|-?xJcX+`_T~k zxOq393t}q#=Hi**f3@whiDPlggUbKXzT;C6d5%5Y?;f4}y;mo4_kL`9)D&C|_bTMi zShL1+zXiZDmCUe>oRv1|r;qN;#r{+UUn8WKdW!-(U}gQeiV)2!%uO5J?tbOZ`y4H@ z?4~KDdB#%Ze+(GWravFwa@}{_#VVcbU4izM@xs-HP=h)zeph?Ilbx7$E6S+;{c`EL zkcBW3XOJa@B87T^r2cd8EZ1yN`w7>_jn4QS>{=4KiuyICcV98@{&_w^G;4y_XGJt? zRT0%j8``B<1}nQ-v6}O1hTtMhXV5vYkW_bdN`Q@p`;ir^&A>oSXQCnHVg?1eBp#MSly|q^!hmnlgJS z+u-u^#^ZXZCoj3IgjN}0brzN4A?M!iOG@7m5@`OmOjX}GOh1oe@L~NY@$s&27p~Ch zvn4;=q1*LR7b~nO2$Y%Euu&wcw~uv8eN=BsBg?F><>Ue`QsOvJ6xi zQ4f!yfyzs=PmGa*kH`OHB&6TFppdt@aE&2aG6@FnNO(aA3(NF1t(?+nb0m+~lM`-6 zm3&V&pM~OL!~8B^=ANah>>-Yka&n0^Sh1}fN37VBLMB^Xg4B!Jw115{fy#JN^I~{s zL{#pQ`)^VNSLwic{cE3r>U0^P+u+ZLQV~YsPA7W)MuGHj8Te|Vdg|}Ejxq^H+HkJC zfEh6zjU@PH5`qo<6N4gs!t1^f&U)X%nLSprt2u}==oCMw(s@HrXr* zb@^+M6fMmbmyCZ%?2DX?^~;Vrwy38E$d1Bz2q#SE>;xZ8}RHD!&oW4kF8*;N{IDxzN3X%r-YeF}g=; zQDGeMu5uQz!{WB@#O|C@Xc!I`rGM*t?%j87-nM{&{yiwcK3z#O;nC#+^D5G8k&M)5 z4N8X{`EJOD-VcOVf`J%e=KxcbgWu&u)7t5af9WiS|1g3m=VnD5TBA8MuZBh zdFTyXkLB)CR+WOn6;rG=N%Au-D6@w|LUpQDv)Nn-%^&qQKx&wz zK$^fZ0Z9pVzYbZ!c>Ih8`Z}HvGMiltUKPtJHiJfw9)T=|Ofnxz?j(jVE;7)JrmEh-e)o^LQ!m|{WO zS^2sXx#!c<*MuQEx^0sYVg5fP!Nry)W5O>hc)~R2F-#Y5_yi(|cJE^WdklD_NpX;) zriTDkW7+5@S!nbw0Z?w{ftz^akX7%6Cm{Vf%r^St%-3RHeo_CK{!;VvMn8+5c%(S}F=0P|tq(aP7s=2fd?1lR&E;!5tsJD6q^Z7y%v(hIh4 z|M*>6^7>!q+>r<%wj@5K3RtPS@t}O51_&Gyr?E%_{g%~}E znpA@rYbpBN?tI;X5I=1FAz;FMUd@gD33w)eLBfvXlcj=zH~8;6K|MJ3008O{1GdN2 ztl$$D-523F>*zr7MR3&`cK!03^slT7C)zxk@iKen5iq5rPFYTS8cRig>&dmAdH;u< z<{!Y;i4Fk3yB&VzdwfOoNsDCr zo&Xd}4ZGQNu*VT^x(u`Vxe$wGh_lz#x*!jpg~x^7m)0FCFME>!JL7ar-pJQmvQ-BjKsSc2oe95? zoX)Cp9T8Rnt~4CAs$r)2|BoG3c>H8P+7&jG6nM^&_Y=IVFK)q#wP*;FCW*=okU#Uh z5QItkBR=@tNlw>_#!OjI(xsP(kJ~`S=V)aJgpZfjw?Ta@TdBD-u|W&$_Eo(~cnL!u zqJg^vf_$Q^Mf%u*so;KQ)O|Q%a?C}df{Eh(b`@V7cy9;tCMkR+5sE$tlv^R z4tryG?RUzZqlk8UOVJsl4)d}-L>$g)n43J&j7nKVx-Js3Ftny_5tK#rRgi%(PBo(RS_Trg8mif%x}*8>e#QmB{SjH!fdnJZz}=Vrr4+ zrlYTU=abNjsHekY@>hdr-0Es4?{;nl1$QJ*sjL|Fyki@fA2?8a?`idOD<0HLt;bZa z-ZUl7f=~RAg4fk9)A^=F1HS*0h3LSkpC{Xw8as-7>-S1H!X{r8rp9>ihIaIzI^ zYwP-%&I>y`yF@>w_p_tpfXmwxVEcl%eS?hr0!vDTWM@xgyW>&ZUp)Tltqly~ zc`gr>PF+){Z)mQKlY0PiOK@+4&5^W-cN}|B!Q8`My2lPI){_YT^Kxs&l!g^AN zb;3+MuOm2~*#6#|2~aw$PJG0y4T%9`?Skh~{m1{IJG%39S4-*qV2DzS>RI*~q3XY1 zG=MCF50)iR-~kXVFmV?MLrr(YN8j7VevM^V`6zqk0b0{!{qG5YG2F-nQii_Fu_NC} z{dsv*isQ$?_BUf6B>F`^4Gpf;Eh8*)v9q8v|M#zz@QBmZduR0%ZX!3FKKVvGo+LM) zTk~>k-qJ@mCuCj_Y7SV*);g>Oe=66QbdgzGt^v1q!j?;k4%-J1^mLPPJfV?M{jX<~ z6o!3ccwMf{0)OhxXxHdM_omz%Bj7-!WN=DD0yW5u$qnKE{kZ>MlBT$;eOR2a7ssi= zQ8jUNL>xTk^IG9sNU%2K|E6gAo(_D3XE}_>toE+@v%&;qmQKXbGs6&Cw&tj1c#=01 zD4mg?^NKIpsGaFsP)-1BdHyPWOb1nrVC_9?*-+?vzp~wa> zIO*|`G@=BV3i3HZX1D*qJyWiu~rs zA!7g`eenJZJ|NM)`Tv$WUBKjN>i9{sbw;GgWOEB9@4Pyn*pDZRr)dUT9sc&B zgF!HZf-~uzKh`ZJV@4S3JaD*T1ouSWq*>)Qf+at*C2To@Ix^=V==fx}itQf{;j8wT zdNH2dP8UvB0#CY;1F9LxkI;0Ly~d|YqqnkT{Yv}#Er|?B7|=S&yl*~nt$1B1qz^3* zK?bDabIh~SYjh}zl}A=VgY!x zGiy-^^qzt!G?dn6yy4t>qUgqj_@6&(8uyWy1iiPN9Ui0|Duc_8^~pd)*gz}%x2QU z{?M3T7{?K2i+-iDJr~z(c}j;NZFZG+)3L+P3D9gEGrfNE^ML^LR-p@#vF z!+~_5-%kCYY>aa_A>!}Peef>;r*rpammtD63y!j)zkj00@x7oh-S-8B?!~@+<|)FH z|D2J5g$`&Vv=*bjXrgN*^O zoGj)dJviUIzH1=XvB*71&5lWd^9QKIf1>mIE=Nl9Zmdvm?=Ft&tpum&dkNU>@1fRS3lVdQdpBGOw)(gy1O!R1eP~&=b8hzSNkE}sO7drl& zf^w>wcr-mWrTznZi9J0mpFgQt=oc&c8oQR`S2Nta55kVcM+CJx%`4ZwY4N?*>J>9` z{jFS_7#ks0xk9bW_)zkScs0>o+^2Ih$Pdw>7~wxBdGd}xw7c4wr*ttl+&DM6ZRw+W zoU0tl)<9?30CMH{@`ngFCA1zGWKw^v8go+Gg9r5W?3z$a#S~TW5lnaUM+ei;_yn#= z);NRM@9?J-5J&laHA^~tsO9)umCE*r9rTAOa=hy6aq@ZHo6(lUj%ovBA))mc(8D8a z2{Ph-*4-*~u4zfGLdI$o8FHl<`Rn3&PzNSx9eGDbZHqB-~iVRV=c>p9M@X! z>r>q)k2f?H#rwuA)W}SXN=-Oe`A+<;OdBEzyk!f<=ml3(yzgqA0wac191m_Difc5+ zULW4x*$*rrig}VW-wk(M*EqgKjZqSB^ouISScX;hM)lz!OPupvUo>+uS2d%+uqA|LYSy}qoA6JvY;JB_DJ5dv0{gkHs@Hxu% zG$mOjFS1@HkfY2BGvut!$*R*Jo|_IG6bz$W*w_Yz;ay7jBwAvbSRhz6iEi#l1B3B} zBX-PiYSc;mHOA5Q5W?Bnqp$d#yAnq7te{)Rb@E#zD)<~991E0Bw|pgx?m!!Ab77sy zanF+=ed_odQ3BuGT&Q3vd1~QvA;{e;@8D24l^ObN2$7$T*6dvDYC@JmsBbkP`U+sV z%Yil20SX39z2}|w+VP!*Yk@%Q2WSYZ2U-&9d0_;x-{^7)XY;_0E&wkch3LDGZ%mTI z7|^d(iLLOFSsSB`+&8>5Tm10A!ZyzhHfJc0yrf+AT9YC0q*pAj>3`-wm>l(VPkM1m zMF$WzDNo(;$ZOcbEgIwfX=V%HvB4xt1UBq$(WX>3vbYIYQcwjXfR)-H1uZLfR-M`4 z2$c98pnAA_FP2(@(aH#(v`R*VLbQU7o#OBPJN+hWbq-_Am^V_xaA%kqA@HyW!!6My zi9c9@VuxtJa-q6-RK{V-uwb`AoP(2QF-NeVto_Zt(> zm0uBVe}LU3??0Bg@oE@9>FIf@lND~eqO$$l$o*?Z1Fd=@Md-b>w|Al$z*`hb`{`fF z5Kbvi&AQ4OPz@f#mEo!f+Bv4&pUa!Ly6 z1VH#jHbS0e@b!p?_kaNRgwF&fM!3>AMdO2|7utSUsgx z+)5+YrYt1->tMSN-*GiBiQt4I-3KqRzgv^0ihn%@m;W*5@XJ6uhm5y)qwRfR{)<$@ zf30{AOcBL}AtkWzRp7qI=VDAK(P-+tKMu8luaMF8+P7{CEUg3!!3xQ@M|E}4Utb=| ztd-j)=urJTCh8b%p@1ZAjq=P+z)QRpbHSE${>N@UVTN0*S%DFEz3VlgV!(&y%e1jRJx-LR&sUt{HGT3&Ay=0?8Ae_xx)o@lDAO+Il89~8 zkT02G2lTo4RRFSNd0SmxxXryccDqG2CBM6g~}9FO>!=`+F( zl?|fY&f&Y8cAQ|^`wOM$@L*2cZF34Ufj`t$62r-QjV$AeKXi`@3tD)VxAhfkdFr;? z${$kXP7aVl67g?f8;vA;%zrmXQUm7bDlq56c52fXd~NT}5Y?aX7JNCN%gw1OwgC3< zlifG(H9U?V>%(r$1`#$r7SB)Z#T~ageBZt#Pk4N=cjEdHkt@F{sV)M{X<=&cpPX)Y z|AsL4UT#KPBZ}>jRY|tk(G(%(W@AwSSeI+ybVBF~)ahHPb-WqK85x8bAvzs+-6|Wv zET4ebHYR=5OS7Vupu@Fwr!1;<(@ve-o2%K0ZqddZ#!8W6|BRXKN&SNn6EoY3RspiE z7g4Jgm)Zw4AvxADJe*cPC3mIu--J9>XlJV##6+3(i=i~zQ_mWkKD(L z9QMqr4B({1-!30~Y5->DupVwa)~P)qaA;>p^=;}%Bxb(a=A*W9kRhqE!3*c+u7@Y* z5@PS`-@K~Lv+=Q?k?LDGGFxr@g#?Cu#+VV-)suamljf|^O9D6mv_s2vmW-gR@xB&! ze=p(%yh_~BO8d`72+!VH4MsGKLyGwDZY6SiEAS8fy=ttqtAc)Bp++k1v+;GzGbBy= z0x1>y;_P3r4^r&hYWJ*fAb)ofnLEV5ZVbh+HM}C93j+5kmft3RjSuL>h9rJZ(bOJF z6|l$9^i&zDQh_-bcRlE&%07+4HJ#@UnM4V)kY-EL;AdgeuaC(AmO#CfL}=;~m8QxC zfy2fe9<=j!$=+^fDfmbv*UvA*Je*t24`D)DA@r1B3sg*wR$o59ANK3vx4*3mF^4~l zruEF>#u&aOqNho`e_I_)#p*@BC6GN=jn$61y(8ayfB*Rc$*)nOo~*gop0Dz_!sh}h z!Nddx6@q!Z&oRZ2VXqf>lSSIYd5a-(FDG-1aq-5Wf zOYw3SXnnMEbU)**VTotj!1SF)?WD}!?+4;C2&!{69SQ_!OaZ+etP_^EPD0bS0!SwA zBGwA(t2-{dkVeD}7~)8>Iqy&r`J=a zmXL7iz@xU$@HbS>#F^V{(24(mKt;uYWtISWHGF{pEB%PrfkpNCM-LJRbzh0H&Yyu> z^fP6A5R|v?reh>&{ccIT7GgKai^wwWO+0y`l>y);e!Gay=%+>g5DLoN|k^ZcDT|AnRt z3jPxUE{Fw;Q65un&>iig}Cs+00TDuLJF3jRCUun5=mX>CKQ*llr6Vg<+f_+xbH4&!1qj+nJU>})<>>cfmDed4 z%*mi$d%;IkU8zMC90?UeV zxAz?c^}Jke4;XjwgtJx0qaHEqF5sa*QF($R29}){4I4Md5^@MnLMYNRW>ulFI$>%x}gfku#PI1cG7w!VLjO~?#IY!J~MQ&@-YOSVW@X}u+l zsk{$;V=bQ*> I7GS5O&GBL$PokcwkSaUpK3vi=MMMxD%BP{T&KeXrKsv&$cE20 znn|uNBXJ|u)bAw3O`6;UG1n+Qw=<}Lx(SE}WW)JeDbF?F#w-7&$2GeTTOCw^r}c@> z9KV+#Z2IfV$qZj9e}4Y?U1&`prOiHv=2#O6SQE(<92!qX9;H!Of|*F(X&mc z8YIjiBPb7Ia>z$WSka0k>^^=JF!SWQGkcW+{(D9$lq|D|k(p&cTe>KvtByu7Tl{d7 z9`Wf-Nx|CfXQ227FCHjonZW*qmA!Nz)X;uVT^JhmRSQU}AnXVaAG^n7_)f^yGuFLl zHDBz(y9cK2!pF?f)5Tr(j(6WztqW`^mIk`kdZho-4;au&UL$;P@WANVczg5c}1 z%qZsqDPsiiod1`w)|QpvKi5`@xZI zN`L(bZ?zAPbz6|lug){GZvTUpqX@x}@3ifmdNF(Y&;w`n0&8^E#nE6gWh@wpy+7-- zH)NPy##eOO~>ZMR06&uoPzReeT9uk%;t|;oZ8OGB_!&&}a{RErB_1uZirr-GsnVPG-N# ztEm#ex_hOJ^88E-$WzFtk{L7@rAj#;=*onG8mpSt;_Q61nGBRgnRwvO!mhr4PvKC~ z&OG%rl#$np{ilS=TrnFKtSB{3Sn*>^gl^7I3(6Go`IiU0!b9Lxr4U5)8~GU|#g_;y!`>6REUkw`m^ ztS4b$)Jqw#v7Pj$C5#tQ8A;xu*LjD$&-(b~$8PuM*vFK7OtYw)nNv!XqVaZd%&5d~ zLi73yo9yF>U*I2l!GjtA56Xx8xQ&CDo=iUzAsP`xc)7Cex*zjP7Xwe||=X%Tbxh05PHj2lqu0o#tRH?HSSck#FE>cy7S@tkve{dII2-=n0 zWy9@XQvTbK?D+Iv%u+hZ_AIX22fTm=;Qa>G?Wu|CbC(0s-r3iJKqwyxB=O>mVPhOu z(x5*o@B}2Mq{O#R!{YX!Ik9Q*?;(`j9;~SnLX~qln|Qoco8TCA()fZRa#q#vSzE4gc3h<_fIeM}Z?0?osnZ#0Xn7Qhyo-%+-y@f)= z1Lpn1JJq5&&QmPM$*0QDzqv7@bK`}N=%Z$onqsIK3#vE{!w81Q3eH2gw7Aurt@79? zzBv`mmXl9|`dq?PWX%D*;q{VH4^J2!hP1=)oIh?+mzW@=?t6GQ06Q4!UKWQ9+0y>g z@Cw{gV4Xk|NictWHpSq{Pf|Btw6NKf=ehZmM7yp6^EvR!;#&)DP(1;o0l4kgBFYWs4T0sFkdaXkO5 znc#?Q^E;ReV_Le~P`gS4%ZK-wkT}+>gMv$6UaE3?h{j3wN~H6tyuOkPd&lTzRPa9j z;#@`eXJ3SRpd189J@eFSYC}Jx*Y}%3XYbC(s1;lddiTM>5C(f;zzL`qj0p^GhmU2e zlAnNA$SgNhJYN%0Q*)XOv}8@Ya=L5{T0VOdIWOzAFhH&47J2145bB&0w+eq+26hLiWOCta2-Ip#+mwBNboOt&`EcmTpPmqH`$;DA@ z25UChj<>SFEg?eb8(cB#%q)WdCnBntMRERd14*j|ScO@_$a{X;OE-psR}Ypw>K=N| zM1G$Br_hsueD8{!7O=$&T)H2w2=@<6yzo?{asC;)_4j^bnYCnUmKSly=tIi&qm3c* zj-r=@oHxV^ZXwbrF|V|$F!rC>=#g!^;X7jG9u9T9d78fO1 z)W?$_s>IKP>RLXMp>*EeosSyix<-~S0k4{20W#D`>|;jjyK!@jCg2jcp7PK@MYq~C zZ0wzPq-Zy#Z-pADWI4BHvZuSeB;pm3scQln#q7xgfx_xLPeE^uXrS_rmfK9AXTYb0 z>;1BBN0n+%6Z0%+C21V>)SrwzPHGMyb0)W>VTrz0bV2_t&yzsplQI>I^ly;yvZzm* zDZkD^xE6V=Eh6m?oc-+AU{>**=yN>Mc5nccC>JXN0qQ*4t17lrGn~SHN5=@|I+HNJ z$6}xEFDyD_^yezGV60@gsvpi<0H_P6Y=w;JZ$$~iamsiJGogvk z(J>E>G$ETqK^oMz!-Y$M?ibYY$BT5}evrcAPXk2skxnPk^UB`Wn&h@i%_GobMdI+c zDp)~xarMeG)dG{n>}@AeB=CIX_-;jfUJ`+@EIB2XE-J{!SH5`5-HQ>Rg7x?a<83%z z2|!9v+3w&I$gPPL5^#nEZ3Re%_0jS%%UhI?oz0toN+Wc2{dbhdDQVrm*H0S8U%)d7 zFHSv@tYt;CmmfD%?59MmZ}U-JX9Vt)9h)D;aN{tm^`H+gNwcF#b9j;rC+drQPb`3> zIph=dfVf@6@E4sg1CF8omwD)PpQn`pwYL{+M?BefHE!3q5+;18Y^6%*y`HBTL&+*= z{mqzo{*t)lE(K@WfYh2><6$VqB&&_&#qG{kJ|4_hIv`8JV}_!q3G^0<6?bE+!ojzcJ#%Di$DP?Gn16!kSv&bfNUe8 z&2fnw%7h~2YDtD-Sa=sL*u5hRAST5g1Q<5BEk#BJ|9vAR13{ubmgMsI%R-&c zK0T1*>u{syoD|-DxMiN&(;N$`y+QhCyUH7sC;d{j&@5=WzIn3=jnWk)KPzyr ziP!u<#9y9TWx3NRMV1e!BSor%m7l?kkd25XEms>#-yvrb$D5`B*TvawW8fX~O~iNq zM{8@_oAj0O_=kNJ$I;aty1z47EDU_%dDkseMxaz#pa)n=j{lNPjI{ z30sfAK9yd?-Rvy`8ip_kSdAh!qhhh?)X%Z!JuopOpr~G#Qcsp=Wy)W$oV1+3HeT`d z$fL~D3bP#gATA9ruG?MA)!t8P&-DyAe@h0i<16BABNFhzjy$fIAl0nRQ}QwwY`sCQ zv@RXSx;oGf2oB#3#c)J!osHwnbwYbdiLlSiV0fw}leD`EoJC4T~l86ajtTPp5Ld*`{T_z$_s_dcs zm3qdSj&H4G!$h~;00M#;CVii#3%!$YU4F$b{D-iBf&v^mIjnK~8!`-;vfrfbBJsQz zD|Iz1H$;>Fr-^Q4Tt+ZqosV1RvDM@GEKfqshfT=@1=raWM}6~4#JLDtk*7FISm_bw z6gauRVmBptSm_qXv`y?XgPCpF?22AaR{T(Fem#5|BZC*7Op7U?gY^JQVj45*$1`??+T>_iyC% zWDCJ{9X0&fBckKbi#b<&y*wLxXDW{oFEX>gDiD>X@-h|jj1Z!e4YHZmdJw=ySjs(y z_vMdsRsNTjxI9cKC7?yz<>3AZ1gzybP>K_i;t>FyC3~N9_!8v`;I2RRa0xqLN=<^} zOBv~u%3!n(A;)|gm?OQ!S3}soQqkzs)W^)@9L_@M>&+>Mh&24cWip=p1dK@BRU~fA z#fu+7glkCamcKjvCY|hfZ36FhzOMBkslpIpwhACJSkgoRhbwP)kV>Hj0nln@iSkqy zgij*XWiU>#vY@|(lGTznplkkvUp9aq}gN<-kWys5hF0LX~bojb4KfOPtrPIR3uI)+eZDNIR0 z(I*+=1waDMWcrbRVCSncwZA*v7)ts8qDdUPLB=WJne4B_z3C{qTTjWFB^u!?qz1?j z{~6|r6j@a?Lb%5U(2Cqw(pGNkBm|qQjKB+{;6MA82LY{%bWH?K2)%N5vN^flTQem* zV{Xf6Q6@A`3Vu$`B-WS=ZH4v9D2(R>6-sIXB?R`cW$;B0=1#t(#LTkdp_8wmF^=|i zs*)7)Y}^32n6}ti{F)hsN+%$NGJ~|Bpp%kI#EXmQ-)w-Hh;gCToygW+lev$a7+JT_ z#$LO!?iJ5D7=iok{sExl6dYeS#>nIaRb0Ns>vqjpy?Of@+7NOHjVn^yOMwGs1QJO> z`vxVP1%Et-@ouZ!XM*J)h$jO8NAySCQRq2=|1a!utUN)Qz3gt44IR~McU$t<+W{HQ zw)tjE`e{dWwyQg9cS%`!Y!F+fp#>o@Y);r4{agt@=?r|pp6kK`zn=B4GLp2B0lGk1 z^Fp=~eZlGzwI*yMbh-}T`k9PJn&gVLeGfN|zL*e&|EqmPB?@0@`X5m6Fq=`_g&L?V8NIZMHssB6U8$hB?^F+`FQ2{{R#~bO~IDQ z$!)M?e#Hd$kpd~=j{%Y-wljHJRpJ*V0&Fy*?rd5^jC4Uy;2RYei8X5TByt>Z2S1q9W*fwBTbvD1heIIc!IR$nLC?12tNbY zYqTi%i1`M6aEbiHla^r_zo95VnJHK4%c~JXXK(vs1Kz^h046(m46Xx>ZLXqj-z>jZ zC-;x|WR}zwE@Zc-Oy)S&3^@u8gebGWB)p45)4wfcEefrA^56s5jU9P^aKx!G^YSr9 z^95}jaNY?V98;P%Y%0Q#+(sPtF3bL%n|d3|3(-)a7_^{n^5wB~IhgL>5KVU66E`r0 zoX2_#8Aup8g?{l`X?rHMxzV53r1@F)o}?psRv)le1)E_b-r;k1OEu3k!{Gv$G&*e*Naph8AwO6lb5}SVbPB}HXW@fx`vHwuE&fB zak2*yVfD#A@3&@+LX(YDJJH+jMh_qWCaOBRS2afpekjMkEPQp)4#FXt^W!Hv$`-G@ zRlov?42O(}ySMfVCtM;sao77iS%D%=%Xx$u)dbYx5k|0(CM~^7Lv}N~Pwk|7sUK?i zjH`|a>UG`-!7YRR_CC+ukcKC80qRk7Tvq{=rZ_P1ZAn+44;1hdTGwNN+6X`?bZ_1~ zr~f;OY&r=hl{E1F~Qt6iNX16Pc1)e zF+?cO9Z1RtO-)YX0wC`8Wn9C_PH_n@ApXdz=@KBVIy<6i8qTe%(4he>yn3HO2pKL5 zUjLm68!r3`AwA6b<)d*SO*XUyYiFTt%x3qnmki@b5+w$23+enf#QgE2)95|5cnJT|r_hNB zeXvN+(8WzFF(U7=ApH@STD}0HLBo2T+ann6L>cSuYD`wyBXIF}^PrTxd5KH%UEjw= zQ7Qc$Hp3+-?}B(c4G^pSboXnNcDIMHTHQ^5>LFC)7eJEa${$zr2ayans5WHaguG2S zg3nB02+WDSN&rEUbsOaCu)Pqydp{oG{pv7R3%W&fzZxTS!!l)-Axoikc7rk01Z_kI{(WM>y70ht6$aP!e$Dg zir(w6E>F6j#LH!xN87_6WFUZ$_TAnuYsN&NHle};539wxx2;~7xM`N`VnkXO0|-k2 zshFQZg0Q508xleV1}d`q|DpoiN%YzAE-v2vSt}<<_MTeVANzl@j6V7QpDZKcF4+|L zmmY+9e6}|=>`Bo?a_JE>igSW!dM&YZvC%XVAXtIp*#;)~U8;FvkQ_>rHKf952)lV& z8UTZd&$h^Io+wp)HtcWG{>SUV?;fzt_tEnO7*L_OElB;PPiD4*BXQ}{RhFWkK~mSe zr+k&yk~W0J#iD^cJ`Sb+C0z0%2pGfzxu=DN{16s|J~lL&+uCLZ*wv*;7q3xK*Rnn9 zb5(kNQy5+~#PR)pLmrL_ZhBz1R_7h){-N#_5pRf~?0lWXg7sS6@|o>}+KQg7uPku@ zw(1l1hWIW2sWbmUZBx%D3Ce^A_01K5O+de2WrfsdH>()E5zoHG@zw_NO6rygYuQN5`}cqDh3zRtmI~i9oVrTM zo@iS$*7tmXC*`A6k@$-NpHDu*?^-~wVsw6O$f)w?ltSYy0wUC0M7WdCVA@%f{7>KS zH&tjncs1-S@g~DsDtESGtvQ{jWXi^-qFhM$$D8-te{X@Q!&Uy#9G@tgrl7@D=JJ`* z&?Yu6gV~nKZS(Nz77L3>@BPeQh$gmoANgPZ9~HDz^(?`gI$^3!*F>`T_Oj|bHxyE) zd~FgKO`!x1Rd&b|#AxCYg4<|}ltOLXzu@8W*h))NIKGAx(comJAhV8T?&&_6n=IcW zx_Ir85Cn>sI&>!MJV8uPs&N)gZZjnJ40y3W0FktsD7s=0O;}x>3d-T8UfU|G!Knxz zzIriR;OA3p2)Uy*Wv&_C!Uyd6*1e7ljddFgmFQeYMM0so#r&J z_X8dmRBqPtJ}>$B5l`B7?uSeu1f9y6`vkswu1Oo%ewfhMe2JQS_@H4=g`ZvP(r_>I zPNI=@a^j{pzt5TSmFDuJP!G9n1Qb{7?OMn2s@r#Ccf4EWhYKTY9EA4KiI~rWbshFS zU-a#Ye;oKGu3Wh??|+9bBn}tn4T1HZUl?p-Z4E3e#VUnhzrbn1T^{a!_EDuaNs$gZ z*Ow$wa-)ZV%!42{F479U?dx?{OO`$8&0qSG+Y}^FMDdY7BaapG z*yuj0tFHe6%#H(^r87%atIl(JGk0W3##o|U>r_BS)Rl%N2!qhJ@D1cJSFEj>h}4xP z5AEO9%dXr`9Z6q)%rS@vP*ia-5S!|DjZ$n(F1HJtV2CgFcDeZS`ae%q`=YL{4kSAs zj4Q;wS(~B*58lpfB$&3e*Qm#psL9L zt5|HaC!0$1FEp$N+#eZToZa8Wdb6su@nX{>M{-*LG2h%`Y%R8!>PC}n=x36jc#Y0C zSRA2v@Ar3RetO^X0S5~>2Mr$nOPoEz>xJ3z?I(%SeY zJ6lDAc-nYuho){d4*O4&FsthezajRt$twLqQfA=%Eio9#zKVjoizIPLd&6k5KzRg) zN4C*a&v`bc!<61|;&&SBa)O%C;)Vl?JKQ0tcs0|3?tj{fOVN8rJW;@ZwKG zoTR|TPK&oU(SEK}(6E^{T_h$l0 zKH2L?N=Vquv^gLX4u|M#vPaEa?eWih>G{qTo!kssOpLwxJ!3guh^_>Ym2_1DqTLHf z)W#AiK^t8bZ=IfP2yr3qa~t9M6@^lf%&3_H%m~+J5DAqBmJyKRAI%D8d%y@$phuv^ z##wgxc2wt_16N-FH4rG}@(Qh~5@Jfb@|m%FU)^O&oPV9Oc>sY0XR-&lY%rN+G7`Mj zL;frpBSfnwot$jI$=5ZMuA$=yZne8Pc$V|_lk}*WokfUn= zgTH*v@R7RB=ag^dZiBdK>{Dtdvb9pL9i6}ix^-&6nbUYx7IC;#v<%5W4~zw!A{ zt3ZSguY3tycNIk#Q!m&Qd#)DW_i%JUSKy)3WH81DmDAtr$ic6kS9^mACWrf+fDA~@ zwB(bX-A7C$RO%`ch0;BT`n+DMm?&8V_7SNNsI?OKfAVA>uP1o#$H}EZS>aV8l z+EEa5DSi^swx}ZaDInZb`PdLZXlvC&@seVA)pr7`c5O<){})C7$cj;OO*jo3Yze0a zPpA5sRqK=d1-!1@5PBMlvOd@BX@n-Qg_~0hYu|^jnInpiXm>c<6j@}q)-`$gbK6{6 zyG~k-QraJYJS^5{LTfTtvS}q+cO02uyfEGSz!AzVl7?N~ArD^EH-rt?A;SxN5IKyz zC4sbpv{YRD?pM{3RqqEA>aQyvvY6y-eDKC%+Z1h@FT}2$=T&~`Qx zp78k_cpp}i1H!dNq%mT8(dB5NZ%?=}t^`%&Mi{XMB36hg#`tf(-;#xmh4E~S7m1Rkv+#Q)AxZkwvmE6jm+t5Lbxs(+xrGpWR{W0$t^ca z&Ds_s(e%M-D$U1%l<G@%tgh-X?GX+z#ohdsz1gMX}dCb z)}OM(V|YG3JLKmUk)px`WP=qQRktDfZQMUSWsx1dwZn(B%hAvgc%8pr1sMRF5Hg4p5lxx7MQ@;A^&?5-?r- zpPJ3!s_ckY!x|l1{bq5KqNxw&Ov(%!F7cF6c&{Y$tbA%V^s}J7ZUkAoD=U*~$jz|2 zOzbe8e*Oy=9>S}k?%?hD#f1BA(vWuy?vbV{>IFRNb;Dz{Y;Bl z=ZND7EYp=R(*qz%a5Pk1DBS=-^xOr>n!^Uxb9u@2$IMX+|H*S8%2Mhg_Kgdp81 zsS*;3ba#Vvx3q+`bhjuXT@p%%QX+L`-}m#rAI|xm;v;+Sf2_6Unrp6EYv$8bwlkLw zvK!UBVh3%QKa>9}dn>fZ_oS~v&XJ&!3Wt%e#>DA$CywX|X;>6=-^DJOT?W!4_-M&o zKZ#-tH+nPiX+67F`SKPq`Hfot*|ZDYihRhvL2ogxb;cSdL40~Nl;mEEM}Ej;h}6V8 zGYsNueI2O*M`@_LRH3oY1bf<4vbOjiTCMU0lk88HTs(2wFbdMLG~Proy2Z-j>Oc^L zO_PIy92PlQL=|=j966$2cW^f2=Y$f0x%4OqznF%cp9qQ=gF;{QF7B5z;}|p!XGuUk z-cq^RqCjmgSU@!AybH#_KZ^uVJZvQRITX9t?Q#OZ|Y*Y&PG&3=!_`{Q-yNkuTPFDqA zlZ!rB9R!URIf|;lL}Mt>KjzQqp^>{tTQ9x)-OBL0YY8>O@9O|Y*2!dV9zcPP4fpgU z)y;J`nLH0n-TD}lVrOsWf`WxH>DXtrD68$1V{M4}PRJz^kF55v>W^d5>Bnl<~%3(VQ!M!Hgy!#xQh(^3Bj@)y2;Z-TDgL}H z_vEqO=MU!QsAVGaYI|h3;O}0 zr8IN%%DQHi(Z3)RX~g%iY0lEdw+Lt6?(n{?_-%d_8+PmNQW0MAdicAW3X6T8j2{Hm zb#psP-OKmEu|YmTcQ%o@|2wtmzvm)%ecmij#KZUgqJE(WF`a$N>2uEO!=-cgv4bpj zhy5a7SqdOhXe&S~M*rrOl`#JUi$!Rp0hmdg;Qt1dq8^hgrm+A!yP)WkfbXGtyLDZi z1m+i=H8r8pgW5#$=-+Pa7l~{GjD#g9^sz-+To(#xa{N9jf0MpI`x_}G4JM`bj0 zED3buJq}~&zk<$=F}&^fRU+e(Thx10OvWs8tQ~$n6CFbD{|RlOmXjL=**}RER(LuT zY(0i%C=`8|1zF_c8HMGMQL_WR`}wy~pn$D)T@4xn96{{K(P}jjJvlK^B-=4R{7eIC zDPu+<_+!DxAmw*rG-fE~^{J&1n9?w0VS|)dd zHvEA=h0hnXU8(Do{KNqP4O<`gK*U#N1{NfkH-T~-f~cy=9HNm7gKNoQi(4T^?@Zv6 zg@v@x(Tbe9h2OZK5Sq)gw0YioE$4y+h5oPaT7y>$!Z}|Gfg}0kpNlx5x}QZM$a@r0 z=zIeEOm@U>d?n_;w9&isDeH{RD5D)XF=*;78x=(6Ye;oH&=8$O(ZUgpZx&FLNrGD+`cC((y~U-VBoSofh5j!wJQuDge~HJaB5t6V z7j$2P^?ogr_a{o>Oq+#Gapx<8uh+SPABu0HGGgX(@~l&RLr9W9*>f_*Eh;>giod8OBm zLdXDl`?f_3ey)FTf&=@`TDu|*JCd;APL&0Q7I339SZ7hcdS&dMdimH1Wz0+JP{s!J z7aOWdJpH(@F|65K1UT8(z4ZJ0^qaa5Jxq?Ax~AI?2}|xkPAH(Gz_;j_lic~LKuzDo zf8I*cAYRj`U*T6ZNo9swyOf>V1cJXlm@xcFr5-vkDH3#erKd%&9V^fxdZnaH!vceb zY_HLd^PpP9f2$oOgJOvPp)c*ck-cq47<~|CuJeyD;#1yca7^TqMufH+vwTOkZy@h0 z_Z&vd;AB3RCC2c9dAVKU#_LzPp4ILE1ypm(*of8ocm!>Du^Lq9ZH(OteI{-8#0}!P z-gO4$@J0ERTWb&meSrqM{-#cfgd!hw6)IB`%<=>X75RPMUQw&ktY4E|4ZK9p9V^|xR7cd}gLAHClf z3Dkj^s45w#rf)F`F`vjDZ(}po_>YIkm<`mhK;N{83W0i51OdD8-=q#YAEC61xAd-W zWu0ZAA=8GDDMEvd)Vl=n=C*^J6dBTs;el01KsOC89ja{Af~0sW;cl051#j%?0Li|I3tvTKP~)HkwJJ7UTa%6u1= ziE9ok_w|MflFArkB5^1nO-b385BNTTQnkA%7pZAgra`+TNDvwNW-jU)g@gqGR}8_h zh{>l3Cxp07ewneBEc!oBRt$$H6UQG%jaqFaUv$FBrWkFtrwxBA{Z8d;y;(fq{WcNx z&sY(bZ~;tq)P`sEw-Nc?p`DURx@!j%$Z85F@TRv!wW-u7 z8GGJqq8_Y9UeI1i!exEuF9cTfy1ie>u{Ogj!iHd|Q$6QNnzS(s(8q9wq6H4oeyLs-dx?{xxhn~sQ^j|H8Qrhu=6j3;no}N z1-@J|6LA>VR39M6^R6R#$YM4>m(;7r8JKh+D9io1Ql!u~K!JEB>i>z(xGg53$B(odZ z6bOh|j7^P&LwWbH;Xb~|2Zg?F(~s|lhjNDba+(P1;5I-Pkh+#IrkQValULjjZ%BR@ z1RbNsF%ZkMnOP27x*t3BaWvW4IN+<<<`k5?4rJz8{~g~?@sb={=v4JE`tj{sDCSyh zkw+Xyez{X{I$Y*kV`a;9@XjaEYh>MtLAvb-@GqEa!>23uy)kATsu$F%#=y>2BQu#^ zmR#Na+GBdlxRySzr>D+)W1uMLP{=n0BVwLa{QCyslWPQ_V!5PWMnn54;Na48_18&s z*Tw0Gg;|JJEX{&RUNN-DIia3md9qvk&7}gSOgOJJ5&wzPcR>RQhO{liKnTt~IXy+{n)B zqKUfg4MmsHG}u&+WSQwI-rj(o&g>agA!Z9f-(FyWjXz z*~{1Cu(DO((&OZkDzChv>@-0cwLs5JzErTdtA;zvip{vM;Vr}rf|QMo4YHoiuMR9~ znj4|U6Yq5!j%Td7ZRZ{!+8Z6WkkYmBr&PY8^739})`=S0(`+6v$aO-$_WkYZ&z)-r zCdl6`1yOLlUhOxvQ5zV&hx*vCT?%tJijq8EMyXirrz*)Djg-kN^UqurymBM{g|S_(hz4`x1zv2I(&_1H1({wbt6vBU z3c{Ronzd>8vmE~G_Yh~7X^va1he`@L$~$s#x<`i|m9{VKSMvB2{i6a7#wd;FySlT6 zG%><^QYXBau+vTMnx>ep+9W_}5DRoKZ!AQ1uB1^Es#_rnoR!|luK!BoL5&P?Uh;`p}X;4j;eT@!wBz>0arL z3d;{4tsgg49eD)LHn+5`X*0`TQ&(qt@%IQD9W`0Vx!kR-Z>3{(Ant?Jc!{5#aFV7G{abL(X&N~q>04U=n3<2&b-Eof3a&{BSum9;oNpc^-p;x(+}S>-FJPv zmc-T7<5&sE9334IJ}vGixy8je2rei|^fcP!)c3NJ*Q)_yGBOzOv7~ zMYE~+KWfUvEo~}h%_Sa1q5;fI&2P#oN}oIwuZx6j;s&=Aqww9@`xi^;SvD3F2JxpJ z2@*VZpsX=rNw9ggSV3dYa3(Z-6DnrmaWo*-(j5pgJ$}m>K+?%&v$&9uAlQBUmu}hM zO-QpyAbW?2QX{Jh9qGAbKGIC!*;>0E)W@?w#nJ-Jk&Io+h-1-t2`Yxy(M@V>J_Wv> z(aL^P=PYT)cU*@tI!Cr~;!GXEOjHo0S6|SFDPr8c$47bV%go>lhHDYbF4aBjv#fHI zE}62@fl%KEnh=gM1d;ea&nYYfveL+(&C-hfZer#3=hd|2JDG{0QgjGJ@ZFDSQhB4c zLXZAU14$^vn!B`gyw6&s{_ivpNu*}@uiz^|^!xBpPR$*=Rhv)o$Y(pObJl^juR3kD z_*7KBwkO52o7z!AuZ0)3xbyvD+9oY{V=KL5#>yR59z08vR=xj5gPp2oW`eDvndDJ0 zL6_s?d~(}uDuil0t=x^qMnCMp?x!d2!cJY`a|Te_=OrvBSlIS+ulkA|y@WrTK@Qcz z(o*6-<$XkgFWOpL@BDHxXes;f;lr%izm30Y*b{F`57_rKP$CEndbjwO>z+Rmv|&?u zI4hK^m4egkSW*9Zhlm0Cvc7)*Atf+&>ZdQ)@=2LMnzOD1YG|)|-{Z`jZEfTG+?Dlq7teUT|qS}-kb4lillbg6d6u)C3mwc3##_ch! z)w=uQG^&iuGS&V0>H=2)?HRsVHRo)EjYmpa=Um}yeP(It{HC#^vpmOwjJUM*5mzzl z=mVGaM$t*fg{&=ya)$-ctgS}T$o>8O@9U#^Gk6{-1XK^Z4?c@UmzCXvK6E{uoqk=x z*R3ZPKRN_gzxceow4_?#NF=GDbVP-FqkXl8eP`wAZc<9Zlcl`^VQf8Y)fmlG^e+Pg zICge+P;yR5N(y~+bQEkfQ^#HEmBojf3LSk^X zwzsEjVZrQvyiLo>8rI$}PDw?z0gb{0CzY^O$&$4-)yGP{--s=ByMyH*Q2qUWJZnL3 zGU=avwP$(ExYL5EuiZsnMp=5!)Y-`COeGy|jAdksc!q{I$=lj;JW1ln)vlP_nEObz z*D4fpSC#<9eo2zuX0~qi{FHe|)X!h6ce1{v?torQENk-V!O~imGwOcV^+j&`@A`lK z)a0la)(J1{T+z0N+q*;^npT0CYqYUaajAUP_rYl`cpND19OubKGjei9zkN$sRaFHuM#Ij2tyb@{kR!l_ z_lSyJPX5!f{IcOwD`RzYL$`uqGy^i0u+A40QAF-#s{-hv#kV)V(M)~5_&^=hYBT#> z^3m;>q{1BAc{hbjVP7_F4(?aWyjBx6Ywfv&W@Kg#`1wiyZF>5!ABF>Ds2*BR z+J5V;blhSTz48!EOibi``3Dv6*6>oh?-jTfdP+*G54Q7GO6d=jc4j`KRC-^DPE;6m zeJkcE)~`o-F_Lcn_fYOzi6({7V!85BL)fxri5<(6Cr=oaGlv1qkIJ1L9eWB!bIAHcdx&wG7!Yc`=k(Fm1BR5WV7 z$@}@IRC{s(j)uC6vikGT$ViiwUdQI&^7=D1ma_sI$8PoQ|4%MyjV34bEVH)K8d3O?fbe;`0o6o@j~;ow5i2>BmSK`Wr+Ua;qQIa zS3}9%5-zT_7&H%D==!3ht%e}!7+qXUF55Tr;NipN_4Sa93=sl?sC=*H?nPEjROSG} zA7!m(OA$1U2mK45*wZnUZnO_d<*N~GuPG_n{u028Ki(!Su*$ok7^qV?vM9hOBb$X~ zyxMOfJ-GVghlz>m{zsd!0;<`1ySqX{;UOVi&F8P5P*Pbt99qzOd7%lq*o)0K9wFL4 zeaaY0;{4#W!&+|eQNiO}lfxinJcX%2DWh@5+o;7YaBj{ZmEWeoP%B^lW_tQ%>vYwV zr1I^l4;l4~yNdpp_`mioq=N}6me-kajCEttRj_IAJZfnx2zb(*G0?ItJX~^q!IxUT zgA!jcF({L-rrPtZVd{vHQHGR4v)Q(@b8Q~>S4)^4_uOXV7U2AQZLo9Wi(ZXIs9xF6 zKflbRWbSlK*0a@Gjhk*wDALo<(J(TmI_*3}R9a6egNcN47(VTro=(UVad-H&jPdi+ zS@RSrZj&0G8Oxh1c0(;KEoj~sGghd4gXmQP8(Q|p>F6e&D z%h|T=TUts1CQ(_*X*sozvEz8Ov}C<8ns*zJ4S>(9;p0b#9X(<34+1a0m1%L&>u+%HC6Y%jJ&TTd?IT)zs#r zby27qiKLlH6CYkJ)r^lWRu?nt3FA!WdBNzsw~zy~6+wN)QqcyTc6x_O@yR1Golg>H zp54=TdkyAfGkckVz{HF)JKiR1zPfBmPAzd=!eEk=Ea0;I$|NP7k?(qN%gv0Gd)ZS# zv6RbhVa@#c^W~MX6n>lL+N~z%J!w5Xa=_K)pP!`I@7>$@vZRTMDwEVnMAW0o^80%R zQ|{=h!`bmz*6u)eH@5Yb)w_4*!UxLSNsXdSnd5&mLlmDcCB_NA(2lh1!rk@a<>odW ztuG7_PU_E|Ok19Bb`q4;bz^mC`uX#x{niBjOB?GPtu#>&|F-yJMVgxf)hd(0wbhY| zeEwOuBbC;i0fY=HE=>DJ`ef#7mm+6xuc6@4vf{}h0%5Flbv1Hi_|!=-mhCP*sf?Eh zD+B-e_yO|cTy$J_6wXCws_bJ9;|&xNNe%m01TL)<&bP4z9D}!rpKODRkJ^8elF~|H zFyUkqO2&)(x49uIF2~W56Uu0>D)cv3CB8_8gelz+rww5C?Rc97US)$$1sSwF%w50d?;fC&gyb!|N-*1r%PhK4Cbg=`Kxq;|i zCDs>7xS|vT%|AC)X*nxLQ)tt6!KyU4VhSkwLl2J{a-+n1F{7PK*VPAJs4FoksZU@r z!1{^+?<}^}(_Q%Jgr)3){Kh}G4Zz()k7`Ph&~xLbdDIT)>3$C>vp*GXYwjY97XRnb zb5gaQCu?%kD#s}+c#zYG_;gmXgsCmihRD+2F2#lsxw(LS!;vpxy|mb87?o~tqQf6c zr`Ad^iPNZic$kv2fhh?fp7eozk(0OBE!Z83V^)HIij7i3l|b*=Y*!k)JLg&wf?0oyT*#|k2cQ+VRwU;E?QMm!!a z2qW*7Ook`75N}gbB*fcQY!?*FC*FT#*RM-u)hzjadDbQOxS^x8!s+?pIyb`O>O#4p zfftL0b_o+O#dst=5Vm3B+Rn>ApLlOMvm)xWZBcI2*1ML)Y1|W5VKFfr=;M;a;E6dd&(S{c*byO&T| ziLaxtkH+Qt`wetf=$R->BNhCO#?Fp=C(_*7x-fFAyE`D1xKOoBucHxMPPJ(d?1Z}$ z`TcN19Xw*%=D0P2%e343f#W86n!pt`_<`p`iFWJXit$?9ukaAwR}v7Kh9xJjGYPI@ zDkE3B3u>S<>h0JxaaN|A(U~rqB#{&XIqFPCetxJQYHPc?@@`f%eHPsPp=^k>@R^W>7zYuA}Af!ac!NR z&4+3{90m<4FVp$?>tlCJ z>!nro`MC$Q3YXED!pv~Aa$NfOPEs}O&YAbb6JgPhn1D%{J~1(2jRf8&w*87U332lI zlKJIoU=j4*z!9GV@BUUg>Em^=U;^tA9ZPw2eH2?wP3?}g5xg+eW3_T8z{_~>in3Pk z6VgAb=Jj^>7}7HQsB`jka^hE2U9kY2PHH&u6psA1FjI9 zkT7nxx3^P|g`~i(7fw9Ce!beBIU)wAL3RS~hUjV}!zfP%pH1}Qjqut?1}#5-P_g=> z2IsvyBJRhSxIrm7G!jE2BW~;Nbyh#5S9+BcQb~qCn8kGW^?h*pB@8$uk*4wY?7Hb< z>muxgqk8p9d%Eh!)t`$Kk!V9P)%e34T-t78Rt1D&L?o9cMb2n{^%toP>o4D3pARQ@ zrSh>&*V*vM$jCG_xpO)1(g9T7ard@s+W~r-dUe)j|MPQ}Kkx@2jjn4MCU<6x6^7G^2Aue*~|Q1EzPs==uAcZaTg zgjd2R=QZz*5NtlL!a~5xPDG-W+Yzo-nVwShbB^YtM6tH>-(zNzs^^ON{pu81Au@5F zcV@|yJ==gX>ga3VWnjpAQz2B0cvt?J<5BTmq&}H~j%)Ia(|Gbx<|L1ycG28UYFb)X znZ7_}ZCRk6&ENjngui?~H~atFQ%6MNyAx`-Azd=gcvV?%pIy^vcGOW99v-+>) z=0#e~UY8v53!TQK6t{9rfyMbN=jf|MxfWf55WxBN6z>1LrslL-hjJ>tC`tNKC9%o#6(?7_uf0>)hgO% zX2ct(?&$x1{V~ivDVd0es4+3|-4d;`!4~&ac`@1DE>bl^{ET<~$oC_}ltBUkyfWI| z{~8RSS2f*Cxy-nyr}+-pk&%&KEUvAPUn}0K9(udU=IH4}rsj#CQ!XP@BI|bkxmw}B zFYu`Se|O3M+xQYnl9D1>1pNM51ijDy!)0`oejgm@LVxs~ncA*TpODSQiErQ5et8-n zPtqGf<{uo4m6@5Tka9oJ{bV=6q?;irHFXdUNc=iJ?wy~97{@EEzrWvfh*Q5Vf>AMb zy_wa&yIZQ|gWY_irrqh_TzT+y>IwZx_-G#lug&?NprN=8QHy#sMC5r38+n~FpkZEP zu7c9~4u8(hAZQGVj=sJ%QRcqx<#ql`w$W)PthAJ^#qDVMdxwAi&DWtDrCSwkm-1Pn zo))9I7^0%0$ePpU&z{|Ex*jRxUs_tKB*gi&xuK@ZoBi)5`HdU7#P!k9pV3a#$!2c8 z*%C5t_c8sv1ZO46r!KDD5!NX@7mLm-LMKt>xW)POeT~(){OL~pV!XrJ2+O0OYpRWJ zHge5hyx6+8x3^aTYKg3%=ii#&ebnB}R6Co_iFqHvp!YZXqm}8SDBT4Uk0&Jm7?j{L7c`?^{o>_e@XgLhybs+)DU{r(+~^ zc10GZeg->$2lJmK#V>ka8N!rm^+r=0ZF>R7yUE1F^aCbEdPY!0q=miY*W<%+O;wV7 zyT#T)5UazwJzxn~gqWB(!Fj<|c4MM!7HxKLXz0mw!z;5G8+A3c z!R%Yhma*uSlrWfV_w;I1fX~$q0l^@FI`lt+slC3icyCW}_Y4da_un48x;zofhaJ@N zl9G}s-3DsFT(#2E)8qU5AMaFwBg|JXR2qZ~z@hB{oY!Hqo_Noahn-apTbh|g+zwsd zRV92hJR0clS9$2P{inU#7|xjty6?4U2dO3)NJ{$MH|@sm`SeNAb*FYR?A)FMdO%pt z)|JJkrIi};JMS96fN=Ee+V#Js9mJycP%+oNy1YnG7P~ks?z?QbqcI7MBbXtuXI1l> zt+SD@e*P&;an5;rDyN~TDamS>;V8TD=h_;Zt*z}~xna{CSMQr24R8MFIJzi2+L~k= z85!xhTr*H5VGtD5ef9da8XQ4VCtnJ?PyeX>2MuU?5fRs#o11HfO0+9Ro^ZBENl67L zox+=2O}v-OlZmVu5*86rE!LnEajQ`<^Kf*?_*Rqc7^lqz8N z)ZEbAoE~gG8Dj9HTHEy<`h2-GdJ1vAUNPwotzR{qMpaBth79Dt+J&YvSts^q@$CHPid@ z^eeV@JZ)U?Z6alTNl8=$NExhEa|;Vkn|8fILqi`vQ&d#^P*t@Iww8Z;U0tQc&2gsQ z&d7ZFv)I*e0-N?9NSVAD?Cb5#9kuv#x|Wp!$GN7br(IlJxSY0iws&@hShsJ4M@99{ z%#e$Ti9v~WDad)?U}Lw>&gvJwd}cf8-ROD74-xV+&`Wf5b#Ll(FfwAou)3Y>Dw>+o zDJdzTV`46EZt6L8h|*D0XPH)9$UlDEj$Eo$ouAi$kXBY#vsLYmWC$Tc@AdVf>d4lA z2Zs~RmBq9WqJuYkAg)j4c@%r1=SFQm;^K| z0%Kd-5$lSU-u{@o+x|B=6)oW?vnJhwOu`k_R9gUc^EFvK=$mr+;gw?LTz+2o!)G5c1e`d;S) zs(^sNg6D~0%k4n1Cp(RBZV4$aEVg-ncxF4-&@tcSj8sAC=>x!+OkcbRZfg^Rw7@gc zow%XF!LRO@sBW|6`_*SfYaY@GaBVm{77`k20*2a?7#}305H$;IhCqiyVo0_W!=gP3i>FDTCVX(hh z@gX=kIMPMj69FA~o(;xV;huzUST}W2dwAMt|H&({qws`5iqFg(0hok&mDQ;-A3$@r zf&L0tu;z=j%E%G$%0FPq1Ox_-*4sf7uG0?~=;-?+LVLzGHuyeqam0Mq6Yq@LywV>! z%D=!q(zVcL{$o2bFp#61C3^iH9Ieyv^YbeLsaC~40-ng%*B4H;C>5UQYZ!b*(;>hO zzOaSUk>;nL(ga@F+kau%gGH{+&%_k`?b|nbZg$*ClP*k|NOI}EC@S4nk5ja(q|?tP z4DRmk@87>?9ez9LuTiR{$b@4x*TDUcO=kr<1^QX*tt>AC9q4;Bq*d|MFzsBTqt-l< zobRi<2kU+0yVtimObrg=IyfB2imtJxrU}?BudVfEd0)!u=p>Ikqq@?7>9hH*-4CYN znbifxGP7Et0{K>y!``RUv$bEqCtEJIiU1UOTj+v!g72Sg^8Ryr3a3Gvv7R#B zhZZ#+o}Q{C(oO85qM5*#p1LdrR$MSZM!d6UfsCDmM?`!h%V8ezK|#YNAmFIl{#LABG;T%CYoUTW8v2zE$5@bykFRHO zG3(10mE-N{M}SbU8bE@F9Mf$O6XfLNX11PypNMK|5`s@av5kf7A!J6Rkc)fiD#>-@ zE5q}VbU6ss$hb|>A?riWzz`E3-;KnCfdN_;7CE7SuOA&=fOG7H48_Mc8#jPBMUeC1 zIy*aqC25b;x>mw!8il?G1xgw6Fm$&$48FrzxfQ^CdK#MVDOQtb86xg=Q&^5naP62F z6d!n+iHQkx42)NQ4=qQs#FSN32#br0ABr{JGz6~rSXuc+X8=xjZ*P_3mKLhGt4;W?`Z&;v#$V&r|n2doar zaU3L)cmUMc+1UqKU;g5aKXI_Qrup<~=6(0$m-&uc6Jcp-Y4<(;*fVf&D8Z5p4G&jG zGA6sW3oU(7U>an6R`JU}e-OYjm<4a;zG#Qu9Hn zWVM;8QHAuD=4$%;_d6xbJ>F4Qr@~*)fS*1FX2x3evMUIG5Ws~Z`CtX zu}Ximd#{L$`Xq%9%&~R;k0I~>M@VM!WqD=A^6R_Mk-1t1Zm)9}4-bz_NexMC)kcLu zAq1$_%E!mY9tWQUAYD??{D??01mzQ7|#NcGK$_)l4 zjl31X=O z3pi6~(Bu@EolOJ&3Z(Lz5OsATDQE??*B{?#vCHH;B5wOj!PKvJX82%~lwZDNhoD0u zUya-0r^4~xA`)$!oSdKmK{Obu*|TTTfH{NPI(W3#!XXR~!QB8?1R3x6%ZoGO8#hqJ zA#eavO9%W2puu|Ro>6Oh;yr!T@0***h)<{9mI~H5w`>$;2gGe@3a)N$rq7=T0SR0< zF$5qfC@6rpAi%@JLp*%5E)E7RA)AI7h zJMGL60fjMKfRVt&C+~({U>jd@(BLLHz#rZ~^2P^bCKFrRsIs!1G2wJrcLD$8U*5r{ zmAHh2Kv)~DuC6oMCb5p++ffjp-sLG?W`8e;0vjhJB0?dd*T5p6{GQ>wU;+txz*-1Z zl|N^S9JTHNZCRiCkjHLH@qhD{EF6x;Ikq+J6yQ-z*HP(|#`n_{=>EIcyuUdh4 z;^5#s{N?WAVr*iP6WIoV?#r2)P|zl-foK2>{Q2yC30{XPbHo?qC6RYnD%h&Dp!}om zL&66LP}>mi+Wh3H@FdShgA?Q0fXoT zqd@8qAbl198oF(91Q06AgOVc^r~#1*Lh{ig%P-l!BW^-MLcpsbkr6i1xVmb-Ls$|M zL*(V<1$^Sw*2KNz-T5ITqXm?%yS?khXZ4K+K>LNOn%WHn_%#sS<6>j|Wb!(urgZcR zxHg)^F5#f=62S6_XZClFRUaP&Dk^G&*TuuOi(?9iUy;EKNbY$JU3cM$q=I|`32&+a z`-Rb_XJkYosb@-ZGNcQI0dsu)gq%1H8nWj(xVd9svR8imz-ZUEYv}>S!`Cmf16Ilk zFs}?DXYiwwu143dUxzJb^>kZ62!x!r+k1L2)Ya7?YV98yGK0l9b05M_=^KME>ZaD# zPXNYZ{!md;!Y(t87oRg3*x2x(6&P?nd~r~nejOa-!GbVo^SWTUqX-};kCYy7#@5#I z0sNXRbp}F)Xskq&4TM+S276l81bHFh5@y`JmXkX`Ku9Sls^QeH)wiM!AT>UI0k*K~ zU}}1L6u=Gni|Xh2fKU*4k+{<1wL?bfbF1gspOdz$PfdHR;d*5gPt)ol{sLb;)#@n(rlF&!2eZ}%l}jq? z>KK81LO-YkBuRmZLc@qoOcAiV1FQ%FYy(3>*Q<+@@VS?-_ZCE8HBQ5MZwQay?9AMR zuoM_x7pQ3^_v#(il)(6<6%?*PA{T<413){7#)uJL$Ht%(3JP+=5eo~BzP>(4a!6T3 z987#@|1lt3C=%i1OSw>*#g=YJV*j#-eEk0;2lo?J{^vh;{%4i+f0Z;ZsSQVX)<>sW Ri4gE7C#@t^E@|xdKL8`H*3SR{ literal 0 HcmV?d00001 diff --git a/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/testing_results.csv b/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/testing_results.csv new file mode 100644 index 0000000..bb0b8f6 --- /dev/null +++ b/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/testing_results.csv @@ -0,0 +1,21 @@ +episodes,rewards,steps +0,371.0,371 +1,446.0,446 +2,300.0,300 +3,500.0,500 +4,313.0,313 +5,500.0,500 +6,341.0,341 +7,489.0,489 +8,304.0,304 +9,358.0,358 +10,278.0,278 +11,500.0,500 +12,500.0,500 +13,500.0,500 +14,500.0,500 +15,476.0,476 +16,308.0,308 +17,394.0,394 +18,500.0,500 +19,500.0,500 diff --git a/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/training_curve.png b/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/training_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..a14bb8c35e0901ee68347ac58c5b2a498ebd0f9d GIT binary patch literal 51352 zcmd?RRajNu8$Y;d3F&S`5RgW?Q9z}UZX^ZiM!Gu$=|(`hq`N_+L_)ejx;thazrX+7 z%`5>y1ym%TPsm>BnfKXb=QFe)Ia3G6cc=2-XpXybb>%C8AL>+w2&;mn3ju$Y8IAxtBv`C=oeEm_HS5= z-=u8bxibz79q6X44V>s=^x2U=q6xs3cs(71)ChsUJfivPt^~b?y@+ed06m4hgvx~v z;evMp0!YvxRM^KmF_3)zeb_JvUJUk54Esws>VFqX%7$WKmwEbA@&7NE`Rud8$2uxW z9q?Q6^hzSc2p{_F^QXcPLC@nzGLzi$YK8JS0tR>*Wf%PJ=y?zQ+*~E*>6*b>ipGe&9CAq4p}~w{PE8SWdD2Oy)vK<+19V z()WH`qcvpnuo^A8ayF$eZE8xN;dTAtci}sfKY#vcG}zPaHywz`ro2Fn7CH`@cU$l{ zk#pSsje2x+WUW7VbI^vBV8Y?Duk)0SuA!w3pUZ5xyV>o;c95lRX+m9J(!)b2ib^!< z;qJg&qs>b=fmze<^whC@%;1)I|2}7&O<#ZSWk{)?AN&iO1#;dwTmSJr z6()kJs;ZKNdE2hX=2K-9z0p+BNa%!1q0cfPh+NPaqrByu6!|e}fXkvM5vQiA$NL_9IEY zZ1PH-!>84ip710NBjo$*9k%Y?UgSo;ugFt)L#c4kqW6Pv&||Wok`m_cR5`ZYr38Zb z&ytR&G@q?yk&32_bl4o`7p~PS?|YW%;YViEjAJ!h+mj{kf7pd3%Gc~Heet0$ih`Kq zJ)-`XdXquICI{U{N7T4y3R2~IEu%%M&m9jIC}95-7xx|K+}PMySx?mOeat)OQ)@N5 zQr5KJ30Cd$3_Q$qr4fqr{#Gwv9-kYn|xE(Hu zM^Flr>NYt`24hkjUam&3t_{T9whk}U)ou)@hv&}EI2(dmWS zb*#9!xVGy*2)zC@IBc>Tb|Rkc{=ox}Ld z&4U_(IRb8i2Glqz@FeXZzu_8mq6#v-X7>Fj(>>)gMTX2+MXtAKh3-zrlLTGL2HApW zrK1ei`eR4`I=VjGT^yay+N_Rdza$oRe-R;-OXf0s8)(-@;bJgZqFH~nkvf(qLsX(! z-D{Bw5`==hZy9_Z1!_K<)K22IBt*udj3{rtMys2%M_=%~&~1VwUKdZS+}|AZv9;a$ zaTxU)obUeGny#eP^E^}aIGa#cn`PB&CN>*R>-cog5?uJMU#U1BcpgxPy60UM zBl#URvee7s`J!Xn~rD^V~ORc~&zNZ9nW#?KUPbS#le>J0CDw_+@rx@dXFnkXz8HsL24vJ7>9s>uCe89UZ)QnLdB;G>n7@R zQ18S*-+=8NJ|W>-0dLS9D&F^?ef|1%DTvH^X)$iL)~d_%Vjcx@y_k35aN1VUX>lh2 zQNRYa#L5X{_M)`Za;j_@q|DZA9UE~F4olzN#bWeWuC%`)u`PM9-DJknGMI=~ZT%+EIjxd7f5acrNMD#G749Yb=K7N+h-8JO% zu0Y;!y27yD@h`64r#z9;nb z$k1+4&wks3*PQ(z%k4=x5!?IItufc*foE4HPTRjbDh#_|%O}!bsj95(H&Lv9Lba`= zq(sbb|8#M5KF)LFXR<$Re^Ys}Vq;?=pWaBa)rC(7PVO!Go@WFrtE-g;9q_H`>R_!8 zJJH!ROx}In`dt{OI$KWjGHB_Gx?abZ=jw`0&Q{O{TQsGxJ2mKgW+NFrpce&$Tc(T_ zJ|~7?ab-Y^?6C2(1Ge4)0f1vHiOcp+Uw3dWbg!zJ-M&>M4-NJS9CwUhrWQek4&Yfkb8{c$fGeDgAR znz}(h?Q_s4x^pDMFFhMw4x-=?kPQ}^-7vkeCjdA~7j)?@Z@Uj`I%p;Hxw>;$YKJSP zVi-#0O>|s*6dT6r^K@%k&88W&WmtlQg@;$#EQ;Kojw@(1Ix<2I+&Q$Mp?FZEB(-5c z4pRN&o}g6)iFjTgc2GgzZ59{S6VLYNo5l(hsEVcT!H)Imd*7`)J4NlCBcNagXqEPY zo`KwcE7=6%6@!E`fQ_rq4hB#`LOkd{+}~x7|0OqNbJ?Bt1*K%#!~v8+jC6Uk3A`G) zR2~l>sJ?Y7!2y$;Z`9%nR&QJu-1^pqu_+5&4i-EP&G_>xm|3)IyQ@qF6$|7k(ga;F zAMS71V0jJ@9^c)~pGu?PElWYyLj#>A=f|K{#_GtcGplAqaT>j6o=uUZZ*odbP9_#~ zX7;*TC%Og5lJZMob2B*#7G-y7-GYUaC^zY25JzT2LQU6#Y79TGkP}Sk(nYzs2|!j# zfp%~A_ZQvAg=QF)mj3yp?{4Z;FhkS$6Z$^n@1feREHBi zg3h~QZC-bmV#CV!vo>uMpcPAKY9`Oy)q(Y8)orAH^2E7}$G@c`<+c8K z@!NrCIFbD|LQyMwx+h%2%qDoGoEBOZ5^`xYbac=?LKg@dJhPJ|DxB; zV^BPZ*$p6XYY3AoFTpvaHY_aca^bT?f+Y(p>qg?A1zwpZZt05|WqO-~H%dyex6d?LE%Gu8x__$48Hkx|=zkjQA_w~^V2+XV> zzDhWY^70V6T8jf!7Gc44^|9mb^w=Kfm-u*}Rlc#dy|p#trcayS8fTse3sYcp9Zt-> z2ltYt$bd~j@fd=&pQABps^#s8;*jWQ>A?gR92^|Ox=fQ#jIFoFGWQ2sg(^>IXy6J9 z3!T?(9p}mWvcG@-ZLMo)NaJ<0$9o@~6q8r|M~-*i*y-+NFlGT* zyXaB9RfD_o91ypx-YRCwPrDopU*4AJG~j{&43Nlf2MzdeTtQUzliROfzhV*-&FX|i zMX4gmc%AF@KYnB`({Hn`y9J$J65JgHa>4s#WDb86tX`vN;h>YvkrRE&ge=+IF$jVo zn=!VxGBuT@_4RydqTUPE4RkUzYBkTlu**E`ZPqEfLo`km^Q8ZF*sP7(bv~E z+d@g+r&)7y3os=+pkFZL210JNEh5uxgM?hjb<_~Byp>B!g5#dE*_kR6bkY~*?I=&~ zuFtwae^63W>uoc2Z=nQrUJ^89S$e$t+Y+mTl85Do;Ni+b0sOaTVo~G>G0yJI;c)=|wQG71@RY zFa+q>!FiIW1Smr;nvW@nh&B%!S*G644lwfY5DL4WVpF8_eZIRr9%L)6N=#_W2E7bK zITdL0l6BVew#RF4ngJ`Z)+M6Z&jE~t{e26W6#+i}((a$?`kk_-(R?|wd;j0RxYRA2 zK9@W0&ym1x%u#@%ZMQ#`mbIEYUBIamFqKk~+h}rrzdp)O7yuP*6sH8FYcY4k;J3J+ zN!Z(S60+$Aa^^EY=Jt&%^CW zw6taqKuN3Jp?J1F1eCrJ)DY)FIwYAh@@e( zzwP0EmTBCKGr7Wai1ho1ajEZ(4S)~uIc?(u+BMMD2cuY$;e^Y8azF1OmLg$eYg-TVb9cw`~~$|Oxq^S5~3ym|BOT>&NxtbhOh0=#>B zvFNSQ?8*Uc?p@t3AN5i7fu<4!5b+Yoc}Y7v4w1Xlcm2kk1$%WF9>;GYh&kX_dn3F2 zu|yt$Wl|8iLInFF3Giq3gaxPzzOb&IY?dLesYwFbH68!plf*&0o4q=tfzNcW<>Vwm zP+vI#7Dg=O%C6^q=cLo>0V`s?f2z%nz_;gG&o`P+S7dK-1Ot)_7_=ckz)9?e@Y|E6 z;cfTV=%DC#zEcqHF*_0(%aKHffj9u9v9cyC#;QzYKF-zSfC%6fMb-fgfZc4E942z? z&D3;())@%yRFlFC2C2b@bGVF@}Ry4+Itf zD2QQT1SH0lRVuGd6l`%|v=pEdTM$n<;9*_Q|Ck*CA*9ooGaE$l=b4a5Dp5)@o{zRo z)i_WyfRHfC1FML0;KA65F<_AB)V*bJ>D^DOy7?ebAPoQrn{M+KwQg7^d?hKl-0q8@ z0lEaBhU@^*LrdNUvdNrCAlsyslyG1>Z`2nB?$STd>h$9W5FdZ4Q3PG~*Srzm0D(%u z5NxmOVF$_;X$YYBOE95=*Cu021Z?%w{gw;82r^zw0KTbyTX3tDX!wdg+~QT64%xd6 zgQ%tz5upS`r5z;RoCVg~kY@}Cui-a*Q7C+N#ASvFG@lowk40{Fxsqh*L6TBtdR;TZgdf1CWmsopXkHp{CbOH5Qa3HF z0bRC>Hd@GUeK64oNIsW<4cpFI)fsm9A*nsS4SYgNdo;wmn5Ez5bqSLEs2fkg;9`Fs zRA*9H&JL{GuYvGy2Xfybz%)jnI84`Ck%4IMsnaFrwI<(hy|IQ-T?L^d#4_C`Q}r)E zjC{$gS%qldKt3XTL2f#d5eYc(7*hqAfFlF!CTlFG-tSIV!ni7cY5|Pz^0O)`My>hq z!sFxdJwW=HPZSa4%cqB#Ww;>&ZqNfZjl<*8wyyjFuq>D=0${8!U`a$HA~(!DHVYA` zc=Rx&swV#2z`D8tC_*nj{6Yj9)d_oWu(2>W0z;)yl)_=lUBOL1cQuRrC|ZVxVLA$6 zxB+U#JuoE*XhjsDvtI(FF0}u};%{-z7rIlv!b65*mqIp`s-tC74F zE(dzBEgLUTkOrxDMfIqx$QLAv9l3zxBd}fTpQvRfN;J8cwQDgzJ#xKTPvrRU>nY#{ zJ>f)xZBD9<=$u3-niS39M2(LrPVA9yunLBI~>fO(nfHX7;w1#Fty6|st zfHqGO5BEQj{x|ABN&f$v@ctNKl`d+vz3Tq&YnC_;FF|MatQ~Yu?mJS;>oYj+2hzXS z5}Bf9O7upZUX8+NP)m0ed6_=j$(0=e8VN3Lj*^ZJX71S4*UjvZGPcu+Q_GUSQz*Z0 zEx&?`+&A`icboUGFH=Cu1nmE>roeC1uPGJG=y3yEz2_L;wfIlnDP;3grn-vrbux9z zd}O8Ca$&1Mhz8w7tn%R#=}SvW7S7&mtPiwTaaWrWDLRy~adIM)%Dtb)ViW_$gQFs} zWtOnSMo$mN^kt@$TAbBPLO^ii?Kgd@KD*H!Ck7T42H);>@cf`)S!rze3uV3)pz4VGs;5lMq#1_@Oj5(7b6(rQJrd7?Y``?dX zYY)%(6}}xvmOvVtzN>RTvw+$`9B|mLy*4&6$@YG@2Mw-r;+}c%Jy45a3OrDU*`0Sa zfQ~SBu%2IQ$W7ML3a%p|_gWQ>3h2WYHKgA6R|OM^)&N`r7Jb-H8=VEN;|hWR#^IXp z&SyiSqIwUPyWk+ex_bdfg5koid3npQ(g5n;;UHU^Se`P{b`@AWY>6V(*GN8qy^8_Z zs8p=R(&Pjh5;vd_KoEuxl<)<}Zt3>w1XkRGu&6LWD*=MF!Af^1Om~5nfHE(2u+UQJ zb?1&j`r=zkdC=t`=z>9~r!%f+6LmlmhdDkBfhq)tK;#?y`UY>zsmXay0?6fAiYh(d zVY)6*2mx{q1__uAAklo2%jT5j3sNBKy$77fi%sxfpj13+z%Y=IfTwg_f`erPKuGO) z3PQesl~M}|k^xXzH?#1Wu^D7SRdqES^!M*y=UI(Ox3}5Y(YczFC$)wNq}D-j^`jJw zJ=rO)p7#7*4=nxblMj=x{ukRTQ?49!_}Z9ylED%9CAT*(e&OcYKD2KrK3}KIG~25^ zc^wt~YLl?WfW7MSsEw;WNjuDIZzs$11fQHQJve!B|D{xmtB_z0#qYQL2@h_#J1%;! z(&Np)(n)21Dt__%O=xeiL!JLR-z#YbaEVbe%@?xal7@wtfqCx5CzJ9~y&B>r)Z)v;oo~H48N#HLuTC}&{`J4(LxzmQ<*jON! z4hPUXttjSmFLn1w+&1jsuH>jPFpcM$rM`GoL}0GRMroo&`y}38=g0G&6qZe;=QOyQ za&dMCKBoPQ-`ex<)UgS&edyl?vIJKdzNmC{Q;}v^NEvit85Yh@=X##&oyA*qximoeS}x-F(#d{p(K8Vav;Sj!$m1q9 zLxWBCX%|i`i#&4S+5FXFDy-$xFYkq%rRf*0+!N>TQ7bL*YVQjyW*TRM59gSyOUo00CWP>R3QU(#mwDm;AdOHX138a#+JQVPgK$Ursd zkzs2I0K^z*t;jH?ijY+Y;6Tf%D1}m$1022$bCd&3w)6i%+rmH=d z*302)RTe|`K${^b&4d9(X>gsKDY6H{}AJDoEz}$R6?_34S z8BpF3fyosHe&8X%b&z&vYVdZZ9v(O7U?!LVY>9CAlZ$O>Qro5vh(kUHtv7@q>=C=z z`}@s(%`($N5?Hw4ARulCUSCl8uxRsSXJtVEeZc`B?GIq5;e2Dw=+0we0Y^Rv6XTuJ z2>9&?ATB-O8l3u3adXLCyqfT#*nK{8kQGPx;!889 z$L$^^)b2Ze#b+z9Xq}n{f8x^BNO4X9pLl1dd|EGQvLWVhBJOa!G@_fhTRXt=t^GQk zXe`T_eB;5MnA!3{#^t8clK6Kq2Z#(Jc|B(Qv*0( zrr`0E7oX6@ z;}990;ULY4CpP*$1kRC_8)J|#ZS0@3A zC$z#3K4zMjJw59=JE!it>-e^56Rs}ged0E@BKH(sN&cd7p=Te0Wb@+P$S+H@&V)^e z(~xq<0%mGy7i~l4(`UY4BDbPwyXuKA0iE9e*0ZCW8f&DRsAKfMb@+nVcTZ7!y9Z{gbWiZh-m ze%+oZs~uSkCY3WDeX0RZXACa}g+$ekeCM{D!~oABp`}G?@8D26shLrbpWkWz;&^a- zs@$eVPD(0Beck>=Qsp!=5%6eQ=swwQS3NAgc%L#E*)@pec*yXm`D$Z!G$)Xs%;oPd z$=j<<0cM?g{GpWOgT9ql4wM@F!>B zyQ)n$yWs&~j1?*64|E=&!0r(99jZZMT3Q0Y_l<}aabGOLm~T9LwK=Q{2d%H0Xf&Ox z1F{vqwa`KYEv+Xmwr2>dwn>!hG$4L?8~XkG43NTKg2(zCXGz1&J#?44>1UN?qt_dB zYcN&zzvZuQl}f02n04NqCX}MJoZ86EU(}u)U~^4y@X(LMz2EP~+}pc*L0mer!?eZ8 z|H#_&O=)~?&YZ^TgIbYxKcdewg$y79(H_Fs5P;IR$3QL1{xF_z4h8}e*z_^u1`r$O z=G068-!%XI4d?Uc&)8&S;h-3U#7W130O_<_>&J;8=dW^Sqkk0~S*%^hWGiB~!Uru4 zJnPf2GI~LZgNKI>ZT+d{1w0mI%Ta50u7QF=&>3u))$T$II+oBOHb{j4ZR-XKDCWxq z96$y=Ig%%~_qY5yjgD{y3Yk@@&+Dz{-EUXXiH5rj*s~&JRG~tf>87Ib}=!RDFzU!ePEi$Ufm+Hf%Oe9fOasS2*~F!HACcb z2?0Pa!=-lL31^^SF0G>o)R({`-*Ty@@T#^a@O**V?KbQ^k9r=k2~5(HYh;5bTRoov zi4kZcC?Ij$0Yd;-%CSW6j-sl%d}VE5HHl{^ZCShR-bFU`oE{monE;3sJux(0wi`b` zc$|)51e;WNFlqdFPqT|k33Px!^u%T0vQ9TR2!b(Q1FX#8~u(?mTs8{9VbVUZ3NrI>06a5A6hw7V(gTY0C^peCPCk7RQqXwEa=)DoV&(u)tc00FN>uLOSSjZ6h&0SiFXxj4K%VarjJFygc(qo)68*dBUvq0;p8{A(4@i zi>Xkuf01=oL zK*zioH(xnCXqzof5WZZ>1+tHH=?vdwnJ!AE2j{Hy1DQ>UMP`HjI-Bzj%ft|fr2PsE zSd9SefF^hcmBzG_Ml{4mu{RE}_>dAY7?3#`5i5VmBkbsu+BYvR21Nf2u;H?Ij7CNB zZ7^NtEHOL&8*ckLGu?~MEpm%~1P!Pj6+iRBI!Yz}`oB*{<-eir_N$7x7l)0s#rR}1 z8Q3Ym&oHQW!cPli{Wk%pLN@D@o&O9Hj*Parw6a6*N%}t@M%`pGu&Fj94-D-_|2H*< znq=^;7elJ!^BG!LV(@nIo!`HSxrzSk!L+dS!*vz#*AshyC|vFHbVw zaJpF95bkIFlAgZBz4G2)h-_#auw}&k4E!}9ef<#46!pg3Z`{Gm%okt5t|bKoy=Z4BL@f%+?MY>W@A$51dWK?&^5c88J3zIev*qY3p) znrF{YK=gMMm$wGOtiZO1R%En5T;L?LQM#MI@NTZL^aeR5V+V9=V5`0#&7vXZ-p1)) zw}-^!<#{$hfdIu%%*~AimcMZdBK{x-mx1)%0UXW85b)B0<$4_^y8oFjyuxC_g@K6) zX1Z~>9Tx+LA_8RrunuGyMleTVLyUoJZ2Y}DPC;HQoG|(JUi9ueDKKMtfwDE);6MZ_ zOj*>d%38S(7cC#bc3K%bXo=&*dZJz8vs0?*k zyn}!r3)HSmcnG8r3^DO8riE!%w|0X9d3e}$@v>0GaDT4cZZo~>sO`Zs6o^i65D?%< zKvU42bKA7_xI3#O7Cc7<0uC>jV^V-%?cQ}IbgX}9sN?i66(Ar)Vx>{-?-U{>ozGS0 zTvz3i*q4!@c0eYgz|ayL1nUS(9e1E2DIE0>ImChj`*(bC`QQrBY%qLd@-yiObz}IB z6gd7JcnT4{p?G~zQt=njYjb3&2v-P9u)R#>*{g6ryU=Ty48SIHZV`ij7qPukl8Zv) z`--I9qSuc6hj#`t&!&plFq?u^P=7~x{aN_-Obs~@p1$Vi)3C5meE9G;iDQ)(h?_tW zM1XoD+|owAI_*xANJo)_t&@kk*umZ!!YTrAVkK64C>kWwBT;ZwBN8P4{L!y=qCY=B?N&kd}R-iIj}qh zL!x-f$vBOP!5GtHXu9RoGtdJK8iPz(LeVM+#G4B*{ww_>PDM1=T z#6jX~OX^VW!g?)QAchp}&MZ8G3S~`!>rUwh*VC~|APA#_8M7$BIw`=-9qnD?qwR>& zNpISoTK@WlH|jwyJzJs3u!cFv5XWyl24*sIa&uvO(d6_t@0YTLZQ9vgZ40YJh>OI| zX8DE39}lau-tkMz5tBuVm;i1I1Y!uI%SWjQ;Up6!QwkVtoh6!7IbL@`^_v+tzy;3) z({GFI`}2ZIii%5s^n8(9p_Gb^x6M!!}`H zMDFBblmZZNN#NgLAR_?RrSGB6@$c01_rLm(7|@UHmVD0Ii-9-qv?CON{UkY+s_)Mf za7oprA4qJ1GA7KU_54C1WaH>c5Y8B8cq}) z0Eb_)ME^mMkU0t1@4>M795CsDzOu3cs2SVx)>s!XzMkgGx;-W!ARq?e2gWA23@}F> z1xg1UocCrZz|2n{=$H`z_%Hv;3kQ?E(TBkEKNMf@kHs=t?QMhc1t9dnJy&P#6Mgt- zdvpDWMm|8D3Oh3gbG$q8n^$=K?+Qa&0Q2AoS#JR}TmA&>E-(y9LgmGW&d>kHnhHn? zQWAN}@2`&YE-zQH6pPiEU>y(`G7ONItSpAe%|}cT;DZRA{EUNO^M=bn)W~(-6M%d` zlF)Khb7#1&C;?klkadJHaS-@i)nMee0BGfjib_hpVAYLgzGID68ks?2(UdKR8>#QW z5RuN$)C&SInCJiLfFe}%{&IfL5{R7-xgjyGQJ|T>8OdlFt2VP~S_e~0J^6A?B?&Fp z+uF{vf2_GYE+0h@+hum~M8V$sbTH(oK?$f3sKclU80`S4mDD!u)d~XBLv_5qr>}1n zFj7ZXS*ZS~*BADqHVACc14k+#&Q68bELmLtq~dK0K@u&3j^QMJwLG~`ME5u|&#FyQMB>!vP11w+d*1qN#Gak|X>)bKeui$8okZWL~ z`HD_`9#Tj|gq;8p2hh5oEP6{g zY~k3UL5lhr(I@%%nVG(?U&3W&es~cIwWIj%#|#)7{7Jb%FU;4`2iJWNz>^4Jvm@Ue zBj4|Mi~24rT#QKxh~OAq)U2$im6fRM$q}C~;s!~&dnB{JeG~dxZ5;JGekX2_ApVLr zfNyPI!@Kr8^M|xrwK3HfsaM?Iw^HoL9fg+i24rCjPzgO}G6rYz+v9UkYk#`s)15K9f>G z1F0nE+z0Nz{j8W$iH-b}Q@8qI=-NW4cxP*Lv2;yGmG;IxZTyjVjg7Emt3tHg+{=HP zUy;bfhUSR#3aJr+ePeRQOIOR071E*48ca zrt2TVw8hiQ1ydd&h(YEh{gN^h1asJS7+8`v0i?(%pK$eaVMiQ7-eq$tzN;!B)>SQ_ zMnEUPuq{|a>lMw#;X}{JL!6wA-ncGeaP_>$WY+qGFH9_ma~DXL&n~IpphAMcdXD2q=Ub#JJ5?f|&%dDj{cbGKa=;a5R-TY0 zz2o?1_F4$x(N4C$F%O)1T1jW!v!|F!$p77t8j^?68VH};dKj*ZChE;+3g;6tqP7)-Q^oLqI)c7 z>Xk(c-|37MQ8QzLcfFl(hT1@wOVM(PJKS^PNmklN&^uhUl_VO9o{wM6o;~}l2wSSx zqi;WdG0@r7cct0qC7S)>?nIeKjg4apsd9U^YKc0*SMJT>3~U{#%`v@rx1qrjjXh_X zP57hucBdWm*)P6)(j>5BFXGQN)m9umJ>4jA*Yor)=m~~pEOn7SW@e*3%W#ITrC7)d z-^RyXJ3m2_9_U68%PMN2&ix9F{#zDA9X%zaClhGECqMuv3XF;KnPLpueXBpHm( zu$DwjnncU6!s@vnC~YwM@megsX}dWr8qpU*q$KQY@9=8mVO;;L=4_~H!{WyAz&AEn z8`#m$wDZjVQ$V=TFf`)`Z+D896S<8GEj4otSf|q=^fP=jZU5iye-H2tutHY+acZSp z;EFf=hK!~EE#1H!5ro_dKg~S}@=^cR7S7#ra0n5fi*T=TuO8T#9IqbLA5=jW;#zZ^fOJrdfyn$P!Ep zQKd`iERbU9-PAJeRAQ|g>{X=`q@h*%X{vohke~q`q(3L@3pXXr)K(rh++Kv)VKp3_|w*_|XX_7wo{x+pGdKuNd%2 zB?6nMiOUde7tp6;d&6`Jc1UdN1>J+s+z`{{)|@F6EC|&(@}7wo>}7`g8J6~HB0{ug zy6a7vQ*%d0_!f18Vmjyp(5L}B%-&;QE4N4mAk9ab(hU)K)qO>(#q3_Ut}t~AP_31^ zWH2s~z@iNs&O{kZWJ4LOg6UzW?tQD+F!veryv0YCjN+zz{EUe>t;{B?U)s_HTYhsx z%-Z+Dijbde7Mj7_dxBy)(TfX3_#Nh^sV=9ySv_)Q6J3d!?Ykhz4ehB! z4`i(y9CqPF*b-_#k*t2HP9la(URFtZn`_0`C>n{dMFo@`LLwrgnAWdUMPmRW{~Z-3bEJNFYRRx3Wn^Du+tC} z1w_PFW-(E6rgVnfy6{vaOFC(~aL9Z;31aPJ%iJ z2gQ{wq6impzD@WU9~<|^!f5N`zLv`X`J9dR;)4Te9~=JbnS|IwEe_7!zdW5&KMm~L z=GVF3F)OdBa^3cm++bvdR#RO>JAIBT8aU_@LrsPb`>4FTfnx{ry+g{PLqaNcerAs+ zljTTBO40xm$ESfMYrWDWwZH#$^dMav$LrT2=dRxBFGxoQ3DLH|utVJxG2Xi~$)meA zGuuNIN>h<>6pOq&qF2-bh+R93d8zIh3!X8fvwsa9BqC19d=;22kj zLsgYPyDF%G{;|b#G~I-bKUebvIE!`=a9Q>yQ;H z2g*~3&4jiDzCAyTya`fdF5mjdkYwvhrB(-oN-(}3czf${x;HyzaRvBAC~RaGL_+^i zjrCVcw~Uk&wA`_NwqpIZ)(IXk&PJISZo-dGbmR5awLu3tk{-9Ghk)Jf5S@8?>?}}3 zU)Siv2i2N6wuf{$sASdyxn*|ZyfI?oQQy?40d~0r_f{kW0|TD!=G!-+o;AeA@SG_t=NCVp;iZO3{7gz}i=}4ki|@?tH#4H!TYW7VC@Ph;q|>T~BEPL06I^FhN)~s%UAWyD>SIGUDY}%P;T{_e7`?@lkDwRzdvy!QsYtL_EuYx?) zIE>-jlex?!ifitvN%(B3f!yo^=Ac)B+|&ssFbz4AsS{Hd`+?{15}ZwgofH6O7Hpgu z#Ha_Pp`#P=zk@n@Uxv(27Zd#ly06bJeWgG^Hn&Jk8b3%Hyg(lDL@$_%aTr|)Uln>t zJ6TV34hTPY?_4VLQ+=Xr`faY9Y4p7nJdOpzqFVQIpyhJ5=(k{$JYYJ2{`trVZ6VwNY%0l$}xb;p14dDx-Ft-_=Un*W8N z6MFI?FPJ3y!&*D~ zatrWgu10;u+!1DlToDrK$JLtjWWQWkWOsVm7cJct%iM58zs0|#f=fAQ2WR;4t&3#- zM5Bpm;zT;{|`=pGLeJCqobN= zwcQH~@7ZBQr3g&Av{fH!b@n7%5^e5JuNFgcZ;fUP=b7R1eB)>r@%^7RGz`7x-)#2O zlUY}tBWXYvRdf7oOScj>=%J6aJ6yqnOuNHb&)e`NZ;hSVqF~~?dlb8$*e#ZoWwBG| zFm=J>Lh}PD)DTA+3W!qFYi`>OL`Nk!R}?%uxNZ-djRxM%vC9}Z%G~?t_bXfee7>*! zGBIXh;#JM~OudLv)oerRbi7ZdzE&3Xa`Tywn-M{1oIVaRH>&_U`bST5@$D;ejP5A7e=k!#C@!E1$ioebqd%K%@H_}zuofYb?dMe;VyEMg z4NXdYGUWfVPCdN~)AQY%8$|Rdyv)C=!9RvI_TMIasbBbpySk!#FFv+sUM>(U`dn)j zHTvyKoqq?dUn^FrjBGzIK#k*KUbMW3ry-F0!e4J%HH>|iTWX=;ypR-t9Oki>niH#{ z$@2HxV?&vBlj4q0IcuKSy2s3x7^1hN)t*D$I-GRN%95WC6y#n1Q?1`7U}V*DLMo3q zeV#=YYG^JXP02;|HP4n>Mu6)9R~<_B7aM|hO0xGV=*mJ=pM_K4~qoq!->EabbhXEGH9t3UNsH!!kHrV07WQgGAuZE!!d zY%w613t~iA4N6lK*b3NGR3D)h$AzvdmT^-vbvkWIy`hkL`jLy#`tf@ct#~wn1-`1B zW)x^jwY~d6!jza;;`I=|F^9B9+-IC3`GjpfkkE6;74}P}s8*-l$S#DKi=B`B#Ld!0 zyqFI{5U#H=rw}?Otk2>OuwKs$D>*A%x=^n-zBk$6a5pmkg%X($u^;}&VB(87eKsJ) z9%7``^M?Ct&Oat+C7Z_tQR)Op<2|_2dWbIg%=2)mcCSTsk&mY}5`DRksD6NB`F`>hs**uXVyffX zoIahyNCRIGUdoUZC@>>vs4Mxv;cR4U$NORTJBQT^@gP5#YpCUA`B3dN28p>Bu87QPvqlfgN8=L<~My zK|K!SF0b}_GG}o_BE0-2mKL>-F=4rcM!5%(pGjYD3O@Y|}wEv5DV@g|qTtgs;udDGg zEZnq6fWB@ zj5_T!gnWW+9AeTP5w*Hz0;n3=@P?$u~@1M9J>~%$Ao%{e2Q&h zMDSh{lkDJBqm##PhiPUyQMjMe2eK6@`2E*?GP+~&N7XRoa~E{YZim5R!F4F7Y15V- zT_0WK0|Y3(9y_10?wqf4J^>n2MlEhk@@m7PQHiRL7d{5el|9ZFmP{3DcdIF_;H|*# zG*EVQO{N}%;L8v$a+HOS!@i$CZ;n7WBf@I8GqQr(IbKpUYuM`d55d(;IbmL(VC)lm%`&0YmkFg|%M_zBu@bEEwT z&ok?zC<{jxX|L8?#Fv0G;K8p%WA4C^0QWtDk$A{_OwI|HiFmiR(0byXgAJ9~%t(=h zA5P#p0O8PUGB0U*u3&<7Ed*!ELCL-dt&mX1c}fK|!-9y{$^1)P_MEl`F=Z8$bJI^5 zy*rlHJ3j%<$N#A&<9_s?&hpUM1|lfIK2}3{1`k=Db*7;kw^@YnhKQ8ucvL0PpU$LZ zPC&ZC_Sv&<_=VRAoUeINh1|aY5d50H_;&JgkxlyW?4a-His{36RKu^gZa4~-lP4oA zs^6phQ2%PuBNs$`m@c+4sCh9t1YtwY+o=Yb+1XnHGGy&RVM34?%7kWJ^nt=XsrI{} zX)}R5jIo#S(f{l?h#X*P&6zKIqF~H{&+g62cO%w0qLztmH(3*c(%d4w48NDAAs8hKTnPLRDkqmSFnS)2#0InA-@r z#QQ36Hz`(ZGb#=I6^_4SyXGNm_L0AqG(VxTV)LEzN>Hpmp3OPaW0T-rw!JSSeIi!5 zFp|;C^YwbH_|+qtSDX#q(C9pq^lb7AT&7@O9Mip$2C5L&a`Ii0Z`+7fFQ>p%VQDd7RU6Fjb)LRA$r}Lx>9bF^rS|mBvI$G#lh&EBqP8 zT(PQ9R@Ri)G7V8^7&V2QAo} zbw=BldXDHxcf*TCElkk({?kZ8J=v7d+n4BC(589Ib4GQUzkaFO4)W*e ziS)CWUbMdPK~%H(OZCK1Z>MCvbQ#NWjK zlh6$lbse3H?flbAn756}P{fSJ@+;Wau0@XdoiEOq_L#C;&oa+GqN1{jEmJ1t;;(#m zt$bspc=kK&yfadlSXj;*GJettwN5GEsS8MJPx78};I-D1c!k7al+-WJlO z*x|**qsQGGo5J9rYxBwv*94~4Lx=P1>=u`ho*3cB>ati`n>1Iaaqo+h8g6EhmqeOb|m(bp24t_ z)zhfy3@M)>GcEX%>YqvQG!7Sfi+Uf={zO8;woYKY4pCF~Vp&5Wkhn zh2x#eWB{~3$U_~8xhMYeKuKL`$-XJ`hv4;^2VpJTteP$tlu;+i-FQiAl6J~TNG8#v zhH%AQu*1)8PTdxixauW=zHYL!I#~2$qj+Y?JlXYNO^AoEFS16dS2CpRSw}D|zzmew zVzOuo(Wa%#)#GKGx6k5fCbkU9zv*j$|y z5EVs<2)!fwaQs9Fr>Vn2w}7xlhjLLj3VE2Pu|MGRe}$*wTbDGk{cVo7-byN5CdHpp z%WhFUof-7|d!+Yd#Ha`oH385l0cJ$kD#Nt`Ytb~O3wzWZ;K=w%em`ML zU;o(@wf=r*`D13<^IzfxBtM`aO0++yG`@7_J(8>Khyn38`xfYoeYU^POFyi~JaKq? zZ4_QhVtT_!=Gqf)Ky>@3x0NEbz||>A|Hmu>6wlMu@U;KOWgi+9q7ON7pK$DR{jfix zl${H4ZhDzAsI&kkjyc7{VF<$xNvH@$troG&zA8$LAJyG|e_gTjky$O?q`O-mu)LrklomjlJXPqvL?&E;M;0?#+2c9_7f8g$-M9s_i9K;Qz(hTSisc zweQ{+-60{}jndsni->e1Eg=ok-O@-1(k0#9-AIUpAR$OdilpS8i|5(<{eO7(c*l4@ z-i~pvwODIj=bZCA&f|CNhs4{Qtp+~vxI6hGm~FW3wV?>+3HN7Bt%7qc06eI=7o-DY{ zHuecY0cHO-&&d*PwnU2^30=SuWLni%*>#!4>{GbKUom$*W&_^E$+_H({qQR5^5F(F zs8Dkm9YGxO5Zp4lb0WyE)2lMs5tAx_U0?82FfFiq6$$9X<2j-5wDR4xm+9ZwTDKNT z?Q9y9$`v(wQmM^CHXz~bqxoJp;dYN6ov`U>Y_6c5G^*%-ufB3g4}@=cBe$YHNQ3bK zAJi-qO2Y;0peV(6%=4s%Zy-Wt;egbjohKuiB(HRatJ~YdXStPsg~z}%HZ4kQrI|v4 z*;P8$_%i(JTN=qdLk<-$1`($>2g>i?+$%hfI9;mgqd0?S3_+xdL_+}ma3=A@_l$KUskZin0A$}nuwS>7QYeu`vQi)KF17&{f7WrrU zbT%<{xY{6U-3KYr+WdJhk}h7cK@+7Kzcc4^jR3kR*LCQhoKDnvY?HCfoWc| zz_kOT!u(r9tUx-Ao)TyQC7_qUEO!xk_2_t*Qb*lYK{GXHFYm(sq4*I<;2mBlXq80FNmK>HO)yAXHsAxoJXr@kd{6=5i(thLfM55>7 zD=gBi_svmPn2XFDpT@SME0flW{hoSA`^uk3bP26E-@zXj z*p=E%8c}Tf@pxlnf=+7&@8|rGxQagfLwp zqmrtX26SW^N(o|TbwGDq3t5Z#m^o+4i=+HLhq%ZI1Lf}^E421scs!MAuUV1FNm-n8 z!}i8o89bW4xPF+DsiLK!r@k~#T==Nbpll-BzWEZ_v90ob+=~seta`Zm4t_dwPNyuC zhQ`2@&6en@$aj9WEM~TDs+ql@UwrJh-sGs6?9d|afU^HN>%QmVtTA=+CIy)`b4auM z!xH3NOxI=KK%Xk?hwACfu|M?7j9d#Ln~yPyy~{q*&Ep19mxR&APd4a>=yJLpVGUDj z@#LR4iI+FXSij~Uezm-^U4rb6GYd_zjs^rK!Bx+Y_&?8#pxjrcH}gP}Tc%UiWy45u z^A|6ML#A`4JH-xLGSr@)u-A=!9voUIpu=_zewMrAmkHsQa5-=}(G5rD@DM{vnhb(088R_+DYJbC;$2Lqh5cJ1E;1P6=Tdp-m zgAP1EV@&%ij-GPhKw-zFMeFEyQQO}_NTa$gWIdo8XIUu`;U0A;gH7hpu>9OiSb`yg zZRz!3SBfPZXBTCSQfR^aK;xot?}!rHVxrYBWYco#UndbMW9l@-|BsxB?o$+IL z_ST|41S-evS>2g~M;dmW50Lvj@GayhL2und>oJyk?A2erQv&VMhN*CQ>8phD0$buD=rVqe`z;%6^2br`{SNB=g!!)Z z67N#3aXmJ7fZ|}t*k}52mX1ds4aW<;6^yi9TR0J#i|d;V8*4o8jIiT`gbuaaaWBYB z)6l2Sa0YL}-AXY$UZ12d3p>L{#!wuY?*ezKIY!JkHU z7@!$clbe@ZAAE^rb}}yTuV}B_l)p zS5*7!aR^E2%f&4yz?mIhJu>X)Hu^C&ld%s$+(PUo3RFe(BUDYm>(4HAmMno5Tsn0y zC3KK9AqwwTi3J~2>RmN(WejNudt+l{7J*o%Iz!1pwg9(sOp@X$ID zSuC3nTIT4|Vfua9i#aQ2hw(G5@NvTSQ7)}7p-)5u+|w-|9wK`PXAVntkrvk)=#!t|aVJAHpw#T_xaWzCxnLd(2AG0*pfkjM zKNeW+Z@mM%^&%kdSK35GVP@a|DdAV=UPhat0Ia4*31p#@3@j0XpJ zPr!!pe-rgCvi~olo-b4t8UIHnSR@=f?Iq!#-iBE3kHTgo&gO}YEx(>cGcC`r#eGE?Jh;R^UE;GVh{O+gUm@f%Qn9foe$?(xF$YIKZxf;!TJP`sF>| z8LU&@yXF7Q1yjQ?t{*UYOP_3QHPXRs-C>v{L7>ZQ3Lpk5tjVd|7U%@%NS}DEdr_i* zYdjn<*@BQTIGxsIfE+>u{eju^fienX`2jNpL3bHl2;zsHVW|?-lGQ%HpUlh-g{|Pi zJOk8ov%4BQl1dr9wEmCbia4r?)bXPN1IAI6X_K*bYo)bOi=&u1)dyL2xY|7>xMK?5 z2juTgFLTTB1*=2?JsL!g6XHFA-)bEO;QQON3iQz$t7%#=>JPI;0Jk_%tLtz0&^*@9 z2Xhr)%9fla7smz~I|ev~ z>}Eg4{i|;kVsR87FBV`U+VQ@3XLppt68rG05DN16V+mLDG?^(nh;_|cR{Bp-V~qUJ zzx=$0*^{@Qb&{MlNqEMh>3RcZ&SwdbqbG*Dg~@jZ+?c6ep&nKI;h!PSo_%7@9Uuh= zLBgHaha!N6<^!zG5r7uq=EhG&uJ^4}69aNQ+toC;v_ycu&deM%)|7+q5+`Njk^_C| zXdM^=`{w$Dtd{7}CRgkv3R6Tn?`{Pl2RHoc z_-=V7cJs1DPA?vxQ3pa@a1}UxFBrQK<_hcLSr{O8vbH?(Ql7Bf4B5b4ocK%AAZA)y z-fu4|jbVg%go*VJk3fnW^4ZA^=QQm{1(pDUjiI<9U~dJ0gCyU$O9qF$=BxIbK)a+{vZ4=ENu7L(_M!{7yN*h=tFUl0(_+VBlKP z$4L)LtY}!j+W^?N%Bb8Mp=1634?ZjK4?cC)Z(;W zWCYk@@mz}Iw8Htg?L~@DFg2@cz8oZsq*i-SAuB2%2LLl85(H3sGuP3q!dAiq)w+vhO&Jn-L$h*7bGML`|PDh zKWloA`FM%Rn@ViUho7m-V&6?QhV|^+-NtKAFekkI+T38InsB*Y_U$}U?R)2-7gaq6 z7UB}5vhZ8_r}2uBkj~R52Z7gSjT&}u6XAHBFjrVeBcW11{eSVKGOni3m&gOCd|qIkBBMSDK~Mm;&hff;gm6()75B% z*V*1>I#g<1l{;bFTctmd>sv>_TSbMFvrC#epfPDR2U<|JHHJriue5;tvCMBCTbk}G zhFgDdtm7ZYd%$GDzX1)7mTp~XN{T|}J;rUFEQdcEpQ(}*Kd}pv73$0F?x}Y>{7Tlp z+SllwVIg#PlKZ&>C-~WLNEdKl%V&%G!l)j=xCP*j8Qm~D?)thZ3`s&P?jxx9;>9tb zS*(K+uhZeh2Q0H8fU5z=*>p<=_;tYl_+VKC^DG`<);k_7g+K%phYtgh z0E-?11Ykkopq!fkx0Ay2=MTsS08#b32Lua%uUT)He;uqD!M<)r9$a%HbY!}yGZBuQclq?Z3iu8Jgi7q2!j;@j6X{@lPz;I<=ZTpah7zr+9JWvBH86G5&sXHxXC zkB_(n-=iFNa8WWIZK(9tL%w#GES^;pdQz2?)qv(aDJK?xqS<}ekr$|Vhd!wXUs*X9Q>A@fTerjh)KhGi< z5p#EXYR~M^5r7hK(iFUz-etgS=;7=<`b#qCM2&Pq8;);YXeG3h-$WlIIa z%D=^TMQO%r#@r|s4TPboD&K>bO!a=^{;GA#yH2i~OJpFZQS~UYN_{o@t?s3;SL1W} z=Pj4ex1Kw*s?WJFJ&U@)Z(+%v$o3=@S=-uR!GLj3F=PBCQ&({5rIVC#+5S+DExdcnrW<=5^UJ^r}1jDk;7CwrmJrBF2 z1ijGs9HL#L!Jhu}vWts~Z3vQZ5PsWK!J#WmO)N9`*mZCk2U=44ED^dJ7q6ye*EHVG z#rez>+9|?)_Pg(2+xzVuP3jQD2IHzoj245i{@2}>SS(P$>gdvUJ4;=r;}BxJ77TD{ zgo94)k%3%hc_e3lw9&A3SC?r1&eO8ZqVlkd6XLxp8FI5t8abFmFGwHTa3JK>ec#B7&^uPmVP^uOr8jyODS_#- zwUPNCAqH5Z&2=QQ$eeP(^f)*=w#T_u za7NCqlNXtzeVyu_H!dXVgwUPtG&)rM!qPsf$XrK;`)etRod{l%(>Vpc0lFlCRWaO5 z^6wm(*b#$JhxPG`KSh7Bl`p^m>nq}~^x0)DQF^Jjy;vWbh{hmspSKtz*Z4=%l2c$U zJpSb?DHZ$e(@Yq;3+J#@7$4z*(+?Fg%NQ1`B4HecKH8w^7p3gxwiBsGa#|xK{!LS5 zXe5$Qs;;X@QZyPk!0{@z%y2<)d;9?z=@Omh_U*a@jWJQjYeR6y#IW{09GwL-PHaAT z&a3ANZE_e}aTY?zPt65Ql)~ZAcLZI`{0R%*AtropA1ur=hsvI5)zO!2$HI5l%Urv? z3#4vn)x=>K6?6%YGG!mNP|;@h@THZhZRdy{{_t9XsTj+6?V)AnoV!ZKld8~?&J_fy z^yr{SwSxAH8cJ}Z27~_PTU()5%Mv*xgDVN|MZ9!y_-5GZY)VB;YFYVuJdrC}IsMRc zLg4cB=%G{1HO4vQc#WzxFD3xEKYpSOXUwMi2w8@5J-f^{2r}E`WXB@#bhJ?T#V-2T zOvEn3+vp}bSiHHDbd!l)F6OY}YdJF0VMbE$ylYfPw_&zb6OM#!O_gZzHd%rDlp zADfEs(T!2e?4t;|2+WI(vWpE0F;ZGCt(dtOJYQFtb$0X)G@70mTFF&sCy7u%IrvpG zm&t!O*N6zoj1|NoSvd_5ADxQ__=~`!#fiO9dBIyo7B1q&d%B9|+n>!>Y-q7K zs87H4VYsy^<6_oe3PB9{R>g7EdCa%%ekx4XC-FEPsUXie6_?OVN@N!J>!x-Liz}FA zyw5!SP)S0+5IABnxRTbKEvzX4EK1kleazQ`ZDHi{d+}f{VoVJtJuitl@`tkg$u3!) z(~l$^Pn)Ehw$Ub|jX6OXS{!wPD4wSzL(nf;uzBsK{Pti(H#&pI)(rHbQpi-CQeW18 zp6wgr@u2Q>hx~K*kZg9D)TA}LZ6Q_gaQtQuNs?{Kxv7Eo}ZgYT&AtIq1u!zq}%#^Bud@=WWv!9P4vJ_s@nW z46pp_kt}d2w*K>FJ60W?&}cV(cr^Ya!3@uVs!4r*;WwAufUR4b!C`SW>4p~_2O7d- zlba#V?q%QftJ|AO#Bzp^aEE~=%7gVg;6|FOrK=9`jwb z{wgY@A|kZ7Dej!M_e190;Ib(kbsuLu4`wvuk++BlK1Hr%+FU1(a*l`d>a5}ge7Aj? zwX$~r{%Q{F7|2}j!+{uTR%rM5@FF>zhwXqyX?h7Gk@npoYw1eP`i#pN7Ia)}* ze-`xn{>F}n$@@}EslZq3xuCz{Y+6g9YZ><*obz4pmL*ex1dD?|~dF4N@($f3WN8NHI<=Y!c_ zIZxv+W=pVy!2NK!FgLl{Sau4IvawB83tMUvkbKjJ*yary1j|nDU5qy;JsqTZPIg$7 z?LvJ`NKE4L9RX-G&)C?w&}9qHUB2SspwXsh%Da?n%_bOaQ@y}~FcwN*cWh>$gCVOa zt<5FtwMBs!jrw!cY>yqpzmjy>3xxyL6CCt%um5L-d?_+{Hp;`%BV*Kl zHlT=jY6+@UJd6twKgS=_HpAN63f3+=GKZsW&&;k6wrV&mWy$jQF^vE2@>z+K*_Dgz zz0ugxMi3X;$qV~GpHsDbR1bvr(pK#4j+hac8|c664hk8r7BrrmRicjda7uoVTU`6` z<;hrKyteP{>OxKBj4wRj0r~O6A*SH#4WB%MA>zFYo(h?ei++V!n5%~4*V2`-=F)vt z8nPI2eoCsxtFZ`S$gc_2Sxai(>!d%kEawTBctzVdr#TcJ?qFvkP~@0V*ben>ZW7#AX53e)9~=?=VOgZq_e68d$I zbjL)yy_B!CrG<(H!y>iTpm3h>OZA|{-4_nMkLR8-;g)EiZ~se9RbV(gTq1beWVrUR zWt3E}h9&V^V{MJ9;&e-N=9jrg#k%ql{tv61__+xMlE3)ozMCQi{NUUqAw>rZ9+dNP zgZ|sg_i{7Bhng{NV@iF6Ke%~`T#;+4J2c$kNy{1I(DK9rI;heY-qd8uZ zEF;NUc=1+HY@cV;1hjaaXWgBXusPJ&&iekPN0=+OC%0je-%xy=#t}7u?@fqu!5uep zd3|15zFy#67q6}p2zq$#UhOGZcodZ`nn=o0_%P=q;&^Yvkb%8f_Q3Hg-QJ$xPh^KV z=7bC!Mj$T{j0ln4&;2=?eKK)D658!8=nm-=U_(>_pF~W*jjO1lU%fPmyUfmR6~A|z zjf|02@j!S!Ut<`Tf~GUm?q;5khcLk7$QDodVJ)J%cV?74UJwx1_w4@dHOA|>GQPCO zVUtWQ+=2Fqd9sMmW!oY4tYg^5q4!);8OCuKIly+SmY}lxF>hi=rrmUC|W3S403ok)S0PMH5 zY#w&0_Ewf@tw}LYK79d28ATuZZ>&N|>|ymZxv;lWP^qJ8s(gdU)H6I|VjPsLNHg>{ z&Q12&GZG_NR=&%+0nX??U+)Gk6kq$84W`}?HTAdY{>OpX3*PIbox1+;0Vg#2kjqe9 zO)$4A*foEB1t}7Kl(Qh8LChSH$?Bu1~OeJOxRGJGJ$8 zvJV?l%4n5Dd+~%@(popQn;Bzvzfzo_;A$dA;N8i^*1@*=-t8IpeQ{(uB8qF$=4+)j zo*cGq>{ZEJhquGN&OA7GtTX2@o$nYbqn1ps=r!ZlX;E|!{7~y6UtOO1)?dq6GvU2) z)rUhi+5BVhD@JPBXZ`?p?KkZ<+$~CBfth=`U?EJOZG<;I0{}o#@dCoGXcK^JSD8Q1 zRc)6wvkfD97|{JxB^TK8$!P1(i{{qqr{N<;_My=xoEz^CDZg;-y_#J{j^9c}5`I%~ z>8n84l5xmW1M|z$7kG$B2UoRR*;wdezql6-{QPcxD$frdU2&YpNn|OlY47A7~md?HJwxA{ssl*!iuRb9=k**+(%Y93Gl&TvZJ?P+NFnFc%=Odflb{$iwXADmCWq4X~cNtg?S`S`C7M^ z$y8viC-vpci8}_$wJ-IK7S^rsnAuth>fP-|KT-E4c1zZ=BU*i ze!6A0oD4n57dAaTU^BG8-|DLjfBdMnp3RInEJ#8M{wW}X_V!A_nEg95ML4h&oa@6j z9DqGppLbYpB?LH57`Y9WRb>oN0$SI5uEH?7CrmzCY;uSLP&hb1h^~Sui3-54%lWy# zN+u+BCI2qTfqOEx_T@Zc+1M92Lp@Uh(2a6$H39=)Q`BGnb@ztEuMw)jt-%<&9o`q~ zuns8j_DumuH7p?rmMjBk&|LOE1Wyl_$;z~=24RshFzORf;co66I?f&g_(;g4_%$Ys z6grV16bu@oh<_qcX<~nnG>|#fqVtaE8XeGmLte6_yGx=Mm`rF_UFxl9^hXexKhaJ= zrJ1ERUxczG{3!u?8b&AufB|`^8zj}lf*c2&uA9FYe@{+83_&2QD+>V*6h1jXErK`~ zX+S$p0GMAG+!_{Y0%#G4(B)2k+{4!dIHW+1_3f^V!CgXC5C7 zZcyDteMMg#Z&jsmGRxVJVuk>)8HC8ud6kegv}NCH(mH!k1^^m**;#|ltdy)Q5+J_DgFhb-fQx5s+U$VkuY)xmxa|b> z*gxvt>d#D_AyLI{{Q1(l0pn)EWg2K73AGK*e2n@ta)AOtQAT7?{`=70HzIPTHcvZm z;8Q(@mRJe6GdlDzAwjQBD8}aPDryK0Yz``?rrv z=a!W+I(D;hGDuI1XoSKw&04ni!MUBC?XAg>>X7tKyI^hb@@ha===${(1>fyez@O$p zm|N0JgswV4=a#vGsav8mxQMdu)?uUSdF%-k(DV(5nbjE~?XKPkz92E}n%^ zezl^#b=x_9r>VmHVbBq#sHxddw@{OxSL)|FI3TN=Nyn)6yY^{k z_vk*r_)TjbK9P6>AAc`?gv6IkrJ~f{GWF zSKenMDqPBWon;_Qg5(1UE+9n1vdREW5z!d?*QwVY+9cZ~9Ua|6ECnU!1!ipY=?%_< zAMc}gdl%jRpe5FbOZeqXpCM)cXji*)dKS1>s=xHM-L-GZ`Vq9GfH1eZq({cWeDR-@urK3AG>dMSo>FD*8WnN1~1wC1f<~JWNYHhUX5IaZJ zRiLhh#+k0Fjt+8gqZfR49^M{R3+Q;T@pQ@QDZd9C38=da=hKpQTdTb3-q>h`gb`I6 z-3%*~FH6$#mpc)j+TuL3q;dR?VV|*b%QLNg3n$8q#e^cT>@GEN5&FWveg_Da38g88Ehij z4*|;6_p*WJ=LP6#8|88Oxh~}2&}zsLV&DB>edVE)_}=9o1I^|lfKob>=zA({SLHfZ zTh|=upj^zFmv?qyEuF~lXu|!>CafU0XFBtMas+g`vM>Y4MCJy;0M>Oqy<5I_Q>Cy>fFwf^D`vL_DQ8Q#-6GQq(h z9>yN!sx5{7P}zNc6>E+A&zW+%i>3AxLw;J$ZZ<9+xfJ8QCwRqnumLpx{+!MUYVWVj z&7VMof+fCy2o+d*Be|d>1Pd?(#TgdlbOYE{FvB%O4V;94j3ok#sDgn?QLxFoVYM9= zC-daVlWHP)h4`O>*xPk4j8Cga2Xs;3SqN~)xA)|%SU2nM$Twa+MMal$Sa!(T+$iPB zI=Xq3TTAt}2sB|vhIk`xD!>W9-X>L{&JPzaM2ZnI0MSYSzjFs@GpD<=W4m2IAj<`g zbb!?1zq`FK0${7mOYqTPfj2r>Sm0|t$^q#Cuv7w0kZS;7qr`yKgTAKu2v0PmX9j3d z$LD#OskePJaj^{h|8^^d|N8K1Yc)_{1m)gj;2Z2(mSHQbu*I7ZI1_H2e=Ic6L`g0& zYhARvSXk3)?(jxvKb1sjd-u4>tqdm&F6_d3{W=Iw>W0z0Gyn#67X=?wxe0t_IKacb z;pnTOK>&l*13dp#t4GK;NHbv^d;~bq-QVaVrd z)}@)X{VCmhCH;%Z&aun47Z#%KuSBvjyT`4+Q1~gfphA+)28eikkKC3@lASTTdOVHY z-B&+1*J+zEmsu;2NkuqJiKO7JyQmFa)+ImXs6oGjBqtn=1qDjA43Qk3WvkUUU0!T7 zgNOaez0hXjhSMS*BuVlXn{mUm9fOtSl8*j#stxu6d6|;*xQ(}U!j#+1LyjgT+Z!Ij zTXIP{F>r;`ztR(R;k%t>a-1>+!HF|DN(?k=Uk+=4dHtKQk1lhO77$MM6UPO({8&*c zut%GhOhi>myyKz@@JQMHHz}Z>JwNcy@dImMaN>`s#$+j5YjMbU_~pSLkL*rh0nVr4 z|8LqWbjeTe{0-T0o9nuy_ZO#$^AFOZA$3VT$Mv$e#j)6=S*LR6x=^Y&GL%y+OCf-Y zrmcabgnBF_uh~uHtay;ZFtY#gyBhabrcRL))IZ88i|i9Cv3dijme zM+Y732sHG6V17DUk}>B6e^#8Bw{PPKjy$mK+`|GBo}-2mDDgGDa-kDm@?HOQKWZX< zXd?a6m~lb9jh%n$_nn zV}nazxuhiNxz+0S7^X2bigDxmGa(-}Bm>>diDGh;KOym-9^7AVf)=F8gM%0VX?UHx z<3#$OC;~GZ&=y|3F~Sx*7@Od8Zn==J`|(0fuInBR%@Wo_-uEE8Yo6&#PH^Nee6<82 z%cD=_^9NAAfkHV@R`c~LPj_^{tHY*0BgE2o`l-3)etbO}5)&-c!SUQUW~StulVu9%2l+e849` zbDGJGPNTUz|J;_UmYk-Uwv*M6$a{z#Uwz~E`P58|h8Gs&wB_T5cAhzkut!Up{^z$p z@qN$g@RRaCyFS>SxL97oL$#cL8qFaR33EsuXSAQky;nE=8USJNgm>@*a7~92J#EDJXuZ;xYe{6?a{|{%qch0q%=qb2j(tT$UEY=F z=ggn%O?JMH4YvF{El`G?6uEXC^W~!W^Xu-A5I)$g3$k5;ygWHMa8!onenwUbePXVK zgQmGNKO#BfY_HW2RE_hY)D!B_Az#@1x@?|J4J61?93X~+qPg>~&?QmPgnKSdl5p{G zdr8+MP>-Y}tMDU|r=w$ewAE0D;Gz?SDzVQspA4$}zWj-%x!GY(0M;Si1g!D2 zaLf<=<)7lx^y4LAMUZUyVmy8J%X3|XTU@XO>lM!S-cPG`ns#J9*v$tvw6FGD(BI)* z<12i#5r~vpJj>-MkKteO7$r`LB_ZISbk+Mn->&t35#H@L$I%fwwsgp0l)+DV~ zgVWID7Bu;5jc&A2aUol@3ce9X4T125o+h0BqB<;O!sOx4rf@Ivt4rQ9zWY&&o232zFCp0_2%S=xrMrNmNwP@bXXqnc zt6Aphy;==TYZnz=;Xr25uE~)2DcC)}U-{iTcvVhKxHXAIrJGzkg#4FnT}NZBYlk}& zAL2asrE)Kj>d?QHN>CNgq+9L*s5%vp4t?AV7?k2Qkv{|93ivi)7iZ&N$t03&MUr58 z1YH>`_{-5(wMJHz8cg_umnrc?0j$QaVxPRDVrl5J>G6pC&;JI#L^$Kj-=&AZW!)~p z)f+H{hpD$%Xe%E}fFz?FLXuy{%;e{vAuLCjmFTXz*}rNCrU zHX)5R$rGq%#?|!&k@nxsN*8GgorVQujY=%l3+ol&LV;;Y7bU+_M>TK@jxi+lp&y$%U2_i)scjBmH%+50LZ!rX^%)=h zSDyJ!aBSA1hlxc;lO*hXNko(L!AsSq3~>-CDZr)<2@!dCGDY`u_1LWYN+lK1@RhJX zhr4L!Y>S+S6rnvED=Z~;X?qUq*1-OzR8QPTzhl0>S^h)FU?%gS{hPde*&S-U%b$hB zTd~|ce$eSqgjI1-xA_-cdCf{jcH8RQe*6FSBy;dXJ4@jC@AE77dHbe_142Rop&k?k zQ5@Gsiji|`p$t{e>Am@sy1h+N>vBtJA6CKlE-uX?QDk{Ir-^d=DSncb|lTl?f{iOyCvl5sy z9hkf$fT2G>M<#rK&q7?}<)?O3Xi8$8Q$nD^F~HI?iPNO4vSpSVx$`JuJy_LP2KWnI zv5jn*kR%-Wfm;yo99A9R)&ytHdWq6+oyCRJ-*w{ge;rBbc9JILPWrx3;$YiU8Gc32 zzsLPUysM7J_C^a~f4>VSn)xH z{OKVf`VmC~%Cxhb-SgYLrHZUEpC6C<9XbNUA{Yw~X)SohBo{Hki$AOiG&2i51o2BZ z4t|Q}-IF&Cw{+MWF_%=1ZwuZfzhMDaEanSpk2YJy-m6Id8<$SIbg~;mr2W4)vw{mb z3=s_)aMI7fGWiKuj8eS|9O;ukcmBaYy*wzMj1!}`!GYFNh7q*J&NAMG>G7OemH2NaN}1>iH+*<51FEzl*vbfxazwqYCa9@B`3VUzQSksdz zZc_ENP_ROhQXE&!eNN!br(eFeVno#(r2)PjfXYS_qB8}iSa6}vDv19XvZqC|nW3ln zVdM%NG|WE$2LY#ai25LJ)r9JVt~;}J>3EN)I{F85hMhd|82<(~l?mBqUxTvO-Qw+B zT6|;T`^y-Dlh}F_g%C^>d8ja4C!AAG_37^u;gU&;fFJb6dCZ_Y3-jKzET{q7+?3eG zG9LJlB0eVP$KD8UC7-)rH>(BLC4NL-7O6xL(A9bDP#Qo|t)k)9YywWG@zvls91_As z<<8weYrALp`;l!!*2&#QQBWPWIW4gmMEzO|8v@IG-O=cGU$x-M;jcp4@I9GezST1} zCk&KI8&u)|7;g*|5j4xWOo{>&89*WI-{A5WrU>}nSQmb)+KwYJW?LFSXMqe5RAFaU z@m4=Os$=kRvPOnR{gs0)#D=$8I>O@|gJ_H&c4An`D52*PwyqqOLpc+IQZV%~KtK4y zvRfsx2fyUu8@PisYLqdqc&@Epc^=_5yTh23$o#Oyg(?SVPF96K=QMBksgEMlY-UqfT__y7CT(mNruKgMq! zkwq^E2G}>k{mKZ5p6UD^LnV+oVAOVS)I~go%ZUto+7wVx0$|C=Ab_nrg+k1W01${| zKsq{X;uj={=~r0lJ_fg6DbT2dLEUQ1hSouf-K?&yR8UINr$MQ?*2TI`S}K-W)3yTw zN6H(xfC+iHoQj&7`v}VP8nnWYTuqc&p@Pw}%HZjb=#BW>li0jk2JP(Hf5!|d^Xh+e zcQL|tp8#Ae2t>t10tZFEjqbB&aIkdtZ&gNAu!zFT;|*A-ak*YYFJwdvFAm^7g>`NP-(kR!EigkJd z0iqUq`a5nzmUael+o$-ymV(`T(oxh7k8&dsa{3NZJ2hz=Pn0}JG5q{GIVN%?Jo z_~a#im99<0Nm1QN|b3JDSfW4gh@u>jUT4g?@; z-XlH2(=d>yH$AxOPhpYe4xl1jj^t*CuOj?$Fym%*Z^JXK#yLSv{kkKAm1B@C;rfra zY|655@WD-gE8bmhpE5B!El0&l2#6=jE%?z!m0J0lkR?q4{L9s&e^7wV;PtMZl)?^1 z3FaDrGJ!;cW6)2@2YHEFdjRbFUkKb4_0j*QwWIMZHNDRB5_qjBMDIp1hrQvdjjiEe z>^Rk4*~OUE?U?*9VUMCe%4HTQJ)iBCNj(Fo9?N;O_|nGe*)id3z-jMfxW92SUo8=R zdb@$>x8f6Pv}I2wxs+M?>*G(bN3Hh{^p>6_2Nvt3OXudQwn3>yU+6#>*(d~H%2c=4 zQE|K3nVBE}BVC`ZOtb7Uv<9$(0FH+Y6%-XM*_r9eD+n(6{3#u?)8Isremh!c9D*sG zcb=2-qZMndx|qVMbi83{ezrMaW!Q`_RsSna+`!#|^AfQf7{QCg=~goz0ENA2anJzC zw({`q?r3J%=2P@(fmNBEs5Qcl9o3p$xC;bJ9P-e_22&~}&=g697Dn=@a9NI4xk~_`CQv;uRVV&<#aNGbT>FEjr1xwVqS7ICLrvhldTB z8qcH25Z`R3nf|G2WLUSbXf{_ol}(@!HZ6W)EfP}>Kk%8E`4=VudfJZUw6ioz0R7#+ zK?H55S6!b~&{y`jNjA9m-nbj|+@@$}t&*f=IQWh6;gcNY3!Z5e94E!Z=GXq~)!wUUb$Sk^RARywPKl68OGUZ=xpE*ZrPmc#(qJ z*+^Vmn%QEcFAK&du^aTzUS^zhF|{W z;r`B5X&h+O3UpD)4?SkFT75cTllhvX!*{7T_5O0mW-#FIC}j`8X|;GNWBXBCL`mWZ z->7@aV@9o5H0*zl2o^Lgj>^k(mKh!hFXu`o)Dv5E8Nbo3bsH1%)0GXS#6)ma$s7pg zN;h6JPu1c4YV8^Mq7=E5oxM`>S;0x1am8Ff9_@8cMd+y)9Xk4GPDSw*+|5xXhM-d} zu2T&w=DzJ+d!1{vP(f7`8Txpj7w2u}6#~o^GtXzkn_!ZySe!3r=wCw4>$jJC2nY=c%{?*hkt|3^lgx2W}bR<++2BHDa`9tqMFcCQJ!YEn9C#ipg1r zhG$dbe5E3YY?P2WSy<43uGa_RggJq?qM)F_7*H-j;u&+-mk>03V_wqZ#kW<@%4YMx z-T=$IO;Wrc2Rc7z{QGh3>z|RnA1>nF)Wgn~bh4Dt8klt!e9L=L-DRpM36O3je`$ve zm2S1f%B#*oxUe4Pt}G-ra4f&UM-1L_>0er;xH&ufq7hfG(cj3iyIU%d{p92n|MYml zt=dZ8fqemvp|rLsMTwe*zCF|y5(GhtZ5IDK9_Enl;}|R*6kz2>vSsP$iN|HDOu|l)czwAqRCZqlg1Qv3ODi z31b~3EU|UycjGTgW8FbEH&if&@lR<%&JKA_t6mzU8D|LSxeJ$I&wnRwvv@mJhdV+% z_0qT0CRag3LM(}STO-266|hrOY@I2f*1qL(Dmtg^xXz_;X-o2^rX-9YmlspYsAvw~ zhyj9Hd23MTopb7xmM0}EF$C?7`ct$R^IA@QdQz8A*a`tXNJ&PBC=h>eG0)}i)zVdD zqab+x9$eeP%*S@RI7z6Bh@+A02+;Z7m(1P?jo7zVX-9&QH4Y*y<|J=IYex2fReD<8 z*TB{1nY&AXTH^%AS79vBDQ7P}7o&G-mjMVjIdB=Z5p?GcFq|#o0#3S0;ti)+g1ABS zYZ9>#&F+t~$nMyuQykz8yVQQsw_=tGq2y@lLUAUCcM+zV|mhWRqFOZO(djw*-0j((5o{;GiVDN@M*y5 zN^N6ARya_Q8@xS~)0l?~+#rBDgVSv5Z%emr2n}~j*lj{Ub>6?f1 zGp2ZeEP>yvR!y@snV;OGD9`fFggZ40+Wi=b&20LG2Yp!4S;au_H6f&x)vUx>jsbmB z7tErK+bD%s(C6Z}V-lm;)QUL!+sFWrPm9?nT=-H_7`~*qYJF%t0f4u%-qxl3-kxYg z(BWu%7}@SExj?}&z+#nVMaHSNtqeXkmP&gCF1i!^~oUo;IODn|XHs zy5%j`?QYAxS0WP@Y5Hg1s4aTvl?GU2f_?$g!+U&x6ESyGPlb=e*`(`Y?sg23f14lp z$RH3|dEe4bci)_P<})$T%EIOGcVccQH6aLS$euprmY~v@^EMfl({Zfvc%3+ij#o+C5>i0y#EP^p{AM}2wi4RT zXK}1_`49{|@7e`xC36Kh= z`gfcKJb=*SlLEs$Wp+uN!sJq68v!85^G{FHHD{i``t$8*!aW^YJh-{U?PIalP(S89 z`ro239fLFkESKll&=a13Ue+nV44xc4K6Sii{g&Q#$#0dktF&n_h(+jWmD`REaSH7q z!b7Bk$EVgQ=YgKK<;%jBVu7#=XS9WPk287avZI<>OJ>6iK`X=GfStb`S79H{nL@t# zz@DqV=M)MHz<_g3FzeKrJ|bP11j{civsmVy;oRNAgd}b99EuEGF$*7 zE(JwerMskCxsu}zwTUSm^lN75Bu!B_FB(cd#~rwv&gCb zh`MiqyzK{_3@^Jj`7$i|z8aSK=WntYSgGs@<4VO&0wp^6e`^-OHuY=ki^tx}O;p5+ z-Gv}M`KN|j)RTtvq+o&Re|p9xPaQ>7tYm771$2B$GNx<8lh@Y<|EcO1WCh(UK&!sW zDj>j*I%-eE{ulE25YMfo(BjfCriQDc*8U{X{`H4Lyb<-DK)a^2!1QOria$QBvRmwV zPHE82t258DyQK{t-d}S2^hI6HkSqVhB#|?VXUy*bb{Mi8qNlg?;)=D4mD^aRHT^pY zsYwXidK(|VidKjpoN&|_O2o@%$+feXjXy$>e|R)5KFNxb9lo)$TfaR~XcHpxBHTFQ z5rX|iSi_k(x4tBrUQazwJjoc_&!8_6hES1@apX;6$Gg>_~g|F-i%PSo7wv+j*7!mH9TLO1bWr}|c3Uw(XZs=r7?`^h|I%kJZafo z&%_s+V4xR^*l3FcE2^l0KvvOzs0`#-;e(G=_}^6AGDY+We@jZHVrxH320rjb`xM2< zLr}j!R?#@7pjN`C6+=tkCK34RboGNJZX>;e_Mc9>#MaUcQscw;p}@ssCkd57qx@Co z@Nygazqy&l%2pV!#_sf6F^IPFlm4TCojhJhV1i(DUMHcF`>b7_LtVVC%!q-iE#K_@ ziF{I6n_Dw5OmWWKxW?+xQq~IPF6Dob2874oV>=wCx6lgi7Gp5LW6~nlLx%Uc(06{= zWh@d2oj4$D*=uEzaL=2w#V%bz>^ExJ!OfNa&|IBD4reRjT^5R7Od~7j+k{05t5>*u zW;?Xq-=@hLTCE!tz8yQ>&Ti)uYu$X`tnocBmHGDz@qYZ9`1b8rS;o(pHE+LjT0Xs4 zj6oOY=GXBoxL(nq@%P6>F1x<>$qs|giNW)$DW`|a8h(E{2N#-Jr~CPAJ%$9m$44_8 zGE@A^pw;lbzVDMzCr(-J{El6ccm(3CviK(5W2LKvhqn-o%sU?`I{EmtQVa)^cTf-I z`AILChx(}E`}ZBLh`G=0SH@)MpLQc?_~N1q8`c@f!>$PWL!v2C9wKHKNxOx-8IG7` zf_2|LiR1ZP-mPLk6MGA%po^_Q&XB#pvTD2#57~0YjwAVNfg2N#7bpGkU+O0#-qZG= zZ@bwW@yjyStV#zJU!HUEHyPJA!|-X+vM{?jQcRXVzNKB5_c|VL#>WNWA1+dx?w>j3 z_#sdA8r_1H_D=`!5)ig(2d@#r&>zHred~|Gb8jtH>Qp?Yf4z#gha2hkv481*M;}2r zIF&7v3Prih#poJxoD>z%ZwJm`Hc#=nsSUlpC@vSGpbfg6?&r>qyv3d&W8qKJ=|ZFg zWruVOy-yn7uWluu8Bv8L*O9};$45tSfa%;t9&*)dtzHlj$Mn-Sagj*;CBfv7UVB?k zi)3Qj6Oqj3rE|Wytk>`2IBx0fs_zN+b3_Z@e~|KG>ANf+f2b_hhJ1g5R<^$4~SPb|Y%!aS*l+KA>czV3$a%WOoqef%FlF_&_Er(vbw2NroZjqs0- zZJZGSSv;0B5LB3UmbgEVXUGT&+0EQ12cLg$KKG>=`Sa1o+VwK+wdAftT_sdoJ>~hE z=iTS4eMDkHkBHRLj@JME{Z-Yvl&ZgJN?O{U8WP-0t%%+9L|*4(I8My&;CX14ynG|MZu z*(0aEI_=t4j8qM}0BL>g`|4@`EJx5)tvBBggbr|=*m}xc?8H!wxpPk*z9#3@mvO1? zd881Eju?Hpf>wE`*G=hqsF}KWB1%muVln zUn_fu5+AuW{YbeP$#D;qDPGKeqLTca@LUFx3)@hRUd=kG(I4}B)@uqBE{7KHQIgiv zzKMkU6LQRUsgB(>I=LTOx~9j;YaBbdCcs&ZC#dO!a1&d3*2{*LB+ozGpiEqZr##n) z@~5EF_DuSrJvx7aek%u(oi`n+dQ$qVo37@ei};p^s2DlsT3dcLPhb>7l{k6xyH3L? zLbur71uw-3oD2ibNh_PlnwOGeBykT!NYfB-0W$K&lN%B*C;Y{qYhZ*TGx36cr+}ai zRMT|LteTFTv2KbV7rJG&dvK{n^vbP4gVpsqkQ}t1FOesYTt+pjZJR-v+6iycX>JU5 zICW$UUN6K5IH+oR*6#cE_MCf&Y1$%y7ipoM?siHHhW`zkzjHd1wX^gS3&%l~u0r#g zInM&VNPSU0d{BwO4r#gW`i3vrd{5o|Ub`(hFq$gL#?kO?$3n$GENV|Igrw>i7KT-F5EF4R z-poxhRVPMN+LDrTkhQP-Ze309&R3iJ=cYFWS04+rKT;3~!w&cQAtjZC&~DjQV%cnr zQ;Ttg)2csB1qZiR=9qb$){2*Mx(1zuxYr&LU7qOT1TnOlBbuyBcTNqxzC2j})w?c*%Q4m?a36TIy(pY?%Myl>PdJl;9l*qgQolkP&`tDG`)qagtFD zP#iraK_?0$T%Wk@gI`(PVJFIqq^&Ajc&9gg@@Ygg@Y<14{>Q0xkr8B8Vkml_99%RQ z6}+6uf4BbxD&ZmOHHSv`E;Gg3q)!QF^wyG@=cz~vBD%e%;SBX+@jhN5OZI_yJ|{So1q-Fyr2DitFjN#* z5=<>l{?>WLUS8ZEw(nVB+aMD3Z*7b$3Cn*-^syzW;g4ubxpm^5u&5F5FnvPk3s4gZ z`?p$zBn*T5fo5>2HX~SzMieeLe=n{hwkSUH(w-m*PSe#ey0 zZq2i@Txvz5GBn~$+>B9IMq>V}No+UF~Dt}8{A!#a(^5nV>HY_;g^_pLu1{ZWLT5|-1( zBUk;G_|SCnPU`{tNIo7;^H+C?1qKiQ&n)7~&6H+)wTl;qLD%nfoxBMWZY2q$ifu1b zq;O8ip^X&1WxG~eudnBLF&#-bB%6D0TZ3IP=YoqIf*p;gdGf3(6V|lHW6NvFJCp{r zHwg`Z7?PH@zh;452atm)z>C_>I%5_M7&iw)U`}~+YO~e;YG4WjF*nEU%q?l?nvdG7+8P;r8~4%AL2 z<)>ycC_@;6CB?&!u~l{_>*Z}@x)v2KOy%fe=4TS(Gh{Pv{dE+tudsdER3umD=x8mE z&KDjxsRmu8GQ(pJ#oJl*#3p>ot-kudOKQu`1o<&a7*pD!=C#;(`qL7pnLuzK7v9IjP!55M#FOm9bP!0tHrPVcFfpiR%JLr?z(ZsHi)lzqQd zugybT#!)`qEW~H``cL7UnK(^EmoHk&6}cnk{(`Gc+_a#6(uKDwQM8~y?D=)$xV3tCSmToej1knz#?l?- zgLQJrbA()gK+1;)KOVkCaTLL`uH5Uoc*Z7=nRS#`SW3Z1*2}o;T6D?s96vuQ1#4AN zM}06yD8HhbG}L19cy;ct4n=_w*WUv!JozE+6OvweyLg9yfcB#pk8_s1S>-9-lKg3V z7u5{y0js`^I8LT$5Alf^9M1*0hRw};7IU#9A8 zm8umw-rdWpu8$uj-wyt5HWyJCFdp}{3ms>X6tnWO9p|Ro^7Yq1^s1ejt<~knDMFMl zGrrvFySsK@+@7(~kqv)$$f=rIMCaQ;1GZt9gVIq%GeRJ6lek=U2*Z&E#_(Gz5LQo1{6+!V)u> z{uFKhw314Tz?knCwIR7_YO-VdVurJt#1K{6tHoh^*?OTO;QZ}|Zai*BWyAQ?KodQ= z^*+7koqq16sz9894W}iwi@!z;kAA-S+4%hK+&jY$i77itLdO<{Jle)98%Z5CoCQ{w zB*8S99i0_S5-jTsPpZjL^}NI|^fvH#x3Tnpen1;6Eqpqj{TgRvyw}=C>WVl#J0Z}n zRdg$whqvi4>EFZ#ADYK=Z&$TN+&6b9dp^Uw5FPN^GgjtSzrVk#;TH1I!J#Og1!vJd zgnc+rm+kf5)o89vEoeR{f+)=G?Z_BhMn;i{m?Wm`kOUJcHJKT6Sv; zDq<=+L}bkRCU^4{NWpMt`NGRKgr_AMD(*W9{37f%sxy`_w=DD=75k{iwjRj+Z#%9y z#vzqK&`t|)VY(zmbK~;I*;h=vw=-AvLdE>Hd&gCg3Z7;35l8RHjaH)eevgFkPW~;$ zPGw&FHXQKCi?#RMOWri$51v5o566|*P(^Q0P-F~#;`=%$y;G(q?iL7V;EvXi|4{Xb zr+DqM`eC_}QqVv<9EIiA)}xf9uvYghQJ1YHEWH)9-}PLKUk0N%oOe!m46NqP{W(m~ z#f*o`omeoW495>d@io1>P1chdb}h0BRd{i$s&`sm>HeO$xYbE-vFljov({9Qj+(D5 zZ&cU7!PWDSo_eZpAwP&)?gIDUeOmLEDT z#xq&1&sKjqbdsg&pXPMdja^es*35Bz{`OntOkO1Cj-}UuTFpkc6XK{CRV^}%>(#Yz zyW77@XRB4&)wz!qS1@2RZ6i|Qr$(<@9qV;XglNNrs#wB$G(oNCaXLG{ zN6L>TBcSthJ@jq2Mva8#ikUf`Z&04Y;aDC&aUOst^K@s>i z6U03N_=!#{59dy|kEULywMF=?965~)b18KfXLr6Om~(5{dL5K#%@C~rQPfG zt$1#z9LS5~iKJl2HPPH;Hc?maEVRSk6k>$zO<7fGN3rd@?}c6nH8G={l=X^t7BY1+ z)xUdEHO z-${J1x>dEG;D-RS-*bt|POEpqbL3dL$&&vUpZ`#qfBxV7tx&P@*?;%)uLlDzqvn0X z8kyFnmiDN`RIsEAw+|e1CpFAf+((kaj6IaGw#bBBRByWIQgr%w_m~JP@zqwArPOxI zcNIf@9|hb&=0vywdV!9oCea5>dI1@pmo-LjH&*b&ANQ`e&c{Ehjk9cU7C0R4J~;P3 zh<_y9vA(}Sd_d@Q&dlRzwxPb`ygKPqK9{~ROwBGzmpSIO`-JR9Z`7i~epAZ8zfQ2OGud~6DMkKI> zpDvl5>3&EyHV!;+5%@)x%*UgIBa%Ekg0dJo@I}j*`?u0;am7|$iqsw5-Sd$6^qGl$ z&NH@J5(mkm#)+cAUv<~tom5!#;gbsxmVUL`TMSq)ilkSCH}IHXenX`aXK?+SM=M`B zFMUMX-P$quq1c6VHSFiM<(N}q<<<7oXIs4J;BpbG*<*SVXHxyCk~f|WT2eeJzrObR zluoXQF#2+s1Q*tuel5Xy+U1%tLN%L59Nc;-c*ba#YY)eejJnq zbUR&A`Bt%WF)4igA3jCjT7rm9QiDDH!Bcf#l7cR-BWmkD!ro3km zt*Z&Do;Pj0otfUA(+TLF^KzCKYSRz7czpj$@G$-UYk`fMlb<>36y+9{t?jvuevd2K z&8bleCNuqY+Wk|sI5A|BQ2mfdGC%HCMkgTB+%9Mpm9-lOJ7$Ren^MVUm54nMKud_PCqyZ^8qq z=0Jnj{frnNVw8c8&k6v{uI+5XgjOhlf)ix<0&_&cs4c0(Pb%m%SvGHrr-U zs_>?-+F>bLd5GQB^?`&4hL|H;;t$^_*5u#L0w0+J3Zv!=gvcCLrrFQG{WKc#t0BhH z#%t@080)L#=cKupA>S+DGws@9c(&11-T7HAOqEcF-1=JzZR1>JsFkgZN99$dwyB#) zuby+((Coic{9^&F9qWy`J%eE{+$i0NQ{8BG+~Bs(R);F{F7u|kSWR1E7cMG6a;6x^ zsdf|g^}XZcZzUz9|91WsZWU;_d-m-cMxMksb>SH%a3&LC6nZ?uMFL@+?W{Ad+E1jx z6g>Ds2+TOq*v*D7k6J&V5jw*;8ST~I(gbpvj=SN?YkeC%jXTkudR0n@&VnK(dMfK$ z^MOB<)qlJF6D$jz#8h0IO`KQH1;`n$j|h2jwL_i;vKtRfM|MdCW94#eeX`@ps!-Ax z_8HS2ibBNb1x2B~<)A#-=ptH*mi}PhBCF~bzRgaP)V6*33+677rE1=}H|g7u0ImrNIQ&p2J2=uTgZVy+CdrxDve zZFj_A_M*ORs-aIGiEfg)8aW&+i#L0xZgPb-sD^mxzIp#OOFE#kO zR(*O@`0Z}q;Z=?AABo;=JiDh7qutT7?jYbX?WC+k7r{9xxwR;`((vx6J^dAvVshL0 z*NB0Ym85}}VF|Sg?h_+8X8^JaX6-^kHVt&*aeH$Yq`%8WIarx#nlq@pPGopm9+6Vn zq!4s~)8=^Rp!OS2QgLMT%vs;SqF*#c#?R3UDfGGJMNbzz`3^s>v>|84^pzurMv#o3Ep=?8_6fM0k>e3bktXj=yT|4k=?Vf0e>A#Dqn& z8&y`!n>x*`rFxi!Q_c}tQp$$yqRpY7rF)kZcaqu%KQjaMrnM=#aza${jr^wp<`eQo zS~cyFvZjl<=+Vrh3x3LLZ%rA}r`F$NPO@8Wp9N#RP&9Wc+i*)zn0_boisWO>Wx7)z zZDs9ZZvKy){PW=KU+ZBhjSKHPdReO4)bd%6^B&k-@$+J5;_@b8GP^`@%9REG){D7# zS9ntKf0^;ypQ>@zm<@&154Q_)9s)ZOZmiSxkK%hd=^F`ru@?(xX~)5 zYXLYXZZ&U|RPOs0XQQ_*4^LF`CRvd-wZAEv8j~OPBU2VwFVIwd7>sU`S8@6lZ$8WN z;&3@qZJMs!{i_uZmuy0I(O3Ir=`EMLO?f4U21or#SqXG8R4b3_>@dk-uKLGqgB%@L z?vYV`H1MuCN$X4NFdvP7`$NVz4WkKDTN0p_DjsWje~hBpA^)JCs{T)D5-*~MOzKL{ za3=HJ&5VcASPatqN_`hsgbPd+-bBdv;uxmKo`+Kq@i8c!yT$NUra_qQAJdqo(#s$2 zgiD&x;&?wZGxKL#+ujd!=00d3oOP`4I=sW3y~}>RV>LNdyd(SSCEW*wRrfmyj4CP@ z=Z_w0PriAhA*C*M--p8su_$3(mwVFBPB(>!LS+8Rtm@emsC?*8?XWEU zZr)0{A51UFqhUtS+Wgn~N%q9YjJ1)Lm}J${GLx=ahgR8*6ke;r9ERQa_+jgktk`Gw9pB)z4(R?l_qH=`w7(C1cLS2Z543XP;N zHwl?@iA`V7-E{po=%o>WLm@|?lStSxXya|;QXpX+`iP1DPQJp0D{TtJ;6BlDz?%bi zZrk$DVkz4h4kZNWS(s@B7&59(F)3C<0mnORGZpDvUBp`*Nt z*9%$oY7XkkA5Tb@o8oxkxIHJQug}B5f$uHTm2LQ$;Dz`0M5Qqv$2U^ORF`mJ8S$Iv z;kXYrcfzvk0#mS39@lCjsI&8b_b_Ke4Ipea8k=N7#X`SKt#Fga^=nDb)rouUXI-t9 zQqprP1g0_m{F-&TXzJ4snaWSHR~{~{zLp6WZsue;-X7wIFqRn_uIbnF?!v(O>VG1D zkQ9PBMI{QMqN+MrWuu$ywnEe%MusjdC3W{E8s^fls_t@Df_3eZp-#`O5^A3k>c*Ag z%#N}D)7RW^JuT1s3%tm5%*@%kP2Ll16ciNhN1Iai`)z3a_yCdp&FD0gZ^T9zdN3Dg z^PLl6zkmO}+zI)M2aMYJ>$kP!^+~=jUbtLpX=~FlU2Q#=B@7Kskw~$Mx6YLv!q)va zI$&tIw)dhdTz zF{j^)@bGXxYHB<+2F9Ibo&Wn&V(7&wD2`QT^TzV9n|F6@>+9>sY8G%K+qme(K}V+0KLlh$#@<0 zfV0Bi-=D?vWH*Z`88$lQPrQD3qc120la`HlhY&r_DJXct#1yvN6=TR2w?3`C}3Gz>!PTZ^*~Iq z>yIBN2ZM4b+_rNFAaQ?6L-XO#ZfR`KDs4N_bCV%D9|ME* z%0`~idANMYbP{&~v<@gGY78$WBu3SnfZ>0O8?+seoYp{Zz^2!Xz-LhNZ8NBO%sT9% zo3nFf{>!T+uBhKc^ltWdcz4w2 a?GXfHNnndImQx|m{@SM zJ)JKePF~m^N;3Mgf2hK^3m*>;FB3S_w+wP}a^Bp&eft?D@dqa`5F;1%rUB!5zU~U z9!AQOUTHa=4iXICKrJ}S>K}+CVTVua29p zwfj$)a5EI7r@ha&%xCJ|oR^Ee8aP&Y85kJKgXy`rR71)5R6>b4q@$vu=rS#xaEXcY zU~2WMw#E;KhlkBicIVgA0>~B6u*j7_6}vDfJX{r>fT{kmo%Uv9-{+0|#`E{jwKM(% zLOJYPUY_*f_Ozzg$$Y@XcOWW9PCi7NQGaTS*bIsAyuQ9S6+rc36*p|I3|u^l==cn8 zPESvtv9l{}%{I->U-9tpJmcrrvKs#`rWyU^OPYwN=rHiL*p7G2KG>=M7gh`X4rE1| zwT`*OEPB3qxw-w(4OeFy$Wcn?uBbOHFE5(|v$*r!*85yjsWU#;m+0Hi!9X}Xjx4v% zYSSTzb&@NjT4 zI4#HKY-d+=0#-F^>@$NxLWZt#RHSoZW8{yGjiGOsSx@ug5fSCW&M!Bn@H+Ss6dKyF z3G9mhWAQ{q{VS5>D12XrhLk$Hx?tOA0K3sNqTyExiJ9D zq}LJ<`e2=2W)JpPSf~b^?~IqB`8Il;n|IYZZ%NzQmJI&%*`0e)>$I_AJH0(!7Z@Ji zVa9IWb#}DX)t@2pySLXS`moM%O#$xY!>#QbskOE7ux$2+!>W8!SHLn)D&RiEB%aYP z3B2_24DFZa$Kc6NfPiLgI6r2(wmqlpEX=M(n*rvdPAq7VQSFDGYb z|BdgJx;hb%aF``NVoGg17x5ZZ72QVfu?^*vfU?gQ=!8K4v4?3DKP|1K=4!X6rzau5 zD+?17)5Le1#?z069bv4tbHbQpy#7^HT+B@uY<{Ts4VHd=VNfgaU0*kEKJrd#Y7#0c zDst{{$~wU!<9!JoKA@ViSi4cQ2wuhnG_QRNuS7&dHY>62-McY2s_SFre5m>6O*0yW zXERke|NE2_3dGvlni>Os8fGF|l zl1*K(Q<@Lf28rM*yy!=ad3c(VvhqVRvOmBz70d6&W-(Hr55x6ky!vN|wi-BV$rdrt`6QPaN{C1SkqsG%B~(|PA)E{ z^FKb+pRMN`85!C33LL*tS0CRrunghN-y!VzVafS#%Apr@E!u;b8}E!+UqJ$a)Cqz} zvkP?n4+#l>0f>>3lS3oza5*|J^Qq^^6b-18cJqqL zSY8Ht`o+a?p%q|QDUQH^=gBK6{e)Ph*67JYB_5&&EGGrpb@;YLCp}HfLoQw%OO11z zqd8@4BTa$T3R6>4h{@X?M;0Ys!qd~!33+NwzafaYt;Csr3Jo>ho~l9AU+i~*48_}U zO7Lf_aWedeLyG*zQx4TNH9Qw3yss|AGrj=nl>rN3`B`8{$P-w507-ld*Wz#gQ?rh+NPnU5IhXG`|n zmx9)+Hpl@2!@^K43k`n%{#{*H2U`{avNRwz{{bwA4Pqpq*NvYpM;@j*gFs34+<8;& z;_?z@awiHTH0(RbTuN+a8}StbNVu%Ofkyx=P}o!JbGe}lw$3jgfN}>5>nR^!0u0&V ze5;C2)-!Ay{ZL!?ehoACImddzx7&SziC!=5j_fAX-Q3)6p`me!eesS^&R1bI?!^6w zN!B@#`KqFcJybknnvYiR75SVNj<>wLd=l38=WRP{Yj0g}P&6@WYH9#pau@LV&dtr4 zC^zNi<{Fup*#G;(HL9-4cY1R&17Ao;$ll&QUO7ZKV@Tbr!^|B1TL=kPSc>;qAPnv~ zxc<6BK|w){eY8rKTXjww;?~wodgl#Gw1QYzSoIAJ%sz-iXw=i#cTw4zrDsgTY>DQ- zPtH$BL6O3{0qb18v{L{fZ0lj}^Peth|Ko+cLwV_;lrHJ&%B`cLrx$9;K=e@4&Ar*hV=) zFaz9<{;`1*v_}F*l;h4!lCLiUe7`wC#<-;kkgmNZpz5PV0=swx*qO&O9?XDiJRw{= zt?Pk{19G}aYZ?BsaT#;-XVY~qXsL23f}0Z+UDi!xe9jL@NP=}{52`)`gIri3&eI9T z$toKP1ia7Y$jLQ2BMeh7m|9R!ha~u*0D27H2HI+Ak?GOw5_hKsjoiw=F!@0 zd^3AE{Q3NSnQq4G{I`6R!T&(%M6Ru)BR`acYa&!tSzCL0NGxAfT>N9ur%!Lf1<%Zq zSlfWGX{a-b{y#tjGg=r%Ayfpti^bU3*hBSh|H=(zl6aM=X=w6bpk|8#+Ln_3^uG;C zbHG|zP&u5-wW zLepTjT=8?yPYTlDvgE{GzRUr7z!%0wMmaF^xv&rO>$YoOsTZnbMk-uitO_YRI+mXS z1h23|;9z6Ndy)!gM#8AS*Ci8Y^bp&JWCbzP(Mchn1J4^hm5KjjqO75j2OA)7yYbw* z!e&-5Dn33BsFd6qZFhevyw#q36H}{&cT6Wh3Dx$4VmHA1tFL9R1OjyrHcg* z0eBw*%%=o6JD%4muTs{b2yS|J_Vg4zkCe6o|0{nJ72}O&rKP+?7^%EX(`9AtO1#Ao z?CwYfX=N1^B#z8I-)Yh%N06(f**wvB$jrg6QFnR}9BLQC?-U!!i5vUmZH z%Js>rVkBn55y%#${9#Jamq-knK^jfomw4e@3=&Q!P+|Db3;@{=H~IJ+LQ_?4 zXQ#B4mqTIegfaU4`^ta^FpnW1D?@{_f*%@|3h*zkLzGfRBI#*PaNx=yCZhnOFmLun zF>iT)+qubuIR+x}dR-&2y{>JRMR`ph9kt)me@SsU&AzSHe_3H=>sqgiVGhh|3Ts!-Rm>e*C~R9g~bI0OPMh`27Re7 zUW$ve*)K^(GwaUetRinQJY|F$K=vVIy3fIBA`2PtTpq}rgYg*`0NNRk6sRMh`0fi3 z3`uQPT+D1!zlREW^=f``<6~OdPhcN0J{OA=5Z3#16`w-(*mZIG4;kBG;7;Bq?(T59 zWQV3*>xcwJ&=ColcuT|aOqa(_gM_CiKhy%y$X$Iw)#-C&q(5LsFjzz2*}Qf8_S+5( z;DhVs|A)af>-ik1*ay;2dRG^x&|v%zFiOVY8dCi5`f|rdN?Q6c3(IHdo@0ds=i=g` zdaH7>XsiZbq@3w1oct#$ynRcDBo}p=aeMmQq#L0JW_EIV%4*n-K_eUg&8iB(KERus z!j6vYkdPU+1>y1k>wXR{KNy@OV;p3A9n;ffHa0c^LN0p?ZPnG)B?fKxplpO7WHY+M zHSLH~X4-4AHBn(XSs9w*a}|f280aTQ=_}S1s>6IFO$S-zE-;kY>_|LUrFBp0bn_~hx+o0b0S;J-{^r!#0)hJd3)t|=%tt?#aG!)Hko z4KV*r;oEO!G?XI`V2n93CZ-G$Q5hN>C>0J>?(OdC?asAK91{@{0RK_)pZ(1M3;$;K8p>1LkN&eHB_*X>&7xQWOSWE6lS8z$v^b62 zzICg_=h_=V4&Dk-(kVDBBo``B8Kl9!2TA}x$jnB@tE#JGo12??yKdgRDK9Orq9P7~ z+1uOuuOpB_On~fE_5~0W8m)B45inds%eu)O!FbC0{#0QK8wL|I@0E&NnK&NA1C@5nR64LeX&l}w!;<6@1W;o!3EvIXv zGGE280URsDE8^7E)di~94F(~%{U?a4tE-dqb44|^Pi+P*dMsv>iLz(rG1oP#$y9=Z zGxNPDn#@Z`&KQ1 zTs|ib?M~ndhkA7Lh~Y6X6ij#n#=C&YKG+z=@`czM+;nwV>|1DT3zLP!abLe;cXoEJ zUrbe3b3+BlvZ}|Rw8Z<;9TH$$JG(R}??8UT331U%QCr(8<_+*p4&SvL3;vFg>_ zoSu%)rIUh!0+b<*etvpb51t57ZZn$CHgn@szofmQBO*(Q_qHBYk?}wtCzz4X@2pa?PR5tw|x0<8-V3T{?LPZ?_R0PE% zH!xRlSlIy5okhPR_>aa6kvqj>yCwjVp*s=3zcnOO0as@8$h;x!O{7^UX20%F6Ga1u z0ip5T$i5j1A(H74Ss?_mI}9@3NSKHj_YFpPeBh@~&42!cLN`6=qK5o7dd$EO0;P;y zsHCzQ{QN}kTKVBYVd!hR%=lU;q1sVWc%M)L`|t{cI~ef*>``!U(f~u_IIW10G|9j) zxdbAD-_q0HZxq#qef#!=*Lm}fFQCWYU#XFTmaskMwzgyq3?3ub7_7s{*x2s!aP(hQ z(`6|56+~s4F_0s404D8UbA%e-zcIt`aVO5)oE$yKg$i_=lA%^+UB4&J&(D7X3F=t+ z+lb0(Rb8((NF*g+y=rZ3^&1;gLuM~f{6x^w(;Gru^gNz+N#u9?3V0Uzx5=&xcL9(W z&BcMMqd~g5_`_WEU!h~E4E1wwBaR{#J2 literal 0 HcmV?d00001 diff --git a/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/training_results.csv b/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/training_results.csv new file mode 100644 index 0000000..6bfc2ad --- /dev/null +++ b/projects/codes/DQN/outputs/CartPole-v1/20220828-214702/results/training_results.csv @@ -0,0 +1,2001 @@ +episodes,rewards,steps +0,38.0,38 +1,16.0,16 +2,28.0,28 +3,10.0,10 +4,18.0,18 +5,10.0,10 +6,8.0,8 +7,19.0,19 +8,18.0,18 +9,32.0,32 +10,12.0,12 +11,14.0,14 +12,16.0,16 +13,20.0,20 +14,33.0,33 +15,24.0,24 +16,28.0,28 +17,33.0,33 +18,31.0,31 +19,14.0,14 +20,10.0,10 +21,19.0,19 +22,16.0,16 +23,19.0,19 +24,11.0,11 +25,23.0,23 +26,20.0,20 +27,26.0,26 +28,16.0,16 +29,16.0,16 +30,11.0,11 +31,13.0,13 +32,16.0,16 +33,42.0,42 +34,15.0,15 +35,38.0,38 +36,16.0,16 +37,46.0,46 +38,28.0,28 +39,60.0,60 +40,32.0,32 +41,9.0,9 +42,23.0,23 +43,19.0,19 +44,12.0,12 +45,17.0,17 +46,27.0,27 +47,22.0,22 +48,26.0,26 +49,11.0,11 +50,15.0,15 +51,9.0,9 +52,24.0,24 +53,29.0,29 +54,11.0,11 +55,16.0,16 +56,23.0,23 +57,14.0,14 +58,11.0,11 +59,16.0,16 +60,24.0,24 +61,27.0,27 +62,11.0,11 +63,20.0,20 +64,14.0,14 +65,11.0,11 +66,15.0,15 +67,16.0,16 +68,13.0,13 +69,28.0,28 +70,14.0,14 +71,10.0,10 +72,28.0,28 +73,20.0,20 +74,13.0,13 +75,11.0,11 +76,27.0,27 +77,15.0,15 +78,14.0,14 +79,14.0,14 +80,10.0,10 +81,11.0,11 +82,14.0,14 +83,13.0,13 +84,15.0,15 +85,13.0,13 +86,10.0,10 +87,11.0,11 +88,11.0,11 +89,13.0,13 +90,14.0,14 +91,25.0,25 +92,14.0,14 +93,14.0,14 +94,19.0,19 +95,18.0,18 +96,9.0,9 +97,9.0,9 +98,11.0,11 +99,19.0,19 +100,10.0,10 +101,40.0,40 +102,10.0,10 +103,13.0,13 +104,13.0,13 +105,18.0,18 +106,13.0,13 +107,11.0,11 +108,11.0,11 +109,18.0,18 +110,20.0,20 +111,10.0,10 +112,24.0,24 +113,9.0,9 +114,10.0,10 +115,13.0,13 +116,21.0,21 +117,12.0,12 +118,14.0,14 +119,10.0,10 +120,10.0,10 +121,16.0,16 +122,10.0,10 +123,18.0,18 +124,13.0,13 +125,17.0,17 +126,14.0,14 +127,12.0,12 +128,16.0,16 +129,11.0,11 +130,15.0,15 +131,10.0,10 +132,13.0,13 +133,17.0,17 +134,9.0,9 +135,34.0,34 +136,23.0,23 +137,14.0,14 +138,17.0,17 +139,13.0,13 +140,27.0,27 +141,15.0,15 +142,16.0,16 +143,15.0,15 +144,11.0,11 +145,12.0,12 +146,9.0,9 +147,30.0,30 +148,12.0,12 +149,12.0,12 +150,13.0,13 +151,14.0,14 +152,17.0,17 +153,10.0,10 +154,15.0,15 +155,10.0,10 +156,14.0,14 +157,22.0,22 +158,12.0,12 +159,11.0,11 +160,34.0,34 +161,11.0,11 +162,12.0,12 +163,18.0,18 +164,9.0,9 +165,17.0,17 +166,16.0,16 +167,10.0,10 +168,17.0,17 +169,11.0,11 +170,21.0,21 +171,15.0,15 +172,17.0,17 +173,11.0,11 +174,23.0,23 +175,10.0,10 +176,25.0,25 +177,12.0,12 +178,10.0,10 +179,16.0,16 +180,14.0,14 +181,21.0,21 +182,11.0,11 +183,12.0,12 +184,11.0,11 +185,10.0,10 +186,11.0,11 +187,17.0,17 +188,10.0,10 +189,14.0,14 +190,11.0,11 +191,12.0,12 +192,9.0,9 +193,11.0,11 +194,11.0,11 +195,16.0,16 +196,15.0,15 +197,10.0,10 +198,9.0,9 +199,17.0,17 +200,12.0,12 +201,9.0,9 +202,11.0,11 +203,9.0,9 +204,9.0,9 +205,16.0,16 +206,15.0,15 +207,13.0,13 +208,11.0,11 +209,13.0,13 +210,17.0,17 +211,8.0,8 +212,8.0,8 +213,12.0,12 +214,15.0,15 +215,13.0,13 +216,14.0,14 +217,11.0,11 +218,14.0,14 +219,13.0,13 +220,12.0,12 +221,9.0,9 +222,10.0,10 +223,10.0,10 +224,11.0,11 +225,9.0,9 +226,16.0,16 +227,23.0,23 +228,13.0,13 +229,16.0,16 +230,9.0,9 +231,12.0,12 +232,11.0,11 +233,10.0,10 +234,13.0,13 +235,15.0,15 +236,12.0,12 +237,11.0,11 +238,9.0,9 +239,11.0,11 +240,11.0,11 +241,11.0,11 +242,12.0,12 +243,8.0,8 +244,8.0,8 +245,10.0,10 +246,12.0,12 +247,12.0,12 +248,9.0,9 +249,12.0,12 +250,13.0,13 +251,11.0,11 +252,12.0,12 +253,10.0,10 +254,10.0,10 +255,11.0,11 +256,17.0,17 +257,11.0,11 +258,14.0,14 +259,12.0,12 +260,10.0,10 +261,11.0,11 +262,16.0,16 +263,13.0,13 +264,13.0,13 +265,15.0,15 +266,11.0,11 +267,8.0,8 +268,13.0,13 +269,15.0,15 +270,11.0,11 +271,9.0,9 +272,10.0,10 +273,11.0,11 +274,11.0,11 +275,9.0,9 +276,18.0,18 +277,13.0,13 +278,11.0,11 +279,14.0,14 +280,12.0,12 +281,16.0,16 +282,10.0,10 +283,12.0,12 +284,13.0,13 +285,9.0,9 +286,14.0,14 +287,26.0,26 +288,9.0,9 +289,10.0,10 +290,12.0,12 +291,13.0,13 +292,8.0,8 +293,13.0,13 +294,12.0,12 +295,11.0,11 +296,14.0,14 +297,10.0,10 +298,11.0,11 +299,12.0,12 +300,9.0,9 +301,11.0,11 +302,11.0,11 +303,15.0,15 +304,11.0,11 +305,11.0,11 +306,13.0,13 +307,8.0,8 +308,9.0,9 +309,10.0,10 +310,12.0,12 +311,13.0,13 +312,9.0,9 +313,15.0,15 +314,11.0,11 +315,12.0,12 +316,12.0,12 +317,15.0,15 +318,13.0,13 +319,8.0,8 +320,16.0,16 +321,9.0,9 +322,11.0,11 +323,12.0,12 +324,16.0,16 +325,9.0,9 +326,13.0,13 +327,13.0,13 +328,15.0,15 +329,12.0,12 +330,12.0,12 +331,8.0,8 +332,11.0,11 +333,15.0,15 +334,12.0,12 +335,11.0,11 +336,13.0,13 +337,13.0,13 +338,16.0,16 +339,11.0,11 +340,8.0,8 +341,10.0,10 +342,14.0,14 +343,18.0,18 +344,11.0,11 +345,10.0,10 +346,11.0,11 +347,11.0,11 +348,20.0,20 +349,14.0,14 +350,10.0,10 +351,14.0,14 +352,9.0,9 +353,9.0,9 +354,12.0,12 +355,9.0,9 +356,10.0,10 +357,9.0,9 +358,10.0,10 +359,10.0,10 +360,22.0,22 +361,11.0,11 +362,12.0,12 +363,11.0,11 +364,8.0,8 +365,24.0,24 +366,11.0,11 +367,10.0,10 +368,10.0,10 +369,10.0,10 +370,10.0,10 +371,9.0,9 +372,9.0,9 +373,21.0,21 +374,10.0,10 +375,12.0,12 +376,14.0,14 +377,15.0,15 +378,10.0,10 +379,17.0,17 +380,8.0,8 +381,14.0,14 +382,11.0,11 +383,9.0,9 +384,10.0,10 +385,9.0,9 +386,15.0,15 +387,11.0,11 +388,17.0,17 +389,12.0,12 +390,11.0,11 +391,15.0,15 +392,10.0,10 +393,13.0,13 +394,12.0,12 +395,10.0,10 +396,12.0,12 +397,9.0,9 +398,14.0,14 +399,9.0,9 +400,13.0,13 +401,10.0,10 +402,13.0,13 +403,16.0,16 +404,9.0,9 +405,8.0,8 +406,11.0,11 +407,9.0,9 +408,15.0,15 +409,12.0,12 +410,15.0,15 +411,15.0,15 +412,15.0,15 +413,14.0,14 +414,12.0,12 +415,11.0,11 +416,14.0,14 +417,12.0,12 +418,14.0,14 +419,11.0,11 +420,8.0,8 +421,9.0,9 +422,13.0,13 +423,13.0,13 +424,8.0,8 +425,10.0,10 +426,10.0,10 +427,15.0,15 +428,14.0,14 +429,9.0,9 +430,12.0,12 +431,13.0,13 +432,12.0,12 +433,10.0,10 +434,14.0,14 +435,11.0,11 +436,12.0,12 +437,14.0,14 +438,10.0,10 +439,12.0,12 +440,9.0,9 +441,15.0,15 +442,12.0,12 +443,10.0,10 +444,8.0,8 +445,12.0,12 +446,14.0,14 +447,12.0,12 +448,9.0,9 +449,10.0,10 +450,13.0,13 +451,9.0,9 +452,10.0,10 +453,9.0,9 +454,11.0,11 +455,10.0,10 +456,18.0,18 +457,16.0,16 +458,10.0,10 +459,11.0,11 +460,15.0,15 +461,12.0,12 +462,11.0,11 +463,12.0,12 +464,11.0,11 +465,10.0,10 +466,12.0,12 +467,10.0,10 +468,12.0,12 +469,15.0,15 +470,11.0,11 +471,10.0,10 +472,12.0,12 +473,9.0,9 +474,13.0,13 +475,11.0,11 +476,15.0,15 +477,10.0,10 +478,11.0,11 +479,13.0,13 +480,10.0,10 +481,10.0,10 +482,10.0,10 +483,10.0,10 +484,15.0,15 +485,11.0,11 +486,12.0,12 +487,16.0,16 +488,10.0,10 +489,16.0,16 +490,11.0,11 +491,9.0,9 +492,9.0,9 +493,18.0,18 +494,10.0,10 +495,9.0,9 +496,40.0,40 +497,21.0,21 +498,10.0,10 +499,36.0,36 +500,37.0,37 +501,22.0,22 +502,30.0,30 +503,23.0,23 +504,35.0,35 +505,48.0,48 +506,32.0,32 +507,21.0,21 +508,28.0,28 +509,29.0,29 +510,10.0,10 +511,27.0,27 +512,20.0,20 +513,23.0,23 +514,24.0,24 +515,21.0,21 +516,25.0,25 +517,20.0,20 +518,15.0,15 +519,23.0,23 +520,14.0,14 +521,18.0,18 +522,18.0,18 +523,18.0,18 +524,18.0,18 +525,20.0,20 +526,13.0,13 +527,21.0,21 +528,20.0,20 +529,17.0,17 +530,17.0,17 +531,17.0,17 +532,20.0,20 +533,15.0,15 +534,17.0,17 +535,17.0,17 +536,16.0,16 +537,16.0,16 +538,14.0,14 +539,21.0,21 +540,22.0,22 +541,14.0,14 +542,20.0,20 +543,25.0,25 +544,18.0,18 +545,22.0,22 +546,21.0,21 +547,20.0,20 +548,23.0,23 +549,20.0,20 +550,20.0,20 +551,25.0,25 +552,18.0,18 +553,14.0,14 +554,16.0,16 +555,16.0,16 +556,15.0,15 +557,26.0,26 +558,18.0,18 +559,20.0,20 +560,27.0,27 +561,18.0,18 +562,20.0,20 +563,20.0,20 +564,19.0,19 +565,26.0,26 +566,21.0,21 +567,25.0,25 +568,24.0,24 +569,24.0,24 +570,24.0,24 +571,17.0,17 +572,28.0,28 +573,20.0,20 +574,22.0,22 +575,16.0,16 +576,22.0,22 +577,14.0,14 +578,27.0,27 +579,29.0,29 +580,19.0,19 +581,22.0,22 +582,29.0,29 +583,29.0,29 +584,23.0,23 +585,22.0,22 +586,21.0,21 +587,18.0,18 +588,28.0,28 +589,29.0,29 +590,23.0,23 +591,23.0,23 +592,20.0,20 +593,32.0,32 +594,38.0,38 +595,29.0,29 +596,25.0,25 +597,22.0,22 +598,37.0,37 +599,20.0,20 +600,17.0,17 +601,22.0,22 +602,23.0,23 +603,28.0,28 +604,31.0,31 +605,23.0,23 +606,26.0,26 +607,22.0,22 +608,27.0,27 +609,32.0,32 +610,33.0,33 +611,27.0,27 +612,23.0,23 +613,38.0,38 +614,26.0,26 +615,27.0,27 +616,30.0,30 +617,22.0,22 +618,27.0,27 +619,38.0,38 +620,34.0,34 +621,39.0,39 +622,24.0,24 +623,29.0,29 +624,26.0,26 +625,30.0,30 +626,33.0,33 +627,34.0,34 +628,27.0,27 +629,26.0,26 +630,27.0,27 +631,37.0,37 +632,38.0,38 +633,46.0,46 +634,48.0,48 +635,56.0,56 +636,39.0,39 +637,18.0,18 +638,63.0,63 +639,51.0,51 +640,45.0,45 +641,27.0,27 +642,56.0,56 +643,32.0,32 +644,49.0,49 +645,40.0,40 +646,59.0,59 +647,52.0,52 +648,36.0,36 +649,43.0,43 +650,54.0,54 +651,59.0,59 +652,58.0,58 +653,61.0,61 +654,66.0,66 +655,38.0,38 +656,33.0,33 +657,96.0,96 +658,82.0,82 +659,56.0,56 +660,42.0,42 +661,38.0,38 +662,48.0,48 +663,83.0,83 +664,33.0,33 +665,72.0,72 +666,41.0,41 +667,57.0,57 +668,54.0,54 +669,69.0,69 +670,63.0,63 +671,81.0,81 +672,69.0,69 +673,65.0,65 +674,55.0,55 +675,64.0,64 +676,54.0,54 +677,93.0,93 +678,47.0,47 +679,84.0,84 +680,46.0,46 +681,63.0,63 +682,51.0,51 +683,64.0,64 +684,58.0,58 +685,72.0,72 +686,35.0,35 +687,59.0,59 +688,124.0,124 +689,64.0,64 +690,59.0,59 +691,77.0,77 +692,55.0,55 +693,63.0,63 +694,100.0,100 +695,100.0,100 +696,58.0,58 +697,85.0,85 +698,50.0,50 +699,57.0,57 +700,59.0,59 +701,72.0,72 +702,200.0,200 +703,118.0,118 +704,63.0,63 +705,125.0,125 +706,80.0,80 +707,49.0,49 +708,52.0,52 +709,71.0,71 +710,68.0,68 +711,71.0,71 +712,60.0,60 +713,58.0,58 +714,192.0,192 +715,57.0,57 +716,93.0,93 +717,107.0,107 +718,59.0,59 +719,71.0,71 +720,81.0,81 +721,76.0,76 +722,98.0,98 +723,95.0,95 +724,99.0,99 +725,132.0,132 +726,99.0,99 +727,58.0,58 +728,95.0,95 +729,79.0,79 +730,70.0,70 +731,76.0,76 +732,58.0,58 +733,174.0,174 +734,58.0,58 +735,178.0,178 +736,92.0,92 +737,114.0,114 +738,101.0,101 +739,59.0,59 +740,171.0,171 +741,179.0,179 +742,85.0,85 +743,115.0,115 +744,74.0,74 +745,99.0,99 +746,174.0,174 +747,124.0,124 +748,101.0,101 +749,106.0,106 +750,75.0,75 +751,70.0,70 +752,139.0,139 +753,76.0,76 +754,86.0,86 +755,82.0,82 +756,51.0,51 +757,78.0,78 +758,67.0,67 +759,72.0,72 +760,83.0,83 +761,58.0,58 +762,109.0,109 +763,62.0,62 +764,74.0,74 +765,83.0,83 +766,111.0,111 +767,67.0,67 +768,57.0,57 +769,59.0,59 +770,112.0,112 +771,197.0,197 +772,111.0,111 +773,90.0,90 +774,111.0,111 +775,81.0,81 +776,72.0,72 +777,80.0,80 +778,130.0,130 +779,156.0,156 +780,100.0,100 +781,85.0,85 +782,66.0,66 +783,76.0,76 +784,105.0,105 +785,57.0,57 +786,201.0,201 +787,176.0,176 +788,175.0,175 +789,198.0,198 +790,73.0,73 +791,79.0,79 +792,59.0,59 +793,55.0,55 +794,84.0,84 +795,131.0,131 +796,67.0,67 +797,199.0,199 +798,94.0,94 +799,97.0,97 +800,94.0,94 +801,185.0,185 +802,98.0,98 +803,136.0,136 +804,141.0,141 +805,81.0,81 +806,77.0,77 +807,100.0,100 +808,99.0,99 +809,133.0,133 +810,154.0,154 +811,74.0,74 +812,79.0,79 +813,94.0,94 +814,168.0,168 +815,338.0,338 +816,64.0,64 +817,112.0,112 +818,69.0,69 +819,143.0,143 +820,170.0,170 +821,170.0,170 +822,77.0,77 +823,83.0,83 +824,104.0,104 +825,152.0,152 +826,198.0,198 +827,159.0,159 +828,235.0,235 +829,76.0,76 +830,201.0,201 +831,289.0,289 +832,113.0,113 +833,294.0,294 +834,74.0,74 +835,416.0,416 +836,194.0,194 +837,85.0,85 +838,170.0,170 +839,208.0,208 +840,177.0,177 +841,83.0,83 +842,82.0,82 +843,183.0,183 +844,90.0,90 +845,398.0,398 +846,244.0,244 +847,99.0,99 +848,310.0,310 +849,195.0,195 +850,183.0,183 +851,162.0,162 +852,115.0,115 +853,82.0,82 +854,233.0,233 +855,102.0,102 +856,262.0,262 +857,300.0,300 +858,245.0,245 +859,299.0,299 +860,150.0,150 +861,199.0,199 +862,79.0,79 +863,74.0,74 +864,113.0,113 +865,152.0,152 +866,126.0,126 +867,68.0,68 +868,185.0,185 +869,156.0,156 +870,63.0,63 +871,121.0,121 +872,83.0,83 +873,72.0,72 +874,337.0,337 +875,179.0,179 +876,325.0,325 +877,115.0,115 +878,217.0,217 +879,74.0,74 +880,90.0,90 +881,218.0,218 +882,82.0,82 +883,173.0,173 +884,106.0,106 +885,83.0,83 +886,68.0,68 +887,173.0,173 +888,159.0,159 +889,57.0,57 +890,80.0,80 +891,302.0,302 +892,71.0,71 +893,59.0,59 +894,153.0,153 +895,129.0,129 +896,63.0,63 +897,147.0,147 +898,82.0,82 +899,186.0,186 +900,74.0,74 +901,81.0,81 +902,61.0,61 +903,88.0,88 +904,101.0,101 +905,60.0,60 +906,154.0,154 +907,202.0,202 +908,96.0,96 +909,81.0,81 +910,91.0,91 +911,77.0,77 +912,63.0,63 +913,154.0,154 +914,57.0,57 +915,86.0,86 +916,84.0,84 +917,66.0,66 +918,141.0,141 +919,88.0,88 +920,89.0,89 +921,49.0,49 +922,97.0,97 +923,50.0,50 +924,211.0,211 +925,69.0,69 +926,278.0,278 +927,75.0,75 +928,60.0,60 +929,57.0,57 +930,200.0,200 +931,101.0,101 +932,70.0,70 +933,93.0,93 +934,61.0,61 +935,80.0,80 +936,94.0,94 +937,53.0,53 +938,223.0,223 +939,142.0,142 +940,74.0,74 +941,60.0,60 +942,75.0,75 +943,78.0,78 +944,81.0,81 +945,51.0,51 +946,215.0,215 +947,64.0,64 +948,70.0,70 +949,85.0,85 +950,102.0,102 +951,48.0,48 +952,69.0,69 +953,65.0,65 +954,70.0,70 +955,174.0,174 +956,46.0,46 +957,75.0,75 +958,75.0,75 +959,62.0,62 +960,71.0,71 +961,67.0,67 +962,48.0,48 +963,64.0,64 +964,58.0,58 +965,64.0,64 +966,82.0,82 +967,70.0,70 +968,68.0,68 +969,48.0,48 +970,48.0,48 +971,53.0,53 +972,80.0,80 +973,46.0,46 +974,101.0,101 +975,303.0,303 +976,59.0,59 +977,212.0,212 +978,64.0,64 +979,76.0,76 +980,69.0,69 +981,241.0,241 +982,46.0,46 +983,45.0,45 +984,124.0,124 +985,99.0,99 +986,210.0,210 +987,67.0,67 +988,78.0,78 +989,58.0,58 +990,54.0,54 +991,63.0,63 +992,37.0,37 +993,46.0,46 +994,63.0,63 +995,48.0,48 +996,70.0,70 +997,58.0,58 +998,88.0,88 +999,62.0,62 +1000,173.0,173 +1001,99.0,99 +1002,47.0,47 +1003,47.0,47 +1004,74.0,74 +1005,101.0,101 +1006,42.0,42 +1007,46.0,46 +1008,61.0,61 +1009,42.0,42 +1010,48.0,48 +1011,60.0,60 +1012,42.0,42 +1013,53.0,53 +1014,54.0,54 +1015,62.0,62 +1016,98.0,98 +1017,50.0,50 +1018,39.0,39 +1019,60.0,60 +1020,52.0,52 +1021,46.0,46 +1022,68.0,68 +1023,40.0,40 +1024,41.0,41 +1025,54.0,54 +1026,66.0,66 +1027,112.0,112 +1028,55.0,55 +1029,46.0,46 +1030,72.0,72 +1031,54.0,54 +1032,51.0,51 +1033,43.0,43 +1034,66.0,66 +1035,59.0,59 +1036,57.0,57 +1037,68.0,68 +1038,63.0,63 +1039,38.0,38 +1040,48.0,48 +1041,58.0,58 +1042,58.0,58 +1043,116.0,116 +1044,52.0,52 +1045,180.0,180 +1046,91.0,91 +1047,292.0,292 +1048,65.0,65 +1049,46.0,46 +1050,40.0,40 +1051,192.0,192 +1052,46.0,46 +1053,52.0,52 +1054,50.0,50 +1055,37.0,37 +1056,136.0,136 +1057,46.0,46 +1058,35.0,35 +1059,89.0,89 +1060,34.0,34 +1061,101.0,101 +1062,102.0,102 +1063,166.0,166 +1064,62.0,62 +1065,40.0,40 +1066,37.0,37 +1067,45.0,45 +1068,45.0,45 +1069,48.0,48 +1070,67.0,67 +1071,87.0,87 +1072,51.0,51 +1073,103.0,103 +1074,46.0,46 +1075,52.0,52 +1076,40.0,40 +1077,47.0,47 +1078,49.0,49 +1079,35.0,35 +1080,46.0,46 +1081,38.0,38 +1082,36.0,36 +1083,219.0,219 +1084,57.0,57 +1085,39.0,39 +1086,48.0,48 +1087,37.0,37 +1088,46.0,46 +1089,37.0,37 +1090,65.0,65 +1091,39.0,39 +1092,44.0,44 +1093,85.0,85 +1094,50.0,50 +1095,39.0,39 +1096,57.0,57 +1097,221.0,221 +1098,35.0,35 +1099,59.0,59 +1100,46.0,46 +1101,38.0,38 +1102,37.0,37 +1103,62.0,62 +1104,59.0,59 +1105,46.0,46 +1106,40.0,40 +1107,74.0,74 +1108,58.0,58 +1109,37.0,37 +1110,56.0,56 +1111,52.0,52 +1112,45.0,45 +1113,76.0,76 +1114,54.0,54 +1115,37.0,37 +1116,41.0,41 +1117,47.0,47 +1118,56.0,56 +1119,39.0,39 +1120,37.0,37 +1121,42.0,42 +1122,59.0,59 +1123,38.0,38 +1124,49.0,49 +1125,49.0,49 +1126,130.0,130 +1127,52.0,52 +1128,45.0,45 +1129,43.0,43 +1130,57.0,57 +1131,37.0,37 +1132,43.0,43 +1133,60.0,60 +1134,58.0,58 +1135,57.0,57 +1136,35.0,35 +1137,57.0,57 +1138,154.0,154 +1139,39.0,39 +1140,48.0,48 +1141,78.0,78 +1142,58.0,58 +1143,70.0,70 +1144,52.0,52 +1145,53.0,53 +1146,58.0,58 +1147,40.0,40 +1148,74.0,74 +1149,39.0,39 +1150,69.0,69 +1151,78.0,78 +1152,34.0,34 +1153,44.0,44 +1154,45.0,45 +1155,173.0,173 +1156,190.0,190 +1157,47.0,47 +1158,36.0,36 +1159,52.0,52 +1160,44.0,44 +1161,50.0,50 +1162,96.0,96 +1163,88.0,88 +1164,38.0,38 +1165,44.0,44 +1166,102.0,102 +1167,49.0,49 +1168,46.0,46 +1169,68.0,68 +1170,46.0,46 +1171,50.0,50 +1172,58.0,58 +1173,46.0,46 +1174,50.0,50 +1175,40.0,40 +1176,44.0,44 +1177,75.0,75 +1178,109.0,109 +1179,51.0,51 +1180,44.0,44 +1181,42.0,42 +1182,41.0,41 +1183,62.0,62 +1184,48.0,48 +1185,60.0,60 +1186,52.0,52 +1187,73.0,73 +1188,39.0,39 +1189,42.0,42 +1190,89.0,89 +1191,64.0,64 +1192,40.0,40 +1193,42.0,42 +1194,59.0,59 +1195,48.0,48 +1196,45.0,45 +1197,48.0,48 +1198,171.0,171 +1199,77.0,77 +1200,97.0,97 +1201,43.0,43 +1202,86.0,86 +1203,62.0,62 +1204,67.0,67 +1205,86.0,86 +1206,77.0,77 +1207,88.0,88 +1208,73.0,73 +1209,80.0,80 +1210,94.0,94 +1211,71.0,71 +1212,96.0,96 +1213,65.0,65 +1214,61.0,61 +1215,63.0,63 +1216,72.0,72 +1217,78.0,78 +1218,92.0,92 +1219,64.0,64 +1220,76.0,76 +1221,69.0,69 +1222,86.0,86 +1223,93.0,93 +1224,70.0,70 +1225,67.0,67 +1226,89.0,89 +1227,72.0,72 +1228,106.0,106 +1229,76.0,76 +1230,218.0,218 +1231,64.0,64 +1232,224.0,224 +1233,68.0,68 +1234,217.0,217 +1235,216.0,216 +1236,205.0,205 +1237,234.0,234 +1238,196.0,196 +1239,217.0,217 +1240,213.0,213 +1241,247.0,247 +1242,295.0,295 +1243,197.0,197 +1244,212.0,212 +1245,196.0,196 +1246,226.0,226 +1247,228.0,228 +1248,240.0,240 +1249,189.0,189 +1250,190.0,190 +1251,242.0,242 +1252,204.0,204 +1253,201.0,201 +1254,189.0,189 +1255,225.0,225 +1256,212.0,212 +1257,198.0,198 +1258,284.0,284 +1259,197.0,197 +1260,194.0,194 +1261,230.0,230 +1262,200.0,200 +1263,207.0,207 +1264,207.0,207 +1265,233.0,233 +1266,213.0,213 +1267,275.0,275 +1268,201.0,201 +1269,201.0,201 +1270,202.0,202 +1271,264.0,264 +1272,212.0,212 +1273,490.0,490 +1274,222.0,222 +1275,244.0,244 +1276,500.0,500 +1277,244.0,244 +1278,246.0,246 +1279,237.0,237 +1280,210.0,210 +1281,274.0,274 +1282,258.0,258 +1283,405.0,405 +1284,216.0,216 +1285,500.0,500 +1286,218.0,218 +1287,361.0,361 +1288,262.0,262 +1289,500.0,500 +1290,194.0,194 +1291,361.0,361 +1292,194.0,194 +1293,229.0,229 +1294,361.0,361 +1295,270.0,270 +1296,297.0,297 +1297,225.0,225 +1298,214.0,214 +1299,256.0,256 +1300,330.0,330 +1301,347.0,347 +1302,372.0,372 +1303,183.0,183 +1304,300.0,300 +1305,313.0,313 +1306,227.0,227 +1307,307.0,307 +1308,296.0,296 +1309,212.0,212 +1310,244.0,244 +1311,206.0,206 +1312,262.0,262 +1313,274.0,274 +1314,225.0,225 +1315,209.0,209 +1316,272.0,272 +1317,213.0,213 +1318,262.0,262 +1319,214.0,214 +1320,224.0,224 +1321,368.0,368 +1322,264.0,264 +1323,243.0,243 +1324,299.0,299 +1325,210.0,210 +1326,310.0,310 +1327,252.0,252 +1328,201.0,201 +1329,193.0,193 +1330,220.0,220 +1331,224.0,224 +1332,203.0,203 +1333,268.0,268 +1334,288.0,288 +1335,330.0,330 +1336,331.0,331 +1337,249.0,249 +1338,222.0,222 +1339,237.0,237 +1340,204.0,204 +1341,329.0,329 +1342,232.0,232 +1343,175.0,175 +1344,251.0,251 +1345,259.0,259 +1346,220.0,220 +1347,246.0,246 +1348,215.0,215 +1349,257.0,257 +1350,350.0,350 +1351,269.0,269 +1352,266.0,266 +1353,220.0,220 +1354,276.0,276 +1355,281.0,281 +1356,200.0,200 +1357,274.0,274 +1358,260.0,260 +1359,393.0,393 +1360,240.0,240 +1361,197.0,197 +1362,273.0,273 +1363,220.0,220 +1364,228.0,228 +1365,337.0,337 +1366,203.0,203 +1367,500.0,500 +1368,214.0,214 +1369,271.0,271 +1370,211.0,211 +1371,264.0,264 +1372,338.0,338 +1373,298.0,298 +1374,358.0,358 +1375,454.0,454 +1376,317.0,317 +1377,283.0,283 +1378,441.0,441 +1379,343.0,343 +1380,270.0,270 +1381,263.0,263 +1382,405.0,405 +1383,255.0,255 +1384,500.0,500 +1385,389.0,389 +1386,212.0,212 +1387,339.0,339 +1388,225.0,225 +1389,500.0,500 +1390,467.0,467 +1391,237.0,237 +1392,257.0,257 +1393,352.0,352 +1394,264.0,264 +1395,452.0,452 +1396,388.0,388 +1397,447.0,447 +1398,258.0,258 +1399,269.0,269 +1400,264.0,264 +1401,238.0,238 +1402,258.0,258 +1403,433.0,433 +1404,500.0,500 +1405,298.0,298 +1406,500.0,500 +1407,287.0,287 +1408,329.0,329 +1409,500.0,500 +1410,424.0,424 +1411,239.0,239 +1412,350.0,350 +1413,287.0,287 +1414,388.0,388 +1415,498.0,498 +1416,454.0,454 +1417,351.0,351 +1418,277.0,277 +1419,256.0,256 +1420,339.0,339 +1421,338.0,338 +1422,339.0,339 +1423,292.0,292 +1424,500.0,500 +1425,264.0,264 +1426,381.0,381 +1427,320.0,320 +1428,500.0,500 +1429,388.0,388 +1430,500.0,500 +1431,500.0,500 +1432,500.0,500 +1433,309.0,309 +1434,470.0,470 +1435,496.0,496 +1436,326.0,326 +1437,500.0,500 +1438,500.0,500 +1439,284.0,284 +1440,309.0,309 +1441,349.0,349 +1442,245.0,245 +1443,407.0,407 +1444,305.0,305 +1445,233.0,233 +1446,469.0,469 +1447,304.0,304 +1448,303.0,303 +1449,500.0,500 +1450,257.0,257 +1451,336.0,336 +1452,500.0,500 +1453,440.0,440 +1454,500.0,500 +1455,500.0,500 +1456,317.0,317 +1457,500.0,500 +1458,475.0,475 +1459,395.0,395 +1460,331.0,331 +1461,374.0,374 +1462,500.0,500 +1463,246.0,246 +1464,355.0,355 +1465,500.0,500 +1466,500.0,500 +1467,260.0,260 +1468,500.0,500 +1469,437.0,437 +1470,500.0,500 +1471,367.0,367 +1472,388.0,388 +1473,239.0,239 +1474,493.0,493 +1475,322.0,322 +1476,500.0,500 +1477,416.0,416 +1478,403.0,403 +1479,500.0,500 +1480,355.0,355 +1481,500.0,500 +1482,437.0,437 +1483,433.0,433 +1484,500.0,500 +1485,246.0,246 +1486,364.0,364 +1487,255.0,255 +1488,500.0,500 +1489,443.0,443 +1490,500.0,500 +1491,287.0,287 +1492,402.0,402 +1493,500.0,500 +1494,499.0,499 +1495,500.0,500 +1496,248.0,248 +1497,266.0,266 +1498,500.0,500 +1499,338.0,338 +1500,395.0,395 +1501,304.0,304 +1502,433.0,433 +1503,351.0,351 +1504,230.0,230 +1505,352.0,352 +1506,500.0,500 +1507,265.0,265 +1508,500.0,500 +1509,244.0,244 +1510,392.0,392 +1511,467.0,467 +1512,353.0,353 +1513,500.0,500 +1514,473.0,473 +1515,246.0,246 +1516,336.0,336 +1517,317.0,317 +1518,325.0,325 +1519,481.0,481 +1520,374.0,374 +1521,231.0,231 +1522,500.0,500 +1523,234.0,234 +1524,290.0,290 +1525,297.0,297 +1526,299.0,299 +1527,364.0,364 +1528,326.0,326 +1529,482.0,482 +1530,233.0,233 +1531,500.0,500 +1532,264.0,264 +1533,314.0,314 +1534,500.0,500 +1535,433.0,433 +1536,415.0,415 +1537,288.0,288 +1538,458.0,458 +1539,308.0,308 +1540,500.0,500 +1541,459.0,459 +1542,273.0,273 +1543,500.0,500 +1544,500.0,500 +1545,470.0,470 +1546,364.0,364 +1547,425.0,425 +1548,374.0,374 +1549,399.0,399 +1550,500.0,500 +1551,500.0,500 +1552,500.0,500 +1553,497.0,497 +1554,272.0,272 +1555,268.0,268 +1556,292.0,292 +1557,500.0,500 +1558,281.0,281 +1559,272.0,272 +1560,411.0,411 +1561,500.0,500 +1562,430.0,430 +1563,415.0,415 +1564,500.0,500 +1565,464.0,464 +1566,436.0,436 +1567,500.0,500 +1568,344.0,344 +1569,395.0,395 +1570,385.0,385 +1571,232.0,232 +1572,260.0,260 +1573,499.0,499 +1574,411.0,411 +1575,500.0,500 +1576,290.0,290 +1577,321.0,321 +1578,481.0,481 +1579,473.0,473 +1580,301.0,301 +1581,404.0,404 +1582,410.0,410 +1583,437.0,437 +1584,311.0,311 +1585,500.0,500 +1586,231.0,231 +1587,376.0,376 +1588,359.0,359 +1589,276.0,276 +1590,457.0,457 +1591,500.0,500 +1592,318.0,318 +1593,500.0,500 +1594,309.0,309 +1595,481.0,481 +1596,274.0,274 +1597,331.0,331 +1598,500.0,500 +1599,259.0,259 +1600,500.0,500 +1601,291.0,291 +1602,499.0,499 +1603,256.0,256 +1604,266.0,266 +1605,500.0,500 +1606,325.0,325 +1607,359.0,359 +1608,274.0,274 +1609,357.0,357 +1610,465.0,465 +1611,500.0,500 +1612,435.0,435 +1613,268.0,268 +1614,251.0,251 +1615,252.0,252 +1616,275.0,275 +1617,284.0,284 +1618,416.0,416 +1619,229.0,229 +1620,500.0,500 +1621,265.0,265 +1622,354.0,354 +1623,251.0,251 +1624,381.0,381 +1625,279.0,279 +1626,267.0,267 +1627,232.0,232 +1628,365.0,365 +1629,500.0,500 +1630,489.0,489 +1631,500.0,500 +1632,243.0,243 +1633,253.0,253 +1634,334.0,334 +1635,500.0,500 +1636,280.0,280 +1637,268.0,268 +1638,356.0,356 +1639,500.0,500 +1640,253.0,253 +1641,244.0,244 +1642,237.0,237 +1643,421.0,421 +1644,247.0,247 +1645,378.0,378 +1646,252.0,252 +1647,282.0,282 +1648,247.0,247 +1649,289.0,289 +1650,226.0,226 +1651,289.0,289 +1652,480.0,480 +1653,500.0,500 +1654,270.0,270 +1655,309.0,309 +1656,292.0,292 +1657,272.0,272 +1658,233.0,233 +1659,261.0,261 +1660,500.0,500 +1661,316.0,316 +1662,310.0,310 +1663,276.0,276 +1664,315.0,315 +1665,267.0,267 +1666,420.0,420 +1667,320.0,320 +1668,500.0,500 +1669,370.0,370 +1670,500.0,500 +1671,246.0,246 +1672,296.0,296 +1673,256.0,256 +1674,281.0,281 +1675,327.0,327 +1676,242.0,242 +1677,393.0,393 +1678,332.0,332 +1679,288.0,288 +1680,250.0,250 +1681,391.0,391 +1682,296.0,296 +1683,490.0,490 +1684,224.0,224 +1685,369.0,369 +1686,311.0,311 +1687,335.0,335 +1688,227.0,227 +1689,500.0,500 +1690,242.0,242 +1691,363.0,363 +1692,284.0,284 +1693,254.0,254 +1694,386.0,386 +1695,353.0,353 +1696,443.0,443 +1697,500.0,500 +1698,253.0,253 +1699,293.0,293 +1700,500.0,500 +1701,259.0,259 +1702,254.0,254 +1703,343.0,343 +1704,313.0,313 +1705,253.0,253 +1706,409.0,409 +1707,474.0,474 +1708,226.0,226 +1709,325.0,325 +1710,441.0,441 +1711,252.0,252 +1712,430.0,430 +1713,287.0,287 +1714,318.0,318 +1715,323.0,323 +1716,268.0,268 +1717,288.0,288 +1718,292.0,292 +1719,323.0,323 +1720,291.0,291 +1721,399.0,399 +1722,263.0,263 +1723,385.0,385 +1724,229.0,229 +1725,282.0,282 +1726,347.0,347 +1727,257.0,257 +1728,264.0,264 +1729,282.0,282 +1730,402.0,402 +1731,328.0,328 +1732,227.0,227 +1733,272.0,272 +1734,462.0,462 +1735,236.0,236 +1736,302.0,302 +1737,275.0,275 +1738,280.0,280 +1739,331.0,331 +1740,352.0,352 +1741,500.0,500 +1742,389.0,389 +1743,303.0,303 +1744,398.0,398 +1745,359.0,359 +1746,436.0,436 +1747,233.0,233 +1748,295.0,295 +1749,234.0,234 +1750,290.0,290 +1751,261.0,261 +1752,248.0,248 +1753,263.0,263 +1754,368.0,368 +1755,500.0,500 +1756,276.0,276 +1757,243.0,243 +1758,500.0,500 +1759,289.0,289 +1760,500.0,500 +1761,275.0,275 +1762,297.0,297 +1763,250.0,250 +1764,405.0,405 +1765,261.0,261 +1766,239.0,239 +1767,351.0,351 +1768,301.0,301 +1769,384.0,384 +1770,240.0,240 +1771,258.0,258 +1772,258.0,258 +1773,249.0,249 +1774,254.0,254 +1775,374.0,374 +1776,347.0,347 +1777,377.0,377 +1778,263.0,263 +1779,229.0,229 +1780,292.0,292 +1781,259.0,259 +1782,259.0,259 +1783,260.0,260 +1784,267.0,267 +1785,256.0,256 +1786,306.0,306 +1787,238.0,238 +1788,257.0,257 +1789,252.0,252 +1790,293.0,293 +1791,273.0,273 +1792,308.0,308 +1793,291.0,291 +1794,342.0,342 +1795,273.0,273 +1796,257.0,257 +1797,221.0,221 +1798,276.0,276 +1799,279.0,279 +1800,269.0,269 +1801,291.0,291 +1802,359.0,359 +1803,431.0,431 +1804,375.0,375 +1805,298.0,298 +1806,253.0,253 +1807,276.0,276 +1808,258.0,258 +1809,242.0,242 +1810,397.0,397 +1811,394.0,394 +1812,323.0,323 +1813,257.0,257 +1814,343.0,343 +1815,287.0,287 +1816,372.0,372 +1817,294.0,294 +1818,261.0,261 +1819,270.0,270 +1820,284.0,284 +1821,247.0,247 +1822,372.0,372 +1823,292.0,292 +1824,357.0,357 +1825,247.0,247 +1826,355.0,355 +1827,447.0,447 +1828,251.0,251 +1829,375.0,375 +1830,262.0,262 +1831,340.0,340 +1832,243.0,243 +1833,261.0,261 +1834,247.0,247 +1835,499.0,499 +1836,242.0,242 +1837,237.0,237 +1838,255.0,255 +1839,320.0,320 +1840,216.0,216 +1841,356.0,356 +1842,261.0,261 +1843,247.0,247 +1844,229.0,229 +1845,238.0,238 +1846,233.0,233 +1847,232.0,232 +1848,234.0,234 +1849,391.0,391 +1850,273.0,273 +1851,438.0,438 +1852,402.0,402 +1853,394.0,394 +1854,287.0,287 +1855,230.0,230 +1856,251.0,251 +1857,278.0,278 +1858,378.0,378 +1859,249.0,249 +1860,271.0,271 +1861,296.0,296 +1862,256.0,256 +1863,270.0,270 +1864,500.0,500 +1865,385.0,385 +1866,284.0,284 +1867,248.0,248 +1868,283.0,283 +1869,246.0,246 +1870,339.0,339 +1871,415.0,415 +1872,276.0,276 +1873,275.0,275 +1874,457.0,457 +1875,500.0,500 +1876,281.0,281 +1877,324.0,324 +1878,414.0,414 +1879,314.0,314 +1880,449.0,449 +1881,281.0,281 +1882,368.0,368 +1883,322.0,322 +1884,235.0,235 +1885,337.0,337 +1886,500.0,500 +1887,311.0,311 +1888,347.0,347 +1889,365.0,365 +1890,272.0,272 +1891,342.0,342 +1892,379.0,379 +1893,247.0,247 +1894,321.0,321 +1895,403.0,403 +1896,464.0,464 +1897,330.0,330 +1898,361.0,361 +1899,500.0,500 +1900,433.0,433 +1901,500.0,500 +1902,293.0,293 +1903,386.0,386 +1904,283.0,283 +1905,366.0,366 +1906,278.0,278 +1907,279.0,279 +1908,415.0,415 +1909,480.0,480 +1910,500.0,500 +1911,353.0,353 +1912,500.0,500 +1913,269.0,269 +1914,500.0,500 +1915,385.0,385 +1916,246.0,246 +1917,481.0,481 +1918,500.0,500 +1919,462.0,462 +1920,373.0,373 +1921,500.0,500 +1922,272.0,272 +1923,500.0,500 +1924,495.0,495 +1925,500.0,500 +1926,295.0,295 +1927,249.0,249 +1928,256.0,256 +1929,500.0,500 +1930,317.0,317 +1931,500.0,500 +1932,317.0,317 +1933,258.0,258 +1934,380.0,380 +1935,402.0,402 +1936,500.0,500 +1937,319.0,319 +1938,319.0,319 +1939,500.0,500 +1940,447.0,447 +1941,500.0,500 +1942,459.0,459 +1943,500.0,500 +1944,299.0,299 +1945,290.0,290 +1946,318.0,318 +1947,500.0,500 +1948,500.0,500 +1949,500.0,500 +1950,500.0,500 +1951,478.0,478 +1952,500.0,500 +1953,500.0,500 +1954,330.0,330 +1955,366.0,366 +1956,500.0,500 +1957,283.0,283 +1958,300.0,300 +1959,292.0,292 +1960,270.0,270 +1961,500.0,500 +1962,474.0,474 +1963,328.0,328 +1964,389.0,389 +1965,500.0,500 +1966,493.0,493 +1967,357.0,357 +1968,500.0,500 +1969,500.0,500 +1970,500.0,500 +1971,320.0,320 +1972,385.0,385 +1973,500.0,500 +1974,422.0,422 +1975,405.0,405 +1976,500.0,500 +1977,363.0,363 +1978,329.0,329 +1979,309.0,309 +1980,500.0,500 +1981,500.0,500 +1982,277.0,277 +1983,461.0,461 +1984,262.0,262 +1985,500.0,500 +1986,500.0,500 +1987,370.0,370 +1988,500.0,500 +1989,255.0,255 +1990,449.0,449 +1991,361.0,361 +1992,319.0,319 +1993,382.0,382 +1994,363.0,363 +1995,500.0,500 +1996,336.0,336 +1997,500.0,500 +1998,500.0,500 +1999,500.0,500 diff --git a/projects/codes/PolicyGradient/main.py b/projects/codes/PolicyGradient/main.py index 2e4c5e4..3473c38 100644 --- a/projects/codes/PolicyGradient/main.py +++ b/projects/codes/PolicyGradient/main.py @@ -5,7 +5,7 @@ Author: John Email: johnjim0816@gmail.com Date: 2020-11-22 23:21:53 LastEditor: John -LastEditTime: 2022-08-25 20:59:23 +LastEditTime: 2022-08-27 00:04:08 Discription: Environment: ''' @@ -34,7 +34,7 @@ class PGNet(MLP): def forward(self, x): x = F.relu(self.fc1(x)) x = F.relu(self.fc2(x)) - x = F.sigmoid(self.fc3(x)) + x = torch.sigmoid(self.fc3(x)) return x class Main(Launcher): @@ -47,8 +47,9 @@ class Main(Launcher): parser.add_argument('--env_name',default='CartPole-v0',type=str,help="name of environment") parser.add_argument('--train_eps',default=200,type=int,help="episodes of training") parser.add_argument('--test_eps',default=20,type=int,help="episodes of testing") + parser.add_argument('--ep_max_steps',default = 100000,type=int,help="steps per episode, much larger value can simulate infinite steps") parser.add_argument('--gamma',default=0.99,type=float,help="discounted factor") - parser.add_argument('--lr',default=0.005,type=float,help="learning rate") + parser.add_argument('--lr',default=0.01,type=float,help="learning rate") parser.add_argument('--update_fre',default=8,type=int) parser.add_argument('--hidden_dim',default=36,type=int) parser.add_argument('--device',default='cpu',type=str,help="cpu or cuda") @@ -81,7 +82,7 @@ class Main(Launcher): for i_ep in range(cfg['train_eps']): state = env.reset() ep_reward = 0 - for _ in count(): + for _ in range(cfg['ep_max_steps']): action = agent.sample_action(state) # sample action next_state, reward, done, _ = env.step(action) ep_reward += reward @@ -90,8 +91,9 @@ class Main(Launcher): agent.memory.push((state,float(action),reward)) state = next_state if done: - print(f"Episode:{i_ep+1}/{cfg['train_eps']}, Reward:{ep_reward:.2f}") break + if (i_ep+1) % 10 == 0: + print(f"Episode:{i_ep+1}/{cfg['train_eps']}, Reward:{ep_reward:.2f}") if (i_ep+1) % cfg['update_fre'] == 0: agent.update() rewards.append(ep_reward) @@ -107,7 +109,7 @@ class Main(Launcher): for i_ep in range(cfg['test_eps']): state = env.reset() ep_reward = 0 - for _ in count(): + for _ in range(cfg['ep_max_steps']): action = agent.predict_action(state) next_state, reward, done, _ = env.step(action) ep_reward += reward @@ -115,9 +117,9 @@ class Main(Launcher): reward = 0 state = next_state if done: - print(f"Episode: {i_ep+1}/{cfg['test_eps']},Reward: {ep_reward:.2f}") break - rewards.append(ep_reward) + print(f"Episode: {i_ep+1}/{cfg['test_eps']},Reward: {ep_reward:.2f}") + rewards.append(ep_reward) print("Finish testing!") env.close() return {'episodes':range(len(rewards)),'rewards':rewards} diff --git a/projects/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/models/checkpoint.pt b/projects/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/models/checkpoint.pt deleted file mode 100644 index 2676e7acb2ebd3e1b1f0225c6f0128eef73b325c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 8151 zcmbVR30RF?*RG^llcLfe=g*C=E17dQC-xlIbK=M3IEbkcw0iLK4YTJ!_rJ znTyIyDZb3}@EZTq>;1kT|Nnp2^?&0hrTWr=kWL{kKjJXOSu@O_}Mb8KiiHn#u zcXn*Zd^-hUH#4(fSutv^xaX8<5kl!75C!)cv!}$3`O&B#>>eyB?qegA3GODohRvBL zl=WU4CzSK|mhd+AmQEAOdrNyurU?~RMs+b!j1wva2zvx~x!Of%YV?%3Lggs&SW(hZ zKWy0wRib3QjpKx>f7w_rRP&ZxE>!=4?-?i52oP%i?T+0)-Rbp<1v_EyDA`e}-Q$E> zKWG@I3AM#+#58n%nCTNI)C~~o{Y}H}2MzsSjMxhee$eRqH;sN>Gz@>>jpBsH0Ya0% zY1sdhM*m+dI0#LDSTO6dAn7e;Vg7@K#Sbf%aYCyA;efwc*#BT*{fmu3!hvENl5s+t zziccQ+IF$9`+>KQ6FLM42hB?o4i1(VPiV-@h`1?TDiJ#VHQ7VVg2k;8!l6k*r@xkR zenjkCu|kB--jZ|wS}*Yu2)QI7i~6a>P6$at!Ot!BLYE|=>t8MN=1#Tt^Olv9@3r9i zEGY?zuIl%Hs#jT}*DvZFXyZOi{WtA)30Wb<6naPMQc&4Zh%HhR!23P)&_5XTxj@pH zw-dgs83CD^-Vl9!Cln<+)arX^LF;UJdhS0GbPg=$?I&DfOIqESXiv1@&7tqm_E?uz zJ$gt5yLyV2qvx+VNZNCT?%#O9>Ks1c zC$kiKRx?{PM_Wzg_eU(WCs*+tuPivIv=YLdPT@ZHELt?iU6A%oP7v=bBK7p!P?^_H zuw&B@0jNY!>vvr&xVD5_ps|C!P@YUJ_aZ1OeKj~}Ji@~{jqvS59>~hAfstA_S;M}C za3`(}ice2KNtae=zg$YIFIUpiWxMg_{MD4`x)pYNFdEj>fQyc(3XVEVqU8f3!TD+i z?Z0m(nwg~I{I*Jh=*?JB{Srk{)A=Mg@Oh1|n$|H3I&z{OtxXKNP_EHlJ>bDh=)XgBl z)JJr|-%514u!g)&DpIbiCM0ZC5zTb%3;eKdA_qHnQD}1>-CVaGM2jy&kffbxMRXsk z9rFg{slTAH!bqTQ^%+`}%RtFc8N3Y~MBQc&7Wq_frp~7WYZuAu!IaP*f-Xhkwol|D zR%2KFcZ!t$Rgt#t!z3h<${avKY6^u1tzweKk?3$U7j|i0gX!b9(f))dP!OrYHagy8 z6!40wd7=-C^Vr#u+eyJ?JCu$pXP$F!P}#7H?A&Q@W?kJEUS3QgyV-Nubjz)1(yf6_ z9JqsArFLNGh8(_Fc@(OPapv%J8#B`qA2sICz= zD|0hpYlu1A`B=;bgE3_dIEaTz$I;;n-|$+j8*EJ)4D&zDgZHlDag!`*@<2B*vQUCy z0biKD|9ebRO+w3sy&&YPBxyJ6z$zyhGMn=f8}62}ba;m@k-9k8|08=~Eelmq{UAI| z0Tp*jldpmqNY7Nmy4e}Hc6xu-S@j%c#qFwfdTS zQQ~NV^YH0?=_q@JSBJD?UWO9n2z!BQ+cd0nP=~X(F0pQ$SW&D|3C&P(j3+e@Z;zz^u13R$Q;!0?`P;o>Q2 zbbI@S%N(RXKYxx-X(U$?JaBY@r50E(Ufw?nZ|9R24A;tW1(Y*<}eBzi{C_5{u|`!y2w|UK*tyWkHV~^%=p)TokLa&XxV!55mebh`klIplOL>IIKWzZAX;QgAfJewv1{JT6@ z=3b8;gAO55Xeeu`o>4o%WR&Qa^8fwjuWle)b+f9)lIBuAv*) zPlzPZi+4E6R1V6Olc8w!Xw-C;fcR6HFk{Cq#YnX6vAC~UbLx;!z;Iho4q1R@A_&mItOUql##yNIyLGn+zKF*R5 zHE1d=H7|n=(d${&;YDQRpbM*qJ21CdHCTMIH=S1_kege;-0KV_l% z0zI0zemVbsW*&b@`3ehGGGQur0qP?3=ybs=?(psN4Ab*5$K8|)wCSNxGbjPR zwYT7xMYdGYs>o~#7L#9GD&JuA5euJ4Lu{xE=m;O+)P7@W{-S1#eba|4^U(pV4;lC& zb`hICry3J>tp_eKn3eR?gT9JMpkjH0RyrtCVBG~KT{aajO$(#Z53Q*zMi~+=WdXOx z5IQ?ApOvJD`7<9?8i6 ziSd48o!2|o^SXYi;H7mNHyXsF-)Jc;H9UudtKVaCfEP`_5X9nE9mHD`uVHA)_1dG3 z-%%+&ot2C@$;KQprG;ig$zH7u4RTc|G_j0pIAKOL)wcBVc{9h`wBWZZD=^-s2i-rr zhLgOZx`faf}bOuI2XaR@&a(k7GuhNFJkV# z#OnLWkj*SPO7@Gwdc{+i_^q7_PI-gJ3iM&^!Z%oJ?#}vtsdi4+%f)Uz7qYoSrKmmc zAi9)pzrU{JhZ@RXjkTa@X z$`0som>+zYol3NZ4_8g#z`^;r=4%!hE?>j!HeJRDjnOnZ+lYnCzr^+}FrjOu6Pagl z3jgSfA-$W}hm<^Qna#Zz)Qy*i1otpBswjjj8y!JswH;2G-wzJBD1ci{4wH_n;*W)= zfz-1lpmU}YZQ|5Pu*nBw+6KYu2`lh*Kqwvm^B|MVP$QPKhUG~Bd=MTT6SMVdyBn2mf0U##WFY>Ot6EcJ%h)%)>Uu`ZQ4KVb!x$1yGYGV?Jo zrE7Eb>C9jW8q$1-d$un65t)4WCycE`G)hb+l&b|Cj(VpVeWi_7kQN z?M$13f*{-L0Gb}M)&D3u^z+Cvj+b)~@i!VUI(cNWgEm&NDa-|%qSahxsH4MH`PX!t=hEbmlh ztrst#Pd@`zx9}E!Hzl1Ve~_Zi7@lk2)Q4)0UuBoin85yBb1}5zEO+|WK3pAq6VKl* zNBe>jypSWwv{DNAhWP?6^{f<4j%~qCQBOJ_D1PreQHJfsNlbLYkX+i@`P$L@F?X7X zRd(^OYdP4IK!e(YVg_kE^iVs z2+yrDqPRJ`cl^TtnUkvbcD{8LgGD|E=fP;_rt~k47+y4WF3m3|~&y-GqjnKFBiG zjz-DpS`hQdn6@7^KIz;?Pculz8;j^piFg3|W^$>|9XKimq+J&gu62hqpOgMN}F12l>*_TbZbrUI-*H0a9~9`0zisVc11kXmR+? zX5Z{dbH~)vg{(*%tvG_!&n`yg;)mRErC~4vdQm^s7`PvM1U9~&%}eJ#N7L*Srmgz~ z4|G3C4z=#&~ z&Es{qjD@`KE|B@?6T9uh`4kyvu&v)ncSXC<{b~lB@3WS%n*cMC4dDLfwW!&! zO8kFThHk#Aq|#0L9Ii@+qt~Z^Vs}-L?`aRhokvJ-lLctJO6BL;gi}z)Db!rC4?~_A zQ2nIyc=%xs7ukG+YZ)8PKGq-Q(l+g6P2qAZ-{}Esh>yYBuUGKXw+y6Kch}nKHrmvC zaUDMG_|Chu#MkJ&dC1C!XH!XM6Q0!?0KuP5bI}TGDfMb2s?EyBPfLc9#om0}>*D8K(SN}uH4qdLUdJ~+bi>%!s1v0jsVEuP)2aSF~sK$EG z$GTkS0M#n`9(fYaz5C2w@2+Cqs_v5K8h=ttnh#dqe}Ly_by5pbubuPG2^0njpg{dQ zuTW|QDynsuZQw=?{ZC@(xVbROlR?D@g2gol;bBe&mm}Se-mWm<#~7M(l3C4gFffBn z#qkhalEBTFph~IdD!J`fZgMv^rozw-{n((FQZTi^3U;=yqH|u^)Y0ff#r?N3-3c$r z;#&b#I&IqdKoLq5I2Le85=1Qy?8?_6FfhJ5Nj4op2Om$`5NiR0r^dqi zr!k=6FcMan>r?IkMf%{RN*{X!vd4Svz_YwJt^P8PHE7+%+OlfAQWbz!#yx0WRx|rj z)P}pxA=-`=KeIIVM zgA#8aWxY(t;C*#>G#;fyH4E~%X?^uU&gCL6mmQ25asBD}zEEPNuoM|trM^CMx@J>Dr)?X1&TY?4FYqqi0atA(8yEmzt zNW-kW;c%I+g#)W9A@Tbc^bO7ARGiXC>cxESsr&+n4B+E2b}p(Yq||S{M`*Rn0?ktEZGrE71?Jw0mVY^5hbu;QxTj$97z2;Kl3Lq z`Ln0Y09Pa)1-VWI==h_GT@ys${=Au7X1oPztmyfyAh?oN&n}=V@~Msx>6;8y9?#I=dmol^F$gy2PJz(R8CcYGnzCer zolVk};X=$JTCvcDa;0pUoZd_pDo};c{H-jxX9`(YbYMz&6*FE}j*G(r$!BH&IQi7q z8W$er)VC_3Vn`dw>HF3S8&kQ#d*;yFlIzTCn>Pg}+k;u3WylA)0Y7#rN+qpBjqF{_ zQ@R{hDQeTHAt#V)>klIbm2hLfKgQ$UD{1XO9gfMJVI~va;*~ZRBatR zF87D?;xldfbvfRBUk;17HkDF6^~ruu7_@N9nfaG|2!3G+y@#D3hyFS+zF!sFa5*35 zE!)hf$&a^tRf0A%R&a+Woac`HH3XyHkuue=v{k6ZwJjNNO30dGj6I%Ij8mN0BFTe zWg}V-Vu8mBT(xZuS{8Y+HIr7r$=h4`_e%;fn6sm|D~$+jGuh}Zqw%^+92Fj}1ntpH z?BOE`wzQ(TRyoR?nYs5OmEgy?VBAuW^0tFhUbQT4+i^P5?9SGEEyXcoEU3KpO>OR< z$5`1}S$47FIeR3t2aKMq=Uxk;5L}xJ+=Q+Yc+o51P>OOJp zk}zfXBiz{c6^n0@r|PN(7O&vRpLfq7v&Uk8PMyR*if-{rcRb-`t1i5^G{D2kIV@!8 z0SJ&d!dZMv<+Vl@(X5FZ*znF^USz9As^7zC!|>}|_rzw-cXT4$S#}i8b+{1cwvDXM zPC~k(Ko3(IP+umOOI=mV)U_PpP-j1IzjA`Q4bg+8Uq@kAyz=gdtOyqkar{+W|6RQD zxA?1lSNyf1^*wuUE&ktfpgVmrl7xFDd$FY2h`oL`0d~EsMTPc7+`PlZcsfCY#!J|f zo4hSMXn%~G6lDSr5??saxn;A876!0F8Qm2-fT<{a5^TyN7M?e-M9l_)p@m z&osA_PRlc9b$Bz_#LgfO#mV5j)*P<3adi67KAfCt0T9{FVcmvuRJ>nPU!oBM$Q&a zIw~6~7S4jyx*`hrBZ#6WW>e%gFBo`ZFD-G|NnPuCes$)P|G@u2|B?T9v$(D?Q}WE^ z#EDReuKIs#NJT>MubB7W87=o=&j0VA_fJu9dxfsi8;hom6(+n1FXAS&@)%^`S=y&YTE2#3zJZtFvH}-GM_<767 zSpD5ezuSO+b^m7;{-4+Ot^~KZtQVW;Dq>t$T3lkDLD#p0MAvOU@9yFW70X5Z>FWQZ G?|%V^J4QqR diff --git a/projects/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/results/params.json b/projects/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/results/params.json deleted file mode 100644 index 2a3810d..0000000 --- a/projects/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/results/params.json +++ /dev/null @@ -1 +0,0 @@ -{"algo_name": "PolicyGradient", "env_name": "CartPole-v0", "train_eps": 200, "test_eps": 20, "gamma": 0.99, "lr": 0.005, "update_fre": 8, "hidden_dim": 36, "device": "cpu", "seed": 1, "save_fig": true, "show_fig": false, "result_path": "/Users/jj/Desktop/rl-tutorials/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/results/", "model_path": "/Users/jj/Desktop/rl-tutorials/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/models/", "n_states": 4, "n_actions": 2} \ No newline at end of file diff --git a/projects/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/results/testing_curve.png b/projects/codes/PolicyGradient/outputs/CartPole-v0/20220825-205930/results/testing_curve.png deleted file mode 100644 index a38dd4be90d59c66f8da9a8418fcf5ca9193c505..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 36033 zcmdpeWmHvP^zFHHbCDE@3n(J30!lYXcSs3XGzdt?1tbI!3_?1k8$=qUL8L(%q`SM` zKEMAP@9X>UzCDHxg?sNgXRp2XTyxI7Ht*F{<%tPs2_Og}R(K+#2|*ZW2tv%_;eem; z_fIZ>e*~Rn^_{isUpc#)IlhEc%$yx;?44~a%~38d9i1%g?H+RTb3fojSvWg8I0^Ca z*#4h4aN9e+=3y6Llm!>TcX;yD34%z?;J=7$@hnRS`oOIqBdP6{usP-GMSeJsv$I?p z=gc#X@iLU+W?<>3aAtzg(8u){;@UPBd0e>Re!jvHh$-wBZ#4x|Y-vM)P=s8*6J zbrxKg7-z}FfzCW?%V>{GHC zbQ^x*ArV>zeE9?+BEhR2y}Zy3@bc+R90~Yy;?2+#@an>A8t6TE`GV;Gmk%#UP{>;RF9Uld>XDk>7(xN)QS?YeH(4E1Ty zRE_KNjz}hpnR-zMubn1>w9itHkSO&1Z)+nKqtpH$>EI*WVKLIFJY?q33nmG5!7RA#P4ij%q_gDfoE6yLVU{ zV`aDyeAnBzZ=>$qXs=c^48SSx^Fea=DgB}sPj0Kdh@1aup0rr{*%y@ z|Fq2E@^F;p{(Uk`9HPcAYGUu7w|^Ae6yx^2{yM$fbyaRTh@+sOKy%+5OTd2GX#V`k zlP8Uz?oPh1x=W~|rL^+lhu{lxM z9?fOQ>vQ3jZ&*oUT;uZAb+-eb2FjVX~56xGV}9O8vd}6EPK_n&|U4i{c)~2 zc>ZX@zJ0RFsl;lSJ!{(aB{K^P+0C0zd5(2HO->qtK$x!drE*tY?l1Q~UmMC)V%l1rJ4BAtnc+X<9F4>P)45<1Z{ZRotGBl<(5^;vlXKzVIV!`E{|u9J0J^Q znqrV*lfKuNvAkv&P|C9gpP$P~p2ap}4?teE_1wAr+LW9ZQT!-tbE<~g^LXp61#?$V zPb)~?H=7lsY0|+YKi3OucG?+z9~&K4&iFJNyG{jWWZZUMA0eJ^kBG6p0IMKKP5hFA zn%gKc-kZlBW4ih+$M_H1F!0&At(t8)cs)4GHahmmudc4fK6pt0hX91kZ0YwmxBZ?+ z^l_W)pOcb4=4fT5=@pqgQB?f3(x1M&oa~E{T`PFDx72w5dE4x2R&v`y=a>E*t-J7W zXdb-4V^vEs+PboPYhKmQGAa6O#hOJuL!f(Cl z=Bn&a(FG9=?zeDeoA*AR3g$BW(b1DxIqkvWb9K7RZhs2`IUY1&-#||2J; zVZcq6eI*mZ)+TkG0^P4*08-FiNdbtEg@uJxKi8Gb@!c?ezV8F=Mkr> zGl>v%T1v5>sb3k&A>aBrPjYcEs0N`&pZU_ifB&A1jm_a__+ocVx>5``8#i~`)#Z7K z=dqp0ZVNfdoZ1ZrhL4?J?xw$)Zz~?Nfi{-iHvX2l?Y2_)S2?{Vq8Fmj&7&L}8;ce7 z6u=>&3pv`HNC&eHl0&L$e|IjJ(HsEb6J_NVFaz`qq$&UQfBIhgd|(iz1@VwM-kQ4q zc1`=m>(|0Y%Zf##0Mno&1MSuAP==WT!^(ePTqG*-@GOgY3!NQrM*!IQKqq)(#`n6e z`7JqsT<2BI4>b2Nz&P})oh<{8OMEUpKzM)0-fw2QK%iB#nul_<-n7%ZcJyNA4TnZ? z=>1!Yx0f?FXBK+9_Re#w3b)2}JG!XyMduA71`!$%0$K1-{aI>^M2up!zm9vm*eD2$ zoO<|4meW&GprZOS_QHlM4;WS-&3Nro#=ptouoG(0R)4;nejR2 zBB2+0cX8nbF0Eg0gv5ex;d!*-*JPT#C)Obh>L@e|@J|LzX8#XcL$8B=d5h6P`VVp} zZ6E2w{;M?Km78D?q^1tWW%N?_`J$kz+V(s`GzbKGezS6>jiad6|KaODvmn$#J+GSK zm%s$3O9tSatfWUQe2?rNvk`#jl19jxO}EhK{hvhP`S3^6jUbybAl`4vG{P>NBn%=U zU=@?V!}~}t9CSSGS=2Sp&dJ$weRV7jmziFXeWGY?<4`mj64`0QeC&B-6V8whu5m+B zQqt{wvvPMffYkhCXAV>Z>I09u+Fr2w95(*mpY&KSfY80-*K`1}B>+B`0H^?HOg2$z z-wvKu_hszc`j}th-vvGuCFc^m(5iY1)Xr9z6=F& z=m>QLKt2r=eEnLt`>e{b=%R)zTCf&#MuNWq7{DYI`EPI$B71nzJkLG?yf^>#4*ze1 zuejVtI{fth5D?R@Ige!Tqnkk_^aP2j!Q1ucB>pJVzr|)z)4gB{KaQ2XmQH2!ww?wb zg3H^>?&!IktR#P_)JB#F5r2?J!~hTZbc;;F-;>|{7a@M-U_mldY=&v#wJUqDJ;T@? z!z17Rk$(3VA&<6u!uio=Gk_x80^Km#Fsiw#<)mgXz+K<#V_%Yp!6=g=xFkcS3mu>K zW?~GhopYK!n-g89-~axt46m*8)Tm$aY5d8${w|lyrJl}-N__g7&$o0j(eu=qk z;AqjGb0=9L*R2nrM3{pClT0+6{3Co99GvcZeYHn@veXkVyfK*n^r3!%Zi2Y)RcO0> zQiMt)7GyD;8#OtjU{!bm(Dn_;O0SFE_LaXSERg5J#@PGMd3~?EY{p8lK^=HRgoDZ8 zzCd=WBEZc}0)R#oKz?7jrIw7GoDko+uJ-wzP-X_tjr)`C%ZU&g%-1YH_f{}L@9MqJ z%|Y-Vd!O-8$G9BL^t!9o2qkSj^{aHS6b6oHg`!2C}c&6xf)kBn8YY_vm?s zZr**co~m-PEeF5rm%hNSKi?9bbeXV)Htf?Yj6Q45^e;3vC7T56pEuRV^p!ee7;M9w$LPCyv@8+?5Mss;c+?P9#`=jTTw z>QOEd^3PEqo*1mh=EKov+sKp9urR=-NMd_lonAjJd)3)~M|6ZkudpTFzW(VZSUdn3 z1Le}2s^6|JEKh(s<^T%qe>ei}3)fH!K3WhVlafsK4Mi( z2mu7a>uButp3})}Qvd)TP7}{fe&}eaV`s+!%)jvDk6|mW% zuHFA=^n3)AWTIOFzvtdm53K75*}r-7CMu~J)bnUh``AbJ45ejdyC8UQX@t-KbpM-> zTlTenaLh>B0pDu{tm)Zm33MdMI2ps@)^- zIbEcN<$>0B<(xOT9;@M`XgVmP_$S~Ce3k<;B);g&9?RKAKb`3%a1kUUl$Z@T0j;fO@m=sDCg^jRmk;SPC(Uhqd|xI>+?*F-^ne zkzwF*nd`O*#HOdkXY-erElM$XDYK*FNpKUN=96q2zD1Bqkx@~LedU~=du{^pDxA}tG_j_Jb`bcXXwwMT&|F;}Kck?c8d*64 zFc%EUN~id!i6>W**PcST{R{&k6(^7)C+kHGrVqZ+eZ(!s4FS}zJHl0mgzhm^VX)c9 zC6TH=+e|9{6<25yFbx>`xs858jaQ550Dt%Pt4nET`qSlw>7;91HtD)37#O&d^`MaO z@K&&x`ZATMGcqz}VJ3Wbxc+8mRit}gcDv!AQqq{{1tj6LQA8JU@;J zsAx5p{KBf@Fs!2&+kXA}LwU*!wA0iL?JKMpvqk?-ZFDJ2>C-0-OD8!wIUIuuE4Zwi0^#?!*8L%vqTs$h^+}MYZvWojwc^9j${QBC zC{kxzAni#=NFb08(B+rX77F6n)G{8ZoGFDVIV^t#1qGidC^S_$E%Ul=8J*T6U?B~t zr%ToP_pB^EH*wAVf+5a38adj)h;UeW?Q)u}u)15gL2Sf67{%~qWyK;}`=dRnhK9!8 zp*05&4{3jYKjm~XTWH_S4hSXyEh z5vlDWtq0g)zBO5O0+bl9-Q;7h)5RE)K}LS7Aw2QR19Cuqq)$!U7byi#7{t8(rrxB^ zK5?(~K6l|X`iYF;HkNX8dt6wxL>oLB;rtueC?umb7lJyvK0abL0=K5UkBw{3w`vx- zN%8O;P8xDYt!)<<7dv~7UMehei;F*-rlO&7Yn`wj%GRjziFo;~=T-3Xg821C03Z?b z$-Y;9s#(&Y;`U{0ut1BLUT>4L$nUCtwLYUHz?PDd`fouRbphvLXHwgF^7C4)c*EIR z-U-kHi?-pn9<>2G0}b$o>E1njVV8|Yl}A(W08dW=b!la?>LG->eH#m1N2sE&AM53v zv!qs?P+!O!E)uNu01E^@|7kpe2x<+|M?{}0Ox+yC00y-m)hh%JQ zYy!QHN=r*~YfXTw5a^UZFXDzYGc(%@{<~O#HC)gMXZ#Kz7W1(9S{=;l|M}**^XdRL zgro%qoEs{&rLzazw09oV6xW>;Em1C3T)5uU9K_|#ODxpnr z@ZjOY#aaEQeYKjzCi?m`;M;E7-i{7PU98whL0ugw{Z577xaVx_UA0WilSAovA{a|ld&K`oU7>2H*d@fTOrX7VQ)&;rDAA845D zc?`d=iEJNj&qM$MYz}k?V4w+;hyTDQBXI|xM9eQ1MdV_5fjeVKHUgTaXC^MIr`+#Y zRb0$_TBWXQo6P8acF+Xy7+yYRjo?4jFzw7#ih;$f+fEbir^rY&JS%`FsK~miHu6x4M3q0yRSivwH#pf*oLV%mKNd?DaH^ ziVK1O5=)z#r`28p_dq>wc-W&Sa{0L^cPDqz)XH?7Fw97^vtc7i^6C_n?_yvu01&Rd zzB;FQ?0`~cCFi3h_BdP%1R@h+qxW0=u;jlrRl@@OC^MvglWC-IqTYAw(ZVM{xB&XP zU@MnS2Jq__;0=p$vE}7_r;cF$0Nt-KSR^1OZf*3#+y!NG9w2Vp&Rp{%x(^f$8Ch8- zaKX9VFaVnX%p3rFRg9pNs8SsVd5Rvkio$$lTW&K3`;v=tkPk=`SQ#vep<~2<-~=GR z3Mrd>t?4n@rE25_><^9+qzf<{V7(^I$P7vz98cgcaDNL;2Z{g`%aea$Jaj*{XBrr( zc}%`qi{=ghs|&EBV6u@kHuJNCRk!6t*9BV^`HwBY6eOd`)Yq}1eD|W6zaXf%|LCXM~i-aWIs&@P?7Ty+v487iLQeKFYI!F zN+>My49t}k=hM=Rw)7I~{p#(Jf?M!Ks%{#W0wm!B75i8Jpw3NxD~cg2egHO61Pu#Z zCbcwR_$#ADjH=0E;lTB|n7O`W1lW5g=9$oPp$*k0xC|&ws9sgnSiQIKkX3~=-WToV zOF=QQ>ABKUmQvuX5CDs5#L%9JgM$!Ii5MOwU?-TGrbzEl%96o~7I-aNrT3h&eM)d5 zUjTA?vfnEXID~JC?Zl7&97CJGXkcD4Mu?rU(F)jvz+(l9hg&X!fw;mTJW15k90)Ji zJc56csrep24w5!pZp)W~mNpb%tO-(SXt_N}o zR{LNza6URK<-A8!doZB1N5Kksz*oHrHgyg%3T0*1IXISRXOPoN~w91KQ=590O0n45(dZ1ZPpJLf^5gjo4^CY zj;YA$!k1!$0@%Zw_S_b&va|*d=&02V^3$4sHBT`UPMX~=jv~{M{HHKo74v!w5@GS4 zIQtDcx(@(5W??4>sB6=*u|6QeK$@%CwYdSKmG|`@I#7Ht!Nk%CI^M2!UiDWKJIye7 zxjxe%4(c0hZd9$xI06u3W@E#HMLJxo8yh8@wTZ*wnjRVh9(5KH1p{ZVp2v%bPOIVOd!f$a%fpl|}hgagcX37Bm5?en#~qBfxG|I5x~F?xR#>i+%y#XLfQn)raG z0lNefw)BD8n+MwnE#zt<8U-mu+U&c)5{4ngZM~pU-N@(z@DOW(fv{-x8i$Amy|J-D zAfMgd)&}n>Gy?6m0~-rrJoOSjKJ_C1+)wuwfxK3aGRu*VV2BlTVg->70N_giZV4<) zT-fu%CuarFfVnc$&>&*&0zLsVzrO0X*6`wR+v~i`QMW1PeP(*NHVjP2d%#5|0!RlN zR3HlcN$ThQ@{FwjRp1mc1Jzc?N8<~CaEQ@s2SLTDkB)ifbMsZ%O*k>YyWUK_9UWe| zx&tpy7`-a2N6q`wWPu)#0_vy_xUQfsVCfmZrGz}ctihKB;g|&wEDtyZOe}5w79&VS z50HR^JX=gik7@8V5lcyD7fK{qA1!JJ#S?}N$)eG8z#rVe9P>IZbPyDg!@Tl%nWGB$ zX1i0aGjq{~cK2Mz-r?_@G13HWs0?(l%hFd-*Okge^m{ei9CfYP|`$z*?h`+#>BiQlaIJvq^_;~4pa_0 zFk3uePl*UrM&Mz?%CmJ)O?-3f->2lk^+UJo%i~?(AEE>W$IKW6nVHpEpeH7&pi1kP zTadw~7|0(<3fXeo2`cb-QoTu{Q^q2DP6h>3K-4nA5`VWZW zk2V5iV`G7;4aQN5ejy>Kg=Oj{^BfN{N8oZE8eciris;TPs)-7A^m@EjA*He27)zmCPoBr6KM?PhUx9=rVCBQ+H|(OqoC4UObD!iH zBthvb0o#tS1qL&6xc+yHCi7cU`CK0A!RZP3UMnE)_ucniJYoQ`CeygwkE=lUCJG0` zc4oYQtrU<#5X4ivg8_RAUOB`8fEM0Ifu#hv zG=vT$r2Yq^08l*dfj3l1e+#~c_g)-rV@L>IzERZ;dLie?N_>Av5*eAC908OwJYtg3 z)v>a>uyEI)cr)9GaF5RbB?Fe?z`I*pMgbZTB7zlO%K_YLihZ+`D?#Aw^;A z_)0WXoW2N!w=$E7Kh96+>Z)P2anLH_RVj`wV0ifFQ&ys$B;?_05pu+pZsd5*?;f#7 zk;eA#cc#~dc(mV!mvlwZvgNWab;_>-Zv&Lb?b$A2t#CILsCKd`0QWv1C6f-##57=& z6qucSwBgNS1J^*XwYIh{a^u3>{3`rDErh(Y>SVJ|_TubVHsdvQRm~ICH!9s0M5{N! z+fV3IK|Jq@v@R9`qUHkhF7ZnN3k2> zN)L*06D&W0p=?|@Z2h;GX<%@W{zyelP2SWL1&e#IM+Be%?0yBuH69!|x3rBE+#E80 zvlS+jIg-{)+zb-+T|$CX){M`%9|h<255b^EJ*|ho7?FezG)^`h*{)AX5ThUcA5?$S z+AgZj*PWn@;1@I|g;pl35rx|W8DgP}+U!xkUM>%lpAPO`9jUSZ$)uV+X!UxB9c^#B zqkXfgl}*4PRU7YTrmItS?r!P|2trn42pj~n66{xH!)&U3r zHeONl71+Cz1CW=h&IbEvKw{B7c93A;bX@v<6BwwehLv`Q9&}qHkA?8iXz{&U|3+|^ ze;pj_@m?Nc=jXI*l)t4KvOSX?w8f&RR(GYYNFe-nWbYS#>v82+Vs>F%8_v9u72;18 z6)H!kye3S`c6o5)SuU+St`5hAdmO6Z^7(JpP~O=5K5Vz)c7uwl2M3>g_u}-rfSiEs zDR{FF-WGcBQ0Y7m5Po<7a8Y0CO^$#!gn=9QOYfO?piZ7H0s?y|_kp_!Q#L@G0>Qo| z;3y$LN2deKwG(1Lw$Q$j^uUprckCNS)c_{(a7@qeicdyRmB9vJ#^csdmCh z|6dQ2SXs*`R|Sujj!rCaB=$Ia%%yh-x#zqL{A$89Svpsb_5|J&yErLW$*1c|rE506 zC`m2;yP<{Xo31rPU$)bnb)42NMePAn-)ti=4{vUOr(Sm$gSV=HGfE7b&b99QaN9*o zd;9b0T6YqyX4str58ev+90CHBs2PlQ?eMXPq(ur&swC|Kb)3WfJR}!wkQ5mm_SD;X zGfQE-wwXu2qTe#W|9Bn9V;#_9>v##fQs0Ux4Ml}Y6sv~!p|&l}S$a{S0*zKU`BWiy z8kDXDq|2Ww{`kfeeGv^Z*v|E5eb1FEuJ?T$>!_1QT>VqQ1}vJyrh~D_M==>k{?1mh z1RvP=^k+ri7EyBCIy<6QlGnX@>3wD(n{JIE%{ZJmiUpfg6hN+8M4cb3kCK9i&pX%y zL>S&ubOYXAqOnNPAV{IpK-P>GEB$F^mRd!*W*A>9d;L!vlFi0zZvIFJW1AKv&0R_) z>)U5wlX^a>yF~acQ$=TsCSU3;ODMBx**NCcRxEuLB-g7(D-6y%sa@vm#4qkNY@R=} zjBlNDJhwG=p^qQVY|p}Wa6<9+xzJ#H?jt8H@vy>QN6=y`T0`+3mc%Gidz?S_c%|%l zYiigke)Y+3&GI866Y|~!py)(n0tjy|%Io42VDpU=Pg>E7m`DgXQ3CCGxY%1D318{u$W;_P+MtPtEs zouZreJdZ6%%<&$Mg!u5!4AMlt>@;R631m3{r0O1s=K3$*dLRq$<*DHBc3)YEh?`;_2$%%wedO^-h7yC`BuIZw74&XuNDZ!X_xyZC87 zCpA{&PZ^M4JNNC3NYRYJH(7holy^|NH^E1OP^lM<8lO(q$;83R989iZkHVNq4iDZv zVf^`Ujm^1@Gxo@bXkYx93?IdK(8bV+%vBPS4KxAG94k@+oB6xEAgJI%uC3|9z5oxJ4Dsma#N ziZ5O4QBztW0)`4F51>~pGGR>&Ex%v-#2DHApfS@iFzZ`4dw5gHdMG3E_5J8cIRy!) z9wA;zEh|(upG0Q_>Y9XYs&MG9bhM%t>rdmW35JCfZD~p*y10XPf!e?G?>Q;ffySClM1+XYpt_@2+tB0djhEIr%ayvF_d z5$mXpR>J#J-EXz2LHq*R;HoOV1vMJz@~d`OblxM$XEt)hg=_ZLfW}Ov5o)UleO0~n z#RWsw@U`^RcSgRcEr-?e`>k?eliI`CANkQ~!@6onA`QXj9#hda~i6>Et7-5FD%pY&;BgfP-LTioSKgvTfD zY2lK-zd8URd(Sj=v@-e8CNz*z7u}7OI{xB?M0jM}5`o!$(2K=eZ|;{N3*z7Dt$X+@ zYCW)3PX289+@;yeCdPX_mb+4NYD*|a`IZw?IwaKeE*3>rou;k77mCnQ2yw!5czGp2 zDU2n$YOilRqZ9phlz=dyV;7P-A`b^zA6|YZIVnIBX54rR`~lASqhYmN7GDL`r=fWl^4qP%VhUOt^6Urv7?{3X;^>Gb||3 zE&HDJr&R3^8GWH_q-yvt^M~B8s8XLM)LH7N=cZT+BiG)E@iIL}z^(NpU#3-EC7crx{)MtRPDb!7^_1a+)-BL%c2Rv#qQ}RN}|)T@VG8=jd%- z%`X)YO1(ScdG0f>w$qZfe#w(_Z7R)N8a&54B!g`m6BveDvJ~41q)Zup-b2|r*#;^Z z!?siv1nk-6erP#8*6gw7_!Mq@r#rrcRt57u12eRVqUG)#SfdNVSdtQDe@*EG;{*0B zu^pkW0R2)eT}6lRFHObH$d!G)&9=49_dStUXBdb?`@meCUJrbK>W74874Pu|a*;RJ z#+&Y?^=Q)m{UDpk^hcYBMhP>qoc_Cc`*n{_gESw;j(!L&BelC8G!#Q*fIpO*veP71 zvM_dnztWzus?Dv-OR21)&1d^TKT^X-J_^U5wU42ZPw3QMRs!Xmn#wyqgw(l%C|G!4 znf&ruLd#62>`6oFX5XU{jl?dc1x1zT(i;fgx;=!hzapke@U4{k@8ZAZebB2#iOBsy zvy)Y0wyO)eIFQZ5r8P?NSG`Ic=oTzJYl)9+ zKBS61_iJ5AkW$)aLipX;COb<0S6jVb+f|-1eaI>c)JniB+iNv0Xic*|+Z`QgQd8-xwCcYIHh7fVU_f1sn z)g{&Uh6aDGWoDuou3+W|3?S;#!?jLTJeFxaR-_g|7@ign*ESo7&pzAUiMe@*E}zoI z3t`4V&`=PdD0wqRW+5F~JcOh=ZeZj00Yn^1f*eco)(cYG@mT_2Y4Vj)+MdR2{d|sE zs(C3N|J6QKwp+%SI$ub*t9V`yl;K29h9LSPEQb_ZWU!dIYVhuT3sfaU|6%3Vc!W2~ zEYaMl(OJg-f#99uy++eg=7+uL*qt>V+`AUeF!78#8f`x4eZ+ft$!{}ukJqaPE3|_Z z>Ca5(&!8+@!JQ?kEp1OI;ii2XL+Td_3oGgZYr=Y3(MS5KVZkwTd>-c^w&n22#3Y6I zts8x6=Zr++g)*}pg6dd7H8mDGpIHk@{y|7bOtJL~BQIyhfm8S`thvVB4^{K+)9cz9&cQJ$Dh1m_6qJOEmN72evCjAiu*y|R4Y?1 zm1T9>hF7{gx0-V-hYcf(IzjR z_h|H&!<{;uM+Dx8F2gky+Y1m5(__jZMU5g@U1#sIM+snh&PpH!u0L0PJ{#4kU=9&} za(N@Yxm>K`%Epp7MRxl82fL4G23JhzLyb6^f4$bQOZR3Wmedxo7x!jE!; z@6-+ub}+EdS$b9K?fibmk_?F7_e?vwpYWqQ83d3rxt|U)uY4sexeUf=B^t$KKe#jo zfJL;?y>a=b*z0&11Z><)Wzyx<@H>aohjL*g(!UkiMc&go`JKY zsY~{oDlcA1tBYD5!u*(y=E(v{BD_N;fixAo;`n{nr)c|MR65T?jGu+;#pJ^{m?$P8 zWx{X+MA&f9L4vs}wS4q9L!vLOI8mA!dBYSTllPc!Ly`uR`2u9r53L(s#6SGTC1BK5 z>YKBdDG2#JP-zSbl{e0#t?>K4UjRYPMeC;Bd7T&?f7-8n7wm}8Sb?aHOGq^5rarq; z`icY_#YK?vv@G)7z$qm9;`UDKZz+9SX8&?_nIMm)@tF!rqb5{jx8>&`=`mge?=AI< z%L!z`R(zU#A>ze#1HpR%LL2v-;#WxlY#yrJUwL*DnM}3shNlO-S<*yszo1IXt0B~4 z4zz~8#8}@T|B$}yDDvudG2i{SUt&#@tzGhS@%5S6DEde|C}iWGp}F?yK6r}x9gTag z=Y^0gyqvxGiKAX_0C;#~bTW>iiI9!E6vXh$7(saTKR?RQ6g&%Dv58 zU;a+Fvfl8s#!z}`*#Z(rDJqe$k2O^NXVr*G?t7bm&soq2i98J{CcNVJ%ml>IikK)U zJI=+wx)~XJeM%dYtjn_VF(w7?V}AQUw1Cd}FQLY?RxCqF)|PIJB(7(fX{U+n`?-#3pjj`yb6)zfa@hRBSwF7$Dz1YpnebA{Z#%Ld4|perYZl(GpesvD}}creiiV*4;M>fCl8F1_0+E} zNkRnrHrcupg8ei* ze@s_BHx(};06Efke!?mDbywY-#Dd+)lf%MMfv5fogko-?%@FZ9c_OgT=;!uHu4G$oK< z=fYD$*ofWNvfX6(Z9^wTFgdCIG%R-mq+?a7{QM80)nqhF+ql4zK~^bV{rg8e+(Ac8NJBnSljwFcb7@TtZ#y6$-DhYw}1=}Fp zGl>BhXgBXD4ZI;X-E*miD9wMpebUP%=UB~P8$Y`3%!01_aZh*#53=~zt#{O z*ZJ9yLhQ%5Aw+zWh(k_3(%}qwLVT>N`lx_WTsF?VG@i7uJq1i<@@vOVd^#3qO z>>k^*ShU#0yt|tdq?t*PqQQZRBL)l4A$z#&WtIe=_JF;14!D1b=t2~}7oDvV|6I*B zmNo~VJxsvECcNoUiQV}10S9`g=YyBzV5}+K36FGAa8bR&C8@VNgs1)kr}&jh;|;jZ zUqb{Bd!>G>1<%D)0Nib{Tr8tpZU$><$?3I&;Ve^&HG%rc+(&kt7kJ2D<|!Z8wDPFO zu%s-AumbHrE_^=&X9-DQcGodRS6PVX=m(%Z!t&peA8LStw_XIog8bL@L9l@{!0Ja~x&Ag*d4sgcGf7&mQe{7wMd;E+glvdMWb@z0TFtkk$eQJz7gPS`x8ta?w3?mFEi=gv60C|i2NzG+3tJug+brf@nVl` zgXSs^`}l0IWy)Rt%9qD-$4eJ2+~uMC`AftDJNL;(O$L_KE%TK~hA5H_l;a&72}hI) z_LqMnw2cG!*6+O}Wu8F(Z>?6sdVWSe4Ox0~cx-0>L;p?Ai>IyM#Y`~SdUCRgUXnXJ zjZ>92t8=3mAq>_y>2b91Ad&75d|3QqVtF9Xib0f3=jcu^H{)Bw2NBct;yk7kIoFXx zk7;v*@ZWNCXxQ>XpE2(_FRrTeQOB=)N1rhV$TAcF9c z_U-5;Wk7i@M`6VJW(KW9dM82Hux=Km8kQttvoTn`{3UDtSZBv%RoaE>fQZK&arf`c zQ9LOJ=P2)k1W{bn|J=(MO`wr#0K5^0|M5mf*DsawB4yrT4Y~PnGOLa7jWB?1m$gdI zz*>waHX*&FxdYhQs74bWJ&R%#XSSUaH#f~n{1 zhZ;oY&~3oIGaLcRN$J)jfMs#W0BJqQq?FJ#y^L4FHlE+ZOREs;=!RosK7^r%l zRB983cS+SB1QOB)uEg zs-w-iouR~qk({H@nGb~3MTC{p{KQl*ujnoMeeN&l$zn^4a>Kum{C-t9yr;Q8J3s*> zpi$O+u|zf6?L98jZ@&b69dZ$!J!=s|FTkh!5=yn2LJsw{5Dox8jM+1#d`yyyvV71- zFX`cW)FO*L((PSsXbb9rT7@xgYzHVQISD};en>3Ohq5MSt=6j5Qb1o~%f7;cXk|f@ z$@Zru%={w!)Xb%sw*IEKv}EflYo!bh-e$xocZ_Q{`4n1>ysshQ#iLY1uOAkdV;KcF z&|~l&3Ttp{cv~0%R!#BSsOOn3bgz3b9xbc!)%va=LG0vvL?rvdM@q>IsAK8bo{q{| z4UYQO^|BhGI0L6oIvyPsuIr9O;`&7j--k2ZIZv z<#OE*aQ_&P{LwkMvpA4V(U(0oAh`wBF=eQ|`ZbH6)?3!-mWktycpUNZCSb*hV1q8wCk8jR%wL(+{eH?CYW@v^bJtkYS41xYEBfrF0Fb7A z5plGclBhrWq<<+FpboOeg;zvq?bKL2dTm97Tp8tN2T=;%QkrpAo#-Rh=UXgcoK7_{vq~t&5^&-aEsv$2(!lv^@l}vrELVo$} z1Z!*P@(mWR`VZ2StP#i&i`N~;XFxOa-};-|JEx!j3)ovt;@QmK%&}a$F;fxR%`3kA z=%cs_^K@)o!>Q5Dw*rNj%1Qnp#CO!NwRrf^*d)ga3wg{^7|49BX4X({Pup)?x<*~> z7_;Kmz;`@yJ!mnI5Iu)J2b)3}iu{E@H}rP$qpuFlWUu7^Bhbct$OZFPWPq9jf(|ZZ zO1jq1T(aleEJi9uIIZzJ?1>a*26_e;v^@_VgdN7QIflBO2~6H~Lms5A^? z_OyK9^cqXjq0`%~)YM(@v06TYa}{$%o~7)+pk$`~D#ugjFe?dt(tFQk?DE9|Rr8A< zQU#hRlAUyxGWE)9F|O0HEPj~?R+S42?8s6P_uIVIP^T6z==!GcNA=>abiJA_-M_v^ zaiwP{c_mN#Ek2>pwNoU%(~&qO8ApQDgjlBceM+Y^_&`*~t62)_k65Y-F(c4XFDb{K z_?tU}^f%$h~^PHQ%ZgAj-#ND54IOUXb%v!9B`3Z$$I)IfuE=20b!m2E5RJl8^>g zSGIKY8rgg#C5;-F95IwOM!F;Qz3xZa(`NOo8G%oC z2eGq}~Z|bS_Cn}BqQTN2rtTu}u%;_&~7=c|(`9Dbna=8iz z%LtUjDg_7ghE|aqK_P}zQVR#>EI5!+V$shWYzxi@z)f~=$FR-B4`Ofxwh5dypg%IK z_YxGa9e)Q}l;M*a@4!Jx&xaxM>J0I&TW9_qGw_zv-slTZ5bmm=baDcpJs~f9R%T%|7jE3>>)Kmw*{5f(AV}ppRMPY$Y8&_!jrb ze#>DD9Djk2yuD6x#{pen(x77oJ}x{9dc6=3*rJD9)M7>4AHY3o;K^peA#@olEB5-+ zrCX2a!d>6HHpMj#*uKHA*wdS9qQzPtDt>RCSfdZX#;B`YZFpguAB}$f5$hEw05^&V z(7~kt^^1b0O86Xca5p&pjrgy>EMJ!cG>R63<96;1pk)d^RSx=TJ{OULW?RrvV-B9{ z&=qOYMakl~2z7wPOrGjr=^+&AwNMIPTG3#f^VOb9;$zynG5~DCt?#QCtU76F?O%z!6HN^F zLeBmovxmD3W>nw0HM2)00Ra9vNGZ^D#_c-8Df}tY`2!~Gp`XPJ_ z4?a!`ABhnZya_kIo4Czk*Me4gHtrv!0-(p6WRwsOPr}5+q+nYw6^SGx)6Oc@yThlw zTsl$s{)Zkv|BmcXnu_`3--_> zV`75AX-G^6bomE^Hswjz8SkHDim|wVH zxja04vFc{+nXkcgG&=At%)O&)L|UVp^3BKOUIf$+&}{r=sa#Tiyyk)23^AzlRxi6 zC{a;*aM&a2SON5w$CY}9CmBO2F|Lpaf!?(vE3D}zI$Jk##W^qhu2h(H&NEa12BZ{q;{cSh5% zK_7gvJ}2Cj4cfXuH+&H2%#|)!io95JSc+?;exM{?9CBg&B^C+ASkmw(1vzUH{2 zQo%f2TXhTArfTyQh#m0z9ylrsK<^u9clFI2)nJcuTl)5T=l8?jpQRRJc{b$5Y@tZ2 zv8VKqCTOR;owsg;?!0q(9d~vL%Ao>3+9TjKAENt<1pLHE8;%q!YZ^+tKvYVfsbpdO zQTOs9bzBOMfHc&{8;Xd0VnBR1t8s-_KczZ@wvja-@zvdcIAw^U2hbG?!0l|UqHdIY zI=bhS!8$n}85em=W(7I>4``}dKbTPBom=O9uRvqVvMx~2Ab6qZJJS!i!^@-^{-nMt^DTF)YCZei$`4M5vro0AIMsWi= z5|8oT!CZ7Wi-E-%bAjLxm(qStzfM1+rB|}@`dB3b!_tHv6gR=ku zc*!Sa+9uC?d3dZ&hw+??2oxQ{=;K`#9ODk4Bg_ERkuzs@26};}NB2ck{-PoI*r^=I zL^etc^D1-1Cr%Ol08qRHH1b`DYsSo5GnLN`766sw(O(w)BI!iI>rRU!kxP~-#iTZ+ z8SevIR7NjQdYmYBY2-WFUR<}-3|29K?J`f$9AV2*pv7d05jr%&e<}0Y#(wrgSq|UAV=K@?=Wo9eum)aU zhp-RJn2`VUcvhH!U{Mjo_$ig733DU@jK?~p?nL0R?pvNke-+|GI1$jK?Jaz2Ts^ZQ zE*0X5fR>=hP`55C)Jt46o4%G310c{=ob?$;-2632s=R{n(XufaU`M;^zb5C^aDSt5 zR9_1Ur7fq*Z->Ry~DZg|G)p& z+opujP?;qeQAW!SNhu^Gp)HgV86iZ828l`~k?d6|Br{p3q%z9N4xz}3a^0VA=lApd zeUIODT>o6h_4(&>9(uiB^En>#eq&J3GfNfya5njGsHBwG%Vj4*I0YgYI7?jCON)fL zVakur-Z72hl9PYAj3t~O;Y6pEhE^g;>}DgqhDAoy@j128)#M>LG!p9r-W!EGm3|YJ z;In5DN!Hz$D`Z{IsPUL4jF^d&miHQemB;LNQhY<#cD`b%*Xvgg9e@{ON_9}&v3iPO zI~Yv=e7VUI?D)5^s?wWkZDEq;WawD^o>+8ACf$mDb_R?UioRFUQx8-I3z|kPkjp)m zeCLS;?Xi)wP|*?jH|D7p-O`@x8FvT<;r(bwFUVwpL7rJb6V{5bYY}E+@P&gm8nQcL zcx@x)OzFnM%}>$4)z@+MvgRHJ{rO+nzSXZ@=l|KcXOqdZvP;ju-{dJmULl!OJz!=D zCsola*y%X@hgNy`APM&N-&qgJzKjZ-Cvl^IqlxIM#d9D>Z4kCjZ*%?wtm` zvD_)#P8H2te9C&qapG8ruB4og7Yk+zu)&;MiztA3`0vqpf4>9pO(-bRH5Rd&=+ zaV9&fuSM9}-7GS#o5+EOabQRW45y_zEOLg~I}t`i?L?A)@q+sdPkul46ZYJjNamdf zH%3Hu6hSR=oM zN5Nw;`JK+1Y>xxeh%HMwSY~C|*-}N~I19S@(pz77t^N`Ck7kn=Pw`g8l8cJN649n% ztbRGC_%e-W5{%j2+uk~}j?qvXU%8>mhdPvcMDtt7fr)BO#(Fl+Zq_A+uDX9_-X&~V z#1zKr`^H&)ziZBU73c=l*vX$PcNHk?d?bsRgc(Sti=p4JbaW$|^O)9qRMQa4cmdYNopBN~ti~iq$uDhTWg}N@ z7x|R^PU4Bj(^R~lu+d!M6t+6asfk0Y;&&D2rm#2p6k0F`D08-JB<{hK)w+C&W~{u} zEP46Wg`8ib;I?JWbz?;kUA;+7Z;oF`!h1&qg&@r)Xh$+S<~ zzHis6Z_Lr)W}pP4VwU&DdVihgAq$0DvAZ`ja-Pd%hNM*BPA zAV~>}YnK0guGsxRr1;xtR7?HqQH_ldb|TMbX^{`vDb z&oxOWG+DMnzq%M6w%O?k`EtXe?o%jjSSM-Dd&iFAt#9oS^Etq1cGhU`f4@_NMoe-2^JwFNE;FSb0MK%a39_O^a7IB>+y)5~^Zl>G@S!_1$nUIJYRdwcdRB5CJwy+9&$RS!9{8Yb4$uK}7Shqu< zNNbPC_>7&vihrUWn>#jQwIQQnS>Iyegdp}t4cLRnUWmxoQi0SmefnOwt9OG~?3ezJ zk3{~eJh(QvwH&pPmX(JFX=f3%*@&}q1Zt|sC92=w+t{UfNig`Pc`!YRm1-lN9HLXF z;eN`(&24F^U9O#A(Fa%GX~SL7mmmJqt>COybhTuo9rbKZh$q*yUqNo%f>9!kp#=+n132kvMSv0k*t~p~uIYuAY$kXUU3B$-k3kzDf#rSK`f{s!C^y;M=GbrU?OG%sct6=b%}Uvhx>B+I)8w)Dzi$>?63Aw-jd*G~9G)nS zM@*`EH`5rjuZTPBa_9`z@KKn14{dw&_3;ng#)mZoS{hz5qchV4=iNh^aBxzT#W!8Ovc|A?QlZwvNw#CBtBxP>e!TfH$I8^rNlVlFNI(Zsrp9 z*h(}GM;92KzF(kfOL4-Oi@rv`u4cc5Z#t*1(mjbu`ECj8QDdT!*u8YXPUS1YNU<&t z@3TcI^ARb;>A>ISTxJ5a)Ov|WMx#d~m3bfDC5Lv4TQ8lYNq1wQFy|{#1!M2FEt5ZS zwe$sQ_ep2qw=daJp1;2NB}992K-g%}4Cym(Jmj`&F)uIaa_xlkGJe2bRMa{Aw=F{h z8SXT+OQ2QrO{{jv$`^Ncixa7)9QU81L~wyfUo~YNg+5Yper>`-pJ22EF_OkwsIUZ2 zO}P^hv>r`S+;22aw|*7vA4J!3^ChV#@$ns`gN^9V}JFAtWzdGi%7XT9t;9!z%cG$v7fg&GW!N<6=bc1Gh-{Px**;)pKIP9pALlEQ2)ByAK~XA`g|A!YoJBp-vQsK2e%4=FazH1E&(oHy#-(3&x7 zredmlcQiR$0Ow9_dX+yQm{EL$k$R)Un)_?4I3jbHGkxP|r)ClN)ihKeHFLkUmH?;W(JC^jV?w7pYTCb z+QCipZP^;>L)(02H&Zdt9YUwHCR7PBPu2>02nUrNDTb~N8SD-H1u{z-U+dzkyZ*md zeTI56Ts16Vljv6CgK>ie3=>*K zE7`1R>ejxEK5uRc{kTh($XF?-anGU;l45@5`?C}7ijb-!tXC`2ExB?+!_~uYGQrE0caR-IiQP@|MSJD5%3402g$3tu$ z`tODsSZq$3N`3?klR|gBvjG2 zTW0>RiTgR25+f)*yTSWOp&yGv|2>P*R{pDFtp2)V3!bus{(I#J;iY?+#r86h8Q4Mp zb;hmrtbHxw*3Zf~!auY4;;hs2e`o5q*vFVC%YMtBvSB1X|NQD4oG+LeK0`%5U@{kB z+w=Og=*jt~=u95>#S`YU)1Q#vG>sK|GwWc}?5^k=^kqFbrGc?`Yf-oU{ONOSRjd(Z zZo@W+y+$vyT8D;>JfC&`=N_UqOBHF)uuY(753gM+evC4QobJanrUFbQFs)EAiajPn z*PBXH;$aD|KlQR2kM!@kZ9eHG?w`1!c5;I86LHsh=;zp$ZpL*7&o_V2$YwYIhJ3qb zDBCRvO$gDiyXs^HtNqg^>#Q%|U)I1JVW4k4ZueD|KmRnFLU%LvVq?dL>-ygF zwR>lbD@x_R-fCV=($l!rZN=t&6Ex{taFOBHE}B1szstK-%+iW$$X2po{xA(xaeRW8 zK8k!fHZ3>*2Q93b^pQo^2FBS9$%gGf*8uj}A;6sK_C+`pAv#w~l{P>6YrBr0G%*RH0eO!}I`e^V^vHO`OCZ8Y08w>V}3YThklBj%RU{P9d0 z5<{%t0w@Vi@eZx`{|+nJEq1FBk#d$1-9Za~IX~LFQ^$Qd#ide}>N=FJ{5z!9oW!SQ z*3H)Qqq3jA>k&=nqM!8k{d%U<+w(6$@IQZ%)@P`}<~RQdWGm6!t6wzACkKxvpN;+n z;;oa|b8^n$udCnV>1B~6hCFg*zoIW9LjNAKCaKcIs!^cm<{)`};`1keEU@ilJ>`tp z*uQ`9zpuy@Q;`C#)pVpeF*|IUS`C&5HhZ~aXh;QT;ehT1OD z-|bCdHnvX+EjLmbazu?BlC}zk{+&6{bvsI#F8!oJsZi_ zV%yA=+Q()+YBYaM)Y_toK`y~p#DQ*y`AF#sFk6%hsGm~U5ccnvS#yIS-Bn2a6gL|Z zhOdZ>bXYq_@=+mmIInGRNioMF6*zKUcq0(S9FRY6KFK8YzO#8+awNNc>i2vGVg-F{ z9`vJ0vaPw$cw*x>%{@%|mjC`Q{-oFf? z-zNmIqzuQ0u=DbNlq`VA&a2XM;gtbM32}w5-TM~mdheg;uORw}y88NMP%+!b6~7jZ z@5asJzVWIT^C(P@jNhBrjHXlWQ$G$T*4x^*7Z8D2X}4U7U?Kwo!K?;n+7FmC64KII z8J4fRPeXTuh&94u>KlE^%M*4odC0TK^Bqms@*mh>u$btIkEcF7E~!QbzW1?X$G%ps zeJJgA;6GWM=A%cBbXP+Fd`_2^{^TreAa{|R$A*Xf&xy__QAL628K4ul&dtNgX#;iZ zm9(%h<>BGsn&&{z`y?4}o}D;8-v(cOblg%zV}dfZe{MYGWBK`~!0w5nWs4KfRrdLA zoBEO)Up1{oj4F4CCT@U!GBoF&lz2Zkm!ZyEsrNhd=WTtE-Y}VFz=m#bm?asj6`oHV zA5;3z$yGT;hekS1q?q;0O!t)A$(+&(Sy-R@>uk{~ubvj89xqW!5PE8B_uManNC8nK zrF=izUxKolkEA>~#yuzr2LuF|x4*0r7gZ}vJi}^0i#PInZ?I}~EaY%n z+4o;<0p$a)kX`XeZQCUhO!+{Z(IZ-_9`zrK3z5c2BGj{(~x?%^aXND ziN=zbhlpJcJ08l=SCBL%y_-QHA&`G=F=*Eo7Zv3)+{$IGpWxR4pX4=Ol1U?x%E>a5 zJNkCvvV|-}qdCPiwC1Y7iPce|ew}{FZ+OyXOWs6u( zEHf<_&0dRJC(T*Km@q@e;XrPX1wv`~r)Xow#EdhXG0Myf?_H=wkqcRl!gWSXUUFHB z>_AQNyv?vyzt^JGu*ef}FxhhYLZ8u#QjeI5{puA5|NRkzb@mJ{?h9XDc7FBSi#j~i zw=ZJ&ujTOHKTKe={P&1xw!A2BYF8tTEXl~o;|)zdz7i9%a7mNa&)}I|ae;7i|6LYw zuM!LrN|w1o!m!C+&fi&rktBDFAw#02eC8+9P+Dj{-IU|0N@ev5tc?gNxhg9$r`y|NV%l-55l`%c8zOIPgd>wV>$z>qh9FJat zOYVnb@15t=P)5I$eof8sK88Xr^0 z>)dK~N)xdvCbw)H`W;4id+aTp_Q5boZXDC%=z|NZnkL-@@iujf6x$QGm9N=b20H~8xF5n_6CJF)$>nELe|WmtQxr9TR$zaeYR-rgE^_}W729U{QEJ)M4A;p_W~E5v*c%{c=CU^#IB^Qk z%!SQ=D9P>SJzb;XbYB4|3(RgwG2MedZH38hqe?fW6R&=)V)4_Zg(62XKOiLIo+2iI zLKrW)iA8RK)go`t-ac0J39MsvSeTBOv7#E5K>wL!_TjU~1+g@W<2KYNevm)vh4 zF{Kh*ahoaP09TH5E=#C>Q8(i<>drdR^DkU=~C^ntYVZ?#Xl`f-?f7_78jl`q?Tq;VVlh$!O7lz@A25daMft7?p&l6F5&qZ7F&HQo#hA@ z$%j(vzB=p?H-#Q_|Cy2&e<<(NSqiD21HFu^0$U85-Dd`4)el+c7_^zHRJ* z@5j7wdI^0%RU0=j{e$3{Y3BN7PA$WLO0S-Edtp%b?~Akf6l~6EjxdVUaN(TD_m=4` z(o5tc*LyE@a^i#*lS3EOZ?z6T5|lBw2!v!gU+b&MH;|^J6v2C zAwIMctN-!)CTZhiuhN+>K55Z#CYdzdDoip)8)ut(v2e#F( zdO;QM57g31AW!F5qc{X9o5Os3d@-gOs#E<5LO&ouZ$0p7`M0JG?04_pg^rOR^o)-~ zQc*m2;lYnZpd}3(+G-R~%{0n{@p4{-MpM#0}I}9QXG3 zxZRHryUx}<-g$PV>g*;sy|&dYiJ^4{$EOU_tQ z@yp8*-;1o1T~T&lI&P@>XqR8#2}v()$Z9^(KTm@S6fY&bK3(KYfyd@0>%B@JEkqO# zs(C6DrL7$}1yRo*pZ4vmOEDFqihlLWL+jSZV=iRrzL>g1o~4a!kXME=vfagH;gO?V z7JuD&!X|GbiTlK_u3FJ|wrO>H(Me|&UMAYd9j@snyqQua<%y?x<)}C1nq%e(3_tlYgCn~zT( z)Bq5KRdX}#Yzhu-i(B)?!31d(Sx@!=NmFx18wZAWC$Xn*uv|g4qgrG3_h1H0yw~|d zmxX+ao*u7u{Qc_`c28@t5r_ofqk3B!1zF6D*AoH-zXzmXYAqB{V8bU@M%ZXD`#Z$Y z)Z_9yeV|F87uaXKl!fV5x{YY?gf*n=Ua>7)=-jl|e38t$Bq^vtLMKuf(qADW+b_kU z_Npmw{OIE+mL*qs%b_Iqhejc~y2jG;lsM{7#GgAn3_9qr$`6{8hdW9drDQG|M@U9! z#~MYbrj?eKLT^!gc4nl#>7@hL#P?}Ncs{hZ*UmFdw$B-~3UZ5%9w_dyrE)pgrk7-_ zWX?xGOxpZ;#o=be>^3-cY7qex5>q2G^#suJ>||}^sP!`qvINb)Axwx`~N+ zXV<+7wQc9@%ileC$e78RHQai>qtVK(qay4=UHq<1tHsaxLwbLpegqPzCS>AK)~$Jp zIX#ihps_r21nuF`zJzx{R9vr%;|O#5p5S9AOCp!7ws6Q@U#F*%1)g+UUhEvEb9A+em7#qB+f|U&u`vnNkjgZNb@6(+aJw1dPL@+ zWuRTgP>9EvWf_^7w{QBPDzNGL?a9H92}0+FXIIwMaY8^)nE}G&?W#Oh z7hdxsqIi1}La3#HDwIH8vovtQI=~*TkxxzeRvt^vTu4;jw~VewmEpFg>_JwnTT90J z3L&q#&_gJ^GU#}98>DB3iXfWf^zFSBR;!CRd7bu+g*?;#!fDU>?!RU?t3?3oXnry~ zpbn+boNR((D1_QC0X|Z3TLp;)=Z|q(j|__Jm9}Rzb|I!p`9j>Y>h??Mr)OnlVay0Y z_Z^~IUKP7!UxU1H`*2%+u7pIzjyRp4ca(;hTU>MfolS3=Gk!HpZ)9%sqKJnKeYQh$Hpqecpud>5&wp+y`5r?~ZSVVKwsQGk=M38e1d zl4`Qz>9Yk=>n^e%H~<0AdT!h7CvRU41#1XLSKYgjE#7w^-bh$flnwE3%k%k)9ec~+ z_sXD#ZF|NX8&6SerT33FomPG~3%4`c{q-4^neAv{P(OBz`<73^lV^KBMF2nM^R+KfC(rXInMj?E;BXY`$(fzXrx4U=RiBJzNk! zBeBwFW-Em1kbz+Tlmx{pofFX-ZA+G<`Wbb+Dj$;Vi}aGC2F5*!L@5N7WQo|}8?EzJ zvQX7JY_&12j_tu7)4`d25=^Kw+wXq2I7aKllUVcOn2mpbiT-Lhn*Esxbd-QV<|?sw zbQipKi$gd4Ay+~3hi}QfFw+lQa=Iy+F2+IkcI{X5`qOgr1~bv7A|jDFjvWj{z7JCG zmA9ciCbDVMQV4rJ5|@MPjS-Yxu=k$6mXD8N;O)D+b?Ek=qSXg|?(crEmONb3%v{}P zvdq&&q3}048f;);pXO}!-;R0q?=xe;Z|HvVd6zXGT_3y-T|l9qI4pdh(`_NE4%t2> z6nbVyEPB@|Pm_ZbILw1U%Zzfk#n4y&>gWM|I;d)bGer9}P``k3oY$1v!c_JpQM%c;yDoKqFqf5SOXm}#_lN5A5>$Lp-nGifz?(be{$YTHxt;9Sf_PmEC{`v0i?G%U55hsR^}sW%R`=fXg6VMFbjh`#ATM8q<qflqOT&VDHeKJ1;X%$@Z)baLL zgo~?O3155TXw@xt_x||C%p+xsiN2Tj%p$1QAAt7k_|!nkDubj?NXDFp(EaA=iGtbD z1qjUPtX}(Y2j1}|uEJH=_XCYiJ@inMk>MZ7f3^@JiQ0ySBG>^splG@y#l-Yz-@Dok zZo~GJI*K;ltH}C2w`&xvRh?0eQaHs?RIvN&)8h^usOQFK(9tYW zL_V+*c0!uhpIX)CV3?mGVq%P~d9FK3FI^kx>R2PnwfY)EB-*rO4|B$>2#RH^vv;Z8 zD`Wc(O8Gwl5d#pWqbbKp9%_}B!6@UczFo*%q{`Km=Q`2>M$p^NGKVhgTqqAd|H#A+ z`;|EmA*`z%kAC8Gt1zdTD43#eP^3*(!$!-4 zzR>gHqS4HE-=E?(+9%tQH^>4F3%zh2n6gF* zXZ5w(q<%c5Dl~+OWe-3cS6>b1aT04A z%ET*+i;F4W#6+9i``|_p6W<{8&r@O=Vc%k;7OiZ$jPy9`wsT$p7syfI^6V}myD#*P zgZdsm46M1QRx;k$E_~bW*S8tRsUK>aojTpqgd9XiElCiI;t#&Igw0=t`^!M)o3&x6 zRC8gZ)pJ=ze;r8SMdon3oa+D|G|uA=z7&KrQShzNftV|@l)9G}uLpDvFGKIRQbb-@ zeE|h?w4$a)p$Pqf{dezI9FJE(6 zjbdYG53I9cqE@Q;EQC_z^=)U)@0qEyzGW_D-q>5lmUfw(vNfJrdslIgA0-Ccn_kbj5gYq#Z@%xF zH+!55RU@i?CK-SBh8KDI+2^X3Jv}pt##MUNi3Y}Pam6Q|i4e(QQwIsRyXG>AgKXT| z<>fP@U816Miy!Y7V`M=Yd&?m{(S##H>YIRQ^50sdqL$5e;WF1;2;%mj5%hu~cYcFI z+d=Sy#L35j{J%h}$+2U6qGEB~QQIpYZNH$IW&$#cyM=3gz3v`W9AQ804DC}a^RXUd zk)ub=c)@DZJbYN>pA+(QgLB2EbQog843veptKICMNs-Hg2&q5UncNO1YG4xKm;&TJ z(!on(!>IA^sa^_=`{h7wyn+1l#i^+$Y+PI!KZpK|TsR6QV>zG-HGoyTg*5_+zqaBZ z9WTW|G`Yyy9+a8sh`_(XN)^v#AompQlC4ok#Qe-_S0?a?vS}cl)+tGd*mL$(TrL^tNqaMUx24HALKuCyZdeN!Xj=J1f zte3oSsN+|3Xk*C8-^gXxkRJj{5feus19~<}{h33ca&F$$Jkvg>vpvob63$8;X)k-l z#Ko5!ecN*R)rcS`MZ~mkt{JiJ|Da9$6pFfXW!2A#=9Icb!=sdX-@DfLFHWDoDl|t~ zx*vYWKe8{$xU*){?W5D9FXhhmDxfkV4zC)42aj(b;#W{#zu3(X+}YdnBWZ6?8S);h zN6Xn-8!zk(imE!IqnuFga}-A8)qzLrUE;yDCMled)aAE4p>!`a!j;|7kn@pA<7{)> zuHTfWgoA2B)cuqHitTpuc@F(-2%r}tZ1T?STd6wzlW$nCMWEDEVSKu4{Px)u^QyZm zG!RoI`e^zJ<}xS5IJeM)X#WT9sTtSi zkJlZ#rq_syA_MwOQ!n1T)jYiNTkp+KshxeMN!_V>2j0p+6q{HC5lEF?BR`!Xp z*1JvBqrFG#`~7>yAY)8&%ZGMzGX(@{i>zMFV3HF5rE#AmGmJ4&*^G)o+qbqbLH8#a zXZ7B|=@v0ss~Ae~8Av1-3TEoXgPf`DlvSV5c$8^&&A1VOC@P~e$gYB`4pb^zJXG5GtE-SjMdWO*S#9Spb zLh_j2oDR(|(mpij0>Du{bYZ$n*HV4;ORNl6ngA9cQp|ie1XUze;h}XRu_FwaC^ zkYDcbi-Yi^j4ALLLKs;W@nOIJ?77}`h?IU|;3$r+lrl7#KU-X5BBsr{DSg{iBO_A|rbZCh&?mCMSExY!w8mAH*RHr?XpEmm6#g ziw;+%Gc6L9pbGV*n|>Z^hc)=hvsGHlgE$m_uSUz zXsMmm*;P|n>9qMBdij1rkDvcC=L(aaTuAWW&N=l_{PJLLclW1K!%+DRRGwd*4PW@p zn{OatU)2m>6MR*zpCDn#zMO-?av4U^w){tgk9R~<)BjFXl)3Ej^fbgjf&q?MGC9&N z>+tNeeJ8%Y?0WO(i6w*Zh4nk3_CAml@GcwBi=R+mPiiP=^RkpOGBcBaVs&Pf^$#FP zf{9S6N@Vf`_`YR31Ucj-Rn6GZWXsfPRAuZhY{cl zxDoGix_lb#WiO{d3EcepyW;-(ELA`WI>Dgn%bY{3Q}P8miavZT00j}+1Xj=nR~m%N#P&%>(tsKTWc^{`y8W_J8Sx~MWswq$=(SfqZI1%|u22}vSc5cn@rNuz|pTD4Y@ZkRP z-$jgEx3(oI#b3cELaTt5&A3qM37TUd*srh(C zl+PhLfRb^r<4X9;;yoYdjjr#u2Su3jh2gf<{sw7(l#-H>Noy$(xW>}a(UIfQe{+yy zfC*W7!WAfeL9mjLGA=z^t73X)4kNzAHoKEBZ~*vZfZYNwx#RB1XpP;wcYE`{YPc?> zb{)Czs{)D~sJkST27(!eer-kz88x!EA3V4QvqWgG$~Yg85mK!qQ0Bz~Uqk?yk&%}$ zLg7uV1DQ3ou*Bpe(*Ke}GZ9fy!DQ&#hetmoq$(6(mL8v;o`(AXx`RdTpz*J$42S)z z2#t8vUoe}AHh&!^CCGm!?hkxfqiag@T~* z$n$Y9gLig$-M%Nnt5-j6`5WzH>6d)tWh#c~Qb_lM~>QadR5=OX#FnzJUY&cfIjdsCR_cl4Cmw#wzLDqnj z0zhRRg7?-aDxAVf@w4gZ4Vcam&F!Y|QV^)XLVp$H!OGgMDj4-E5k4jmT!a<~z74Do zCixTpBqn^g`7D#=Jtw_#;%vgNP1bW?-}k%l4?AqUTXlMqz%>MqT@GnH_>KryDOS&G zpu-*oOoM;;Z1d@tk3e@`q__ZK3q|s+2pSrUq_m9AhC5)BV21=60_Zplfcu-B7*H9o zzHxWAR3HC5^Z3lGnvQ9&TucDcWsIvLh)DSY1@je!%Ls?7V1qtnRhITF_}znFepYq4 z;i|?`d3&@oJoY|r97ITJuQfQvAZnb7$bMnv^%J&-l)u0KJVAvpL_NoC!6kfJ5NvT2 z1Em~%3KUDSQR;&YX>~CgjD)5<1!hc@;-lXs9?aiIYM^oN21FnKq&I*)aJh^D@up>} z>DXoqped7lqJ!xZ_mr2S6;9oDV%OfiZcWjs{%C4ya-JzKD~o7uJhl;0sz#|OZJKrI zCC)nvrxp|FF}{-Vw9MG(iFjZ)0Vp}YJ6vx+ZnY{fh7{H!blfvB9yrF)H1k}1?b4;NKJ#71 zMST;Z6P*4RFRtoUtp?@@k<9nljhtuPP}PB@YO~w${ruB-<8-KLPC=0?if+V-t~X)s z00xoreeEa`R|M$Ht!>yAiE82d_g6l*txr}BK4^zp8aM>^$lWD57s6dxPLMidhs>pypb_?;uG*m<(xwViq{ueAs`=bV+chxBg(W4ETmGUA z9h=bTbOhlM!4Pou@E8=G57QB-3@i(?j`PL`usXrkJD-~?J2%}Yv_--_`Q$_IC5YZW zEPZj|?=&kV>2=+6%tOYGkbTW1Brz$LVXCzrZpI?S2uuq?_pf4Hx+NF-o{6cmL9)w+ z6lh^NS0Nx|vOEC;i_{h)M&HJb8@vCmfm5i3C*5$oiVt35dlL|)C*Iw^(v0!mRd_ra z=wKp*4o>OM3b7l)^76cJ!7C~%)HO6{fTfXhh~I*d(1lle2gwj%Z!f}>J^bPE&TnAs zK@nlFH!kVRe$zvN2)B2}-?l6vHP8c)1SY6HYzbtgf4DW{_$nANAFkxdZ`_EDmJKrf zx$=l@ka3NqP2m(i1Nm>%AVpECTsushYux6tIr{7_Ps9d zG6B5>vs^4bRF?6A7?Q9UT?5siy3g-6(k6rE2=kWL=U;j~z>uJ$8Oxwoai#T@+fsP` z>w9~9^L|Ps%i>P&E1ix)5ZxgQOJpYiIx@sO<2m<{<-?6B!*5%Aj%Or2Ew{}wdxLe>__si0+cRL+hJH*T`y7N}$q(a8 z_Ju<`9gkgxpjd-U`M!wYcY|2>%P@lVVP5co-!4-CI@zL(oenA)v1Zd_Q=`+m)#mx` zS;We_e0qhFJ-0(%zxZ_S+(ffOh)GKQ@gDI;Zmq1{2MLFTXIlCH)&mT)+O>112J{1R zv+e9iSv@J-Nb~jTk4C}rXxp={6JUABNPUb8V)wi`z`iYiIhG$Sl>HInI)X!$jW1Eki4nQM z=Djchz`|550W=9{Iht_`lNZd#-O+0WPw6Q0<(radmW}4Qe7S> z3GJzx!$>#`suxUJM#5z#tS8u!qdjOafYGLjC_OnNrg4TgyR)Qcuje^li7&||~>mk6qkfpM3Q7lNHy6{H6;<{xhzwiZx z64eXhfVXnDd5!6#Rus3N+u|LKHGp&~K&|9DXy{Xh($ ziyU$iuuoSKN*I>Si`eC+Uywwn@}FNHku^Q|1Do|%tY_rCp@d*3>81eUoIp}xxop5H zq_ty57xrQ>d-DCjY$l-G@d-2DunXj~-7q#V@P!@Kh0P0DK6#1)C`tpIRAOIYk+N!Y zC=2E%{XP_+U_7XLP{DM*44*{+V^tej)gHNe*!bUEwxUwg*uC(-Vb!RoTu71cex_jh zL_Sbigg@)^clsn*x)D5gtIM!bqtsC$yOPB>C^iU;Xi^spy@rDP*J#HeY8*s8g&_9G zwXi=DP6wq9ADh6>K*l_&dS6Rx5n)RS_9JBqVX&dT z!Hde@3+Bsj%;mWYC?$COgzsw9>Z=F)#?{oQ@lVl|sOqz<9}77g2r6p;}t} z)||pT9*=>Fp^6}eW6{ym-``L95-aC6hGqvGD9RT@hg(BKg8=UcuLN(Rg8}2xgCIu*%FX!AR%Y_ zNrHGi2M!z{gRP#|L)-t9}C(P+L1g3@n(qW+GBUF^Nv|LNjV>7CY4L`sSQ~4BL1m_L&_6^7wv3sL3$HKRzyR|}6LjBS zp5D1Lguv-D`x6R1Fek`Hi)C6pt`3Dkmgr3*jc(oE(0$n+gUs`q*w|RKWOW++ZE7-; zHp`??4(x})h3cIjn4>gGK+!h9Fiz(%@*ZgNi{%y47Zu%svUj{l9v(mP1sz_GFTtKq zI-L;IATJX|e`f@N@-W znK?}=p00?#eIXB#L1@EE*2g9!-Mk4WIghfPXR7~R_k*Ffa z5?j#Nn2-D#gKnjH+6zIUQ=+455p3?xeoUDuIr8w-MPzZ23f%u@)S)62<9Sq`d|&ea f|NGGN-8t4k+gg>&jv3(;{6AuVrMppb=w=WQL`qaZX;49Fl$029kQ4zyLIx1& z?!NE&?p^oiUH8ZRdDjxfVd6dS+56f1dG_=2TvuC_jD(2+=HKhj-ghWFS0!MTS zJR&kU`4{{n;jL`s{m|XP+t1q59@4V*_Hc3cc6n^W;cM^d_1N7_m|ukd4ljq3x3`Cv zq=10y|9%3$yQibTEm3x5@Fv6_YQ|m=L}3koAqwRR9zzHSQdhe7$UkE>(=TJ#?i?$p z{?WAz!_TX>VIHX0-f65e{3S0d$4ETXabvAN(34Jy*2M_p8C#Imc$@BBA?@RzR4J8> zTI$;;*LUoaHSfH7n;G@?_r}TI_~`maS)Js!N4+(kmApM1L{H&ACS<2GY|uSQeDDY5 zbQPiY-*USAybL$uyYBw`lXMNEY4fA z9g8DH^uBB3BY7v3B`*j_>8w`ADj38)IR5o#I@fEJSv0nWULt3Sd8H%EI3T@qnNvM> zDT9VvyS-0r`Z6?DV@$ahnd$8wOf*|Dhk?lQD&ez8Pnv# zWSN+mX+mZBbfmZN!3#c|hwb!<+0M2#-TWa-03EsLvLF6)*ROMN6tO*t#+ENABq$+xRwZFDePpO*Vd%hz^98Z2NG*K z*|H&m!G|7ZflD8Z>OAc=v6l7TH{lh2&`9NS>3vyPR)&>1n2e~f#oBZwU9DZM>?ybJ zNm2B4%bWLLSw~Ptr-D7;Ts5NM(!{KkH78WNPE;?-Dy`&}mXcG*>{4=RrlBgwIEi-_22}O*^jfh9=!-*N>z4u97wWILW~wLL6hlL0 zMP0_wj#&YhvV*sYEdu7RyiQ3GJ&{h7I~NE0NL3x&pCREi^pOmbPv&G1_keU{k2v|8 z4s9Ba{-rNYee?S=Fhy@kVLS|4uCP}T6=yx9V7l24CHB3nG4X|>f%YgC$q z7gvV1W3R18otZV(mH*0>E4BaLIsd5ha%|XaCGG0%eKZ=+Dn*B73*zmU+K_HIoPAMy zy4^z)=ysc$&%^e^=g%Z<(G=J;AzPEbha1fovRMKD7$-e@_-g+qYYflltHiesswPN1NsWkGhRr0nUY;-0^X-#W;cI1TB1Ne?84uqU`13q)^1W|`2}6!|TW*&%^xXQtm3y>waf3PjKU69?J-mgvccjXb+Qwt z!!B4MkAH6+X8{n9N%h}IHGA58zE=jJm0!@oFj0H(C&*_uQOM~BhgtAeN4*aWU}p!@ zi7y1281M+m+g)p>EAS~iC=$c0L;Hy&8r6%qM#64+=Vy@|p5OuCU` z>J~n_GLkv8Dtiv!ZIJbG=VvFjt&zn3v(LFXV)NXx)yhTz-h4Lbc)?#!^zfr*MMKj! zzm3kYixbOCXRp2Gku*u4TPg`G&*8v{y9<1d#$04sA)#>{lzbk8Wr z3cTeokQGm(BTaQ(B@T14(Ofq1FF#TCDQ}PX(cf1H$ZtAC41UItwiKC;+}T|&t#^^& zS?mBI-_HlUd-u-c{AgjW@!(I}*T+MGe(Po|0e@fCu2oNL?hfg!REI2mNCoAD4h|JK z<|-We-W6_Tf*K%W;Xgx=5wia~P0XFGGoCp*-MxwN;$-?_*j4u8)Qi`mfuUwPR0>}8 z>HdU!+8z7*Uu=iZ!4qbGY6vJleteTH;4c*nb4FE9uJlVRu&_w`Q-UI;TOwp=5pcr- z-2U4BFFq>z;9as>pR5yKDgILKJ}qnJ(L&(l;?f>LAsYjiA@1zpI~Jiw_6@r~ zHI_rgCOz=}_|K8SF$XW|b5T+Lv#{QDF$%v)6d_zH0BSPPn|UDqLv|FFwSMhdqs0jb zKdFrd8pvZI)9;;y?LQlLP{Lrq-fLV0(cK=fkVy#DUYwtxHX09X2C`(t4<^0zEBXYR zEE#_{hspgavrHtW;X==e4;^KNogcwDD4r0(+mj|6BH47ZE(NEMKez*eww;$xH`^$z zy$-?OFWJs|~KyCQ{5cy8Tl1!XOvvhohm)0~NqAb`i}eVm7nsJ@fdp-qKAeOC4L6@?<}YWw9bf;HdW zRX+;@`3hf7Y5npoALD3pR>6R6yJEAt2UjFio;W*K_;1r>R$CeI4lH@360gP?lfwI@$}2Dd>NUzd|(2W6*$$#A6F)fDanB#WN1J|koPXyOIo zz!R_lv137>hPO6RLzvU>Jb_X8lI!@_mR}{NTb<1AxN+w)ee=M%&Uid53J!O8nY6UD zk(rL5-5je$UAG8Y6WNP!Jw4na!bhe_`SJJ59GLxGSiplky}X1#R_(a zejKmkJYQI7GlM*e?D202eNZr^5RMy?_dM1%hYvI8L}90|V_Io}>Y% zdMm&HLAOcqQ;4HmJ<3=Gw^X}T}H-gT;csHdJz4|2x(bpWz z`ROeJmu~E3X@foo-XKt^!lH~Xe#1THE zSkvJwDRjTQ-aKw}A(BQL1M>z7*+U2*L0gtgP`T&)eQAIb%W3w;o$b$QeAu_)w&J0V zOw^m(hO@PE38Yd3mG(WLrbY`Ebv`c0d?q#>Ow)Y2{eme~*a`zp)p)P@2-Bc@Z30_~ zxffI90I{jR0NMLFR!;u8@$y*3^%Mb1wi;-%-sko{;6o{CgP$I9UuL}1{_`i*^E$7E zXZFNF(rg)EbK&ZENxm+NJo>sOZ-(#qV}H=}Rk-}FEJS+DcfSGEzWmlXG;b0H8r|g! z?hFs)pO6D{eW>Yde?ole{VUv-KZF^cVj;r!Ht_ER$v)g1KQIMqJe)j-XQ3{C8W=%A zz=F~RXh&|Skk#)RlLP*N9k{9FBfx#uFZwY&Y~>n z63$Fde_@*-!PUFx)WENj7E_&0_NUZb3a$uA_W!{r2(1cGI!^(>Sa0~5fAb}y2{R}c zfK0%xK}WNP8u`!*m{woLvUtU5drPp8X9RD5_uu}`t))B)h)oPA=$N^!!h_p@tF%2M zYXdxm0-{vbGko`KApis*T+soP(Sv(rBsqNL-bgJEh6XOObyBuQgJsP88(jwcgbzudN;1PD4}MWfiU} z%m$$~KD_R@%JiwU^cOMNrF3U4t@!$0|0#cq z=bPpAzg#p2OV!~Lk^7MCQb5))jhs+o^gVA@&`Cup`p*?bK#SH|uS2G4Ja) zZBw1%>Dv8k+W-rq~aUj6{_beg51E?-gY)cE59_+79dEJwuj_Gi-4(@7!!tqyuEIl;7vF*OT| zEdG?Zim;1NXoh{c0@L{jq=ktqbfdEpFjR2;oX`!G?_Gc@Ju0HWqUzfr`3juUQ{#f( z^*KNn=H3}jRJ#gUVbC!Xf9L0OD=Vqsjn#P-^w)o8y)d*4x#GhM@EiM-fYf6^<^Tr(OII#w z00e{&vuFWm?-sL!xwd<)20B4S1Z;bud~dMHMI<#NgT;fz@hG@_0n1N7K(IJk#ttyS zbQ19Xk10iP+YXc5RLjukaJvY%@UL$^6!cksr2if$5f`y_4%sOH3{}pylTuS1CEP{n zZ9NS^XVDqQm`|!$msx@v?dA(_B4m`x~-{gnfGt~plR*7lNZ1I==Rx|={Sd2DhX*9$AcncPKf=||J z>UleTR(>h-aml!h2?hhwUoX}I9{BI}jaNDAr@j#V6!rY7R2;Jyc}GWwKis7Iu9;+n z9xv5<;dNKB2wI_!AL{9agPJh8%>t_n>r>w3GL5P-A&EEdQdZ^M#((2C-q~l*7=WB=}UK#dk_JW98Pc+~R$06Y$kEQP+3N@BWIDzv9;Ebj%KU z1|$KbV+QKkIs@DnZ}04&fP9v2;;p3jRo}@E0Q};gMyY=39ZmhyH>s(%p!Zr{@fr zAH$OWnBeKQ#+299*lT~nEj%7xU~Rmrt?T9W5ue7uy;iuyORd-90j{qCUngK=(#MPWAd!WuDj^KeX)2rs zubGAHjllh2cX#(@2fZZ@G_|d9jKYsJw4`^}rEIo*Ca|gI zd|x{|RW#E@$zZw%Z_HwTVxHqb)|2EeSb_o>%2+ey%M6zQm&sZxfrd?mc8buf1r(5s zW`Sq{Ym(7$6@2sNO`5PH`S$j@AquoRbEi84(bF5))1#f4og)t*Z%oL_&Aor6-3m%|V$en- zJ!r{DVW!{Pt9c4~aDN~p=<4dC;U7W60tT>92&+qZ_4Q1kQnmvj1i?e+_NARj1;iOZ z5pG_~CbP3`$5fz8;XuuSh0^zd7O?WVI$1|EAbV20Bx`8ya|Px(Fzp3}h;7nM43Ku8 z;Qil@X)-~+!(IvOa%@LONB)3sj6~k-+?;8Hp&tg~+L>p}N!i(n+*$re2?+@l7NYr% zAjTN<6VRKXMVx=(Dtq|b@F=9Me!sK@G`x1B>BIxzL)*M(ZqUKH|MI5-kBhSd+m6^P zANLwfV&PUFln55M_qGQ5D9kuPsQt%AQ*#|2;wuvC-}Pz`9Ymtd)4oNZ#MAUgqYCo0g}-%q;&Bt|w&L%_}^poG>Ne;VOW zQs>T$1i`eCVsrEQbwyU;6T$WIs@p(^kj+dNuwV;4w1$ODSOdLv`}SaosaS88jA?4p z9f0j|Od|J7q{L9ON-%l*d;`|8YL`ByZ-PQS2l$~%bLg3%V}C}W@oxZ}Du8PJ>r0OY zc*gYm_itFvD{b5#kJ)0)91vG9le=PQ77k?Z-t95K zU#AB@YB9qyHHaQwkgI}$yG~|7YgIxWp?iyicrbT@l^6HsGtu5<=MKP{wg3gS0`hI` z{bPPEi#+hiM00NY+91$@!1~nq;@eRy@PsJUBJleI zO)vsthLZ$NU(jVzRr2Nokb)a^6o6J08E%a`0U#;0n!VxM4BEY%@e=#RAGt8_7LuyP zwtXM2c&8?0bS-wjul(c3OQ7hqfR1(S+FG&6ZOyTXn?_oTH-Uf!Fpq|-koYM_GNKZq zzKMkkeUUr}09}23a1s6pkSL!`lR3!go6q){VT~;q;Qr!dotKdx*;9@fJ2XDWOHX)C zw0RT^-^vQd0X91a2OFR(!_s(RnILLxE3gp;gCBsYNN;yt@4HU~W|vMky9hM@*SIpL z>?1tEyhmAbnHv3n_uVbLAx%5uXPi}<*F*-q_rP`GzC zyS!IibZaXwk-`cc`Y)2}ze%f;J($w`AHLJ2?z*aw%o$_D@oY`vt_bnwQ3GYiZqMrd z)Fa}jc+xu4`QXJd!%y+8NU!(YdGh4ek1-?qohCx^&7}9cy^F}7j-iZ za6bQh*wf!19}pHDp)>JLTRyONVBQlC0#APV>Y@C)6&M;{yOE<)1jf$F(AAgn@3~jc zJE`Z?;k}Q3^_m(DSk`}n^01z&H3%p1jfNe#WAHhHTLe&`;K^ay-N)2$Uov%WQAQ8M zK?+z&0%|l4R0~CAW#t!%={9XYnd_Uun<{;N`2Y#yRtKQAn?U=4>$CzqUIe`_;MD{` zg_eRF2Y4z8bS-!ch?6?WgLr2$icNdwGmdov_<1p8zD8-UOLcy&hz z4HIh6U`E4J3h)W|5YRnX4}oB_^(SZpo?F1P+0wdyOprWiip$-mB&ETpFvtYn?e6K> z0@zFsYt(?OUxNJqzEl-_{F4(FZWW(hmT>X9PTdp7n416ftBl*Xwe>a`T6pfRcK<;q z(g@VHqn!m?Fj-l?lQ4%tu{?S51m3JTHW`ze0WfBQrH!u2I3Qzu?qM*m_r3?nX?gI` zwxTddIQS-Wa@g~t>+0&n0Y3Wl$ethCx=c5*f+q3ypU@N6*RNkM{;F}Epo@=>2N(!f zX)uDo`F?Aw{{79*{Y&RRkF*sh^;kL4xTrTM7LEe9540LTQK3&UOIZZ>a6ZlHJ?;~? z%H2$FoCiOmC(^5oFIs6h^jIR-WcZ1=5%rc>qWPuLfPld-7m1h+gN=&d&_H%QG_j&2 z1l@9O^!NL2a5wOcQYH#dW3btIw^F84LNpN1|KM8*!|xha$<)7}=Zv;j*rq~R2;-Q? z*v{%{ms1Rf@6JqZROfzYCYo?q$zlqw4(3++9<0DR;V}1CD02kGd+tE`WF>?OJAh(I zU>rxtNd3dp&B}ETJyP`R^UrE~FJ%7XgSjY#JD3_d44&s#qnnF~(oDoFNL+c^u=!pu(7#ggMMA?O$6L)CHP(~p2d}I8ez~4t!vlj4=X?)MbG8v!l!qk2;n}snw1J9! zyW)aJi*8-ye^L`u+*CuWne&ftX3x)GAv^ROanocPBvw9Rgvh5)v?P=7Ab)g$2#Pdy zt0RCVA$Yb8+Rj=t{wdMbu*%*9n@j-#W(V>vDbi-Rc13mX(fdYcd~VW?1r5=*+|U+^qE3>Q}FnJ9SsJ_a4!%!uz+QB%pjJ(gpDda zYK;=G-kKGwaJQ6*eKCOpx;xNBCHbtsGbgu)F9iIZw{M->iYyuE>r?9rplkk0&FuTg zW*D=-I9(z>TWxvXK*)Yt&dM?{7yBKL#xwLbwMes3z)sQp*tTlb{4x9Jo4NN}Q#fCe zL+^RF;3m)1`t`&JGKMfa?ui8(uhaPgbN`EzHF2Z44%aYNV#t54$9}B3fXgL2Ta3MZ zl9@YCP;6H-_-inI(~me?9p&qtWNSo_|Mr@QQN8GP>Y%NvugYT-ok7Xi^TgEka*_S* z?n}~vefSXO_5g23|MqyftM6JFmS&V45Ar{Vw=91$7ix;FRxJ1_ogtJP^d<4jUg8rF zz%Pz34xIOAYhPv#RtwVfgib!wNm+}lZ3ZI{)IQE3QL*PK#b|!hVB(yrj|wXEQs|-U zZP`O>DW-;NrQdLBQ`G`tl~k4&r>Y7A+2kyPvg}}1$-K{2jLp*#Yni9@m`y9i1(3gx zosLTk9ZT4E_3}8@>!$zEwio&;;r)B)6to*2pu4pN_zVyHAmy&3;A8i;)eE4L`AcV& z@1c_!GhR|%;N4IMm4-=k^eFg`6{)zf;f8jK{o(1$W&+QQYv)RO_Y0$X=l{;p$%08b zd+$3D=5Tb({#uX6!Bma)$$kk?Uc>UV(yI^Gzqxx%`CLSwY-C3P88R1OVd&`=q4&lg z(mWoU`R;iqr$Q{48~&(qmjhEbCcu7e{&rOy0>ZGh5hfRz?pDtlafz%2h&Y>LwiI(s zC+Fe79rDT6f2VI0SWpsSNdr)SY_T!L43ND#K#7R*UAw>aQ)6ImA=?mqARZDytdSBN zK|q>?l{-htN&2qFRXK-sG#=cV$nu|6C$9UL$D^3c`N&W#r$X;hDk(B?a`N)<@LdJk z^ox?_T=fb!mf~Vnd;7nR)s-dzTt!cqfF3fv>XrU-@u=gzYs7Y-thJIV?Lw4N3eR`{ zvz@*qPDVnCUsv1KE@?`imrAgOLmgHl3*``Wdt&FyR`f1W%&f=0=Jsy{qaohTB^JU>ZhA%#c%!})eptoIr7qS>V z)tVqjLcyU_6Mp*FMGB|TTeiX{x5UZ33Xr~lzzCX9g6x5UFZk;dH56;(OVffj9iP)Gj8jRCQ?@X- z<*awyoO_ftem3$_)R+n0<)?yYUAcbl9ZWUOquPKIVnN>-1)6$#2sh~^&<=P^xznHq z@K>;OCa@;X_oU8(ZodWiFQVFJfPRCwIiz#@M}dwUkiV!eGu_1pwYjUOrw#Z^!fCV* zX`r02pp0c$EKl<8OJ0t$LHe3e{w6aE|TaUx#d36O({^hB~jq0AGasY-nU2B!#R zm&A3`r`PW*JiWh<$p+=zKz!*VHf}S7u_d(=4NaNM4;pMtJqi#;WF8++u#1&avHZ?Yn`>{vp>u zYRP7MX6$zui?4Sje6&rmXUyiGe!d*YUcFixJ}PjjES!)#LAN;jiip-BE_$udb@M7E z<<;2ATg6xko)Pm=qu*ZTh;%>w>q$8aZR{*zzRzfqi-|DLxa5!s^(!`+8lJ7CAcTz? z=Q*m+^&-kb$4ly+(_e6YPkK7tzryqyHB5*d{7V+u_ck7-mN;8}GGWF-&PG6B44NJ} zmySJq<7Z};h)+)_-oFb;da{3y{5<8!J_7N|BkD4y#+im`^lt94)um^()iz~mi2&2> z9K}&N^~6w8_WT3o>6yT0b=3#=A%57a1dK&Oz~wRNJK-uxB@Cz?uW7Yr%^5uT0OO^n z3jweZ0r_9qtm|8dGw!8XUxN9d5TG2%WOlsq4m`)gi7y#>l$0UnE;CQR|dYGCbCYs8iXuq0No%dfhx ziAz@Xv}CLJw4TVhVDknqJHxJNBAT!5K-h>Ako&~P>VEHb`h&$wkJi_;EiM<3mmX+g z%n(bbIa%{1u|7euL_h5G>7a2xjS~nRkD__zhd&^8p(UPEp-?gQlWTuM;F;?*rCI8X z_NPSihj!|bk19xKoA{D$`Q8dMT*VKL|0RWDsqGE+cuRo$LZW*!(8H=n#T&J*IwUrb zFMw|PjppqyCl~weqXvKMw;StFVM1?tw$s_s?xv z0qdDKn1;aPRM=8^2z09d#0M}YC4jyxT|*sg9^wj#K4A1?;crd#tN7?jPpUx2&ku4qxr=}+z|H_#uRvq7(HW22SVm^{!p~KL zQ9*pF5ypSwwyMUl>E?u7rIY;19Qd=|SD!EYj1XaP)7lYIOFGvRF(3$3mE-AUn~4&8 za!JIiOAJ^Z6C_YM>Y7zb6y*uucR{88%z-8!<~J>P-z2MJH`hk+6H-{pE12g~7`qin zX8)_d{}y^pP21MWe`Nr*9I|_S8TsQ1KQLJ@=Gyz8H&%)3PDNUZvSX5Rl&dA2EKTE^ z9 zkoxelHc?+=btNM4Vp}F*;FOGep;-ALx((4xXrFMOcHtgX~9*4eUH8d!Bt|Ii$ z^VzxMK}20eMgkF?{HxL6E+hjj`d&}%_3jgp>9J!I+p1*2p9yr?!%{Mrlt6e?k%jt% zl7|adee6IAYjfS=F@qT$Xc@D1`LvPh~Yt#MA zDF`Zg?~ON;g_}EbtXq(xHXP(dd%wR$Po_xjS1m7Fd2M!hFKRdi{a;S$vY6Rhe1jx~mj-aDoyEG3It@Ez-~orQGhCAi2!L z;xnw5vLY-j3|p0E0om8u-85kZsM?k$G`9t2f51cIu8_)azBOW)J@>|t4)@D+<3SCx z*g6lqi#+^p5#+4h5Oj7z(GCIzt-=5Hv)gF3t5mVY8L6m?QR3>V3$O9E2%SJE9y+<# zmUkMD=U}J!%lXrV?CfZu?Rl?HUMXujzC+GJWG{FeYyog!uB*GdHRqlpY~U(3*`v8c zq21Uzt>WjvITrmvPKzLiv*&Z6XBxiePQ$F5z0F&5ihLg7`o#RJ_j{4tpRrbcZQ|r> zsbUU%Hnt85kA4|L5w>DfA6zn4#jhUt*^yc;B%67lnKW)}vLrYa2s^Ih`+ zeL1g2Qg>K%SkE2&>Qc0s}cs|_xAu>dtJQu{FGxnm2M{C>3-ikW@~Lv+2>04Hxt98fijZa-bOKoQ=La)2xS=GFlw1%ggVbyn%JA(zbf#X$3Q_3qufR#)0)6ah={k9IyhBg5xd7qnNh#llZMx1 z)c+wzcmPx>OqfD{nBwR%@Sj_jXy3SGa0>zb+*4BiYP0NH?KTM7`P~G> zE}_DX=ern=`3SMsA8y_gXn1X_))iABTOmrr{KL{xScr@09>Qq}N$%RSUPO77nA3_f z`DL;^gZae5XXKB?a{^j=L1-+nul48gl4ff7AXK}N zqR&@sD?$+w^Lphot?T2m6w@UJB$|GFWc27_DHZd4OFrGCE78#Fkoe7#v&-j}a?e&v z@NRPqRnHuxCE7m|)fiv9Ylk>_y+Wl2Z69kc|GV~%D?BpN;+5qi0*)`2>&+Du?j+4A zlON(P)@~mfgk7#%xAM42m^%lF2eFf>Vi7o&X#Tls@v*778rIlvZ%44juA4=yma(4c z)5^~Tfhh}ISS~MaapJz`3MCpj@V2v;(Hx^mwSUW3ce)iDunOeiYYJEX8a{HhI-buH zadGl*)@+p((r>V?Bgu(*Z$F~SK!>%7ZI%S; z#IMaw{`T0HCFz%?F==mfCN#h_)@y&~k#hk-PQ5!c%RAG$NO}S#2r%%lAjLFYI4QY+?Pv$3XuP5h7FOcix zq=a~!)1%f|w{eu>Uxk-Q`^+#ECXoFg#q_eyjOiX5&JcNcbo!w7Sq6z}%}b-Rr3Ltk zdgX0m|2Xr#pW(M+rjw6|apN~R2z#Y-`O7V_$JF+vX>vpvh$`E9`*NvD?+ZCO77?1b8Bx7ax0gGhRx#^4OOif-0#wA>}WeN#zXk z&i7otc8Uf`k8@I5%5xunwY6CZS2V>pnXDnunr^)O_`(2!Qr}XH;vV8wy}Vyw_kVxT z3RM}qP_APWakv6z{u&C%B#sA>x>{1V@Lfj;B3mj2;(Z_qe$MXM3g}5kgyn066t!=3 z@-N?n&y1idT=ayV68uQRr(SEQ$oT?Y8gRV2;LENz({!m8Q)*zS zXy}=a4C`}*>@aT;2S0{ztA4B2HHVDf2Yid(Zli71hDcIAB&Eb`P^IR2kG#(lUj1ZVMO>|J0qKx7M<9JU zLj1ygfWtM1=!{X%q2=3O9zu7Gke7twH#h%=t@I2&Ft0LsM`w+VG z5`#Kc_|b%Z-^2yl8=4K|ulk@iKC~qL=G98*(!PuQnd6RrPjNohs8%(LOjfvAd4O3! zdLWl)AR^?=eWH8m(uw>_`GSCiM8&9G{x5WrY@dVrbL|rIuY!s6!ewMNrG>Q*q)*C` zDoC0`y>rET$;9Xy>!qTHg;&hFs5#Z|;9D@`F@&;IMXDQ7tLipun@vvQ;Zh_(;t-7Als4at~u1;$NAww@~60`c&0lb3oK&5R?zL zBb}J=#uPxhaX#V?psAW}xYTv0wphVGp@}x3@|@4JN$ID`b?C*;9d9~}LO0~5rv_0g z#ai(`rbd~%`hMaG_hUI9w|&lOLRVZtQDR{BNeI2g8Qv9$U>G6jmGl>UQJi}@?vCib zR3M#)KVw>Z9r_GGtnYJwO@s^j@b1j%)SLW$#00{_gY1~btc`2p$w9{s%dK`7mKkxP zx_$ZKwftNS-w~EIrHj=ykqJWC%*N)dN z1Kz;cO`I8{-o7UJ>j#2wy866Z*QmXbtsQMt7 zljZGRaV9C%qf2;STJz&@?x~94=AMfJxF^qPf~xeXHF^Eb6bfzCJwkuK)y6+RB#Y1P zM>Oo=q$M_4f^M*|9*@iN51*n;E7!B3cEiv>zAmD4%1H3g`Sm&441+CnHpq)^_~Yrwi(kT;F520rrcsYZaB$y#%_?~_h_%5|22br8i+S|*onccO zx-j%LPJL1tazTaVbm*>lt?ouTthAk#w1uVH6mPRFY^)C=;w0BuwG0Zheg&Hvi`u3_0RGzj8 z=NKUC(9d7DClK8ivx!9v6TjL0W-ut}Q7$fN`|oQhxz!iadm77CRn#_}y+df)@vPDI zsqd96LYIC#_Aq^+7g@k+r>-nD=&5)|`Js=uyo-w@}vV(*e`(?2h z8Q)kFf2mCI0B^?(>H3`+HkENjWKwwtgLyoC7>kfOcWPiLrR#x?}{lOj#Ck?ta-5GjQzV(Vjnh=%HN0`LP1u<91L*P?IO2gYf+n0>!L z#&OCoELwrXR4Dk6=ygi99Bt|-olpn#L{z;hjYF!iwWsp3=B_0A`As~U4_7j-`X(A9 z39<}fdM8=a^p?~}(7PfA{D85NH+N}e;q}x01~eBx4O;~rRDRbBnc)2K5RdliN;Dps z*`+)4oerbOM=PA3EcjW`ia1J2`{A)GXr`B0F%JY)dIIeQBP4;G9`YvsqrKI;>(E(x zlj_ju0AA9}svqy9E&tsrI+{rHpBqJrBpf|=?3xcYPur~}U@I`#T{O5xGE(}c=O-Is z4B$8liPwTGIdF7S2{i6XgM&;Ky;*0pu->4-FTt)|K)SQg93yveq$$1A`|$AWpbtWe z{V|G+W^ZB-JKuQ=hVX`{-}Z*Hz|GQ`A(4oHn3$GP^KTx)BSCOVV;Z=m7G`{dz}X-B zv2T792{QZsFjIjKZO8)KX#@lTD^<(#NHY#NC9$t``mrq$gut78@u=*GOsuz^J#4j8 zkwWI#(T=53b10q%{MM+sKq%Jq2pm*vl~^!CgV7N<&3MnK;ZUxxe)KtKwIurSIx-;{ zzeUv(A%;aV*j{zAJrVjBNQ^v#F- zEl&vsY@EE?aU-YcW)2FW+C;~Kjq0A_#EDRq$6W6n(7R*kQ-XUpgQTNydDy+xb&X|8wM{0a zo&6<)8pL)<{Qa*NHL8gg;_J0Es3EPEa_1z@tIde9^=RME~4aIo~+ooSgw4 z$Ql+$YwMTbcnAkKH@!vKY|8Iil#HEmC-Al9O<)&xK1~3>3nP}*FV8ImjGA64LQgKL zb0PZ(U3Ia%5yWL5q;<214@AaTRl%{sTlDUZU6c~)irH~|Y$ ztTNX#8z00;O=;u-b`*lvUoK#NhtNWW#;Ir@cASwlvWDp%sg7J)<}0MK zjBKUE4{2=sXQi(rC}&EA)@osp591gX>ZAer@~MeBo?Vs%zkyP6H)>(=leJ7L@ihyu zbvEJ&ik**ZkO<3RS5|V_tu0e>L$hgk*dYr{U-pMvSl}BudT_dv?PrCFs1^ugq9>y-@c{c!BPl)cdj@v^q4{rV1z zOI#tZ^wZe8 zuRU*m?6zd8q+-(N90O)~2 z@vH&1tH+@9gP7CaP<6~syDpIl9cW2+iM!%QaHQQysME`)tVTqw{JZ+Ig22=xUT^~N z^y)bX_lVzLF53f_cVM0?3M8}5bsk*@UT9#cRW&wN-E*92r3Y50Q3%Z@ z6F3VFXAQ2^fF}!O7JT>-D=Q_0R>@6v!$-d4v${$z__R5KPCn9cxbta6gEkLw`z=y& zo=Hx1_xYht=zb;tW9|o6o$`~uewK4m+84>&8setacyJ=?kys~xz|{TyGBJi%Cyy81 zy>&YRsaxv$5qjOnhaMr@PnJh-ruF{AtVeA53XyX3ARQPnY^he?xNCTOHu(b>e>U-< zrAQgM`|%gLUG~$672s~_ma(xhjK$ypqA2(U7|;1kMdx+~{^OFXh-5KU|-f zWgBQM*mh1$kR?%F7Po7EOfNCuEhb)T7(SG=r6wwKC7}OCMDzk-r*PMVI;PN1YCGc( zl4sclDoLE9zhS=mmX$Pzm*B_ld~nxDP>cPQTUBTNjYi#lKxxXr?||-9JiK{ZsOCXm zlOSmjF9WH4(UknK1;&>boqIB9X2g=KCrB?yU#=6$+v60QPvmViM|~(3jOW2}C!vu# z*lofgF_j}ON#nG&|-u1iSZQ!GT@U8Bd9= zac5HCSEtB#o$#&2J$->XKY9p3U=P9AJ0MMXLFjb)!khpCzjlN&D{xujt9u##XK+@N z1so&CzA?0jm0CY^9QGo4idJRMd{O7cjs=eJIADi|W$c5g1HlAoPjSeqHw{(0QW~^% zy0f#j`b7sEJV$^dz@%GC1?(NtSf%_c-n4iOQv@t2_%;TFf^4KYE^dgg{P?Vu;zBJP zn=Inm&WK@b&0FIdMLLY`KOre?PP=CM_-q+s)Iu4wp=(la|M!_|!54_Dm!SBxH2Dic z8&Z<{dwk2|cNB_MXQGdQsOB)hg&2eL(TpSz^pDHXNxoi81Y-ckxs{@ ztkoa6mnozLdpxDVbRQJIaEI?GP(kb6(qCyyUg6H9eKMBNg+5R~yoW7aaSqS01LDh; zaa6@KlkV^DY<|9E6|XEqkZlY+{TfEfQ42supK{z+WJ(lxH4-(@0|Hm&q?-EKRnnp! z;uG@MFnIb%ynpApi6W67bVA%EYI3r-LT@JA>I?(c6;4ia*@ZPhhQ=*x|fL{R*M$xm;@bCUAM+zkgE8ZpK$!(`HKH|5K$y42GD47z#x!G5y^`)z9gH+ z%6E@CbT8+SAr?)KEY%3B5$nAE33bwZ--0Q>LIoro7Q* z4zCK)GIA>;0V^&gKC{8Aq*iKwKha@wLT#tyU)$4t=VTgW;@e?>kl%h`05JhGIqv>A zo^yr}NqVl`o~H(pJ9VyCkx9<`9U;=TMbh~lWjD+*$-L21%v|SH#zX5?dC?OB|4;zfC|U0kv-(ztxj`Y##SNXgcpe zD*yle-)C9JI7UXqF|#uwqc}E&P|0>|S=prM*n4CrWHe;&`HrLPt!xQNWTk{k_`Ob_ z@9&@f66e0p>wew${k*R0arx?Chwq|ThT$cC@=^&9^UK491?a~l(5 z(L-Xd{oHkCxVgm?n#pf?XHVc7X$0srz1-NVh57z(^abf;p*WsEKVRBVIS}FyohN5zHWKK{JAxJ$$O4?<*(>b z+BJzeT{opmg3uE?SbYhiuX+XU?`$iyUF+|P0@vD1eVJKP?m1rbG@0QDt~yQG-w5aG zaq^kNO|2AK5AqMDp2@Gr4rVBdCIc$i;BLsF6m}4tZ~vLWXlFa9Wy_YZ5=x-+R=Z`tONY;)=IR|$55+J-C!qt>NvL z_1An_Y+btrbSzW{&hUx6Qc?!5N_+PVZ{LnhNZ5*b9mD7)Ue{3}VOE;@h(=NP`*ziR z&ylVj1(CROMJ)uisq?F+2Fw!VPSsC+FJ~H7c#Jv1%rirm)xfUEO&Jk;r2;j!aU8mq z@n$?#v`ieY;-fFWbVF1JvQX29aWR=kGp<}&+M81;U!ZGgGjzc%>H<-n-H;9pw6qm`G2#=iTXHOxL1lo7 zcyI5E4TwVqf`|kR0_2!Zkj2t%3I<-YU66le1GYuLg4qq)XKo>7jqW}?GLKJ?zI0n> z)rm)fIWRvuJ&OM_>sP6cgao&Jr6wlH^PzqHcVU0+f9sde`9iN1&)`20-(?@rsK1Kr zeIog{`Nvlb9L8Y16KqnV~CRN9{(T{8TYS?H)!!KZ6Z6US!Khq(! zE$wg%V{Qw?`PuyI*NV(^!-MlsHdA@{m*dcb(@5B8bZ6H236aEQ7{XDk3l#d?Mk60D5V{fdmQrdop(E zqG_hru*@_m9|KhG%Mc#SW_Cd&0|ZqJZZiFe%6&ZRt=9`~{Dy6LASzof6TnMgmcXQLG;M&G8yOp??yjmBh%chPgA~pnn{1?L2 zA=o*rm3+=FA|sSiow?|b0-;BBtdOCS~Gd)6ggW`O*+3K@woIiw*5RdW9*G66!?r1DQO*nIVut8 zL$xhOA-^%ZQ{fk!>9mq-8rR;vV{NOs*u<3Z{p=k}qW?FW%iwC=yOV+Zg!v^g$i+U| zK0wA%?g59GR)Z#jk2gC)E!wy&G{r5BlbfzEhiUT(Wgu%o;#MwCpOj8#z37~>>JOss zq|6T(l-w?Ioi_M32#&45yvZZlwgmaez*Yw?88n#&#_~wR%glJ=hoe$t5~7sqrXyZ) zx01e=n@EK^m`=rR3OwxdzLSwyeukq^b&L#Mz*j~|YbZt_jG#niZUU{45hA$$GS!(> zNO;fJ0_E6_$sBze$fe5&H9VPaA-JP)%n0Yx_A+K%G1{bI-P`4dRungx=kOF&AJm%u zr3kAf)Xz))VE6c^I7F2BT>sXrG}?LLSvtxSpzE^bylf}7NsyYr%bXxCd#mXI2;P#A zCIH1kqRoJ}ie&)R=>eg*k49<&F%j5qTi8XDiPQ$nMRrF~t{&W&t$>W&}(XklZpfG71AL^K8=xZ}i^~bW6ye#8geR8_!@aXs4#I-Ce?~j%S zpU;8Eev?VOZ?`2HK1yCoF;1_OEb;pbj6z&znrb%fXXY;7%Lo6-aSU8plkv*p%=+yEt*`YqKEi){ zEFGea*0(o;G>H*%b51!=~I05y?F3D{Ma0Jwk-%nE$G(760H1A~;wa!D8w097mo@HB=>2j8sI9bUX zs4La85EdWMe4%yWR~%Zcm!z5pw~0_nG;}`70M#g^Wla|It$_#xgzm;?4C0Z&k_U8-ylNzEn2RtcqSAVf@WYqjQ=5g6fw}&LL zLUvSUKQ=aAd)BnKq`KV`l^y&;#$~Zvd?V86U_gGI>E=lp-osu_~8Z??|11)3 zEL9|PM@!`$hd8k3quZUT)tU4}dC2z;(}+8M>lcor#GI1_p2m#t414M%E_u&~D%zT; z?%V~-DOF%(xoUD+0IV_4NnbXX}${8qwhbaQka8oFY2I10Bav_KMfd4@n|p4*FW zt3vnOpF%(ui0itgL)Kz*Hj!Cjv9Fo2B4?{!YnFes+A<{`!;_{$Xe3@CN-{$!9bkx>SUZ8U za_jC%#xhWbWR${n);be;V;;@4NjCw3zwGTWcwE`;vxKMLYgn9lC*F+SPsvmFJ56x5 z+}mil5w9Zh9B=EI`0DSJF%{ zfa?Xk?1%|kMN0%ulWhXgzz4^v(FJcid9hbFf@3byI&P=Qta-D79}q+U|I`E54ujKg zOC?>if9W8?k2i&ax}VN^n@N^YeaMxCSmz zqEffKp92QrKnj?DqU_BZr+9rr}Ba7X}A1MNj+Y z;(4hD?Col&Vi%U*l=C-Mj7*6y^)cfXn%P}3zmByaLfN8M8t@h0x3I5HLrrJ+^r|;d+!P_;YI&Y_J5fP{2nz`CD%{a5JN={(Z@_jP{<7b_# zOPut8m^Q87k8(j!km4bct)$Lx#1qzMK`i7M8{e%uCBq<=;uXX1Udtx0N%+l<;#A|6$Zn-rAp}!_M%ctJNzZWoZ7H4HN`QA)ufUCRi$GgF(E9^|WTrS{& z31;VGdg&ndjv0awUiM9$_$c)BVnSCX4yNSBk`dh2%3c0-tt{Jo20gC={z&77QgZDR(wWPy!S`Gwx^D}mm$Nu4aWE3 zw|l?9W!p6UUs?U(goxjUqTX9ak61l{kL|imMN$%X?_-U(H1T_MyLV4u-U})aVeF0s z$3p77!}WS4l0}6I6OT%%2#`l6Lb^(5>=BNxD+k4KjUk3_vy#Pp_uu;~Q;FjSFElgxeq9oW0VAH!Eh-MOW!{+>WyKGyX1&Gc9Kmxvo(4bskIo zSmN}70YgLDezLa0zfXwm#>1Fo*y4u%q$k8;z5fHYG)V$5b5$Hkic<11qYH#_&`Zq+ z8g*Ti@Mr?-#xi>?l-xE{u}>V^E*oL8>IAcaBIhf~`m2 z-7|s+ZKpMuK+dxN@?cQtVwT3j)7Kt9YR}M5FVWyq?I(*WUy~aJ^LH({!k~Og;0IHR z12WzO->D*n3g(aKlHk0H7{5!c8iN@$$(NFC2NjMCA5PZ_axPmL|RFD!ym z={_?K=TfSHKN5zx4=)tlz2La^Uq96LaqgXZ?pqr1YyJ4l(!)80qywcM9tffM5ZKnD zQ!FX8qT4Y@TIHi81BT*(ODZ2a#6F#D`K4u@xhi#MmrOSe2Y>PqvS(A(xi0hmF*cR$ zf4dC0IQT<%b4(iS6JY5Rti()D82KpopkXR*=;%oEY?UNhE(e_*8v*8^D$qaGot;}qY+&G}pZRqK!nU0TdS0fB zCKj5Fyt$kE?sTE;$9Bw-^k)6MP>K5*nAzDl-~kTd;Yt9AFC3uBtObo4uT^^`X%%*Sc=ESCz0N9yT00LTrd#xo5Uoe|dM>&kH+f9Jf$ z*oKn03@yeO2Uh!dQ3SwxEy)C;MDcdz`B+biEwk|Ud8@bGvy1EMF40ko>F!tWM`j38 zD(nB~2xeETmAHw}>I|yn>Z?Gc@ol>&Ke@@m>xS5g>!t1_CHuh*@`f)!x!ZApCJL-ZT=1-BS z7Lo)r6-*WIXr3w45JS?qKWP{{(ADjBh57c_z$Q+(C|d8$qcfJe1@>pQH>ZVqw`8TZ zo3W{^ARFl+PH-R`Au`@^{u2&VefNe972Nr~80)W7S(Sy{Pw zRo8itDDf!W4Sdint05h%WHTW{bxaqEno>M>757lI(yPMNk{#jvlD2@E{CsD}_RFOj z!UJo0K1%1e)7a5AmZd8{?%5(Jv6M(3uEhvxF!kA7v{Hx=NmU^l@uqWAGZ)D zKZ68Q_=R<-rG`w;S{ZFRrA#+>fgKn=)3{)UnlNxLNpyvI?s6#eiaMrYQ}g~^9;$a? z5wAt@p=i_6R6WQ=dCblqMy~q(wsFa-mVI_6otJDewQk^rrM|GPnNHrijR2x~)rs}` zB3dU?va3N)KEzacH$QiGzI4pWuy;kwra_i?13OwATGl7^o>Sh4we44}`uuGQ6aS<2kj`PEF{n z+=if++`r#$$O$dO8wC*v=)re-$juC*$ur{dm^VRqeItVi#e25<AY{UjyIFu45vc2RgS1B0Ag6029Z` zO&eWm&xB1;5=|6COTevG2kTuj7zIq_^lcJTZBq@D{NrYwky8PFTZnIEh_#WPPTH$k z$(LW9J?DBG0lCyBL2Lc8%K9eU>tJ&h?idy&SollI1^7$Q^LeW{`_pYRg*xt7*U1fl zeLePCYXL$^|F7~cYCDv`a-z4$jg9-|dN9rU-zv)Y@3CHP{%^*Un@z0GWn76qQZ65! z+wi1ejsEXKv3qal4eRChrA3(ypTFvTv+M=4d1Qee5CrD9fy6rNmnch%yI^*+$!3i^ zWkG)Cf^bd9m5odUB8w`9PNWKD%J{q^O74^KkxN_42o&X zFjDCGrHp&ug7{+n4A7eEl8pwsJ9g0N7v0`qr)jlwA#1Pe6IVHzis8q?%H$A7UtPO3 z^3m4+^c^Qy0#D|Qi&Cs5QIo|&)EL)*sZTWaoTCe>KpBW3E9ePrbQ3E(ESWZwFOFaI z)(a!g-Qgfip+t+H-l*}FPhzFYU#pfjKti7VN)S#X-;a&HqWd}~(0pg?ZQ?BvxhPBm zBAs?8CNS6FWqO|v?Un^iAJ4Ba+NHg#Z$@9zuNc?79LcwXMWc;Yxma%;(L;FaemP{) zZ^bXu`VrR5L{zc2$lj3#2b~I^G|6I(8Vd>0Y=Ckm%C5Bo+w5sg7wnH+BXGpe#eoBvonF7?3{>z^#w5T<*1rHhJc8sDhliaE5MPlH5U~AI;f)jRt<9)2xWhK`mvMP`VHz^Uo$Fy=-pbexGJV1_tzki?;*D{w$XO1(26*ohD#U4 zuipLGg%Wk`c@wm67JEj=hXZIIdrgL~g6JNIeAHZ=`zF!Xf;i5-+KaAqEAZyXe>;NX z<`Y~o+m7dfWHya70@Z~PhzMlC2NN388|>pT_No2n8i(5#x$kd6w*?~n7lucBXBi2q zUQW$XdOcLVk4(O9!lQ}dYpUG^5AXJ==C(fvMmR3T*!W!yz-_s)P!`) zZeP`cE#1sgWF$=Px0jH<(epANH7JTQij!dppWynDqWEI8T-5h&BMP9W!zD#X$IR~o zGq<$XVL>>Dh%U$l{4G7P#9qWL*>6#Pe*5TUI*pChho|E#9f47ZB_6ZpEt7L;iO$S8 zVm^DeL#I}&()g!S){QJ4c4Mc5@|vyX@&f4R{JN$Zrl0oTspxAJUFw^^dKQfrq~vR{ zh2Dx1YMKcM*&vwfh}{&WdQFmd>&oxHk1UDCkp;saYJeZ%Q+^^uNbD{QtZg`IB^wf9b+quSUJZBv4) z+CQ#V7dwki{TjdyaDeq!0$y*=)unx2(p6!pJ{!-rd{W9xqyW(vk!GC4Z;(YCu1~II zwo}H7C4K}G&=r;kM`gB&Ot;VlwbzZaAzd17eT<_V?IA=F7Lzn(>)1g}{j?tFs}i}t zEQtR99xIVh)(u?n4M?xO0HOv8swHvYuA&1zThVC!A_Z-1ua6&NO6TvfE{Bp8e20e4 zl&O2gm^pMq4eI#}PZEUQuE;gSv`xbx4u|97Bq5_qDU;^3w)>gk0L@|hmw4b32-QK3 zX{Z!!-u18izq@H>pKgq{QHiDHvuAL3xLT=6e&ER5+zXGlNc^x;pDoe%i8iy5 zY35Cspl^&-_T!8(N%kA}9C)E_28syvBD@fEV?_z`&kzH4Lf~8&_g1+5{O#PFmt1TU zrd}}e^Ibj`iI=fg(EOq6OYKcQOWtDgTT0{GCcd_7+popgT<9c#QcAsJ~wT)yxu z81R`2%p#AYQq?qJ*}{jR*r9@#Sy&@NwkLKj>!{LcLeTRErjsGwo@PK8||A7)VK)f$4wTse)h0plB? zmATSf;(>Q3Yowq2b9)ZW!F8onC>7oO-_;tZ)=BlEeJ<%cIWI^CVo!wZT7q9>LAWGA zXPQbJ+#B4r(qc@BIn?H}18`?;_;<3RX2NO;g;1Z@%1ohyV4q*K`}va^tJ%t6F2DOx zQz(wOp9TQGz6MKpNe_kx{wV$cpehiiiyJSOke7|C|H>t^f+g{GjhO;2XN0ZT#t z8Za%2%N3s2KkFCa!EX9f?L!+SgsuNp@pmdlrUF0Ks8g4Qghz<#ze;_8sle2?=DENw zR-sB-7ip%om=TymH-o7Rumx|OJ^Qpp^DZRQ2_JED=+^NEqTJy}rFuWKsZsEmd#Rgy8Q3yF)$&;-GxH#Ps`%9^*>rNy$eBoo4 z$s}$?$boZjbp0-1s8u$9q5`xdH1G&cRirtvJ-Kw3gqbCQBKKcbR|7Kv=pg{?B0IqJ z%$Bf$2OaJt0+u5aFs^q4@1i%WqZ;O5yp2#i37fEoy^KN6crbhRQL)@pbU&YB;ClI3 zmYb#e(~ezlV{LVuEI0(N4wymtLpN&2#~lM47yTep=IUX-l$-RN{$d2xd5-~q@__6E zWa9vwIsAL3>QTEPqw|E1sXZ*~w(R;zm2?f{=&)Y=!f2IrQ48(=1h{Qxz)~g+>&a-& zJ~MB!>!k&8=mOX2$`?nK)*YPt`}+WHSKlfM_?W=@*ZpI4(A@U}a@-;zhcA`ggbR@^ z99iIQ2Cc3e%i-RKs@|~ecD8&EWc3|uqQanAW3}oX$(~aoyH&l@sW{$o)g@LNTd7;N zqk)N-v)umguON5Z$~f+^7KuxI!(5jr0jBrk%Fsh_JcVM8I#>X$p6LF0XSUh!PTNlsY7|H?FhIWFC@J;?_5|RXCcl3uoY-^i+BLtU z27pPi)WY<~joS(gF6+>2G`8k9l%KKirX+%toE}TVf{A&l>J%YTW~l><@~5hSccV&XuPV%FgE`O$6v;?~wy)3v0V$)Z*fOl5~> zM7}C1V{3dawl)QZ*7+*G^8110%r9u*!Cs|&sQ*M-nRXf8GxBT3Z;7ViS9ucuAot)? zFD}Ra@8r)UB#DjhM;_h6`YHsz_cpzHPT*^%lpzR zn>4tJVenTr|Itvg`Iy7uze@e%W#F<0Lp8CcGssoWxHE14T=!U?zf5uq;_tUJf`9JW z@tDab+ZAlP9Z7U(ppVgTo3Y} zKD{#+&J1y=bUw;h)$}ryg*2cqYff`XX>pN(U)K7^9^%_B>zh{}Li z(&VljZQsz%kyUSb-y^2aPH>11^4Jb+-ktXK@E}8~v{cT{a=!PuUH*|8>f8Fj6&X2O zSo1kr^qR*uYuMp+SFfSb!34P~>LzJ9vVb>>0cM{Xvf02HdfRYGZGbiIPjaC4Frc|fGbm9l+Z+mYJuYb;5NIBv>f4oTK7mzjmpzkR)&UjS??_%Ss9^Ey_@^Rh59uv z+ESiNcuUprsVCAMa|*8;o|B~7jOET#P2sYzDj7EVrmBh?N<$htn(h_e;)dzIN7^A8 zx>Hj};J-QF!(vP4@2t&yzE$aZqj>b^2S4*^K{b(`O7q16Au*n7wXK!LKGz?|w^xe) z@Jk8TOFwQWRBSp#XFd@76UH``$UH6TChFd%D!Q0}aJ@}jSQGTSXSsWi9>GAnvk=`Q zcD2f(cek#Xb6QSWNUrznu=MmgO+o1t8d{%`WxwTT#epA%dcTe=Q#vN^aYW~Abafo| zB3?i3N&4};($Adny(R<-juK~@?s74UniPnezYdat3cxlDqA$F)b#*nM^Y0b}K)`s= z??7r%dg8Z}IaJN0A@o&Bj!~y|lumnyBTD%?4oR>loG!Vtzx6#)f~C*-ThiV9)os` z-!Jt77J{}dKm8tKt=}Hch9(XaWW)I%?OJ^P-K#eEA9IF0Sy$hlEyeZ`PIQraaYP0a zlyD=fE?6FFS5B9^Cf;=JbGd9|@6eZCt4krn(oJgwo?UOLyuMN6@F6Z^)93-{ z)gtw;k!Ys?A4;k(ko)lVd`wJ)6HIHy_{M?yycq9e29*TK0Dtq&?i^&%&sm4Tp*q6r z5PBN~lboNjXEQ?&4FwbmXVx5`|UG&fGr_BtzvpvPjv#-OB zULrN$0X#D`sbxWW^l~_$b>s$Zy!r*e*Oea9K3{Y}!sbKB(YCXT%NqdiCY4fle)Tou z%EqQbcFfQ7q$D`1(yK6m;?9)U@@>byPr>SiDcmC7r<>Hcp`0F}-2CqFo++e_P4!r! z-aN-_N;I?S+tI5JtnJtG>n2octWQ6e_~hRo*2s~34!mwcos?i+2>jN~e;J^lSB+mH%R9j6$hOc`QGqQurOWc3df64HydD<}{{kvZ+1l{`&5J>L5d8-&2 zu>sYF5OGL!!3(1QOslu6VNnCqV=%JHmo__}qMOVZ-pZo&LEtfduSR57zLT=OnirU| zv78@hKVl)2eiW;31Df9pC?QtFLP__9Vm`n63nNBP)8;h!HKoA=sIG7k&zO3t+I0z_ zGcE)8!kI9#l=SVTE(tW=){CWp{pdc%5zCtA_7t9We8XYp-nkGmK`K1k^;QS=W0GmU{cLM^v?A-~ zs*DL#QCV^8UmnSO8%9{c*3*1bf7ZZsXCc<{tgKn`%1z#hZ*oz=VQ_;93V^wZe|@zI zFMYes5*dyTTx(aDxP)5rqFlE~EvCXny;Y$_K76BNXcKI3EZ8+v3oB{)Sot!+5X*Hk&CDm8F>>jXZ$vQk&3eP_QFGGQ~ zgvXh9W+INk6iQ_7z$Gvf*B$WStvP$=tq+HV%3+|M8h}JyLC*+6yiU(uu63{;%23Vv z#*3`T%+B~5GN`2gQu;!c$;Z}WfsjH>W>)&Ql~hIJ6Z>d7e|0G7LaqC72{yCW^y=4e z*JZ&1>=_-^WhjFW|j`TOJYTEcKoxh;=C(sWH7M{$TXN>0W!FjBlVq0&qZO&WsFyzr^(d8P+9Tsc)Z zQ?d!({&O508Ij@nZXh!8rjAh2$iQYu=S3D+J;`-kQ%W z^Vgj>Z%I{bO0T${zKD$VF#c=qdTi&s0-aO+v%nGtl`vAMJVW--87P_(hyJ9d11N&Q z1S?KQ)o<(^K)c3NKONS`Hm2bw^10>CZ<7D?%v1||m#4NQH*r6sW@6&#tu55Bv*?_u zn5m7iqR5dxR6}@@g1*`7_2?)BGql~1r$D42TSm#%Ud`jQUI;aI`?^4{pG@h z&<&xm0DkZ@T9kARvnngQp9yo+!Rk1}?BT}j;Fa%2xw~z3U>y+Qw;f@wsDeJ=t>5ha zG3@;3uh36&Pd|Od&);b_TH)-nkQ*0lOACVbQM`s1TGE4E=t@`M z1hTt=;*StxKlgng`(5|8uu+Q1l)5({nEj0*HH4~KUXnn4yJH1{T#p?nYf{fv`6znB z7%P~-KVUDj7Li+h=)@2J_i~|9k!F#=s6cbRFhm?hx&s?5aniu0Br0Ha9)d>ue3th7 z->OZ%EKI3-t0Y9Hbw5On*&5bz0ue?wexJ=zwOhFqjPja3i}QTr^Yfzl-W5k}a{E@) z&yDOV^GX>_jX^hkjT}YA+9Dr8>#5cWN>$~)`QAC;?p`6wj7olF z3%MJ0FGlgdBQJHs=;+*m*+&-S ziMhg%KOes}iZq%qb)Kf-=zaTK2)XV5qa>vk1_9?%UPgnGNseQID>?QLHvMNr-C~Vl zFNQ{G!ID^ts=n7td1l$;L@V<^p=p@zIs~I;#*qi>GJK`HGE2Ihv4k~#oDxjU1%Hg1 zIgEM84yx#J8R|+zatT24G2|IxZywlaL4WkIl?6Z^`urzcVSHifRvcLq3#g1xHC6Vc zl+bEmM&rSjoDgx9UFN>F0!#IClmRc42kI`~F$L9PDYO;&xg#OQ#Is_#qcPGo@^NaPDa zc9@g#G3FK7L5Pe%t;Y}}=@pHA_dnG$!U1OP!4hYF?TZ4zh1;216ZrBfIW>Vj&+{Yg zD@yOY)CCbHVN_&;I6g}a_xzbX(#M9G2nA}FLQLAw91p!I5f|t__@%(T*U1=x!J@I_ z3I(J`8wdcbwm*Gtgvd~M1Hvr8{V-babjsS;O82&bcW?)mP#=-Xj|O0Qe-jpD#*LVx z$JcI5%Unc_MOB4{r$H~tE%Xh4>dXz{=0mp=2dG!*n~2 zR5AY+KV<^5vPgVfiRlP~0C?uN{qYknI|V~BJ?gIZzTKOSd=qp)ww5>fi~?6E$Oknr zI^qZ!Z<|9XrM$rnC~u<5l8i8F*&nv-}!|T_-5N$fXfXn2b+#rk^8$i z8_wgQ=102T{;ju}Vfa+YSX4J8kcOVQ34zFIDZugEwRB<7_Iz621E4u-OOx9lfcKXC zX31kBH%N~Rx{!GmG2jTs7)0OPHOue8-wy0ZA5iVWlD#)< za2aj@qWa7@b_K#TU#MqF${kzSXF2_bgXUbgToQT`UVepwE37Y z3`@m*MmoagJ69N%{3$&Z0`p{2ugX) z6Sp9fZ?*DxiJk5@1%jyKb(b&2EZ4}h)t4}V7Kd4#6fvpdH*&!r|M$c>12o9U!VNgH zD(Vrxjy}~jM)sFPAK)u9!YOlsuwYG(4PSj8PT|$gyp$)|p`-}ewzu#O-Vyd$q>1-Z z^H=M-4l?Lw|7;(nBj!9@e7la2u{bP_D5g67lGLZPF!+OZp`YTD1Wp`JdK9#U#2Tf` zvR;7uL_E96eC0@az19SIL?q}5qGV%*&BXz6kR!7jRsvq;QnGoJ~n{j*b!z7)IX!vpGsMN?xks=WtrEU7;@Y4yKK^z zOpzmPsjI()S0A9B+sxNCT61P0ILP~!3>B9+F7D?b*)IFXYnYfQGb_S1ekE=?+zpe} zIb;P(nRR#&sc+Bi9EN2wGKNM#DK-cJj*A_E7!j$0jFkQZu_GSNpmlCiFa752N{d*l z*FllTqL!^c4d|X?ZB?UA5E5oUpUPg66TgX;Fhv&hq^?N_)w5G%Umw$#EtxPtEnfeI z7Y$K`S(BSGjBA$MI*`^`lCufaqW-qPjA&!IL&Y+vP&RqJUHn(TaDT~XwA;uS=K~Qh z7-Bdcaq)g7WtcOk&{w!svnMy_{Vhpqc3EA^M$jKKlr4#nb{gq=rju43eB=*UEqNsX z<^!6^APDpuA{6{KB0$&8*QBg0tMR=JTib@GJAxctN;+ZTY1kj)o~Fx^4?ty0k#&~pf)~Gz?3vkEf0Y-nQ3fIq zKlWp4Pz~QHXcbCMuZ1$Rvi^0T|F7`UX`z)Q=z!L^E>h9fNS@-qRx_Dti*V46Mc0nM zJ_>54i@=o5`TdK;o!(XNb5XOHh+um)>YMedW4S82a<*IKe~)%tF1G~A9Nd=ak^WHP z99e2==(MRiW^h<{*?*O5V=<3|d_40u1Mb0N_qUbt^o?ej!(zsf_M@UOvj`VHvQTL@U}E>QVntOQ!Lggjcm3M@$FuPq-Qfgme6t_Jeo zoZ3!F%)&B63O{J>%R5u9ARspxLOf84==i-#SN@@yOGI`n-mZRpy!9uNk)?XkHrE(_ zyGiesHk2t(TcmElfcx*UdvVg>0Lsncsi0W~x|uB&+j9YjRJr&x-5Yj2SB@UY92YI8 zo9g8RAS?_{Dmq_XU0t88J5L(ZQFF*uo341vF;o?s;{P)x zJW%*IA-}AZ`Ip$m(EC^^U~A8KX@3*&w(V!9_696GQte*{`+Vt5`sVwiRn&od{S&iB z|Ihz)4rYa|Mu^#bjlrO240BOjBjUd zc%2maYppjwOZ#wvDyT|_&g?A*os1Aaw9P<)^aK@5wxC(m1guR64@%xjDk?NUwJnK^ zP7y|u08jt{#LaxcDgktS_WFtc%V;&fsn+!Nkv7|!>Bs$V`udpFCXAc+y~Cdm+f}#T zoa3OiYWg@VWhp&$DE$fF@cqL`$$YQ0vLjJcurI9lOc49PpnqXe5Bjn6LrY1tfrm%b zYO_n}Vd+Ds?@B+tg~L)V2*)e1IC*|Fo%ML{E$@-VTUd2CG-U8AwwLkPtcg$TyV->Q zi~iwZbr0jMWm&U98yg#ci(Z3~>)&L);#{*=3VF7XcuUK3C!luEZno9|G&m-?EQpAS zkwmgbj~>BZzNds(CGZd^VUH$tL4pL@b&It$J~q%7M#-+Mh6x0LqJkGM=xtMxJLgmX zm#wPZvUFT7t2!*ItyOYs+t|Pl(u%kZ++VPGuhEi$R4wsf6i|mKX>2U)Rb;~ExEcuel8~kd`L;I@Q<$V!qrD5L0E1Q z4ADVU29#%HS^Beq*78KqElvxXS*J-IJ(I_ydzS&ACJOZ8Ip#I-UvrHqO27DA(JYK~ zSlRLeQBtg-gx`|KFv;e;lNMj(nS$x_b7#?v&LQk}V1hoBAu{-f*?E?2AWQn`;@|92 z4V}#4X|5R>Xi4fv^`LdsUjoDFTGqW^S5S?;Y!uoOXz9<*nZd8QMy6G-y=IozZy5z% zDyLBj#$yN@`{i(f_NP@EXML1Br|>(?6XV;rSHO0y37Q2#Lm#WaN&D|F?4Yz8sTi@9x;a z9)JqFYM(WIQel{&sAv}e!cF=C9388IuOR5+@_es%X?e>0ZX^KygI-KS(3y8lyyf#Q zO)l0A1JXvt2EcMZVd@moLbk&1d{3fEEf*UFOZmdr-l%6 zI1ab>d)rXxGcR_})05#K?zdoL;W?9gY;0eq<;LL=t~B6Pc|(qie>)39dajWJ_fjPg zSK3$%!;<>r6I-vp)X$Ru4b_<(%qsO1LsW0#1kBlPlp|BsDiF@sp#h^oN?h@^>*iGa ziaBVxt5@U<&k&wN-`*zS=v#sNyvc+BlLezw^;COpfiTf=@YMeO-Q?^34;$XOqpAK) zzGwQ8UUJ$`KmtYEDIxO;xI^e-zh>0|$c`96>?>Th^=Ex#fsd4XD?u*;JdI$d1tZIT zhaG^DtE#Ew&a(aDnkj3?&EcdKRc7Nl*AJ2J5Fai)WBn#aCcrls+nCm(3u zAz5pOvz>PqBRuAO*_vNVusc7OmFXNI)xjvk6NZII-zq~yFJ$KK1lVcW=$Vf%t7pP= zusufNNlWM3)Rt0~sU|n18Oy*M_va1#Uu!GH_wHL1qE;)F_S1wjFB=u^`i%8LFJ3|R zu`=IV31aON807fne^D2F0xY2eQ_tF%{MGAoW*rn4rGCZ{_OqG8rJM)9Q%P$|_cj@% zTZG|bB`mhFu=LLjVZSO!3u0*|@R3YZx#!uj9%1N+*x z88qwlsbNlCRkqn{_HObuiXLRt+(KmXHEUX}rb-1t$mcQS_5y8U3z#g_V2orJoy^dP zNz{J4h*asK`}h0aD2A#7n!ttRCX8=9i7Xpr2BUE9IU5cDE|)-x+h__5Q6(w)ru4C$ zUJ6L7b2k92^!+4p@`JJGxQj9alAi0I*HpqE9y>=RE=nfhe5>vW>H!6nN}Xh_6#!@1 z-l=0KOC2(@d9!vNwR!5b|>hQ$z|8e!+@l?le`0(c(2gf>&tsGmDc~pdqW0MgT z*^VtMn?jDgcOj#UhU~qH4#~*Q%qS~lBqb!{dF%WA{(jH%{KqSu^ZC5zeP8!=Ul-tO zPo&0-Fa!1ISH$^3qq0IPyD@%b!M%TMTafR?XOZUQ8M;UDP)%~LiV(Q{>TH`i@jOu2 zcS}*nBa(J=V*LlAW4YMXT%w2jRnid~NtUwnS6xZ*UTL@@^kuLUZy~d|QZdFhf9Q=W zrW}D{O&Q5#sxgr)WzADyA@=>0u?bWMPrk%L2y`>;mpu42bqzjj3-ikATUWM*Y2Tz` z$-aG9HWwO^rwIaeC2m0a)=b>BNwe!S$q1ovI~6K!*|cd}{m3>|LnFCa++L-g4vXG^ z+q15`q$J`2?$QBgEu_jczxQNi4%PgU!S(sb0I#_S!HluQ=Q7XO13o0rgVRNlTDX;4 z63wf{QmHyEEYwiUv>^qywLRx5skED!$NgZRAX%`c_26os)Pg@7rQulNoW<8O9q9_{ zoSuWWjL%#2hA}!I_yX>ih?FJAIt$R$(CXUVQfxU;>SX`iKs(6`X+|^@m2;-Tuih-31MK5@kv)>-2TJ@U4z6VSB0Q9G)O`HKa1$ zK-1E5xv#L<+P|V6)XA@|iCgDOoC~?!z=U}ZM$G!(Waw%$27)!eCHG@%V)|lF**NP7~gaF_vc zIl)}qgrxX8Ms^O+9rHXo?-D6^f|7MUJT*FVGu~X1)rme@z&KW2BKRt9`{ItqHb?ZX(eI67mOlcuh|#Ch;ISwvaiZ#C(4rQc z!nkDg8AJZp&-|vU^cta*iod>@oR8u{G3>ZhH3mROSA>GNq}P& zsWnvCv{O(QI?{a2?g9i__95a5<9dD4OKR$uRfd{Td}JV_GTpcw_2@MFomf`}+3&x_ z3h*KFpj??tr7Bci9$6~M-Eci2QPXx(O#gF-M^!HTZeN=zzgi<2{_6AiRyb!lArJLD0Zw)gw@uYhzsGlu3c`G+%7zaz+cXIBBL8; zL7ZyRtRsJD_v!r{^@F>G7SYeqwS3MI>Z7v@YF9hGnWUzsVz=D|07tG??LWIRop&C9 zZogd1stF;UKfde|%(7l*y zG8wY=J)8s`hMhmBJlmDChf>SoFPmBjW2M`dnYs}kji<$DO;nm9Pz|lVB_glQ8zVGE ziuoEg*(fvYK>&qcV>?(j5>`Tw#RY=mFH5D5k`B*s6Jg}mTzIT=SA#BnGA^-3Dq0PXVRaM4Lh3Cp59jcTcJ|ff^_uH$Kfd2G$3V-e^;{v?} z9nchA@YJTQw5O6z!O;1T+Q~a8A+vZ*u8P2F*x;K6-J{fzrJE*j`^F+4IYmDDe=7{M z>^`zH88@NlZ61Y9$c39~vR=ger5!5UpXwHL5MD|9gqxtEb#iwpb zjs*&eJ~LTa2>O0f7e)fbb-4ZmP~`Mbse&js&W@TmKqT8^lOy~gm^EE4rL4|I)emrs z=5ow!xt}z^p_LrEe4u1qIm|Y6#7_lI-}Hw}gkQ`3?;c*b>D>$1AXm(QlOLxsYzoH^@5O=%a^8X8`|@ znQ};mLgnu4LnkA$$|fkj3n;k3IAc+aW!w}ho0hIWTWl5w1fx^q`(GEs!e?5bp*%{Q z-I-H7tm@e_$n3u`&206D57!QX=esJ1eSd)9e}1i`q7#54r$4`%?#sQ(62~mk4m6an zzX2BFz)TM0(P4utS353oA^$qAL!QGxdw#uxG^EL}&>K#n1=sYZ#)qpg5vNF9;(Ms< zpr{POu-nU=UZA1ITS==*PWfE*sb^sNvotq%CuaA3uUlW1$kCp^BuP~{^Qs`S3A<)c ze@4gfJ-5&YxB}2_d|e5cQ9#tuxZykS{3d|pMB#XwRtkgiULU79bxQ`h3b2%NXkYm? z|7YcC7qFyHq5u@-Q)vk zng9l}CYQb$5$OJB+QAyU|D@FLd#k&K(KZ>EGs_Lm^W0!3M!v}VL1l7W%S?Qc_cbX- z>0jI>aN+kOFJJ`kE|crOH|rg-cym3K>_kYN& z^8c62O8W_e#6k08Y+Qk&*d z?W38vIYZl<} zH7epfT`%$v00C;&Vi1r9zU;zQFKUtbo+kzCmz(^;E&nuEZj`RRcviOS)nFE&H6_|j z-ZxX4ydTATONsyECFfcW&#YfgF@6uU$)wodeDk;@`(Zj&pl2>ZZ-MIOTa@Cb>*ZIA zFz4TjAkr2c&5LF4%9Hcz{yvD52|>!L58k;nWZ}0chiArBScU_Is+V*}E@!-84h}Ml z_bZ<7W$oli^lj^<-GF21b#!#xn|4GQ8>VR>pzr1A;(~xiT!BXPqP*Ct=P*)CF-742 zh0i!1W4xRmu^P0s@t*H0JQVryVvxPYglWkkvTX2&z+h|dX7qla{h0sn6NlHlZk+3f zW{O(6_Ah#O8o$R6IbXhdp2Y1X{oxjcsNZY$?%oCcZ)M~VW4aGwYk>Nyu5Z2Rk?CB2 zMaGysN|ErCwkhYEbi&h8?XRuU=JSK*%0ta7R2sks8D6nH*NsU!Jk%Z|HJcJ;A#Hln z*rm9Km2;%=lD+jT0onm7H$51Oil2(ttMzmGe=5t$erJ7W z^KIoaFi0rsLnU30^Ls#(@L_#)ohCC;Is35c1Se80t7|voqXRv>D9O~e5j5~9W{vEO zBesb-VQP;=dLbv_uYVA1|M0`_g?oulM(pQ)lg++KcrYuMY>1+k?&gSy%?a=>MTOvS=Hq}N zIx7hp1f0g3NJ7#B+F}Yu3%V3$PAQ?wgZi@>RPWm~Q(f+B8{W!TX{`J$+}h8H=1uI{ znh5SbI812(=7Ax2dP?$N6N$pTb5iF}6|XKp4a(rifaf0_j$J$C%rJMn=jOUDKCpB@ z^E<O)&|T9f;_*|68Zed@|(($V$VIT|i>^3V`#EUfhIPGP+wT{Pxphliv?pf~ME z*f_RJS#_%W%lx}2o39@pp(VbcgAcdWy}x}V1wQbrK*s66G)ut7Wg7`9NWB?TpDv z($mU+|3NY3fY3}C3qwF}N%#+-^r`|NK48}_30w!x z#IcBVhLTcYgATl*Ya3sHN^rDsjr}~3DDDEjV*iBkz|aHV?sh8bWQCYx*tiGL=*a0Dt#nZw2#@7GG8z8+A1Wu-&l!GlQv`WGLXo}-_~TjzK0dN#cI zq(xpogLGzsH&2U*gNq4j+@kzXx( zD^+c@12qM*^JDhcR8lug<=W-71Mhw|NO;7y8%Bb4!@n{?WDT!U6^REE+DNrk^C)=c zpXpEoWJIW1Z9iQ2*8KDx2L3(-*Sa)Y8B3-9kHYbf&7Lpm!xXW?m;RkR=jfkwt0o^&IhR2sl|!TQ7vu45eRXfw%2gcqfT)H&rFUH z2UxZd1f;X)q(=CIf4qGgX2-*FCacL$uW(#;EjVGs)_^UFbGM;KRUw7!vG= zOrZk>$Rul6dwcLl+YKNv^9`g5e&In_P|#n zN3t{3j2P3#{X;51$8!s)wK;41**@NwLC;Em?%aub`=aGfLUgH^^%sHUOf%A=#I16}*Vet(%*+@GB# zbS_TULr%h_1^piMyFG(oof-aK>UEIki(qx0hlm0n*!0w+N=1uwDp?@bubl46Ok%_! z%(&?x-Hv$LrFvR@zPvN8hStP#c;lN{OA;%9NUw)!*+0Vz+ecjzxK8wtw27iU5@|Ehzc>3@=O6Nt`|xiWZ` z1&DOKI@z1^T^-k|j$b)$KyixBmLFG`24~g~O4ftW=QKTFS3{YJ1-kl!h1cO#S0tYR z=RKh6kuy&%v~67rofQd3DDsh=4y!FIX{IDua*{Zi9&iJE9ViavRekw}wnMo#3WENZ zHOb(OiY`Cr-G!sAe$qVF=YH;`lREI8es9IONAbgJGMr}CazFRg?7oDez?aDdmgeGW zD>v@&hy%ta4KuDGuNVG;XQ<<(!SAz`+ryQqw=at_%w2s*C+a*JJlY5eu2^3IPP`Xa zjO#VzZ=BK(Z_LU%52m82LpY`vtDJ5>_z=4qY05wXtkhqnH^^Qha%3e>4YWH*3y$&UjC zcHAWGfO(?E`#Y0N7sw%%UDuBsBQq}yKUJ^I?I%}^_Dd70B(dxYx|ZTolV`)v-ynyO z#&Kx_LKwEi5;)~9_zd@;ly{p3`^%a-oTmMcMlwQcw4KCEaE zcI&Q|43$)l3M7evAf(+pu4s6DI2jD$`FrI~(w&%HOPhA>m=gcwuir&NhE^`ut2?fD zIsTn^XJr3?Q^7YdGQIgMqh=jM$g2sywlcq?%Jr%~MDwTA2iS%MB@JAU$?rgxxR1ty z7hXNHnx=|2MtE(*xiw!WobkkPQo+uPz%@UTCx1QORt@9&DO(>-ZbK)Dlc^>F*G^l)5C5g42NsL@ztLM!cv3oI=zM?PGrxTjPeCa+|h~KO*aJl zo|I^UP0Z*JOUPsyKUBPGv-QrOJUI);pfZRZ4kt_r{@+)T=16h^`$_Uqj_ zpuA@uREdv97ak>-{5n)13e4Q#AZ6K;@;qtgtkE3GQP^!5qu+woN(enKxuTz(mP2gm zv^)NUiIZc~NxILd=)9p~wInUouVhL`+^7Z`D&E`v z;!xo;_JThB@_tQH#CMm3H^3QfvUdd{+?)DS`Q(Q(Mo^lLEmRo>`4*9K(M=E@4vajK zCw${jf2MvXKkJ<_+K1%#qgKN>C}hP-{1s0!c#fTa{(f=Md=#**VnTwhVIT)yY6_Vp z(f=qrv4|qb{;E_Ix%I7~pfhJFJUVH|Y+8@b>y`$S)Razd+jOl&hriRaCB-l@#txJ9 z&3=c9gS|YgwTh=Gpt)Xk;>AD0P%*22mjZ?7&TRvnxMCH{b8ikCPU7hJi>Dj~<>GaV z(K|->4+PAxeh4)hQ3U!aNq6|uWOq(Q^ep+&ecotco^%pcDwwl0A=(d`rhutOaP*!q z6xfVVCr+=9;HCdq6Bvg2n&@t+WJ*)qn3dP44jm~qt(^HO$p3iP7r;>h*Ipk{J~ydT ztkaXxe%=1Z+0|g`OTx*=O3&! zISFzLQ6^s5B7^#>-L?$LhdARM2cD1EA6ic!KwV%{a{0Ja;%PJuYgEJG%^L%~y|(lk zZ|2rrOelusR;lDBB^+9yJ1Fe`rbc5KTJwVbBw~n-@`O?-oC0@Lbz`S0$1$=&B(x>v z#_zOH_4lKSG#s~AiRmuPAfL*!~T|l(a2)=z+B#!In*@Fruuu3)AapowzpemQi z@A7fDz59+os({GN^IkA0%!;BdIb6>A@j+&@xj@51=fNH?;?SHgRMTu1Eb_nrYIfm& zx9Rzg8%IfE&nD&f*!L;}$#L@Noxhp>)ZB9q|Na~G!TiBrH7X}TZ8LOIdrSG)Yyt9Q zuKRFL5L(7*7$SJsiU~GJu43dv!jyWU@&c`^GcyH7(~R83?mWZi?L_dq>apAxF#EVm zk#(+yTZ=gmVSauS48YMJGv7ie{_6=1>C2Kg_<>}3@0?E6b?+S;Zai};jdF*g zW?8uiZAn*o-9YFwcY!qLvDgK-Jc;}A8M7{p=HnDNxxO=$;e7pd+7e=elVtpLzu!}- zUWAfRrL=jEejXtgicVqTW@2!wbbN4y!jS7AOS*M2fMl;-Md7X4GL3x7X7Iw0RWzJ| zphk{{c2%tNCz5&Q^6U`xQDaX6=0AvC`kcnW4ELQ{U?;Y$-Pej_b#n;iLdV*o;fY6A zbMJ6GzD3Jm9>#QkXp}Zo>i+2xrjF6LXc6dl_4u$&w^l7e$4~Zr7*pu8RIo#0eM>c$ zxEn@EAb&sMr?gOb4Cz-WX_yV9^J%$16|qioU~f;6zK>C^$M)be41cpOvE4f4gc z=yE93!X&eRg+mAPWYQufW{_ir2VW5SRM-3IOpya!Kz0v*-MFH*XT(%-f)V zy>m?rLF6s|l;2_{FP>|i_Y_88yr81u=!(tdz zrrymh*|EZ3$b-e0xQO*o(Yz}b#&y7Wj~6~jyX>|0MfTK%W9myd0^* z2`3})E{eVDyz4iw5k^{AuxX1b;G`Uezj9KaAjO-4_14|0vo=MRsB=HQUzmq6v1MH8 zEcaZIp|0~Ywg>`6=qlAx0(3dMUqB=wqH=0#3Yh-v%>#p^cMI?1V9-_H4I(Lv8QveG zXnQSASJo#A8jbRRaiO)pLl<=l#Nfl%Ve?X`Yo=-Uwcn6*Bl2>L5O4_Q#a-O!3F%A~ z)gO5(#4q|O$y66oy}o(pca0<#q!|bkZi82YLa4_%JFF$DDm7yD1KuiUx;*q4&)JYC z^AHh=OG5Wd5!Fs(g8N4gge_Y!5SlWg(r?QG5E4t%cqw=!c2IfpDvvM3fGx#Td3;w| z6FJHEL+=^#A-?2bavy^W`3mtz5?}_b7p;2uV>cd+$>LtwvoKx=Ehl1d4z)Jv6x zN?QO~$bGyvsiIc3%4p9(SP85>h* zrv3m*lEMUjW(l49Vdk=?zT;Sx;a^s0tvEoM%>eQcA}yEQV<9W`jJzV!DPn&M44bMFFV8T8wr(M1MS{q<`@pU0a^ zKaWFYx^%HIo2|4rW^J^FSk;#OVH`;$%SBN2bl(qu%&;Ya-pnoAcVKOq3#xM(=Z+kr z#V6m?6fk2&e*UdbMdZ&$kdMjvKm;ur?r^u5!#nOK9?k+uLO`LuXfzH8V0%>K zAB{0*HY-{`(c+H!s8?@8-By>`^bqVa9u*x`sc~f$WFDV^T*zMMqlu< zt@*}51GrjGNmeA=0Km$~UU#2K{CY31Nl>Ql-I}gZ8c)f(pskPy6oUNDN;$O~%X6jwpP#7sf&7l0% zdHI%o5<+$LMMh@kg5u(0t(AC{``<~mn${GiWN15#u ze9fyz%H*%=SS$TGx;w5nIPpRnQes{mN>&s=_6X3o62E?mXirV&?2hHO zH72_)c|&d`g&i4nPFdHy_^-2*zWKG6{oxuaYVLct*RqmwF}d3GoQT_19bcgjsi{8$ zBFoZRd|$B_{`K40GJEj!#kJNg@h^MiLmV+X-BSWW*E^;+sVx@9x$?5cLtP-yW+CZ5PhP2cOSI zSWCu-Xn8}bxg?VX>pkb!Ft~AEy)6h%(33PfYO?oJ`)iZ$Mul}8IJCsN9n*~J$$Cn$Zw zhQl=K&QRiVNs9JOA!E3d=qtUkLO*C^vzLXTe-s?cNTutar3na+%h4=^S!oKD_}JQg zefO+Pm_sAG#(8q=+L~r{x{aeamADm1dq;owr`Z{Rmot0Id99=IdX@qais&ZzDGC8G!$rM|-OT-N!7kCUFc9b&Rfj!~7UFP52ClAY zoNYy>t8-&_*s#-WG0Wjz9iEVl&8JfSLK1=V9*|80mp&|0@f?=z>Pq!DB_itj%dT%; zP=vNJ@o{~~DfdU^$tkhrA|ZmHMLAlfGOG`K$spsWvZ^p8E8`3jM`8H3DzG6IDoWHn z=g~bJ!=-6Lgv4P?DGz}d169`a`JQTKPi7xpsZ0UJ4`WXre`5|6h%KNn%$UVE!_t(H zlgT8RFE|!2Qow#41gAlOsikoGwP%PJVycqQ4Bl@UlJWL(Bgv00r(_*|TL{OZdzEEx zO;bXZLdB3vMYZ7Cil~rTHP7Ug|s?G=z_Z%PrMAH4(bxw{12IZTt-}ubtr7dC)?{M<$Wp^aAI{0AZst_V6_qq0WjJ?O*pJ3e~DLz}G& z@klEskrP9Lv)aiNUpCM`v33P+U-^+927=58Spy`|EFE4|kcf z;ntz_AU_rK((D>L7uLe@m^tJbFDAi&cqccJ3(4bfN_@FfAP{Rf`~ic5kdd$Xp~oZw zv2P6jtX*G*)K1#?@2ysa7c}{7B8Bt;ta1Rw%2*Xe5PqZbbRo}Bie*g)7?dS{a+UFw z7mHpARG;mmlQ%mTJ{n0^H4(-if<`EM)1DSDbf&yXX-IYB_=|TQ5$B`B11x6v`2o{TY>Mgf>2tK-Oc;+l~gr6eCpLd*RM0;_5Qpx-#)TIXb$D za6^kE)KuY{_uWWw_p(?0(D=LiFncpZsv#$F^6iDw(<3kfoF30&u9!g9HArlXY+r%k z_)Y}Z-(u4$*IHU^82B!s0dcZ*;6_#|86b0CDV{c)}<)Gy;)5H%I7 z;oFR|1i4;|95777q=FE3jI>r)8Z=HE9Zqh zI5p6S6s^-~ygY0_H8rZ%TWWn<3?k7F8T-h5tx1ZnG@G<9mSdC${rh-#Mws6S;3u!T zXmiKEOJ|OB{Un!0VdLH`TSxlbi^s5dLA;*U{?nc_F33c9w}?;lhRO8&XD}$2`uT^b z`J+cF;D#pymk~K`1AwlqQjPVK{jG@1~Dh z<17z)JmY$h*_+HWdJBYHs)BZJ6}bniqrQV}Q!SO0)+NSz5gZJJW?8k6>lTRiIh9K@ zBco=-p%-I%4|lz|e%s8|GGp&Z5gr@Dt}B#dNVM2l#Rcx^YhT=P$U}qc=nv&7_89J9 z7@YK_Tpt*Cd7v>vOxB1OP$Km8`GoT@0n8D%-wiO z(pPC`L@FD+hMx)gM9nBg-?dN|m5&VH0pQj>@Gu2h`*5qn#SytFf$G3#^%o$hDDJpl zsYM)CbX*4Vrq>V3LPil>UeNnS9`uVAvhRmNhbMvP^AQRpdBjfAs-XiKT~u)F%~Des z^fB)O`x9jaN>sGLgcB-{n;e|-*EW&3&uavqjaO?X3J=Kg`%fZy&KsU@I51|*oMdgR zRU)2Y4zY#nz`2nHV#y}7WTB2xVsA@27362b$nHWJPdv=-ioI0F{|VIIC-vbSC1gU> z_2;4Kk6sXsDwhoT&_V?{q#YZWz$tBlo$_Xl2xQZv*-Y!B`ECSNqp@LSxwGYB@Odep zv&f-V5+sz~}yb#yX|(yet&8phz7D6VO-Lj=D^-i?NGRXoWL zX?s|ec^xTX42YDM$s`)y6zQ}RS=O1CSgekAGmEHd7ooGHd7_A%XI5Sp+cl?&l{{!t zrAC8*4T|(@j6YqAZqG#D%89INoA;l+LSwy6L=Dn$Dve=qpI1Qv#K93U`vg4Fn=y*N zO>ZOZ#?KMn=To-P-0j$9ijl~zzZ=A+XNwH$47qMaol~!?WzRjQohMH~DDIGglioa( zBJz7?M0Ua{82di6D9#V+&y^xvSb@}jZE5pV{BHS0KE{KlYM*2JeN2Bnr@vC#0I%n_BH0cTZwbP$B;mJYgI3O%=lN8iQfR!a~ku32&GwtZ;&+4qWgUm z;c>u=x{%@9FmfO6IYv^jh*U!+iY<;5DFFD(QnAdbR6FN9P2vBiTSH(@Pv4eg(5rFr zuC_P%6!Fam5I*{x?|E5+!B&c znW=P&M_k~8VnpeBVSP8rE5p$4T?RxMa%_YoHnxEEtm3ptl_1_Y(F^k78F2e1wIcS! zKcA%+rp*CgE)>_(yk-s}(8&sT;;&$;ss%oX=$9YjU$RP{srDpu{MQcIL8TZIxV2I$ z^iW*G=YF;zJH99)Gh<#3#NlN8)IqqHW>nDaJdnmGgp54bC?!FjT+`fE_g*EYKkKu) zl>CGk0MRWG*51$v1?-Yk97(-&#-eLZ{FPSO(55@JLEm(`VSL~a0LSzyJI9mHz z=5#}0SefC}=ELCf<2p^Q%^jFFHv%)8lop^UvPjCuj|karhjKSs0}oS zTQn}&uukfcVrDG`L=l)?SbVINs-`>iNLQ)I<#IOBD+{tB<;agNl_unjxjNpo)*6Au zv)nhl>D_UbWec*mK+s=z&Xyq?c+3meJGr5U%>2(CJ$!BluD3<_N(G{KtZfdG-V#9{ ziwzM_uGll;uv8ECv6*8nWuhkRvJ<_PiGe@m37D=k9r+-z#!~8DH|3(XG#l3HgKfOg z(UHWZ;gA4A0~c?zic!XE=5A&3Av7FSaxbw80Qzb}!$+5fyFIEpdvlpWRlJ#q)FtKb zwE|H1DegIcay>s(i_|E_#1K59ynhC!tA@;lnLCe3#rU-&`z*VErfVL#f z2_;#j3Ll=MDfq;qq#W05p{hSLm2QgS`Vap1@8ds55q#i!`qpmDkWt@SS66`njLm_} zw4cXp_#0;1YS`aeCyzmyC@D&va&v2?)Vu_~EH%IdFKfou9Q%s8(Q60-q&H=HrkIjg zk5^&nlfFq>8q9vW@OZ9s!!qB4%8f#BC4=Qw>E`D1+Bgen*#;?vKJSzr;( zrwoD;;Cey1nSUK5s3KeJE~$}M?u{#ghM%;h&bv#Dugc3ii}VZWkKY_0tV4t{(+2Br zAD?GlzC#a8#iD>RW>v=R8S$%oR~B-`cIWGo{C@A=m{NU8lDWl==i-Ncw`+2$(L|n8 zMrJlyxIMUsNXQJ7{g4rW7^CI4s{83@%$0y98C=duyNTZ(Au(=oG~NUi=pA1xc4( z$4A1kYtY)P!qFy9cuyo(ZRp@}*M?6l6JaTlL_?M9^!EKJh15iq>EuyRg{k;e3HOh$3+kpRdZBtQ{svYtRzC3jBnZ9p7_b!>MBr6Y>$ZI(bjNyr@%O+G){lt!m8H@RhBZis%R8SwGPg%r zvLm1k*-QcGlk+P-=<%wzIQbAbyX4gdb|Giqx}5noS)8Zg1WySz5EpUfHJzvt}W%D-iR(*6}w?jf=IV> z<%ymZbVAM5AL(Q%pG9g>R4@dH=~V#(SA6K9;em`|?R|BVC&VdtQvARZ`RezyJ-sogC(Un)U>D^2FA8V0rJ(?VgB1 z>)YLXN3dFTo=ZQ~pxAyBPkKmUDAf z+md5$^_5Nts9eRU)~JSeEfPlZkI!pfrr3NEXa0^*jw~AEj2y8WLCi(l#NFTU`Zz0v z5pVeT^;SiIP6bkS^m_&hrLNPU>I%=-T~gI(J0uU&&a>-4d~8bNFFX-(m@@Fs54Nxiu% zVp@O7q?h{MxcJZMI+afmeT#glSL|)aP`eo3#sS!Mt(ZcE#dfhYzCf%xKHw48}n z?;_{RUw?0pq+zRco)Db@cBhlIcNofB51fQ8-msRHmF<5O3yuM88K)P|zX}p?L*Cu} zIIYSFALvv{-k12Q#Z<{x^4D4f?_$rLZ+9(FsNZ7`fmpiB^h}#`v|jk4kf6u z#ccdN8*(B`tE-PSav|j2j$mRbgV&p?=E&v;cN!3@c+leCcRP;#UNMIN*es$;PE;bi zc@f6|<@MQI+WFe&>+eLO3@|0Gy9lnqUq*FKO#IrJ1i-lE0JjduX%GA9*-=zfg!Awa zKQ%oD^$_yYf8q!}^q9H7UM98m=GXmzZ<_^v(4vrAO-LXkL47T#aW~~;?k=anSrZ~3 zlGymPSI)`enoptS1esd+n6P8J)7t6{2xppF<-SoTjJn-+a?C&|z+vP`{_+-I6%oSV zeSCX4BtSSVi041N;fmOt=s#pPDt=+TAvK8rgiPBfHq&hGmnp)zqUCX)!wIlFK#B(a z8J4g2u4iIl!GC%!6BlBeBQ4J}dcK48wMx9u`r2lXP^KThTcW6$FSzEyOgHX(a4i0z z0ABfGm{xuCag7PW9TSz-xz`nvWtb!TF^1Q)WEi9E64QQGk@oIBV{$v1>^i~c`&a+9 zX^BjxE)aeI4c~xh)_P-NKC9sOw>(4uUjK=s+&J z^a$#^0+(KZV&O^Ae7vmJyz4z_#+RR$OA{g;^_8p9?t!!|7n5i(x6a3Z{q;!&H6O{_ z=x>c^%l*PtyG(UB!`{}FzYXbL#Bj!Rqq+0D8`vQH<9b$%Si5c29Q&3nFw~pnQ|lWJ z?A+JnDM%Iwv_|2(wiL=_rtFnMMg(qo4Z`A&vN8Y7ij3ps$+2u{7LNsdrc^H1MK;gE zWX)FI4TR}r%6Sm=d%0~Ao`e{^voBHA{-jQ7uq`G+~cflC6l6 zT6$CO>wEneocP@Ss(uS?_DdKs2qE8x!HO!r8l}lxP{GJ@OK#o1T{LXYv){iu~47oY8S zPMAb}{%QVV6<|6m=Qj3L&-x)5YyAjEM(Qs&Cuqt_GS`qbWK21BSYCoKJaaW{@R(#0fi+Tn{l9@7SW8ZLQX}qe?MoR})>dYdkFVJxbv7K4ZJ-=dhu> ze39Y45Of&vP7hywmSb?$gB%<4!wQ8L-~shBvXmnAEvR|Je)CAr@S!Ow7cLNm7ZU|u zc?IME9@83TAwZwl;gWGmAKt@X{jeH6vRQbUe=hT*heU#_Ii+G0Zz}WJXdD!9Rr<7P zx^2)B)(-peK5U*d0M&|Ok2C3s2o|g%nwnFrRI2Zdu5wU}WZr`a#J|_^YW^ZnUYTwD z{I;Yyvhn4+6s3#gdMmijs1Q3mRX!JRbE$@~Y=p}015yY}lS`Snh?k@Q zh>?F=QLrd(_WXGh{MF5~jiSevve8fHZtI+oe%61uvyB^E0Y1YdB(;{v>WXV+smH79 z%8_U+)b~^dS(tR8<5{EOr6veqv>YUMMVqCrdxIXGns- zJOjd0eZq_Mjv3i^9>WuHi-h!g?30s~`r5(SnX^m;-%DhV))0Bd(4ZGKZmsLR@Xt9V zd5x$suW03@365T+C)=vL)B#sr4Fc(4R?*m)&ZH&%GPv$XGBU^D{tbyQ0nb#aNUv@d zL$V%b!7~So7b1u5n&zC<_ZJwP z@0&3`!ip4QlYx3!jS_nIe*fdkfNU}{l)mfSi6O$HKB3#|)JV}@zlH5#DM6MbvDB@O zSbx9AyOY(cqj9@{afLLxu5~$TAit!DEYX+A-4ixxajw#0Bg#m%ajfy!Ec_J4It4hv zASo3KrQyZ{y;$#-eoDyrJc}~^)@s&XDN0`XT8X&fZ|Gx+>HoSeOq(3h*DEKPsU!Q4 zF)`+4lYxk&zA{l1{Jz1gFVul|{umYf`#UFunZ7P^2sZtbFmPmC3gxEAUu9%!nEmhk ztvSHfXNkKQqOG-p1#y`NlaWcK3DB;)dUP7;sdJD$E8NY6VgUpaa6Kx`DL9?-m)7z; z7D5%;eL`tW`<9XRnrRx7*X3HoJXQGieh9 zNmPl@M30RwZ17bg4)?d-qd)V;pCN_#SeNT&zh~|SU?d>Y}nj@$ebpQ z2rL>P4?6mgBEzXhEj;u<5=krq`8$S~QuLSH+d^~W_xo5}suj?)>^Wd36#aG3ecR*F z_5bwt-9b@BPnVCJgGv&HjEIs|G72l3nV2!i$nYaenEEc z`(()CTcj>8^_Tl+W>}j)P8EhP9bnFi4_ZBaM|{C6v7@KY-rv)V)KG`c6~jn@w|&14 z#>bn7vI@;MGWFu=3-3$$Y27bsOVtlRoy#v#c)WD8!KL-*e-MXCnRSaf#6FR6z(e9x z6gGG>>~H^N>#UuHbqIxH!H z;7HC?5OF1w5?~XK8dy~qMrdPl7a54gwVN}pogkF+IvF`Zp}(SICW%KxeFNH7`UF3b zx1Km{7iY|A znUndsNb1cD@pCIWczkaxhz^P?_t#Q#ny%4C2S8UgLh0^1r=h>zy^&#dDCJ~#!ZTlu z!o+!8&&BH~lp%}a<7l;i;TR19=QF<%cio`knorA5@@DoXrm(PAPXZ|XpMPbGgNJV% z{!Ge2(0EO4l|hH;K0?K5>0t&KG#{o*M=WZ0(=phL{WI!XUVkc{81*JRh3%$~e2ADx zyCM(Sw=!$R2vby=-8%EM^kPXB&aGelk}p3IRb2I*iChNZfMWK0KQ95wd!l5CQdR6o zWphx(Q*03{8Oz&jfS#3Rm-1!hD7%%Z+?mFxqo$6&JY3E9!N}0W%=C5S?nX_y*69x0 zfLMU~$9L;?YNUp%dv2jzPjd-!PhmB3O?s@y$=-5R(?g4Fll>GO6n*8c;ESkR)w*ib z+yxYtbFw&VW#YrsnPd*@zHezN9MIz{@a84KJk8ZF7>|Z&_tQ4MhzGvN@Sw}DNqjF; z2FU_0Iz+GE=I}i}EwLj}8`D<{dZ*2CL;gfp#Oul%O@=K zQUp0Ib?iZE>=KCxZM1!yZJ?U@`s0?n7pIQ$?WVKYwHB7&Lg{~l>7SEa zBP#57Oe!GXvFEBVAUx@T&?5o%8I(Tk#v^yV(iZ6?1<7=cNTFHvdq}bVy?DGe^`7Aa?7J&pzW7S66zhxGfXxI)` z<3y~yU^vRZlsVbP8(S*sT55Cs0k!4v$vSaX*^~Mj%K4;R6B!fZ zM%P8upwG6R`5E0#(DRJUmo0?pf)U8ZZkzG`v!e9ZngWrS>l99t>9gfx)x3BcFQ^Mg$RPMg~vm_ zAEG{SkGR|{e26%v;D=u;n-w97gBH7s={)0jmqM{`-}}xFdXm~`l8Cn5jEL}X2w8or z#WB54nX!5(5}TAyc01qbL+PPu%>s$il+PhGUjPH{RX|DV;}ai_vcCGeNh`AB$7~`? zhoTO9nC6{#+@4YAk&#Sl;W{ldUv{XN(l!trZuMS)_DO-}Jjk&6NVcj#kICiHb1AId zDH>?9d}h0IFy%~(?Qis!9(0&Ts?Q@d&|3uUF9m$L+r-){I@=jiSk_+_q9i5nGpL?p ze9Q`X*;+RJRp%G0tw>x$lD9}gW-=&~qxTwQw9i*??CkQ>?in<*-!!|PqJqu*i1Xi| zdl7H!T6A)#uaPzNd(v$Fb7n|p;CU5!X2)VQH$vFgsM7_V1Jwjbo}ySnxM?sPkF(c^1wjSXTKmUb7|2dk6wPGQ%4ZUBs5nIZr+5Tm@rDdF<{!R<;jaw2Q2s7eA z#g>5Y`--CC@}OjU6>F!fp8Y*CF51ZEVA9#DqN{Mxc*x^Vv>3&6;$b98M=j(v45m>& z4RcoN_Ou+Tv^&3y2np~s#8+FAzWU$}clEFBH{lVUy0>1uD7r>6k7-s=cAWb*B4~-N zQR9Hi{yy}cmmx3bSm`8~3D?Gm3`NAI;VH_O;cG9OK0U&_`ex`BrHQH6(A|q!@5J8d zrFjzh(kOJ4;N>BsCci@p_|(pxn>Q;KRf<}3y3OjqJc7_E>Awh80O{2(|ymm0Kd4iZE2B}9D3)C%{#VCF^(wYW{kY~kYblz^aFwtse+CRn< zs}n7ol8biR!;+>~Ad@PFcPz*=ehmpV$+5zw5~ls}2-)%^60uArJSk5i(dePc5j)b1 zx-&Fl=X~@~h246SNSYD5cb967J{bZws+Y}sqOQ>aZ>bYi*pAYJ^Y+9k`P_Ig1}siG zGi50v*4mtng$3U*E!xl5tRpiO@`{vk>joTy%S6qJ^A-UOdWB2{m_Wxa$3*AzAtSe< zNbdwLMyGI4Gf^ol|H)ZhG+3>%DD;JlOW|9eqH=mM}cGLkkELtu_u`dQG zog#cK5fL{xSSj8gw#KC=BYLZ#Lp;$(10k1ylS2l22#5=hiH~dObYo>|{febL*G9hoXb;=~r9@uS8;<+Ty3* zieQ4qv6P1r(@9S4lHNnw-AuRoe-HBLbx^J~-<#H1rJAlAqe9BE zNC~xzt(2d~>EjW6x{v%ZAVnKpuQWB3({BBi)*B6-oE6)7mZs$KAw>V!68BW+bP6b73 z58+tN?>5KikGP=68&yew#sKW?p)J*%>k9woTZlo$(sr<;S12sLcnL`Azo zZL)8?jsaq$cM|aI zl_J3+e94+WtieAH=@AZheBy9TCf8pu%6ZE&={;Ye$GONr)#ELy14S}_^Lg(#JNrV2r z6w8%ng@TikMl4Jmvmzw9q<|H1<$TJY7?&9L;&yO!T>GL#lTlN{B;2rZQmAg}Lj76? z3zPUgrYe^SX!Wik$Vp>JS+cxvTXkMDR-Ue9ZT7P3dBMqhM7XLD9U-sM^jRrf=0ZKy z#qZXJlTH6b0RD;5nz z(Cy+qdhlY9o>UE|!kYeBsRzNHEIQpNKSAC;NQ#KyF>&A%yx`qATJ@9ct#9WThn7%Q z6=!}8u2@&)tG@0E?s9XL3xr)DNbM#N*`7A31RUDMw8Vr_l>(CP_4 z78nT0EiUc^79t&E3RZ_mnX@X-z zLi$s`LW4*j?~qh9cnH66BauoMv@hI8h4>%r^_0_-u&gZ8rH_ocab&;Hu;wcp<_rj;r= z9iUA(RmEUBd%zT<>3?-(t5QZ|+BjC$m~*ei02~eV*4t&O1weDAIIsU-q6^i+bDXSRQwJ%hMe}(T>26Dt~9I zt4EeQ&gG<9*DRx)=Aajei?TSthY>Ms*Y8%dhhrgqa{H8?b*vPOLLY#9ouFJwW|Wbb zU*Dctoc*^Qi*i6`LdG*!99L_&y}R=W9mSQ-H1f`LQTzR-3B}=KDqi*->cBJjM3{oJ z7KH1GwZrRW@!XKv#wW=W-w{@}A9EyiIlQ)5+)2+)v47VfNO(S>M99K)6L+nYT>lIL zn<$+nY1YlS!Ytv=4@&+)qpq|^{&J)$71OU;IlQ#+yiSB%>}#JJY2eEkA&-NGTbw}^3sOEvYl2(>d_2%;3yqmj5M`_>eLjTQwT{RI2 z%nYEPoVB2uXkrUWSJvjQEphy~yVDX}8#*T#9ja+^V3nwWuc6x)`p%YiSnd&Zqy^Qt z^PBsVJ~Kj+H|ofzC*3B4hfLmR4%*Nnyvf^mh(=p>t8I*wp^6Tk4tMR8+%ffz{PC$k z6FG#D3_F7*E~0G{s(~{mHb}UJs(4ADx#ul=+o^Xd+9%dtw;qQ@IYn@Juq&@(?$r}N`HP%V@)`B<P6PlsJ?I+k;8+_lq4xIvYTJuX+@c;kZU`3dw@}4-@q@N1CV5w8Fe;^y}aGudfMad8KVGuQ8>GHOPYGq zFVD*DHp*kSuDwwmCu{yMGI$!`A`hQ9TzP2hWk9E*c_4Z<=9Wp)Ej_*40?5Cff*+MC zXBBC^YR1I98vHyi1yP^F1aKR_^v?Yp)zYq0UGRWXJo4m~Tw=P@&==6=cKv~DN&%mw zYYmyoieawHTnocMmyqnN8Mf~1O27>6kpemQbfHpD3QgM_MMhC?P=B@(pv~c_lxNwM zua$64vPGt^nCgp4&s6v3m;}*}uxQ}Ud(ue>;vOABm%y+MjX3|#QKHlk{m&rI$mbTi?z@3SJ2BFD}P`pbtb1GXV=9l3905> zqGtaXDRcgLj}bp1=wx-NI<%sS4{@#0qE|RcxWwejU?*6Q(e&7q{M*vSv@}LI;d8^9 z*rgL=5H+>ykd~z*;Eu(}Fn0AhhMSn^1)YDPPF^rfQX{fA)De%>x3px~ePOPfaG4ho z%xPLz#v=RL^Uoyv#ULmsXjo#2ceEDkKZ)vtqH}={ z$Gu5VZ-mA=l4%jXvt?wurhds#xtB6po0+VT!!FZ_i}VjJQ7}8-nHfUTi+%!Hgll=& zlG-EtI89Q1*}Uu7ys24y!`I)Gp0TWHNZv#QB7bj}R&k$D z6AiDu^`-i}TIEZMQ`mdFqMeFer99H1QXQ%b-xoi+MXYKDf*Y0i$U=gHXQm>F>3};4 z1Nn|V*9j0C2|M0>eGFqyUVq*uxUM#AXI50uC4llaG(JU|8@nxp2bL-{J1|`0eE6o9 zL`COPbzF$pNd7%R!HR#ifhT?ngC{yUkd#}Tp1D=@3Q+odL4fRtn1_uVfI_w>&TJ26$&OJ0#k(?$MlNI8xcd~N2 ze(fs0NV~pJ0lkLPtzS1;;s(ye#C!#9#QNP$v_o<(eMgh}X*V85zJN*nMlrV8eW=8Y zJ^;J$9uHf{YNg9YkA2iB%=Ip7h{;0}FPQr|FJX%DfUBq@q1j{!fKS}-tA4p~#xf97 zGxz4u9CygaKT+x8AxvFRCKrT?D01>$3sjRT)i1ZeF&Gl4yd;j)iVp5t5RsPc%mQ&FiVNy_>>SS>r4U96VNCE5vPX z9zA}+tq#9mezWU1co!t4! zjgA0}_C4#yi>AQKNj917mLV$cO^o#M}mHDid7Jvpj5NJ{uQ71s5JVPQj~r< z;=WO-R!tRsBo#hz?tW(x{eR+XM)ZT_Qd5@H6KWj_F00-FifO_KY5!z``O>V4X1*^m zGCv3qW50}V$;mbyshQdF>AWJW`a1coVshfWcp5q{+%P${*mvYom-G#l6037jZ{m z)rs9V>l?lM-e#i)2 zLZR4GO%J?dF47rPND#;9{HjtmY5C~2d6qY( z`bdkPJ&4W@8gTA&lRyP_WcRD!pcM8Uo%jo%d&ZlqXDC!#csgEftLErW)?MCAl+0uT zSN&VWG3(n`H{^KYlTv^2#~9sM_JKb(Vt8J3gh?%UZ@8XTlq9P_CE{@aX#^0ggkwT6 zU_s^QEt`idgkP$$0^qN5%AJ?yL#~Z%=zb`b>&#MIs6%g-+=~hVVRG+&1ocS{vgQY;Z!HjFgYh}h6YXKTOA|&xp6tzKyxi9%{YEfx0<~*VCed7^ zvpu58)+?1^DQNif8CDVz*7L-S)A8(@9qBh!V`ZDz^6*!f4bm<$e1GDH(OvmZb%XXa z)Llrfogp-hw<8_8cT&Xjn$GpP?fJirHh&C|j+HiZN+Ea8#a$rK8asbw(%nL2Q@G5g6*v9HJpx?Czrhj_lKFxYmu%L~wfX!y zC=dzi8SC-zdeydhELK{b0A~%L-o&W0`XVO1@?_i*itTGbr#sU#gLItXz5l@Z?nulG z7<^Wx;3&Tkrq6w+xRyI+&l~-U!1>eHkXcfRgF)pT{AX;AZO|nQH#HGJXc?n$c@T;! z@FPO^o8H913;25trL+I{wZ5p_^8d$IS~_%Zs~Mkl@kQbrtt2IA(|SP+$K97k1;iWJ zga2v77A=LAjhyTRXtYVZAopo+#^m0Ug*tvmEGgA3kJ}aMpOF zIap-oQ;{%n?$cJab$euRWnYTKjXL?k;;FLRUBic_(Af%&3Tn?qtXhME_t|}xO3jBu zp7l1egIE!TfN=%sDd5&_4WTFnI^(vr7E4+PiO<^grbc{PjZ9 zQM*m-tU)5ih_e!f9HTgA^`D{D? z?v+`+1&y}pOT(4wI&>;YQtsJ*ftUTfn3&k`>yD0&akB@>j}O*5Kkux~yj)mtXp=ke zYx?@-OFH^JwZOgm655Ajv)g;+r};8TW=t6zeqOZ~yx!Ht%02-WC;U zp_kIQzfxyzdVA1&;a$!Plmq3DZ@zxvO)a@y+cOwy$Lh-<8uj@PAT<^7gUdUQ5TbK_{GIIdid35eTunb9majm z&2&8ZcH~~j7g+{&cl+~;bE-D)?tc5Z-B#?k$^RP`M*`yxT6g~}j7~+zBBeh|m7m@J zpw#miCO=+AMw0)|FK(2UPWkA@N0_Q|Z={M!?lleYZwxrQ*NrhuzptwD1`Eu>p|r0x(9zZCbg_ zH_fcvbT`$rqVx5^ud~COHaOW>SIKCw5`?v>xI7?ctJ?qAucETDa{pC#m}72EMh0H2 z>|au}alY+U`7X2P)?o>7zO-%P4fIWQJYmV;BNulb%^mAN<;^~Kb(JqL+g-Gtqv4EU zfI%Dt3+iVq&cgis-&VTLj5B7YC~cw#JKW)Q3%DjOGcJa z0YOydFtKOW+}LAp2?l)t@rB&11?XH{mr6UQVV8D54?L=!2CLmR)Aji?f~dw|6xGz! zTm+hDxB|CMeNc26W z$<8TvjOTy-EoMv7uA8Z?Z_1TPxE_ZOcNmtL$%Qn7Xyw$JSBZT;*DV8stjtV&iBVSq zF!(PsjyFPJ)oePck!E$_hF~$rAJ{o>l)ec42~!~hb5o_uK*MsWK%XB?<=d74kX3*w zq1y>&p-v-J8TIuTm~#{Dm6}U^WqkkhgRMgxSZumQlV9jQ+!#FA{-L38@IPL%Y=#2y z!JW3>#JcT1;&pR@t{V^vu*1ljrN|JA`htGr-U9z9C|^hd<&5Z^UJSZ);5JY3YBa;< z4g#xW_TL|wC;?|YZtn0|nd`*TcmqpMPfrajKW;$x#=m1_I+7pP&S=3wOUl#m3c3F` z89p}Owbrx-*0geDD50>&t}QE8F4AYEmZa|CYKID=nJwS>kMz=YcDq|rPn5Z8Hh-9u z!kEdytV9zqr;WwOGk`@|wMWu>O-G#7zIik7t$G3oAC|#vpA@VH(znjX&))`C>^kC9 zJq1p?9fhZj;@1~o@S|$F*#8h+x-vr13iwnw>Z|}K@&aQi1tB~1e!Z3}2Or(7Tt0Pt z_;ktrqaSt172N)z+LJ)j`p^aM#@e4vc$?~-cIBHt%HD?nw!$tk@%Uo4 zMpEEQegk|2H9?fijED$2b-}I@HF!sX>Kwfr_g251QPC;v4owj_vJm!V{4 zc6NuW53umVzV@+E8*7D;plFZ^p?06^ZHK2-ar`ziGdDuMh;Xbz)4mN^tkRNe0uKh7^D|L&Tr$j&B4cQ^3u z;g-t#c!Os~ovV3|5HVF(@O-&NMRLRHnk=v8#MU~$96NtXa3sy0{_{dtD_~?UCMV?WQpUenjyI{Bl;Zoaj^@Ow60R%Qy7m`G5KR(T>|JprN z>wXqY=J^*EC-@O2QENiD?oiOLz4DxAxly?3;3T+i6*srFeskvpRC+fuDoPXC5zz|W+p__tIS$eq z9`aTT1Mk4H(x%od{C3a4b>qL9bAy;hDgJgL6CnZ?8MLslkXi@ZgsfSh^`5v5jNcm8 z-aiAHjRfe)g*q|NJP3nL*-)L3AP%8POT+ef)b9G+%xC^$R5bx=vpOawQLxK_{0lkW z>6FLi$RCoCP-B{9R_lYn8bLI|^K`1#9T#EwGok-C(^=nU;nQvmk9r>+>`FeEr-hL< zYIGQCaj>`($`D}?`da=dFls3ITGanjtShYV52~L4`URlL$)*5CvQ=A9SQx^ihO&Xd z-ia5sh(X8S;LJr!7|F@WCxi9G%fPKXUTbIcf`uxD*S&E$qce)({qZt<=upz^_rrAO5+4m+O3xbjKmspy-l&O)l`m}Y^QJM#Odxt@{g7Z?U8aA48n4AdgTg01g|z^EG|oL&IJvW@$! zUT*V6C&iBD{EtX5ol|cU%v;gN_x0;d)QA9`<$rXy{ZHGvEKrh#kgz|dg{Qcwd#2j6zyXNNRmNO`jAfE%raN5IhMZk~Yh)H!lhOfjb1`z{=qj~e^ zm;9(E6DJep^v+CdCwQCGQ?<3|C!v9(?B;;3*WRC;sr$94E1B6_EFNTw>l%Ct#z%pu z$tNHv@H}1G$<~I(c>{xkXy7!w5jW2Jay9JiD=&N+SsZc%=4t&UUC|3Hg3@^otv{fU zJm^ykB9^cnr1X@BMqDH1oR!cd4>I4&!0hp#1l9%y@&6ya%Dmx@n^cTu7CUcc=fH~& z3MWdqm`fByLb`q@L&p{RitfV1Hx9}oM4cFS4HscJc>Y6N8!q?c=e_KyHTV&!e^gZZ z>(xz%RCiu^^P<6ul>6)?EI|;D8Zz*75%MhDuw$_m#Lj4n1}d=Du&Fg=%;Rs%9^l&G zOWDw0@?M{vY9V1)mc$T0l_jhP9?yfNJMwL6XVZe!;&{>1cBsZJ%gPLm6d=AA1zi-4 z6mcqaJ#CG&43E(R2h_!_4tCZg|GbIAjZ7RdI5{~D9|kBO4@ccd(5%#Lro(EgH3U7j z>o&z;A;ZJa&b6|5`GYAMFGwUyL4XQ9%!l54@T1!17^(Y&P+t&6EEj(i4mJ2lIM=UT zrK6*p+-^F)94}-R2{uS_`}S?rCe~1g)0H6H3A}@Az==5td1>e;+txn6t@2=ZeSQ7u zKnkJer<_U<`k?1}{myh$4g6ahb?>u+t@ZTwX>=pH&41xUBLGnA^#ZFe@m{xk@$%)} zzD?MLGqWi!9k9oqpmUjF)U2)OhKB?Y9nFMz9lcVy!wp^Z*Uy|eV_0rSwbFF#2Yilb zeyqA&2^1V~1OW|I!JD^liEhZQ5en7gt`r!S;v=r$U$TI_lwZG~88&F%W#{jCdWq5= z=Ml@+U^2<&if?FIK8;=gNH2>3r=X^W=4&}t@f0ed1pYtXkbAf#_Sm5}1@q+T>g2#66L+2jTKUOEBPv9<|fCB;x;yf8)@1OW_ z4~}pI2_mNY`hh*2!2?w;2k%UhPM(K$AAqP>>>7L^8j-6f2(?4d8@Evp54df#)?I9k z1TJbC-u@6TXfnCJi)I?|v_Pv^-6wj?xf7ZjG7sw^cZcHXnF9aeio0;X!+UqS69bx# zHj7a}WbJR4@Jw?6!OrUOkxO^d#T*~=YXBYc0ErQ;vi{eB0YU_Ide6r#bae?3K4IY- zHO0_W1f;sG$Rt?NISe()Kc#P264XbC-2ZhAeMlhobEUNuHUQtbb80mWFzFhZnGT&< z=>G@^5O%tScD{&@=Pft}RN(`7xSuO~=m2acgh6QX84cjEne=9x)p}BU54&q*s zXy-pIhHTE%ck{dC;~f#Xy?JigwGXFi{$!_=Jlb5?GG~MJ5>iAbqspE~oI2ZTdm-cf zduB9AJqphZ4`X{oNFt(5xi&Ne<%jH3>mUBMdKenakN#9+`8l1pQ(bf zGr(bDY+`b%SH@}h(&LSO)zEz&wbq62`J#RYUSPFgi>IDlBZRhs#;rtcK3m!sZJ|_3 zFz5^+lD(n7x3?7AW1QmSWB8#qD|&kLkawe~ zU5fL2GRUyuseX8u^C}X685)oy#80n^N8u%O6T(n7i2Y5%Q6ff{0+i1MrnM*Y4T`S< zz4GZhsd#l`F*I^J2=KpVY}KG{xleYT5;7z*cmqWv;i&EemKOwpr{VSMnJVypv!_GZ z8@!3+O!P(E`s-tie*Pw3<5xJ<&ivaD+n&xfl|w2dDN3Pp=`^#RNfdS{9h5}qphz{9v*@gnq;lvWIg|>il>l+#z?C%>H6dDr2b_)0N5BK+* z5#$@m=CdZb@Wu2z*&^xyUlYT1{y{4OBl+UKk)a}5L!UK~LBSDhpK$->Yl4FPd?Nir zB0|G`)|#^U5_)=`G9pxjXy&pN{(Q;r5Vk{b=(0%H?}KcnEo>y)t?wl`6B~m<_?pJ$~s`{#If3U4`LK98>v5A`Y=gzVTli z34D`56{g?uW|4ez7yi^WQG5$eInfRES?wRWY|tfq%fD{6m7b?)l*PA>;@kYSlxzLN zBSa42a~#DY{#q~567acEd=mJ>h$$bU_`DxS%=orZ{AquUtch4|=* zHQ1g1PxlUCss7|%BVz|UrC+=|XyoyV0FUnVa66ArCMMM|7#RgTAzq)aZ}tJE+E}U!)XXz2a2}3bp19%qP;r^)ZZ8KBxR*}H9cia+R#p1 z?HMKf{A7&q_KGfgTmLnEnLd?gRq-5_OnZ-9`FXr#4|iVE^ohKWY%Wj6P)&$?O7N6a z3{)R6gpJGg}+bHVZkIV@wrt2|$epLD0d%Y=K_ zG|EwEa%COYS8)lB*pehX_>nD4*SXDc;1rY5eR3%5zd|FMNARLgJmhK_-y^Zre~_}M z7TQ%PE_`5f5^CQ~gt2-XNsq!Q$ljR1yIkPNW0?ek#Vl>?-J;4nae6v$ejE=T-K{6L zUGjz1E>6N(XV}8)mW?7rM!Oo3po5;G;Yg0N0R zLz{Us#))4*{i(N@n$Q(slsS$Z%gO-zOSNG7=rSnnV1toeIs}Rta83pshQWBa;cQmA zX!j2Ge;1GW&+(W#*ctyXJM5>&#sB!g4QZyEw>vT__OH3_mn$i%dEuWvAHeUzLCm*H z#oJoJ&~@LJUN(0m59H)wINywV@B0nM%r7DOSI*!lSxu&qJrV{g6UgS{Cz(0fyWsd- z6%@Gd1|@^t@YbotrYmR;R;}Z}9{nX~BxOnE^~-?j?11&FEC(3)N0w-!$Mp3;_?cuM?&Zc#xk2+jm4V0mSS)jP zA+Bi~Aa89kxwhajsaETz1!ghi&w%l`ZfHIoZM*}@Iaum+&@GQk7kV zCn6cRv&0{J@(-Z-#4yq&6Hkv)J4`wv>#zhq%DinBRPp)?7PE9S2t9Ess3tTe=Oq zRuzKY*Mro}bu#vF*k)2mZXTHgS!#LU7!i+30uEk$-~(5t z?8I1$Nody~gn5rDAzV@j?M*YlPGc{&7knY*HwAPS(*?-^ig027Fg$1dg&y4A04{yr zcx{0r80wGZ72RM%Q{-4&^)`lnx;6^mK3t5y-+D~=$J(LI-Hs=1+eS5YTu8w*9VX5% z7?#sgOz&C+a^;rzO6LNmg{om^OC)*(Xv5HyVZ6j0K~SZXiZ)@g)I}$jrkO7w?h~%U zc`0|So_7<9Ixf+v>Zuqqq>-GWXPDHgT&_#ld^|ET4ri47NwZ)-6Yx$J!>(zg@$yhI z%ltDfzd9bhs#HmNNfzgB%UCkm{w>-1q=&@!8{(GP)3D{-4f<$wM2$~0V0MfLDo00i zn=_LHwugTw3Ugw(C%!mf(n}d!&8?#~=~CFaVIsG8U?I8v(v6N$V3T~=iR4hCKAb9z zBjLwValz)BuvycJww}3)k(1vGsyv=i@Arnx4RarqR+R#EvrP;Qkw>d(LM&w~ldwyd zsYTr!@@<+6q&BPr@wj%b9Xp46eR3w;{4)|mjS}Gf^9Q8*U@YaBQW~)K3~Y3;0^jix za9uhGTEYal^p+0Pdv3%LL79|0*MU?X)`S)HL+HMcBF@?lU$_`K8)B47$&!~(=m)?3 z;To&Ys24+$)XLARxuT?{-?KkP!w;kk_D39}@vKwQF^E`1{H2yLz-f4(Y2~nsirpZ~fUJ>tkx6#u3 zE9g1P0V?8R-=QoHiZsf3vhH>4x=W&Z?+N0^$Y=BQw!0zBG=y;`!Ci~CB5FabZ#G%-39*Nxt zg-pxBGPpP+omT(85wat5!ANEyOtGjW18+5WxeBuIdFXI5++IMHDrZ9H*eJLa#b@#$ zjdst_gz1OPuvkX|Im7Kp#2tHbJi35XZFx?EtLh+lfeQFtcfi@}!a#2RXU1#E7?5TU z5XIyI+O$?42CRqUzW7#*S@D(5u@eXJcVbZ3d5>ytECjV7H|dxDXrkCs4CV^Cc;?EG;KP#G*&>L%0FPy%T!oye+*aeGABaG6mGGfDh7uvrSb7g@Qk`P z?GK8?!ekpPXt_hZ=Q&}*a0{$rVu`Vw4^uG8nUr;HLm3PTH~(bIJ}7MfbbZ<*N)jCz??( zuOq#$bnxxYWRhs_ja%(sle+z{iETwYy+tq5FT0cIhLQE8x~q*gpIJkl%xpQnw}Z(I z&pzVgriyvWa(J&;ik{^Shq7;#blKetv}&{=C+@vAol&=m?2S20kDY6xm2>mS>#udR ztlx)@**gcD8e|zgK`VWHUkzcJH4mV@Sq+xEf2C?E!|16d6Z*tpGv*Gs&?f3FC@Z>7{M^rwep@+Y z!b_NbnO^#v=QXCuvW3~|I{__fo^f9^xPf6)J1MDOKs`8~1V?VAM~9xLq2dy7@JbPm zjd3Bv!r9Q4c!ZgwHI5kE-c6cvCxFW4FzO#}jGftIaJZ*E=;qiEPcZ|`cg>+4u07Vp z8Lp_i#vRS_4pB9KX)G^}Wp=q1kw3poq8jqak)xh51h9O1qkzktrXy#?YA_%Ux&PGh6=a_C>dg=FIe57@%NiT7U9+w+}i_c?zuIjffp3wGkFJLsU@ z#VV4TK97p690jXhXycJ{N$rf@G)WwF|01K|Uq*x57m%a%qIuJ#aZJ_kv}=P3if?EmkNhq$ zqOUTVWB7(_d7;WZTII@g?@@z2#WTs1zErZa?;0$t-h(fqQgFiIr|?IzH7PZ1?PEDS=q;6WoYyb1)UYhk(!~YF6S! z##VhMvhw5cQH?`Q!^do>>KX#mZn;8_;{l>DX(K+U9|NU0lU!|x#gqFf*|1#|%@f=( z-Rw2DH6sk?h~<$$)>AqwA{u*rt`Tp`h4isUHZhDrqVQxhNMjhaNelr0{IQ@nF_~`E zm%|QC6*N^42l!(G?PF=7xNv~f&TZqKb6rjghmD11Hs$oisnKmt@-Q9iX-QuMzRb8v z8%0BauzVX(1rt6N zTdLz>;b`2~=R{3!=;p=t4v-cu*A^QZjZnY!bYT`I&&I6i1QUV?64QhSA zoJPyu7R>09!xzHC;CT^fn(~>}@JRCY48ffUE zQ#5L69@Cx4$Ma6_s0MpF5ZO{PaAgFK)jG}RA< zLJYL3DARIw9I4!D$ZQu}rI+0f;S{QlV`qzjczXviHz*=Y!y7qI3}%oG+veb^3Q3%` zLkt4LV#w2RiDV$=9L{{*$9Z&34~LpnFdBCr(4s|4FlRsy_1y_(dya?F1T|2vZ>Qfj zjmEa7NKDg|!Nn4~_-UsKd`MJBg`Bxu{WB+l1ebCPkGGHo!|F)-P6V5S$7#A!0Y`VG zG9*oYfR*orq`}9BDD}*zdtF8Umu}ysulh5f>s$|PzBC<|EAAEiQM!?yvsld456wc0 zZQJ3YqdnDfs6_Yt7i3$#A1${_7g)zk;xVIM!!h0)x`eUB>ld%m2V;!r{S)^f{Bj|t zF02G1{)EhHorG>z6DhGgNiMFdghvJ!Yh<^%!R*P!VDqsYFGsAQ*$=XbmU0SB9~ecI zYoCxF(_~nmH<9;wGeN;OEy#UsE9g74fGEGR#p5drAl-5cZT#qkNh4p1)=~)$RQ^UT z4ex`#oc-`>WjgK~Iu;i{SdMb{B*~uM9l(q7#|$wZG>>{f1*O$gul7169=7<|c?l^K z*T&+@lvZ|(z(Ai7)av*O=H?+KXl}2g>^nL*a^^TlN-AcKJh38&6yfdO7y)mpF2eB<{&?f@2pnlj;3ZcL8!BS3MXHNwJgN-RE%%|ernx45 z^KN>1+X%R{V;4QI)`EF{g=9THhddhUhTaiD=$)=dpOFV-%TZag^JcG$P!B0RHxZsew{H+N%N(uZ&P6PJ9D_3EK9}Qe5lxU zYm#@^p4OJy3NHI7gZp?jNIm6;6IMtGUsh{j$aOO$${7L|tKVq3TnWrjh())48?bs) z0CzpCn6D>4QrolsVB>Qh=cOc~hHyTpPdyEWlXk%DV>XbmL`K;6VF9UZILD0(8HGKI zwc%=8E%BKDo~lib#oDmVz|74RY>h6#3bj8Vm}3P4%B-`Sz8XNOlPkHM+YY5JrBwUR zZCx~=g85C{MA-cN9$=Jkb zSbapE6keDH;t$lxzKORnd9^*9v(&<~Mn0&1rkgZgETZAuM`XeIhcweG8Qj|?aO4+9 zWXURlMWHqD-Gk{w8Gm9J8$lJ_D=B$56{RFTVvx;tI8o1k)bEu58JhbK25rAzjo28VSjVAFU5cJT|KEx#F`WF7@W8x|G& zTn*h;<6vg~FnpL%K+976J2^Zoqo`;gdz7oQmptw9JLrKR{91<^Oazn%qVE=+e+0x>+*^# z!yxz8NOa3ROQ&@!pj%uP(_n4et#GGk zH@SQMEu$08!lh&6v3KhlLCo=|B<-{eQMefkqdP1}yNsC7wpogJt?FW)uOCNL7x}?_ zB{O)fv!Cv1ZzU66cflQ*IGWIr1tsq#;Qi6_xWMoTBj%C@u{R!o0(&h?xZVKX<)=|- zk_+WYP8eGCmW*giqb9@Cpl)>~~uuHJtc4sFvyo6-kV>6&OS)`?Ti1q|2t>{UWe zNPzu@3-qf|KQmuVMYvBgirc@skW{TtCIxG%sf~I%sI^#=l26;V=;1#>>rLLBJARd;x?V=f>&uR9(G*FuVie8Mm<6rKcX?&=0x+rCP5BsfXUMdp)5&d z!Q@g&E+@bb`+JZnPG3cqOVpB0vo}MV=sMf$PZ0J8H5f8u`Cs|huF*0b|3UuM{6ERR zCRmrDr%pV#e&MieJ>yD`42=HY7(ADHW#MQ^w-p*uS(XyV45SbV{f z>+mQ=P_oDy+0q79v=V?6CtjBT!Dk@Db@5Y;6I3e>VFcyYL3xg9y(>P zAyQNbWexWK+e1THynp4q|E_2`*m3^fN$(%B;AZT>h+FbkxQmJhtikT=C^mTbS55ZE zde^YQ6F;?IE406&f2>Um`3Z@ltNe&IGX53&V;$gUth3ZFSd(9|Kkmt&v6|AqU`>C; z{^q%=X+%U literal 0 HcmV?d00001 diff --git a/projects/codes/PolicyGradient/outputs/CartPole-v0/20220827-000433/results/params.json b/projects/codes/PolicyGradient/outputs/CartPole-v0/20220827-000433/results/params.json new file mode 100644 index 0000000..4dfae79 --- /dev/null +++ b/projects/codes/PolicyGradient/outputs/CartPole-v0/20220827-000433/results/params.json @@ -0,0 +1 @@ +{"algo_name": "PolicyGradient", "env_name": "CartPole-v0", "train_eps": 200, "test_eps": 20, "ep_max_steps": 100000, "gamma": 0.99, "lr": 0.01, "update_fre": 8, "hidden_dim": 36, "device": "cpu", "seed": 1, "save_fig": true, "show_fig": false, "result_path": "c:\\Users\\24438\\Desktop\\rl-tutorials\\codes\\PolicyGradient/outputs/CartPole-v0/20220827-000433/results/", "model_path": "c:\\Users\\24438\\Desktop\\rl-tutorials\\codes\\PolicyGradient/outputs/CartPole-v0/20220827-000433/models/", "n_states": 4, "n_actions": 2} \ No newline at end of file diff --git a/projects/codes/PolicyGradient/outputs/CartPole-v0/20220827-000433/results/testing_curve.png b/projects/codes/PolicyGradient/outputs/CartPole-v0/20220827-000433/results/testing_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..e3c34893ecb60bad2d1623fa44769327ea0ff1a5 GIT binary patch literal 28950 zcmeFZXINERwkC4^%y_$jY>miJ~ah zBZn2#DT>yUqG-Ap8Ss-G^&dauKYK16)VZW#eddy*v7H%p%=nVcdFxB(&zcB2nAu%C zYkgsx*bXtt&4Lz}F4B7gIh!?l< zP)EK_4)+X=kBdz>#K*-+xQtr#P7DtZXXWNrcNDwUx#?*hxO>2LMf+2G`CngNZMFM+ zIH%6Z#igRPRkt_Q`PY~Jmh82cFJB%S{rbMS^~?7UkGsEoNu2F?^@{be`I~ta`=p47 z2%lqjc6R@IBdwTvBHhT;)JN>p)3WAf?!dsn-jZVOd;1*Onwpw+JO1ROj0QW3@zsa$ zi3Qf8yLa;pG-rz2->RxoaB^}gtFC4c6BB#>`nA}EJ5|{z9d(89ZS$Cdrw?1>m?^K~fw-38i(zPG; zh1MS)nW+kMF)mpmo35Lqq@Qv2eWK12i|~<|+1bnbg$}G|# zGBL@$y1k>*qWzC`>(?89eja}K@Zqwqa-Xfn74#OCmTUL!U3q7hb#-^8f3{WI&h6)0 zvh?%x{s>*Y&!joyl*G1eq7%8=8Tx^N%QoJ4`tr-GJHv0J7s@(21-^Xw^0vNy(}er% zc$@Xj9hNIr?z#|S+fyBDQ0#J8S-A?oy49vjChb(=3ahrI{v*J_mgE-x8lk9504%d zD)xHPTVB9^s2Ijix_Zii*l=5bv+JG+WseQ&bQHHys6 z43=8Y>RPrw`MN4yn^TrU0>80t!v>Q#_YX`CRkBC^x_j?l{X-Rj%hO*U>O4BVL{475 z&c1E^)~#E;0s~*@eYmmr>({SX2l+7m10oORW+nzJ+uBzBXw9h%S}rOW@#6Zgrw%`Y zWPKRQ@#E5k`F&5GJP~=oE^v8BHoMvA&Q2?i)vK>!BWk^%ZemMzbs4b;NbxP(piEIu ztULK}-;0{kPWoJ3wd;f(d-8r8#+wuu+rxX(9{hc8qP2O2lvGq|Dtwvi6OXNGX=yR) zD)ZWX@k>bU(}yb2)n#6E-CbSO#*G_8R_!|OTx~u6{X}!kG zC!6NyCJZmnPxWPGXUjf3elLhsVEx98rdTo?2M0ea-U>1OfWguQ1GARn_db6|h?r(~Q`x^f8~i`=k8n4jeeJ_2L(0<@@`2$H&Kcq%QA%YCqujB4Q(Vn?YxZ z+tv#oclS=zgs%1}EZleg{Q0-JR(h9zz1sD>wpJwPja>m>TdtKnE-6y}1Pu+%^H;C5 zzV>7pS7w>N;qSFMix03J`TRn?jlmPk-1A;V+V|eQ)q5Sj2lUoOtrZt%r?One&gB;r zbcadL%S`-iH#Rr-_o7=YVz^A^g}lER@6KY!LH-RY_d{~6+A2Ca`0wAp9}pBoJ5<^; zJk%}!y|dJ?H)nG1?OoPvl+$Q`xLqqYefQ6wY>O8!eqzoNG`u?$C83LY9dioYW7T&l=($rYZR!K=tc|R5}tOPb{_m3Y}8yYkt?G47< zb8>STRGn7j^e=oH$C|nh_t&qDjD3a2_wv@Z#jE#T^2Fybu<&^H)P$v`Sz1|LjfoM= zFD$G?;E|P;J(rhlKXBr6Z?EzE?3741J9X*Or7nE@{M?MF;bJ_iHEY)NH>Pr*x3V&} zwhj|7nWV*yYh~o&8C?4MZV^6$Y@XCq(dp5z@#DW9uTxLv5^x(0uN`(8|IT|u>{QU} zd;2O8JBwY$TzVyJPfA4_It+h0sH3OXg9oU3%e|+XmAvS$kDr|A^uRKDVXF!E9bLys zzM${*J^ACuk0-aqIMUGx(ok6KD~OJ9hNK+Ti0?>V@* z=$VSNnbgyWQ~V$iedbStzPl*Yj14P^V4{EoQ4`18Iicuuc}|u2v0jxNQC zW?i-Ox^6Rq%vOuHf_ITh4Bf_-dwYAU#vfu0;n_-y?dh8CHad`5DyO2tZrPmi?0NWF z5@+u2wxzvw>sGDVh0cT_|z)gn1t;og)9F4rn8g72?i1+ zHr;Z)>^?b`%@viEbjHTU&zcHd#zdMj4a0EqOcC9$y*Pby`&sqm@-sMKNUDb(pLvDV zxKbalXgbi8KKbR2_4T?3iHQ{mQ9g^=t7{`gW7E@F#l^)Dkb82*Kh#}lf4a!g(Xpzg z#uVFuk&)3;L8$y~ti0{~taEQKO=4nV|Jzufk(|k=KRb$!)?y@))G4b&}rZu6mLg6vkW$Q2Wk<%X*#{S^lg4=e*Lx+Uctf8@NN-GcH-6j~R zwDrtOp1V?RE4P`yu9_Yj*ox)4yXWE|v)%hQZ)OQzu|>|GZ8ZlUAIrXd`!?%j#Wd^{ z*U$GfuJn`D(_1BaBCYIW!9{Xom#2E8L}tEf4K^di(oi@nF|!MGc!-)(tE6VWZ```#8hTBqseFyYv06kf%CiN*Gm*tJW0 zUnc_S`@~~D$;q22K|w*Pyu5sJ_Sc)GD_1fZ8X7)$_|UZW`X-U)jZ!Y7j2n;NEyD>2 z+jH@YpoBzLOJ85=$6{A)XI|yw$JrRz`9tUyvl$_E*BbI6t@_&!G$o%Z-5mYq+wQ%4 zKLHw)A;f4V3hZ~{ICSXH?+3*_iFHZc{HxnvKu#>G2ZuT{Ei6Tfjb<4YqZWUtcHmx+ zpQ!uv*NqB_iaigb-MtZCJS&VT6%`eFdU_)y$NbAvlE|YHSn6K?G+*CEp#svOX=$4; z50x*L*t%7XcU;SH{3r)KIb_jp$-SkW9T|>i_u&^+@q<(T!-x^bG zzqf219cX5k>Gn_Z@}l|p@uMIkE&jaCIJFPgDcqK9SSsbmy2@|a#^Xt>Re2ZMD}cAK z*NC%&XhJ5gS$Fb0e&(btnvzqYu~+gTpQ2 zC60KG%_HaTUNSQCESOt#K%})9k#KT;X0Wd4jll}U7+?=Tk%Ln%1AsCvW8Zwu>TVe0 zyl3U*`QNy)LRneaV9#YyMp`B&rt6*3Zqr;yGcZcQ^Mricw{ajmr_0S_&?j2il7nmhiEz++M~mJsY#%^bE4> z{R6Hk-ydoh8wQ8o@%23zSd)cq{!D5WkQ$O%P(T1<(L{$U<;k{suTe{uu}c4vO8U zdBAyZ&qW4=IE$t7H-^!j^-hO!9>30;>i zs!c&85@}viyf8llOi%?768Rnr_h6Qz80Up^*)mefeDqkfXpxPb9RcsQ)1zl|+V*(N z@29x-X*4`GS9yL~GO~O9vSrI6@0<;ilRM(50RX_Qa(}-XZz~OjxQ<=Uef#!p6xyt; zqu&~j?lHtd{AkOo!H!evkTtVG_yhhp(wh?-8|#HD|3q#Tq2DscvAbf?cFQK^sYXCf zLiQuJ3KFlS%vJKlSh4LeK` zK@%{PF=i+#jDdBfuwnE1d&8?GPX{Qm;*K=FMqs~=QAd$;ZO=KBiGVGp08~7?F7Qb$%wD8??Mrd1A~RgVY5S13@Yt-g9qLA=^tq%A z?;18-IC0{J9na*aXTiTg<>$D5&MSWuIr-i0IJKYd@Ot2PMI|Mrz)Idtn>JZABrUC| zsNmq_^hOzJT6bfMgoMQJYRvvyL-SKQ4Lv=*Ue{#Jl-bx@H*O@3UwHfOC&!kQZmqiO zTJ_eY;@{fx#4o$Kh2Oa0H#zB4_3WAPi$B)aTG4qTRibtcO22dWZkofsgOzy)E7cEf z-@e`G{P{Gydmri?kFEGI_=i+k@bqYkn|h&xm4!u;`~HR$t)m6=cU-W=&oyVHJGgoa z3U1q`@xxv02oS{enG;CIhpw(n(s&rERJOS_dcD;|@4$G&5ma2^;cCg!lP;tEUh9wE z=t36vii+ZPpBvMTtPyBT*W>n>pV|l~UqHKh_3G{C8W{2Si&XcQ zMUC0-1x)C@<({m`fhV)RQCKJSsoiL6akO} zMbPd`{TxzLpO^9Ny~K#Rj)rgbY8q;KdYWPqkKMX`yJm*rr7xKlQiRq>R>04b3`22QYe_uxpfIiG=lK|w*Q<@o*m&g$P>@UC;wwgevY ztXwJL5m0>jMogNyB>7fSK<#$;&V%gfgMG-pMfV9s@$m3a6f)Z)bMrovfs)DclnX9O zN@blqIjv*HdviZ8!T_ZiloKY!MK6(3LDoLPvoMoP-} z@0S@E7}OpW2ewWux|L`lT{1f_yrpd5>sJ6jk~q#~YNQ1yJ}G+n_O0rau2cP;5-I&t zr?Q=Yoq6!!K@zJD0ZIgZAq#VJa|7vf5(Wp4XXVcGjLDiofB}L+LZ4nS$r<;H)LCv9 z6U%5BefLeQuJ2b>;4&>SYbRU!c$H`=ou`*JA?W$7RSY$H8zWomjC4m)I8WtGO(*so z5EElV@HBIIquN;WEC0dh$Ol$)bMtlU*2SDi*F_Dj=6+AgZ6zWnfOpH2v&;6{f4fpt zwBO?F*>a%1l9Cc?-f{66XBO_=`}VDsk}~MsaOLh@zTSg<>(738w4Q&zlV?kdPVW$;(p)}B_;LOZ{EDAL9tucAWla|N9seAHi`-g^rXaMVFZR&Kmz9w5XgMA z@bcBG?8{Sj`las0Rk}1>g@A$`s#SNGoVomg36U{vhPq@U zzam_d@HUdBcvd&}d?0pNi5fjC@RMdzM_zsD4^7FHye#>!GiK<3fgy%K%>zBsN(T)_Y zR7Aay@gHqHh~$SspCCE~B8+XCF}(Cr)J~`2#fv5E0#ce%_hJq^IqlxQV~3WUPWYqC zQq9QJW*xzfrziUB>AVGvdTS${Mm{egi+{HdJj_YhuFyY)Wxt?Y#CNW-# zfq^0a(pS#cclY?9P^f5cUyUk_up`x>tAnvQx)4mN5zPYD$ot7?Xe>+D%R3|^L!s*T zBtO{@VT@w;?YnpC1|Fx4j6Ctsd$3(I?PbS<3BJ5`je``28i~qa_h@!r_!zKJ<-V}L zMT0H)MWjnYyAVpIy1KgMkr^{0;Z~<1BLtF)@^TuzybI6#1>70s<>i4|7wy@z$84nu zEt5wC0*~ZpyMkI?fm_Ocz%s_b;n>gp4av(SB_&Zlh2YF_`d?VN>t<)11%^B?jKZ>}y+SkvHH5b*YX-y!mZYQ*~aad+;WWMB(Vdi4os#;&%XZu|)&LOJ_L&PW=)S zHy~dQfv;q89lsYIzVuKS|5c!MvWnO;a+fdfKaruI{INOnUAC#>?%lhM0HbdLdUbd# zxDh;3V=!p$EubS3~Wq-%ES*Ru;Z!j%#jSy)ItI`s8n^ry#fq~uX1t35t*>|>!L zI}mqO!Noo!b93$QKkK-c`+8-T&g)JwMxdbBw2*S}#EBK>n$iMqZ8JBi4&l8i?IHEl zaWE7KZ}C2d@4`8+f$vShGu+&2%7Cpy2Plby+tul@@C=l-iQ5<-5C=qKa!N^^ksj|3EOZYmvkA6zxp@72*bjEG@@oC#2!GhGZX* zk)}P>SDl8sXb2mCClv!CGU?>w4cHZn0sSm2ED#Unri5>3&qe+bB`s~}4`wdcx-)di zvJFO{sgm%)?hA8{fI^EAJT>nZcsSqFc9V)q><{e(UaTxHmtC(v(BE%V6|l5+BE-js z4h!r9KEoK`B~xpa)+rXx2cNsUy;8L^O&XHaNMv=H_<0p;Wjr;~J2Wv-144eN!*$RY zi$zEQD&|PU2A#YMs|oFiwUQT$ipPB+`uo^f)U~&t+S4HEJo0&$OMj}L9|P`-U0Pat zvq2H|^UD7B57|RPLav9+sy;;aV`OHod}LPFH88;JD@Wt%>PqUeJt4y=iz-0$gPl=C zFxhHUMm@2prQ^M29$jBsD z3IppCiZ~neD_$_x8xO1%bS_uh`i(g)P zDF}I`r(5|h*n45AV!=a_8_hUXXmtAY735q~JbN>yX~|nG(({vRQ4VL>^(vhu6|4ijNT|iBQrB!oQIX~AF7CFTWM=+ zrx}*=lV3(SK`5(8IV|m=s1~^Yxo(w4+&QRC^}4^1uZA>SNYhn?*9G&&@Ywm-f_xwUpr@GBSGjn z#0?pcYlKQbkdQdnAgplc(2ePr^<<-$#Kv#myLWHPQ+v@H;)bD-qS`{+wk^X+yb>KP zK&T#v)u&FiYr9L8DiPwD5Di$`mLePs1mtdTA{8JO-X^K7?d>_6FrcRKw1xCCW0V#biz5uuck-So;( zAlFG=W?}g+NRUHYB^JU38C8Wvz8pH2tf_8nrM)99XPQ%^_%Hu9NzxLDy#DpgvJ>Vk zo(th}YXo3W5A2*}d2d7rZdCLuD$;-6+c@*H<(q1%aw1Lg z^}aj=ue-1Ahd7ab-8cKnsksdXxvAMFX(>M3z`~-eu#gn>jwr6- zNnF0Aw|88PP0)&0UL(69qUf=Cl|gf%eySkj^SZi&XU?po%HC$3SU-{U&4gSL_~FmB zL)woMWp6dVe|zo3K;Nh0{!^J+M^hOn6i2Mn)75-zVl)#>MC8>MTRc>HO{P(!et1jW zj{7EBXK5r399Rt{L1AY62idiV$7`@OEq1oHwjhWUFJCUI9R={4oSZECi^M|mgt~^t z(e^V)W{8n=2pRcLpPFFz*Rs=L!PpH}ohTljEYVF^REBuj0|uI8FW}dqdPRZqx;kdZ zpC8r4F3yZw5$5^BhY!!148fPoPY;L#I{lXSuxBL@R5|maqNCZt4^U;mMnuL$aH0dT zx@qB40RE(8DJ}8DmF{+%-cIrjPFWo8Kqt$H=H<(mgr%kkE940Zx9siPtd{8`M~;w8 z_2o@;7=E_`(gG16ZMta*N^`h_T?f>-6o17aDk@4OQ-qBg9Fg#-DDBuW2;zYsssiJ? z`||Q170QYyU8gJn-GFx>bqPN_vX1lcI?mIlPg4|vhF`+bC=l3%Ez@dhYLq83oangt>!SFftY`+YlDbmq(%sF<3Cub=@VwsYz6Q=FWfzyuR# zp2ZA>CXZ~0IHEP5{#wU!Y<;53$$>)ISf@G5${?|g5r?Vn_RD*fZfWJ|nn@nOiq>(_oaZk)*e3Mx$I!i9`hd+@DBMn8q<m+27y<1+5~qyEf*4UKWJbeB{la%nxf%+u`oUb4KT}b@WQ%{8)F@;G!SID zEB(VZ=iS-G#kAys`X&}uduS1-#H>#2isYxl@SFjxD(dT(LLoHMRRkgO!`>C8^4of~ z1+NDe?!|RIOii7+T|6(~D<^a4P}8bRL(W^uOmuXsu~Fp3JRGBIG*|pJY>l;Fi;9|A z@Sr`e>fCgX9C&TRU>r(e|c1G8`Sqj zZ|^rq7r>Ca2sW1m}v*WVud=U7l#4c-!2pSm}3_ zgJWp*@n|XEf{WbcAB)&Phk1I;7hKtE-ytvSMe8wV&xuN^tl3b!d}gq@CdV>r_|-1o zI){O#c>VE*`eKAF`TBnIX>)FmR(~(A^#m8RL%;wepbWA2mTX4ke%7n2^ysLP zNfX8k?Lp7Rf9SnUyeit7Yvs?({o45XHDgFlD?v@w7ZtFI8H7|R3hbx^I9>$!)<3Wc zVTI$dxwuSoMl?lj-ux{_J5!30ML+SKe^Yu}#f#+Sl%VLq9uQ4}XI>8Z1qX{#Mz8Ps z<~t30ggLv83iIpg-p|13 z6%9JL0RrWf}=C{~SYi5hArwA2%^u}h{ zD6vySy@86QvquH=FF2-z4C@OQLXkO4K=l&014Q2}i+UmO6hz0Pa9sSs!B*fQ=<4eB ze=OK`B29+~qb6To-UXH)g%mT=3v50(4BeV5`@7qy^u zTvS+C=KS{svGVC3d4}26ofleKTPy1)uH@-EI!S}!;YsD99@PDFRqV~m7ksJ zv%TVLRq?SP_f~eRGEc9TtnS4P8K+i_4eY84U9C4fX&YpB3xF=|^>D>x=6GB6`M84O}y;S`yINZj5u5+8q!((@#!_7iDw*U9*m@E<=ujj?JQubqNBp%S1Z`>clW9}y8TnVDgstEH>+ zZPzdC(H8OGjD7GcUvq<90c~>fo4VpttgM?tu8v*1F<#W#Sze`^D!#R`PPdbFYRcJZ zWF1Y;xkj(VGaoV+GWsp4)IYwd4y1-Y4h+2CFF?2U=eIxrEQJ69Ujq)G=AnMS^!p#b zOw#A#;xcN^u&Nzw&RhT>8x@=Qp{ZGDQb8RitN00a5S`-bncANWku<+Ohmp*(93q9x znuk_Kw$lI=xj;U@d&r`HFG!EYd-p!Iu{|4nBqFh=DV<08&Q2ObkGU-XSyv&#ZMVMQ z4NR4XUo<{l(pC7s1d<}8(x2Vv1*ZVznQD0y>iO{x7j#-SeE;xk85sT`)b*xK zY0j`1uu~L5ug>E$>yO`?rkk3Y%F3N*?5R;Xga8~lurN|*aK5u-5m;*IWQTxxI;(%C zH=)kLGOKXVGfovmPK+^_zkc`r{Z{J^ZIol|;HIyxKROE!TNDRh5hn#RPPSPc!)D!4 zRxnq=EiF7Ot9J6-zOBo+7E*a=1<6AlxMViE1So{`u^rjX&Cst)Z(j+u^Nm_ zx-``DT9;7Uo}z1a?_RMkJr$Z`xhv)ns}*=0rog}@laoDSD2*8?Xe6O<60%X(Zr=11 z)t>h)T~JCpxy*Z`3V%(9J8FLB{6w~0v{4Hui}Vg`5r zH_{VjKyJpSrvAmQ9`h2(Ck;XZJQ`vil&2Q%1v|tR-xWq`$Y% zEUONS_J)mxmO9s%lK%Z6Xq**dqrUeIx{FHO+Lv;2vQPm*Pd&kgAd8to0Ym2G-A1FG zF&iB1(Gf^?+QiRO$UdSU+okC!7G6mf=tr{W&%gBe&>L4n_IKPy*$+P2TJ`zaJN7#M zWUwAQo1~QrZc;ZEQ4NCLS~0`<#guAh$4qUn{iRE)509TRd!D8yzlypR9UV40y8S_- z6gZaR+MSS+)gUG2=evR`Tmjlp-fU9zT>RPhXYkq~aBln7q{=`VifDBYHowVIUZdgBWn;?XJK(zO*JMd|G0%k zanpxVpZ%VA*g@PQfE+qc&u zTNIO@d`^7@kOF}w%iT>U+Zk;4!D2tbq@OcU198nYmIx+?N7r#KS$BJf$lw5LMJM

I2@x-_CcaOI6 z?+=jI)lIQ;zi>e;F5WuEea^3TZgMXag)6Wztd*7)82eV7ISV+qjU+iL#@19+zhpME z)}_9Fmx1LzO+Iq}^@Mk4cb%9I>FUx#{ouLJ@k00Ha3>zfVhKq}mmlK{tRq!`0LE|b zM=upvpi1W)=t0fIs6?v}8W#Sq)qZ}5P7(6OpM0gm@jBf!&D&;WP5h%T| zf4+4rT;#s|dIZ45jhUTL^ygdhhZVoKO>9Fs!ngV!*eMZsWlJ1feHd81Zrs=aTE%a$ zbi)7Etv&nq`<9o}n>4EFsPk4ovK)T6G^Ee)Q)Tt_OW^pdft5AO z$ZJqEZ&SpJp}C22MmB>$UuN^Q@R%Sgf`^jUePTmPJvrMGbTGK2+>dn)BkL)Docp0? z-10V1TbeV%=M{y9lCLfV>SxHD`}WJuT3cS8$<*|~gMs3u*vz+{7_=?lO+ zl@S}4;25xN-;q;WWZ-K^r{k;XuWM+3_n7jiU__uRhvvsdWdEgs9RIloJ&;YnQ|)i8 z!|3QG!Vm(O`okFq9{mawz1~^mk1}W-4h{~)TtO@hck>(v4dCfZotp;te)QuRC#U>Y z`%gVRqEAi;38kz&{is6vILM49hq?)s3?F77O8oMwDtb7wVH{ixZ{Ndr9pEjqpx%b8-j`ct1zf-E z_3PK*NHlL9%%GAf0=!cc^NP)7z`}$E+3!3;59#sdPAkwyU?rO~ z4HYdcg!T3HV_>Yava&LBh0R>2z-~S8W7tls*6aE0H*fM_X(}5Uo|rJN6N(e5D}y;= zK8`~Nl|C2Kv%)!>&yP~ra=!I9X!4t@XR6c2Ag;>E$w8Bizq=v)uweM%Yw$>7=@D;E zn%zTku6*-`-CK}r#_AOu*`O>S^<7GCD|Y_10amHnOb+bvK7e$dl}+9yC0jp_cx#J^ zM;tM-ND6+a^0?!}Hd8aL)#oB#Yt*x!k>y`;dmA08z8yr;52|5*-zjp+Vikpy* zh`k#0kI=@A4|Q&ePD{amVm1wq)Ci7Nu*UffR#ny2w8BMFMql40Jb&?`99x3uUwpf5 zD0n8_<4cYvaPq7gD6W5MW^5Fr@ej0SidLG)0g8X00}D3v6>M-Y>gY!SoxEZ+sHC}m zsxw$}&IfzFYcB~S+$^3OpzMdf=X}fguw&TVa z81_DY{yby6)b~%EC>`Csb2bb!rO6Ex&x#ccP&h6PcC7Ano47Z!*$_|$U?T0&c>v@~ z_V%%vnVEMT-~mD**b|{5wdwu1K}nmoqT=GQZ;kTm>hC;K;$vbyb*!^1h?8r}RQf9= z^_!S_rkSdvr90bR;r&EZdF%T zzxKx;-f(c1L+g(cHzX=2@wpNK4E|T1J$4V2_K~v!1lMo@%Fo*M>xm>uc|xw0k5x5- zCPXN9u=NsW->tiO^CkjJafKxzj#EUiLk}q^2qFi;w&t6fnpz7sQ-Jgxz*SFtwNMu; zVNqi7@bJjb&rf<1@y8#uYuB#LX+zJ0C!ESi3oJ1l21;CpM@rH*5Gr-D$`Z}h!RlEw4) z%gXpE#YXO z58Dc791lV>{SUllxAPz1FQgu&W!SuKv-d*Xr(Pb>G ztj3VVpvoIT&*jWJituOuD|!6NUp~^R0b?iy$sA zEHdf)*t~hO=9fFSZmj{r04)ofEfbI0y4hQ28T@A8YivWs?7I}{tf{N+YE4QA%h2`Pt zOq2g|Smt7Q45LkCFNw?bUT`pp>E}~$dI7=GQZSL(fQ%)UQII#!a^t}(r@i_MVO%|@ zEey%%bn)=?`tTPIBqZL-9y+x1v)#dhJj2MWzZa~)CD%vyrv2AKGduO{^_L?F>N>i* zLYp=n`H_o;%zNF zdkM$To3s7wy9aku*OFlQ^q&%eJSdhAA30KvPwx8qH4t{lwXmjx6Rn2UY4iE{Qevs1 zy88QJA2Nkys|OY~ut^(=ii=?Z3x#o&Mwn0X_>m)OY%@T`yfDoYvqfBdJP}ZV-b`Q< zxJ*yf#y}+?C~QxXv;fp>?CrIt;7pN+UxD<_z-#~!!JWu2-GhUfm$xeuM1A)C2ErM^ zB}TmR96*2Td?iU%@xNe;h%qyU{`&jV zk{{YcZs7qZDM2XY0X_w9XNoVe0EJH(m3uED&TP_ig5y#KF9gy&9ffoG2_6kbY?$C+ zX5_1-%a-||AE4snM?R`+a4-xoryEAJ8i<-fRvH}iAD`MY6YEiO^4B)e8|3SPlCQ4; z2sgcQ;k9VE z@C)r1z#DRveypM~IGoTU6%+2#Y?qLbfoP|hco3il>4S)?6O-$8_x3w;A~FDNlinxrmJ89}>fZ`4@NM}!Ve)S% zum$s;P<2W!??EtNu(Y(yX$uGp^wJa| zT@=Vt{={yC{6+v8aXFZC7)EJ|cx7jItV-8g0jRsY$w8~~ube1hMnw~KpQXH`>jF6~ zfv!R9IUz(F3Re27CbF6RuB%r!a`yt-!@mtcIe@$)kwh35FUpMuaPTRrt;P2TyS z?H4}s5Yle4nudd7ViNgzOejiJwL_&r}oOJ_cs z{qWcvet;ytlr2mi9UUDv54bucW0QdG^hH=rRxY&bW%}Kl)2oW;3ArIwowkek=uW@* z-41739a4@?zHs1c6w3Qu$4MInY0^QpVguZf z!`#1z5=0ut|HCFqd7|a38=Zn^5GEZVwx6n&yu7!M8+5pLLV}sucLuUgmDD!Lm*Hyu zDyGd`oy`vApLbXNs;Y=j<@~^?J?eL{HJ^k zgGqfSz0m(|hCM*xf6mVTzw%y@EmR`<#^BQg!+8KMbkciBP-I^;8d%`B&U*Y<9*s!0 z{cqPqj$OQX5xJ2LK51f$gs}vMur2m?&}2^{GTseo3{T+%Tu9n~4dq(@%3)HDP(vE; zNN*Q#-81uOH$QMOWDnJjp&==xbbgwdINT5$Kp?M%BekIF2c)-3qyj1nogu`;2a9AG zSObwF@IgXxDGKqDJ6HaXB01QGERO~EG`&1FG#SxTggU}y5g#rn-5{%NLPE4?EUbWa zl^)(#K;Le3OOnncm~xr7Y)Q|{qx+2()Dq}r{-fXy4*GHJUZgWW6q=xYH8ro>>4t*< zD?|3+7SmTtyLvy(+P38)a<~v;`|f`$Yo-g+_oq*vBpiS0qa}fT#flXo zzh1q3c?}HclPBB3PL@NfAQVNeG6aHFs|_1Aq*yH@7L|Dos^P70C-+0SSeZ-D`5M&L zUAHXM(vtH0Ui-63Pbg8B#`b@G_tl7|a>e*4N%|9>F#d=a{zH1$v~!)_sGETS|D(r` z8`(ZIC8^ON^`FZNkBGpf`k2(w3ESR#bWLf!#Lgzyp0P$XVJ=Sv^$aUGdx|aB{ZSE} z&Enac`42fj##o|`xDYZ(5?GBf1l)Jnxfu4~|8v^Z@{X$wk=~A;c~LG}c&9p?=Kk2e zYG%um)3o=^zR0ZMt}UKRQ4oocDNWpIneO-75d%DJt(BS+7`pSm)Ru*de;^xOdr`Go z<;nx;2iBPI!gCezR5h;S`PiyZ3Bc=u@#l_k2!nc3Odu{BfZ3;s;GTvJLQ zz=ey+cjOGm-}w$)(e|8=MhntE)7tPC!$EDq-rol%^?#lfxb9~Uz>-M3T7VkeFrwa+ za@&ipa`bnz$JjjIy?*_{J>T2V0tn}e2|T6&p`q2t-6%@}maaWCv{V9cZ=FaaCxr@w z$S6Qb6^)Hry>-Z~@LC;$Efdo$yhuxDU$lo`X{j{$(Cb!{)6*5Ox&iTDL5~oWgaByN zoB9mV3;;5K99Yka0VbT$SXE&OjEsOa&Ipcgh=sFynb8D*Ngkn>O`1*J-)a0$gxKFt z;{Q@kMoWmAhtq3lbX4<}1K5kv!A=1*ERl4|#=k%5&vg9pf1~5mcK+T?hcI*`3u8ah zbh2p?MKzBH2L)At2Y{P`{ZK z01wh9Kw5mk0iz$_gjn>=n*pHzAV>~d0Kf;fg#d$sjREN*`hcJVV&-F|F~qDBs9=oj z>}XTDS6c+G9v*KwGhMugOnU$|lcb|JKR-`g+kmx4+mV)b8J|5n)wxfF@F;AlPqukp zxNrgO3L5*~0B$c?vP9&4P{w;#SdPCnrKjG7pm&T9J=L&B0wtdaY;*nBBzG`K?mmlK z$|)n(_SJua!5Qx|X*3^Ncb1TDTR8n8p0b0sHbF^1d6H%tvt3rL^uXMgXNPMNa(P#+ zVx~CgX|Tu#(X`W)aVi+ViWs<)P8E)?8iNtHtVL(=YSR{GFv(1og(=2=HEaE@YBkbL zwARxZmAcOjVJXl8PXTelyvBwu7+-WX%fkUxppOp@<=f+(Su)MU8Tg=K=YNyc_S4T0 zo)}N%{Hp@>TZhVSIA;{IcKY#MElG-&bZSY!0}cZc4~PO%oSl}uRXa2Y6Kgoa2Wje5 zwko-tmx#0%)!Z0Pv{#{hsM zqcZ4GnT~o4?R85~I~acWf+FWFyzQsW<_6E7I&)?Nid%myfY#yFzw1`DNES~NKZGTO z2|o<|l&J3n_wVOJpN-ndpV;vDsK8cmM0*IYjf6)L*oCA{FgvJ!{Q|p1;IX}-@}qnf zE&9DVQ{t2uWPrI4#K_o#1FqxvGI~5fW^|B6_TrOZ;(w5P75$Hd&Hyr|JkcR!^e-rB za0pOw9TuVK~-ZSHNUhX-~;jN@PjS{-6)XVIMu z!h(ASE&=_(w!pBk8u&R0!9_Y35cSY8FLw@6MJOd@yGS7&=4X((KBRB0_X*w`vT_F# zia7!sL2_jqmD9p?Lx`(CanIWb_k8bPa?d9ONLbX;_^*dWGYYX!7S*!RxpTUSKR^?7 zA#T8u8*OA^!3aY&Q6ZsRR3Z+?CM0Ox@5MJP)jAoulm7CL)*awPg|M9=&x-s4mV67E zJMt`a>1VLtkYO>DuQ`QT26aWnkQ7PBcQ1=E+MvS!0%B+Vl?XiU*b?c$@D^jW5Gv30 z0pNn`1w4gSo$3OfPSVR0Gch$aK7XDC3IM^SwY5yx%a~!4-ntXsQZ&M;o!>`YyLL@= z^OX{|e@QYM(j^^-+_)8w3e!)>Yyv_xfQ+EH4C20FTrNuPwf*}j3~FJV%>UR!{Wk_ygqNB@Zu4gsFad)^hNnP&BfTV~ zT0v<_!sfpqnOhs0nhqHl+^>D|SDx8T>%Yr0{{dcsv;qQZeL`;$Av~~?F5+xK3ITVG;l57WSYis>tm*u;xJFevA?IIp5NNto1N(sck>y;(wNC3sQi8Ka+ z&E|vpif2dq!vtvL5%A*F*VDy-utQfnX%B*B6=#$d-g#e)OQK>Bf=S~oy4J}Q8#3Ao zh7(2X2=Wt(U`lk}*n%^re0N<2uOkO-5u>w)hKI|^>@)Y-Nu|_?-_Y{^kE@6o|1h2K zKaH!%Ut~4}nX!VNT$nXDR;|+e=0M~hpqNPUUAyw^GX2R4i@ZXgwPf(7F;iMofEHEWJ0|0`-FwQ{_TdE2X zZ|mvj9KG9bDWB+uzXM@!Jp@V!zQoQ<<}pFE)4rAGKIa0u(p zs{$MucR{1V2TxJp|47>#IvVz&J52RFW+8Op3gD>NPM~Lz6oH;8DewF|Gfx#V96NRl zA*%BA>*HnyXeH5oVi7BujwV{C$)PoX$ychcu3EcpodWMXB_pzB^ZK=G<$sJ5EfNEC z$cVkWqHFMRE_s@*yfRoR&dkznm@p?N=Uw{*ID{(0xdh?tL%LO7cESvU#tfQT0uK{8}>Zm2v_!Xlg(D4#H zGz4c+JzaKoHaafpD5&YBEh7lE&q!k;jwqq`t+s90zyNX?juOJmlM5%+z|Ng3K=z%u zFMIjaU*qbN3n%~FoAO_YtNAS-p03{KK!!28O^=qt60CHd%m)1Dyl9LtN4I_sojb2dVn_|&8N4N89*2u zPEbeSDnmSVaq+E8KiK^SpA4l8b_u+e?Oy(NHi=KydLw0~!TKJu95NvM{2M zCxtrO2zoG?-L`ql7SZ(IL|b0E5*tlnetua^&0;ii9#&G41FnE$O&8XGI?s_zZ=#w) zZPq&J_^B!o)5JJomIy(=QWu(*NtdwH{G=%XOvwL}!!-ghrG%l;fV84o7w#u#LuoyR zpC)}jUR3wlZjri1bd+l$=n@!j)@=FVoKwo?^Y7{M%{jMk_6N>y;IP#u)z~_@|MUD3 zf4w7(^|W0u-;>E&k!LY`Q4TE~m{Q}3#p^*T68ZJddD?ydjHiuqJ%Ghh&^np0xQsMd zqeW2UZ_yOvFyWeQC*}h(%@LKgXw=F7s0%RSpLYQ!2RtH}FJ<%9+EyEM!;z7Dpo)l@ zLgW|e#6~w3sU|6-vu6W|8q}Dg1xK{Nf5yd%|7Tn*Q|517Pb3L7Ijp`ur0u`567wA& zN{T}n!^jiWTTPe=vH$WU2S{BxO-(K;2AWb5&Y8A3p4F%GVz{KE_|PqdHEUvZ z7~NK{T-h5PZzh>sTiVF`Cndj7iPZdVcL~PR`H?9$@1ODlnZHA$kstj1aAtFk8K|pm54DTn*h%w5m>(#3Tv^0khv2F#(i?e?Jd$lgGf= z@4{_Epdh21nd7HZ8=^$7-JUM`*w*;=T1ATv``NQ^Qs?Y>{v>Z!DX5I@@(L()A-j9& z@8;$Iu)F$C&DMW<*=JuJ>xS+>eaCv;?XZI{Yxg{83bR-9Uir#iB9$ig(+YG7NEn$rpfL*1=(1 z@B8o_%mMyADEIH&4V!JJ$lT1<)~7Aag=k1QV%3Qtnd&g*IF)~YpW|_>bhvoYqY>7a zv26MB1cxbvyW-xC()$ALlQa-mMc%`I?u8*OWoVB>35@wFb)s!k7S}W87>oppe+lr^u3fv(ST>ip&o#$oG+|m9_dwpA zJ9^1KikNGb3marUd}tmx*p0{?)$$s|Q1F(85%&j z7>i;^jevq&cJ#hMkc_K9%&oMa^*EOiZFmJ zhb=SRVG0!+BRs8<#BVw>CN_y_*^A&(TZ5HK7=!`gT$D#tm?dsJ+jO+ex^xLvi%eK- z%yDtrY%jv1wnYT@gR(U*nL z4?DbNEbFrGl`D*3D#YGD8XU3J>chjALr_&>WdJ|UiAX!M!gcHmX8-xZCdr7|%5qpU zEq9v?y}aYFPA!LXD)K$%ScqN1)WfQA^kA-0z9o6ktQA6w7@2YUac2IhQmQ><-U^I9 z)V$G|XC3{P^xFB%U^pnfqGAoxk6(90(oguxtpQYEE`@-9t1Y#*MvFr!bHWTux*UU% z4L*tYL3$4pkY0hCy@DO4rQrB=%O?(-^`uM#@cU)T0*QXGO zbnFtLD;y)a1%L-*6hQW0$nLeqY+ZDKf~Q75HoAeiA@31uywRC6 z;DIyPB+(k zTh{)rCg+p@U9cxXN;R9q;7Nx2Ns7a-g!v;d^9$#OKAo6tJE5CS=8{iI!BCA3b2-e} z|6O3;Ls<-#vkbC5CU1f>A|n&)VG^_(oEZ>FZ^BHrJ-at` z+IA84(?K$r28OQg-d?S5cCgK&)x8Fj;;zE6C6Cdo#EFBtf{>O5?TLAw=9H*x{lR(h z(vv8RywGQrQZW(YbNf8kiCS@Fmj$n+s{mXLzuhk7B zCCG+&93f(IL6_0o3fGxwJXH+DG)C71;+iprCQV`%w1oStlQ371Nu737&u#Fmu+l6c zBk`JTkKp$aewcxU+rl#uIuHIsf6{^H)k-;OLo>Wd95!PVa(BAX-E#|0^Cq?)TOl=&_eLB;MQ)Kh= z;~oqX?X`u~ZV!muY(RaJN`=PWeA+U&*6K42r6Zev)sbOS7-}Meo&$((6onLl!E>u| z%NWx9rtRBLkHnuX%je3p9lr;;C#C2qw!4;y)M5k&4h)&JjKMgOE=}X8cVIn23q2hL zt13OQXFz7bd?wGl#@=SMdhI5N2xH7B3hXvfp~2bZW4KZFnuc#S`d$@pzQ8kxRJRaW zhYv0{ZEnXm+606fR32adr?`fpZQvvbU(FqOMqZju<)8&TXhlfpbEIvK;z=_`oa#39m)=BH{I5xp==)i zrJogPa~{9E4;I}N5_y!FHDTn*NDRGc1>Ex6bUTQ^Lig6-{?$Fkap6w~iyRv?)KqxN z)BtZ+wZ}ZuA@8ht=mN2qiw)i~z28xbK$M72h%5SdWA~52zlX_!5n6lZ0v*-Urr>Ao7;FfW}iAd&O!@M7s7r^w~4{;fu)D@5D2Mh`yX-bV4EwM z-EMs@jt%y{etzmnhn-XCg`i=~9{$hz8#jD#eaz0>r1PJk%w|rjmYD#Hf3nB+$%HR) zXi=RAu<1)vOioUYbMf5cCr|Fg=0i+PL;>AGJ`hy0VHztj(3DX7tF{*DPNJWynRWoz zOB2l_a3L>3L^rTG*1+`?b{Gk(wlwWJDn^Z?Q?YZ_WRqDj@7Ce-c z80TOqb;Mj2+VddRtO?w+kMB9LV%ak5cj_{JE5cg9p4I~V6&|^Ms;;=DFAHDcD1t-4 zqPm)z8Vr90V8qaXWoNRp2na4xc+CDZ<9hC*B4$=lNQin@uci`}pp+ApS|KIzH z_T^SpSA(EC_s`o!+iY2riPSa=AMHubT^FX?XpSy_KRRMDmW^A|n|b2Am(Qbb_>6tI zI90f3qZ|N~&!g4R79S<&os#=+WOPnSat*Gdi~yiMfPTwo^K-(cl7!R79Kl?`H#YWE z%r>ZJ64xkH{>VW_her@|SPxVyJw|TDyC!%{nN^gPxg(0TrqsJ$jQvOaEI(a=LPHq+ z(VoXcj25`JCn+^`3?^qoRQVG#vZk6RG+bq~OVb@CNj8aR5R#VCd)}I?4`Oy;zFn) zmn#V8`VI{EBsyW-Xc7{UF1sH6hd&>BpzO&+7J{UV1>W_(|l)V3rI8atH9K>R3Kyh5~;s{Ne49gy&@Cl zATw9Q*7q+(^BZVy$Zf*_kg6pEeG6kKBOFma*`xvP#G z&B;*|Dnw?*dy%wqI7=St>U+4eYOpTN?RlCz;b&ELw{|ZkE#!Kmv63ya4*rVQ6T7Jj z=Y%$_$I5zO7HufL)zz!QY$i{m(~#P=!rNO#at5-Je%Kk{ zYg0JbW%fv~Qyk+wnwZTxZq|5Vky;8X8n29Y2pLowmYKh+k3{Lu!%yVtNaH=a#g9Wx zj&#$$If`5zBQwp=?N6Lw<&I%cX*wNG4ylZa>ZOxVMRNF{^|Gz-M`hPR9yGo?WxcC| zWJ6pI;KhK9GmBZ9Cvr~SpC-af2z0ZNdSeyP6ORfC3!~w4h%TAmZi`_{dUB72uvYv{@9gItxfBGZh&Kj9 zU)D=ze!hYJYKt7QE}MGquO%dEm|{Moyh?GhHZpRIBCJ4){|)`U(Ikk%_!hE&bdDn< zJISv3>F$)2RNw%jDBTT5kd_cokOmbHlu+q9G>DXfARQ9Y zAzkm<&wq^f`n~urzcF;k0}q?M*IskZUoB$vb=64-83-W=BGJ@PF@zv2Gz1~$@NvOs zM2DyTfPW;tRL#7MTpxM)+IZMQcWu1foLs$}p4hVa*n4o0R zDCqou{|5nAkH>;H#aLCrMF`w9%snB9%m)68D3&jJ0zo?snktI-{IWK(ebcGDFS}<& zQa=BlA>w!b+oT~F8;vpF!C2|*>GStoY>))1N~o$(JDFiTzTNOWEHiU3e0N0J;N<$7 z%P1sN=h5wy&mS5xAIg`n%-e{+c@xC*hHE=Glz~$-89R&(AN(m8#Z>>pfX}`RwP&93;+K=`u}bX5Sqyr0R-5J9g?3mJqxR{1t|iPAg86EqiNsTm7G8hkB_hT zObY^!wj=`nIizeUe-(Ir>wcucTeW=amJqW>zsfP^df)A>-E#1s5=T>>yKAN8O4OZs zES^)f?zKlVfe1)Fkwx`rYr4{7>08BMXLbsYp6%uNiNto}zL49T0x^>Wxly4`>yP)^ zHdPj!mwpyjLA$D6+cTCI7c+s|owe?Z9G4QKqocKFTMd;V7pH19XN!sQLhcJH|Nj2O z6M6JK`dErOv@YV0x(scIr_7s6HI^*aT55}xbLrvvYzFq|! zZp5%FN6yu+m$gTdFosE8W{5ftH3j;9H2=bF>*(^LzFtb^boDL0=u>K3Ql{wj@)nk} zqixsM-P{?Z%G!cx2Xn9lw3T-8%+j>1K|2T!PtQy*)`A25`}gDOJXdTt#w%;L>euzn z%vL=o;{@vQ>8yh)Pa8&`c8*zx#-Hr3ysfWi@SSp3*Kq9V@9)H84MHDoPDXug5&ZSh zJpA{U$DFrrk(fSk#{mmVYCv82sGp(ne6R2LbiKSX=)@zve>qyNOwgtI#q(J9v&VLRKQ#C^((bt(?80xx@Cr- zf5Yml!*A8c6Q`-C+`E~_8~sJVlL~P0@YoF(sMemYmG1t2oXdXe)~EMr>d)~B6gX@j zK6=CmR?koh+p-eyW*iBN3k> zAMQR>eTU;xanHoWwkL_5Uee=X3e(k>LAmzQ^5$5ucgV)90zUNN051~$d7y4=z#9Tj$ukptWH}wOw6wH3-B7dk`Q}y^{J?U-r>KRF z7{8Tl-}7c&QBhI9)4xT+A?JSoHYe%8Ct2i9S2+_!1s>Frd#((0_PpdAF1MD~$(3Wq zBV%#;H}2EGOhn6%F@KyL0e;qeWONT;*K3V0}~5 zsFISK5W4?SyS8A{bIla)eAn6LbRiq8*8-MnB03wJ4-U6y6V1OovRNI+n%Mn4qoHL&~qeIVcSWV`s&qu3{TEbjC{o9#o1zpW7+VuxXYA; z%)y9J?Q(|W5O_?uY9MsBw686wPX>dAkK+}Uc_ zmK%2xo3;xGWWKuC4qcq`98?9jF66Ue)_A-S2S!+pp56ACsN=8VvV~Do>v*t0CqW^J z%+is1awjTu6X&2Ng@RALh#AF*!*NO4;>Bm8Wdje3&%_S>mj=Kl9Dc7&_rSAXl;y~K zW1PZw+M5ovsp93WSD;je)mb~=JkE)MUnf|B+NIa`y>iKZ7T#^o_MM3Vy~PfLMjUs` zU*=mC#nIj(T+O(}&#$7UhMT}DUpC{jGpG1HN0#xeT6`NCffRC{xYJ^@Fx}v5xBUGL z{T&B#c$?jKsl!oEV0z+}Yii|>6MXv5V3v`v@AWO^?U^P66O+i%Qd3T0VT!lvi6+~F z-@kW&Qr`h#C;Q-R;Q znTbsHA9+_IYvOh7*Ki9HdZSajKOpVC_eV1~vC@0pr1A1}JzX|X%qrmTbvLG{`>su+ zi%6dIV9-p9E^)5F<>r6gckKi#b`hfBGTY2-YUxemB*vH%d}t0g`0;vgzCyiR(wvoW zzvVw<1N(#WtVDDI9bo4Pd#&mR9sYh?@7#R8r>&9v9NZcmw9~_xh?;MUNSE=yZRNj2 zqmyxmKu`978oq(t#GgY$Xuh&qEcmU1y+O=x)kt5I?Zd$0H-~84`^H!AJR5T647WKw z`HMR_ehUOn)AggSA)vTsV#H^IsKA&Ie$8(l1{&-lTrpRdNAlj8+s$XBe5Pd`S(2VR zt8Wu+K_g5TbG8_le3~1yM^M(VB}Gk5Jy*Aq(;j>@9R>HQAKHSd=H}PB5|~Ttg~g}6 zsN|04!jo85Fwc-0T3SjbCbV3d|LrQ!5J~=y2)vo)&Uci*XGv0lcA{Wx{A%_eyaDD~@mM>eDL8k)x5Jm{fSWp)occAEpqOTw z0vGe6Sg;_Oe?!Vvxpvn(a#B*lMFu34FZfRZSbzrw63Pi!yCJjNK_%h7fGyClaogC5 zuQt@G&U0<##>P|~6=+B}?Ltcee!nH2uz#6|~>K=IlIK4c}6wO*^jfpIRd$qi}%kN?2WDVq$97N=iqbZ|fhLe||_{XlS@I z;aJ{kTM0q2v9XQy0v7Owe^*qr2-=bUehI)lVE+5AK8R4Dm+`AuTZS+=bPv#H+byi! ziLC0GV$M(xYXPTvf{Ly#DJhc#8tg9en%R&Bh98Ww0e9#lTa&MAyMdn1#>v^f=x$Q> zAO^IVMbPU_TgJOyTtnupRQm1O!VMe16+Gx&VWI8rLgyOZ0hn^T3vq%41qE&EmA>0E z@#W2@gy4;|ti`^d7sdkR(GKvO8`x8bB+tL_g?%<=Hm; zwuOkpb3;xES}qP5a{{*{4>FhmTBM|;+yNMD4gf2cd#Q-e(zZ2|FlZ?`c_16`53`hJ zozR~tz6j4oc>9AkK>g+MATAUHMlGmJ7s4bi7TJBTVUi*D!rwE9{V=>bH}G-wxaIU@qBfd-uQZ)3A~{KlVOsn{;jY z)LaOvu+x7fI|`uKU+ovBhm~ghX4Ot_>IXsb3jsLN2!^-Z6}i)7^{q(aYhiG+eR{b8 zepID>AFa&Q`91&*rjmuP-@W4+867>5xodfVCaq;h`@h%>O#3NOitafIUEh1qQn|mQLFm!#C z4A7O?&?{L;(p*-5DmRyaihB+ox+}S%3D-m(!LVh#!UnnApIKC9p3L=vQC#=vx;(%W zFocJ{0w&t_u7u-QnJT!n?1T8;6rM$}KyBbVMjNx5gU{A3wZ`OJXRz}Y(sk2?6n)R) z1e=S`f`{@HOOBC$vfhL3Y%^W&%}#^?_csTsnI+=d=44GbXz#&N%<*v9B;K5V{v7*3 zz~A?^2fywkdIpPHQ9I;BfO&Nh2{xju9LG*+(2QbE01F`R?c((e9)R-9yOgtO!~SSd zrA33jIvEUg8<1RKV`oP|jgguDIb(G@gbhBMhM_(!TWX0c@nA@`&%2?(%m<4}?gQ#@ zZ_nd^4Eg@lgmK2+oR*45_umZ&0IBH6NZj%S1UJCk80)D*4K9d5wZb0x86}o zRFvj%j(;Jb6&L>Q>J-DzOu|=|mgYBWW+S;Y0q5i;WtMt=adxygD1Y_uxDhnhJ@U|I z{Yz-*N44|)@0sFyBy{DL4Ycq@biJ+-I1*dcCCB!agTyTub>~oV!!;KyLAi0*@87@W5(#=V zmtU3$c!h=}r=-9*8io_;!gjcFFr??FH6AfGF~LIX72WGq_9`kV(c-y7o$C3itjxsK zGjztxWMF6K-~pfG-ci<{r6vEV*RNiUI?&IuezOYbwFMAt z)*@gO@$&PJ(1hGGHf9G+l{4$TOgE@}#HZ=p6t7`bI-AiFW3!eJS&4-9)^I#w->nA+ zm(|XbYkRzi6K$*YtssEQj(6J0yeDg|eG7OOU`VmI)MsFAofsB|^>2Ml??^piPpa;U zVs5kkM-C^Hi^F^U`t`NJ{KoDJ10y4(W^#}f>sEP6jf~bU92^`Jeb=Jon4z&TPIxOC zlp};GF)rPKQ5mQa(A3ojb7YMX<*L8s$gM(7><|3K8RC0-dUpIm0ZlxSaRp8H{{3}# zYkT|a@R|i(o~*DO-B9%bouPW`yh!Iw7$>rpK@y_5n_lx21sh?%VRxyV%&}C20GBnpL{9jk(Zxc z$1?=b3B25(t+eFiFz`YXCqqyF^8DNQ{d0xRG|wghuGdIL7fil#)CifuQlBu`!O#u> zn*JAU`fXiX@7}-v>(NWCn=OTd+1Hk(PZb5YytIsjZN<#Q!~~{4NVXN;IwK2VXX+J3xE(>(mVlp#c4?P?5o%M zul{XTvL{cT$PM0?q&r$DOHHMI!6a#z_PQXiHW%FZ=YghsWpVIl8O2GhgLZKu$ygJ> z^j+PPk@jAD4!DFewdz5l76f-0Dc`M)l@~D%k+BLEk`v-z1#jNG={AQ!JOJB!b+V@X z^jX2Z(}?}F5MJVIx3OE!_u|T8-Omm;LozkVSY+tIxGddLb_1WNosVR!aGn$s{Znx3 zsX>Q6+Y1(122i$sXPY&Z;PVgMT5;;TasRA*2He#)(VdMksLdzO-!0;QvX z}cDnK*X3J|3y_S>pk341!VwN;I) zWNXWD`tNTzTvZr0Ej0AzAVOEWTxyFBNO zg=dcOE)RYfgYLo68@isA5 z7*Ov2QDsAc6vf8_>Ji*W2hd&;teOJ+r@8s~h+y0cdfCg|+{BTQdted^K7D0lq{r{J z(#7a{&vO%|QTI$u7l8l<^?i&3Sv0tP7S_;n;Ya-$@1;cZhu*4_!E|$fxnEgX z842US+|bKw^5;9@Wpo*UPrbM%;`Z~dcz#(KDVUTp_1^1+v@u!!%Wq&s2gny>a|Lk% zZCld~Fd!8>?Hv5f@6vMNGX?Inb}>O(2#mpd_wJ!US!-x(@2@>n2?Ly+8HRCyc>ydv(skt(WrxXgAbNfk(J~pJ5IzcX@2bB;!X8;E9XZt#4kb@3qrx z0W^V29`IqThUv0qL20j5H2iJw!};aFvtt)Xo@*XN)4e@C81VEk^3JQSrUkdG?CvgX z3JQb1Otn^kb@@J7=HxLZ}OUHl8eJg877@(vv|zYpf=TvWN6=VS#yTbF#NIUgyaJ z{hmKGq0djs$cP2X9o71;PexbAM5!=m1o*HEs6C(5tYH0(Nzwzmyy-AwEcibe7qFak zNl$KpmUE!)J__1t#XAN<9t^Zw5+xsfr-yl0IGLP2Q6V*4NuUT8z>aOR^qr3Q_sLb|E91eEiXQ+f!hwfQ5AE%3fb0YFTgLwGzoVseFi$^Ux4vq-x|qEJ zDCyecEO*?k#(mv%9d7UkzK`RvmdglOA%ZIoNXa|BJh|A7)v%W7+H^n*h>Q#w-5hvx zU4Z}X05Y}sr#A)Y)NPV0S>ab_Em!+DUh~t&)jwM5t1T|Z2a4D`f$wxT!JB9=P>qAf zY<@uj7Et24K)re6+yF8~7f^IZn>`o1;@hWvXFo|%!0MIk(Nwtaj6a@r@Bs}xxxnr_ z`ScB*ugS^D6%TtUr#$*@Y3S;90Z8Tsy1sZuE-k6n=mEHDCFnswb$(k>0Tb3hOu?7D zJP4M0ffO=w1nZMK=lg@}g&Y8w!$+Es zkWeV-*bQbTa#y@Y@M{KBYX`jEMIf^%DJmiaK#Mz&DJ?C13APQ;nd#v{1nd_BW8(-| zV+0+l1GJtXmb0tN?W-gpY{0FeYRpR6!h%8V1^qKXoMelq%7ON>08>lQ=XU!9Tl{L9 zo9TsZv1fwz@A3oH7CehIc=ND!4NQvDTO+%jU?)GbX^)%-GrU8YO!hf2KE6Kri3{sc zpv9L(sz#A8M#7lawfTe_9!d`%KehuL#tewcE_F+^Re9g(#Ap0C;mrk@^NgdFm7Uk- z1h~DA`u917iNj$f7!=dt4er2ytIvQKvOH5BI?4 z@Vj^m8wq~PZyt|4xdp4A;K>~bHD0u9+^Nin7EV>7-i)&G_7+u3V2S}my+O0fyvl^y zhE=2esgfQjdsuBJQ@l%#O+k``)aYOW9Lvb^8PJE`e*R1eKL)^qBNbeVU#X>iHZY+1 zMZxj`v$W5@^fF*Cg71R3Y!lYY8c2bl4G$gNEQx0w9V*1kQq-_)*H6Q3!Iaq_3F~#B z!NcRS?Iu2OC>?I{V(Y;EB=+#PJo&o>|GAbH*SMhnw~t0}xplZS!+6E+vWxcJzU#B$ zz&0~T7JcRU;%Fba%Cz{*PhK89Ae?F^Dkk++Q~^s!N5w$N-`}z$(NU{yUofkJhwY%{f->m=P`9)sEv*t;4c68+kG2gm@j~o+ zhR|x?HZ&5sAFPc4Yr)~eh8XYQT@aL%L~^G{^1j5l>*zGtT}B`5r*IMYG>}wP(Lm_0 zUq8}XQNTBdjZ1*xR-wi*KEKXWgxl28is^FJ<6)B<7<_me2|ab>OG-{woJYY|=FW31 zmy?l!x8BZ+feJ-7~xXxsR7N;F(c00Tw? z&`SyrX?Ps}{aFM{3*$Aetgz<*Di^i%?Nu%4iSD477lA@$dKCKSrFuoc!Bew{rj4pb0@WG*Lw zY@6=p8x`sH^!2p^ppmh{^*@uo0G;j*0Z|cl$yQy?fDGogI>bH|dUbI;7+RdOQDT|0)sg^xm^q5jH?BJv5X*||X!6<7E5uIg-jIvw-d~hZ z^S$N9RC*>)uA4eK-yPpA?#! zyE5bKW?3Qy${O1Qt}93V^_=6rA8-CSP+`0*`$?;q zj8TI42vF={uly>K@oBLndiQ;BIn1I_TolAyC%&54j-OGh$6u1NUt#6_E&KUP<2$~B z@8$Wv9t_oBrwi!%aX?c619w{N+cs!ZCZ(f`A&^jJf5mU5E0nD{?zL+(@~I3A5~;60 zv$V0%7cAMb$_0@Z>b0=s1|M2WFv$SEEec!%RBv+U@mlGi0Whu$3I+fx$`o=M#|MlU zmhWN4m;g{876h6c=|}4pQXobnB@)7UV}a4Xd%PmQjhVgl5sRjj~+68C`sqX*>X!5SP1&*C_aA$W?Lq`#5ghq97n3U^yx(w7`=4g(tt!P8Z75 zmB^U5n43n@Q5@nNX3e5v>T{Ki4C=hvc1OKVD>v{c>MDy{YThCeUFFsb~z$LrE zmxMukea|Y!?C7|@*SVODcO%f^^0SE2yZGz$>%Om1KZ-djKCV=apjIk3_L<2=XS>4# z=}>NiGSfb;LDfj`reipz*>BY?N#SC9X5+SRhh}5Itq`6`WIbzlP9r1q4_!L{R`Str zrPR`hXiC%xic$#AHlg6m z*VoUi2m3ViOJeE%IB0--s`}!^HoY2cXc(K?2)oF&-$@aJ-KAJK_DGG4joAS9ygFJc z?z1r-n~}i)JW9gZ;3MYCgYr5c0Z6XShOz-kp%T?9BXjb{4k)(~^^u8kr;z80Tq1a} z)HL3$=O>=9qcV4S#;Rszg_sFBBLNJL0td&rb)Une{PJ4g>!xSjEP;fZ6W$#_;{#B9 zubPS{hwA0ZJ#wz-g6NWx0JBd5immSahDNuF%c_;gvDSUfEGHqTV!}^m|CiJQUl+X> z%;REnRrjPVU+={R+`Bh|<4!ws!yy~3-B zIh);lmQClrYKHS8rGGpmk7+x!1#j%~6Hn~KyMn@*ve=fek1AQbrQMY&qpMlDA6e9? zua7hDNonbhDtO%q<;&ME`-$S^I|?SjX^Z(0a9*)Xf5=)&{I|+iz9k#)&j8tzUhXVu zj$=n*hTRjZRF(9NQ6b3^l*b5WwK$^JfaL94S~YbNodgE@;{dlHq(txVJI7Rv(nARi ze!Q6ZKe?hU+QfJS{9KU{9YRU;v=C8m>T}Wyytnle48!YpL`Nw_akaH6Jh65FD(eLH zNDT1QVLPg%)Kp&|ot#WLT@6G&4ILd7EiFR8>>DU#M0K%N=hrbijy%55*0ZV zTT)8qlDXK*9iLR1j}nM@QoH?4kv#?zLp7+F$nu%d7c_^UvrSXK{r;uZi7IJm?sH#R z8^C42f}aFgjXS{f2=`w9HCIwv)|tROi4vk8F4D6;KUoO?jfAn~vYz4Mj7;U})0;nj z{BYZDBC~CK-hzPk_KASgld=m`#kF4mX9MAfLt5eBz#9zMtN8@!t=4FYw+QHH`iT7U z{O2gc>hbPdp*Jsj23_H4^k-!SbQ(a^o7;Wz7Xu0bhHX6L=Q+o@4!|& zBAM#_BH4*Ohjh zBdGQP%CCcWBc}ygXo=B>{x>8HOcK|m8nz^2f%HFCcAfF9`dXd0dL8%vZA#^UO+7FV zqvE^W8o!eIL_uO5@~Bt)(pER)dPx0muz%v2NK!#KP2VtMvM-hkp%1br=*Xaq9=)FQ zR0|=DpO$IUnw|oAa?pEH(tF;f2OrpBp@hPPGnTHZXx$ECps)c~W7PQy2tp{}R-nvjVf$Of zpaZ0=Mr>aK%_Fb2mR>oM_{pz*g%{QFeEd%3myLlnOiFbp%h&3i0j>A=oK-6PbcFt+ z#R2QM6Ny=k3yH3@v(VoDB&t2~pmy(@-EC6mIZP{%LC0%% z^#DcyzE4g#unRsuIAPb#k$EN?=riBTV;{8*I(`ReFE0qFE+auWWj>6k(Dv#w7!asB zxv@OnC%w1M9fWEH)?q#4WSJ1i7dSvZY0VIAS)9EJA^TZ0*dc%E9;`8_Y{a2Ri%@%f zS-`1+;8oM$z0pl@m~4QPXB2&Np^Ll#U*BWn9X`Q*tNkd|;(|LOoiC6)=vW5H4Xb5p zbWTB{wxsa!{?rTROSz_0lhP3$L!y_|q29j7VXfFkKGGVR<|spt)_2S3yZtzs8ARN|oK8pa(R#LOPzX@S z+$5NefzGxAf=;VjnPAy-{Fkr6fe={806~=qVBy2w)fmGv@Eg00^kgG|NQ8iNj6kk~aJq$w~QgVWCmc0EGVh*%0hx<)+}?eZ zD7u%;nzglFNlQc65KCWDXNWXUq(+SfJ#eMmlrxQEU+a)NrazXN!*L~SXkZu4tI1nl z{Wsy$$5Bi@6Q&-w30Z6z#n$!MOgosRt*7Q@PcqJ2%x9^8>sd6v0%B

DPiu^ExKk znPv$t$Hl-aP~?|it0YNDMFhceS*z77RR$dB z0mP~dc?c&4p0Ox|$O2o165IhL5K7+Kb#pWx%}Dd!l6~)DS2MW-VmWL#ZV{*x~4be`L+X* z>L-2tHuTwS3(I+aJo>Goryx?SLAF**wspw|H*NBolSg505e8Pda`u3lg%b(OV_*&4c!iNUjA+_^yWKU@x|rk-L>wI?M8UVSP?7PN4~Iz z`up>kzM-F}|Uzvo1rsDZa!*yrCOE zI9?%p;^rf+BkIao*`(3-#$|%euIzIvtfYCmP?s~lgv>6P!seB4<49n4gu;z-7f3LA z&J5T5!>ut7^<*ym&cONcUF30i=$Z;E*j>sE&2tlnh_Py(@#m?u_jxF0fgFTod$4xE zQgfY)3w5|5EfjdjEO(@R_ij6g`wdU~9E^_51ETwLNuv76Pg;;!Ivl_H_=USzKJ?#k zsO*+$TffMoW1pz<#yy4y{!5~A+lk!Nt@eh@7>p`HkoVg2m!98J+p$@(Ue~N}Qe!22 zMHb_)>k}zJ;s~=(6zBrOPsQ%gD<%bTJbgMWmoQrXVTIaq**PzW-4y#wi+}+8`gvxG z3t|k*-#vMnusdgVZhSXfps|n3zD@rQc2@yA$}_HKm@@;15{*rv%8Q%!qeCh^hy`!^ z=@EG)M-sU*=383nM7^T-R2vaOT?$VqtKyv?qWF18)j%59i{75leN~ERN-R>#kw1?u zFhZZvWo2KYri3Pqp&yMWp|-&^8=3M^cHN24Hj@nI4Qk^yQx{87$||P?_J2RImPw%w z|2bKK5GJ1@j)D(MG2Iz8Lhk1GNr58=N&iTfgRSNn0+JS7aM1h|&=5Eu_slM7)eBm8 zmQm3(%+-58$dTttK&7`sK|ZO5jLPyN(z^Lk!pem8GsG{DrrhKIra$G1$D-6`_8f<4 zvIXhqPmai(!R@ko+&1q0Zpt%}%>w^__fdkT!4q;bK#dV%qUoMJr^Pxf#v-kwi8g}N zYROO%Hkv6fl|OezTa+q~jc5D%%8D9elCkfM`x%q3c|wcQ*i5>$%+SQc>%CYNUrA-9 zA3paYHbrRsltP1LKPwzW&7Q`u9al=K3Xxq(*S0l}I3`9DYCx1K)a>=fh`3~IgH)`W zZ9@c@Xqsm|S9oXBn}i5;Uc96jCwvJ?8%+gL_E`{|s7dsgK294EO8-k;rQNZ*hm1L7}z3JGcmxe?zsqH42%kV536jOV>QZCm6`&zlZN^L!Yhe;ve`;t3f_qGKM7jTr|c6Gz_7wUv$@ zcrd>H%67CLX?G=c=lu94X0r9&AB@MZyK^3KZE^yNcX)t6%@Lb)Cn57Z;s*8<>%dlY z5a()=GA2t7n_uldzJ#GFTL!tCOFfRd-sp#gWZ(7R;_t|^pAqQA7LpgGWGFwZB>QVz z86?FuyTy)f*n-gdLqvM=Lt=lDWUkiAC2g=hAqX_p$fb{&7%r};Ae}IW8$G4mwv;(5 zyRCSAqqEkb!2}>2dLAvWYs5T8x5bWP+j+v4z`cp2p9*1#&*Qv@&7t{{q9zDitrel5 z7F(LmHul@1Blxm%Pl~%l5#<%^QE`1FEIbuzNpHF(jPrJ{^bLiaHOkTKi`0wpFYc(I^Gs{Z%m z23^~B$4nt;e@FYJ(4LkM;_G9MXa{h5i6TXVf>L5Q(!)ZFl#RSrXlM{C;d{UXRkryE z^mM0wMFj;ddLHZ}6g}>V`RDyH0daF*C*yxlPa&*$>SrDPq^R0K(Y#<%Wp_xK2vNG= zIwlCUv(0~JM6Dgw>jmyIFmI zXWVXZ4jd)`j=wN)qT}#b{IG$~K?>|05qe^^2SK~`AfozrZMXS&Arv^)OA!V?0oqZF-XOd3havGU=7a`r-)**$i>9qpB#p+|E>`us?c3ob0J1ZO`$aUw6%# zV(ji)8B;UI8S;$8JD=3b|0-iLQC+<5xQT;n1B_c<>gwT;{R4JFTaeONS@NcnXx(GWnq9>_AG+P zx(mqm?weJn7>7GHe}B{fq0>4V?P`$@pVE&h{32G}w%Uz>yy70@v9~2n~$! zx$+hB?Ty*6f=sL)I%ApmKC z3Mv;JZRBbxiH-w@!n%SQ7oL!kDjSrP z_9pt7rRTk{b%FE~9IoGhrU7C3B6G2T#*0zy6Fw!7S!v`8OzopM{oj_I+0EmluIBZU;$t+CtqXY&uIX z0zWGikVb?p(#|+*n4awRi(40zlu(wpTngO2{U?7LsGHaVb$_;DfDY0e@-MUaqb5Ip z{yYlAdR&kbU)0b_-fox+`(Re@B@6+1!F#;^KoF$#YBcWNMMB@R{E0449YroLwvTo( z$iz92(Zn3@QVDslbwcRUvU=Ld>Wc_KZ=?28@gm;2PZ8tV=eXdjvb|hG(m$n$R>zlU zOmgf{#!wJz-=q%`ZSj$#>$UQPsz^~mE0CI!)0rpaxVGtc9ACxTqt#}aMt0A&yh>{1 zNJYyQ#SRvM6?L_51fl&$M&VTr$3_uh*s7P6K>Cw;v0JYL7~GK`KRSV+6EVzZ{uU*6 zzP^aks%kjt1NbN7)1~)k0NF60CLH2 znI)d_`HgN^(*@D;70>K9Z_Gi?6rGxS4;*8GFk92o?3$Dy=O8mJ=hI+0{pjkliC#XW zVCxdFc+oFV>eXXlvlK}fFkxaD7=b~PZ`!R>eg;4jpe~WW@boE^W6g+aC{yj}gF>m?c8u6)i@0i^&p(3C4+MaumGiMuW z$I`o7Y!8PsmIH(Y0Ds;Nn0kEYW&(ul{S^NB%wJS=f=R)bZu4NU+U~5CP$p=T+^a`# zcf96?5~hp^v%{bmbsy*BMjw&kLk~zb*iVeo?NyY!{g0IXHogX4#JLfY=!<s$&eIemQ1EGJmewxBGD)O;w-mY)RM$M|iB(lC z!67R=(2m>MeAZf)`exgJvVef$Q3@g?T(J`v-smd(q~<_`a{rmIoDCzk;tyklb|Z7K4C1}(S3`V` zuVHFKPboCGO3}_aq$ta9q%>I_@Ck-p(d)7)Ydq(Cl1>#NRpb?;&-!mDwWT{Moqp$v zHba9vcNz$k0*%QPXezMs*9uz1?zFEp2yMvz`1vzjZe}S>ul?IA)`i8yt9UR{=3xDa z(UrgRPp?r@R@RFzgE`N?e)W<$o@*Mfv||JzwD4}0Ol0Y3ERjGup#rH0^0UI1-wX_a z5)h`shI6ROQ5>X%gOB$I4?rjxA3z655J(L*Ht-)c9$Nrj6(*L(b+PAVJ4luu?Jg$H z;sl4xvq?_t(K1jhc^#&bmzP%yof^1N5F+^2391Ok-||@bk+MPf6!@;{xA|}EikY=o z;olj7paA;Ba60URERq+`PX}{UFVxBAhC7zhv-hq$@f;!D2p+P9C}UpoW9^FRncMu# zF`V`^Gub?SP;7{um;0BUq@|gta)Fm#n}MIo1;-9Q)QL$^g^wDG`}{|x9S`tiWPrL> z3fr+HAp7hvL=N&iL={418^F7!`L{JqmuBfh(|oermp3SU@1G=kK$A_E zN0VUp^eNF#>bG+MCb1tPUZC*J2$a=35HA#HD!5|E6P%s}FFq#MCPNVP&V4%QS$N8R zkEXQT=q#Cav_KHanfIj<+grK?3OE>Efx2w)&63|$+=rfM8Ww%}Xz zsAJS=RsnT`Ox>WWcK`j{4=#h_hagh+bLut=&@4xsL7r@7G0XFT-4xiD?m%KXli`N4 zynkWCf2W;A9?$$(m3#TFQj^UmDx~Y9^xa`Rp(#yxiWFNatCXUZy`bw2GzV9KYP2B` z<{IjnJW=M=7vkv`JnSr!go^wskJ~lB%ASZoZ1W#8cjsL@)15BpUw_U{+BlFJrb|pw z_?qy5>lEUCQi8s&X?P`6IpOCd%U1M)c;$6qnyz8uK{A%u})vK8t{%uktSabMTiTKsq_l!V%l!|fVSHh49H;EA|XkqlkV zsqKVC%XM+mKa?U*V@GXPF~q!<)?z0S)Tl2g@|M=d5OH{j@UNPt;wWrGCZfqmUQG^$ zkN{@4JLtY`+@E>9HsvX7wg`{^Q5fTz2~9Q+M~dQ>z_&L53lzX+s$;@L-w88`QwXEG zem?B%;faD?$6SrnsRq7Rf*3KcH@fsqRB%nnG9{^cIm@vjE(@J;hi!C=c{Qdo^w#ao zY2oW9cooDuEVDN@_G87qjy>ffbfMH?l6d`$O{@5e6iUpaxa`Z~Th^sR{m1`Y!$01s z+e{V1tN7e?4eM|LlB&Lf<~sy1D7Cin^(W1O!%x}p0LR0(#2?T51I0c)Ha(eUtd~RI zV!=w-;FZ9{K6mfGHOReHu=RL0^k^!5hH zsVI!veRT-!=Ec_~7F1ea>b!}kER(sa>i>xzdseH5k+{8BATJrOc42b5xJpVtJ>|t0 z5Oy#rIe(C5+Q7|vaubWfQMa{vSs9>=)lQU=XPXtLVh7=WjBtqd881x&4J7l3ONGMCTmRXAC9aa)JSU6Vx zu>?VCbuS|C7vc}u1;KoeHRPz!_IK==&FXrRgXIv-Eb(zhh++rc%b;Ky=k}+Jiu;sI zq*tUUBYXwTFFB|oLRkO>T4_Ee{qy-A{Tv<6ul15klZAvkM#xKsB+}=ivHYc7#qSw} zaj-yZ3rWf_+Z!*ApR3dd4R>V`o|HZX__-E(%2nwQryoAg(R2St!x4^utgvzNI+q|8 zf!Be8q<>$QPI4QOAjR_vt;(QfGu)U*<}zB1%+<5ANGSdEE>>m^Yvloj%0~sP3W9lw zlk(t(>9aq$9CG?r)(J!{h2PeBB@9L)e47Xq6sf)2cny`WgYMh9Sww|adKl39AsFHu z$Cny9kT|?#rz3RZPFH`hBI;sOEIj(n(`g-hYsug;imwrM5RJxM1fl!zDES z*MYNqef5{VF3;1Lhg1$Y*YS29n#-1~ZJ;3PWv=z=VcM{JW0LnVTytmd4SZGQP~c+50If4)MTt-M?R9LX@4ON(YuZm69`K?V`~=2R zopLAZA7~jY-mYh9cSy~pYfy&TE7ruMnVp438d=YWTTm=Mn)r{YvunFBszZo7eWY_B zXu0y#YXpIetZJB5J`esDKX>gIunOYv67taKmdUi?3_8IoC`_f}{Ic!H2&gH27-Uqc8Iy zVXkUo^19yH*48%V(<>YLckk`luU|)o%}F-*&@pwhfyj@s@qzGW@(G94K;j}Xh5IG7 ziXdrTAR~QiCgj9{Cp4lq#NS@bS%DCMv&Sf>q^5qxR2 z;)wKDHyZ+$MoCJL>8~G#nfX&DSnfTf{W%oJY4S#gyi!Al0JE@Q3m+bXPeDuhY!o*L z%F0?Eox#6QNRaoHUF8;86 z<0s#u|ME_lwlqOUF0#0ZHF}DR+}UmoHE;IIZZn@6xdYpfKom&oHqM`znR`rjg$?+7 z#b3|pUltXAafEyrH;-y3$SZ2xJ!6r@-<^M%cx}_|+at^x>AL(V(6)a(p;tFi5r-j6 z7_E4u!~GV@Bo(*Kv-YG}QCmljXfv+DSOstx3>Odt<5H9S(5p+i8a_e6ZVn>=KZq2SAyPria&lZ#k8=*-J#Um zj2`5iAmARmt)D7~CY)hbFoyui*xjt>gwP!AH+Ig(uuv!#4}*?h%H)+=I+AEO`CaRN znd#jOe*Xx3ECU?g_O1aZ6B%U&?SRGwC-Z^m;MOlX27cX!0KTK8R!g-;!JqFcw|%)Y zqCvn`Nm`v?kFIbSQxdZo#;Z8=+{@o!uXcIrAcxoAg^E;-bKPAgbmcMX+IXJpq^+2z zVx3}wawa?NHjV^m?8|tWd2D{~?lw7bRh7)US%Y@wHNnUovGhGD_WZsiv`Uo+KY_rm z9o$gI>uGN4R!MrRSnb+htb z`|yZfl9p6aKtZb16}O%>gpLw2N*oqi@s94XD8Mc={wKO=!4I=j_v2}Tc zqmAE418O+N4?-@BMY$nu;I{+7v@TA7a8pp}wSCgdm((%u1FwsY{&?7(fV*&Ujvg8i zmX)O-<#pDB2Ic}vZ-ZZj(cFrN`we-TH(f$H56iT>{wBRIGz(%G96Py2!UVB!$J?c3 zzhbJ$1lTYk^wb(sn3!v^`9E~Mc{r49{QrH;!i;@vWf_b;OQo_CV=ENdcN(e4l3gMh zW8X!KELkJ_k~L%`$xaI*vJ*;KLbl&Ici-RheE)c!zwZ0EkNY@gT-Q10bzbk!`~7;) z*3r&=eunot_+2@m*QL|jtGyl|nUll#$hwsZx*qo$t#d16p2j+3(OFljc;=MEIZjT_ zb?@umT=yB(GbSB@wnXFGZ4l6qF5rqtU^XdjsF z?d!)qr^Am2d<9nh111vgg+d4=n*DpW^EbfjL`p(hhQLbQa>NiCHfxbzU}a$Iww1QY zxAJyx7nYNmC%{!)QdT+K^Lg2?iCFAh@+!WzEd+SRGKwo_CWTuaEGm@gR~{8AF%HlH zi!0q8_968rUtb2^&W$_wWBMh$e|Daw7neW;SI8%g`Vr#C-;>McL0X#LI?$^w2@+ z*2tVX?4!WCT>j?{?-!5L>+RZ^lw0dO6!1C^ClcKzGiv?KA@g9pWGy}BM;43~54=IYe=_U*MG~e1_7ni(0vl63O zcCce(@x=A(_IIK%T4DkNB{L6o;;~@)i0%5CEpnVna3EQwYz-WNS3=v1YSPbhzn+M- z@z&tP`pOV`bCh()zAA0Y=rD4-rniFAd4`_~M+C!;j7b3d*eZ$ZFl;V>eqQDg5RwBq z_a56KSFbX4cC|=JZ|voYO~%SD@?j)d8wYe=4sAWRP0h?#DtB00bK1EtX4B@lcttYu z?YVNQ4|KDCHzHK7L=&QvcAG$s4A`jO%>G$kcBVM~0e9om#3Arv=eU>`Qw!!I+=C#V z=52Ap{86`6`d_W|sSFwJB5}fqP?AA0aSNQ1YT(S>iR$vroDjnJNN3$GLNkNKXfEpt z4}HLS+T0UG>f_^S*d}w0>dz#dzVNDz%It)`TgdD^H)06`J!Ii#H>Q50N6SV1_hbVH zKWBIEjbIK2EKA02)sGFMPvg59>4U%8OCTYS-3h{K(6Qe3(^~7hckwrh63+}2hj-F%;-WO+(S!ryn+v>xS&92QGoaU zjy-^DX)kOT4#Uzqa6q9Gq?W+^7-6KFIZ_=oP4G! zU(IgxS%>TtQZ@d9$g2^%46R$C27M>#+sW7G2ruc1A!$y9&u#3Mf}^E>Fjshp2F*;a zaddcdiH!Hu=@+(BL<_Z(k$YFKw*BecBMP+*+T&Q>>6>@(sbOA6Tf%mF&kgv01wk#< z)v?;1MHLWmZUAby2e97C%zr=&T;B|W=CdZ!#U$)yBK4u}u0J30>P*pZ+O?lY{DRY92^L@*@km2Uapk-#xD9~;fP93q{u~CG=(_VZ245ImA z-AWB{1ZFV4W4l+ICo6yc|e$mM^vXYn|M=fY|q zPa?0VYN*?fR{JHX>>;V5DDxUPDP-R;LaIm;DJfUwsw`Ss2mQFh4Lwa z55Z|%Vs(~P(?ddwNZUxgNME9$x;T{-a9I7x2AkcyO}59d}~kQ#LDF((M3e4 zv57cicD=XX9Y`U;w4POy=CYS85E*ea7+t3D=EqLNL;`!I!(O7t{?;SOLkmR1pMwYf z(+)z1XaP-%4dUU{PsmHMMA3bi+I&FXoV~ITG8uEw)P;)qr#x=LP^pL$W|?6guG|py zyJrp*-%KqDDHOMhB6IR%$El}x7_&M}-rD7U5rcj--&84E0RzQK-pY|soqqW7i0rAa z8f3e$M1c=wuP~J^5mN0^r;bK?+O; zoF5Cc#NaT26x55l5Sl`!?B$4El?b62u$}mAOg@hO9Hs*!58jf3h^h^+2&d^}TM?sl5)2rPlki3RRA552#)0jH<+!3>*EnE;`Rk_#E|4Ltq zv3QCCf}V#O4(%MQwEUd4L<%@rrASq8G>lm856x~u1HEz~4bRF2Fi$Qyd3eilhH|=^ zDeczHj4~i1(}CQ`vNHi(=9hy+sn0(R$DzLsHbvudku=Ia^LtZ%=%!T;w(Q#gtVaTWRRS#86-Kx`iBC295=cAqiN(#_6r- zPU`~2kai49e$N)NG{Q<>PC|dXhK8_vBQO$=>jmygg-kAmXOqGRNW-3wOo%YCrvCj2 zR$tpBG?Lztex3fj=W)e&C1Ud{#v4j*<%P0LQf4&uOxZL2 zTw_d-gKivnvnTy$wF#BIUUJX&)%F8ptV$VpC7z>wn&!hl^=pL9j#-=FM%W2*fk6?c z1i9JMN(*Q$Le8X`EcXBXacL@X&4`nfo2!R`^- z5BszT!J#MLOzk#`5J|4S%$8TZ1u1J1z?U|)TU3y04gY-wk|K%&ybwONC-^DeYo1~u zHgc9ft-a}RU4uNW2lwQrTI`@=Df{fqr|Phn6VE%)LTk~c>@S}B$p+|@m51)9R{NuQ z$9_oOG@p0MeEGKy9XU4{9Q}Q2y$R)e`?be$#mTV58Ax|oHf{tXm7a`{%{z&Uo=V(j zf3PJZXH_p_5yq;-|JfW~pvf_|75l6Ef36HEKj!4fljmmm)VNYB_Fg&`tiGe31f)l8 z);B^|kJbcJ2QD>k_)>Hy-zcOlFuIxm#8&R}&&E)LKWaud?+MxNaL`X&KqL{q?Wi{T z<7c6?_>5PD&Eiyk&^zCg$PV#T0LPakn=X9D6$mW zX)S@d-+FG}`cuOmszLKb{l>L88f}jA4B$xSJD=pN-ze_PdG{bj$qM)$kSN7pdobu7 zy6%`K)0aS2m795mmzGW<>7fjx`Fq#tgdSWhWp)O0nRO5BzVT#zPi0g^Ebc%1oy?9m z6i=;RMmroywC(yWf*5&WKuc{~Zp*<>*t#Rfj2kvrm*-zxdge>mQGP?o`<*?BspZg_zB@2 zW8|H`nc$IL4~^5FNHB=L-c zGQ)!jYxYVx)Zj&Qs=cL0|9-s%J)-GC8`U;;12y+LAtC`$w9Tg`&Aiz!5Ot!B9X_l` zEYFIkHaoCgfeM75N|l=P{=L($uA6I^g5a18sM(90g8~}t|9<;C84PO(CT^<`c@r%M z5yX$MIa|hThXMB;)W(?r&cxidF{0hOymf~=$|tis8QBtLr6xr}8fyPc*J$BLi?Icl zFHAGJCk%?GGpQhf^F{NQ?oPen)}dfj0VzTpJdbg=dWe}$+-m9c8Rd=DGv%pq*qi!4 z%WfB@o_s(L10%LiQI=h1q66Qk2xx;asyS%EcW54VHc4uzftNwm^@0jfBISO^=`BeX zOH`>VOLAt*9|0`_V>Z~!y%m}!`}+(=FRBz4r(h(mkn{!;r()6{8+bt-$p>Cr6+`fH zw*e6=PBqNje@BDj2H%Nycf*MDN@ad(EfYajXznUZ<>HypoGOe|@by@mgY=;?9imrm_8hpXsOZ(}Og zuy}}Y`Pk<#;H(z+$tazwmWhC|w~1sq{4tnS988l-^KW+@^SA)fPfALdR$vDmu4s8T0GX)5l5b z>Wgflcd8I}d7VNS@Txd5My?!NzP%<|7!l$i$z%W=ZQ0 zgnCj{KB?~{?O*@H482nobc7oGjGO<<1s{`woNz5W%61 zPIaq6BcV}~yW&w6p7i?+Yb#UFTgc7||@LRpGP0@$@Ir7Olb@txwA#bYVGG^!5q--$LSD`7A zhiqeOr3X*BsC?$#W79B-M_ENH^Wc$G>hPiiM>m}Syli;o5$W!W3D37boFLutY; zJM)g#G#A)#sbT&-v5`l4Qx9{KsD)93J;z<#+G_9UQ+d|uM&GPq z?+cM9>K?8NXOlFBm|mZcAfJAAh$+ecH@vA#7IFLu@NxJnGF}Mo;O}69RoQ| z9VMc5l5KW_*$#!HZvHzfPkKXJrsSV)gk~_zXVz{24--0NuuGpDiD$-TjEWs$W1!6x zgoUFo`+QaabGyGx{w1A9$}$Qt9Vqp+`uG<%pajUF;Ou$mPgEkT~?fbz-A&=@j%j{j- z6a4yIR;;ZTb}YdyrQYo$BChRI{)zxvJ>tI?g2}&-vsO$UbIlCtE;wy+Qx%qq)*MV| zkh>mvO~cJcmGYTgOS4pnvV|LkXeM9!r)h|#FT_T%!PhrmixB+7h>c`*GDKJshz#LD z$>LdZ>$xm45m+)GX1|JOy-s=$tWRK}0_zia^?z(KxiR7v4NV3cD9KIvRez;|BR2=dEu5nwCG=3aE;u7FBRyAd{aA zJ_-UcWI%f)->#RNU8Z@XlzSXCXwDq9BKs`}Y6sSO0=l6jhl5_IlGCkC}^md!xr4Q0^_JSsQ24c=MV4dMG5Ix)c%D)>R8}~ zs`w}DW!1*V`<@E>J+PgM<8`ET@eC0U4qvIFUQHGTbr zzo*ZgV}$^<1N<58Ah+^`L&;AP5IjSGRf$*h%ComX)SQ4jYG4AI=f8fZA`tnfaNHt$ z>JLE-#D%A>|J}9SIub8`MdWYeueo!OqQBv734vuEyu09N8vGOnWxx#|-lW-e@z#< zJzmEEXi)%hrhatz*YZIm6W@iPp!0w<%k<FH2nubBPK7f!~0w<#3P;miZ3s zZy1m<@IQ_zAOZ_i5&VzYBP_kuVqt8X7&IO>IivC4E8A)BjdgUV|8+}H+Nei zcpiDGpWyIe%uW<1IyZ|iq_ zYBI@RDePLK{CoT^*yBn;?3IGoqtp}BxGX*utq!cu(A)_{&0G>!?-oVu}pFX|k zvjZ0x2?4;u(x0BbKGQY9sK;-?$o2`Q5}fCN11!=KnJcdv9mhar6MoP7{u10EJr+dC zucRk9Y(LOlJ#R)uHbuhUpQ6k;5rys_zFybDy%OV_J`j`^+o+r}kCZciwDriDlj)#-*bX1}3xEzi_! z!UZ}239PMJ5@39P16aruKqyhLPayxt+YE-!fY1R!DLUUAx?N@Sz|^+1Q`X&-ioC4lFMpjjEa-covTTmF9k z6-$=~IUJIRD6zXz&m$fm6`tqCsha!Q`R%VVGE*bylqzVl&JvffWsYYnm;d&OnEl9c zI(t{;&d)HfOy`cwFP#oTsWyBqG&l7buEgfDeR6rXrGiM%%Tg;n72@x4viJM|+W+bn z$Nm1_+B!VY)F#Z$BR~HbyNqm9^3lL~t!^&);l;WHRZJF&heo(nMmUK7B79lRqbthB(mA;Jq*T0JCBi_ekI*W_S zBWvv#zm4&z4-PySwdWweMvX@Y$=9x&=J0A+RNKp~@>VvpLMfeo<2pxJfciPrPoJ*P z&?^2iK5bH5Jil_0O{-#2h=x%bn*zKJw|L&XlI03jahVC#&T?=re*U>B8eAkG!rulL zgz%;M#%LpWQ)jX4{w z#iHLi&3tiPz^y^uy3HiLzjdCae~IJkp?-7bY{;xvz-9Z}EShRY8zS7Rq;J0BZg=J1 z?a7F<@j=K)oA=2N>58INQA;mHRGb(VM{VB5?*rDV0EI>>X;p&;`}aG5#|oqHzbR!A zfYeE!(iH}5^0a^|+DYMT0cP6_rO4y{eHD?*se>PSM9~#N5RCAl@{hc?0Y5Yl_V?Yz zw(v&YMMu|4E!?&5_IQs*Pe}xrpOM2yj|P0PBZ{kxYGp=sWB%I7`LvAqQ+NYf@tWXy z7m1McVp{nm0nCkKm1=!1v=zRIA6VX1Z8K@ty;rz(QFrc_d(&68UC)daKjbf})yb&w z*~66nA>yv>`SQEqfcLDy6BgNKqg2TR1zq6#m&SgdGS~Hc~UR@mxrUhQj zsvbk)5HrRG+k?jlXO278{+^;T6n%zmUgFX!xNGxr9GOsn545=|VC*TtuEwX!%`xGy z;7gT0M18Hp^B3wUtZFYcDPcC@5+s7~D3im$UdYb;F{CO@2<}RS)`7FDpF)BnQ>{QU5eU{s}3FN0@R#ds=$Q!z9n1v)A`Hw#Ag>)q#5Xyd_WNk)#lP`iun-!^n2F9vcDj4t`v6Rp> z>*$=%>@%8zS4YDxB@1o)h3m$6E%$4 zO{ocNW1SllXsb0yJon6?4sKHF7{h}^PamcHh_R%^JOf+Di>8@8^u#w7nty)6n2e zYva>sXQp=qFKG9I7i7A9x*kn`{AI`qQq-;g1UZZWBLSC!7m%hs^$=4zb6E9-hs<&L z6~;*jnGIeo79m;rO?cArW+md7_>^{OC%4supCypM&=&~<%fxkM9rT*-IW`6==+|C5 zpL@~fkwmZO)}nE_9BM6?x3UD?xpCKT{>YauFcYa3M*W}CrS1i_T)tvJMQAW31D8Dp zZeaX{ra|*q=UL{W&AH|<;!02i@%+UHVvL0R;n|@0F?H6p#GytvaS{4kkwuPdMJt9; z+8jHheo+iE_v>zBwM;~CgM%kaJd9=qr%Z zaSZqPwom(&L2*bG9(+6wnQ^e$98T1WnH~0VyU5noCG~nkRN-;Q4M*P&;;AqF-)zT! zPlttkTyMMS3kfmrhx~d&UY5Mt2i|GO_~9j&W0luSLQRC_P>Wtlk+l~{ICVgE2jh~M zsdaOo9AA^>1?Yk}Qc_%j7!obqH3U`dqoH`nXT|&Yscx%MF4&1E7UyN2S3iI{Hi;z{ zh(j=&#bt^8@lh50PKQ#2e(2mRc2}Zw)}Jm1^%-Tb$(96^6GaFj7-b3olLuCKn`RrA@(`KVmi#bK$o z92EceO#*%}X4Rw9hLd&=f_7%d`J)fLx9&}Q{gNI5YBL9!OCqyE=NjqtdyNxcn4l>y z61U|=jOO)!7g=Crf4+dTS^lh*4I{ySg&Dz?zx+qvF|z0Ti^*XuKY=VP%Z6=!vGC!p zFO=><{UXqN5f2#LrZm_B#QU3f;FqI`6UDDZa>#*q59x~$OIIyk$vrSLs7U#$&tDOb zi~9B7$Ef2Jh{Q|H9P;m6{LRiZzww1aPr?n=16>nVVr@Og1m+vW1iD(5@^Xjupk*w6 zO$(Clvm zUjy^fQ=QH7^SfslxPTlzgf*BI<->qeoMP>_!rleDN z8qkYSKsplM;00Mmgq+X;9{4oYrLQ6ktPwRDiGMhmEfeJ)Hg^)}^w`=sZi8D6l$&$X%$HNJM4OJB|{nsmV=OCD!!uRFIus;h$g5*c2vf}e&H=ohj_G%=cU{~5x= z@H}#+&|mbK3(jmAY+(N}zu^c%#odjKN<_1CNp#A|^=~y+;GOHub;}F4TR+Gs39S6S z@Z!_T3UoBp(;_fq@tYh-qss4f)_IW+U1^us@+K%6#%p_su-8H`@~26{A*-8se> za$a-qeil6G(fBMUg4j+OC2H7Tg`i*$4ecKU|Dj;U>c~K69%MkQqqlOBX zD{|!_m}fiv&&CP9b5|ksiSP8>7VeiNxtx}8a6Hi16ea;5u$2@QP0QGB!oFGXgV@_{ zp~qlxHsD?~_yqyD5g65|quZ$1n&Z5@2Vf>)S+dA`)up`6xHqmdNtr*p&p#}Vfn7w9 zpOSCZ&>V)LNl_>M(*)7L)ffp~7XYi!gC)x1Dos&27DAkA3jL{~e=;h{mA!HX|6GLA zcUv^j8%no?{7zohu-9ja_|r}2tlA+wFE|IC&45Le3qnwWZ7Z^+wf@2wb?6bM(h5pW zDRuX-_2U3>eRh(4dO2-6E{go0Sf@V4m~Cvb%K*FR%%VLzP9uz(|8bU<%)#ojEn~`< zt!|b4I$2tH$QYtl>^^0bFP#2+bkklw(4#5)k1FIiRVY&Z459%_)O6KEO|?Jwmu(6#+`NO-gzZ237CJTp4CD3U zgbrBEMs7gMjwB?u5tIoysQdp!K~v<19l!e}#LT_O6^NP(ZuWY#MM231?J&gE-Xg5$ zoO}o7QPM)O7J}Z98s4=oH zM8Hh&42@=N)drZCTiiz`mz|nAXs!zxnghA*{0Jh9yda4-3^*&|EJ6e}XrKr}?ZiGw z`rntq!VvnmFdEQr2W^6&10`Z^3+&n>WmwqO0wjBvBHoJ!L7#s(yoZ@Au*u1j+`oL_ zxU7CQHH-~>mi4h;_v7P9DLAD^vVB%RoYkWCTeZ&JzGCtL`GM96jt0-Ms*Ug37*GA| z`0V%)SrVfh5=$1s>=m^`LQ>J+2`7tqx0}?-dXErGEUY4eD??nOMsHp!7<}y+3%K|; zu`mC9%9Z>yG8MtWjR1Y2`t;}MrGn-!(hJ&)Kbmjk^nPbC1}bze^?xeg3k9N+O%450 zay$Uj(J##eWmx6|nSeF_PfGt`upQ9&<}}Fh3Pc)_(8v?Fe;$*X&Nh)6kq&{br@Vxq zYi_s5d;Svep~KZFEs$gRiShY75|c;cw0`sgo(evLQjmy4bDGc2zpGyv;zwMuQ~kPl zz+3`n%tpUmaD}zs2sloRK@Y}+czE0qG-in>;39=s<1#MVUC+z)c77<@g9< z>?1g4?dq!F-dtYuyNGkBItG`Mv_HW%LTLIIQOV?VBk;#74_UVe!xT zasqju58>$WN~d3ZCKIu6v-RVwm&+@Tb=?j(v6ZX{rJOey{w)J()F5AsgQ(UC)Zj>f zkWN@jz9%g8X&SLa)Q`!9$Li~ZcHRS1Dgr5b!zqF163Bi;5KU21c-RTus-lan-`*4kV9wR_7{Q}jzYN#aaxQV6;IkQrjj&!g!ht$ zs98sA_A7ZM48RAZs2w8`ZG5IcbVv+;*lCG{|GO zgs4w5;-F8KTk4+|FrTQu(u~ngtqZPm-OHx|Khm@Rw(mhhk3$dkkgz6R`H|TmHC?;o zPb|>|Pcvk}2yKWgFeDipkIa)pN%?_&AHflZ@Xsw}O#kzECVlJTr+0mm1{!1rnI!-8 zZ?o%Zc40pS#-=jx#v|ER3p00!<;`#rc%n|1`&=ymt(??D=$J4FW`gck*k=`Dq!_lRGX<)f9@8X`ari2 zkQ|sklqq;$dYG+vds>nBAPqTl8L?r86!`5I^?4mFf9mB)0i~8!eV?!j!VN7p0|dLCk^y0!Xgolrj_mA74s%@_6{(RRW-b zIhDX~yRt+jkGgl?T4XD=PvD`!xT%pUEZ+mvQ3PPa=t-nPJorqgbn7_W%!{(Ilb)RM zpndHHY-VUP8kiCon$lWA)tqkoDk9+CT>AeAeXN1jvQA2ECFn+jLqLp=8o%Ad;Jwh> z_OJLV40L7W0bSvJSJ$nO&#aoWQA1`_U*8L1gsZ-#PBix?^uwh6`A!#R*>YRM4Z0lZ zYmO7N;w9b~8cqzpe+=w~lgOHojYo(RFN{msQ3f6n#3CpRmz$UxlL%_C{$Cyaz;_!o z0{Bv@SbXZMBV*&J)lhSd~+j|)zgJutqGzcj&F3bh&M^IbUP6+}5 zF1*a{7|k2L2jy_aKsFme@Qy$ObF9~xeQkW*zQqLAl;?XeqkvpJwIlBAnk3Y*nG{M!5N?7Hw;r9RA_62))C^jdiMso`l}kFBw!Xmkp`)L zUP|L1_-6v>bYA*-MNjYZL4UO*5Fq1bW@eK3jM;=u%ts=dTTlN#GBsM=+t<=Xg%Ww0 z8W>ujFOrcSH8eClzCJswNQXeG(XYt+H8t~=n1bHtw)4(`UG8{~6O(*S=m52G|HyxHG^)C)O&wjp#4-9264L%TX&l(dc9l_a9 zq}HfSg@OVrtCn;QIe2ApG3|(rH-oc_3#A2`QjmS;2>ANrC*kJ-_QqIAuTm2w7E5yPN{TXm*=3ct1J0CH>@~%;eRgi!DTmD&~-3=p>cSO|%4iR1}hUrgg zh1=0VWK_VDi&43bit46;F#4XqONy#nt$9e|ZG z0h$RQ?~K%KuG0uy3xXP>^x(hkkhvz1+#*_@%8d{IoViA6Ou5a%1)2GfU~)D1M?QmL z^3>E;f4UJe`N6dd5$EmT|Yv=LQl(hPm0 zgeh4pj=jLG1cDa$kCXH+Z#Rhmy*O+1ug_)(4h>*O1JfSzlwcVFlq0?h7S+$ddwHFu zRBf%Ux>CxK0UkgMeBa-o78n#HH9fx)f)f}9*f#?~r>;&(!t;9W5qMuv?X^$l;HJ}TW~TcWijoR3(7B3!68gQ(3?`a}u@fA8-RmSnk-giH=!8Qp0u zp&gBde40)^5etRE{nbdgnAEg}V{v&fSHFuKfdOk{c#LKb>r4JAfDF2D@N`z*^-Fcf znhK>c5R{#yds!lx&oZYYS#k_LCb`ru2{0A?1@A1EPNP?La>!JJ6v_47V+c8CN31nN zIcLsJ0kg;-4fZ4gH0(w1$w^)^EtpK zpxIia3mz9=g6Tl?B2rzP{Cr9#qY#(c3YN@42ScRU5&JP7mcF3@Zl&LZW8LjAhNcp9 znk@*91_%j>h_MnZ8s!KSGa}4;WlvQLkkM~-mElL%|R4-WZaun=#JTgn%aYpj= zyd=WR^)p%Er^*`wLOCIS>t+aIo>z$Y4(9$(fFQ2~WJ7(5O^?NFd<0eR?zt8(xYvO62{w#=h6iRkhgnbY~qO;l9O~&lFNIx zVT;B6ZQZZhcCH){Qt3-???2mnAy2~Pvi|oH9R{2Rzh$+3*ZnJ9%a0X4WegLAxanZ^ zcq%Cnboh%QX4KKj|52Ht^-h67U;ve&sD=Ksk`ce(tGOk^BlqHDL7XSM)m(m;V70D9 z8Jc>HpYWU^ZvWm!lNkbtR|f>`ZhTd0LY8X_A(B}{urTl>%VjnTkkchj76GTu3;q!d zd$xsb?p{#t4LZ$dD8lCJ(AF*dX>Gs?F$#L#{O%Yn%=?u%;fR0ALJ}_4s{==57Y`>a zD=O(LXpj}Y)5zb^MD1_ahc*y=L_af|yw|@3K^eugA7GcaKsfrvNkor23zfXz5iKP3 zhhuiSIV~RB%Y~9^1Mn}kxA1@Bkqn8^^GN(|feaW^eZFzy{j@WV*9NtzaK2`?5oF3r z=4a16Hj!G$A3Vk>0?c9&9Cskr%hYo>EevezJD%m4E^8*OO4E%kJ_mdB+D{k1fESF} z5=coM7LEu*9(;lW4m-}+Wkp3v*ZeuKFZI?Fvgi0BOlh!r%UiWg(Mw_~y0}Af!DRf; zPRFqEYtN%K{))~Pa72ajZ>%3dL08m)u37aHg5#AOIs9jN8`rKHkzmm@@kcGsSV64& z;q)ri67l+@K-hY&1S;uUtJz_r6PjZ<+l9eF)(a5GZuYsT0g-`H0tzm>wmrao3P2y% zE5p}L@ReL=5(@N4NOC#<7gJe>B3xqDX0J5Mew&LxHz21LTD&aGJh!<7O;AbG^ixJ> zVUUpHC*I!ME# z1&Y7*SC=4+lFIW_C6pi>bf}(uvz;`PfHGCn0d^F3jq$&~=)}prH~p~7J&2yl(S;<( zceIgmkv_`Xb<*XuQ%;^x5XgztMSsS41QsG*V4@ICXSkDAGX#vR*fZ#yvb z?Q6lB7q^fnb&O)Kz+j{`1V;(~6i9U?ODhC})k3rpqsNzF8QC<7S0P;xl4?`KJBP3G zN=#p+npZG;^J~mQIh;r%Ap3tWS{KaZO{h>kXO&)LzQMYWmBNu{QM4TK85tfy^N zZ3auACfbt~JJc^FJ$6;k(tpY^QBN*37zS7&Q&f^YhYS-2-3vB-U3;87%46Vx?r86K z2pW2dIDr;;#d+lo+1eL;wiYDbpQSSkB?Ig3C?HV*?QUA0IQHu_&b)_qioEy-!Zi`w zDp1P-Z=D;t9_e%=+rx*=rC2KIL&s0^5LfzteD_ZG_kdv8wzp&cdh2Jy2fss)sh6PJ z6IUZTzgZ<-88(Lx$`fO57R_0Oz2rtGJbO;{vqg0e);eX5hlktfDLmmg8# zW|gDPS13oQ1$d&T^O(0Ys%dk98T62E2wtod)cU=NFdvvFMwY0L#i zw&3Qe%U4smZl8hi83W`{sb>Vyp$#@?@%8Q(NIQ8={eeX`PJ-s>j%V<7DhmkSpx*J^ z)XcXSRI`tJm>fKPVv!mU2ReeTR37|26%gx3gmKYE`k#+rv66cV#-CjZY7Z3~!vcMjpOMQAx)TB3vUUj|>R5~nsGTP<9aQdAgRO2O;!WiT3W#vs6RO~fT zf_YN&VCdxvc&|~`hg)qTUu$>dEZo{;I^4wAP*S6E&z;I5u9rRD_KhF{^0VOwG&#?j zpC&~0xRsi?LM;9oKdMs3fkMkkgF%H{Ptoh0b=O9Da>a)=)sX3_v>Q`J%d&ykyM*MI z%|G3J=nm4v{^tj;`L+5;Q^vWB@u4YdgthEB2Ee5{W`ZC{HjjZL1q(N!)zLJBr+;LQ z6K402#>+P<{hC#@Mpct+Gnu*R6o_R!wd|J#;RbiFoVXj&UF*0i!{}P@Rn;rLEOtQL z8Ju9BGi4VrODllAk`=6=nPZU}W>O^YVznApFf}!3MnU9xUqg2X8DJl%oEoFzqc-Cq zD>llYdvyrCA(4X7kJWB*O<3?p8BLd=<=S?Y+Px|>yhSIgo<;lq5tuMxKN-{Gc&6vp zTy+1@$(#CeW#PD}rSKShRD&i)>+|QSj;TUI4Kil|qU{KTK{j^gTe80QD>hQWT>+-)PcY~pv+bL~HUU+|X z5CmTCCzd?wyhz5VA4ofBgR^c!A z;}iE|5GQW++j^oO1#xLepr?9aapAl~WYRNNIAkIt4$XsF*jU7S7pynp(p6?8bH!j& zI{2%bOOE*XB;c4fC88DVh1NLr1%3|LiCcd{U(!g=L+_|hp$5x?d1RvE=b&}2PUXiJ zzcV9;T-PAeg9rBhw2vQ1v zvYNj+7^y!zrL9x;Dt=~1Op6!TWfQ~$XasJ9DfL_7Dh@cKEXtttWF$~~q$K6*@0N9M z*JT$GZ?b*_gkvZP_i)u^f3$y5GP4Y&2@>W~I!{AR#({P*Z0z+|X5uPbcJ!`t%RK}L zJsStvPVnH#z6WB#pdL&lzepMs+fh@#^4tE-+w30MS6`_Y*&OuTJVrW`=DRJ{A3t~V zez844H5}J%Rc-M_=9*D;n}Lc&Z+0I-+0u@wNkg+G-n_jD#1Dv<*w*ih6KP0MOiMia zZ-uQ;Nr_J}9!ZRZU5ZxyrGHihgq^^zqNfFZFb@;oyHO>x?qG0u^>WS}%`uGYHHJZo>z^NLrovg3@6N zdKC}@_0BEN%?dlBYD5GS4UmLK*8EZHb{HX$494ja6fPWucA2w+#WoX~8WefjvKslZ zK=0#3okJ(1jqhhuiU%7Ady$~)&iYR4iI{&8dd^T#yD|k(8J(c=H_iKt<~jSsHY|QV zR?%Qqi4iJq5QslnHF4yCk|~Ss#oKbg3QF=eFWtlmC`Ou=@X^c$iTms-hTQ2POWS4@ZBM8NBv0gBY^keB>v$rhz>#sVgASeGZSyq&a}oWt5@nb$6$gkQC-YKk(3i zUm{Bk!oRwi7qlR4`E6sQdd@m`G^Fu?8)n3eR(mUR#uRz>_E&k(+TFhr1nkb5z&Ptu zKfll&?{Wn+W~PYFdswQeg>=ex2jyIo(zLrMG5y4!p!p_jZvt5z)Zt5MmL;5E|0| z038mh8{>xt2SMdYep8?8<0IO-FRqnV^U56V<0hte@2J5;Zg5_|E)?F}stT&bC@q}X zMg58AJeCJ8q~z#a6%0n+OXzo>+}zXz|Cj8mq878mJmE$+(fmM#`Y_~fnVW2S^E0K7 zjzZnR^3eD97p}*t49wmy!SR25dgQ3xr+(8c=Ks+3)?rb7QQPpD8DMCJMi{yqlt#Ki zN+l#@5JgfzBt&9BNTkvK>~3=7 z&@XBX&sJX5##8%AhzkwHi@Qgjrq2?dk&+S#z7a9_sJc)|aLWAuy1-q8t9(PwM-6I^p5L-u zJ^L9J5(p)=`u!G7Oy`58WnJWy78RN8UBss>A293&zJ!+t#D1g8l_NIDZum_8i3q*f zw~^a4^D(Mr-AS-V$jD?_i1F2Xx~H@1spf%Xh_F6!U$C6TGx{-1uoPgyed#LZ`h5qO z56wNj+gJ>|!0TK=TZv`NZqI+XaUM^_WoWTlLfME4-%HBqQroftS*jM4^dBGK@(x^X z5qK>J?U!a&SwMswSQM+qu_#E2perz_2Qp7cijk zaVc}2ilu-A>9q9o%{^3SUnbjWIr@!YX6XF{jZ7|`E+b2v5%romm++5GkF;tI)KQcN zDF4gf)N|rd?zHvFp8_vybyrtm7T-D8kwcHSXHCqk!~X8AE&`pg zR)F?;Ou1IGD=D#3^W1QlAEkc9Lsy7JYym+9G&1Wp^lWx)oKHshV-qz7Ts8`i-R`}nSAUCxh&Z7m?2^UD6vr8Jq^DH2!+0J)^J1&Pqx}!UX4DX3@}g!X4Q-t z{(p3U)jYnetZWVFmR!1k|G$~BbXKy1G!x8|ngfG7kW;7E-wiltQuna4j3`+at-n5e z@M}uKCHRL{y8F^ZUa4b0F%xsKA;@s@j!Y+n5pI983l^g>BuS1jwSemuGFrXNGO2!R zTuKWDT_uP@*%ng&58oBU!d75mIOoY4yXX$Yo-Zk{PTxOJ8e`QK{}J8W2boIxN}Edv(V@J0wXaF6`ueVV3AEkI;T~`NY;HAf&d%`$>ZhL_Qu+RvAjQ+)GkgH+hxk z0gYz70!>;+sx3PM2^G{Xtg#hj2J?}{XyxKt|f42dUbUS{P z=i2d40oMNVE%`DNE!%rbtMNLA84tD9rJufi?DO2amY=0J!%G&s4UfNMI?-OH%T(zI z25NT9ct2oYoVL7#ATVk<(I$~O1!PPiysTS7Zax+GnRoCAz2Cdsg+cjAR4wj_9F)=f z>nShNE@qHshMU{p_x2W`n*gM#F!(Ry@Ybg!WTj@G!vR{V+MmJX?N~Q!F)YTf^r&EsVxeRU%g4nx=S%rh`lTvEI9v5h2|rbkVcHd`C2J>V3fx!6_ z`evZL13U?fxFZir5xv$TWe!r!kSy`c1|ahh0M zZnMRJNHQAdt87X0UYK;j9HdlgL?pKeQ`jt!`{Z$UKkLt{>9}+rcf(@NQDxxcsPMHb zmqEQHIli+?MSUM;?zVXLsL%_dh4DGV%z`1xDF-ziNUXu?NejASWCY;sku~9X79n8rMLRMo zWl=-tC~&T!2Ts>@nc#rEyU5T|Tu@q>5D1h6~O#@pO-Q|;8pK)U6vsHj+`Hutj zRG~zQU41jRcz=`@T~2ELaNIpkb6|gxTHQ(wJOE?GF1u`syIh0BjBHYUHaD52S%oq0 zKt=V9XwCQgTIoM!v~mO(hTp$As3*@MnK5|W=MiG;=B%keyJ$}d1T_L0%T%PF3ZOky*Tru zxf0_;j}?zctO2kr42z%v?SQi9^a^<8^4>FFh|MVx;3Oj_#Y(-2388)+Hjc(ayg^1b z7(*vtpP3M0miB^(?=b@kC(^Qf7WfG?`jI>kbq_&hO51uT{)p)f!Ks^++Wsw$7LC7C zc?O{CJi&xOL>sIi5l*Iq79JZ2qtT&(ttp-hq z`{(b8Al_gE_6-M$7|}s(k!FPDyHwX|{tXvdf3ymt$rd?^8X z^S})Vdo85=cn6k`5odxy2UQ&pRpil4%*r;gT$Gmik80)~LjYPSK`W=?-#`_EiDZu( z&R)<{pu^LV4IA8nOMwAwQz-8~lDjKW6;)Wg>){S67>kx0jBJWV_*qLzc$M02$aAi@L)_YKRlo~B2s}7cp3o& z^Kv);w}P4*ej4=%IvpAnyFnT3;C6@SF2{FQpU)MWE#iCT0XZ=JLOO432!gG!I%GPxUFajVN@~`E@l) zuM??fE_V8YwDs~(0@mZ=Wt+|W^69DAT`gl=<*dVZw+lGBjTDotK!M+&$_3GHzZkxg zvw_V^WR@MVHU)bUsLr=TdwKQ8muGR~K(gn_I`t}iO?F|0@qdv}}K`8g9J52a0L zE(qO9xB+1am`bBykAoKwt|?~jcU^Q(=$E-oL$m*M5?*ri-L#<&aX>-&?m5Tt;wIib z33u^DNcZ=4jZO&Sru7GZn=TEuCj6{vb|o`(cm9<01ilGrJdAbDNMez?b8>m z4gisyv6rzy*ncj!fmrHwK0AhUBNdBUhMNo5xu5jW76OJGl#72uRoAGKv<+6_oFT~l zaL8%ZL`C;y)*`~SRLLheZ^W-=6?%*gP(Z0)SKIk5qdE1DYqAi-`GOI?V#Pk^&>y@% z>a8K9L=4ScC3)W0c`Hh}2quH&LF66kkH}%ck|O%_m>49H1AiIya`1HiG-R?x9*16D zm>Xi)53OA9`8jNGO#uGF8#!WvU({?(iFL8J9q1(GK>`u6(WV!VuQ}{&u-~J$CNzKS z11anb&lsZA{V!wv;0jbF04Ohj;C23RFs8J?k{u0mAm_RCeR=Aoumo>MqVrr4i`Gz7 zDnI+=38=IUFPC<*>|urB*GMjM?jpw}a1(q!$^i#3Qo!MQ2%Fjr=^vlXrt1Nr#dVSc zMFrc%dQV0a5{4es7@kCM{GaDjJOdj6;P4;Nwd>xrzN7(K5-9h>OX);Qm;&f|% zzNf@~Mi9mwpvt2U13>4;ubTqTfd;M8CV#op!25g|gt&6&DCI=aatC@G7!x+~xJY?V z3c4a$ao@^?dNl8h{7pp`RrH8ok*#!iuX2qfB}#b#QOP)?$LTPp7tMgZ`z$2V=klKF zq{NIxupBR1vt1FnONtuR(4iEG%)3)1{12!$&>R3zBd$TZ zV1|1Stg6tH0inGgrz zwwDlE#+?m_`$x(Zq>+6oX+jtQkSeBl07c3xhs zv&N<-7BF-s@$tsnkjt_hDtmVH$m;Po?z*i7+N}s#)S0Uh$BP9hl@vHwC1y4QbpkG( zS46OrE6BX9w<(x0!2KOTp5?>=3oH7_;=uEGisR6iXH z^onzUo@bcZ*!3Ec3{Lz6pRweW2z4AT^b3F(5v_GZ5``V-Do#h<+j zW#g+YBp8wNz=q+l2o?)sG#g5W{mBIzmW08@eMkTE124yuzLU<)82e~bYm2QwrSWCG zv7XJoz0J+dnY!lXmI-=R7CJn3&utY5e0- zPhPH?+jaRK@~#uPp0NWbdplj|UfQ=(XDQ|l7xuS<$ zQAhbo2xVdW(E7&MsPhDCSEB6X*5C8AC?470u#2xbfJ3%w$&Bb$xy6a|b_VHin#!rYAzTZc7#`iq@%q zv}(QGg_e))TX;!~~pWO~xR z{A;MjdQfvfe+DzOIylQKRjA5UwD81y7x{Iwc&O>rq;l)X=izMb*^6^UEy>g=`q=!A z>ooh$Ow;tHMC!8?bkRelt7$Rkfn-z9dyLlzukZ$$m00Nj|5YFw9sT1RhoBJi*|y^R z!Gby3o*o$)5px>JpJB0&qn#q43yaV@P1EGVZwiQ^{+Ar@p`!mx#r0jlECd$O=u4 zNEilG({|%@v=)-@4l^t38Q3Ogj8p6X zp0!#0@Pqy;UbX?-_Ccy#$-7UBb*8kU?^)}n@`nEWKsD2qjmb;YQAJAbDN^IBL~?`O zLTz|`aJ>l#Xo%T$#N0*e&r&uYy4FP~%d5sfG1T6>Asr2HRk`6I-#ea&dOm2h74paf`G6ax(&fK&OG)j8544DH8^q&9 zC}TRXUyUlu;Y01Km^&}#F8S8&H$>&Qe;=IG<=82meBj@*v1T$H>rfsU|29RfuFg3l z9^vqvqT&Ta6B?t1hY6>$*?)CM7Q2FSe+-+LRmF*uV@A$ew>8UU>ra1Pi$!b44tE4w zu+F;3GJFv|KcKow{UtZAzGoUN)j7C?9=j&PY--Oe$$&jF-HQ70FcjMk>v8Cj4fv;!kb;P$2_{sfWA}L) z{`v=bmeao=OLolkw6+_}1vJXnM@f|Hv>d)+u*-W=Jh+w!EZQU}g1tlgLb1a@({UB@HiJdJ9fC{a*IH56KQrkP5aIaRc>Iz+6x!kPK+imv~lS{=R0lh9Zb*ikYEYAY|NLIyhx)Xlzm zIy>W}p62QWy|q~T?*m$K|GcUhF4MQj0>)3ALj;ENDR}8Rxa`gfWUwwYw1k)cv_+F*`n~4oZ{;?*k&JESxgqIs1Fh3 zcCY*>qH86ix=Me>xKUDTj7QbDzaoGkf{}n5go~*SGK-$sUC(_Cscm(^Dzt!hoxt2o zS`b&xpO)l$n1cg3*Zz#2rXkQQT&k;V+R+b3@Zq!l2+bhRCJA!>{6_ifKgFkpgsLAo z!2`>Yze^rLN8AfWMY!@UdSMkEX0W4~Q!}@coPs{2Lv4Uxmn7}Ce~`BiIYy6A2Gl_@ zwB4%qcA;2mG_Fl^VBvpO{q#!Id2)kbDoL_&0CWrV0~L^BRfO-Q@qa%Pw0pKSDvdws zAF~Zv7#jy1C{xe{ud&aqIj>gez_g_>q1Z)W0Axv|j+e!DUy%d4Ml;RrsfmxNt5*3% zXfK||2DN&CxuZ(#Gc9OmX142JdZjr{*eP1yeY8>yS||8$>%hr7D<`X_u8P#^dhPZx zNBo*IH$di4Hb0nH;pBRk5svoHx6JIdFe(F1ymxQOF{cd+YPhPqP$`3(9#Zs^v?Q!Lt*5qf-IKU%FbR@LyXT@%GI;C6C`p*#*qT zEbS za4dVdP6Zp`+i3qk5BY@IF#-G)BVag__2cKdx8K+8{ez9-;z|YIKY?273O|HNy1Is9 z3)dT5ChjCWnT?Gi@ZNIU9GFPehYutSze2eeAsl|ekVX`+LV@E`cD0lhtxo>?QoFX( z#~dgWjF0d~C?Srtoe-wQjH^PIO&oX)%iD;3fJi&Su*IL$aB+=INwbanw6vqW;!|hA zVm{3^QL|0Q55CIYwDpD*zyZB=astVwHp%zhbf5_P znKmJ;a~TRDR95NYQHSjL>gGJ(Mk(*VtGM45Rp8!FUJ_l=4~rp#MSK+i2faC<<}EWV zS;y{)a|0C4FeGcV%8iPdJBY|HdO;iU>G!|Nagk0(Nj!`i@-dYDDuWt}Ax1oVep_qR zYSZJOt2T6>gB|Z37t+X(WFR{4zd$PjwhVH>c6~SLJ3i@0l*unmFrhsC-&b-{CY2U0 zW!h{my)>+bSu9T3XRb{AMU>}MPjV3+F>gjfF>+Xu1jIzJz+A=?sAYt7l4%K(z72sc zDuIPF!tO4CT;Lm&3hFBTW%L4EFTLov+i!56OvkmQZ<@h)Md8LK6E=n5Ja1cmQ3@5| zUc{ek@oV0_Xf)B^VzK;;R<>b_QA(LK83pTjz=1LgtndFp`PkY*S2 zCAwY|4&9Ckpn}tdZmNLy&pnBds%k>q?P8;wwNAe@zbj&i*yoa}YqouVxf-S3aNhqH z@(DNs!t&+AzeTFwR@1Iam-=Z?IIk>KF%K^g;LDfsn}Cg2wrt8z+~7m2z@q*DP8gFz zFDx|aIxhb5Q8E7as3yKl328?1zEhoet6`JRDvQl_Z|llLc!GkED$-HoIij*0UN-m; zphj={>&!#xkiQe$4m}Q@cONgM1?Y4xODbr^4u|LP(P*}tsClld#zz(`n8M9-3^0bW zSU*DZ(nlg)o(vo&T`p9>QoN-8t`Ijlh(;9uMU8v?_LV6X+3($<6GuYx6YI3(r{X8a z0+<1dChW>W80RYnq?kC~PYy`1pi!Mez^14W53|wq@BQK*&1seT;$=zEo?*e@DQ{>m zaZQ%_5shLNb=zNP4VSij1Euz?0eYfjAXtxJ=b@cG$E;=@oTfY zi?5!?X6Ok`3E&x57xXD$t&XC2^pbJ)kcUp=jlVESFe{aj)JJs9I@>IRcuN_^NJKuB7=lRm~m37 zILZVNNbr$HdFH9g56Os3aAWF7qYF;m#}GdI-hcNIo6+mkVn6t7zVZtNCJ1<=tKwE> zBH~ZGi@q_%5W&)bCf{jujz2F**eVzGN1I(`v9f(h-#6%xWoNQjg>|TdNcr;Gea-s) zZOm_Myrv3tY91 zCK2xYcioOy=Ct2C0II>qfO)B&Or=bn1fEMLmyBoIwTdhrPTnR`WygO_gw9T?nFC$G zicK^L%$);HXza@5uSH2?vC-Eet(4ma+`)RGQ_@b@o-FnGNHX1zky{>$v zi}6yMxZz(*jYl)lfA4ko_vd~57#=O!lmgUoJWsZ&zW}+sN6ly6KvYb2r(y4(`$(~8 zmZr0n)$km!##Ddu>i#x@!C(|wX0r^f!v{1IMDNFpgLejP@Wc%p?})@zW0TckG|n_i zxqu9o|Dv5W^J?l&)%fqmUBuIQ8z#aqlZJDYtjG49$4H}Y7^&9n)PU?zRFQ$(GDyT~ zU5*j9{Lr_nJ+{^!5WY$mAFRe>Q8S#3NfY#$zcwkI{W6@`^4_jlBzKWw0+zYJ^@jO6 z@P&00gbqHm%Pn^OqHVUI)Se>8lx2c>cr6ai4>{f0jR8{v@bV5KT&a|a@hm#hadm+r z+}MOx!&ru4oa=9-ZM)|2_*TW>0QyEMGDQeE@aW6y#m|GAB*wEe4%U$7?Z>nVct1VK z*&GUk(M3mkFzuvQb!)j>6-3}w5*iJ>1r@|c4-XOJN9SUf3v*vbHIsr zK|z6^b0qUudRm%v%KPlMC?hKsOmJuFP^v}|B^;dF-geIkOHsJ&dn;uvtOKCluL5t3Hl2IyhQmz#$uS`a23j0>eHcvR5yW}X??@Hhq@1!&AWWLJ z@%ajQ?v=B5-_Xj9WHGfAY|1(%_+f;VFN^6zWWM%JqKh8U==C%1wGudS_>RPfuqedE z-+fPoeL;@V43Gp-E))cr2vzo~N7LW)jdN?3lPtTsyBCYAXBPf+i>|(Xn9;Jj2ZnO) zu`E7uB9EM%-9^h^ld?PtGPfwEYkfc*#%W%xTTgw+Nl9znCz~#nDP}y)=)2uAZl~H{?`8DhCvoR@CYBTrKz_&hK!782S34NU(oZw>j zySH}7&$aSmR+Q|~_A&|S9}36Il;U+fCCoZ4g`;*AzgP$pg$z*oP#iqG`irqD8~_)j zS2!V8DJC2LU3}9*+GM?MS4N;Wm?q^4yw)?mE;rB<5*T$aQ3}QHru1l-I2yHiV~q$Jk(KJc~^! zRr;Zh|H~&ZnX>Dw2WjKK1I|RZjM!!u7Jm!(+fJ{1z4pN1>)wjGAeOVQ;qKF|=;->L zS~)+m6VA6{oed31?+hcR8TS;U>9ODfHA!-Buv3@VT6UqsV&lc(C^l*7-DppMkoo`l z#!HHpi9b6z>f9U-Vim(E=k;HCkv}pn?elN9*tXIl1|^0&N4z95$txaov8XC4Z_(mn zFKh)_Xa4vdGeN&CJ^fBAcSPi# zk)2S#mC$Pbw8JgXanj>d$+dJUDdGD9FG2eHj@$hqNf)xWcAdMvKkw}D*vCLWD;%kT zcBkSc4{bQlP`awrx<1J`SJUHoK4LGq`83R3CT6rCU><0etpdlNcfi3~B)vY*v`=jH z?cdYv&~xwNd1+zij|ByT3+$+v3b`??S3XZ0>RtT7cHF|nF1GdQW?Wg#pOy{=HWZB}J@7KlFt(L9 zSB0WJQD6v6U{kJioO%3B6qp7hk*-nI_UF14M$NUfdKpu(f|CqC=n02W)}Muyc%^J4 ztZLt`jBjJCdasroHN0%Jb?XT{vq(=k;&uw))_p{|y|{`nN?C1a+Y~z;QceU} zsL5mg-k=limSRD7jU4#EjC{5a`$;4}T&G;5%-f~IAB3?1;wy`gg%BN}5q<}A$(>%~ z)>=RSRSWHb2UOfh0W1ca`^KBO1h^~zgmi;7~>+?w73H{rZEtr@u$G%j`@KEkB9 z@wN0a`o7E>mI=i?axbR$;kpg$B*J}p_!9HeR-;3g<*BSNTx|S-v}wn0q*{1FUbMO- z6?={CmGhuxXdXo=ku3(OQsj^Fo+n^AiX^LJ%Z@}Es-HGV(cvklBMNeuf z=>}fe{$Ykv{Bz&GJA?b?7pB=~aaY@NDg%jrJgdTwiEm8Nu)fEt3?@1Ve`t0PDr1L+ zZi0ujZF&RF|q$Rl*V*&AaL#b%;jr?W2IH zZ7Ny?{|>PM>N9Nj?=Zs`Xj9v*i7r{F%B5-A8Fus>7?0lr1-}9-7Yaxh095e>8End3 z!xK9Dh;r8%20|PDM$|!lR_})UI~7(fT>f%jA9E)bbm_$Kvl5vyIe7{{l}~#0aQBN1 zf2*vd_k$~W(@y&oMUs-wO@*Z1b=riwP9!G%eQ|j)Th=7zKb2Iv$gh5f^+@=qdqMi$ zxVJ$czr#qwdtPQ)(nkg8MR3YRVzj}tqQpAhSS`dZMk(j89%j?XV#PJs9EG7=P^@qP6{pEtI)d1VT-=n8W}1SyU_nRP}gX_L#N&%7>rH6 zzS6dkg9(#og(yt+4>};I!M}bpy8)`g-zAcX<0c;7eF7a5g1B|eRF*91_c`lLwOhOZA+p`mo_RsK5Wc-3%RtnAe+ zC~E5XZUDtB)(K6_o2u(fA2=tjh%9<`56X1(wJn$3q!d}&(Z4l8DWc~9ckOueg)#e} z_}K>4Vf8w+vO%6j2Y&>z)^Q38w6X?G)___{nDxEI)v+{nlFQ-{k@7L6wRu1mIlyR! z|859IdO!~#59|vQoG_Shgyn~y9xM8zN5rZqhuzctX0XoLEArJk33vGy!w@1g~me zg&18iIWNr^^besdOH-x@%N14 zWhpV(4{s+8>}Hjq|Y0~_VqCh@rc zLb!@uiz}cnHXOT1qCoJbV!FQnSJ{Gh)w_p7`8Rd18x*YjH&nT#EkVQz1_G~=3$!ka z;1}SiwXeo`LGr@{niOYMl~j>`YpsnvsEM_XeGgd9YyEjyizcVfgO9|(aU7$AInZ@^ z7lvsEaI33gJm=(OpX$*wKMa9fYzP@7cFk$XcB(W~9(8*>^xqMq>lyuXp?J5k6Seif zyIXIRLlcxe>Z&+L-EmMjM=Rf41&uXk^hUui_C6lBG6d(&9o6hMfw|+17v5=MMh7gA zkcOI3;z-ac7kFdQ!XL>78tFW$x32$s9SP7=Qr0Egr8zhNScV_9vyw8o-Un?LKVna& z6oBP(01#ygg%s1@^xxmUGVa|epwL81oGF61VGP=g-Sn03j~P;5UcKcOG@1$WWa30l6=GRr?Cuz?fYK z;36DB>mT^*INxu;reOeG`D@>;!oi;^mzKuutTfdHBdsLVRD;4fB~G5eQVc+gBQUo; zhr#B4ouy-SC$X}gJRVzH9ro$=ND%#7W}FK57Cn|uLkE={k=SX<{olq+bcW@vQSx1W z6&$RbhKAW)308f2Y*0WDHAT~@WTCWK<-ZA|pEupNKzF5`*7QAqwcG2`>M*0zy7i+W zj6{^53ZY3+$a?TP&MLXMS2Es?8Fv_gO?brzEq9x(UAZreQ9<=YLN{*hf0(;&+^M~T z@GYA`DnF=jV7p>#$1kIRhX(Ke_aNv^EvVv*&4l9(-~(KyEnLt6s%%>KeF+tZZCSn1 z&D$5LgO)8zm6YdUbjShwN+XN8?FqaE28*PKzZ<5Hw6pUf$zYvL!|w^zQJ*RPHtF2j zFEDLnQ}Joq-#X|GHf3cJeT@cNom7)BoT}YwU=!l$g>6#6#T-r_g$9uztEY@FL(l<) z$H(subDzLAh^*?#GMj#nwzN_QI`0`ACWJDY=>Iy-_(1C7Pwd1V3(#wv`2Eq%0nc3E0CXHYpg{?Sk0S@i0${q#8T355MrQLzAv_ z9Ha8VhY>;GW~Urr2r(CoqFJVVaQ5qW|)){LQXAeDjKCkLXG z*HWPCelAxK(Vi(1brr34>jDwvUDD^G{|wi3o_O#&!$?BdWU-FAV0w=)N7kcY1uH3m zG&YfR>@xCcCFUHJX!NBhsLo)=#qF^T?O*A2J7XH(6fCc)w89ywYp5(Iew6+;MaIgf zb!%z~y8VZim8^g%NDMuEQBrt1Kk7E|IWMC2W1IUCTH5^Wy?A&Nf4_VVjPnZd^;*CT?FdTM}AFmjDa3` z*3-r*cl8fHSUJYuqS5{v}%Fuea^-N~OJN|dZ&hPU**yFwi{Pt}w znkcc3s<>8o8at%aUAiLL+qt{gV1nMB=$`7;nx|lyD&8B$pV~&eBo*poXNdZJWLV`f zl24^cA?$MCv1@{R7`P(_-Y@fIQPcLe_P+=wD8^Lm{^={G=kN)oTuUlGS(m-9d_18c-+TzIP$8x%CUth^#ev-#(3!qEHnWi8v5dY}(oh<~eqY8fSW6da z6s3#@qH?JcnRvCecm#G4AEPGt23H3?k=P`_S@~8um+DB_^ys0CpX6| z6g~_IpogY3&m!w0O{eRG%{x{wvQpe3&b@`xQqBK9CV8+HMN3tc45C{mY1)M`-Vk;3 zdyW}DjyIMSXAvx;!gjQwH&jKh>MldN?61Mm1c@YS`s@oI19_&d-WR*{F+Z5pNo!3a zG{)mvD`O3ks+X-u zK<22FyTVz&x~JdDwn!d}bgIlOeqoUgy7V`E#~GE|Z$4&7YB*fIAX2Rw0Pb)cmu(-W z|E>V`MAmg;OE{VDE?Sc76W&;~M!0z)%;=AX7A zf5Me+eH1;0ACYy>Ht0R}!MO)?e168^#8;^{&a$3*+Hv89EGy_EaoGN_{fC=V5h-Rr z8(Uft5b@%Km+;%bv*$cT_%3ysplOKui~z?xl4adX)9 z0rcLgI%z5!3Q)vk4msvmw)n}xa`%3GA$N0PTy#*^!*lV8VmiAAWXz4kwO8HHRkm8s z89R=4hx1<<<*l00^IA#oe3E{rpv^KFo^+}-fQJF`v+3eU=%uKY7N%Wr^6=HLG0js; z64k4H8L}a_Vy}EpQ6sji>MX(+f`exi661upWog+B1orxYZkaj&dF(o4mw~0tQi@$H zY;GZ1bY=G9+^5G5Am<%m^m3NI)s+@BS`#3xux9b9Grl8F({Y;5Wpm8LLU$QCM4F1z zL)Te@7kVUP_x`C(5E*|QftQm53_6&^n{u%RU*8$oDUa3oYrxp3a@r!+w@8ngtdG?m z^@bOo$9k?mO;5E6_$k221929+YTm=a4QKygvCev_h1+N5#K`i}j($i_@|yEqBuQv_yxXpa%WqFc8;h4` zzZ2YVTqn~rfPuEU%9w>vK3|D{;=8XYt0IRrP=1LUe;c7zx@5hHjyn|nCw+5rHd2Y9 z zUlSc@ih`(}=Sn&M80D`kO~XdUanpAPQD2%X(aHhua+xRnI+8xm*BCYtPtCPzoD!+h zmqh}eR}rUOlVo&Ml<(;k4q$kEO40OYr6Yvy_GRIlhtie9$B$yaGQ-d!|~YHjv<84 zE_xCf$T887L}@9LC`6JAH|p2Ja}RK1iONG)eq!8t7Nkt(BgAUd4?}x8P-0(QtVZ(W zSJT1AqLno#1z~00UjslBj`9x4e`{VltiVFS`_3Is9??2+2n>kIz|6LN-@9+1b@L6d zWn<;HF=It{-g!?tUO%3Djt95iaUP#0mDv<4;Agvf(8*`Y1WG36`KwL)u+`Cx17G(U!=U3Ec3aF^I zo?)puF(J>=kGsVuM6Ul5jpm`BxB4G>KGHu(wOp&PjA;s$;|!-M^YCGQIfMB#ej64y zbmPSb78?B3cn`km(@7s*&EaV-{laU(H!@l8_oI7(!1<$Jhy4{zT$Ux-e;@L^CiC2M zy?PUBI+}U*^U1J27^n>6)=PriJDGjT+~-w^iHRYGYxbnx_33~voN)>I4h;<%q<3Gk zo4>oB;0yq}`I|>OT|pwv>dhq&<8d0cd*u$RqH^!P>LvdkA6Hr}b)F9y`fS?yCUY?> zTUHt6x>@IAW}c$<^iDM2-jXc8$Pk{LI`{71DEm2L8%@xppqz~|`^GAfcuK_k{#}2Q zL+dI>T=eI!?@|J&wUYPxMZJg6gtu-dcBcxPG@P`PKk+Ot8SKw@I35?r$h0H6Z)ONu z|MvYEpb*N!J-mv1tJEpyrpKsdt6~rr`0;@DZ6KM-3g43$z+@F|_zedNrSy5}-i*yB z(>pQoWxe*-+A{mr26JJ6V82!Y#rzNVS!#{T9Q5m8F%+fY&)HkwPFddR|NZ!^RW4IF z`|%v4&H-r6+yUG7;u6AFpegTBqq)xu(TC*w&k!TylDT|Y1#=a52sP4fN%XB;T zkm23>+WgOz{B+T{L6_x_ebFL)d^^g|^}Q^4l!Ad!l&ZRkhisAW&(z^NQ*)rN{o=#L ziKM)sUG$B>lw2a^2e>uU)nt*BQd^n!Ki+3={`cV)+oYzQItICUg}T&+U+s*Y->vyF zqu;{^J08*#^#DdVpTT@Z;6b5H`)!> z1gC!#ap>*hLcXvUF=6?EXk&*}30B5VJKn-Y8EL!Fgt1l+OO&Y?HAf!po30# zi|%|02b6^fV5Suc#tRhDPp8_^1~UTear+7S1>>!vrW?rVWEh~ zZcTo{p16=G*7NVRck6$4FHRRH?)=c^LuU`L%TB~4xatYvyOA^q8yRLPXWnmwq6GhG?mebxnVzdhtx+vjhu7;S#^FpPIKhOK#9*eMPy zmh%y}v+yFF0&b60?2A=QRdia3`3Ox3u3vfPkexLCaJ(P{5Z-jc?^P};9x#S5owEj~ z5-VOf38pjCj*BLfcS#!M4FQd|>c)7$q-B)X06X9~uRhyrr z(YV|AY;xQz$vjYDV~3Q&{;ivHSBW*0J(&?Lguyh$n48%XXqnjSZxJT?4g25d2Nzy1 z*-6M_mo>ISi5jZM|7a?PyzuK5g~4cFuZfIy2x(}d=! zDdLa9`&HNMJ+8#D^bs&vam?GOtdaE`HC-|v$uBQ#k{ssjygnx3@G^ah6QW?wFaCRS zU|($OUC=&TuLrIF4X-=C5iW~&JzpYkbP-QwO;Lz0Y>}7z-a;4E_1f4fRyIP_W-V3R z8CD7(V_amUYXU3s+)ufBemcXWCecxyD!#ZT0%P!k4x}W$iA4ZfKTYV&;-8D_Hg-(qUWDq@7Vd2+FUnTj<$Lxri$D0f;1rF5b#ZLZ16Hx zP~ay3VZL;!>pb%#EHFa%o{7&%o`5}BFN}w_epVwB2JJ7&xlahmY?%@yUFPX{z!e@& z1Uo|914M8l7$T8=)o9iV`Tj0`TTf#7gND;VIyR3++iS57qPW;YSWKP*dDifw726H!fI;ow)oHsGgsP=lsqe=N#AN+B@yN-uGSWSLDf$`ke)@68oIEwHG&#wwYS z`JOLp;;=76GvwO4e+iMN4jUS3KJ>MKa(9J`GW+w~3+vhK>#ng;0{9bt z4(3j^StRt*V&`%#oS9uDQ&B9^2VwRP{V$ISueek^@onpih>u&o?-I~0VA|Yoe3j4b zA7ej~#lxr2a7B`fDJvfzZ|0o-@;UQfcjheAksIGEej(Fc!}8!yN{VrQ zw3lZ_WVbKpu0UG>kF#sx?rsv1zAJ9$S^9n{J0IWDqjA=AM9DCF28ft^h}wd-u4mkq zT+eXs*1RyM;n&h*20Y1qx^0i^JX|d&Bq%O=vi$yKy&=VFf!m5LbmNn3WAips{<)WK zWLD|k#WB!9KBCs(W{fK0R_RJ%1vXEX*6@sqNT)>9JxJiVDk@gcA$6Z}LFv4pR8p8- zhG0=I=bSr#KhNwK?;Lm*I6VBKZm@go+Qp_qzum&i#B17jMao%tq*PQ-q^mg%H|&6k z8tj`%wk+b((umG~TzZdDb?-{a0P60^^R!|{qwPO>1@xvnWk<@|GP_^iEftjA9^GoJ zEOUz4@$t;mp~hYNbjzI^6+g!uAnWZDwL8K4s_=%I^Onu0u6n=rB7%5J0s)_U1m=)( z@}PmOND#8USmaw=&p#{{q&jf9*($-iA09a}yY#!}J^Zj3hln~0kfDVXkNvZi=B=$D zCH1odp22{#A1>Pgd<^;1n$xRs&NC}>FP6YalRt479Qd-Z;Nbdq170&8Bv3;KgV%j8 zD$uk*-;`5*_9hr4P`D+c=uii(qduh$^A_MT*U!oA? zD@OV7B&4?82l(&x_S-N>fpuy}pmh+QeCCo|Uz=SxLa^64{{ALT)v|w>MU7 zowPsw_pRls>50$RKYDad!Nc8G%rZhlLj{ac9Q`GTd&o7Bq%89lwaBjRev*=sqFrN^CdRwsr;FRUWca}zeOa}$G0?Q2G>yK- zsd661S>wd3ctCIAuF#74XS2K~XXZ@NskRrpT6Avv{Y9fWWd_s))LFl6chEK+*Z{mB zb7)K^T$NfjrC>2RwW~91;c4>Huv%I8;+O2}xP_4q1Jf*~0{TD%_A|!@Ec+VLBHcCp z_jiBHKj`QbsWRH!y(_kcbBEVW40B7tV(#pV%RGGIURQU`>5$omzNioNM6`L0l9Za- z1x_7vaDQPKK<*4Zeh1#|_IiZtt{LhI>mFhYH{W=RygdFO_2MszqTsU5n&_H48`Q-l zBrHH1)a)^kORCh+Q($;xa8@w5+^;4r_ok4gdUV7O?EGy*6Jd(ZTeMV0cwMq{Q++qi zO45g|VyO0{sc_7$+`LC)w@$v96`eiz)*=-~hWbB<-8I-b@?D>8djb9-7b3%Lukzcs zZfbfg-?FnZT;u-E>lG5&0VlFuMn;}19tQ0YDb@*>v014dtI3Q#UMG8 z?QFd~fAOS!kx(46Ij5G9eBA$Bt6Vyc6y2R_J1k5DD)=bMqYdVV#>UvE$4jXjbGp91 zv0(M99+oX7*jISrLFK`lq*3WiAIomVGzGBGAo?%&!}%DcMVS6z{e#w+{r<~KRPhmW zFR%P-=+=F9B+nB7;5i(=g&Gm^Qm1ALIjPNR>3&a>2YgWk761r$C`molYAOYiOhYFF z`GqFC{78a6bo+DKHivN_Au-XzgP*lZ_uy7x`uHhlbg$^~6`{wc7-edrY}hNII$T<9 zgvp|*ywr4nq$Gk$J@$=R@glUPPVVW?Y)#ROkU#qE#TkDrA*v>qj9||m8yje~n@W84 zth;IV#altDlLsS_TrxB;SS`(&TAzrvu!*SS)3?hV(Q_W^tm@gCniHcLwtYA4XNdl! zdqaQ8z*uRe&CE2b2g@Ppj2SFZri1D~F@L;Ra`{d5izcpZ^PSOox@T%)DDZrLmIbSu zOeGqi#N*~)Pd1nbJp;N_n>zVR)ENP1k9cOYncxr>Bq1)s@vnC>hcgv6K8Q|8=;5Rf zvW-kL2ZB~JfvXN=u~__HK7TH%On&j=7^_^19uwtIvfA3*{4pNyjoXlgGg`Fwym9U| zyID6jCi5&$MAoh)iQIcGAlY?Q59AWHR41Oe7jdh_&p^roOIsZ)#CtZ!MZ}~WPus%+ zdthC9jjBggyCu3Kg5`LO|W6Gvv02JQf+{pm>3Kes1L%KS5G z|M;8M-S%^Tzd0@*GV{<-SNG}7)zSx8qfK^9`@1K)7^NcmXyuypgo(*4z1Z zW&nCi>p{19cN^Dln%dgI?w<~AD)zfNGafW^B-*VrJWoJ}{aJkck<`~e7CC=>A2?{Ns`RhRd$m=v^lbRbV?ACGn8fCJ|j{X=_0U^1Hoi}e;({CT# z7rE2w&Sa_=YiqZ;bQ^!k5OC{>?WI9-)35b(b!olHnV$jj9WFVdq+!&`Im2q5NuK`B zPW5xETq@W6aC$fnD0N+r^GM^x(T6{(l}slaWhS5&@M!+jpNf|7eN;G_Rz<*C|7(RF z`8Yn_4}@hA3wbv3HSzA>eU!JSx3>{gW;bHCdyWsP3ZAJa|3dY<#v8kz??W^m$S!?Q zWpPdk+p;l_ri82K$`sk2>HhT8HP>XNgfYjiHC!h#`zXGQ2~zt)&tr`m^|>h7e*j1?duYB;}hN|=q3i7S47g)vcP+emGjct z)kaOe9J%}V@1IY(vS8_rMiUbg+rC~cS7l*M`8J=h^MD#GQ*!D1PI89=a<=QK)M!#C z3j26BB0^A8sedPZG(8$6;ge@S3t7Tc@~&7Rg-|);d{fCOU!f9GL5frb(oZKL*HS2c z3uSw5*Q)xLx;oRWEHd`ZoBNj0w0i<}Ik&-_L4mAm$P0ExUTm4|tvfI#?cAe7XZV}) zIUSa>sEHB^=Cp`Sw)tZEyH>|Z`G=pV8J%;%6=h~$dVmNu>cg!Pl>&m)Z8J-o*TS!6hkXMMVX} zJr@x7BL)VCaCyx*>9(*7Z?1I*$a`D))c4Lm$VJtRJrUA4DIFK_CPx-C=_3`F7e zO;KeKNd}Vz4SO39@jK}2d?VD99u8|ZGIFHpuo$lyG~wsEItR4E7#wd8lD7J^ULt?W zQI**z?Wt<|sdwRUh0P=!o7>URH4|OYcIRsI&waC%<5U^uA_+mGOxvHA7fbkU-ttTG zrE}Gee$}N{_cVJBRh|3#@_Or3r=0i33j+N7XKigQKE~`>cyw}EUBW)ub=)bbMD-^4m&TVK&Y|fq04+m)ho1n z_68LH2D&3TVrwFYk~;kHtkI@v=GsPD{ERTiyg~QeLxGp4U6(Q!IZ$djh}&Xk%bIye z>wf+1cOJi9=3tA*fJ5zJIl_f^Z=1o~0-=k|Z_!p`vzQo#ND~kzDf!dxws{ks^tPLg z=VbH7e=JVYOLV9z2@jO_TbpS^Gt%;tBI*TH5X2lG$qrq;k;v=u0A6;ddepzX5B94xy@U*w);}2)`BFa zJluRO+TJVh!<+uJ}QT<#v}hgY}YXf*q{!p2Ie2cJLc$4RZ=)>WvEzZHg@V^i(}C z{}?DU*G^wJ5G1_xL+Z9EXo@gN?hlas2>SNixa3PpB2v3U)DEm*8VJzn9$>eU_Be*Z;_c&%fBr zk18}|sUB;*_d`+b!c7t0rR|4E+HwgaPTHa}?ByFtBPN}1=h-8ldV_<5NuzQ$_GM2p zGGuqp8!feI&_{)kDE5IG6p%)A^5mpDs+*N!H6y?JiuNi?<_<5v*y6Scro5e)(zL!+ z+m06imcs8ebzjB?OtDJ@WRpVGzA9k*7v0^gz1;nA^4}%=Qcxgz$%gyo1!YHR|53i* zB5WIaJj-zden7J-VZmhMR4!=FayqJ8*N_3G8?>+Dld;yZ<4mt0Tc%AlIWe&vGyDV! z3uaX6R5M^Z=6^cMrD%*jkGOj4QwLVn4|hJW>x}W2xY3w_?(~!cf&3xd^+z@tq|G}! z6pr3+AA@u((cA4B-*1~^G^(IerPMalJmt=DG#ZM4={lKqTppY6`o47sq&NzoLD7G$ z?_&M)RGcCokpFjY*mZ_AW{^);A!-YAc)B`5fu@qPEd6|w>`FsD9JeM zj<`{VJ<{m}cLs~H1qWfu`~m_Kb*c1Xh#^PiL!p&*gEO{OQ;jBz53VY2_&u0 z)I_N?yEL6g`?Ns#OQeC%cI;q8W{vEk{ru-oq-(s^8UVt;rT=R&;BM;RX>l+Wmbdo? zc@EZ2Y|9q2ws%*PuzolrB*!-B%EaTNtGELXL3AD*1a6n#&E+u0m6Bc)>eb3a8V7C) zhI7|*y)>@6fB(J@_5CgS>2dQ6yVmOVAZj)2%v)@cTK30*#D|@~c;z5Y zQJDGsOfafAMgHd)+LwQK&{B88hGVt6}D}+%V){Lmw?LHerkp}kYDrR(O$Bi1}{!8 zgdSfAKOX({?xRoPBh!vfkdu~^!%hO}BPOz=tIO$&fhD=k)uqE-Ht|k4dG~%YwxQrh zvA-KYGZXOM3gPaqR&achHhIXjHfq2ZH3oMP!G#jA;1VH4@?Nf_pUjg%j;oZuDNTlw zZc){vzu$)z7<0c}_U{OKPYLN?_us>;|6kPh;y&62N)x^q8EvIP`0nre8q>2+>EN0w z{@dnn;@G37ZDLYwIy0%iOl9~(p70F>cc~;+^hqjdvoHI>Kq^8AK=OHOlifh|rO+NA z%?HpJ$rpgrdV8Ba2whSTL46O=H)(qktZ4>SVeHy=HOVx;#np5D@-}1?PLB3961RmQ zJhAB9OBP(}So(5H@Y03802wKU5bVX~v)msDa~ zTtR)BNlqBTAs^hqF+;=mz%G$~W?~oza@G5)-jE9{CL}nwI<$8$8{$MU0`u};DL(f* z94SJg1TTw3odTueC*IsOzp1dmo1Bj$1RBI1BHjn-2M2$`&hMF3ZETxMHfjL0+*{Oy z-RAigzJ(5j#S*5Fbw}K~k#tZ?&H1wk#-Saj%Wc??q*#CgZ$&hgvQJkRe$2bdaA|C_ z>uEHcP#RzOxZe}C5fQFGuEQ8awBJ;^DP1kk=G|QzN9-inlrH8)KrE$5e$3}(M`CK; zyRIRESl;vK7DH>50jUn5?DbtHQzUYBzYy5bEsAff@ZK1&${NbyxcK1)6GOur2?;x8Wsm9WtDQQv7NCAX92wr*K20(W_|2_j%=GBzo59xQFiHfP zfmkEI8d1vO=oK1>9;+K7v$22mxsh1hWB7yNN;wWSS9ooydV?vX29#%D;yU~;FCk%z zsE;**0y#Tj;%cC{hOEstNCqgRO6=Pzd3kw{=<0?%XThve5b7M&(ZN@jV!J2SSqnb) zR~;I+%bT!(?|E-n`JwJwQ*iwgzJKsche9vhB07-7I!Klzz6w=C`d$5>b&Y>~^PO#` zHe53}lmT9{4+5c;qoJkP42yrG=UqUluAbf>B!i@o0-?}{AB!-kGecDG&Lsr7j^2Jj z@R?wsd8(D*@u*G>7KYKd-wZW zws{HlWB~efLNdzpWClTzDIbAIf8I(4c%7`oe)%K{qwe(@S}$hylLj!qSrKX1K32dqZ= z*^ld%2`eKXxYrf+EAc5QvJq;Db?P z6qyAzIE%=%-8caZ*fd`6BVtA7K`N-B%h`>X8c}6sl*$9L z;s^y?23o41-YStVse&F{d^Y(EsaDfVF}@xnMxsCLZN=DzqTZ1ga7bF*d&QB#jf)KnL> z^rz#oadt_5K}=DOZb@lLeoQsVp!q6~>e$r+htsrqF=12gmU a+?)g%Cg+P8bHbHQUM=R&XgB${SP1~@_AZP7 delta 132 zcmaE__g-%U52LX)0|SG8XmM&$v3^#TzDsIxc1eDLeo>BYNoh%bQD$OJv3_!XN@}rw zpigRIQC?Ik$Nmj diff --git a/projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/params.json b/projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/params.json new file mode 100644 index 0000000..09764c9 --- /dev/null +++ b/projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/params.json @@ -0,0 +1 @@ +{"algo_name": "Q-learning", "env_name": "CliffWalking-v0", "train_eps": 400, "test_eps": 20, "gamma": 0.9, "epsilon_start": 0.95, "epsilon_end": 0.01, "epsilon_decay": 300, "lr": 0.1, "device": "cpu", "seed": 10, "show_fig": false, "save_fig": true, "result_path": "C:\\Users\\24438\\Desktop\\rl-tutorials\\codes\\QLearning/outputs/CliffWalking-v0/20220826-224730/results/", "model_path": "C:\\Users\\24438\\Desktop\\rl-tutorials\\codes\\QLearning/outputs/CliffWalking-v0/20220826-224730/models/", "n_states": 48, "n_actions": 4} \ No newline at end of file diff --git a/projects/codes/QLearning/outputs/CliffWalking-v0/20220824-103255/results/testing_curve.png b/projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/testing_curve.png similarity index 100% rename from projects/codes/QLearning/outputs/CliffWalking-v0/20220824-103255/results/testing_curve.png rename to projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/testing_curve.png diff --git a/projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/testing_results.csv b/projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/testing_results.csv new file mode 100644 index 0000000..c48c7ef --- /dev/null +++ b/projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/testing_results.csv @@ -0,0 +1,21 @@ +episodes,rewards,steps +0,-13,13 +1,-13,13 +2,-13,13 +3,-13,13 +4,-13,13 +5,-13,13 +6,-13,13 +7,-13,13 +8,-13,13 +9,-13,13 +10,-13,13 +11,-13,13 +12,-13,13 +13,-13,13 +14,-13,13 +15,-13,13 +16,-13,13 +17,-13,13 +18,-13,13 +19,-13,13 diff --git a/projects/codes/QLearning/outputs/CliffWalking-v0/20220824-103255/results/training_curve.png b/projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/training_curve.png similarity index 100% rename from projects/codes/QLearning/outputs/CliffWalking-v0/20220824-103255/results/training_curve.png rename to projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/training_curve.png diff --git a/projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/training_results.csv b/projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/training_results.csv new file mode 100644 index 0000000..523dc54 --- /dev/null +++ b/projects/codes/QLearning/outputs/CliffWalking-v0/20220826-224730/results/training_results.csv @@ -0,0 +1,401 @@ +episodes,rewards,steps +0,-2131,448 +1,-1086,492 +2,-586,388 +3,-220,220 +4,-154,154 +5,-122,122 +6,-150,150 +7,-159,159 +8,-164,164 +9,-88,88 +10,-195,195 +11,-114,114 +12,-60,60 +13,-179,179 +14,-101,101 +15,-304,205 +16,-96,96 +17,-119,119 +18,-113,113 +19,-98,98 +20,-106,106 +21,-105,105 +22,-77,77 +23,-51,51 +24,-105,105 +25,-136,136 +26,-100,100 +27,-29,29 +28,-79,79 +29,-114,114 +30,-82,82 +31,-70,70 +32,-75,75 +33,-51,51 +34,-94,94 +35,-52,52 +36,-93,93 +37,-71,71 +38,-73,73 +39,-48,48 +40,-52,52 +41,-96,96 +42,-46,46 +43,-65,65 +44,-57,57 +45,-41,41 +46,-104,104 +47,-51,51 +48,-181,82 +49,-229,130 +50,-39,39 +51,-69,69 +52,-53,53 +53,-59,59 +54,-26,26 +55,-75,75 +56,-31,31 +57,-60,60 +58,-63,63 +59,-40,40 +60,-35,35 +61,-79,79 +62,-42,42 +63,-22,22 +64,-73,73 +65,-71,71 +66,-18,18 +67,-55,55 +68,-29,29 +69,-43,43 +70,-70,70 +71,-49,49 +72,-42,42 +73,-29,29 +74,-81,81 +75,-36,36 +76,-38,38 +77,-36,36 +78,-52,52 +79,-28,28 +80,-42,42 +81,-52,52 +82,-66,66 +83,-31,31 +84,-27,27 +85,-49,49 +86,-28,28 +87,-54,54 +88,-34,34 +89,-35,35 +90,-50,50 +91,-36,36 +92,-36,36 +93,-46,46 +94,-34,34 +95,-135,36 +96,-39,39 +97,-36,36 +98,-26,26 +99,-56,56 +100,-40,40 +101,-40,40 +102,-26,26 +103,-28,28 +104,-31,31 +105,-35,35 +106,-26,26 +107,-57,57 +108,-44,44 +109,-41,41 +110,-31,31 +111,-26,26 +112,-25,25 +113,-41,41 +114,-32,32 +115,-44,44 +116,-30,30 +117,-32,32 +118,-30,30 +119,-25,25 +120,-23,23 +121,-47,47 +122,-24,24 +123,-45,45 +124,-39,39 +125,-21,21 +126,-43,43 +127,-143,44 +128,-26,26 +129,-20,20 +130,-32,32 +131,-16,16 +132,-24,24 +133,-42,42 +134,-25,25 +135,-36,36 +136,-19,19 +137,-29,29 +138,-43,43 +139,-17,17 +140,-150,51 +141,-32,32 +142,-34,34 +143,-19,19 +144,-26,26 +145,-30,30 +146,-31,31 +147,-49,49 +148,-33,33 +149,-21,21 +150,-17,17 +151,-48,48 +152,-34,34 +153,-20,20 +154,-20,20 +155,-26,26 +156,-21,21 +157,-13,13 +158,-40,40 +159,-22,22 +160,-26,26 +161,-30,30 +162,-29,29 +163,-25,25 +164,-26,26 +165,-27,27 +166,-21,21 +167,-29,29 +168,-24,24 +169,-17,17 +170,-22,22 +171,-35,35 +172,-35,35 +173,-18,18 +174,-135,36 +175,-15,15 +176,-23,23 +177,-28,28 +178,-25,25 +179,-24,24 +180,-29,29 +181,-31,31 +182,-24,24 +183,-129,30 +184,-45,45 +185,-24,24 +186,-17,17 +187,-20,20 +188,-21,21 +189,-23,23 +190,-15,15 +191,-32,32 +192,-22,22 +193,-19,19 +194,-17,17 +195,-45,45 +196,-15,15 +197,-14,14 +198,-14,14 +199,-37,37 +200,-23,23 +201,-17,17 +202,-19,19 +203,-21,21 +204,-23,23 +205,-27,27 +206,-14,14 +207,-18,18 +208,-23,23 +209,-34,34 +210,-23,23 +211,-13,13 +212,-25,25 +213,-17,17 +214,-13,13 +215,-21,21 +216,-29,29 +217,-18,18 +218,-24,24 +219,-15,15 +220,-27,27 +221,-25,25 +222,-21,21 +223,-19,19 +224,-17,17 +225,-18,18 +226,-13,13 +227,-22,22 +228,-14,14 +229,-13,13 +230,-29,29 +231,-23,23 +232,-15,15 +233,-15,15 +234,-14,14 +235,-28,28 +236,-25,25 +237,-17,17 +238,-23,23 +239,-29,29 +240,-15,15 +241,-14,14 +242,-15,15 +243,-23,23 +244,-15,15 +245,-16,16 +246,-19,19 +247,-13,13 +248,-16,16 +249,-17,17 +250,-25,25 +251,-30,30 +252,-13,13 +253,-14,14 +254,-15,15 +255,-22,22 +256,-14,14 +257,-17,17 +258,-126,27 +259,-15,15 +260,-21,21 +261,-16,16 +262,-23,23 +263,-14,14 +264,-13,13 +265,-13,13 +266,-19,19 +267,-13,13 +268,-19,19 +269,-17,17 +270,-17,17 +271,-13,13 +272,-19,19 +273,-13,13 +274,-13,13 +275,-16,16 +276,-22,22 +277,-14,14 +278,-15,15 +279,-19,19 +280,-34,34 +281,-13,13 +282,-15,15 +283,-32,32 +284,-13,13 +285,-13,13 +286,-13,13 +287,-14,14 +288,-16,16 +289,-13,13 +290,-13,13 +291,-17,17 +292,-13,13 +293,-13,13 +294,-22,22 +295,-14,14 +296,-15,15 +297,-13,13 +298,-13,13 +299,-13,13 +300,-16,16 +301,-13,13 +302,-14,14 +303,-13,13 +304,-13,13 +305,-13,13 +306,-24,24 +307,-13,13 +308,-13,13 +309,-15,15 +310,-13,13 +311,-13,13 +312,-13,13 +313,-15,15 +314,-13,13 +315,-19,19 +316,-15,15 +317,-17,17 +318,-13,13 +319,-13,13 +320,-13,13 +321,-13,13 +322,-13,13 +323,-15,15 +324,-13,13 +325,-13,13 +326,-13,13 +327,-123,24 +328,-13,13 +329,-13,13 +330,-13,13 +331,-13,13 +332,-13,13 +333,-13,13 +334,-13,13 +335,-13,13 +336,-16,16 +337,-13,13 +338,-23,23 +339,-13,13 +340,-13,13 +341,-13,13 +342,-13,13 +343,-13,13 +344,-13,13 +345,-13,13 +346,-13,13 +347,-13,13 +348,-13,13 +349,-13,13 +350,-134,35 +351,-13,13 +352,-13,13 +353,-13,13 +354,-13,13 +355,-13,13 +356,-13,13 +357,-13,13 +358,-13,13 +359,-13,13 +360,-15,15 +361,-13,13 +362,-13,13 +363,-13,13 +364,-13,13 +365,-13,13 +366,-13,13 +367,-13,13 +368,-13,13 +369,-14,14 +370,-13,13 +371,-13,13 +372,-13,13 +373,-13,13 +374,-13,13 +375,-13,13 +376,-13,13 +377,-124,25 +378,-13,13 +379,-13,13 +380,-13,13 +381,-13,13 +382,-13,13 +383,-13,13 +384,-13,13 +385,-13,13 +386,-13,13 +387,-13,13 +388,-13,13 +389,-121,22 +390,-13,13 +391,-13,13 +392,-13,13 +393,-13,13 +394,-13,13 +395,-13,13 +396,-13,13 +397,-13,13 +398,-17,17 +399,-13,13 diff --git a/projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/models/Qleaning_model.pkl b/projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/models/Qleaning_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..6d6b01f2452a9233c11ff4193d4fdcb72c7fad69 GIT binary patch literal 156143 zcmbrn2S63evNnnd6)|Dl=A2PL%mD-DJSGf)2q-8b(~dcjgG2*J6a*B+grb1NbE;0x zIp>^ny7By9H4R($efPibzUMi+x_Wi3HT6w*S65Z{3_G{<=;`9pr;p2j`8UYL!zDz8 zMns+qpBEP5gv^aO8MS`R0GEUB{EO`#8hSb^Dm>JQJRN<;EiC+4$k`|-EHcz_vt2^N zBBP?_1`Bly4preHPI&OKv(Z}C&F(hi|EWFnbXd5X-F?Ou7yZ8;TZV)N%V(iy+`^+f z8hZo`gtm?gm35<3mlNITez)B&cFzD;d>R$vL`Hkty^?KL%kI5B$?g--9Un)>*nIf}PM@*e0{Y5_!66-L+x=2(_n85!@Y&j>hxeWdS7#3U`1;OYeAqwy%t_~T%wZMf z>6~>=tH_Y3GlxZsGlzF=4G&S#kW;*t8%N`Nhbq%** z+|N)aIM^*>!1i~3+T7sKaNKQsB%r@%*`t!|(T+XFvd3Pv$6d9@&(OCnI5;Fa`m}>v zg+2=owkKS*CkD9Vvf$5#L`8?33I{hSUU1dX!%8p)<>a%; z_LQTc!NEt*Mn<6npxyCs{Jx{y?5SEww~kR@Pt&(2_)JHuJ^h{Um`~m887Vey#jJ=? z0sWzZAi@}kcEY2bGxqGa?nRe!ZuXp+akl4Gd+v;gep~wLK95rNybXSD3glm*zSqY? zPMr#|y*Bv$<}>o|vjM&F>)|nHBBM@6+uj@e5-#IVMSH=vIo?+bwfeRlTWtHMrKZ^HEPMToEge6w+}^N#`}WQM#6L~8xH$I4qiOj082mh^ z^DQpq_+7L6a4hF;Swv5%f-|_C+BZ?tBF;I#vNy+uPT=<4k(BPnu`B1!rz~orYJ5z0 z2U45=1-c=8*1>)BjLJB(FUPvj&5O&al5>ZmA(kF-Gd~RH;vpPsZxS?{EqjY&Z#~+1 zzkECH*S3hI5gPpV2!P#T**gu`T@mX=;V39PjURJiwCiD9lArXaynQq2CBLF}PT(49 z&x8r{C!mKty#wuioeJ+4g##@6fKm8hhr;LO z4yXEDn@hF0&27}~#hKJhjdV9a?yw&{b>}#a=ZDfZncl3K%C~LdDStFS-Lug{q<|%f zD&4O{NQ2uss^Lbe;sU9y@ujvceSNjm3wlgX=rtEmoHW^oMEAp%9q8CWow`GDsNbP` zaHsA^ME4NOK5BFieP4G6(gf%c_N zwJ(d>S1kLgQTtkl+NWiF$4}&1y0O$3KRBE#d-j@4kHLr|n=R(ToMlKh*!V8?nPj;RJZ(kRk zV=X(*vEz*a@xicw$qlpDhz9L4#315(s9mXZSfFdER%ceUFbdhXyhwsXO(o&3V(vS|E*Zcr^u zUj88wqMH~#uPK!a#!1yq6{XWG`-Wqu8>M|Q6`^>bozbaurYN0d+1WP zCu4&7IX}fu=kJ6`jpwWt{Dj(P(w*a&Ir%W!(pIpX9-QE!-cYCg6jgMm3{F`iEjy|0 z=&l2}i{Lq77d7&$@iXNI7RF#W)GmZoLB(}D8ZtawMasS@I^VMF+m3z5=)7QpFK#pj zMsBChd7|@O%g#4C7j)=+QEqe&r_ue@)J8d6PwiK@e5UQYUu^YgstTgE2r9+B-4*PH z^`{m8H9@mlU#?rrS(G4RC#Y$1Z|Vb9P6K>yPpqdNGV&<7?IUO6_}G z0S2OWp=e%Y*~N}s(zV9;bgVJ=IyEm9&C4wNzR|qALvvXasrD>2MK9w-EM-(aW;zU1 zE#Kjn)V^oM#t2SZkI$`L{D|%jp+fL$uV9HOgB6!G#S_b265qjEm@8jT!sK`fOHvXz z2ENw<(#*sbVNBAl3#r zB@I`DxfYU3G5CwPnA`cbjH+&w;m3uCJ%P8KUryx2eRK<>3BM8Ei|@~;B1(~_lZViM z`Lkg#(PFI?O3gz9fPRc{j2n=QM=sNUM4`f(ZAby!l;;5n2y(vdAa zyk>gN!aCtI$2E$Ym%&2bwEn_E5>>{*zHJMdEAgNRYNvvU_vBn?Ij zz4ku3d6Df3u7>V!rrT>Tz*Vu^M9+51{*YsT*yyU4G#`9R{um3ql>WZx}n2nnJiucux%0S3Ndem&tQ@A!l5s5{vvr=pxv63ESB>ZL`2c2rT-5%AWq;DKKh-sw z=XXrMPj{;Q8BzPQmi;-S_UAj)))x9U#_ns3z-o*&@eR`W`SQ{3Gr5J@ot@kG#iZfF z@=L52b-O8@a;54!XTyj|usQODyW_U)+csV-@4}%=r}E=oB0v>U_|>NvQT5^=!P5YY z*KYU`e8v8PDE&pt{*q&V*(j~=v`oRTbSnK-QTl6^{dJ@CH#(HQf_uG9w8byihw7o2 zc+QubJ#cq0_+bBv-6(tT1zkyAk0JTy1eQlMg>xxpR|}V((rtH-qe!C$m^rbAt>Vb$>4E{=%|is>0oF zFDg{s;KJOg*{*=l%_4Pn@XdR3bkJ=7-ZUN-^J#U*M|q;T>z?`oo;=wU1wGsX{n- z=6|x#@0^BSYKBjjE)$VzdN1Uni!hO>K=)^}4xV;{W7%&1MU?-mW&h2w|K2q(WkJVn z|3|0d|00V2t7ZS2QT*RK6cHL_=Wjbwy6W8ER4?PiOwZn(Vp`u?Y7|I<+}2!%WEHv$12#~=Vx-SD~5Ty+=TFGcl0X{nx|9S~G6Y0v?rtUL69 zyN6qIpYL)h<0E@36kGc`%u<;nd(R4hky!03w4b=3=m;|x{XDwjUbidKz)u5U@-uezkzZD>qDZe~)mv-W2h>r0K}~0P1DE6tl$*$P zgu<$y@Id8`(o+3F4XOds&=nT*J-!7ko?-=UgcCw3yI@zEF89Y=XumX@TMu&G2)HB5 z2d>=Auls|85x+q>5hIU)pUtl?PQg0gCL!@1s@pzo*Es2<+w(b*3vEsw$*~dMRN=ae z%HYMQfpTf!7^HO?4C*Kk(9Rx0jM*7xsv#n4unZL*Scajr)NoLPWrQ?nEMkr5%{VCY z7*47y2CMQA_cZSmJec*H`QE}q$6&QQ4^h{$1A-uM&t~V zvBCq%IFyze4{DH1kcRhrrJVE6ZdgnyxIRDKxrlGBxhCyC`jvcuF@`U<9`hp(ps<-H)sLaMKD|&(uV@ zG;mDPI!y+3)D%#IV*w_*Om#I?%C_$`kah@zt3MP;*7rpqVE;(0HM= zlsBkB<0B0k%}E(wMJtzH;u~CvvCQ{;&h_{5z!Ej!L@TY>~(r7>k7mj3p>7wG`CASSAf!FfNXsNY7@=dQ1hQ7Gp>~UjP-U zf--tj_5scnbm)L3luz~4h^8rUQ1Xr}asjKh^3!?#-9`S(T+4a7+0$=2WcdE{A#@v|*fUh-?&FF*^n4}yMy->J1Ic==)do;UZ3OK?A`2pr zY!W$xWV7%ikvQHW`5}nhj-wiWc zaoGbmbs(Iqa%4?!&|T3#Bbsh|!Yi$m$s9ZQ;PRf6I^;*NFZbKo@CHTF%-gJjjVL8-(xjNuT#@kW{Kpk}uw5wBOc)@fX z5;+6qu<(Eqh|*F)pax2?G-xQN&?(#+x+K7}J4S)WsO9u#INgT*r?!Js>u|vtF7vzO ziNt9|e=3#FThJRRlm#PKi|WQhp_?dyUdxJ6Po?mDN?^0^i(sM4a*uv|2khi!R51WQ z@e-F%N95W75~7tl3hJm((9V8=?}C+4`-&<|WDS^b;Q{6tN=qFFHDDs7L4y&?rMx*U z2&3l?M*b9j!l~O&i5;fbr-Bv@;TG6VWY^#dhxA&lyN4cO-qelmCY8LYD?+bRAy_00 zQ%Ac{@nM-iX&9%EC?38{GQb4w?z<=^LOd}QDOU!R6I!K{ppJ?H?Xq0rtYD&?5;+4S zT6n-XjnYyvpazC54P6uE`aZ7b_#K=E(;r4v{Bj3posngraVIq|ahWAUsOj>GL4I5V zbv>8z)947k1p)L;OANPOI1h<~2W^b75~>2#>+qaH-JAROz#e z>M@=Xc0Zd2H~${JkXmE6URZ7J^@O6MsAwtGUmYNGKV{m{rPsLx67O9AHDD{8?n zaYp}v^z@Re+=jdrR2DqI7p%H0R|b?TTBWO?j=Bcg2?aR1=KOV$HBe%O2b4IJmWl^8 zP!gm;Ly5%L@)-qlU(9U-WgSSSqT?9(1z5IGOF=F+BL;bkR8c8$?euWh1+ zC=YB@WG{XlwgTMHy)bckVTes3TFoil&QiXtIP_$BgzC8koJy4I0!WfpC>hjIDWIJ| z7U@2jF9DTG6_`V5THUonvdO8&!L3%V9{4#hO z_uWTO19;4mWWWBQTmc>-bTwxVSTb9N;A76;2QM*ypG=N&%2@}W{|3o~LoX$d7(nek zMJ#LU`kffWbrO%MOu0S)WogB-K^>I?+GW0Uf;v#$6gdOtmhb>`8>OZ0fEqBl($EEF z6Ve-5h^=lSvc_HzlC%$~d7!K(GD(qHYF;#L@=VO!4X{ob;ruvC#KHqYDRl;-8t{=@ z`j4K4#Z$gr$~9Nk1R&l)Wz}N*SSwYY!Zk%x1EwP> zf}SZ9IRmChcz`KJX{i!W1LmGIXfS8R7MIg)&JLo)lajTdTCdGPmo_4c+dc)^frDJJ z3U_uHR`zt{Dw`2ficn5B49f>xhMNsROz!ln@K%txmmYcC%hLe{ogLwu>5}rt91YAyq0m08p7$?mnoa%0UgF1@K+8e_tVT22iE&0Q3N*r5=JBKvmMv1!xqt z?LD-#Cl-hHA*0~)W>5*XkdUPc#A()1L@_X7t1(#Xhk7IZ0J$l+9ZehfLAX>@wdepqkF;_%ppJSBY5*FtCRrNv?0=k!4(>hQ`y#npD4zO`uX707f8ie)217QP7OErQTgm0ulBNQhMR_wv4 zvy?aoZY|gO^P7uv`40GL6UXwigCuMKxB3NjUkX#jcM%D+A^%w9Eha3NvsVFQ%QRFL z9ze3`QItdoFfV02tP!w%9DCyIdZg|$wVi8{3j;~B)~E&4QLUh+pL{#}sZHbzigw|F z;zKAc^pMYbeBymKh0}9nc5!b5IoG1cL5PqgyA(%peTTXY z(pmJ@6Uf5dq4c>T7OgI5r!J}zoDu1^Ck`05)oOv2xke)#0%>M2ETsKYfxcl}mqXfhg zFXWr|N5Gudaha#2pI}6b!#QOcrHN7aj9eT@KC89*9H^r{4{DG|nq3=(FNmB$@%u>Mpqj}u4r!*^qRu|&0wpeB4g4f(e`dW}7FZLhy77YCBB zX|28v>Zoskc8#)*#H#wH$QdNx5*|ptjnY!z0X0azD-9Zn5-~tRZ*0V*$>bV& zbutpf_1HN@#hvQBINJx_oFrO5U@OPFa`WmLfFpU=M_l$E)$HHcQHh?4-^N}glKSfB zq6wh=LaX>oP)Gd=w5z{Ntn+J;Gq8RmJYfA6rKNrcYGD0d8Z<2Nd`58Xj&RP25j%R( z8`z3>?Gru}cefg+GLktH;VH6}ZlfJeImOSxx3BUa}Chn(G`d19NDP zdDq>-bvM>-qxvfYNqcCJYM>|49JgD#;Orc3+;SAQ111eCQV1qpHb$%%xPK89fahPe zZvO`AsDB4FcslmKVc`Bl z_~ruNd3v|uCN?D=Q_*T4sV&D$dge}XGeitCynY5geKT65dC>bVOHZ$6(C@^w6)?b-Q-9-yP>VXnzaZpF~0yU5pnT;3aDsl!=Z{Y!{ z4@yh*1vQY|q(OI)hV+3Ma0H%PJyHd4kT%AqfGgFV;L7uu)u@cc9BZCCRN`l9KhL?- z=?NSp*l%cCcWu6RAiRKk=u4^yh>lz!AG^cpEtqqHC5~#JLa%rFEWz=nVnFIAS^$!} zRtS`=L(aCS0)q;rvRjoXj}~ zHi1RPBYDi|sA#a*+3n^YDe31meBY1K!}%U~%7J}P3qZ%VOYIS-pKzBj1PKtB#=E=V z73J=Le;duESe4_~P?0P{L*?Q?GE8eV9Mn-GKn;@lW)n}16gh+BJ>h|56iQ2t1~o{= zNP|Wqi4S_v7uPREO6`HHg?T*=Z{5P!?u_-I+lR+s4S6D=W+h=KEoVxUtUR&n;G({P z-zE*sD_|B<)*O|EtC-WfuQ@@Ffn^TobMd}8a!6+lr&7Xvu3iLQjg@Ny$T+Rkcu+@8 z0DTLH-rATbat6pG;Q?eaN=r=vH9)3Hg9aiyt6b;Dk2!TVf&w_nCs$MLkX>+Au!4+* zRes=yEtpc-UKt5JUvhl+J+cc3b5Klo=W!gI3307oBSroMS*eT@GAZUuEa$_iBji`m zJvCh3gG$$H$^5f8AP95aqG!)EQ3bfBYaM5RI%+1U!6ip{G_F}9XK>9H9=PV9w3H{P z!8KPJG%h)1GIHY_DwuXfZ;chu>x-OfBiRRQhg}xfvibpIq-pQgK07FRon-jm-r+8# zyYzY+-5906ev^wQOiILoJA8BB2WOFR-&|&AE<$| zN*XjAu>un)kz%j(9frBu?$71pwv5N*hDkc%a+>0L!k`tsW2sh#P#SWX+vH=nvxhkE zBxW6!lefRhuehfFtZ;1m%c|2#PsecGEKb*}&T6?hkgU;Ktp#n1W2?qx=!Q_ zlJ&v^$p(~`+6ZcpY?20zL|cK%Wt6)#6fO-e`?kk|cv0Z_zq!xFk(WDS@d!UN1sl$P2BYQR|1purr&m8oorHv*dm@#=9CGZ#?) zsK_uucI6ml+b47et=<0!=k^K;6VEGP34Daqb4Vq~#;!yZE#M?SjmG~DirOs~1&Tdd zo4ufp+6QX7Lm~q`u=b0bK_JJk1;GK7mO2P(5FC;QjX)o5Y4t$vrqxTy2|K!h%-WmL zuJd$74p~sT2eP|xs-v*ad3Q12KOjx;vm0$3FKHPh)(&Ty`ORgnxS*Zy?EX~OuLss! zxOp?r`0(qAN96PKoIdI_rH|H5+F?-vcmlOzvgWGbBZf^a(2HMR9Yc==l;ZIsniy zt=w@?M@4`dKnnp#&zDG%Gk{JA4?rhTS}F?E06HZNT^;o9l0qqaj?%4>h?_Bfx*-L1 z6R8V~K={GyM{>)ez=K#?J*foCN$W;*COToj9IUzbu@JqG8nPn~rVifXF4>cQsAP}e zTfXvR`#8O4cP|8|5K_^i0`Q#Hy2XGx$_6!fv{{xZqeRZ&IU_vqI4CW37S!N5Ck+~p z94ba~<_(t~-MUU@4AzVXODS(R_GU0f!T_U;s+LTZF}7o84>;3pGexW)5&?NW*nE~) zA?I);oY1P%@{N`KBROO10MU6cJ;fGLKUj4cpvf@K)f@f$h>$uj3INRot=UCTM_mFn zXcnPwbnjdiIfLek@IZ4FrKPTc8Z_6XL8FnhM^Fg-{(D<5NbWC{GU=fkXKxhmCJXUg z!QqqZg)a-9PZ>c}0U>d3(0Qd)9wsd>xkUz8A$$TkR`?QjB!!-j;vzI|^q>cm(2p(P z`A#(5gg<&8X)oj;RjeohL~&ZXcu+?rfObZsOWrz>k|?qURg&;Pm5kC-DWC>bsx-Xc zM;X^~ZY^sP*Ffb3i!jsgt1&Xr`QAJ?y6uXU5tXrAv;lJ~j*6vbEn7bpwO8;pmjt6f zZ*Ra@!sjp!ar|`6Rpf_Z;x>(?+_9W!3BQ9LU#G<0npbI}01(~Knx%s}Dg)H?k?iN{ z&7DkTV<%Dh>{*+o zlei5#nX9NQOhml9kKpPF0T6(zP=ely?M}tG6>}+jjK!I2^v^U?8nw+jI96AloWhjK zaPULwmRuZ2ZfmXXfI2D{w6kw~b-J))$1P7}4Vt^c15G|kOBH|`G=^O*hYg zU)ui?$FAB1j>_jC3zEkzt5BImc@Et=G6d&tRFPa4K#H|OC7_PF2l`)t_ynp_ku^Zd zga?rOC@obEYJgNoLl=+;n5XKcTe$=`cKg~s@U7BG_G+=XJUj;f`o<7ckOHMDs@m@@ ziY8KyN4Ke5hc5)#6t|aJX3NL*VU#+3kUp|sJTm48Rqd5eTl#LCKn>@?s!F*ofIQF& zJp^@B6{s0oaxhW5nbjg^Ks*v2AZk!r>M^JR@kAOlh^x{Y8P}=$J**kmPznSLR12G~pC0jv(C zrCxy=V6UY?1Cw6?(*X=J?iY|ud<;49YTCwJqg)x3kiy-$$MKO0VV|Tx>(MirUYk)v5=VVPQ~;h& zYTZ5s>ZnhH8a&!(lhO7Wku!KcD?IRg4yC0&4{GpyK^nR`hf8L5r=)Od#nk4P`@G>( zCgA!QQ?5vzS8tjI2S(PCTZgfjRK!reuEil+6Mw;8A&bfN=>6g;J(33hfqr50PGIKq zEg#MgqPQdSDUt&(Z1+$kp-@p@l_odT~1_oeL|-M+X{q|~=W z4}ki%R`5HZj`}WWR}XcZtySL>IRonZ!UNO~P+IDTpa#^Bq@fEGHTq-Kf5XN4`IeoS zxp>&}BC;5`nZpp%)Z^4f24YEA2*jli`S~1f*T?YT;$=E>DRZdw5`3ge@o~0|Men#> z+s==}9sT+9o+LH}=U*VjPnTl`!kiR~_5QKw0Z>2D3jP$-Q9lFiT!t3Bk{;H8V?&ONln$7J)$_gwHO9zIK0!It_hAxbO8y||0Jrv} zf}R3)N6?;NE{v4mpKc7J*Gn<#s4VYVEGeDOZ^$tVEKzQXe@FXX9!_e zcKs351e$QmgBDmUG-Hr#lO$a`PcC+*i)K4y#-M+ngce$p0(?(l*$0 zJRV2wTj_}l-A7hSrcw!jydH{?_gbnO5m%Hiho`IeTq!YP#&Ie`k_Anwx99*+eYA3Y zLGdU(s2OofCg=_NK-Ev=OgFg;4?z7k~8Y;2|<}l#_b2v&%jQ}+;M@oZ+DbILs#Bk%L z;l0I7U@jNTv-ssu=@FQWN_c7c2aoAmGlpN$1xo6zd#HYR57_4i-K4_Rv;8S^2&{wj zUCngFdgW)2O9emw&Oh~@TpCzLX`M!cI%*8)TLwZNc~oOX&fpj)JaCLhX{iaI2FFBc z&^UDREuK;Wmich2_&GP=jXmI}=T^YaUet?kuH)*-nEO{Id2Gh2lO?YB1MHmM>Jdra{yo3i7ZN#~T@+j3ZJDnzC+Vk8|=%SFJ@M?&q{bEWJ8^4M#~U<#XjLmj{*wTCatmj#>oT zIaj3z-A3orriuW1@YdDG$rcz_%Ot4s7U#@`> zk6Vn&Moz@uamg7jThAt(YIEqgH`-8f{E|L8F(V)go&Etq~r8)}pkOKd1q; zP8u{Ic|7VcmT?54S)Sq-P`oPw?Q(j(M0;>ADRwu(@9878sSu1uGVT_-1l0p$uuK1l zZ|;}MTy*ElWidE|faM1k;|=AWp=@ty8h&y7c6|0iT)1uYXvh>!4Ue8Z<8b&}bqK-XLXDEXP~jkDaBQ z@yle=$1Xb4A9=G%@X?ogc^+PfBm%au%P}Y)PzyeV6XbE7?z!Oeo|CBI6ugcS^jj3h zTG2vIk(0jHFH_O9EffbK5Vpq((#JzX$%i>!gMM|i;4i_%j2Kn;xj z(x738ZN_7m_pc#|DT=jl(n92(9vu`MiI}@>uoG?EgsR701lO7F{0jW~;ImY?dO4I^ zH1FJwO`E`6qq4D_grS;=%JN>=*?xq+5fd>P{$4yBA{nSEKrRg|2eeKHK^=7n)YyTJ z6IAec4vU<@5hy%x1fjH4FsQ+CL>e>>eHO6>D@zS!Z+DZ<=SK+E*2``!DqFi#{z%Tl zqv+J`gO%vDctERl3%0D|>FH%17_5i2PT7Oun8xjXG1NMmYJ+y^AFGU_L_aF*FO>l& zFhuXK!^}iQg@_ISbW|%B3hJmZ&@LOTlktHnT;vR(W5NT_ag>&d05yOjr9lIVK*wz3 zvU7V0&voNEROPmQ>e=pa!`@+2d@i0FJpyVY`l-V^S`Z}R_~AP;t4`0dLZbLKZpkZp zI0=W0hKu}LKd4T~Wr5+O)+Y+oQKvu+h9#Zbh|wZvFq{@17-CRb$_6zUlr(4zI+n|R zk8@WdqR}B5zuZPOVw@{JpyVXFHIY*|Z$1)@h{=!{tVP`V2(}u4Ij#2!D%y*aBL8FK z`*%s55j_CP(F&dgb<{b~&RGLb6ceW-jd)&U4X_Ks1K35BmbwILfL)db4XoqTAp!$g z-Jb7;W!}o=*F1qyJX22foUzG!Ge$d?^~GoT)3ytr*c0PsBs~UCPp+sf$KB=O@GO_v zqdhrR1X}yRRY+Sf85ViUQOe?i0bu?5_9Y4Hy5H`}}CO2<#?>-y(Mcn;)7sBA8;Vl9fR#&cI z_#^j(EXRNCrVn=8obH>i;rL3v$iDsKDoIoTo@A|C3aFz}LA!>VY>om?n#dVEH-rbC zbd;9L05y0rr9tD7U2E*p+}d_@Pyn)1@-+GX%s;_%NZJ9{-*~6?-+SZlw5Tl60C2Lk zYB`{ex(R9qnm62m#T`*kpt>cp2GVWe0qG7(OXY$ZNO{trA*BNn#Zm5BN{>QRgDwA{ zQ!uh^^zt$$(f@k4_kW54{-<_zS2P3Ee64Z;sG|x&JE3+&39=pqsv?m!P>Y2J)Do1I zx(8~YmP&($s=e#S9OvP^Zo4e%SXYZKBW_EXCV|0GO0at%#V!0cnE4{UJ$A1S3o^NU zU{AV<3<^SlBmP_v#FgDd?1Nx%E8qF2%H-Mrb6+b}4(g~1P%{h{V^V4Fx>Do}kO#s8 z$U~Htssc4Ys->Z87*b+?C~#}r2{8vadEadF~#AmWh0OGE7-ryb$@>s`Q(?Z-Lccsq}D+hDv7Wu=7(5WH%Z>jO}W zR;(4&QEi}|fI3__{fZ{lF0uyDhlB^952Lgcff_(84H}SmqA&(U%duFN2EaM%zIM~K znWw?ftC`R>`}lnDm*>jilqVDq-p8Gi=h7ozL6UNkpKLzf4W8%~$4rs{+PHwK^XIb=1c}-+}=o9f86pMApFgr0{_8DU_D_G^l~` z8EMckWTSEOxl>f{$z>SlJ~79Tpg~lMq3y$2Yp8zBRoN(vp?dF?J6K*vfpsMx6F;33 zNTlGl)*W}Hhs#6^9h(n-AsdH}1VcgCWSi@HVQbZuZ>$ScmqbQ=RxS=SpVL}>9@J4^ z0PRH66&_%eeNki$nlA|tG+#z(sjq+Rl`x+wH5nv z=ebI5e!G`9*B_=_;Zys%Vb(m+;g0Lpos<$t&++;2aU=JQbCFQ=`*LN#_<>gGhoFx7 z5vYOD@eUNk)jt+F1LG&c1IABLTIy$@2FA~&LBkMV$8W$vdT=EM<_d=gspd=sKVOF# z(e5*!>1KLO@uh}t}@4*zIr6=8k zA#XgrN?N#f0oIrjXO^xMpuK1ZHQ*ye(io?y)V2Z{oOt`+ z{Yk6%XHZA|1=PS=jM1iD(!YwFf%P}x0qgH5E%gsj1M6R;LBobsAfO5fmVlCAT)PU*^ zwgc3DfT9+^QCz&+)_v0)iC(L-k=n$4z^*s^cFdzav$NLa$l5|asxFg_mc+Q53+$E3H__s=Dg#HTuVDWIWQAGOX@y3 zXS42-FQ?;aDdDeh)ljSvcybK_X`m4Hh1VJWyI{2&h3c zR2sTQ)<`UA$p?|nsFwYWNqlb&J+pVqSf9Q%`p`BUQbT`mwRH%onk;M~U^Zj0KiqQY zy|p5Af?Cc|!%}@<4O!A$OuI_VscP8-iCIN&*82I&+&~1?h%;`D^k}nQ`iF@Q05n`H zHv-gABSAY?862O)n%NPDz9+H<)F|NrYBWkqjR7^F#!7<*rH_M^LGLVVsq3xx`hKti zZ>UE60QfXFIq4)4I5kqchj98CCnKVi6x0Ny2=l$5JYMsOEMY4@o^U~4ZWc6i3{`~8 z0f&u|o2TJuH_I6qF6%LXUk<0c@@)S&Q2>a>Yt1HrI%*>5JCh%SZj#6uG?Rq~nkgtP zH5JsLnI;Vyjd+@2%W#S{m20#=sVKV-7oEH;lLqrVfg8{G&60Z>xPhwHj_s+ZPc=4z z?nQ)7mWm5MIl06W#-bEo$e_e^6h9t*o%CvL^oi})_DDkv;=)HO2#Hd-cxt*_9$02* zy=H9#}k4T52w+!7@)8G#2q@qA8EtyfMh-~MM!8HkCm_eQeU4?y4L>%8D9%$o8Qp&KBhmdJGhWT{qY8K|R{ zgLVSx+Cs##xk6+Okd?v%h#yKztpYVbR!f5hBHoM#RbD@Qp}$NC?2%*gWX_;xsQE`7 zfIst;W2L2$o-X9V9eN(Tq?GO0D-j1c;LwbtoI~=a3<<)i%AFs@pyI#G4^NiJi3!5t z(PAHZp!-U#kt+krTCI{lsH4__c0%dcCg|AXT`#f*$_C*9Wg|*UZ2~n=HcNws(($6! zi_rAGE9SOLk=yWNa>jLo-;9jQKs6iI2oH+L<2X4}23_VCYb1r^-p7Av#7X&dz*?I! z*9?$3F%pmYG*KB|%ODNI`y7PHF7uUDb_TWfrh*GIu+`PBw#d~1XRB6g8>pkUgPO_G z@g_q|{2d}^pzIVLPqYyuioZBuK3y2F*YU2ZBE8(;E)F^ zyN-$*mdrZ1I3#IhPWBkfm44dCJP7Y5*^M$}%Y#e#)d*^xIvxB8WO~yOs@)r-jX*O@ zc8V7#%@9v>k6a&M_G-oUfjVkGXxGd)huY)~@SR`|2oEp^QCjK{r~z|W8Z;Prz6CEA zYQj~kC~?1>Sl~OpyXnC!FgWvozIlSPIe76{FKN4QPR@eOTdkWisS;aklniGDk~lEB zhBD#gWyv83s^ScJy1IOe7A-mh$aqZ@EVJy!SM6OyX^ZrF6DXCi_uPIANsQJ(BVaF3p=!K70}s&R00q8;P_3E@`|W|r zL)%HtiCh5(<7YW3aYAGbs*}P4RTN4~odPweqNPEj z(yxzu%%vQU>5KGUo&hz5XkQLA{j{Z?75Ky6{C5%uIr+njk9xZUHFu!m5E15!ZU5FG$2T`QLX>ZnXmV=A-(luhg`ku!j@g$JM)Y5?7m zhW95`&MX*&q_q?Dz{9KH@$O~H#Thq@L+mRQxch+1mq~DtOBamdS9(}c8I|}Q=SMCg z7EXl=hN55M^i<*UiCC}iaJkelA@S7g9^904sm|go*_^D~tR-)YB0zOVYnTh_s65av z1873-yCP>$)9DN!2tW7sDK zzE(I+<+#P3m|_nHaDoo)HX~$DM=aOC(&UQ0p9@^E4pxv_&QQUzDeJ+)!o0o+qw)v~ zv)qPP^O5X(4@C`)v;eFRYxM}!Q4DJONcMho*!K~UGmt(iJRp4x zrKLU&Y9M_=8Z;z1PSJA?-9SM05WTW~lh+`=k5>f5a`jnc)sl7wfZrUtjzN9|F_$6M& z1jQs@ibUw>NGN_+D#1tyHuu2$8$}GR#SMPGq!)50NU*G#QSg{K!Z4IUp zvMQ%3<9gs?ij@{G&Y21>4gk@jz9c#T(3iDxUjcR0S3wP+j+eT_&-A zrQ!Wf`hT&<{Vs%eYp~BA8IvZl3V}%YW*(avdoCJFUR)K^^r6P}39o9ED7mKZ=}D`cJ|`=|7{i)L%f2(tni( zt+cG22%L+2S5jO6;+Xc~NHE94(gY#r)*c#-MJH<`4l7gp8n~Vf>wR#(4X-x2NJUX} z6PpDhHHXru=J>&Id8B0Xi2YQB^ht|;zU0PMEL`yU;QGkpCKZu;`tC=90l%jHCMp2W z-?eW40Cm*AfOcAEyi}(vxA?CjYcTzr@WAx%C@u9Lpa#=_N`uCv^9vbJ_a*#Au9l<- z_S^7`1B8 zC_RM-lwK$;Ua(ihHRL~8AQW{2ci)u zEj1FY7SxlT+C zylpg;G`weC~i42hXgMZli{bY1}fd?L{e4spAK$5LF@aK~0U4s{_ht zt=1S&M~wwFP&)p20nFDpkuy-n3lAt0P+DptsDUy`8Z;EK1fIiI(TlxYDeKuHs_>=C z%{mFyz82wX&VUQU#63n5G%to8t;UE%XSmQKte>s^bEPs22e5GP|Sy%hap02;2fN$1vCEhV2RW(^u0G=sYx2d3xng-fw39y&lwKG3mWDTYn!UNMx zl$M$WYB0@~28~Idt<3I)4UhUOaAGjzv4!>sZd>N`5i+i*{K!8Dk z*j;w1-#$3`&N9UuY8c+SOj185+`wi7IDEBbGPW-qIA+2~dcrbAUeWVKm>?x1HCQan84lrqDSjB%tkrTy);Co;QXLQt0Oz1q z?GUJ=4uf`DwXQua_-uh9Yaj&)4@ki%Ep-IcKnjtDuAZ5+lgnH=el?~DSA=0M-@u=? zk-xQ(gg-RNwPX1urpXb?!1*Fd8i!f6H5B7V{veUOmUiPpHasSB2F7vW0V4vXr6NHM zj1$tJVaP@!zd<^7G(E-}GpT*j%3dB^fKdh>UNU;1ij(?^)$T==!(f6dNT&rNxMm*T z2yHt zBRtU9C@rNx4Vp93pwWn@cG}eoMyXW$HMd5sTJ4W$OeRaod$6H5Fn(HOIBkRvgm48X z!2mOBICf3aLKo@bgg==#A^JR)Ur4<*H3rfxKzqV@V?}C=9-xos9~ZYxIidg%oz|A30oE^Iz_tG1Z%1 zi(}x6cmJHAm&ni}2DUl&C|8Z@Cr%b6tet_JeGOE_ich&%SxffM@{v{Zyu0fRsv0R$ z(|Zl#1pI2d2pyruEB^R1Bsze;DwhYAYg(`CppJ?K?ZP6DFvCZS6FGw=UU*$3tHrN8ly(dg66W>xBuWcET<);pA<=!YXeA%Rw@@1$VuKJ+VP%JEU{ATGu8A(yPGv>w{$aQxZ~3 z4L-=t;?Ig^+@40oh~lGfv0(URflv})?UTpwV{wPF>Zj;aLhG-z^W zqBF<&Kx7S|hr$C;6-rB0gBn1Oq(K9c$9RCHozfNbl6f;_nk(mVw)}}r zPx;P9Mjg8aellmuF`wd&jB>{x4q6<*g*_=1n^3WXsBHfTFK)&cH&EM5L}{7s_;}9j z_qh1XdT^>nE(;uwwLVWk9rYBn6Gz7rFCB*YnaCO(&xHq$T9lT00cvo(lm?AMrhm^h zOX%@g$!1QwfKgL~2VTW5EZRMiDld`V>!j*|R5}z6z$HlUKV)noYIVLdyIm^!X0#a$f*1^aocB%L2pawLV_}b<`I@J7)}f zMK<5{?#7oy*5LTE@WAmEl$QD`sKN0yY3S+|53cdV!^fVu6tJXY>%RtjmQV+aXXbEz zF^}a>ejQr@M~0fIO2ksBh^nSuCLM~UZNs0Y#nyPD z?h3tFs-rjcbx{C_zM(byCa9yn1!{Vw^MXFLWL!xCrky_0ho#j!57n3?A;)CvJmwa;Xp8QT%~=%&)B8 zu!B$GjL9EXmh*iXNH8{0^;U7*#;N(3X?S=++SCt34}kiiR`5rlj`}fZ7bsaf;nVy? zgBno3kcO@STp%nv(Y z6gTebk1R*~MEn(8zH^@ROU4faU&9W(6jf%S`lToUG{4fC{TkF!zX5&AvgxzazZE%y z=6Ava&F@iK>JOj>%^#(qtBd%>y50-;SuZgI@2LO(rGgogg(q@yhb_^4d5dly<~ID* zb&R|JvdF4Gi5>v;XRY90Kppj0&`$e?@52$a|t6mvVN? zz}wAbj;uU>9=_RJdWC)I=0yA^x8913Jf2QoFgE$Xke@WYV37?`xXEdNn$VcuqyZ*c1bk zSqSS`RulP*;s!0nR?vh@+Y%qm>P-~gw&KDA+>NLQyUCI z>L|bqk+m{qY@XsxZA#v&pZ)Jk-2Ha56U_^C6_Zjv!AxDf85#9FrTSoOo&}Rxiv(e+ zEHPo(KyibVhVmn&5pHA}gF#9Y1$ZfAkEr!}ZDyf!=7pS+AAL^}f zBhv;9)Y~e+Q};7Tw~LLltHv|ppi~&Qe!A?C?4+a24tKY6K2y}M*g425h646@2mRa~ zERN}6Sr^)Fy2-h*MjU@(SV#F;!f}j=%5}qQ`(N5zFyHf*^F4gfDGcN{-Rj!(1Y`+s zClV-X@7Z+#WAhxCOpvUyPFJO);s#Znp*-l? z;FeD>id9Ar(`&f%_35N7*VKhO$Y9~t0On$E>d|x+3uJZk^tyww=>aBXC3^YfGZL$( z;s#m0Ewvw9*6xyM7ua?3HklOk{5IkDNs^8eds^P)H*aHuCc42;ci zFj+Y#ZlOsmxE-OmLF7pJ5jhGsGNZvDGD87gq`wH9TVm~gMlScPUmRD_a_I16yR4qi zMyL5<<`Ndi-0&aa*yP%;jn|WGHrP5iz0vLR5f9ljT{_$4d1drtZNRy4FZaVRPIA^{ zn0>0FW}SG*-)u}RyT7W>cwL3hLL4Mxmc)WH{Z_TKjvWaGXu~@{@e>+ zklC_?{CL(;UN&H&-Qwe&w9D}pd-E}t__{ARPWzj&_6whxe7@KKe$dHM1 z!O`@J;ss69HY}$eP5$I%0C2Tiu>UbW76atW@ze|$o4H^z`z6Plsvly-4U*=`kEB;|BQqZil3r7Qm*g!? zo9))A5s#tiT-KrfuW`SOdj)k7j>tJjafk_>S zJ#C3`^J2vfI+nutL+2UDpYmKc~t7l-K}oL zwH3sz&0uW89pZ%N7gpn$ZQ9LtQ`vQviwZIrB;0XQ}G;B6g7mvs3Rz%q~xAHyE2eU`U_DeMeLRdlfGT*(X0j_Txt802qWERDc)a*EQ^N zD_`Zzd(6y!_R-$2F+pv)p6XY3E9=v6u60ao_QSY$F~2>XN3%z14;@O)rXIUa_m6>2 z;TN0QT}v>=<4?WdDD7{VL*js-H$1t+U~GrrrRUYk1SAhR~>y682`*ev7)yCfuCT86yWJEh5oxW$=I|dm+8Niy`w-y_zuC z4dv|lA#LmU27iS+l*1i;(e0zp%7%zdED@OL2c#6{%WhqHce9vmFdglg?nUi|sq*)- z7bezz+z|!z-1XeSZi4m+;d1aVS zDQ?jCY5CFk8QjQx77Q9crvR_f??1Zf4ivT*Ix|r~-YjkGn%WKM6HuYoEnyEXwkKNo z`gv>hg=6eWUrc%qi0A@tdFM%P^w4Tts(On zY6rKY3@I(gmlVGShAd_(U>$TvNyZ-KG-HkeEuhO>#Sd{i6XQQRQryYeIE zd$^JLJ{ZLOKmlHi??r6tIs;33raeV9ZXdaw4g1r^9?`=t))1T?nZvDA1;3xh=?0(v zyjFE#aky=_hqWUXp4;o9&E0 z8r}aqAw9iFG5Vw1=;~3=4PvByqCjzbphRa<;zVJt+o?qHd0b%9;$f9ay3L(9d!MHK zU9r4wcXIlqv_HsS^lgyBjYcg(qF;Y z{0&S=7QgoH?}`^>{6l_Z{1Z1a{{n-Ie=ESt@bic#2fB;7-7%va&I}b-4t6ZBQOwKs z-qZcaMC)^OW-V6V^tYVydBn!LD?$p;2C z`4!;R_#xig%u%H^Rd4@*;oaWk;H;hEoEFV)okIV2cX5)OTz2k7x{C(}*3*M|S`0{> z0-jnyFgAt2Ag3*70eU%w6)(ssB0qA9;zp(z800*o054~~%FKV+8bUe0yM$9sVoTA= z{>R;oxKv}T6Bnf_d!Q*UVyGM`>By$dm(v z(((%MN(V^krJ)Rzu1`%^?0gIOzW`G~e;l?I{aY)6v8fCOwle%?Esn0DxPfg|`C(fP zH!{`1z_x}0JX_y*o~qx|9cDDfaUEobL$z#X+jb0ySejLYQh{AqcZ^~7w96TqF3Fqd z^WD!o2AlmlCUOWV&G36w?GF9rr;J~%R-@viM7g(n7P|)(=lNgXY4`MK$UF-MQ4JK}MQQKH0C%_yOUm}PV7zbH zN686S1?%A-T54#sL48?-&xrMMExWm#J*cMVk5B!vGI zzg^p00r_jbewK6yEB8{lX@bBHX72JgWOb&ZG1lFYb=|i z2h&R|kk#AM>jTE7FBnoNagPYSn|_KHB=wgcNds^rGY|}t1}VTx@^_4_uiZ9x9k;C@ zH*-zn^|!fU4?nAcuaNDw^w#QNx3^7;I$b*A>o(S%c%@Jee6!mW^A=PxQ0Xb|bU_-> zhstGV+|7<1_z)^K`XZ4%Hq);JF@yD9L`0s@3t()9fI)<8BYtn;i;5RS43!@d!*C-r z91J2xD8P%*)m+qI%La^YQ&1hRwAL@}A=~KX2~AXYR^@XWv{q5rw1LiBT9}dIg0NAZ zsE09w>mBI9D%Nd| zmU6e;32z8?dz;(+lkBkuzQ&#)7D$@t=}iJ-GZ{>lBdWN>D1mC>WyKA$rpS-1sko7u z1_oKLD8S3|CsMOW&E6QyilGy}C@mwy?3~gCd%C*9tkPeaV?IqjS-*u{x0G?i7VBpy zX>ax~n(j_1=RGdTIOB~Bx4D)61exGJ{xj3{VwBAAjAnwdnFWT#(H3_+>YDCi`$AMfelEpcx0eUhea3MF5OQ|4b;n1! zE2X@))wNoUFPzs`68GJ?>h)WVQg?syTz4iWR$F=te)xN4$Gf|Va~28T}mox z{4i*j-5)2WTApK}^h&$=nGp(OSa*ib+8wv5n|{qK5e+mg_57BBu~`mgl^(4LA)BpG zyr5~N{AkL=jm#=AXj-iRuW1FEDorKB9D0F;1*Ah-Rq*x?*-N*5$Fl#H*x4!-vqpqa zx7IUV2gYVSnCvTH2I2oi*Jp#`28A2tN8u*i$ZQ6K!YvBO%7SckziMyV9l0WzfnV)o z_t^W5Ys+u%RLtcLF?u<5XhytJ@86*mal zB|n08<3?r=7zFKAfEOfVNC!4b?Qi!i>Gn8p@sgcrK@MtN-PJh_ioT6x5o`|-y1lbcM-TCM2 za;wvX`5C8!+9OEvCuHPau&{^QnphKl#hxCFX?*2u)fw&*7kJv^L+L%-;R9`Zp=)t& zHB|{S$HW3z$349hU~Eo;DYC-safUgixIxxw`H^)7H!^3zAnTk0yez+o=b&AYubAD` zT*ay+29Fc=l)cu=S88W^FduZk9D{Dv)N6UlPdP=+Jy(iPqA=)Boz9xuL%d&71y}x4_uk1_RB+hJEtU9mNYY@5&F& zd$^Ig4+feK6yRyf)KQsPnv*e|9Od4}1KsI46w;&2&GGrpx2ZyQxi(%cdY%b(b7OaY zpaODJ>`%LuGoDgFM{@q7LixMPZ+F>)FWNory8B<>HPu}(^Pf||I8L@gUd_kqcJiw=O_XrP+;{fZkDS@}`qa3k{pFev(<0=y#Gpy(1ByRk+cI+6^| z7uP|rdi~#c?y%{MV_LM#X#^$47vNRwiu~?79`IzDcDIb>~ zDWAZN%qPJhjqQeH-i+d8QGkOp=W1$j`JuI`juF&M8qQLEvQ)@~VIyT3%Ax&xb0 z?CqLSc17j9n!uuPY`51cxDC2s&mEh#s8{z&#C?ScuyZdC>8QW3g+g?~tzJrFNpUcr z)?1PB8C=ZcU~E1IrnQr_{hwF7AmI!0BjJmgE3e!Ea`+lVenq?x`BhK&YhY}?4yL44mUa3YiW`J}Q+|Yg3pX;~27}P=D8LJq z`D5gBE^~4dtJ?_}V()URYZYeuCN-7aIMJRdB&(&Wtv6Ueab%p`SV13tQH80jWqM<_ z{B}*f>FiXzDr`4v6}mC-;3Y zHa`H9Wl6KAz7Ig^{ZMg(s2|CXs2}4-<|kkf^-~3SQL<0xuzO#D#5(KuKHs9Rb%DIK zuK*dVS6k+Ludp(~PivQ_iP<=Oo(^QQ_j0?-c5@|46m(x6?+#3L_g1Z@0R+{ z{9YUo^aoGwk6>*61O`DmWx*Rm|EzdH&|l<7&|h&Q^EWUE`nv+M66iJ7KXAxOnZ>@F za;QhH*9vm~D2mc164DkVFCdp)AV=M~*ZO4?5KG)yAbCaGV%3%dGa9b8L zhrYkB&vgF~1@!#WbNd$IxL>&&J$xRkyGK>qw=U&#(C+$k7(85Vp$FzeSnONf z9??Ti`VVWl1f0c6|0!wm=*>vU>nY^}W0N1u%4`07k__{-;)SFsAU`q+;?h)rK}KN( zco|w#I+i;20uxk+>=u;@Zar%OuZ@ho7&)UL({ayP-=XS4yF1Jtbm9blRB>oTh1%t5 zVdxRJaW_gA5zNZL*;Q$!?CRMfL82FB(YFsm*P zii#^F@9)B2Ko96ZH-mx6c%0B5_bRPEFhl7;| zTT%wzC=)ZNR6p{pec)C%8cc;K1*sQU6}Cr*^`)n}O@AR}fqjbCl+oLfQr6Qd2gas6 zm{o3qlnRO$q*Rn2DV1;|QyC0Wswg0<+_;@NN_FbZn1#~co}Rl7jM=|b-Ily|`($^l z5c6mBTYB`HYESgYiRj1nWHEQYbn~)`gH3xcS@QAt>Au%u<8{cih!itvU4Q)h!sJuyL6eNXXOFg6XqWE+%N>Yo^gHdNdo zt&#jlYm6J2CSZ`(Q~_R^9}+z1NiXh3#}VqdT;YP-0rTx6{H!N?_)0aq!^&XI7;~My zRBDXVRW$BKe#=GDqnx&nEuCa{*;N>zoc3Ja?K^mOzoL}KR#WK;o@Y7JJ>qm3RV_l3BlI?r&o zs*wsn>PWIG#tx3`apy<-kX5EHTN3AJt8QwnnJq}x+nt%iU!Q#|)}#p)+%fLJRP}D! zive;vcxumqvFQjV>uSc-iFqFy)J}>UBz2Y_NnLOw^E?LMT(cG z298x=X)|B6wmV0FwH{z>dV(Q^bPuuL2iHsSf}Gy+ zBc~5;Wcq?ZPCo^BIWqRXz3t{*hEQHo4!}!Ka0<`9tpDyJINP)7FD?ih;7JYyV>1X$ zrWHLo&JCt@r875Jaf7%>e#E_i8<`ozTxJvWs-4zDw%LPuwo zTR+gPbSu>xC1_Kva+W*g*I-h9j6MAPjOL}(4dS#Wcec=y?hKoWWyXpHlE!&@FM+Wc z4<^$svF?R*ql`^Z+#qYB{K%Sw8=1*qkoB?xyez*OfpymITwi-;meQ?qF78Gx;8s(X zQtJbkc4=Sg9-#D))Za;sm6pHF6cIqtRL^W07@JqXtRfaJwwbPYLCp;LQ8N=aGPA&- zX0`&n8jX_**=vnxcUIC8p~jtlg>KU0IYsp$OTK8g+gtQ!{bmlgswGwQeI`jZDDbr+ zdDUED_*TNadBf#v?gnQ$cTO0M+4Iq;vBt^1+Q=-}ZQ+b^>i3yB;(#FI$;}006NAY% zDvbR67Uy}28$`V-KceR2M&>mzh+3e4tR!-K>oPHS!L554_K)+`p7pd_=V$Wh;c#}G zyIy;#0(#e++P-Gw1w7~huj9-|Y*auM7~h#nALM}Mgc{UzmowaLzXPvTGn?7CGUG`y z=TQ5wk=@_EpMJwE6af^y?wKtDW3w1cDhifTuV{(l21QHdN6|9e$Sengq7@48inQm^ z?e1=mE@^Gmgic{vk%8W}3HXaQY}DM{(rphfxRqnO7fXx`*SIY+M&xweXn;^qf|Ku~`i!wPbA; zq~cqnxIxQW`O&ftH!|zNpk;#sycP{8ieNX~(|nlKX?W$Ac64i&Se?v3kD5d5Cr@=c zn4u_^g0%w+Xw|Q#yt+@|o;4-Zw4_tGWJr<^6r=tk!E?c z-7=+FPWjD7y%{N+Jf+QGY_@<&DXImMd+E0-ZjiD~exz*2jm!=(NZF}?tkUC7)*n=; zl)qdM)9g{wPUNBS#iKXYH%|68o zg7(XgpaZy(IS2+phZNuijU#Q|YdgcQyr+NW4ZRNThdqxYU~G~COXMKCDt2xu5Q8CvgANNO9I-i7NoiG#L#Q;QL+7Y43fteCmPkcd9Gxho3j zx#zjv2V?U940`-jqegcR6))&{BtLo{<3{FvV9@h^1$aF&CD;p%3%EyQ(VJh2?zwYxauWK&J<@Kg>g+e@v!&0iPHa=%ZtsgN z=ZPyPo>Z@xkBbZ9KH*7z5{%8Kz>r*t{SDL!pH{pe>@)Hs?6bI$`5YL8eO>`xn8tZ? zYP@dOs7#YuPvXH!BpYiPr%sx6ijNO%Y&?h z(d1`}8#Mh~el-08H!{BjgQj08z-v-{p3%&n8Gya?yw|kblx*Y94ifXx1LjmJIYyQI z%XVwIVOYR)LGfeu=eoo8!nl`IJz&B*zTT3-O+-!b`#xAG(TTrZZnf$$dXB%S zgW>3LyUDI@UR^q>zuKA#p3Qe&R0(lFR7p>+6d0S*U@~)&R*B&#X;nsXgQ&9dBdQ#3 zWXgj+c7De5*-1cf8`KMqo+3Oxr-SIHO9elnBy^MYO)5)A_D(d|Rs^p1P24hnN z3?*NC7ra5Ps^SGP)#OJ^b==6*0E3vC3h-jIW+$~PmS&=O+kn!;s=sP?+skf4r<(SS z;W{SbV)@Q#zpKU;OT+%xa!FI|^0D1gu__}xQ%mngNNrE54j7xdU@~PeM3pz zQ(u0>Jc}Ed24E1=Pytz`D2>E__rbA%eE)E!yjPd$oISsqMq+`i#-3giFg8uWq%7>& zI?Q#i(K4SDp}(T+xsIpE#2$gThZO)DjT8_LXUOR zQ$t@(7zXVMEY`Z@aDQU*zii23?plvvZ@o0q?yhN1=U~8YI*R~`x_D;KgR$uf21ROX zXmM22WteV?8x(byA4NTIBhwQMih3!)D|!h(BtlH4;p%V)cYJVhw^1hf#|^5wE932h)(S|L^tW?OZ@muzeLRuAU~Kw}ZK3tt*JrcxPui?*hRy;*rlNvmeZZf$2d0+h4dNt#!C z9f6Iw6lX2Om_HJE6-@7^5-JUDXM8#S!bI;(BJ?r_Y;t_UVPxnUG zHi~2-y%!NL;9^DxWAh@IRgG!75fMWbFNhc>KO%Z(sJ)yVvPYZ~t3wA7Vy{2ckxMf*D|J#(*h>CDGMH*jU94!p6yuu$OQnGad}W zCMduQ)5x@GPP@ZUHm)eku$KIu){b4v;fuocE;OtAUu><1$lV)5w9D=E(1U}7mK4FB zPQm8CZDXTe47@QL?HD%wy;5gQl_p)~92`4NV+%M7}FOVy4|! zs|G*LQ8H&sW`49HYc4le4QP?a=d)E4-TglHykE9#cMcw7kLC5M z)**MeXD18_*Y%W^^~|e!Icny6RVnRD6f2?m6uMW3v+s)wV1j{^rD8iWhY3 zmLDB^a3ix93_A8H!0XVRxan2UJ3Xa#NBobWdS=`@tVetC6??Qb z6FL6it=jJ5OQT~(K8UK)eyLm4y0l6{oAE8n+m$nXdvnF@nqv>;Pt5MTQ&O1=;((}& zp4=rcHkZMWv3#~tMRrB;f}pGNBj_4#WUhlj&doA%OFX{oWWi#ykXRTJ2x+>vfWi{>uRI{(L(s|C55hUO%3 zK<6!cq9PjsZuZu%GpIh_fy&`BzrwGXn__^RTb|l&FgACb2=aFkgas$hFThd37P5 z;+aR{fvCrx;QPSXydO--cv+h=t>Ok@PJV=a05>up1cR^-DZmTMKv?#n6gBm!h0oiS zC4Bvw%`Wg>i;(%S-Ua!OcoH84WAiaES;jRYOSYCDSKL7U6Y@j;lem%j6d1^VS^=KC z?3xYcP0Tfup}M9CHray}?CQ2Ne6CsBqDT8`ef-Z?QQ6)q%-28aXcEi0t5fVztkDM) z&uv`7q+%iJZ~cY!lL|0wcwA7*-L;y`m|V0gIMIPLX;X7hW4pzV6wGHt0ZpIv+&%}! z=JQ}yp$V6Wd_nPoo-fLeo-g4>=F4Ev^A!bnJ>ClV$ew9tZ+6ATq~#dUBzQ2AHqv^=SE;=k;|kHs1iVN=z6K zd{gm)mT$?AmT%)m<~v}}@?8aZEi$OZB^ZrhaBZy4OX@m|RDVggwHtjH7LLO)TYosc z_@qC*eF-$*6AL7L-_!d67@Hr0DU$p^?MI3iB>h-^B>e<8GCu`_q@O9kOOhF2GV6-g zV^2QMaG0trSH3QEiMNv&^yO3Rtm6i{J9XT{=as2k%7W!Lzq>ope~H~NfKxH~HtF9W z+MMSg{SpPFgCveQ%X3u|b0uy8$Z9k(wZ%Ut<}>184P=`HnnwkkY( zxXCLn2+QY5<_BZ*G?-PLh3g#(C|*d5g7PD*5N>1&gF#pk1$bc^I?uL`N(MHgq+HOaqwuu=F=I72( z&^Fkky&NlQSOH7Lf$f?_l*FVPeW1$d9KOXYDiSCv=Gi?1#-=!!RRj2g9y3e{#S4l` z%8#N_xREIh21R8QkX2;*Rbl*p#4=H>`F$3b9JlwdcCAzeopx9tL$YxH+at}+q=mh0 zfls{yF0~#gD-H-M=gE}^V^aZ4)&q1r8OS7N(kd!$5LHQjL{-L(OcgMQs;U4lY8lDo z?v`;!=h$5sE2-5gyLD6ThWxdZ>15D<^DclF?d~Z9sSCIeib9<>mzf?hdmf{H-`EQK z={?B?jG&?JsaJl4)bC@K1(H1 zC8YFwFmfF7)#M(k63ldI(NcCcR~y0}*#>_9ndzXnBjq_yt0NejPGDC0guy~*#S2op z$d8ogaU;_e3{tu&AS->|zIT!q;x5gvTYwZ?M+=p$PEU)MK2*q7cvzZqeRN}criicl zx{C**dU%38!PxWyQySN-!9s7v4Z`}!kFdVDk?98pVf_{0g-s)k?1sA7K{vFdQKhDM z-5u3z+6pow8NN{a8L}k$(^y_}mj}&#F0Ycptz2X`7H^R-r72LAJ)Bc$OdNE1{;$k}oV>1}csuRMFvPkiQiWlTZ#Sq-cya)yrLlxjvXlOdz zo|F|Asw;ef{?A>s)TLkP)j{?X?cVIyrBvEvR(0Gyt8f#~mR~0u%n=e1oUc-&d0x(Ehr~og`ubj+Y5ey6ufL-V=_plFe2wit}f5-_QVVW~GANYPTo4T_e@ zkD}$cky!x-MJpBH6;0u#CFw?Tz&^t`Kh2-3w>|JIO}by;!2v<1>|uA;8<=O7g#MZK z{Z$So^V1`X8T{?mQ&D%Wo7-NGeM~Ixds`iudM!Fuc|NPb*sKAQIvDI^Sq;}JZqTt# zesrwIjm!ox=-8+LuS3he2Q(YtR<`$LV-ZuJM-gi;}zYbiT#xzuh|{>2E69{ zPHj5N8%pM9_2FuTRBhj&{&+tr;tmd6`pgTA1X1R$%x4Ef-&f^-^YUS{NpD8VW>0Ag z7@MtNR@n*d=r8|?(uZ@g0a~L zW=YikMf#!p6)#9UAU_fh;zs5W7$m--054Hv?IBD|>~MQtaR=1e*~}`>mtsBjLp`K+ zurg?tcDg&$sJ=-by5J|5_OAbe?~12%W9+i_onB`-ukRkEb@|-B+NH3BDHZ8PnZx3M zpd+5#Q7|^gz#vG6CHs!`am5RQPRNg-lem#N1qMN<72pM_#Ytb6mOche4}14d>3=2t zDfKIvGopg7v!3HQFgEAGG+nf$7Zfk(x+p)oF5yPzG8lASQGnOw=dn}1b2{^MK52P2 zJt+MtEn?b3dOUMgJP>uw6TA+_<_4IoE0T*oG#_$Paf7g1@+0gvZe;F&LD*ddcwu8n zFnfrD#tUMs@_jd!emtJbZrZ(MH*(7?4D1_A(G$(oQ^h*&NL9Pe{HKl?f9XH|Gxzj1 z=->A=9)PiV2&T}_IyUE#;s*MU<%jP^^j4C84)bx=O!`F z$0{{-F{juYU0XP=!BUw?`@(Pk;I33`)yJJ$qN0@+D|@A4oM@oy1D@Xp!PtBV40%mw zBl~-nKdg8`(?{e-(?@Y5^D!`J`nUqTCci9~V=waAO?m43vD*o^v#6;s*>{@Pb*(wY z?VBM%CCAtmFI4H}Hd1Zuu>0b9`RVMba>%4leKO~mnM$#yRNZ&%&K|Aw;I=dW?KbD3 z!r`fk)*!jVb{EY9kLDAifSyl!Zl3~U^Jy?8ow9nOpHbYP>9g{q>2tV|`8*gjeL(?U z(-P7t`}bo-Ft1S`*PHSGHE#=YVoj9ANNIv8V-G;aP-8B0{GE15-iVW($ zc0=zn{JamU9(S#oC?Kksj3Fjro zrK_KkfM*t4j$^S`{E{idu`}BXxz&C-K_wO>?O|T!j!&KZ?rxoiOj`MQg|h6jDlwbA zC`z^?Gq9Ac9@AG3S%SW$_ao@rp4fN5*nAhv%6=LL(F^*X;sr6^mme`dz>Ulg!64>G z3h-k5X43cg$+H=G(h^`g70MZwxo)R~LO*_n9Jg*nW6K__q?DvM9`iZCaQ!q9^ z1Cwc#H8qc{pDS*V^$Yot^-J8y{0a=Reysp6OEq{y8qX~qr`7biY85M~j+L|55>~=? zZcBw?;cSh@c4t0&G-u*)ja_sGnV)kz{0d!nn6B(Sd$?5@X|dOuJ!hA>s}=miR;~@P zS3B9O{%K=v$AX_NEGJiP{*8Db?6;oa@4(pn9!wDyCbcun9~3tT`=k5_`x9c+A;Zr56Upp6 zu-|nRRrywT(U*>rOo1P9=iFBR#AWxpp0DTaH4I~qFoZowkNvbh{X19MIYk9+xp1+( zgR#j2rfADrJ(X8+gSLF~qb)yfWS#~?N)%9lPYGXfZyclnHp^9f2kx$2-qvk)nf~k; zccZ>rwRAqUF6vs?EzR1{#`wbi0%hXpOAR=wlER+S&6ruqJs9C``ZbAZvfR2J6{y5n z#iMmp1w{c(g*>;yU~GzjSv7%nlhNrZs(3+9G5OK+3~pqKgF#OT1$aHOy^UjmCv!Er zXo$SUF0t7hzuBMlG?>}#sp_TN>e8~5u=lvTJ!Ux}+BZ^fPDrL2u2XGqDfW=mADfbT zJ5ow{TBX6*lmU~;lUPiV$a-ZJH^?a`KXS_BMy3K7 zVu{&-v|^r}`+I#hZNvt7Z9UC)U~JlhNqH2c#3D!IOofY8a z$zD3(DSLXp&Gd$a#RKi33M@{!s>S1Mzn~kl&aQmQS7{fzGk>U5| zP1ED&FmZ46lM8vG+Uiw`iL1a`{H7E z2V>J8Or~5`Z9&EyptwQmK>3k62sbi=!5}qKfR{Q%8S^ePuUmUBD67hX$(=p!L{2(s zE8k1Sz@JI`XI{`N;5@{?`$aG|L&3mV#VD~{6wbpGH*g*h1B2|5!8Wsp)%it(sLeC&?x~3h@R-#FvLfDaw{o~;9XZGM9`jcx$dkE? zl%+a6!z{C^N46?V88Fe$3eU&jciCN-Pv3%&l6H44e*a)2pV>x>0E#j^voT<7#)4Tb zYs*B-I!^I|nwR89&3N3%OaOzLi3;#))EQ07Z0R*$`V8tjM0~MgV`$zRBCcuC2D;-7 z_y)V_KM};S1}h48rZ@G_i<%@Jh??vPz6{1@3Ybi$L@Sh7c0E;bgRp7xBkUF2$V>-= zuo(*Q!nDD!Pd~S9a+`+wm}RKlZg5lvU6pn3zQIY$R6LlO`uh-`*{ECiDU7(+FUOQI+9y5a`ni{yv+V%*3q0R!=+3h=~-Lwq!r_4DrVQg7m= zGqZBO+s?@%zBpgAXNOK{!Bh_-vVY7cJ)32E4ZN58_pbnBvl2|^4hnH%VIGAzQ*i_D zRr14oHEv|qfPwc~1$f>vcXq_sfRSc?7r!-iWj}kbteR=r9Mi{%`6cLp`iXUWjrAbsYufvM7h(xk>0dL2+xjfO zP8<-m-jmw^#%3d!OpHV`pXhsSQrsYFv;2tKf*YBwU=X!U0bbN7M73cUd3U4^T_Dr< zZPJ4UxtlBN#cpqjrb{tn9Ptka?dC;xOPvMpC0)#Ry$R|&JcXTLY<7Xk^dJXiZ7bNV zxPkf}`JuiSH!}OcKz+XgJatv7xv4=I2_LT`>g)%y4{FS;D--eT?&Ix>^333}q~kev zzeNp7fj=vyS8n$>pW9hOcBgJNSh0V+1V`ypr>>!|yxHyMq+pb%rPB;L1Q%*H!YHT1 zA`XZEiVk{ahrrmp0j9Lz-u8T0@q(Ho@}uS`Ze)&uLCtXmcr{vAlscA3^{25(uWZww z(q`V@;kVpP7Fa)L&-tuoPKX4GPI`8yz}TDylW9c8%DTDcjN%4WXXQuLIo!yc2ZO2$ z3h=5lsLWnTz2!NRjcmgyR{qF<^w#4oakF(a^wIv)KXXwO&~(Xjy9~zW3K&vJ7d-e> zx~h0V&o%kca~(G_H^89hrUJYkbsH<@cPrY@_ANyEil@}EZ@P*7ot{z?I_)o{jHJyi zF+k33PwfsEo4a7L2B10)v(Xvmp5g{c_vJ^@1Kh|w1cRhU3h@Un`~AL; zndI}EZ0Wd&HBYs`T6?zL%NlpSmy(}M74ukcg8KVBh4+K8v0#!ql@}(9MCIiaH&Fk8 z{80ZOZe%_L2I?PHfTymzV#nJxT^6*W>}ouG?{%wd+_qL%bzt{T?^?U6FV2PS*15g< z`5rh6Ik(vT4eZHbQq$5NZN?flgucU&(tJd3M8Zcsm5+h3`8b#&Au-IN75{|d1__^( z9|@nrjm)RPAmK9#@Dg;oA1BLR9$v-XYT{XMV-|DQVz;}tf4Vkg5Y6H}e^!24fqqiS zc(38+v*Luv&v~++2V?UEFq9Z=1ovi`FDhOT_$B!f_+{M4d<6^wzp4N)P&Ghp)=S@^ zqr1;vYtqo2??{b$G%-s!nq%G`b;hE>p{51e7qFQ%{p2nN*3=uMJKD4Mjy*S$p{Nc& zz1Y5N%V)8gk;+4hFdDx4Y$N^L?HyObUF|o@u|U~;O%%}cb zrFcQlx8+CAcW@)~T`=hRo&vlc&DpeI=OjarQwas>Rd9MDrHz{2A!6!@MroFVv_EIQ zFB)k2f#>%_Fg8B|lNpgZAaOGV8S%%88+83desuj5H!?p1gRY+|!0UR;8Jc|7l=Cpt zc%(h_ex}?|cNJ}&-fNbl*-cr6X?`Iti2J1{`71CszXp@yvPSzP+HVv$i2JSli2EIG zWPT3@aeq*N7pDc(ofj}kbJJa`uUy0E;^e|^T;--pfbw^IK$({l$EOkVJ^eF()LWqa zC;$3CgR%JwnAOtw-9{PauZkBa|4n`<{~b3n{{RE!e=5LJmZ_PEycdky;tdpO-~8<# z((_pQQ`&DmDY4AIL{_8fB*lCGz~tok4v3X_wcC3WSJA6>a|Ba;UVy7DT(>spSk zv>g5p9McG=$4h^Dl9=q_CZG5qF25)GG#Hx#V3xSBIJ}_Zg+wbPKjI4GMy3cD#1&P5 z7bl}xI_^?WBKFL{qAJDQ@bgS=Vq#uX#E?y^8{S#I4@QKy^4MJcztdMja6(4DK&;bmW+te8;8T^n!xu*t5< zm|yF)$@;meuD2tlhNo2%j7=>ttEx~VOYK%$@q&~(@*|}#Ze;3#K}vlEcqwZoC0ob% z|Lf_=aT?8l5wW5o?Ro5+vOrnr%51_qtY72tLDlg^v- z+}eIM+bL5e-}ygvO$+^LxVFT_3=YPoH5k$(adR(CX&c20Jlo0-&vv+xX%7aT9Tebs zYLGD5KFnc{Pbj2qqIO4hdy#WTFzxw_w$&ZAJINhfK-P(|{{<${$FNyMF(0^<9hyIz z*aN<<&P;5}EZ`&S%pbsV60y>7m!7r>E!D3ye)~FzE4h znBQcHo<52j^z@Y%_uNQoO+DxCTm-U8Lha1c!vBCAA=j2v0xxRP63{{)}t^h{;*|h zd$)j?52{-S6Wg}LGS-qbD|hWacg5Gbt=*3KOWXMk#dX`ntjTGr0y3_qJ<_W`BU=2` z^Hi~C2eU9Azr8TnZ5c6-9ThyVuzZ8N#B}ybw<3RM^OD|=pz)sA1TZ!e!K5J6Bv!N{ zXp-UvL6hZ2(95`ynF0nuQx)I^y@DWjxhOOIo7{msJ}sV*OWet4*uQwEazno(DO=oyY~!}n!E|?k)4oWkfx}1Duvh#c zW@fI~AT9PZ=Yg?#6--tMiQ|?M#{c<>8|1wvKk^pfMrI)x_bVoF2Yud=ks- zyq@%IuIW|qzV12P0Aq6#OeRQTg9_bu3d1eM4cu?b5BEE`k+};7?)MbnxsT-Kv<>GA z+Z&cscBx`VTh1N8ynKwsaa2Zg%W!r8YcRI`PiiJ}UoV3B1JB?g7@J36U>@>OVl(k$ z#SP5gCqK;Jj~f{a2Ifuyp1EfJ7LIk>YL06w+SR9X0P5jUiM=Mn?7DIE%vaKtAczY7 zP|MftZr=@=)0xc?o83Ks)j(`-*_#X9X6x6b4{>)h3Y7Eb%iBH8%40};z``w6WOql` z#Q%^l!;|@dI3VhSp4^AP*nAjFCP$*1l^D!_L~(F^27b}xRLn+7`T5?0iOG6Wu=F9cM*4HuAjAZJG-%(YFBHPQRpKw zRXNhG?}LS5huQ}B2JT6>$EQmAc>YNR=t<$`OCp8JFMGCM0b}!3FsYKX$!fd5rno`n z*X2j$H*h2KO)#kZmIA!WzNl@A-vt%iI{XtrMMdmDdc|7*z)V}2q^X#AozW)GY^G`5Ys1n0sE#$~B|5Dtb^WXBLGe=?RdXe3EMl>7^(r?Aa6nV^b6i3bZN6uT?6hctOE4 z@}rCMO}?J1Q3V^bE)N{CQK$|+uuQC@yzRKSf)MKH*y zqyR5NL&WSd{@2fGrT%RdRTc>pRq^bqg0ZOvCQC%pJfRX%U2%h|8uFv6CT?VEfk9Pm z1$b5cc&WQTwT?a1)X$s09fx=Ob5lou8m@KyJL`e5sSjp-{jm1pS;Y%H8^{mOhPaVw z1O}ds6_EAy-S+&iaP9444FKP1QAK)K>QFCrK$y39$xig*4r*C;dJUKU`=*IVps1;5 z*9?qJb1*27dH=H@*9(biQeo^}Bp9ZAAoC z?L5QwU~D>oS%qD8B3hE?6fdaiC_kz?;YOx27*uspfLEp7ayq-tahJtdgbr%`)UzW? zx@`qsrU#wvlc)bm`crD6rKxLfw^w!NrzFgK=6P{IP*+c`8yK7JV6uagn0QE7hk7V( z5YZ5=xQ8`}6Cb4o{Ikg&NFdMEZ(|?rjE3aco$#(jq+h%ITpFL5J z;lSgZkS1bL7VX}kmOIp1HC7?kn(S)OWuT1xb4$5hQ|2(6raCTVu}=Yvou^qam^n!y zrmr|4s-Gvzketgn_*xUXVt&dRKpc7a2_E)oJZnDW)v7Wk5+)^tj&FC$)EO+o@LU4(jMMz zytH338DfE?F`nL7FgD}Btiqy}5lJs8UXV0iek4u6jm$(aNSdSoFUfDdOx=sr#qH`? z-R-aKr-ROA?bY#iL-oXpS!PpL7H?FcrLxNuIx?KFekel^HAj_t z8C#_{cjvat%gh-_PE($mtoI}4WlwAh7@MhJvNgeOpIFd@plOO51id0Zf~Mm}W(F7p z%~XIFqRA|v3w=!szr($crTV8-b-*JvlI-x zmnp#WR)b!tfIB+R-EFLIn7w$u*Jra_e;TeU{5w~IvB?BezHc)bgjOkD;JI3Uc&@>X z%vvz;T&Dofa}Y$bS3&QUTlV;7z5YC0H~9B%1Y@%aOlIwbEj?i|*{ryM?-u#tyA?Mw z+rYqgy8_j4FLu6}~^iakBYJ*>;Z=T(%X_c(%hOZ;Ue?Eaqia&48-w*>BV zd#0H|%%~Aq(OsESJHNja(Hs;b?aRcvj^27T)Ze%Wif%ioPc-~_nVca_Rpq^dPQ^YGW9=+X& z)oHu*#I)Bo_C{p3wX3CLseM#;664c{?{pqdc3I|<-Uj{4p2ih0Hdn!9?E-PX>|Vo# zYl<7_UzZ>HH*h0!6AbikDZtZL_s;Ij?RFM$=f{a~5%=ezOdxnEzwImda=;OKd99PWVn5Ss=ey)<(>74Htr8mL1 z#Q{-wJh{7IZ0>=fsOa`^->bN}hQ7u&6)Hu9<@I-Cxt3Jrlj% zv-zmr1oe-33Lgh!^9eAdgLW|buFxkHFVOy!{Lub1Ze%_K2HKxhfT#VIm4R-R>1)qd zo1@9(^iQ1r^p?u#J=S#YLf_(c<-FlOT|Os1i2J-J`UNmHUj$Q1PS(lZUsBv4@XPWe z@GH2H`6?I$eoX;hpq37Io3)^nJA|!YCvKj0cj~*xvu68k!Fw1$9J99uu$zw}VYd=z zh27bnRei{x?d}zQp2D(D4{4cdGPTAsyY4C02eCl>cm zH^JC^3rx|Kbs5ID6*uVmj{NBQE^cJL2L@f=S3s7oc?(~k&?hm%OSj}w#<{PHgZj3! z+flP758%n(0x@(K3Nw$mh61xJLHK&@YQy}zbQ<@x2YRzx+_GF$nZ8?Vejpm?`l09d zBQQ2U22;vWVo5YL-A@!Z==!Pr==vFMWPT0?UB6I(*X7&L>jn$Ka(lR&%27szVf0(? zjF-Q2o>KPkScZZ4(;2?U?DwSXYknz4Nc@$j`fD&YzX3yeYwp)`VAKAs;strXlOK7% z$BoP%z##9B3h?qY*Y4hk?SUHID{>Bly;s65n^)NBzNX3AIM~qc%)`&!PIqgFy*HC3 z`l`5BxqD4>GNE!(PnE`&;*9MZ9P(fv=V#OY6_$cr&ZDOWY=+~Ckbz_LVDE6&aSpe6 zq%UEA5(DJ?*;D%q7@NO>DJhm%X+w(rO>u*yzsrxLf8a*upJ0&mF9mo>GSD%fc)U{G z7X3WilO5*6cm;(6wzcCK71=86Px2nOC|4Ey`}A`P&Alefsvf53@%TI~?e(7Z6Jb^D z>IRg>O9?AwFU*v8iqx3u*kCY%)l-|?qrrsUr#}C;NT4c55wUv;j7?53t8rrHRK}EC z{4A*`xBMu|gBzK=U{I7#0bY@xdaToe?dZ#27P+SFYmo6Xhk4%Hm$;ivIb+E;sZ5-n zn^n!N_n#lD!ZrJ-L>m%H0#Dd0Igz)w1_sy1i&&U)xV$}4)F;hlPR-*eg4Gih)WjYi zK67eI?O`u38TdHT_ME{$y8W=L>0k}Oi?h1Dy9H0%D1>% z?Yc>1nMd~i|6}e<;C`su|F4}2Swgf>5`{`cCA8T>jJ=4;UZktBOGqk9$i9SZAv=*J zo@eIS_kG{@ec#vr`*VHIeBJjqx~>fIn{=z zbClj!j}Tu^UheDcEM9YY@=jlmzD{YFXZL2A2%_qHcVFJySzlIn%GY&C-zs&(AVt)u zTykhE2W7wh-Yt2vNs|c|D`^!}J^@v9uu5obmC+&r`5l+;;xAX;5KtAR38*SIvTA4u z=n6SJAhi_5+JNF0sN%nhWi0liq?Vv0zf~6zA=YrzE791lLbDJ#TKVY|S1WG_@fxKG zu_iXMT4)IIS~)z#M+vch{hR9a9G9z6wfa8YV5rw1eFODy({p$aoxMM@N%uA_8Bx_) zU(gP+f%pB#u2W&q*LI5Q(b(#s`BSJF)s1%U2IULnb(My^9yYQY(LjEa9QlJ&$a31h zS@)`Ey0lZPbZbk#K1yp=2-D%#=w zpG}re${p%-ZQWXzCsTc;I-1WJTtB!1a=WeCzoKF~c|f}BPW>p_lTGG6&@NfQ99F-* zD|Y^;Yg%5AuD!}96IvTV5LH{JYlp_x9?hc4&#!F~d@rC1j0ta1SF;s6mETURuI zs|DirGdB^ZoAL(m?n(pR0~=XSG=TS#!@-AB(i8NS7d|=37oth#*e%KOQgp(OG4(oK z_Utvu$`-jvHU(`_;rU-If+9bxx5_4%haKt>G`2oy7K{dxGzVQb(tVXT1oNoU1k(>2 zS${MH^OzhS%;S`k@Uh_wC)M?fTRM3>pYzoeHM3=Oe9D@XpEp_4nX3u`Q^9iSF2OPAlRo(#k7JcDK#x-z=<(RdCZGX&q8tvbw~LD( zpkkA&bIUH8y?>ZCiLAHsMJi&zx@e~SMqc6{H*Wpji#I#rrkICokmCy_qA38YGm5`n4|JV{i5#ds&U53WC91RgR&TgnzC|`*1 zb)|`LB{s5EXozsN93G)=sA&{l;8E7$WUu#=lf}vFqtiE@Evwq{T)J^IwQjAi+tjY= zb?K@yxf@d-px>Kt`OV#vP3O*Z#+_UUUeW*dP`PB)Lyz;+jC8jrdFrsaQ@^5%fRXY~p3W)%bTTVDPaG`6j1 zc2!~^H$T3%TBEFtr@2B{~ky2soc}n`~ zdFNKi-LK?o#EGlzRylz0ae%kc*!H3sINdUOnlxuT58J1_0sI}M0pE{}>;M|T56a=- zy2W~kmo*lQPj^1)jn%>Aoto)_PF;2A(>E*DW8iEST?T$pIVNAq%MeFyD_Rvwio*`6 zFzDZPio;44WwI+rE;()~@^j^T}`BV2XX*5*q?tglPg?Qxb**_|%B)?eK$X}{#-`iwA$ z>$A@HIW)G*fFU0mOrHSp^*vP(vhS5@v1$ zfxEoFC~pY!uSyf<->{MW9SvdrLkW&|=>Zo%J%}kgdNZNuQ^#U2 zrxok0oyrgUrw9n?Uyk-~G`9bs`IcUv1mYU?U*!wolq#PK=NxQg=b|B;^W^Yw{--Vd z`6`weE^wX;(bz6Rvr~&fsN78hwXd}DhB(S7&0)D18`&jjh~rW@JPyr0dGL15rQKCI zZ8$7-lJ%F?8RK2E>{LHlYh|^0c*}XY<*q@$o6%ki&eG4 z)6A*}hxn>GXEijoE70sT;dtamFgYI8l{ds!Luul>5*yi7Xo&A>IXpgpa`RHdbj?@> z(!2>M*K)XV$F(}w9CS=}CzHF?SJ$WNm8H8^PW@?Ax^Y6XrvbA*=6av#W$pl{Rw>79 z39{8s7v9-DSxFC@AI+b-u4l3<@>~UNo?RmdqN?e1wb0nEMYE{r%jKUSUZ=bvs@h5u z)%DoO>YyR28|3h)p5my{cbMIJLS>++Wdo|5*RmnQ10=7Zaww(1wPrzVe1x8YoRH4Y85kjD}clk;7xrLz}Ycu3Iju!R-qCBhF3VuGobq zHKfNRYpYi6LtmSx+B#-Kl6QMtBl_YsuULCm|Y-G*Q5X>ENcrdedU?4*@}apx;_SC|S3!{XaDtv_Y`xHoJpX<#N2a&(2J(lM zhWrt1WPQ*;-d7GM_lHokl6NPz)DqOxtE|vdwf3mC4QxLzv_Bf#V`v7O>wR+7VK+an zyaDzJrGXuQjcgzqU~tTGG)c^bXB4?gxJmKGA2E&?p{x4>5YTamF-v~WvYH$lkV)<>gL=F z)ye$6oZwm#!M`(7(m}D2Dw80daTr5mdln5r(DTYY`A}yjR^AZAD5VKvG&Zs^Xb57g z93I4E3NJi|i+)+BXu9|v-AVi^JckN?+c@D6-+1SofW|fv&0kqGn~($aobrX(CMiv9 z&toH-jE2~z$l9u$p(7V zb8)Rs7Tv&H)(CI-dO19vz8t1= zZ%Yo9OINXCg8DM);Y#e}n}vC4o#B;-J)=~+b~Jq}m<~HnztSZglZ~~SG*dU4|Nnje zu?;E<_%|J5BO2Q#w8+_%d!S8Iu~~To{98%`zXcoFRy4qGlf&UBQ*yewRkGmjbW84` z;@D(kxA9~AiFJqS$z~>e9(hQ_$;N(VsaVVWTtB02h;0`R@$GQVooH;k(EP|;c&}-< z@`c#;C{1i{VJW;jv96wqlPLOFFsVH>!@+uI91I-j2R63L5fcDM%`yxtE{pE>%+L(-&7iUPP!(YpYHX=r^$Cx|JVmr2GEHYo}#gR2+g3g zW=(SrKCHX}`XfpM{ZVXWA43E5$K`P7+#@Q+1+stlQ@JLWIc}!eu##s zek6xSrR7U%Kh`c;)L?|pkK-Yn=-=(f+A^p=@gjeU#`ZHb?0l`R;IAG0T=@d#FO&xJ zm)OXDg$B%D%i);%xM%TUio)7-rhgYkY`+lM>o2o&!9l73sM%W}}?U>OxhV>=Jcpt=9d zPpUm%c?0wXN&|f%HnNM*09{%Rht?WpjCsADyxt<+RZf%eXRu7{_H_G$={Ba}r+bDn z&1ipvbU#0m)#E0m(`$!;&&iAe@1%#hJvT8u-E!Zv^gpLuNyhv6^QLq~55M?4z&v~= zSZ{sA+rO3l8SLKKk=IB#)K*3u9F2<|@Den(OVJ{MzAALOW%6bN8M{)n{2r+vVN;ABx1bYS?i#&-GF8>azf>rJ8s+RDsPCf zp3=m4BQ~;|&=6yNIXuR$#F(xc)3xSs-bGSl$9I?7GkCU{!ApJ??(P%)Z4Fcc$PK;d zo6*>ALEnQ+3w^8d2INLcgM1q{vc_mYZX$;x>kW^Gm}0P<`m&#~eK0E~t81jYT3zfl zD4EtK-7xYzrEjTrNAGmMKQFkS*IIV6Lff3Sa-=V}df@4eV{?aCY@u zIw!M}#Upqt@Vt{o%MdebZM9`k+j)`g(byhD1FB~H=jW?*P~L#rQE5;+VIzA84XB;v za8x~$x%#R4&vj?Op6{P9#;~XngB833w2tpo*6KR!o}MW^{B%$M=Dbq8^ASxLIzK&B zE_p@mZgQj{Ys+;>7y8G(I^K8=licUfa#5kKCFg6*MP?onzo=_lZX~fM)-UU#@(Cz% zu&!uq-OyqkG0xrY$`^v^p)|qt#75Q&4Z-x5!-G**rC5_x^rI*xRi-oTw}-_=kdHWU zA2hbUXjZ`(!=-lVR;;f*s=Oi4eo7N)e{5urp&`)6J zI@U-xU#i{P1(}v^?&l*d^afVzTAj|!H3nIwD#6+lDh&DoPB9RTZ4jE#gH98Rav2${ zyn%j*($EjZMm7u$^iRs+^m=qw>@c0_U4OFMv!}#Hu)`gC1RC4ZXcjC7DStf~sk|ZB zXOt#b!$$Tj8iI}G$RDb7$8)0xmCZfqq&qW@p`>@yIjwc9=x)B0ENwr&rGDH-Z{=_q z9$x#~X(b$?yxT^pFz81+#TYcUv1ryjfKC9p`9tHBH_(q)8u|&?$R?tJ{y90E{xM3q z^qOQ>c?KrEOFX=5+qTIfzku)(;46L74HN16E0A@q(q&B>vMe4ys_-;$56ckD@%Q%g zq{m6vB$Y=1&pXIuG`1;dXbv=|(C2ndRlWfKg3`cG!$$TZ8sMkP;qaP^cd}LCWb+>< zq*C^hFo@}8=X(W>Z3dce;zAE{rt*cDW+_cfv$2uAiiVix$l)>dI95!>9t$6jsHDH! zTonTGJTLtR2u3<*vJ;6fqID?PVHaZU6;pUgl*lM`K%oW+yIlX}LJ+`q9aArO8PG&T_vnJ>591-^(oXi-{eUZ;y7@52}GI{Z-)R(MC=MKB1esZ9dLh1QT z&2&|=(!Yh!nPzwjZ`Uti`6XNgJ}dw4mX?J<*&3BiFl!xZ9U9wuG&=y<9T?8zT6i?-h94R+L+{I+oWC2HRVF#`&hxNZ#PUh6Qw+&rR2tGxVI%uA8c07Qhm#&_ z5!F%2wr-C)^(|>4B=e#mRZlGCiR8GutpXj$ic8Rwf6lmCC*ARZ>LuSrtkI zpL3eeqp^Jf%}1d1FNxrb$`>N|lF~%*Wo%?$K|=&zmBS1ONBraQ^@4)Y0#&SmOAB^ZXEv?MG-9 zN3H`*o6M!<$I2Vx_=(cQ@l$MMKSM(tKbOPf&_%p{^%}jX4X>!i53Jnw*(QGbe&lI} ztX|~aYc0cU)SJS+Thed)g$jZCmtOj>(Aa*B7VCD<(*8#I0`YH^hWK~b$bOFo;y=jY z#Q&#VsXq#XnEvE^e@0{b3mT4up1eFS|fR!hfN&T!h9}8ZENx^L@fH${Tk5#Yz*yCD_O=MMDf_L)B zW^NimNp-s&=VSodgp>< zL40jh-D#J^S?IT_Dhlpu&Ts`9TXi&RX=pKXa~-+5)==KSex=f|UxkhAYBaE4BZsq} z(ATqz-98l7m-qZGmb);P?6=hv0x{KcwrkPYu0yk!Xg%{W)mGjR)AdRdQypw%H=rS= zx^j3-x(;8{sq2J+xmm<@l8x0K9(2s7v+rRqI2SV7<5{bxLW$x=r@0A@tv*^L3Le}L z3rD7b@`flHDoqqOVf8HG`1#ak<&Z3R2faw?aCYCYpOKyHN!@B2O8qL zQx1>Mi0^%7;T0T-l8#iN|F}o&E&&ixb0@nSjjaWmMHC)I`^=}7${QkTr8E)UgN^K7 zG(>ct93GKo3Uy0g9L@O5dM?(qtt@!4qCxs*GoLlru5H{n-SCtqF|Z8A%ywNK^@Tg` zy*gQRQ+02ej|ZLo-R@Uez(3#+tRxDUz0oY%T>F;m9X_nQA=*cjCfYvO z$oiro+DGN^Xmv-_h;x1^Z`kcl^?>6Hadgah>Fy%IV8(E@S$lIwMQyjx0;|j?8s#FKN`2 z_gWYBk?VYBcyD-?`DurW&h+ca8!Yo59hSq0Tc5jqOP^i-WzMo0v*_ z^_234IEE`t93!xiJ&lGqM#|xF{C{=7{fw}P)13ENG`1Mc;$$c;_nH*fol(jg;vB6s zagM=8HWm$Wj+4XVRJSYHG2r>Tn6u>XgdVTboaoToO+f?fR5={B9}wx*XEfpDK5nEr@o!3A7@i&)F(y~LDyIi;@5{tT z>Jt-ESyhGAZPw<-q)r(B1(gQ=G{<-mjcqy_@YPM>G|r8lzofhY|7E4Ye+3)a3^d@+ zl*92y08vuQbaHPPmlT!FQsG21+o@hfW1E9!2P5AKb1>#AZ-{1|(nRwbHnRC>h-QHt z9?i%Th^C}y3;iX=vrxqo&m!kqjK;PEE!L;!Y+tH;A(mxI6U%aJWGm1R%jB`<$ChuFA(Tk2wrl7^tlj3xTb2$kk|UZ=hMVqt4~-tO#z6@`m8nDot?fu#v4t zLvS19@Zj`OkYZi0H8jmD`X<}Q`dPEiuPra6EDWJ0x}Yca=y)ayz1lmBSWmwpS#n=x z2EC7wlNBNlGDUT3y7RuG^Pufbfe_h7C)|X_wi(T;AdNx(Rp_^rH$=8YX(HQ-jcgkl zBHJ#9N9M!WFZW5N58$0hAI4^uEOQqs3^`YXR{{DePoQ3^pPQQvcY=o)ANWJ}ZZEvE419w`)5rNXLJ`1^#TNK`0Mq)zi8G`0_; zSroY^>0DtrS3aV=A&QSGO%xx)M)q+uMDYnZJc`ahoZtOC<1Wmf>m&d)g zC|_Yd`=mAx@29-nPouGY1}#!o@+&}pR(S*O=ah!`^VrC~fCk<#%Hh0fxLDqWHz#(m zfRw*GS@1^FNgjm4gHrhWJ;8lREClyuhx`f}+gH)hBHux?K5{;=gzIwE!S7>$Xgq)v;1#EK16&Zotw^X z`$Wp3pvSnsDLe|t`)xl_S-}6)A%2F&_H*D7(RQZMS2KZkp4g9aLk^LGC@V}A6 z;k8!Zg`6jgd1kvdH*kGc4@BXCDg14}6&kVr&Y6FY#`Xs^)WqCZ%4yjCsC*&LKPgR| zf5t}k7c|8AS2;XRJ*+N%PMx8~_-`r#-oJa<|3G8=Cz>@2Ts&AThg_FptGm#UaCt76^6MBW7tPfVAp0#&5}vVcDq%cwLO+xch_c*Z8wto5}ElsCX%s5I~wVIwPz2KX{^_zsV>!)Nif zfnIRq_7SYhN2hO|zxF@g-QspwZaMqDN1Ka9_d$oN~$=h|4Pt@nzV^ zDxiV5q8v`F`ByZ*OBrfEz!GarkK^qRMulF!w|pbv54fc2xS`B}Az8vh|Ko*bl~fq? zm7U^pG`1>eaeCcY^|h+X8|bSk4gD3^$f~1(zJ?r5uPLsDCsT`7yhz4a{M)r!9S^Cb zzuT260pzQ^=&RA#u0b39fhp>trNA8@`ku>Q<}IMV_ySFT6b zUx%Ui6tKAs@4flKnniC03itT&ep^!&0(CPl{SGv?JJF0fH$ug@2Pf-Y${VPgD-HGC z*vML-fx4v}PVLY5meXUJMgz0BgDOn2D4CxexHVbr2xQxIL6N;PzA+++NtodZPjNVL2REYmZ-8gIAsA+~TY2oG8=r^4TNW zG^~BR%)V%BkD^)4&p-X+eC?;afwjNVus(*3>~S=(J|Ty*&ZW@8hW`Khw+#>;@eXwE zL1=7)(JbEl*e3A~QQi>mP^F1?7&fve(Gc%ba(KK$J>FL7TLW9)?bqHVER((|S&*#r z5C0~6uSwn-T;Jb^W~h*-3CZ$DcpFMr>5b{yaSx`89@CG`W9c^SOAj!TKpS`512 zHd>p8b&Que7L9Ejnz80C3c5P?weiXuSSKhA>qKm1&!K^Jk{r&eDZ;!uy}M?;WMOsf zzU0le?9N5JHRn^)lQlHEtTz6*pDyXUSM&1~`WiFdZ|4>UX3wiU0+{R|Q_$F^qFDgB zMN zfO(R~Rd8or$auWp_OgnC{S{}JfyOoy4eXj)o*!YJrM!WCw$iY_ij8az8rbK`;q1Nw zd;wSC8D9MErGJ%lRkE??P(^e+;=;e%JQYX;uQ|zlG`0n376HwFK7xhH8zNYwG!ZPu zMz#bE5iFI%BRJ-2MFkO6ul~^a&s@z(dBVh51hz~CLB8AxR-m!Hj%M|S8k3tIPrqWN z@&@u%N<+RH8`&FZAYUVgllz-uD_imSbnSz=TYwAFRZY@$gHP?ny*%<-l>qWOFM2&1 z+XnPK$W-+=l{X-7R2t+>*vK}c0r@RC99g4X>EtR`kH7dFuhCnR7iwLY%=cGxvhq*X z+7@jd-mPBlHZ->FXmMV4G;PZc4e=aMns^RkBRhnKc;1!6@-7!5&uL=F$am#ui^Ii@IX zV%(QkjA`=yrRhg{(dHLfORyx!Lce`fWdQv#FZ|u(6D~CgCHIZi!O@v>;M)p-SMEEs1JVGs6el7F8`C#6G zQDL3lO*H!plQpF|L?_YmXNSnXu5tkXh68*PjqO`#5%Byf58qba0RA1N0sk&GvhSe* z{QGh^xZaj*U-$0X$?RKC1ua9&to=Y+2K9$tM!JQ)QCdLr%Q+Pt%MD^*XWbwBOkYPn%-?Z>5EgI_?IdG;$LAId_`mX4H}5` zxGcZ6$#0c65dThTh<}fb>&_H9Yl{;fiZ;6G0DUo^H- zmGb*uO})1{8ZJ49zh_aLt29xZhmGufG(>TM93F)x@?66k+4DxQuIb*B>Fyqn+Ah?_ zp}ojUEse%j1}(O~sn-`PU)bN5C=KbQ*vQJFfwY_)PO9PK!aZ2{yVyc&#{)dx->tmL z0{k+EsDQ>+5zS7@Tt5tD?7Nck2KdTK1AjR-vMOkRuPTSbtN&i=qDxpbY?ns8-}6Mf zFp%Rh9`El~O+~?eg)>w~W2=E?rzcZ!xM|JJ5V=x$1N&7(cIjxok~~_;bWO7K{&a119%-M%71nC0B+##QgzM1Q zYNPqFDV?9xm+O@;VAoL^>>IF=)kOn#Jvkg(k4VPzuJ@W`U3G7?hm;!C`i9&Z%IS{l zC#A17z4VlZ0dG_h@ZRKQ*GFS(fM(SsKT(adv7zz?=9`s<`4((sx1xc$ksNvE`pKe( zqi<^HOS^h zq8Eb-i$2-kHdI>%b(k0VBpTaOXol){0Zb=Sw_~{S2GkKsgZeZ!vXN*&eMSyP)d+Pm z_mUPjC$oG8`pL2t<~P%(VSU!ijM3Oep&6@>{)DMdqm?(Xj!_!cvDnDQp@DV09L{>I zsZXa@Wixu4phBRY=%qi0#x@Dfs&4L9E7#+AUU>ucWTl~=f{kn{8mM28!>P~e($CXW z4BRhz`P0$ZUP3c&s;{r9rJC`w@&@i#l!ki-HnN#$;GQLibL*62jmD+PY-9`2K)XL<`OivrD(>Q8$)LQ!n#a(1M707VO@cZ>~%D-u9U-BeOC2` zE_LaB&Ofbt!7MmirELSd+6#RHjcpAYV2|DtQVrHBZ-8B=G_dQjk!?T&?3;2p?6K|% zdtZ^hek%_|R;yMpVRCuB9=%xIpC1{~iCWvJf*{}I1e?*=-a<2SwZD2+sP7PLQQknl zRcXk#VI$j)2J#(pIC)PX#*}8M^2PV`7F*PhC(x^t7ks*2I=9Rurjfj**CtK@d#6eP zdzTl#8;xxbn$-@v_%zDEgZ;Mh2JF2`gS`(M**j>!-YFjHo=X&-_TKBtPl0THHz*-S6Kh@4Z))qgXE~`2rw~X@mWJwE#9JcYUCqa+l^j*l* zo(0tuXL6*?*bdDuDjKpKP|1XH(2)+IvAv6Cp%6rV9PP03hER?uO(-A0M)pB8gp$bN zp%|f@f9YK;V=>hq_N1#zHD)gEuKpq`+c90;`o^&I^X_z8d)_g4x0gK0l-}vyKG8r= zADwPnWP&XtbCYjO7P2JaOua;ztQks&c1H_lDe24WsQ`%RLr(T#G`5eRMIy?*PRPOe zsPcx0KBhDgeHNtIn-7*w@`H?E7_04pvH6@#e4hS_{1=`pHtot*XNZct}kFC`yv|R`jQ+Tmp4i8CX*j7 zqpwJF42qR}3P0@2+BUFX@j}0f#`ZNdgUvm;1(}2Jb>$7P-%uLZZ(<|+78+o`Er-Ku z30_8K567I%>wN}TEAA84H=4jRSkSLcwoObY-^Mfnew0rRK2n(_7kt^FTas;8CF?2- zmgAPbe7)x|i^B08nB#|Q-%+WA@mAkh~va-2b>ApF6qR-`As!*0?zSzAoe|{B6I}=HdOlm-`1awm+iz@rm$N zzdtEoVEwbwu>J)b*HfCAi;E!t;lTeyWBV7HuW;eL^nWW~2=YHl6Xbufk(H{P5Aqz6xgh_it6`k0Vu|5A zEW@2>Y!{$K&V8b<8eN2_RqUMVCcmD~D#txwe(t0Gg}v${Ua`QySz7*vKlP z0lAVKj{HB}^_5jDaa`^^RnXX~qFEeV&2zh+HmjQQhB&TJnmDRsBddXiIIfh#Xgx zz*@>10=!mf0=y0zS#2}~c)c7Rpzej4YjU9Bjdytui=U_UkJZtpVZFi2tc%804-Kq- zr{fJQtT!reV7*CcSnFdWYk&sUhH^No?uDOdoV>tNoVRPgw@)`TXA#lO<_BTwsASrx zWa@}hIu&kKAyD7qrQeFi)(FkFK%tqvP5A9o$?aV?=uKHhP%W-6ax?r^X>(b(=ni&U3f@0O;hx$=g9?pB(B zT3{n9O1ciX&bzcR@ppC5BQOTWF5?C204p{`@N^6>L_Gg8daN#{Ras%x@1 z*J*sQOR}>&a{~SI?&EH_n{T5n@JSVMYnD`7m`v?)ti6#%X!i(!i0*Z=`_S0#NArg# ztV{oZ@`Y$xD@`tu$M77#sJsPRbjidPr%a>Wq!73mT$|3pc!lK#xK_g@2R|jwU^Sc_Qpo`FdA4Nk;7Rvw{_y>?bGQk{1TSFUiaar zM{|pF8rarHTL-tV7yBq0TR$|z&0P+1(+>M9Z@_&_X>cFMM)m|6a0kfYxIQHNGL?Sb zbIC%#!9LlYS(x7jYU9uj@=^z*u?;~pS}wmnb4>k)p~@R*hbay1li0|fLIdq^Ih(KL^eVoME0~3jznX71`Uzbp6yX!G#S@N#FOvCTrWoepWP8^l<^Y~>BSuPP1i9BgEB(ZD-T4(E+1qved4aAF;hIk1!vZZJs zUM7bV`wWmJ=?k6HSp%6aOoKV02Y2@ik|}ldqkX?V>5*hx7e08wCzJLhYpT@l>2a;& zjqjD|*0L?GEVl+J^tSNaidtSLWyF9)4Yzxwh}EK1$&?SgjLELqFAjoQM`eT zYz-QsSSyD|;m>d1sD5!e{{ohR1*lgQ_3L)$`qlfMV@}1k^d0YTC-fdzhv&`oZT~px z@n{SGZtGMS^y{5s0~*_#XjaR!W=M|yyWd@Y&+0wf77hcf6LvM?Nr`Cyh~|_cVi>lg9hTa z<#6J&`e0_Sih+Bdm;VkL+kQ0TriSFkAZbqyC~x3Cs5IP%u#vrs2JXXhIJZwhpI&P? zA7q%>PxYjJvS(Pbtdn1Z(--?En;Rz6yi3}w>JXlw`+`%=k{MUsKlZ#6S#r*fs3_P! z;0zx`V@uGZ?3(CA1hg%w@&@(~DGmFFv5|cQ4eTG4!`aox;cLyEll2433cXf~_UX#9 zCpEwPJ(c=n+B&!&_hLVR#`Z}x!-bVwUX)$^Ddi2gpH>>&&tN0_EE;e>Cx_#nl?VKv z*XH5m>z{bMw?pP)yP!<1~Q?@yICApcBhkbjPi>=$T2{-qp_ z-0c|1r}KT}JoB$q1kAt2GNg*e_FFV#&R-m1{+;p$=HDv~^B=I0{Sgh!f0DzQy`R3S z47a1Z(-+#GkxKDrZ5-Oac&UFyWBVH#Xw@R;Uhv~G@^|G8wEs{V+J9mr`xhE$|1F2p zs)69G-PwFhZtWep?}cYO=~S)#M_UK?zg}#q%Y}Omn(bU#G8zbWF}UaQ_YC(urNKQP z8`%YDz`alo$Mq9#UX-qXtYYr1j#Guq{y)1&+Xl9@7g`35?P4^81v5W@cZu?beS4|W zz?Q{ERt^oY<>heLQ52HwWA@s-tN9p+hPuzM@>FBK!7^L5f=@{uxx;SC{is~A+}-JN zf7@Vm`C(m#@`jtTOiva)b1TdE%+s%89rI#83eRf0Obi570m~>U8e1ha3yN89w0itU z^{%YEA*johCa5ad$f}|tsA_U}P`blE6Q^MQ09>I>!&=?TtbxXMC7QA3*N=hqD&-BV zS1S$cHQ2~%qJg!R9M0OELfWTmF1jz>=2yRZ$)2nFB}-%9x38x2C*ItG4`;m3 z(Au>s1L*6pjBcW_U5^H6-8SbRqt{X10DXhfK-a}aRu2u(H_DOU!FAHfo$IDsy|+wB3E(AXNH*$(D(2juWLy0P=pEv;D4aap(4+WA9ytDbi~)A{wW96#;V_FS{)oTRSwX z_-a$K`}X$A8<-zd8s-kz$U35dxsx2u?Dq$UE@Jk=TlIXhFU{T(*6W`&#AnL&>XokV z%{nChWI5wGQELyW7`Quo`CZW1BDBc9&fmXxRo=keO=-BhV6gR1)aD9pPa#wnxwmon4+gf4K$jqr3sVuhO7D zijAxv8qoX8@xQO`kEvMVc-(oOKw}$#W>tqE^6#k*RNfHBAf<_8FgCIwXozE|93F>W zuS(yzjxNF5qmqTb*Vo^eE-3wAvfO_Z`vh{fV^7rDFqH%NlMe6{8ryI*I{^84?_8lq zC~p9NT4}&XVk3J74d5n6zV7tbtLzM(EXz&N?{F8BB(|4M7CHGY1|4QFJ!xCtQ@Tz) ztCB#E9bpt2+i3JCdg$Fycg84hKp(3#=;N@FjYk9e1UVdCZ#Sn$Zb%L`t#+}a@`>nl z-m~e#LH=t+KTGyr!fX#tflIrkJJPKW=BA6J^B+rIOy=;W`H4hi6ICD)Jm(~n(Ab_w zvj}J&bB#TX){8IsJ39SI%Y5^P<7&zKNo) zee>PSUKy=qpJB|KI+#wsTF9q--Fi_a6UuZ)dI^o~Wi$(g6FEOm>J{Y;q0CU4P-bEy zn}vo@X3OEBjO1XH#C5X%lFko%RmBs}9Os&g#x@Vl&kt$LwSbECn(~EM<||Ds3$T$b zL_;i#zV)EJK@UY|GH>0OU?&4g(#B<;okN zS11ki>)6Ovq5*o991h(@&@b1Rn9Qwufoe>;doZ6~K3Hp|q`%v0Z6Dw_yx=ux zY-`aBm>xpD@~>0g0K8slfHzg~pu+4`-oU?4 zY53p4Mz$Xf{0HQ4{~nue#lZbxFaINGY#&97aC3I%xId=6f&1f1!~F?tWS>L>_ow7=?z1wq_-Sn(-p_cs zpG9N)9Gdaw@3Xl$eO`G3?-!JY_lwxbzJvzeFUxWEc)y~}!~0b)_iJcuUq>_EtS6)A z5#LbW!23<5;r$jivTvh-_d9Ypudfufu1qpL*~?0yZ=X)Hmo+2yU2PrQ?|HG`M`QZ| zn&IXKl2jx5+7FdC;QmNyaDR-A>?dfz{iz&|+n+)Tn>)tA-sOE@KI!2t_}X;;xO8V_ zRxPIqAJRG9IJgOuyH8@Yz<#FU;QzUE`~r>bmuSYH8(Y#?L0|io@&^82D-Hi|u#x>1 z4g9~8!})z6Y-hD|1~C)YXW?c$?NqJ(UfTxt4_@dW(b)ck=I6QSZB#)2tb76VFG>UY zS8QZ|Lj&mF<#5nrJ}xg9B`7=)CH?L{sSe|nE7}~ZH&z(G{X;0k^-pK~7aH5Y(QpuQ zk8Q)tT>nwt5Ziy1Cbm*l6x%syi0xdGx!8QDcTM&5g=S1nopMI1{CV0qwC8)N7of3S zh-S1rG4$02bcSA}yn(i~($JQ{Ms_h8XfKh&k3^4SRQcjl6$G@(8QH~`Yumt9@j|Pj zu~kE}vyw&|SXvcs=dMuR09##YU~6C_yAlnsSIOb9XMAwwXl%96jFko( zR$36IYF(?mf%Q72VXcjg?0Ph?){!I6+VhI@+tQ}-v58afq-K@GZqTM-t?OmhLu0!U z%~-i?b9H_PFyXXWC3i#8AMtzK>;G`8E&BD}fhn4D^j zl{fGAu0c>{N6rQz;^jVwX~cUL)_Tb~L{U%b5hu*SI_Q%M)TLVw{tKHhKZ zrXq=10Fau$yD zRcYWq>KOgd*!rVI@be@7k121!e_UzspTI^o01fy9<#7D}>4^Uz6-yk0oo5Id+fX!% zBlp-DvTBW$#a6O}hGKc_UzldzFJj|S$+ayaue_V1({nG^PIy1$cl zaJoXhzPDLte1(`>C0moVm!*e!KZYT~4Rr>fv;DP(GrUUK6d@7gRA+qwjcpp5#mI5- z=14un7nL`}I9+LCd!46*)Xct)tLlZ0E}9JYR@8JN-`8+6-+O)R|u7EHt*+ zXokw+$hA7OoUbZxK%JvBsB^KA%|ip~YjWhPPzU2(-3{p;uR-a7WPf`eyBuZ`!)f$p zY`%(sd4ZR`5RGjSnjh2*w?T`QFYqo=8s4SY$d;jjcexzSdseSdD^v{3uY36`(b!g@ z`CB)=!^S>dt$cy`4W(gTgN@P#e;nf`sex@GHyK};K*?@ctejcD<@ zLk*&-+@!oAuFXml*IU@gwxA)dt#Wu=dc~d-cSpKueA(Rh$ykYa(N%mpa#!vyu5mJD z9PY!XbQah)6$JTqC)k0;wi7Kvp6>_mQr}$k+PxMf&TruDFOb z)2ZiY=mu_|ih%hYFMB^4+W|B%tJTamDhHJ}FdtGH=6A7?9YzE55joC&&HsRkf%}7A zeuBo9q8WFXXXH1YA5z}H{b8ly{s=a*kD`J5V{$mRkFd-r&(wyMkv~E|UR6EOzuU*P zZD2p)g?uayYC{4$Qj4tD#?EgM|@X#1NrxqhWz{3$bNtZ@*m3KTbM5)P@&@idC=K@?v61}=4cvd0!?}Gm92PETEOusY`q1&}>52Z` z{-TXT`&TdZZ)j|PM>ASb^Y?N8P~JfMPo<dEngqk;B6ayad1AjT%M`j@^uJhm?! z;4J>)-jaLTrPIom@})EibC&SCFk1VsAc(3|RneV;#&#~6MMW*ojbc#O&*Se|ROc&A zR2N_)yATagT_nfZtLvq;d3eisxfi3cU4mx3`30P*>z68TI0|KzhPNCxvhrx)y-W`0 z_4OK8C$H6DaCm7l$1jho(hb#k4P`59x~R`SC3&fQrSy$4r_x2V3MvWoijGhTjjb|z z6#eL~zFc_&dKINXuZoSV8XC~Aki*gYb6iihYgJekO8RZpRUG^^oa0I~wyV&LKmYif zF4fh_8~CqL8vdHt$ZDa1|5`bmU+*wYXg8Q;J}0;H9sL$hC3ZyJ=|yonR1(?o{C1rR zfVj4od_5Xl9W*1(Eegen3-Jxg8;I*F4RJkeWH+LL_$E1=*sqwgnQWH*yXB+@;R>;> zzP1i-1248A8r#k2QQV_5wQf<~fP1Ub;5NcWb{iUS8_VIi{z1od>!@@_ZT~C|>#=M| zr`Nb6w_;14tIC)J?)Y=PUR||)ribmtc^oE%1a%M z#x@4cXc^@6IZ7H&8>_s5cAV1Cj>kqe0S&YhDg2PI@A1FQ4X3O*wn!GiEWw6e~j$WdzgS*s=U53WC9L;dKp!kXh zs>UmnH{iamG`K6Vk*z`l?rJ$4SHr^3kGZOCI=9IgL48A826c@WxfYFW9a^LY(?swe z7wh%P8&EeW4eFcN$Tp$@b(0*9szICjJh|L5JX!qs8G+rbZ3Fw37rF(FZ7W)2zvi2V zZOR*9w<`_o4s2vQ(Ez(k4u?G}jqh%49^O4(?%QZ=d(n)SYjnOI>{H&r`;OA^?#D)U z01dnc<#67f?A*fMWjf==^qqRi8ejV8G(H7&NTq=NE|!5rG`1t?d+G$&xDP0A!2Y1p zU?fUQqTRQRhU`=xP zK7XRX|8_$E*oRdV>>qK4kD{@C49(bc%j|NMrapgMc?0_=l!pD2*vLMG2KGP+S3(6aCzo<00U&2QAWi;S^MGnW+Z6J@sw%(hv zD(Ecj(c9{!n=fp0dTpG2RRuu&H81(=Xl&m=i}dXM`NlVuFVKEVX=uNVjqE#Up#82K zPJ33)zwc@Duzugm{Q(-=57BJzQVnQ|bC-=DDR1EYvC{DV1RL2;(ZKsNIh@xY@lNkC zu~Io!$~hC)jGt@Mu>Qi!{3ROOuh77%o7McN|F4xdu>MAASbvL+?00Bj{k<$963Y2xPNFUlKW|Ee^wf5S%hcQnBMLyogo z5&o&o!}~8U_upu2|3NcePB7ZyTt)b=@&?{g)pES&U?V#h4ZP>c;k>?L%u~tQaotlN z)=FMWwscEhf0$_&r%^5Jd=&uk1zz%nXlxgu88Le}UmZ#-Zy+wCG<*1BY-E?9f%sB6 zoY-edZg_-uXtt;Ghnx;&)+Ae5Z5-NiUTS$Xw#(3rHrI^7%oU@8@&?+9N<&)-8(C#E z&|WTw)2eqlk;j2ME~uPa8HRUJ<}wmJD}Bi{o>iBRt1X(?f_H}WI?x8zhB8hwO=&L$KH8i#>(2SlTe_D!MAE>(W2KpLGLw_YUva8TQf3+M=-&2in!L9UZPQc0U z^lMZK*fqWQT4-$7q5)g=Bi|dkPI&`%ZKc7!9vfL5G+^H#$8oWfeNQJW(8nB$S*P-W z$vk#ll>&A>FaAa}wwutSds}T?Zr)9OMF(vg*p6OkCp5N)&;Tpa{2Cygl{dh4Q5x6? z8(CL0z;=_vVb4lGsJk`~Zx1iGCmLHXG~?x3ouA0wTX_TT!%D;Z2sW}lXyEND$Jyh3 zRGWvlpO@PojqNcsR3muBaHVn;bF4qm(GcF*UY)>k0fPG47V25KP8-WJcr{!?iUKCPz^(g$E zah$BRktzo6XRwU$p|L%SW;>ZPF2Cwuth|AHl+tjI#zr;<4cuepaBg*u?@D&umcHJ- z%!#bJRT8_6)23k^?`2LvW1EO(`#67BM=SiC@&?vPO2hg*HnPcRV4Whz*{i@)wRw17 z@N%c2vAu|9y!qD}7yz2Cyn**6rQv-U8`&#p;GH4I+2ft5&BHs(%bktJ_9~k3=5Ir( z!*i53@Xl2l-g(%_UPA-#d^z%UA(?mKa}|?=7oL&2ut1xJb)lEJ2#swqTBP3QMzmpF zqP&51snW16!$!6o4Xi8Va8@7De(~;P)*!l?Ytw~ipmlg%8;5qKm%0j#Z8e(h+1zz4 z*E+nRyn%L&($KEOMz#(OwCm-_@7eyNN~N!MIzumwY|y4*ebdX_h{m=FEp}_q8MayZ z0_R&w!?^_;*;X`gZj-|~kG0lWf4Y!Uo-b88*>K8F@NBzE0C$HMy%UXX7n`QhxV5OFY$$~R-op?uE2Y0_0djO5?Ae!Ok zCR++H-Gh1Z3`-zBxN$Mf3c)cmd=0zy zwa+MT!2PV!;C>Dp+2_%K`vp1jxO{zw@6@KR)=KxEky`OZZ5`Y%d9hzcWBUr4?Okwl zy$5i=s=NXBYf6Lrb!=qcKm+bK<#1drgK&MVXi{=0H{{2%>zgK=lTLZ$v^whF()I!V zwio;zG`8=e+5V+2c=N0M`#t3iz~5II;2&Tk`ym>De=m<9Ir~A z=-=(f+BB>`@iKpk#`ZHb+qwDqO$-MATzLcQFO-J$m)OXDg$CAN%i*kk^Y&u0yiP;L zuMev#oT;0)->3|rf9r++4vp>iXa=1djo^G^2me8N1N0x22KrCf$o`B5=)cI}&}Zf5 z;;-5~ynpj@|BlA?4>aS=?_`?ce=2X_{g=}4{u>+Ff6&1DUpbst*W>%rr5*Up+MC=X zpNZajsVj1{=U^GpLt{G+&1kt?h$bG|-lo85ORmO~YEr%dCvX zb~zeY^%%pOUR{u@C~sh`sx++Cu#sJX2G;6wh$fH1O7!Z~pL*#2jOBDijD=+;XG`4%ujN1FZp|f+J z@&@Yrm4^BOY-Fv`K;1?Tr`D)huVmM4t&AP8>r)sUOwhe4MFSI=x+kdd3Yl)w<{W3H#FnTbAf$X)p>hLTL*Wz7drxt?P;{wEixUm zk;)fPpHUiA!$$Tj8c<_79Q9bY$W88T*)`ezNb=6f*MdCmD3t*2XfJvU8rxVj+q+a= zPB~6II>6(UHz1E!8srJs$R?rz`8hcpIX70qD9P+(cJKH7ZbU{?lC??NIJD1usgu#z zrl1)uob=6L=6W$zc?0bWN<%vh8`+C!pq(y9o^}|W$Ro+}aN_8;AB~FZC5P zwi#$fn|o1+noD( zw?KIV??R>FU4)HnF&cQ6$l<)|Nmje4SGpqESL1ZvG019&E!C!BUFKyjM`K%o23Ec7 zp1+BIU3mlRN~K|4g^g@A8d%?u!&!A*OBS|F*In0<2brhwLPQ>RjkXQ!S}$}R8rym_ zgQdN_U7vAQ*I|S52G}>126iJhvQ21!-7Lr1s|ast^YCu*a<`(fZ9|Lj=DTIvl{fJ2 zP#WHy*vNLFfp@nY&g+fB-t?76)0dKU@fq2>d$e(A-}X}XqOt8m^DS;u+Ao@~ca$%X z?pGSp1K7w8qJi{~98TIx)u7^9L}xzpS7cNp6;EjKO?Q!N3>;7Kk7w(42|vMXod=8uD?L#{eZh=geHsm@pOM2+)hhIPsKU7PHRk%AiF^0YYSXZO&ddBf8rv7pj5R;YgzE4` zM*g(bojq(QG-zp97@34{m9u2&I zki&V^ignUtqwd`KFh}atJ78JMVSm)dq5YGW`e!t@zo6OP%?*<2^@hIoSLF?~e^VOT zzhfi&2O4PqDMy}`F~}E_^*5Ab6!H{q8Zyev+P}1MX#ee{{s)cizvxj~H43z1(3Yxx zl=d8@p*+d9U5@ehUJ^x+R7VnuU8t}I@ri=Km%@FInG{fsHe@td!v_o6B=86 zv`}lrQy998`&*r;JsCjv&Y*=n}_!{FSjuoTNAVhFT;?mF3Dx$cI6Gc zO_heX88)&z(7=1A9A}UBE^Qv(=3egIXlyOejF+Y%+)VVfmdYD=TPY3iJ=n2$t3l5crCYU9v$@=_l{W9y6-q0P0tT!OnOZ=j8ohPEpEwwojT6du6>7-En!nej;p{Re0;BEvwVVQ^Wp;**<^& z?M`y>c(s!+KkJm(Wp)k{V-qIyxQsBP3a>K65h`bSYT zG#VWxN0Xwd(Tr$zG(TDt-4iX3Rz|C$C!(jK_0bE_E79xGmS|hFD|$crC^{H@9(@%Z zi@uLeMZZMnql+O$iiCua8X1roIgtkiP#DEg66H`4)ld_4(E!cR67A6mJ871 zFjiwN)?ou)#H)A%Td^Ixu@?t$2w&g`j^hWM#u;3|C8SIhlLi@)1-XzH1yKYga3jj2 z5~|~7)I&owM=NwdXY@oL3_^qv7>)6mgxfI#cVRx3;vPJRm3S0S;2EsPOLzruVGG{H zF6_rg_ynKhYaGLmIE7zv9)BW5>X@|1fNaQ#{3w88D2~!7hbpLs+Ng`hXofaukFMx} zei(>=;TVH)n1X4Tg*&kjOK=|^z#~|LC-F3%$40z{H}MX3U=Q};V;shpIEwFZ0zcy{ ze#ak3l_n+;nUEE^kq?DX6gQw0DxflIpcd+*5n7-%I-(1Dp)YR55R60;CSWq|z)Z}= z0^E&z@em%yV_1u4u>qU#D&EFcyocTR00;0XzQ8v)j-PNEzu^M@LdwLLbjXP8$c1ZA z5Z9pu%Ah=|qB?FtJv2dcv_%JWLr?U_APmI_Bx5|L;&#l&U08&rSdIs=3XkF`JcAeT z5?;q!*oJrUKKA1vKEYS`8sFnb{DNO`5q~0e+L*M+jBLn*{3wiKD2dXjh$^Uw+Gv2r zXo)uHgs$j~ei)2^Q5b`Xn1bn;g?U(rWw;M3@CY8qlXwo#<7K>t&3Fepu?HXGV|<1$ z@h!f?N&Jj+_#Fx9Vp1VJG9d?Y<60EL^|%3LQ2{rh2I`s^Vtcf`({kPfeSCz2_#9v17{13T{DSkih!h!OQX>O0BPa5p01BfxN}?Pp zq8e(VE*hX2TB1EVp$B?nAO>SNMqwN#Vj8C7PRzp+EW-m>fi-v>Pvbdk#LIXSo3R5s zu@4{OFh0Xke2Wt}iL*F|Kah|yCK2h86*-U(*Pd{F6fTF z7=R%dh9r!|WZZ_Cn1cmajC*lE9>!{{#X4-ji+B}pU@Nv`H}>KH4&e(N!EyY6(>Q|* zxP+9MV$vWZvLF}oq9BT(1a3rmR6=#!jCyE@=4gcu=!~A|gF%Qe0;4e=lW;p`;4aL^ zQrv?Fu@aBs2|R=KcnPoIEo{NN*oFQ02%q3{e2ruH5vTAg&f`y{$Q+Xv8ITP*ksk$6 z48>6zuI&<_Ij z@Fw2D4(!1`e2l~R5=ZeJPT*&p#qan7sj|c*A``MAH}atnisA;8LIqSt4b(z?G(ros zMn`l(FZ9K&7=n>V!URml9hix^Sb)26FCN0fcnoXtEH+>hUd7wkiubS^AK(B!#TWPn z$MF+R<2PKuUr3oXCLJ;&J96O~6vTBXfiftMs;G`zP!CPe9Bt77-Ov;LF$hC30?8PU zskj}paTgY0DVF0wtiq#s3eVsLyoA^B7PjGCypR1jh)?hpzQ*_X5x?M9T*RM9oh>FU zG9w%EAU_JD7)qivDxwN%qBa_!F!{Vj1qk3Os_x z@g$zZ^LQDrVKd&rPVB*l_!ytzOMHv(a1uY`9DYYa_Lx*ik4(sc+_)Bna6N87SyaGH zsDV1DkEUpWcIb%i=!F5e6~izRV=)1@;SS8fTr9@jxE~K;H6Ft{Jc}2x32)$SY{z@p ziw|%JpW+CL0bj!_tgiI|4zxD)fR z1k3OMR$vVt$J2NY8}TyU#AfWkPVB>nIE>G56yM?mPU0-i;SVI_ib+IzWJM0-!?h@i z>ro12Q5iR(7V4l8nxZw@p$odBF9u);h9L=KF&VdECgxxP7UN#rkB6}uYq1U+@FHHt z8`z5N*p0n7fJ68KM{pcJ;55$Q0xltCJhv~TK}KXjF62c)6hR5xi1Mg}>bM#8&=Aeh z3LVfHJ<$h)5McyHV>~9|cFe$CFuFM`g~7++L9B$?y}_8?U#FjN}YPUBV=$O8m~9wR#NEO}T4X>r;stjLXgD1@T80i{p@l~Dt=P#=xZ045~7N`p2NuF{msIiU>pMIH(lTA~Uif5Avfh zilHP*qav!HCTgPr8lxrJpcA^HH~L{P0!CpBCSnSvLm)lOgRpm41~KZe0z%3`EI3F2 z2Z7rlTN?yggY0V93~A6HffD_Md}2-(Y(;*i8*KPREvO+ahhc9%m1(n;P$G`DoiBRs61hy7*nVf8VkuBqsDr z8W0T`H>mu$K}lnVj2zLpe#(UI-79Bsk^L(NcZzqK?83ztN#XGKW&ZgD@&ADTb-Q}e zf&G&El^Zp5*uNkB&nw5jSN!9)CtmQ?M_*Y|+ZKt5Wv-l3C{@|NPrkgK_^YeO$ye^l l(eJ7dEu2I&S#2>~hT4naVryBk5eyFt3US$nSc+t+{m z@8f;I8$31V$a{=&Pr~27mBmCOMT0;fnDTN`st^c#00aWJ`V1NThHq@~ANbcRS7|L* zH3th<4`XL@h_bP(qpgFht+mNZcXMYKYX^HCc0P7))|XbUu8uB392|E4=LU8MXG;!d zeoATZ5>!VyZ5Idx+Zgr(_fx#k8UjhZl9zh(!87Av$-@(W>aP9t*mi|i4xZNa8P2z5 zT$MD;KY@>hftcQJS`6Nl>9PKtVVQlcf_s3;!hb-{L7u>l^Y!I72x>6x!uG?HmU}!M zDlJuC?e)2cSlry)oQu1K<%;jSi3C+Ns$d+6XSf0wYwQ8wKd6F#8a{{o_seb)R7eQy zSL>080kA7LPBQSXVYi0~(!k}wu1ICXLf*r!P!G#N82@{bB`pLWc5@id|8HKCE0dtA z;-*IxEJ*0=@Vo*DNyTo(A1aDRuk`bBgI%{aa=)xi?B+U}TzF@;f`-!fLZzfFDGU>x zi2dKi#JfV9nNmIP!y4H|kGV?oMWbhgK8^WaEbNWaHdqBM8uPG zqc_HKBuljBE=}F-rsY?u8+dkiqHw0KLbF8YPYRdm&QuW*LzXA?JF#0@`?{vL28vSr zYW3(Zb4QBGT6GwDeW8!nlC6>Hyw;r=uUxFAeye9TXNCF2h(8H7mh!l4DUDA|uq++_ zAu{~;t1xT58}FUj!_6tL{bGvULhb3W@Ui2v*Y;^P^dU5sMt0h?&!%_uyJRYlC6;m; z@2~Tj`Ep}~DvP1@^$3owMVApe7M7y72A1PL25rnoVW&(*i5$uQ*GxeL#|i+ z+uj;n%VD(%NEaP0)VW+vX~OoN<#%W8?Ck8h_p5NW&0ic_^x}Pe1jAk`VgR*?HY?$$ zs{@iFldxyC{!qWW%l%$dhK%>SV&c#T9@wS@R(yEsR{Xpjy`fK!Bzzz7J(k>vt`}Xf zfwQ>ojD8pUs&6wsJ}#%ISd=_74_*(Uk&XW0u+r*wB?Q*Maos@4YlUN9m!53!DO@?7 zf2`H_Uda1V>uOw)BQ_=FZzKs%xfUx>EModl&%eI-hSQ!G*3-q>^%0DFvAl2*A4zyD zFd~RJEKb+|z%(lzK?wK65h@=~@6?IPFj}H3z}|XeLddFxbGEqRcOMnO(VAk=@@cHh zP~5(8w_vqw&-ZMb{Th)2o9y zs}FOV7o@E?Vm69rXt4jWUEa6pyixx z?SOAE{Hr(ZiChD!WZ3A5$^&Ml=X*Jo;di$i`9h#{aX%B>v*# zfJBMS>)U#N)P(VZKXSRn`+UKnO?|hS{OL*KQm;&_A`q-TBTLkq+jZx?f%hR_Y2)5+ zg^@ns#xPw&G!4AWPtwZvE=zk0lw@Y;wHkmxs@YuQcIG(a`Dr}VoqE=k;VoG4J!7Poq$Uhr5BlYPM=*IC=&ZyYA~SnNo(%<3CV<=I_o5`aaFwx>H52yhjavgWwW zf#mZt|HlaE!?t*_VOv(Rq2F!TB{Mtw7H}N%v0Ujz-|HpVGPFuGN*lIFYweeGO0IW+ zXlc2)Vz;yXvuw&*l3a#gg=YIdrRL`5u8O^S^$PYTml08-fDy6#NL~Aekm6$2EbpUN z_AQqhVviSU_N}*DH11;Ayw=a5wlf zset_;P*>p0`WhMF8eJAkzPCBLvMigC8Dnnsz$htI}z!X)1=A_S_0BC>+(by7#KoAq*n z@~Z#+_3?JPL#r`}B(BHHnYDHc8n-Pa{o8k+Q7DY&tF1GDKAKND(Ibhu0znW;*v|6C zS`E7{04c|1$!+EoERn}*G)IR;O}ol+#G)sXL@7%o^?X>kZ2bDr>YAi*q7URxavvx> zEaWOEn1HP%Qs{Ow(n;|}QHbh*AEBFTkcd9GyVu?UKMq=O)z<{3(;x(-o2aVb3zW$$ zEUbID+#*~*Lh1kTJ7MopyrMsmZuNva2CVjSXH2p|uXME**u5giyehsAr@b9^@5CRg_ZI5PoE!8M zX59EZPmK874`#oaLP5q?16gOUm(stueDH;U{Ri0pfz*mIC+2aa2U{_SwuMF{RaI3} zK=y(6tOm_m=9ZQqRp0&YG`;r`;{%531`IjWHk;2TN$9xwJYnHb1B3_Ii>WT11<5{w zc(@lWeDq!+F{=tVb|{(UY`O8r&R|r6)>>7CCBOT_kL>|)9X66o`63iCLLll)Ara}l z-`prRXwiXv3}nluao+^hy^3B6*lU01kK?>d$gcOZ z5-b(wkd=n&!wYN24(eGh*GnEnZ-S72#l^*~iVY-lXo7dh`fwm@>eV}bSN(lAvjWVI zS=4=QL-WG0&F^s%#PhtX!v&(nHs<5QF|nC+0S65j%Fzrh%=)ANTuga$dmCl{{aDMc zA@ol3@A=0(B?Ts!xPaRgEc@NtO;wo6@>vdN(6o9ekUxrn9H@EpMB+Fu&+sc8kAdQn zPs%n{EMPr_O{+Wr#IcEdMWSW{2gmzz<1SC2vsaF*5YbN;?H_BL*FuQ6O}d{UV^a(U zz#;5_=wD;V@r@kLU%aEby4t8}p)&;CdajaAzsVi*C_W*f8@z(qjv5il*ha{v;|M?= zQr+C4d+XDkO~A*f%EA7AG;0&s11;Xy7R$|Ek)(WR0UWJ2fgslyRcQU~>odMST3U4M z!lXKe2?IFAI#56nCrzX0sY!ry5RptYSzpWb@<6V11TnYSvsGxKp*yFtg#|qXD>ScD z2nL*d@2{KyIQn8s38ZG)8;$v7$DJy;UtAUFzhKJ`_M(@+wMnDh?8yb(g9ha4e>JeT z0=>xs1Qs41-g`l6j#L@cSc(E=88Aa@QMX@iZcx}}<>YRtuTNpqtv#7B^so3h#T?*F z!!cms4L2p~pzbvcWB~)A?oFcg??5cF0{hGFEtYdDZTo`x0(roR7hCM+C5WbPX53n# zPu>escd(9n!t@Xzyy^N}i$#^1i$Oi&p3bn~hx ziW}(xgq33brX=9j&ZmEfQ0iFn`}w}Vi0a8(w!~^Hz}D3MqSwui3i-pe0Pvgl)xocF zR4gL^i>n=0vH<>z2hs4X1BLPg1oZg0xK8tA{T`6LR7%oghAhx;7mPR&)6+p*W+ub@ z^aD5dvk;kG_V3?}oUZ`RNEPwoMnXb5n5_tc0p6Xw7-Yj24~9NqXGRU%TbrBeH$tE3 zTYyo8+6ts9{U|7KK3VNpt*tb?!XZ8RK>NNRuZ1Csl#iK+EWfZ2CEHL91&b_4B~ON+ zHB0p?NNdbU0RUAZMN_mNgKq=}Ba-sl{)Ksz?K;K{fG?6yrF*XiMn<+lhS&ypMRI~y zr_P?7?DcmnoB4Nga*Q4sds%hAMHs}z+d9v6#_oM-ry8Dq;}zH0EhO15HNuVN$zl&$ zxRj?>AADd{_i~82YG4;G&!=u^Xpm*yU)wI`@5e8<7$OCUy&r_GZh+Eo4m=uw^_AAI zfBoib=>O=3j6v+!eXq3I`@zY{sbPkhnVI_4tJ|OE&nu+iUpo!P#m8Gu6kw_qzAZU9 z1#SQtZSnTV^1aetv=@Nk`{9iLvWDy4WH`^TV4g;QTx_h0v3MG=Tk=z{zP>&JWK<9+ z3PIH9$T>eTT$X+D1J|*K#PZ~%3;TS@W2M6D+#*fD;cd2`KV zBM4jU+0!TXblek9kz&1uN`*}Yd3j@ybYNi9=kam|h8j9n8Ch5&E-qX_D#Sf|GB-0j z0kveg`{BI8KH8H-R%PqWIywNzCq0IE+S=N{kIn$x`C<$G7yqvQ>2CkjQ{?sS_4KYQ ztaRW6Sulrpzuf!!=s#2_JA`w!KNADs0M`%6rjhLpP(5Z(Zm#B6`hfJx)u8g(9%*NwW&YRk;#DtW+^qzsvy9E^^|na1ANF6V?h@5ug1weV+ZZ1h~GRSwu5D-y*Cmi~n0LX31 zOZw{RW~1nXEUqvu0^@HsI=T=77L9VF4tODtqruzl>=6Lb`ld7uhX6*A1G)b{yHw<8 z=?0||SNaf{|HCP$yAok25|nu0eO@3X!?gQ?pVe~_B%(7AS2SlSe=`pY?Xy}8XY{ev zEp`Hvc&ng*R@Qumc7Js!yk2$-?#c$@2}-wb3@d5KG(mbwlNKA@g=IFhQTIIZK#B4h||MaTpGRdT5OIFzoSWZyf07Z?o5V{nflp z!&aINBP;7aP%(8FaegRbk@AG$iMRTBFhIK?hFZSwl22BAp1>A_0A7>mVF_hv^|>>m?IYI4nN{K%4=> zPTszdsQ1-B-~)x`14$5(t65W6`2Y}H8~|G2yK*4@|8C~)0Hu`N+qVVarp*GA`kmYe zIVB}C&~pKz4+R^X4jMyFH?d>g)Xu8L;S15Q9!V||ZD0a?)cpL}V z>PDNrTtMkLoySfy{aq3T21Q}@$Pp+sc$M>jZ8U?>#g`T=Sbo<5%2}8-%Dj042k?N& z@--0%xcB89x&A!SDkoJcT z=Bm5^U?l;rwY$3ugN-7fFq)#!QcIp$S$hH{?-|Hn|J7ljxy9U4r+%vk-4=(g!5Vnr zia7wAz)f601?${P?txfX^b3Ti+J4u1Sk(y1jITi2+#W}ZG#2eKuG!WzrQ{rK56&lx zg#g%0scWhW`salCrU^AORN|=Eg7%B;a&sz(mTa`?P5?T`rKW0^y0ralfXN6Hs!1uP|IEO~yw0~OfRVzs_oc~`T7u7JIuaF+KDdea(qt%&Pbr;0%Ku@566S;; zW1aW2lzq#{Amh%D!J)2|hk#dtYRwZ=R;i-i{2;SQGf9K)8F2L^S7$*EoB;0>R2HMO4M`i {;vUUMoRpD-z4Y89OP0}_`dJP^KIT}bPsg? zWcEm#)_=9C&dd_LyNn8LB*oCFNfL{ceh#6a(bxR9O*C`oq)dsL5FVbbd57t67m zJ8HKm{nHPIzibY^7T)zJ>Q9V6=OWz@h9uA%{ogO;|4Y92>R!fi;-K!QdvcrKtEOPg zX+_M7nfFGL$BLM5sBOs6YTpSU$deS@gh0*WuOL*^Q&u zg(UQP4eJRyS}S>9-y&om6BGGCSifrAIx{u$O(}V^SY}2WcDeJp7^JaQKF>GeON#PX z>~-J5vC-w0@4qc!;#cK-OyNn6L`+-V>X3TxYkNoJuc5BDIJg%ch#@x0IBu$|w7@`2LfgB+}fFWbYWSC$yK$ zpMSbguAC(1RNl9@tcr`W;HeOexuLvA&UMqXU{Z&%T@osW$tb13eR`h|@!n9>do$1f8 zFI{o}+(3VZ??Z!~coz4HqD+uXC?V#~+;=X?Pkd$Z$8(-Uns7No76=c%a0pOj&{3W} zh=W<3ZsEfQL=WDE9-xEGT1#A+6J8)Xh)rhj^OjQm}%AF?+o@VPqR|Ni@ zUT3X;>$M}K(O=+OujjYc8g#p+v*EOwWu>wszdbm4}Xw{2}LQ}j?9v>w>1?^=P$qCl6$Hb_o zUsakN+9wqcn7>O^B6+=F!E_??7JjbR<=Hh5Fc$qwXG*@1=WMx|+g92Sji>31gVa-kZs zs1Pr8hehes4AFPsDHyzup#3oRTfJ!Ys<~N2$o)Vo&vdUbx4is^M!#m#nAJL;Yif7{$D@E<4oIyPCuYk4`hOsqaRoZz_>3UF_dE4XudCO7cd{xP8>2M;* z9}zoE(pPPrrj$O2KhLXNVExG?6D1_pnH=TLuVndPB*%W4B#nUEiWFGw&NzKkskU{s z%`!xduS(QSRkIAcaK>ZsI*-uWT_7t&{Gh*hTU>+Kbe1(Nkvzega5(5I&pXS z(MtK}OAGlECHg{hY%etK#Deb^w}^ypO(zWeR_c@abkCf;6$gy?Np=?LqYTJN$MSq> z#$P1R3!q^K`w8UJrM=4caCy7Cl<~YUxkmR~JGCk%@s)QUhwCjumH0WtYH?Jijuq-X z(V$G~Zgbg%l#jn~{`H}(!kXiS2U&YzvO%Op-sk9&7ZgG$QC3M=I2c0uSOV;_OGCr4 zaV9bKk@mh3MUZlU$!Y26DgabBf@o=J{hhC|ArbxL8WppDIlYA0;bGM-ZFhR-O2+Pw zJZix|Z9P|1RJ%{wxA(g=oF5MfMIWEAfo89zSiv`f{HZ`L{m%z`LrkkN!EnN;c)?#y z(9n#T!YUUBt_62WGu@*%wTEJVubQbd>?!^2S4OfIu2HfbxL#OI(WVkc;mHg0{-tG` zgF+|GSS-{I`I2X@-HH=TwwFz&ZP|dn(33-0n!gA+y=kmT&QV#>ljOi0ufAiMIi+A?xgyDU%;A`yU!D zfNJbWqnLLnH4QJP65ERXZO>5N`fn11h-9VN=F8s8Tv#Q)Eu8+PHIzT&pgv&9MY1#3 ziYvMxAo0uA{fNaFq`cy}xRJZIt18R3c*-Q`5cU8Ri@(=>K%vk^Lx_!(K_iWv)!9?4 ziEm{k*+EeZ<*P(ceY;Vny|%ThZR*!4RUP;2cPdkUKi6mfs6(tOw1`DN@dAa=fdqgGisymbUhlMV z@~K5BLlC!cLLT(0QvjT{aPhg|duFD6prIBeBpLBH$@Axk(yE9odf@_*EvZ8F%tMtG zFL7XM=bNR6R0#lc2@}fQuHU#Hvrs{E;vXc4Zh^7m3pshaVI_GAYONdV9(AC_6u~jc zC!M`9shrAIQL0TEApRvu(-*^w^E>yAa-wMO?%CP))noC3PWy_tJ{rMl` ztFiw&cGn^z;4Mm zrX6nt8dd8TThU@vp4@&p#+{9}Nfr`ulVVl_umrwQr8~}Lrtl}0Zg%kEa5A_xGc6}! z{dIU~uoMdt(jQNePYoD$j=z6bYU^g6seSl0YW;iiJ4X4`0d@}e1a+I&q%Aka-P+m+ z7U3(AS=OE~R1N7Vc?hv3{O67e-m37wiNyK7kO-_q0Va6=6k^^eUCdN zeU*O~-%`vrR^KovXsR1H$w=`lPgqU1%Y6JujY`j!i_#Jt^nep?@Ep>Uy60X^G)CuW zfIw1Xg?lKj1XNdz@Bht+Z}M;u0_vm}w3aU{a~~r#$h31%>lypG1J1gno>A>3BL+Cp zkMc75LQK`lQ3dzzApO{QfSmOX_R>{GqrU3yA4YhN3DNM;-C}^9g&RQ&iR6j14!4sx z=MMOdRY>*A&RiA_9X#Rf#TDQ@jln$o&Za0gT1jMJSYDb8@+WJVWJCMKO-n7Vf?TjTz$=idU(TX@IiHX zm3mS+z+pkBl4^;Aa7H5riU%Nq^%YyaKrK!{LoTZP4VYz<*r<>Vxm87tX}d_f&-ANS zsTlKzW2biyG)eh3fw1f0@ati`RewUe8ExRPF4TERd5bMfQxs`}aZcaBw+m9cl>7;8 zzl}=C|i!~sgiOE5TWz9-!ZgBLl1wV2JaKmc>@udUtNeRvOhFa-jYi$8W zTG$-}oDmtSh0ebS{sQR*Mk8$$*nQdHKHAwCg|vASooZ!7HsyA(aVXe0%{U6DnAC#Q z=znGXg)+ha)|WAw$ZQ9nq@*|) zQ4rgnKY`cxpUydez)=eaB2=IJ8RQD+wh~K`pGzyZJL{tXiN``X-y&{7s?(xUl%3~I z^>^h~{|-YMMa32k$iKnJd3*6v@J82ApRQP*De*AiguU^n16T>%t`%iAwXf)EyW1}~RA)Pw zdVoV<;rG#wIx&F(~ppNJV+vWkl9}2ynC;pg9y;1mbLJf1I#l1kia}qXzcPX!kK* zNl^rqA5Qio^82)a5FBb-*jFmiQ-H zO%w^#S}AEB9kb2oUw%|`Ch}hOWeW5#@fgs9Ke`3miAJWi)k?pZ9%r2Gnl%W^d~T}>Qq0gTTlkwSI|252E;f?$86A8jRSqsD$`!9%F0R@@d(!c z5;J)JzP$@ud=Oj?EU=Cwdlh%O(Q8__(4~_9NyYs~{*S4RcRxx|^wyc#-UR~wt`xzN zN|?iTqhy}jOwQMzZe0fha=4eLdqh>(N0>h3hFq%K>MCUN7 znoAM$6#`^6IzX^`Wo>QEs#pIF44Biw=KzW4rP$3XLTTI6C%`;agpDF$;~cEeAlSSR zj6{!`j>W*BlfyRzdy_Uf=>Sin50pgDX#-AHTCn%$B{{FnmreGMA z0fvj0@8j<@Y2y!jYJNNev3{@`Csvwcu&c=wb6DTzRk;g!V;!#-LUW(SW|`WBC%?j@B;v@_w_QUibe-WQ>I23M2_a!^Ut$P9W3#29C+Nu%NR zB^oU3$>@;KE|sIxuIpb+@xQL_g^01)7R*I@Hk-)op>hNNq+Bu+s`w{0^z+{M&hXLo z`41)6Hygi#CQb=>>eFjcUo{r9H$+49zC#(7V2F|QP`+XW#!D-{*ZO}qfFpu2#l#Q!q0pcE|21rSM#>`pPs1krUD>JA8TQS# zDR(X-BV%dF`qc0F-!{BIj~n+4{8!pKO*FNJ{mn0zynnLN2N71xn7j44ku~N1YHdYm z@N`aE9o7zX7)kopTiyL(knKUODn-||6bU@Ao$GaxhVfN1qCEvs}gb;3`!H}<1e;ajZuS{Kl*D}xhLetyijYG2MAdZKujYJ z5c9nwQ=4mEZoL0?<8#MF4mApID@z6zw= zRpzkTs1z2sU)lIiC|W;O$IutbE|Q+Sx>SkpyJDD+ZAIEskjYtd6jC9riGi7pjK?69 zL;0OOR!39CJC_=w2MF+hPi``p!Udak9?YrDYx7Z2eeUj-Ds8>{2#Z&+A^B=Y&@Bid z+JGn%BXaf(M()b-I9~pb`3eU12?+_X>Ay@ADM6K5djM-4!7+S1E6c+pgvOlnTO>ST z?$&>K?$lm8(BoY7B9J^E`y+DXP;^(q6t-IWGVuY^8q3cxD-~P_74rIhs!-%B{60cwxL43ZIiVrOjsw#TqO$GLfrb zfL(HZH(3bae=0IPduk*yXi>hci!ljhaE5=Knk5(ZQAOeVwnOiWzZZubJl-K4VHI9P zgLd~OA18E^bnw(c3|R%-b3j%)Q@MTtNbY$uQNJ%v0o?*jax^07B7C^lO696kof>`d zUx`X7lnR&2xaI1XDpE1$B}l9^VIC*ZdGd2e6Ko}kS#cWMjuE(Mh%1$N=W3hUa3=or zcD{}>wvWLc`7TBV@Kf9KL;5R%BxL>A*W3XTAC#CvS}k45-(?Hc*Im5HBT*YTN~ydv z`8b6)^jtqLPTCA0*)K?y{xU&dhD-oHm8zGTcXn(nWkfYA*bEKFVa(qc7((Sg{=NP% zj-pJcRPxE_;{vu?(UFx!YL4_I7AnM4OC=|-Wr&uizPCb77xPE=Cgxjl7JWRaX4S@M z4iB2;p$MR=FU)g>cR6!keyP9nFDNq?;EgY?V)>Z8=xdr1S&fh5wGW5F9m^kqtClg+ zMYkR??&i}36-n6D{o+i<=sRlCJK0FIRr|GVrNh|XZha9Kq83qT`61j zLjzk&1|)*SY^V#STevJQyJnkt(p1Dys73zuM;L=DB!_qOYc;)5ALOf6E_fhwUol8* zyJH-sBs^u|q9b8yhVp{sUy){Twq6KVv0SSaQht1Z>|4C@2Tt6I4$6xXVf+g=Y}7km zo96|!EnMc8y|cyfh`!Y8e+fvs%qsQa@;_^+{6Gu{<&Kpf=X)bXmG6D}s87G+LV!eh zj^gXfX?_`>^G-^nLC91q=NFr567>06EU|T7038BjZseI4Q=j&m)8n?)$^-k&oz|LO?ih@d#&yp|N zE7=D8Ql`YPyHgltFbQ1zY?@-GgBUPp)@{PSdbNZ9ismJ35{he_&>QYCpepjhudB{Q ze;0usy@21hoZRDiRMV9?6pmq8a=!>2_YeSP;||FCR;vwz+@Z*YjWZNO%&w*Y9~C2< zFui2z$b|9JL%kTwE}v%Iq`(<+pTXH`ysd*bDf3s-RkK{F7;&d~TmZ!rZ=T*cdOx&% zFt5%BJ_WimU&H!xA_j_8*ra?Xu8%vb)&%_V9Gv_do08%_zw*Y}!b0Gp6~Hn@4f#pw zj1sN#*-s-4nZGDw%QG221!Ep}Ikvq~H7=F#^6jgL6I+8wu!4)`p?qwugOn;{qhX3* zsytDh6cjmBm26t>FcouINT~N@;j=b5ZLHzlv)lyeN*o-%oBXbU&w}Qy?5X`d`Guso zA1^`=p+1*ocGxescf9d*#hduldjGJ<@&akt=mw}6tH|_H7=o}apj9cDDazx83X|;l z_;;;s4{r>IJHPRHVp_93KHkk!#!!7XzCmM>3I?EB2B~!?ADSId=>qqq4pnQb0N?Em z$6SoZ1UwME1f+eI-8qj+g`>Mk#sm(==8rY?knd%TmzTDPp z`UVNr_qM6@1{kE@To@nQb=LoSmT=V7f^g79->u;;P7expJbrYQ(0}Y?c?vVSiE6B`CwM`C$HH%5a`&{J zd?~W|ZLs>i!rH)6u;r$vXB`_uIe!jS4at^$p{c$2`y@-eTnaf?oFFitFI*63`t39J zHGnpKjuP_4iMISgIm%GsdVQ%G|N3{?*tIRHy+G~G-to#zuFdRS0UB-$P{W(g7W|lU z&(zei!$j7y(BCuBDYrYxd1ZJ`KZbcv)%{%efy(5ex`g6!dWe#n>YSetz7G?m^H?Ls z|655rs|1j0gw9QfH#0F1(>qNnbKDBW21UoRC#;d*4)05;A-vvbTkH&`V)n$y-U=y- zj8Z=F5Kd%yaTb+WBM5N;{c8JuS|ldE_wkA0SP@=JX@73G?yRA3oO27vFVj32BMnbCbE~TUnN-AE%iH^YJ7;B!f*b z-bk~MyjGD}{ltiN4my=evP3JbhxM91Ujay3eZM;M8%6nxejrT+l0g~8GCUg9M=2n& z4{6r16D$ge`#FC0O%REw6;dRjlo)8df`-dgTHd69$IS!poTGcyr(+Jm@OSA z_X_k+f_{`G{)7#8twv9FznX*=J|VnrV5dn^MOztm1Izv5uq_0Y84CFI_`0}dxO24J z+7q2I_@^6iotN4U>K~+l1K81{fdRg7%a5sZ1wChd8G6HI3%!Wtt~#3*|DcYrSNBq^ zqOvA(*3XwaQK|MK7sE{>-_1DH!~2%dPEbqG%?~|6I5E^Z5RtQK``k!yFA$oX*q$KA zN%>EhGI(3jlI0g7c#^80Jkc3~f4YDVr^Ioq`N$PWldI!~$|c z&2keDI)fuEIC!IVpT+Pw8^=kCI+z&G%A!hFnb`bL*(t@b1m)mr&(rs5SHcY6(UY+b z0R$z-vIn$gc1R>!lPS4lEXENIHCA7yV9(!==<9Nwd?cah zydYMX+~rqIIBE;6&J@96|Ltddityj$*E0p4fXf#U1&c;MFVJtYIlbTUu7%{xsg+-l zgfvVT@djlePz8eqcA;wx5=l$F#o`9zSwQ0E07k3>k^+|rg9vkqlKU;J!dNC#~Z=00QoCn89 zg#CO8XA~KGsqrTku{0w0ZWtnzk6O>pXo*`2EMEIubmz(CWB*=E%?c7RsabG?t3;R_ zy~hSI4asXK+O>X&0-occs(}D3HatC|I|@TM`Gv7;pb?z>eP}Qljlp6AO%Yod4eE^4 zD4=vrqvhY9*rvpI&*^<|f`fo&!&Ae9j%$2ui$oYR@Yern0Y0y5iGn<4CUowDI5-r% zb77j7&{=orp{KYk%Q1@@kdzQzb9|d3gdsIyHts?4Niq#gTYdf4bWX4UgnW2W9IoY^8P#y^2y%aO2%dyg$c5a5hK~ zaP;vjeLDh?GW?%zFLuU)U?(2|MKD<8$hiT=J0uZweA)8pavktOslmYlu?U0hAJ{p9 z&w~mQuMmoR`*IYw;S%;Mf4j<34I3JK|JQZ@*pWRJoZp*D`?#{9)fn?__1!ZkrCfH1 zi08>mP_fI-Tz)$Q2l!x=#SGVRdDuZ`*y*%LO7SctbV9^yuhq{eDdPTO6NT@#0S(?1 zbai0oPFsuKTY|aFdV*4fU}bxaO7=b+k-SA?f5J%6eT)}=n=r-5T{c_@2)5xw;$Pg_ z|5#0TI})ip!$rtFvVUktz#gqMR|Evw<8Oy$Emx%ASkXUlXc;jFoZo>RDFHP*7a)@Z zB66y*2Ro?I;K7*$q}4u#Y_sk#++uLn6C4Sc^49;T8$J*rbm5R{FZqGK&w@JnP9M8o zi#tFzKcTb9?Nw>WaW2*oT>I!x%xOIKu7p(bt#MQ;6Xg%)5b@i8c(A5b+tX#4a}1k) zW5QG=qbDu5J;Y!{7|f6)8GrP>KB@qas26+0(Eco zS58K-H9zhEX*&D%73ipaN%k9tF$oX+b%Qgitjjh?|H??&J&D$*=!E=*U>rAQYU&Um zRY!27UGwe+umXDkBXEc=Sx;i6)fb$Hlx^_Mc*{VjXjQn=zG7eZ0@g`#f)q`C9oQ5q zI7?Tm$+qL6=wBr%itTgxgoPAWq^wj4!FCzo9RM7y$Z; zgXscgj(6AWi z%2Rw-+M?^)SI&(3Y-RH%N_(cy>hG9MO2P|ASi3cSH-43#GE>99u9{N> z=HQ3{T~EkUI%B)rjDGJ=l{`;y;?rurn#s${i)v(GV1Nd6IsW}K1I&dvaLCENPM8)i zB{><;(uZaSC*7otjpd`V4N3CGUMqaf?34h^Y`+TzNP{;vyb&J>tc!HXJ(ZX?$)_VN zp^upcJ&$i|`!QUGmp9hl@f>ha?D?dp+_d#&h3l4E{MT*{*_!?Dx6db@lbVP>QL~bx ztc_v_=I*qF2k+O5{ZaGX$S-ALx~d;>mXU&Z@;Wr1A{#hZ`{yq%>VYGlU9j#o=wL#2 z!0~x-@*T@-85|UYoe@S3`V4wTIiRVU#D}8PlPjPBkdcI_Jk?Q{eTEgQ0c)k!YMm5eEV&%P-{JjX+!DR^Sv|)ERUYGhm9fqQSu;0&=ddP_R3}(KP9etaL za#LUu(M?{{5kyhnIZmQJzeS~@R{pRYt6Oc=0b2Lk_V=LO1)4DRZ&X_dc+b{*^2?a23@8*XANs{ac_j;M~?0U(PzpL$4@d6VSlM( zB`{*?jZ_Fe?|1E9tzGWAiCKH9$R8Lc_p2+NK43FyUGp&NZ=Hi=A_6LZxmYuZGy$!a zvQ%{sE zPU-6!i0JO1TN^keRWYGh(WSNxXH;wfxeW4l8ulk&xk`i(tER^~O-BjFFZ|t+r;_Rh zX;WrLArTDKDmZjh?w{LP_(Qa?A0gPt$e+9AC|`q&Tl|DIGmhP{j~s*w;I#aXH{q2G zrjyK=kDo-?4VZ~XIyN?wrBMpgr_W0rDpaQ%`9DS?Vhtjs;3MP(_@jhfGJ69JsZ?Z9p48Xu(J(|AdYt|#C|=jek8RdpQu z+vH0yd|L)WIUJVqmQSZS@pIBIbw(1;oG^0Fqgnf70YY~}Y(z!m?gh_0AU2T%6-@2g zO!0%Mk4=ZLrvMw|wW3m&`#M32&NYTZ2N+Qk0(e9N@7rMVJsb4yE~gO5$Wke!A5~#G z8SHI1(RU;WDlk5BW}f!j9>@TaNx>EMFn5vyb?TIgp>n&l3jeDHzn4VYWo7FNyM}#T z-*$ZML~#u04Ap;Ad5g8q$6LMc3T;RiB(KyIjyP7la4w^zvbc7mP~9BpO?j3CIM zPq*fAdI)05a@8$TQK}Oa`4~zlDLReMB#kSGtqz8Uh_{<#HJMmKaGuKzg-d5X&^L5&;U;~ zQXiMHex#kh(+NL8Lo}0i6Tx*g!gu_^2j^W^+J3w60#uO@rMaMT3aCG^ZJ#lF>i>uf zrc!`|@l{6m>j~<^dyr^uT*>pk+tc$zSBnLFa)K*`wuFGj5~MnTe)er6n%epB|DNOs zCo~BLec~yVt5AvX2}S3?{I>>$f)d;lz*qPEdukl9JjrrM$}a>F6pvlTl-$%jz#q;r z12{iS?lzZTtiy`asE!m^4*rZWMC%`hKl1xm5spu1+{+~caGbouo%}Z+BX`-lH0Z&Y zSOEAMm}#d4NY~KK4?aQ4v1H*<=ozs!E#~j9buz?KV^v?klr5}PTm1~t{Er*&^V!1vg!(;y{PI?RfoMvD*DFl~kaH)=3an=QA+wS? zZa^#e0joh1_^bMM@zsf}lGuLdVHnM+%RINGPcUHM!29w4RQ487RjqHo=%NK_K|(?S zk&+e=1T4CwkrtGeMi7aG7$68zQWAo6i*yJm(jeW^EiKZl`%Lye|L;5JerMcq9fL9U z*2S80zVnSIei7NQy}(y~vU}cR+*IYe$Si&P^AJD7T>v8P(ZUr0w)BBvTj;$u9w%5Ma;ga z+<%bb%D0y0;)FTDOa4j!(3IKd+>alRmuGhXg7RMeJ2}on(wpk%+$7Jik?RdKGWZ|( z88S#$2h>^$q2@#UixM5_;)Zor3V<9@Bo8?N`Cf_&H00Gu{8rL3I}cC?IBg@uC}icG zyxJ}kt)IbF!Y-}Xh03w6Z2>SKHj%`EoB_|U%Ox*x@jL^rhGi<6?3h0*jooyP>&O0z zE$pNCbwgiLeUs%hJo6Y#K(;CHF0sJP0j%@a)OSf26TGM}0xL@Atwb|KAqpOP}Kr8M}L4FBYzn_K`r%EB& zR|@lp+!3yH^4s4pBhwD%__Z)c4)a{p>o$WGy4e(S2E1IF`F#S<**TPHE7OZrVDz1T zmKUWCw-p7ql`Jod6-0lAhjDRhkK>7ljU?*Ed-Xaf=zhD7*|~!w`FlvUn$qQP#`+!E?c29;KZ|R0}zr;=I%S8sw?xRM!h$-G+%ng z6vysz2)Ak!k$I`Lg#pcS6Z*&dy*&H|MG5@$cl?7>r84p%_8>)N%~tm9uBXhdSl%Oe z;@|!J@lZ)j@xh=C9b8UJ6}yh(3M(3qL7#JG)Kb0EA4TQ6;Q(iS-Pl|oYyNw6UFd`q zv=L$7TsPr%^1|HkV6Y0b9#Z?tXr4Mya&Q15Um?oy9l9d`#QH_T%QiSNN$0jgRIH`D$#5rB{qLFkz*T}5eFtYB|ZluN+ zO_G}6naz6jevtO)UYS$WVW0h zFU3Z|rV9lIYKEH+uG@2@zaNLKm8h06$LZ<^f6HwRyE{#0c0)WKA3jwsZ-C>O=Mj^FjGhSkABwB_86E+ACnR*ENOe@U*aS=43OBgj|p|DABEz~ zy{+zJs2uqF;krJmTl)K;jOp;|ttF|-SzooXPjkr^FI7puuQ%VM%Wd+qgQZb&=X9nF zDylxp)lh7znPnaO>PyO?f7N`C#LB{;BqY_Eem>+%lm!mv0B7QJ=$@Rv>n|>GKeN{h zF*rA2hub{fc6G_aPfqUO{8F=l|99OTtt*{wj^G<51?PMs&#K~HrK^kibc6T9gcJ?& z2~u{GSS__7@O?x_sacfdLs0s0(C=E<`ybv%LUU)me7!cm4R~x&s7;9o5 z)IN^%`g1WqjXBjzt_z_yuTD>=JNK2mIcvPqQ&hAGQ0U#dfYK(9%a1WYL3oT8$_F5 z@O+%s_JyB zqImA-Y-hCj+6@MkUJmg^6mXkN1r#g*amNw{^D(#i5-ZyLC9qaos z&PrwdFK-GxF8VgJeqqQS^~0iR>R^?m8UO;un{>bOxR1PXE|f_M(@eQW&YM-_cQed2Ri zf*ZJ>{qQ6>VkPJ_tFYjV-RzQy83DE*3?kv<#PdLiNsYwp&A`B+dZ@Hwt zXpLl*J+K+bGHxTc!p^snG1f~wKhRu z0rsQ2nN1O=@ZtRw8>YJ9VoOAGuoq-G5SBIw_t0+bfeI4Bi~!2@Lr{l9n97$zLDvg( zDG<{A;&Aa5gbh7f=1|bZ)yD;>P^s1xi>{2`=k-YyD_O|RmrjzkieTw}z{=&lp9qLl z7Lz_)G^D$eh z5J7;FGo|Ew>P2ieTw7#^yUr95h@*^2?Cls zbYm96^a!aNQ6fYsMf0YCj!BGi+HfJLT_olilznzzH~w#ISgFMD@Y_IEz7KW5n*KBq z1!TqS4mW!RA_U47Dc8*K?sp)7WJSR!65Onil*vWc7G(&oPp=P; zE^PG^4Vs7%FfvF5QqZEE7Ssxu#w-Do2qGn~ZWJh-!vwTKU9{+5eyP5FQk{7>J3o0hZ!~7UVcy6cpDHv787s zsfwN^CK`IP2-6`2s;vk`ACZTva9QZdHhLMdI_uOi82L@NV9|jV%&SvayRtd?ZmAI&QpOqCo)8I$84!^! zFM@{3dhH>vR1#Tgw{+eQC<mfVlBPcxr0nmgpM_;@XuFr+pgjU zgG_q)>}k(BxpNf;`z zzcVqrxDcrnvc2P>&b&E9sk;(F<77S86~n`5GDOlo50H<(@IYv{W%w@3xF8xcx9PHhWLF+?AlC0yYT`AclNINTgU|4W|l zF9fl#?MTlY>}cO3f=2Jqs|mD4@Mz`ytY3J`;uuedLBXo>W)*t~u=r&}KFg+ixcWb~ee5W55}n-r3nl4SUChF?b> z)#kfTQ#!2{TkL!NIpb|cXy?H#2yyZHOLNpD+Eg+X@~D9bb~lpiu(dtzXWE5y_4qG4 z>V2XmfDi0rl&GYd;;@Jo2bH-+ln^r?$4V{ z-QjFcz&B@feL4o8i^FoQ@UACJ$YJI84nAdz{PVR5tG1n0tL`5rx=?B6%Z|@|!!1>$ z@Fz{~vy^pg4IJ??L&KjjPitLe(+ zq09u`^Gg#x>av5>mw96e3M;E62B-E8=ziA3jQpt=Ir0?t=h1yqZcayN7>5Xa*)Mxclf^9-#fW&YS)hg8}&!J*_xc@qF~(jOM$TRJfYV62s`5DXdXl_ z*S+Ot+D3zC+OEL79!lZ zFK?$mZwf3Lb{bNvBI$TY=w8I4uL8WBKNuk^`X@QUc}OG#1;bW(A%p(Ct+JUtGp=$a zehb$+pMzB^cH8nG>P?#wT*FdKl5!Rh(@uwxl@%S@33+4)UwX2k3@spTq-U5Rsf7s0kDRnxe2A^D%F{j-jk_i=*7$}CN^&;%XeighfCK3#68L-JY`v7X`9|bg zXfQI=3+7fsREN!*R;8cdiJgjVh%|5EXX{5@gH;&wRR3^YE+mw!0&rz9RnL zuoJ3bOL}~S(8@9GN`%!}E*!zUY1@@~j#{m!Gz^o}=ojxLEUgK3MH0k{$ zNY+vUVfT;)fSg7r3xmmxkXqj>`eyWmtXE9s70KL-QuHt4EFuJ>KU~rU&75uLkg_b` zU|Z$S6(%`TYi>1C{W)T^A|z1|v&DWD`2+cW?y73j;YS3a>8|7ffMC5HU>@EkFcbYFHi3=YG5Ic5ezaGa?(HleKZYBSEXe z7F>P~>SXXJ%8J?Z@}>o9O>=*-PRWGbEVU^C95h`KH=pTvzqDN4MZbDHL_#Yh@uEsz zAV(NSuLQ7WZdtbqF>q4>%|Mo-3LKm(Md0ty+(WHwMw@mn)67#gmM-TLFqHG2vtuWY z)3KbR1WwsAc)KhzPGUVhWzSeUnN4t^m`BwPlLgd zadihUM_$Lod)3ewY7pNL6mH?~uUNJ`rDFa2h#qmaD(+MoTXPW{x)iT|+#gb{rRcaA zZR>po*I7oJ0q-A9+Mh6oJ`N2kXiahyTxc5XN+#O=8GgZ>*@+;og?`Pf@h$LGsfExo zpGga0uo+>nV=J`s|X#whr#+aXF3F%?ip_ESnSlP|E} zPLEd-6SM!$c>4|DSmi-f?$3Mcw93d#i806=(Sy=GRp1Wl=YG?mhmJ1}`tgukOxzRL z$fq?;Sr#cXXpD5_h7Dv9s;V%Q?B3uCUM&)%aNRtR5%YO=0i}cq5-7Vs4ntdT^I`^? za3Y{ze(?zTU zT;j`-8UoiR;*4YDx~ntp8H>&jNEVXPUv)W_K~KV)pglubz}*L-5YnMg6f=}^om&s3 z=0108rPDvsYah4uDY=rx`M`|v=N9}BSUg`=!DsxCeB%eg&829A_e|->XBO0gZe%#V z6%Hj5A4w9oi!^tfSq1s_Y2t>@ubBnjdCuw=DoFPQft*d-zNCjKiw9FSP;VKN5gD?b z5xp^Ij~kTmDa`$Wq9TcV(Oo(}Q{H#uIm!yLP3KNG&`h9YMsloTXpT)j=gX`kST15& zWcXtSZj8xLzRm(JS0PcrxJ?6x(hfu)eeWcmLa!atJCfC6nWWKoaJ zh6QqVFbyu33YWX0me>x-Lkwslxy-lMTL~k&=F`p7KBG{7vTQ-XNS zz`g)(D+UmV;@-*Adqgf7^#JE&Tw@7j z8jMx@*1O5e3J_PxX zCUAJ56EMSta2^|h-#`K^=rny7$Tdokfj@=n4CMHP+&Z~uEc>(B;uiFK&+bm{Epu*E z3P6=-=R5bq{I6$dh*6;fxD0o^HDNDIysLtW0X;-e7#u2dUDkrb z(|XkkpYS}3k!eLeoNTbEE5C_zm`1epfE(xnwgn)lqySKZxo8vi>(}YfP#}qjjiuZA z@P7jsc`H8>inWmr5uqo!gdxjqiThxh6)~7|wsqm-;;8lFq5H?n>0w?2MzoZaZL97c zM&|dw^p)HS$GB)r|6$nllo)ZNySkG{@~?DSM&%ELdgcCms2+e?hD$SN&+|-nNn<{N zARv;=0q<%9;SGZFrywZSgH+a=-lgwmMK5mfZIq3!{+M!%e8vD`&-jNF125{6!{YR% zGPAC7ay~(QU}8iE|4?u{@GOzxOsH0~m>%E15_ipSK3e5_&!~g^Rm{|mMHuq^tP!r=s`_^WeUg>0JG)%*#u=#et>=W z>`f8GU9-ingX&lZo#lsmP&93a0@dq&o5s~AuaTP^w{Nm2j(Wy$#OlBLH_l`cdQ?0- zS)1G3Am%BrP^781Shvu7{hlj_{LcOj@I>7C`+%2|pf*tgfzpw=g$17xwPmO=oAp*x1K?Rib4FR{37neq-s4u6>P|IAQhb~Pd+#mDls5P-D?$#K7uq>Umc^|kH1r|!prwkInny@TL} z58h_5f!T1C(>GJhWAiY6prZJC8M;+k>RPyH(8^AQ8HEVgNuTWbgQDQc@w#uZ?I15A zA&EkePOVYgvA~Lhy$zAN^8)rC;`f678vAs%IShnS5Vwya=Q+ib%}`&2Es9u`{1{+Z1=wZGLGNHleP4d^rX%eVa^~EA0VPC!fPaAo zcLE65xIp1_!xyvbi^vrsx|HXy9^sr7cU`OlaMK>>!y>gs(6yJ+Ojjn1rMK9cZ9#N> z5z$kq8ihwiHA0EEK|7D@tQS^%@GHgm=?0bkYO&g9ozmk<`e*H~7$HYlMNdmIcP9!2 zrP#`;KAc9FDkni&ngUhoC~J$LzU0=D zNya~8DyBu|(mNu;#XE~?loVIrJ_YfxG?9qED#K zh?L0OOK+_CeGWJ`&%1+<`wY766sCB?Gava$WynMYW0O8n2`EI${{g8G1`tun3>n(~ z`s&jJy%-b>@yjCh75-@XzL%!>g`XiToSmf@LQa+MVW&5nm8Al`-_38zsP=@{=ABGb z^OS*=l)rKG6rgDF;xFh*oN;nRZdslVH>H{vlT7AL_$v6X9)a=sfvtebC@prJ%t)?X z54O{fs$V<(XbiqA=gaMA-R|wOR6t-SIiHPFk2^8Df3a|Ti72{BcWtvr3hm4Y&-ev` zc(~=8>5awn&#L3kqb=&5Y<195YJSr>uP)7Ffy18aI~V(A0Ec%KhXavGIE|Ra(zJ%; zu%1D_2d^HLi^E&rm#eAQ3YsVB)^dhqHW5J zcRjSBbfKHwu6Xe@eX@dh@dY;b}5_0Exv^!!^8M%ih~Ja=zl#iToBPCJ|cM*^zm8=8uGAHJRz8L(njKSnDg2 z_K`P1n0{eEu&$k3tgFMTqj@PO>JlM4(jN zB--_S@GUfSdAz#{q6ewNIK|G)ZV;QAKCC=lVF*ynF%7Ca>y~MeAu~Q1D9VhTlmX5zg5w!KNjwZ(XxEQi&U%U1OYDt}L#B(9}zU(XbIojG-QpP#qGW z8YP0&CSJ#azgQX4rR$ThvUO-JmLNN3Pa~C-{W|=m8c$!pmGFaiCo6IQ#(TlNYG-n2 z@|TInG`Lcz6~=mg*{1ADSa>*ljxM7g@~p1p@~cT)U6st6_Io74Bv5jAAg@@kGf3Xu zVIg4lQy9`mXAgM^D%AP@nMK!2HU<~>loS;k&5Cq5<@xDLGCKmab%h7DIbV*hretQK z(D)>?&+-JFcS9Uy+=Qp{`P|O|EDR4_f{_8)iv0eWprK@I`oJgW0H2BwM$-1m+Afk) zw4etsjNdQHe)G3dpGODv<_!_(7e~!cDmGV9)}muvM(tPzo=(Q zSB@K>HNb1pm0hrTTytLeyj{kxR~AKstxht(i7ZfLkB$-a*!YBWCNENcJXIT#Exd_e zSQBLWrPX#9Fa4umYOK1Pw;S>aXCf z{5DlE%`Y)`u+TIX?PNAajRyfrraj>m!?u8o*BN0f0(`cpP8H6MuQ0=q`ktvwNeq_j z)i{6S!gC$JP%H0jKl#4M{Crc$;o?Sw8ydpjgBG>DGv}L8Oe<$h0m!nMyU&Cg{b?&O z6dqb($Kn(D7m=?STwNBv{lZ^^OKjz~j8|oLZ7Y-s(>^CZe7jpNd)*C@jLt? zqkSvuYGnC6KoeXod>s##EVqU&UG^va-G^(vB>>&}5ut2P>n>BRp$ zJkNXd_W5%!CZ9d0O4p?yXZe&7)18JHCzrJfnq;lT>gUim!*^NmsY{f6Ds0mi6UN## z)ynuM`ik)@d3>B>UDk~=Yy^Hoi>dM^VH>f z{D~BKso)ofZuB$0b)!|(;!Nm-<#M03M~xJi8Z_dNjWq%BAV%0)@a+ZBDUe-$aI`1k z@uxfMgJVM=M0>%PmCpARnP2geV&>N2NdrL&k_!VaV@^hT;D16ub{@zRfk#K%p*ME= zW|U+2!yvIMf(~Y)k0(*6dM3L&qWtgI%e z#y>jQGsgoVX9ClcBNLCAx4Hm+mjlxj5;+f7C6n?hE-cE<;+ zw^|KA7MlW%IsDpfH}WM69ysBgs#w@9e^s-VaG78xZ|aqSy!wZNV1*?L?a@}JCbtLm z&-W37G4So87q+UC+&zl#Ro(8Qj*lIV1cBn$prdi)6LAx>bb!w>KI)!^MmzWwbsD*= zfX&)Dtn%Go3OpvY!sQrf>lEs>KeP~G6%vYoUJ?B@o7=Lo771TXQX*l2@bHr;t9-SR zT=8kx9b7l%e*n15xE76|v~!y*j>pu@B4<9OLo^s59GC92K35YugljmMW8U|PkTzK+ zNT=S{VQAwD3Y3)}H%l28M1NxQ9ZZ6!LOSq2=A1u2Y+*V0v!rBUAp~@jR><30p5txP zUEi`pK}gyG!sZ@3{rBxgOQRSiPFSv3YF4;C2Y5N%(XNT_<8L#YKeIHWCq;7l6`wq5 znw$V9Bz6<8O-@LBr5=ww>@Ju(o`_&7ayXV0uAVn<$i8RxG93pU!4S>sRzG@E|ecE zuY@celWSi|MYHOu2%%dS8uz~iO}d!d{lar8(_BgMU{S@*moAfQn%QZAv+!;v7;az{ zI!qYrBV)B5#3%LWS9KT4_u{};%+2{OOe`3x0iQ{_(tSO!YXSWEXj)or)QT-muA5DG zu7F(fGpgP3T@;O>qX3{V=GVWvqarW#QT)u-w&gj`&8>SvF*d*B32HNUHrCMp*s@#(IN_71Lfzo2)nh@|GcN<=S@O{e`e zyec_ri5lR(>tIo^e17<-Wah;=RnR5E@cW+dfnOf!FVB^0zr41!!DNMEZ2kK=0wITA zmdMsK-(g@{GO{>QB4Oey85*I=mB3o65J9Yyci=CLG3=V~T{rFgP`0<2x{Cr4b?Wz* zAWu2VR~-XuAPmR}eo$->bX)cvs&ZFzge0*MoNc~=git;7{=vR*;(n3Yb;vdgQr%^> z?v6OJ=q=qqYfG#AN?38iNRgpNCvyoXtIH|q1iDT%aB+}HA8${uORyf08Jy15HuHvSbKiAqJIEGOM{l^D#Ego0a;Tu) zS_;*bM&_dn+8;tIW=!qwB5!FAsIlX7gV|1Dn74deBWFKtf9bw0Tg5%8BhK$;Zj$vju8o!=UfZg2c)n zv02d(+3${f$=2$xV@Oau-kps@pNtaTt9(zoN%Nu_n*arRAN_{=k#qn;WI=+^?ChMY z97aw1GfIp7O&=hetOkzykeAsVAU zzFD$QCAX&qOE(4&oJ$Fh?>lOBb%6kx+Zu%L~YKjLxDyIMMX`GcsXvY z6i82RdMplYirLpbWk?WrBbCAc4rzL|%mhGalE5=dN>`ba*w9nJ=f{5PElwIuwjqke z4S2|1zUN&*McQQTO(bVs2xV??fu3M0S|%4%cW&fw9P9eG4}%YH#d>WOoS6);S>iBx zyApwQ;Bz{mM69}n?ahM~J{Qa}nb6~rZM(5@KQLn?E*@@Zk1Y_e>BFo3)3ZH0Yll4v zK5iDRk#cm`ma(Da%m|n$c4WXn637~*sQ9L0DZOZRZfoeB!nsnj&lV-g~?w6^D?0 zhg6#1H;Xe&F9_?H13c+2x)AVhCbs5A8lZJ~Y*sfipMnl;?CWw!z z5eWbQm8YtqL5W&gdi#7%I93_FE@Qvn#h8O)n-mDSp-jPe4{QzJfZ<+9WF$Tc*vD6M z^>+y1;N(S4US==;*P5!=-)?t(J%jE}EdVzWZFqfCdcU^HX~M83KPg1OsfHNQTpFd} z(W{H()P$D8N6=s!doubMwD|=0%E1K-j1p%6+1Rk;D(JQ62+KeU>@Bmsg5}8>uq>SKp*Bi?}rP|Yb0g0wm#irPR z6WH1s^%du5icH(&$&;!CsCVM|E9dm%qnlIZo4UZ@e zg!qoY|7)E9$Y9-8RaH%!Q&v(U!}mqCv~ZRi@}flS^g=b>oaH@Z)bwlh3Bm4g_0w}1 zADlg#XW$r)Ms3i_XrVG!#K8zo7?vyoIy(E52i!$3*u$g-@FuVqHz1}I@Hz5;XQTz1 zI0|vf0VLxi2r%_{&LgZz#Qg`}>HRtLyU(ZZMBEfr-B3R|t!1hG=*yN93%WdQm`n(1 z^HARB`7Z&C0JoN2Fqw4Itqg5>Shv!@l26XA^j6=U$zzfNykW&5VPaN#&ttYV>kAOp zF4M145uAT)Yd;TW<`U`;YRArKm4=42XzfeZn`Ty*#pbVoADZB^zwvWSLh(4#!q*~+ zyw}MJqBCm)mT+PsBEBI8fMAgek=UGsdo5s15o2a>B8&iFodD?Q18l86_kJ-7^!6UD zja49pT<{+3K}_wy-RC{e{RWU8%ytcypXx$!bqbuk;ku6g_&^9Kf6(F#6r-WtkGB$4 z5XGf%5mvba@`Af2BvP7?%UFzjxdIm3B;deArCn^h@#;&ln1Wy9+)dygY#}h6Tlqxd6nG%@0}qo zMpi&9NisN$-<6oK;HN#-tc~HB;(Z_B;%8xEeL~G52t&NpEw?UY{zDin-8x|LxCAXg}A*cO4L=w{6WS0i|35PP~@tr%8DJ zt*~aNA=I2jw)n%pU-uyK-e1aC&oPpw;4*X0gn!znV4kRXCJJqeOQWEp`25=x*qNe% zsjQ)?S)`vg_jedxYgCAOX@RL*jB?2ZxkI8|N1x}?Rw}d}6a($0C7ws}&~>?e!rYcp zkZ^u|^*mGRTL%TgzM-o*Gg z(2g+yajCs&ca#w7Rh*#om5+_R%d0RyC}sNyY9be`{2kFLhp4w zK@~I~dGsb7%0}OQo8s6NL-*T|JYka@5wK|hK#)q_c!`J5nD2xB>fdTMN~4!(lC3wL zHlcO&&FF>axwmeQd&ed=tM1QyvN752)|-e6uap(Z=xzR0^NJo1Ka6&R6l|m~-FX!` zigVl*~HYLp>skQg;9QF$vzn4^GxWybQ_#aD+CK#2usQf4 zIT_DXr;lKl)LRn3QkC|`%}A1Bc{mClb~;NZmH7|&X_3BMe8-dT=1n=Cg#TSh^5>HVPdXL=x?*9pB zMGd^v%gX7>`018_L!js=<~7HprcfmJ@TN)9@@158e8(5t!L^u>?l0DwTU%SVOaI5- z+8iPQz{;Ac*p!(y!bE2wXmH)WdFhj|{HNsPa(lT%8S*5x=t|l0U&C+xmSObuC*t5f zMUn~*)KxB$znMp8W}D^Z_Y?k^QR#c}^?&uuM&TvMgB_s&Eit&46BrHp``P%-KPBiuItu}(Ur!>H*xzgR~qOWf@28q)82#|^bl)?`K9y|Mls$xUig52qw)t`d< zD^IE#3@O#4u@?rdf@5}gSwgCXkjH*iZ~EO{EhV%0t4@BSMv0q;n^8_Tm0&kV+zM2l zR-dSAX`#mx*@V0ppzw_R0>p5>b6GdZ^{Davv5Z33e4MnY&$^Y2Mm%4*uciFY6#*Je zFD!rM`gQ80u4jG6Z)JgzNC{3yY&JsX$fvK-tAy|8U?UJrAYuB~qw5|2gw=uHQGCa% zZ&N`B-9>WepdIQ?$pVi9AE7(_BwRfB^d8`uWOcBw%PMlZ*4Y2Lo!X7=qG9&t|EG`2 z{V%vYGp9aT+xj3$j~&5B!3ci<-aqnf0b;EG`5Q!I9J0Mmc?7EiWm!uEI0AnaAoTyo zP%P|!_!{DKMuV{c*0_@3N{KlBRj%ZlgXd(_nh9th8@Z3mfZ8ZBeGpg(m>e@H8M=To zxn<8M1*GW+Cax|^Y0;lyTT|Qx{hEa(m@yTYlw0=p_Aeh{z@nFHOggS>1?D1Gt}WP? zUf-XM;P&eL{HTp<%oonT9m9j=r(h&ZCuE`ATncig0-k@Ypbpjo&XP~TuQb&21ES3= z)O8~QDojE)eH`a`^zP}(6*E5-JxdZz4%izln zY%o%>0c?K#V=zXv0VDBc5HHmRfWHQ_*M{FRR1(v6bQH5d(kBx#k4y;uRluuKK@vjf zY=HIKfC=Z0`dhB7%zOyw)WL%AgD1Sfeu!H8Am;o8QEx6(?h+M4i>-Uv5sPp5MjGeD zpf_)pQ|Yxe)QzGvmO;H*3+j3g_toGz)u+_4jodq(`q zFNsEi@3A&w>JC=(RmQD`n&2m^4gX@Z)RR{KxH3Nn@&*}6a8IX}S_l^Eya&Fiijq-< zPdYwa*GvFuTI~_hxGq~6=p^)mMR*7;?U*m-c=^W#hukKO{xP^`8%I=2g8;<0ald- zi6+-W3={_S+~CG~>W;zs_8!C>`MrXJePPSlE0xQ`#Tf^XQ)hcs%S#m~GFH^Sem3(~ zRBJHbi2K+nKT-p1Do-B_3h-{~hU%f82*rs18wKgV8S;G^J3%N*Ks;0()3s_bkB+bBs^7wu+N|@Zdqk@wmMxjND~z?i{J0`?e>r^S|46W$X4b z=0;S=L5>K7&u^z4YAqZSmVvLMsYpCRk6Hrb+Gg|r@T1ZvOaF@>^~<@b$1MT+FR#7k zvA~)7-jro+En`+bB4AwMV#7}hKEzNG(Ds1m?UKu0ffp$Qp2<<`(qTTvQ_VY9xj`%@ zBgrQYd~KHkb}#@)>lS_srQ87-CmBgWMsFJRQ4mEUxe0UiPN^se1@GzI2c4R^za@G+ z!gfRNAXDl$x@CI{+;Z={A|@RE3y!75U@;5|Prgy3zVK^Mdqf=I!PS$(ke3Ed(ivEP z>EPD4qy3wH6y(mcva$@pd=xQnhw*ahRS^~N*qC%al-+(RX$aQA&^Y08A9tfcVrkc} z(3=T|(FJIS8XU|p2@xS8Au^(%OoR^bB3A+6>euX3n0K+A~o_Y(<=VmdTfh8I0q z)koex2v^r1aIFdCERNyTZg7jc`|yd4vL%&2VBl2zmyMzQ4AYE1f9`t^RjdlflpPpF3 zok$p1qJ4z)MI3Wm)I?!Q|0HfP!%eU+IFCpM+UjXOS#o&lN` z2JZ6q7*Ni4KCB$K|GPfHOx=-!LO6Y({B;4|(hL-u#HI_{zr{zv+qw;Z!Lh`2_iKvH!gbl@@3j1zps4v5#25?UzYna3%ncdGD%bL zBE#RkyEoV6^$GZRh%5C1gtnG{e-F=9x-oQG6yy1SMgRW&I{-s`f%ui_1`YT>5TJ?L zm{u3AO@ifudGotVAokDTW)jgtMSOxC@`ov~82}Qr$gsgbysPLUI(rr_dlj}4?lNBp zkD&f13W&V3_6Fd9fP$kykc70!uxFj95_SLbaoPG>4gYSvVfY+TAn3en&ye+;n@ z)Ea(5E#rX0{_W$j@-T>{qT_q*cb5C9-%E~k+17y_gMu0uLuRPTjjcoa{1G6zm$r>O zYYiCdB#Hi^Lo! zQHaF^1Pj$Wpr7?CwUrAtB{(?d=4%b%RrB8q&;ohDh3uSsqTy1Tel9doLARAu!6Q)0 z`(k)j<`Dw3gR<#`&yV}FwPQM%;$zo6x{1q-y;=h$=Y2=jMM zI=yw7Y;rGtLy(o2{I=yl%vGyxW1p+M>3i5+ieR7T#Bdg;r6DB2 zhK2^c8qaG92?_8x?G{2cH8qAcp47#|xhfxDynNaH>z67(Mz3DI+BY}|UFR2}p=7si z-HI5ClimeALw<)}H;|P`Pfu@UZ_m!n9R!@pkni8Wk1p4SJOQlVid5z(utp~)$k6bc zAt50#%8;3f)x#+9$11zJyN4d8O7tVUY;CO+>}~Rzn&*2e*`Ah;j)snotP50_hlhnlL?~%!MCnxaM!~Se>ha^tP#AARSR>nb)`1Z2W zd#ju{hv-Ak4!~qDEiYHD5tN^t__SLTmohUkb;3tG6D6O)Mbomg-~9e<2TcPRSW@=d zL({S`zZZV$W!Kl=LITF4#_1F0M`R`9*9z!*)wWH&4L&rnGtdS9Yh>p{3Y;8+iLKv>6z@JF?PC@WB zyn0o|&D~wijQd0i9vX^B+NP$-g0#e3TwIF%gM-{@_63LH`d(huimIxKh3y?3D%4a| zR)^4l(1swS)k>I4O-*eF3HD%(jc4D(2t>39ukBmI+SCN}_dQr?FJHXKgw)4$>^gK) z%|livzM8yz`I6JWJ~`3nz}gL-xiK*@0>{0hqdC9| z?uXnb(zrku0w`@Lfz5sTve2dMYLb(k-3QTHspWDz9^7P3 zk`vdzb;}RLFfX{+LHe)^=;}V>Ll_tvE33uy#;f+E+-b5MC4dHkOmQ?(8Q^^IUwX6( zNUnP35>GH2k_EpYKQBv(B-gjkoMk0E%`acP48uLmCL0>$u}`zf2M^eQ=L8=v1c?=* zOFZzBF08Gs&78QeN{7Y8DZ&Lw0u;|&vd_1UU__JOR%WN6p@EW`InPvCrRDwuTIclY)X`amVwyzdsZV3GUpvQ`a16YiGv;!R}=? zHe3e>hw16*z0D@(l5H3b*tJ=Og{f+c)vT;IU|XGm?VEr-5nIY-o*1&0%l!Q0Fk{Tj z&G-L~Iy8On@9n*#uTL+VN?~GR;_U29%f!S)gMnNlAUOEDDL*+aZ8Jo5`w$kEZ29?N zA-bM`P4=uwgs}ekE+kB^{(dCCeH0c9PoAEOKzPBx)y&LH9>~N+MPW!??&Rnxyhki6 zJG)t^%;XxBkv@C&jEIORATaP_b~X_V2Gpt>VMV~29s|(?28k!Z@FlL|jBvk zz~cJ`De!QKEzMaPUfhcpFPgSvlc!NZtd5I^7Y3Oiqr02i9E8mou**zNnl3LdpCKk@ zV`0HYNlQ!HJ$~%u>|7Z(4y-BjW~xHCZE?>(95^^QFJ8S86cfvQJQ$t}(KQag`6=#Lz+mQ+Q+G9y*c~p7h8_`2!TP{+ zR~FaTGd_OAN>G)%cki7})4;%cI3TSLGt`pifdW4>y}Ps1*x9KXG||-+3Tf>NaG*yN zTWxK*5iN@P`g+lH)|cdF*n+TfV!|t{s<8A*Z2Di!A(lxfpp($+&d<(%2lO@SrkB?Z zBx`_>g%x1$P^N=;?H0U&&D~vQcY8H8vd+%VnGgvHiPXrHf`ZV*L?#9XhQiOE=`|6L zBRU!kl<}b>wCy%CQSQWAY}u8blJXpA3x$u`&R5seAc?`p*GzGRtGCZ=Iw+jp&sy!F zJqorACpR}n-8GmKki8fg8O^kcOGuP(_DQUj`!6n9rKF}-cxdd#O!puuA= z3^N)&)Wj$n-+>Yn7oT2Sl-JdzfwihI>ms>~j7+Y{*TmM=))luXxUw;mlF9Q-gE92|_k^P2Q6 z=LLHDl+T|jp$zx-EeRGD7BMNQ^JE=XUT1%fZWCK1WFOyJS^`T;O9eK&;;scj6V7RC zRskO${|p&f2COzT@af4J8CCAy#RVCUD!&?JvbCH+)`+vKE1Q&5;?a>8TykT3J2f@c zAN~gx*_S2tG%CKDKa?=NU@SEC^a5&XB#VlQ>f~?h>g&HLE*65B2+w#=N9R?y)x-Jr zSaYTp>_V6eHa0dMP(XnhLM@)4dT4J95ElN=ljflH49m}Db6RGtX4e>Yg9_KBaFH!I zPgNjPf%;9u$Vl9~cjUY#waV)16pW0F?Mc!}U{5CGd*TJbCyZ%%RaI|KPXjc<3CYO5 zzO1?WqEJ{zk@MQ{Er6}>c)@~3M4dlKK06OD78@H|58QX4hj{7QwW!KUaY{-`4@k!< zoacxTOCI)!KzNVX{9El1=;IH@g_TGK?5L{Iyf%5kDM&eQUAbIg{a74s8(5an|(lvenP0X^wjF;r^@4^xG z-FKh_*U_~Bgu12+THOC%r(8Pv-*XSy$p1f1!fk0{qwmCTHZl!R@JB&L^=|%c)93#W DZTAh* literal 0 HcmV?d00001 diff --git a/projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/testing_results.csv b/projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/testing_results.csv new file mode 100644 index 0000000..3d60bb2 --- /dev/null +++ b/projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/testing_results.csv @@ -0,0 +1,21 @@ +episodes,rewards,steps +0,-1000,1000 +1,2,8 +2,4,6 +3,3,7 +4,2,8 +5,3,7 +6,4,6 +7,-1000,1000 +8,3,7 +9,-11,11 +10,-19,19 +11,-18,18 +12,1,9 +13,1,9 +14,4,6 +15,-16,16 +16,-17,17 +17,4,6 +18,-16,16 +19,4,6 diff --git a/projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/training_curve.png b/projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/training_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..c0c7b2462b890e15c7d1040dd1341b7d9f0b974e GIT binary patch literal 41323 zcmd?RWmwc-^e;MqfFPkrNs35FhjdE`(%s$N4TAzAtpWnlAR&#!&?z9&Al=>FHFNj; z{^z+b&V6%VoOj1Z)W@0Gdw$5(qCPGC?78jcg8v=pg%Dt6RgFsM&ArO?MhZx|0 zct+;dz+VC$(mEdM&Q>1Yrf!xHMND$u zipa=FvU3CTo>_~$i=C|;6h2j0fFc6b)YX-@M03s= z!S-Oa<$ms=wT)C~dTws+H7})t_(cT#GT?R}X5hP?7)>pfQCP^x>ooT#)w!iNM>;B* z&zWj^dYYjgy>%hod!aXmZ^1_`!~S@sE8uj1Px$Vr(_?>zXK(l3z8L|(m57UqjJ(>b z8bW@|36_dU<+Btj>>LQcnQZ0q*cy(9H}%XW83*-J!;dhXnvP{;VkvrC;pgo6im4x` z9X2{1u?vqEFess71+V;gr=akXlk+(AkXA45>sNx;imP+(LzaI&)0o0iMf`aegKk;b zTkp7NWulMRhkARLPx{z5Kax9{jQ)@dIO%1Ol9o=7Ru^-cfjL7*Gm7i#NP~CF8u6r6 zm8MS54i{Soe^m_%M%~|DR@sc?s1rbFyH1D1hLSnWuU4rM58M8Hp?&r0)p8e!aROvY z{w+y`&G1yExo(XeQL$F(iMQ-k1O0;kp~#@%E(-=8#h+i6eGq4oULtJ+2?YEesVPZD zey=j2@Op$#O{05(VrqAt>+023ZXBtI-|J@o%Z<@@?CY(F`@`}XOq2NrPXp-vIXG4( z_mFTr`Xgcvr#XHg6fNge=-sibQ_Hm#a+eCz&SYUuAZI*5CoeBv_U1DJ zZ39>Iz}t)Uyd**L1E^9g;4TOwlO(PC|OXrkuWYa`!vqCufUVZY0R0ibBQbuOkM zhhrnTvc5o-1uo~@x5oOTo}o6~lzv%R>es zp;YN8;_=(NzHh9n4ZCIL!&wq(UNg3HP{jS(#s=!bWvBO?82mWSwAkCy(z5A#BNeHT z63asjbaY|hXjT4~PNKJaRenPSwcSnDRB_?jM!sQDYz?1U0&hoKq0qAC3q7q8o#jQV z!8Cz1?*-qcv(a}rl!6IQXk}E?)J6+0OD}e3r!H?+!o8cZb{1! z@&6d8+#O5VmnPs2*;;6BL~t)o4K1oGi*zaS%}W7GOA!t9i#M{)OioVDTAEItB;G-^ zU^rIN%CkCHFaGQ+eNT2OZ$K#7$1uu7ob9-#5 z1YNHut$HcFPg7#xTMXbXNcSSsuXVtxS2Qv*3K6pgs55jh-zad{bo!z88BiAgi#>q@ z!?HT`h!u>e1J9kBF_ab z)fa4*!edWtRh1%kw~W8Gz8)4BtC-4rJY!$ZX*>E7ev;H`!a-WMnc>g)>XpDopx541 zJJ3|fp>ZSlIDUE43AX)YSt+bJmCtztm{;4f%MnmKF7s|2UdNf=p;%A92h5K&`JUEY ztwf~&rOB0zv)UTYX3_oi(k7L?lIxI_jyY+}!Mz>sH%5!52Au%x%?g0`x7KQs~>?zklhQ zt!h|}nvwysr9?;LWI*A*Q~^g46Q%k+Jd*~UUub3dPy4xjxAT%9b*r&LJ09dWEc&%L z;hpXEn;GO6^)k_<5&;3i2!LhZJz`^ghpYy^cg@wi*Kd5cPZooUf(z&G>gt;FKWvsL zA88N4yas5G#B-mccFc&VD74u9Kzp0at|$_2U@S;;1|LRVFwj*7syK!{PHNw^CuI#g zOl`B${+sFEyxXUjV2QB;WojUiT`?toC)g}vXxrm!X66uh=Dz@R>VT4`p3U%{1@61> z*KOygUV-PYKWw@60nhPPS=oB!cLeBAs5-Rx_mxqyxGf;xz>(J z{gRn^w=PY6e{!Ye_P~5BU$F^(vwOBRLc3=FEhA%LX()wK$O|$Ij6BOx&|?eIR%Y0^ z6KE`D@tMtJB#X_k;qlX_X#e)V)*m$Nl5$%`BaVSZCUcmgg6ArL>dw|W)&t(7)9B?m zRTc)cq0K^gigXnKaUO_TL;x zl?8GK?pcsH3O)GWKaGP{L{P2sqS0YX4K9^%^6_fVEw!=VcHSM(pS7j-kZRj8j9|KV z-&_E)#e>HN2fn&pL=3L=#@7Q}L~&+RB@6>@Cp@sH}K!D`Q6ilW&)c{5%Olk2tf%3;C+KB9x8YNK5zw`&Nc8Ce*j86@M%=Q zr{HhvmaZ^`2Zmp5<~O@ zuHb!hzKhvbsG3VE%AA?9{sC+N}}KMIf1Hc zl^OId!Y^Q-%im>v3>r*GOhmbYmfcFp%A#FOM*X2D57(5*B>&y|Te2^RyGh4GIZ0+}c?>;s3o z6Z;%^dk^j!?^fHJzXm3TxI3-XVPP?BAPkmsZ zzDL8n>7*7P$`G-gETb&eF30no>z=ByCke-+JPB9Gyx5=RHfe)smFju+_u$EDYQ9!P zYf4OSyQI;uEU7%4b{`VyLAn=HQyTk;l4T&tl`&;8^qnB*(3>=#b0k`b_+PjjEwyKf zEd`r5z>8mHw&n-mBb`nF_+c@q`wU!hI1mn%-xdw9KQ;yWcxYpHQ!Q?wF*|T<2?>OL z=Q~7aL7AQtx=7euSoox}FG#hy#%({rg2Y=Fz!paV!XVrf$3BRGiU>lmPrI&mqlfipONLL>*OmiGcgK*YaGGO~^Ev&t zs~OFEM}iO-hc6synxX!Wm^(V&WF6ej3}4DJDqi1>!!rt%O{Sg+`*5sw$E*ULw+?vk z!=lf;8#Rtww+(f5$&%rCVWnl1f*yYsDXHc6y(r_{Po}}mOMb*LZU2C7;6A_uKdfoJ zTW5#&Q3upI&CdWFotn~t{O#)txxm$aM)*YzHH+T~u-XZI=PnDbV<6noTv_~R8QRvn zlSi3=!pezdo}GE%QHvT_Ujy&71>D8dy_vcBeJcf8An@@>jCSBJz3+UThIFg?&drHH zT`DYk31s4^_7T#KuvrwH3KNMxkC$%I)$|PvC;*lCS#>v@EeSDgd`RButrQj(2FE7w zDX(Ndi*qhYCFoHow@)S-z^|&R8gM?Y zo#xv8489KZf=*PFs&RgBXT10o6O-A$LRCnAGAHd;Antj_>kScbG3LMtSy)?Ffs+Bn zi7qNa#v1_u?_-=gkJtR!<0u3Os+%rWyZOIlicxE7A{lA@QOBbcUPrQb-&oqsDqr6q z1uw|U`z@AIhzl6Y=b^=fpH8up0@uRut5qb;TfE!g1N(N04XryvZ)dZdHpS2H)3*Qp zd@NvPiox)cg zL7)+EIq%I+frt1tkjlr$pK=CVi*Buht_o}pP+g=axdwFi4oZoMXLlTy-A&4A_Mo@7 z7s*}k&c>7_NUCm&$bbaTw#Rx9e)__{XD~oPJo4odCvL4sjj?n{Ns0^%X30D~`DRC$(iRLEgxg#Yn zFQ2Yje|xdN3c^5(rMCAmPO=ILI7qz(L>G^Y6^>+jZfkFm>>MDByq{kK)a4CeQy~lC zDo}oKL$men3`pVv0!NSS(JsWjM^Ou38#!ba<_tjpdMIn%IPhFEKF;%n81(&2tz#cD z5CkXo0ZM>Ec8??H8*ay3>-sbe_A&?vqyQwMSI+34 zG=}bHYSOT>vThlmG3O(1XgC`!B_+iZes#4|T)s6`xr&uKsrs5-4TUhq3^uC^b4rIs zep31R^{dTnEvs|uJumQGQ~O?ktOzXxoGNC)?Gu$kXPsNq0jh8T_J|CYlHZRVu6BAaiQm=S2pcMMXtdr1hL|Af!KWnaQ{gsCvH|l z8T;j0JikpiTmXGL0S5Zz+qZ7pg7gjJr1bOwx+H@R#Qh?|b*T*n8BGCt;RD|Hr@z01 z+iqwxlDTXNNN5=_S~C!fT3A_~96}MPaiTY$8V_4$jq?PFLF{i0bhSTCARbU(zq74& zaP7t|Kyk7T3jY3;r&mh*L+L#y;p;2F-gJZt!oySJR&U_QD_xe~BnC6RH&F5Zn$RECmQ4Y06t}n2?kwUC`6+pZ)CcWzFpV zMk#E;?C$D#F6egO!ouPRM89#`#(|0CPIc|jf$VuFYrytP^lF$KDnyJnHH1`*0r_G9 zjGZAf;45&9%?oVXH$j7tInPN$;j5((z{}i0YUMU0@9_%$+a3wuPe;?;P4e+V6Vsw~_Nq7ol~Tb!u_Km#}WQ$hfh2KT%I(gbVZ z?;P*Lg&0xTJN9P6xSmdF5<`tml6`RUfve+H-^1q1WPaBd;2Bqe!UP32??uk6Rbq0nH!Y!FgafEA zGKB#`&(nYE%3tE+J3(j@G3|iSWLTkIpkxUaLJ9(qp9GMM__+XixZuL+f8hWirOVKJ zzAF=c#(;rC+7?b7M0(Otbp!mmQNXcuhVRBRfPHy4nvhv6o0kd}WFUQr19e1i2P>03j_&#R{UsS#JQz!-ftQmp?6MjWfAk-_V;*EWy2tq0e>={qfh zIA;ZZd$F%(eEWdO0jG!Ca`tpj$KIPs42lboD z0`By{fxl#601rz_ulU`gNLlfr>jycKivN}B4H5sJT=D;}bg->S5S`)VNcB_h&w84P zPrddwo{!FAep&2(>r5>bL{8fr`1sl}`s||p*g3a|>3o5pn&&g*irMzNlBwynt614c z;n&ZP6>V+Noi2M@RqrB*xA#N-IGg`~;lF5&`LZDT>5f;%?{?{TH76%0SxB}grZ|w< z|Ix&=o+0Gl>zL^(Yi{80kO@^**jxv2R7&TzSja4R+Urs_$Y8oq62Pr+;4afH7yR)- zAO@^bso+#2^E*;(zvV`XP_xFi*MNaq1N=_&-AM5`Tu4V=SW}a5%gs))dY~Wj+>aTg zi?M@2h{3(SzP`4$c9k@}?}bdv04Aioobo?g3L}%U4C+QkRFG%So=NnntE=DdO8GRD zoenghO|i&)JeL>SSPeMs3|cW`jTUXLg6i6a#pm^1y2v1SEnZ4bPWR;6I?U=TOnMy$ zz~Im4XBdWg>kqu}lET@w_wy>MBgg!HjO3cXfXrSHoi3hZj(AW)LULR-f@}BsSuM4l zUQv#j2|#W9AxxA`@OnRL@WC;^{1H*s+QHKV?fNUTb)%0LZ*vXpa3Df>37`Fcd~n)d zz1|4FPta_Ls7;ZWR0$?6#!Ax9&8i!PQshclo(*3(ENb^3G^x!LbdA!#`aa+v$!{;N z55MmWlJ858-dX(kAxHjVgPN{bks_qAK+WS{JN_)*NclSg$Vjc z+nN`^3JyfKbePxw4bEo9<%fWed#1B%?RPnG$A2LlXzyG<+e>bPiBbI+-R`#GQd3?2 zy*{zEK$Gz$aMq=+?rS-8N;z??6TMULGlBDYYd3SyU-QmE+9^jXHtO+bietKW^K5h9 zKhBnp6sy0G^#6fU(V7(vEuEM3NQiL9u>9p<&PIgCN2OTs>u=1o#d86+$oKPVS8n4* z!rx=3E!x&EmX5cQ2QbuDO47uBP%6Q~5hX%@g3EgED)t|DSt{LF&=HvP9Cy}ArcJl9 z)-uvkBfLqd25uV&DLt3|Woh5~OgOO~WsGIJ?TuJD5Yq-$ePv{FS5ez|&Q13bS~?xq zp5&oa?zZ)9Ppb~bnQ!iL{~YK|&~`=-XSr=7s8g#P2@F?^2omG`dz zbt=kHGa!Ta&J&a-$_uKm2WF|_C8Sk9h*bgoS-G&;YKYBYbeQoBeG)i(bR8)ImO|8m ztw|@i(}A>E78Anza3HtmWllVLbv&@q*U&K9mzc6 z`BwQ?rJcJdRwc0vzGK|H#6Tw2Jil@Wud`@YmJcPqAE2EP02^-*K%cvVB7& zgy(nuX?YgVN<*Tb@MSrW>r>_TyP+yyZ<;>djqIXfUV)Fxfuq;J&WqBh%pB>#pJ{CP z5f_XGZ1^^8GPqmfYE6mjsV5cE&njh8uNS+8iwvB;nz7!|7tms1c?RJ`8UNHoZ~H5M z$Zk|MO;J5(RtfUyZv8zxWN}cMaTApgxY)>RLs{IrpX43d#g``&+OrV;W@U^by{bSX zQ*^ltMg;q~%LO%)x#>A4pqLYjEtjqEuywKZ%9~A8qdIG;;Yt+ZfD7(LxX))QN`k3h z1rLKWD4%jX(>!R*Z$-=@PFGQgp|D3s@HYRQS_%WFm?S{fb8=&|%$*k0*Nkgd3IddN z6JuHb{uxd5*Ewkwfjd%V`jA1ClEO#b801`4@3!|rhOIDd-d8ro?_M0T!L}eZqUxN5 z6>FIN(?*IJ&ufpJ9yUyZ?H-|)MmnrhLzf9KEQgRm%yA)1lbu18)p{0R)uN_8I_2>G z&zBB0(R&#NEp}Q7*4457$~kCHSO4uA!{4}XUw?f2@`H*_m9?i#%S5|)s`Z(fzt=`V zspU)lxEv-b-g*pmim|XbL?aqySPwnUdZIG)B)n95@!+}E&zB=A-I%kyPx7>Law|F< z-neR-{B<7slFN2-N%35(bS+hK+T$7D_axDUw|Ti6BpwdcDcqRV>tl!Bl~=ch@JSj8 zR%>QKN3|T?=Dc8p{33V7vxAZpBYt$V%l4|`7@ zoh`bl#qn`{SmO9T+bUED=Vj)2e06_q(`B#M-^fR=W|F#jw4>kfkm}UZB;mJAqXbK6 z9@z-0S`k(C-3qr%vTK%RxfHyAqb=5A)J)x_`X+M4q|@k;%cDN4t2H*V_~zP%rwVMIlv;=PoMV|@S=0|rA+Ayt*erEd^%b;iJdq(nc%QSh2nw`Jrt&HSy@k=~ zl++ABF-;|wn3DI1rmLyy z93+9VLT$R`QFlUY)3rK5_@%L@xJU3=A} z=nP2so$pfTYM830OQBbfH_x{{iAv`sS{SPO*r6NwsCeaf$Y0`4elGUg0lC}2DLux9 zGQJIOO(|q@KIOG7!R}-^0~6EV);kcVbZvW_Ot!*ndV9|9rDwh-CJ5A7Pw=HJz;I#4 zBYbT^a(xc=Ywk9~?|;uI zP?Wl$m~a)b_-&X0{A13C)7rEyX3XMN$#pHCWi?W`*f3xX3eS*6Reakt{rN{$ns$;> zIn0TEUL{)7HJfR{xi{p%XU~p~vnY2^fRc_()BQ>51ZC3?W(+3bkDqsURy#fw`A@AY zS;p01-i%0A!xBE{Bs_j6AR}#mR{7dcVp})?;UFsCke%!y$w}PRrDRWyr;$9Ip7^6M z&!al=OBPY~&cf$pdxySk>_ozIMyoFAG`)zAAKp3p`I8CD#>Z??39wveC+jFb;k2VW zmPhxh8NGc}fwh0`YWh1=$VON9+~3lE=?>rDjDJh+`GCrs$ZVX%d@<;|rS9M&e-)x( z4`Jj{`||S)gnU zUq?qr2dPKuF-{)Eg6is(x-{eGArf6qFf~2Bh#q&d*7l@3zyoC|S#)co><9m1*AHwM zhDpT55q>k}C4)@W59xnlX7xU~*wo+pt_th>XT8cEes2t|@)DD*QcrHQF(2j?x=1?u z_d&CX-}WVa?%!WA_2(IgAt8Ko)n?OxvDojcLTOYNo8OM&4!uxaMz$&WbDaf2qWbLC zkWfn-kwbWBy!?K7h}iNacXwwyEzzCxyr|OQ*hlK3#y_!Ib)U5Rw$1trI2xWxORp0W zqC+v9_{$${dKG>^+kGWgfpwWJk`*3A%^lrElLY%&GiO`jsu4jq;hC(HC%lDi1Z$U1 zvFll4qydYEB?I%qp@%L=` z0S$Gh?eZMbT~CRWRa2s{=c7NwMk?hwb(hp}uAmgBk7AR|E7n)o(^-!T$~gDnpYf`= z@9nH)$#Q<@j$T3)fmr4FN#;J|;RU}_9K$`Cq8^Q?Yz^0opeNENG_hKwV7qKH z$t!T>Uuk$zu}FAoelDS+lXq1u(yc6F%P}C*aJu?l6%%?VSD0(^N%42u=UAtACeZo_ z)>(Xla;>bav21mEjMVgXa{R{y8l#I%7r(%pK8JSAxJBBpDwTqJb~ujW z|3)~Hj*O0p43k*&#)^FQGV!x1BYmezzp4l}dip_rh}0`K9Mutzy?=Ogf_UR(;bt+? z5s?x#Qm13@^f`{i1UZTcRHDC0cQFn(4UcQ*FMDEpC}ITI#%~w8UuH>7tCn&y zs#a1IsrX*@DNg0|*HPdd@pG=wbgF!ita0hB59E~YIfa#beKoAfxcJ!VqZ08>uIpR! z2O9b(`f5x{yJ#Gx_Z#yefY^N%6xs|jn|<_sN6WIC}UJ~?N7#Uq@s6=D0qhpatSLx^pk4S zL<=89(qYgsec!JqYPyc|oDyD_n(bF;GJBjE(3;wOi|^hgAhJCpK-opnWh^%T_lu#v z9A|>tN6Sagx(Qwz9*4JLi(sd!t>Z(TG=v+lMxk4X?{I@buxyJmO49Bok-y7K;UN(dDN#A2%EC)n zMbu?s*?B;)aMOdYQ-iJc)bY0tj)p+m-NA>TsnzC8ck_fx%wzOP?EA{Qlywk3CnrM+(F@uh`tpREVNwoYz?qZ_%&EmrJ~Rq~@G(=XHCpdvB)? zh2QY0Q#C8xx^81^B&J7|Nn);=4k{1Q)tZUD48E8TCv@Kav#rOH!Wrff$JV|kh%Nr5 zHnu2Tj-pKdrM&AXcTsR(gT|BA>!?9L%%MTQ~T&;ck6~uiOyYxi1AQUlyGUqS$t9*$O+hw|tMfCcR-Gg((-AaurPnKEEZuVPCV1qB3f&u|)e<3GU za=#S;K@O;-6*z`PZ3Y?1Scat*5B9H|nNmXPY<_g74?+7d*CivgD69Jv))#i&rhd_7 zPKsTBiS6#B7|*Rc+;IPSLh7@2o>;hLAo}a6HQt}!%l~{%)}5bOO~=Y=Z_nil(aPYR zwJb!wdHtDeqbd`1?HPV$E>n6PDR*4#rPuuBcA8XNkfV=f-(}q#nRm>=K%5xGQlE&l z$3V3C+SWqT@s7NMs*I8Ek-^_st?}!HIMlM%+Nb&#gq){_hnsoc1yXnvY@5d8P~mwu z8RcJ{2KaN#=%1Y5fmr!R9V3;$InU4rjA1~fLzOi$V|su3mnZu-8*=D(AFK2}(SXrl z*L^=T&S!r_)Y_N7%ERFU>?JIo99i~U->4Rh9?5?FG70lzC*&sA+*t6!usa|6aJ6$e zyg%`0FR883nBmtO%IL~ppSc|Fd{63=qnQHV2t!q;iQ$!;NzpIK@ey7R^LH|BJN-Mh z8!nk<+xn~p&)zPbIxh5d-r`HyKE?N8f3!V{PF2Sma*uBLgF)Inrp9F;G2Nw}r=K3p z@7znI(dr1cPj|PXWL=-jOfS5}__A>QhjneX`z>LMK`l}7ibemQ0|U-{YD~9x6|?6NsSo(#PK~%zA6u_C6brd5 zsR-ygt`2)rP9h?8^ga_;4<$UpG}-&Nf|h4r^`M79xH zEcA!F#f*`ywLdj7S9`Alr@mJgL2P(a>z6;0BYRCi4IcD2d`scB{+f|7c)ghkEmA&A z;7qk^;cV4wj{C}mshyERbS7E)L%8mi>F6&?oYpC>?)sUQozazvNGk>7^2Iwpkj3MI zfLvD#s&iPUg^H{1YhF!lV&~Rsl4e0)Oa}_KpJpRa@0&}Mw-IqGDz1tT)4lG+Cl2}h zH<>TK`v0H^-oK4R*-EC0k{z1{*%6UzSy%t2O*`$sKW`Ra80fds_GqG`n7@sV><+vb zvM1K?VHR&;N(%BJX+6H*^B8ydmi0~jx+_yo9Y>hB+^5`DVClX+KiN^r8edxZ5apGj ziuu=_rVA{&h!Xy-dtTvINo|G7V~<~cjOu1nTao$itkT5pP%QGhRetJEt;%J;lcBKE zSFEY=zkP6HMOS4Sei^tsLg!Nvuk3aEpgUtRrZZ0yXX~3nV*)8akT1K(@RPeNGg1gh zOS#DmEqGoiSNjibBD!&p!*lm8uqb=DXzM4;+Nn@oN>_dE9 zro>rNj^XB3FO%G*qSl3Ey&-JdJf!+*MC2Sd4(Y$-wNjrV9zE?NQpCxViUl-Z!0(Yhk~mOcSf4)b}DeIW+o~%)2Fj@3!87{tI;@`lre}jon-KL zLr1dADs42jty+HWpo=H*im2q0L%VKElg?H^8sW6jy^(;#apV0W?om1UW$M8mGh;4v z(xRa@YO^oVUjU?kSIk(1UHfcx`azmZQbaa<&~XoLPupnGt*W!GxpLd<)24U(;Qo1^tH=}ojmEbt%_+M9`h?lA&KcsaMac?Z>L zb%t#d;?S6p$s5g!OWkaz+3PxzTkxqPG6P%d3D43b44WAmEpR6QS-qToj9)V|yAf z(_N7mSjivN=g~jVrvJLflYKeYzW+uvE{AdLfkq}ObmYfNosghoT~-;V`nn{|3v(X7){y?Ger{KylbRwn|E&|jyM8j*+9VdQe3(9X zEjcs7#)BcP>JzYH3$g>A9lJHw-s|O=4lAQi(#de3J(A$iTF$)%fqpDWF?(}IcsbKH zo+!g697kR;%Lo?=NU!#94&lqNkTIW|=Ts|JF9<-$#*@;oU$XF}InG zqDo|Ap+^G+2L^VBdt6sLy6|e9jfDUVtEx+V^A);dVbwj0Z3$DK{W;hzPl8ZN!|NC1~s3~iB@Pd z9hUPKb-k-@fROgK7&T_j(XJanjbQZms63%tOs^QrEM^zXg6`Hij7!V>%h%e9GV?LR z+h@i~*EE$~)r{8ng=(ZzJ}~KKGikmT>ko94Q$AtaeWES5o&=@$I`m^Zcho}Z#1%h3 zJnlSho{Bdfgq%7lM0P)s#7@~XjLS9@LmUSXecxiFRZ^fBRUpNcPZv*{XUj+**KBCJ zUNCcPVI$+;I`-O5n-o7PEcFk6K$vAMp7gjaOn{Q#*@a$pW64=nQKjpKp4?u}P=}{MKO^4&jjWet`XDL> z`U@?oTXbrY+NTvCabJd6rfc~ED?3~i6_OI zyvOg?o)Sp}Oq!-maF>o4>OBq`Y;e4dx}V${pJp&AXv2QqmK_`s+b$&gT--MicFQC9 z_w8&jTU$3q44l&3)p4o=oyh)ZZ(M@sC~799!wvt~4*lmx0_-!38>0YR*}rPO?#J}s zH1I%1dTRm3$5(wwby7EiGMOQzujtv~?se-UYFtn9u*|7TPw^jBX4=2se`Ri~buwD5 zA5_+qK~;(Jl&($%>`mycdA4=Q*x8my-1nWPyX7Blbx@=ks<$^C%#}5rmhT&QJ8d0Q zZ}Z`;WENk#4@?`rDRYjl?HyU8`e~zaK1ytPg1KniXUBPRR7d0aEj79bI=XptRTSjP zxq-1c>hROdktg$bMvOZ)oU}Ls6l@q-y@5-ew?DLd)Z|oC&-G06#*(hm5z2{Xe~$6+ z*j^42Esh)Wy_9uMzw?RQw;%YqCO;wkB8 zJ8#z7IQGePAdk(9^}F5*e>`Zcd#Zvfpk+AQ#a(2K0eostz`fcKUPPKe7VG|)*@uRj zp=Swli)_6=LVaTd^JnYVS2AcOc_y5P4&H!ba}2iOKt%bw>Yq^Y>X+}KI_ZUv;D@dG z(DY5a?SuLvb~f$#XGEb_H7_ADpW43EDV9F}HwbMpx#(+G!wB7O7~Ls__{r{i{rzOA zeV~e$sIlT^FF_;@O6e+>uP2L2Id89?GK4;8d-z1>+`hj8E?$FX0t%{oz3jQ8%Nt3-zPD|+oo~m^^~Tyl z%OJJyVwRV_V1wFucqH>Zk@#Ybl)5uTe|D#3az|RZ)>q|qvCS-^1584e0^_*)%X%7E zpvRpG5+9Rdx7MJsaKm`r#`DKZlr{uPCW%Z2mMed`cf5!&oP@5w!((>52wo%rQWh6W z?N_9{8cIG5!==5I@%lrQllQ4VN>Pu-S{#ByQrIzKZ-`DxX?db7=2rL82h}E|{g$M5 z;uD*RfAuuf)XT^;tQDk%-FTkin#%UoU&7yB_r&E89mrPBR2p50PaR<{MCFx>6xa_R z5AGSOV-*2t!1O?o<;%8bI;#Jw@3XE9W+!)F5VbuVnVKHyV=@H!cnrloU4Oz)<7PNQ zV#&@%KW`d?n^8C>tmt_b{$@1gf>i3ZUPf6@+wf$9eSBKk_iZQC#t<;W`DsH5)g<&`31ot=wDtNBuIrYYmZo!D)Z_Gb2G!GId69klSl=<|DJHww@0W-Eol>v} zv`TVP%=Tz#Ho=nYKMklMo_}_Eqo|3TBCUP^#@?h%c$nr2jS8{CLALS=&1C)bDg=qX@Oj2n)Cpe=fQ zE%R&skA8oD{zFQ(51Z9)hq~d`hjCeCp9FV#30HeFNqtwOMe0@Q^@+gvt^8XcmiMO+ z-uy@W9JCV)3uKmOaTn*u=(#iP!|NAUXj$WGPa*Mp#Dvnv#%MZv2M?OYTibRr4!qRP zTfHG1m(OBomjCrX$^Tz&r2wA z44rUG{eHVFZ5b^#D+U_2(T$^2TtGe-QHx57`8}i)L^*AHw_}@)Y=w#?`3VrM+XKa4 z_daws=Li15_ z^yoD5)RcFTeQd76NDYdq$KY_Ob{a07JDV|V`yZw=Cd%1@U+IP8cEIGcX6bckQTlGXNe9=RU&>oupnv=k0G=OOFYyGM$_IlU7P7YC zo=V;5|tpx2mm+Q(K2aDZyE*MWsj9V&8VPym zO=KkQgu{uS_3@`)maLUsHMG8*yxt4F!f>4UtSFa}GeXLnT;5eqGh~w$9PHETJAgMf z{ldZT4cnaJv?$?rq2!;Q=%AE{Jp8>qQK5m^m*B%37ft@Aq|~Y?X$ev|R%w9?QEeWQ zP_mpA?Mg^5Y-|Jfj78dIEXWueWI6R+yw2N^(x<(GayP6>lsw`MM$yleoY))+uc=m+) z4OTBqJXEYF5c_bU;;uh!POl{T-grL6)PjV3)Ba|rj}RT{W^#(Wj&;UVbNoT znsv3TXeO;fD8Xg}@)8%CxT4|63szzQCiqbMQ>4+peiQm2nvTv+VO5~HQ#bJrJI3O9 z_)2uFOb*zRE{b5NymB-ImA8=9cvGjO;FDp z-rPMG3-jW0elFRD5-=_%Ir&6mi@2q1N3oJPW}1;&;J@39U+jMJ;>f5?v_=-qz9;ul zU4~=8vPv;ycYGre#C$R>%TeLKZyWfet`tNr3yx?H+0}s5xNtx4(i*Al(eh%wx3 z&zhB+@6~Ogj3-$3-&YZ={EJ7bNgIF26ksn41Z-#~(zBWRU4y53Fg87T!vRxWkl--6w&}no$|IuJ0pqg_F*m961NkvW; zrAR2lq|kCz<=FE>1PUw!?1cnyb!BkGU=^4r+OP+|fg1NzZZ_Df+xxX0c}UUH+!6Yg zAV3c9sGl`4ImOUeccjHByA7-Qm;quM35TyT}{fr%t zBHD~s{=aTp*P@zaNS)Wd9vIW#z0L zF~<-P5Wpej2nG|pnH?P+@$(6*WfuWZ(FQ8vlgY8RduXDJCrbFNcF+0z?viUxzGwSz zzU;8?Rk8x>1}y_Po>U1j_d^RX^;hk@m;t(38EkyPcn?I#Yi|j(C7XjLd*o~Z0*q=a zq;Q4({w?L^)};PL7!2W-=vI9caNjWDP4!*-BAX1_Bb=MhC*+)mjy3!nlG@haqo~;1 z5FV8$V^%b7Kc8tIFySy4F*j4mQz_W+-6fa$Ppjf{yB@ST&eo2ANh)Nse3>!mP6uBT zFbBpAAQqOEmAb(9%bS;e%DZgM+J zae#@wsIuJ>!^Vl${sPeS{v$815=^{3bsuGrs|(O^ ze38nOb8W+k;sWMo_U7v2nak=vAg8l~?tFM1rk0E|lagfp{9M*w@$e*qaSSj^@n>j= zfrbVps!Po}wW+Boe)Qv0I)k>+?*X_boo_ss^;|}@L{NiiXoY@X^Q^S}XZN<>rAdz9 z_qPI@Y3?0mh#@Gv6HMFxEG%5g4yWn>i5M_f;tEQG6=3$X!DIW4rY4b9m4J=dqItoX z9GHPmKZk&M*YM8c;=x59)O=n}jiGdFj@JQuF0)$=RIkNJ`2H|FmCcc~&25*bt*|u(HO0d6|!fncu(v1^vpEdZnQK z9|ESJI>F!v_;LUm&{N)KR=MOM7;j|DZW*P`h1MikOGPj#lFsR?fV&(Nij|FUeMJs z<-iLX>*bV{3&2-96pTI7z+z!!e9p?c4-PlxA^(m!))(P|gF)0dFK=sW8Da?QLWvid z6y*ya+lLw$sY3I{wmsA}G^o6qZ;y;-G#v6`&_#ceN~Ij!TkY8h?*+Dm#v;%9=4OH~ zFOXI92aNN7>xOqRoB3a5U)=|7AMY+(5$niFK``!-XV~Zkshf8Sf?rz?iXj3Z82D8E zMViGQF7(0RDwzF}($vJjB@4~BMJleCj>Tk|;o9cr|HIi=fK|0^ZLdvtNJy6fqI7qI zNhl>D2#Rz_io^yKP)bBVQKXbsKtK?rL_nn_k2EL>NP~pH{>R#Q?!Eta@ArNG^PlH% zoojm*+IROgBBLe2$Wf=)i1HLkJri(WIOq z1JYtT;Cb`sz!R?ZsExrYdZ`STEL{`)Ms6HMhJ`MGx694!X!pY9cSLA^*4?P68*?uz zPU`BCq=V)_8xZxO-7Be8xH=k@Pk_P|$vNuP&8fHqXmuI!9cu^i0ceVpD81IHY}79A zI{TR9sQW@)xFDALh-&A=$X-$Pqfi}P1tx~Of)zIyU{RWdGItYGbwNu2N#hr^hgr(e zaByAvaSZ=czfky^^h+B(#`H^=DC(Z6LfwkCXz9J}6qmnO7@v&^~rc2 z2!%E?c!~NGXQ50=)83-mJ4uA3A(CFy)`4(rUJrhropNLEb#;%2t#w#|Qc44(&)CO- zwX8r#Dq4%7y3y|k;RfD+ z@37J&wouwb(SNmTJIx#&a{d@N(Cb?fixv+Ju-a9zq;0zr|AbSExT*fF=otog`kFDSQ& z;uxA{OluKX6Xl8o5MSCbx%uu#+k^3;SGNlgM=jE~gsN@Q9MhV(6#>uoG7;A}d=`-T z{2szW&i1H=qwn(4laNPGBt#P^^%hymlr4}oZyeis`Ani=^FjNmu(;s3Sx)9GOFsw~2!|Whcteh>-%B@ry_i{`|g= z=kknJC}mts&1f7kpz zT)yhcFi6bdNB#GE?O&T^{oc^)zC5Hq23w2d9<}qYAdkEg()Xu(X8!~8m{j4al*pd> z?DdT3mfa6ne0^s=^w;`=$o|JAog}b6Y`-Ffjj47kGJZl?MUrICXs$@dae$EakZ&k{ zZQ!rGghA~$3snYbNN=r7F>br={aM`WkfB?%;^<&$uJU7wnZ)zG8#(l^F-GRNr}OQI_wLcNM9-CpPWN58l5T`6MyC36pdTkJz6Y?nFoXY*FOuz9jd*|dy z@hd?dZH}27aN3p>trZ?0{}vMGUBS?qVL3W4@oKjMEAJ-xMk9?vi;+F$8^3UsH#?`)_s`7Df*bQhtzvTjZ8~k$%HjO$q>f? z?JjwvcwuYwZ=NT>N0pHfSX+0kTH?N2Ub@NmV|FU>>x}`OrcCXoaHXU_6D)zKK2krJ zAetg~`%%ogAyRPAzKJxXs!t`?o1g9&1{L@cx(}1EOCJ{T>_Iv@Xw#dvs_w`i~p z3~FcaDqiSi$ERl?_AehT4#8BielZ_#L-%-o5dq6)`To*70#}V;OCggN%q3u{r8Hgk z#oR2yP+i1Ooy6Y9p${?X6iiNgdpdVGECaS=uoQmkMH$Gb3DQ=?L1-F$Ew zN2rYuq05BUFQ}Qij-RQYBGOX3b1L8S#2XS+WXygGPEXkI1tJ^rA!3Vag530Eu9YCp z)JPlA^X6TO*p(Ulk~zG^#Dz)uOzcddk{T9Hlh;rs*asF;rv;QFaAiIW>vCFzS>mpzZ2}QAL37dNEkFHrX0JFT?`$LIB96`6&MS~DS1w}p%MUS zUU@3vsMHLLP<(%vr08Xmklt*>pO8saOAtR%qf9mgaTl(%#B!p2mC(801%glVa|chD zs)D8yH2!fT7cX9P9)0_0YxO&XJdL0rWl#{Y8-05NT0dE^K;U?a-kR%(Jaln(jfp{f!i+-k{}_xj-36S zlyk&OpgB|I8wfpaGcyeg3_01^=PzD7Wne%L$^YTQhpkIYXPpz0lLvBb4<9|s6_NBL zz@P9)eX}l+i`N6g;LF-2?{6s@ck$4D3`Q4ll-GHJ@qgsaRv@SpHc^nDPl5KHv~3K| zc)^=ryrzV0vH^__$yt_`Pxgv?w++M8sJH8ssf{KJ4Vtk<=k`{m`s5b{e2*cHXAfkH z4p5LR*h=QN4FAf86zT4NPLXaW96)+Le>Sc1au{6q@bIAKYP2coC3mQ8F)m2V&CR{X z+cDv8U2X=0Vw;gqK~CP?Qs!ohCcw$XbpFH~8IB%op z37LFuUB?T&h+T3L{dAC4V;*(K7r1#;{fbAzqQGBczupzL9=3G;8 zJ&RENO|X=Iw)BW%hsG-+o+&aN=x%6akCtj*}<>Ztp5)7cFRcdAje|w4_G`r~QeUDd;J6N*~^224scgn0+g&4{W4`%Mm ziVDRO)t{uh&i0T*8)IUE9IV#1_Do*NDkZFt5yv!}o_lW!&F^TElL$%9I5+X|En(|1 zo_mdli%VX4PWc=_r-UX7F=H=T5*V`oMO^5_wYI{CoX&l-`}n;IyfV`pP3r=fRG-IN z*86J#ESO93iP5}XnSYiFoowAt(1&m?mF$ZQqIpMGlYEm*(uWb>D{m%^4*vjgA<-IU z;2=pLp=$5o*YWtq{d~w+4L#lDAtWaX`P;URW5qt6OOe+`*J(Wb<}jHYMWq;1{j;MZ zN}7NFkfg zh5ouxP`>~EWUs-yri2(}DZ&iHPq?Drff?``D ztp7^GMIX%EVI2C{UTBn3U{kV}K@MaU^co^8>Hw|d3S2X&#qHh1)dA$VIqmP|=&?Z=axrVbtA74f8Ugxcy%&SOexQ%#kW&Yhg_EaF<&`R{sNlu++(s1v zf1#@XBkyTi;mS!!LS+pp8Z-uZjsfLyb6y8v2Y0aRl>B9}Rj9G>5q8YWe#m-5J;P*l+4EQkfnC9r0$ z!evO?+4)4A(k~WJFKh(u2atC_MQqyaB>s_6h5kBo?%WX(5n3#W5`6CInJX+REPR%m z8~OhIds}(mtmVz`_V|?OQeVS4>W5_dMi1_Nf1Y>{V}19`J8Q$R{P3e${_0;2oKE;M zpswZrPk9HmuXv>EMOIACyHn&?(AEO{vV*)j2r_Ew@FGBc0mJ?Q0;f|gao6Db6hTJ~ zRsH}WHBebR-Dc;Rx_g3|k|u%>3)&v?Lz`R*sU6wUluJI5xz`EDJ#Ox_DsshSX0D8T3KekCzsP-H7<%3)HoK3b`dKAGMWgoGDgf!kV<4LL%gdAW57K=~@c!du&TqTG#7apZ_N? z)n;-L-C_)$SUt80J^)RZ+WjbhEuntNJW9bBzlHe z1sNUC|9pR8sM6{q#6q@8rY9WVJZ{&q#QW7wKBXqCQNjg>o@pqip>k0ekT9Z;Ks>PV?pCx#5p zlPOm-UOl-qQ-Cyw4+|Ui;l;7zb6~dw>7Q_mpxyO>0R_uwP^-Md|8yL_$g11-k;C31 z<(BF9!Tk3~j)uORA&4c1A}&4*8QF_j*7GR_9~6!GNf1jhLR@%y|7=bSK_-3L*j=hs z-55EpVM#a`IkZ2NnGl(H90{{z)#C_`ejUK?au#S%uA`LYX}CSxK`loiYhAOSUE;%> zV-duLT|4}ih5+CM#^HGhwcg;8sfTV@fnEl_%@uM zO&Brqx#8(fh*2K??EE4YUPzY@r^X~SCMCBV&LE;XXzaKvf<~4PXa?8og@IzJlgkC4 z!Rm9)r@O8P_vszLr#_DOH>R*&dLZ0zr^5teXqyn0^jq4=o`Mx-iMl3=E7b=B%4u1z z1AE?cUF5+yTEi-nMx)s|V$pzyJ#pKD*m5ZTPIYiWF;TGad03X**=iIp8%|*sA7O+z2gtL-M5FZ-l7i;3V)?r z{$F>wqRWGsE1$Gj+}>Q1SJV5GesRMG@_bEIB_K%6`H}7$sQy^~_b1IRH0hW-1h@aA zmy?)dvwWHoyUa_Fz7N^pN39ER46~9VfOv*Z-v@sz7~gHywey%0nr z624R8;a?)c=OKmo5xbL4cpO_xmYd9psbDZ9ysK2+QCs`c>JKhSi_R50M)z}(t5?-t z$aemg6{gmb>K(bbpYa!<7u7pVA#8nleZc=}-bRKH@7LP=HUd1aM;=C2?Sq4Lel?c! z>S&8W$z`9U{fG4h{b;jXgZe()oKY>p!f@S+l?birl_|q()Yp0L=`+>mXN|U87KE&S zKlk-Uvl2+f>II)J&H=hErBr_agHI~dA>|-bqW78-#OAy4+3zQt1;Cae*!+$$ObMdq z5vRbX&-k|h^x5m6yT$;ry_ZaeqJ?G5=nTlclg`BGW$E@_z?wV=9dIY~-ZuF|X{t!* z+>Nm>Z*WJ<5xhLAhR@cO;9^4Q7}TziGWRa*aAW5iea!e@Mf1Z zNO#Mjf~=^f_N!K5TZn#YbD(aH!bYs(SIFRyc@+wohQ`LyfbbZ=U_S`gK}Z)4Z2?p4 zmc3Gn7UCtJitb7r@?Mcp{#*v}Z8}cQ_CJE32nczNhmdlOgFN3iQ0hAh2TfGL5w^n3 zI0+CV10AVGRCqp0r1k^Iptgc`->lWxLpXd&WnrC?j@=D4o}t99(;~|*_*L4U0c9vD zr~YD>A!$%1)=Ei4fuI{ID~P;>^y|@yk`xeR@xLwOo^ab z5eS=4f=pJ1Nzo-xGg<=au4Rx2zL%CZmTOyP$h$~H@FVfaXweIg%NvO|@u>IDsrMrN-{m0f;LLSKVqNAhJ*FoocbJGu`2vLmYsw5YV!$mY#4JWg%NR>~( z^nA1^YpU^SR*_?_z$bDC9od%8wMj=m|4XH8U#iNU(?yX<_cStG7pwx=kM7_)WTgCJ zV%@mSG~5n=7gDNMD=B5l1ajrY(9Y&7VT1wp!Y0{%1bGH91acfS zg~p4de1d}c9sXm|(vM#lw8%2=Cp~SyBmNaLO834ny^}mC&abj4|1QjyG{a$3c>L8X zL7cRak?`5_`sCGew7jk0a`TiY@{(u)w`tGz^(V8(L<>@@=xkk;S zrcyFb#&7tW@7%xFYP;mW_=!tB-khThMvI@IG_2NhA94uDaqtO`@^O=wS3qYMLB%;C zp@zjbWwkgI1d^yIjCA4Vxc0bhLN!O1ngQEGQqi>%*uBW;-=sA0+=GIsc<^2TDjpB% z3#vK0GY6PmcXv1HrhqPK(2Nsz>=jVn{&DEF^Iz{kGmcyp4k;`k`HZ5xC~nNe#Dsb& zSor*Pb&tYIqs87KAfsJ|LRM5#$6?gf;fNr!mW%B7KM;SModISC5L{&O!x)I$6YbuF zBn5-2kLoF{Goo_=RbE7e0s$)CdwCVQL_i4=@ZPW4k6kCBPOSvm$rLGMRT;Krile>L zbIsIL9(H=`F5|P02=StY`~j%B?isb% zp9&bMke6CT1pOANY?dj+qWAz-^3C zyxg`5HB$oi8=)$XHC^OaeB9}?XZ9takNJMxX|HJ4vR;Z(pP&lM{)8Yr#k}FqNz?x% zaq(@B8)fM&<<+;CAlXaQCQ`-KwtQbhXI?h}T;b(m43lbH_JAQScY(kd^n+HEUB`ua zc$n~?A$1=ad(WyVgcBd&{?SU z2v_K;?ybfV#DauOi=9(g%b7BrD^YZ*>nz$YWO z>;vIZiUM<}Wr+IcRP}%P`GQ#%HZ14%@?NPSsp>u!#76|r@2vHB!LF$qXu>$UE*`Z+ zF~3`6Y6RAl7ZeZ@V@IThU95-d$ zx7x`~gV!FlI9TlV4p_5jvYN?@{>_&xY+#sbfal(pAhrshzpLNk#T4Hr_oYtH#9lJe zme)a+Sgz7VqO)E-0Up||c>?3~N$z02M|`UL<4dLoqrwoxSR86xHdZ(6a!&TnwIgtI zkx82Hiz%<0pjozGEHQd-gOLzlb397CL+5IXhC&g!CFB?RSUj+DS}q zG8*Mo<7rjE|2BW}>h$7^(aFr33jfs@c=R=xt{4n8lNNp{@V>hTSM2BCF8G%G-0 zW=kZh{72L6%vjK2i2Rar4ryy|zq<1EBNeyu6JCvQQ6O`GHa}NcJ9HT9`S|#B)dA$R zHE@uL$pg2$0UQ^)a2n1}(X0}nk547v3{|WS;)52dAjbRV=c`r#owiOnj4h9YUfh#W zr`<{0w?K}N!W!huuv9U*A!Qe%bH?}4yaSR^4}hM8>M-Ali@OGU9USvf6CT&9nWJD8 zA_02zz_zl6cYeFG(z-U=*IMUhXxQ$>pK$bC=Brot!OAA=^XK!Rr>m=_MU0xA{GF6p z17?8U50n${p*uKuHY6k_dVd}oF|1v%(h4y(|3P8xpfYZrEq#?J(Y5pc&z1menh1A_)opmjsQ{NteHIoof%=B|r;!P+4gL z=NApI^Y{Q(HUMLw(xSX7D%@C9As3`zlOY$3FDyI(J|CyyuRzzk;h59S3!4PiUJu9< zx_|e>{7RaoNI&+eIkJ{@f1isihAb4$_s3Be4+jT_y{q}NO673N2ndp&zJ6UCYFxZ= zC3fv>K;jD(ya73_mH{J5sr&c*ZFXwp8AImqLFC2JXcD*jRce9~L)anDievC}i`jt_ zRanUHWT&DfLX(6*m>z_U!)du`{0P(A?QB6u6HN%A80ZeU;&srR&&(GDEDO|6iJ(DO znt_{J&(&4<`Sa(7hKBc^KIJMq=jbSSpW#1Txe*- z%gej{aKkNfFqWue;Ocn=1u1fR zE`A>bZ0m7*c+(`Ol=)5eh{ljU|DW7~`_;ke-9|AM!=FCKpFdCZ%P(3zE_KoEg^a*NLO*Ht@bR#b<%tP>tEJVtmx{JeBuZ{WYg+f#peC1m!3Mqqs3u!uP`o$r84_rIqbhrZ_+`UV|1vX2< z)j!39Z@ZzI*lQ6TmLpRwWlVp z+wEO5|M6A4(V+f{oYplI$cao+@AkG->ErLde?yV&_U)G7uG{-!zy=0ya48WpMK5_a zP7(u)4Q+Y~dtJ2olU0$lg3kNb{KG0Lg@x~)Z*MzVJ-hSoMR_PeGcaVC@ABO1AK7Ns z9Pp-y^DkPBihE)Ht;cfI!SxECJsO52(J*Lm>07gb(zi4Bl{7yTa1rtCClvOP5SAxT z-l=$Zjkc2VB+sAFTmlITozCeRjL0!zulj_2(pxj6OzNA0*o>-RZ%f)A1pCFe$n8^z zGcVf0XOVuhh}Q5c8=7CKORBvy-UsPul5eN|Cm7KfDK3fe&UvzBW7*G~sE_m*0mwe0`E{3d|@c{BzEa&*<(+KEG z)^N>fwcLLJMEJ)gf;kF5JSs#nbbs!i{4gSIOOwq1!(*VW^4`!Nz33D`b0mzv6_R6< z<9=!uwsTxp*vFzYFQC^2uo`qUw>C8@+#c&PBFFM2sG`KUOnUUqVrMC==ez66x4vT} z_fILBjp)y7L4ZVhN%~Cz{CuA%&&zfcQ_Q;RjWKVFff_Ln9eyxFiR$gzWGDumodpm8 zDEaU?th(e`^osgEI3Z5c7%Gp)vgqGNnxStDAWzH!!G7^||1CWYp+T#Q=U$4i^*;NE zjvBJ5XsH@X(|zkh{0A4@$CotKpCIVKG`A7v&iS`1V*ez2_y-UGtj8hZpB|wv3IBxA z=6GcAtV2p{&kKz8%N)wVfn7>$cR;4z88n%shbJ!a&FkilmHF&rvM)xS?6O+%6&KK7 zQ763bI=l4}M=1Je_6w;#n`0sTIQHr8V?^}z+|BbH_@2D@jK7HL!O-Y>3#YFr zFg#GAG9dIHJ3DE=pjI#cuN0~j$_Sitea0A{Wsf`e5)C5udfxkU2Y!5ntN z$#7r;S2G$QMm&S62Us?Y+$@l=hHAvH&yY(rhunRzi1Pqb35lzp7?VV-7F0R_^!fw^ z$xg6kgNz5G;Ja`IQi;9w7&&dviTtNTUl{FZfC203{vhn*-IOm|ho9oxqRix{@{}>C z;}1$`KNP2^ZezoTpq?10NI$+vrpf&O&9h2jsAypihzakyP+v*Aogb{E-@C0tfi4Dh zB1dMXdKymoB`{vvZXAPnf-1Pr^c5T=Cm(H~2GfB&hR;A#X@){!w|8o}(*Q&sui4%^ zfae$&T^h-?mE`AYH^)fcBF8>`J3qQU^B4d8pC_N9MJ(Ed3gCn77uY)3LIG2tFM;R# zw{P)i!sG%86Qn6%X#zYPJz#k=M?LS5h7>ABK3oJVo!ITS<5?yW$3`74-!kCcuCg2T z#-)N`WrshdA)REG`_6v`n=VWM*aXEI)ba0@WgQURf;asEx2%M$Xsgv~?;SA5P2c*7 zLG=nyuglVp(QW}B`BcC~`!CW0^UGb91EJ=cGR@6bS65#Xn>Xjq`uMwFQ;T(uW9){X zN>l805dQl5Qptd-UARRiWyDpfFUS4ee=bP!_nbOK19>bs8c6=!uB?>B4Ji4qA>+_m zA#p9$o0&UsjUF|+fIHVc`FGR8KMQ{jKUiAS_ge!T#OQ3}9Yh0tDsSW5UACGhQS{TND%&P$zck6^l(A3f!ri31~57 zdfu^YNnHJQ?!0{3z3{vGAl2Cevgb|j^J zsTu*$c6~q$k$BFkP4$Mrd z2FY&EE~Fx+mwxWPvnFa?P7B(ngur24;#&d2=H!iWVv-uEt3CA!JstAm%(e zh!9_;tOK~hP7ojmpEXhB^x4m+RQS<7NE144+aDAW*i-!===bJ)Axn!$DepdbvJVN= z+DXutkxi3(h*;OWVzfxah6-+AnAIb#w0a~Jxi<2YW8nW7VW!BY(gaWNe3mSaAqk^5 zO58TqKts<0lwO>UjLxPVcpPmbntFfr0HlAq1Ky|4Q05h$Q0U9KZo#2km}z7s&6t<+ zMY}+Xq}p=26@|>~^0Ns{S52ZtkbDn^oUgE{@g3NFXLa^0fnDkIrU;@iwL62eX?nIp zxpVTmIbpA6StTYXzxr>vqaT~GKwOyol@QH(CruqvTDbRYY<}i!d&N>_88pqu{-m(J z@Wo!*908MCK51#Ss<6g;CeI&Hc#Dju05czK` z4FWvJNmkj+zoIBN?QI>JG@R{wN@liE*?kvyc?@5kzJi;C?5q{Y?~kqzq>z~%|42AO zm@V+&$NLL69MNATfJev+Fm1`o*_PCVh}{0bcv(n1*gK8-&2NPz!R-AbQH+J#G(v~zSXo_*q{04I1bAGWHT$#%LiUtaN{V}YhV zjCL=CJIJ*C^K)FYwP?Bn8&nCDH-;r1b!Ul;bK^|gBDiZ?pe07%=r&kVLFwrVh<%dR zgT+uARD&AtGPS}U`4uYP&rOPy+aAkAz+sdix%DF)BJR8-?VQ-?P@uf{c2k3fQ;bwU%66t8GP-o zT=Q+2S_S}xO;Av9@b&yPuu=jhkBZ0I4}HRSLyt! z7wjJj;7?01O%(HP>b0jgLSRz{XR>!`IK_mkt+lq>YdR;-w2rsSSY6xQ_AYan+TC5> z-N0R)cvrVPXsg%#(ozSkSP1nLm&sUJU09U1L#MW@?k=G-b&n!lP0d%K`wS(b&ww)1 z-+K(GQ|e{uSgFQwDS1>&fsa>9-QM~U@F*MdnopswFCQ4K7pZdw!_U#LYdt!m0h=cw z75GRk6K&g?lqSk{Zf#)%m|Lcx$y#GtyK{4UogF*k$}cP&>(H|ox7vxLMrLMMExfvq zDB^ZX)xL{54?-zZjv9OS?sb?j5({;~f^u?)5U?SQ*qVrt+MB248jkzRnNO*P8mzS7 zke=}5$!W8cHjkU)kSB(FS<+T9L>dRsd2ycT7U-|M5a0ue=S4=XiH14S*HDYcwzd7* zD*~1hMSZHTF4dRjc^{BGrL13?IJC9a6XzkDZ(8GjB#eamD0~7?o+h^E+-$a17Fi{x z`H<}m?hl}m3KhsLU~WBz)Z&$Gi-`Ba$H$NU>cFj!*4%V|V*!3Et#xfSC0#GfU*ndy zzFXDbKa#dmJ!Yxa5}V2@{#6nTCOJO$96_D}Gx9O7(6||SnA&y? z%?OB%#s2H30Uqce<$l|Gi@ZWCXh*1SftWt#XcqQyMm_r_cEctW0@If`2zB(juwoGo zx$6(x+I;qc&m;wWg7t~KRdfE)#Q~H#b1*l2pRT3>L@O2WIv%)m^HE1?^}YCsRF_GZ z)#H#~qODTuhoW#UlC?)a~gSo9);1KhM2TtUkCAE-tDrXz;tzE$xh1EhG&jf0 z{Z+Mo4SgkaIk#tO1(Vj#c!evHK5lO|GTBW6s@o&z?vnv;KD++H9Jzqad%^5EJq=cS zD|}V~CAWr$!wRi%hu|5hE{+E3bsayX9xps@Cm@Qj^}!Jj9}{Q6UP^EE)A8WT(``Aj z{$&rOUBn+r&*L`R-Go=%5)vdhz=f+mBy6`8&NZKCRSGY^k4!=Q#sV++{Q^t#-wWnq zkI#YST}%X5O2eVJo%poi(X(|ygz8TlT`ERm{&JoG3_Al#&A|1Gn`qS88nE)}zWU(7 zgQaHn)nfu5_`#15P}>NFg@;}Qm+0wZGb0M7?rJalNm5X@#?6VH`NT22@mZXac=Vxo z=%k4oG0%3hT&_V$%laE#rYwUayu2xynb(IGF8EHY-(j3V&6WPJ@4Sb8T$hu(emMEr zGpe&kSM!u>rry~b9{RPr>fp%E?wPV82gO__GwGqXoV{ngr6`i#=>eAcR1hPHVI5peB1oLb@i+yd>IYj ztimz~5UZBwJpI&zQnfX2L6VBnM!*?%349)VUYN_E7JhIEgKuw0Xlac)jROz$9ctM* zP{a+crhCE5%gYFK_?G%D+n~(~Fdb3%!5e_iU99n!fYV~`k ziqSdRj|0R{PI?oI3d8Wm!tizrxK=!dbMX*v6Wr^j^9zKP7dkyNV~0{CqmaQ24N}y{ z4ay%FS-&M7v>;sLzs?8k>r2KsMy(70YXS8KfE$66=(JUT-UWUz$%8#x3V{PEFSI<^ z*IjN5NB<(FhjST#pJo4bDXb5E&85@@@2yf!x80a9ObfRsf^&Ar7u0bvNyuCqBnT*( zPpBF&BH&H<|3G1lg^l7gbPXYJN`){qaM23iHWaUded;(WY@I6mg5@4cua8X1kYl=_ zx%*!k85YMu46_LcvKIP9nlwH-GA(ITJ7} z0TOOpn~7UlsHWVSj5@*+bM$5HwwY^{LnzJ<*hZ}24=4?K1V_Zg;=$Jb0ra}qin1Ue zJTUbw8TSqXRc@|8j@#JY@Qv>^uxTYeKZ9$ypx2IAzmIGHYxU0HVKCnd12%yIK<`lP zdJLUuJufY9BH(?#*=lv^EA+86e7hc>IufR^_(XGKK?$SJX!>^Z5VNpFJq=yA63GHdk7?Mu!-f>c+xmg?^sSSDr$O@eav=D`rPyUKYdfO2F47>!m|*T zpQjFIALbaClHvFHT~f0kbn0Kv+P!5Z`Jd`18XZ%u)92(X<7()Z3Rv6sxQdzug@q^M zf&;M7V+Z6dGB`&+6q~|r&RJap1Wq^KBbg4N%;xjf*p+?2esJ%+? zjz=oEtAMjJ!v{e6#eMGTRXLHjqEScA)V_0#v)$e12Fpa~ucwA|%-KTtpoHBHHxw6T zSEp;jU(P8m)z<*#ZrAP~4 z)k}O*QbNv^J(9#mMt7o0>6w_k6-P57J

u34GwM`*R!hwl1>j1Zk0-Rv@1M!xc&_ zh_xhJSSX+Be`FlH9dy*z4#)Y0%(>tj%vyS-|86D&g4GMYJ{jU@r9`wQ-_o8TRmw{A#HbG%k^cxL(bru<20~VC3sB{_1h~N4 zPDrSu`eub9-#6X3xh{FG1*}YiaT_e%-C~Hv^^f1)u6(i>c8!s8GA;qX_@onC2YsqH ze0RVzun9cQ!LHNyq4KW5XfVzan0o=jbvuGyoB$tcOS@Wh0@ZnE@v;k7Tx_<(g9nEC z7iaQHM?pE*>sz&0N|O}c6cDW&qAWrPGbE^|Iq>8>J|0O%L?P+{Foc>M@BaQLBO7W| zYCV#uLpk>k)RcH-brt0qB4MPoc3@4e)>-p6io^Arly{hP$y9EH?UDB4&TYVsr-F8- z-%o*#NZ`Ilvtd1*< z;oO)HZO-4vMjgxV$9Fe#iwiNkU2Xez9SkfrFHg{K|C;As0 z|8^VD=BvMdxlq??hp1T*IWc40H{08iPtbO8$BEFOk(9h9vPV4)t1x|?=a zxLHBc*#O17f8mz{BIN#uU%m`~bh+FN6}4gc2fus;9DuHYo`nUJ-SM8&U`g8U#>Nt- zZ5}3rfXcwrFA0DRkmU$api_0S3X6f3l~dpWE1e|t`)OZ+$;##wP6zVl-GO!1n1;IP zMkSrf26nUcw`HSKw}!ME?Imw1wQN(INXe!LZl_aGjnTE#k5^VwrK-3%CLJrzNLrTW z2B);!T>=N?FW{&A{tg3LIrOPcMV(R~vMgFr%M7~{LXGem)bA|Z8;DUpJYeM>uqkch zsaOB5cJZrd5sLb-V|@b*9c8CZLHW)a>}b8S!{z!Ex#H>w?9a})-|YlIiZ3lwK;UR= z-fv&3iN%~WX)u8G^!m{i55}bOb{zrn0H8etOzrpgE|U2=A08hHNS;R}cRwV))BzZyiiSz3J}gh`VC zBPrda+5Jf?iR`5Qtrt?gXA-ze*obYsx*o8^WYXI&F^jYdSVtQh7)YG_!J;K0FY9u5 zU0h7iTD(^vG?Go~a(oosgQ()gMcQx%nZn5z3-eoTKcn9+%2h9x7KsFWf1-44@voxu zdBw1d3QbEUpAOx+eVg~hiJ$Q;Tats)1NFN7;nI(&zt;FSs;i`EXllk~=)`diR{P30 zySRwC4$s-UxHM#FSY^149egHo%8w<1zr|**KL$#ywPaLO%~13$3H;5xGoyzig@3>z zIezesCn>Yg>34+}7d7(AnqoQ4yLx+X4P1&MSZXCs{N9;7yjol1OG!i1fW=%geRY`C z^Lr2?BjXDL&Q40prRu*;f~cNt8#;OVw5qNyvvxFDOWuXC@elDD?j9b2Kcd$t6OJJ> z2lLHU2#}zlX3ox!OxRc^9(wwj)wQ1yiN^=VOFLil$!t)5_;#I$h=@;U{(^mZBJFMf zTzY-K@g2+R>&32?g2ThZ^qfje7qZ_IARHVV#X-Av&Vx(j=+1{=)5hqWzm!o2ZY$EJ zPpKy~gay)Zt8hj!3oZVVVxl1Ke>oBv!#;3%dGfHNlvG2{sutAINkr;~m$!CJF0sa5 zZ8heT@RWf4ZhU?|N@gq?rNMMYbeycaM?PAL=8${}|4H%%Q@ zIT7uHBZ?}&ooO!-JO9M!n-FTpHYM`uP<2PYQxY~k#K*_yf2H4YFGWD%rh=c2X67}K zoCTSq=#NjHK<-3FMix?0s=~K?#~TUm!M7hi6(fh?+gIY~uRqK#(by-&tPUwLV>LCe zNHN}xT`Y8g>9KP1M{u5J5EI4d{KBQp4m$eyzI&}q#TCA)wze(4-@bfN{<5)@av)VV z+=sHx;b)i~qk4LIIdM#kH~bCOqGQTp;~n~Wg{M28b`oF>iBc5aSkR>24!-)M(XI@1 z<)$A|*H=Ljh;MuZtM` zWfvSyZskpWys?298vJni+O>%6Y@euIWoxGo_Eab0|Ksg`AX-e?G`&UFHM1wz2LXlvIeq#x9RmYlaB#4_BpYzuS#P|jbp`9~ z$e5Tur#a!cH|<3k(Qq`goW79NeR4PZ=`u6`qJ=DwW22*^!@^lLD>wJ#tcu4Z5g1F0 z0&PuGTboZrM9&SEl*D|({52IYO7si*9slPgrlXVzkk(eK!0y9dgmUH z+1fw{Rc3LqKCrJMueK(UtEi}WEKh0~T)HG25E!The=Z;*auCu=8#v2Pg3WmRFTK;J z4?w}>0Q8DxR#uw61?P1>dHFAqcdDwaw1LSVNkCMNvzZnLcX=TZ*ufgoKJ zbiSeQ3$64*KoApl9jkQ_n_CKEy)BCK9?UB*Hv$?Txrm5J{Nu;RZxz2Cd!BulIGr5I ze)KR}0dQnKZyp#}v$VR(0CHBMlOMQ7;OzMxFa_#gSFc=&1Rb|1s1u)bfmhh9{pi+n z@}qt6>eczTs~rmO#>TARG0rmSjC>PI-m0hF zWFNU&`0^$5rAwD40pcXtkXetGaT{eMCnwJ=D>HOFe(V@M{0;_fkgxx;FKc@s=ctg7 z&^ffkvQKV+=enV|$ zCLa+oaYJ*nwj%#O5 ztFEp-^_8%y)6~q2;?ddgpxtfO;jvx`c{w@g|DcB3La<-Hm<2!!;L_5PDsFFA$cED= zxqEova?ZPV>cB;$C8b3ei<1Vq#i8PiA+pPY^kV2#BvRKw27RA*^F+$^uK9R7XcAp>weGnjY{B&KJ#F;kFOHw0IK=NPN*?g&Vh` zqT<^2$nY>4psT9n?aR$%6%?kR{xS0^<{18ljg3j*Jp$Icb!3BfWDNzG_zoRfh9myF z{{H?G;yz|&_VlPM#o(7OHlRSGpJ&KiN~6H~$$nvu4q;+<2H*#DgN&Y;HsL9#kVbv|dL^1miEUzH zg5-Pg>i7PBV+hjTGo)u_xVxlm;q_)_X5-(#N3^w_ec#ezyRk3=-IN%l^ph;K27R5L zMz;mjI;i8Rl9R_=m%jEH(+GGdx6NKO!+NV;yZD78MUV?4$qPJRM1HT!YmfcMCaoL% zQ+QcPoSmKh33NqM+*bcIH8m9mv=8f{*Dl4Sr5a971*6KTQ6|sNE3Gdpzg$=`eYevL z7XVyGcOM@T#P7z92|!UA;hsIF+gM9KJxoiBgT8Sd9v&nwFAqKnyW>xz5d6BLLPoX) z>o847b!`XWhGufY!5e*$5 zl5^gh-;%9>5JHA-C4+7bp7!~EL|wPMxH?|u=YMu8%Fhpl87~&THV6n`MujTI8ZgQ( z$8wn5qW^pnMHa%zdq2F`pnD!0+ao=FUra%P9Uh;yrX~?o7M^8M!u*z&^+`NU3{%L@ z&u<)Nq~)IMBQxdkQC1gc=Vy~eJtLm>5Hy^e;**mjU=rk=6Hd+o6_ecj{8y3QgO=K! zRuRB1$j!@B^YfGKb(DgC5$lilj{p^e1<*+s|NnnyQHIp)_dpS(rj{GeE+g@wh_U+&!IzBf)> z4mv1o5ebvXyl5T@?1+4<;X{q)Cr>y|Sk-bsbIVCRy#a+7Nv|LJfHeGY310bn3f^B; zI2q6?t8n1^2tPpN7cN6oK6jMc9TyE6HX!WRKePvLrZ1Sdw6-R>72Vg@ck<-PdXN}= z_8Ru=@!>a~XsgPJzxNEFv;b%qDN?s{-XEz45)k?jqaJFMTK{alcghOF65u`ufJf}V zA?@hmBK50_%k1V&w74Ym9kOHRTle^y!v z3M|sJggeZf8F{uCdz&v`zPty)rY6vGx>Z+K2e%(y>A#*|60!cl zb-0rE{{8!!_V&3;>+4KFe@CPC`Ct!^l83S$nM=#d^ze_(_l{I;j`_wdZ;!*88|V;F zUsd#5O80|p<#t+H8W}Y;6S{fBE|j!=PHqa+s%|AGCpYK-ofGjkxyMi1O3#8%7Il-)lb+Kx{L;rCj%M0z6Y`DXv!oHTrZa20*BFyS5n%c zf`bozeBxy^P1d|})f71Z-(O_?J2NHzUw?fO=vXf=kJpF5bXc@iF@ZKGNw#(d7AE>` zTvAL4sjB9cv#zeLgXK;KFZoRn+tS{S{E>%#oN;@9Kl9$+UNaX7efNc?3-y{;KKm?= z#sGx-uBC+(wqMh_ASKYd$9O%t9upJO1Po+4dU{N`Sqy+4lfWkayeFSZ1D}3dJ1ZnE zj#iS58W4H+?;V^-xE=;1uvkGqBcUMhY2mV<#`_f}30KlB--8wx^!<2Ky54WQj{ z^`W{s8c;cSX;l{sLd5`FQ$n68>p4vYk?q-cdG~PysCrny@og7|-&6+e%A*YmD=XJQ z7K%{(5fxnCJAevf;I)-iRg*v$LMs{2*LoXD{8M=~1DaPXVJ^g<+J<6YiN}=o*%V1~ z$ovs3WQtkP>k1*S0rK`|^RQKm!hQy4-ZXAV{BA?H1(b;p(3*u65`Q-@J)LK8Xs8i3 zzwtTO!D7to*RP?S6_zX^!lS5&c7!&fO1hAJb13*w;dU2;OF#n!PzDTwa^Hl3hQcEy z#dJtJTGi1pzjt9~<__$y?0_<8!IlmHHXR$=U6?Zj2)t*;`MmMT$(6%nx_o>}io|C% zkIn#oui@z_0h0sP`ZJwt@!mU|9thew^L&!_M`fU35l!xfa#4>w&(_(_^Jw2@fz@}o3MsX%j+YF*U4lncr_@4ssQ_xBC;#*jNq2srdB+9BG=SC2u4W$qprYXTMLM zKR>@K;*aF+Hl87aS|M|py|S&KMI~cPl{T{qKsU4x~HZ^VA9$n^+Va6NL z<-JAj3ulv(lGa<#{kzcK=V}^x?mt2^}#~}@4 zXQ$EV10M|qzP6(y7zb{AYN`&lQ~oW`K4bMVmQ$5it~k+>e!ZYVE|(*l!wkGdH6KEZ z;bkc8_9Xtf#%j$Y2V>v5ZO-kY;8OkS(nepGoBn7Mo|sJ8(|yHxGMTWjF!cV(U{rU< zn+XB8xgK$|{K_9rglE^rRdKw-2S!I(Kzu5a-G>K1o}Bc+mpR$t38ys{YahgoGp2V@ z1F-H?7+5l6uwW3xp!xW&*0J}erBa5~Fq;Ei7(w5zq{>V;dsrQ(}wXJc%an@?yBl32%ZM z<<3Ik+A>OlUtpl4h!$6AG;VllYPDJcU)MJ%h=qF(5M{2fuRYSWx3kC&75D)WqN&*Q zbZ=x1DM6!jU0tpX4Gn;Iq6FY{oST2M_b2`{424yIR@TmH=t(Fmi$qK1s~IJ18^%EL z;wg<@AJC%LLsHm`?vI$g=qWHdtR$)J6D839gi>h$ND6iRaIHc?Ar9FK(a{bRKD!0W zVbCH~g*cT4gCPs?Or=<^gTk}s{x+Z26+q6ttk_c__Yw<*FQY4%|7uyJo)C;A7xsUR b>o5If<@W(Tt;?fYOcZ{H4kQWbxUA|w(|Wne literal 0 HcmV?d00001 diff --git a/projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/training_results.csv b/projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/training_results.csv new file mode 100644 index 0000000..a7df26d --- /dev/null +++ b/projects/codes/QLearning/outputs/Racetrack-v0/20220826-224626/results/training_results.csv @@ -0,0 +1,401 @@ +episodes,rewards,steps +0,-3580,1000 +1,-2960,1000 +2,-2670,1000 +3,-2720,1000 +4,-2670,1000 +5,-2570,1000 +6,-2407,977 +7,-2012,852 +8,-2500,1000 +9,-2530,1000 +10,-2550,1000 +11,-437,187 +12,-80,40 +13,-2450,1000 +14,-338,148 +15,-1175,525 +16,-755,325 +17,-411,181 +18,-1068,448 +19,-785,325 +20,-149,79 +21,-628,268 +22,-423,183 +23,-282,122 +24,-2198,938 +25,-13,13 +26,-253,113 +27,-48,28 +28,-72,42 +29,-123,63 +30,-305,145 +31,-72,32 +32,-142,72 +33,-13,13 +34,4,6 +35,-1285,545 +36,-174,94 +37,-436,196 +38,-759,339 +39,-11,11 +40,-17,17 +41,-283,123 +42,-181,81 +43,-44,24 +44,-55,35 +45,-135,65 +46,-577,277 +47,-234,114 +48,-54,34 +49,4,6 +50,-29,19 +51,-100,50 +52,-32,22 +53,-23,23 +54,4,6 +55,-17,17 +56,-18,18 +57,-48,28 +58,-34,24 +59,-45,25 +60,-29,19 +61,1,9 +62,-77,37 +63,3,7 +64,-25,15 +65,-3,13 +66,-78,48 +67,-69,39 +68,-105,45 +69,-48,28 +70,3,7 +71,4,6 +72,-100,50 +73,-130,60 +74,-20,20 +75,4,6 +76,4,6 +77,4,6 +78,4,6 +79,-47,27 +80,4,6 +81,4,6 +82,-174,94 +83,-12,12 +84,-26,16 +85,3,7 +86,3,7 +87,-42,32 +88,-48,28 +89,-97,57 +90,-11,11 +91,-16,16 +92,-15,15 +93,4,6 +94,-147,67 +95,-52,32 +96,-97,47 +97,3,7 +98,-17,17 +99,3,7 +100,4,6 +101,3,7 +102,3,7 +103,3,7 +104,1,9 +105,4,6 +106,4,6 +107,3,7 +108,4,6 +109,-68,38 +110,3,7 +111,4,6 +112,-14,14 +113,4,6 +114,-57,37 +115,3,7 +116,4,6 +117,-12,12 +118,3,7 +119,3,7 +120,-64,34 +121,-13,13 +122,3,7 +123,-13,13 +124,4,6 +125,3,7 +126,-32,22 +127,-41,31 +128,3,7 +129,3,7 +130,3,7 +131,4,6 +132,4,6 +133,3,7 +134,-12,12 +135,-31,21 +136,4,6 +137,3,7 +138,-51,31 +139,-48,28 +140,4,6 +141,-85,45 +142,-14,14 +143,4,6 +144,3,7 +145,-6,16 +146,4,6 +147,4,6 +148,-15,15 +149,4,6 +150,-24,24 +151,3,7 +152,-14,14 +153,-18,18 +154,3,7 +155,4,6 +156,-85,45 +157,-51,31 +158,3,7 +159,2,8 +160,3,7 +161,-79,39 +162,-14,14 +163,-13,13 +164,4,6 +165,3,7 +166,4,6 +167,3,7 +168,-74,34 +169,-15,15 +170,4,6 +171,-14,14 +172,4,6 +173,-31,21 +174,-8,18 +175,4,6 +176,4,6 +177,4,6 +178,4,6 +179,-29,19 +180,4,6 +181,3,7 +182,4,6 +183,-82,42 +184,3,7 +185,4,6 +186,4,6 +187,-11,11 +188,-23,23 +189,-33,23 +190,3,7 +191,-12,12 +192,-44,24 +193,-62,42 +194,-16,16 +195,4,6 +196,-12,12 +197,3,7 +198,-13,13 +199,3,7 +200,3,7 +201,4,6 +202,4,6 +203,4,6 +204,-28,18 +205,-16,16 +206,3,7 +207,4,6 +208,-12,12 +209,-13,13 +210,-66,36 +211,-14,14 +212,4,6 +213,4,6 +214,-15,15 +215,-60,30 +216,4,6 +217,3,7 +218,4,6 +219,-33,23 +220,-12,12 +221,-14,14 +222,4,6 +223,3,7 +224,-97,47 +225,4,6 +226,2,8 +227,4,6 +228,4,6 +229,3,7 +230,-11,11 +231,4,6 +232,3,7 +233,3,7 +234,4,6 +235,3,7 +236,3,7 +237,-32,22 +238,-13,13 +239,3,7 +240,-22,22 +241,4,6 +242,2,8 +243,-31,21 +244,4,6 +245,-4,14 +246,-30,20 +247,4,6 +248,3,7 +249,-26,16 +250,4,6 +251,-12,12 +252,2,8 +253,1,9 +254,4,6 +255,2,8 +256,2,8 +257,-12,12 +258,3,7 +259,-48,28 +260,4,6 +261,4,6 +262,-51,31 +263,-12,12 +264,4,6 +265,2,8 +266,2,8 +267,2,8 +268,3,7 +269,4,6 +270,4,6 +271,-17,17 +272,4,6 +273,-13,13 +274,-16,16 +275,-97,57 +276,3,7 +277,-1,11 +278,-32,22 +279,3,7 +280,4,6 +281,3,7 +282,3,7 +283,3,7 +284,3,7 +285,2,8 +286,3,7 +287,-15,15 +288,2,8 +289,-18,18 +290,4,6 +291,-36,26 +292,4,6 +293,4,6 +294,4,6 +295,4,6 +296,-77,47 +297,-14,14 +298,3,7 +299,3,7 +300,3,7 +301,4,6 +302,3,7 +303,4,6 +304,-12,12 +305,-45,35 +306,-63,43 +307,2,8 +308,4,6 +309,4,6 +310,-13,13 +311,4,6 +312,-13,13 +313,4,6 +314,3,7 +315,-30,20 +316,-13,13 +317,3,7 +318,4,6 +319,4,6 +320,-12,12 +321,-13,13 +322,3,7 +323,3,7 +324,3,7 +325,3,7 +326,-36,26 +327,4,6 +328,3,7 +329,3,7 +330,3,7 +331,3,7 +332,-14,14 +333,-16,16 +334,3,7 +335,3,7 +336,-14,14 +337,1,9 +338,2,8 +339,3,7 +340,4,6 +341,-36,26 +342,-14,14 +343,-78,48 +344,2,8 +345,-37,27 +346,3,7 +347,3,7 +348,-37,27 +349,-16,16 +350,4,6 +351,-15,15 +352,4,6 +353,2,8 +354,-44,24 +355,-13,13 +356,-14,14 +357,-17,17 +358,-13,13 +359,3,7 +360,2,8 +361,4,6 +362,3,7 +363,-5,15 +364,-14,14 +365,2,8 +366,-12,12 +367,3,7 +368,4,6 +369,2,8 +370,2,8 +371,1,9 +372,-16,16 +373,1,9 +374,4,6 +375,-16,16 +376,3,7 +377,2,8 +378,-13,13 +379,-44,34 +380,-16,16 +381,-30,20 +382,4,6 +383,4,6 +384,2,8 +385,-15,15 +386,4,6 +387,3,7 +388,2,8 +389,4,6 +390,2,8 +391,3,7 +392,3,7 +393,-14,14 +394,-15,15 +395,3,7 +396,-13,13 +397,3,7 +398,4,6 +399,3,7 diff --git a/projects/codes/Sarsa/main.py b/projects/codes/Sarsa/main.py index 1ea4527..cb1b22c 100644 --- a/projects/codes/Sarsa/main.py +++ b/projects/codes/Sarsa/main.py @@ -5,7 +5,7 @@ Author: John Email: johnjim0816@gmail.com Date: 2021-03-11 17:59:16 LastEditor: John -LastEditTime: 2022-08-25 14:26:36 +LastEditTime: 2022-08-26 23:03:39 Discription: Environment: ''' @@ -20,117 +20,105 @@ import argparse from envs.register import register_env from envs.wrappers import CliffWalkingWapper from Sarsa.sarsa import Sarsa -from common.utils import save_results,make_dir,plot_rewards,save_args,all_seed +from common.utils import all_seed +from common.launcher import Launcher -def get_args(): - curr_time = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") # obtain current time - parser = argparse.ArgumentParser(description="hyperparameters") - parser.add_argument('--algo_name',default='Sarsa',type=str,help="name of algorithm") - parser.add_argument('--env_name',default='Racetrack-v0',type=str,help="name of environment") - parser.add_argument('--train_eps',default=300,type=int,help="episodes of training") - parser.add_argument('--test_eps',default=20,type=int,help="episodes of testing") - parser.add_argument('--gamma',default=0.99,type=float,help="discounted factor") - parser.add_argument('--epsilon_start',default=0.90,type=float,help="initial value of epsilon") - parser.add_argument('--epsilon_end',default=0.01,type=float,help="final value of epsilon") - parser.add_argument('--epsilon_decay',default=200,type=int,help="decay rate of epsilon") - parser.add_argument('--lr',default=0.2,type=float,help="learning rate") - parser.add_argument('--device',default='cpu',type=str,help="cpu or cuda") - parser.add_argument('--seed',default=10,type=int,help="seed") - parser.add_argument('--show_fig',default=False,type=bool,help="if show figure or not") - parser.add_argument('--save_fig',default=True,type=bool,help="if save figure or not") - args = parser.parse_args() - default_args = {'result_path':f"{curr_path}/outputs/{args.env_name}/{curr_time}/results/", - 'model_path':f"{curr_path}/outputs/{args.env_name}/{curr_time}/models/", - } - args = {**vars(args),**default_args} # type(dict) - return args +class Main(Launcher): + def get_args(self): + curr_time = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") # obtain current time + parser = argparse.ArgumentParser(description="hyperparameters") + parser.add_argument('--algo_name',default = 'Sarsa',type=str,help="name of algorithm") + parser.add_argument('--env_name',default = 'Racetrack-v0',type=str,help="name of environment") + parser.add_argument('--train_eps',default = 300,type=int,help="episodes of training") + parser.add_argument('--test_eps',default = 20,type=int,help="episodes of testing") + parser.add_argument('--ep_max_steps',default = 100000,type=int,help="steps per episode, much larger value can simulate infinite steps") + parser.add_argument('--gamma',default=0.99,type=float,help="discounted factor") + parser.add_argument('--epsilon_start',default=0.90,type=float,help="initial value of epsilon") + parser.add_argument('--epsilon_end',default=0.01,type=float,help="final value of epsilon") + parser.add_argument('--epsilon_decay',default=200,type=int,help="decay rate of epsilon") + parser.add_argument('--lr',default=0.2,type=float,help="learning rate") + parser.add_argument('--device',default='cpu',type=str,help="cpu or cuda") + parser.add_argument('--seed',default=10,type=int,help="seed") + parser.add_argument('--show_fig',default=False,type=bool,help="if show figure or not") + parser.add_argument('--save_fig',default=True,type=bool,help="if save figure or not") + args = parser.parse_args() + default_args = {'result_path':f"{curr_path}/outputs/{args.env_name}/{curr_time}/results/", + 'model_path':f"{curr_path}/outputs/{args.env_name}/{curr_time}/models/", + } + args = {**vars(args),**default_args} # type(dict) + return args -def env_agent_config(cfg): - register_env(cfg['env_name']) - env = gym.make(cfg['env_name']) - if cfg['seed'] !=0: # set random seed - all_seed(env,seed= cfg['seed']) - if cfg['env_name'] == 'CliffWalking-v0': - env = CliffWalkingWapper(env) - try: # state dimension - n_states = env.observation_space.n # print(hasattr(env.observation_space, 'n')) - except AttributeError: - n_states = env.observation_space.shape[0] # print(hasattr(env.observation_space, 'shape')) - n_actions = env.action_space.n # action dimension - print(f"n_states: {n_states}, n_actions: {n_actions}") - cfg.update({"n_states":n_states,"n_actions":n_actions}) # update to cfg paramters - agent = Sarsa(cfg) - return env,agent + def env_agent_config(self,cfg): + register_env(cfg['env_name']) + env = gym.make(cfg['env_name']) + if cfg['seed'] !=0: # set random seed + all_seed(env,seed= cfg['seed']) + if cfg['env_name'] == 'CliffWalking-v0': + env = CliffWalkingWapper(env) + try: # state dimension + n_states = env.observation_space.n # print(hasattr(env.observation_space, 'n')) + except AttributeError: + n_states = env.observation_space.shape[0] # print(hasattr(env.observation_space, 'shape')) + n_actions = env.action_space.n # action dimension + print(f"n_states: {n_states}, n_actions: {n_actions}") + cfg.update({"n_states":n_states,"n_actions":n_actions}) # update to cfg paramters + agent = Sarsa(cfg) + return env,agent -def train(cfg,env,agent): - print("Start training!") - print(f"Env: {cfg['env_name']}, Algorithm: {cfg['algo_name']}, Device: {cfg['device']}") - rewards = [] # record rewards for all episodes - steps = [] # record steps for all episodes - for i_ep in range(cfg['train_eps']): - ep_reward = 0 # reward per episode - ep_step = 0 # step per episode - state = env.reset() # reset and obtain initial state - action = agent.sample_action(state) - while True: - # for _ in range(cfg.ep_max_steps): - next_state, reward, done, _ = env.step(action) # update env and return transitions - next_action = agent.sample_action(next_state) - agent.update(state, action, reward, next_state, next_action,done) # update agent - state = next_state # update state - action = next_action - ep_reward += reward - ep_step += 1 - if done: - break - rewards.append(ep_reward) - steps.append(ep_step) - if (i_ep+1)%10==0: - print(f'Episode: {i_ep+1}/{cfg["train_eps"]}, Reward: {ep_reward:.2f}, Steps:{ep_step}, Epislon: {agent.epsilon:.3f}') - print("Finish training!") - return {'episodes':range(len(rewards)),'rewards':rewards,'steps':steps} + def train(self,cfg,env,agent): + print("Start training!") + print(f"Env: {cfg['env_name']}, Algorithm: {cfg['algo_name']}, Device: {cfg['device']}") + rewards = [] # record rewards for all episodes + steps = [] # record steps for all episodes + for i_ep in range(cfg['train_eps']): + ep_reward = 0 # reward per episode + ep_step = 0 # step per episode + state = env.reset() # reset and obtain initial state + action = agent.sample_action(state) + # while True: + for _ in range(cfg['ep_max_steps']): + next_state, reward, done, _ = env.step(action) # update env and return transitions + next_action = agent.sample_action(next_state) + agent.update(state, action, reward, next_state, next_action,done) # update agent + state = next_state # update state + action = next_action + ep_reward += reward + ep_step += 1 + if done: + break + rewards.append(ep_reward) + steps.append(ep_step) + if (i_ep+1)%10==0: + print(f'Episode: {i_ep+1}/{cfg["train_eps"]}, Reward: {ep_reward:.2f}, Steps: {ep_step}, Epislon: {agent.epsilon:.3f}') + print("Finish training!") + return {'episodes':range(len(rewards)),'rewards':rewards,'steps':steps} -def test(cfg,env,agent): - print("Start testing!") - print(f"Env: {cfg['env_name']}, Algorithm: {cfg['algo_name']}, Device: {cfg['device']}") - rewards = [] # record rewards for all episodes - steps = [] # record steps for all episodes - for i_ep in range(cfg['test_eps']): - ep_reward = 0 # reward per episode - ep_step = 0 - while True: - # for _ in range(cfg.ep_max_steps): - action = agent.predict_action(state) - next_state, reward, done = env.step(action) - state = next_state - ep_reward+=reward - ep_step+=1 - if done: - break - rewards.append(ep_reward) - steps.append(ep_step) - print(f"Episode: {i_ep+1}/{cfg['test_eps']}, Steps:{ep_step}, Reward: {ep_reward:.2f}") - print("Finish testing!") - return {'episodes':range(len(rewards)),'rewards':rewards,'steps':steps} + def test(self,cfg,env,agent): + print("Start testing!") + print(f"Env: {cfg['env_name']}, Algorithm: {cfg['algo_name']}, Device: {cfg['device']}") + rewards = [] # record rewards for all episodes + steps = [] # record steps for all episodes + for i_ep in range(cfg['test_eps']): + ep_reward = 0 # reward per episode + ep_step = 0 + state = env.reset() # reset and obtain initial state + for _ in range(cfg['ep_max_steps']): + action = agent.predict_action(state) + next_state, reward, done, _ = env.step(action) + state = next_state + ep_reward+=reward + ep_step+=1 + if done: + break + rewards.append(ep_reward) + steps.append(ep_step) + print(f"Episode: {i_ep+1}/{cfg['test_eps']}, Steps: {ep_step}, Reward: {ep_reward:.2f}") + print("Finish testing!") + return {'episodes':range(len(rewards)),'rewards':rewards,'steps':steps} if __name__ == "__main__": - cfg = get_args() - # 训练 - env, agent = env_agent_config(cfg) - res_dic = train(cfg, env, agent) - make_dir(cfg.result_path, cfg.model_path) - save_args(cfg) # save parameters - agent.save(path=cfg.model_path) # save model - save_results(res_dic, tag='train', - path=cfg.result_path) - plot_rewards(res_dic['rewards'], cfg, tag="train") - # 测试 - env, agent = env_agent_config(cfg) - agent.load(path=cfg.model_path) # 导入模型 - res_dic = test(cfg, env, agent) - save_results(res_dic, tag='test', - path=cfg.result_path) # 保存结果 - plot_rewards(res_dic['rewards'], cfg, tag="test") # 画出结果 + main = Main() + main.run() diff --git a/projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/models/sarsa_model.pkl b/projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/models/sarsa_model.pkl deleted file mode 100644 index 1c8f1336ab17193da05621f7734bb2bf8891f98e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 134639 zcmceKbA+S3ew-AyL5(t_g2_$GBgy6x+Ox3u%ySux* z@As?D;(6emnRCvZKR&pw>RP*d@4oNVR$X0dWl?PP8da*)sZ-^@{A*mLX_a`lY1{UF z34=DrN8<TCC6+|*b=`tF}ivCrf5v0%BIcR z6B7rnHyN{jlS_z?CamAGH_4ZciB#?V-{o)Gy*VK!QmuDv75~3_Y_m=4?XykEF$qbP znbqSOfHqo1imFOx6}eS)NtH;AxLSOc7$4o9G$c|pBT_4f)LxJtsS{U?kCXO9>c-VX zIh5dbCr4s3BK7*j4dZ&yvg8DpJZQ&`LDLhGcSd*b8RQZNME6E_yY2Cb$%CxA4Px7VMI&){{O0x1gL@#+(AT-~U^F2)(kMOB zIEXaq6GWQE)ip@#<124jq*;2Td7o&cMG$GZ$yYVdR~56K`?e{%etpcg1`EEbA-s{B z61c08R*-BRMB1cB+D0Sof=K(Lkq$>A9ec+$qLTIN4Hf~zKe&gQliQHz8 zZB5{}qb?@W-2;rNZ0Sf3e}~p5SLQ}~e)XO3)0jxFQ<2_5q|dfCzBP>v?VJ=%NQx#$ z`o`8h73miYPLK2tA_IE&j;$J7&ALN0GH_GU-d%eR4&1ccB@Em}SKA)%T>Qb9^)7*L zCr900>v@AJOT{E@uFQ=Lj;)d&8M3WG(kBnciV8Pt)^3MwcHeuswem=s_4{O*~GvuBY zG}RQ%X>wFEH?%=bS}Fy4tA%DY(v-186YPcnL4@;Ju&`b5W`lu)C1P3Ie z8G44imUH@~M#EZMwHNZ>rMkBGG@y;{6^MlBO5bwfDynDbqW1rrT_xePO z^^;WS)mg3Mc8#w>4XJusOPj4&r5~k2ZjY_6_r|U;ef3B!8Kx)onO*D}p|9on*2%um z3AvHfQeVgmzTS1DJnCOfF8PeJN88KG(R$Tth%7R&i-SlIjVu9dtVY?tQB?+9}1=xoa;cE!w7+ z<&nOE-Ut0qgIhdSUqb3_Q^e~L&F#zb@?fj^W4H}`xv5;#%r$yvnO#Iy8s1ewWOX#M z2E0|l>qpMo&v@4v-t|FbLx?xN67NoK?g72uk{kJAOJjg!jybfH?ss3aq@spi)>B92 zM56V|7n-GKmd!bAg|gQ+(!26NE?5UWsSgK8d6V7f8=YQm71bMU`1s23RaFKZ@1!Za z!`M=cXXCIT}guowizRRX>`dku9I0ZZ)Xeg2?s|>W)gNyMVfRcH{Zg zJilIwHilV%T=*S^=?XOO+E-gQhh zO_?ZpQZP}^4z*$vqE#DddS_oIt1qqb=CBrOg;d1oy@_Mx(O%10p=l%KGFqzdv{A#m zH;C+uM)rfZ#%H_-KI1)Tcn<}U!y(=ym3X7vSxsrBcNgWST7sa+#r${V!cv{H4&`CHLv?5O-V37&oy<{KuxIz(qno~ za{zlmFX)>|@=_UhCnswroo2n3bn2vM^bWckERW^=e7VclYiYT@9j!N8p>IAC$ekXW z`5}7O6MeA1cW=9?R}JX3AaXq#$p>h4dahr|3O)n9VL)#Nk-`vY(YHYL<6{dommG8{m#6D#&3iE&?4qltYU!@gOj6Y)dzsvjXJgR!51hV& zo?WibrD7BG@@7cMptklyA2;daLvtt+xn)3a2a!9`$X$Te^h1n0dhavP`v$Z)h&%{^ zKCA?KfIG^_D9|U1nlts>p}(GslkA062kU*Q*r7KgtiL&WS8vnb%JqUg>?ehKPjCH~ z%RYL(mp<>#+(*$hs~X7Z!~ON1RDAXMY`q(|Lo4(>eYYY~VxS)dkAM4K|ikqy&up!^c_Puf0-09KQ)pRJ>6TfhT5>`JA;WUXFc=p6R8+4Z?PK+ zxcPp_$frQ^x=7Am8%&b3Lhc=_BM!*4WcC?~e=m+O>> zd@z(BgUF|7qym)m*~&%t`#z)menTliL_?H6@CC~J5i^H@Ev1X5#P??06dcwvn;6oi zWJR(*+{ZfGP%mu62FN%_nN`y%e6{5^K9-w&G;&`JTZyyugg(}LwVFVx^Avr*q^9Q5 zL4Tf;stxj*_D=#LrD9}glw5d!_mZ-I{0*CTfJ zlRNbP9eP&ZN)h)Zja$Vudb`#(eY~2x(pBCz*)v27u>qpp=SrHMX$PQ%Q)1l#N@2CO)ipVb; z&|e86zZ#AF8bB-8S(dF|{|xju4CrqLk>3h|{&pqMg8=P4P%kgmODvqMTD|JZ1G?c= zN!Q0#yhJ@tmU=D3q*vxPH&bT>IEehE=sSmvLCi z)dRWHVicqPy8pdb%q~nJQ<_=H$nO~H-wh(a7mfTrsB6&^y#4(LpHcszq5h*F^2Z_S zKl!#3=(}0e@LF<@(yRv>v6!E2BX7{B$7$iRnVL_37yye;tgGcy=@5;F&s{sCJ4(+3 za&HP&A)U2`Ty7;VtLp_mUfOoQ&`V3{@$oELkM+e8Im?ek{?t(ZSrGa2Xyh+IS=;wl zI>BFlM)_BU@~?x)--Iatwi2ZovPWjFsCq(eJb}m9N#3D8B~(871-zX znp9X$sb1L2{r@OA{Om+Mzd9=C^b>mI-wo`41d;!YM!o~sYIIq@zZ-6q2CS<} z8n|l6O31FdW%zC54jW}>*Yy1?%|z$>xiNY-R;~Z+kRmPaqBmmg4&P$7NLxN(DZk@tSj9Cn zTuqOt7BcE;BSZMMxp8%@Oyy?R)ioUkF{FX3hYT6iw+zo9$rzm7ppVutPKuaL89j-E zY4l}grfzL?q_^ZGGcjO+mA5^LC6H=m`s@8ANf_8y{QU8-DKa((uxRK}H9|&RV3gr5`Mh&1GHF^UPaE2$YiTf` z)XL*)jf}cBNGR2$S5=$)9ULT4*Vc-Kl-ijNrS_zO>wpX?b+imm$>#7?>}anr?PbYJ zx)-hRj8T{`_t)7HT%q@x4R5Hg(KoNuiukdc8N=-x*P?XZWESINwY7AjWYt8)lzyWH z9avM}QhIotUhUkx3ZLuUuKHlQ+^B=@I$71w= z57NN(M1~xCS;n{hD`SLmqi#tm13<6UXt!hMXxoth^SPb~*ib*i2JNfodnapQGOiR1 z>SE2V(r}LHAM{}r?7xE1tlL#4vTx4b)yYiOQ%tz`m-O#tqdbF&K5IsOxyA(GdRyhN z=;KlKMMhmeBrIz9b&2c#RwiUIz;sv)Bn{jkWXNK$Wq200Q<0R0#~7wh#OC}8d9;H~ z=Gy}kY|kcz$vv2^-!cfyJMpZ?JkVVNJ6?z#(*{b`=<24jnRzw4qn_+lbMhuFp3#C9 zxv9^jqP}EI*Mjji?58?!n?7vU9GcM$vD%?A)WaHvjJn}SXw;%tVX{Qs2rCoP7->2* zMv(??G%}9bXG;dpgC8`z;=<;=(IzffZbcb}zI-Yw`h zKyqPj#q#C+g8nqn$tIKgN&4i05o~m9+AnqN)why1`iQ(|?7OiB04C!+vhm2Mn}CE# z9lw}Wi@J$cCS)?nbeK#g4cruD$YiQzcqX=7)MH@W*)t)Aq~d?8$BmXNjaU~hcAWg> zSLGVx`mJO}7Bfg%GmTtoiVE$JQiaP2|&>~zmdXmb?`d|H%FZ^qGQ!Cs&s|LLDefZt+X;B(p9E|bTw(<)*wTq zYc0bg-AZM0b*|<%nK;VKn(R(;zPVnm35+o_C2dGTZ`*F4+ZNZIo$YB`W{aeF->QwH z__%+~WPMcwbDc$GjXbNvuKaaB=HA`%R5Rwui$RoGp{cdxQzu*5+&Zfj`0G8K4algA zM~3kIq`A?`gzz_+4*boeflEM!@V8iohi~I_lV-G}k2a%0Drb#L*v~|=5`y`VgYc~EVJ$+n0c3)-gG5!|}V=H>K6~89elH|pxcI=k< zg^3&KIQjjSnC`Y30GMp^$hIS+ZU+)3pSMTW7CWt2NG8#A$m}8wToN)Qv)eK}8QXqt z)a+x)(b3%KrTbenYPZ1Vb$sRZq*zZ#y6x~vHGSr?xpLkXxihOL%I&GPQHU_gKAfh&!N(j=Au?6 zB(T?X2<#&b+!?p=)Ky#UXgduNa$DLjaqT9$FeQ>e7+0sa%g)$TF-+-YP;CCf5A6+2uSDxcQMsc8#r_qkrKj_W^>UXQLtL+Z0ZeVR~jG8-95lk|v~ z!=|FGKJ2gu`xQ%w0dZFfhRf^8>up4w)vE_Ia}_i#CsT@h&tjFkOxEH4^12H*?GaP5 z%eMLfHYi;TJ)Bt&X`HZ0CrnUKhN(;;$!G;kM@A(2a#;fdHej=b!{T6}TNVe|6H z#e;38V_=w}QL&g&{BV-K?QJ;?7aZ=<_n3L&I0uo}$Ck-yE3;YdYz&6tF0hU7^RCS_ zqcP48tcrdyF3^+vO_j1Gnvn#txAsHsvQ-a{T#qXc8Fg2X@GwW1x%1ssD--g#W;#5s zlLjsy8S*HwjBk0Iug2o_UQVpBI`xFU?l4bE$5@rD0+;$Fw9(tlvlVruwEe2h#m zh~(X7T>3>gqfawpmu_KBEzrCUHcoG8UIPASxy)K3r&ib4u}$((hplTQr317G6;qE1 zc%7z>pwr;6eA!elb??cX(1;eey-#k{K(8@Zug}JyO0$l2-ztYlu}Ad)8Fdel5b=jr zA(0X*77}@6Iz&oI1NRsi5-GC`PsHY}cC+Q#ZcI7z`OC?@d*pU4xo-MRIa!NYSY@B=w)$u;ofZOZR0yHUZ2mLGty7PdS1`Z zm;BybxF=ROJf3<`&yZ2~92qtU({I$hureWum!?DF6=~qgks*oKmf=a*N?tdS`=2pc z-`h-+(NXU-*F5=1g}dtL+okiT7=K;(Mx&5078)xPB2C zb-#p!M-A&s;eh^SD;84u71N>etE7SZHDpNT*Db?SNq|ZxOr{632Wkb@$7Cs;hUf17 zGRDQec*%+klXN@l?SlL4a^oTNrz#-J?AXvu)}BodJC3E_+6tf6w#^y_e?DVn$o{T% zICQ5ANmhg1$yyM#*8B~t6a2sF!Tc67>V6yPN5Z!*n%}WvA^zVr9sIvX8o1v_hWP)$ zGCY3smK|i;f2IZ8zcLy_b7_u;wYqFZAJ29;RnOENg+8cmz(H%d6rlIwxJsUE7=b!> zxxARss6X1l$t>|7$ zTc^yQTCtGCpP3GcKPL^`Um!yge`y)tjEX~jnYr)ESxL1S=>aZ9JojR^b9$2+L3b^+ zj~`<872y36AF+}$nz`o+t(8VwtdzS>ZpAD@t*Yq>4H2%fI`d4Js{TtG^2ZK8t z6#s6;LMH!VI!ykPG;rTRhD^R|8J>xaZ_St~8C%D!v@?~5L%GS1*b88GG?uGLt+8iI z>@={>+{JQ1Z+C)H72Gpv?Pm=1rpbE@+O%kw<=F3EnI>i2kn6izVc_RW#Zt}IJbl-d zUU!4>U4>XWqf(U=*Dx~bsw1Id&iU#gl^Rwoq*Bv#sMI12Ty11XrH*BID(0@2oOzmE zW9t(75)PNgwKzR^sAaajyBgI8Lz^6lIM%q@oLIc`P3mIxH4&j$?`!POJfwQasH=|*2Z*-=8(5i; zLPOJ`(1hOJVL}5tiv{qa-e&9 z@-jKw662x`xApzbxV;vzfn{=M$@0eAy=OU^;UjGj;34{gQu} zcEr?jO|5>2H1oikBcrYb(hm?@xVdg=WkMpYOovEo(!jMrhD6$0#F}IKD?>4M!rKN3A_Xp6LR%?j&k{} zxaXSHaV4wg``XO1@oakUb~_}mY{qS8HAA7jhtvTXbsdqOLbz}3WMx7MolS>A7t+9W zMTQi*S%#-z({0_MqlW40V`jj;<0Lt+Nvu3G7-_4kY+T=q9Pt3#>z80l%9Yjji{|UR*N`91u;Ja^DuzK1kEkay z>UtqzP-%g1-P_894EmT3gTADJ>xT>(^tX&}dXrY{=04qQDCsr`vgumaS@xvNjE5%; z^#QYNCL@(qcifq@NusedTQ|Eu4ubvy7Vy zxjR=d#IDi--6TT*o5>#96lBy*Mf$!K9!yNLG9i`erbA^0Y2aoeLn^Z@!&C7t{mh>G z#thqQdul0f6YG+tPzxvNo9S%)^0jb?-T2%%Da2a2$5cZfYpEHUziq)R+u=^r+&Nly z#Jg^%?8OTFxSP3&LR%;7?b})|S{XQ}N%?fiK461p0 znrFpACi6{)$pX^AEkuS)7FmX8V%|cIi|@;oJ(^X|0I&*h{w6oJEb!+M#d4QXp026= zZPdP*Hy_L821WoYVgxL+i=K-ld%}3XTRKdUYnX`lH-LL?`m)YCq`x}= zoN{@hUezm6cD}Uc2fa2~PiXo=%egCMgW1&H^d|2rs~X$yem~>j(3A;!ZHe4MmF##< z5^H&P*Y6_yH>xN?E6lTQIz^!M@bxJp0E|`OtZYU@UD#I_Y_l$P4+nE0{+`QgY<%2m!B+9aXeqXdOA6NDi`Hz5FuKoN zoGOJ;A05Grc3soPvf`ZPrmvjULW=Nz=CRx~WMaR8Ni1irX|Bg^)OS*}mmhO`4FOd4 zd1(8QQFj0dl{$W3$n`-h6H+;3I#dpm2JQ$lq;k|UzUg0bXWRH?OSF)?wUnc{OgYiM z7v_?b&mP;6*0^8|womRIXn-MQK27?~9W9tYbd^mNo7Y4lOOxy@aBN+f>_a1$(=`)z(%5A6*8LIbJ$SDdf z)PkW6HNPtcjy#^xt`0>sYxT}hxw4W66WE`g#a(lA;{aC5 z1N0DVv2|O}>-A=<^=xt#TR<-#o{MX}qHg74`eOFff%=5g?SS!rXYfQHZHD11C9sGvroHEsoG*4CY`%xmBZq?N0pC^x&kCDYMRd{TtseIv5?43 z(;-qw8n_~4NaU7feA^yRV`t6Pv>xDyGF!ctoWtAb|3i*TX#)2&%Wp%THkFr+M;tMu zI8Wak9@LROXr7?bF!f2F*NL}>1tNP+qf|pj@PEzg}ZIF z!{m;Kbr%_R_mD8L=%OliM10@MgfxmxhsFcaz&%8UG)gSP(=Z?I*sAM#$OZpMOeqmX zX$Kf5cFe*g{Dgpz0y$~US1FAQlv}$c9o-_5%Q>sR=e?vg0tP^Sy`JX1{@AB!wL$uh zg(yaHH|d%7dr`G`$ufO6htph|hF*54PkdW|(qZueqtV~Gasp*h-MjE*1 z$dJSf%kU)p7X3M%o`M7h@mZj^o;|3(-tI_!{J%%6)}1E388URXa&|{I^;pZ+J*%tmKU2&Ym=%LdzDBv3h#B z&6u+|b$^sxALE$l<*!S95z>1|PxTp#X=wYHimxudC{(A9<~EhP-B@EP+()Y(9-lm} z3S`uM9}*t*;NgAh-*06?9%4E?lr(TZfDC#3pk;U-7I&~q9IXaf7^YK;d?l^e}jyDKK(%*ocP z`;Rcs*C5LDY$r}(t@zcRJ*LRzjg0IB(BC;OcP3Co&aIo%Q!nF+#}718UQbh^0^}@T zaKCF6L*n;5qTfeG-5($!QN#A+)~o)|%7hI5$aEO|F=^ob1Q{~;Q_JuSEMSoKzOSh@ zwY0xgIePt6y*>(u8u49yq->Tx-aFj%xlK4ZI;pQC7A29$%JH1reKKO}n4Ds9JjZ$8 z6TM?a<>?%Kx^OA|)G{APZhcN^w)++Drsf^cCkJ@whDP}_g8`pE_xSz-8Fhb&gpYS1 z+ARB5Rwm^0*QUegZ%708x5$vs-&uy|<0Cn*vgW^_LWZsKxoiEi6$^>{i|G*gSJJ@!8!{yF@0Q_- zm?`ze^i*E;;3WFaC+jy)^(AKjFB<@G(5#+SHES5!F1aw|K%eQ>;iTlSWHiu1+6%v+ zJe1MCSvPZd0YwY0S{fwDAtbw0kQlKXUg>YaSn(t zG1uJjcaBGOadV#2_XpY7R3s&>+iL-{7C4;IvlhOcY{|nlRiRnSxU;v$$M}nqf&2P& z<#^VL-B`69bLn!DW%S*l_d5<-W-2GMWi;1|6$5Eg*U&IPrjZBN7#VdsGPVkav-)uiJFji7X!O~R#rbmT6xmeL%%{hD;9ETZ#rB$kOr(@2?`ZCQOu%QX8uIfy0kVu&CO?-gNRCo1sBW8lz*7J$p z(|b+2+ao@bbwE#7-wBoqzBU}%#G9ib7ro&+nY2XGULk>eM<9b@K`BflG3v~YFKCmf!d6M z;<_<(tB#au01Dwnp2IjZ~bXj<*K z+&~NDx?JhmI-tvN3yQ`|aW^{|VQ4&`h(9P@3#{|q)7!N%Ro?ltDmTumhQ@f0X#$dP zV5D!8(A=72WkL>})F*GMZyLjOLOCE*2Rwnr9iF zkwsC)%B5QJxcN@*KK<>{+R+Wg-mEaT--ZnYj@vlS(+8a!%$9fPE=G7X=9ZeXaL<5* zNHw(uW_{fS4D-ww_JSBKx$X5*BdwssI&M@Z3(-qWw}pMa)eDCO9?(K0!NN#5R6Zxe zPIj@C2?+$ILtqJM;Fcmo0?RDJ6R@2uNYXG>wa+gP77ujDL4DoH2)AkG+=aN$(Ktpuxn4xdMfFf zGlL7a-0FtJ3J)p{NgOdU93I|`Uu9)N601#z#2V7Ttwn|;)>(!pVK&z0v68WBl-kk1 zX7BH#1&iWQ`!`O|EX&LdaE238$7CbWYld$!s4@=-6pL~RxBj4*>s2` zkOpoGG9H?VOgZlOHv-!VB|iKjQHA2rGBvTI9X}KB)(tZ^B(ivY%S4}iFO(7 zE9u=SmuWvTqL%IXF}EJr4DBKY1V+vyOh!gs6zTg`xQ^_#G9jaVro(7IY2XeZLq-QJ z!!xoS)f)DM7sjqz#quzj9+B5{S)!S}IAbNXZhLuUbuaBW7<-I&pHOIlernKLuWey9 z;N1rY@xQ-Wp`43!Z_s&)Jkm^t$~yTt2}f_<3frDcoj?|@D`JeOj{Lo z8QXZOaSgG0oRsq%|KJXACk+8q(mb?uBmu=psKodkJG0d(D-%-5G#x6ZNduRK45?&W zhNoi2`!jah-(@oXR;cS_kpP6}XD zR|;mW;T}J;i!Yxp`BKNgd5?+kz82d}<8a2RhQnEpDF+#K=a6u)cNF-i2+muXki!Mj z;c$^OaF>uFhs&1XIoOOlV=d1ROxF8Y7*a64-EJOeK;=Kr8_KH)hx+!s|G^Ph7gwzl z)zycK^1Wk7eJLkQH#(wsl!^gzW`KVxhNFekEiqQ|C7s*ka;aER>(<>?{TV%@GnfmPQE}VKgz)c}4*a{MfxCwc;or9m z58u33Eu^G5cJ4Jj!}QAjEmL2&t)oR)xIAdmQA*oL7Bg%eDU!Quw5SH*7XxuzGn^l{ z<#RnVdWXJ=8-m)1qmP2&og@p3c)NTYUq5!e6}UBWg4|xJ`RK0LYKFoC59uK?>PnDM z@WVQ^KOR}JkVUEKuy{-wxH4qO;)!K=7UsZ`^E2gUvkh{?_x>S_zO=ThZ9pDlBbqsU zII9>JlG=yG>orfE`*Hti>FBQY9 zhDru=FDF#)seypdGmq{$k|<)NZxcJ2tu%9ATCtGOE7KuVP8zt^$dJ$*%lM{Qm_^=b zR`r_m=}K!FX>MmdrLS0;SIFaID{&lPc%;l?>zg`gy?mrhO-Vl}*T!oW`ciqz8ZR%U zlrPLZhV7oc$}F?#-K3ya=M`vLu%sOutV~HK=F+{jnql$ILwb)Sm>3C*%ELc;)<-K7 zQute>sq_kGBa!uMN-r(pB#YI)k0$DeQZXJk4o-8>A``?L(VyU!YS=^T^y#=ZOH zYcam?H2+T?Xf5f+8WkM=HY&uka zgfwtJiVUgzm}Ph>=8XHgM~qZ%+Y`Mqzz$%(2ajg;YP)KQ1sqn))F(>`mSl|6aWqdZ zN)9ht$!D3ztbNAqcuPOT%ZoFzvAnJ^cBbWgUC#Zu!GOA=Yy#S%dO)a*<4#p_Z!L}V9Uh}dxEP)glQJda81l{bhY*vTKS6R zn|b1X!K#MCFM3SBgp9ghM#7=;NRu`2SFB9P;a5$E!>^GB?$?nahu^S_Z%0VMwp#O8 znbYadLkCOB#Krzxe6zl+!5}TRM*unvG|0W^@e$;Sx4?LnLXr2Kjku!0e_DLW;F#vglFe}asP^rdjR`ZFsQGWm1UVe%KGf%{8j$mFjq!!z+gG0%?8 z(HG6uvX#ZXCV6v{mh83N=#u>dh91QB;Mj88vhMWt53~a|Uatg3O!`mmiicD zMZ}ZZ{xub5DRQTEdw-RtxB3%OH_d){uDqJV>orEPE3R;VZS}+DZ#=NSMMmAraZ z4AvxnZ)HLv|6n>q{*g3r|AY*Q{Ig|vB4*|iPtiag_3-m(wFdY@PQ}X!Tc0oM^|=1* z3(XDZn2dR$*4cLSngi^bifSJ2fjWCpbvfT&vgt9iL5chbuHtYe$|T3bQ@>DVwj8DlZi z$JR;lth$WABKlQ~)eo0?9$0;3)HOiDrE>GZbweu?5@}>QL>iL@t_dc_##(JH>Jx_0R+tqom#VHZMQ@l;mb`ApEOd+~=Pji}wj6U7imXxw< zv@tYXE>)!`^76x3nXF2NZ%qgD%ZhQ zRwiW8+H_d7Aq`wxWXPhOWq200tsRWXaCP1&)-JY6?PsuWd!cWSS&dq7gs?r{*pOjY z1b%W3^_J28(Jt31CJJ7h# z_cr^E8)zUPG{~bHjEuS=NC^2;kZ{xwwPGQmVWvZ9IBDQUAVWeUEyEKs|7aZcUBRLO zGrX04V+N5WkEDQsZQxS-(@vN1_1?5;Xnn_3n%%v4`eig(&I%!TsRX% zM|sy{wO(mvI#Y4+9v1lzGdR=1Gjm*uBXXmc4K+8)P{3%khc^Zpbz_m9(YH-B&WeSM z#+weK38aCWhzuD`vJB72hJTNKJL0;{pkuKymz<$vy!QuZ;@cK_mL_>`%OE5^YVNEy z5u4u7vk7_D1>ZTzfVkbMFBSxoNv5?3N(;+gGG;p(!A(7dZ;feS_vX|YD>$Pr;F}ft9 zKd&{>6IIQ+;uQe-DzZ&#k1;~8;dcUu)zSy69o$>Y6SKFJfE?i(R;IqWzTZ)XjWk~qc`)trJ zw=yB06{f={jx=y9ks+T|mf`tqrhm!pYH_@9%A(dJKUy2xmKS$2{}2P)ZjCegGC5c>wx!5&WE~rQdAW zAerDnZ$T21jD%zZza3^Xyv@plB)6Lm$sMGD+ldTGCR&CkIS-P0st10xy!NrQ&{uc$ z|Hp;fWj_tZBwy!lWYq0J`i2O1g%K+gVsxg1F_|=QQDlg5uVr|QTMT1nS1D-5VUukr zaAkcw&e`D8&UBrTdPdJp93z?5jowHR^Z(5)l3_jRW7nn_j`@1+iyjk?nVE*Qm1;BI z_Y!pbtWwbL_h=3vi7iHgzE0)J5p{>GOo;xl>7YMC8n~m#5dAUB@aX-!3N8~!a$n!f z(N`7{UBd0Yz|(ZgnP3KE0zVq7S@tkm+cgC7KG34oMumXb?sC3{UbTxW9VK(!@{zV| z-^Jw^qZjAH36t>_*3P@R<1GV6*sVU2vYGPkxK$626p!l!GU`&1pLvAq-$^SLQb{u% zD(R$w%Rq)yPFaShVsElxANQVx`%Z(S+`s;MZ4ak2m*orqzV~MSf4z2@Rsmp7`m$`euxG4T2==V$fXyKd+&N?j_Pk|yux3GVX2eUKW3|v+OtEsc&XQJQPnpI| zpT^tUqzJVReTFwt9oG|FjM~1O2wa|wP0`erons@s-8&^Bw^#I>Rl^pHm%>YdIr;ND zFuW|Uv~bZL|2(j}VD-Y`q6c&dNf0p-4)y%}!_dsNG9iIH(;;w$G;mjuA%Sa_;R%>C zgndLFZy~>DHyfkptX`hAP);)hMqsL5YRQK5HqG6ISYq6rNQ=IhE1B)(S{wh41T8%% zrO^YL|HTOS-Z|`ZJGtvtH5~FirUGQt-9W;@8%?%ty=i4a4uz(}p@=kaw~!%++m_)u zn8l=b_sgT8gBJTu^YaNRNH&qY7IHdxM8#bIY*WFN-tWwqv*(0n_03bA2Cf7d(s^VVo{qhB6K6oN?I#`!{(YjK%zM(neL#j}K3aw+bHoPB z4Y|@+-tU!DG)_+}XI#^xw9s4ESLA%7L%gP+&Q!ss?j7c8N{5*?j}}eW!qLpQ=}g8v zN*j?2TX8a2P&6l>Jisa0y|L+e(wR++UYtA=W0-d)fA2tYp9~7LDm=#TLq^^ABcWCK z${vgmu`(eiH62brKpMCoM24Jx$TB=9zdyg-ULMxb%LB{`x{6nzpb2O$He?=a$CiKVdp7ev&kBKZOig{Iq3w z78VdEjH&_RbU=TAH88zAD`gfw`)Ch-N*{&L!KN67FXV17v>IgZnvT z)crgXGL?s%Oai}PWkNE)XgXwmi8OG(j10;Aie-2*{(1B4O?pQ&7ZE~6tir&Bn!Qx> zxOrVW*=cicdBLsceZTUt{$YK@=kc18EJeM#)7k0>CxUzQ;V?F^yy>s4J{m1|8B_CS z*TW;E_87VK3t9Y@>9F{1(!l)= zGGy_)mf=}=&*<5xT#?ciQU)%3e;3zs2QTVdTmpEPU$VVE-ymvTJ|{*_=1IcQOmDKr=QB8KW9nk zdtiTnBmf!d`&JkL@JCiAB=X0mL*!3L1NW!MkjS4|h9_djIa0PkO8ej$uwbfTyl6M6 z-hLu3Cd&Qk4ArZ0hL5qjO6RR+X0xFn7y3?TF~2L%C?*dkvWdUQI~QJYKDZw07woYd zd$;gB+(hqicR%k%gYu>^c-_>@g%optZU~_A7arPQB8fdlLZ#AbsXVp)YbzGA`5V(= z^S7jd`#WUF=I<@zo6Z#-sOifRw9s37Rfr5Y(JcWi3lB)ya_8SAT%Wj;QXoF*XRy*5 zF=Q^((h6JTw_=n{lyjQ?-88^%F(hKUmGM_(u=v zpO8`a&q!F*{Tu}FFIFa`@UNyr;onFD_wUG%!hcwXr;uq4@~qcHeYab3=p$d9-~V6U zPr3gzSn&If$NODm)K%dxIl<2!>-5n~Rk{AmubS!bt4Z>s!rs|DLXtIUdw&d-QlIfvvB@|^iZ@}x@SXr3{fcWe zlQ`6e-hF*)>0(|uk;U)h1!^!-Z($pp@Xr^!T808TwLQE#NP?4*e*Cb>4d;RwD;Bm` zJ=0-SpEPg{kRhXnmf;!M;X)iEQ0kuU&T|1=jR5-E1R%mam z1M7y2y6#B0Sdf{Ipy^>{LLxm)he$8d!1YFkMEY2UCt|C8yQy;+68G#x30rIGD2BjQ z_G0E^zq6RTdLx-^#?H{$yXEmd!jsYGH0Py1V0>>YccZRyd5{p_Z;SfY@sid9!|k1| z{Y>OI13onyWEThJbn*fA#Qt$z*ViyWrk@AbA4yy?G8`V>bQx%6LNbF)hsaMk7mua1+QdUt-e}p4@7?X3{@)U%_o=kslgh@Gf1Tj-Ya-4{HXtG zgRn+E&Szb>zt>_XU}bu?F-Ii#8=Hsp%jdJ)FarRS;U3utBoWC--z*l`#26W6WkM#S zO^3-C(!h;HhD^p;hG*hKNpEx<7uTIP3)xFr&nMPkNw{a*D313_8uUT8hgcH(2K#pF zW!nvm=-yebE{O3(Fo);qt;x%6Nqel?h2qF&z?9Ndq?x8IqW88Q=7+1N8@S(}-`k?leyy zc2Az%%3GB@Ki)|m9wXEG*++e{S+B0*U2O1sGaM^2d&4-p;PB^Ua?%=2vtoy%@?bJ# z3+;j#gTK+RK_5r#s{R5x>Xp9i0BqMe!!ST*rUy3*8FjOfzHc#ag@b;M6$|;yH61>& zq=B1<4EfBrjBgqRch>o>gju&|0I%XHsq2#`+QSvtAiUwajo!3zUGApoi2*)ZKrbZk z(VQ;&jBzbR^6>!o{*n(zW>Zrrr?yPiOWgg=TCs8TvPKvPu^b*=nGN?>I|5=%^n#8T40EklMRmRp7=VJo7PAJEh_Qo!GW<34`X>A!kJ zp23kW#Z_7pdO|^YTdPTpZni?AfAtGrhtg>I$XQ#ZBx2wBD*DE)Fci?SKb43R8X0w~ zkkGLQJz3(TZnc#O>8vpwI%`P-w+f2?S1Ds{aT}~|NW^Euu7b39}kJ@+h>epDt&_b#mhjYXcDfNvXP^$0k(CHA2lIj+F0d}8RhHcqh`bq zeYMLX9|*21r2G~ITq7zR5$qMb-$laVm^{FqBPKz3QlkVlf~@Yqcn zxIM^_N5nEb4_n#0vg@_ABdwsVLZF_0;37t^ zj=@85leaUc%scO5G#(Hago9_NSC2iz-<5*Dp_ul36BAv#1 zsUh8RXp5ElkcE)x+a0#LA#ucmI*KGF83_q{)r9X&$E{3ABE@t_aJwLpiVR7dvQPU0af5F6fI>L*v#YATOjF_#ytSV-ie z=@7X@8o0~IkVvj&cp^S3F0=ZOb^2%?cVC_#U!1_?VV<;Yn!A)PbH5SC3d82rn~HgQ z%^K*TK1tw}WyjGYyqc4zz;5{$T*Ybj?kOAm(`#6PZ{>Ep+~ZZ8DT8|vuURIS{Cf~w zo>dKvD<0ETWYk?l`o^&7i0kWCCghNBIvff}19t-%a=2+3o`V^;b);O*Y^yIftu4yr zou=FUe@^d}qWSWnHz8OS)2Fu==>_|vmi7laSj&s07^4tZ1D8h*ZPG_aXV_|gpbN%s z$_9DBuO-ry#hNp6sI|_MhR6 zf~B7a?zsoFC_fcHuamy5B6e2l9$5VldFX+aAfxUP5+ZiI;8(d)D-#lVY&t~BNCWo- z84`JF8J@^8T14KCmcjI!N z9XGPkkq1-anz1Ff_goa}`(1MSKs{!2`7mh9-lgF~+Du6$oL${iP7zZW-jC&Je|d|3 zSWZl5_@0|&-$<2Lv(|3aQ+)2;S=G>Z?=gKq5^9X}ohO`$&YxXrth5+s<-*p?*ZCH)qTB<#KV8+0;_p>`*gorBa)SUUuodV0B;n zc=N`6yijU}8QO!ZZ)vB6ZEW;h#9cs4X#Nb_I3-Qe(|YdMa?_n!)o}O$kLd@IQTIbg z-xQT^8#4pxhpkvh<3~(~#*dN)?#GZJjUTrRPs41B8hVaLAf(8iHtVmMdm8fCwT-^i z&2ob$I_C57X31(gajM^!Zqu_XC3kHD?(tHVhr8{jMk#Qdj{ZsCYw8NRSyZzR=*4lG zhFP1;;Q>MYo8%O0q5BD|7!p6}5&aZ0>V6st2_M2|41UJSgbaSxbQt^`Y2bby88Y|< z%kT{B&y*4$b*Jh4J$r2Cj_~N&5;{nM89bA^N00SlkA}H}>+i8XiPCvKSQL(A_LS?3 zC+HpX%p(&Giv|HMzvQv~GLise zBwQ>s^t0>WSFKn`=hsY!&aaaO?l+Jjo!_*KZ~E0Sc`#hBH$KLF#buetJ7?QW#7(2` z=E?K9EM2$B&<9PlaQ~29sI9x>vl=Yf_URLOt{2x;#v)JOuBUOQXI8EeY4Wj&6!aQI zyJ^w#oyi&jD&`TzIYSk_pD6F;rC64!yk|a?hlb6hd;6m z&*7Lg$;IhQ4sj>%(v!Y)8-A&O6&@-7TYutLXF%WcW%tJh23CLKQT{11>i!G~tIC(g z(9!Jgyi@0D3qtldHLt;7-a(LS_P~BVFnTqASd9U| zOSZ|t$j&qiu)U9WmwW72@9wVIkC7oI`YvAcj;g)I>$s${(v)dMEN0b&>BCp@11VPM z-99-bXEq(TBZI%O`XTbS9@yU@2{=aj5#tX(qwXK9Oi1J(O^3)okp}Lcks*h?$w0nVDT?h?zO^b?lg#nVFf{ZR{Com|=%uhj*BF82mF9`F}{&LGJHAR{Vavm{?C%nu1=w!!jDZJ<%@>Ao=`pzA7s#LNdMS} zj$Z+#3^EGJMn)mR$P@;HjMo(5W#}UlYt(tj0(VCpqP2Mk*~j&Zs&E{#8w;0avgeNG zIxh})J0`alS5D)$$FjO7l~q|iu$wxw)lXMdZ|A8|w5a`TOa4%)K6WE-5wX)q`#qlo9POg*aB1NLx3 zd_@>hTD-*WZ|zoT58bq!G#S~F#Gco&7-?=@{*qm35MS4YJzJ)STQ`Mjm>0(Fsl`v$ zSccaTldnqs7H{w*G`XPZ_Va2++v7aud3`3c2Z}adHDyHsE#*A7@?gwV0MU}$4<~S4 zQE7sfO0v;XnJ_X{z@Vk7BD@wq>B)hR<2&0so#A2mUSH_vZneXX+_Nz>Sl9SH9hozK zXt!l&M9r^kxjhM*m$G%y-M;H?Ebm;||GaCl(RNLb^89pSIk#a6^HP}e%G;|ITiNYA zV^d8zBcZydR0E8enjjMVz@ZwDwUj1Es4W`_bqFI<7Yq{WDZ)$eI~QGa$7A`Zvvh6( zRn8`g(MfluwuX{ZX4%vp3@fJUf^aJnFxz^0$7*{pzq`#>e|r`+!rX?!_K>@u+g?)B zf%^P%^YP>Tq&ofe1C{3&Xa1Q#k$o(Cyr(*U45Fzo8t7@@`85P%rV;2LNeY@6SZJ&? zK~EFe=xItAnPy-VPx8aK|%*bcnSXNsPlDFvoWTyk=JwN@b30ja~-ksLOOY3oxzyt0{UkW8ZTXyCJ5;!8zJ2ZBhv#6LV7CV z`LpO!y)^E_T0pmQO8%^NTU&cX%ums?e(D}{)1E7hS~AIeb$TDSIrt|x`$GjWU+_U+V@7rz{RZHA}AxHIa zk2yWVyFlXu7q{Dg{I`>Sy*rq-q|UiZXs}IiPnuB4ZJSH`KFthL?#LMIX$=8mW+;e^ z^o0{ty2F$v$QUjg86yZIGZG9kMk(TXk)q03+o@^4x=?T9HWjyz>y*}=z3SGa)a+Yb z=2rKV6MOAW-`Sm3FAv53j=ew(cl-if^K%WIUzoGcu`2p@_Re}1$4gKhU*r|vj;KVZ zYBO5-Bjj~YYz&CIF^G`78KcnSlqLunFB>5f2qQBQ3_>O;!V4M9^ROF=lxJw;QcaXB zXjH+TSm1}LI@hG?x^H8M5IzlQ1%~ zz`%93B0Sg4F!)!uj^6h75}NJ_7fJ0bGe^WwIM*|t2gb}Bpnn=+w8SV)P&i*U3S)$k zSpWuwZz{qo>@9`23f7!wZ_xE!`AT>E9TJ;``pZyUH({VzErT8e6-QWuHFwW8hmCcbM3Hx659tO;vPG1EldW@yCz3 z7bY_+MFB0VJh#9ZGE?Zf5Er*pgK z<*=t}lyKWIm#ttn?mS~_*z<9uvZp%x{gC1-pI5cbCS{C*&7RQ~FlM%bD0tow=Yecf zvLIr+Y((rJjLc3jh}fkFFT#)8KI`IcwR*#D=Tk7oot;H9{0t{VP@SmP^rYDIY1m6F zdu621a$2V^9-C=)>5wAd@J!4(m&=#lbKlHKE7SQj+}7`2>}*#qZ{iKDVW;d_pHSZqT_{e(J+Mb$Z%IowC4!1$c)i*jw!y=_9vxp1nT5&m;!s%8$2u z8@YqyRQuj8Jhdj1W!hN@zxZ>GskZ%vsmja|Wr~2KgbXBucpQTWNZ*8=R?-Qj3G7eG zhW#nR$eacP`!kAo{#G!NqFEkJiPa3ti#HcJk!4&PTH5RNZA$#KF~PmR;h0LA%HRp^ z?bAqpnBE6;JA+wFtZIgjO!l~oEhpIv(sEW5&~namI}hS+45B5kAF@TuMWqQ^F3CpA zWx~i@0fUySitt(n@g#b5qxH{b@C_*c3puW*W;^#-->ua#cgF4*GMDK@QoYhYb4@uw z^}5gc1{gCpL4VtMebv~$r8I%+ZP`%0Ll~L6V4!+W5uU1F^{}&H>t$|r3z)WX`#Qae zqsmh?j2Sm`TNmoA4w{u6i@06W7@j&ts`jJorMa0K`To#Fd${ks6@E1z-{e!Ja`Ne2 zro8uWHMm-vbN-ELnchT>>0sa0$4D|>W2@VrvNn0W}IBR99)w@@D`P0;aJHaeaV zM&>CPbUagp*P*HH0`7zwLZu|cJw(#xq3nsEX~+F^6ZX$&!dM2CXKLME?nWDR2@>nw z#0GX^+`CYiCDAYeK!&sPlaOueC0cd*HfCi5w~c4v<&mdf9^-gXwJ);ZZhw%cJ3WE*aG3}wvy zMJ3F9M47?*qn^dbz?k_s2x~ueq{8$Gr3tJ*DI3ZLbdk_ zYvh(TcKpV_Y_)gTvSOA7xJ_#rzeBM3tT-U%bDrGiLEMEw#H4RH%U9tGN)yCQSbgF(z!6ye3FC++stnf9iAoL2>EtvfxWx?8hYmEkHz1Q^}0*IIEkf#P*4o4cTu zLCn9eV$+JP_DW}6B{g_vlv}|cI;t&s-}YS0SCumozUC=?9gLZ8fL?;02=&l6l_p5| zZ`nxr7GY$*4F(C{QN(izFKQ>m|NMIXF0JjBsd~*57B`nWXayUG~}-}98d55~+7KqUC?ni@<0qclOn4`n0aM}(32F&HHLL=j$sMw{KL z8OtaeTbTWUp?j1gAAR{t_N0oDTRXT5eXmtTR9-0e7x9$B>51t`lIEj_u*+?zW3TvM zyvG@*L|vtl&~ILGC#UfRxjfeQv@geBb*jQR(7nO-JP+RdRAf-~GtctpV9fjiMAh?Y zGKBq7$%3$7$wt_(2_y3xFbMmtBD^s9tIWw z9oSk$FNk5fevRGLZ=}A}m&GLLp4aZ`L~$C}rvvZB4YyU*!bu*CPO-e; z4{YsT$6jNzKD$a^yZ;pd#Qe@P`#l&le*h8V50%wh|3{?>O8z7pC4VN2%wNEu!c%4}iZpPn~H5&fzIc3Tz4Vgi& zK?RLBB@5RX8nVhpLpH+5WCw$W9E$K7^ch^r;TlZs?bP0{^B0*&>kM> zwRAtcr|oENz1fSwowVY0@wDH~dv!rqiJwJNP&^P+$P+9K;vftnD4Q3=brGcrf{MyU zP%*;D6bFN#5{mGG^hxPgx^6Qb{86<@nDDxZbJmr76mQ;m(9fzQCS!4#n*+#%6j&8*L~s3x`~Y$sMm-y zCB*?Tr98RPV9b;Oy_kP&bW>Kzf}V1+(Nmrd2E8mh`pxwhJ{M^)5<_M|d zS=9w&rXGk8joSK&&iYCdR5Xx{iiU)dX#@rpjTPZlXrRq*u^VXg?rBksN&)|tJ7y5o z^BUC!aeJ)AyfQ>l9IJDoM1e7F0%i_P4*67HztZn?EtdBe_+ zrdOXvPX3>1qTG?u)YEDP;yw(9Lg$ZzYN0eiMoZbqXhj&A)?kp)MiI|t6mSpwx+@h1 zb1QMnygzFZy}B#9U~K9d1?QpNGhYpLw|c<%8iN>h!zUqc_7<%c`Bh-Ec`bHRo9wig zCH%^~BJSFl0!mZJZSPrf{8XNY{?g+rP3&g59hM4%G!2i~t+m`5UfVO|pLp4PFe>ge$DN8VYeJ(Y z;Ua0YBw^w-;lgwi6C`!_6nlU%(-TCJMymYaNiU@dl6uQVQXj&|^aX>Yev0stR9Tmy zGrGB@TT7{u$MXf+CXZfQ*bx`2G#hs;Rnkmt)AsIM(=3fu1t;8-Bsoc!Z`mg+Xc^pB zqdd*@7Y_st@B{~f_!EQv86hVOLJU%}plPsdGz}q)%uq0B8m0)ZNvpi7+Usl%VfRl` zX}PbR4)5D1Z*sxQezZQmOFObsNO-ZHwsqIsLme}^ut$Eo$8PC>$phV2+-_~G*#>UH zSz6b(I@ts5_0k-4PiE1^SeL#K?n=Q9{A6o`+?2TCVt|?vp4vzdcVf`LIN=Dz(Ml7f zye=ClV+bQN77S9xDZ)$f?V9)!H@Ce`&A^Ebr&_zsr4F(Wn>y_U_o8vESOvRk_Oj)O zicgVHG|_nAwH0+2sSX>jtkE#RbD9Xo%p?#E@&)iqJSHnm&@e?d8m1CPW*QhYOjpD| z-kKYH%Wu0|Y`mps5Wj0xQURftynYGeJlhuP3mDHiDPeq6yq#R*nHge&q?w-LEHGwf zgZ{1Y`-R8M9Hj}8=E_FWJi^Gl0R~A%5nht2<+x5q60@OhSJ9@N|LU%{f0xmuxj86T zSMA2Ed_|Iy^>>`Hx^zfK9!Ta9nd-HeswXpFxg#UyX)OS8F9wm3K43xnf1%O@8H;2i z<1NC-ECz#&C5rGev=vrUd%rQW9Xl8BT z%(hn++S7SeKfK^Wvs6S-w9GSH4#vz15Ji4eTV1u4N)r^Vl8vI(gppYT21RQX;T35c zsipQrtwHv(J)@HL652W4#uXV5;h$M25~x}4*=+#vLIzQjzN-U0 zf=x;j)NGcGnk|Hp*$M_V+Z5r|j3Wn{g=|?ls9#Rh)Rjxno>BHXc6L5F_wDvsI$5)l zyz`%RIB0O(D2J^C;nH>KrEzV>S8Q123I3VVrCwBf$uh0(z9ITtKgk7tV;yLv#6Ay1RSG{zN zkJ~jCgp5${q`lo`ukimdx1KmgLhiYX6>C>XuBVeKGk1KkJCQeQRbI1%>fBrs0hCZ2?+;$z` zK4hF*!Q$AnT9#7^clK=z1YT;#MJ~64V^rra^}9fBZ2v|hw^c)YSzz<1SP!=adhUwJT8FK+#q_~U9A_@q?#Dad04Iq} z%L@9n6&bHbMra-@KZrl^M4o~%^9+Qz-g&f|pdi*yzae^d1=4BQ1tHzrTh!N60=&61P#AO)_?}wN65v2*zJ}Mh&A0v#+ z$H5@&6N>QCiYrT5 z+<}G->5?((moQYB)M`k2ZOkW?KSDm`iG3Qxa~VX4w$|_yEuU4IAmnqh5%PJ$$ov-= zgnU5}UdU>M#NYgQ`#<=Iz9>Q{`;uq+WiV#G0{Tb9iyvD3UsbXo?rX9U_jSU^d;<*P zzNrW=t}o(dyPdOWz2N@Fv*G%m`e*)Ie;c0PB4l(MjG6C%{t0-`vY7d<(gc#h!|gWsoD6y zN)yEVPBvnGPZ*g$fI-Y372(DFN51h%U-E?3WWt5{lZc`4&z|vLK-`u=uP`j={+rSS zg@2cg!b~Yrm>CQTvtXtx^gEx#ce@h$VDS|}QazNA&ZQNp?e^QN+BG)ecapT_8(C-J zgnWF3Oja>KN;Xd|I~X%LK>rT?qlceU$%2{`*{I1y7@6E)P?JXy{(1Rs@$tTtpK}y{ zZLn#N=b8hi%_6(jvX@%s^{3R|tvY`c`@BHirFQJYXwu3-vUlJa zyM0s%%judc^SXyE+S#+kG5a!ryDQra=lAI_d6hLX@_A1A!I&ukA|rizl`nlkr3o4e z$wotA!pOV^1`S0N;WfO@3sja@_Z|y|cWSzLUbP{1D=jXqT}!E#vv)6dR{SOv?-^|QBmHr zssQ4U40;v88@7_t1QnHKqoN97WU7KeMKwiu6@CNQ<91hU6yBj4NNrHm-grH;J*|TD z#9p7Y+^y|M-fXd$r&HwuSPU4Yc2uw2Uu=AHS%2y|m6-UqAl^=Hx0ve69T_z|t(qWC z$)JA`G}S__Ra^}rybz9PH~IVtC7sd(-&%OUO(7g8j(F7jrxr@K1N zUsLUzF#MP}f6|RjPK%A06^!PCq>1m=gK~GcJ=xIh6 zndV^7(?StmkJ?$a?6sB?D_N~gPR!6gsA}A*lDv-$9NN_U#b09xZar^!(x7Wx!^=G$ zF}&vNVw%Z(aU#=F`6Hy2C)OH_nKmFoQqrZwOk1T1LfXkjNPEJ_bO3{pj*58xmc;RR zXVb+G>m^)JWxeKhc407PWnz~pp@1E=dpkIeuVGsR-jYtr92K2Ct1e*7bOpT%@6Z)9 z-IOM%=q?)-JqRPy6AUVPDZ;Dp8yN0&C*0-53;Zl}`y9pH{rL>mtFfEt;+Oo01Pzdlpn-&uiNGLekRrUGsg$pR^ZU&$ zw2;!(r;po>AKD$gIj8NR#%1l90hFdz?rA1>aiG2cxMbUhtQ5_L-78yGdb=EFub-do z?ozwjyLtJ(CBNnwb+H+&T%kY2(-{iloeV->&P9G8Vz|--`XgjReFqj&@tBl9L0BrH^fm!Qe6j{V%J9CPeFy(Eb*{DQ@^X?^Wt&vG;`U=B}}BL*`Na zi*`upY{hK{KRR#Ou3a=+l<0|Q_qoj#?8$|GhXFN_a#%LneZVlF*{s}=vBlHc3gY|> zA|rjAg4$ra(gYbhWFuoIVPtlJLB?)Hcp379!2xGkBV3b?zrEDNe>mg5tqHY6!UR`b zqJ*D!nB_LjVmNaxdd(hXkB+^b*FG?2_JctO3uR*FfYJmV2W6w<5Mg8vgF(j;MLd6n z68cXG7x8t_yBD0~BKvMd(4Fnwyk{kQN}aExVuGY&p5k#3muL`4+UVX(I;k{4(ka$AUg7T*9wZ*C8Y^EF3U#86~f3| z1%r-jitsu{sfe8{YoFrMWsjsc0(MVs=uZ_`_+}0JB=1NHMaR}G$h>UVx8-j3p?YSU zczaCeh4S0)`p;ZfPEfw#Dcl5ciw6Cz4};scl_pTWBOA(h2_th443zIH!c+G95bSE< z?oBSL?+6w0{(<&JDZ7gc`xM{2P4=0)RZ8Cs_EqMba#jQF*PDEGx!t;=cuh6i68s4o z+dbLs^}&2WiK&3^kxtNNb-ym-UK#U16ws3Dxjh79<`IY%b$)VK>(2$(BR)2HFb88u`ck27ls!J6K%L$b3{J(DX6S?&Bct(jc1Bhw-VhKB+W8 z&8K9e=F^0c`3xA;d{z-&%|_HDHL2oX@#I(Ym9O8e>Pr4&=5wNjzRwdfqz&Rh4Wcg} zH5ji^%zRO4g1#@wM&FkSBl8t7==-W7yuJbGTZ%u<`9k<7p5$@W;r!Kc?&(w-_C)=k z{+X}o&%^WUKHqPExJiTXOkYC{&;M4M!1G(O;rVUC$b1J3Jin_5&vOJ!rcSU-$**z` zRXyD-(8%s6ZRNI&SJA3&eC>`~t>$Pr$(>$Y)m?rC0p@$k2g2X?1bzVG6b(W+m# z#>@|uCJ_FSYzY6DFfu;@1L2=4!V~t3IFdh9|K#<{o`(6EvPZ|yJ+EJY_&|fcfcQzo znE92`1RcMYjgH?CM&`F*(DA>D@H+aCX@vg?^HpfoJb0O_Gi!G; z3wP9QoaVI8m_0)tsnlGt7w6Cq+Gua76T9OryK>=ZyGt<#aGX0wm+PVi-0aGl z4eg_$Ib?F+)-YP`M{Fur=Ipi#24f}%ygkqFa_)Qn5$<|1bzl?khbg42 z(NNfPdJV+08AOBJ=)H!bN)t2`lZ}Srgpnx$1`Q<@;Wg;9++o0+YWCzTzNWZr-RHkU zIMMR`wHw;+eZ-1m@$J>9dYLNTnbz*@5!nah`crZ$ zE$Qw~4YjK=8C5^cQV0&C@u#wxQpy_qvXN4OFftXv zAf=Kbo=dT*ZSBg+t=t3XH?jA}RvtA8S>^0a)vAvy2X=8T$5v+5l`QC}AsZbv2_sVr3_5Bn!t0PrgFQX!avoA#(4PbL{UhWY+Vs`P%MiAG=Q?>L_DG)b)(&fiY7b^e;wu#~Ub3P|#2|3K|hcrZE^4G*N_CFj)#- z^-B=nPT=?7(?8Qxc|yLKC(|5^nHC`A)6cx3s%@z>fqX03kZ(;GnKob`-&PTxyuQQJ zxRICVv*ABCi00~@JUJ=BC%Kr|*PWmg?6i9*3(=HE8i!!5mlF}%s!X3-SCK#Uon>`^n&^NPTj83dvx zOYeW|hBsKrf|Mb$kusDpGQ+?iWw;`qOX*Oha(26=Ha&o}dbJ&AeH^5sWs_~Yu}G#u ze9*OXSE=??_^YR8^&>c29jlDpiK4vbT77b~S+5ixEr&R)bZK21syF6)yF?yLi`?PM*oAy9)ds-j2gfW-ogo(q7iJ!Q*PH47fGfTD`t!XJU zK`f9n(bJm*#>`~U%L#7QQ&anQS7`!LbLRir7r$kC0iO*lZ9-WDp^K96j_$=PFsy zGEX*I-XM&O0fUzLitt*dqlIIZ?5$Rls#B7dmYZr%FRep!YELw- zd+^Yt$3aPjBVD707^D^ zW*b2qkwKKC58rUTS!sfjEwWLvl`t~fz@TKiBL1O-WfR?)Pu}ky(d`(WGKCd9`_oS# zyjpM|gJqkwO@lkgxP9pi{4zFLZ9+J!MumRvk)Kgx7XD5@cet?IPj%(i z7qic5Hn(?4lUN;?9U_2|ou1h)5Z7c7B|4zV4@B)znxJH_Y?SOHjLd#8C^?`AuS9N4 zd?rq6*{<6(T0QNPMJv;)9ml)#&)oLp0+oDi4vGU}4ta8i!I(J$`T`al0*)$85OYj6 zVvZ9=<^&kToK%Dt<7b_=vfhmbpS%;>m5kg*YG*mfq_~|$+S=>mkySX8UA>HfO+S`! zwZPPA4VUrL#CuIA#@!rPa3l{QVa%|qyF0uvJ9=N>H_R#JjD*vk(isrnV-N{`=N$O} zoKu=0;k;}lTp*0hMKDOXqzEs;yJj4;PwJFlFmsQ-Eb&u#2`@-O=Ps#|h^uj5YMRT+ z9T`_Vt*c*(H}utor92Aczkm__dJukFpdRTxX0+?1^>()PPN%N+c0nkOvuj^>7qYQ&9Y4Q0u?r_ml-KxVQZxSr#50*E$`IyHJ(Fi34#yzO z(|1sW`TLY6Fn_;nm|McgI505(fFe9|?-TZ{YF^e2&6U&RYyEKT+F!HEsD&=meVWiHm_>kmj>-c9d*o8Ib<(1!=cm<>s)MO zuT8Lrdl8ejOqW))6YuI54p2F-;T!(gp4RW|!x?!CYf5+9V{}){r$hiHpZ3f?1IEl} zL6l^4!Zio}IVB5XJ}(hAQi*Gv14;a2;&WKX+Y`^KiR5A-@bVwVn8d$MRP z_Fvxch8~9&BwV$Z^80f#%$JlmI=<{leFcn}uY%}EcXOpweNAbCh_A~=#5V{d^Gz^_ z_-{pc5#tb%T&iDo{i0I;qMw^@DLZ(7+w=Gih+{DbZ!PWe18d(?n!x+}vf=#$!pQs& z7Fwy^Qm}JKp?A)X?~2&-o`HF2^7m)i?KV%g>Z1X#BZsH2#7xGQR|a z#$PGo`PP1SWp~9TY1gkwDS=W8H zYRk+z-OgPlYQ4M3ex3N#u&*s6Ci^%M7yFGx920FXR=}iLe7(Y0hQdziz5lfcpyW56 z*>6GojY0pkG(^Jn@02De`MqqE{DCkse*}Y)KPlq*tJ0ViTD6AQD{wdC+|`k73lt^i zC+*z%hIaFEdb)P^G<(t>VsRua+=(nq7M-TD<6==e)~M{A=+CZh&Jfk90dy606ouVd z-R_&gfbdrJl=s$iXRFO|H#GqIXXTBEzj#uA1!LxKpcfJ5^!~0iK}4q9=^`={MkWgw zL}XQj7cqk(*T=4ZZDD`E~K{$`~f%Flrajj6EeCC#!OBS1=>c@7pN4a2?}z_<}u_Zj7%Od zD9Eb_uV4xa26O+;PGZFk;|#;Q*h766*^8LjvM;ue?cr=pC5|r9%3c~#Lr-LX1ADp$ z({nm^p@~!hV#*v9#XYMMV9b;RQQ<#;p$A(^$%2s5vJp~-FfwJqAf%ik zybw8qb*SdHxHBc^LyTSI?d`@Y))b_-)l+v%)hp!IX#mz9qzQkDAujKjm$0`%fr10t z4Y!x{MkKXRlCMp9(LhoK&#xjFGnGIjY3JH(y_p)TtTaJS71`*iN*I}HV9--t5nhkx z9NqRVl=icI{imFX>D&$7VKvc-`ak_MHT37?GN)ve2l?~5& zgpsKa2A&NR;d%NUcDI%)JeM*4RNd=?)u=~OX%ih&`B-Zoa1uHn+^1X(cMq1fr1q4L zJ$=|sOYNF!a+KsDTyJODKuD|ZYFA*S@Z#87l*M9ffwx=7JE*?0*EzOuXpzZO+-atv z@<&J`PpmPB<1mPjJbsdw8{SlDf{H%EmEhE;Uvu{~MHT$;;fySFWQqQ<^}%y=dUO?1cOBldzFJWXejKus6Vt}BSkFo>G;4R&cg zbyu38riX0Q^dyW-FEFU-tq8AXnAEIh!ol7h>x>gv2 z@|FIXKFS5UeSP-*z?kU|Lf5a33w6%`B@2uP%7$@77@0v}U_4k6p7B&jjKL9ugSG~_ z162GSqsrY|zmDN=Aczi9N2VrSVlL{hKmr-OREkRU1b-6V41#t|%Dl=?nv7W;lp~^zA&j;UknL&>txq z`lARVGa3x^Usr^u|9@I}om?fp+ql?^o{C=2rp(OnZ>tZUt}ls{a@`eS$xv9nJPNyn&x><2XO`l(UtCd#zUH^G(p!a z+31>07@0X>&^1>PUYDN`OP$*w*8&|y;I1~~fGS2h{EptKZg)!N#j`15IVppWhcxm> zrEzfG6?)=qCD3uHt7O~S}51Oxd+ityxz^H8$!E!bhN7PmX~D(s|| zJ!!X>wND`DPVgpNuIL`W#sx`V>7RK^*}!+P&wmLRGfP4ErVsFOy-aBW-{rF5yMiz> zE5X2bl_EUfX)qXG&7LpJhA`TQGx>whHe&ai)E!~h!Z$gN{f5rwwA-@M_Mp=mYrdpx z_wu?YGn)mHJ;B}5Eot${yBWDL}6L4G=cvH+3?>;7@19A;J;ZBp8s?*qq%i^ zhPyM_&~j(ysP9|uLF=L&x;pl|FICB|;UUn$|Hpn^1MAuw!`#(HD4IrHyJzNLr>0Nw z*IU?QQ~m6g-As>}squCyMLYT}Wv5bmo+M_A@$`{#YukuI8K2K~vi1#jtkPLS} zeVq>~Sa80*P^ep-Or5ZHoBKjIj4p>yi!A4>cVmC2*mcH?%c#h z>}+Q_M}&)$BN?1|Iw`A0GxCnbFLRyU!Z4KfSh{S_RnJRb^#<>CTGvM1@@2L6G`Uq` zu)Db&@9+YP;*)~YR(Ww<}4W0 zoKu8XvlKNix`FTI=WlymlIqTv#hde@f~E_e<3$iZUJy<4@AF-_%Ssb8U6GBZtAvrc z1_n*n72!2$RplFY{p>EaTd8ikVV^cHT*se>KC?+foHBQ6&1X%{c^K(V6jJHGSEq@+ z><)D0$988?cWE9=O7HNi{GE6FXKpAjNZ<4%Zh=GLbEXi}9u zY94xCkHDCD45CJ-9d)n z&Fvh^Sk6|vdOjEC{bGO=>!~>~Wyn8|P<)OdfXTLtBG(q2|Wuxyigpv6y81#Kk5ni9~ zZQOCshL)gRewf<1et~{v+t%c6{;Sz1zf0!xB7vI!^6b6<;>!!7CO6N^k9mGcX@Z(B z%SO#t2qW`VFsS*OBD@;S9lhvj{WCwGV^6p(dF;v=B|9YF7V~xGj*M@3THge5^#zfU zm&f8|d`oG9jBm?E#&-xK^Ib5=_?{xX3{7MVYRj6jF?038tYtspXTAAcAJJo3?;aLx z^14$~YnDA-Yl%DTH15A-f_*fZNq;R#c6Y``(;M}Ehqewc%Td-=#D%}x-Q9Xq(|aQDkVmtB4!>5KAmBH$ z5%62W$owxD1pH1BUcfePQ1bKsk6&-Jmvh^bESPtX+ne8u8zTSUN&gYVbr?is9^M)+ z^3O^WME*rKBL7MlnZJQS^$OvpN}IQ8x`6}?ydo;NS$R*tIB zvFP)Xl~KYnLX#;^x`51tj3R?ElNIz&Nkiv+ZL%p%5RhFq0&);WCMOsKq$t7*7{nhR zHPx*eZ+GQ+2hJH;ziMc5DF^O#Zl84?FlO?CP)#3RhH5^g2~_jThH3%A$P@$v)k2E! zRMj@2X?QPNFFdMmiR_MMd>!$=ZbE6ELicV}V>V=Fn8%*Z%s%s3)IK@QX7v48xUYlY zUnas7R$h>P&66ks#!OKV(te61G)#&qS>RnD# zwe(op`WHAlSW=UUn<*^@s43&Al?7v_9Oz4n<|uds<&`E#sURCE6$v9#2@FyyE5b|J zf)sbNd%3POw(t7Z(|y`V8{9Q|+-hYdQTTUXn<`?4#Hxgh9)mGc9YmtuXx~Avp)^5a zP1#7SMHrddV31fx5zk+U-1bQYcmGZAsckPV&QdaW6>hM5JiuO{Pn))YiPsGYvrhLde&Pr_oSp0@X&cq1u=*GEKlhwW%UJ)jnim?>2Kc+cvOj946=a zs@JBO{xlq$`#f8KIQ)We%#v|PCau6$N)~9gmJQ7|gpp|r2Ab^@;b~5VhkKZPDxJE+ z3+RHojRTjo*@@*zj^meq!?#+xyz*&xHHV_ zxdZt-)o@Sd7suS9?b{q<)Y$jluxksC9>@D&+ACKSbntXKg1G;JC`cax;VySpnn1sc zZ0L6-j7&E$(C@AYPhY!!4PHip-{RKln7@B_p-z0+GoGR8AwnqY>6!KdW2QG4lzE4` zK1vgm^_7jXeuRQVZVdriq1ryUe7z!VDBI z1V*0lATVYIgZ>542q@P>lqLuqDjR{r2qQBb3<5_e!VC19m~V8~r?PwgrGgqP+)Sa_ zIJTpAgSJ~rXLoBy*o~@TuP&Z4nXTw_Am->P4%Zfy8SI@w^{fW zKeZ;pk2>}dsGJhmOHcTHOitHsmxI^%Ci~`#?0#=D$+ZIygy@mHfI-DfMR*nZ zdh6=s1lgY}!9#X>M<7J;x%pUH;xTS^mHFP07KC4`Y#3I^886yaHG z+URYs?*@i4Z!kFX#2<+9B04Yoxmm7Upu56nzY>g@RUmY8XY`_1D@~xgMmBWU5=Len z80fB7gr__1o#-aj4#{#}#xptIY*2Ra-spL30`b}fL*ekf|1C-rcyE;r?`?#U*$xKY zI~3u0&mfa-3p!^fN1?g+|^g3Bt&n1cSU&itzGABQGZ#4V87fyz9)>4t7n&DsC4af{B&JW@iq@ zZvcA;=jHo@aG;~lY#%Tf_`n|MQ{-LV*^I(vPAe-opYa^df;jAgaP})hLVw}Bk_Flq zWJCKRVPr0Wf%auZc-kxZ`$C_Z7rZ@n#L(z7#H zLW{9Oz*zIm_H&l1t&&pEooV)# zynPd=_2WL3=B{!^#XUlXjX^wmK~!Y*ZbDS9sY(+hJd}-uM}(1i3Ur$b1#SpITrYq z-}{v&h_JE|;Rqx10WgU8pd!2oO`*OSt3-2%l}C(pHO5`3hFjS}Q!R1#@1Hl#hmN%Op_of8Y}cw$cirvf zq|)h?sKLrOPX1x>`BNt^zm%D!hZncEb*IlvbzACmPv7x*t0pqsf$DaXVoo#~;?}S$ zrxr}$Nqf7Z`1_Rx1DZ|}}N$6|n#pLl9N1!LxCAX1pUqn1ry@cDBk3u=BL8#TWqjLfgVpyt<# z@M>nFW&mSkPuz`uy?8+?;1RWR=x~1y#f8C(3)IjLt1!8D$lb^$H(rL4@At8LJI|r$ z4Y8-E^FciCv~&We#?#X~l%1?1c^e=2U0rkdB^B;MCwJ7IYT+&tV}7HYQSna&uGJgVtgg-07OW1*gq;FvI&HGPZo4<%1GXLsn{|$_p zzk|s1du4=5AXDCdD9tPzrCA6glNAg~vnj$W)c~wq`|Ub+b)M5PT0FO>w8YX%x8e&) z?EmSX$*vq=o5N?F6O5S@&_5LVLV;~AB@53bw`|zvA&g93FtE+12+vlNtds2S+U!le z-)Xy^x;=~7)zjQ5c-OT@3$XIYYD)t~5Oyr+i>}QSkfn@cUSXlzd8_XAAa}Yz4Z0$l zj+|pRwQF0|9l)HdrdNfU_9<;%=J@Z;wimL|fqH<8V}50ilmebtK`>?tfk;U|@tto- zVWkN=UXzWEB7~7C3I-j;6ybIFF4FlD_9U;#ad%pb*SLKpr`bJ?c^|qnR=WvzgPSe> z4^O}pS1!;k;j=FZ#!M;j`RhPKy|mH2R01Zh=eBdr=?WU7NfS`9_~edL3>DPu)&M%ZuD3OYG{ zRkfF^+jA3~Z+Gl)k8Els78Tv(Rp>#x?C@mwv;(%g-*gI22wSvencbd+4&ynyu__n* z?Sy}(k@7`AV^63Fh~qDa08d{6nkh{X&|EeGS`bF2B^U&>QiK=a-67Ai@4?k!jkSA2 zExR_ayFZEnC;W5bPmnEN(VnnO3D{?%oV1g2s=dG_X?#B((7Z}s>Hf}5Ow(E%5Yxt! zYYXBE4Em>`(Q-WR+AB>E(?K?3Iub^v6BxvFR)iO$0VwyRiQPB0sMbD}dM$Gncd?jm zYih0T%nzUNPr|MqJ=>mVeH2M%+1t&=xoh4-FyUTvQMk|`>ZXS|xGNb^ri=1|bXQNJ z8;Hj*2vbRR`{((?X_f1}@vom4qA8(hWSu0)TCiR1WR zPf9kgeQr86>l$!FOkd@Xkba(6e=ueSfCy2A>jz5)Doqd)$wtT^!pIB;gODML@Iq!G z1Q)JdL+!4DooRk79yWuH?6xMDx!EUaZ&`a{y2kP!%(1tdl$y=zim^1sw(&-6a2M!h z6`+U35LO#i&#W?HQQI@d5)bn0EehM!9o^ar{B}g6`ANf(6IifehAL|`3?pQC7{nVG z^d%@P3LB|3LBlB7Xc$cxnb*OfVT>ZYh81X7WVbfY`DS%WN1;0I)&g3Dm(`Cw#w!pmBjRK^lFKTa4zNK%tfoRZ>Rs`Q{ud&^y*MtsZ{-%Jx7bWQg>XMp$xgXr?x zZ>#p2r8Gg;Y}x3VLl~L4V9+&B5nh+tD)pF6Ipy~BTfqZkr?+!7GWM_`k=zRttEJ4; zarVv-zc?eQ0*kAn+}eelA6|JBe=Y8(ai)1g*`vdFUh_d*gh6zqFpTBDkPDP1=y+2$ zIu;T}W)T>4yrl@QV`0+siNEVFvXfqJUZUH0>K?PFURQ;e^r%?!ca|=~Ev+JzGIw$G zD3|JMg2iHioF$&#QV0gwxcVX%=k46oQKtVm|Lxd|9s%L;+A^SU2=PsY@@x`6c^V+ zZZG$eEmz#0>J$A!=;9r@$*kt{e%@>6x!WZ(=STJ6n7vWHv<{y$Ta`CDws}(9!I;?r zqC@`Ane-CuRGJ`Smuy7rCXCD;Fo@Wz2rnY}1Cspg-*r?lzH}|B-NbF6+LbGG@*hcl zYG$AEN63Cp>;QN^NR2!H99q9dK-JQ zr#+$Ku+DB+(!(8_hMl;P&uVu+Kd1f_;(oqMg>$r(y*}Sv8BMDArx9 zV9Z0^4xBNF>?n*i~kOU5s|w}7UbNMjhy?0 zk$C_HIjM^9ahN0dVVZwzGQ{H#d`^!aP)tuz%#KJO*+91!14D6F?B~R4Idi zXR;BHMi`m*fkD9g72ySFlpv>O>X()71L@&I-2NK$666KtcJ{VM3Ji1_=FA}SUPEJ* z1B9K=`U4XK=uQlE3%>fRl>-84Gh%3t_V+kD}Ow`CP?P=pT0KV z5H&P@laNtlFlN35qS5b_6zctND_M~F9ofkIE@5Q82L_qnSA>@tA=B+nE5prZogOb8>I<~ek&VA|4SH|-+@8V?-k({$;G`4!(qGn zxLw8ccI?e;4>T-h&oM2Mdlb`0k7w8C$K7Z_9xavM%b`1Ww3J)h!=)*G(x-sEs;;nI zF7shE^%6bk!1jG-`ptfa7s~uWBvA85&+boP%={TdO?p$BVZXm9O;Gb!*{Jy&VPyUe z1~r-TWvKCcz$Y;pS(;AfQMbo$#hOev`TDKw^h0-NF9+WW!ZjaNsV^@T zlqPVkC>ySo2qRM&3|y-y!gJMk+3o7Y?B?!q4fSSjG_+-|P4M67lN}$X4^2R|jLJ2Iy~WSUgZuX#&|=vLRcWFfw((K(?+TJXxKdlg&P^ z+n{}2Q9asga5oxgnvJ7Tdem;ScP3|t;)_bp%Sy$|;!Qmpv8E{G(JK4x@a z8Yx*&)mS#Fnh-{&DHv2WQ-oKgR$P;;wTs#<{*c>b78y76RYTKUIl#7s&$=aulP(C` zynM@iX=$xAfodDsP;E;XnRZ~H+FlW!s=m4TYjcXtgwEV_7Uc$co|dqZR#;(_4ae0@z)tP7x`TbDR@=bJW@|d``of)NEp+DNwc^$-!7KDC! z;~Dy6l_t<1CmZ_X2_rKB4D=@|!qeCA;M;CxQrqBF<1=pei$XI=*`s5!=QRb4nW>iz@s0pC|u~cZ*9-Yu*$cbS?Be7lF9mg6N_O_3wIk;TJ1qP`5-j>Xs5lW*HdN zEmwqBH|ZVJO{F93?#-rme9We0b*Zt5JgD=U9vr{4!^m>W+##DbWL7hGZqZaecxlYC zPqrsZ*fq4pU%Y|B3T26cm7dEgFlJVRUO_fbUJqxDk_Gx}WkY`*VPw{Wf&K4Mn zC*Q1TqujPu)M1Y)crTyjh@V8rKE+;MTz4jwLGs_E593i{Xer&Oi;DS zQ``*3%oY$;+C#*@G+UJ>NZKYFN!tk{vjYs0b}HieOOuP2VJF4@ihaUcQ-AW%(n~Vw z4Y*mNqTP_oY4mQ%awaa<+h-c5wI|!Fp0%56aKTn!JKbS>q_x*#GnlJ48m`;;b#*e@Fq2M8l`5DX#?DZ-1`%S%xK>wIR`}(-j1cfJLqwpkQWKMxW;b}#9g*raKZk(AV z%Hg+AwI}ORM((&H8lR)2?0qAby=-_Kbyy{Iy*P35L-B>?J%Bl*d?0+*6F3LP%y|&P z>BH?*#ut<(5WXlI!j}jma~TYTuPDM3_A};5_Z=tC``sBiPve7Doay^R^(p4Nq#*fg zv$bYHd#t4QN?ty~ZnbM^3+y4G+cUFLlUja+FRQ(oe*kmUTU7`T*D7PL7qw4GVy=n< zVy<~|*TI;%0U{=SgGj!RHy@Pw$cKY?&*shLS-IvjtJ#R8SOI!EIT(@eN{1+|zL@%*V z#yh`T%z3u)IA~XvnkOk|tI}mY?;fS^)^Sf95Od#?djR663;LoI*7ZG9njq$pY{Wb! zjLZ`-h8l|LzP3_OJ;5}`~z4=IYET>&LMike%)gyZ9yNQnX zP>6gI^Gw;mH_hk&J}_q955gBeM>2#tpYq@qXvH5tSyHcWxc8%j;2j=u1 z)8*67;4e~RKCB#J{}E5+qaZ%HAnbjkT%U}OD@~yO3E5EpBw=Je1qSM$R)nXny-`ZC zWzeby?%`nF*5so8FTPIJW+}Dfw9okQi$e1qvk$&4u)HVbmka*pDzXKiF@daQA&tk-xE zk(d44{6v2rqCfQ+{|t=#NCi2hPGM1MsXnO}o}=x-G952B~L*{8V~ zpI8M^cYJ9kdw8zj8|!6+UKDSBtG^G?|MeOF4#b%j^hF>gz1{E!r3pm;C>x@GB8<$R z!9escitt2tlG)3O;D0*a{8jYO`8Ut|?_kVi%I|fiH}bg7%yov&EV9v=l`t~dz@Rg` zBD~K2=q%CSo@OUP)*mypHF`#7yq-0K{i56bvY(qA`s>il>9b7%VFUZTO;A@>HtNa|My5O%)KyS~SEpMYukO9r|LQwnDvA!e zDtVrj!I-H6`l6*ReYmcwG(lH2+32cH7?~Pi&{b0r&x=+?cct(2j(*8)kvy?sOWozT zft42(p%?w!)Y9LEWNn{m9T2xz5R&Pqq0r2%r!;|Nec6y~Kp2^ZU?AB@5uT(Uy}MSs zc`tiR=j>Ev(Chdxyh$~=-KOjmS~Z*e;;I*MdeP5KV`Tx?CO+?`ARe%we+|^-f@^c7 z30zyqhHFd0$g~0j*Vc;gT;&4z&p!BNbR!?SbM*U9yLB(`JSWRDZNvsyZ9UC)Ail65 zvNV+EyTcunCdle28(EzQBhwiSvbre3%bH3i?rPQP%bNLJ#u|)t+w0iX8oR4PPxnIZ z6@I@kySINi+LI54@pINe@20c4;bk8RfMPSr#9B*$3Nm; zMJ=QnH*y){)fe7`*=+oGw@z;-%JuCUd$!=Bg0E1sntsXyvi*JL1HhOW2trnCK736Y zDNP_dNH$~#6GmnT7|0G)geR*m;$$|PxBF-NfztMwYubZ@@+79>oTjf5$Lk(mkx3DXqeC8%TQ_70|1 zzIU--^k-~K}I|fG~W}9fibfHM3B~V`pV}`r3r!-%0|#4!pOV@20@Dz@w^N*Z#2suU)+ZA zf>BFwwA|e)CuV1NXXGr#9PTi{P-&`L)7Bm>r4faj4eh;Yxkm6)yLXP;^cGu>YqjT$ ztaj(@;d;Hx^7VMsi_z}8q;bcF+FJ~1AI(aPS)y#=ztraxLEWV^f%b0M(B4BB znZ013y-yLIwsw?EzN!D|>kQpyzi6TFfaiMxAf_>!jy-3d9Q*L|6LReO#YW znxN~fY;>I?jLdm3=(?Z?uS;7Ev9PJcn1z+ZB58#5CBq^A>IZBtiWdSedBT^$n7INX zFnxUswenS^2?DRlM&NbA$o#+N-UHr>>U!TtdKCdd5TpnQVnakl6hTx}K!l+wSU?c$ z;C2vER60l#DPo~X5v56&Cg_YM#U4vyOzavHO`@?RG133?uCvY+j*v^a_xt;sPu{i8 zU7Nk0J+sf8nLT^FD<=3}qR<1&#RbZ0Y^|-ZriI$UQ z;e(~gnu^KtzHIJv9JAjCGpk{-BCFF0Hw_pXtNfUnr`1dz&@G3Er*;+}+#$W22U?mW zk5x&hox>Ty2p)-Cqr|jetr4w5Y^+tV@44mqB!%MmSkuzou6PW&ra&Sw-)qRvb- z*qh9*nk?$cd~MB5O&>qAY&xlfU3Uylww;(RESiku?=8+_R?jHrfGq`=g^Xq=TTbLj zSlxIhkNp=?<)#tO7}T?99G*jc-`MTZ=T*iV@eBDh;+NPc{0j9({8|BPgk}un?wg%Y z1M~Sp?NT&nH#qgrOn5=rX~v6&^%5F~mr?(cFj*rGuc(YS<5l@I<27s)euH{5URS`H zq4_VxujRq0BU8QKy|uHJ6Tg~KL+)}8_EFco0j@5l&Q2Rs5UWJ zsJ~MgM}1p9sK3WX;T_ab|Db@O-m#l4zRS$u|Funbj_vIK&s~_aU&0^7LZjX_$oJ4V zypLL=ewusofr@#%K9oap zWt{kP`4E4Bjly41C;poPMy#1g>FjF~GNDs*RuX=+S>_0`E}6%TXjSLXnDj><8gy*!Su! z^Sg}6<@DEF$US`yMU@lyVps-l(KwVqy^GjYXi1fE_)_wLFO7{t8Pqp?Sp{sv?`~Re zcV@;;zN&q)L7O~>bzeX4u`T6S>1V0bh&>I zhbjrQRV{lplnJk>b$QLB;B$4AaoQU4p*6P|Z3!D*ca=`;o=&gLrmos5 znb+(V8_8yw?6JwXM(Kv(z}K%;vPUxZl${2Ga`AFMha;2)+}f7D4jPBLD7eM#@`00q zdMe|%N6H7cJ~j#sP{(bkfZ+}#32&pCHavMGU9EwuWNGW`xK7+O1iwB%>r=Ssz1Pl^ z(}k57quE+a_g6W{OzoOH*g55`fg_G6r;(fKHYkuR9#Sn`cETBy`5FFE$_joX!)c7h z;b_$QxxWFsiOM+sG4jDb78`}*P{%)B0mE04Wb4)aN~X&Pkh0RLcP4WgpVQKWmnIvJ zNyeR?EaUIYA6&vU@$7Q;6nj4B2K)M52qy@Kb~QE56VW&{Lups$;KOb?NoBlU&E?as zld(}a1@(5Fs(`iY|H)Lm7D`V$PBX5SXdF&QZU2@@dDJ*eJ9{y&Y{7 zuy*|a>gx0?VbQ*}#(OpzhjUQcmsypE{dBI%c>CJPr+w#Pqi{az?Ylq$Yv0Z4fBSkY z{a-&CMH!Vz=kw~Xdy{Q@9uEoaML<(J7+Oa(4i}=ft9-<}lgfBgE|O1EI%A{I1@)#x z3RqKgD%!sRmnV~t)G%>wtBCH`f1#@~fZEMccSo65i`uutzx6#;#!)Yp59%e@DD*-d zwYLI>IvEn?cT6}u9d~He-LU4e7xw3HsnBTSWyX9t%H&&=HgejOH_Nb(ig`2p%BPuE zVx!Ox^=9^0z?!MY+;^GCk}U1b{GhGeP)}zhJ1!k~M$dH0sXW5}v+0KMoynL})3tZ8 zmd_3@<`%HAX7C8kVlCHoNJVC2j7X-G<2lct{ln}o4p)hS77Z}Gfhf~(QCgI_`OJ6a z8kO zAIp&7)@#y-wc=#5sPj)y!1#5^mfv@}eB08uwP%of{a%mG=Jox%l?dXAMlcDD z!(|m#uv1jViKohk_#SK&rlC%JuL4GFbM5l^oyg|jR~x1)4ZJff|4cLvvru^L z4unt9zE8y*dA59z@5e^r0o0KnRKSos!f}Wu1deOHUk@keHX}Tws==INIp?Brn1|YC z^_y+;RmK??$cOP^Y!nuv&bUYcV;n(}{5ryc#>Yl(3_f-*@KrCnMl z%eu>>D&y^XOg`;ehK<5<)Z4W}0c+Q-RDMpnvMkp#o9*?WHw|c5j}`DVDtB=@xfRc6 zF1IC8lO4s9t#_TFM`LpN_VsgKdsYgA_N+3#$5H0VqO>RTq#Yv`YgESDvsOOsS%;0n zdeqyqK>=%zp3J;0-E=`Zp{tDmU#&rkp~ncj+3m%WMJX|aq6w| zq27j#!jq^|Z&$#mbw?<@zwr_2mctTzea++P;;P9UeuH9s+ZRAn6d8Tnv8i;co_sAE5`fMFNvvE~;_1Me>_|F2MH z!lLkMc?6rQ@Pf)X?~C%`eF+_^MFHb&&qlf;9aE`VZ#_$w-xkX+9$r<&5WZ#^ ze}l&1breEY5Vd2W9}wSAN#}f1KAdl1qwrhQIe({saRyTJZqg0OnEvT@drpXn#EYvl z2(jcCz-zUulgtiGPG%V==I3lr#@|?3ukkp77cp)rnr7y4v)a-_>0?n;iuubsk}+M9 z`ztnW&vID_?^0>R$~se%ZFKWwOpDXcVlj(_M8ewwpgq4gvUgBsxT3U2uUxhJvwu_> zZ^^szX~}!oD7=q)OFmG*TA~+tY!v>1I`G#D81O)n?&}6^o^I-JL;7%6nzy3~gQeTk(WOo(-6miB zZ{XS2lZ*1# zEOjyYP#4EWp#PYCkOT%A1HlYym#=T7&06~3np9!e<_ z;H3?r3>t^BsDWo5o72c*ITiD5U0y!a6|hk_7J92~dPVUU{_ZF;UHY(XrniXhxmM+~?kH;h?9LzU^ z*#Ej0liMxBAwr>9m5i}68iy*Vb$?yS)BO)s8E;cn`LwATHVTKK-lpmbb&(7FkZWceKK8MwL$t= zQ)b>YxjGqn`z4uU=Dent({q+2Gk7ADQO9Iyi3=Mr+h*u3>GX?}X$RZ`K(KSn918W7O^=`Z^K*uM)E_ZgJ-tK@5zRXln(mN#?b|hLxkD} z|7mT9t}5o}-Q4>tnE@2bL7k9gM2wQ3Rj?x+(!XJ z)__gJbVIUa@QIlPk>+x(x31|W8fd%5u!diD+*5n{=I?iFEaX?#sROuF#)hp&O z9b;`{1_c)KseiKMLN2sdx6tA32@aCWn6NQD8B3cQo_i2q+EM4~pXW3^_w&wEIm2*4 z(3(4p?oKogccHXK&u}m^GY%tE##=K|KCKyrjlyWuTQf!hYmH9q)0J1I8=7!0cnv^( zlDTy+N#_bHIKCkCgJ8}n+qM6Y&EW|cpO$4$oB%WnAb z-|2LxdFy0J>6WRUhr6rc=}oTdq_1gC1IshtU{*SzVo$!eKWoHnWu+1K8_okL6JAjo zp(BxfEgn)C$Dbn~{JGdD%tIZ2z5;ppMXpWPR;!t4dJ^*@7bOeQ$E&2X^l4QxhY^T$ zK?QXsE_FG#pT{ELa39Ar_4BJH>9JgceFd{iU)ewZIqwkFHlzSA2ytY zDDzrT@NIsw?|{WB<}FwvpB6lVjlxpYTkxm?)`CJEka|pMKwf6~m!r&7MM2JtzH*Yk zQe~WXm3(*~$3|f_>bz?dFy33)F6Spq7#NyP(InMmO50>Z?PTl4@^gB_fqwqkE?6rJ z+Oy91)}wLQfYP4qMX#>YH>#L7=?VEXX%jXIn^AAl76q(HyIXJN)@070A?X7}?d*3Y zlR##cx-nTscd2|BFJ9qndx1qBV10uX7bT;rr+YC$KWtS>@V6PulPL33QSdYOPWU0) zp)$_?lziBq#zrAQojp~+*!Sxmdp^7A!m7#S_IlCRm_448hG#@TQ=T=n=g>Gjk6KeS zu1`~bp)%f-U&^N`zrsf0*Qht;1qG}rBiP*s+GFo^^$SEj52K%wRYK( z!f|+2WxQRl$){bv!A9YA)Z6uj0@f}Kjdm`6_OP4u6)BsJxtY<0F*ZGzE6wKhSR6o) zqonsVtWl(n-T7TJrd-!qQ)(Kvj7!fg{#{4o2W ziaGj6@j-L)Q&EPMS7%N@uq0&gRPxBfog~ld1;uGt2pBl&PvHm>TJ~ z&HK5^IO7-cVf-sL3V%bL@$U*4qaO9+c(Q|E-|3fYUC!Knn&0Q02dsAXbN^j# zpfO(=+&|Dbe2rRT{Lz$eRK^?gt$Z5u9X1O8M7=TpQotIc--+D31^qd<9of&}-@>3h z-y7e5P-eKIv?sHC9oIZRsEoJgNBOj;NF}xBAk^Da6gShJPHNA*Cdq=hOIdbJYi9c` zIAK6Vei5=+_tl1CsvOGVmbC;Lhmt6i#eHIoclJ^$>8z#Y!&(L#g|eu#mQ%pC{qCj! z?79Ni;&kHh;T;(&<$VSF%w1lI;I3c<2cvPQi0;I#Yl1^m%%LmE2f8vg3RO^tK2!mN z)?sp&Df7F2$mcgJzpk~XMuw^apfS~q>@bvBttgEtXV+?Ul^QDJEje61Evbo(LM_x= za)bib61_;aW5NsY>L*kECfCJRb!9k;SLzH&9w?j4zsnYF%4OaYWA5KWZKZ;_jxp3l znc9ll4)|#Z{YVva?E3P-Zh(zKL)5X4QoyiviP@s1GXWv$(kDiq5&`X;3n!2qr zL4CF%oP#ni6}7GW)7n|>RLrT*lMnUz*eG0pI(2&mjM`rCm(yD=OUB;99g9_Z%C7pY z*Yo~hdoRo0l4i?=4$1;?M@xSp8i!8k&cyubA{BGu&hjDdf{j9iI&oJ8j96PNw_oIb zZdj3ZrRF3X%CLcRW4WJC8=5S;DjA(l*o*Uyyry*%4o&NBoITJu^h9ZzhW+^!i^Ih# z6;BpjmhzI(YhlUe+Fu(kQ`InDZaJ?&@CTPR<(vEI}T@4b9O(oMl!B!YsMh<6*~-27H|hz z`m0gqlA_jI{MgRX@LCmf;_Ku?d_6V_H=s^@qXI^(`OCW;qSGgv)@NXOD$65sG~ZXs zZ22%q8K50(sc%B#5Kw5dYoO|a{ALw%+E_lcL$Fb}1$Ek?3K*@9Ar-l;FuiUvo*{eA zQO>KvGy3CL=q2T*LvGj2((J7bw<;6V!wlgzG!D0;wvBy8GStIW%&G5?5A~hcDBOiQ z^#}!wS_?DnvW@qaXHVtANYxGJC`&pTjl&oe&dkpupU0|DN`t8Z@{PqsBqN3~-~PPTKMbZ+mX+F!CaPk$~^B8VR`f~9C29!0H}`1HQVRK|&y z$%lA3HVP|HCtj(55!+iXa=Le|WOKV@(K(fXzO2fb$*cjX9?j1E66E&bJ$(+Vlnm;} zjbb&*j87Em%u;}C=d~*1)a&F!y&fBd4X9IZRKTb^kgQkjp6Ter>@l%DrQX}WhbL4s zh?^|sW;704Q0oeQ%VVp`IN~<>AU=tW!gkaVcPLDoK6URIm2t>tMyPSiH)KWs}ML!<~epx-UO;Jt)=08Zpchrf8}X8S8u2nV3a_Bvh*uS`M(pnG1UobAX@lnX_wbrh z!1^1@{W=uXM@Y{s*Gd4Cm+oBu~GN{b<7VHFwB9% z%sDXReoj}VbL*s!^St}IpPyv3<;6LrPUhgZ$1(A2bHYc;3jW82^9dS4kAR2J7kXdH^7w4)sVvvw5YbG9AD<|_v)p~PV5K1c%#AS@2EXuS^ z)VBOjGkD6Ym~Z?F@_{}W8-(QXHTf_fhK)jX z)R}82V9b4B-q#M3yE*gw91d4HxN90mEtDCWDBN0x$R4GstuoGCM?Tzju~DdpI`@$Z zc4&xOhS*1QQ>Z)oe0PQAE#`dD4g zuk$6YuS5_xFoK3?9F9V*OZ#!Wk;*u6WBCvtjg3MR)QOK#z=;1}-S0eB1T^J1LpvU2 zo+g^N@j0e9RT*!}iSlVmGi(%2LcJ-?6|kn*G8D^Luk;CCRJh&dk<_il56o4ksB5nq zT&H0&S8rsidwKHc@i*K1=F&->lI2GStzeQ&;8J)huUp;Gh;!|oPZ09!h~Z=*(3Vq- z?Nl@lEl_Jq+04)DX)5DwX(^w!oQ{pc8K}3Vl>*ilodvX`8Pktq#^5@-$>AqnbV18x z`96Fvb9+-bQ?-NH+S0Z`nSqH~?-3@OysgSO=GpSWJO>+vb5X}^r+{JpKfNh+o-k<7 z`Nnqv8i)2M?a>l4ww^`@mGSm;luvsu#73bL>g~Bm0c(#g9M0jjY>N*mqh;lDH{rg1 z4xLpqh+QmYgvOyOYMb1b!0o0oj@Vs3h&`}T=!rVw#R?eW|LHaGB}xl_FXQQr#^F*F ze%(8^$C@uw8Rx%TKKxf;qtFL+{=Nzrzb)68``cd-gCyCV6RuP)p!*p_f0PNCsP&5q znIHZED&x=t~qaLew#FaVA7DKCd7;C?5=OO%u=*2q^<_s!%Tr#3+GJ-!R(=MyZ zN||HRO?&gx6Dt?cLk!{;G!8>ipfhWHaqzfRWgL2#e4uZ`M&WkUp@%DA(01_HWk%dC zqkZ`ucK4}p?tTk*2!reKPfHD&vg5 zkq_hR*eJY#I^&xP7^98x&PYa_)Q?dbO>55&BENWeOLYVJTTA*oG!Ad0KxQ7#=G5W$ zD&vsv$OrNd*eLuFb;x%WFh~uLwkpa~M{Ccq#RPJ9dwxuNiih`<0@n8}_XlVkK17YR zbf%krq%zL>v3yuR!A9Xz)LH+efUy?pQT8*Xf%ngr|1W49K1boz^VW7o@P*1a?_cG^ z`!{S9{*F5DmkJnfp?v+nQuT2D!}5NO#^D zEhC?8S{56Ha;T%0SHMv1ENfcZtJ7I$rCR+vKZg9`p@OQ0@nFkY5oJ~&3S(xyOOB(J zRK^)A%ZITFHVTKL&RA6eW7G{kW=t=*E}4E&9kw6W4EM1p_Pr;k8g;m%3(vPsOh(tz z07=e8TYj|Jc&MgiP#ByKpnic0tQ~F$AUUa z19Dx8}j*Nm2u8fP*}@qOxXMCnJVVE zt>uH;1{;O5P{(bnfZ^JKVDqIXCi9D>4-~|%KU-CUd5+~g7mY(Z6wJ)f7rXvEm2t-N z<->RZHVW-gXY8PWG4`P!cHx^p<@#Rs==Yf8lliCKW#?AO`0~jlo(o^7g_A;sCKp|k zjM1TDMY_6a`e6F-G5qbM!9qL65Le=!!aeHwAv`wL5qMZC0stqDI)O^8(1tmC9)i|NZ`UbyxME_OQG? zQKsIZpz2L?c9wmK$~b2)`Ed5eM&VM_IWJSdI5p+Haq9-x9ij&&YNd-#Ibm2&wo$#&G5 z@Lp~CuR)o5hx%5vYryMN#(A%o5AO}wDBOrT?;r(?SCiY)DMu6=6m%_nZMwY5U5!!= zlrvH3NxJ7l$=cFv+UQVL8{M8PNawN1ThKusZCg@Hg5|f#!(e3s`6fdMDD&@7koB0N zb%a=D9C?U*kZ-|8VJPazw<=)B5lMF$%Gl*YenfkUhha(p>1~$zc9c1HsBK&yZN5Wg zob*olkluxj!U)t!M=J0WY0eM-u>*%TNFT1TndZg7%&h3n54>~ zoNQUApmCUrLYaBmlcVfCD&v&XvfvdfoVgz|1|V%I|ZQ zEk7G(Dkbc*jO9L**>i5F3SuP-mZ`fU)ax_ONu>F}QIiG!4WgK#$d>|KLqp%ot$R!FG_ior*d7dikJlz(!#s>gZ1> zVCaQ%V!27xgSy%BZb9R)6}3L@!%Ev!#yOvq59fAl6n3D_`IG|2siR1o%Z!nc4VYUlJgv&1Oe|}P#^D(hO3mH1afN49#wnkZ59RaNDEtC-%3msA zlo}ep=#F$6>wi41#XSZONgp}nB(1=cGkTi~li%m?E9C(8*OvSRG!8GKwn_bs*DtAz z!@evZ*jKPocolWn*A&Rx_38X%!_l|(Nf)vqlQH#JA$n^4!@$jtXHW6)8&wbI>z4No zG!Ac~aB5{pJCArvWt{W3^5Og)HVSW}&iQ)a-szV6?iV zNay!HuQF#c2Qu9&iyb~z)nI;NIX^|2REOFY^+!)WQyFLcvwRr;f{nuGs55?{z)y@1 zC6AxeJhsJTv$^)yhQF$682@HD|BlAtOB6;OQSEm0S1RL-|Bw&k*Vrh0gF5543K*l^ zj{aY_pAYze`kitC{ZE7V7s~uO)HbY7yZByZ9Qr@I0SXXN($ul(m0)Rd9w0!TRJD3YkzI1tg2zGVmS{*ng52usCQi20l%8c zIOAdRVXTggLJiaz4_Ck#b-+J_S+w)gDe2hO?ArtFmD$FHn#uueElYj`8i(4b!TQ4W zbyUV->&geV9ySU`q7GYM0fQ~n3&;ja18+mie-s*rMku_RbZr~AvC25_(emMKf{ns4 zsPi7HfbsTWW8`knoo`(JuUK|F=4ZokN(cAx#&H75{5BNs61zT|exgb`eKYycpM;G< zbJXciR>0^B<;?07RS)f{mbV2Ohtp7K^&Fy|n733J=R93LoM&L8&_@Dl$~fwU@4pbROy;?q~*I=V?E$XP(DNuM_;CfXL=M9$kMwFRpD4d$9W?f*g$~fmu z^5G2FDBO%XXRLs6+I_}#>C`K_98qCE&QWqVX&9oKLA=FM4n>)Vh8m)s6vkng$~fX} z@v_hF+j8+GLS z70BE7j1rGa=XAP4FJn(8+|cK$J2jxVuNyR5K0Khx0e#T2K7=y63(>h0njc~_0TS|yo*uh zmZ8>DD`bYP9#I+RTq+;VN3l_O40XJtBmul zmJi<=Y!ud_&bLm1!tbW*l?L7omVYA}hbK_u)krrpb~dSu^KO<8?-pznwxZ6vO@YGa zeNt)Q-ER4JpmBH#g|{3>D&u`xWt=yW4{wT%!ZWDzKC6K7>RAS^TPElIZ(F{P{AIs9 zd$Qp<)eh$Kmi8AYGssZurU!E!$obx{RK_uXEg#Gmuu*ssb4+Bs&+7cXKCL?nLmcw-mZ|rd`D#* z^AGaD{3A9B@1l)ys+Rm{2nCLivfB!`VBCfJd-@Nh z0r_jo{|y?4Z_%ALwf{_gr;<+nPx(;)3mb)hqfY(30!CdZ7pVVH_0ay;^8SFv;YZYH zebplVRHW)ps0YahwJ0_U#ZX5ru0Y{$;1Ws$a!Jcy3XMZ)6l9&S*vLg0mGMnmRzAGt zuu&+FI&TF9jMpZZ^5Wc04OvQJW;OFoE4V53kQb;LRf7-DyR zXLh*-e|ha>YWKsF`?v_$ku1ADeXLzF_T2qA2@G|W1KxUAhRe`6)JNgfn=S1Ms)5Ql zY(x3L9)*oUBh+CVD`2o1mq^!FxSVy!$7kMxd{2!bB@>2W(-Gy9@r~2D753|m>_;mD zs7);OF(}i=P*AhSEI$Aor;-kQynKL9z(%1d>cA%|V8FWMt9aKP7p7|pW)@^K)ePuK zma;j@{4o?zO@g+;sZ&(O5l@v5Vhd~(PD35Br2>X{wK_n~G>3itOci_eUpQT9;XlK8 zTA^_`6NO)M%xtWxwaPeu8~N~`g^fa6)cMa=!1xR07<-PYhx1&^+YV(?8JgF3`2{;) zWt{T@`Ea(!Mxg`hoE;S~PECI}^~UyPlF2qRBbi$y&N@rF3}>))SwVPG^2j z?zYd}u=&Nqg-Qu~Cu6w?WmXw#eZ*&Pbx|2-kL1JN6&rsq*=Hm2tisLyhWXRy3Cqj88) zIJqR)c`RUvN;>T=@}V7yjl!*{(+*R>XmuuFuRGomCCfE`Gj|v6>*sKr>IU_8OFA5l z!yPE7n*3zL)OV_kL*6AH$Pw5mj6@xBlmZ4>sOPVvl?L81mVYc7hjA#pnh{{X3gcDA zc_+w+_ik(yCZf(eNde=vnT7XV!-^jp4@wrYQQIUNPwN!yjebnvy6^gC6*MCtzk|`9 zHhq|^OdwA&gsCX=$a=qeFxo=-j?Gi`aL%{93s5GJp>SsIUBS6fWt?-7d^i_lqp$>Z&PNo;+p6h({geBT zJHC~6`08QFtTWPS8Wv3NPe;_NSGNsYG+o&<9a}xwaQ;5bj0{Va1lmU}`(tPvmZ5pH zd|s|HPP;-rv@5YuScN+6;|dt9ogl8{Wm8wBQ|)Q+^dXknX1?C6WE_29Pu(%UzlYVz z0O}e`y%vqbIuumRXtQgB^(y128{~t!5gUakP)FUQfT8}Mo_B3lTKKmZ&sH=J+fewK zaB2r%-6MKZ#k>jI<6*eE=OdJ~>jz?xt;G!}L^J>A~uK<1lgw|+=eGnA>Nd#tJo;KhC1nQ6fn|4IUu~Q>Op9i$NoS**dJn}@Db|RA1jd85o&Sn zJ?EsB-PI8mCR@v=qXr#%03!$C6V(pprpWp4t?0%>3$B%5bGlYMtdN}`OdH;>Z;d>O$>{{af4BCHG(rN!IAKD+V zQTP#c+9K7mv^rd!Q?&n;$>?PD0qpiX(1TPnphdBas-esgLjkqH=ser-iruL;5H{f(-Msg2)EiOJQ+1R%Ke$Zui zL8zt5p*+H})<)w{2Zgdc|FiRfx+>$8_2ff&BsL25QKxL6fKh6a&}nC|qGES@`QD|y zcsarb-rhKoxj@Ofi_#}fIO}K*T-|uiV{N)Jot;kN1?E|x{A_5bJOCeM0FBT%G)4i= z3>>jpk5(B6ZXzGxW3W*;7Iom`6fodI`N29~)x&v$YS%2V4NBe=$Xzw@8Wb^eO46P?*+=U+c=!6s$pzlIZs35&=R#ST2WWCaX4LN zobe3#Ft)-*;Y`#STPt9U1v(FRSDB|C0bCp_%r-5@wnl4lsC+;L4;)}3R=!`mX7X=EhcSfon&aRfX z8ybi1D4ZG?$SkQJhaM{Cs6FL_dNDQ%m!OW?OM$!&%IgtV_2<0_JjOX9+tK#dhTf_g z%u6ljWhm3XP%twKJkbHJP#I_JBOk`T*eG0yI%7Wt3U71vSM_jSWqAjnaTti&=JaJJ zu2vc6yhc8p*J7h^9qOFdD^PfxH>i3zZ?wFF&^Qc6;k2~}{D=M~6?4=eAJm(%QHW7T z9il+qZm)4+?_>^79*-)B-F}Oz26L$8ycK2s7YZhe4H%@(@orNw$GlxWn8UGAxC3>} zI~6d@LLIrfOKCtJVfja*Oa?&^XLQZ9Do1;4GDK z&imxUIU5^=`%&k7Kmp^l)iEZfQ%*_l?bn>{*|;O8y2Z*7#Ca4C1@NTL9GXH>)OBjOI6GBP z4R!1%6)@}qJpgQ1wean*d{3cqcp5c6-Av)PubHbii z?O^`G(*6=<4j2li<}MiKuT{n|Uyu*xi`XcwkH+C0 z)EIpYyg#UnGyYLNjPGKj@E+=n?<-)8g>s4XfvSh|L(BUS8i$Wj>ym!f^ohzi=cn@F z{1Y|`pP|nAX9bK?BO`q(4=SCmPp1~dh{Io0Gl-vC$}dnRe4%-plFxrr8AtrPd=S6H zM&T>e5&xk;;cd#VRXv>FSl(~ZIDCiNru=Ein}4d9qy9@isQ<=B;d|6k|D%ARc4KRH zOhykW&(+Wj-FbSndhc`sFRjDxlWc0*Al+uKM9=oTy|v-LN&)TftP9c}t^lD1+MWFP%3(y{wA)W-TWl)biLU zR6rf|U|3UyHDtgApCXYP-AZr*+U9O|ihIFGcv_0c#qKyAl!9q%Vg4OPrh zkCG2+BWx5JqmFvC0(q!el!8JIO;kOo$5`HD(KsB3f~qx+Y+A?hD&w3d$cM8jHVP-A z&e==>oc{^9t!q?97orf}O3$-n%<0aP@7pRQ$wU-ZH2W%8NqRw}r0(pJ0p!#6mcI>3; z;k?N5c1GjS1%)#+ILqfqWt_9Cd^o#dqtG37&K?RFXQ5uT_f#5qFSh)bpiI+3;ng&Q z>@Zkw6?5cE<%4_~HVT)cj(mjzhOCp2R_SB)hNdgDoJV%+?5_=dR5O%)E#;Lc6SYw5 zo%;T;_xr1iBVHvR!~xhS3`8CAY6T2Ymu*M&U_5;khh;}rT2BKmW;hDU47us!`!Z#K^$%=??B^lCu+S>tCuoC?=F>b#1ZmA z9Epv>DAW;0E0DLJ8zrN9@S5Hc>BfTC&tp_KkYg?BI5ZC9Q6O!B5sk@DP#K53TRxBz zu~C?WI^<*p3{n?ByuoNyy1Ylza}Ho~OZE#Erl@Kdr&`W?Q08Evwjupm{9cuD#_955 zoPmwPOw<`?DNyiz@jg`x-)zfwKgz5t)cE}QtOr%b`5uxF-yCcd=AzCwPl3E`c=9b* zb?BkDeV&xwePj7n>6Qc7mSMiChH-)Ad>CcM6$&G72+oYba@<*@Vvf03KA20eQFsJ( z%%uwC^~cW1`r}xwe$y4Z>5iR;)*W88&tBYV$=lbDs%|(Rv!u&V=31d}>ISBr`L0kI zhg>Ni$W_=VJdQf#Y6T3kFvd03sCF>dTH1AJ9M+?@%XN6@VWaRg>U@a;##bm~2C1rt^BK$g zEEv*?{Dpite~FF4uTbawwE~65`GTs4^F_=15*mk>QRDOlB3@A$ z=X_N@oUdV{@Eg=QUsu353-wIs4W)tiP0Rll%6uvmUVa)g^XljVzf&cR01vE27m~qSxRK_Vk zln>=c*eHCAI^`z{6kZ4TRMo@zC(HX88izllaOwpQ_JGJ=RK__!mk;L`*eLuJbMFOR?d#`IRP_Q_49gf5 z8ix`nfGpK%KbSshP*Nowvy^-=OJk!@2KCKZRsq|bx*BiP@A$4AYz%H+xpK>ga;g~4 z@|Ljz%A_e2&b%LX{!~%L9P$wPKvu#=p)%@_RTL<^eSWB_2eqo@t%fpX3I$b5m)LUt z)m6qhYsiQ5aBLK6qRv@M0prxUW~Fp;vLbo1O0R;rI6FdB!&uvL)R^ho)T*2hMn0qUd;6);lu&L#&Hx%kdH2Qa@YyZ6IUsu#>gmas9(G$|C!%m5(= z_a-XifXB!O@K|gVjzb;rcm)hlm$~Vh+mrQustqd$#1m9Ah)pf!iD(>}p&({g*V0}8 zlT^$po6CptWNZ{pL7nnc1&q?3_}XQ~pR0SPQ(AICv{es=W;f8j+R#E7pgqk}w?vsM zg+j}#aCUwQ=nR!~;8yYhJ`)>-)~ExwQNV!hDWIjL8G2ow+|y|vrpE253E?c&4Qg9U zdN#_mDHPPq3PAj1o~tqr*-k!?=V7C8KI)JcC}5B}CY4H8o!p{MwSxE(wO7RucCd^c z(KuX)LYVonq<3~w87I6*K7^gIQRsp?VWfZ&7RuRYS5*&ZH_O`{WsVdIXE{i1dRI@C zan6h7!+8ld3cXP0?5#lIabBwG;k?Z9UXC(P3WZZkb7#l3`ly(r_LUFnmDnisLmjoh z0)}cgDwkY#eurdpx~3pH=2fa1%mJ2jAR33OQQMrpT+uZu=@l1q`$>E{R8|b}&a;+EHj6Mx%yVA%i(aWgK&?d@#phqc9$I%n1q@W`T|v-mPlk zn`rqap>ddu!k2eR#Gj_9m?KV=58^%8C`>~g@m>WC(Y{2C(99cRSd`Q*9ImhzOMVS+Y!l_53 z?LO6fm2u7m^5J|K8-<0ab1qWAICTcX820SCmHHie0Cy$xHsxZ~4B`??`3M?^r6`Dc znYi7SepF=~@iF-zF2hD)IqHZj6!>XVPAkDHEaoIDdUKl8IGtZMS$=E71KPwB8kKR*wesOyhmFE|)HydOV4QX&T6OHP$;f0|qURktw7w*rn~X?C z90=$})eq@AXQ4nXx zzfj#k{?d~E3XQ|BQ6PCpW9ReD7gW+wUz88(OV}v9j5_Ko3jDM|7u2VJj=X@Uo|f+a zIdR?weN~mi`kH0^4H}2nQQM#z{9>^44V7`qH|0b57B&jMMV<0@3K(Uf9FpEv^>F^) z^1g${;SVUB+*Hd9dhw?}s+gm`D<9PNuu*s)b<__OFjSoz-#F~*+mfx#3S!>ohpHIJ zk1XTIXdFI4fz-_6BDyQ|smeIvpX5XM88!-kMxF343K(I5{!D(ZYT^6B^8FQMN)+mR zc3Sjzm2ti=<-_+CHVXeho$qS}3ZCy9RSVy@mhU?>4*x{q%PfXRXZ)ASIN!hJ!}mQl z3jaZ!@4pHdUtydL{h->x{L#`DsUggRP~VL9dex$Q&SDmm4`y*}6iT3uSyF+5-;AYH zEqtXdUl}wGWl{LDkBI6%bU79CEm>YZh!wC=I2d)riV7H_9nE*SI?o`_h9Vz zutBy}p@wRP@^DL86J_EPdgYMgJ9j8m`nR)szS6IJ(IWbP=MKe+7b#M@boSr=WGfb_ zTcmI3cl9;5Ty?@NSB0Ce8FXX2wzZ1%`XB$DR94l$I&Wb2qST}RckXbIOkRSWQy-$h zF8^iI_3s<^J$~?Y*XRE0oolYR%fDPlQ?mcsVLNvyS@KvfRJ+)5dBu%~Pg#4rM=Dpy d{Dps4N`IQ-pAW+C+@VBC{jDhfQ~6BU{}1Nj0t^5E diff --git a/projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/params.json b/projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/params.json deleted file mode 100644 index 8492e8e..0000000 --- a/projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/params.json +++ /dev/null @@ -1 +0,0 @@ -{"algo_name": "Sarsa", "env_name": "CliffWalking-v0", "train_eps": 300, "test_eps": 20, "ep_max_steps": 200, "gamma": 0.99, "epsilon_start": 0.9, "epsilon_end": 0.01, "epsilon_decay": 200, "lr": 0.2, "device": "cpu", "result_path": "/Users/jj/Desktop/rl-tutorials/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/", "model_path": "/Users/jj/Desktop/rl-tutorials/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/models/", "save_fig": true} \ No newline at end of file diff --git a/projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/test_rewards.npy b/projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/test_rewards.npy deleted file mode 100644 index ef51f5eed5e36d7e32e62bff5e246fe2315a9f85..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 288 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlWC!@qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I$720EHL3bhL411<(A(EASoAE7ieRGbBk{){FM(+^Ys0Zkqz4x=AKIVN`}hC8b1u%s zxjHw8M;~_=J0WaTEOF zcY3Gcq-^`y$<@%o6e4fvWM^gTWc9^}(#6!l@r$huCkrOH?_~*Qt^m=0_>{5{5wXEj;|3XKb}J!4l(_ zujh~P+hb$m+5#NME6$e|=@}V9ieKqmv)_c}y$%QiKN%rqd1zv9!OvDCOdR-N;5Qot z`{m1*{6vUi)ZmA{8}c4}yJF*DRv_2~O%(R1@GCZ8d2`uJ6Humx1;e6E8fkGhj1*2M-*vWG1c$p?AuwIVs zO54rtPBv9Up3~yP?fFYW!q<-?1|1M|LN>9x$MxRG-MJciaOtsfZC*lj#3(XBd_zM+ zWK2wH=tWA^D}}DxtrvLU5fRr#pKlej4xVl{Froh&h^Kj1GSqGAG3B{1`_p**r*S`Z zW^+qVf4}imk&^jbHSITU%aH38Uy7eUf8yyfRZ~Sout1bFwWo?gH7Q?-X0=K<_l(Bqi%qj4!QztYcBILGhw{*u#&7m-Gh?K8h!P6z6_&z`K z0xL(-NXHoLPZeXqQ;k~FD`c2o-ggC~*}2~^eVL>~rw}16*Q)Kx z_I(QHw){&;LjzY)Q897!bh|_0=I*|>KV913xbvb!y^=-O_2$&jyjCkHBqZ5m3C7^& zbj|Ikc4lyMk=Brn@bs^?Efq5}MgpCDK&L^+;am;7+o^%oV#7!23NH&+FrN z&rgp(O@3no7ZcrGsIPQdil>nVt_TyHXC?B_0^EXbhq>5#p>A!l(Q&rLz2@SE$6^Y3 zROFti&SohB*t9J`_I;h7ZimWeFhn-PF8E&-)2N-DozS_f@_qIxHO9uqW^?~%;?I8rF>!==AmZB9(E>6$dJh;PyHO8vP;f96H8t!; zf2_2WREX2UqHf2#R(Tf}p3fuSf`Ri;0S5>~!t4VP6V=fnR_Y)uS2?p0$=cR2sVEv9 z7l$Que^@gSI@4|XbGE@gf7*R#G&|NT%N-F7p9x?W{QR#kfoB{2`OXJ_*@&an>N7>W z1+?m{!VeFvAlu1VxssvOLPDf#Yin-MXFm8_E-j*Xe|6MdTG9wFCsD4CGk0vF7X znQC8OG|9&1?*zBot(2Ffq){)(1Ptb?O=E?wK@gnwk=Rm#ODT%nzFPKu_U`HFfk0l6 z3x$EFK3r-hc)YumeE%Ld<?pUhX#*;kZar@lPc=#(`E`cTuCphzTM#uSI|Ff&IP@s+i~L#7B+SOm^$OXWtwAq zP7~JsARGad8Ljt(L&2urX6auGBFrj)sM%&$Rzys4E4(KrJ>N&?i-Vcbl3JGf#ieq8 ze}6uwU91-rBLB^0dzwO~fMJIpjQQU(qA3gR7&1Y+%#D9rLt!y7$>gK0p4T!n1wVeQ z1CWD0I>a&Z7zE&WqoWykU@BniKtznL+w+}sW__RSk@QfhXyOmPE12!%P~(AkS_A$r zU8+|8{W|_&rcyi8Z1RWv?%#3}V1qLd3&tQU%oiK%vt~SPD10BzXjU+M8m`l1}PMF1FM|P==&OO4#aB!9DI0uJljsUm7)5G`wpE< z02k^xNEBXvz-!hrU6(tb9`Dbc(5wL-XqDsZdtc%$d!5Vg{R8fj=W)5O@yq-rFjQ2w z&m9W*QZ?7qbIO`dF4ZrIQ9aN1`AMU}j*3COA}SVONWAkC2&B`a`jz!w0{tHF4ADH+ z^9F~rKW`qdS0c~H)_|vgr{&%LlNo8h(U)sBniUos+us?8RA4MehXV~{aD-&B%KCh* zB|rhz;|V=s@4mzhs|b@k5tr$l(qe# zdin@lYuWQe*y-RehHNsExSJc_=iyX;->2Kc4##Xk*B6iX*P*~rQAC_jJOHO7g76LL zG>D5K;dgjN%xe=Bj7E?LE}bgmUagAE6kb-w)N;39dIN@b3T$Zv91`jeB6qtqOnNPZ ze(r7^%8J6l45}ptOHIyhXT1dH!s-ik*0~>Fv)QeRF=O|ltQ7>@BOk{cO=RghcU9xrFswzh&B9e36NBuJcZkNh;~gtY?hxKiDIvmOb(4&?m6 zqcZ?uVl>(AVOm{3SHImyqt$~u1e3ysTkizq*#_4Wa(ot@Fr|E{t%boa?ijeZ1Jf4V zV5$wKwbbJPHsyjT1HQ-(P%#wT%V@UBaAJeoe*JCHv;}}jO@s~*4PE{HNb=vf#M61K zp`g3R?Q%HFo+?N81`<)>5JkfKB864IuShAsY+o-9c%vb(YN~)U zgPz-3Fl_Aoar24Y<-RJEnWXYq6aUHJ4`es)dq49G!h%rHg$arq=Ht{(dlLxVp_rq* zCOdxtXh^qFynXj>i=@wTx+K_grb4(nW|MRlLC$nNMc=0rOzY`JtZ3es$sZ6ufZWi) zPUW`5=dqggo1N7#=OP9^A+`U_0x%1k<(6mCA0+W`J4n%mW!S>(ek5jtXN|6AO5DwTRrW-4^efj72YYP7hqx3siC?GGjm;#XP83IHj1D1}wFU-*2O^JX_c7LrPF0Bpge z^$WSO<)2JEMNOzR;1Ve;x?Px}4}MiuYnSfNUN3s5H_S%z1WKjrzi?hz5T1$urM(#En<=TLry?g^JS74 z5Ry;sPulwdqh>c9#J$*?EF5ccb8|BQj{nKL&HbEi8xRA)#@#$UH-=c--vV2(S{*-uFCE2L>Rw2AH*)t_9>{rJnF!AX|N? zXv5>+vU3(&Y#Se1O(R_%y_^$ z5|{ha<%8%DkPU>K1a!0hHc0O+HgbZ<4la;QS&!yj784VLJUw3Pw_GoK60#cwO*vcu z0AH^e6_NDt5P*UTvv%F;L1jClpHSuAVl0fo(~jBG!!0-#{%@sz?9GiEfCNN9z94>C z!k+8twr%2o`LO_hgtBHZp1^VQM6Fkmce9WI9KvSTlNXITHq+IcTU)B;H*k~)8Pc^n zNk4$^QgL(Rfgq9q+9QUPpZbwzqRLQGr9wy3V~K*_;Vr5R823;zvm|hBEF7FbIHVV= zp%gwHE56SdlqZgf3*aBozZ2-8Bpga<$u;``87swC9@MaW`&wr51Ld~c%5$8qs8}d9F+JrqW zI@I;OgF$*l0{pxecvbo5EIL|RLok}zYE#)P$J?75T&-;o{5y>m4qJnKuE!bErkJ9v zu^wd!U%y6NxZT{|YChUD$~!nX!3ROaV5q(~p?jf|7{|9W^-by>1Hr@87>6aXV*9uW?VWuB0q1N}M#s zeO((hKQAl;+A_K`1G+GRBUEP)dN=gn6Y$Qzbw_uWi zQH{AJuYtVlq|f#W0LoFKbUM$lJ7mI9X?DZy>QM6+&`w}1UBI^~_z}6=uZcPq|LKk0 z4|n@UVz&FXo&OPZyIyjoxb<1x-cGia)dy$-Zi&Xs%a4f&qW$>zxJbG11)vT|Czk-k zI)G$i`#ektWH$uhYH~maaNY0twf{c9k@WHsDp4(^)3tH$W(f-o4Rz8v#!o0Jdi{!) z777QDe|2AlN@^$afG$KvLFoiJo+{yY+}E#0+zF#gOJqQ(er+muWHjH-Pe~#0LrNfZ zh>VO3tgm;CA5_C~b-nhYs9$P!)vooSrK8gt$@>*0T&7a|6_+sLzQNtYV;yi7cb3@5 zNH{;E>2gpmDAKNH5qZ2&E**M&cwqCsbFx}#BLk={4(9c=6NzFK%#_AYBLqNyay}Ku z0SAY&-}vi|H--DsvhOCMaaN$NNqRkXaK8aP?_Hm zX{V$Y7Scn`jpIFw6M>{E_N?XuiVLpep=Fx@f`JIE+!Aj3;l$u?J&?N7u&um@2hYt(#}&)v|3S=~y}?*or;2KcD~ zpbDVS^!f~2Ir%y)w0}qB!Sncote-nF!s+gHAYks>g2h`v3IH>|QA+!LR)v;22#P51 zAbLYVjsTSzjl21JTZ&{BUDQUM7@#`4O*qy7Y$pYz0H|rQLH#zTkqqh{h>bc~X8tQj z3-zM^Tp(4BI|`*kWPH6Ua`HK%~f#BelA7=r36ywd21q$qre3n~c)OTwS+1ARDcRE-tqlI0-$uy13x{2&#tefK~Rw2iX_~(a`N%bmejUX zT?YcaLkZ{u@Z@-wW``}*yu7^c$)Bj}AfM89r%MUcD)pkF^@ZoBljo1M7OD?`4%~oz zG}i9xTZ*~%M)^mM>&fza1%*B^zjkX~2#{^HtbckvjUdK%mzsG2{Rspv%w;u;1ywU# zQUepw=T#vXBv9^@%I`=AiZ@UQ2RsJ})T8RT&Z{LuU)N2)BTAtP@>RE zLzeH8`zty+BOoYFFD{1bxqtEjArS)@HW9d8uVrOx2vAI3Kn4LP7YA1=u)6}%Nupeh zhKmb#q29J1Br|6320&e?0r-M>l{lKOUEA9WKWV#vp{c2fz`_Wds_zR1)eGf1h@bK_ZnRNpwD!Kb{sPI`24wS?~i)1FBKj*!R#OL#U62fQF@JnXa#^)<8WP>U- zs0yEuWnHVC(USz4K0Yf8>h*>o2!Ww(v(9W{89}Z9-vsKgjB@Ukg3vb~%Ykt@Ui@+? zU;~m1E-J$3KN;ark?YY)4)S{sD4sxY%ipzu974!vN14p3AG4F?S@HJyHA;XVu+e{2 zte$Y3vtiCr=o3S=xnIDFnFHhDV~%#c4V3*admJ$D{Y(?~i2!voy00P=6_-JEy zJb%Kf=idd$wcXRxctA}^gG@zDL&I)0%Lb~RRbyl9j@xoj70jq!@z%(Q8Wt87YQ8UO zJD_M75AryWe^i2kBmm3$!Tc4NvXFyv5|Z`&ug*5_`+r`kVA`=P|CV)v;vba9hvh*l ziw0|5!M7}JmY{;n3aX=CKnFuBWNX{oApkbkLCt~n>_#vWs+R%DgpLhb6=-N|TmvP^ zE>Ht8;LhEFR(nCz20>9Bu*vQg_w%s=S%SSgXmmh{!p+$R^ok5(9aO)o7jxj+bTdO-fw|tSUDZxT@k~5H&vla0xb=Kkf5u5r8#Jk zb_1?SCYL2d1Q79nrk+Y0lxUz~4fqIlcz8HeNG!YWkbU`a3|tk8ORQ}-u)qPJ`Mt`p z8;aV8i;Xx^`9B9Dl@vj~1H`8fAOQ4+9Wyfom91CAAQ<(&pPp5LvZ*1cM?h<>KF^P? zOq$j3fMh~P2>=33*Sz^Vn23)BGI+rKw-zkse#n#PG&z0v27!e@uL=%=781}&c+j)5 zvXC(_dI5!C19g2;euo~5^rnCoAkt^+tV#M}DfHLNFS9(4`Atkrp!G&j8-UxNsf>*k zxkIM#zEH|N;lvMar6^Ki@B-FJ1qDu#ryJwfNix5Hkb{<{YkI4GKOr00OJU;hH+=v8 z3W{JLUTTTaF2TxzF*rnx^VQxNsgN5MbcAj9$AZ7C=0JHHP-y7bfa;sIuxx|saZpse z0SS2wSPPYjj34faQ7kc1D!&sr);PdMbW%PnP-y3~Uxx>9%a#O%}^MUdQO5$yN@(PuQ&i`3!8tMR==>K(vYE8f|_5<#_R5?@5 zcr7}d!NbM65NBtdKPvivr|tQby)$zwIMP-xhCJ9IB6JBK-bzS#6lbgF#&s@eMy3%<#P-G@?Pq`zE@=thay3=g!XbSl2iR;WA&EM zTm`kE>2;2?lE{TFj5-1BFBa6I#D5ViEc{rAV%36oRy1EHFZroh7WO?u{$L+gQ{34+ zafF-V9Yq|kaE>=P(ZFCw>RAQxCvx!p?P|g~>R2lDu zKwjf=yq@y-Zu+_VV-LrdDTik7!=b?>!QZL%Yh37kdBP#6jZE}dBFJGCEU4zw?%hVm z#t}HAvi}y7X$vF}xdUy}?3y6v9BEY`T*~y@$%~7N&ByZ)pmkD^$km+2i;!8C<$405 z3*)m)U!U>gI#8|fei%wGk}4O|+~NrQ&@=k1(>)$(uhG1LeJ4EGVbe9WhW7JjyT0Zl z<5tnpiOthLM`r!$IHhn)N$`g&P+U-=zznAY) z;}7{ej%zetQajD{MX<<(t6n*Eeiwgf=WO2;o9Wd{Z)VgPqRd7pZ?3XHa#`Xo^eTo7LTl0nr;i8N;Nk(LFNgP`fyEZZB=*VlJAgC7UVt9{NGZHdVE`k?gro|(vdq_6M}jo9F=v)tJ`4NFf1;-PZ0k<> z{U}F{9yex`5ACo`fA_C1T4eQtg$5&6vNvDUaa$Hu%<)ue^CDGq(0H+b+D#G>%2R9c zTuG*ceQO}MexWs!uWT>KfUgjE}VlAm&487GCna?@4HQx@910O+vM|EpBsDu?oz{g-{yi& z6YQUxGc^rlDK8YuQEBdiaEYHFVp#CzQ`^fZZulopZ;5 z^cw77_V)I|qM{O6&QDLp0A||*@q{QwV#@aIbb8bbD>Dv;0+W0B2+!)8f>M{-f=c8K zjxT9bFqk;MLbYf*XK#ik4R@W^^Z-`g42inVpfP#|W4mjqj{~Mf8z)p`3A~AE+N&JS zeL}fo?`Wl&+mXtHY9E)@PBy-sXbe~dqPVV4es|Q1Rp`xZ;3AB27aifUaGb6ACHD8q zb(Ght?NNeFMBfv=pQYDu=!wLwPBnAFvq~my+@x!!J)`##m&~h`oA95G@$1dHact@Y zl(-@I0f#p7t>1J$H>M}5i;ClhD|?>1SbF)SGGEgFo-_p{C|&2O46x-XB6|tx3|>6J zi;LO+Q?}36uGUw;gXHJu!$4F^wd(6Y%|K>m4mMCc_MktOrbzw(L}f6}yO%2`4N<`9 zbJYgf^IVaImZtD@%RZeMh0@2RmUQQy|J113OJZOlg zullO8(6$J=?ou;Ep%-#-8G*Z6q}%X8Eiq2+Uoj8Zl7 z^PT8XMAt3J_ROPTYrxumUfC{nQmOAiastH{^9fjQOG1Y^ef7<~sP!f<)M zK6cU6E9M4O?{-`p>x$$g@jxoOIY;TXSBzMvHA#vqg2+5 z;Z^=45>!v!4MHE*bA<)z1&pF+ASGR-I-P+xSR%w@T3D$)nO8`N>-~q{K_Ux&&1Xan zKCB2c#|7^bIGyICblNhbhU(9sFf4R&i`WaZe(LIb8tB^3dxz=%Nb8R zlvJm~Sv}Hi;zZ?a-KW$}?4-YiwR7ifNq;U>8MQ4H5-Q6M%qK9aa=E94bR3NG^i47! zsE8F0N*y;Tcrjud6CC$mdcH}mIezuIWdWajJ|aC1HzhSZZG}SGp^4nN#KU0zxi%pE zU?Zvj)5>7d;!EsZdR-f?@CLHlo){|I%pYljgt2h3fbBIv?3^BtQ9(L&ge?y`8?OR&qtC(nV;`kSih>T>eFy z^*E(_nxyMEZX%SuTU-Wi2XdexSGYNW7Fnezg^6;__W5~3rE#@42p4AEcCd{DT1jwn zx3Xe_g@coIQUJ_GMn^Z$l%F4|KeyS)gI7A5*RjGS_Dx1mIN!pvR=y*S#JuI7^|dbuttQ8l=|J^zAO-QT?U6^;l{Me zMUR_=i_eExEoFEK1U48?ZD2&1V#e!h216qVIw7Sd5AyfsqxYPut2SyAZg ziY`36LhIa`m-w2M6g@gaD(xhJ$lzXdCcg5~TsN`c-`HX)(yA5!XlWItgFQMpfml( zd4(H(`ts*(a@Aslwmu*ownlu2EQJy6K&*hJ+Ws=l znp3ct4AdSPAy}UU>o#D0eJ6q?t7qgLidYA0-xU^D78~ud|8YlC1dCcDNOe_q8(%;W z=0>ETE&EUneEuwwT)VG2eBl3P6E;RarvDpR3T5)-AKEklxa}u5?D~y~)ne7PK=rOc zFPA)K^N*8gl};s?9YTBShnGR9j6*+sE7pf=;fruNS|%9@ZHVtPFO*Wvw5Eap5>92} zmi`ut>5HeYiZ`~4QT(eT6-DR|^rFGT&6(R)k~(F|&`+y5j@Lb8L=@ zJmNzr?-%vi7Wwqzdl?+_UavP>6WHClaBx}hOI>_Hz3wOV{A>$r>Aq3E^GytLdi_&y z)?rmDZN;pvGYo-5abtf8*IXBu@Y3P+LkorPr=ZqdEHyIgfKmxu|6b8-aj#FG8&lQ> zf;Fs`ZG9^APyS-nK3JLYxP3WyP|laH5``Ez^0%}x4(dzW%Hqt12(8TKW-C`KDiA=n z9QZ{ZP9+al+9~>DDf++C%6`lbv5u~s+blhnWPo?m3BHM~}R@Z8o*TS{?{?ycG0l2UPq@_K{I z?X@&`_+%ANiA*?F0JDG7Od~wx2S%21kZkF?K2c>=<31t1gU@|tV*KpTd=fEHYs!oa zYqxCy3uv#JlfBH+Ug`DOqkaku#9IKKvaHQJ%K6pKx)aP8xw+#}Qd-s*KY=_|QSHs!j{&w&7MC+SbHlR(ujO!XK&HR*^9)5 zS)b7!=h|~b+tG~bD)J)t;xa6-!&>8pOzcz{<8nDqj&}Ep{f8!>L!&Sf3|buV=L+k@ zr+;a`BdD3uiB;%4td*vM1*C*bk+-HCe=cI8P!fVY>BQ&8@?(l10w0i!NBfsZqrGA* zIHy-=;^rC)%_@JaD*<6)E0f0h{AdS@^rtVUq8%ygi&D+-@#w1vpgSDHJ`BI5#pDjT zGGAATq;d7E=6R77*%=@CGwj2_>!eyjMlAp@`W2#Y29mSa+1xMfUs(ccdZNZ~1BZ0b$t z*jzF=J(u|%k0B0}atE}?EJd(v8_UW}u0=Z2=T4HmRGC4l+(sXuKYvQGb+QcF%TUKq{^1%=Jz2V9d=SQC1f$Ix|#vGbmv2wd;Hc>|jR z0(=r<&V<;<#%-@Jl;*9uMR-~Q*Wzk~5bMNrsqlvHa^FpbHGJjgPTvsPX8W(rzce}4 zLAS2_jg@#MsH~iA-SdD^7#CL}iJ{NivLrZLtR)s9Q5?6HsYi8VHKGK#TYm>L%4b$cJ0n)G5|GtT{P z%j;Hhdn+~zqqf0;8|_{}I$t{7JeDV8xZ2&P!@6d(f-;BY6$h^rARohnV-Jnaac$T+hc+n#+1&^V>=M? z8W~n+zAffrwiGMDIIh+fgX;)MUF9W3J&GlgKDgcGCjC*Mgv(kM}sl(VHs{D_#xLfeBXEO22rpyw^t3m zoPBt6oJkzbM!OjBW-ZxCi58OW0k=no_lft|PqtiO+i!Qv_C+|k4_0Cw1!_HD$lhjo zR5 zFyNE$1GLg{W_75FYC9y`1@DM!Vc|O7kut-|6a_EQCUOTEt#*b)opeNFQ_Nbdhdw0U`P9VBD zEO$6pXOk9VTjOd`;Qnb~6ED})Fo9!VcaY4b-&EWXoBeC_7x9q&Wu5eQom|2*z=E}_y zAHO(OI3|(H21_8?+A?F~Ox|KP2A1BmlMl`WLQ=2gwUo-KR18NYd>?pC9&2D7Rv-h5 zM`q|Vpl0&vdd5;0Hq+;yxRPq+ddN#}3ATe!oC%5X$Lud3zkhVt^+H#(X@x*`iIvbs zYfF^-3Tl0mTDicr#Z%8WP!5H?F`Y}B@+IAV)4$f#YCTyR^{a0t?$$&8;~JGZC6I#i zqAValHB~l&B``Or=G7J|G7I^3P8<&Y_ng(d5fn_|6AD$zCDXL1C>)h7vWuzJHC4OK znQU~utHmA;@E!*SGBN(CxYiYB9@J5L;cUyow%(HBh@JU^fyojCypFPo5~jxrDn*dS z2`^2m6)JUn!P&?;fv~jS4W5F;_fJCp^wUJhhay|-Pe8*wXMfc+=$-x&xQ>`IqTjWPlw!*D;@xd5zG^QFD^gWqf zk7!DW+DfN@f9WEQuNe4E52~NNF3*V`yboV^El%%}YZi_zWVB$%+WH70z3foVojx@R zg%sYzVMQbE1!@ex4|&5$#I{TIddlxpCJz48Hj7lSz|59~V;B}ZSMfoh$PrxC)5+_y zC3_;k7e2O!sGkiPajcKF?%1>LV-puwpUMP@a;ZOu{9)KEkYRqywjZf)D4vD$Vv!;U zes5=Sh2p`g*zDccH@aBkB}Dko4*2Reui0um8O>FB-Ga5Et{%UL> z7t?86IiHF{h#*TjO!jI^2H63DBPwk`K|bhB_k#c|L=jS{y=_7ZGxq@@Lq9H!!c`p; znRqlKTbQcBO>BGrj50_&AVUUDeAUgIK^quPMhm^k5Au2dcg%@2;sOK5AgU4l@oXi> z=5GzDtcKThLJgbm#uvgUx*!oHBJX*@{%>XlK&-`{g$l=cj)mtzUn&Z2tHt{;_CWEm!Iz z-pdaHFhuRP(hkvs9~;fd;rlaA5Npw}@u)el*A3+qdFrP$VfECAwZz{tj%GMgAd$~~ zrdQvBM|2d6`?Bch^G9?{y!hwBPMv!Wt5<6!H4i(Er^2%2PR1HaKqSc~i=x=E*^(+t z1a(i;t74M5L{e)#y`CZ@^f?5dP>?_%Gy)Jd=Ci*N_qXe zR(MjBeoqmdZYdVVeXWp=X0Rdr=e1!Jtxsb)%2gTOgG*LN))fAK7nI6k!kf~g+({HZ z_}@n#M_c`4=Z)1L;#M2MKIHgH5tUvI-%`f4`Fy4WNn2c8H@Y=YD;kEO)J7W5;dHJ2 zd@x-8VNT#6nKy9Ri|NxELdVcQ8~1CyEH(qBv53#GkOX9tA>G`w3!aqze@Qs_CM@Jw zT*sJ$mPiQ{GLdq0tD?-7fG9@ZY>de}p;zkdVlxC#ruHLRwEA20>WfI>zUwggg&Jg} zAQmK!d6s*^k-Dl^jLjiuL71rJ)qKu!r7shdE){%M$sO2?W1aavCJsaDiC6-Jux~|q#SFEpoXL2C#xIjb6NUg?+sIjnrc^N(m zJp(2Hjll_6jYP=nBCau^N8f=PQvq~!%+8OTgo7P*rn)`UbB_O5fSaR0-10poLHWR| zhq;I^5tRr?UBc{g{*VRxFR70k9|+N+jTdQsWEQThgt!%0s@v?A93zq&GhD|moIcF2aN<-y6D~v9$ zB8&9iMfzFXw*PqMbCT8CH@`s>cWEB5clTiUMa*;39+Mh`PTGtcy3O9F+05<(_}7 z0@(!hJe83*8)@UO!|3bUZyBpE#E%;+Bb;N)qCvfe&*jaFNS@5jpc(BBWy@Bq8D^IO4BlosBng)33H~o|%{AiQvq*6RU+`~b!NsE9M zzEenvS$HUJ2aZm(i#L9sCqZ1}xn+aMbNq$4&ax3UCvZFc`$bxX^-B_!<_=@k$17q+M2Yqtn#AqNXjHxI=on+Fmyq zR$V-{ghc>Zl!?XY+Ooo~@bdTVF-BS)HaxE_vKED7QH?*Qkv1iumdDG;*T;n$%a7<@ zwR>D5ZnWqT8OKXNWOzLeX@*gc(KRs4hpJYtVlSj9096p%&1+9Xhi6tvzp1Iw*kZbm zp4xm2|Min|(cTb>)g~X5i_6i89pt^$`ph%ISrds1K}bVqAq%1O?(S#n)eU?akSfw{ zQ+ZKPn;f4M?Jk-r;gJjjs1LMUAIER!_PFdC_$sLeWwA_F$n>NGSo|)hx2q55n_*GdgZQeM9omoVE zz!U3KuJ|lg&sHH$(ykId%@c1x*n3T@7`567F;xx%593GaO#t87@)_A=`y~1I3rsSk z&Ij7fJN}&zKN*_ZZT7{a%#x&EZU>EhsqJfAPXZn!Fw??zdkUyFecwBmRKs08gqJr- z%>Huc;XjGEAQ9NmQSB=@1V@qmnIJjsjitBWbK%fYaqxPOl2vh0=O6xvNDWp}wkuTE zm%S;4OLt+gAc@ZDowG&4)uSg8e^+Ez=gk;QSdL9qWGq2dOF?Q02@Pe*KCj28k38bg^Tq^096 zyFH;i9j$;*j#`YWGHJi)GRv_rJRApx=A!h5YkQ|?=p_eKfNF@HO-SRkt@~Y}x|4x$GzN35Gr_*eDOXxZcpFJ%(DC~XAkI-&hwEgkNuTeCs z2Q2E272!dPX6mezp*;}uZXpL)1N$aFX82%Y7P4ndB2mTQwLW{3>;)9nghJWoF!%4K zsYCl&HA%YeIMImbd_rGN#t4f|73CCPU(^Le3c@Rj4hTJd|0@W51eqMv7)O6HCjA3) zujLXj;rd7HtfIBxKg<>#=1kkw{E5=jGFm}MYMo%Qch+MSaoMBd11RZ%r{fpR5(A~g zh7vr&XoLxF}B|eLzym8L-*6Lk>|M27r=|83w;o;oTzb+rC?$`E> z$j{C8mRYZw!V@cx<7@3Nj7UL!rx(roAh&uZ-}UHqaTF7@GzzQas+{A@9@;MOgzmf9 z0B|9-c?vR-?qX;b;4SKVeb<4;v zFf+>T{`s$#Qc+oVW{Ri@(8WTJd~X5#$0-13}J>B_Zw0UjQ_c2oQiEL>3S;N@atG#>)mko zgs$!si-8hXXQ~4Q5lRYZS|LV9aV@B#|NIKiOR}+RQT|{JX)PCDxN|y^Dt18JDY7iE zW(MbMwAjcu)GE|k%uADn32T(baM3%bhe!`wO1^3TYblY~*2D|YrbXsB zE|uBbCI0(QVyT3@!G#q;FlJHWq)^6|Am*aXYWQglzCyaNOFq8`$y-usD0VG20}d_+ z!*NE$hX7Ex&&Y}5nepDA1*=_HIax6__Eqy7!}E{{YhVJ&^TYvR9lF)ToC$gz^x7CJ zl_<2V6^Y{4HXaX*&H5{;#CXW!(k`ytQM zWHpbDF8OmlBl9HblTA-*_eyAGQ0@=g+hH!cY6K9ya>Q^NT^}ehm4OfTdF~iC`J!nG z;)^R4rm4EszzZCl-0JJa@j&Jq;KC5A^UEu7xX9hL&s$2w_qNcoWsY@7V#EI7X|;2d zsQz8I@e+6v@gZ5FIS~4LJHb)Ieh|9RK$L*U8;zZ>k0OZ?A_{HI{_mCn&X9AOfh4;< zK6D}y`c6V`l)hcrSl>^Lupf&?aAa{UdVUbcmEe5rZAWF8E;`TQ9-X8JkbSbPIvk|U z>jIlgp1)|K4e@06XNTIZrEPP|wse04`Q)>=FDb9_h+v)9jf_TPIs1DPS*UZHqUW$I zgn^}GncfW~+D2Dya{&y=s{-$BZzDVlvE0E+-OI6)M%GajkHL%+2i2_8tGS85hV*YS zn9ZSiT4dS%EUYhILVj5thGsuEhTOl=ob|jT7YHHn{ZKlEE(|TUg8d7t@i@=SY(g`+zF~L$__s*sL3k{qDRad7C2Od7MO09!R>0f$c|vepDPWR?#@@^|9x;r zS$MJB17tKMtJH}&bcv@;G-knm?{utWc&(CS=IPZ=ZyPTOXbu`{O8g_Y`j0XqZ%X&^ zl*xcPuYa2EJHw)GQkdeOu3X2T@7i=_n#egFyRr+_g4ruM9$vCT=K0F|s!87OMZq!2 zf;1wR=Z*v*h?>FLqJR_#EEEV>g9y3sQ6`kVX~qG&19{-}Y|p=e-R*-G}&%AXTK#(2htue0#z9m%MukoZ4K< z4oytB=n8#jdIOplOaL%Y=|@Mn@+#&>qVf?xOsn$^D`O^qB7Y^Av~C*^$W_o|Q%u&_~9AuBh% zc3!)Ey0eknm#W^qx-)VreZdCqxwCB~3INH}gn;d3QY{O!r8t%!=L|M<#n_MkVMN0d zogIa!XfwBOSG{`;2$w`waFW>Y8=z3|ohhRQ-4f3z+!#`7oZFN|DDALO6uySJv53kkLMt2*d0dSSh_ z&2JjAzXr>Yvk;zJ5HfH+yu^!O_TxG3SQRan1{>LCv3lrNL&&9rCya3WZF*U%H)QI0rhHnj?Xpv(Fvx| zo`{f|!3<_vi2boV`P50d^IdN&S6<$_eq?mbFUURy-EK|v$2VJeI(Y#F4&c}lh|WfA z(akJ^)dpDFG6{fm)Lp~zgy&7kkFXek9d-)<+&2KG|9w#xI0Sa$RMR9RLtn=*@B_Fb z%$GNWBw5HtM9+mvL%DJ1VBBv_hHgGsBat&97%6o4m$)RARBAibb?tpB@{b` zl>kSH5<-srgli#9j)-jFl@BAvkY8|Gf*NRXme4mu%z+jPL4!Tmx;=cc|6Uc*+zBy9 zTKs;rYUPej34KdMe5(OC!(|*{80t@9hlt=7Rq!2Lf*MG1&3<4D-<$}z#Ok)uJ+t2- zEFCp zy*_|FgmVHuS_>%J%b0vgvd~S1b9ms1);@Pz!Z@H10@L0D@1|$M5x25u7PEnq21d~b zMhP-?2xhK>{E(6D`0r&Ib8z6SvmCV9t3HU<;AX`du^+hWl^@KQ!h7A0x>?xNFE%in z*lf@b{h=Q+`_=IwvYFvm3A)07&iHCHFf<8Eq#8edlpru~B5aU(l==*3$fT7$+5a}~ z`bU^kuum9t)eoOLpRS7UrGk~+eDz8_^Z8$Inp}<|z`lKTgYd{dKeQnQEC&D0i0A6Z z{3}+ymN3v0X$UrmtEG5)c)&uyo_aQ?-H+(RT*#bef1tafp*@eF2@y2kR8vRjm^9M+ zhvgxQV=*+m{VbJ$LL}f=`br!6`j5jvNrVn)GiEq_mKf-h``7BTHJAkL^al;FFc8p7 z4O){(LF0wRIm{S#MHJo3CMy~pmAbPj&1Aoqr-64D)7q8zcF&(T6<0pMW3|?H^H|3QQQ@AD(aVGQYQm zQr3=+qV-xmsOadxPG+tS@BlBdv0)*gtvsZ?y?xpmbS%b$winP12u7B;>w_0DF*@$h zIJ_@tV1pnhGfBg_@R9CX6FZH6sr|U31UuzTdy@czSqbB+&ZVg?SqkU$Oxphb;UOJl zxy_pdG($T1&z#KHqJgc60|NscU{^C0SeEv!M^VTh?Ak9<`D;0?=>ztp z&@!aR(RD0nYv(QC2Zx4kcaGXvyeinEN?;tk5Q&s*NkWI5UfH=Ha%@$U<~#mqg8ifV zf3~I;SNs{Yfz8Rzrl_-;`?Px5*4D=7b;HI*jFBjFuJH>ru4RBu60q+d+PIUeR(cLE zJaj@V|6A{nE+H&2F$#OBj?JMFot&Kb`*)Krb1oPN7Xv?JRZoY(Le-x6@}4Ptw?PHs z7bz10ws>G?()>S$uDQRzmTP~frqGPy2i}4)cIFLPU0XA}Y?h;w1Ra5(4+H`Mt&i`l ztjea@!KM>CXXoJNX3y}U&uocH6yf9MU;mtx@QCWZ*}LOt9bJE~Ff@nw=iTkB>7cH< z^p2b}LPlv@S?Pwuk2?Wn-OQx!o)uxwD`+Db=-&Iv!bynUV7CSf?M8)&fgS($yJJ+P z3uJtD5YR^$_uJ|@x2g=mT=pJDdvN^^tpOBVLXHZvs8KO7L+k5#`=W>ffoHFR9yUVG z&*-3Q?-X=!z(Ekv3H`wCaYOKWgRqE*F7Ofp=x+R$+wF8b?Hg)`n$F&wMhwuy6#r6K#t1+FM-hjz5UQ`2e4n+2)z0M^pE@) zsf01l9hrNsE0FDU-0IaZrq!DxM_yS%vyDxrI8IU4pB?&rY zJRM?iZ3YGaUU{Deb5&BaIka~X6^7FOS8d-Nk7e7(eO`9R$PUpkv(w;~QBu)T_DW>6 ziSEd_q+zRwG!d1^3fZGFLKzKBWELe7QsVs{m*;-o=N->K@8|R0|2)s_zOM5+&f`4J z-|zcd-!JXUv(X@Y_tmh)e&MXL$Lt&gB}YuZ4-O{h6zMOdo6K0k;+?{&X>^t;}2If=cPK; zQLf@!TKW!btb?bXv)yiswlJl?7S=bJ%-+J6WV&22UkR5r)4^@X{w{U!Gy(8<9CXxk zOy|0!O#X80ELn;95w0XOW(O3`qvrhPM*RMr6uDrlVM`T(u9ORwo5b+K-03CjEIcU} z-0Q$(gxgnO#_eB}z|rz*wC2!W+DOI9$N&CwbXp2)3V`olA1|!W-_K{&kt*Z3W(LFA z^(y2>PTR5hJbPUleu?AZoSPTN4(2tnWQB%Fr;BOrr%Jr$lgDuaxq{nDI5(D6HuU)4 z-i?eOd?SKelRN}OL7E~?P@voxPmg1LUPG`Z6-_)PO&e9OAZj_nLSL(Yl9 z1AO38gEcwi$D;5FkL5@79FNfia41*fqJ0(yziC5xQD|nObUvNIlVEuB+lqHtTQp|2 zFBa*#a9?yK?wPR!7i;#MGF$5CH>M>V>xw&8lfB>}SCM_nq|&)rdhQ6!kl!^CIdbM1 z6}wsK!S4cZTIo>+P$;dz-Q^b-?pfaKNw;Gni)4Jbcne$9Tb+4J*JezY1Q&B?lIM%P zbdEpN_5CV`(;L5MPfs(jngcGK8~&Onn(-(nVrVVV#l>;6JJsfPgrf1gdE!Tz^$3z(mc1;XDZ?UbhDm2BtKmf;y|BW2}YSE!ghb!hb8cTW3 zn4*}#sg3qHDjOVUN#!?D7K(d!C``2xEMhq=_`o^dqA1_%GRuV%B76pX4Sl-s{dazl zAN)Sd)XxAi(Eu{h#hV+e;tq?bCD6$?596RUX|Sp7azln%aqPEAA2)%gXOX(D%P*ej zc`AR_lg?X0FJ@!dE3yq5iIk-ef-J93Y=tcP_l!*YCxK55U2u}0SwFP${lb0~5RfZ$ z`JCYs!_kVBJ-Ii2w}{%@n?atmn;5&*B4v8pGQMXF6uBSk$kItTnXAP7$cF)2uGq6x z%@dF%Oe(%Aos~g)7&$tPX=pO_N4St)j)Rj6LuW={rNG3j8u$z_6&Yul+juICH7Aof zNj{tbP`&t$2~k^R1<1S+s4e=6RWPfFiMM1%II|gBu6yB-Rt^Jk)B2jZ#`Tmu09U!xj){RmhF+Fn!({$H| zFb5fiLE1z@4 z<-P*Rt1i1M#gdso`3xI zEe4}mn2N}VuL4B~ruHxX4BRTqub?0%QxRa$>m~NDM(b90#gR2PJKk#~q_0?_qAL`x z@he+-B2XIy0(|E#U2?cPpt8?iGI+&Hp(9zp@)#pZLrOm5BQ0wJmfzmWQq|T{=6h5^ z+q-@+4?GBjvPvV78}o@FPxd|pHB{P@C4@c#Pst|Vebj35;J-kd;*V*?)7(rHzrNR9 zp6iDOnPLJY6h8OA+I7#y)O9?-%w96=fBDHRK0X#a0zvHm6<1;6y9s0MbwJCW2wKR{ zFxV?}aT384W|Mn5h+D&eo?-ILhHmZhKsd=oSnWaZQkaq;9svq;PBEAb-7`7-fzaO( zGKs_$ZZ^vESNIH?85$XN6Y?dDubP5(qv^`(Y$g+X?FMJ%Dl&$%aiLqAl%7-W)^6wKOsL*j51O}Y{2%)Bh9k;V z`H=|1?2CCA!K^doO&!vL6HaIitV)qLJ~973!=1x4Yf~m%j@DnWZ^3?=5Y}lUWLHgurK6BKTlGo8_hPJ{*i?byHQs~eWLQ?eW*sX zczvkEXNY~JS)H`@6H{h+x*-V$Sb~c=iTPX!z0rLE2Lp|HDd7k7ZEIuol?Glikc1Xe zP3&FqE7*42IEe8NtHFWojhd=VPZ@ZK@f&t8I5|#E4diQBach&D2E%1b(8!hNtxHs4 zd#X;5L^Ob(L0q2=-DA$*CaY1}9F2ihF7H^I2pwcEhbSd!XzfG0VrZ%@#~6i^K&mz5 z$nu*iUC4VIwob1|2!>Da;>HpmwlQ6@Xi%odj|MF)kl@tXtwMf+e&Z9*x+^Q#a`F+d z9_)Jk3($XKN9-47Q8k4;wV~^;)j1lzjcqOPtxxj?r^QS$ndZq88@*o;0>F=k2keD|2n*o5qx{C zAxqpKbJk9llK)_#-&kD4MPOKuBjwF^Qd)m#=dT{>4eJ)H?l@K#nkHUkW=pN`dPVc@ zV*s(}leCs#cN1SdN3_}-ZQH+u;j1Lrv8TCBEGqX3sOR_d7WYpd`0T&{A$8Ozec+&Y z3z3{YoveMVf?gG70Av!ZdM_nIE%woru5Ff1pMwyKakS30U1xd7h;bwYa7oYQeVe7< zvqb{|sN=u#c}Q06+*{@9h z+JpHxW(xN|fjIR2c!WlWnsyfBNIycq8I?MUOrA?pqW+DN&r=KBYmGgirQl3M+=CyJR7 zw<+b!2 zVow07Vw;;`Wqi%+#CvsmVt@R4<+;O4F6H@=(Xq)DtJVeDG zS?u1Zq4qydV-h<~jdZwE?%~58THbD4#BQ#~w(7^L(`8NLCVnXM{Ch(H>S^h5UUvlh zZx`}{QdyfXo860!dY*rYVw`7q0JuLAMAw0$<%B|tg{2SBI~Fk!zA|M&`* zzmN0&Yt27#o^iPyY>e6HmqCFJkbe*=Ng$b#hg_I^{u6xa8 z{2M5RPJ%~necH}FU^^u2MHp_jSLsvTj)sK=yL@V{b9{FcU&FfhXQieZ?~%*DDH|)xEsxU^vL^dW&_Dp39p@IJI)X4EKsXV zb<7|WNYTNHv$G@b-Ngt@qnrPY&_J7Xvb6Ls!r%iQl4@`a z5Tpp&t>m5Q;7VdXeE2Zv%rf3h{ra^;Tl-gT!>t{0fzk1eE*6~;jcaeSs_t@=x0nLT zs``{{9>2N#`&f}rf!s4Q%c|mkMx$4}eEH^$Ayo!itm}clJ~L$#nCMM`p8O@;g#& zLM3*Q0MCTE3gjyn&07zgdBJ-1;`~^7VP8w$e;bp=Jtg!fmtWOLbQ!jm2|Jpig3{u4 zh5b)SF(W~*g&Y@qnpu64MFUMRU`eP;S(2Ts{>}IV>o+77;si&U!~UBla*tI_xt-fF zIn=%u=3{RVtmUON@il8R+?DAPvjm_>kUte(GO6BVQgwup*Em~CeX0sC74=@oNcVVg z!ZJ5K?W;a^WJ5K>=8~_x4k@4_*34TL!Z2@F3Eo;hvy5*JsdD23R-Tj0g%Wj)dM^h9p)4 z`LR4aa?_eUl=qPh_MHEMVJP{qTfV4CQns%eo8!MZevwnm%(!A1ahsBQUnQ@;>N7|++S#YsA7#|o~z(I12&#lWL--W&XJUud*mwI^lkcYd9vsq^yd<} zN3m^8F*aOkpp=ClPsdHtkg3438_2h7{%aTKTi(}s+}w=ho)-_kmz0B^4Z%5x3Yzw7^n4yiUFEs# zLaV<7BfY@*@=h*CT~u3pX3dPnUKslp$4B7)6_HIA$jSfW@;M5G1{Up}jD+79xdVXH zQ&(?1zn@u0yXA7Zo$`J@cjVphL|OJ~(6Y254D`yxH|=AagIKGun3SY2>G;mM#pqx$ zrwZx#1640Z@^sJ8f4f;QUsRKUGOqG6C&kLUtAEm*16JCEd;DU|$qD9deW+gdrh+#z zvbOB6WqoV6>0880_?7b*-L&G7$ygJ;!?M_pmKgcfHU>y@*`j5WaWs0SP0zApKNos6 zL}t3U*cbj^L}6Kd-^mY!p+X63+sy?xd>YqIO_O1wbk;66KN5C81dDFzf6gQyzNF2o zmWA=d!B6(aJ-l({%Et4DZ||sgRD1n*hL!1?6ZYncD=BGZW&YvejxRhal$4O%`Q0K% zZXtUp-*4AE%NklgDi&o#@vdXil5HHbjZ?q=4AUu_H*pyZTxM}fq*5%NV1jOWD!`0T zu=67c@f)2Rf$0{+3s<~vtg`widK@5|pyW*XyfNB45c#!>B$*miF3)hlL^luW-mSk0}#p#*4D6`^9#-6dzM*r@gz&6d2seH&={CR@`? zR!>j7YX&#A)RCcA%E-ciVhN<;9UC8=iNc8DFP*a!UvJa~Gyg^kgzoX&HEDCKqmqM; z6!@UlA1egg>yIh+4dyN7zsErLq$YPbZYi6-T=y+gFl`8Y z#@W5?a#5bFA*e zDDif1qnnwfcSit9IsW)GIr2pAe#>2RakG0i^N}ahcXV72)=-csvxtd_6?uPV0;kbQ zB<_~1Tsi;z`GYwpCOg4{!G zr|f&V?^9cvZMtrj8JaBQoDw;l@Q5$gQeKGfyu6OR9eIJhPG31Z@zwTqZVxXgg%-ZZ zmg1nmtfiM_R}Av<%Jmr*2U|*fY$bI4`TqQ_j7Ao7UGk14^75jfi!``tv=!{c4&c)V zi!d|DjYR*NaP}UamZIpDLFQmMAG@@|?ToqDb^pATNHNW$KvQ4$>Ru&O2h>9&4=_`r zs}C{Z6fBVpnjAiO$ISTWZ_AL%N-!`6)I3pI0pEz%&ScDrU;&!J&xVK_6JIsc_+$7=rfo z)heARiCT^TRINxb7%`O$$xugj(^!R)IFY{aW(M-b ziro1`X^tHkoDO`u(TJ~dzua|Q!LRCQ*%WskS1yr2W=qR^FFoVGwmf`znecW09Ccpf z)yr4n{rL>&lbm{LrT8TSc){Z?H>_ zW|~cdQ}Pa-P;mzb2XKrPfQ3yE{Oh41?32!aetm1GkOv`?HC8#D|xss;Fo*Npv3At-=%*z|xcU1;<=Y-aSOJjvm zx!?9Av=dNt(DHN@5BPQ8jFC6;D(HdEhlC@LCjmnv~4ze*^eW-SX^$s(Uo))1dlC1iT#s&&M6Op(= zuLjhiM+Tl9#1#7ia3AWA53Wq@K^70`+`#pCzju`T&A;jG@3OIH zd^r3%qlV0&JQfp>o8c8vxeB_wJyY?Z;rbiYo$7AS2GDPyUl-k+`A7Lxkq|;#Z-8TDMpmM{dY6PS7MzfzjdxpGd52) z6AoZKm3N)R$wVSKE5`47fPenE#%rYlFI4trw-2dg2@%@L5}*C4si}}bS=zkh0vblp z3ByK#S~m%q35)g&Geshbf`j2=OA}8vZCu=F?XD@S&Ri9;10dV**&|t38u-Zn>2v{i z0Z63VzJVrF&b9e^6!;?~A?>iUeph;C=?W0rdutyxv2=BHy*?zRdn;9tbl1dJr>Cvm zWS(Ivy>h8|Zdf8jjaHi{##OFqxSLh@?|A*UqlQqBx?3Zg`qrHe zs(qvQzlHF|dLZGPB%JnyF*6bb_*Eh1^->NAn{Gefyu#n!&hESY1N?tvGzuQOBs^g` zeqz5=fa5&h<8l6HyebBs-+f9`dm=#v1mwHe%yi3tEqSZ)PlwMzTR_Uu(Yyt$%qO_Z zWL&<1frF)fuf}n|l7}@lX(HlcQQ7ZrZGi%?N#YXjc{TjI3Xn@lz2G7tE067jRxa8q_x6<6E>S8s*84P?LyL(K|jOeR=h2Rqr=Y z18KUvl56#$_xk7xqfy`tW}-CrzxtBfU=cqgBNlaQ=i17Qx6^U9GdcDzIj>lMOV1zL z*Z5DltKguK^XRUqzCUf(nN3Z#Z0sWheq4*PXQ@KIzzNk!Q8h=3P#He1S^IitEs{;p z#ULsk5H4r|+dWD#JVeI;**0|$7gPG+@Z`rrNphwwbu($MIyFzA<-XhYj5jsW!ykQS zix>r%vD}D>X7HX$(tZ06gS0=h0tB8s6foL+-Kkyyf1DITD|)1>iiV=7)u4?q3ylcG zz_k$#2|{4*-kx=Bmom$I>g`$PxwgWTHV6RafJ5=~B=K%Hbek{!`V;rk_ga{JJ_QPW zA@mCc^m?K>$q>Z4TxAtI(~LoE=%5haG~;fcdBck&icLMH#+na8Sw+Pmuz2?dk<*K+ zRcxsAA37307xA3J%OxYD-OyzqSG7GzF1D2GwfQ~z!zXSAsLkI;6CVn?HAR7c6g3xG z8X6VWmVT>&>ow};3+olQ+ z{gDJmY&FWjAA5R2+-`ggh9r-HO0%`W64`~jgUb0(-(6>9q)l9}|IZ-sua4)sG#*Ay z<_Se#b?~xtM_EmqFI;Z$eDOd-@Z4Y4ocHikt5mYpU9?bS7L|K(i`~{1hydi=E2>71PB8RiJO1+P<+g*`t?Xk-LWJ1wf-5>wmsa*Fs>^WMcEQ|c779fLU zE`L!Gw3`d?0El+S={t9pQ*@~yI|2+0ny;7Vdi6~nAG){a=ge<&tDG(_N+0)$wMD*u zE$Tn<=79hBODHv{93Qy$fDeEQZG7Aymtm!l06WORbBGiDf)!_>j^fncq?&u=G^<+D7Wm3OlvLz2(XFVi*y8oW{T%Od9vB6@W4ux;As?8tsa@Ejz6xA(sTMbGW!rI zK59q$PM7qnoTr%tWVf8Q*k6&gF~$L`zWh|zr`AV6kD99vchGow$8PbiKU)z+w&%|; zDRd^pjy&H!)RMl-?Z=>tL;t;?*>=x~FCKOk{+~S;dEG`vW^evw_U&47Xzop%CqEA`Ca?Z>p)la&dgC|!dKDHZB z_#`SI$O#A@_k?rNL065$q?h{;=ML($D_o3kmZzn-|9P!vr>dwMP4m`JQPk?y7!#*R z-%8@VlaxVvR#EnXQj$OZO?z_rB z@n}AEXLltH2F=5#luP89$WWj>y3XX5a-7uUKSf%OCQLG3BJ3DPPvfFPofW5nw7aq^ z3sHKo8TtNQabn8B*M(YjXqsPqRc0Od8xiTR0=FXzh|!s#6gSee!XEt7r(^UMMIcn{ zZn)S8i4Yx)6)Vtgpi1>0a;=hR@h-{S*x}X~f1a#GcALamK%g$fps<`gg$Jg#a$Y2n z=Gqf8wQmbLKfbzmg`@&<_P6h@$&#{m7QZXdRw9p~^|Oqw={#E~WYqllykZn=!Hx*j zAydG?dpP*b{Q>j@m%JW0(RXoXM|#}Pk7rjR-j?+b_|uZzsSg<(0O%!bBUJ9nvVQFZaVHL7%Wbo+&7o3P7%qUrPcHx3}jblN4`4 zxC$HoV$L^kXqF^kz1A@b#s7E7MlWqU+SA<8sQ^uqt@K*xRqWerQ|@3{Et8zL*Eg`w zOXb*3K3xrxl-;YLrMYl*YFgrCgL!&*A#e7RWmWFp(H1f%vNGhuTZVi#nV6h1>S05c z&W@F#7J0k->ttiA_vU^3pdQ}9NX~6;UV#`8snV<%# znT?B76SzixcyI9XI`g40Qt0B+7v?IKIepn^KL`u0S9r2lqkeBp2d@=KduwV~6BCU} zJC{zH0;fES=1)X!^ZyXDTpDVpJerH<_Sp0Ti`JpobF)>e)-mTlIeu5XFqahw&!3K2 z>P)&gAaTiP{rdkUby>v;&H=*ZoqzD1aB^}ooY@0pzwR-`Y~QlwF~pr(fYtyZh%5rs zCY9-c5~Wo~pErPHt(8GRNb98F)%*zssYSlm zA!LvO@^ivO4+w7P1%gpoUWAouKmP`zy@Ad2A6)kLmPq>OQTRk9Ft2&^HM=K|aO_ zQBe)#oNRT1X3Bm-b}tmaChVhaUr~oZayN1l4~|2-U=(;z=r8Y2(r8*MxoTps0i3zu zM!t^#*D|6e|XaRbL#%ZCqELtUc=C?g#3 zEkVU((DP7pSE47pC>*l`%lFGiU!j`mp(~dzxtljbYGo8sWkS%@ zarkspNK8xth38j;gBcJB+BS%)?}#p3sE8B& zaxmm5f`2Cf{KxQNpYtG<5rJo~GU9)@Z1l{}&e@sv!8|A>SWo}#i7_evQe$pqkMxyH z1?b={>JGon-+Ta3L~wNg<_4S~4wV>RoXVMz@nr9U_3PKyz;lUA`4>)?g*$y54|olG z|2QcriD_0#WP@pBOpFK$#nNc!FH{OQ=?k^55+X7Ho3?M?i0(-5#ItAFiMAcI!3MNu zkVha@P7uJSHo{Cub1>ly+F*YaP)#RH@i+l(E@&X)V@XX-g&+_lEl~=-1DNeA4C1-6 zpoul0m4JpmJgLl?ep(VV0H$W1COmjJ_zN#gukSV&4Y9oY_d&5A|845Pl&?x= z*6PC@NOc&U?+iNd$Cs5e`|zQ8^X8#xRTa)IXWdZHX!iz=lXSF7#BcCSmrz&~z;Utg z(?*S%3RE!UW-;5U%_!&{GC^MP zfRDYgF{g%xM%TA*HwIQs{b6j=TSTK7o%iqG&vmNdgxq9xU7cL#J23dqgFYLA*;>fm zA!&0KnWq$_j?)|_x)n3C5CJeznKlKSCnmlGV;lxAs+w2tCgke}v^rkhuuK~H)jvVR z1mKcz5tScB1??If49ANIF#Zvp0%_(46xk2ZGO2ij8Q$4kv|)VmF7c0P z{>Gb;)N}9+o~;_B8NG+!i{a=tA1&{jk0w<{k_&YFq^Fo{eRZ$2zH?$M8*Q?VbiI_9ZOW zww;9m0*Dd>aqAWg$pSQ3LQ<2HQX8Gx|o+Z{YSaZwF*2Na6vScZL`-YRD+6xwS+72zpZM`@BB; z&gbNOh?52Io~QG{5Q}4~0cR3N?kt zXpAMarg)CG%fjsrkXwfQBqz)Vr4K(wbS27uw3)0ylH|II*~a4zw6PQS9kPk$vy|_b zIE7tAtLiu=`qcD{urBB(KSp2BSbkvaSF{PR=6L_EsjaoKUnDNhrKeY^Q}_G#?*T1~ z?DnM!3Qtr@Hqaa~%S80CTA@3Pj7d?;tcKLE#rN^?(+LR)PrcIxji6yR&j8uWja#;C zx$Z3a(U-N!+2%0BogkYse7?@_`0-62dDUWMxHvfKCr5K#rq=!)-#PYMeB%4}lXxcQ zXZsIs1raeG%|`2;g*Z?ChnZ938 z>OZA{von_I0bQg-|Heb#nloyUmO{8J1IeJAmY#_(Z$cp8m@%#b-79F=IgT}deS`v6 zFqAVfW@ns0X4Ft^*nn8~yM!tS6E2rF&`wl#pyKG8m@w(NOis?Zt15UC3>&=e_kfrN zWe^hsq5Hn7&8Y4}MN;n+=&-W}-TR(!uf+&J7a~UG7H16RC`#GcC2U6ZfP*$;rqpR#2En zFTObWMDE7p_r*tZPfQ-Ns|=Kc_H8v}ZNmTV40yn_|GT?=i8oREC7Lcos}#7Zc6Me` zkD*ST>AKO^L78ZfA?40A8*Bp5U}tyr#|gNL5!58Qh;SvKbdF1-Fj*Ho!K0?;yHz%VNTgp~bL@*16#rg19XXQo6HX!mbyMLDt-06R-xERO(elZT#>o;O z!cYLK*uYB9o--ss2*=5FLI$@6Ip_6d$48xfg$f=c2OaD7Cm$0v;i~07E{F;WE;|O% za68!1>+hhaSv{BsSQFN)GZrZ-A)!=(#>{R4_WNB_v)=naUKEQs5*+j>elipLZM#+% zL$}>%cU+=7{$iKYjveP-BRw(-3!QoHm!NFrfDfVtCj=)1zLIr<_vk^ zY3;z{YunzV`%(^DQ#F`}upnX7S(RDDU>QJ{u=9am>lIthzEa`1Uc|5A6Wd{*D1h6Sk zv;=Cv(9zk@P>y`}Rwh)$P+@4;H6!`gu_S;B4jvvO#H6G^2z{bW?QSkEdjPVLPM0L> z!aS>zZDFRF)cPeUXLB)~cHkA!t|qGpnw>$ZU*g#fy%+?SJt#ksPC$wxuO*(tC`8d7 zJ%28MBSm=Gk(Cxk-GqpQR!?>Y#o!Ppp-@L81tED&5HVD`dW)M85p|^{IIO#-?V}br zeH{Id{_tb}XnNr$Aec5fxqVypg^h=q%J@{ zM>Ms`b)lDbTAG8bG6#T#7$Zb(M3P7iZznJ)irpQ36IKG}(d4yk$(1;uC}7%;M8Oa} zy)+7%TfvZcB>j_kWjEI;|1+S4m^ca51oF}_6dLj1@PIBnG=p{_2D^dH#>zXPTn#DU zk0=6!AV)dw)hb~M2t8q-1oCem zQM{(;s1gXE;6y4+zyNB{O(Qj4RPpO#x9cVj6e3lQ0dBABjaWN3GW39Hy}f(!U=8?K zGMtHc=guoJ}T0l_sr7&bJFA%orrE+96f95Gl9 zLD6m3hj8u4e+iQLW<|urB$VtxFh+0?fXGMKwAYYBB|YK9kncO)_!RHJ=;-L2#3u#$ z;ztOI5T~mxj5^oY*QOrdl2AGgj6u3JD<+vQxh>{Jm_!gGK;$T16=!7DiLxLP_jWCh z)*Jq?VpxxKG|lc%ycil5W&pGPBMoxuZqFpp=ORw`tvzIB7Ux}xECCUIhg35~M|48w zqo^k3kaEBAb(MjCpkR73KR;h*@*UDp(*Up*?dVt|`osut5x!s&@l>^A6#}nR=O2FM z=1G~B*^6+tPQm`!UhKr^AQAL}B{+BS;%Pv9$Eojq6de_5BA`y}8v4L(!((Lm&#y!! z?flm76BD&~`@_iQd3boZLq{CduMxam>-bpGPnZdAnC_hYBV`mVF%R0Fcw4HlbIfeq zlp~Kf(al2?gXzaJxGAEOMndM8n3$Irlqk}C>@Ho)XmS#e`Bm%qh-Ffj30^m5G+_Tf^Q1C<4`ltFZ8!8sKn*AjT!qXb^og#HeXU&}@KNhQ)lC z>YC*BXGdPy9^M0y2Bi56(Ev@*JyQ70l%tyH2=X`|VN*AFduzf_wBj|5T)2|6qoaf9 zP^01AgUGxSg-mL!P2*^PQ#D{KQWB{6ksG(#y6Q<&(__33Ilg1ApS-obhhEKxhTBhQ zdJ^5!&qc5bjws!t>ZW05Z%@jxBz8f;pHcrKN|fZYMEn>pS~AjsKfeXda*2o}c=@M> z)hD9M`uvAHma6x`XenJ3#prSly~<5mPl+4-$DNWU!~gD9r}Yv|zjL0bWHqJm&*lx= K471ibp8OxbdTzA< diff --git a/projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/train_rewards.npy b/projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/train_rewards.npy deleted file mode 100644 index c7ad308b6539dc4d3b1edbc7c01569526edbcedb..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2528 zcmbW3%S)7D6o*HvO|*(={cYqkorO?~2x%#96roaF#n4O`n9589A%V~zVAo9$w2a7# zT4r>Cq{~#6sUXyJF`-Rac5#tT);!PVESt^4`JKyq&UxP%=1k|lj;`Li%+btnnlF?N z6w_Tv+InbbnoZJ!gT*7o+`#_9V!rTKZ_D+U3Tt|)FE>RqX zSO0xBuhiHH&%#S^BT>|7S2KYyovoCHozI^ zoaeA_!5^@WJ$T-G^tFj+HuYW;-5hM_UYcH@E?X>LcI5HoOK=&=RJSKZVvey*t7jE;&+ed zL%ef)j&-%|-+QKf#yHQrP2FW!hR$Q0eOO;QpL5&4e)Fz`y6Wyl#(VO7>&bcQ`A(hJ zy7pfoPW==1Yv|nW(|7C~-m~x0b03p`657{2> ziQhhaU(TWJe!PF@@q1&weffK3oc;;Ui}zsw3-@g3avz~F<&Z92v K+w<&Ozx)G23W6;F diff --git a/projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/train_rewards_curve.png b/projects/codes/Sarsa/outputs/CliffWalking-v0/20220803-142740/results/train_rewards_curve.png deleted file mode 100644 index 111f028c18aff0aed4ce84b6028ec940ea6d18a0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 55235 zcmeEtWmJ@3_${G;G=hMnh)S1qD+pMWNVg;1-6bFb0@B?|ht$wr(j_?qL(b4hH{3J7 z|62dg_sjiu*J2hg^PK0|&))kSLsgU%i12CfF)%QQ-n@SG0Rsce9|Hq(5f2Bv zBRB?M1;0d{<+PmD>`a~Aj2%rd6pfwjt?itxEj~SRHF0#Zu(Rdo7UX`;`N-Va+1^Qv zhsWlBKfrD0XvV`X#3%=Da?k#?wi5;hi81pcYN-wu6wyhQh)avKGW_~Ax+HN|^r=?$aOh8eV^v+B0vo2f^;)U_$ z5gz#I$dMa_u%vhWd=r}_XhoT5;K^3rdUL_V;4o6R5-E;; zPl3@#U_|m1{?a4r#iKUE+Y8NM$y2>N<;>v{?JAMmt3!|7deo@EklyZs*WRzn%5iV+ z{cb8J@Jfvmww`I5HOm|Vw-?!|p1=#~guAaqyiXU4x0uLt0N-;Q7DYX2zU3%yk})xP zYIwCw6>H#iJgHe&Qu6uyVC~_~yXB;Y3)@C85m7Lq=W{37Ib~&$Tji}8vsGsNJ{Qg{ zx7T}WYHCh(Ay4UEijbUQ+*vYmMEIOW$Hs#9nCP-4F4l8P44PBKck2QV4jjFu49B1Q zwq_FWH2rw}q$6I_pzpVFr@4j2(psV+a?YxJjYazW9tgySF}07WHM}l5gwZ#t-1oRR z&1FjaJDq6dG$I!a!Or(E^`pAF1DGejNk2u-7^_|LF{SW=JM%yy4{A!+PEIxMr;A<7 zxhZVra<4VB+3VEt_WD%qx0 zD~{H)ZXR@uU8eQ*9J(J!91il=>6LX#zFNY2aVP7a^ia?}a^h3cAm*f=9{K+Me)O7* zb079|l>asvpfvC~R{u)EXe;G6{)T1g^s*k6;Z?Vu6K*d;7h=>kpI=cy=0BkZ49vFbYBS{%CJ%_k0~&&#VSh~52uMDJ@;B~rKt3s$^5QX7(GA`(781< zoxo#=PBeQll3^~p_0eoxlSaukuxiFTb2UvzmW$&d@Dtgv5_;jeZb5}f|+b!zLB z9M02{#CWxctLHZFLg#Zdrsq0qvc1rp+TZ`y!1vswtZ`Q?Pbs}045w}*FV)=6PI$WJ zt3SU!3kALdD&4Kps2wZseR9VGO}%!f5lICTlV3J^p?3mb`kpo-9F{{_o`XbbIr_zu zEL`4IL5*G>=ng2F<}~kvKDZmgXD~%D{QMB*G@&TWXSX2nIQpB-Jj|{&9i%!relW)T zM*U_{agvY?%|xE!N{UsP@pPHKenvit)R{j4cb)&nL_WXQiFH})jb~9&ku@ZZ*BC3) z`{178<=k|VgvWCND(=;21%?erSg~d~@?e0+Y_8gZ&S{X(`}Pu%-_Stg|La}i2W{;> zkgp@bR0eq^Y3MBxwyDYXIu|f`@A>a87?DkZ)(pk z?y;n`@sCJ!E;M_I6YWnDgndhYD{?;=NM4giMzc3egkL&K5dX~U5wk3;m(&C*>oKGeC+R+^v_doWEj z_D$?FhmLzJ_8?L6=xEocW6Ao_=`aML41MJes!4R^JAcx16Z~FAKMA)550-!zZF;9Y zw05iG?|9absdlDd?rE-b7H_5>wKceGxr5rQUk>B2ULIMbMV#SK8MtQ;l~#Qss@2fY zIN0xHtO6Ct&cR`mnH;Mm7K+Xk5bl+IcddHIU-c1+sX`TY2&qH&mfM?4q!oyd^~~=8 zk3%G8L$24fzMDfoTRyMF_>(-v)E<*W{T}ed50N|%PT@`@E4@*|(umOM6?6ar&UTjj zU0WfC)2)1?tPw5q&~&p*pM(h|@rb@y7AIt~S>@-x`_JAd{cvv9J)a%%omx9>N3Yj6 zGG^;#&!hFR?=*s8=n1b}Q{2>&VY1RuUY29ASWkEr~Vk+V)j}1#u zaiyrZY&nobY7tlZ3^PjN0B_pBi|bti=No*2=BtB&&t_(aA<|a?Xuv}r3M0Jv196C! z18^A@!#K(o!P*P^opmyb(d%k%U0tE1QRte^3FltEx!lYD`7(MlzZ14D{Npw!_v3jCwqtybfj!suU%bt=DMd_Z(P88nJ3K|Ub~{)tyhjX zgw$8fPbjT`Co!W-Nx1c#2;`B$oK3lYV?sE0 z!#B|BzkZMn3)0iWfC^bqbg z?nwbmTZ@B8?=>BsosaktuTLNQoX(rw*nC@&zFH#Db6*O+y593cZ5Ee9*S5F}ThfY( z*mqlReF4B+#Bt|45d9=yWrzyNyuCsR)pFB=PVj{M*?XgopnDSMtFdr!Gw(|nLMUo_ zNEq?Gcf}YCRS5G88BOZ!QIJmV{`i09C}A0e-Zd6vs~{VhM!Hw6%a80p*d zkt={breKNm{H~9oKFYn!Q4$^4Bob|!vasOm|!811(TdQISY0GYZ7GoltQoLozj8 z-0fgBR(TGJa;(>?HYc;KrEPN_M7O-dcP^m0d4nuyx;}xSr(w}MH7h3Wwz~?5(b`v9 z+r`QOZfs{v6-`Yurw8|E>l~QNTP}*Y7_Gtgwr8tC045*&;_+cyflv{L*z~@d5CDvz z3joj`z#TB><%&v6(bK^?O3fWXt$>m!PCgVd8>Ukd+jzp@du9xa=zT;J;RyQEb5L`; z4O`rY9-TWLpc9;pMfrY?TmtJWBsYGvG4US}x!kE0J(+>1?e+plc>VGvrXOga`|c7L zaq;mEfT>hjOgwX{2TeOU^X4eu-?zld($XCy{Mp5HYsNm`yVYc~4C9ra2nm4afap!a zT}9}S=N!|c>s^wzzlCbal3qgZ61fGX2{6#LmY?BSbbhuHC5;4qaOr2P5|+_ai8ciVMbh-u z#qn0MxEr?{+yS?!=+-q;*p4BbipO+g{8yUq#l{;*c|ifMeik4n{Kg%3gzOduTW_!J z&|R~v>ENxCxQU6$)w+W8GQc9i&hjPuBwgG3;IOc;>fT=aa9k3GG}q+!Xd*VWH7&xT z3$?~PBF)=pa6%3)Erl>Xqlw5VVh3Qt0PsOhl>#}EIfBlbBK6`VQKx4h;UI1Pn1Dvc z81cT=)uk1lcaD8{k_mWrX=&-zre-Ue-j0utSFc>6q;LD^-Qew9weSuQl6a-lr#w7S zxD4)X6hr9zLDTK*?0}9A8DG%9s{og=ZQK!h(JH0Sow!q#6bAZ}+quu^_;?2(xG_^h z!^3&t8527M*SHQC!GRqyPv5a}ahWW4g$8vRcP#NnzYYo}psF+-qDe_fVdddL0q~@q z$X7Ny-JM4#umnhp621Cy$`9DoqK-d3n5$#lSIPZas|lj0I1fvjfO&MY2T*v+8ow24`gx^VDv}_kBwi6)KcDcY^+ij>&&J@ zDZ$fQf>CZtO2qu8gNvOc((lh1U{IS}C{)M-@s*gqA0z^L)on&-W$@c}Tmg{$-Ka3A z_;iXOnJv#&=rp#iC z597Lb1U)rCwR_c+CFS(>>4o9;*Z^y=7q_cMkjj1+3U(C7>5%MoA^Y3Qr>3eP7X z*iY{D01TlI=`?mqz{kfId*J8KX5Zjg<{4Y>gaS+7(Gx+te|gPm*aE*|dTt9BdHeS5 z;Fd3tLwPEWjq?%*f0)t4<)fzNA?UTB%#{BDxq;b-`qQs#*W8^W7oNli!7;qv)NG_% zS?!Cpi7a%W6BiSkses^mo$e}LWW14J=`ou0LVY6tIGjA0DPr)>-ZU0W_o(Mqj;!#YEhBv!=4T6 z^ot8mjIi)chjBkOK~v7K9A4`g-qcvDr+h5C z0CSLlV6LJm1yEpe>gs@O4WNrG>t*1-%WJsjR;dJ#9-t_2NEik|#yNiZ9|;MRhxN{x;vDidJAm=V;)@X$6&JH{aBKoluspN&$QoP-JnBwKJ3;qv3B}WNlEE#etAtzJRA;J>g76Oe1(CJ z8w`i*0VOvKfG7FjxIGZJ%KO~Wwr&ZByXEXtS=}_irzXoRh7o@2n#2I zlua?V;@DtkB*4e_caIK?pPSRcCm`Ub(G>$RP-CbCT(lSID<~i^Q^Xnp?_6H~q{i!f zTDOKmRY7_qf1<3ctS}pD>`JFkUh6`x97oNn1V>Z-pmF)H5k4C09U(45q#x<9BMl$0n)+!|CG5&rRM&^>AM8 zF)9LdWvOt$GWPD6p-0vIZchDA7HNr}^kUfGh~0mq@EB z)1gm?$f56y(hCw(vCkBj(e!%Gv>U8SR&}*N;cF8hH-VEfM<{s`2TTCa5*TMXEUl)? z)_{Ys3er|M(`zL{*m|q^pr3<~M&MhvY)Fc*R<0wpbN0bTex~ci0>9bt=aCG_5}lg< zlPff^=y7Y-+I~SR3ZUuVXsg-;74}Bb6Re{Sg-0mN z{LTjq|G7(`y%sd6p$CW@5|ozCEL6)sn1Mv`0oXn`JUoXXZoVS+lwlfoj<)u|198#% z2*_&sKwJ_uMoL^CP3U>;)Z{@@@1Zps(2Z<{=lz=KhbD=+u!Erjw!IG+RWe`-zkyHl zq8#5B7@|oc4v!x^cmQZkjP%WZ6l++FYXaG*oT;4L-P(CqTELeG>BZs%t)~7Bi|^Tk zP$a{EXi7XsbF%`~T&-4LNwoTHfV)1^o8+jGqtOy&=P*)|e|bVh$X zQrFSx2c26RtkRBH1{khVek|I`9N=k9GvfV&c3gl(MD!W?CyG`$65J*Zt((#udLBw% zWdCHvM@LEetevFp9GNN#WSKS?GFra=xbfy&NBMhSxcueI&Hx zL{oQ}34xwS`hn|HL}ulAS-U7IO%^m*63HV{bl!-HilT`K+Vt9UxJhpZrl|XNMQ`0! zS>qYV&Ub))f&tN?gJykKQu@44+5KeJ3|%sS_C7%`ui;q-)!?+>aj~JpR%xvxuf6!T6JAAF0gq1t2W;ENpB{R{uo9eJ^+PHSC@}cmHSPkz;hkS=`Dub-@#{zbRG&aXr(0Du1@r9j>2f#lNz_5Cn3 z>J{kxf6!%}8zt3`)|8;Q6yUbP%nFgKfCg_?kGU#86ttxH_3KwP6q@JEg#v&E&}9gV z)E_-?w6%pE9(pmauDm0qF3cIcw)xOJ0~oiqsd?P=2tZZbfn$rdOg$xP79N_Vz4Y=D zM;lGb($@lzp6^Tf(${Qg<3jv8gKvHN5)k`CKm&r&)+gFNs?*~JQ|bkcd?j#-PiAja$ zvE|LpX=`e>$V<{7>@|?_B*23aMqKZ@J>)gQ5O>{P1g?`YXz`D4f@A@@fBAtn70>4P ze0w)1i#OKSjX?8A^Se1myDHcq@Tg-6z2WewT%iWA@D1&dB<$q3~< zT}qNwCPtM+V!S!6XyzK}lx5%ftBAC`XQeaoi)u&3QX*_MW?Yj1BF1yv(mk3Xki{>9cgKdr;>sX z@1{&~BY27|wu|k0842C$t=$T&wil1r8qa!ZX=f{I3pH!Go~%f~u|?ua3|ljRj0d}q z5UIq(#9n~9T2SkU=#3lVmGvOzP+dlSB`4h<2m^7F+5uy!*8H*vXe22lgo5s$m-Q^H zYsXKw{Yx&+zX+a4<@!Mo1mBZ?<7ahcN!?lFY2Ohmhc?G?lqQNXG7_KJ1vO`HJ#jFu~!pH*0zh7k4mjjyh1B z2$cbzaW`??dV_BDaARg;U2NLr1%Q%>(W*arAvNn#Q(ZlCt-YUYA=Nl zgFK!_++qgTGx**_B*V`}@6#3aQ<;&hRf~4oi!HZy8tPQ0M@g0E@lJR4@rTST)Iuu) zSt#vr7L(m-Nh7=D5GICny%h>X0*tNAmLz_DHq2m(@HcD7C47aI>)-6utj6RZ0i$(3v;sSGx(|$0!Ajv9$h)3tWtw-YWg#`Ntz?PHnUm(< z9?ImWSC?u!;?Bmm2MXd2Vjn5wZu$7KM8XM_Xa>5->@uOqD_+c&m-m?y~^*#I#2|J)(NUC~mXuFb`~Q3>MA9PnNsg}CYSM~%xE zrquA~mZ{#}HJBfbKA|bHs%-Ri8S?!~^k=~Q5`a+MR^KEc6pA>*|12n0*>z}`{(6Jib z@Pkkxr>Vx0gepyfG78pSJODNhQ&UAx>!QPgm?&K@FEB5qzj=O@A{}Uix(k zL!;9M)qU)W!STH^#WqsPEZ}KAdm+DVzRdv=O zM~mK4SJsUA4E%8oNgNXlcr5zljg~9J??rN!oLSxBN^@c|+w%xh-J95I}Wi$7JL34%-Sllzck|5K3!BEiV|z*RhK`2#bfE!Sof(pF@<>?vfRDd7asN2BCr__u zv74l}%EFC&&#z(Hb*Q=7lV{6S;NMb;Pny>i>*0B=#_kf&t-cwoCoH1ouaN6+S1)W1 zp}(Y)i_&{`D_>%J9XGeLk&f@CH74fBa!N)O)_!0~Aqh|;n(Ts ztKD4%Ijj=LJ@PpfRu%v^_k47^Z}nXWZSw;|ZVp9tPlc+$&HWlTo?z^HT<}|N!s@r? zJm5Do_&Rg4dS1Jqr}nJx95H@>dbbbpZs&$KqO?KwY$M?sdC22kmu~drZP#*xXv;Yop4I-!tfPpLQDLfxaF| zd`-}^;|j|-b(atjJRY>wP+!ZsdEPf5&Ko_Jxn2r+5MfDudJ5NL48FJf@P*T(ju~u; zJzKl?TI?I;Oi?WRIxc43%{E2jt$L}jFHo0-Gxrd-8;rRx(LZgbYP)6QCL=I=B3ZKq zndr9d8(BI3smAOH1`iCUP{N+uW~O#X@C5w!eWi=txA!3Qm128keNk||8qT=>9F}K6 zRbDps~RKk1*3dtf#}O+KR&w)X&%#xhLTp-mvq zm-Qr-Y5~@dxM__1MrkNTGdZI%X{|e*xR%X}=soedIJelqgFzAF*?W6$s=hkNzvrB{ zM|hRYYbZa$3J#tXfWkVbyf(#?#066$v$z>7Kdo$SphkDbq)7to4@95OXiUiK$7aUU zZq;2h6vd$Vr*H)51w1%YsI|g7Hmoy@9X&NaJ>yg^7X+>ad2WsnL_0_40%XT_)LklE_uXl3EagGutOISgf9SaQg>EmE& z!lm)vc=?^I>8-m*dM{S&{9iosADONq;Gmf_w^hnim{g-9j&G7+92%mB8k)&GZ}urE z5q(V*VN*xJWs&@~$CZX=E+%7-c!=wQXo3+he_lh)Nnw2DJ))M~75m;DW~3N#NWX%W zb8RE*w5-oNe;=39H!!%J$5mgCK|OhA)Kar5 z5U;(t3!$RZtzO8)FwTi^ZzQBjdPAfXp+VC2BgPuvTS;sVtALNAvfWYty zVaTJvY}UyduAnO>;PPv!AxvQ{d^nl!_%cTZ#_!G!H!BJda_~k~R3NN`rX9wsUm_1( zBIxhPkYUlcGx!kGLTuf16o~KAt zQ+;kMPWix)D42S@W!qoyDN@q%5i{O_|{9;CpI7}*Y=kt_y|6uGZ;?tIjhGD~$6tc17)Za52d`~Lk-8>8%-5DT($Ms41j zp(?Z!U&QA`1yBX0khc(7j_8IRb9Gv_x!O>3D@h_2y_aKu`VE>Hk!$A{&ABrmHOVeY z3k!|cN9%kH)zoAGXNan$Rf@f{K>O)+T;xk1SGs!&zZXjiL4;mbS{OFD9HT zsJJ6jMBm|HzpGrw3z|jHWz|T&5|Mt(3T31Zupjq&_=(^stvQ2EQ&t2MD5*a`waV13 zLgs6Vtd3w%#>iK*x>T*kwzKnHN$ux(*l-&1vMH;9nZ$z}&YUr!xhrF+rXUQu5+y1_ zbK&rOrdqc(ndWg(q2LQOP7lB9NSs3)1d?Q8iVP&GX%Ataf;t6sZ=xIaqms^v(>Bo; z+iD9hdBo;>Fm{Og>WAr>m%J1|o0;GHsO8pQf2F(>6^=CYg~GfS{;U+)Y(JulOzE)j zGm<}(j zPeXYm8V>9s6g^Q?5?sCGOACt8L=wnM-Gl&>=iWjEih?^Ud}NEv&LE>sfs@$N zX{BB9yU-;~_tUc3-!=)gG+Y_7LyytBd8*lTk*_QwL;rTb-9P^nQND$Vm=aZ(014WY z%`Q-LcNVc-d#|l139semhNSLzY;C)60RB{1N-ZVfs918F+Q?K(H z&4cU@E00{>9vriN{IpO$ksS_~A8=UEFj21IEvV&$bc-;^4s753tPmB7x>2HA|Kz=O zza^n2NJZECvL}ji)Q^>V`u1CZ2Vt0g_yaj@J)hyvku=c?&}Gyi*CbM`r=tI)p0#hB zdcD9**@i!hZ&)n?(wAv*4Rc#R+e;6c;-2cxgoQxXRqM=rgG;JxJ0v|_`>*d4fA?L( zXqdM}Z*1&>Jt^SeQVW=qqEBf62R_ZQpDo18y@TwFI;mE-QGMw zSx*oHyK@>k5X0@z-cRNp+>;f0!pwwJp%JjU3agYJn<(ylW@=O$wwt=eDWR4$ML9{I9A9e_15$6T#MHK{qo4KJE4?9BbN-W6 ze)J4ZZ$m4wy0N<)ccxu2ivC@U*Rto-p%HJ><3v!hHj!Zu{CH&)x2bnw2qmQwQVXLu zl-y=l5+)w$Z}w^hpIOQi4Vuln&Ntut`WULhu-?tN7OX7*#Tgw9mbcYtS}bIpCiQP9 z;Jx!&Tj)KHg&FDwL-$kwNYXaNZ=}R0Q&2w77kZzq%Pmb+-Uz8GLbeR9?J`-8ZF(;&lr7%}`i|Qh#CLfhhu;MX@neOT^|kTf=g1Q8FZ-@X7s%6d4|2n4-ou zjX6P=eru%BOjAbbu%ng2pQdLAm1+bp+xM((dPgGiEIxW}CB@eSE`8+7cjYLeG_9sO z`Fn$_n2N=k=Z;fQHeLQEU$%Saqv&lHU&+;H0z;aGuPet0`wz#aO6+%vviJ9%o<+8P ziF^?h5b0T|DJ4G@xd#8im?M^RYtQZ`Kt4qPQ}y-`2~q48^`?n@Nv=wF{WgP+@?xH> z1-Pl`GttfyieT&AbU3XKoFV%%5PuQ=YTa*!zU}Y8k$ib&9me%4X+0ZW0wVqjuCNdg+ve$hsf*qwY!kxPdn`*n1Hgs2fx-yx?Pj<5Lb z@G>&QI`gK+Si~e0%U%m4gU!U<+@&OHpHV_w7V5~9`23oC!DLp@sVY+|NzmqB!^W|U z&M#;f+--@-KZ&Xv)CLyhjgfu(T?>t9HxWe+dD&YCy?f*O`nya(A>`e;yS`w6QP2=& z_TK~<44UbXq9W686PqtKx4Q4j6#2$<_8%V?(Tcrx2|dRq(~JCFe-o({IrTdTAITX- zes_qXE!#e5zT#6{H1?r=;|lTOl-5n=m)$Hu=sF5c?PXkstF8*RBmP0x2n|o{ZpyO) z1nHUgr-_1$IPx#2qAw3(^{9zoND25INl`UaCC5~SLkm*#Ml{q6-5Ks$(&Ez?)W&jo zrMhoV5^aAE*0pQ0Phm4J)$(&*pH@7mC(%k%*N4NLYNhqmx~&FWE2?y)%LyWB{)98y znpq8AzuzuDYd2E|Ou!sU{K22DJbXLpx2*+1%BMlb-y;6>Oj9=HsL<|I(Hrw-b2gp< z6RQnuQVaMy`*WwDTCNpN#XyOf%4~)_L$jMv-dAoGLaXfbe+6gt)iteCiP$`!bBkDF z1io{kR*4zXS1!qGdD;e?8?<9uCgpWsDk|3Jm_CSERl*kc*Ig+AuD9-&>|Z!;Wu0${ zxdq-E63tcNELs+usu*#!KNy)1IiN^^$*!{P#EGWN&SvGS5}np88eWlhS_<)3{~|78 z+E48pGf-HpK{&bCGR2p%&lE8te&>DI9UW01rJ7wqF42gS)Ob^bjhBCk2}$>5!JsF` zMIT)_Un22yuM2rhm;KWTqjbpCik=@!W>G_)LGe_75zLZoU4p6l%Z9`e7mHvNun#D8rO>u^FHT`WQV6h{0P+g8TRi z@2PB*2Ok12Y9M1y2&yg!lQAgl_^yF#fAHs%JmH^rMGZAyqseKHio!mL@ojv#ch$}t zskL7IOY$>AYe2$3yXw+_?FYB3!oeKw*$|o(SI*-h&r61=ftM}(Z4OH$)H?(d<5E+E zYQ$V4CJHX$Y|l3#Y#4I&29IlCc%0`f(LS^e7_;ny8q?(7$Y;K)i*30C(yi@xE8sZm>BG(LV4HY_!zzaOfk(s5+o~K~PPmb!JUF;a9nDddn*GquN6tP&ei_YQCldY#y4LWoI7-oP^JtNkJ~Bo>$O`UY zZO;CAZD3^oIPK{jO(|vf5$=|h$qvpDO1-ynQP|A;jrxObc2Am~-uM(ylC+C@i>GQfBCz%v%#LTQ-!(u@kN=M`j?5eQh z=|^+pj&A-9@|?ijev+2PdM1+|En+rzD`?t z>OtyTKJtNN!4|sA-q4ZUsP;NznoBY_wdIZ?HVt)=f+wkaY2v|KzPAje^x52UQ1yZU zZX-aM(BAsrSy{zs6`jS-oe%fE=KQVg>MmRQra@r>+!hmE^{Uy__tFM^OWMU4&Z6qJ zbw=z_tu1IzUbwrY#zZM+>toUuRPdQnurxJ~y}1QR%DLxVQHJ?!*b&nW$!#Rfc3Wv% zz4n0l?G^nA>OH1FbD9Po|V66q^ceMcqKv7|EX z1SN&Vg-zxQ33bW+i+1Kg3!*aj~o=)RWMj>E5v>dLfSW?0XQHk-7-_Mib!5m48 zKgCb^0_q`T#Bu)+U>Jcr0|BAV8Z~oYDLZ)}js558E*H;q`fl9q& z{rgFXlV-CZkZ8n7Z!lT>rFH-%@iQNJ%(oIRu{biA>o)I}4TqDCQP73Se+>K@g?P3q z6+8D8|LtE>?r$vtw-H)JUk1Xx#{24?Wq#R=XzXt>l4QKwtCHO&V{^}Ak|UW)nZP8$ ztoXdv=}bT`R;fo-;7&I!2^R_zqCm2=G)YjOb46aHBOv8O->s}9@xVXrN<*q(I-Gli z{ZG^D*XusuT$>CQ85cG#FE-QEgC3!dr2<7#(0}Iz|=Sft!e3u_h zr(el~J`%jAw(ua=TOPoLFs+p#h0xF}4DI#Omph82d`a%_(kB$`^k@b?s3&s5X? z`XnJtnAziB@D+Jd!=@i=DTkIX`NQJkxib6JZabNP0Y1Cr_j)!7`u- zo$dyD;rC;P4q+X{&-?zN8yJn`_7mAqFR}gUAp>11M~`N z8=k?V7jB~J`tRP@(g(fhOxH`Y2CS|rJPDPUbiloH<>nf9)I6AugOmida zwaqWSl30LpWY!_xS>RBRM!G8O)@0}=kg#?4g8!}hh={bFGb}2 zPB351$|tv;T4DGLzwS54_L#RmCHuDZ+^7wNj-gCHV)|H9`ESvAMqQ9 zrWvUS<4By7n#7zUB^>b+wf(Wfplih}5&IDl+Edm1{SF_-QTWo@69kIlZ+UjxUDc0G zRV^I^Ubv1|!?=A!!v7-DPBHKr4o1K1oIU0O`p%TypS**ZN3>Tz%*xrjXfP+q+&~)z zQFedS+hx08$@$mrBP9vjKz7TlvcjW|O8S?UIp<9~nQd$>Bh+i(HG^;*R-V1?%R`Nt z(g!YoC&1V`S8{}bzx z$g1@#WQnWb7qh+c4VIt&4&-u*{*C|@cgNs~^-^`3;OZ-ymjP2v(Q$qoG=J$XtD`i$ z6E=NNqq**OHL+21#iC|^UQgM<`V}J#pN92+A?s6P*J1nSQ%)_N=h(ErqGC6wK~sz`s6 z-3S&*9Q*9&uzDISEXRADnU``)z_}mf%L>{FX<$-AzfCVw2r~nj`edpM86V}!Yx+7s zdo)G|WAoBzRYAs)BOAC)(J7^ANQ0jHW)BaWX_Gb=jCGMBd!D9swK1hQvlQ%RP6c1c z52O^1LsSWH7A2S1>7I6CHa{2)Cz?oV_;-g!+AC_rlI|m&V2D~|Mr4B@`AE&kVous= zVZ>@>H(yxHtl?7oZ3*P12f1M(;qT+ak;3CfHmMt|XAumkyc*XRypCrja-y;vj*6IC zNh`*Gv%IIQOY_C1hLMwzY;o}qDl80f)uUx>>n@x#+)elm3w)D0USQkYUa*Z_1*{HU zidnY%-@)aLrEB{kT6NEea&OhFameb=86R1wVn3GeX1=CC_SfRX#eH9JMCw9a}8tm`It0U zY!Z7}3b&NX>%g+Wg z?3n_GTOzjum@!!A8lu%z=O+h-`j=`>*uJOT-j&jZrYLerwH$Y^Q2$U%65*uP&cpal z8exev`&Hc*(!2AB^iro!Nwo{|w8DL$q3Jk8qi7_}ew`GswR=B{v7k3Lct0;prP0hN z){L-Xs5Ir?QbEn;*kg>;5-d5xo-HNU;}_+_`VG(&r^xUTmrcilH^#jxA`7>J=1ZiZ z=B9|+u1zgwfeqIpLhhkZf;Q_YHii{qBLV1q-J`dg*yax!vtNI~rY85V_+6`doTRi3 zh|+r$YV~2D#|6D4Pa*F!jUHk)qy2tK>#+KuSp%xEJj=WwX}QB~mXD}AN2z%Z4Ejof zHX=omq{vfcpN@Rp6aJr^A=)bg{_c1)VI0BO=0+b8krP4_Hyvt&-@YbC|G=u@*Xfy3 zVe9phV$q$98lct`gy=OSxe#Uq?ftY;fjgl3MHm&eWwo~@B1f=~^$c<}^BVMt6L1wO zCH3CuJAEU=KB&ujl*mi0;YPSv%pbMXZo)V|N4AU{|E$R}mR)gDU#0PcYSojK>!`xi zs`*@x8kf;QU<-?=0dJ(gb8TQ5u~T)fv8!ud>cU#;QZ3aSP!fB?m~DTB`|1<%A~;?0 zk-`k-%US~s(Q4$n@$Ipi;uG)Kq1)2#-F*$t=ILS35F7bIX%p21yUl{Is&DOkeApdR7rXCT3mo6 zs+w*@xM$bwc9-6}EaJ1_tT)sS_NF+dGZ6c0>Hy8OA9T9!iVfTSJU6{$f!4&rNi;?N zz}b%NH*|d;w-b3PqnZIuf(=OYh+53;Q9n769jxTEBfvzx#XGZqjE1Jyj95@H{|h3> zWS$skN}X#T8+kCea{jP?EBVB!jbXW6Vr$%4CXZBRX!9BI#(B}QMxf~?woPorOUFmw zNSDbWH1H)s>W(#;eBis4dYQZR8SY6{%s;7~y!s&G&#+=jwS{d?-e{bG*e&0_g#@rniD5S2x?klULo3oo1~M( z#3k`_oe2|Xv5&y_OpTL?D>vo(HC~gLD3*6{p#YnOx(IisbA6n=6WV3^;dPq)+r!#} z?mx8N%WSKi{_}6J>(&Y4tZ znp0>^l4!4V@*HDIw8vq;kSe?2Bw2Itce?Zf?l5VUyjF7s7oDz<6s;`e-47U}?n^5L zyv*L0+QtXYNwEr)hj1_0VDH@oTBte(CDNT*yxPCDxw0MFLbf1W)KMj&v_M3(l%9PX zr4Ms`&e0H4vE6yQYZxlR{e1cm_i^>P?3sj;>vXkaFM07p;p#RdMj34Eh1a9+6WMdV zoYXmwtCu7nGfE9>R$f=jO9pkKv{EE{WtziwuXc;=%zi+mCtPo6x!{pHB1vY~RS#j+ zL9RnXsO)yVxNA(Be`S6W6B01{`%6`$DwPkU1*0YMy!Rd7ir*`zAf{ovc7ejCZ*WG)@)!*pPgJ(k?M*c;zS z*!FE5IM79xIk5dO@y|C*4^9!wM|(Xq`ns}SKm~xkg6INyU|8lz@PI=URkI(`ZSe3Q zFnJgE^n?)_KT!@Wmi>WB)V`|#A8elig|svAsta24YH4%xt&N2|i{s}<)=dex&gA*> zBQqH!S)+!$QU-lE`w#EW{bRUsW8h01QpFBB-3t@<=ffnoDO=J)$V2O~(^6{)HATMZ zh(Gm0>ma!QN@HzQ#`bo~I_$8?JS8K?=;zlb zVco;vM2UqhL1p>N%%=)3Zv&Dc=L@f={b7%KQP0aGy4IYk;P8tfZ425j1R=zt*k69U zFeT11_2M4-?vVcJft&{J?{;>K&i_NzTgOG!MeW~b=mw=>=#WrC5C)J=B?L(+5tQz3 zMx+~*2I=l@7)j|AkdlxNK?Mut-NXGnzt8jjasT11Gjq;9d+)RMwbr`6XU6xZ7~b9S z``*cGmwy?kx@bV^!GS>LmA3iE@t}EZn zjG;?oT4qXpk`7<{#Xa)7rLD@DK|)?J#(jRBJs9Lxo@aX#$FE-9_}0gZxN}I}Ym|zq zEVx+5v>lp5PS7aW3qvrMb5|0@?^y3rWj*wV_brY#mr8lEVZoQ0gHg(la+~(X>lva3 ze|$CNR3*MSO(8`RV;<)vv{$v`94o;%*%>|jr2Z9&dQT*M97O`?rLXPi)Qcgj^}xaJ zd-))%tiwN-@7!bC(9vdNwPo7*F&10-*xZlmGGVDX>Q%;u?H#QEre)cB`&gqsj z`zSOPkCo0e>-aMG21U+4c?z$T@g|H#a_+lVaf6mx45E$b)Q5BF!=)!OL^0pWVIG4k zqug}aRzBHTf{z|)d0#c~;PqQQ8$N4OD_K4mqo-->%N4~Cb$wAK9n~(EqsV2w6R@+p zCzh!;oKUpY5Ap904PJbZ(`

S`9f+=%e>Lk}_A_FmC-V7! z?le54nLuuoD(2H+Mm3Z!G3AI-ZT>xqsbklWriu!6M=^E_X2>px{4RUM4e7dqiFp~D zUJQyO2*jjr#a78KU2e2S?`Tf5J`*?XA@%ALQEFdzJ+@(ON)~C+o`k7wfOqE?UACWZ zWJbuG9qixEC51$p+_}kmy0H~9-$g7_jX}QJzFF=Lk4q$*_HSt#ckHCSLM}1MIrdse2&~dMW5J`Jyj-#961z* zmV;P3&oKYCKBqp*v*2{gc*?<>(zB~6Y;p;E_ss1*QxH)c%WEx)KaF`&`#8#2Jbm$0?&i(8xzKLx1FyALr z%6l`pwZ13Fart?3pXdP#R7JB%(S8eRFgIUK8~XUuCBcFmX~LA*yV43B@mOgh?t|L> z5Uit6rn1oN4Go3}Olz-!+ltKNf#_mlif>_7D>CvMrB#MA?}_c}$3$*KS~qh}L3x_} za5wXR8qebRpel9us$(sg$z|A-T%fpVNBH52-^ax4N6LQ%v{%G*LQzRUWMzi&JKyU^ zbH+7y1Hqbj$S(e|xuy&*1LXEXPx{?^f77i4(}-VcJs71Co#>}GTz@r$UlnA;^sWE3 z_Y0>RZ_7VC=a#h%3ryFl;~5>v3$0wzk$G(>6WEyeWw%Qqg--4cjmmtwbly&tNoSLl z0AuQ_5xA&Cxe1o=U+?263hgqz#DzNQP*zKwztPTrJT)m+l(Xaf4rq@89e9}*9L>Z0 zc+m$xnn_C>aeALm(kc55e1kSFQuZ2^128peI@Mk1Hz>pr{8aH_Ty?DOtFLd0n{L9^ zzPq8+EBl=2(ML>^OAhBEFd9%kAapUsj{;!5ObvCjMp}{0R}P zwteW;qgd3CP_6=#9Us1r8B@!on|4Iz{@p+)a6`Zdz?W`LFhF;fY7I6{0UEKZ9 z8rR`U99!;cAue0999hm4!}#XY_MccLz4z$y;C5c<{I7^5nc&KEJDQdXxJ)f|@bmgk z=RL4he3!^D#I$B_;Sq=^w!yTZe5G{wy3~>s+bdk9-<0MV8POs6?CwwFX3yJ$;$a9Q z_g}X!=9<3_QO_?m)5j@|uelA5^MK4^oW*9%kKX(IQwjlY$lbN&hfne*k1+RKmrP<& z;aAM{R(A$u>PixSS2^8`jDw-t?8Ne#qG8xW!Mr{fZN!&BJ~cPjy27lV`}@LgD?0tAeM%7L~{8(OCse#7*z)Nf8iDh&YJZF}(A1K&$4P9vu^(lS+b!Dxu zDr^1mboMIryA3mcETH8+?@2b&Y8=|H7<#VYy{cEp2AcJwDjLya(;T8vk&hn4Qb&w-~YKy$dfSn}cS z6G?0oL!P~md*+ANddmbhD~5!k|9us-nqYbsrLYx77Z)iu^|!>haaBV@pZn`Q>xE2cVegr?mH{NgE4Kb^&=;xFoZG6Ngp-7%K!c7C4VN^ zA53zF9yBjJD11ixZ-DgXYR#nG!P`Kp>Wx{*p0a9Qa}Cr}`7_>PYK%7zoY0W6;odAd zH9i@eB_xg-cTQdAgus!Y)-Bp}qgm!8o_8pii!)FujBrlCRhhSB9*{%i|;o)jP6 z&1=$bt@_b^wr8#sdk@Zw4JM=OGw?9o&v$bXqk7NH?M#xs6phzNm~;GEYlX&8luZob z27;;kQ1Oj(oWb46v_6DMpf!)N2JWp%nz7yG0}E;YyM3)nF<)p4@>hOVgNlF$(nQ+N zD2Fy7#&odR{{|IFb3~~)@`-OS1YWZyXv*OsX5lhH0_ZjeE8iDSQi}a(4Mu=K$kiiSOxMdtsB8M501quMSp?9KEtIg z;yCRMRcHOm4Oy>VKSmMUDGM)%yv)Y>(M@FTsq?6u2K;cdOP#?u`;RzgcIKz*Ny~j<{=9LB`|DLq>BKRyx%rZJP-0THmPX1l)Loh6a(}wkg(PEWu(nR7}!TX2~)%u*&)RX6rOfpwtF-?kXM~yBa zeOiou4s7qhOFVkxa|r91X7y-MlDsX}g~GR8?p@xI{O~0`iw8mv;imFdRxb z`kWtK-HjVC`UvN<0xEYygC3L{mlf-@(K4pTVH*GHJnyBN%a^;nHg0p!>lVqV@WhzO zHLN|#mh$`?@Vl?GwyIHAJDknosx&8+1sB7La|oU^=e3qHha(x5k-E1YjnY5xLNH4Q z`cAVwCCew*v_76dOFcV8iI#BELt%eV5b-6eV$#XzN~=@z8K^=bp0+p4H+9vOR@Y+6 z49^;l2$`ol5uS)xE?QdQcvZ)p1y(H&|Mzs=rgQ|-v1CN6V5@5{sRBtluHVhijb#s_ z)53PCk1#B}b#vv~1S;Yad#P-Urfg?D!6&8x8Ff*MK8#`l@ow?-!>3W5g$@Wf&mUH7 zd#;>8Li*;r%)AX*k`*NWczckb! zbthgdTyRXYxp=H2@%I@!Tnc0k{}NPar%p7fwy5#o)^>;?m1ei%WEN8}tt*c`B)D(S zI1#+loLdR>r+VqVH%FN{&6cR5AQY|apR#$QfLN^_GcAkhc?g5sMOE(cd5|nS9*O80 zd9|Di0-W&Xac~9sQsSHVlO|8GQwtEAPr0R9UV9v4jt^ZqW-1oh@xNZ}ppEDI*P9Uq zGQUj2oPNI-v?#DsK{WZxc9o?;rW9dBf%)xj?P^uA zvH&0wwy1K@L~(|y#9CPDD0a-~I2mR)ffNt2x8z;k*oEWv*}RXM$1Z2pYYnK__GuEy zq52wEw@a~$-@CxRw|Cq7oBwT$z}&^%-`N@Wgq^D1r&iKETKnr@Gs{IZBo+MX@3irV zF$ug}PTMZwtAP=nq81`x;^OKM;@1m1gwOn15MN1@yl#@ET!d}LlR|U<^uyR(2~wC* zq{2NVu^)+lhUs$^wMLbw%*x zy*%#s^5Gh3%yvfJA~-By@ium{fy;3n_I7c?);IKK_lEXLzH6PZw)1a0Zc+oqEYiJ!9v=i} zPJiJkO~g#qOw|&!&y5yN!eaO>+^-he_aQpbZcRjnYcXMowqVdXuDlk!uK4}@6D%3h zafHsm(Jia&kvlgd2cwnmpC!Cz@xCdK3Tut9)xr^{vx)VM$aVFZkl-?;*nR)R`_X0d z@#v?0owC@SGtYT$`--y$Hp4`BH-VKnNe(yfz8+I)4X)echVP$V#1-7Bj6WW}X#4$j zM~xZyAa`(Y%_j7w?A+~^tPX3=Fq!j2(7JqG07g;lCNA5wN?@h_tOpkKKQ*+!pnD!Uqbo)M#yTqHYU*In`W?>3Z7= zHHN(na8x#isD6V%cC?fI{0(6*wAJXo=x6A=LP7<l+_svTEWx9w+gR_&kxSaqWJn+BS-Ku(P=|~rK zwp*ooOEh@m=r3`J#^e{(V~Eb2g(hx2Y8(@p+M@wjJcA%r`^EHj1M>6WBq(#ua}HPz=c88rMEXa^ zdGOPC9R+5A!O;65@N%lZuaOCf0d}Sl(r&BPjS~WD~UQn19bG zEmuy>E~(;o`bOlq(EY#nDXd)6M!bW9)D((b`-n=|wIIVxJ$lFZAxi4TFnNn($`&85 z*C!F>4_kaQidaDuhLkN5d+uX`B_3?qZ784zy;*|Ahb}72jYf?cBW_!TmPW&L zlZeCwU&cbRPqsdaj}3R~YVB#{yglrZNQGT~%QwK{?tOgCuDVp3Im&SKyIVjTHa!u4<|OM4>-_Xbj~r88N@WPZL$>&YZ1r?*)zESuxN=@I{kKi%4_p-mJ&aL42-}A=PU1t;I8J znF1N!Or5!~lkueY9itzO@aR_KHgrJQKhd~#T!%?B%Ioe9rWLdFkbGcVrhQF?GRt$! zL&4$klOkX>Jp>5FLu%f^@quJ!h+IBGkD9Hn zN>w5H2dFw>eLv|!Zd=aMYJ(4*6g+C_a`dnjCs$IU87Hd;dQ+c`DnFFHLp+_$ik0<{ zoj%}zyuCux5J7%mw`KXfep_d#gD&P6tutkTdfPBnlpZscEAK7ib z5?gZhd6(yY=cc}TFza=fB1WecHz<~8U2~E_CRKYoRiDv9Z|w)gAK{=?F9t4;|hF}LYm;A7O4aCE#7c3uVjlO&)_Hp>LTVL`B~+wm)2NAx%h~Y zqhp=Qjj9POvrW6Q-qOL?c`{_As<)&K9Hrqn)pY|y^4D19N-pUUl>dqpEyqrWjJv{j}3@7Z(1xYn2FQ6d#U2 z$~m!NXzuA7Y^Sn(_xu17dD8lIKJlj3W;q1a(QujeOw7eLNLb;uge+NExjCU2C=10G zy?OY?Ff!I+)c={GUQb!i(Dc)XzCm^o<=U_`XL5B~lGtN;*>P5qKR3`sog`m@_M*20g=GO^a&SoOhd??Cl~zP4sl>Up4lG^yFck+**9=ZC&Rj3{l=q}|Vy z)eB=;e~v2Famr`NJjOvHN`CPmb5XcK!-;ctb+7{TOP0OlU5A>RK1&XCr2OAGAbx_`ne-|5BF_#Fj$;+a66MZ2!I9DX= z-7OIT{6CAjY}Tox&j^-J^r|m7i=q4dEDBqHfnvCoMc<%cz#!9d2X~4US|#BeqN9kX zNn5CLL6A>qd(p}M5Lu-}IvU{_fU)*Up1SRj$so_o1v(2CCH*qBxW0y&>K=s$@APlT$I-nA;Jsf%GI-y3`5XxO0h zB?qkVPd^#Td%us|-BGUw{e>5T&%AFC#xbfiPY!^?nzk>;4tX3rEga)^mN?h3_x02< z#a?OJ^AMj~Z1klAXSzxk%rjgzHAbzh#-qGmYhH`-CJ72PIxXPX`s+5rH~07#eqVI! z*BE>tf0D9?AhXLD_~S?4i4iKfUR>Vb4)wBPH_cSmz(bJ3xPZakI*b0BshZj!u$aF& z>sU(K5&iu=vR=(G#~xms2|BGed&6;xG51umF|BjU@pa3iaB{leV@x`NGp*QK2MID* z>?vnu>7o#;hrKQ;8(|UoC1<#^b?_&@w8Q^i z%<=`)7c}~}AA@$<)@&Z3!DK-;stjr4+i7=^^KqIr_{Bh!b5`v5HPhB8Qnv&5p(`GuPiYE&v?!DN z-SHf@nUk=~3GqV$f8(#AYvfa1>g}Dg{bbIM9$dQ2ycQAY3eD#-_Bx>u4^E8P`PdYS z9Dq^y(hkFbI(3mBr?AW4thU6O@R`S~YMI3B_x2G+Z3XyayyL||P;KeDjS|8RO50z{ zkJp|}{mYJclO^ON<5Jj@=snB+`BqXSX4-?dW;{t)X8ih77p-{gf>>EfDm2T|Z)U5{ zU)(LjkV;_9Pz$VtKjaCga&6?;&J!xU(daCYm_q@iP+hh?5N_=JR(u9JF@V#;1L9N% zMdq$4oWbNlm~cqg`MH7%r9;_3lbu*pzF=Qha=Qwj1w#j{wc?liQh{SeqkSCz-hKG~ zXd|&&KBTshe?DiUy5i}i^KYs7(*y0}2^EUkeXJ^$ETQo`M_--99$JLKHCEFyy0(ft5cWmOC;pf4oJ!6=VWIQT>uD~l6%ii}Hdh+E4T zWYS`9F1MUjOU@~Mb>^b8-B&3;AQYm9pFN@PO|&k-0DXR3W{l%H4d(3P4*T#1g`1(~ zRs&p;c|(fKku2-N7*p<0d;-~NqDIQCe|Pxy}On5;*{zf?X*$ z{vKD20Q(jmsyR*|1LqiDJ7ZswdDR_~7>C7tDt)X6EAcTQY$i9ns{YlwI6cVS{Rrk9 zn{6ePV}m!}I_=KcNugM`n)P@BD@isDK{?E_ZaM)|%fe^ZewM-PO1>OTL(>+&30a0s zE_*P^IAz#u++{giy1&A*eqyGR{OU7A(DmrkFLpdRezTf`4_BgZ?`BCK8lw_RQy$aE z*>fg1f@2OCm~sNdM_A0nEX=r2CXjA8ivj@8Ifh`@3cLrz2*b>0o#z z(_1k-;_>3wvVL&@(Vdw4OLQGUoDr7v@}%Cv z4HXWi@&#@n4}k9$JD4sLaG44-)tksfYY+*@ZxBVx*pryq!b)wl#Mdq{4OQfwsqSn#Isi`N#P#)Zb6x~vq zq76gF)9I=K*B-%F-~8?m{!?h@G1Jvms|#cX4{pJ-cwr;4w^5J-oWT#0ZOE|SMR|_^ z8BkU0L#DxByKz_}m4m`fY_n27F=R$DhZs=7Y$x74qn6b3x+8{l_~= zq(93O6}-I7OqN;DTB69jFNZ>V?Es6P!Yms_6{Sgu4>hkrp2kBAFD!rc?Z5Gn#5uh7 zTmFYJk=7ZU3$LdRzgIm9W`;A1;0hEE+{~8lz)Wku#Vo@$(*@qTF#P>pR8zZYwJ?d< z>1^uxiy?l6vz>KKN<(2LQPH=fpO)eVZgfm%dtGw*GvcOZiC2#b%H79Wkp%HieKm!K zC1>l*XNe1{X4Xu`=9l}G+;uCJLdsecv)LN=sk;P|O*i9Tck5u8GcUY$79a!8XZnS% z5P7ytg(hL>*0&-Kg4Wz30tBeb)QqA+=M$;qWXuzlcS+1VmmOLEhy-t<27QT+gq(yj7K~e%1h5~+a2Z*I!L>-QmzUzmnNX?@6_di0?_je64YQ0u zrZRGM|LfZ0rkC7{Mf!iml_!_TGJ`;&ub!Oz(LA;(i`7quA= zci>O;v9Tj@!=8B=&|GGdd()Eb(l(VtTL-8GeP4Gsvh%hbQhE!VLR{ zapu=d_rdcj2{u|c3C~w_AEDbMT+NA0W+cT+yuU<#HzHPl%|8API|6~pE~%#y7pU+Y zcc>@e@ryI;#Or?$^07`VaP@UhLSvUgqN{*Qku&$}l)4L{BMrR8yC(WhKVTu4UJ%Ds z%@<}dWN-o<*r-6T$FlA%v`e9j+W3y42^8nG>f{%PcHRe7kqZ~?-3&TZx?iFjZZ&Ic=*Q##b4;A;4?G^msxa;#* zJ6^vx{ExIcrE?NyDM$2scOB8j*O|%p$(6y5a3vA+T%pf2!lCz`h}1wP<#}x=QoAR$ zA)F+a1(L+ggRnM-7WOrTCbnObIe+S3s_l^2H6r`BaD(3%96UTS62DPAxVbMAj*OyA{{FPx)Q@Gh#+A`@ z+nF;wiMUd<^%Xe0TXT}xk(i0DG%q%jD#7sj;~l&*FjVncoy;ZmA49BoF4w>J_#Ad* z&u7M4W{FW3`o`i4SI)Pm$BgTQ(NG@sgs}qBQ9pabl}~i`dbX1ic@dmgw>ukT&w&3+ z1NXJs4o0(x%gLHC3Re`w6~(Irs^IG%B@Mp`4W44UK4^h&SEC4yl$*?L;4#~(^XQo0 zJ|}ao$J}!U{n8I9*c?+IcF%+j^)OL{%H;7u5^jPdFX+?Mcx;4hsIm#R4B(Y;nMaT0 zP;v5J=z;RV{!S?>81ah&NupQHS3~N)B3>j9dLcvymv#q^RgNf3T8mu%sQlt17B}4K890PD` zabt5y4Jn=Dqhx%W`Fl4Mb+_D}dnun1_Fjp9wITaWsi)5;6&?OBsJsoST~#r-!W6(~ zc6fNPeG@x(18O&+nl9lfe*a+XxC4kcJNkQ}>~T?oG4QlWke1$2D_7|V(o5XD|0Vz& zh*P_sxbJKUS{|G-vcn9LzF_Ba@wbV2iC5-7a)tg-%@1w{Gw(%Uf-`P@b{O(}x5^D> zB#4#Ymq$iyS4ZY-DTbswOS#Jz9<^LFb0cEixim}A3jw1P`Eqay5j}xD2`3c&7W4H+z7PWYfj=W;sZxR^!Y-tlwD%WBMU@54WM)| z&$+WJff*0|CQvG8O|ahFa%Wjjdu7!sZD>yE3`*-YtS?tq7_nkHrEwWv;(_eu5&rhr z+k}-xvBw?6!o(aUH1|3L3jVsmU0BSNQ%4K)**^_kN$~nqZ>@oB!ypmg-n@AD*F}P^ z=#v;_;Pj70cs;;nbh38%iu5LwFA-y8&aPUKmiUCX2vEQiFL#%PcEZ4l&!o`zb+_8D zv}&*0VZL}3$n54*M;r&U-`?b=6?^CnruXM<5V$h;Cq8-wj&l;8!?Uf51%|1L%*B|c zHqAU{hbt(VnK`G}DnU@inJ!-ZCdr>)e#G^0x4!i^We`ncA`8sj7bK{*oI{bbk?LNg z(K2xgB-?eAzSLVo;W{uvIXGZ>{Urbq%h6Acc2B)ZG34OyNRr%pw*+q15e|o?fkGFq zEVmh&327Jik;whNjs?(-o%;{9-6!_^q0*n?_$sT|R6jXOMP|uN{Ld;1mKggT{h3wK zz(^GnEm^Yaev+!NTS$k51G8`rtSp+xaf?`H z2b!){d?Cd)AzlFlNW06k)tf={bsp!SZvbQhl*ror7IAh|6yT`t=-C<12V__b*O&H! zZBOItMWw_ePkZ;lmN_OZ;YCXBszZ$Stg4H=jAS-w<~U6x9WiHo+= zc7~t#CmLC_4%Ha`;r>~$bhNKN~U@@J`E8mZjIa+>r8$(cF zr%gTd#y<}dNuJ}o+0SzDKd-MH0a3T7)nBh9t{AB2PVJFG+28MhFY^)%qya}R*@*un zuvMw?F<4B`nhki9QX|V;p(MuVYaQ~H)W~*}%GNX3LMj!`Wi!sv#EL6<3B0Nsk)3-*w1AbL62A8!kMdHg0t*_lc zvOe~u7HbYjt$|Bt*d!OJ(dfAY4*)!6qU*RYU`ceV?Q?CFT)l=WIG*AYT4#h=PREC3 zmhuo3;OwMNrc!vn9;9?|VqK~=`t%QVmVTmf^8zj-_|uR4zXi%VdiZ=M;wn}LoGb7A z9%INaFOLEq?|*;=dwjZ(l`Alxt_4t^<-7bnmv_;2;M&D%8-QVAIh@4Nyg*M!*ZS}G zVLE`V}?#$y3Df5`v)v@#lV^%=M|?*c3L7XXfA?6aK=I28jc6KDua9D~G9G#Ucj znIB+`F$A7PKZO@}-6X+9?{VBbUfLYdC9aUfC@e+-`FktLp9yTlg>d~w$MEjs`oz`6 z%;%M%1e?%>loDeu+IJaT)h0=u|1Vb&$CdYJgbzTe0O|n|+OX#M`1rPICk+y9T8+jI zpdGc*+%+_HE0X-yS71tvQ45e`QvZHh1pYmIDg=li!1=ZhO&I~4ghw78=Nl`M8)Qj) zi?ZhQG=F8w1D_4L#)0?67`rhIm>5mo1~`6+jKkUztuz>*DI%EpyT|Vk2o8Q9jYs6> z=NHWp>UAC;A6F>Q(yKNe&JuI8KSZObUW}%|+9PfQu+Lnn*3Kb#W?=ud<{%G!b0`X801&RqUG+LH&n z7MM4whs2dV{CXN=-MI>ghV+6x(zT%XnNGr!nbeV#(RJhevm8L5*~2+z5`v^@ zV80pKR?tc^>VkfD^2s=nTTsTgwV5vKxEiY2w?FQTPY%21XM7SdMTTH1bD--;N!^^`1c&(!LHMp;2>FDVJ-lm{Lp@0q;gG-u9 zGmwNoG<_StvqK{EhO4kxVyL{2>FyN?PM@%F<4405;g$o(+G3m1C^_~}jF=EM?v~ZL zIglWEDYLkuCogZbB-nH^vrMb_70099m=o*rcRW12d}=Yx-(CYM|uLzwa=m z^snsRH~l})aUY-Vz%N{kH-Hfe(V15tv8Xe^F)W*EQ-q?yk$}D81{Qz%BtLL}2a6RF zaNAKsn@s_v!MoaLzWILvLx2bcSZAcx_Sxf%F1i2fdk4mTo{^Y1@Lb zvuFRs{h#3mYt|UBC`hF*1*o6;3tDBl;50Qg?bv}~23$qAk1tYPfHnSIz#&5;<^UFI z9N5OU0#Y0djpjh3KG8S}fEfuyd*%b*`AM-qM-2`i270eV=F`PD6`6;%-<6dImt$~` zNhxO>ELqDjq59iiY2PsT&5wtRu9V?odcE&hs93H;$~S|fL>6*I2`&na=!JEC{Q>An z4PBnV=KO2+7yod;9{m<{^&{y1DGC$KQix%c%)n*xpCY=$8`TT`JOtQMtpKtKaBygJ zCmPNt_4yAQTq++pAoCThshb+DfREIltdK5_-ulZ3U7W zHa#~V{O~ttvo0ue7iXdU*kSrNK4!#A7L6j@^>@!?w5Whht+pxG@E+JM9l%{u zgsk-*T+nVTSw|^N#VuZTm8tMU$1Lm4y*kd33Yp(86yrAYXydx=h^!vM%U|`0YS0e> z`|CokFQ}z+0Ih~Qe&%BVN6XmE0wp}eKVO77sG4{S#pH{I$2nDeD_hTx^~H2;%4OX? zlzeB=Smz?qZt!>ypG24P>=s_{71ky?1!WCtJ~O6vK&rgh?L>SOHuqQ@X@ZY}aX@}YbiMd_FMwpr^#DjVI7@*SeI(EkmWs%I_p#0DbJbcpsg7jqoaUZRev!o0 z)TNk^tUi33f&Rpmk{k+T-ODH4hbF)kzTz>%4%Ol3(1XzzF2yBYmHhmwdH-%f2=Kdi zw!S`E0=@LjbKI#VaNeV*;fO6g48!ym=*Z^117kRB>EaHhz z*AW_3ApJf=p4s3uKsWuj zxVzY9H~{;Bfymu65y z>1lphJTDVJ-$MCPL1G_s5gh)D30fQADCAqoScsK)D*IjSvr}} zOShXDwk)(rAhSXJK*5zb5G|izS1vKga6@Rk1&JtFF#%C=GBikH33|WAz`1#xVo)}% zA%~iJLg{?)qR9*wco6*F+GJU!Yq%a=5iq(^59qe456^G9L4E?{5lQQiFJAgG=pqRd z3BuZdYy+`v&uSUtOs_}fzZ#VjXvT-cY)M4mtg~Bif+tY-C)O=LY4r|CT`fG&3iIjY z=azO@Jh*494NcGjy{FF}=C6HzjM)cM>ms(JJf&HX(owVswu@(ctWnox97H+Y&X6na z5|`~IvqcSVBxDWnwx>X!0m)I4y6~PjH4>B(SR=)zUr+ecY68f6rR#%eMtiu^8nxkGehhUD|=|{R{8w0lQX{wOg~!RGY_{PA+~& ziXk^t>LKAZHZVzwe!BdoH?O(Xxl^NFj`8+r2^-w~cgJ{L^uxJU!lgn#)B$r=55K=^ zT${j3miOq{ z_(!{MUQZ#;gD#b*G6|4+FOlcC`Jr$8RrWAOEl<`YWJUh*rFi}mXWf%bB3I#4oj>+E z*uf|Mt_@#1B=yjX3?v26gI9@B+f;Ci#jFEEO&4p^{UDT6iOssC?*KZ%&3$l3AjgQF zjtD6+qoiRiU0`zW=NwtdZz&imN1}Ck3k_%qd4=8tAKj4B#1+W!!CM45FB+0{&L3Fc z+PV@kY*~GSdR+c}*!lLNj!N(!{00)-LvJEFef;P~Q;7YtUlCp*P*;v-pW(?Qa}Crr z^Gn=M-udb=Z7dSX1C;zsWtxB%58m&59c1bZQU8qmQD;i$ze|0V`q zn7Yf(Q zPniH5*?&{qIELIHkUILV$lS-{+O{3_iQ0SaTsw`<^ZPrEX1FKEOn29?W8*mgiamur z^!wVJxw3u#=oilNfsy?rS~`*?ixXx?aD3+`apz2M*M2873Mhn-JKcm|_9 z54jJ7)!7F6S<(3eFkCL^U6v@L_@nDZa2|zi1z}QgaCBRsMzl(UIC8qU{Ikn*%G^Q< zWSJWQ$k1PZKiKU9!up>`?b$u-QB^yrQ?m1wupt zpbs%a42iGEoI%CWd2aDHvePxA@%F!I5mE@71Eg3oL=(m9*?p5wP3?Df~ag61vkJ$m=D9?qK%;3 zhV1RBMz1@V9QMylbkQjw;YyNg=>==!Jvt7y5+D?L^A2(jF;FV!Y0a z#DB(PFf5b)CkzS|rP}2E?Cf|lXxRXaEe(2X5%skDZ&( z#U<0&^&p6E2Rf+19K7FK_hQ_Edl;Mh0*;Ca|8JPFu9uN@xro39rX7|8o{HTYJrH(( z0u5b;*g5$L6c}L|@c;jBbz0@nd4b4-GAkd+GCbBPw;2jIRIUfzDrXdmvRbdBWsWd3 zgEVC6WUnuf@%rI!%s;Whh;#?-_)Q_sTMlOC`BOjHv6h(WrgOdlyd)?_rJ2E|Cgb`DB~Fg60X#Y9#{oU?9$nB>Td<2eR?#R~`mBw5DYRO{|46WJd=TLNqLTy1LHgN=!W`63BVDl)MyJmrcv(L)e%O zhjcZ(G!v#kk~(`Eyz`ayzXeHlJ=eq?GH1)4w&yW^hRPq-3zcvYWE9`{*zzDKK1vY3 zrsN;fW6(f(tV;QReoA3XM1W_4B9z+XS@y-9>2z(%DMQbtJ`66fqD%mh z$-Icr|Ez#SDQ+m0|LMffv#lrX?q$cnI8;-dC&YHqkVY3k0{uFp%Ky=n6bl1Q<^%jf z0gnS6G&B6*@Q`$SDijm7gfr-ZQe?hZpimTCm2PrJM9n(*t-61I^YbfC9G0LhIr4vY znFOg@kddJwn!c_eoCiAvd{8tX69Mqr0HJAx0KiuC-}M7N_t*=xjCuO+&lfjFraPzl1l_z(!j5)vRjfm?9 zuzBR0$QJ$da+8_}fI}tyE*9Sg0Zp|GK-m30{b7U(lw!?+OZ)xH(>^qQ67ZA(U`>n> z;1vOp9fkrZa3c-La~-`Z!vO%_CH>Wnw+iadql$>tT0jC6yun$_HZi822#VOOdTWLM zTWt3B;|k>j{qsS8{!!r9*M$oJ4+u0|H~UEjw=uy=zzbKOHK;QW z{gw4D;szU_k6Qs$Dz4YMTup*2XM*#iD493xFvRn#a0U7b84q?!B($^AQ^p{3&*q5@ zCL8+AG5nnt*BPM7(V#`NfC2QCTU}`4Eg-YnPXci7^z^i>ygVjAGE-1dZJv22rF?90 z`UHy|FI72KkAaJB1+lCRO>RGS>0m&f00Z($9p#k)A;F?QgMg@gEnuUu zzyNM;2CnqMC~%}+arE2lK10wD%}h@xeiug$ZLyHyefK^pFV{3kyRG6E-Fg3$?6T+6 zzU>*sr=BU{!Iz6Jz$<{p!=uvHC>SaAsAiJ7hl;bqGcPw$GLYm2;e^J=j>-MGPe!`B z1cVL4qYi>kzxkRx7_}T|{^BY|a&SJa{ki>s(Y5pcpa6YS+2o*<)YNZi9QX0zqx)xA z0AY#-3_s|I0arvrwDeYp@sGb$r>WD-VXi*TAAiZ7(tNGhot+EDnjDgFc@F+bWj8nF zmJEg~{@JzaoE}Yq80iZyW}4!*Hnswb4=XFMy}WfZ0eh*OnuA?_L*d}TLE+t*2&RJR zsVOBRqf2FZcK8EB5gNSxy=C8*RTG6*R<}l zV&#r*n*)X0=4lXEGo=7(0SLe{o!LVz-RE~Er2g1Dwrx`Zp013#daOfNMh0Ddef|6K z@uK{E@WV>M?{dfSE6d9AIy*0sgP*eRH=f*#R3JUL_;YhUgB7W@ieztaIp!m--z6B+I;V9)NAWMHgFdK0wf5@Ep+Y0oYv# zz{2HQgyiDuCa_%B1E4L|DrQb7`KY(?5JV$&phGgseDs3hG4^%L^zu7C3}HRRylfFJ zKRLw1&tKBoN`nM6&oq7j*j@42&GrX;)*X<;*Z`2_jg4?7kyJ@Q%xwci&T9g>zZ4T1 zl@4+Rn_!EPD*VItooHFd8FvwP>V@GIoliL(3l~WIU}<7%rnX60p9*8z!YPOWyiM0a$F`JlzgJ(_bfR0G-zua86_3Vo5;U+ZBj2 z+#_ig5vZHz{r@U^3#cl)u5I+*gou=gl$3&igmel5CL*DTlynG4hjeWV5ClX(8dOBO zq#H?T73uEo?lW)S@BjYuofv1FXS_V)9naqTzSo*-t{K<7)?7nP1pM?e;29dv-2WbS z(fUrun94PBEC8GJdh&}~>?%J9QO|zOvj(GJygK^BvNz|_+}?lg@qL-U0GF894OkVS ze+;c-gam{}X~M}#1@}{A9WbxB3M-Y7b56S-zIo>vTHz+zB*F=bKc)}=%NaAD2$FtU zt$I)gty(r#oQ&As_nw?Nvy6wKv7d1+wSEL9j8y*-K!4h49|d3#FKvteIm&mbgY;?U z95{1Ia0D$)B!Y_#p}c;=JK4VUTxa5yA=N7lDe+V|CF6}c%$kt@1jEIi-OTS(zD0c= z%F2O*riOuWf=);%l%(vCtK!)ITFbYaO~9h@J}1Xd&1XD(roj^T)m`1%Cp@iQ2{%=3 z{?IQsL)T@zSOJ2E(@?O497O+L#OqE+la92uVuaq+@ZQn=ycn7prupp+se38(y**)< z^f~W|sG{u|!Y19t-4x{R8d0EO-z_vn?KoQ?{4yvYYgr5{#riXHRt;f}etGM65$)Qf zV`O0OE{0zLB*Fqbl7vf^r)7MHP3q6;MiI&UR6g7vQR0Pe0&P9a zI^Yfh;={{$cA+F!Q(DM|$L63hCi_hVeq0t^ z!Wq&5nv0JAB3Q8J_fBhwT|qC|w2O}z_gKN$us6;a>dQGv;$_g_JiK)FcL3d z6qk)&N{+FT?YR`Q$4;tvA0FaoJXij=HBQS40HRdUo)%beIKLJ?xYKG%kRR93ja2P5 zaxNeDuw#YsGWw4@gz)IQgzO*dAZeOz?IT*pZ_DQr{ywdpzD)4zyUQ2cE17!#qGYrr zpS`hJ<`z;PH2)E|UrAMm4(?m<&P#YGc3&usr~;Z5{=~FG1T_Xv+K!bj2zYSQ6iDZz z8>I}ifwKQV4r&Mhb?cdk^NO-E)eBX7CPh!It%>^ks}V6(7J{4u(oZa09aL#;e=+Ym z2xF!27B}vjyg^mZ7%iKts#&H8pGf_BID0%@j9A`hMT|D~OyY5AsImT{WJO$Fd(Ogt z>!6#lD#p|mR0G{PC`P9H6fPRrSh@GOMNFC(nkwX^UVX2PpRs)zFGC%}RVg{xzB@Hi z0GtP}+{S;u)%hReP0AHEb6+I8>sFrm^{lPJthnE=<3BdVSJux94r%$luBEktTRk)ctka z0s3l%f$Fce2u1hS+yCU|V?X2W&k74ECbE1YlJZSE`_`NmZfQBP8r)oc1h;d{uv0%E zcz%PXYrMp>&FY5>ss0ihBDK|CJyaa08K3$1$cX$&(-o0Lv#;ICKT_3oU)@r5HQKX| zcTv%k(t9>jeADj>mK~ZR`pdMYjxGiVdKNJMClkMia^`wYzh?es#?`uoL`@;b&P}93 zBqA%%1bT{myfM&9`nE6$0eRSwTf&bgJ7?pcCCK?^6JMS6tw<0YF7U;lKXXmW6Bj#F zkU1@4Z`fJA*TsGQ&XOkiJvP;9l+yqv!WQ(P!UsqiDQ8MF-B>Mws|s4%R=EGwiU$AU z-FV$w0msmhk(Bk^&9$lD^E{t#ZLIFqt?bCRqa2l!g5lHmHw=v)eUH9Gx@aaS@6{Ao}^N__0gYo-w#~Rg%uM^ zuHW`5i~(R5=&=2T5fctkq@#ZRk|K-dU!^{hiS=ue027Ft$J>&#_{!gur{xa?@n{rY z^tUT7$2~81A`=gxh+65Z*XWVr)N#k0roqX9yq3@t>4JnTK}$;QpQQ~POnuF$GW4rm z(fi5$%W0nx>UaUFUkrS~^3FYwC7iff2xfbg2hj0EHvcK;D(s2Y!X@Tx5@Dzg!F9x# zeZ?iUTPCPh=0DY#rNJ_58|JLO^w#Re*jjhVJEn7WLxsWFt3t*DBho2u7+XgcybMFK zBPS6`?JpNm5xiz0fh6?0iMnIDxPhyI*xIDC=!ld|x zqoP~o@TWhPF)HfIW;ileFBnp3OSrgs-?V-4Q*W5JRAcOPC z{gOWG=UtYe$F|+M=&r5_@du(waBiU%CMC^=VDoGav?)o!5xH6KsOZ%>$Hlb?SDM~% zP(UtpR){OoX28JKOn@%oV}b+GxE%(}yK{@%YAJ|)#Mnp^*}Z`z;FF4sC(Wi6} z6W2HwBWM!&1`*mnf*VIW&&P-xPs&sz>#1Z6$$RF-Z>WD*VdWhlk%>yARsCJPbZc!Y zl*zp^_3AyNbRHT4Xl-w_A^Z4H*^?gnKlU-TO{tzJXO+4d`}Apc zJ{GML>?2?dcv7v+W=cn@8Yi-C@~_*RmXWQAE!T{1hXaE5N8ln7%+On)d9u$77vVp% zB!L|*_V~?9da}JfH~FYDvMh-C*hR?H-WaG@V0|L>>1hU((xq>w>oFw^q&|X+97jfe zj^qKEeOck+S!evrj=e!rcr)JEJ(TUpT9&3o=#yyK+hyind6g}P`1ezNM}z|Z)3;|P zr^U_(;XI6;NxCRY?F#!rkXt));f5-uNf1}Z0nc9uGf6X(h8C!(9bZ)Vm%IeK=7isOLlA=M?q7w_LY3JA{ZG#dL5 z%PBBliZYPOUKoEF>tHe+FL7&kwIYJT?t8TQdFotTXM_EaHa66 z>eXm<47EB1qV<>*TTdD^8UC1l=kW${ZFP77-Hu&H{EO+`?)Z^5Hba&NYTM&qYW@6I z@v6Vv$MA91+`Zk~)I9ih+`r^SxDVDs2j6o2WN2ewHCWY)ft)-mQ*jg3>)Uw@#=r_(WwQnQ^q~PZ1Nzf+?PaRXYbLmRr8HD`g`I~7}nTYYQHsF zn4x(SPx498;CJMg=mSPN>ZdzP3^deM?AL0vFwgg=5jV~^>?-|l4Li2HZdDgp4r>q5 zSN|m?Tb-3(o0ySMRIik~^zgJUDCI-*fEp4Oy*?i@QX> zy3Ny9M{{DS@}eT|(c#xm(P#AjEz$XH(p*@+Q1X*1Xe+j|SLLLU_jUc)6iT~b>cOF(USq=Fi7||iY@GI{p zb1OB%Qj<|x@=|pgQB%Qes{Jxdthtgx6CWrP{>O6XKC2@T$$AweIOk8UP*#avTy@zU;9xIkvmF#Pdvl^5#qH(Vj*gsA~+;Bhb?C{0l z$8;?gwcVe(b5U3oskqT(&QGDT)>~}Wv0@-rEWFR9@bpdO#DM+-CLOEYSN>=8-xSaC zwX#ttkHuF_^ImRjYE-4 z{fYP@33eu);=$wM@c5+(euL58Qh$rx*pY_A&=KK-Nb5rGoPNTpQ747z=ydaN^&Pi? zQJvG{6)k={3lcoi)Y!7Dc}#36*=PqrnZpO8oJhsz_ugi1dvt8Cz3$`w>S(=|*TDkI zcv?u8wZMM24a2>2FhrMCo^Geeb~;bXgHjmx3a>MTnlkMMDW=Ghs(nbEq`{DXqIZ=r z$gxEZ?_5QFshPVT`s@u!Wqp5JrBpj5a9H?}9Ay0X4E7P%%6pE->X^;fTsB)*Ypm-n1@=^X znwxbh5e;oM{zl$b|2FdD)VCFLa!fk7Xxm9wlT9<;=`T1B5@0xfH?8MtdT4N$a_>|s3 z!GtU;w`r-g2Pw+@Cp}AOupB&5e)5df#s%u0>(_DyxLc2xE}lF0g@cD1pZM;kg`&Cd zbXa)VJ^$d0H6A7qLj*f%?NayPby%CL=-T+^O^^LXQA3|xiXDiEg-7qgFV%e72PZMq+eC;h6Noe zu5^(qszuLh!kzubr-B8A3;%rUa6PL&*QxgBM6@n0W=($hqo1E&EL)&^T)othHB-zs z{nO<#I#1_mjS@Ge1!u-f8~Renh*gWpM0_H*Rsm5_*?xFVc+m?Cx-HD7`pB|n4|X|w zB5aO{wUxBlxbT;4&rrDOGuh&E3jgU2i0rL4}=m^xVX%A4X#BBjpq=hU;V zWJef(a%}2sB(!O&#@F%@H$O;43KicqSm!+^^hTy6s&JBV9X1MkwGtMHylvOxt3GLc zd+X;X#EM^?7wLRJi4`7j5YyF|KG-+&;@~NYNw5#_XzX5+tXZtG)HgE8T8ZqO+HTtj zc)Q8HYZl{TpB~XnTtwH{?Tyi2a8(W;NN0tOS}^3Mc>DJ4c6xZI#*HLI>_6qD3u_eaF&HNT+mIII$RtE^C5 zNPW`QI@OV|Jo(U?Tq%Msy?#*(G31XaKA3;}eZzlFBNv%`9F&=k>rP1QgV$obxc z3L+^_`7vxFt9L(1(eON05C7McNbmO@8e4&j(TZ&S`J0D*Wny(&nEaDgpQfO;lTVu) zdx%CEX$`&Bk=ILD_;WPpk&Z{hd)~jvMWP#BsPtk}dT|eSa9hs}wI(j)@gQApOs0Mm3wu z2=uj|cU>AKIw<(2o{ZOioxQTZaoAP$LFN9+rQ?!i>`HGcrA*I@z<9-k+AledS*3G% zU@P!=!mZjL4PP4Vy$2?j%OIT71%xi(#@5MQx=#|NRpd9`{A1}TNHq(&5MF&@%j|ARg+=+V085#zI^eyqknxk8Z&QO?q{%}2* z+Kx#A%OQEnJv)SCoe@>>wJS(Ger3Ol-_vxbjfQ3hM66kdUR?LgX!^SA3?>?zvf7XP zsmb`u9qroaau?jmCefCU?U1eRv;dKg*tN2Z_;&R^cG zI5U0D7zECw?URDlL444&cf>`8B0W}RA79_c{4x=oXzqJu)H#AVU1clzk!p!_&3}1uTji$6DeHsl3Q+e=J1)g z@~zmoh9K~n-#2vl6v_y(y{~HqN?nbkx*MkO(>${(gJ}Xj(mqy3Kv?Vl@F_sa3b85dY zf010Ykk;4UG(m#uo!EJ}({AY9LcivNe$D0UX{^XqIv%8SBkzi?IKjkio+e878%z(B zY;tC(L5061AvAT(an@(#n=xj;xywJMFEoUg1%IfL_Emm_gY@k+c5m$ZxmLm@zvAZt3@j6~F8v+cu(@7bPFcqL zZuXlQy#?28XSr?mccNy6TfxZQ(m;`*)1t|cGbD?hI=8Lq-F+aP>f5Jq;n z8cz|4mG+iG4|asIKbW2fmS($pH4yOkM(WY^_4VSV!U40MECwczRm{$?J1#)HG}JpycUQ-ruMEe{BzVVXWN=FX>-n39dzFTlGA)uD zl1z<|B)|H;GK{H?cfy~J{Fpo>g2t`dH^`BmY`q6^a)c3jUL`A$^@d|G>FH>TER6n8 zsUtBBACkT`sa*_*FcP2+6EZlc4b<=(%F5)lw6v8Qxw*NUv%g;zSoDbWyFa@(ERMDN z4ex3xIwDH^<&aF~o*+;61&s&JRlj6Lj#q2R>gwxr9cGlQOXt`G1O#Z{-s=(XlZusS z81skF&?Cl($l1R0d#hu$#!sJO-hcS;XzIdBiHs@DDc@kKF%e>9J)qnHsrA}(xaQ9> zuu6y+%;>yoa@((MLSNF0V@SFB;}t>4?3Vy@$&+eavWHKeG{c12;VjCtt~5$06_XYX z+7mH(Zj#4cbNrH@f4*!;y8QJU*O$tgnzXE}tVow`XhMSblcl03bW*Zf+$L2cnBzRw z0Cnm98sS?KeETnzVy|plVknp>wgUzpmhQ=4;i?(rezVGWi$Chs_z9j@+5%T<{C=9( zUp>d<$~2}e^`X@4_IKFRSUEYl4DFKd4I5C{6;Db^I$Ut(h*9(&px}4;0Qk z#2~)G;b)nc?ii#}V7ujVt5QgO2I^l}=^?*7RtxIb>O^D$Vw9#TKP3G3faYb7RGsJ3 zeJIa@SS0yhQ__K7HDymab%@3W)0MJ$>fPecO^jWKrrpfz0ySx%G8_v5zaM=1=&3 zws58GScrKIVg;oMR5Z@FcOQBEcEEc%zkfgNe~!uYOSYjA%gxF!G-ok6B1Z>+s0ge< zl{G>+@h&EQ&o(M5s`3uQ+}zyZRzsI`u{`&k0 zjPL5`wyw1`cq6zgb>US}_E)F*^nGRTuDJiTpynE|WwZ*+>(Mh*aQ*;7Nj%^IOk@@f zkB|O%HR!R?hG;tvIdW?kzn5k53|pIM%!9*X!yX%oC^5ig`Z$n5;v?`OewDjAJSnnn zTkOk|Q&KXS{28LSw>^J(!HmD%|735HTKtMbG5indxch5ss=2*xt5c0HDtCwG_a`e# zFuT=M=P_qTo7fX3ry}%B_BZDyXJ$GRWyz>`brl+e;_1R!FJI2F9lL4L7F}P^qbuL? z@v7@&h-~q8zlCRq-O16;#Pe%WQl8g955FcS=YfT_6wy+t$hlP|~UB6mQzw zXDvu!UG(>0uetI>8p+T(Wfas^=?z-=`LY?#r#2I#@w&GPv0}Lm7N~8OSSeSTa1E%h zsU?$cg+C9rXqUSTDd!Q)wyAq%P+-Q1)u^_(yDdX6F`J;lQI=(nh(GvI+tW+5?{9p) zkF<(o4!*Z0+(>T9)I7-_) zCU`hjAD>`z@>?uQp1`x()y`mVeEK`qSJ!VS5^|P$**VL~P$4d%vBUR%2x5kXCw(l{?0H7}9gq-liYApi-6?Hj4g;WgRc<}+Sn%6`3 z6^xI#uu}t7)mN_haHNSBE>p*b{1fx)LwH;G4AP%ra;+eURis(zV6vYJ>jR+7CKjC2LOVF5Pl0~uzKkQ_s35J)gIm`2Xu)WxTd{{5aI+ z(w|3ORX3gaG&As&KPGizT(4u;8(W~5mWHYcj@fCkE3w-6+V1r$kK2#vFgfv|-R~98 zfdXIr268N?toF;s3AJOPKdr$O#i4A`n*wyL-5Meu?s2~A!6Jfg9k|d*XPnKOaDImw`MJe z>X@E4%I{w(hY^?%ef+9qn)c5%y@nac%<-lm*DAWI>XZOoGySTAPAwMwpotgGOUIp< z%FQ|5?Y|8F`G-7)uexODRFJ*s!<{pq3}}i;tq7|B%nu57|MRIZJWRXR(W}x9%yXt8 zUu6&a3@2{6xQ>S{=u&Aw@FTXOBLl&Yh{aH)PP^yHmgF}@-l1bODNTblvSkh0&qlU~ zPSlIMDPUseu(-wh!vwuLF2v5uQq`}MbP@!61yD(V)?%{0W_WR7;|@-Uu;Qr{(|)~z zUEJtrhVa?)u|eJupX?!KG}hV&qL}_; zP}kdD5ME-rcrs683tCYL1S`AYSdM9YC=~&`a{S8lW=Awi}4Zp`_2l}r8XC? zf@nX>f@mqjyRDdHdVXXg8UtVB*Z%jgE5)(W6bOkaZC1t*e70#B=7dgZ6*R@RK544D zgA7wfy0U3`a;}SBMcdv;7?tSDFmyCoxA1>Cnh_u$yRR1Ei+JsrW$b|rkpSSd)_G2rnQCn z6<0>4t)wu3&{X^1R|3@fnRSBmRyJ#D-t-AN%K!ZE!!>TCX&X<*;e(Gi z8VXyVM{pyZPm6u=xvEcGE2fG0dngSePh}Yres&x3(h}vU$WRv8i&@#Bm z+$J9+g(nDM?-jATa&iWtg)E{y?*^8v|A^oP>~E{yzAcoS+a@e}Yzoukvq3VRo!*_q zIZJZl@Ao%c^ze>sqfwEsu;#rS4TZGhE@hpAW-R%g26 zC!APR5|2c!i(06Uza$#P0sAlJ5o z5xGxfH^YDQr1a5+c$42XpUz6^Ot z=Tn+fReJl^qok)qHR-Muy*28O^x7hoVe;B#beJxG-8uKgYQRZyZ!&RlUU1&n62IKfJDJayP`c2;h)W0}mTV8+}RXk70q=26A^5_rT zj3--U!!8q6rO)S1RR==HUqJ^^2(t`+eY!-d5@Q3a8wR$rwjms)z@-@m%Bme<;^ z7qO3c9SEay5fS-VTrBoY$@5(Z3orgf&z)^p`uaPEM=Rb& z>ysSD#>5!?{`|(h;{(Ua1u}+fenZwQ;w6+#O-+~C**m}7VV09?GA*x~ybPN`_0cpT zbSt8jPts|PqfGbCv~o{>%)|T#QDCF!Y}mAba|_MRMZ2uGsu8RH{EZ{mo~$_JaJy*Y zD9i3z+-=!LgwJL5AsolQ)!ckvvus#%nes0uV`p!(CCyoZFpX{pM093 zvBobtBow{9B=I3$>it+PFSEENCWjw(UCJY0)1v*;?nz^MwbdowEC>~9hlFTCnbg!jGP4{}pLVnH?JlzMwiKbG6Y=OMb+jm+{Lpd_ z?A_kFb5rxR*5x5|5csTTk}fkSlqB89Jr|CSkFtO;Vp}P zq1gezB5R$WZ?PjmjBQDZF@=?STxuSz&EW}1{6!IcnNxb+N34*SjFoTvnH!QIiD;?+ zawq$Du94}ZM^7-T+XFWCQ{g?UvxyJvha5#w2`6}6JN@vfvafoX(~N$RZ|<|syCeL` zolP(y4?XYgzLCAv+8uaQAUZUBBFXHHy_tl#5U-GVRGy)f)uAUWj*NrESk@#uHZ7OX zeEHkAaa01X#AjC>`@>6q4%nPTCCQI`bzBH_Xz(SbZGb`l`f^7e5|vvT z8e*xb70_rxP2l+~e&xbBiqPJ2R~8B9<()D%;n>>%bGDM6%$b8@|Ep5|Q&q(!n zefHW^#EIcZB~uhs$0w&5*K{Uq!`7O)c-QBWxx_qn&(et=N087}vJ0!SXa&mMs>U>H zVKO|J^wryS5pIs5n6HXxVh@{khg)OyOrEK9?OO``eDf}!R28O)Kl0hDI-w!_G!ZR# zs=SUo8~1mZs&_`Rjefol#n_J5$+~R!X(~k8QahCew#StTcMzUj(vZ;^4)9Kv#S?|glc0th6uJ78ylMsXy`aFyrprkGYj+6 z3U}EhDQWYFHU?1&?`|AdDf+q?O_A<9S^e-#yne#P>1N8ge8|nr6Zcxx9og5&G#Q^r zgdBKXG3DcYYWBb6`^O*ksVUMR#_I|>`Fsi0zS6n&cQeHe}y7^2p#^W2FPfa93Xsm*!6?_tiJyz9zv}cYce;E z9n&5Lk#8YY>}G?QLRBq#^?9a=RS|TzqrU={oBl;Rh_px8BPN2FlVKSK!eh{rHLqHz%iI z!#i4(Eq{D;;4l;C{N1#JvC5+IXj|)UFr#9ElqZd_`FSq2j8zFeH8uFE;Lo2wKiP~_ zD#S}h88rq8PYqwtCQ(Eoc*f#i6o@gB7yYxJIz+nZ;aG zSdAxzHl?Q^GW)5?VumxCrkY+1?B3a)Y$m{k#(xknP5%0P%h<#OXLUyUBnrF~KeQyd z<~U!+;5_&vMLAKU*!B|A*Vl(OT2V-lii0_KmO0x@x5u>rKGK(Ca7(4KzxBot3bdG|8gM;G|FK_VTqUHF+1R)Voy1k;BTKBVpHgl_9`X$>^+mh== zWi<9{Iysx+16JnqY>2)<+~E*kbm3K!CNW%_ z>F4{+hWx_2RliLG02L!3W1RdFz>~Ii2tK8yJx=1;K;hK~(nmreAtB|^NJk-(?*&Se z4huVfUtT_U;K*io@u+{y_Ti&PkESGLG&CY@7{_=GL}L7cZF=>c4(pn>UsEn768l+p z7W~kgv814*`~6q(^o9Q#)TbTQXQ^)nwH>PQUUibRf^LX%Yw#sN=HJRreG|HSvz?E;#g*LnR&juYSB;6bzvd zErLdf>bjcPzC}43h#tl&c8>4gxFH4VZ8-mTu9CdGriP+5W(P;lYY%^FN~zR&r5zq& zzg%+NV`+ajkxZj>vx8pT{`KbOi?3hvam;zDi-(|qDQIUG^4ixoL5(RP6NedLV`a^? zpK89)aRL}@Ypi&vH+0#_H=o-3R<&9~r0q7B1pRp;QNSuEhY!F;6z`M0eH(=$rzBm} zPRZUrTxZg-F1m5!#u~4ehvWBP*LdDR>(6FA*E$w1JF)O)r`!Nx8{|g54GaWO5HF%- z=x-aL+5c7r$WsQE8m0tnuRSR2_Ke#4q)<)<+2u+t*(eDJ_F{tIo!TNDScAI_3{BI7sz!Ls)D_OOF5gNK@&G!9~t4yqknO~;#_oCMSG{K-=G9PX|> zB~=9O`*XT47iKYhQG7+qU8C6!g?1%_^NH6U>2(F~r!V7FWNT-o8Tt7bJUm?E9_))! z{KZTr|A?A7YhS10=4c2@A6TUiA3gw5c?sfF>0>({o`?Vn_A>~L^s)Ec@Q{iefPc>m ztp;jryxpbQLf_g=SWmTyQh#^0VPlYRGMxJ(E$FsM@{aL{3xVKU*2_z3W2WjS7}GYe z&m4Pujhgvp9BXT92$=59LEBnkZoOlks-q=bKyz{5zyDR!qmLR9Fs|hwKa=a6txe8P0%_o@_|7lx#nFP}UGs5uT|f zn&-Zg_2gjo??v?+jMhalTMIo0Q~_}Eiww?8g~rDZ7u%#zC6RXEypJz@rSIa!7g>`SQ>+T5 zVP1+C{GvHhkRdd{sg{~B4hp$@W;fjSWloV?XwEUH?aQC5Lh_$=b~}3lj?BT4>2XPr zyH!x=iLP$@+Jq~;gj3jXMdzVzqRohxSe(-K(m}{|cY$XE+w^+78&a~tjMvi_TeLJc zrU@%o3C>bbEX24$Eryi1cC>UMYt{W7D1%NOECGvb(7HrIbbpx=(1!pyhCR>w)oP${ z(EH>_Ax0!{cGe7ld~mG>2#%|mzVUh>e1qR@M`_}t)^dsq$%*&0g-z)|-GCy7zFcayK{5$Vd_SWAY8mlF#w)a_z*rf9lpKuPRuE@{xUO83G!os5Y z-Iy>_t7v-IePybF&SnydNrzLs-k%j?M3Comf8L;7dms_FZxilWh41jYZ(CMn8kn@l z%H6$tih@mHG)Q9k69gpX(78u(tI+)MyzQSs?R#21HxTYKz#23SYcj4eCbB5itGak- zHB|Zrnyv*oE%iGuRXAlseME zwyt@Bd+@VG!j&Ksx`9DSP3d5p!ShIi2{y~OloY@9b^HGOXA1{g+XLRy(8LSxlYB&$ zWqjgmj@p_U_&F&CUlK@F)6wsnZoZbYdBe@^G{IImT*E_uVqv5!zfsBYS^6#CbZE&M|6dQV+{5r z?k<(;a&K-NDT8^H>yPRev>@(q_V~yKD3U4|8lFP|0xos0n!yrY+<0+sm1HHuzVEEW z4A)|z#z}T^yffpqL7a5_k`3`Wr}D#Ke_#jatljaJ;@|~~G1>l+5TdOOzcS3=BW-)L3+)TPe?bN39oo3topNs%@gdxEHToi+0`6oq$Cj zeL>(wB(pN?x!ajQ^&5o+;2FuX!H+?VPK@rBCYjmKay0;P*lSHVVFu_T{KJQH{Y5K3 zGc@zWS0pMF~RGe@6m~@bzc1Q5?6mUzOEW`VG5|#>FS2;r&0a4e^hlXc?IR0(D(0Owy8PV z^fpY25Q-u{Wex^cqP03%h0m{jA)}xm$rF($*RP)&=@$@iS-MI?wff25qHJ!ebWU%_PyfE!WGP}K zBHDI@%~TVF*@lG`KbIbTl9Js{e8>3zafVI5tluWr^AQg&3wFMt3ZRXU-(Z-(>50}o z|4${oo?o6%MPi~Y4-#ZP|Cfk_@KEZ({}h$qJ->fIIXNLeDk~WJ-G3R><+>~X-*WyR zKgKjHIc>n(JmowJ1V0h%5@RkNheq?&ML@gNUNboAgzQGH&7Yg(eS^7 zCmlkD03fdm`rU0Yz^?lh%tYEUzj(4+LD-jiD`Mcdt#N^51Utq9G@(@DA0f z4&5tTl-0izWnH2B9h!yA4HWT0iIduWdvPtUrz2Ca^*vU=W?0f_wE9H@v~4r69H|^a zo3aIlu*hD3^M;B;`D{DTXmVh-D?I|DX)AEIyI$d8VKmT&Qt%Why%{*6wx6x7LTKib zsGhCcaIjJ}^0&?Uv3vxNFvPsp?_gZc89bg8X$fWX`z?IL6Z;F8^^_swC{@I{~uJY1T% zm70x=kB_5{bhf{M3jvj!XcHZ|EG`}e+33QI8VeNVEwhg8 zEKeEY0z4j+y@a+pd~kgW?o*0IZZ51mv$W)<*0#ksl?^#BGM(%a9BeNc&Hnl<>{WRG z{{5dVEi4ieF}u4iH8nM9+7#xV5c2UD8XCGl*9968OB!fRF#d*Gw|dMLdHq-~ZXVVg zqM}!nTxxt4-Q2JuTMp^ufbu{NaSo|sx`-GU7=(p~3*QOF@#&m1UKy?c=*wZmb0-%l zMyQ2a$ST_f#pQqquW$tWexWi#xbJ=l_aOE%sC152cH z$NRuaih_oW5PKQ}IjPI5uv|}qo)l(~7VGTBtp`J}+#m(k77>u4XY6{oM>2wqA}xVq84Rq4>s(8L6-K(wreGR7eGM8Z!~4jDrJ=H(*}lAFJJ9LJRUP&QhYyYKkavUQgR2A2PNQg@sx*y@5f`)MqY4;#KeZFvV&C^`U7 z`A~0(y09Jk&wtc)!P$%64WfSr;b{Zd)nwErvs}MEvp?R}#7XX&o2S{0 zy`jEfQ?aE+QCK(^d%=u2al4Xmszb-|sK9>e{y$fVx>+cD_3qX(9qWgE{J7uld*2({ zJ$nm)X8<4qm938f4WyDu;GxxNV3Rfgj`|MF((ZLxW#y1HXr*ugW+}SAvtomKCowSb zD&=v4X*`|<&*vTi*w4Flbp5b1;n*1NX&-TTeP7R&5`+o~=xctLRsBTgmEi`+DXpQ5 z*y5}!UDVDUYCv;WMg0;Q@qS%1BZZLne}rQHKjXO9`M`+#0~i8?XI}js!XUT1?`VD_ zndivG^D-2N5MaZGfjI;y+~*o&PkL73d;yf%x^s?2GGb#PuAg~$2Y~81}p~m-h&6G(DI{rXqj_K zufUu#Q8xG+s5mTHWO9O6G`Q4}y+3~*#e1yF`H;}TqI04xZlHZRNxv^MbMhnnhqrOM z(clxPpdH}(P}2^6AMI^TFXa(w8t-}v3!L0M=M`Nx#pv7G+Vp^*or5&`=~Qz#;8W}1 z95y1V4&Q(x{DJ~6+9ezw6%0-u2A;hh4a`1N-STZl;^#V(jq>_5Adg4MngGq2RAVv4 zL)Hz!OdS9X*M)JYn005+5>fLQgLQz1@5e8MK9Cyw?8`Xb%#}Tf!uK$#anN{nfOABL zU2sF2>Hx2(?a}jYLx27I3%;J`7A1sC+yIA909s;^Ur816>kFg+n7O*Q6s-x;3Fuw` zY@Y!Oc+js5O+gg&fDm)K3=Pwgyibmi&E=sOv~LIm=c~VNk>#4SU3jFT;%Q(G;{}}q zL`G$4q4IFOrFY5cBe&+w=g)-@2n%NXxw1x~EBn;Z&d3ZnPeZVDDAr9(Cqj&U_l~#< z|DulpAGjVLQif(|`s2|ElI{SCVKcCFp|oEMX*vn$;xs4_fj(^I+jsAN0Fdnc5C`+P z?5%3%bMHkgdu5(I;{Y|Oo_oIU<$9|dI+ozd#E4jVjFCwOT-)DXLJJj`2cPz#V2=7i z)Cc?z)rNoNQ%bJs&urTzdx z5`#t2bK$hyvh% zZT%^-(L?ne@(bN1cWQER9Z2oYy*D&6!bAe{1=^f#UkOn}`R;hYx}8}AA(}RE@MPoTpR3MNK%kd6!roSa7r@#2jp!qe;Npi zuW)l`te1ipN1IuD&49T9fAR@z04OJLu^~dp0KeuO2%sTR7~oKsFI{>8O157h&B5^& z0;V8{V3mPS4Qz>;@%jLa84#+C8s3e863#%ejHEY)nfdrJ=6neDJQGs~^aXQ;_i%7? z8-s#EX1f8iGZcvOs7>@SSgkrar~=|BIgmwxbfN&(Vxl1sSMr55l%jx%@)EMq4=^7( zoAMuEyUd2mOGZ9&BPcirx;ZXdwMT*`pdvACqM|lqHE*z{KN=z9iUdL{fTBr|_W<+b zH5i{g&S0v5H|P}ukP{i@Y7_(V3BC4FA*0E5p6P>{+S<9kJa&}w4UJ5_0kAaXQ%kA6d>kxS4S@xmr`(BAn=de9i`h@H}zlsA4`T= A4gdfE diff --git a/projects/codes/Sarsa/outputs/CliffWalking-v0/20220804-223029/models/sarsa_model.pkl b/projects/codes/Sarsa/outputs/CliffWalking-v0/20220804-223029/models/sarsa_model.pkl deleted file mode 100644 index f1d9dcfd775e96a5fd5a8bf9acff927ab32882f6..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 5103 zcmai&30xF+vd0II!x1mU14IFD6hZJJo>8MFwi5FlYCf${_X+)}UU&8gX6xoQ0vSMf_%DB9->R#y6bW_hr>)?Ml^^VU_G zrR6@;4K814d1YmeN37f9GyGoD?0VT-HyFHsPhLeSXv9 zHBG|}F)!UOuc`?erl%@cT35;SM-;_#hdd(YtA*Gw#3_g`isO6!YPkssjWAMyyJ$4u zGF{jig~wdj6}7_!qpY+_uUTH52Z@a^TEUpYFpMpV=G5vM7*`a_&U=0%SPSDDAt|e< zfMef^lAX1FqqZb}$&$qdC9nBw_nX0*5~FgVS!V`~a&KjAiGXWMc6g0iZ%M7#oSJ%= zP$Xl&s?uAfmwMMgvX=T%zbb>?Qjb|*!+n})f%SURUkj7MFj>KrECne=Bc)v)Z)64_ zH4Ia;Oh{8O&1a!pgWfjT>Qbwc8y0G=FysW>MNwQqhui><`XU8+O^~l(@jNX`8nwi( zRT>$LrPg$m6~MCQV@JU%e%ZZsGtovkxn!F{>1;HerpfO$lTNtk$j#aO+-G zu+DDX`appY@|Zx^u%G&(a`4)8W_*R3H&Gbx;8l*^t;61e3~Zl8p-FTqYtuUH<-4#! z7_TYVXu>94OLQ2Uh4H$AH*Ch12qT{vsc+I*Y@bd?rcsD_eb|U9siqqLm;%+>ipB`X0o4VfJK~H=#Q2Rx{ zQbCmo)w&k#=m$l=MgiFR#*5}>;OSC2MUSeu_q+Bl!_!8I3{vm-idpo0pSax>-VeuN ztBg*q$eRl4OgNxxV;%W}BL8It^|t(bFPe`xvH62TbYXicg=Q9S@y{B=&X?&1ot};z zDeN!gHQY@-DQWD(A<;jq;C&N5(6w=n{)eI;QqW-QABpH&yW%o-d?bvc3c@Bd>e^I?(Ikvx3Yu-k@dzV_ry!P> zN*^^*XR!=N(cq~R$s45)xtSGooH}F`ofSg6f^#OE z*R@oKa6t$c6t(*m#tl`ltyn;|X3S_*syydKk-ofCkqt1w6ZfZ$FQIhj+>_ z_R3QFiaCy2BGmZPXB7 zLEUs&f>!Ds!)MoH`ZyAu#82@EcG5GM@*V-*Q_yR|eO(*xfF20w69s)X=wSpTyN=G` z$uzuQojO^L)Jqdm=_DPS#GE4=i&MtY5WABA+mcc}oB)qR|5F8zP54aLraAggM899b zQ(OO8L|>LI9_M3cXahC5xjsJRbMGEqNv`8ye1L}VG!7qLN1-$q-bksUex|{IFa{M2 znebfKVjae?Futnb=WGVPV64K^{DkPm=ZA!G5zi)3OF;?ybcGrZ03NLp{|Pm%evfV* zW*B@awvk)Hed@dtwVLj`|iBmVdWVjJ&{p{lgx39Qsb*R$~Q>(rD)As6q8wlQ<5k9{qd zcoShyDks682;xr_{Fw=Vu50lQ;x7d8mkR#MM*MXIA={kJV?*WG5_&F-b0g>y-OQj~ z4qn~D6V-$bQPPdGb8xVd-yj|ew+jBwgumCdWC!vO0{KS;|71h{IRcTr5tG2{ z^ES1ok7un;Y+B=Ty@GqkOuL}Ongn!qy1V{frME^e( z{Fkl&-w}N|4d2E`yahg)HjT%l5WDzkJ-D8p2y76K;y~USddR_RX8y>nS)2m@BZU7| z@P8)!zpkY_gdZ@$aPh03GNRZ%*f_)Sk%r zlRTle@($pDroP z&#+Q5+1mUWQeg3AmnYL_Z&fk()>y_rNeW;)!`mbnUV9Ml;#0iF!KSqQ=uAAzo-tFZ zGkTV#JDaU(%wel*ZU;SAQW!nYO37ktqvuP3gG#ALWCy!k zQW#rcrM$w{#;%Zp&nG-{GIdfnUZmhNn#LNox;Dw-uay+$ziOqdV{7x*OM%6=4#YEbnl8-1lau2q^dSx` zS?9t>+}-4SIzcCP=gD!{jo0Wt4PqlUj%4@-5n%Xhmhwinrm=~wuFY`Znanw0nDkKIXW0C3UT&(0qEjly}<|Y?aPyqQU&F zmiRWdrcuaN*Je8WHzkGn+pUzh*xGz01r}f4mUvvdmQJUOEBPoH_7zQ{tI50R5s&pC z)103N95))P`S~}*&mk@~c8CZ!;B8BNCtK6l#a7ocod)cd6mEe0W2}rlZ0!aVOM%q@ z*>20%8o+{+!X=#baCLfIXj%59ofboO3DIhR^o7>8@H(eGL*UbZ$`mjVl&!RViL89qs8RH>!oXKNZ|Z1uXF?OJ@oP@re$;Ut$! zez*VBZ&_nq@t=RoI>29P_*>Pc^)d1(Yq48YzIS!sPWikezuUDa`SbZVu`d$FNx@6k zkA5Nh(b`{B9{WU~gfn4z7$4LYhvVU3xEKb*wy-_y2}i=lusiGvyTbXf zH|z)}!qG4>+zDI5P|$ZJtPQuraM%(qx6fk|^_qPg+;t%EayIM_r^1b3mNy>xp?fmW zy&i6c=iykm8uXbv9d3mO!9C`lgk#}VxD@UOGy0wHg_psMH~1W0gs0&``&<9Da45VB zH0eDHhuiT{qCRip4s|(xR|bBa?e0!}zG*o7=EIyF^m_xlz77wATIukh?|m>U{~^#& zqwl_tLH$dhA?Mq^cSFsK>UMt<%)bpZY0K-cx1yo$><+)pr$EQKw|(YW&b!sF=FGdt zZhmk2=D!E?bosH%*T4r2zRl^^%cry7&0Ts#IeK=l9Yor6tDiSspk~+Foz}Nddpet= z$&-EDVNRZwefX+f#QJ|R;~qMC)#OAun0KbBhv)Jp>R;E6HK(_B^KRz&hJN1aUG+iE zJWX#^eWE#eb>~h$bkzA&gIwvCM>CbH@6vL&Z@o2Jx$@en?fpA7^wfUxdYx;Qrf>Rn zM@4<=^#izWm E1-!f+UH||9 diff --git a/projects/codes/Sarsa/outputs/CliffWalking-v0/20220804-223029/results/train_rewards_curve.png b/projects/codes/Sarsa/outputs/CliffWalking-v0/20220804-223029/results/train_rewards_curve.png deleted file mode 100644 index 9ffa9bf4b5070c74adce44722a13ea80ea2ed1b1..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 34355 zcmd?Rg;!N?^f!0`0ci;VrIeH|=~Ph~Ou7+}?v9IJy1PrIRO-?x-6I@wv-I$4<;J#sN|a5T5I;pYLvFyfCZ8uZiZ>RT8Y zF)^|EM>5z;@cH2bOlj~j=G7~-*U*76Z~p)Dwa8-?c|+ukZ=y+7pzIF3ym ze!f5Fv^5gY5k{fDbH&mpOXuAVZbT964&Xs>jVGYXB;Kr@|{@*Mh&>0#WB$pln_@t#dU2`A&)w!^k-3m&3S^mxAbws%JERc{n#apB*d=tq-JyL`7}XA2i|#CuU>}fX_gS zn>ar_9US;9xPW#ccm+8W8U-N?}Fr~-;V}` zSMa$S4xjIXwH&m&zh!4{jpj$8u6K8>V1p9pI#=fh2Tj(^zG&$l+dp8ZyHjylK3A-Z zq6^;VG%+zTIxbTt4d?ToXkBW>Iw9t%EF3UV>PTPFJARtwro5*8lwe(2SRfId3fRA@ z)a}!aOivq$B$fXnv|za^%E>&R*ZPvmy)GT#uAwECYXd?HAOC!RbGkQ^MCWsX_U~To zS2~CDRp~tbZg*f(=rprrc`Y~1m(JC`%U4+g*0}!beE!6hNY}0f)9ZS#y33i)cdS62 z-{;2d>U68EJBGo1EkV8JYP%ps)Y&4}8M%N$b^#+$Txj%uAnwK!$D+zCA@OUr>>`|2 zLUgfCx6WxP#Vpfsw#NQ+do0W>(>)OQ%Q3hR)+{$ae;i~Q$9>!w7us@=2YQ@twoI92 z4SahU_R}kakWR9H0eL0_3Dx6lw+Fb1`}v$}U%dU!K0M zdL6Dzk8M^Jsaq%L4#621bzhm4lAHhhc$XsP%9Wq#!FGG~cO@^)#%L&00_g}@$>wl2 zMzQuBS2YmQ=RWSHbf4QRUZBkVniWEL*y(ad*zLqGAZfO}WihuygIZ%vRgpEa{l;q> zu-~O7PH-PU%lsC9oMoN0o?6Pk!z4(11Jn{GRSH9fE!gp4GTM(n58 zg2GBR?1}R>^7^mQr9RgJ6aa>oT zCd3A=&2oKyP;$sSUaZ@9b9qv`S2g1X5V};WXx3w=D8Z%YgL77qcD2LbF?Edjrf&do z)bzZLI(&(`jtjM`BiV~<(DO%oR-&W^0mf_AyKqkEy3#N)F$uV>8|=^4rh_Z=XG)|2 za7p`&ft|QjcX>Lh%Bwtznz#W#)4V%XE`qu_feaJi?$WR<-5R*DqC@-8(9oKjkXi5ZIS%craIyWGHh32F4Y=(n`8eiMgBEni=>%=(`)OQf z-zS^cHqlm8-IvY6X@y`O8yiG*8(W#7)Y;mJjN>9mi{Z82eIYgVe=MNDo^0 z&5?ulZ>7;yaKC2V(T@RRiq{SV0X`_rwlSr*)$K0}%Eols2oYAWI z)B>cYQEBlZK$kp-h|ctAxue2n?xAmYw_I_}GA`=N(e&&_0EONoX68Wmll4of-_zB$ zLncYOYUbV>gBglmUgCJ<9FI6S@DC#i>Q*AfCL7!xbI&EzP{`ZcqUSIQ9Xqu1Sw|wz z^Zi_KK8!=N%pby+Jms`9?`xNNpKEJo)y)1J`8XJ*pcQ4HA>^NSfUU(vN55XThYS`R z>ISS#UQrRFLH8x_E^)9R6e-)gx-jlhQS|}Q1dUl>8i4)ur|<_A78W{`{4yV9mb~8O zhXN*Q@%r(LK!n*4t-SS+V@RpDX!wt}*9 zu5nkS@AAg!3T}k zkvk<#nKw6H<0bkBaFop?;xnYg2mGc6rEW74frK=@>iXUt;PM*g=br#gn$U410C(1K zI-=O#(ec5p*gO@oI30%`CfMoDL=+r#z2J5GcLJYIGMz~3Cfa(Y>IjgiOYLZE5EdVp zrN3D_c|UgG*U%siLs{;S-oKBzD8;p$O)f2B?nT!i39*$yu>(dSp(G#~xYuC|cEj1U zB@As&yh}kz=@eV!(8m{+P(=#>9MEoFqxN9m@$ia@r@-Rhm}h{P*%3_4aI-Yz+5{4T zpGw{Z4!f6T8P4Q}hK9(g2;fD=V?RIW02YMgOUvs441txE^#~q8EAcRYRMT*04Zw=| z@V5Y|o6B@K@=`cM#Rqw5hO(CMJUb1N`hHb=Cb6z*mT}+iI$gxkZS!l;&BFQK%mf`0 z1|r}q5JELdjb7GH6h-dMR68yGjC5rP+ta5B*{)}L?z5gpWf~{= z=wCiBETQt6Dl@6D7-KWIkalus&HU}UkG#D6eLd0! zjIq9YeQWCL8yQ(yN5BjaAA3lcRnogb3a2C^GklWF}z5B($`8>spQDlv%(=0mXQ!=W}VI=dr~E z{Tv$`djS%wO*#s|eix25v!lwaX9T}}`zE{=|L#VLT|m>8AMCJoqx0#2FZs8hb=E7( z%OJuU0Vlto2{@m$y}f-dr>TGdh+iOu!gk9_0tRsz1=6$d?s!sr| z9I3Qaw-Th%uCiM4Ba#%}T9a2+UR!MOGqI6!+Pnv}SaRsY%gg)G)HJd77KG=o0Cw*O zjvB+|)mLv$hRi^o2`tK*DTa1{SOdUs>4CS3_cTFQf8&ax}D;apc!C24ZXZM zi+etFl3v0A0Ra$~3BaQ`209$% zJUl$yLf>{0VF(owgfj+x$?dYhrP8`+J;NbhX25ZHM9KH@Zj{6sCB))D);??3Mu0R1 z1mG(GJILSfv#Z?+*Y#SBk-Y%vu-o>JeBr-;-rb_P0?zY6avg}N6(C40@@hvD#1D9( zoi)Ifc(DiBr**MVtYO#D$}3yIZp<2`5p%gZ$dy0QhVTsI+1{v71fAisM2g&hP= zXW)q;`taK^l)CGdJZB@%dm6xN7+6_DAW4B(b5-x@6-6+=QD!!ji7Wx0o9T14g-d4) zpbY?Het)V(W92x=@IDlkC3I07M(QG50p$}v?q)z9s26G7zlRQZP9FfsTe|KyZ{8s7 zO>+<4r2qvE1N!UR!@Njic?Iq>s?qyet)4bR)R|sPEKOa{J$H7c>Gq5Y018$^d6xt& z5kz*SZffUjkk<<+^aK=#6v#VuoQ7W}=gG^++<~A;wQQ>1l^Ymm$CeYH`3R#{wap&N zuayF6F@i2^&JHS>D;?h3^J;@#-7BXkD1DwCw5cFFbZt29);! zuhE^R>$w9rkmf~Me!c|eTLws%?}OQwFJGb=N&-AyyqyJ=E>vl+58Va&A@Ef4!{jVD zQUnCwqPU|}60JYzPn@{~1rtHW56JC^Z<{uPva^8f>kh~N@{9qil6lJ1JZ-3g!rKV5I*Ip zISG`E0cETK*kS=v1o}K`!KOoicm-iR3~t~92u$tfx3KP>o+Tja6K?spAXPU!p8?q9 z4kVZ?>dXc$4?wLyO(^Q(!VQ!Ult2+kFf9VGFuT3ViDidcjRrSf;8m5V=`m*z?GN{= z7aV}tue29{C_Vt|Upr7M`p5C|rEWuj>4iec?NR_mY;<%p2n;Dwa7mT?@>x4Kar`y| zPy_>PozdW1*bv}?H+>`VJ|$4K1&GEUfn9zb3KP11Sqa#o;N(Gh6SZIAv zmMT+QOZc4!a(kPbizA4JKok^8c<=9bAAxk}sGA{*$9elbAkqM%RzWto0rF6jwcZ3I z?`xJ9X@b_t;C28d6|SChp;AtLx)exdvj`63uJ#;*Y6Tox6~Qc-ZvR20Q-}ggo9Eku zat+|rcEZ$9A_08~rG@02T6T~)L5)GZ-U`ZSN*a!FL2Th1t-Gpjx{aXFbNdW#B<}Y5 zd^AU%6mTnQoW+UbU+1Rj7$BcX@7DH|B!ea0ORL? zGK0di0jO)C@za2s#1PQ?E#6&FR7nLHaNh#1fYavdJf)OYP#J>|eRKYo7?e#Wl$Uiy zP|3c3PX?J7ButR-L8Q7TjwMNKzmyMDfbsw|HJl8JL4|_VwKbpxMUb39m9*QH57-0` z+d;zJ1?eR}%SYkuTM|Dkf@M%YSz1rCH3cO2K3As~5DhP=nUHg6EM{E{m*`6Y0FVO- z3(y+GFd>Vdbz6x5Ru2`rfV|rMaY!|49ZYg9A0&?dc*mj#zja0(3kMqh29+;x@}{kF z@ein&0D=Kjoq8z75L%M6B7ndHv{H5()|P$3O+yO!}SFp z=_A6?zx>bFCI*pl=BaMtET;689Y*O0OKiW_C3OBiG%tSn+`Dqd|9kapbAtEJ4z{zt zY*@#4r?jC?X|zLOcX8&FluKtH-L!${&!3ak)?&uTzi-rZe?hkW*Y9_U@%IU$=S`7c z^`!3JiUxYzF1G&xBoDWs(jHsd87=JpbtnJd8y($5|I)Q$2z&=Je2~G~fjCeOjQ)x% z5iHj&4-QxaHG(bxAcHT6B-(*bhkz46?Wslw9F+R+pyBW6U;5UJTK>a?>Z?$}>z#^7 z0KlPG;MFGpHYQw;K($ClCG^#On2^<^Gzbze0`ZR)$bmmq+sr`;okSu?9KaJg^Y@-; z2MbMfzNQ1In6sJb>AO;DRD#-b8=nfsNDghkkmpMP=VwOoRXY|E7ZfS?6h_Xr@vG8!Rv=2xGp~ zw-JQ_5>tA5i*vuVqvX|f@;~yI3gudy?VYcp)3k$U_I{k~OjLvGKb;jN7ga=P5l{=V z+e8J?=cj$Y>zQ(5p(Qo?v}eGTn1aS-)})`EgSjr9uV~ICSig$asQ=42V<)Y56kRu0 z`%~puQhJO*ZhKFSA0LMa+`m84cUwYZc->?e^HTgKstMFLvUSad+zX ztCa)~dOHoPW2YHo?dlT}sEBwPT=}Q-It_-@NSYo6!zo!I48d8zkuYMG?!rD+jjght7mKB6ZT6cp8etrN7DtIa<6`!?OF2n}b1G|(@z#J=d4;AuPN&%RE9hv!yb{)o6n8BYYW!#`*$1m6{bdQA(%VvaFXBQb96 zmejeE7t&#|$Z>Y>z9|FCf|xxYD_8m~Iz<4NoKpDL4+_*X=WEdk+INy=0;Uj}1SH07 zU`zBY3n7N7z9AhvA(4pDDr>y)gZ>taWH)geYC*ix;iX-%cG<3y;M^JY?y#W{Jr{%?^&a3>t6%d&BqyIsknFF>|;NXR%yhmAAA1MZE@jU z%Uju~uGNhq?5%O;7@nYn4^;dJ4g3*NfxlUCX$Q-{Y^z4fy-CS^s$%kvmXzwtq)w6w zH@cj+X8FI;S-&&ZDBrucm)2$fs6M*;u9$=<6ZRi&i2~mQD!$FBM){QAhaJ7T4ag4D zS7+vfCi$+*w+B_D;;f;C;w)4yABUL*0-u}VWRGYaUQwipRLZgqq{+l&Y~&dC2`^{2 z@hHc+HqQ6vOYMLBH1xh$B)q~0=;#pWa2yIb)1A>U^}k`DF;oR&G>xdPJB(zY4Lt7FtP`nxO0cO|0xu=R@=dhJN8S?N2U(2u{BtH=$u3kxDwZbeYhIym6jC6O6- zM2tC+lG-df)FGByOlwM)T8!Kf%Ps$fbQ~J+D;1JsM0EiS+zm`48U3&CZkth}L0iPY zA^2_y672!Rim7P;pb0ed8bOU2tU#_GuP?LuED_89*3CzLK@c}3oL`hyf zfgb5bl>C5ch&jJ$S|$++G&Cq^Nvrwt-G4}Z_oK|g`dZZ>8Ce3t;vLp)J!3gLLsV1K z87T}doK0$WX8Y1UB+WYr_hyM1D84=u#rQ^cL?)nDspRyoD^i}_|@mf zrfB=m81v=GvX#cntK|$O9jp$NRQ(1%faRiWij4gW(-AJD*&whE1BH#79*@Rbcl~B# zJ-D9GI=mv0M`3d!TOdQ539-2HH-}LsIxa)8rmgi*~jknbW5ZZvV?55$#wd-4d61pB&&Q>tfP| zG)hF-iYXV>wrk=dj7Azv`1uGwe&)}*8y2RcdWY7Nkyf49@KsMtiIEWvbKp$K97kSv z#R@Nnh7wVp;bRgO!&khurgsd37L2SnjW(_*jtPVqvr+ zFG1)8o79+m-KFXtPcE+vU$j)i{Be^>dz_Z9E_jynDatm6}B=rMj=Yg%|kb^L$GU78pAH*=cYEq#D;40dsq*! z9ZMh5(zjZ*clm?(I7mXoWYaz9XjHCg{*dmo{c5dU8sgwJZDcGuK6pMWwq)qyfERWY zUn3ui*F{XD7{+4+j22;$~3R1zKU^LCV2n+=&l8BnBV-=k%%+f3V^D z3Y2?!i*m+(`!vdNR1L0tdReQ;mSft1z zBKcnv%3iMdGSB?@w7%)EZ~TRmZCW!zZ@_)2P5-uQRFsLBbZc=Y>zvQtN?m1dI9wmz zw;CdZqOi;OZby}rF(2aEG~e62|3inTf-}ZYkgp7{))pC66Dn~k#grnIxsc(Vf~f>I z7a2&E;r*_S`y(U}3H zSAZ?AW1L*u%Wv7q&oW4x_l$1Goj5X$c3fhibUug7kJqKZIwl z-IZ=K9BJ|K+nS9kmr4U;Huzd}|Jw?tm;8Y<-mO7MrZI_Nh;vg!djpbUqh&d(X@BeM zV|!1feetV6s)X z#)UOwPav6cBe?l)R0|0)HgPHCQt3x(uE*8gFG|gsMA`mpzj%U})~G(=*>PDLskU_V za8>9uDmR{_HYk0oVMS}6f^Rm|@_eK`Y%(QAHc1V~>C>FQh%L&$;8B+1(7r;KnmnZ% zRbEGD-mlB{c9{`+rbzVswANM`&Mu?TW9qI1~=Q^V&Wle>Ax2s2awef(6-LJ!9KOE@*r%0%gNI-twwiG!S z{lN+hRBnjvktACqGu=cPte+c&TyX90Lv`3}84ETbJ!yZ+jQ`^+!wrriY%@GZj<9jr$EEBr zG7XFETiix+m^PHAj`s|Ui<{dOZC4+>mQ*%syR^DgL0-eOLgq{b+y!hg>okcPa zRdn()DDpG64#vZursrstn^V|RhK5b9n+MLVFt)svHZsCD*L|x|>O!cCisevCy-eWJU+mY^LLD8s@@vL*++yCWD z-Uc}KHwNkotKoJkf9e>o^FB#E)JFnND@_fa+TH%*3d;#}dZP<-M`l2!?bn;tZV;wY z2j2A=rpolJTt`)3X2rf{p?LPK~_kJCvUtduv$>hWH=;lFZw`by(z$N1gG z1*c@wfw;~2T!Fyc<1PucXK&4K9RTu^uuNSS65QO4tP4N>-9CZNQdd1PP>H`sry-vu`A9Sr+Q;^ z#SoNOCwYvXGGV=bV{7>&b3Jo{_6*+{b}}F-H%c!uxpq9=``&d~K9< zDBZDxg^q(O$w>6rgvZ{82&B_jCp@nXFd7XtBx2xWBLQe;&&r8t7hE&QOdCo(Xy0e0 zpSI!qWT1LxTK{Rfj0rX8lF2a=JhC zcjUXSO}WBN4>E60MRS?dvlg)1cqUz+WL;Bmbgj6I^09`_&bG}uOc_iIovYwaX2f)P z<0WDoHVa@}nCv|MruOSO3b7~4z8u_4k`&7Fla(FL-mJO$?Zt*m#oixUMWuIoSIil^ z8EGNBp`WHX0`Rzn2^i=J+j!)LI1B)vW9$sHpa1PrA$L4Dj`F%xnMe7E38C~=fs{XX zA={MTQ}u+KD{$)PZ*PWi409KP7EonLJoN$wyQ_c!HJl!K4ARU7Rt(D8p0m#Voc(4_ zMx-Z(m@P($_TB!va6%%Z}OOKdwke z(duyH?fbVDUV8?_;Z2G=Z$S--45k|YN&v5>^w>>F^6J2rk>wRnjkZO?hS@rKjQgZ~ z7r8xJH3bLQS*%Nm6^A=lKdQdW$vL zz+5{$7pxfi4Li0RP5@i*mH);>gvX4!^x^!qi!E2W4#U#j^~B*`o=y7>P(_ddfaUAp1}%Jel#hEq1C=D5$CmgIbUQAtUryNQe$2E;(5) zHa3kUb2b!(EK7U3fg77%pG@tVb6pk8cOb{WMx4)yCF{g-=Kr1}g!9r=m(Y{wesrd` z(mO>i!&f*obxvRO4+tq^>@~i{HRxJ26Iq^>Ud&kQz}1Abs^st1xHuZf>`*6`^ciTN z5*a&W7quUkJ5Mw_I9VmN2GVHa?`J-LU*q~+WKnKJgLyE?^TSU$FW~aIbegV@n37)srj5t_obpX&L#8uiPg&YRAwe!gdcN&X$=-j$5* zitiiU91%s!?~7=&Y5A~xmgV@UAUfV(PVf4h876ojSr@r{ylxXMqF3(Gw%!cQORR|qLH4)EFD!w3cX{o=_-|$cZGpFLBu)N-jZRpYcamO)c)NY7fac5Q7)QP z`^&Mw4TXv#kP0-k>xtQS^$q5sdYR`}5>|&6P5yw&F00#4Og9RrG`~X9Pk6&Qt886{<=-Yn)rU-?Zn&z=A|ONKI_Xo4?{P&+s(~p+Vj@da!eCL z>l&NzKuM~9^Z>a`*M;?3XBj8iyKZ;l7Gl}S4E(Q7aKom&n`bgEJ9_7Y!{)?+Vsn^Z z@im+eKZ=RbwXaba!q=fFo!m2=nb%R6m6fHssY3A(HC3c1?2Mw_lv}3>gfN0+Agh`d zeX(>xJ*h6X=f{99J}2^X?3$F}dfw>ISb-YlHic5`LboRsEQrxLe-bm|;v6nehELhd z8$igi_>R58As2s1yKK~Y_|iM<#|X3MT*mE*@;YDnGdJOTs(a&YxXkzA$fmrni}ABxWkohw^IBEmdezq~+I z-B-_}PKw-@TNsp|-*4LP=ez5$)P?UBW%vGe=ZA^IQ-)Ekd;5ojT=8|p&L4kJ_}#b&#N zV-hG2pZxyo*Q1d%DAhDGNRVA0Hz~lhXul^t8xu$v*6~GN$6uDB?xpd6al1EYzPFv-#d4hvamfQw?HLDss#2+0@jRAiPld zZ~`+BArec5U8a7lxNa@GMoXXx|pb5OSD za`YU%fU4z~vudjjst_vS0b7IAv)lY%dpVhFN9-{{6?rQY+Za0%; z{a2){&mnJ(5I6{35`MTy|GC?a3RE|F*ot1J9LMW%wOW*3B<1`F&HnSy@XdV=b>jOr zX2%ED@z=={>7)14ik2Uk@)Cd6_Wp2686iJKE-k_Gm#OZ3b%~GQ%ja?PQv@0wrf8%3 zde6$4WwBe=*69eW-DS~rlyX+ODVw~`sJqSfs+3&vHi-8TZ&w{0YrZ76VRlSflZQry ze@JuF6Egkv*D)Z<`%!(c?v{x*tiD2JQM$^tWqI@Nf%Gw_r-L1NeF%Q}aQ-_Ib<{qY z(Kl-RO-jWp*MpVW3ycAWkt64i+S*QC^X^Z^)g*XZzp>9fUXdwH(o)@%5l5D;{G>m9 ztSFPh>uZ5l$ZY{s;0;vJEP1me6sq&N+>(eQ(E?4JFIbGZRYfW1Jn2GPpT>Ht-atc4 zQoC`qsjzp^hE>LY>Iq0Ti>&GM&n!;lMYa|Z`dr$W?hRe*! zs9a31>)~RR;cZ5g_|^pb1Nx;WDJ8ravdrO>YF5@BE1TYg{ol@@egI8%a zB)F1ZWar52xuL{%a$%3Gup(tG=?NQes#%Hq7=DDDY?B}72g6YyKdBlA7;@&iXLx*Kl)7DLrL z3&N^~hx1YP^@RT!cFgBdgxn6bPF1kmxCSJZ2$8oL$VL5}P%4CqZjp$~HdpJa4qO59 zuxH70p(owR`)V$0O4Gti zPbo*@5iF1S)m2v|6U~&>jHjLf``4)K*xQ$+#%*$;cxHW>)J6<6@w+#4430>@>&4+C zzij$(UN$3|ng%g#nM|SkvPNugaNg9E9e@5k+xVSrnAoN4L`Qfxab?<9BHmxD0qwV8 z`Fl@(_aB~(k8#M`Uf-j@d4uaq(0z-S2r7e@NJQ;rvG1W-C8bQ@6nd+!MO-$&;Sk+) zWW#^U3a()Y%FmqqjRBEp;0a$ymAOjzyR#Sd3ob$mbFy{@IH3ju4Z`Ii|d-?ZcS z&eS+cP0p39!@X8u0?32!pbjZ=$rTXkv7VMgcHgidNnV5AVVM;s_~=7`)RX!%eJ6h! zsO=7R1#G*<#;TgFglb**A#6tQgv$wkp0j!RTPx+ms*q<)^M__qCX8qAUPWg;7!WI% z#mAlLJ&Vo5r*XgIg=zc<7#sVpzw=q%@H#%=EfzR}t`Bsb+x zwzHsr!!Fef#%+QXnT-B0awyMWhEq69Mrw{{$M!HrycuQCJ`-RSAkHs6;k^AuE)6Y@ zhWLC~M4|q!F(jV6Z4p_3Z9w_QqVorL!^;ORoiv1^y3?&;l!n7H>F#*r?TIG)#_D(m zxq(iqkNa(MJ?q=AxDoad0+a%e8Mn<8~&@om`;_`_w%kGJ1AAX_cmf6Ddq)D2P^^T1{h0h#hS2i z-0GuK>$dHWIM}MghJhR2gCh1b@@4Bwgkg`@Z|X~#pO&2ZbVZ^$ZNAX``5Qp7l(nQ> z(_ktm7rg_$dF~ii>jw*0e|v`MB+p1!3CWURM4fh1-{md+^!?(;J=?nah%Y;s9|EOd z^}5EeTvO4?@D1BIEa-9c6<27moZLH@)gv$6X2SZ))>5Zj*T3Hjc;7RLp=5ii){qB6 z6#3Hi&&KKwN;!SIMlm@-vxKv(ZZm;@3Fhzmmui=sp2{oqlXYG7TKc*ioJJlBPqeO> zVPa|cOIrhbM+S%I7F@&jR*R#N=-|wjXUcp8GF#-*ikN6Ttc^C>urT;7F29)+D7ai} zhv(g4r{(bfP|mJ?Jp;Nk?yywC1n;47`rfa|Vd|jKUA%O2O*&kqX{~iAJ?FiSYSZ&_ zI=?5&*?Fw_=Zb}%p5*BtnNjHrZJ2dps5WfJ4*!eel=f>Ke}P=mv*LWrimNeGj;xnb z=3pbwUeNUs_%~txwkfj1H;5C(_062cSEwq1J+hiipbYGgI%+qp{_|4+C=S~83t&Ru z2PvCtzGwF}Qx7rTo0x|CnHyP;ky^&7H4iiCM9$3@)jfqql^NZhfK7LdC1X;XR$nFQ z{n(?F9!*g_>O5$O8auHyYixt+hOG&x{r4qC9d6^5HQ$zrJzs;v}EP$l?rw31+@9g>n2LQEW1w6eHT zBF%c=SsV1Nbob=LDBA`1`txeq+w$f_+No0(iA~EBHL(#+kHRCI?onx;*n8xeFKeAV zfSv8<8*A)!y*VypORWKNrDw?sT*ofm49 z{h@r-E=Jhk?!wQ(VpecYmn^66vwq`LBNq#|PKY^9Ll1A!9!na2 zZX5KOl3V~6h{InLv-#0FYYE<@nhSf)3XZR7XBE!rG-Ad6T#15jN9>-!uu8Wh(Zn;!o0mC(&OGxUPZzy_=G$Mx@QoU|7Dqmp z%#t^2VF{@ka_#F{!Vs?1Z~NW?Uy*x}4fFuK7(Bzgsn*2L9s~@+N*gT?TXEDyV>xZC z@e6c?FQ0nN?wwF?p-0+jJmCK>02l-#i;P_jLU^%Z8cX_ozY;b%{a32k0a~){8?+>+ zFBng{enWFxJ<-8<4-(t~7R-vXjz*RhOycK!eM4b)k6&UQ9!0b4x;sc$Ifc{iXopQk z@gD=aVw_+l=QpUiNg7D3|J_eaL`B^vG>)lyT9|hEJ06ZJ-g{uCU+J`m4%&LxdVO8; zon=W9SkX4}KKQ~3m}jyrNq4Dta~D=)Y85PXpJeu0$o*iZ!Lq0icsxBp98j#7C=TPH zOPJxES<^o}usR|uKN1Q6D2e{$UD`@e^OwQDby%X0ncd@U{uXRK|Gh6ETL({b9owe^ zi$p|&MNX<=iH?O%LUzhsu&XZAk85>sb8p^4V(0Z;s~o|sfQ>(brP5Yc<5406cf7nX z!TSheu>O}q@1fTRSdO4?_RL~3aoNdOTnj-jCr|*|rqRX9+t-54ZD}{0%WwG_Zmv;) z9filk{+k@;S}f~A?}UvT&>{ zvnTHbu@L0C&6)pE_qSogFf7ZU&NVsXT%ap9ZS3D~El~5@XRvzyh9WqS0A*zG3Rf1S z0wu_3%QTxC)uakKzMmNl(k@&`IirB0pISiLSvf*#>ouQL;*Q(gWHI|fr4@RU)CCT|ib3a5Y{+?V4O#83t)=7t+|) z4-b~;?QpbHvX92=G_Cb8r)yEpY-nTR1kA8vFhL2XgyS!-z$pFg1_$^Nn(_w224Li` z4a~r!7cV)9rhuVO(6IKHlQRO0R{Hh#_s8ibSQHHEHIJF2oqjwx(PQD##FGZDd$;O} zOWN6bwk8I2)0|xGlwi-&Qcz$wgHN@fiMD1v)iRma7z=b73xG*Nija^H{0Dq@e6eZW zd=uE!`M|6t=*a~yJdlDKZ$S_DwtR`I^LsPyMd%Jzb3BJ4lz+61fYCU)7h?wKi(sa0 z6HF>9rwMYNUqH>UpmV1N3_7EMi31EUYYBBQf(!Vco;pE8dh1~75cIF2L1U_5YS!@Y z_81uP&8Vn*ukL(?UaSY3J&+Jm`S&u6hp#CPJ0qyJet%tlP{^)cd|G{aiBBt@495Np zQ<*`V=kdb&XtA!?+qdAMl2Jzp>#6-uEAGYAaI~jm|LiRHX)<~9K$;L3Mr;NR=5ng4 z`Cx``*5`T;G(zL~g3iFW)Q2_A_TX&WN@kpj1(FI{($T z_6>nR^xOL)5IpHBW<`BA|N02Wu8;{w%IG0?UE|%u5ADQYgh7=fT|&x4Q?=MIxleP1 z*EnpJ)*YRJ$ej4s|BrsnFZO?qKH`SLl4E0ALF2#9($VVbM=+fJ3`|3~)C*le?=*1U z887`bOrNKkrJ|uh$(6*u=+k(>Ku>>{h=|*fx`E%1f!+f3;(zrdULo(Z&Y^EQ-H%I1 zptGCRUB+rq?4b7K_~I2rWRzIbY_x`8A<2$)RAnw0dv0ZQr?xhrW-jxJYY>O{|0%EZ zWYNyfS5L3VJAlw!>VJ(KdBebrE!u)M2RV3ggtSMUtCu!tG6s{rcZFFP82rGTtC5kB zoU$?)#-K{-yZ@UcIVR?rLhn&T1Ust;udV0;#NxQS{Oz!2Uhm@p*|3ji-3SUPgMiF*dCvRzQ|@DK%qG{PeHe>~Plva32zpq+A~ zWj|;Jkm4ZYch?v605gF}eAah)2$wxAL7Um`c-D8_gM;hP>lF;Za5oqs=Y|GZL6?6S z7%!0oLxNz$;jUYK$`E)L1@OC0&|%ySdhT06yYvHLyGNkE`bSgmhi_#W(l>q0?|E@1 z;|l&=kL3HaJI$M$pP;ccFpgHUU$;{Oh9G*t#m3b2nOIqId_hpU)2md|`*<+$uJ=GfkKb z1D2A5h8N1~J2ni4CE41h!K5Z7uaQhZ7Xt%>`^8ca^k=8ejm1AdHbdHC9y48Q%N@vM z#O-M?d2?rP;YWZpR+wfU;%*MVNR9vTJ9^1~nE%VyTg>%MDf3HA?N3=5)+I3i>j)4peO*>LVpF8MQ43*hqpXdv-!gjrt}LjXvuEg|MT>Dd8 zP&8J@`(g?MXb-(Q$8U1j#K3|VZ&C{D^*`i9X9e3sF-AX}A3Ci$q8=yV0Rnz22`HV~ z46m>0{NuwKz)FKv#L<{YK`aYYg4kRYg-vF#ZyZOQYQQDV>Q`z-x?`WKT1_3J_1jIdS z;(n9Q75kP!EP*N+rJXz5Kp#~s!no_`JaSciT($Z+=Z7*)4xeRe@c}!R;YuxywSkKWAy;B&RE1BBr1kV2cjatl!lqUGV=7oUY_m!{I(|ND+H~iuV z*+GU&@bQ7lT%YnBT?d<|YVwk8dRDBxzYml1kS3GW9o6@)ygynZVt<^yCE19^n5596 z_NmMlN8YPUSNQE2Nx_rsCzD_8vf8||mQCcA%e|{)mKKv)A|En%TSLDJ7%U~LK_!p; zaQ!)tITE;RB4Psk{PCd#O1V?_l^>#KH&c#(6k&dPk$hTZF0PgF=F;~vcKW;!54N4l zaN*feZ07PqtJ(LtvaRJgmBUD@Uo6|LeVh46>&PSB64KJ&_ST-Aa2dxHi;xx!#i42cGjhc_LTp!C}d; z!Y#XvIUWfw4!P8wG4;6aM#WWv zq_IVaW3rYfkb~|QDqy-CpPm>cuTT&dT@)DvvLahB`39MsANDI}I!;)x-;xREotHy_)iOV-lIPUh&~<<~O8681j!hWzCrv z*HHpUT&cgxh_Z_LGVdi*mf*r;{;Y_?^o6w(Hd5tv4BUBR54EYi;7es~T~Um1KV5{r zV_s~^FyA#nu^_3e{kY@2S>!)lizqe{=46&uVhIhJ@QQDgi`^1ScKA5?0xmAp=~2Pt z77Mb$iteozXaBbH*E7o7sBe;Fy8LFAP(09tt>D^SwI*}*zhlsV^-+321n<$(qqB1- zm?C~IQdG>?T02uHPl%qdbvW!2GY$|G&YeK{HsC?v9pPIEvqY;_2U@qxNBh6Xn&yNO zb`HV{@?htk@d{5=c#opjB~0Lu4fcs2mCj#E;Y>}qBAzE_zVkk_rDcEM zlRTc*4A-6mKXXS+-G0<<9O^7D6{Dd;?i<**2>lF&G-07>hVJePFH6JnIcY-d8> zK>={EK=WXdX>Rz_r%$C*_;tN9d=eWuwM~dk-n)5YC0o|X&uaiQ=%_-}Mn_Vqm>IgD z!fq&oHwdHymrjI(?xchkq5smYS7-b7BZXH5t6yxD9}s+0VxonmAQNtV{voF$dfq}7 zw&c?^ z|5D_66Z0WsjCDjqcVv*=j6I^Ka!sSHB zm&C`9XZjZKJ4W=Kxl_6YKsKzMf`8G6Y-19qEGu;3;>E{CO_^)-^s8%CH0;x_4gxdQ z@Y?Qgy3?+G&ENlVpJb%tf4p7$JD0s|=HSI3JZG1R+S?L-=JE3I$OwG$YT2f(Jr^zT z_I}Q4QFtr&_lQ3G!fILR&I?iX$|`0sl9DC|CDv;$kbfm#yfWQ9t3-3P$e|}f7M4qj z%U8YW{axkmr04hVc$M@QDJ$Rmn7JZ4m~uR`0nR{ylSv$E;jFBzI2vyQ?O9nZMGF#| zwQfd5`ImOgI^I!QT)b%6vIj=BkDuJU`GQs%A~v=-Q)KI?^oEr_XPH%xr`DAH6&tYm`Dq33<`&)n*GF8~)EA?{SUN`74L~57EP^LWPE}VWmjdDnh$w1Wylvw6nqM|n4cceu3Cy%3x7N}x%5$<*vj?O ze2L-(o$IzgAgE(EIfKijYp7K$&~uoa()s*42>owiow)1CC+&S~$+4Ut9xxC1XE0Ou zSqMPtDo*S*@fN)1d*movvu^v~Rzcx=aAM+^yQ<8tJhUd)H*TK3-Z?T-E9OYu*ap6e z4=xO}Kb6ih-k1X&gX}r6DV%>M1+YTLK$)j*?Jo7P=D+8LoYfsMoW{)?51wXq#rM*pdBzM9AIN_h(G-D6O$wa zQ5B8htJSj^zF#_*#uLjtIIAMbXKGxjKNR%89HCtItGjiGi6{8Uw5AJb8FMyU1{B{i zlq6P7kj&1$cbh&uTur&WlDT5#Sm*d1h$bDTEYY+6*AfA2hbM39qlxX2O4G(V&69?$ z3GUM2G0#4HZXL@7e}*wXEotFKg9XO3{2a!pV@GCfmOI-@r*q$bFWg50F@9CB?>7>T zOU-TJn9Ixl7u3 zf?xoZwbPi_?>-K&pW*Z8p~!ymx~28lTu2_tVEn>}*i=C~&TURXBW^6yzYNQJ&|1iG zAZYudKOc#cEjysMXqyqG7f+}|o>2176MCD_*Rc$U8~NnY`g1IV!yLV|gVfwg6Skl8 zv{uf3l zD%TN@;@I1*e8+(+mF4jCk|{U^_+CLdz*-KnkEAm>ceCy{14F8UkFmp_>LMP-aZiqb z4b?eh-fP)(zPrY<=EW7LRcCC_%>2*J6VoIQ{9Vn51r6HCzAlO3Ok$o5swDWFknTzm zBxds~vJDu*F=`?c*LC}l`{Vs#-CvkYiKitc(2bhNNqACi$Ws_R7nnJRg{qhjF!+{Y zvziHmcyQ_NUm(vkS?f2B*jrJif|+Rp=}%jb4v#J55YI* zG>eDFX`R^7pTa^ymn*+>#6EufxJ)&#&qVIvu0&3sLJM>x8YE5}INh{F^V^=FIrHY- zTTy(zz-N_Y_eFJ6?<@YZr{Lx;v(r#+-1 zs%;i4E1z#{+|+2V?=9SQapo{--2O8std4FyU2#jxC8FNf+O~5e?iK}Z2(enFlgfv~ zVhQGGJzi_?=BA8DU~I^0MBRde|DuE|*>1%jy3(38Yp{M;k%u)$Wmd*ds6=%YFVd>~ zW!hrmvec@6iC%GgwQy#Gz~14N`u}^RwH_}c*a3g~G=Ql0LX-U?wBi$npTMH_7+$ti zaLr*`%tzk?1zX|R*kA{>))2cBF|p-*Bqtt*&7~g9WcbPD>N6-XYL*^n+a> z)wWh{!}O>nSx~}w31U~UNPPhf#Zg3I2~iJ;wdqEyhkcO{SoqgSeJ2 z*DJuR;sNdwO4jj@_f9!TXrA?YP+F+Hbt|DG8p7X$9`9KQ?v2x(0d1K|w#Uq)Iey9P zhp4SysmS%`0NsWIH2BfITpyOBT7+zmj=@u5mUsEpg9+qBv`W)5e8ia`>691w0W#x^ zT%-V#S?4_o!j%X!0>s%_cTqJZC-`fiUZ&H|yl9B&j1OxycDMa%j%A(l#5hZvOWm+| z#BgI01QZVtTlwG^b>an0A<6t%t=U}yrIwQO|5FcT{1|2Z>p;C(Ffjb_#D)qYP{4|G ziIX29i$3k`qr^_U{{TcGZp;#4H)MIv%;$*r$@RJBy~>C67?Xbt7q9M}w@fV4L`?fO z;qx^cn9wtm`TtK^ug96tMcJ7lAf^p7qEMNG)rlha%$pRJ=P~@3Dcqk8B*66enHDdk znfpzZ-XeljeQ~}0t$K^{D1WAiY2HLqZoy<qh9-1ICGkXgK$m|lPw zBpvO(h+N)7<0NSK#$AF`#wzx>6$Qg zo6Z4tQ$*^y^vKiuA%-K3$ObDG!}>Wk6U$XtLWb~5MC+;&YpQNDzbrL(7aMj$5cA7B zx-|E(#!`f_+`#s<@QG*r8a=rii&eNj$X}1Mr2M%8x!vG1iYQlTVY4e`4+|*qW0I{! zF6Z;q{XtITgRcXbe}|r2^{DbQ$E>M`c`Ff3y~Q$I%n1|GdijMK@RTcoi9nbSgR5^9 zDct6;p9ve8WAw75hzn(oa3!)A+`B`?OXpdO1;>yp(q}iTZw$8$^Rlt7BOrRDRA$h>r*2;!>2ArA!IUv z9m`qa+fe-^?nHQ&vEJZdI>qmr?Wud$YRt)y5#S(i zW7Vp_qFz4Q$B$_kj~e<;SFGgj6{3e%ef-jY*1EIfD8In1*q^Plz8&J;wC&EhfuBs| z81&+c+Zjgc?@JuqyYgx??*e!vee7#0>rA>4BLlO3xG8|oxz#;ic^MyS=0@EK2W2JbW&@aB-5 z4d~NO5T~C2OU6LA@e+~ayu@pY)Y-^SIhbtx4iF|()poE*t1GQ&VH`MZNS1bngx3we4WmB4e*LmB zSz;(A&hB9)lxl)t_*d;Uy96GUnmCx{X-?W&)TK_B#W2{woiqoOO3Da`-OtJj?TU^l zza%^zpjaXH{{HrZ;4)uBd2ZkII`zoZ=PaiS3{j9pNrAd7oaXiv94mLJW9H@S*E6$!zv#j{~ zBSXJEyUY4cd`nNt>b8;me4jmWmq8}c1y=GQn_)4XUQUGj!4KC~C~UTL*|I`fghNww zW23S9LOyVA3Sh2gXSKv`yf6wvA*zGl$@-@&0eJf*KsvYxJiy?vgjL?xfpBEsF7wUn z;l4&5M`v;7L7GKrbmVE7%|*AJ8a479{Ewx8hODpu>#d4b7oo}o16wQ=2~xiI9?{UQ zeE1IJO_`t_it+sQF$@$$@_5%jL4HJ=S-lh*M zu$w@w@1vXF%r18IYc7o4L%f`lruKG73hr5Ai5OQq%;y71Aq5@2O39kO; zUsRtnV;*1M*u*AYj`aSm>e5^9e{&umGT>le+t3c?@VI@C&P$7+&_*h}O+`geoJoI`8l#tkuEgZ%D|3YQQ9MtrnsWS~-CW~!^N>E#070zDfW z=e_&(fvXZ(&#>TNdc`r-G`$^^Mler^si6<-2Ggt$zou7d3sp0kk(NOq<4 zj`7PJnAFKXJGFh6-TMRsnfaR2(zoTNq7^LPvVC}@Zw4~v^{eyM1I5>$wH)~wg`neu zvgjN@%RvUM>%BNgT%Ai+Hce%s*5PBevoK=>jJb1m-u5b%n3fNKYpQ5YU$iwqJy)0A zKd|qF!u7b#_Y+EOl)5Js)%HgQ|D$9eD{CEt(c;lQo1}){YcjkLag?J^6tFkHlYF2` zIEy4H%wmB?cRhq@pC#{EfC}qPoAy8HGm9=RHf}{Q#p{;GNhj9{kynz+&wp2VZ~kx9 z0NZ*D_gi(eZrqvuif*4-v+ZNRP7jZDt+TT(f7!JSB^*+4I$G5etFcdxfK#%rcMc9o zrNjfPj+KQvpQuSf&s2W-IrfRqIi3Po#uX=(d1AbObMtNR&^#71wf^+T&+;rM;WXqD ztlv+bp*y3J=_jLkB&Bd(-8v{(DDd_x-V{ z28OlalXu$&L=0tx+S(+iDuOuFR#HFMXU@1@o>+W+z9Mn135)W+hq?m{rN1O3^bw|> zKYu>8>zI|*XwmG44<8QVOyUr8&o%~^*saJ&<0rONmy0ZKMjYPVGjXTO(UhNS;mK{c z&%Jx+ZaMI^_Pb@3%0DV7?q>TQ{iin-{3Ncl;|($P5sTAk$z8>vi@}={q1;RD>k3bq z5Ny3999?Mh4AEx^stoul!48+#S!-5%3h&3Q;NXi5y`6=^U7zy2x81z84_wJ0Dc%YG zd(KABuBK^QZ%}ek{t|vU74van#mBC6&!L)iVn;|K<#+FTYO_!=POeXx4zwLR)V-$1 zq{KFOgixa{CFh4;Wsr4${rcB# z!*6oV>dMNJ_YdbKE?M!G^7>=H%F&X)l5>C8`&fc^F4Msbf%x~!?ijb_PoZ$-K8-O= z;T4hhLFyj48pOjDckL3u@kz%?bnNZ*dwp#v+R z7x5{_bLT_7DH+g`8ZuN7DJtxBtIX{C_%?8QYQ`YW)cMLkzFjP9aLB)g1-W?GKI~$_ zkw=zA?{y=TqmXy=oxPw2RcvGDdXfHn^<}0d4r;LEng9Bx2o;!%jM2I@VUPwEl&-G8 zgGa%F;qZw9t6(pO`jWl;1-$1kxlfPR<`1F-=gyfQ5Fz*i85+)3a8`F^cST#Gip=Fl zT@V3KKrU}+KS4}Mq!I9l;z)VnCAxw zg-<+n1!f>C%JSPtcB8oAkJqnCYDI3G2-g;Ep1R_n`k|4H>2;Bk;WfMb(mmK?mr1^e z-ib;s$-7(0wI6N|&i|95=qB#gV6Y8!t)xYF_F8AAz5>dOS(qFlXl4UTo)FDZKu zeBZw4GD&9NXWMyanm#$^{5j8i0X#dbUGQOtsIuFuB2YFM0ouoWMfaa#2={#d7$-H- zJV9~DN%Pa!G&x^x-F0)PTsx$VhRpf^%G=6S%utvWh1k;?w;!Ckp^mc;Bnkq$PUZB! z&PX!Ojy!+f3oOG0yHuvGKyGAUpooF^%p-RBlZG_#nD^xWByTr3BX@y{6^B(TVnYvz z83xbh0I=mylRM)sP%Wx6PgU;9bb|Gq9HD`e((vgw!8u~a zXQGc5`Z*)!*ih##z>N+VG%&9UBF85Q{NDBXg)0vQ>M3f9*6Jmk!q?kF4mP)r_c(mT zF)~o5s88L!`$mPois`nkTh(Ch1k@RmZ16_1J8t)&ictc%W;tp(XHX=(`d7k5;4)`S zdnX+lQpDxTGb-|m;TDWdv`7qU_R+>l?S3@9^aWY|0@7f+HhOc2>|rE?(rI z0DK=g%b4IfghSZ=#dm$}ZD$s&3SYZ@@J^+52Bc*8_ys#O++K0EdkhqIQJ|l}3BJiA z?{2R4^Y>?O#c>7Z#~9D9D3$Dy<{2I%O_}S4$}%Q9UbJ0J92-Vpv^gifrXmwjfn~Pa zH&E;gI-7X1-t4PbHjkg%j;or_^wm9JTsShHVLoGUIA5W%b2)X#7l7q?Y5wG(CIvL? z9h#bwlIL-wiOtrAhU+Nc1_lra3iI?c%^l}Z-)dxJM(PdI+Ew5{ZAv^~N8}FtLAZ(% zh?-fYVWD+zphtixx|3RNt}$RceeEu}7spT1y^ZDWFd{K&jx~oY*#btsecTCNPvUpm zrm0X~B=HX$&*KmJ00he4)xy3kd0ggV`JT8M%@|YwUxZh14m{t{f-+~n-u0c{kz(pS z**<>qIX!Uf>cY5ta>oOUWL=}Kz8^5pI3yz*SGafJxME<@W;nG&UHL|xp-uK9A)=MM zCugcYH{I(j$}V#8 zFp_3dJu5vu-Nxm~n>WjsE>|AN6dRwM9I}Bj0En#bZ}!#uQUB~hQj#t+b#r-k&xwZT zxeU*wD?lPQV`B83oD>M+r2#m|crm6_C@$SqVP-xrwLNH?b^l-~qZL|TVCw#m*++@?uu%T~eZtl&S99{qEO2k3^hQlzQ{xt()!V@Q ztEH=BC`5|Exig0j&f>zDX%_(s#PmAHy1JOo;rMTHtxS83tbw<-V?AaP34;nx4#2jr*oSh9O5^3v?a%ij$*V#T(k1g%9EI3hvP&0h$={6aXHhd)X%buC&tIBo(34?zQ1y1kKq&lmje6IJ@dG-*tsrkO~BJV zaVz8dULzu+Q+%RvKt<=$HtkQ|RiEE1eN*echr~QNn5pdlK$H6qa$23ZIKdB_B1~Hn z$d`5EjyyX(lH{5liLI*|cq`k5HYir@7(ODLW@`J+`TA%WyaGO zJ+d7n?;NzXP@cD~Eqt!PEuV&_)RDvKMzi5tynDBD=H~Ub}ok8`Z zySaHC)lP5-j+$0{jN3L5IOB|XMn*<9GQg-q=0M7*gO4`KP8td%P&Bm?S{HH1q7u9a zF$#{x7U%##;Rhwpn~aP^Nste*I;oeUAqfcqaOrl1)u#UH5&Pk)jtng9rI`qX^N>6K zJ8&21`+6cZK~4GB$dMBbnGRB`R+TfdDR&1%xit2jFF``M3|c~AAT6hrK_M=p*7VF1 zPjF6$fw?{J+5s6t0RI_0|B4zKO=ZQ!{WL)#p>PbK6H%%%;Ms=8^rP2^tXnuN`C4Gz zrg1s95Yk031b%#l6r%cMR~@gv`LuUwBEqk5>&#BR4_A_D9marfFg#Lg2f}TW70_#7 zn{1f&y79SPgeo341JTV+*xquSo}uK@$I8Qx+J8-3L+4=M5Z+J=^zzv%Nu$~qQCtandVJy|E8k(E_P zYk=0tk!T2hNF{nGJ*P3w4#Bv~PyG6B88BaQ`64j`gP6;M&62l|`^L6{Wcj z7%}Pz71z7}Jeh2q{fQP))UH4tdMN%;^cn_yl5l_{C%QMn#V1YA^gerd;&e;|2&W4t zv2mx0GVL0yk-+^tiFz+Ry=4iz4aE5tsvl>51RC+uTuh0=`t=Qw>YnM@s25<^K?p>J z+-(~7Up%lODIs9?l(%6$8NDe&wN$G7U#10@QT?&e3Q8M9Y5`g>3_C=`AerY6xsWQ$ zcQy{#$u0=jHCkeCTOlf4cT$;QhZKD$9;O|X^iqj_N+j-w5XTsjhu>lE=xGVvmAg$_ zO1iV0yYyzwnuW?S@9dG;ztxs6T}nhfKM~CdJFu9FaDhD?pn6U0k5=#5Q0e%e)sWm* z$2V5Hf{T3#{B?-poa&SK;d=erwRUJD#v*7#L1o1t(yX__!*^i!ZEo{6G!S1fKJnog zwo=Y;&EZK%LGfj2kSC=d7+!fQotgUo7YTRG2L#8i0N=e0l&FAq3DT^yL8iV0Dx^TP zQ`2US8-NKZKN>OvA%`-);?x6ZBZ|wvfB5vjo)L8i6vA(h3At8iapa93KXH!Vym`an zjSRS@YVXrZHhbtbRX}=j1`$4EKnMWA!rALU1Fp*|KDhtr5gLlL3=Iv#oX_7qyW3S< z#jai(a*c?aFCwyeaLmbJ5@G*>+qdB3qV8`)5CROrEfIfw1$i!nf~<;j_`FLJEjQC7 z*brSkg=B*QsyNnk@II@RH;m_$_d}eKt<`ZIn>`;74}@51wgm<3L_iP~vP-0-eBqac zU<(Ej5lP_7+lX00CnejJQ`E{kF+qPtP96Z^Ym2lS;L=C=E7U%vTWAaoq7u6>@X@R4 z0r&)MI7B+3S!waLIH)7;!A`@+xtCwJZle$pVWI_w1GW0b8Hw8mi?%KF zyuUG@57XxjRo8d<)59sJ0)6XkMUtx6M6|uiKa;3lCZc*bZr@u3qf_*O&V%Q zI~juJ|6CTKYlV!v?Ug91pf}i6?(QZM!lzI;vfp|ME21@W=X~6s;d3z z85yNs>o^Zj#kQ%{pH!xe4y~LLo3Be~Mx$hx(`Cspbc7&sJ0mh5mDc0Gd+`?DHOoH>ku8Qc zcYpGc+tJYr*A8DO=~?%8LC8?;e-(smG%Lbsw#IYN3LCyV{|Q`k_(C5M_qpLAaloMH z^7IDS*X1ZsR$xk@^0cCu9B_Fd_m$ezjgR|I6wf2G+lfNkaw6VmZnxx4sX@z@M1{-- zJ5#6vbwb0@l4%u*k%g#5ICiDHihbkph3Xz3#N^F=R1uVP#^iKj^B;p|L8Wnyhm*H( zt`YKT^HQ~UxOP{5Fm18y8HL#mg#wLoS6P_l&$_e%Vj0Q-MHm%qD03x-_cJt= zhY*ULW2m`m$&!My@^U4dC06hanj#e}FJ~Vu6>^@Q96MS=C8k34^snR2kXD;k8VoRz zN!wsxP=q4hFq4;VNFvkv9PLwL#8+*xgAZ{L{pk$EA= z8aYFRXYtU6q$H-LiT+edzgS``LfTbzw{O2PhLV^F%(XHxl~Df}?!)&fBRSioBr7dFD8bjMwgGyo)_9K6sqi&Nubv2hIEH?- zP;5V?Grztafz5tvoNl$9t~59_RE`y>g@wpRh=b-l`1PGN{&??yWLzEJj@xTz0mm?a5A&SEJ8Eq#he|>Bu`mwm#`CuAdb1)*qArCg>w=?Tqoq46(CbX zgrbT33q(b=vQM2lm4%Cu=0cL`Ml#exJ$g+C(z2^XRP4oo6RiL^h%^m?%cFt9f`S7$ z{N*j)%p_XMsBVIY&)KLAzF<4pi(nzg6QZ?4n4h7&dmd;u0uWdc9mlZdMJSS*MezOS z=XMM5k}Q{#3jh#yMrl<)!r#b{lxa>6@HHdtL~_^&0F6S{gXpuSHS`kEkE08n(Xuf) zJ(5p~#}I^`jpP0GC7$f=ghWGBa3Sk~1c^Le2)wrisIv153_OPBWLS^OXo6)t!^ut~ z5<;g?S3l6D$v~ImZ)9}!;nWKep(oygR#bO&;21pyQBb6l2T-0jh&M$53D7OVCN7_% zZJAwOTb8a6M+yW~@Bt9!2?kD~$^(%?J1z|76F!7LBPZLr>k~FEh1gdJX1*c=h04#N zJTFz8IsLxzs6;~r&qiHc-R!`LGQ|pj0f>bzCW^2`-UOuqOe= z9mM6XV=h_#{&q7?Stmm-}0Gbn`)4Uq-bH5ryz57OYPIAPiVa6Y@NNIz#gJ} zgOkw`|84A4C`i;dJ2w1eDN+V&PEvtJiH16=MR!7c1rYTOq*T2|9T};OXd zPX)pdQ-~$*G=x+k5$&OdLZuQmnFzC!Zd&MVeSrBT?X!TyrHv|pQ-F(WGNqO+LtDA0 zr{~wNUy;%dJR(BvBBiyuV~^1Hgd$-XSq4HbI}yJmN_c!4zvhy^aQ#SfCGu3s%8nWn z6fz@tptJj`zdxrr%6^|>E0zsFRFaf%Ag)y+1`YDqe4c8HH2JfW9t6q4e2u~eghED| z$kpWwCO<`jbvy>YEn`lZ$*=tslJ)jap%8M&If_42UZA2}zJ47*WUX5PJAJk52wz+p8BlOlj^A>Okj{hk$$d3_L=`$nt z^!1kRXx5*ec<|^^#_3@jc)x6P=mftl;M3&wILrl^svaI&@LlFn`C$V{@HZcx8k9n&LR|%>FnO2qhk)CA9a-LA|_8%-H{jYgdmp!Z$XQO zP55#mHIv1~n*>Y{TjRuM?>z1;OPR11(t1zdyZ15x%S ztO6*WffQaPo-x|9b3Q_qCNEr$pii0<^`JiRw$qf{-=c7l z)z-WHScG#99!_zWMfCPWuGYZ5MjysRRgh`I<;#zdit$h=`^e)wA~ zjflf7TzGa~%n5LyAYyd?)gUMR)483bKa(&-{Zp2TSxO2s%BKIPX-b_G(3e5NnCd}lCc#ZcGg*RF81-(MCC2K;78 zS*XHY6e#vp2F;=pzv%{-zo;Y_O!kU(d;KclGXvh@%8*sp4N*z|SGm8eDByicA;SPlC!kB_#tk!hlr6@e)GNSQv)cY=oE$Gj8gFdq)lnVXop}z(L^6Fq< zK{VeEmBXNde(dZGsIm%h7Yve{UY{)+1~K?NzRvwP0UbO0q%(kQ&q|<^|oEh9V)U*VUfpG2aENXf+)ro!V;Zl{!$IH8(^6R%ac4& zp4d8A;XGAj&%%`!vp5S@H6Ch!cQnXJ^4I|u!|J@eyxd>#Wf_mlgf)eY9DY8Br{+(v zlkV=wnMh%*q2tuJ4A0G4&zYtyyoPOqwsOIWOgeziu?ZWdQ5e>Wo?Hz)CcIl{VdtmA zI{j_k(w(QX&h;APJ38OfbA*-5thfQw=r(n1O{8!vT^&isD7=k*Y)viLKkyUw=)@+x zfsg5ah%=xG=Y0)6FkyquNu3WHBb-gbDbV0UhqKw{NSpM;X&csI%>)iuvzHo2VK0U` zGa1j&Nqp+T(^Aqzop^91-p5m%gDt|^s=+oBwijCcJ`cPR)JKByX;A2({I5`JsFnIW z+^Wysq;LkcOiEu)o$OLAHWX7sGTr73x9DUd9l>jZ1XU!cfCj}T?66U(phr+8f-*GN z>7ar(YA&}5pJDsf61u&SBhH{Zx!6RFGuWS75KkATEMjkd3_he!hvu>ir9ug5P-a58 zGe`>nA{Zr@3JpvLQ)y%7F=nKPyXF?2D`Ktt=u(*Iscvjvv ziMl?S22Cb3+v77I4o4tI1o9;fS{z8L4VlG| zvG|;>e}pZW9He?h`WQStoxKV4bm`Efsq7`XX6~nF`GPnqh+`TYH{pcSkOgou!Z;<2 z(;A#{7-wH~89h&oAB#^$jN^`J$-!=HTRxcm1qsR2fPItM<^Fs@P53E39L+g6C!{tF z&YN(-nFg8A9wA*6(j^TpJERVql*+9Mj>XOZ)hDvtT%LIi_ykW#2Aig&XK$psG)CQ{ z1N?WAE>Dq0T@ln(4X&AR-R`$ExDg@U6w)mXZabvT&$a0S)@MS(L}}AmJc6wo;;4Hp zhd;cm4A0@6cqw?g2RpXlO}Dh^j)3lJaLyVz?Bsp==la#^HJUn+K`eQtmiN~-9FL5r5`|Aj{;U&DxIgPHXA>%CR>Rv@B=hI1#ygJQTzlfe1czY3NE@KZJ zp-b3W{T4Uu*9G<)8vLdSzvaNP;HweX*97);4Zh*PzG=g({h~W#*j&0r=Xr$i%4}*F zJ_s9R?>M)P?%;VkO{X#`yaj9VHXd6(UM9wG3+r1N{Ei8~>#!EWwEWz$-UKV2T;NZ=(u#IoR9}4G>H27l^ z{=}IVneg2R=TC+6XBvFZ;e6lb$Xw6Iixc9q=+bCzMwrfGPJnNk?6fTaX zv-BA?&tiW8b;QTv)rIV0Egc$Pv`Jj}J7N4tgTFW7$2KDaeiC8)gE0P4gP%H#f3g|r z%)l^qVC(2D*fWZ|joKE|89abTID?PpEG5~-k4xq$9T+r=x29v9fqxd*zi9BUCj6TX z%Y>grVE-<#|Ipy)4(vZ|SPH|o&}r<%1N3z8ND3RqUVQWp)g*BAGcilH;4OS1{-M1I zSeN7C8t`Aj`ELz=VJa7&ZfsPRielfPsc7-D8&nLZnu=v>V^u#XunrT}M7$D%H>iiF z;?;NxPot~j@HBN&BWJ4KnvuMhn%LtRe~{WIOr;*qsQwb5U%eV&MIOl3RD;;sDi$iY zl-tJ`HCTLBF@#f1#j$l%43z>)g|$rLHM)Q&czrxOj5~l@@lI|=7Q56nmgiDk;wJGA z^4ii>S>|J34U^|t#BeKcJX=$ZVC%dY^HhRVa8!&GpH+%&_^e?Dru8uM1uq8!&kP$% z7pacU@o2AHp1M5-!|d@v>B6?zJMj?jS-i}*j>iTbj}Dm;v*dYJG203}hpnmRvUOC< zSIJVrQIR4(tC+{Brc&8DD&|Xpr9uuH>#;YRT099n*r9&d8JiV1l)`ybL+$v&z%~}K zmhOGHWm2rnhBSGU1*BUs7qB%|23uz~q^eA*;0VYPp9L)BR8w!Wbp$Mu0!x6sMDvPV zT1|%rQ+V76>culWL2EdZh~10m0v*L(&hRmzc_`gU9594sES3N)V~G`cDO*!zvvp+5 zSIeY=BV)PvEMoA9qZT)6wsZOco5|_J;s&~h?h<5;hf5o2&`kh6*`}-sorDj z=txzXRB&{>FFxz|fKyFvVC(4EC?YwNK;knJ*@!SS>lS}#CJrzZrd~lqL z2Mlutp5@!BR-R@JbynDVwx()eYimf&Qir61qoGlJ*3iVMrkdG08V*Z=r9oCJJ{dPt zA6~_d349P4NL@Lj`9?b*7It{~M@_Szp0m&1CAyWrK9lRHBNBjRe94O3!q!x+Y@M!1 zQ%9wOBjcF(EaNz*nmWPOk#SNAEEyRrgPzgNN*?N7>f*(5H{HXhiS(Er@Ge0&`QX{i ztHV8QDzD`Hnl$nTclT{sI8R9smU7yPeuk~7&ay46tSoF$=j86ZI@M;SdRCIYP+zXE z)ARL>`iHt#FVuB?rw+QQ@71gH8ogdWtheYV^)q_Aep$bv-_{@KkM$nCS4aIT`d9UD z=-<}AqkmWbp8f;=BVs6MHYsh+P$TDZhie|`4W5}Xn$h&UHYi-CYXUN-S$b2_sY8x^M z4ViC-Oa((m-H_2Rq~j}-^F0Fwx<{3LbMt7IOaAl!-!Ij}Tr*#Osouq3Z}|gf&WdSY z_)z`YSL;`qG`DcR)xKkcd?uFvd{2}lFTaU@Uc+!HcEBH1n`@~#`xHlzRmUFi?b delta 43 zcmbPsigDU0#t9yBhB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H0SkKkeO^wjl)oYpxOT diff --git a/projects/codes/Sarsa/outputs/CliffWalking-v0/20220825-213316/results/testing_results.csv b/projects/codes/Sarsa/outputs/CliffWalking-v0/20220825-213316/results/testing_results.csv new file mode 100644 index 0000000..7f09e4b --- /dev/null +++ b/projects/codes/Sarsa/outputs/CliffWalking-v0/20220825-213316/results/testing_results.csv @@ -0,0 +1,21 @@ +episodes,rewards,steps +0,-15,15 +1,-15,15 +2,-15,15 +3,-15,15 +4,-15,15 +5,-15,15 +6,-15,15 +7,-15,15 +8,-15,15 +9,-15,15 +10,-15,15 +11,-15,15 +12,-15,15 +13,-15,15 +14,-15,15 +15,-15,15 +16,-15,15 +17,-15,15 +18,-15,15 +19,-15,15 diff --git a/projects/codes/Sarsa/outputs/CliffWalking-v0/20220825-213316/results/training_curve.png b/projects/codes/Sarsa/outputs/CliffWalking-v0/20220825-213316/results/training_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..14dbf39ee32735d814b06c48ba2672d022b71852 GIT binary patch literal 33703 zcmdqJbyQVd^fr3v?rs4ArAs;mq#J4JknT>AMoN(G5RnF@I|S)ay1P3i&RysIjq#0d zeE0rw$Nlp%UU_xzeb!!Ut~sCi%(><~QEDo(Sm@;F5C{ZIUQSvA0)Y>PK;TwUk-?Q$ z6N{VRe}e8Zy6&1zR_3CwF@rvuB=`u5LC?jy&wI*tuDsy?1wab`#>@ zaQI&jusgY0b1?JK$bdo6oaOY~AP^i=*dMrW;w3f^$VWnXX-O^btfM6_e?pI^{<9f- z`IFG+T6_87Mz0C*@Q8+7>Iv{L*5?Fd;tME4qH{uYC1j8YYe+_sQ!WmlcArhQ$OS)_ zAh*f1@Cpp-EoYVghBkNDo*OTloSmNi7+7zyau>KGY@YVjh7R@<*rPFpg^P!WmsqC= zrzR~e-8=RI5*-;Cc}s>Q0WRZ-7eZcu=hm$WAu{0h!zcJWa5pkn9YP51p7Edu|2NE= z|G#{=l=!R7v^xPNaxqCcgNuruBV&>Gc065iTpuqT)Vwn@qpPzTfj7B3-+Io-SnGf1 zdh>5@s${BA7DvcqzgLzfptsg?sPVKL!)B#jG%6|zJas<8zmn|tkS`VSIW2AAGlSw_ zMa$)+BAKA;ru<(Q`%J5m3>h;sv*Lx4qM`)w1Xz%YE!29*Iyc}KL#p9x4GnyfckX!5 zyRjhKX8HAELP+so+x5I1rGRsu!u2bYPRMe=&AavW_3u|=>*B6%Za(W#OmYeeX3MQU z4_h2TrOqwThaK@nmwqZE`uept z;NG*Kpy2kbpGI`r($ca9{QKYKo+jJR{=UAm_Wg1Q8UHS)72%-7V>ai866yiU;V7eo^R0Lcx<`U;#J~x zvJ7$G9slskZrb~Br=KS1`Sa(Yc2#XDIN}fE=1bq-mT@ZA&BL2WNCeAbEt_l)r(=?F zhoVq>LxKYz|0QN;kJOEc4S@-3^i&Wy6;ex-YS6#=WYQN+RIXdoEt;jl_v3t2_{4eH zXJ?{VktFcx&Kj~D1PutsqIgrHk_|S09Y|~ktlI13WOi*4jeya4BbNVsErO;wB7(i+ z!8P!9ErO>Rr*rb?0u`;Z9{Z}C$=7=Ji-P)QXkZ`@XhSQ|Qphp& zXAJhnV3>gcrKojY>n3Pdk&UBV1G{cLo+k;D6R?f*E)<$%yA8K7(S8C|5y_L~HhHj$ z6a&Y#hLu3!7Xz%TGYXRuP1-N0hJDyM7qXrWS(1YQ0o`~f(zp0;gI>(J0*x*$= z%U0kzCZ)i*c?Xm5<~5Ln+mgr31bD*t`tUbU<(=b1qaW`R{W@?&PCH#9Zn3F^wAO0M zD-0T})_bFVIIS$VvC`9jEY&P=g-N+Rz|Z$`w=3IgdGD+_o|G%({-h(9%ly}PsV0+S z^B!ZK`@nJS5Ig$=+iyOpz{V;t~>Rw{hF#=PIP>-%u4&jl(D zj`iVe&DL~ZZ!f25H{z%`)c^eAVyHsgx6xy|T<;Sp7kqFcy(~A_Bzyvbxdta1nt;nh zzZM{&y1+-@=;-Lh`#T`~y}3H3$A4EFt6d+dMdQkJsu+cYGU^=`;HzD?6daqjh?~7m zRPL{j$ON390nqE-a((+xgxUf6^az7S)1L6eq$JJb$Hw;)bo2ENL(LusjoTS^U}F$= zvc0G;wnr{zRegPhZkGKxfW7AV-5e|Bh@_X~1~xC=KfW(5EoFKLNcjA@+o|L67ZQo# zYRyO(iP1ogsGrJh6A=_RxVQWH5!3|^3-v!77N*T3QB1B6=RVPh=lo7$nrd>hhG7$< zYR+(;M8*@olN&@`_ID6~RKOx_6Ty=8 z&S>_c_eQM5p78{@#?R65P}`qsF2mzbuZ3L#ELPO>}ylLbfY_LH*?OMR2Yiaxvf z5hB-jcRRTR=%bFcl|a?*ZqCP>L?0ulB+G?}e7Eh;MFw3&QvHJtXr zl=Ks&;AbKhZSTb(py`Xg2NfcBn@L31dFfw&tBOBLySj3Bb#)QdudT;$Yy*G4`CpX-k0UzXF-A_VW@gVH&J7V*$P}XenCP*L!BS5W?FE_#k22WS`-=) z!2|sB4T(N5?M8sp@dhVAVHKG({+QU@A6=yAv;hX$(8m1pZ(I3#i17Wz3x5|V;Gu}@;g#G%>RJP15)az>h{}A zlyz=0^uPM6;}7I@e4iEcbhqd}rQF-!k5DWs1hfkv(6Xri9H0Y%0OeibrW_l1JodHV z;o%|PcU!4w=;&qu7LF~|)ztx&q@Ln^$k)~A05#~ujCm?i*9VR}O?+6m)-L5~NOx#!3M)5B&a}@3hiBYtILB zfAQi^0~HO+3PwiMnfy+kL4ghSbFYENO&1FgB388NkOgk&c01Dvi1*GVLY9Yzr)lqN zCMr7m`d=Mm25#=!NeAVr%{bv>m|?-^+09fw06xA2Ot;XuBhdf+H`C$#&lnijS^BsL zm;>NV?%g|k(j7Q}ox&|vIi!z|t3hsj6S?={lIy-6#xx9vq7gI#g7^FP?=_%eYrr(N z0c}P+CEXU(R#N&TJRrG8g6h1uTnNB>uGaGMWM!q0ztC-Gl=uDkYU8U4qqYpdTw8jK z=N{YdwliI?at3M^aDdm$k%ZJiRpzrDpKw|*%%=^#P}R&*2TYrDj0du(9pOAII7p^Olvn?{_;l5ak@NRco)w7WH~z|1U?*_ zYEV;Ev=7k7-Gv4YuO$zXa8q1d+)kj!jkoJD@`{S)KsK!xqr(38M-824;!OSefMNhN z&ykg=p0hV}{mlS#XsxXxH|GRxUPH?SDkT?1G*G3vBTt|u+hW+Kz&jNH-+oM8B^K}x zra|Z!7(lI!U%Y(ja${uV(nkaXbV3r6I?EwqSO5W#PB2S_sjsiEKVVV4@C}T_Q+uy| zK!@%MPEX{P)#4iPVYb`Pag)EY-E_H?0IV4{q5Jxwt@B%v)Y#`)yEk1?;k82{RdQrk zkU>4SL$z_3>2Ll{(rb2q>DiJEBBY6C54+Xd9Xt`wf!~~%tG68xRrlOapD=-o);tcZ zsj2yLOrU_HRka&fvN5~E#LD_f@*{GM_n8^kn?4Y8p<-iu-Vjp;toqBuQP+y-dwP0? zwY{sfP{$pEv^Z*V*ctjZd^o zb-7C`G*RtfVevdaKmTy0qhrzm@I8PkVvg~1r3xx4R>zA?5_=bu4Nk^4%>WfO3=M|? zuh;u&OEi-4st~wui9J)Cc#(5dnxF?R1_lOz9toq_!sc~zDz}uxgoNYOrcyb+`!7Kp zxkP|mYHsWm)3+Y@X?S=TU7SLe!wI z+3)~7E`;gtka~J8pQVLGqaQ~8CFxLkIcu}$5qfeU9`(U^zSOaieh=s175iJ>^wsy4 zJ<~*OaVP*1iko3-OYOT$yBv7$kiqA$Z{%2`ODf{c3Ap%X+s!h9f^}vb;F);zZ=8X1 zZR|M$ajQ?axm>>cZ5seMLPEl7pwC7@j~>(km+C^EhcI5?wd_-JFE9u6&6E_`sr}BX zX(}g6&cec?cnmAK{djM0kEyK#><%nxK#3h8i{qURsBt_~j&}&4fSnt)>#)s#eL3!JS5;1q^FTVFt62A5fJ>6BQT-ozx#Q}rDNLqLP@B6`-0>cPGd>mFO!zo~#u=&7lh%Rbg&#L`1^xPfqdQ3`8 z>;hq~!Jav6V89l>2$$&3HBAGmt@7Q0=p}}Ce@?X*h>Dal`9=c#Ks-cE>kK3T2w`JK zf|QihQhz#CK<Ps#Cs@1;)G)_qJKgmFn_6T5 zFkG970+}yi;xDp4P*G8h02B!CGjmbxeK}R4O2cPA+xhS6V5ubj!{m+1+@8%~_X?nJ z0|NsBYbP1N;3hkQg4mmP>2dckh(z@R1>h9ugZ)|Lcij9H9mUETx z^2x_q$OFJ?Uy*GPH_8AS`F+z{`HT&CS!NPEye=3hG`pAf8yCoyX_jDPk@KzsC;Ob1 z_CsVOYT(0}EKH?WZ~HIaMsz?QPgwP8Ljj<}A_$;iJz%e5z{G?0wEuJc8FrOx^$U(0 z;S`Q})zt~sIX>YaT?W!OQl_S~l9G}S_bbqC8t5&GkB<*5UOHa>PEey?0rNqyBmr=H zQ-DL=H23yOv$q^_KV4M?)i|w)%{MrWft-!czr7OCxLBd-YSSL?gNlYmuq9+XR+v~6 ze49YVYdtvPn}Ak+cMsqA{eG$Wl~g#UDR?&_G4bSAWeSkpKxu!xHi$Q^0DcqZ0*)G1 zQ~=$9k$0d5t~4FMTz6`m*IrZmpGsD?o-2UB7Y5GzE+XqSti%|AL0N)4z#?G4Fg{>m zWd+N1(9zS2GR|hn0URR*6qlpz5+4xZ9a!KGgxC{-a{)lF4ula#0atG!UM8?C%iV!7 zRKe4e4?x1#`{d_$cXwZ~JAg9Bz(RXiVrI@VRUIHUpbCHh7wA+OSy)>GXifuU4CF3( zWMpJm^?yX3wBL`mog{$(((4Q?-nj>hztL}H#d`w_mYJm179|2XoOPJI$3!kLg}sh9 zqgg7Sfr$QSp@GL~S%eZ>Hf-%wi8NfY%BW4Z)w`x&I+Yt3okwoU_U@Ph$l&A#JqdzX zoDV>P^-v01D_|6);VzRMcEFp%!L$QFX1;5Qr=T97+*?4+U=h|P?2RDh42w`fPPK88 z`o56raUZ{}szVC!Z zu^?7(pLA#e`9QsD6F9IswwacHz%5@)Dsr5GMJ8lqD8SwWrUF=;A2XIBhy#xK#P1L5 zHn+DY%k_9*bN&J{qLWA8hcEZ0(nbCF031K#;Yk8mezE8_<}>Vm2r|%ZzE`ff65c=} zpD6f8moWYU2>2CGGu9o3aR-3QW~Pz~B+|sz$`1ht!vpcOB1c;<5T!g=2guc!gTxOJ z^^La(P|spmwhd5bSgHWb0v``g62xe?zy~k(mw~`E38YCb_RFfyL8OCAL7_O7BMO@q z(0eA3>#4l77={Uk$7X|n~OWwWNAnqF8q6J%Vu zK%V*ur0rYcyUG**&G!eSg1R3{)i%nj41$!+v!-lLQ+U84VQ!6(h-dzckxsWl1WW-2E>V*tqsSXu@o@n+2})^^TGaOx=-)weH=PCp;1>ftVI3``jH__`JKp>szrVM?iRlwKwiJ8( z0KZD++N8wIeg56QgD*2|cUR5T_59^a!Kc1KJNp0QWB)VI_mW>}X=>%#Q0!oGc;f#L zCsHd&5~)LdAeAQD5%>tph&C+yvVaU?#hz6ZIOocG6-WXx23WD|d%#BRvxx`5oXU`$ zr0`8_!MAVUz?lFLg{$`MTL>#NGc2J2O9H|nAdiD6A}8>ljfSS?9WV{sW*^uwnRS>k zQYV{1eL`xgtgCCSpPsZdB2ZwwoN zI=n(W66-yGaL?K^0fE~e*EThz(y|fS^7qX6crLz2@B*KWrM=}kqxj1utuxM3-qP(SQ-Pe(+W2Wrt8V%Dv)b~V>3jL;MO=4_1=ITUeDwUkPh#ijYh zOBXys@9hrwxBx7kctU*2_w+AThp*cl?zaYMq^7)~^ANBEw?RQcg zP~^W6C>Tj{q12t*EOSOTt9KC!DBK1rqx)&Zb5%WTgJTYHcgKvLVmuhuIzn86* z8y_?)Ux%Fd!%jaUO9Umq%QITh@NhX-DuTEslg^A$w(&xqSo_c`ja*|hV|u7PTP+$JNJa48kUw-RXgO*mSVEXmEK9Mc z5qF&qVL(h{K=6uAZsf)Dc9j=0>~dr7YPwq8A1*0{eteV4tY^Em+%fHj$1Hg5P((Rk z;ibSBzE|`vi8RGQL_%I2?@S%e-O(U-#IIH`IZ<(=QLW(h(V?RFYwgO9>`@+QI5l&>V*B1X=Z6a)w zepf_2NYBWf<~d>}C!8hwChlVa9n+i-_B?MCEgy5*+f2>hgD-nKW#sa{Frt}SY!N1; zYf3Ee?NkfD%Kh=lpZpJ2p%b(cQMz9ptfissy4KB@&!aG8Z=n=Uut}zTF>A1E7#{vm zd)+KVFilUwUW=1#E{yQu>`pMF?`_D^+sF~tUuMLbOvBNAdPzyicyf_O#-{WR>|Nv(rkt(A+<fiWOeh1WYy7dMhqlX0`Z{jZ0VMnle(vO#7}`f!qM66o<$Z@l{T1d^9+zx z*YqOF;XX62_qY^;^=*1eegQxIpptOfjIoDr2D?O>8Ky0lMtgp|$CY>YHfgG-9A;h} zBI=mxFb^Q_k4Vzd9WKPsPE6l0IsBRZo{;3%ceXuuCjwbD2^#_Bk%66_6VJ~EYQt$P z!WyeDOpmTVT5J*5_$msqk-u@>U~q_xMZ56E(s7jExx<-3;QVGF6^`Q=W=d+YB{bV8 z{E^yW{mx}6(DQictK<@AK{tG46l%fSjTd~!gC=0CO_G%HR>|iW9g7M}-%OA_><01= zU#B=J&@)vHJm!r4W?64}MCqyPdrtO6XVo4glS{A<7b`TyoyqQ^J zewpt>g>gm4CV)=0NkZ%*ACGKdX;o+KBou*TY0j^JTGRBNoTj_$lObiC8Ea!?4CXU- zZb*;2X_`tjWuJxB&YF9QnwfqSjW?ACh)ImyQj>5Ax*HFgPfzVwZt!R`A>lv#$#L>wIp zfmcSMO`!|wWs8#$ms|+HA3?k|1lx;*0>gH75(41>tq|h|Iw842b zq$~WRvm))&a5KKJ2}@rV&tzERO8jVLS_>m=g5n z{D?e_xvy7;%Be8m8HQ_5sBWf@#v5IeH5COHAbfT`vmiIdoac~48h-8AJ?s@oD_R!3 zdn!TQRLpci>|}OyEd>D%iZHd&Ih`?Ezn9zgJw=YM7gY<+CWMh#iB9TB7u^k&|2&fW z9Ib&6*YV|ZKDva>QDuQFO(i2qyuI{0N`W+~MxRijX+zdDMC1rua_YgS9;7q|83Bi` zv_9+*HknY;V&msvFh5)w8HOPLrk3jU?)4|Hz0~%;wnfC4F#OaH+4%9nF5J<|7$;jd zRzdR5Yo_UY_2Y1@$C#oiLt^O;1<>jRAQ+x4U%Kg1?_;W(H!PD_ zDIlnYCXNZxA|aBbwr}(GL{XK%t1)EhI-A1vC`8$;@?t6Vgbcm?*Ut6it!jWt&;!A= zvl%<)s;VHsUnRS`fY3?G%)bai?u;)`4p1jE)vF)pX^M3!M-sf}h=C0R+P zyGM`q4XYH!U7=!yprd+hn>e4Jun`~t10SkZ|AbXy+Eb0Bw#)m1ot;*o^L2h9>C|2~ zr_yUEs!vIG@3Z%(q~z`=LGvpSL{U*_Zy}c@5Y*GlDOHdrIXRs*kDmZXfnQZ~RTLD^ za|5o)Jnu_!N`34gS#9q{?dqwD6w8_yUzH;O=MLCSq=2GS_e$kbf6gCz!|4*V15e5V z#P>B(jVbhY7x&nA8wCQ>yOb54xkL@$ z^6ei6e%wCG=vnMZF}|-Dubjo~8fextKCm@b_vf~?++%N@?S{M+h|XSgdy8KuW_a>s zceB!PMaM3L2oB0zG8S(h#x{uwTWG4BG(;K43{?ExQI9fyo%WrtEZsYN#vOGkl~sV^ zW1~JBM~-_C0jLv7jvdz+^36{4b;zrj_lndLDI#=iccc=gCYTWy%IoEVgqhj}Y(BlZ zt}nY3^6@_Hx#GW1zV3uq2uAh-g1+q>JY^kwR)ya*qfI(!>epAEVA)a_~CEU##H|3}qWs^_J!tnJA z-Bh$FXF}fUvroY$Aw6`?b5a5tW`*OH^p%c;L!Okh^j8o*!#`2jed=1DdeoH~inb}4 zd3D>k!nBpwp z9b2C_j)9XCw_Lk=o{N<)P*psnusY3m;=?f1UK9nJI^Qiuh_{mD_l&sHFGnu2Ky?(c zCsX0OrY6J1Dl7*Ait~jvGh+X9jMxn+GO@;2iu_b`Y(rhe0hxIC_=w?Qhww~DeT+5g zw6hM=u4C~dR$bJD5>{5!7bH%M<5p|ov{ADT+DcQKcTjtijrzyuy@)(67OLf*!rF>^ zC*K!C%<4-lCfaSN4*4)ZSYceTsHmk2X*=}!<&rd~$CCARN(Y)HAUlp7ni?jkYR`@@}r(fn#XzX{sk7ZzhfQ5}z8 zuB$|nGWZl(jbe&c6@y0}%kUhXo)?`S{C+`6&v_Z2i~Ffl4csN|$597X)%w(@JjUlV)7yg@pr0gb_vGBcSoxLYG%NvVTy^KJpZZbsUPlZY&P==ShGRrtw`P5IGtr@>(NK zq_k?1ce|MN5fjJak%uunkEYbYwX3%_aUsGZHZiHwi^9Zs{#+oq`Rc$lbY|=RYER%C zoTRb#s%yQjv7zmJE0-;lm^D+!@Wuo+4Doz_J(iGU(@ot~Q=czxE%Rq7>xyq=+5qnQ zekdLxVW-UR5$6ozl=9i3n}f;sYD{TEpD88^Y(!Ez)i4io`zhETY*|(+=VT+SJYKjo zqyEq%9d8nA!KPfB%Jt%+yJTucetMI`0#Vco=-${jjf(8SS5Fnuc_vHASmWZMTO$}t z<;Sx(Qz{mvOyG54@O37BM`R2mQqDjI{ZyawZ5fTZ{1w4yL!7A(w zuF@%1t5QLw%J@qwT=j#gX-mD|j5t+*1=Ex1Ksrcihlu#%Z*<$GEs1KI&|fbRFAu@= z(Gaqea?5_FJtc<+dfKL!5JHqUc!nKFDZ9wJbnBem<~7p4Qjx1|eUD0pjU^R)ZB+eo z$OaDmMj4*(_V%Oa+C<375JDa~A=*Fd$RN4iZde94R%f@nMj+5mZc)|S_1*n-++kw)n_r8Mhvo~>ZU8wZYK1>HQyg){Rzu#&z?s|x#{42ZlEFfcm9whoX^TDjw5K*e(kEYu2i$|N7Bf8 zEGc~GUbZKNBO7DD$(zGr0*LpQ7KQg8DB&ecJeuF9f6|Mrfo=t z{ky1|O_#Vw&UaEcCLE*1<3CcV55QSUE{kN8O&>W~|7aGZJ3C#P6lpW93osug%z}OX zua5UQ{y*rlFaLb(ePuhGcj0%w8?qG|j?CkuMN>}vG3=zmeB&6C{ctXAb4WNTJw4(v ze#Y9_-+(%!0baHy$$;IaNAPUzPYhcCn>mFgV1OUlcO$prsf&9VYaTA`xJ66higva@`D?_TrC-)`$VD$^l>s`ERg0i*l zZwsF?BaBzih8pZ}-Y376(0UKK7N_n|$K_qkm;J7#Jda&Hm3P6zq9d- zp-swYCK8eAp;JF_XIm*!nw8}R51+9LWz7D=0x-%ILeGhbk=Z`~3p$;A{S5mkK*a{9 z6wSex50o;F#Q_q52`K{p@hkAs4Kx^h5>9@oAk>GT3oR{g-*Ffvs5O~bPg zek~TkpcrJ`-){eP*tlygOWfKspv~4P>;}49@{W)QI;UyVBVX%45Ov7Nu?;b`a@^xA zPnxv*^KjNe*H0uJyw zc8zV-=387hWE_}9CB2oTaRY?@lsPZe%=1O9&2a^wiH-_F;g7WAH3dW8Rs$%&#Uq#S zbhK#{H%R)>I#MHQ&*b)??tzYV?e8BH@UF;L=IKn>cBN}l%GP$jjmGECi9*|qT@Jhn zo4W4h4yWUX9(mw{avxWmvKC6kunxj~E+NPA!s{+8@9u|;w>B>l4|e7&s+(Pt@`QL0 zkYehb&%?56^L*GTS^50}JMTVE(*L%{k=qTusmaR#-e9Is2dQuvKmi{SzlGuUinE!i z+`8ZoCHAAU{VAR-7*AP2`S~)a-<Sd~ZJ)2@13Dl1X4{%c5h#J`;by1y*z@ne2-`TVc0mc>0$b!}7rM+nwc z#vckpZ`$X&CSyzeTdZi@`g33uu5RTTrhJk?gPZ@zid_9^4)k`|Yf{>3lPqiLMWPmTQ8f z^9ZE)@7-`x{d&0MhRUN*1%O;EnAbrU$dhJ|LmRM@xh={F{2Av zl&X@A=txqpQi=3?kv9wifZ0~2DRVt{Z=2Qc6hyOsvylOZjkhamkjLdf(-D;{B)5dr#@h^4> zIt*BFek9Pl@bWG6I5K!_Oo2y&!s{co_?r%vHsT`5Jv5OxtRM(D#Yy`rujL|?jo`_{ z`JTX3ocb5yr*TqvKf|b_tWi?9uHAfS1LCs z#uS%|dH}?L1rN9JYEJo(-7Ukfzgt%9t(W4&$2xRYU$_{To$G>=h?`GqwJbKgRWx0} zDpyNzoV1LgVn+nGK2pr7S2hX@j9fn)@HdwGVZO5F3iq8CYyNX6E~$1L;-9YhY6K5I z<2Z)KbAq#QDkAC68U3z*eb`37J!yhEJ5yTE8zmjEf6N%GfCYXr>K>!vjl{A9bf&85 zFjbMn{BzyvAl!)0dc{vr1S$H;a#JR%sAy;6g$fgWmCe%ymY$-+Qqu2K7Ll##?da%xO} zRV3{xbh#(PI1-OsdAzfOz=-3lXx{Jg)O?%_Q!}@+dQ}`@wI)fzf9^LX9KSs34j5O< zm(3>VEcIz*H-%KT4!OUhU|?=t11B#F2_%et_D99+monvNv|V0J$6YHQjJMllll%GK zCBf&VF4R;#AjZSXM#aOfQUh_mR2rm$Qek?|b?pWa^Hu$yjg{T1E|~ zq=tfdwNu9T@e(axh_UEZTi5hHFS382nLa8hCiyAvuj%gntZiP~-$wRK{C}iaYU27v zQa$QEnK6E48bdZQ>196CLNgk*aXPp%5>*grL7i7?q+ONFxWbMDI6BQE4?+3kHX=2Q%(GpuzTbron>kV&RFBvTt<5QPbDV00T-s zhb8bci7NHs2?Gh5jWvp2jf9`T8yZ|hOA1#K6nr`%)!Fso)eOR}YDw^i$+CLG<%XAR z!1g@acAu>{q4H#9Q3NJtBEw5iw)?SN(-xH;eu309oh&N{V zPupd5*<57CZ^*tdr`8K{C%vEnrN|6Dc=-?!?bO|>so51r^Yl(hNtXSMv`E*^ijn0S zj%_tk)nj2$ET(u&WaJ-WfYrkjI?bqJeUSGV?C4N_l&QoRhHJ{#;VJ@!8;{KE zE|?}*!|=#Z;U`sT=}oQd`K#W|a&G7@{HLhfi_e0x5$&2saIDMc2%|raOmOJD$Ftv3 zKjm#(!-3%kqV_1}W4^qjWftgs6N4-XP6l^p=~AE-Dlgv!qQi}+H{tZ3-#}0guSr<( z{<<;V=0PY5!|S{Dxc?G>DvR~vORS?207twg-B<6No0P7EWF6IoOlmsBsvCbgHKZn3CX(dH9G{3ioLfw_f`y6N^;MOc-S{Qh`%b&tbhN~ zDv>`3yJ^iNM3f+^S%8?h?J%LgwxiBzjnol&^cvBFDl?wUn$LfZC9fu=O*_Jr33^!i( z$c53cHMcaHvX zSY`c%8v9FQCu`q61uXiHE3lB^0Jc>Ex8nuG;GdEP@9w0)N8%L0)Y7vaidPjh_~1?K z#w(jMU`178uVL4jd|u+}7%^7%_ytdb!Y?qZ4RuI4k_vC0L9Lr0B;}S^_jSSdHc^-i zT7V4dU@}O6#CWkHbS~31Wl%f^ciJVuP}##=!Ig)+h7o}XJ<%0D@%v86uvz(nr3|~@ zK(v>UbU)WpL+skLbwj$x-qgX?nF7-QCLWa8CMO<<_Q(?vcz;q6WOw9g7rwk4Vcfmx z#hkJ4lX#{T6v%Qw{`)I9XHcyK`p;AD_1gWL{4$FbQ@QPDIbr2wpmprO5>PSF{07l+WPHI{ZxGsPrFz;{siNpc`9Gg*}@}*m96iyF$MYG;@Kf&Q;LW zX*Qh31*-zKZp%q>DY$^79Nuqij$JL7>Dnr%fKuf|a&0^KRZ!>lexd*g6n9rRKZYP- zfIk1tWxo@oJW%v!KmQ{NG@5_T%2LwTCkOR_c%X?gAC#j*V0m-UGFuJ0%t7ac|Fo^3 zPY@=YPVM#BP{&U}#UrqDc*bgW&9U{4OA4T1p5AO*>ymgVTzNyE`waHKb=_iv`Pc zIcdB3oScj(0Sd;@(9o!FqGDnSL4(@xu+rq@WMo_%BPVC|A|Gggwf@7GS+Vc-7gyu~ZDOa7 z|J(0)@-fCL)ZnwTGf*&IG@qYd^64KJ4{SGmG zufbk}7Ab^0u+2p!C4TlvIXNnFa;R%-YoJLb;ma2pFf&GS9PyYVkr zaG76sz&CTq%l|u`r0~elTG+_N0`J#ufLh%8#9h z=&C!m1T8oAbG2b$BOv1y2K?IPx@#^SpdS|2yANv3LFH}VmTME!N66uFTjq}+yrA(q z&=Xxy=F12iS3D)6EVZt^t{Hju5v=x6j!lOJ-XxX%9Z)2zhubq)KNqk^?!X7{+S=Mi zU{i3UTxN(JPybk8wY{Lxc{o=*m!thQ1eEf_755CM8oHu^&Hyv;6&4Sm?+jMA3d&7E zAA3m#%dr4+3vo41+vTmeV)h$S?W)~g7|!SyX(M)4S92Qq9lbI$H*eZXF@Uvt4-5{j zgQnPLe0;>gppW$&eBZ|DwVH$qf{)yMS(*aZoJ{ zTE?0(m=B(7`M+ANg}kp=IJD<`13=DSx?)evcCqmctw$g9UhJ)O1Qj1hy?*U|IU(x< z{**QQ{9PZTmKfU_4WNKjPb-QHu>tP@teFKcySFlrL6!6o&X&h0J)P5POu?Y=G*PqU ze;`uiA8F_3whnlcSi28+y6<*qVBeEs{1vb(<_x4mr91Q62K9)#WomHs3=4+Cyzy;E z1)H7P5PPioX^9vxyIztP5MQ1f)`UrDQ!RFK4s?t>n4w-i_LU;IY0D4uHix*?7oB{N z^0N_-Cvh;8paWo5T{KA&S*1aUouMhO=E%X-(k)rY2%aR6Y^l|NtCs%dmqn@%9@*3?MH$C9GQL1iM&~zQI73kL#mq~8M+`amYcd4x z|Fl8o=2}Anec_?bIdS5ZzxPFOx>`xf=@Q;9vM(u`aq6hi$-#6dL5vf5gU$fgi zb9TpBm4uXgkk9DCM9}L6n@wFgN&Y;7tFjq&Qj}?iSvU_cmQa{V3+W+n8GR3aF^Ck~HN&kYNvzPaG3FwCA#7cIzeoy-9tCm2t| z61?@#glMqO^|uT=zz!mBDgUp|z5^`hwtxSw>{2#Gg&rf))YKrW&_H`iDiv+C%VWfo z%4ly7O>{@n9+W~;!;O|oOM916|MR+gJg@inKELDmzdy&pf$s7BUf=8b?DIUa!_Ejr z-;iTEm8+yl!5i-+KEUVuax%U+Ogm*vR)dDsxNp4e^4yxKpP-B!Dh^+;Rc`OxqWI$L zg(rsB<)5yWzpozW`SUZb9Z_LA>AdB3L6QxNw=x5XdDIUxR37ELc%30R?VBTW1bI|}D`xhRQZOA^Y}Y1O{o>4J7{C z^Jxu-FoCA^{Ooc~{R^ux>Tldt71MVfXoFXP5)~q#(E?&5>tZhnXyTr;S)Yn8q2J*h zn%)vC7++}sGI~Cxcmd-Tq?>o@B_k*~GJyMIINO*lNg#8;ZsMx$1qK!o#5y4Ooq&l@ zM9j*`wLjL+3PfNQWy9V0XZ>%tIn1w-jj)5-#h~}%96NwI9ROuL092&y163zAQBR?} z_R(6PJBoHIX;2M%4K!i_(*x2f1?c2^pS{vfc+sE47JL99K(eL9#m3&fef!H(K7M{* zAf*5wck8j&@!h~ktV^@{1%wx8`5no7~SwZr39sA;N>^i03^e>&jl z2SuSa8jPnfcm&oB_n2X>2x+fDJaXLSHH0YT}n%eHLYI)JYw65PUByW zH1fPpH)KGtV%ho?8&uo;nsqBH&9aP4OeNQzKdS>eXWsnz>g!q%-s11uQvIr%?LvUKj{4xX^IlNLKsvy4$4pHP z0%Q*5%m#G0K5uu!5PV%Z{)J;2!HF)O2~XFDH|Y*`={ z$0eSW@c2o~gKC2S(9`Pem;o|w1ukk&jGN;XK?>SD_v0&DJT==b9Yx=icp13q>aMaD6T$>v)$E=ei z{{Dvi=Nh^Hn{?v}t0G?Y8=+03n}_&m^HUbFoOn-57~XR{V>)im!oadI^Y)Qg>H-X; ze6jNP$_?~)9U*R^p6|=ga|VN}mQ<{wPd7!#PAwT;6R(~y_qv-=0fc<*;S%1zso4Y` zvXaCwL78ryR?2nj%q=Ir{?1S&Sr#7hnO2LmF8{n@SiX6B`+LdvH<8tFy5HcQnESSGb1x@vO~lK|J*8i#uUIZw8uPig zke{6RLcZDJYXE}{xEPKF3*N6EB8e-2sD4p6Kk2kR8(3qNBaUE;BZO}UF%1t7Pk}Kv z4x$MNX~48`hvb)zgDn=+4z;eiXB?5egOUlJ5zy>_2Sc~{I|<5>_qu=Y+BRMRM^WEh z@&PBsdp`4;WJ?-9u#2q*dG;O3gjNUMfw1_be@lEs2ubioPsTngAI#Y4v3-_2($&vu z9hlycEPElh>umt!RpFKFx&f&#Z7%TY`uLOwIr6SFStOu-vfpn=+P9NDgF-Hbr263e zA-M=}^e6||Aw6ZR%yzOTWJds`{H8NIs4$U3gfATHX4VkM81kVC@er?R9xfU-rhW-qN_b?YSdP&Sn=+O!1nC~Oc@*; zTy2q6rjaW7*($}k{)Nsim{ZX*i&V$yrnQs*l#GcsKc1KG@4pHxS<^>o0{WRFSDP)t zB?E#F;LOuOYw|JMNkm0<@;3tH1?kg6Wa{{3H_pt$QrK)mQPtAYvI?VntvH=Elr`S_ z92`2$8`6X?Uwh4!R#0#yaat%FX23>C{Ql>Eyacmq?ZyAfj!`bzR$mMRZ|THfYeU@& zi`pew4dq}RC`q?%1;t9DV4>s&*59ujZ6Yht_JTJ{|3z5>@OQx6sdVQC@Y?u0)|Z!E zxE&Ir8RK`n`d3JbMW$r!tN(D8(asjPZY&y`;(DF30=fMj0{MU7_VL^cyM0gLVDh8( zX8|S;$feWB5b^U93BDBynv2rJnWmU;>*oc4UsL zzGS(xwOjPNv)h-cU;gA4jZ{kAI^zql=*^YeocVO~++{Gxx>YH(5+o;j{6Q|li}Hc- zMyT-sm_CX__Xi(B>eNHnOMu;<@BP{(@(<&Rskq_4qPxf%dq%JVZ6f>?1SW}hnZWN8 zcAR>CvylaPZ`LmL1^^cCG0Sl)74@wms?qVnarM`n-PI89smAU z>MMwJcMYG`UKE1BqmxOCU{ZCWhl2NvoU0cPSZs=`K6vO*t#ajdep|b`Tm21b{dq4| zo(~IeDNE! z4VNUD{>xDW>{)tiF8bbtI`qSQVzFz9#SW00r#j~~Nlq|l65&p@n76ah18Ug#6W5FL z<~$s+tvesw^+29L&ouJaK(OU9dXXy!M;!XT_RWki+ z@!!@lbnip|Dkr@~2aM^C7Ct&Bz;=X>h3qzdczrS}2J?_AJ4c^%=N-z3(ag|4%+U2&; zeLTrD-?bjuDEg6=ICV+9^hgN(YsdvkWztk=1Yt|ALJGqu!M!9jlgQi@l$G0o4sQno!PZ^7dJ$4T@t-Bjw*y~74}$Zih2iJ= zOhAoQZD(f(elWQ6>!6PFn;HeqK47ONW6Y*!h}n@C)aT^F=B&H^5*%zQ7Tk?T;;z#7 z;u#dqDK$@YgMewK8Gi!apO=sCA&6>`mE4YsQjwScy;uyDQ>0vs#1X;(OMh56Z{D)i zt6yJcTBvNn9am!d==%mYht8Bwe6>UCMBn~5Ue6!gsN=n}z~2)-NxSHd`)q~v6r+w41uh}fwn?N5`d_Wbc^TFByVtp!eQaCkUlxU!~_c%06E z)?U?Ae1Oh$Z+hUU!5H0OH7+4W6-LHlh7_AnxY3E*SU6U%K8T_(=y1ImEtL(MW4Xtd)%W(2oD9(z zJ8HK<2F|=7DsrGQFJ8Q9_ild@oPuGAP+Jf_T`z9;H(-?r5j)R8L5<@fqQ!df?%|AF z1J?jy!~{oeb6@kG_p;dmTS*5N^^rfg@+)MgShhz@g3iFuFAAIpOqKW>mrIWjp+TA% z3d$p-Mxdf?<TfIH$V8VZjU@-LP~*a`wu2@M9P(0`Sh7t(1(9heneftgV6jMT)DLd68f=U!=Z=t6`C@f*m%iWry zqc@J{6@v(7-#!Lv&KQTJq$H`ieeLKNE?lWXA$xiT%-OmAlnzv>Je^AbWNf`0rULar@Qcm_oAXIKtIBi@5{LdhToyDJ_MvpnI6bu z7)V~VQ{(ZMo7*A@+cC;`!vh6$3Lup87UUDIY;e=2H(y^*ihZrcesOpep`$9YAR9=s zE_*Wt#G-eD4BbN}CLG6wyFmIEwByktS`o8#p|Xe9ab>_^^+jW6%bRm z+GS{^m@Wm23fFiySbRx?^4ne9$bsxYxL#bKU0+5A0&frr!kUASX5sdwo`~ZK4F)L4 z>_C@0^x2ZyY?nb%KoE|G7}pd!vxK=0Oo;?{>+UW~dY5&DuV3E@4b}0fjo^w{NRNw3 zv?Uh^ZrO4TY(9BaqcA>Owr(wQn;fs_u&t^cX!3MQ;}^N>YQ=a@?e`%HhY@2zmOKL2p6hH4dt@a80LKbi1ekSsCS zaGV@sZ^Y5lu_?u}XAz)!0+nT3Y?#$)1S(ttdVBZo&1lR*Gx-i;1CU4ISr9%_u5Pq$ z(RSO6axF-D)4P+h>Pu);Llq=XH+_9$ zk*%RReg$Oyft&8vFXXUy2iZL`EeH3DINPQ1JqvN8#adPMf6t%r%UG~ z%l&QOpl!>6@m%l}mmohaViw5GuU3&$LW4h8#LQQj zaTi1(EQXV*;lTz?D@Be~Yx;3W?4i49b&p$(t=5lCU5vocvG|-5L)n7%jDfmy#VeM{p{8eF{C@t&U2)Pw)oIq^;6c}rot-`j zeuEI1snsi1d>eeXQ(&l8GwNPY(9!DHGIr5#{a9gd6s{mukXjlxzToD~Ck(+7gYMu@ zM)KcuDpdy@|6pf3)tBqShw^|>l>7JP+^z$x*l>gnqc%|#*+I;O?iUpB8OE@zvym+c z{DHdv0u;%9>-~HIbl%#a`dte)Q`^ZlkG79p3#@ZeZ{w$)R~A;^^m#%k_>11$Njp2z z&3A%0#5~i`t$uk=uX9d4vwXZ1Xh&gN$Dos}dm+v+CH-UM9JnGtb6V=p%l6Ey!fLCE z`_;?~t>AR!UMJqi#pQBt0r;F_4067sXm+cx@PkBz@`oh-gD|$pWbP}4UBpxiW;lFr zht~(8-W~`t*1LnP+ulDlHUq(6p-9ECj;2|6f0}_yNyGJn-i@trJzJ%v!%fR{21-S$ zQB&h~8hGh-!;f0rO|39%$V{!FHc`Mh@cr^NX2UjY(+9^NY&};$u@m>W45hjb^z4(W zI@EWdO&&8Me*4B7ZMCBwU7%rm4Q9^3yDQf6^14iZ?-pmr{ikdv9d)LwiVW*c9e-$}VtFZ9kh z?C#wauU@@k=&X+8j&dF1-rx%^96e=PQiFm*d<8PJb+WF%9Sxc(#JOSs%M^3oj~8Jy zgRqiFnY=r9hxUL)FTZWbH4?dBDL>f7p{C(DTAK#ucum}C`B2+YC|smrV51JD zPTh*0#dq$-YLillY_xfG)gv8FS=Sq&o6PW7BQSGy%Td|+N3Ll3alM@$sUF8xyqu(; zblJzDR9_gM&IlI;y~foqHo?{-7z>>oHf(`x1Bwex!9uOJI8mLA zvG8w*WJ=Z=^0nt*{_$9MoEcBzzT4D83un`Zo6*A7NFDJ!10yC0-Z=>f1xVuxi|+79 z;$+=kymIFC!L>^-Sl=d7{uRDPlOO&hKhosdAx$+*q_ttIP})M{sQeRIF6p5 zegB8zz1X43{cOo5C0j9yr)RVt4FGB+ARMTcFd4DVYqXv)kc z8Ne17vi++|1(W=1(vjmomn8mY8c}&PqWs`XV#<}T|J{KhMZ6uyPn>v#Hb+;kjCJEt zVqDc{Bx+L)J^rK@q0|YJ((l?Skx5;qZxmID;k>iMDAZI*e4p~&C$Z}{VgtsRbyY=$ zh+DH}UFzQ~A#wHVSJ`^EaV^mO6`>gZwt#ImOw!);4oV?YW1NlyFL|?njLGLtoECzK zd6bkHc!$T@w!a^bt`+o%XZjnP5Of;Btgs8UY<;Y;lVWb3fFxlUw2{A0PfOpuD}^S* zEC?k7$tLoX5nJt<>y|ZGZ*N~e<<{y$n;0ka2 zz}<;KQ*RJ_l5Gdk#bwAxdjEQ)%MVVfKr8vnd8?e!i;eCsn^Mf=nD)B6bAfS@xvR?@ zjH@bxE#AY6Sy)<dCWv$9}FWGCMb_xNS3&f2K%#jd?w$wMPuDmG=J1x~%GX<&2a@m`bTafq5m zpK6&7HxK>lA-q)cvoD9`717)+FN0)kj>J*+I12h8o1>fU_`~w@GLep_w<^co<2h_c zSqJal7x^6aCB?jYL0`Ht%XK5c(}g}L`ssm1aUYC)K>mh~4!3$E+W-wR?tk~&;l z8;RL7t5&kTdV2WU%UrH>cAllg9&_>s>EiFiBl_-{*$1*r3gNx4GY5^T^yG5+{YPo~ z?vsKB?vwK=$VA>=U)rsmJzc^P zx8Vr8C@@Z#3%Gm7Hu&K~WiG$>8TM--d+;%(LmW?c--AOP>ENxGg@{TqhCOzk zH#>HW^U?&=rKy~tNbe_sSI6Zw z%O&@)6l|P$wlMl(d^?8`v&0i-3W`ELy4E>9$hvO^>do>fMs+n1hYJ>0yQ8@#M%bY7f$y`N3#3?h?<4|`0&&JSynutyEN$v&>* z4dU6OAG&)QruL8^6vNbcCzDj96WG*IVOV2P^^g~HupQ7RYc61GDmeWV6~arPS(U7+ zI-%m^;W1S=I&a=br}2g~$FWcB$h$>cClqju=TVG|j7mdCp|B)ZAU9*XkfNx_iCoo* z9@-&8L0!-VfK}6(QR-pkiC~RK0SFr}BOVR}1FWj5D&$1Ug2m2DVPzIZU+T|279junFMqw411qUIzDqISjw`M-BwEf%$cw1lkRy2IYDVNSrK41OqqF4eK&4c zeNK!S>F*iS_Twj7qy{-HHvKZRab-w!4I=4@0S1g(c{OmUR+l|mAr|)9%rH+lPN(&z zLB|{^DAzo7w&f22(NnF(tgJlZ zX(Kur3=DCXI1Q{@?ARqDavNGNJQEF#RXlzN0v*SGzfzE_Ra2o(*V`N1xqP`0rEi&5 zoi^VZJ^rTL6>kzgtlO}m-8~`(U>nq~G;#8TpRqPKzn6&EBH9oxaypgcz@h86BO>}! zay;X79@JW#tZ15Zg?VS5Y9(t~jE{Pr7h?ud_NrA9Zez~*Gpfc)st5j&EOlLMd7$GV zP%N}1M#fcIq<(Su-Z#klKPQjrQ^;y=K5M*>cdN|W$No&heiFp~>cRiBu=jt|7pyFS zxC)VgfKxdP;hgl*54xYSE?FyycR!DbiMbOTtkq`*{&UK?#_SMO*&~%Bq=cYMg%dN% zVKw;H1*Is=D_<>swzBqQok7zd7U8?iPh`;SL6O`y+Gt>mg8aR0DzP53Go)CMhto`$ zpmW?YhsUyB>=w#$!e`zrTO(l5W9tD!0yzi_G{hp^CmkxV?}zsa`*t4?ZA1g0&7k0c zp_w&x5F!rK=sG&GU70>i8IkHN?Z98gsw>UBJ#V9On>JRYmXJy<3VTITUh9^iPIFRdxMS zV=qa_`=o%zwte_4J$*;pHXyg^FdeNnAfz#Kpj(UbTdV zTP^OXOQUM*>Gc?l)tpobxw4Q=R<~@A34jvq7{oNa_^syc2H`U|4ogTKmq~3Kl`%jm zu%xFZ;oc;~4b&YC@njJRiRh+Um?V)sQi^)ml?6+Mqnz5=he7Ti1W^M`=X#=^Mt^vr zrd{^cU<4jUBx_G?O0^97l&HSb9z!~2aW_^<9QQ%MBuqZd3e^9vrd(WnFelNDE@>HN zdoqL0H)el2SDP4+VbvfN^{<@+=5doo(6e(fRIW8B_`G+2zQGxc@qKM;gS+ zB>UPKb|y<-^o*QGsTTz(&2+2UM0M0Vn8M214L(3KhbY1!LveT!>Uc!Vs{TfURR>fk z?xXO|)vc_ia^A_!PqP(4i!zD_xZ+0xxi~BspFxHqjJMech_Emf2txMd_??t3WNL>LIQjg%z3r)w&I7|k zrh34QZ-!PtxP7@~J#G#9JyDqL85c+wM!Su&LBhuK8hM;p+6SmS*yJzWB&zyeUX`Zzqim5igc8%lOqs%9GrBK=8Po>*qW4}UCl z_u^=cTBw035Y;szB7}_TZIRDN&3^Ag`2dbgrBMSmQp{sgU#W17mLOGJR7wps} z1R10`!Exo%hlQ(2UdAQ@YzulJm#b)%R%!O69*YC1qi&3vCk25G2jF3_qKyL?6-Ea| zmBYlIXn3&7eedMK7rsU)q|@wd=(02?z?qVxpnd70vvX$g5bSeHYpdm-ie`Mfch|Hs zEvbBFaunz+6qw?Fc_OJ=e0>5D!r%s<2No!cqdwNzg9~5-#i3xth5nT7I6sOt)K@RO zu3lZn#f2&rBTPhFZg}<++4$^3ILoXaCcf@Vb8?C>_5ddZxYkXVkk_a0gV+riq^ZJ= zfdir+#wt*mbAN+TK6dEd;YkqxMUft<+<%Kh^xZaMMSvQ7Zq*P95Dpr}eFlNhGb>KrR1EabR@Wk0;PJ@Vu#l-j`efF*Jhag=9lAiFc^~Bwxcu=0i?_>o zY3t~O(rOkKQ*BXOhsfW1_%-^KZ9HDRq)zA`b^@b8udOtlkUx{Ii@xRRo z6g`s9yj>xShc(WYA1q{y#~G@UeLYoPNoD^U6->eJb{Xk3LS9AV>JZzpV@G0FY=m%J zwK-y44^e=cPTPZ|y&XY7Ddw_Du?#sG7rHfuA^u~E6(}2QEe=BkN*rjc{V8bbwPVQA zBC~6o3F)%LDM*GmThw*CobxgC_>oGt{U|NBLxHlCsBOR~MN3}n(Ha+P)N4hiT8hLp zgsA)!PgY~_yA0hedsuQ)q+_M%6owH8+yPVGC+!I)!wJsj)QLKa5%xX;l* zJ|Sv)%M#+Wd#dC7CZXd|$H&L#Kpk)AFmxR}NId@P88TXdkYyUEuQF)463r2DFBbOG z`~-W!4FQ;T#64#(c7G^?2u2uLR1qGY2V37IRKBg5C|YkF41v2lQ*Pg3XhX@C#Zm}u z+g9ufX-WE}qghP%*j9Bf%5oal%6e@}d@AO_y3@{qvRkRiacNG3QE04obyt$$!{*JR(BJZf zB?y8Yr8%4g0Ez>7%Ah4gMlf)g5F54$`UB>eT+9B92Tev3<%yIkjyFmhnEz*t*`EZJ zSEzN!et}>cQL-b$QLr@W{rz?sj*!1$hwdsC(hQL>8QMXUf@w7y!z@fHY2)IF67AVT zx7LwSBbm?GuD)_BeYYa63qjOELB&f#yGvG^Ic|&=ii1zz5&F zQ6L!r!J4AFCasNrg%Er%vd_N(Fu z=&Sst;E0h_20=)k5O<5X?Jb!*K(LWdU>B%G%VVB~0h4EA!IaaXTgk`)bj8plEy&46 zOhM+e$k-dv*@Y#jgh&j3#@7`TXg4ZicIg5(*t@us2MVtswJY5D1Rx>|AVW^u^ zaeQZf01-@q$Xg}nOtiy^!+;?n+}xtd5l`e>i5O>lc|-|$2DqCHsNU>!ttVYrh-hRK zaC<^V1!C3!6)i=~`V`P;lx(0qV{Z+V%PZhKx^r_dzYYnFlGHqO+Hj{Cbxn|RLR2P$ z$|N0k3{9dE5@jGzNo>ElYI%aEGX<9ljc*1)=qN9tVf2b=88^3~l|IlXAJc7lC@Ar5 z#;_9>={DQ~nWjax0s8`KOCDx#=VN^U97#D`69op!DGU(q#!jsN zj*$zfY-yuvRq_Nm+HIFbwWps7LZpa@fWtXY!n~1TMv??&t?fIDQSJ>=4)OIv$W$1Y zadIjl&J76(K~wLs#v_-oXO)*6riy*mV;)duhwFyz5!Z++qdk77c+9#Jc`CB=2o?>2 zf!?QTp3QcL$N;TD0^G;P-iruFkn3HUDmG0K0xAvSke*fSS?EbQGznnPKh=^3@H9bU!f2?ylEC07f5uhB;F`@T zyqjATWjr^x1VGvq8tSVsU&fb_kuidiNMM-BO0pE#u=$0?zD1I7sV`^T0Cjm((Y7ML z0L+3CbJ+^YEI6N4cs96MG_Ev>`4SQm;)*-NK*k7w6W}KEGem6bVpfCOxkil0U9MWp zjU#V@GYSw}FvLX%U_GEF*WBmyT;~aW7A{hn9eU4jYloGUSqX{>fGINniD@B-pcSL3 z{NKfC~4CJa;z? zIOYGbdMBxMIAK1Pcl&nK)f$O3HF{}`s#sehgS;)uRUY$xfR{su{5Bf>eyCOBDG~{D zr|H3BVwP2%EkdxRp5c_Cf&}q!jFy)eKU2go6G3kew!8*Vfgf=WMm;95jKvtXXl=AY z`x`lb5WE9Ho&jN(4lO6JBg`W`3!=mZ^)?U8Io!rWwZT}+u%E~D6^P`fOdRvRAqUHM zN9PeAg^M#CIGaLxMfaD9ub+xNbO`JJS||#cUAXb|iT8)jMXFKoOYxxcfh74;zyCk= CAWumE literal 0 HcmV?d00001 diff --git a/projects/codes/Sarsa/outputs/CliffWalking-v0/20220825-213316/results/training_results.csv b/projects/codes/Sarsa/outputs/CliffWalking-v0/20220825-213316/results/training_results.csv new file mode 100644 index 0000000..c51b354 --- /dev/null +++ b/projects/codes/Sarsa/outputs/CliffWalking-v0/20220825-213316/results/training_results.csv @@ -0,0 +1,401 @@ +episodes,rewards,steps +0,-649,154 +1,-2822,842 +2,-176,176 +3,-139,139 +4,-221,221 +5,-51,51 +6,-219,219 +7,-247,148 +8,-90,90 +9,-145,145 +10,-104,104 +11,-162,162 +12,-49,49 +13,-129,129 +14,-140,140 +15,-19,19 +16,-131,131 +17,-115,115 +18,-43,43 +19,-133,133 +20,-73,73 +21,-89,89 +22,-131,131 +23,-61,61 +24,-113,113 +25,-119,119 +26,-119,119 +27,-71,71 +28,-132,132 +29,-47,47 +30,-79,79 +31,-57,57 +32,-125,125 +33,-77,77 +34,-87,87 +35,-49,49 +36,-57,57 +37,-81,81 +38,-81,81 +39,-97,97 +40,-61,61 +41,-85,85 +42,-217,118 +43,-39,39 +44,-117,117 +45,-41,41 +46,-71,71 +47,-105,105 +48,-73,73 +49,-68,68 +50,-95,95 +51,-41,41 +52,-41,41 +53,-67,67 +54,-71,71 +55,-65,65 +56,-41,41 +57,-61,61 +58,-81,81 +59,-21,21 +60,-76,76 +61,-80,80 +62,-23,23 +63,-53,53 +64,-67,67 +65,-33,33 +66,-41,41 +67,-59,59 +68,-33,33 +69,-64,64 +70,-188,89 +71,-47,47 +72,-57,57 +73,-45,45 +74,-33,33 +75,-79,79 +76,-45,45 +77,-23,23 +78,-47,47 +79,-57,57 +80,-47,47 +81,-45,45 +82,-53,53 +83,-29,29 +84,-33,33 +85,-69,69 +86,-61,61 +87,-35,35 +88,-59,59 +89,-43,43 +90,-17,17 +91,-39,39 +92,-59,59 +93,-29,29 +94,-31,31 +95,-55,55 +96,-35,35 +97,-45,45 +98,-29,29 +99,-59,59 +100,-25,25 +101,-29,29 +102,-33,33 +103,-39,39 +104,-19,19 +105,-47,47 +106,-57,57 +107,-19,19 +108,-47,47 +109,-25,25 +110,-23,23 +111,-53,53 +112,-39,39 +113,-34,34 +114,-27,27 +115,-27,27 +116,-63,63 +117,-33,33 +118,-17,17 +119,-21,21 +120,-19,19 +121,-49,49 +122,-25,25 +123,-39,39 +124,-25,25 +125,-167,68 +126,-35,35 +127,-29,29 +128,-31,31 +129,-44,44 +130,-33,33 +131,-23,23 +132,-37,37 +133,-134,35 +134,-31,31 +135,-19,19 +136,-29,29 +137,-37,37 +138,-25,25 +139,-39,39 +140,-47,47 +141,-29,29 +142,-27,27 +143,-21,21 +144,-41,41 +145,-29,29 +146,-25,25 +147,-25,25 +148,-21,21 +149,-29,29 +150,-39,39 +151,-35,35 +152,-35,35 +153,-32,32 +154,-31,31 +155,-19,19 +156,-21,21 +157,-35,35 +158,-33,33 +159,-37,37 +160,-25,25 +161,-41,41 +162,-25,25 +163,-23,23 +164,-27,27 +165,-25,25 +166,-39,39 +167,-28,28 +168,-24,24 +169,-23,23 +170,-41,41 +171,-17,17 +172,-35,35 +173,-23,23 +174,-29,29 +175,-17,17 +176,-39,39 +177,-33,33 +178,-29,29 +179,-24,24 +180,-23,23 +181,-19,19 +182,-15,15 +183,-23,23 +184,-39,39 +185,-25,25 +186,-35,35 +187,-33,33 +188,-19,19 +189,-35,35 +190,-21,21 +191,-131,32 +192,-15,15 +193,-23,23 +194,-21,21 +195,-17,17 +196,-23,23 +197,-31,31 +198,-21,21 +199,-31,31 +200,-35,35 +201,-27,27 +202,-19,19 +203,-21,21 +204,-23,23 +205,-23,23 +206,-21,21 +207,-31,31 +208,-25,25 +209,-23,23 +210,-17,17 +211,-19,19 +212,-25,25 +213,-23,23 +214,-19,19 +215,-19,19 +216,-25,25 +217,-25,25 +218,-25,25 +219,-25,25 +220,-23,23 +221,-19,19 +222,-19,19 +223,-149,50 +224,-41,41 +225,-19,19 +226,-29,29 +227,-37,37 +228,-17,17 +229,-17,17 +230,-19,19 +231,-27,27 +232,-19,19 +233,-33,33 +234,-23,23 +235,-23,23 +236,-34,34 +237,-15,15 +238,-33,33 +239,-29,29 +240,-17,17 +241,-23,23 +242,-17,17 +243,-19,19 +244,-21,21 +245,-23,23 +246,-17,17 +247,-15,15 +248,-39,39 +249,-21,21 +250,-23,23 +251,-29,29 +252,-15,15 +253,-17,17 +254,-29,29 +255,-15,15 +256,-21,21 +257,-19,19 +258,-19,19 +259,-21,21 +260,-17,17 +261,-21,21 +262,-27,27 +263,-27,27 +264,-21,21 +265,-19,19 +266,-17,17 +267,-23,23 +268,-19,19 +269,-17,17 +270,-19,19 +271,-19,19 +272,-17,17 +273,-23,23 +274,-17,17 +275,-22,22 +276,-31,31 +277,-19,19 +278,-17,17 +279,-33,33 +280,-19,19 +281,-17,17 +282,-31,31 +283,-15,15 +284,-15,15 +285,-15,15 +286,-29,29 +287,-19,19 +288,-17,17 +289,-26,26 +290,-17,17 +291,-19,19 +292,-15,15 +293,-21,21 +294,-21,21 +295,-15,15 +296,-19,19 +297,-15,15 +298,-17,17 +299,-19,19 +300,-17,17 +301,-21,21 +302,-17,17 +303,-27,27 +304,-17,17 +305,-19,19 +306,-15,15 +307,-19,19 +308,-33,33 +309,-17,17 +310,-20,20 +311,-19,19 +312,-17,17 +313,-15,15 +314,-23,23 +315,-15,15 +316,-15,15 +317,-17,17 +318,-25,25 +319,-15,15 +320,-17,17 +321,-19,19 +322,-17,17 +323,-15,15 +324,-23,23 +325,-19,19 +326,-17,17 +327,-23,23 +328,-15,15 +329,-19,19 +330,-15,15 +331,-17,17 +332,-19,19 +333,-15,15 +334,-17,17 +335,-17,17 +336,-19,19 +337,-15,15 +338,-19,19 +339,-19,19 +340,-17,17 +341,-15,15 +342,-21,21 +343,-19,19 +344,-17,17 +345,-17,17 +346,-15,15 +347,-21,21 +348,-20,20 +349,-15,15 +350,-15,15 +351,-15,15 +352,-19,19 +353,-17,17 +354,-15,15 +355,-27,27 +356,-15,15 +357,-15,15 +358,-23,23 +359,-125,26 +360,-132,33 +361,-17,17 +362,-15,15 +363,-17,17 +364,-23,23 +365,-17,17 +366,-15,15 +367,-15,15 +368,-17,17 +369,-15,15 +370,-17,17 +371,-15,15 +372,-15,15 +373,-15,15 +374,-15,15 +375,-15,15 +376,-15,15 +377,-15,15 +378,-15,15 +379,-15,15 +380,-17,17 +381,-15,15 +382,-15,15 +383,-19,19 +384,-15,15 +385,-17,17 +386,-27,27 +387,-15,15 +388,-21,21 +389,-125,26 +390,-15,15 +391,-15,15 +392,-15,15 +393,-27,27 +394,-15,15 +395,-15,15 +396,-17,17 +397,-15,15 +398,-15,15 +399,-15,15 diff --git a/projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/models/checkpoint.pkl b/projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/models/checkpoint.pkl new file mode 100644 index 0000000000000000000000000000000000000000..81268a4da4f37ab7b8f0ba08e6d39111b0b72426 GIT binary patch literal 143279 zcmcG%1zc9m);5l<*xlU)irp&-@o#|3AQyiXc=FVR zVD}(@$KNgNOvvW-{ak$B`WMkTFz{SRNN}KY>Rf2JYf$iU|MMYE(5XPj)piLCIu#P) z<|owEFHi;hJHdX(&xh)^u6Cyx?^PdoE-2X5?mWZGMgOmh*Wf@u`7AKpH8`}jvWs_r zNb9&zVJC`rIo+9xI_-6_yLxxWry>5%snGd$w^+NoW%t+_WB2s#jE_UZ>|Wm8z+4Gd z=fZ7Q?_TnupMR^^cJDa5&rI(H_{@EOc(4k0KYiMLV{rHx=UkY(3YqJich0F({vqM+ zB0#wNUVjzt?;bAHE$p)0*IRDi$`Jpv0YUz&?S5XP-U1eK&OgY{xf}*q{k04Mm!05n zdq9jm(6R^3wCus&7y_5@;E?0?kQjUDOvfH(*~0^MFK)UQS3lguK*!I|^<=-DZ~eHr ztAW9|#r6o`9ckI4V(ih5J;t)fUbn|xx5v-W_sh@EKQ#25gZqPl^7FGNT(>8B_d&d6cvX{=# z6Y=o;3G*k+n=sGUUKSX7{%qJ~x4?5M*zGJ<(kXwX{4cxusbJiXa7Ue&g|)o3m1}5F zYpuP)%O%EMd9sUlCv+ZQuR4kOzuL0b#Mx^td)*ALPF}rY?DghbL9KIfgT8CWm)aW> z;^XX1mc4m~SL+X~v^{t3+_~-F_@{}Ni(_vINWjmB;pZubZc{VIb2&Yjz!BU)wM*#1 zD30lmi#J;?&fB14GspN1k%IDHy95I%Y53E>857Fchr&BsTr6#)7k0a>i3VJx6 zpSlbI|Cn>OQanXn8psiIcMlyzN$%q~!rm%qwpq59V{Z>=yI%`i@7Io#%TH?XJ5K`a zF3a9+!0tJ@Sp>F4;HnA7_&Jw^4nQAKTz0{YQ>dJ)sU>9YoZ;QM5T6HA;y!*useDTs z-3#7L&Ge9p`f@}lXK*9m<{C;C86Qxw=j`kB0{lA8=N5WQnZc7#@n#<7%o;&=A-ipf z#Ct7!pJVS2&=ct}26)1P2@rbjd|&%Oo74wIYH!OvWTf_KmHITKUa(^*Zb%%z>B$j2 z_|A|;=X!(VGS2NXfgkhz9=Ir?=);`3`waNbefcG)ZoSb99~Tbi>YiMF6Ya-vDOdF4 z0?r@B5&m2Q?3*pD@?M*Y;}@_n3(5 zZ`lDx+`v|GLm}=IN;^!q7Em7Wb0Rg39Y4_ZmhmTR0URt=f2<5-rXFd*wQ% zQWBaz!^Qf}=eej4wRFYxQ}0W--Q`>)7xC-qB|Vr<_i-_s@>v?2*s_m1 z_KEg6;n6xLPPU1AO2j>F*=LNnA@AH>*VXee3-kOT?e>L~HkL~%9dkBph|LK@DGrmM z=YFoyKUIS}F%WU|J_G+|MZ^G5%Rp?!|FEC~}0L8p>re zH*+o8*k?u5P|H5&*kSFWE@&0iZWC3BsNt6F7*Wr+iW-7D%NbOIkuK*uS}t{C0M*c4 zeD;)D_|6h~GH&QR^wW!;a%}JQ^a#B7xSkvNVJ{hqvbh7P)>@5$;EanLNm*T2LBRgU zdUN>-dXA-e;UFbZBR!*XEKd7^2z$}8FFE#QBdo`Sg_sAJwO87Ny(+?9v+V0e*c+|F zo`SHm)^aUBr^t|@9I<~<==g9-gB0_qrjxItXOJSCZjD)adN!)5j4L?Rrq^7L&nfE? z7vJE-&ES{t3(CC4*S!pZjFRs51#ygfLD)A`YcE*vp3m?|k{ zCB4y&9#YayNS4%z8>wX{MNfr>$g?5K0J=~4m(HD)&-=_@jk)xMp34O_a{BPT&^a-< z33j|loM73Bj-6yAUf3paa+}1rMdB38zGEa#ZIxIQ@6larsd_4u0;JrxY6lcp#bU_Q zau|2AWpYo-#H?(&wgXD6h3>793s;IA-;YYV2|tJG=oZzlvv5;~1yCLp9HK~QwU!AU zoO9(8H3`ozu23GwZsmNSx6?%6bj!|g?92{&0cs3-0TbeGo6uPzbhc&RGeYOQGke!x z^jt_UMHO+>6c0+9&6%#?lZRt2mU0P|p@yE`Tz8Ic^DSxB!r7ZKxgXLaTy^I3quzXb ztTcKunhH7Q%H-bQUk6a~*&CE4pEvq-Jurp}!P>bZaGqt~ckBmk0z+D@%S7P(Hh~L7 z;6lqTG6Fw*X9jZ}#caQLkt#8;{B#OEpXy0k*_LvSy^9}F3wq*LeW_;Ujv-*fsPR0P zZsS@g;iXhI{U}HAQ{27oW4Vcv&eKZ_{ZjkF-iuTtD*O4aDbu-OCJc-HNTe;c>=MT= zZC`5(aBne#AGb+bCXzm}?59T3XRVT+#e5jZFJ@99RgZ%dJE{DF<#Q6M(Q_m2A^WlrkFkZx&aMWaqQ5Qd>1@L zO{D^QF^-D*K-%XbZMkJvICf?GdNa~iwMkno($-jZt&#RctF&Su7{;ur8hSzfnyI-B0lHR1zX`=#QKA$2)F(Ge9Q)X^>8>fobSIv z8Z-~5Y<%f{ceyCWDtrbd8ENCnt`l+VE&HWoHyCjj!2rWV_}Z`9#BCIDUt4yQ5x2Qj z-1883{fWbzOnFCTvfe&E&xH&6a6QDY;zInFJv~sCOCMB0Bvnfd z7GZ8z2o%H7;%GpZpL5=ttQ*CUGMsAV;siuzsLlcig;`RjaQprEDnX zmbnMu!lYPKgU>gI@@wd}+`Vw+T26DmO^KAk#aMeSqi&22p?YX87?}wH^lIv42WqXQ zCp{nI6SRU0AnS)k){j{BM;-fPX0gqmHv!Vhdc$4*c$>VR5P3go*`G4 zpXY3t&S{j2i?#Hk^Oo73SiIL<`2|#EMyObe&xo*}wd~J1_UFxwoexpx$&LL&o1kA5 zLBC|#Up9h%rBzTd!Y-k(5g9Z3h^2qAo*(VvW~zlD9l?!D_i3%>mj9vI!_J2pQVPmQ=(G7z^kpDL&s-|lq|7-)s~1TO#bYE&Dr0*zdLqs~z6Q>w3FkYBqJo7<0h{e#-Y?Bkoem zh=tP^aLH8MOxV);o9H{2W6)~Y;vlLY$Jt<^|LW)-=Z@thXf7{Gr^eBjsRcFHIFsr- z!_6qg1t$25@l>&c3+48HPbB`nW&gmjf7qsYF%h)x6~+6bHmQFsQvbxVe`=)uS*z6N zaEAwN^6bP3oGdal*h_Zpu*ZxbJxPKLK|7O{LH{$-IRoq~RJLb$pDxSy@=zZYL zPF?t(8%#m?q|*x~tb)SWIf3p&DK&}c5i=>pbyz3L#OHekOmQ1_1I%QMeFXGX#(V%i z5yr0vP!2_js>yv7Z>(FMaq9!_P-tFf_T&jDo&(mU)2ep8Cg|l;n&2eE+{S4 z6|_}o)lDjN1SeAi^R$A}_ATWUxo`KWmb13;!-Jv|8s|_o#f)BvxCbL2ZF^zvzLGJB z#3;PvJZf>r)hsTgAhR5 z>Y>Hz3F@d`pa#k!@rMP9tF&tkKvi$y0i_R0OZ5dcQ2I%QhT;H&lAO5S z6M^s}?ay*1$1Lx8lF9{P96jIyi1(D9wT2dHH?a27ISrNT5M33*A&v_cdqmNQ2vfFr z4#3ZG&GzeDx{A`^XKdRKb@T-4{V|40^%oIAZesXRFgqa|IHeCIZo>2)#<84t za;K+QKdSbjw3}Vvm^{NpD(65gMVwfSR>3d`&G1r7xn69L2fd&edKkD?8mbW@0`QE~ zvW)_D)M(JQWemN8|7#~zjghtn(^%nwX&g#RjR!TDCP;gd4)QuP!mM}Aey8ln+)oxDWGPAmKfJXO_g>A%{1YG zW;#ks%>XrMW=e%dqpiW)BQ%XG_w0bPl!~QFDfD{8qN!K(P?R8Ydv&SPa#GfW! zpFI_kLI^)ik!4zn?Js&Hc8KbvRRAd3F@dVpzQ{y)!kQHrJaGXO?bfYLTRb(pa#Yc zsn9UOWlSn4=Ejz*6p2vcBxK1)$}^4b;R+y{DPZ8q9#h%*(?KePy_%X$x2)55U8VkK+OPoNL&L4TpgBn2F(%SfyNi5rH+Cc zG=5T{(TL;Kl@rfx9!k}Sqp956g{%C|W2qinfe0{(U++X-i>gK*#AHezC=py9=da-> zlsN#AEUZ;AKVDC_WR^K_UE;U#qgj$wxIMHR#yN&+aRCpmcr?~!(rL6($E0&0@z+uX zfI2D=)F5e1JON3Nv@=M8g$I)3C@pmY)F3%26&lHLnQAHY>;&g5>>{`L>5g6S5MObO zXo5P-p2+!A&tNgF^z!V-W!nW-*=5S0JJjHVk5}`pi918PgWIzqbpG;b7=dwge;3tX zKP4-$Zcp$sq;p<@SEr;?AULh1IRomb5YV>SwfG%xU7eM-21TgwKyePGrNTfB3R@~P z3W<--c0Ja26*t4Ccp$T%ib2R*iyKGHT{&vUfMYUDFgg5c{`ym5UnE5pgQawTn@phU zX$YE&Lc}?kw4fg}`<*^;efHVZMY|5_s2iYdLj(Jw*S^@7o6^=miVz-GRFaiDELfCB$- z)nM_`)&NNm9zYUNS}FsE3P$3p(BadIox0;bp%Hgc;w$xQz zr$<~jG7L-WXec&MULwo(8WlG!_nbc6F)+*OL6_ghSVXom5d##h?Nj$HEehy)xun6K_1`1eYvLJ zZgAd*ICl~kOhl6<{gD8x;(8B!%x}6Mzs_a5gslg@yL6Wt2yrpeyaV{@g^Q<9qY9*V zKq=H>6@fbHA!yq?ThPIWc_eKOoMPbtrv#;?NKpoW#YDPqSN*(*Zk#+_~i|~N)K9rVvKd6C0QlVjp z3x*tA)HS-bo*LjtZlZ#bP^z(qpnY1FhjHyz#4*uwam|IAeCCnl<)~x;CkzZ2g7!OL z^mBkPb&@1C4pY|D5!}p;q6=y~`R-=8+LhSBM!3d#-duTkjr^2i5ddgDpe6etsG~jv z+K$G|uMbN*gXSZ`1IkOZZDWY)vKs>w1h67knVxylUlA%fja8bpdBWeWbP#StUe=c4W7>m4?LekX{pbH z8a!W+3XMl=v8aGq2$(9S>W-tSVhvRBQ+T{O?SEmC-;`;B)RPLP&ZRfUb(a4rm4wfu z`itVgAELs^@T;@2o^a)kJQPv{TpuV|yuyn&ZgR6bP~31^xIFw4+)(vJ=^b#sq{aF& zsH46D+5rxhO{=y1sy5wz5#0Bd{Zhk97(M!zT>$B6Y2>jwPe36Zz$pz zNPq-C68k+VcQv&2Apf=9sd^{cAhFwfp(o#lDi}7KbGuC$2A?Hl7$8TC9*2eBbKI=S zl+_*I*#-}g(TADv3z9DMIS07v$I>;h{6x$2Q&30! z476Px%Mk;pTIyGz2FI_Zq63b~X*OpK$Aay*@GKTc>>;t1X_T{u zYewpkSw3|)x44mPgVLk!!K2nuB-o?$1nzMyG+>^LUbPSMNr_iE6-Wm_%{5TP?m>d{ z{v^6Tlj4_&KK_k#4IIDKGW`zJQNIUm$01uE9=_@i($3)cqwv7-CzO`@GpNDw7pZ8U zSBH1OF2`L9gk*sfwFRdlG9)Rn=rUIgn!x2?ubsuDdDC+V1U&Ae;Ib4_tPEFvkO#)E zkzS(BFiM!y*H3$#@RrLdc7z}0Ls#tEes=6~jsvIuD%}FZ-?Th`2X)jxKs%@|9XowJZi7c)QiC%~ILrh; z0~u$}ofx1uqGR*9&}RljeJmFbFlkcN6iyaDC3i)4u0PCAprbi$C%rkicLmyP#*L|* zJqTHRKP-vgZW$`N}wPoK*BYKc36OaJ+?DCUe$t zWXp<&%jaCVjgsaL8zU7|wTz4BAzXRQPuJ|;jwq>(R#R0x|&>t#wC7|VTjzbx^fWaxee73KbPX97u+0sfK|%YB;DtB157FWrVadNJa_|B%@GTYBZ=pGDa#ik_$lM3tRnyZVf#O z@3(~;kI<_NJD|95R--rFKg|&nFn@3n#IHN?o0Tx@u-jpiIb$!?`icoWGHpM!R~%AI zXhjk0Tm$#v>!{!Yj-gjqk;aLXOT+-rcR)47dCHXMi zL}_ObO%fi6CZn{}6i|a`s#Iu15*K3?V>+Z#>~5~479YA7vI<(b5q-B@8@&e=DgKDo zTh7uQuAfhhmh31~w9BmHoU#%6w}ql^NXX1-!HAn%sCcRb(gzOxN3%PWIpL%OI|?|{ zL;}E>u0@*x>ZqBZ?NiO<_hv~u1827IfHMcBrRIVfIBrs*;fRYrZqtlCFk{e4(d?UhxejbNr7jMnJGN1rdh2%k82tgpRD*uJwVcI0}= zSx}2tuX$X;&)0M98jha4fD^hPzk%7>cM~>YZc{cw2V4;}^L8B7lh{lxmA(OFnHFj} zsH0YZwofmk#a2o?17wx(0J0jTrPhENAZw*U1Gy+biVz>wLkTtQlc9&jOXK>LJ>li! zYB@z8>#_$9htyaC#|kcAvtR}ynOH9BEFX8_ z=up_(htL9;yIgi-@Zt5C&!|!BL<&G!uf^K{>ZpyN?Ne+~s}9&C?F^*N!UK{gN=t14 zHITMSg@$w)klsE|@n2odJc5ym;<_0+u~d%?>yz13fYB*>_o)oHa~ZRPM{1Lb&CU)N z9S&xwZ6XIid1(Q+gF0#lsBy^V!$XEoh9DVgdZ)BCz;+1_V7pOTY7eLZW=VwxCY#9P z&wAm+#T}S?EQaCSIGGcBVf8E=k1#nC=WO5L0(SJ)awxt7qMYOD@ipB4N1Tl-Z+g6f z3b|2y;qcIYTsMbmF}d)&Z~aqyrB8s^r-j)M>Zk*tW@KawR_`Vsly(My9B38*hfrF| z2h;#KEEO7nWL&#+f5Q>3&$*;A}&+iOz|a;NT)#HtED*#>L@?Z zb_B9qFa*b>ok8F)JP-t+v{WFdK@cPr8i53o9Y*`;u7L|y9m3>(dp=Occ&?t!Sz$7X zpqH9qVs2rDH^A9#nMoPghoF>Ea2+}x>7hcphwNC~6fwj&d9j8nJmDV+uYyGYpgFE3 zI|1sblb~&0{!%@o^vMZzO4=Gkr-cWiGbk+;0%{PQl?si>0-_*HsUknVO|M{@Df`k| zXrav6@B_AXzPPgc#rK#YZ%vo?xKN?e0VF=BdkzD2lnvS@F%|$;f?vVLM>n-snvb3yI!a>#n)T z6uS+(U4m_hC`!OLxWqvKEoW6CrSic+ir9~@mEmIN7``7ORzxc9`b@lneLivPFNy?! zbV-YL8Pri%K+Tkr)1-PzU6pnQ&Nbly=Q>JD-2gRkZc0V_lnUG56HZG5+zhDwOO$+^ z9uC{4O+fJmPF}$c^K~5D*q@(I8;^4$2#T-asK}keE9sT4$%Zph?F}D+3)d{zN6*fk z?JZyDw2So21Gu8aMcK*a8~9dFik84JLIePsNG(|usH1Ly8Z?WcrL+SUE$s}N7~z2? z7Nw=)KnmiM9(cjWT!OYXHNrS(|` zJCu(hg4v{+IiX|dLFcu|9%c4AIVnVb%aar6S$H38H{&!MrQD?YjW`1=Xc9yKph?t{ zC4o9B8PuRz1~kaE_^R8|&Y(#V9%$~Mv{WjnL6asG8qFb0ZNA+X_8@yZH=!dcMjoYV z&}MAQV-DTpxRC2`{mXDMf*ub(*X<&>_gD_^`H@POejs#)79bPUQFlSx)(Gqb)=2Bt zc9yg?f@cd4!SA88R1T;SJXb2T;NoWOzk#_PJ;V)bf^aA#kDA78z?9xGbl9pRT#hy1 z&$T$%(m0s)<^*Wc(enuNIsiED$W z<4mx)^Lf%UpxoCYJpgr7K4^!vp~J-jX=h**3J(}XC@u96)WCQo745TW3s!B@B+A+Z zpRe0yclajv`%4A~hazG<1Su?PS(C0eplP)9umZC@K^rI$%NgXW3wK=Tx( zrJjKrG|#0%qY=ks-jW{T14`80LdnZ}%%*Zz?HGwD&0FUj((zv<4rq7sW^CC*swBEI zf%BKbeu&eRh;No%r3&o2;_B69j&UD^b82!7Bnw97F3uF@({t^u6<^0rH{!Ht`59F% zasX6?7O)c3QB|OAvu#-i8&WN84X_&F0jw6KrCxv{%o zg+H0N6EkCwGl$cUQJqYlhVc*-4&xG8NVhp>@r-GdA#wj}Nrf}gbyN;p!;hEa&U8D1 z8boTZac2GcDa7>rY~1y=z*!5&Th&Y70P|7{)d1?KSD43 zAvR+o)Th_!Ny2jKY^d4jv6wr!+PdoaD893s>(=lc&fLbA+pu4s2};HHz>u0$Q| zu^NLDFSz25jzFx8!?f_z)JLRuK>4T^>tmpf`Z%b8vIIs_E82%d~dHWV|f zY17HQQbCCbt8&IrwU>m=^e}{5cHrT%Hxf8=>=;g+vTm2agoemEb&V=6NQL^WNB}sW z)1rMI)KOmmZJTGUi>6gYe^J^RNM8~jkiLx4QeOczkiIGv8j?7}?<^WWE*ipRo;qcZ zWAsr7moh!4V+L{Z>OJ+ zb(?{$ymt(d`kHhK6kpfUd;`=`-vn(#v82P&|CY2hD84N`P<#iarM?SlP<&4+Gzv*} zyHMop<3}k8Lt(*#jT!F4Ip`h&Kj24)mra6H7>HL?*LM;X%6gANdcL6tm52x5hsycE z34U_}{D4EjT{&qv+V8tTF<$dDiZR{$aGLK%Xn*y6=@vMCpyl}?sH1)a+CI6&$|J?{ zV`*nF{6u(Q_$f+D{S4G#__+5cyWtU^zLaov4vxXKycI~kbwPK$DQQ=y zdE&J|8NU-ms$Yl<0Q5^O+^;|#^=nWwFmj@Qu^tZG-rG5`;K>a}~ zG$_g5Q)O?uyVRQ=i7GALITi_cs>Uc?gsWfHtJ_|gUJaMLM(pP-eA-Q(rAeSnN|U*k zEJ`9Fh$ZdaA>w&U{>6OvCXRG-KH8{1O4q>hCoR*TK^^rM(6&jY-F?|nLFW6f($--4 zoAAK$ca)a;2dKgFPpQyY9h=2BkATZv)arcmU~&(o)?(4Uq0qp@GPwr7+ynx$Gz> zV;6K5#RP0pdaK(T{(LjSmD`kx3g1ac@YPWv#be`zAC2rg6Y)VVczU$kGkgFgU|X3Q z`kjR5T-6<$Vg@Qpu!_m59t_4dTNP!f#L~q&^9FP4km`Ax3o1w z(nok8>5I}*{Xh+p{!*cl=sn2$oE=1Oj?fz!6FjEZhl_nV4tTTg0a;%7g z^Qrt`^I6RFW`rDJ{ry%!MPXBsVm)B9i#TgJ5L*12%Uq$!awYwThpkr)-2)J^|5~|d z@F7l`B)1_7{wWS1KD;8|hx1d;Z~DNuz|%*tEh9w$pc$nl8x88HF`(^M-<)$FEA0%L zal!-5c$Ai!0BX=olnRYT&bhy1SCA9Qun4KsY?0^5Bzmc+3Cl;qFsOgF| z@?z(jzTGS*F z0eB{B*`|OxYAR@l*@i9ER$Dnu+8RvLg$Je?C@nP;)L@z=6&jN$Gwhr`ru*~hR%fj9 zjnn2G9DYM0n`o}ud79%`o|#0J>tz4}gb0PzjdMv9*%^MNJhHrQD`y`$&9~vV;bAt4 z_2jb27;8z3$1fi`TZSDY^Mndb3q;D25QD;sg5VH{@taW!7)#G z;FyonQXZfN#{#L)IIaMPFV~)ctDepY(8|3zn;wO&az)Yd-{CuMus~P0{Ks`RrS`wF z7%pnce^#o6A_!0|(h@EPb<`42gG!Es>QhKdrJX^wOn9JLj?z*qKn<#uQlU}lWOxb{ z4;V@?`M8&eK1#6zSM1HtfKefm+@}2H9%s<&$&k<^7w#jKNd z2FQBh0b~P8OKk)-KsHH*1|kmg0eUrkJ9Z)@z^52rEa24Ziy^=nA8by%#4>4-y}p|+ zPy~2TWDROMQNvo!-#i_0$tZtLyNTqP_M>G>;v9A=eo|&eUVzNw;Wg)diEwB zwa2R2EWHDYrxt4qsH3)m8YoNJplp+N28x&PfU+H>rFMWCC_AM>LlM7>T25X=Do>7U zBjn7xge+O|B~jJYWB8UleOQW%BUk61+$m>Uhi=%!cpkV0pB=~ZIn#PmEn*X#%E+UZ zaU3I_ej#+?>uV=%@bqFKB`-Wr*|4c=Pb1 z_M^1a0Z@bEpj2oa5;G%%S`iFQRL<$*8p6`V4-e~to9eSY_$);)l1(k_Dc4^(WH~a4 zI&4C|*BZf&P5dP&xES$&{-bfn1*E)14gfo(1@r-R)M3yzU~rtI*4`4@8 zTFMX906QiX8kmHcVK{bEvWfF>%ex{`|B{LhlicWuP|=ZG8;sLOxa(D`$1PaTkL9M< zVq>KRE<(*o%+BorJL#p{VVS3h_?HDy3{09hyXliv}_@ujyen4HaZv@IGwE? zXQ;F_n9d0gOkpT3WrG?_N-8uaeRTKDBr4fV&(Gk_cb(LovZrz`Mru3eRMRm;m~uXE z{rH0y;hmJrX~Go_cEU^bksqkPsD1W!IfT9Y>JjYswI-8gk1zZ5VSgFQm)FJ}f;JJ0 zq{5|N0CBWH=RqBH0ki`U*)Y=2xLlOB2FNAh0pv1DOI-mqK(0!K267d*it0T%4a>a% zE+&jNrF4b4sn~E{I{~Q|R>M1cfQ&5mC9$zo0{hv7hpe>6lRKGGa10>|)?Oa%e8N>z zj$*Y{N!$5I;XLtjUnez-2TtCDEOU(b0sO+ChvHEuOjQn-e!>2IuTQFA1l6?yCVG z=b6Oh#7N%&603!Z19en9XxkVeD$w&y&WR^TTLUIhcz{VlX{lsT1Ln3=XfP5LUb0;plu!;vM zx~W5)y%qcFg>vRM2EU{VrGJ1a(t4VW^i z&|oBp(k_xeUN)SwkXGs^hhjLgC$-Gu zmxH9$Y^s_O%DMi+@1@KTu0}pcF6Pa*JxAdYRJ@ykN_(H43JZ=bwR$4m1Itq_*E3K@ zJqI;d?rn}27Q(4bIKhx{KukRb zW->&I!y3atU}EM_(h{oeKSxeptrcupr$5i9yVSHdXrc@> zP7OVWcY13Sd?M^*sTz?3plY>%FF+kt2iiW{kiV4ys+V>K)Jx$3ssW{?UV$1=jZ&dO ziD`ujdZ4&yJXb(7Y~#$um-(5WL}lIPLXr%K7Ozz|P;e5znrewcKDu|`enP;eleMvw zG@4VE;|w>p1P4s$#{~!bYh9PMnjY@7r^}B~{*t8#pBiDkMMu0A5rC&j%hn9)s5hVn zPwNX2kTqzLb_UP;ga@AYqqG!(8ayl&8jpCT7H5y<+D_V6;72>=QPyOB0lRttQFbw& zZKY~lEanDI8byg?U@F&4baUMKKDaZ-sA>&%JRgYxO}|d*%csgYM~d6z4xN2Q)?C>N zYPjS*SKOTsNVmZ7K`qaRKppjA&~^+)1AIi<84Mp49vD7`(o!D>H5fi26&izRYbsrE zT+y9vm}R}Om|r2_$)`BI+Rgv@_!Bn8^ddVjiYb)dFAr z(BeG=6;V_)RzlFy^G)E7Vvk}pbyMk2aw)(Oa-Yx6zHEmd&EalXBYns6~3n`6zG-6ecS z?sh$8yJHjN9@k65=Ldi~nbX5@;hY_Wz~U*_$n$YH+OUSQ==DkKZ_n;Sma@Ay+iOdX=lKEU3h@`21-kP6V!nDmQ-jk z;!kt&nFENu?oJnpGmkDf4?`$Zs}JGCVgZDcz0C!O28^Jj0~oAbTyUDJhauAh5$_Gb z=5!JqAvvWzoFa~&ru32Ur{Vs*I>s%Ry5lt2YUqdrI2t(|k4Mzhx21C+`Hq(AyP%Hx z9%%cbH=6AG(#|0Hf$%``LzI^K5vW1(W2w+c^!bK*wHul?ms${2B0Cv(baPLJ#iy2y z7?ae#JE6&Be?NCMrw0!VlqEkBhxYR(aqM~IJz5TOuJ0DQA0&;oVAK-Eg^v*)Pmh%2 zafPkOUZK?pF5TN1>Jn-LYyKx90pR>pi}o{6NBtbMZKfd;-5%`xLfRTgzZ4#jeudIf zzXmmsej^nclH_j=K|ejgbbq=DlO_NT4`<-v1@P-PQ}gBE&X^~i26E9UhxD%V%PU+E zxRldnDATBF3YX#_CocS9LCY?v)nEfA@&mX&ujJSe-={+C^fs@crxKC=R=Nh3-)WhC z59+8tfSRFcHJDg2f0T9x$Df1;jz6Qc)L%dij=xHU#vz$P7fxOenNmW<#=UiFVJjSh z8W@@9Q^Y2Wo5hG2UThTGu@ZYvcx{F&f-%IZzJswKk~k??sxZox6o+q|l`nbk-OX{+ zw+Opt;5km2yi3gg-$VeQ`MZ|vAE1u6idRSyDZJW!vCVq706itJW@(U>vjyn7jEJhoy$QT&h?4+MiyT52$;K`=xrGy=&y zEriWWr#lOKNRl!U8Jm)QCrB&byZ+EjIFO_t|D4ZH`tt3iL*?m-VlKSF_s^0T$8OmB ze?xT}DF+vnfSvfeeE$f{(DH3aHol4$dVoQRvlOHlf+P!_%@tE_wP7y8SpL$&9Tjvwg%iB;Q?+gN=vzc8gTAXp}}d>8AJK~-7k(3w*{}dq@?NC1dtQg zBjzp*+jAbPU{o0Fe=fi14So~WM%2pwd>{N&KZ{cPuF*^?YN50%Nhu(x9*_J+^Ozm1kE9gy(`A%R<>B&mcmQ}TlU|?GZ`xJMqZp~V z?d!-q%CJh>87!-X2bMJ`EwvWZU|A;>8jC*i@Fv)oGPZ9-TCHR7+>u92g(DupZm=-& z=DYtQ;_jH)1eOl_1RXEbdXWHdHfYf{f;wswsDab^G8~xB&C<@m@f03#wxG1sR!{?H zn^d%~An4+BER{OC?}3Ta5yiXYUQc(A;Ekm|5){9yiYsx-KKJZ!OhqK7-@@^(s&}Ox zm6yl@VB58jJ3t+^6SRHKnY_m?X=i}#79PO%ptO_)YJlyP3JpxG=qBV}A_<$JdS{Ps zci~6-cPzw&LN4I;k?AXuB0vs?qef8trCveetzDTh=-RejI(buYl?w)X!686mYW>>1 z%cc*I1~@Xcy{jL-gm7&6m<2xF+-2&iebO&L?AHPv0Cm(sPy<50tx%FT@>26Q5Ql^Z z2p^P|It*$+9FdCl$<~LXm*Yrdae$skS(}l{NrXX4kjv4>uJ}-<2OdZ2ac$$2OG^-C zw;ZQ?^k^8D<3K#FIR4@ad0Lx7B zC|{8PaE@xx{6HOb4Aj7BeP{-8v%j=6V-g@d-~^(yR1m0v6D$=Pj((85aVD27<&ue5 z--@t1cWEO41UOiskAUi;)K{Q&zQNz~YQ8dY#MT!7G z6Qw1)1?s41P=jV!ThtsQ?F^b&;ejR&rKRFQ4Vnb0&}bwf6WV)LCuAGtmM_?Nw9EYQ za__65url4a(gX72D8w=3r}N}IC*Qip*#iUoz*6x6dJ)i_a)ig5ZVyoPWj)mvc+958 zLEACWW*~wnzllAC0<=+y(k(C~X?c=C9d#SD&4s}pNBcHMinKL2?g$SYsVFU#25NAm zONGWEN4Tgd)RpmAdyF_w@3I;Tufon}Zsq6jVcyzk=h%Imxt^nEGoG`+6vNviVv*U% zd3U>x#wv(whTs|hQ#cXPqB2AVfXdXu-34`27HAu&_R~TLYqF)S0d-G!fXYE>sa#M4 zDo-jjDDlg@;5Mbe+sbZzkyi!sk#%0M3Dp>+5GqGqL*Jz`E>F5*o@B2G1V45v)Nd8G zd{S@`N_bN>!Nz3c0?#YQ;lGDnu3>Nj$Aul?Hf4g3lh)_USs-=Al>ZmeMGhXt177`sYYQE};v^6N73J;XeP+ICas6kmS6&j^j zow-oJ4?_8soDtehIHHcNCOoPrpzqPE^^*?sQ;dW6MZ5+RIploseGnVPE?&eHxc_MS z>?XY!cod&=-VA=wwFis)e3p~9!|jQtQe2=H{ZCa$&wx^?MXCaIR5hp>tk#!h07i|p zGcam}2aFdeEma3K>T#O7TnG1(Y=vj``(5|*9k)+7?1JLhEAD`FJ4 zx*^S;)N7p7@SUw!u3&cRx1@)i;|GE85t5}9y;*UZ^7wfd`89>zdc2JT-%FQoomtPR zNR&pR=AmR?Ic1FA`QfNDl*sW+eoREt!!j}1alywdXM zYJ`@#khO5guuc;O%AGET5sBs`xNo>Rwx<`z;Gu2Y>Cv3gbK7{n1=hmwJ#pW)8LZFD zbL*&t3c+sorGl-T)K_ASCc1kVY0@-~$CY}Y^b8p9*CG+9qZqV(A!$F_SA9U*85kcF z9xy(H(o!D=H84IR6&gka#^!%}N&Me_PfxZEM154m0k)56IX@2Ss84{lEg>jzM5C=s z=#$dc;QN&D!1rmCmii2+!S`9I(D-(sAKc4lRLluJVqZJ-`~SqM&&h8?*w5=uzX0l} zFM_r&5))~DN!l4fzbrfi{R&D;eHGLQ`ZcN0g6cyLrD53JdWJ|O3z8lkzoR=|ekax% z)B6ooyC0Lh8LngBnb~kP3}SKim9tGLEEIF5`Q$MjJVLI6V54@sePr*f1Q3 zxJy+oI^UGUStA#QAJ8LqzZ+hmfpI9%uKo+Ci%ewBpSsI%>_dtsdDBLCNXXs}<7zc` zk|UpY!4Z)fv}zX2>X#w~VEsyq_iIo`{RXsMjmd@}bn|beoq_Z_;Q{IQC@u8|Py^|Y zQlTMTlJ!x_k$xMg%2!X0r||G2dxyh1AZgb3$_WHl4ba)hr;Vii%>%f}MR>ey3OcTa z>af3yc2v3rN-u|zE0?PdJD#D?1~rpCpbq5@#d}f83h269aN%0ipF|8``m>hrFQAV4 zE2zP=7~2E-)ZO2tox${X;eqKNC@u9*P=o1TQlT-)HWW5tU>IH^!B!{v=B8ECup02! zKjfll_(){=GbjxiYI+`seHnh!1MW`%y+*bl=L|B?itb&;Xg%|vB+hGv8(gy|Ui-mQ zHa%NMcird}Ql75YC>?)RXdl|Ee@p)Wnm zv{ZLc1Ez;mXfXN|L<8TRh-~3&QDFPFQQQV>h|A{3e;(KT|JnOdJw-5}?4>1k1$9(! z(6-furG-76){{kjq^%jYzQO}(Ka`g04{DGOkP3}da%~}VDWdNP{j>*V^%#n0B#+6# znS`km&JBVOiZ~hhzIu9ug&)BgP#y^3p3l3;jf2sQs+LmGbSgg}c0Yg%u*Pof?+WeV zbfS!KM5K6sE@o~&Di7fzq#|&k21@t9Gf2xd7}QZiK;N2zSXM)&oxw6pcwiZh(o!Qp z4VIBop|R-j;eR+59KDjBP|jkihRFX@8`@^e)F_bwfJSTK#(+9%ENJ^QH1DSvC+!TN z@xlYp1eBJV2xLzsjV4`=himBsR`!@EUwfhvbie8h5c_uZBM zab3;P@;b-TBS_`8w4rD#)npL>Xr^e%rh+4~(3^Y?ubGoPGrNHAYw9|2HAZ{1DF?xC$VQMth>OXRYlU{j!;f|G1 zDO5k62c?2e;ao2K9XyN_4+VF>2d+*Y=G)5w|21-5?TFMI=^RMrYN^~n9pw&ckm#46 zNcLc!v@=NN3lAh7C@r-B)F4?X73~wPH?}))qILd!ofFKr*FrBp=`2pNqV(Wts|E=> zjGD)+L=Nq_5<9kG!L zD2ZAEC+L;4NMrz@#ag%}ppIG!Y5=u9n1_|KOxhVh%Y_G^6(}vW64U@%B^4TwWOhd2 zFUSp~m!24o3S_|r^b)fBIV~(+} zmv#oq2H^o^BT7qc0yR)JOGW#d*#Zlc-fzcweam2T3a6dxq|GeyyMCNMeU|7dO4#W} z2^&s`j2#`IP#>gdo1oMuW_JVgMY z*`g)e3hJnBpaxCrYXuPScu6~hX1nk}vje52c7hr-yQD&+k<1QmbOz_G>~G<8$?8Sp zx%S#L$?orNo~{AZ22>=#PO*c62e+dz%`DLMp3bcMXFrnaB_ zL5+))>Na7(3ACNliA(0=kK5owwOhIchCNyy3)E42LE9n%1l2eyjfem^_DNfVW54jg zaR8;I4uTpS@)smqaRdX$%I-dJ-4fS}CX*#`7q_vPa>P@{E6cfvlCR7DQ*XMpp%*ot z278e1tfpf884d9C$PGbw-fDT;5S#ZiX7huIkRQMM)<1Pf`UD6clt`0nV$`4&M2Q0rn5AXBrP7xljLOg-fo)2}5SxV1N^bSHsC{73u6em$y>J+F!aatYhg#D|`&?s=W^FhTYWoDW-=Ag8tFSc|D5jO0~xFzE60X7H4K;N7lU{itFNzBYtn zE_0TzoB$8Pf_Sr*p9|(wGbZ7$;Gj7$oRMyUAwxZ8!sA>W;17d>H&b_Lr5x!PD9&q%E`U1fBB((jXXx~6053^9gW|IAKyd}7 zrLKY+6xXCeqmV4qpu_m95TTTg+qv)Hct3hR9Jh^g=U#<-j}?!PSCYI9;1x8DoDHDF zA)GdB|9WXve~uH*((5Vkhbeo__Pty;21tN#4UP7>OOYmsl7clQ@3Y zvd#E-Dc{<3X~J22redXEfQZuq#e+I30kq8zZha+FYm}KNZ4Hnl;Q=HWrKN6z8XzfB zp@GOgZ7>(DLGb>N?n3-k2XLG=s*64x8w4fWG-=&LF?p+Sa;Zu7_vM)pEtweiASANdYKqK3Ue@`iSa)1Ff`{#5E|$@I3UJ0bxfrE1aA zKpmA1+6D^>S(Mw`FL7e9 zC+>Qm-SlcZPLSovd)CsaJ{l*~sJ?R=)aBz< zOQfBVv{ZOV`WU69%0P{zPo$!KB6X+c(<88K@eXl}cT*7I{dck00>VxMrCmpQIA$Rd z4-%T=SWUMvlPOg%YSzK55t>$(DLixF3{$0pdeipbvvO>LZ|SE4tkygys0Cv^79JCOm+A9Hpf` z0cwDJQYti%y#O+28fRlRlk6rtD=`AEJ-gxFVIb;Vb|2G!qY$nBNB`8Pqz8!nY2Ec_ zKppj2&<-NEzl`B?($f2*i@4Q367zLF{? zjn@0wboT}qAn#flfXPCIu3XT4Ul8u1AENdud5cpuF18UKJ$s1@*0 zFOUniO~%*XD}YyD79oJ@D_Xj*f;#GJpk_A7Nm%`EnXgMbgXkN=1JO58TIyS%2GO^r zLL-vZedH3|@jLA&vC`h1r^j8OyISYK=P2du0DdKlm|iTlLqcYYEjz$*r+U$|fqKoS zQFYHnum!iJ5x?BQnJ1~zOIO7rZCpmtXNSwLVOC|1^WcUMeQfMI(m%j_R}1z%P)B_q z^xZa39>V&8v^9W!C_DiD2&JWd3~B)VL@G2OIYa6(k}Ld>`YeS5MOnMAcJ`f!8^6CR z4EytCoDG)(E^2p9+cZP8P%Ia0oO)Bg3MLG6GimTqTHhwCd0>#g?G(QJ*)Gt8IkhJdQ1Hmt)ok8#`;ep`SC@u9HP=nyNQlSy} z1Hn=}rF=TT8xw2*V(?_l5@b$swLgTDT;YGb0KY1flc;?3KCm}1Kw?fFZik2n7x^*g zBeaE(_^tQ+r+z2>LHOTmLH+>hs6T?XD_HYxtUpORBmAF*hwy(vX{o=08sYyY6Jm(i;rMg3>misI-&y75*#lfCV(QzBzvPO2M7TYOJ_->g#9b(PLx1E^Fu8i; zfyyaUSII2tiItHaNSJ}*KvjpInmlf&4%=~-3CW0buembk)Ze9V0QrX&>Yt#F`WI-2 zxzzqb`+rMY1IDF$E0|6wE!7#+faxL?8jOT|TgTupv-DelCm!~30{#{$mi`@iLgFzJ z+poi5$>Hx|V;B)q302z5Tc46B;HbTHuQh#jFMQUt3oiJ4`0BZED3dN=av}YVN4Kr3 z!roi9e`9ZXxkvKjoVR~Fiaf6J?@*|@PZe*&0K}IzNcp0O3 z!1nH_(F_rEeO2LnFH%A74up+c*lw!bGF}J8bhYa(M;I2aBa&O@G6i(RZtf0CCL>nU zsNJYlj;;WUD{gCh?V`{xWoDeIt~3!*!;`5A#^!l2RFcO2L=SpZwG=N1s4YJN>flDE zE*J#7pa3sGYmDjB2k-SM<+vzbGjE%Wr~eHtM5+OKTFjJgo2e%jNUHDYy$Hsp0hr7e z`dAH;Bfy4=8)P+-A6boYBhv&7vYINu%hK#&_looE&G~jc8x1-}3^eZbiD-8^6}4B( z^qGfm3fCLj%|=%THfzY}cV`}Njkt-%YF7<+&QCC0szKwu!=2O=kiFQ&-ke_0ACfoL z?RO_~*b}ety=kUo(b3%VX#vLOB`~RjdBbeGu$GD&bhMHm9j$RA(*_JW+A6^7P{%8^ z^NJBF2kyJ8xoKtDf50f}Z8PYiY}~=_ql8Sq#@W?V=DB-K<+n$M>NRx2o~5j%8;>pN zWV6bZY3#5a%WUaPJCQ(Dd(ZA=Fg6{)q^iW>ONkS3Us2qks-yg<>VzAa&R|g0MFC!w z)^8nuYy{8mRf_zo0=yP=bObXe=Vm_cmc2+_8O*#CgZ0znRGrq>WdU+ciSqdK zL)e|>O?sKy%_!=Q+fcTow|!xFwzD?R=uS)3E{rtYfzEX_^Juy%anyA4th$4-=>aCy z_%(VhBvOT5RotNFHTh8!;YOw>7}WGqfLG%;RBkHPgz?}hs}lw5vWC5V+!USV(HEQU zv)n%}D>b{l9X1h%pYJQy>r2*SN{cbDTQL3A4$~Ugi}*(7a69a#5t9{pNu!bOY$dw` ze-CDc4)(KW{Pd9Nt%On1$1~~+#-<+_l*j-qVZDNq*A+J?=`TM@2H-|!AQ+SkQh-;Y zk%_%fe?~udtRCb!sG7R4xsO#V+N233=+L-^JWOIe(myj;DL{FMPkJaAn_*xIWlB@R z;AXhu2FfGkhw@0=$czF5<2_ zn!XvJ1Vw6Hy}s)6rZuN7eP1|>g$E~ea!Uq~VJR(big!$&Ihg)p7soG|DM}tKZ+cz^ zjLlRqSt$}bCKI!YvEl|j)8t3bblk|y0E3>H3dq(|vAo+-lU9-k6Zq{UC_?y=JWCFp6*G0>5{^ym?E>qi2@qH5-i0957kVIF2yU7SmsutGGeWJo(WxA2%`! zz@TTL0=yoL7u#756Jh!0y47J_c176=?%-ed zC$NK$qOQx>nZ3{I_zn%^K~F^5KQ&?S{ES-Ew8gy;>|WUcpjq zhw|5<1DSJA)G#;z&mZr8!zx_LETZdZJ_H;bO|5xZiD-(5L`dBh9$ zTs6OJ;;xOZVwdN$+JszvPMx|vaxrGB=a%$wyB@b&`Eoc5Va(B-(WO5N%wDC9n0=nq zelRu%z);#WuJ}IV3+q4&z4V2pEJMRe%>FTaJd4N6Z@Jw#yvqVtI_}*HiR$ zv#jHA2qdnU5VFgts~ z>9Lm-FNnD;KVq)nM&>FQ#9UKAwwV4?)k)mej>=C&+3h1R}LsgJ8@=&iqA54y@tCu$v4kz-edaZWrNrf^Sey%qSJk846ZSH zIPSDP^l4_vFfqSdSk3eYl{R9mC*{D{dZ*S6%B{|URgK($#l<>f8O zc2~xj%iU7ZUp>a|V&@S)0w1fzL`~#J&@9hfc54a{vXSCzKB4px^GQ$aQ($a94F)kX zwDGOLXB01p`KM-;|-42+5;1ra9jwT?(X<(abDo(OpjvZ&;VPL zYntSzmA)7Gh+UGe-ZVcqn;wwbk1}5r1@wH$bNezFo3DV`)h6iq zs^SGbUy~m_U&oEiH^89hn+ouH)T-G94VtJm-J+tDRcw@9QZ{iM|0Z{CICbNuJFPZ~ zI|>T+uy+cmklh~0;D3?Z)r$`Wc*PvV$myIvV8GrT$GfN9Faq2a-NVa8Mupgn=(sLs zO*P8ebrvnnw?qIn-}cPD1IFgNVDg0%X88S4Yu{7cpy>PZqv!{?k@+DQ6#Ym6UXgkQ z_WBG+owZBs7TPs;3~OTyL0P8OTQtpfj1 z%5ChWQCMa?67>Jfk3|AiKk@8-3dZJVV8|og3+E^Kf3A2z(J$mj(Jyf$^D8hY`n3YQ zB5xL%mB(G|lgFJyPt1{*S^3??R;o`K{hYf@uJVd4)x^)*r#J2g`JubJP7 z1A>0*$^8zD&F{fvHqp&VEN)|h_XoudqW&m9qW**%nLmR;)L#^kUGOH`OYPmkD)x#D zC|WT_-dfl0_k+(3q+S_g`I?A5l)ji(csavv!y~BmOv|-z(G9P}!s`EdF za(T4a(}@#(4)+;R(K2bkDIFDO&KozV6XIslI`553cbCp9W9*6-Y5H}ifxY}nty**k zuMl7!%big2I4%?5U~HZMlS*Xfm9#0&sklMOlk%e^7j9&7gF(qt3dqiz`F2$=dpM6> zPL*+&2U3BSb!X5(n_HQ^39q%C#XJTl65npklV6;lmuz=?v1G|7E!P52Tec0NRkRBy z_?PAuGU(Pgd){ANatC`gd!qL=8QtY({rf75?3?PSvu*N-0C|(wGs_3YCO?>6ef%2u zAX7l`f|`QzqoxpUWD0{p&C?3-YWxoVwB_k?IowTqyh#q#pY&Di)Fti4_HOI`_RJvF zB<88O^1d!>#cSQoRw>JDdO93oP_4iE5NW?d8HOt z+#soh{78BhH!>x`AgPoByd+H*mW+ji=f>Rqc{d`Sl7)?bN&JR?L4iTmB^ST=lR8g+K(Ue1Bf zR2Bo|RPofRg0ZOvCbK57e39t3Rae{~sfPSWs)-w!=fNPUmIAyaP1zQyO8MHrkv1wF zJ1_-1!g9u@7pNpdE4N}s|E^_zh8-0JpQF?q9Rnk7BVWmc&l;z#Z|=_E3ZtQYl7K2q zr7^$D5)}ddEt3MKwvt6h9b9I{!PvY2X4e>hZt);fPw|3=`tqaUMcl|V0E32x3h){< zFnE~al6Evo>K`z7xw^7lUDGZu(>n8Q$GllxXJs)HZ<*b?F20_i`M^Fpg$h-swK`j;F1-)bb`F71{`Vf17ZAbT*TRv?s zH)Td7k^Qkw@~H zj{0%fcEV-W8;ngCFche!Nu!spiWiu6lOLwtaU;_M3`}2DfM@E@?K%ILz0}>Ul-XU{ zLuTZXJbV2eWhLV&r~X~qqQQgy(7Yxt2#Y+)o?vWxfgu|h*pLUoOs}`%2627lM_gar z$n*n)xYrfn#c77a-p*?mmbXWW7ohrXreK{PZ8vo-j2Wa|Z7-CuC$+*-&2GrYHt?-> z8y|YP4W)TIZn4|>(7v(GQ)G)C{wchbRz1<(?ZV&89_W*!W@ldaTre|*(sg1i-OayOZud2 zO8>ErJv4z_yWUFg`m`}iN~E;!Gn(bLB^j%oYu}%S@tzqW0;n13nT-NtGa5|RknHJB zx@2P%Hz*n_KZ?fTMrJ%16irZoS2PAiZqwYdPr1uocyKN3;)d?jX#Z%Rdd{7zk;7k| zRCAua&@ta*v_V}pue6YDDLU_KSmk^T2aLmmLB=t+p$n9iafP_!!L03Ox8G*b zG!!X@VKw&SY;PxM7xQe3bB*sL?JXJK)#_7_@-F zkTFYsWX#5m%p5Stn5zIUL*tl~0+KQ9O6g9!pp$vzgHt(T-rZHR%%|lP%5zowsLYhK zD;c!W#n&8$+czO9?T!_5m{)e_#*qd?GyqsoyI+so7n<0? z#Ph5>$_HXS(m%6YDL{DzF7w}DY*v9u%Dgdn8zv~PR@^{&jr>qviyN7BV4%ES0iN<} zFrgi~JRfeXKtg)R@Cm)`4!h<3ygD}M_aVH|C%g%a&1NvWQPSZ%G)h|(FOc0TKV-Mz zMrJ!0$nH>pC)*pcY%Lp7LGwFM#bSaZS=e9uw6gwMoe}N^d$cL>kMwwnY<4OQ2=BsW z@*0fI9x$7*Hkwc%_9|W=yia}z@5hbI0Wc6gr~pq`!;O^g_`7@U-7$9gM7OWC`nhSt z@zhsbFQ%8bxtkTKq)bH8Lwt`@z0DypK+a)L?Fbl~qhPk2U_X3J@q(P=@+0R2Ze&h^ zLCz@!csXi&+PT#)zQDR6Z|=yQAKsSAxD-E^us>^8^_ZLo@9ANj(0XxpZZgGYb!=R{ zWGk|SVfz7@-j!^hk2T~M-P*C$Ytd}x!%SM|H6L{e)8Qli3Uxr-Ne#5jX{C&eEKlhS z7@MS@+w}Izz%e?R~t^oKh~a| zTzi(TCt$|u(x4f3eN+7AveHG!6;J3Y7@KQg$Pa&li|WI5#S0>C$d8DdxRJR91`)Rv z;6?c9tpn}d{w8(_%ZDY~9qQX%U53_>WqN9i3>%lUQ{6IN z+UAZ(py;k=cMpus2f%Da;n2+wDqc`zB+-22+2Dl+ym0kB9}5KI-Xx42;dk!R$&C&Z+!_;sr^clpjf-!i~(Q z!64}~3hJEkoHvtcxhvhmg`A-inr~4r~AR5?N+x!Nx!Q+Gau~g7aJF@B%`-y zyG?d$^V{8O9o{WJnCv^k$Z7plou9fOnMLMnN);Jj$7TK+jLkQ}>;k7IjVkml#S0R? zEk6>zgBzLef*z0JwW}jr{1RixcpGhfg718z(75x z0z7r!HfI!-)b)at0-s*KI=G{5HMX!<%dpoh^^NnMeVWPkcro3@vyP`@o)iltF`7=wkzH-cW0>BHE-5*TiUpbeEFWm zia=9BsX+T#pL|I$Hl@Ij4SqMaI%B03FHkNcKa`)tjZ9fEP%ftcPg&jMk*^ozs_=$1 z#GHEVM4M3k&f*uMO^|$(z$IB!K;#tL%Z&lk76`(=K_eCR-=l(|x{YYA9*6 z)byO52V+wU3|S*%YQNrCTk(R9I`X5VE^cIA0E3Qt3h+8~x>0(YncC#0H?2#nF)eb_ zZf3!aPG&|1rI}Cp1=#F!yHn-?(i&t_Uo_D4qUYBDj7>u@SxcA=O6(G*$Td>jpsTU` z=xTx+nWkXS)l30imnP~aPO(SajYwA?QnpU?VNv*?TcJ-2-Oc%>Ys}<PYOJHnTg4wNd!^E4vmEr{s5Z8{EjW1%r@w3h+XFt9;mQDNNlyMcOi< zKE%4`4RV1?1eEma!(U;3WtH1isCC-&O?mE2pzLP?d?5?_Yeb!0_?M=(>#15&y$VZ} zH}czqeBa9Lq_{3;!BvYEroC7o>19u^0~niEz-0a~FOfI{oeoV$#SOAL$&akgxRL1s z23cJd;AQz^!>_tC{aLKN=+BWamA{0&(MSs?73tvY=xr}OBc|8MwX5_O*{!Y0vZ^78ZzysQhAM1p5Eh?~jCmWL1y_jlRI(JlF^mJ45=;`ix z^#Eh@Dwu2!C~UL`iKCfbQ{12@k{>-iaU;_U40?Ji!0XXa&8@dv*m8JlLSBe>>qtlU zv^%V^aa!LJ`-#2S@*Hd6E{f|_{(^f_Dl$r@gzV)m z)$O*nyld(HrM!zxACW*+U(c=|7@OC@6jfwYLREjo4XOsnkE(&Vkr@OARf84aRjrV! zYYhgt{Z(`h-8(w{sr~zR1ZH$=-fy@WB3kGiip#7v7@Of>iq7mw*Aa>vbdHoCouhCg zGa3v!$0*?K(s;gDBPQurv)6yYuu)@J$KKHs@8nW;(XclDYR6%%DO1bsHC<%GKzxhc zn(uYB>`d8kKY_bcf`N_Bs>yP9M@(W@fL^&X-Rcr{J6DV8Z?w~iX@e?$me7n<^5_}o zd5s5SGXYH2uI$#2+BH#egPuw9qvs9W$V>)o%Ax7p;Q<=`P5!|iqVOL2|)@XV}OWd|Td}vNRThWhmNAc@Q ztEHUUoxc$Ntcc56OIK&Q$GoYOkzzchsbFkkFkOo3)*v%Yaf6iU@*`yiZe(VHLCRYS z@KUrs*?A1}N0+E?UWpr-RbZgJS^=K&DpJpQVCmz8_gl9g z`1h#|jaegNs9ftAuLEPV9tbG-l#g+Z`z%T8)WU0A6dI`BeMq#vi2&#%hIH}-8Uqz zXEzO2dCO|a3*@Lf{;~?$;x;r4oXk6pszSU+`e*hj4M^|zi5~!Ca}Z3DPE?Y_a`z#{ z4Wtjt59uSgkvR$m(#I6wNvnI^g!lNJ##rnwqzQ9(Ti7*|m;%+6K-?H&Pdrmt`@n0t zmATxV*W4AwS&)CQTa?r8;`=(I*;3NRo!Hz3ww4CsqPJ*#H1*T}hPBF0rb6RnOmMr1W$cpIo|x6IF)HTA9C>4SeUm)7j+CY+*vybLy?1g8q#z&ozp#T z_j|Mk=DdvL&0E3DT zD!{Ao2Jjb|S~`cZ_(_ckI!>LDgTdDgyyeTa>|yuo5RtB33%b1x-%{P!XczZyN+xJD zP}Uxr)xV58g*UY+cwoJ@N*_Va6Z;Stn-7C2f>_z3iXiACiW>xdRDJ|~3^y_#2ZNwb zD8LJPoos1Fzg|8269y5lQbLZ~<=jR^Nn*6HhoBYM@-2omaUbcQ`J~c;_@_L9PlK`f z3>eCiKdDu3^Uo??ApJS{A^myW$b10|q`#;DPuh2rkJw#rHK}2*Kog6p+pMqbbBjvo z909v|q&wY{qq5Y;&1u&cvpb%i;in1GX9Lm-&^$~RdlsVxF%(KSFe}=i49h0Fs%YWO zd`Tow^kvWPD`0HC3Wlsu&p)w^hwj$b6gQ~)y8Nj625w}&2?kZ)Qh-;b?p98W)>e;u zygnJhc{FUeTG~tft(he&(q8DS}v_))y(CrTV8KlQAB z2FB*+V0JMJ7l!^q@q&_H%8!y?;YQ}yU{LZK1$ZTzaH@g9>Amtg&v*|~(z<(*+dr!8 zG+u%_?PQ7F#wzn>F1BX9kVEr%J)E4=lc6$yW=}V_r`_>D^2@`?wd@_B;!!Ppc4 zvqgnXy#*C7h$^*rM@?77hcYSE*m zI;6gRGuoWY;Zb_=&j?LzZBzZGj#wb6uBZ0`7@K-vwj}jZ=vdWPydddC`H|EBH!=;u zAgPf8yrdOK$}B7YUw=+!uW2k=Xl&y7HU(qT3=A4|GM!&fZmxJiV+;Aw_!4epT7p4i zD+PFs;S7Q@{YN%;oTQObGgF`N{rq-Co&xNMy*Y}4n2}i(?ebZV53$=Qup>(9RqB?s zra3mPl{7lqcusA>*t7$)^Qv(|M|;H!I$o9^9UX8Z^9mSrbW}ig@w*?()bBG`W`0ba zUdYVqp>~B`ZBLB$dnjLF*6&KS=DE}h>m(LP>g?%t0b|n@Og00&9}{~%c(rs>+#svF z{K)Eo8<|(ZAnP>+cv(6ZsVkGoXWZJ!ZWHw?Sswmd*F^el$oBM!_5x$m8w}4su~C{A zc^}0KMElAQ(SEp*c^wQy`zyc`)nP)-?5WoE?TKd@MspKEHJ?;tkW)_kMea_4`Gg7G|XOyQk z8jQ^tFyu$#Qe)b#v5FU@jFTTJ<8dQ10Sr(7&3-x%?n)C_NaMNaf2EoKWe7pMkWS> znrRB~YBck}c0ZOJja}DJW#iftc5nZAy-3%s=*GnK*5~`lzhu6>)MlpN^IfKMfiX{1 zqU=PSq9^D!Z6>^YLwD1jp5+$dA6vXa(O&A945EX-)gCEm*Q+v5SE8tx;n~atWAhf6 z($4yK$t=YS3TDfXf;qU6nF|I5^Az9}$P7BYzlw?TvDet-S5kx0iY#ESWU-XpU0VG~ zkD1aam%@tj^z&}*V2Mp1l@%H`$sK>it|tWhr90K^?SeXR$jlc91TFC77J{)^1g6xN zYzu_NiW@{Nksnb@aU-(~45F4Rz>AutY{{50XQknK0lU+#>n$QXD~z#gSqIsp51BC^ z@R=V^`%pLGg95xV?XqDy zes@Q@?3-St*3Yb2t$)MOc+x06!UwZaKMvbXKGn@&Y_@>e1uGcqY*oC#besGz-HscX z9bjO(Qvsf-U$=k2lgxZ_kNWw3GR-d0K+|r|Zx0xoy!w_81{>9c+uT*bUrc zGtEifC1>5~#t3tp2RE_@XtbCNyT>4TQ`6zhU~^=Jz1Nmy)MK5>y~6L6Y&pEtOsj^% z-C?}Ewo?bYi9a@1!~jWGJ+*6KY_5Z$jH%Z6L#u8mUXXKBe&pQ3jm&K@$ho5cFGtpf zvD-4zEiK1el5MkvCQo>I7GCW;**$`3`5ep-^Sxa^a|qjm&KH-BMCSPR#LGE4Hf8Ca zLrv4H3d`lJ!$jVqmoyb=7Zn_7kJn?~p2^3%B7mBEp4kV$*nAKSYP8Gd1H#%a$&V6Dsr_I?HYu#)1iVl-|%&wpA4m9q}*A3ej!02GJ zJw#9H$-H(^kBZ*F!!4`A{4i&ycq2S_t1q)kyY1Gw%Dg>pxvYJPwj^gt^cYg5r)I~^ zN0l@>KIS=n9E{B;z+^!Si&XwBhfgYQ(DEty(ei2B$b1G2T0W})uSJ%Vt;mMmgWV;& zjGArNm^S5k`EM1SW0aVsU7P6DM$MsOxaB2u>qs|y%x-VWm+GYO3-9^Qd`_uB|MQ;4 z7r@wj5lmKiy6h;Rw$NAklHvyXUzQ*GU%`#cSHVF4YYOo6my+_MHn8tI{%M!x&h(|? zTq@c+soZ>BoDlg9PxhN&Y`z61Me=@3v}%;MZ!2yP`5pNY`CZ(|d=CsFzpnrrn@p6SOxBdcBc~)9&2ddF^gDQZ-LIyM-2Y ziQPd%m*p2mW^+2j4yJpL_|>^g0ro_P;&y9gyYxLon}3S~qW;H|`wtkK$MU`{O09q& zxA4w$RUCvYQ^6AYrBR6uqnb);4vwo4pKxVL#3oOMU?_LM=|Eqkv4*>#DN z>@Ky|OOsqXI-16Id3Al7GPqa!4h3n#@713-y1%{MLtoCvkc^Xow?ewPbeo>AAJ$`o6(|F7E8WX?EeeG=kDZ`{f#UQqFz{HQ348<}!oP*Gk1Ud1?6q;zD{TCB9DEhSRg_h}zeBBgjo zR+`bTh9(P41*MCKik?s~7IW-TiTG$2{j27sEG&TMbsbGqXGT^|_aeJV|O?+h}H6*nkqB0q|n;zp(!7!);EfLG*)#g{N$yf&_@ws_^5 z<<9pTtVSBC|J6U!LO%}Mmwc)%!Pv9{Q>u9O*-Wh!H?VCZKWy9LMy4GY*tS=IXRB9a zGk2wf-Bq8V31+m->;ZRdN?|7TbO7k0X72LjhBJNHTJJ8`99{nf)o6FKk6Y5PZ{k9Y zIsC=WF{6B$vj^;Pd!T297I_$mJ;@7oNprR?FeqriEEwBYe9zOotmM(t!Si|rj7>){ zl%>RRVDu_GDPGXhS$?#1!HrB;Flgzf0Iy{%S~AP+qkewa3^Lu7EE;-vKCgnYc@0d- zlk9UdBE=0lddiQEUbvCz4F(;36ySCE3+~Um^)Jk1V)Y9D-y2katlL#{mb=NLzcY=O zdzRfWgc8M+-KKms?J^EAAQtA|Coq9NI+UE`R!(;yhuhbPVde&6)?z5Eq1pv+v-$+q zE_ZoZF82piyL~y_s^%EyuOXu8D;@~z=Lxe#61oi~y6>oe9^({2qmFq~Zo$qvS`|Xxzw*0fVlw3h=td zP-5yf#4utPPnPOF(_Wo{nf`SR>StB5o2pFnH@BSLSY}x?6hsO!b~O)``H*J0OP4X(VGZl@`38zbPkjD*)VFXZmQ zo|WKJ6!*Pd{c42U!(O7|_JZso-1?r~?VZZ}RxP9H3o~1(BWI4MH5ZJ{JTTM^o%U5v!{Pag7o;qZA1MoQBeMt$QWh(~ zOOZ)b{~Gq}n;e>=W*2ja3ytRVZ=fFeapvm6eu;){L z4h!tkdoIN(wuh!s`A;Uc6z^)+cz|6yT{C~n%h)Z0-13RUF-w#(GM0Ku%fQ$y2UFhV zeoAtM;sqHiFxkyvl9$_{aj1(ET&zG8~E;)AHI8VBeNF_eD^89^YylbX+z(4Jnb8W-pt>! zjXL)3XluKmVowg1p)d}O8rY@oSQB3`GkT3hI@(2sLm{>*utQb1W2ik*netfw1^S?u zp0-<6+V+bCst$N|2f^4J0+YEw?Pne-u>^5gaf7NO@}ue~Ze)&uLDg{ucvW4L3!9#_ z=L!vajB5X|5Bh%b%nAK6R8RUOPl2&H4Tg%5IQ*Z&lBIZo<{9~+c@{S^=fFVoyaGH; z&DFnUSN1Q@D$fOaM(%P&cVmKEUy4<_{x4ufw|2-}OtM*FV`_qycbnb7gPYzw2N%}A zOdK{hEV4&Rj-80Vw%z_*XC@mr@H-uddB}2Hy&{coY&VU!+nV4t7nC$QE_zOvz}Q>{ zv)id)?{r1+f{v^5qvINGWUhlj#|;H|9sabkj3Qvu%mLCqWW;=wrXe-%WOrs#;SO#K zHOt%-7lhsNByWSUxdUbkYnYfCzN>ga*gg3X_5s|;d=L!6tOC3+O{`=L7wXt;_Erg+ z**#1HyDj;d#Jj|F{sFbU8N#Ob8E4l$=MPlsryd!TEnA)<17G7MbZ~5Ct*^QxFL$du zeKtO7%f`M;B46<5&>JTX2>OsG_hB$L9|41)#F&>!m5(Z35cDzm5%h7~$b13}fVTj&-6LP4LUzBKRUmF z8<{VHLFbng;C0IO!!hgKb7*rNwK}4{dCp!b$YbXF|LULlvVI$~U-5~46^zZ-z+`L1 zJ0meNHX)?U4o>+Zn7Vw~4cnW{@a zaA8?G?%PzrvS!f3Kga6GWj?W)@Sa=O)M-z~V|DG7vF-d#B}^)&Z*h|j1rlY zZoZ?$QS)8T>U&^pz7K}tm9R{wLHmK?1tmX}A0_o7dJi^rUNtpBZRey3lC>hFD$e*k0iM=(1(G<{FO`jg@Xntzrbnt#EK%wNGk z^KT09H1&S5_sZ0YN;tMR@c!P^-R>P~*Vrp+dae&4tG4%Rr-HTbi5&L8+}RX9%*~Fq zHkjP%wrab(UFE71t*lktfid>xGj_3-QlGM`tGI=3!{hwSj6STeuAgePtHbh z!V_+%CT;CHCUB41^Yiehwr%(GKWf1;IYa_gPvA0H4aVk4FkKbh6>=z-;s#Z@Nh8)VPfVV5mBNpsO<^Q1g$x>_bi55EZd%gw0*c1elI#EcIoX}ZFaf8mn@}u)< z+{hFGgU)9Z;C1#??j4!%<}_|2Aom8Aqo=Z;xp%*IZ+BF5R|?nvFIs0)R4G8Ym`}Pm z7@HDcl5(OapD1w8DsG@$Qhq3x!i`L6Fi4cCRsBAMtNDbhgR!XrhDIr2pu#(%rs4&%&&vB<2RhpNH%e%16nr>Rr_=t1Q>Gu+e_7lggwN!9~nQyz zF9>TOKf)T~My3%Mgf&)x7v?8;@9}cpU^muwSN}KO3r+OnFm38nZ3f1sIT)BGHtE8& zh2jOKFUb$nmbj5=1qPDN+J_0WB8P1w-@{`%72n$(lwp+({SzL)9ebyrW=@@ z8NpzyyW$0&J>-YytGJPQ4GftPDZum8e3iXAv}tW70xuV4;DN0lSSn5U#b}KA* z2i+PSi8G^F)yEl8%PQP0=P>R=^a?ep)zR)M!u;)ZyOR-#T{EEU{Elt-S~Fb@csH+c z2l$kuonPSI;BUM$J(W6AdU;yC!PxWx!(&gHHh2q^zKR><^phVsuj59hKN#c;P=J@C z9V10c()lj0LpyTV3(ve{SJ&tHvygjdXa#qPY zgRvO`Cd*2~?j+IH4^`YidYJr>9*!HC5nv!aQURW{uApu_pKG)FHh^^L*Jj%TFLcM3 z6Z53yPhmcz-c4pZlKJ_80!Ar41dR4X#(=RI3uYIfV7@<2@dEkr@2ixUYz8#K4aH4a!bc^TqM1t>Gq=A-&zKP#CcF@ONN^T zN(I^ree#RI*enKX5VuH80f8npA+I|DfgmR-6ESZ)_~VP)x7Lqd8@;wG-b-pbtFw8z>{vbU$c$4Y`( zsnnpq%F|d4#%2weU1`FBqiYo}P+uoM)Ys!iW&;?gZ&ZM%uJz>+%#tszYxlOH-OMpy zpgl(MKQ6v$`&^r`>tYSv)jMjCGv-UumY-9W{ZqRqseZFb1W>ctGur~jW-FL1L$qNb zKL(j?iW?Mdmmftta3ix542pIsz$=nDL%I6ydaJfF1bC9kro%<^`U4T%mNHcEi;T84 ziQv{Zer)P9y`*!EUEPzO;u_z)rO@v?yrH`=U^tOe$*20wZl#NmJ)Y2BFgE+ZkSz&= zGfLEc#S0=1$d8DFxRE&o1`&r9;6)5VL}nxNp0fnRf24orh|+@iQBUF+7@Ol@G6#5n zBSfR7Vu$*6e<+>X*tm?n zIHe!;c;H*?8qu+LH+aG;!+l1^& zneuV`G?!btjZeye4J#kc%$w63OG{QJ+3K>hp3EkWu%~;NJ2AK|-`&+QXnY(5FTU7*6H zD-2FQrMN-Ur{zb}XK*9)Sukk&oC3TibqMWJmcO5K_td+p-mnVB2=sBqV!2i^yH0c` z`0%h9kc?+OuQVY21)umA!PtBWOnWtu313#cK=>>2L-?z>k@*@J2!CAxp70_Pz;I&g zTjkuDQ4qdgxy^VNWPW^~vpVJ*B80kcdZyn3WAkk=nI+VU#C!p@;ya2P6nk`LjZgJZ>V;i33bedr)cZIV>_7Aj2 ziHIf1db@g5{H}I-$$Uw==7&lU1wZmkehkLuCt!+#>?!k~DsE8lGx<^QbKJ=M0t^a% zsQ|A)9VRSSH@2}i#VKPkY|R{ieiHkaf0l5;QeaNXs> zO{QVm>L*yY+C6q>TX#(pvTi>HJ{yR(L%U?%z7cLC&whtLj8Rs+Q!qtXHI^WIqToz- zt$5;9vaFFi#@(6Md(xpIcaOU*Q`~NiW6YmL0Zo7L-2Mv2=5Jt9Q)29-hIWwoyW$2- z|BxR||HO^VzrdjB-wN=W-p!c$9k1|5tPBs#qyJIz==qQ5^;mxCc^pjY$$pEIM>+UD zspkp#(UTK5GEag*Pc8*`J)KFsK*4-=YmYiSxd$Z1RGkkxDEb zQ-$*>UU=&H<%eYf+{hFJ1It1R@GM7=@TiHSSQy@CHM=*#t)(YBL3N=Q?fmLocCE{T z|Eu;Q78u;V9m=`$YPQKndr%D&wC~pjW%-w#MZn!C|6rumLr&0ur z%`;$j8yn7)E~UmQ0wCBQ)cSp|6d4?AYfY*f?FIJjTSth?0C_bdR~wpJ@s%S zQy&a^UQ~eBBO6M)kfOnyn;(QygI2KJ?ws8@Pz~}LUW7L}%-LUWd&Hfe$C&WCA4PR_ zN9S?+FT*O;nWb#AyFP+uT9psuxC3rOeRogQ%x-bpThh5->$el99sX<@hzG(NdV-C> z*fa){!f1xG--t~VHwbGgKf;>fMy5F!gtbtB7pCKlBDb)KJwCRngzS9PEp1)aF#=go zi3zN2bLeYnwFQgBMVJ_#D&qG++%G#a%G&*+nU|D4f?9fFt-#o{2D3|Dlf=Sh8^sG^ z+RBfZcDRvg4+b$WE5M6chM3eeGwbmC{mgKF_v`LbcY8{Cd7RPlx%pMx$#+>XHyuO@ zg|B$F9l_Xi0+U%rSxhX7@#gHTxItwX`BB*wH!|J8pt8FHyvl*79NlYh2e+v&8Dmeo z3vI9}yknR1sV(-0dvZ?nhdO7f<K5_o`5Bl-FQpmL`IrxtAt{l}FeL)(;Xd^dU~EQ$*>9oHUXN0|z<9L$Fdl;& znXzDCJWc_g@nX_Qt2qz%#{6H;l<{JOya}G_L@+j!z+|RSZL&9szM;55;$-=eI0ZK{ zZ-POhQGl1IYg}kw_rK+qHP9~G;%~W?RVw+NyY}+y_1(=}b}2J@X-^@e5Ac5FnyF%g zyx7y62F7MOn4No#DR7jx8HyLA&6FQ$Z{bE}78s<>R)Ck5upVXFH2jA##=Vq6^Iv(* z9Q{08=lXQ#fw7qnCbJ?jkWAQFE>PUSccJ|7U4$E%#bDsOL;;?!%&eHe+QF@mcKQ3+ zz?xKMmg=`5yUZuL9E{BhFg)1AQB8E0S1Mj0x=MbCuEveb8ZZ!Ds{l__HyLm(@LYR$ zVq?9dcg!C2nmtg6_xZj2li9Alw^DVz3DQpmDUSu_;@R%FPLH;$^4ME*-Py_fbyK&y zRzs%sbVMj8t9+~2nb;2a*4j;@qrHzpFp40{~HXFfY+sji=SRe7;*rd2Y z%x3u!vjsOYTfrb^n*y@MG zi3w)A(nib$m|1yko^kqLIx{WGODJ#_ZC}I zu3>=Wr>S;~ve*q=~c~b$Nr@Daec%m6)5i>tOZg=I0m^C{1Z0pRR z%v?1e5(PAU*mL^`7@LoRNln-?NRZd`F~tp-ramsb8ySuftK`)&-Qy9TaM{=GY6}?JMUr`WWJ&VQSepI zk{`}L#*NHRz`*&Z3h${N6&9?BlBA@==q%jyq<+BMYrwl z983;uYsiCl7l*d%Q}QLf)Rtl|cExU}>u*o`f3?&4d+|ZwA3V`Ng0cA%n4MX&KSA7| z6)%YUi~NZDD{f@|1_p6|SAZ9{0CAb^&Hvki#)-=gG%F_Z~;B2UIhuZOWx#x~lZ^XXLTNAN*c;o?-DW;_0Ufgpi0mkN8 zF!{VGI~pB%?j;pBa4#i4+)Lv|rVJRkKc@iCUF*+v$4qvs+u6N5?D4zqA?6);e(ssK+_XOvAD;`Zm_ zP({7nQtdS#ayl@z^-A?;=3Z);sU`-j{j&pI+R~j}`*>}3z{c-i$=%tTmuAvv+A3|tw8Lfk8H~-#U{Xvnx71Q~P~0Hq75Nd< z5jQfOz#yix0=yW1(8R`}bJ-WWxV!4mb;ES~GJ8j}2ANOynHm$_rr7D4Dz^O{bT{3W zE`FH%aN|bPMaiP0tLM`Vj7@hiS#KzBi5WI@^ibTO<5l_5@fvPqA~5LasQ|A-hD@1s zr@rRaO&L`iwvY2JTU2^j>vz$V`A5kTbU)YhQksb9?aA~3W78K*ilAg=&#w1V+#uq0 z`4Q0{H!=gjAYz~bya<_+&Fx~37PIRTE1~X8DN5R1f6&D&d%mhYlwTW|m;^c9#x9zr z{U@(XojjnDjDzY_bgQOtM&si5co&*MN(=IXJ&7S;Y=(kK^5j6G(@qWyQ`|s)xcrbG zfg72TU?4wA0iL{!`7E}c_uRE&-I&QKJ9$Ev-h-$g_Rz~S?dF2s@O!9RrVizHdr|=h z3NSmpu9{s(zO-&IsDNG779nHo$stU}FSe)ox=x$gc44>Nd_9O|<3;T_3SkWsNM^Ls zMaURWXe=0;abQviU5!M~m-;zWfl6q#b>h8f%p_p;7u?#222ts2N?Jz zMzK>BHxQ5Ihxjzy$V>+V@fiy6#0QY*q#Dy|y2QHRMvhCwB=0r9sK+UFSwra09igdV zE1Eq(E0k5!U#fjSs+r%LnMw)jZ+Qx{z}UZ5{$K#pLQQSa%uKZA+hZ~vsV4%K0 z0iL>Fwb;s$dF+|29`xBPR3flmdnS-an1M%e2VnvSny zr?#Y~yDGmuJck$A7N+?rxtPc8Y2ePudh%6{yIRb=!%26HkozeytCS!LR(mFEz}Tz> zvj;)psE&1t7uc_tANCt?BeM|<>^CXEv)3p)v-QjTd_PVP`rd3-GH~AF)87ilW*eA% z>e!XEZ^1K*CO_T=2IPGrZ%%66rH{km;WS9iB&=!Y`;BxaA2 zN6%i*YabY!{b10e!9w=ARR?p=wr}hVyWw*;s#BZ~sfpf|Xm|sV|eD=lxhDzgs=ot}f+PJVKLYt|=+FU-ukt zfU&s=Cb`p8WsfUvDQ@6?TYk9T!HvvaFmS)80MA`7HKx#R_ZXkJOv&ASeNI2tDfUCW zb+17kFs1ZEs5|yh6HIwG_#+)M3(NgJn-3@*h=0%%uwZN)m?WMUj#B5T?H^LyK>Wk< zL;NGSk@+YXh<{80p142HBBQuJ?y@RYaEFE{2Qq?+jC`|3E%T#^zICQdFX^lo0i4#SNl9BR`@(iyN8GfkD*g72rj!CNVa{?RK|IFsGq4jhETV zampRD_uex!aMH!?o} zgVY}?z)M|2juy4sI^?m7?Ee3QEPRL7ABh@Tf9yH`1dPp3!KBv20c(kF&(9P$X#KhT zX#E9lWPS+-t-n%$*Q%|DOkM49*PqD$CR+1zWYP|nM-KZ-UrxBY^e)%FR8gPA+Rv9-|eN*;Wys%pZT@YL%?r5k>7%``5l-PklllzxA}X;4FdikKLY-U z8<{_WLBO9C;05^Uxy5eNpi(T^+(Ci6RA{&tPp76V^6=s&y2YpWMuVu!47b*TL^OPu{Cy(cr7mQ6lFj;tblV;cS{E8bg zp@95oDu^4ILSWETSOH#>x}U@B?cy9B$~n(u!_(6{_U$=erD(y}_W4@*y(;c_mnS;7 zTiQA`!<}M2W!D_pEzhjVM8vWR{(L37ZPGkWBw3)6mZ>ZAvw2#{qo;`H^$ZxBqF~UY z?q~J}o??m{^c0sLJtc4>^DG$jlvIG%qn?4iJhe~HF49n&;mF-??6O#=S*X~ZEvo~o z*^~wR)a}1;QPqho@JVfJ?q?hTMO8Rx^R`$tO0b^4Ye7oG# zgKlDUUQKZW-Rkl~w+3!xYJ!38^9t~E-ypFU*dB3~mHgXo9gJJBooTPVGsEg=r0!GM zVswT6qs(7xz1gJ-Qyuu~P|Q}8WSU_e#iZ^O#s%A-af|um%p%fu3a2bBbeD=&Xq{AL zYAJEl)W&7L8H`O`FsX+3UE=xEEqg(6gPMBsqozJ?WL^Y=ng$B+Y8H`*yExKq9-V(A zG~Kod_RRE2%s6lXV8+yY#>e-n&zYhg^w~5NArv<9OdEr-X#yq{CI*F3KXj7?84J0CRFLWiT5;sq_eQ_bt5g~tA#?*K411HojI92O3Jof)LKLFZuk(K!S+ zGDE?jbC?3M>&*MrmE`##*9=#(=osPoj09sd3QX$YotS;G_h`ipI>yM4jiO;wp(ZFm3coAW`fd!{6tS;5*V8|!0dvi`#mXWlNB!zpCUiR-^7iK0R!== z3h=~-lHj9e!2LMh?|Ty~Ik->rJf?%OnE@sn-Nb7pvG_bwaRdLiy-wiH~7Rig0a~Irc}jj%i+z68%S@FAJSWKBeM+*q_-=;lh&yh zDHnBAWh?1gR=JM(<)q5op}3qGw>|a{GV+&XDsF!z-nQ(abIaazi^dkxf>J+hM^-ZM zyx{IiVa6;2rpGHVK+bw>X38>-*&zZb+Uc3?0%NlqOsk)CD)uN|P_tKl)a=8J%ziMa zIiLWqWz24J(;L#lNPwLDF^k zk#qw$GB?2>>6QY#B)`a?S?uq!QXBqzd&rPl;?kbD9?Dv_8Ycg{-74c_GPb#`WYKZQ z^SKMg<{p^TkucLuOgw!+af6Nz%8w3<8yN=%9UoGF*U^P%Onx?B)lb9qYd+1dgR%Jr81g_jRQtKIZz^8k`7Qb3`EA_D zd{y)W?3H%M!|Nl`T70OytR0@g6R>@K-MbU&TDNFL{MtC>2q?9ETAxp9* zOSbG}X`5-^_kI7i@B6;|U(a*TTp#zF?+5w({yo0m=Q;Otj(I=N+;eBn%$%9|fO_8e zL-I2INNHdni{AJX3Y_t91cv_y-N8U-|YWb$$E3 zBCqy+tu(N2MBlz|DRAxMk)N9Rv8uqa(Sj4zb2?~aIzAd*G1`@DWd9}n9m|*S_b%`c zVrV~#NmtikDLtb_KjWXM>xF+NFX3O52KKAyg@2>K33Inhjd;v48gh(HKf~}=ZU62l zet7Jjf^>7VxN(`*F^^F{>Ck9$w5qr}K*%=S(P#UeKr;Ws8T=`R_LrELXU@*(FyL?M zdh-G$(&hz~23AP)=6g}#%o%1xYg!*$GT!X&Nva-C7#y!2P)Mq|dw!9g@%2SD^NWjs zd%CCD-q@&l`#8-077NLn|p}Hdh?DX<&FD^?Z{KBCjTuQW{uk(Ko3K1+Gcs`Npz# z(f{Y4b59(wvbd?C<(zbRF|>olT-{SMtn~9zV-KOOZ)^qfYV4s(1FI0 zVij_`|EwxHYF{EQU7*!|Ko$zCXU4G zIDr$y(CUiGMkI5tO5*jX>&5Gnmv{rEfi)Dp_=yzk{4Xx|FCyQ2;Yqluu_rs}Mq+5E zh*Xn#n8?WlYXdOo-WI!e`jY>*SE3-dA0H^rGcF-`c}52z_oImx>4?J%J%aP z^835XUcR+LOf5af8J{bL)>=$jsy1e}o^7b>TY4UOwKPx~*!iMwXrts4a&apssYh#O(A3Jl2@bu$415#*+s-uBQAC_ zUB%G4iJAR6kA=~XuRHa81A35G11?b-SWnS6;8F@)12`1S-7RzH^K#ymx+f3PjRkjW zn8S0~s_x$^+H`Kju+Dm+qITst$IHafQeyJuq<3vPt)MOF<<#|U>rGy5>!UQVD@5P6 zz7)8&@rHz9&7v{wE{b@U!k?=QI)g-JVyw~HqXj27`UJ6)Q+Z?JCH zy0NmhTbdBJN{=<48_(>+rY(t2wrd;KehKiwGE&8Uo9|iZA(X)n8 z*Ei)F@@mSpN&_1%`leh*!M3JscQZ_UU)y+9^TE})@X(~miHAmu8p*L<_2xQTwVqch zsC!&5v7&FrI0{@d+-(C{`=ISQe(s%B?to)bq=nP*5jl?{yD1Nkt3e zTMp6L2L1g4-9)l9o;$E?am~%IQ?H%wW4cba98`)HM4PKsjOXUM4v<(UsVyRy>=!$W zJH^nJh)Dmn#iyh3M_?qF{#|C|Y-3ZM_A1_(hs=@Lxa4L@KY; zRuV(ft6cEaVrXl`WR+`!nw|}%Rlb(GUV0sQNv~HL*ap!{Z=}FU_g3(DT(s%3Xm!7s zr$0o~N=7%t%lhk4-rAx}s5kf;-D$FlQ{Pi6>KQL1>blu3@oiTPjISSZss3J9mtV#= z35M$IdVE*)D)Gt-;x+p7Fdao~(CcFhxGJmni)U2}b?VdZCbZhJ$vJHnL)#)IUx2z# z`l_#f5L>D1+j0+iwdG!=f!!ziw%kvFYl}NUwN9&hPM_$ua%|o;JE!74XYbNn=tsueFfo0r7U zUKW#9XlR@dgF16>bt~*2>S`=;=PzNg7*RSHEi6 zrr8}Mug~@-q2&ISb9h?}?Hw_3&s+&sPk)!X-u*rDa(`cGVE+-l`v(*_cOJ!BJHEAS zG%MxqP-+@P^UsPm*J5Yfn&4X`(omG<%j8t*3!!KqrASDtnxg+jIRi+mVE7uz7a$F zR!mx=O=#vx8{bjax8!^BYRL~u1N%|*E%}K8*Ah0NWeZn}ZZE+E%+e*>MeCzAwQ0nb zTAk|ljMp%>z9YW5Q?tX}6TfEZw90)|_HD(NH9EejckQkWSaltIA~OJ^;Vt#)e+`c8 zXF{tjzc{B~#n65eeOnlmrmxnkWBpED-3En85j&UTBT?Ik8FK6A=IvU^k4%kD#7vW1lfRz&o&MJaHy|8!Y& zPj{T8UA8Y_wbF|@pZ&zp_7{_tuH8W92C@UF>)TPByxLJhX<#Kq-;M(*aP9cVEz$Nz z2G{F{p&i39F^@z~oOU*~g9s(}QqG~Y7+M)I*U;Y$K+96kdzT|G@A66mJ6QDIhfv_W z-BpULA7Y;CKlkB4cIAHY=4fHLs&1xbcA4g2-=&epvVGi{$)xF40UI^#P^Vc@4DB#6 z>0X)Loc7L#Q`a}I5_vVRveLkg5PkEGq`)4YjL^^E+A$ z?HDm>S9*JuKJctcUEi*1X27!PEZ&dmR+ISWoy2|L%$$mDiSDeS z4V)g6wG(sUtvVJwng7!P=XSS* zWOs_4{cKH$A>pPjcr!7yQ^jO;XSTW8ZJ$P6FWsEHq)%5G*cqaiK9d3`JwOui%q#TB z#u3p(-tduEpV-y%9W~Ng;GjmG<>by5Lu)A}jY^+YQcu#3q!o32qs}3(MxCoPu-2k) zR2vFhqk7S(718L!<9q5{NM~82IYKvTiulrKEg$u`pJU^#C&$axcj{fauU;N9S-ESY z&GEW;L$6}2g_WA9FjfCzO&5)+POEuvys&??;2#b|?L4BY8G+L|Ukt6SnCVRQ(~}R{ zQO`G_J$W_Z0;Pd<5PcImQsA1vv$*qI)wdR?)F_&~?>~HN@hZKWW2i2t@@$YQ@%7z? zo)t1UoD@&27mXcMOoKx`EP7L=j>X&LYLs;%z8cfniCrj$)Mj9G*S&JJ+Po=Xx$p!sclkxU&+fa)|bLbdI7!!|b%geOl@$}Ofx`aL> z((?*y!)I4^b`aje{E0$H`qGhSpb1zBK)iGLwt?QP(%B zKY2CElm>RC=o=MM;2PCRUs~8gBl@j+L$Vz7@n8LC16Z_N2fCPp#LxzdiK~9@nGQCD zy599F@^T%jG_b2h?>dYE=gO$-plZ>CE;=Q~!?B{N@lBNu*!vo3M|0!R9peqH_@xwS z9WU+_PdY={a+=M!wpO%gALZM$>RUJ3+E}?AHPEghl-#d%4#UOJt`og`@_ZBbjIZmd z>)l6?m-|SifsGQq`)CTBJI8+)$IAz6?(2>22FR`*a}Lnl#Oad1xTj+!_F z(#3A1u5ZFkeWd9c9 zrH9o!u}S(RcPr0|$Mx3?6*t^i7OyH4-FtZt_EeMl`o>MZ_r}$YS5iZ16v~c1}&w)HHf)gy0dX=ymdg?Xg&Lf;Y|m%KaT3r$$YspSRsaXmzZ??^fod*U|mUF zZ@!AW%vUQ7Y>nv6*HYlj)AwuYITT}3dPdRpl8nb!D5Xb`9Yn{^+FNC>(!4&~I^sxt zy%X3VhPF}MuJ5b=+)X_%y@|Y}H!BTni|D1dQsAWX^;t9b5Jt}Ty7>2rq1`Vg-9#64 z+-;7WVSRwQ-a8^M?^tPI4~pLVAqt!~_oJNMxAfk+Ym=*~d9A*@%I#s6EY(L`$VbJ{ z9ut#(p^>#z(}U2*sq0mrATQM?l?L{d=vAMlz^S_XQ5Hty4vp4zb`$;EUa8Y#i%W8q zGhSDt^|{6R@506;X^A~U02x2)B0ndF_Pm%Fr+c!fmHPs9z443WW&D!Tz+M);@hcQK zW1j3e=$vTM5z*9WB70E14X}Ne=z4Y~d+9MNGa8nPM&%kVCQf;!_9`Ld{F;mXx)|CU zVlL;*G?O=}>z&^sFXy+F2KJ8Vo!_OvIdl9H%_8}$)+HR@xffqf$SMtw?wYt+SR)PTe4MQcmA6Yt0LjVHB;Hl0Vu z8PoCj{f>?%Da%H^l}0v;+~eAG%gyca&7GrrIA}ho+mZ3g^Z(}?5$!XgN&j=F@r4-L zmtrn`Z4T4=Us2cVe@$Nc-zW|2ThZ%(M}gCK&!bqOw<67prymw^y0p;Q*F=lXb_XiD zs8n7D_4fu^_wmAp(b7VF7Mm!1;3xD&AN{2Niqw(wdBKIJsWD z=4732T(9W`+ut#=BfTB{-S#1hvhk+i*RS?sL;EOw1KP13L|xyGQsmW+(n

Bl>ofrNFf# zUw5qK2qW+EF8;w{XorZ2w~RC16{zdI4<#?}ib?}JO!VG|Q{cQgdfM-Nod#NTSah5E z%^vUal?WyG%Ff{kF|;Ga#9e(S?XJFa6m`9O74mXFT4`X%h~B*_1RZ=vz{o z0@o5o!Fib;ccM<5U*EKErKX9|&Zbs}Kr%nU8PpX+t0yMr=_{D&u|s|8dh-V4W!_L} zU?+;+{3HsTIisC;`VpG+wxA;W;q%&8i#FDc=WF91v}qU3y3#$Dc4tkKdUi4aWZcL_ zK1B?zv6wko!z3rI=O)ziwoS>)wwcnvP8GfFX%slyHVTlvo|Blnn_6=gFW1vu+%v?` z&J;5{B>&8w7S!{uXOWld*-8UzDSFpd6gXEmso;h~dR*4F{y+ULb6Nl})<*Qo=^4)22%bkhuN;t<^7%>wYb$!?b`&^e?g!cK2y^?#jOA9&J><%r&;EAu z`kXY~+GC+6UEuUOh@o{9eIHNXd~{rTMp-B7`et<|uV!7SG_WqBZ`MT=xMp!SOq2Cy z42`F>YN+obiMhL}UCg58+SSGECWh8sOn#5rhNQ>E>ft@8>s>D)FV~(*1G`l8uDvL5 zu1wTzp{LV~(h0-c+x=6=$vQI4Uco!tD9a(H8gZGENr|CdE+&o0jDvMR(wn-z5q-$3 z5mzV;tgq-B(T@Vx2qv_a9-s?XYjizmq8f30k7&x}I!VTZTl*gvjXAnwq5m;N+))#( zKM|yCF7%aRXrY*EtKv=p51^jc9Y|ifgOmm~SoFF>C~&%66)<}>=Jk0;jyw9hT}3## z4|N__i=hn@GwyyXa}D*p`?cidK3r*F*NNW!dJ3F-|DAEq{lm>}*#G+R?yxZ>VrZkqzgr& zyqYmtX<)aAz8O;}aLpJ_GxGSU?&qUoA@KAHFQ?yh9=?`$#4mh7D_=n^rs zrD87G%mLLh>U!Db}tnIymmIVRfLoOYUi;=3~jBL89(^p z**fZZ_x0rEzCmeV8%6JaHwDg}6H(iZAEGsb<2zf&v(D77GmPi<8P?nF4tCZvsb`xA zA>Yj|_7*X;t)llmQM+3`Ub&0iLp|?%FM0Xir!=tpMeq9n1Q(A`*Vo9)^>w9zy&-znHz{zgY)7Ku)=|@$ zm&Xfrgp|FacJ;Hp#j+*)whQ`>7}~qyHd#7~HhMar^d5D+?EB;;`yZu&eIR<-4=Hf6 z9Fm?}CZ4fh<@9;RJM;=ry;5SY^kX$|j3y0f6W@7+ewQucjcU-s^WCZAoo#`AL?D@e z>dh^f8%lr$afqf}@^RFn#bn(M<4sz>Z(a53d5}M(1SJ`Oo zskM~9?08M}(39%j3l~mlrw7Z7(uJihx|DQ6pOf^egH6$F<@Ms5v6`ngOAn&er)W(x z-Cwb&Wjs^oz&l=|yGEw#isoERrKlgxzNp2ZeM{)Z1Kd9~+9rGfn<`u6-xfoo4!tyG=C8y?*?D4JJSjp!a<*S3AMq62dVluw`ZChb zoA`se-v3YX^8ZU|V1J9=zraC>KU+!Ns;9y9rj12vRPjR3}Bn(DoKHBjN_~)#~1ddS16MdFd8W8dy=$>+VZ|Tiy9`j-VKe zm+O8m?*3wE2Z*^=uRG%7(pYiodfyV{$^R7H#EbiR|^X ztDmhDiZt zufxR94i}U5=%=Z5pMFeUCF=V2R3@+X9HBI@BSqhyqbS(6?$<@5^$3-#TkVN;Uxh`> z^=KFK7%{Y}V$x5v&zGo-)laHX*Sl6HFV|z023AA#uE$Z}T+dZUXjAL-XmaI?WE!pP zwZERGvV!}wcD08j^{plgmu)Q<^>{I~+G6Gx$S_c*b*Se}ParSTx=I79CwkNR6gbna z3b3oaByrl=)EW>@?hT#CiDGCciJ2jxf5Pa=)bs9*$jki{rGYgTy?YZ1ocjm~T%woB zj6Aso53JnPX8hawN%O5KMrvL&r+TUw+G%3a>C=Zpbf+%XoVvb=r;}F`&rllJnWArE z3kr7n>q$KFO0(OW)VH$;C;zjZM@uoZR^m2)MmGAN{Li7T_dl1s{97vxtc~dX&!fQk z=gS5@VDa)j-^Fb!hSp9@eD#1!#_R5f+n&1K_X6_r?VvQUj-vPNM1k{lSN3kJS4X?~ z8w&qJpQ;@c(kYEeyay#&eLI_4XQD{^LKnV^7}`Z*u3v%Mhh9uQuiTZql)EVnth?xy zdr;t%-Bl$GlkVtuN--t>Jq;=A2xMn{lX`Xuq2%4uIb14+)=NxQw>pN-A*Iju=1|wW zUq)W;DW!p3E_(Og6gYPdLgSTgGfo+LYRrq$5|^D# ztq&pOe1(hMR}8J6n9EuF)%1|JKXtvck(cw8N&^c;?>vBlOc%-iDRqu+k7gdFd8D^U zwobfyP?3wcYkp^SlX^CgDAFF}!VeZh8zLs!>eJHJE=fbJtElU>hmx1})k*^!CVK5_ zC~(?t=yG?Z{WWyCEoV2}62~O9Ygx2hhr5{9iJ@IDCa$u~Tx=XcUGF-Qyj({q4Q#aN zU2mYkx&D7Sa2`W=wP&pJ8YhN!qnNZOec+tlir++C-=6X0)t(7T1G`!D?U_h{Yma-= z+p^Y2bvg17jw6N#dL+T>c(i*4Sv;%iiP7AgYAWbdA&A!Yi|6dZ^dFl<5Lr)l(Qgq$ zn<9E^jwLcb&Z*S(*3-z#db-lUZWX=t3<{iepszYwr`dp8+v!+slQwxJbu4{Pw7l!T zIrz8R2q5E`N_E0g3~jcUtmpLRgdI*7n?qf1JeRzT=P3>BcF`Npr@$Gr_3m<5U;P-b zYpwOEIWFY}==hWS5wd@=NjKiv)b1dPv=_MW3&qeDiMh1X?-kHaaxrzi_MPOVy+mnX zOGU4}i~^_qe>yK?Ibqd~70%}_F|?IpW*pf-+ZUa}SVcYGhSlWNhBZn9TPylDtfRoS zf%}`Y*KuB-<2!ojT{MfL5r=6)*-qcJZR-iD7Hn`f8^zG>7Bem2ZV-J7o2chou$jDC zutjNLTSec3dnj-%$d{qYy)0g?_qn+Di=jOrZtFGMhE@@Ey>Cojz7Hx5>><(nK1_l0 z&DU8lj}S)QkGlAeiJ?6%=JIAQ@CGygJS!rOeh+g+q3Y>0>>|p=mv%SV*<@vgc z_l6kSn_}Xb-oK}ZC2vvJd%jIxp6@6P>|N1&zDI%cbSG!0=&=;{om{E)ZVZ{Sn`Q5_ zXu1B!#r!}F?L*PKG78DuG5ryBz3a#1<@$-zz&;hd>t_@=S7sPDE)g$kSvH!wCsaRY z$x{8oh5S+s?JF@eviA3feN8>D`3-q#eycRF??kWpJq1oPUw>gg5Jt{Fy7)hdq5Ui- zT_OFHeywC}i+`c6_x_cFYOb$&AMOCAp#GNV79ua*y_5#Fx9D~Ep}^_7 zC)i{ir2N;eW4qgLc4WAtzguB~$-IcOC@O}wubA{@4XQJvq+-M)AqY1hbYQ9!BH<9hgVrTzuC0Mv@OS-5BilH4OCS5~YiS$rIBcxK)^|qzS z%eIWtz{-l=wj2e{mXUR(Q;+Pd14VAk>@D%-+WC%(Zf1HuH3_Ii>#5x@B$*4`#?cJ0W-8$`fAgIoNp} zB8FB$OxlwllD1jZfb42c$;TavebMDuikXVbxY49SRp(Uq(^iwg&0hC*0^#Id*Ll1Qo!1xWJ9Y(3*&e zur}q|rKg3PQr8PNBQN1ol?Ha2=!Kh8;Dq<+=;L%2E6+1ryfeknT8No}v)_K7MLq9$ zHhDR=R2o<-(L0_)fpg5)-Q>B1k#lPozl|8$d1A6|HKxOq=Xr08wTOC4YN3_Avfl6oUdhZL#%e#xxz%CNK_r(-syh|33 zmb5Iydu*cV$6p-Z9IvmsUp%~T>FC}-6Zux^@4e!Q*K~E6B^SuhPK!iQch41wO22m+xSufejJ8?^P5yUrwMNa)$QbbB}SapUK`hXK&JW_OlHogq*K-v4@GFT_fgl zPEWU!^R?9V&cn&e`8uV6T`zj)5fnIQ_Su#7xQH2T%CX0b@4To=Jm$pe?EKd0DI=TX zg}v(2vH#_M#YPfQO&H}=MvI}{ASO*nzg$L}WsR`MP}etMEO|9yoYKH<6nztJq9Fge z$#@no-w7`6&0=U1#l%;;5w;g@lQD_9-gh#2`QD;5uqmSVol1f8WfNU78h^pTx}Tj} zt+kqG4Xqk4>!`dYV63fEGM>~}n}<5lxO3x;7sumvVeDbk2qW+5F8-}zXfwp^eu^5Z z-bOv|Jd?bfXDJPAw&^x{w|!to-QDIAM$YqG{M*IQ=8MU?)(#~zN8k?XdhZ3~ z<-Jg8V2ecWy_kah>l=5nc=;}IahHmrEfW)8^gv-+N~6MKstuHMxwUAk*r*tKG4>%`1Rg9CDPiS^X; zsvF2lb)(Y2?iRi3CJLM?=Qwg7S?nnO&i>stvuJs4aWS`wq1_|;)ymoP%xb-ty599Z z@^ZajXPtu{&>MNp=?$Bgst#(w;Viqpj2VK;M#LylVb9Dj$>7U!$(~ex1C$-%uLZo1*uAivs8EE-!DY(ea2=qv>ph@6dJT717F*Yx7}# zG^0nSwmfd8iympSxqrO8l=6A4;-uW(CW^G*apB(;Lwiq5v~~R|z5CGa?tSWd?f;OM z_6JG>`%v`SA5oC$%lqg-b4R!0%wn{%UAO3#UeSzyb1vy)7B1UQT+~m+&^{9rTd8UT z%uut7eNJ6(`vrN~eyKFDuS9SAH3iPrO(7qCO>aHgXM(#gJy}J&o7y)lTe9D}px=q1 zeJ|#c&D<0E19iRZkK`r$lhVL`7QO5*6gb)QCDpv~(ES_7vstxk8XezGQ$IO36Kx%) zCpJ%wC;YEFw0G1b`;`b%{!OV)6N;hzAtuT?{!k}QpK1P+x?cG&@>2d=XM#Z%E?2bQKfci%#f{Zg;=_D_fo3Ugkos>h<-cKK$~GVoG(m0 zuUdq>REsJNY+uo@-C`8DwcA#Kq8UXFisnYsPiLKGjVZG|cJ{OFM+o`uuT&=n#n6h2 z$?DbkA$@qKA6p6Pdgqel<$R#hzz!0W#9Kc*d8fNY zdFp!agUQSL5T$`t5WV-I6m0w1jVu{2Y923-d3eIkuFM_Pvx+QRvWK~#hl`ZTU89LnwYHE%y|lpda6^``yNYP zzBQBvcAV&aYf|8R8A(JF`{@m}>*Fo|>a<|8rmYqWm+kQ`YHcyJI$~m*oc!Vbch&9aHe*T5ywW^Qwpl|WNclt;`Xn*5lf`Yy z^jz&Qq}+(QUilRAQf{m?uqL8cZc2euc9+f;wyqHkKQ+E_PjuX7ELyIox|pYlp*0u1 zt2SnCx|Dm0+3D2vu4j;!>zPUeYax2qvnX(`OeHy64{;jXqkH=9fSY?nbDGCDaM#YE zr|T`pOZ0M>&GEFIzn-3aF?KdVWZlw5ZzYCyj<{_Na~d<7+2lDdls5G!nqWA1fL8kNWSEH@& zgxz|vR_GqvU0g^6DR*(9FA_t$SWH%}4&Ssl7PWQgN?otqjl7h*D-EoN=#?*_z$xeJ z?xH7Q%CLt<$bx*zwy4|X0y#L%u1|I1&UWGHpL|JCH>KTK(0*NEQ#S_<;NlME+}ysvZduNOlb zAtv71+NIaKyhl>kdygV7@6k#FyFv8cV<>RmJfvy+n-sUZJ$kzjyE(M8u|$*pIHz%= z7}`x@qVEnv^e_VsQ^!-+>rWsr{hO5rHc|BYlPJjl)jpXp^1j8zpCX1fRZP6K+TDHK zY*VID*LzPVFYjBG1~x2b=t=xdUGi_-ne(o z?)9R@yL0Q)0s_c*p^Lmo3~jNP7^g>e>FLjRQr8lN&{OadgJ93IAi9)oKip! z@w%z*9=R`j1xuFdT`uHGF|<`;F4gpIMq{Ma)b*-s$V+vt(!kb(Z>2AZiYRb*-yvicG57>WLvQ$5CAwLvD`$*jO^=~`D z`7w39>L=u-`l-^uJ`=s_=M*?qH>z8CbisI`UM$9QTC;=i>Sz0cWlQ!;7xXJJw6Dc& zvg|O@yXSAH>t(+sFWK*u2KK$^Wq+W+$#NpAhu-Y7s&O>Gl727yN7LG08DDqx|M=U!PZ$V>NkrGfn+dfh)MaJropJbTbt@>0FZ zd~Ne0QqC^QOEtUP{vwjp|8@!m%Aj6QOw`jSkkjgg^!G%4FY;2~TWMhXh+e%g1(`K{ z-nH@a==wHgq*^#yk!r6yB3J#34q`=Ex^#=Wu=|Rk6%!L({nWJckgk4k`%%}g>HWz| z_W-4V6&Jm32@0GpJG=hz-33e63mHdD((MmZtHzt^Nxjw;rCaXZe>bj;SxFWz-veFT zgT&BEiQbnf06Ke-zU#X*b-iyH^71XKG_Z1__bpF>^W_A_wb8O7(UPlUMn2hJ?XG^d zgITm(4{q^{$7Jm+Rq51FIx@*UA()*FCy}ID*B>^GFx( zC^57uVzN%PLK&E8yW7Q%rmpuqhP*thDh;ff=sl}b;5^xq9Z^otCAe9$68=p`O;)}g z%d#a~!v#G~46UY^tW z)g_$#>p745VrUJ-#6LaiN$=qrQrG*RNM8OYDGlso(fc=|!1*(DZ+(DX!Fu<>yzZ+> z&}yJ2h}@!|S&evPnd;Hq(f@iu<&Iilrw~BKja}p>VrWgpq0$!v#}q z(axrx*KJ8&x~-H3c8=(E&!xcW=F9NCHH(*P8yELHF|Oi;1s(fNqb0?}gO$zFo-6_adc%T`YRvt`s<5 zCYDx>r?ibH7367o8orM``q07A6y<9)Dqm1@r*~tsY~5JCguA=IJ;cy15q)Q9C|!5; zyeIX%?4{%-+e>L+Iii=njDq}IxhWPe*UMep-ePEd#N@Z8mFvd8tlTT8>wWu@mv29% zf%O-?uThX$xzV_2Wnb-wZ)l`dTB3+@YwN^|c4MU`zd*Z^^n+EiwALBgQ`0--;nelA*O8a(^-2R9A$r-76l7%eBC~O2qRCC-Y5!u4W@JaPY{`yxL2nR4 z8zUxb)(su}8MU$0^|Is0OZG;kf!!o}+3^%?>$-C^Jz`xvQLn(fl^foZxVxL$1Qsvf zn_b+AVrY}ZZ7Y|v-0Hv@MNFoy_q~O@e5WW4Y^vyer%~X1+e)fvtp+WkY3_~8(GAhM z3VOxwc=sa9RhON1yq=-2lTsJ4qd)|tPZb=pxqo5$kidb^7|UkvRIG3gK54QF0yvVgkYcOiNC zE>arUV$u8FNrCfaLe2JPCN-07d9!lS((-JE^)f!a|2n>@`tA(amk>qTOI`S7Vra|7 zq+4VT<+MdxL0zwX7kO!~R2tYS(QB`!z-j-}+bi`3sCDt;LeY}gJsbRv`a03GT>X1W zft~Lb$yZ=&2qpKm&S9Mx+Ilf@*Y?6~kU6uqfx6y(BYC;stu(MrqIcg+fph0lajAf*XzDPUb=584eTw^>%L8a z)7_)TobRw$dA{r7y(fnDzUVy}Le}G$lfA`%sOvpHATQ4kl?L{a=siECAk$yZ)SZM= zipAIU+!Ouv6BaGkPhHH<#Lzw$lXWV~%!%qRsOw$7Brn&mlm_;-=v}{|z`6EQf6VI; zb63mr>f-h-;nkk+oY(haXg`R_x@WB?Cs}`_u5Zszd_G`>_{{)>9v^KbIS z6wmG)wm-|3>;W!laWS+KVj`P9{N&_t7b{6!FMA+)$sVLMuu`IzElq)w&6mUFGAv%c zWnJ8IVrb>X#8<0TBO&?f@cv-xdf!9H%eR8kzz!9?Z$%26uNwx9I558J!ZKxb5h%X% zEDe1|)sL5HBa(Z0Gq?d0!v4AG=t)oD}{L#r+(`sux(Mi}ZP z$5Pkp*B~$b&I9K=cyS`lUXmLEvO*PIAzN??@M3ybtlU&e~#n2jw zxmK)v8M<|`Q>g1@8Cxwdj~&k;jAS4{eY_T6ra!8w)I)b+k?$jkRUrGW*a_dTBi=gTO5 zXngOfM@F~t_U2vv_Ot6-Tb3-1=jG_cO1SG|w| zr+T)6b*MS$!Xe#w%Vu`uUHxobSg=elauF{UL+dK$>bIG3W;g13)9&PD+Cynzmx$i9 zCk4)QkB&1hWwG+?<>KXtpYm~ika(*gBUGI50d3p9$8dx9EdtO0-^JHTXjf^L> z>8lCFdt}CIUzRP|elBQ#F*Fl%$-03VJ@rcJdfAY?WCth>Y@q062T|Z;-R#^g@#xAm z!k8PIcl8U;u5W``v|NX{m{*CR4Hc6PpdFglZF-P%HFdq~F!FM}MrmNzir#fN1~^(^{S)EOZ5h&fsGNp z>R1Z)d|w^MV&!?Gi+7V4+ITV7*YEl&U;hN^de585%X6aAz$S^_b20^)um4J2X_?oy zd%R>%eEqkuXt_>tF{g^5O%s!Kni)1~old8&cfFOoTxTc^>^9N6&ZNM(=F3iC7K@kf zY!`Qq7}{Jhm#_8%vX<{W>U!VX$;)@X(!lNzz3&1FoUglxl{Nlq5HGEKNIbh)JgdpB zcGsl7EhK`J7rD@j#nA2)6J>Q477IFP}i%jB`?)=N&{OjdesdSI909*HPD5M z&4Z(R;`thh>lr$ujwv5c>%0>WiBANxQ`^Y$C49FFyh#jgv*^b!^>qTujbFA<&&zHl zFWGyP26nILW$&XPBfI^H)YARBM=RoGC3HNIEwQto?S7Uo*#}(UNDM6&leMekNo~Kh zg0*%Zq^=i!h`fX!RvOqNq8EOY0w=sj_qC6)Sb09~;yodT_N180(~Z43NO+36-t%el z@_a^VV9$!)^EnEfC)^>Jp7D9^KXLUu?_lc@{6<7hK#I#n4_7 z6JM>-%*4r;sq1}TAur!ol?L{j=zU+O!1;ESZ}u@*UY~ciKP2_+4Z_L)P3Q5J7~0!n zW)SZ04}XVx-u+$ja(_>0VDF3G{XY~q_k4d8@&|;H_lM5mBQdm(#bmu__8mHe|Ae~U z{ZsOC|4eCMpNro83kov*Bzrw4>uYyY`;x`W_bV6oYcaHM#KbrK4qW{Nb#DDz>U!Vr z$jkS8rGfn*dfy)@aK4Pn<1O9G9(M^dHg?xA`FHjc3zq56F5)j@Xupcy)D6dyGkd>L z*PH%MUZ#I24eU?RoBlEU`dWOW9wxUWnsGuj^55*=4kUt< z4|1VPiJ_Gib17?53B!jjR))G>xh#1pms1*8dC@B$Oo3C*m*LqVEMC49T--y&&?<_# ze0A|S?Ryw?z3<`VEWc-?=jT%zE#P~ zx0=$xs*B$DSPJsbw+4%s?{O|}O)<1uV&bcfSNal$y72MT^}e;q%eRiwz)ldoZ(RzU zFJsAQQnQ{N+edfr#+@O_wkt`k9!r*LeHXHU7+OOyvsY`FKI4BP^}Oauy*~LG zlGM&*$x?0MLY^gtcDCqMId$glOXHxlC3U@OEAmo3M`>W^ie9xf1^L(0+pu`~p6B8Q zVrb`!$*R?$F1_VbPj5?I@7s>NeA_Dx>;lpIcA&udvJ1?89UxgpyPH}^7A@CKE@o#j zvA= z5ktE|OiXp$oIVWEkE<_ry=g!4GVQN4FcZD$l@vHrCL+ai^`5d>6^6NabN}+XO44&I zB!rv?xYz^5&<2T#vwCf2|2LSr-gyXlIbWqTu%V)NzM2B(oG<(9VJu$0*SNUXilGe` z6W`3a30=0hj=J9Wdh+rep)|0OqW2v|L8j*xs-T&QD+Wc(;Yrrf?xr@HMa%UD7jujl z+E~%MGAP!>DRl{L5yny1yWU7%t~V(SY`o}QCs2@aJto?CPCR*^c;23Hy_rSJb)t(o zNepeWn5@_Ip?>;M;}+_A*D2)XI#p?4(?st&odV~&M-TOHWwG*{;o{vUhBi}7Jhk`A z^w(L`^`5iI%X5y>z~+kHa~=ix*I#dE@$#MT;@%;Kwm?jL(_1e#3tem>b-nK*^737* zG_X5G@4JM8jPI$<4vwa$+=L@NcWCS})uV~=%73xU!UmWa+#&K9t%FVsBVUvxhHmITUoYb?{Puz6+^pEOge*PGv|Wu zr>>WMfV^ZQrGdqwmwk|e{9CyXv3U7D?BYHmhW4nK%Qrow(GKk~>U!VD$;W!y+0%`?~jxQ_Oa-_KcT>RyGgZU;??mo zy;J5Uo}G7kG&5RKKb{be(#wmY(G{b+57i^#I29kyj7IHSIv%wv*S_sjLdpFz=kU20 z+81Ktu8nYd*P-70C3U^~SLEgXwbH=85xx7j6y#rT{*J}V_j?!j2QjoC#l%-<|D>${ zY2f=4b-nM;T`yapd|I}k(!dIdUUn}Ew#iP=4P~QK(eMuc;;Dt1U*6s!t=VEq1KUsZvinouWcT=?+5s$DuEkx<5@Kj2#l%(njLcnH z2U6F&9zolq!VQB6wrD- zgu33f0(rR}sx+{QqIW%v0_U192NQ?0c==XxaVv|V9UrvPH)+aCD21)~KD0<%$DR92-sd+zJ6rUwEh)%9*H$cEuIIS8=Zc}V7LzWZ&6f@-c+yc9 zYeQY{dmefD21)}vU-Z6hDadqzcy8V3rb;DC?ujnYjwMUAy$gAP7+ME0QO)cXG(PA^ zU9Z}Syi_|Y4eUbEt9GFv|5oiqEMC4BySQD&(7K6Jz)7_(I z82YhTdG>elObqQxG4a$2O%D_G3k#|1JqM7N=Rl=_4HCWQU<&fD8w_Fb^1aH%9V&)) zwV3#7jb;W2!>H?huOTnrYn28zT=c%zQQ&;tM8l2olt$6gveAuuV&ru_%a-g27j&c; z+9)xR&0G%B9$_?fz3dI-B|AoGU}HruJB|V;%gC!j^Z3?iO3`@Qp4cAT$fD(XlZ!cC z3~hqA&DG!0q~F)g)b*|t$;)+;(!eH*-t`s=_I!t(!eZq))y118hBjUFo|$Rq>=JIJ zuJ@clUY@rp4Q!_9J!esn=>UE7dXm+Fj>6XOiIqB=WlMIB3p!T}ZJwB{)XWe@vbR&$ z%g!e+**la5wm|f<3n_52`7%UY#Ny?<*u}k53~h;+_@=i8=_@5msq1~0k(cjsrGc#w zz3*KVWIAlTwb!s(ngf6Do>;dlS+rbNxtOcP(AJ3CT>bS2{kYar*SoGGFW2=-1KS{a z*Nqf7*ZkNa+|AOZyUB&!EQYp4OmuZBUk40Y!P4DIU9Wo&dFkG(G_dUITA}_rZtYbMO`T0sIX91O*BSg~7g{1ULwk2NghNa1^Kxjsquv`k)bL0!{}l zz`5W&Z~^E9x`H0yGSC|s7yyQXYrsfw0~ik`f@xp|m<#5EJHaxr8mt4G!95@b4}&Mc zGvFogDtH^b2R;U$fp5U~;8*YmD72Tb57-YB2cWl% z&H?9x_TWNrG3W_$z!jiB7zC~Y!@&qJ7Tg3TgQ;L9m;)Ao#b50D7d#!1QY`$K`C%BI20TKs(@obO;8s!0H=Va;0$mU zXbl3;0dxl4z$G9B`hY9JKyWp<7K{R8zyvS}Ob54tdEgGP1S|(@z|M1dTy6a3(k# zv;pUXj^IMj9rOg3gDXG?27zH)>7RAMh#o0(=L41iyp7z}`iKBH#c}5|jl8gTuiQpei^P)CP6IN#GQ48aM;A z0%4gzIB1#lQR3LFED1IL5<;6%^_oC;ci zmf$?l7IXq#Ko4*!=neXU0bnq=23!Yj0OPKAgQ?(FFbCWY7K5c=6<7;4fvq3{4}mAZ z)8Iw$3U~{=3qAs$g0I1M;1}>aC|FF`8x#WvfKs3=I20TXs(`AXCa4V>fRjK|a2hxZ zv;qNW2Reg`z$Ks;=mYwJfnW%@7F-X;fE&RiFa_KOW`jGxBCs5+1na@w;9l?mcmzBS zo&_&}*T9?Leefap9DD_S06&92L4o~*!eC!e0vrU&g9@NBI0{q;$AJ?-eb5Lr0jGl& z;9PJXxBzqlT|p0U8R!iR3;;vHHDDyT0gML|!89-f%mwqoonRSQ4c39p;2sczhryHJ z8SoN#6}%1J10RFWz&GG~@GJNO6xv_d2kZxmgVLZJs0b>7qd_%L3)BG(!O5T*Xb#Q> z=YaD;dvGDR81w`=;0n+m3<6hy;a~(93vL3F!Bj94%mE9)Vz2_N0vo_4a36@kqu>ef z9C#7D4&DO)0Uv=cz}MhM@C*106g)sE0*Zl>pcFV5914yARlu>JCa4Px~ri0tSJa7kC0+xd{U_ICZ?gbBmN5E6y zS@1G=4ZH*12cLk?!METC@EiCO>{VPS4E6^lKp9XT90n?bV?cFqJU9WI2pWM?!ReqS zI2W`97l1CHE4UO~2KoX6gTYX69T*A5f$`uLFb&KCbHPGzC%6l&1{=X4kAkPc zbKn*5I(QfS2Yd>?0N;Th!SCQNuy;wJ2si+g1ZBa&;BasRs0xk+wLx8Q5;z5%2F?Jj zKx@zrbO0BDZlD)PfqvjhFa%r;t_P#QjbH+p0;Yr6U>;ZmmVlLD4Y(U@0S|x&!Q2Z1u60yqpD1&#s7f#X4aa3W{|P6aJM zOK=`&3p#-=pa-}V^ag#w05BL_1Fi!%fN@|VxCP7rv%q|?5G(_CfpuUbxCh)19tMwr zXTbB|RqzIQ4}1VV17Cvg!B5~1@Hg1!AfYHI4h{t6z#*U#I1*F?H9#Fu51b4dgXZ8& za1Lk#+JlbZV$dDrfXhLD5Q3|~Ffam)1~-A5!BlW7m;-JHi@{Q`3aka2z*Z1}hrkoy zY49R=1-u2`1s{P=!PnqB@C*1I6f7m|4T^ySKq*ib910ExRX|lx6VwI`z)7GfI1QWy zT7dwx1D(M|;1bXa^a1_AKrjSc3wSknY7F2F+o?%_cUPxw1H2JB#fz6yykj}F9Pswy z6mJYp@p9l4@8eB90C?AJir3nvo&~%yHpPosQ@n#U#k)>Zyw)_udqh*bGBm|YI#axl zGsU|vQw8+I`&41DFDL;H0_8ykP#GKrs)OUe37|e`1e$=;K?`s$I1gL^I)SdB2e=IM z1_lOzq2L-Y67WW()OauvOar{GCp8!F3Y--0n@RC%nG~;cN%7{E6fa6i@lKQ!uO3P9 zmXQ=M@ksH$jufxTNby#T6fdDjy$5*5LyFfqq6v7yeZYR8 zI4BLufr_9KI2u#~wLl%v5S$E}f#%?Ba1J;hv)C4dIOb0x$BE|C| zQalPG#bXyzJYgZlQw>r)z#zpV15!L4AjQ4-DQ>$@akqPl8{1RdN1o!A@f3Gur?>$- z#XZg`Zf8z$_i&0Eg;U&}o8m^?)LxpVmnsbQ2PHrmP#zoxDuZJ{b#Od50h|aLfm6Zh zpd~mLv;`M{E}$#86kG=S0t17=P;edKu8q_SagK{LQKofI>2QcQqJG1n!<{E`$? zNmAVblQdFHibyg4A;q+V6f+D`T+mN(?LNiT@)Q@wQ(TKqaoIV=)!q~rc2itRO>xyU z#YM^#*CSJ00!(qWFU8fh6c^G4)NIqTNYST%f3rs2nuQAR|28f6(z)QGIyaO3Ux@-G z3Usp`IhPIWS!-ZVyYjNWSDbO`eg!&h`|pHeEbX~Dz1rzQ1Q%(vw1Om=<>ii~0aDg~ z$EG$pU4a7U)JlKW1t`2OH-=6aWAK literal 0 HcmV?d00001 diff --git a/projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/params.json b/projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/params.json new file mode 100644 index 0000000..accb050 --- /dev/null +++ b/projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/params.json @@ -0,0 +1 @@ +{"algo_name": "Sarsa", "env_name": "Racetrack-v0", "train_eps": 300, "test_eps": 20, "gamma": 0.99, "epsilon_start": 0.9, "epsilon_end": 0.01, "epsilon_decay": 200, "lr": 0.2, "device": "cpu", "seed": 10, "show_fig": false, "save_fig": true, "result_path": "/Users/jj/Desktop/rl-tutorials/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/", "model_path": "/Users/jj/Desktop/rl-tutorials/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/models/", "n_states": 4, "n_actions": 9} \ No newline at end of file diff --git a/projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/testing_curve.png b/projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/testing_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..c78b9387814b46e8ca1f17a6dd1a5c5a890359bb GIT binary patch literal 40086 zcmdqJWmHw&7e2b_?i5J{q=i>Ny1Tm@L8QA&LOMhc>F(}s5CutrgM^d_(%tc2=Xb}r z<9@s!?x)L87>9HA-fPWx<}>G-lPEP6SsY9XObCK-Bu2zt;xx2Hyle_&p3tCSrSGRXgj;}a)IR0a!wQ+ZMb`yB{(&7L9 z0Ed(7+m|f7G}7QE7|wF~ZV-fL4*!o(Dq8Xmf-;fhrNp(oGxwIg{E4mBQIFoU&bQ{g}wgL|pS&6u}3CMEK?XoDd;+Tblg;FBdc0 zgyEYvnLfi*?PSE)9)je=kH=oGnBAQH6InTorxJAD%JO1)oERCAXmMPwbzBz65hdfn z%Xsbd_1nkiQx&=|mD2tz`nrE{xRUVhXR-OwYTx#31sO;8m4(pNYUq52mlLG8$j89I zaCN)#7%viVL;L(Wl57I?`M(F#z-ue_-MOlfoU=3cSW13EEHaL;(an>8ZgVid!>)*+ z`(0B6pK5l)=3K)T$N74z7}JZ#e7PH543AK+jt20Km%UcZ=PLEL7n)cX zn(VexxAYsV<6w`cr>Dp8RsEYTa&9y7KAV!gKk01p*-X*pH0uox7OklXI36PN{_|1R zdAF*?;#(r!)y;0r@zq9xWDU#`?4^%`I-Cww%y#a~H$X0kOY?|?m>4c4GGll3xW&6I z(MNHAe<2gUeIA=8lGL$Ljt=YsnYjKW2E|(YU-e?dE$Wz73T4cRI8m0uFodl zur*GG!{1$8_Vb*TdUgG~KCW(V zTn-D|*yNnhlP6EU@Ys=(au`Lf4Mf0v?c3VgzK8?}pyE)3bqCy9++7`CZKj$+GfR~B zKwf_PUj1Pha7l7{>}Ua{ZCorm4Ffym^4OVSnef_gf~_BP9O^tgp2JKn_vY)impfjg z;!(%?oc_(LtgM{-uVdM<(xi(**EE1UkFO=;=YMh=YI3z(ZlT_>sS%Y z#E-rE@!{6s635#%r@G@n;OyT|v{Vyc=Io#cA3jQ4D7$z7EO-O#f1p&oV6sG&X32Q~ z$3)o%zH{IxK=zwWEAWpT57X3~w*g^9muZ$*0QZnnRUL*)+j1BeBH7viGJ_kJokP2z z+h6Q3{6zZiyBDRUOhU(lM6D+ytX(D(R->QS$}6fR3=AlMIlBB*er=){k;X0^PaHYU`Ts zFEnYJY=F;`f}2Z$wPgFBd^a#XOxI&0ty$I2fuTcz_vgAw>D(CiH|GQ4WG0aj)V}Ea z{QM*L9>%Xe;L*f`3s*z&MAUvup75-8UH%?e?F;2H>xC$VyeHpUmH$|CHk&S#C+Bmf zz1aJuxzGFS*Dt=uyVE+`S(ci`)030QhPSGn4>!BtMn?Ll3S?cbH&gu_Ub+5}qZIV~ zv88-N{Dd50Ud{I1VFq4>BdZH$187Ji#nhN(-^8ZbN(Io=Z@&o&Ru#EM1{n8J!0RA3=<#-?^|1T)2pHN%w%CJV}d8*QRK4XG(5;aH9#Hq@JE4^*k4u};2u;Mm`^-$r&Wi=RD**e+m+t~h3zj>)ECE;nAn^tv zhV$(>CEN=?y-@uyx>*k6u{>TMGTCa;uF!#m5Zr+&z^#na@+)>>Vc}Jw(pER=&tm0) zYU7St*G+}Ypoi<(ZtL&gzms#CL31^xhaR_EIYGE|$TA7kRd?U^=j#e!ydW%7L#qJ$ znzG6AZ87p`$wdP@;r~w_dFufw6i(GSE*>Boor@MTA` zB>E^|_tD=!z3|(Ii+~jVD1f;Y%|Fm^De>X2fRfMK?+5TiiQ%t+W#?#o1#5TNo9D91 zs4{H%-$t&ta&$YKS{B(sT%ia0p{`j>eQC-82lh2*zQKIy7%8wpn2Uau4wv_l*)aeq zOgffveQWDtSl|bor;NY>O!nQd=mvpB(xT#0mUg}l!|(s+9{usTY_!Y9*I7T&dNNag z^|OOz!@}ZX_(QpzSH+G2u*a+f-j3OI04S7$LzhVloD4kU;n4v;b1YYIAPH*#-0N4AU;Nc3u6TPc# zT@Aq+JnVTi+1kAXCKBVg+#UsxovCFRc+$w0e)k2Hu%hkVPNZf$j1ZV62nX#)37bH;kV! zO#P2h9&TVgyruqGf?gj?YIGj}aq)x0^;2GZHAlmqKw-d&P`XSK1|smD3kp63KQ7C| zzkmA{4DP5Zdat#A3Mdf?RDMQBA?(Y|O%bR2$wopV1ZI~0=g%AHsC>435BMOT--UgO zbp2g^{WH|L?wW40)1{}UUj+^-Xg!u5UekSp$!^ftTaX}9-Z=+claJcx4*@X=$r{Ww zXh@bOAZ)fmSGVJ^-6R9po^Jpyw3=>L{eIbT*s14U$KlCtz309`rEv$TQ`b4EOe{G< z%uq<$tGDaF{SLLqU#s=NY=+~h$OYV)uu(%#THzD}@Vp`5WTrKCG7jUy9Hzo24gj@wtTpV zd5LOjYQaBCRAKYTUN>j&-2Y9ZROnRo*ISL&f^~IX|ILVuis}PNN-T)Mwc=TeaWVz4 z$64E^>B7{U9MgT9$#j`W9gz?1&1Ekeei>~x+tqZDx^0b12L_7N*Vj7(=MuWzYZ!4u z>doYL16ZBOk}x(lR(0X?=jC^h8u%_(&)O2u(A01XBW80Nrrr6%&Nk^&%c^08(lMka zNUVQ`za=ic*Sb?)k=)x3U{B~~yWopxkVtj+jV(M> z0X@K1|fZ)A0-0N_H_9N|8 z9&Fd;?#ksyIu90bpAeN2N#N~MfK=FC8pG_|4){||pF&J5EEi+gp_n>0JP7AhGCIX9{pP#3o2|94O&R42`E*lR|Hk>+-QQ@f&Jp%&* z^l*O|^uL(3c(B-l2MjUQ*z*a9LXliN-Qrnb`Sz;*66Ag}n zP{l9_!0)!_>z8b7CpEQyH>xQ!mN?bI6Ywy9<%s{5J{ky9}SN5)0PC=o(dE)o4 zhPQSBM(*zJDep0%TELwKzkX%O`?>Gww`>Zd#rXwK^#F-q1Ag%pu<9w`O-9arC{Xa1 zFXT|KWrDEIeli(P0KrI0jz|E7!(y|xqnAL|w}}Z^e}Dh35gn>FB_AIjla{TmEz8S; zWrclB5Aj1F+7U7bW$}h;iq83YJ)oT8k^K_Y9MoW68bcKo+^=y@BhaY5a}|^w0e|NN zIm;4AOTYd25vEcykj$((2?AWDX%96VTMVkcf{z1eH=VgQ0>AircYV6%*>QY(*s}rr zuwU@7GZdFf0M2h)PsauGe*S|SGd$E!+BWfdAJK{cbMd8$VdLc`1>RNR>L+QMu~0f| zd$&RJ*t>9s;K{5Xenl&&x;j&)3D1r}=uZ(9y+0%R{L&ORP9_v?TfiPd2iAg3YKC*g zLpi+;jG%1X^V$6tE>vvt;L1w28gX>q4CN>E8lQkwK7aL!2*hqR$A-myI03B#QrOh> z-6RNADIw~4eDLcUAt53P1w3R8FwQ;@RNn(0EQ28nWGZ7}@eDX{r%6v?A-xbt4CcH1 zyyAv2a~06e&Uax0`<|=_4P0wnHeB9o?g9u}0S*qlPeESihfTqa zE+)M%vnh@X$^_*NA2@*ntOQ(U!Fr#xEXIL*6@VyeqP*Ai(T)kkZ-<(XQ}rM;4484Q zcAk#IQ$KZpQHD-kB*yLT>c10CZ2m2zpNKr(xfuaM#TRe`A_dOP#eNL1>*tJ&s4rBr zr2zWGQ}TzvksY|Mj;-=;!=anin>X;Rc?8|#7r+JVER~4H#zx=63SMBsL&BF!p+9~o z!I>tcb_gpCdVGL0&d&5^u(~*4QAEIe-gZ?#5xcL(=w|s;3E;`*S3Lu@?=~F>#ji)0 z_JN>k>UFBQx~|q^rt+n+;OKb;0!$a`Sf|#Yuw*emrOBv<4I*X>ZR4e|O%#+4psW zvD+BW7Xc5JCC3&RS(r>gU*o%Hxqg(X{ z$)P_dSw1H^uQp&;t>k&=I7ds90w+^=xoxX!hm~NP`A$ zd`rH&RSILjKvtHRmKFuFo!8rZ))U!r09wd4zQzr(w=9JuCll*c>D-8*uc7v}bghFFD+Dqpc-vJl_$-L!k zxi$y}{Xm3W2R*<#xIlUYBxingw5CvN)aq>hd>oU25A#ciCCHW5;dEBm??OwaHjCd) z=EoN&Uascn&xwOE>s5!U7HVpJ4UG& z$V6oe`$dC#P}5iSUXM5?VV{#ixNS=N`nGSc^z?Y&{3{uPv*qgcopOT&RzX2Sp|eTJ zeBg`uragfc0M9KZvV}+PW#cIcJ~1j2f@rs%AHzWiDsCab-sDr%dsAfPbpL`pBNzdx zQ>IR*Iq=@s1*E-ECSAT!09zw_9`6q=0J1iH{aBz#=}2BXMKy!-45 zH`<=3gqI5Rw=)815*5fMkb>P4KbMKc2YEArN{J@AI+yQRMNKy$fMX(fY6X4c%*4FkiP)`hq>5-r!G}Yo{%H^^yRr9e$VkU_A z2xOy!z=H-S^CYEfOuD3ig$;sC4MaHqwWj62V;MsL6{HOe(#g4P62EZ2OPcQv=-6It zskwsnJZyR_ZQbm*tPB>)e}eBD9ys8iA4)Y1EL-Y%J3-AAc<22wJDURp30lYQYwKem zcden<-d?0{4ILmMSn{GDH)O z#)Tcl#!|!6U!OEC%MXB%SGooTR6l_;XxB$Tb8S0Oukw{nm{vjFz`A(&t3ejjh$MmG z6pX{vsi%yuuUY&+PCW=J3LL)YI}FvGCki!Fr&2gYgdr7gh_pRddl4u_{K<8VT*6_! zNpKhk8M?NBi{?fbNaf%R2T*gey?lHEX<}XkqO5|-N^Cd?z&B?Ez|^^88RR-hp8E^o zveZ8G^Fz;{J+u7}RV?2PUR-?Hef3PIQtv%Tu<#|&;pMB*)R)7ch(^A*4$d2Ro@507 zU#Al#@9F;E980`2OP51OkUyCavu!fiYzc^%r;lYu>KN(2%ADW%8oIwDTTEWpzz>6^lt9H1C>S-BS+z};R(vXJhV_dj9^saC1 zKPtDaU(K7!I zo4Ih2b2!8ZW4DZ>bD?r=hl~3wSjk9Ee^T^;_`ae3WP>K6ua|;Ys;A53J4seT($4}% z!+8x?_mfZVe7Ny+{LHG~y~T9!zWW@A;KOl}6^R)PqCAuf^9xD?B?fT#!Ry;&Kx2yB zZY)5E#!XSW%-fnti0p5une21IhT7IbCvd4NhZY!?H_RZi93=UU+qS0XKJUlh{`ZxL zdx9px0mG**f3ygU91meUBe~MB3zzL_UR2bspzhjP79MOFsy*Hp^mNzmD-zJ5e*mPC zikxalJ3@XpIhE*kyW97wcEOm>Wg(oXM6vFAf^xI_$_7b*-bcbb;*X8HTs-kju;86YW+N@Jc*%IvnNeymn0UltpGdm}uEF|E1 zEn5<9@X}T_ECP` z#1L6=rS#3B5Efv}_1cmuETVtLOm|epoP-aqK<}aE3thp@9{Q*$ZE`6q`!DhHG$K_J zTj}BGuSC0Rc_}Drp zS(U&^X7}mi-^Bo(lj)8gvwIp2BcdjvIhqv-3EP+3hMq@@r?a|BN*m+i9w#vl^8tK# zLDc*)qIg+DQ<~w4`lRksaiwjErisVBx9R#q*`A$K!3@<;4o}og?1eK`m zU;N_CIn7a`_{&MX$9vEAgwrF0Wlw7_ZA4VE*sJP|WAzhG1sQYwhLJN@xDc3ute-@kw1p!`v#pnt15n|vl8Vjsob_~VC# z?{;rr>W-Qtq8h++t{0Bar)f6u8@NS|esI??R^lh!^UTKR*LjAweD1sW3650jlPtgg z%11O7o@f zmo1O7mUri9?G7@zE5(Zs&rNO52%v5;$m(9Zdd*Wh3mQj8anbcv4oC}sa#o+9N2g27 zI4rwPvdeKhsp503N0(J0UHeIs03C5hjU0~7TxhRkG<7>Nc(dwN|03O&?Dcm(Rta>CN$Qnj{Kb z-aCI{iYCmm{f)%WNs+&qqij}2rnea#+YN zVhu{`8VzGTby2qa)|QgV0fAWZzQKpVe0HCn@#`O$PKh(VIzla|BZJfl-a;+a0CZB7yQ_1^$pM zs%xzu?cUbs?YMQiigFj2Y&2D=6v&j!aRC*}v?(VcyPk|X3zZ-by9vMNd{u%RUWEH* zD}_$52HVg}mzxe?;AD3SifbM`qsuit(^xH_3^H&}{3B`QOSc6tP?PyB4qcG{5+b942>(PC9 z@uJ7p+m7U|1nlH8(Ds(EG5QpjC&^Ikq|a}K?9eh!A-sBDXxNuTD3mOIE7=Ta0QZeg zeBI37{)2++dE+wuE=$+O>4|!v?_`54lYmQ=Y>q0|Fqtk?W(SMJXX4K?K7lbRPMXA45*=9 zx8F0iBnB_irv#>A-wP)tFJdWDefx1fLrguv-glg70d$$y`lBoit(WK`iKswG{N;C| zD_cyzZqm10v;}^wZ`_?wdVdyr0gJkAz;vcdYnau%p3BJhH zEs=7!CBlg_*#Ecgyp0_w>P^~_u-Ug(iEe5Thq=5kOvhe?GTjcMwg|Vi)8xBZ&TZ~m z!DXg8f#)abPsc$_M(hQ(!Zp`6PEhdy$E$DNyfGV!CYk*AY%7ixt(P!^Xn{8%_s|Q6 zQcyHxKjL-nyI&YP^OIQ;f5dbU#z}wW&6Z9z8B62HZt-$?@M1_KULzV&L<*DU^UA;Ww-KTJb4|2NJFa{BM*PR*8m;qz4Q9AOuqkC`MuXGQU?R#4?^+r8jG_|ls(NRHTq&D?j4 z4z)K@+pq`6!ySwKWg0f*{P6I^XgCPZ=9jIe(N{?CX%PnBk_(jb}9m7|LBLK@h-4w5hdM7^G%cmRH?FQy0N}=-YfCN)kGgj zj#!7~2KoR?P_ckw_0He1a2t6)pNZNMpN}@b^<)nFQ|+=S=G?}hx1arAEo!ariI0aO zqUT%Z30+BNVor7Mb*9y$A&5MW?R>knVtU)Gea}(sZP@LM2%l#lW$C)MVpWiU7y;oaD-cK4No>6 zpgJs4zh|-_IeGbmsbKEqt`9F7uvqI)qyVpy7c%8yc~Cp#&ig6E@+TRMaM2C9!kWIF zmfWqVGYr|(sMGzNLgZ*Eyn~7+hrt4W;FLDQJlgONh&tAmE`{w^x}!^Xw;lFoMR>GGwCZB$-%-rjFEHKu4X{fJkU6}b*oXT#r;_+K*O4Hp z7{=YU3mPP#NbBa!>_}A(;rABg7Mnq_YB*HwPUQYrOKoU$n>k_o9afyi*Z5lHy${nB zUyu@=78k-cnmX^1DynV)t9lddv6apdvy<4ZLDvQAXI_ke(hrf#csIqV;p_u}QSi%x%?HTZ`!XsaM_iMGDeFs&7d8%v#R(nLo6GnQBejP1>Kj87-`>IbItipqT zF4SgKXsJCZ$op@IDabD0f*>UkT`)Ego3u2ROD#j_Qv7Xsy-tgkD`|31JiOF z>ec8WGl3vi~Nqg zyVGbj(#TRRX{KLSyeDb>dd&4hKVxla5vlz^^65>z8vc>((>#g}i?HTJd>hq+54)?@ zdObcUe_d21ts1WiBDKF27-UF_a?v4&RUvEml%C?c{iegiNeh&%3YTZ;tNKji{Eed3 z`8ToasZ+8#R#SASACo_NDpkME&hfj8K>lJWiwbmmMPi|;^IAUXMw?<}Bv>9= znI}#Rd(uNXhKgHGZ`qlz_M`-4WbZK-Rh=Z3^O3mO1yCEYXPkjh6&z(eTIu;R9k)Hw zeT7wuH2S=crIP;wzZiM%uz^Wl^MxW2OQmiWf%Xh3H<5m#=5pF!j^V9vQ0iatIcCI^hZtfPUP-;7>oQcUK>Qk8Va1R(~>MMBEp0KGs8GZa_&cQ;uqtK^9Lb7{( zSF!6Ahl?5`A5ml9#l=*HjWKj@o+&Wea2_axkT0wIVM zz3y}WCCqf|%waSf_}&esJ9*jNpHOs;9!?=fN3ZIpET2udlkEHgt!o;wh`*Ubp*AKu zoP~wj_O$Jh<1wYCY(-X^2!=W=U=lGN@fdR&6ZC;~_nFP&xotneEe#BzSWLY?>#mJ` ztmf=cNRHu}=c2%ErcpBmm8IYp(O+z9)oo^AJe;g8+TEsBoJa>fyL-sS`V&Pfr zHD5QqiSnS>O_(8#=Aju3|Du^}wPd-+toAtg?Lsy%M~C>!>(eVt7y_edDd9n9VDc>W zLHVStxPywCNKg8<)E6Q`^H1)H?&>N1StyfFGL#eT*nF%%AV!cDj~+_?l097=zoUxJ z%IS6PYZB+6nhn!kLbvAqr>6DS{>%))c!Iz=X9)>5MO7Qvh5XmWEq7Y>x;2?3I)fYv z$ImYQwf-tmVO)Ymq~OkwIOn~VKdLkAO0XwHLHqYzI@H7oz293_L=b0}K)s65ehG1dJknh#AQTn3i|Z+VOiWFcaS zli2hM!XuUtljQ(Ut?VP6e~RK5KA(|Ge;j8Yk>#6X9w9ToX!M40QR00OeJ|)IO1UT+ zY~Fj`$6?Tv%xHFj5KBI?eQ_f8Vg!>mg;a~^1atSYKxr=0Sys6On}zL>W6I+xqSrVb z-{k||oRev|&z^m0fgx&Lm=+akFFGTvmD`HIDWwnlXJm)^#j)tBKqtv~vv98HqXtb% zZ3sOEAj|ZnRkg%4;SIUph>jG-#aKiPsZYk|glqFV-|0{-BeE#wZyj!vsu>z2uY875 z7&}8Fmy*-py&CY|q@VBBM;xxnkpOnMfEy5E)L#B)6P+K!{gloKcVer7iA+PCqj3Ev zKEvA-HQ4IZzOQCcpK6_&^iWEIZ(I#IfnEIDR;;8Q>l98S_g71A6T}4qkmqV1;!5qZ zgB3=#GbJ!;S_vw-+z@nRKh2 z$S0BIeC?yc38!c^zAZ^`ja^!qNzsQ9N>iTs6ySSN5emzlD;Fnbm?erK+s+8?!XF0O zZVmN%3{g*8OY)lOQQN|P^I`Jcq0_B$umY4q&%EZ(PSka$$e$;=l6n`|by4u2UZ-T% z^-`klgA==MD!SFIHe+d{?-z~^vZCGW5cj`Kd!jWTT(3I#s_}iIhP2}kysN}sDVa)4n z9w$2Jv_1WCOt&ob6kR4@2>nna1Is1!0oCikT<&drKj49p?Kj7Xn0p?J zTJ8%(JAW2B^MB$Gm8h$YYFI!}7QxOJ9kt=c5SI3$ty5;$Qrd>_C&CCH2SFdLY9)LL zrsd$7DRwhJ7Av1-N4Ooz*d(=!!5ri`V-!-t##vF2_OJy>bn6nK0uY6w zz|O4+iq`>MYr^B-GE)uP)d@gyjk4*tC|oD zswgNLp0LO=2k#)6(N`la5nC6jsto0l8<$|M9(eF)c65iF2aTFj3!?38llHOXhZF<{ zNb-%apmb7#`v?V*StD`yjp5Dge+Zh2w!-`ddY`V1^CSN|GuP`eS$~qY74f}vcXac!S(9J-6MoEA$Nv4Z zv+t}mV?-%-r?$Jcc^ZBpNLKBs@Pn9i#mRJTlhmeRK;EPwVg zr*|^plN1^e92DB~Zu1l{g6$bAQ`5(*6bi!s)pw}hJZL7W(0m9O4KnZC{%b}|0I6Bm zTpjl@n&C|lvy{+bZisruIdnn{Rz;qNS<~# zTbgc9%k*8}Zq+&%;VN7Bm0B90)JH<;m*{5ZtYxKrtY^4>9`UiTwA^?H6b~g0>7dRp zI@t?Cnrs>N%zwVHYBS9Y*(Gh)JjRt)yme06rnL#wH7xby4s|Q>TlAV#7Tp|7KW^zjCJ`-i4RMqSKX7M`R9u@ zjvoj+UtXwM#d6RXFP8g5GCq?r$|p*RKN4ll3+aAF`zR9z+@SA?_TX$xF5VeQ2#^7` z)P(I2|*h}_u!&2pW59Gx*zO$@$bGf{9v-s zD^K$+=K%gP+*@~#q(VrAoaZ)Mlv{h{%!409AmL2$1+`q2sP=!=fU_y*yLNaMBk?mI zX{PS`1IM%ARTzZn_s*xvgt4$wsdd6yVx*=`N7YItSfEZA1in0#J;=jCu+%asPopAl zww!>>NhUCm`Gst8q~$v?n%~w%2Gvy?3kpKlwASQ8S8b2s{Li2U`iVV*bkAx!X;)Lc9sBI*H3*U8FrfQ`~f7r6q*tgf5A zct7|Mgj1qZX2!dtX5o=P__tgaLLL#cy6m8c&!QQ)7}%X` zbPU_iD2k*I%=jdAO8{KOZhP|H%nY)pY*3FOtZ3-l(phne1z!1GI9uLe_%3HfrXjmy zFb5?2n>m%lXF}$x^U)P6@5i;kv$VN4zP4;elS?5K&z741XJgjXp>FHO1InktYx#z& zB5v5zX$9H46FjQO{(;kSeGvKDPKUoLCl|yU|Emz`qzVT&n5Bv0>zbF(4boq$zK5SI zpkTCjdV)dM_eL-V;YL$#-i^G-Fy7~8N4sUNN?}v~pi(0)TOdzZ>$8-~7bW6nKV+yX zJ-t44t7;htE2XaJzDwGkMfjIM83k%&MtaD-|DpDNEp-rHZ7(fYH=}&;(tG_Q!fgdF z`yse2G((Gejp>CySG-0n(M*GB$^x0p z_BWmNAQp1sJPKCkbU|C$kK&8Rh&GFt7wXLNU%}q`%_+$FdpRLqCF5NLnDk;Z+S&bA zK=YC21O1V9K2zmIIT_XrW6A@rLwN8i!bRYbNg?4dG&zVcn_7Z|QX*7I_gVY-E}DZY znT_py`CR@IR6>c@3HzKnew;6e&Go42(?t$!8^b(sa8k@x=4?C*b*3DE5Dj2 z;=!}FdN(zhrTdu$3_OE_=;#p&5o5XBT0FCjFHhTe-+DBH@S4Mg8((E7yr$};k?zVP z&pg?FlcEGy3FPq-+hAJUteE)U#&&JM`uCfpV@dOf2~2)d!g9G zL1cB0#)OzhmL&2=ECzk*ifCc#kva@O=TA&I|Y6?#z_&dG3*$1l@ado=q#x zx4JwBJ*QNK1(;MM1=5n7^uYDxHB&=ROEhp1>1=hhShS1mRJH?h5?gA~gBM$zhC%Ok z9hm6=6HZUT5EA?-ORV@2tL0H zpDe!HHGPx-oswKOle9vhtM+QUAR+OS<`@eq0e$kV12HQ?;#gQ5!AMqpia0HpxgY!B zI)>4ANOVFLTm2TM`np{PE>j;p=z!GO(ENHr1+ zL^Eh;Xe8gFVUt5C3h)6FXqc^xy2qH=NDe1va4x-Xy)E-3WoXiOz z!)E&^MUG<=wg<3>kTGlcWU9KBRv4IEqkr+j&*3K+B!BbvEfNIUhbP-T>}qbo>EinO zy7SHq^CPubY-^y0f7qdA`2!fIVy08AxvXaRj~p8e6hdGG(qQw! zt>qnC)!Ze&L4ms8{l0456e<)9nR&GlP?5|pG%v(!<8p9WcbS@OiDCWmLCMWjtXL*V zhSd~rH1P{PN5&DrQ5q{m<(%B&{qpRe-urI?zl*8u+>?dwwVbQ@wSwqeHkCp1Etqw) z?G)wZ)w#Ze4=jLDf_3=F0GO{p?Il`=Cd@vL?0E_*F%m&wJVmF?^fx05OZk+QZiP1J z8+?6p>=6~kb?vZ{l7?-dx6fg7CeTBz>QFAIW9Or0v&>%93p`{v>9 zTCdxm-?8W36IhvX8aW>a2d=uh`nR#M^97ODuXX>u{sK;T!MO9nZXg)c3<*JOw4DV@ zOr?LHpIQw*^oaKM*71Qr|Q7|NU!PZC+V;jmLTVoLM&L{ajlfr`j7 zI+9{}AxsLY#N)qH2Ce|Qf=}92i!|~;zc84LWra_qv9vh-sz(7+IcO04fE3K2!`*XS z@K6Zq1e72opHiCJ_l3l)2k+K zrH;VpTkL;@z^84&OnvLkPK65?w%Y6lqvv17tl^#h@VN=ln2m=`B|r?u{Y1b_cIew| zA5;iF?hc=!gU_sjCS5oVfWL$QM>&&%nCIF|9B5mvinR;E%DwLoQs<4B3W6moB|V2& zXel9ynM`MVxhwP-2tLVxcocgV0RARICm7oAzI6tJrW@-qFTVoli~(KHW}tm@8}#Xa z<}fbjX0Om#endNUf3% zCn-=Wl@P!m_n4^++nLeS($@2@0F#bnpog@|tpjwIn}Mr&e&>Ao5((xeu4~_nMKB=S zMJtR5jrFL@u+QxDUMSjgBqKESI9ZWSu5a;_7Cv6PkD88P2?9Fp`Ora3VHq5t{ zuK6iuDuTd`781sbDu#%kzWZ8-8{ri_cX&OYAG&d@qJD?sjJ*r3oVOYLR!<;S2}C3_ zO(rC9iPE4Kb^wH4Hhe_jqyzyyc=B$DQ5A6vn&%!F;*+uk<=#xR#L_39>@FnBB;J?9 z*Fti?2M*P7-`cn@S>fb5g&91mWDMYx`Mc)|StLfLC#c!0=a-X17!U|kxy(6sFSSG( zL0*p9%UGs|L(dI1Oj`~s&x5_&nNN@GhX-o-va(Y&Bpi6~QN>o&{%&G^JY_*s=Y1sP zQO&z3_*4#JbhO$oTImmx;oM33yg9U5sV7kXU(@`*k)dM!NJzBIETqS{4>i2<=nS<| zuRzEea&_(#tq~haMU;hzcvS5Xaq+N&3(<@49MZ;6d`Rf#Al^8J!N9oGdh66ueXOEG z!ty8JHWKgn`P#5Smx=+-O0hD5!WKzsskt=~r}}B(4fPY+QvnbF?k^Vps64BLA3vCE5d z;LL_0Bofn+K%?YPfHbaw1jOri6!g(8#3}!8)k#8!nn6fXCl{3TEcwF$D^IXGHimN1 zPupCWkH}6QXMe^n*pL%N6NUPR$#mV%aFs|iRjn{ZAY(~}sD^2@Zb?l_jnM#O5cxl( zy#-X1>)S8<44u-7G)SYAv~;P2bchHe2)YME6i`5fK|ner1i>IgT0)T&hLTc2DHV_g zr9&FwyB_xcJ?}Ydo%6-|_F8){w=?tP9asEi3n4# zVlgp98>c+NWLm#HbF1tOuq~nEFiT986ywr9~cr;kBZJ=JXq*6+vuqv2s=ZjzRF0|+3=ksX(wDtcuPCiHfoCP95woy zUGxfwiLq_)L?kl0NlvO&*cCj~$f2}ROieJpNLShX0bbR)|LG{4cNLN5O-&~*^=!(N z6Zr5{Su(832uaT(7AR8*%4)c#mTw_KrM=4UJ2uriBvt93f zp7;F0@Tz*BBU~;EM$)@)!Sr`(@#@5n> zDdpO#GgYkQ0V<=WF+_q9tQnF;tbI|KxY}S%CU+4l%u1wj$`kv%VJGx$8@>K5F{T~| zk>okMlf2!xlJ6sbn>dKFR-ttPzs7B7W@rZDJ{&&r3Agjd(s|Ep5Wh=q}}C2mx|VR1xcVE><9QPy?av5?#?Z1sxodt8oFIR2b_8SF$6r zG1#C8(ADpTZN{Q)Osvw7 zu!C2->v3$}!Y)x2&p~RyEcIafzGk^2@=_GyLS+lPDFIeujmbxNTk;g)+vYSRSD4&$ zufV61%NEWa8u3JfR#ChS^$)7JBxf-E5z4l-{GL*XDPSSwFzF`=oOksLk09zYY52c< zDRY=NFfk{k$bBgF&}Gfya9Wb*Oo-yah|&O8=2O{wCrg*o*SN9w48O}=D09pONm9zf#a?7uzE?bLfa zTrHELQ5Bydc9M7$m@c>Ww`UxI$!}M26G(zU+tUH&ExIQIBlhQ89jHjvu6$ru@Y|9E zbrZH1)~DBXV@bY+gw=}_)RI(^l?2P;wHd;L)HSWF`w)Mip`wYOKh0_2w}_l7o^_4vs3*SQN6eZ?UQCGiyDlPf5DCO}y*!6qX7d zL2B~A;KGtBwrfsKV^6Lfy$YwB;@bGo}jfX-j*yzSh~G@|4t~ocm+w3VBzeu)bcnA{KbnGS*0Ab zqc;zLgosMj+?t4%M_F&6y^~)S{mD7VZb`+bWG^7J34`V*{s<70AzLvNt+$-pm4Ewc zPb-u1YpB47amtQtxn%p8V(D$xsjAb|f z|Azi^bB@tca~Th=UBRUFL@Qh%W|7t$Hvn2Xkl|=$e;z=r*oZ412MvVcTkJs%NNCfT zSK3}cLOV&;7waj1!fEMmKm;h8#M=~U`uX*-owpAU|HtopYNl7`bp+oxwlTM2G3|cu z@iP|&ZkCc6n#b5@R_{yq&OS1G@ZBNUE{C#h?Z@Tk8kbHneT0iT_n(XEbS&5YZEQOo zY?E_i_(OT9UaVe=+VYy$549}4es!^#Q_bO4P zqM6A_EaUpOZk81DShG*9+QLPQgUW^O+Q1K5m^#+*|nxl%hCn+Eyj(haz z%gfa&+x;4z%HeqXO?xJ@?CepZ^*x>JDcN^qH;iKx;~sd~VY+0_00e|ee;&hr>(u6w z%x~HM^#QY%w*}6yaf=k&D?oyPDrOWPxX3(rk55btZf@2_2q2q<>IGeabg2@ErzN*0 zbp2o%f{d`LYymj(QUEzcr5!+?z(hB{ z)t4Vt2?(oc<0@_l)Jf)nCE2k6t6K|@D_#6-VO#*8G86<3w%>SvdH^LZxHRDYpnw^N zDF1*9K77|N9G$lhw4?j>J09!dy^~l*7AL&wF8!;!*A<7fZxU^1B=Ki_G;9^b9^_lo zDM%U;1T2k4F0kN*FJLs7Z=HNas8BKT;M) zGlDx3cF+zd3&asQk6g$MJNk?JnYkKlommmcuY+`BbExhLYZPE6DX^Jg{KZS3*$CZ@ zhi9P0O1U7!g5CF#sV~Dv0T!q8vSUPGRnLyu4}N|k`;{=F5eO;diGk)MvUKNTh~78y zIN{9p0j~;v?A_`hTef)E7^8`7h}#55@ueh^--ua0?E=Ov!T|V1HqqC}5IN$|BM?F` zkO#^b-8OvsY3!jGLOm!Jq;3uP$48SPq$B$^p|@k8!4b8hj8{4B0=v>Zpy3@uI%hkmke{UP@Sd1j;eq>n16XY|cq z%d=Tu)QdI_cGkyYtghxivSqhIH}zn9p_L>pO;2Xx^m?fBX&)~KATqQnc2tluI-U?V zULdlpV#^;lu9@Y!UHhENdw#!IijH(&p}*kt_^4+qkKUyRZ>|-o4&McYuYq%OGrxNF z_~e=_#0_liYb})CJCQnPwk`|W$T3vI+)kH|Zm^tCqF-}@qhtr#>mHAS9%#^(x0a=#FR%)~VMEt{+X z8ExSmdA-7YT0CTT{fwl+-(Qka5%qBA1QYuS2UGB(zsmYT6DjcSXKW9y&%KH-i>#Zw zHNUS4lfxuhenjb6z$H#kC1P7~Aw4}Rtn`zM)Yilx^I~K1@%T)AI!`c`$sJFM6IZX` z7g^%0(tRSF!hik&f7KNkUD6t12AxIC$;U)ykvJJ$jrbvk9@i087#;=cQ6w8ty6d*g z-waq;1KCE+EPsb;F+=4RIloG?Gs+W4_?kG-cpgKA2Qi~Ac~sc4yo`iLxUDDn*IVd{ z)e4hqruP#+4p7iO{N-v9Vnc9tUUa%*SGtd1Q}GY$|PIS$tKjUS#Jk4#}qvt9ynRJ2(QvR^tiI zB%XxC1*1hY=#*=Tp@k?ElO==Mt)jzZx_@mMp(e1uE3=0OSH`vaCbJELCCFjCIjzK@MHGZM zIT4T~JMpc`1H_TGj^b&b;7~SU zeJc&b*2v=(e_Y&=ozbAp5^MusrLEiBn7i?5>0Fj)Oi^=-|Q!iF((w7cU+M+0w|huBGtdngdWlqa>rPW@VT64-KJy z(e&r{X;7rH2UQp{i8=-DgS{DL5bzq*JKkTkE3v;`91<22qdW8Y^744(+6u^_jkXKD z&@?r50f`O0y^TQ$*4w|&A%s{p|JaJ3J9H2WT!gD+0L6|o)1U590fVif?NPwW?>RkL zNDgdBGhdyv6OBqxCy(*7>zo&_6llL`_O=bv)2PA2Jlpto{2zD&!sWL>X9CniC6-?t z6zUGV9tPFVVHqxRIxYf8FolDl0&5UCT?6c#lKy))zP*_-x?ZjXq6q9~?z**Z&ulio zGF0PJQQ-tZ4v^AlnTS2$eqA}Php6Aa?E>s)Sr9LosqJtd3kiDkNQxdYwzP}@Q9@=q zHD%5qvdc6`ij?C~sJb6f9CUVa(kLF_Rji_oPe?!`nxm&|ctu1M=_QUQO;|j^wFr(* z=dI>*ILRfCJl;+SP)LDIRx?E}yD{q0PTvob`K9bpwjL51WZ{RG@&5aO1672evT3mL zon;Oyde()Vs9N025KiUoEb-HXrgii-zF82Q4!xsiC9N^uh zgA}WE#bSNiXVnm5@(stfIDHHP8HD0TP;by`ow4l?9LnwrQ-%ImA!%w(rp%b zw=Z6`DYDGNM8(9k1njTL-C5Y-1eR#S<5OwNAjgGWovd-+UAQZ=E|B3nE{x4jGAT9@ z_uXfc>hQt`X+5D)Ldt9AiO)?2JX6X>kk8Lmfd_~B z&Uh-&`M$@1a8KIpw9cu%Mfq?%#q)2+~vJA=E%mFcEb&!>{HO}_k#P;P6fY{R+rLWX-D;9jKT)6~tq0H1r_lQCI%Q6+eaEBc9u9BCxXXb9r_MV5iTMW6{ zGk71LVvCPFi!>yd3jtCEXvg-@g!^r|Gi+_}lw2}yvQKeOmeD$%q@zP9^&P8E9xqjJ z&WnBW$ESAXr@I1)rGL_T@(E15H@C9@5ow zz*M&&`w>;SCt5k5?frLs3c4T~o}Mz|?>$Kt>+asaqtMF%Itw&y)CzAl8bG3f;9vH_kn~6hJ-W=%vI7+8fM_OqaBB z3Jzi~1ke#t3hXQOXPT0)M!1Ga&!W`YwZB%D13nkdNor+<&+B%#sru$03wX^gHXy2- zw*C~6A?&^9Dj9m~3Xxd!GW9723{EyVh+3dl)a==wB1;s9>YglB5^j2F9Y6KT>Bu54 zU%DxBwaM`u7I~?(?I9aCzKXCqIwLePaP~)=owCovDG-^dB4xLJLLRew&;RVhdwfKQS9YL(At?=1WAn|hsd!p1*YkDLnOgVz3lOG zqx2B?daW+WNIrLNWIe5=nckjoI{CY;|35J%WP$DvZt{r=k*gmep+panU`uT6?6JLP zbt&A!jy#2zw>z^V4Nr;`3~xgDNEHu9DlD=IEkMcHa*yoppn&+f2I2$ zWGm;6)lVU)Nb4L)?hKK2u@pP7FCDi4amBulgDHQ!;SDc^yY(p5z+4ExW(f^U%zndk z#%@G0FfEPEA-cLxiw!q?PLYa<6E^i*@0;=7o(hru*(EsI-GH21&op40Z&IAFbvyr$ z@6~e@F%fICU2N(P?`59joz4C3$mIU3o2&+5<~k|J3B*o68)D%BrM%I91W$_o=?ZQ( zKV9Wh-`r}r8&9uyH}IFR%IKY4&janr(tkklsLoF$hD(JeL4*nfIzIf}R0|Fw-*o)( z_TI{$o`dGE*%Bv&fEnPs{vpBW^9N{ChIFaf(-m2U*6*(iLL_nV`v^$rMZhgjfLsmq zR|ytYmm?{e+(LCH{vqvXZ~stGyw46TZJmo3ML-1lR+kE0x_hUC)M=^xGDo?9nbxGLWO_;TLUcjjG*^>29&8h=kBO3R$UXV zzPps6yq^`@KZYvbfSf99qNwZ!Wpn3XVJTVMYzwzpL)&hI^zTIb5N2yh^k$3f0}c`_jubk1E$eAjK@s{Hm~)3+|06hQD0yrkWH-E3y` zsVP&Z7&_m7D;M6SfuLNe>vwi2J8*zdI17i8Cq1$}a!?n&z4oFdMQURC1N+h_2&)`E zu$D-B5+pGx3B1-KRRCYa5ei#!ZI!{rLhqK{a#; z&zW83{jCZ4k1q}wpWpMRq+0D7pGw}(t6hv$Rbl~!GXlH-zQ?ET5kv3)!|+|B5Bq=b zfzED{z4w@X<;sUk%R6&7L03%`cER_8&u%)<^7JLB5v70CZo|{d?Ay>;FCOF!9?bZ`@rQ*(8u*}0_mbi zp%+i1%UuRQSo<}Iss)fDQQQIS`+IA29111%;l;jJAr|yqX}#^<;`CHl;aj2xkLqiT zdE@&>GmjgCsKy4UzLdMj+ur$p4!Ym8;o+y^AWTEIO|4M7h>?H;76imk?>XH|XbDM!CREtoe^_th$Y4iUke0u(u zM$oXDI8FW_3b@(W#i0W&8=LB{#YP3|`>Dmh6>+!+kI7xUH_UqE7~k3$Mmw1o^d;>t z{N0P^Z*Y}!Y>BY2;L7P~AE09iUiM$;QW3`~Y+&HwT|;}2qbmcxgxk@4kR?H1f;8zf zeXUwFML@uQ6?NoMl~@49jDw6lh%`!E`4DvxqDuDFwKev)#lgYaprk4)8(Idkf22y! zj=-g9>FHTrb>`CY_kVu79z;?>5x=|C@!FJEq2bj2PfZHX#Uaw{>}+?XXCSBde)Zb= zto-ssEIS6dT=QxiWYpGvbiq&9JpE8)QJ=n!Sq5-Pj}v1{whQQZT<(VNb;0cnS8tYF zZRfk{41#i3y; zIabrvm1BSDfUEVnO2GJN12L$UJpp7<<;IUvMETQ4yiof0g?FM|8Lye?1u#&jq(Cn% zFUJ`>^LYV1Vy8qs9)c?q&8e-GiZRfvY(mqCj~^$jYc?+LEd`9ojI(5QScmGZkHadz zfuZ4we6fp^QKqy7DBYP4zV`e{EUY22e#;H_phoy>K!UhStsbP`ztjF48QGWP@_m0~ zsjh~N`q<~Q1(xS4ryhq_ZckGp2nfr<&44a(eHb}cB{>rJxSzbZwv6b;kGG`ApSk2f zE*0M~Sfs`d_HVi+%@`M0;PV~C)t^}gg-|DB+vAf#-){nL6piAa`#7tLSMm@e?q76{ zP2}ZFUzzG~LN^oNjrr&_H?~-i#jQ0dX7|a}cKq->p>g4HT=LAWRLp;eL=_|FRX9J1 zH}(|YJo{89_Sj<0H=$kIw;Ol&e3xn54)pIvaeg^wKhSpN z!#X}ltdM9lf<;Wyp_u|jq=7fWw_2Y!1Ap&r%s0R`2}*1+s9OQ3>i(&=kLO2)4z(WA zX!!anEmlq(x$5jpwo2dl7_tl9o7*@Z3Kt~E2;c}g>$YTmiiERv)3IQW@;Q6jm%z*G zN;HaEQ-HL+^4@aO7U-6uM+bz*B}#Vyz(I9l@JogkIgI9ARA~=Im7#yO+eIO5QlKAN zySrEe()%FKAJ}BFHe@uJVVdWsME`Qtrj!QXATU7Gk@4wRqKC_*!fC!$s4ucL@*$6t zlE%sh?3zx*DnF>-o032kXi*h+$ho=B+?hv^z0LZA5YTOfOg$RA8>MTB77gN1uD@=gCGE^y1(TJGLd9R$^G3sV0S@qxwA|yQA-bN zZ42lrqk8^{j~_cgkF4V_WaRKOa!7TLmN-&gbLJ*fSL8wa$0z*wElWf^Fgv-F))YXe zMGGP(PmvSey`l#L$m(AIsgtiigZQ8ZXkkL~6AJQt3~&OSWbww5rDg?!>UA=a1S{nzokfa-vyKMRe>-X`GLUTgDN_zR!sTMR1PdbWwm=`iLM6}LI zWOx^@`jl^v))L|S7EP7zw%X7jnseTN1(>^v>Vwxx^ZTA})-+uSwY!-+;5b0SK)~DbZF|z1G>A8J>ldrO(SM$I>>-P8ZXF09gJPzAtYOKVi<|`W0)f7sJo- zdwWFJW%5^-!mE?7cv*6W@cHLCcmH{kCfDh*4>+` zntX`h|7b|ToFO>B83U<8fNKdt_B^^{Z?&?|C8}9j9o2Kg0h?#OO$L`&qB4HLvHN#Xz*WN3j0$=XDbGgbP8L zd@gOA1@*zxKI?wl+vBxFgz%?)$a8UGXr!1`auHY0_?)>?@m3_5? zJtm|Z)QzX)0740~1-2y&f);wx(&p9`whzvqKMz(n9XC*4ogc4O{n?vdoPJd^Y})ow zmD_2#_Hu;YGedDRlRTlqv}l_tYW~ESz7fse)`nB3SB@ns`kB7UWbCSn9@2J79}GiYu?K z-TSobC#!?Dul_8JaDzNR{r-*^s^w1TX;=gBW=DDqz;V%)1aud>uPfVM2N`?aoD0w5 z0Ppqd*L5&00jQ`BB_3p9AySkFr5Ns~#MGxduo&*Bqf;FCjI320PhGkJ(I*Ra;pV(P zTyCFNtoZ=0Pm(RV#Af&kyZ4+JeJf6i_*#T5Vr%U3w!0+O&N#TG;3w2f(A5PjTADx- z8kLRx2(U9~sKTC?hCx8%RqOnDN_24o-xGR}^K1e!$(WkOYHEDW(g-ZZ=!%Hy_kwwn z1Zr0T9bG68vHZIb{euPYL}*KB!_PO|F^FJhszsgL)@-PdtnD}33^4GB26GeC%LsB7 zZB*9~3?(2yISwIf3Tmw}fwqgi1}=xf!Z%*p%GCsa&Y5=vd@#Jw6h#j~S2=cRX=#Xl zseXCV@UD-=B5g^054r}JG?G_`7)?&e;AAstY!bg;7A{w0aGdtbXrPxvTcK#@9Hjbf zq6g9ar$;@*yR#*oEa@a83|H zb}}^s*@RA};zeZI?0-4QStZQejJJA*J!P_Nu{iiUvfXS-kP~`DCWe0BGqs}uZm}*H zkU=f;zCH!u+r*>~KD(|y1$YKw%+)t%$rKXu{2&Rd$C)3XMdI6o>yuqYt`&aJV_;NkXsVgIZ{ z=Xx!#&l98haxYKauL|A)`rpt-n4HoP&h=AdOgT{-o+}RMGf3TW^!6kKhtC+++kQ|T zf+hP9UTzL84>YldPx}#R~p z0!B-_JWh=1uvH2IGvNk@U&_T?1<21t4I5yb1T(9TuO|tnUps|0hSEdOmNbNc3Z5zV zWkg(bm?QyZnCo2k9RHjx2Ch*1iFotu1NuypUFh-rGD+RIuRswTmMhmm@`nbm0c8YQ zzEC;9)HI36;<%xt_Q(9>%0M$(M&QdA%GPNo7o#_6f<9D``C`SFZ@7C-0&&6*gN=E~ z)kF0kWKnXKO|fYM6oTG_vy$zcJNm_3^L)Yk*Pn@3n0j2la{5Y}@Z`9G3c`mNPB`6xo!ab++6J__a{|#bfnSt zCyHoAbaHg4R+?&GUuiLyWHBV5UpWJ>R2&|1$txL*2XgLLSz;`STgQ*5PbpHvW+U$- zL6Ptb3i*U(AT$di(X=$1A@WohcCS?adj`Z?w7ve(yUT}DIy`{q&?%9dMDMhJ-?tIO zRlg!ruiCaMGHuAcc5s0&|FRCZ`UPSp8h9C4!{3#cN@+M;5G_L}N=MhQT16rKWdTAA zec@U7e@_VO7OjBVLqia+{5r{|{+dWrd)=z4PXjmEVcP5cUk7pU@?HqiJZp9q(>eAW z>RYo~b(R$WBA;a7k|YI$Wv+0kKMd~9GHCB^3r`orA>V6_w7q&z$tUH%A>U~@4v$s$ zn;5z^xKwDvo=*?Y%{XZ|f6pKqkbSg*p%v0;)bYI~{_HR_E(7`F}RK+`h(;n!%uBk1Uo)Y1_e;m<@ z_2YeaX2`uNn@p|FfrbA0CBA&_*JO<7XcmtCUBOEyZXC$V%dB(!ZQQjb7rlcEhp$}< zA)|xot>>uvcJ&k;S7uc7O)_zd$J>su5bXTZQOJmf)##xrFLf{wc#B0& z1Ok*Vj7`t(*mGGt$|8yWn#cwjW_MrWBSNMw{`rp zL%4x@i-a#x zy=qxFrs1bFPB>>B!Lg8U(VP5rXLetP372Iq!y?CnJob4P9piw|SVZ3-dJXC_9goG0LXI;Mu|~39a?ahk2|NjgJU{fHI8c zlV7hIV&wR|vp$GUZT#n`CDoOhmF-THn6Z38SH!Qa1JzlYi>o{_ z4>vKB{N38U3eit29;Bkngif}p>@TZJfY`0dPQgfewjXmScz@-@Du{iDvFRW8gAm^s zUdnYnr10#GM|%x&a9rHhJ8Fw0V%sP0_y68H{36up8yapp;NCv`b8JGCXG|l@vgzve zt#eo>dWv0``@|OwqUU@y4bkV^A7_7~g#%%f6Wzhcy&^;TKfRL9ugN)>(etbpzuO^E zuaXl<#Yj%dI`d1Og^kCtlu|(f9^V%>>DzFsv8JztM+AUO6%5njWoxy2-J_rRN2G#F zB-^L2VNjo?$S59nu&tj?DO-Kzz@pr#1R~DbEsaDp_``>1=_4Cgod}zetBj`#)~7}| z3&NWGn4<8oT8l!G@xo1*tDaYw5Pf}p)WyNpZ>0r=BiOnD(k3mpJl4`HHhhQrSI4e>x)A|60VI_Xsw-I%4=TO~S*82EVkqJl? zXTgom&U=g$`n$CCd#n1Abf;Wpo!MCRnTfHv3B=g@f?H&wfbR9s*QU)e&0`zdOi6{^ z8tdS|C+GSN|K?g(BUsOY@_krjB-|?}f}o5ifd18Td4NBb0~m79YhvNQ9XHA@JX3-` zCnYrDsD}b&PTWRLzNr~~jI);4XJ*j)_R7i%0O~B>wSWHXX8QfD z&B)Ak!|mJuq|)2ToszRD-Wyy@q<4J1zrY`C+^FsPHlt&XZ z1NR1P>aN;)CdSMh1s!kU_!xQXR<@!-ExY=;BeItvbOvvZC|0S=54-X=egwmS$$)=R z@KzQwKW2X_@Xpx|P$NREJs&z}>nH03rSTiza7-1f;S ztO+9<3)Ie8N3-RQ^(x(nF4lVTi86WcbXmduG;7xNzWN2tzt;Cf5@X8^x1ah$l=uGU z;DvS%H>Qa!+>mNw?7)C`;U_D8&YS76va0Kr~GO3n<;J(vH9QYgbF!d$;7P`6-!M zl4N&QWWQYR1x?kA+%~F;nvLl`tTek9Kyuurb1079U$6fGddC<^0jqy6Nl$d&&i1bIhmQ6 z31jZweI(P<(|q9ia(?P=)!rsAwDam0>+?Peo-#(5AAfT>dF@KL(DFrtYMWSr-q^lm z&24KSd?D&!3gp$Rc>5C9D3eonueU*lUv1roe+A%)?-!a(iP5tpDe+Cq9(h+1Ru5|S z;Fq&WCy7P@l+s;y{~l^H0p4@$P=yUX z*sVWk0?B{W8kGnUG)Tci8Jm;(=t%1tRu+JQ1B*n*Hu2gP#bZ_e7&m;ao=`(=&&U|$Rp{Xs&#k}lxlIy!{ z*33p&J~1%eo}fISeIy`>TT8pwnD(MgqF)duF16V-mhRLp^6d||0TRXThY zh5c-VRl(6;!eqhjW?y(~rl(myubk7aGadPz(ar|8n`6vSTlK2U zbzY-moq5V}V^qOCp6kL%uzagGT{D8_;kmjt{1_Xp7+LMkDpl|@~Cw%tdQs=)MJe-AbhfZ|P zA538uWlDLC_M}+HJTVR4AHr}|li^~yBM9ZqB%!UNn&wsY@Zx5Y!~C)`rvjmGAB~Cg z%d7@yFR6idLeR5Ij3s9ZKDP^Oez^h($SR8*h8(VXJ2*Sl{)PY~(fxmvWZ$wG_1yQW z|DcZs{C-jJ8bjeAn#ZMV3~8}4#G2No7S9t3QX{1x9DGz5oNTMg4q$})Pcp_uXsF^3=K#Scf z>+R;P86PS;;AYsi)afK9PFDklkP%u#`8o<#1fb%4``|JeVcDWb7`xpF^=ZCUS*II5 z7swW@&<6p&5-zl7eMm}7iUTd1DlS$^4@imyocH080Rm*0Utx7pcH8FGCj(Wpsu8jo z#Fgu$tV~M@e6*KcT|U*mxwZDp@73yUcZjv|1=_(iY-#^46O`nEBxLXo4W{UdIFPC% z?%oN+&wB(K#yqu(*FJ8ydf~&{07%X+`HcjQ?L)~ehmofPm^Loyn!C}I4S_LcS&&aH z&+Q6k6?jIgPdd156p^xU$yy(>P4kZ{!j9-bNltzBf^P(vW-m(3%}}86vemFJA-h8u z``n&y_0;xRp*qPl+i8ZiRfz5+c(AbsjQ6F% zUGUHc=`VP(he%{=-SH`UG5q`CrPYtCpYTT7b%OR*z!x8iCy7ptPTD6}CHcLo7R171 zy}KBu3{TH8>!DqzK8z#FsmCE6Iq7^OW9T746iA8~`{veSSZ#zNQf{0SOD_oHJKBae zA!By*^y(?Nwc}Mk>OR_)GIJ1Pw+dKE=S2@{_J(ewn?QI7vBn;(dvKic_d{o+Fp_%~ ze=vV+!w!S>y{Lk~EpB+kQMyICi5Yw(vu|;~y!;|VYCL98KsVoN1+dz`k$2l~Ef}a; zRDI}j_*xokeHyEHjad>j3;6;ZY10qT!D4ZQ)K(zV$Jjr7u=XsuD#!Ne9d%R$}G!O-db zV#VM>%IRxI{$m$D4xIyCJ3G6e4GlxbJZ7qI+TWDhX1*+XHvNvTJOa1NNt}KVVvZ#8 zQ=$|euyQw>s{6moZT?RjqaW$_jeAnMeiNS?>$=*lx!8UY=K)+YzSSBJ@)wVmLJZhH zL-Ya=4x@2sEdvP5Fll$hdx91)wzTj+#0dCBV!?(GrLv>f4tBzRAPa#yd+ls4(IKcQ zFG{6CEn7f2Zn9g(H3Df^49tdy@ z+fYy2vTxf9uAh2*3HM$NJW(Mqw5vcnM_{1>{kyjIcGQlZhDC!(iS57(Lcq7VP#S-vyLw;g~M~-!L1UzchWuH~9AM>q^ zZumDC)ta)NIQe{Om9d~lVx*Kg9Z3P}dho#N^*(^NK1*YN*bDkOC%1iYB$U{)puFQR z0(f?Sti#zqKvx)5ADAs&XJB$%9jyDC;Z<;bYNWj=ll{++;K5Qkok~s@+b9NwizGGr zgx`-5WWlCYbk3_^U?`?S)ldG+Wkv&M;;5atykeXj(Q3s1=<;y0vtOD~ zMQ=Jz@L=SsbOY!gu#X>#A(*}2_`>=xeJ8iIU-!T1J5%vRKX%F zm^I62lbgwr%JkF-)>8?_kIX;Zs0)Uh+v|ZFKrjl6h|mP+A7ql?Oo(!#EIO0Z z(jwuDz6)8Uw&Dl(&keb?7w>M$W?jhI8+H+Y;$B0F z-&ub~TQPBi>ObiWRVxk^44qZiDCLwgvADFA`%k0bKH#Rg!LoV1`UbQ)ehn0J_u^#5 zD@TdW#lNH>!{AX*QAlFJR&V_Wx$I@nL@rU5bkPHOS-RD*ks+djfrD^Z-W?cykC3c{ zmYi2%5;P!y#6S!w_0drXm94983!r9-22Z3(@i|X?zzz#-O}qoW0yH}~)LQ{>$v=Po z_$~yceopTh?SC{Z>3_AtcatuwTPT)D^%S}K;qq?w>Otu(QPu#8w41-c(9EGdUI6uE z{Rxxtt;@iXwVAHX)P5&OCjlmY?G{)-VxTn783El{x$E4$p2;sOXzwtzwN82kTy`5< z58&eq7{l@Gv&3VTK_?`CV*{o+>h3G6DlRHYg?4-(w#N;g z0@J*M%%v-*p=ADGW=PPU8npmxWFzKb=o6WJN@#_RHgg%+I@(@ebNlRiz@|qiE-b8( z8vTO)l=G;^SyCnj6K{wKGJW%g<~#q#_tzcZ@Az`wK-V=Lqk?^_skY8+O`fKSq|c zieFp1*L+XJNPGQjjy~TaR}VFqfsoY*!(W4np0>FJ@Y#KDioZt7Mlx35JSs<}{MD~AmHfw|?wkY%tu*Xj1{?~c_%W&=g)A|12UaaIf{{Nlj zS@a+n)J~w=n654vYM%-mS^}<|tfV>G3Jgb4l?@ne=zIh0di@nZnajEzbchwF!(6o3 z4-R_z^eL{h4tT7%3c8uKYNyV}xY%;|45f0G$9^w$JX<~p!XpBN?3*dzdB_6uZn^pf zsPceuyz2sWRu$&S#@rg;mX8=!~{h-kNAejS0Kd4o;%R z>|FQeOOfR2Tc{umYAqTL>3ujjwMN2&3w!%k28FcYDgs6W$(zB2R}{R1-os-8zr}z< zpL8Li)`EH1Pkt;kZP)%-*btrh1yCqvz(p{D1YU-k-Gu)UE@fd;GqV;T($s$TfR;PY zkt{n9)8P#UEc;vwAW23o7NK_8U-`map;*&ApcZy#yVfTO2`5m`L9m1TWz*FMRm^4p zb1kfY+uPeiI7qh{iLvzG7Ve;SkEOorxT$x5eFWQ1LDlWa1ku5zp(?YNuU`3HHU@Aj zIT$U;KYI3zGfrB*AEaP(aJYQb<7`Q z(gWzUP^z-nzTOTXFI~k>ZiS$U6wi-ZOx8gh<+~)2*i}GZ&b?Ii(|7LF7kII30Z*xU zn_;QfhTB3-asQgwQt?1$*Z^=n6C0Zdpn8f_v@|!TLzNC?qb4mtL=^)!2=El0svBUk zY@BBfLDgCHjv;F(*rF0uzMG3hL$6Hp(oOS#&ui{<4@8K7pOOixGl3^xbpi9UYfiaO z@M)Ke7wFnh0Y@8f!UL6tT6Qn6yKoJF<6VY$H_PaSs@>*|kvgDh(SUcIgI zWdeMpR~>b*dVrSAd(|~W(tVVGQ(FtP94x(%DwEftXi?AyP(;)t`c6QG-*cBU{V-a= zjI!|Ozzbv0N?B;VbkWX^%g%2_X9zqr%efA~!5uEQJI_ogfH|4y+@(#yNf)4sBY03E zx;Ok2>e5qn9l-O=cP$v0V>os!6e7s&;&fGdFlyEpuWFuq2jhSU%HvH;M#?5myTD5T z^VJEc%M!rml^D=70L4J<(658XYkI`+_1(=S@a0xUy;wOEZm__NBnlcJrcp3)0x&9fao4G$?ynyv23 zEnKOPeuOM=sQqAwF0uiOA9gFgvpcJ5EqjBz1C=&Ae%g67LhLmG+$@1#zfI&S{bU(z zZx0FofYrMN71RD7zm=I$FfSOBhJ=J18fv?Kmj=@F1ZYVWzBBXoP%1{N}3{hg$T7QeRSfi!-uHj)-`u-Ao_#u@Nz?KigaPAEb;tpstl0v zEf~;%vfosXesT)%U!7$M6H8SfC}*YKLAuZ6ecEF z?%PQ*s0tBfeW4)q42c}DFZG3?TO%FX+RC+z2V_Y0)0rGrJ_Cm%-z*v{$4W| z_DzcxrTXqqYncGPhs$qS!*#eCu&olW%lkI~b{I0a@bJ4U8REJ0lM`)n0UXo)@A?3F zejDu_VE#-@r`^8=}=AeF`f^G);B`D{7oH&uERv%rNvocV(spT$Oh z_oRYlHJA)nf4<@9;E=dX?!6PA{qm*x?oM#o?B{2D2eYb8w{G2nx01hkO|^G&dV2iv zCAS8cXmGQZ=D+)IiD!Mu4OY8|!{OQj9`@nN8TYS(oFFM4*U7awW3jP5U_TMBFRo!= zVDM}ZoNER4+Hv=yg+T&^OamVKl~U{4X;m>%(MGU$1r;45Gk3+&Ri+je&+-kXijJh%(~h3Vi2`&N85q` zG3&VT-}o|Xr+WaKgTsl;SiN)VJPHW4k)^2{5wOt$KZU`^#|K=!y~+o2J0cS4bRb41UW!UEMkajRL7D;|W2Lx<#UsIb8{S_ULStA8?b+aY)YjxNo=pZ@Yx@|^$n zg)aL<0JIE<-rL237rP@2e}IqQMA4<_8VT7uYWh5Srv}w`%MLgXGA-T3_G;*7XcGl( z?EFW)jrTxot?ki?!&C@jxCvBx1!kc;{O+mheYTdC7Iy^>Ft>mEHTX9AIe<0M<}d1M z4`J6BC~};IJ}$WU#_@0)E`SPSHwYx4T8|JjoI#sC0echNTkwi+!El!^ShM*KZ_(vx z?k?1HgioD95#IxJu#cvw-d93xlA#@W1w6Zjg@tohv)N|>Ocxp-&!`M>ih}nt4@}I% zJ>u@LS8|!*ty@y7tE*s{3&M5Q_5LaljU1qH1c%20wUqEPI zAI|PpseziZ)3D1KpgJQKT&G>XNfr;H3Z=JT3`N3v8aem6=E5HI$^0emX<4XR!c%}K z>hi=j>pJIXZnd9t>muUfM}dc2SUDN5uZ;%Lfb&3r8W)gO)`$hu+>(@6p7G0``!K+X(@=!MVNt zx@a2uiR=Gw;wPL55l04^k@dg65e1Kx0}_%=jl8h1J$?3hB6t{ZXP_dOT1G8@Fn7);blDO18Uf1vvy#NAm|#deh-+lnSgO$&F3mu0Fhq)1|5 zV{1WMsu0Pe>k5P|7F-hN8By#y#0Th)(ERLqz`hTV)Q~=T47Z9eGwP2G?Oha-Pst>R zu3mOiq9;!_!+wYArJ!n*AhH?9pQpEtqBEj6&m4uM<^%jh3VN168WY(Zbd^KJm!NWr zW;BPIPu8W4ImNsTU#dV^Lz{OF^h{eCL#R=YcTi9vMo9*cS4F|O$G%^CL5e_fM-F7H z4_b68!QZ}Fqih41Os$a7bwjjSyYa)t8-hYf*y2$9KH4jWo1%aQIz%s)KA$1LMCm)~ zaPeqA7}h~FX-!eM#fPFQKv`Eko*%6p30-(ffWe4{tY~BrtG2HWPd@Sf{nd6M@5x7J z-Pil9CK|}OVIdPLfjN)jaSyh;0w5Y*o`2Id4)3lRe*Yy?huRPJN_5WB!?7UwC7mx9 z%xnWbr#5e1<<`MqRejv6p9(P(OR_@m-d4Sn{76mNNRT;NRsJ>gD1|sht%!|IU_`u$ zvw3$|Gf!@UjJ5uC)~H#&2z6_#C&J!uNO<$p_8DkbwuE|)+8AuquyV4U_CKbh7BIj2 zz@v0cIdrCGX0~bV>5LyQJw?gQ5!G5d2_z{g3BV!~>%NM^{S? zN*SUFYj)~6{zh0f%O#yE1}{Rf8MdCtn7PeeK$QqGQvsTr8s9nP0QtXd)$I_-VI>t5 z+Mp&@fm zd;_!G_ujqV^Ybs?{9oHFJp1f1;Ogv~z&yL?e=LV$-E+hK-Q<92` zjNbk`a)gB;ZL{R&n`gd!G2!Os1}@ZDd%pj|_u{|6isE42c6}>86@SI;Tee)dbm`EG z7aD*6{$*ieymk9FXZzv(v*Z+8e&}vu)d7Zx8E_fU!32lU&{L;QZPC`&?q0V}Z_!1K z2{s#nEurYQmZ71*0o{WyOPDqQ`$~GTyI54h*0`V&upZxE1Wek%?0Fnm`T@HXz@P!HCv#0q zRD6DJuCh?)g&Q|c0FRxTF?%+s&jH*tHf_-&B?e&V0q1s>Y~Mb8<3>;`XT{2u3-|7o z-F(x>L@E{7T#eaRGxOK4Duth!Gl4PI*4}>cWyzH3(=Xq;HLK`GN?snHYamDa;hNvy zdUx%z0`5Plt*y1G{T1^1`;U*wO$QZ#nd(@E$)?KBX@2u;fSmMvZUt%so|5P2=XWlCPNt%Z+C&D8mLKmWmr^Q^zVQo4IHpgrszL=g=i7g0zT$bO=aGh;(;@NXO7!LpRKS&wKB4 zKi?1c+kGAZVTQB!*?X;DthG7e%1Sc0SQJaTP*G*RPwYpc@9?a8A-QpT?bRjf0MyM)l z{UdlmFE@eJ_$XFh*?(dKysPV1RE{roTZL z|NB|rI|vc-M_cAEAXvz^xp6;%gn)NH6DG$D{O`@_Q4e1sUkOu^M$JOLBKeXIMHzXS z?6}zfUoI12CO37q3VR4{o&kZ5xlE6uOvQt^g9qr;I++yf+g%;6o12@L2O#eG{l0AJ z8+xx3Gbkjr{{8XRd#5m;LJS_s(Y*9cp55ehYZQl^J9tbX+M$BCbzf0xjx&S%0pp& z{yb>8BUHf4_js+(+|u&5@71vx4diXtkGG*-Cqn{tR~xByhwa!XNrKML)$*0ruQoHS zMzf`Q>O!(}zCJT{Rv1hZimS4l`t7l=3zlEI(h}Ehvg8>Z-KT*2lgu=?f3i_jLf^oa z(F6t{ZWafVxITgLc-*#>k&_a?-lALma2D$7*mxvuIh4``7PMo$P>o#Fi*qx>hkeoa zWJpB}-MHg3uD;u-6b`L;8k1UHx!blX^3Bl#3)5?M_eVXnb$h=D$b?*8toFoMEi`(s zt*t$@j~wZHnYrf)i;BX@@LIvN9879M#^Fl%OEOMlNLkZ)%HjzY78V(=^;Z>(3EpTh z-WOy%wtYh9aoZbJGNVXD0 z{t}-pk(QAkA37ct=P>dGp{upHyV8aLggl_*MqFIOj< zu3LYfwceZ^8eGsKE@k50dWPcD;t9r-fRvke8&kxg5uNrb$;t{8IjH>@_ z?b5mpik7k)Fo&y~Ma1xYoh!MxuVA9#2PO!u|K+o>{P$K{e}6>LN@TQvbnd>uf2E;8 zj4yWjI6u>0_!Bz5!Q&0=CH72RoR`aRE!Za^$7^OVOQL)axsV5Kgmh9632T)QpohblR`6v2ByT^zLX7w-+9Wv)KzF5oRmZbI{e#lu*tE_*g!E%l$PA zm zoz%tEHCe=yoq&Kq^nBV(-xKBzVp<>?uaEB{jatNm({7R#33na%5(*|J&+sK~IqB)? z)7&R@qMH{KQ~8~bx=4BKr#Wf7mQX}#@R3^rLT#hzV!=*jQS4-pXE0MD)3E77Y)VRh zz5A|qg((`Tk#B|ba1U)jROzmCDiR33a~KUH*Az@ly9P>qG4F~G2GMsN;zN;m4>p?A z(CgXN)zx6SNaFaox;Wz27214diAO6wXoR@dTAc@RnxK*+?F{w|V9y}H#G&>OZ13G) zH57i-$h5w?-Yu)!DJn*8rcuBhpTL3_9Z6(J<%l@t;V@xzboBanJ?QH(UYZYE&n$=2 z`XY!~oCK-Zc53PYwuzCj>-WxBWe$NU%7QhJ|IWJnKH!=V-h9K3jEwM?8B4QvW$Q)7 zrKSLzqYdrA=MwD-)cmnNa;vnqBrdaeV6Tzz-0fXo>I!fcIm<=Fz30m6>dbEo>=^ND z#u}IhB}emRw(|iXhtAXOG4Jc`{88TMk`h)DR_)daEu$fDq2A$P%cGSpu&9d|2y7Bo zmE+c)1w^cVOZ5;-@(MDI?=Zm&iHHtsGKUvhDc!gqbZO;S4OwfKwir$)cb^!*kQfu*kDkib8Y zkeJw0qEi_b9=^PuXvDzG%xv6}4rnAeB&5Q$3k%SLmFWF)DDA%*N25o0RK4JqG4SzU zK6};%uM_)l`cyz5@%Y%Ky`zKjZWd!1NFgdhzw6Uy&!3}awf+4YLTcFi$7U=l=3;-Y zXK$vm4lG1;kE)s)lE8IzbfO=X{rjg1;!+8KCJF{N_UcL`hvnJMghIOTSy;x&UggLW za`HZGjz;5$Ur$fnzB>y>$Sx zFZlVZ+ctHYeTDRDpzE24+n03GQ4r&Qxw5q|XvT*fCgfV1nwmnwA|h4_^E2AbxlzhJ z;f6@zfrX9zz|d!R@|W*%-^*JN14xmB@|1@s?g2Vpx#bWA9Yj-86OgM5$k9h$H`ksm zH`GW3M3SW5xTAPV-qF%0d~W9zNo0zwIvaIuc99yHw*{f$ka0o+LHMClHJ{e)mNxw5 zjeak27e69_nD-iH%1>+mnP_Mm+%`Y2Plbn$P0DT#q!k277EL}E{22Wp3jq~8D4xJ- z1)?Ps2DKVa6Y4etBIFjJ;a0tpyF1_d`ue=f09*H)FBN7zs+yYJeiyJFz|xctA0FQC zO(29CPliP*bbleExw`_u>wh%Z`T+k@BXC4;6=zriacgq2TR>b4jUeO_kBc zh@F$YOm|cL>z8Xo@m~DuMSjMIqQyf?3k!M{&62G8`jnR$UZ|lRZ7gMtrj4Hm2NjgW z&eRRPmeBwnY+amD3p!;vQv;Ar_gt{KHA#+(8)J4jW@2Ss`zO!Q1+6(b9^eoVk{Dlh z;skW9S*qU$(gpt&$R5BvKaWE7Y-|dTD0YuSnt%W1#teMU_yp4Bym=Ed(ur zI9+6>(h47_6%=bXFSJJ2Ti@4socC|bN=igmHcJefQu^Xv-e_b>N0Gg@wY7~aV`5>6 z1fp^jBcOTH55O`+5pQflt0h25;?C`$b`=jf1&~U^KsxpI_nQJ3kxq3t*j$Tye_q_4 z1|kEQp5_)7&Oi$DUy9mImD2O^O<)9w1NPnAuUXsxT+6-TfJ@HZi4m~0==c#e%Tcfb zx{lUJ{Ig#A3zbc<#34Jw*5ofr5NIMRkXjJU$H&J>5&_MNtFQ)7tIjZj5`%_nsj0}Q zDD%E=^m~gfnSj-1lZFq$TAfVlIUa$f<1+2U`1b9a*V%;DsC)X|%>@$JJPzjj0QdY| zx)Br;gJFDtm~}@j$I8$wgG994881XCR)sXd(XD{u30w7S7Z;c5DmzjDdK&{AEe})f zg$f<_XRDBM&;LieJ-_RujuknvNapooWHdQaVA%`~4XuyL(EbG5juhu0rB@q`udSy_ z4c0a{Z*aX)2Q$P{!G1hgfM0S{UXi2nkmOivH>X;e2~M zFjMV7DWAxGb~AJ6CF-w+NhH-~&g~5R!0|x?{I~O}^k+Qken3q|`s}1&ebG}EyQMWO zEE6%lJbdLm9}*IB<<|(37us~DsrgGcq|5Y~m{|J#-OU3<#HLn2*k6H%c{Z~I68S(% zu^ZI$dKvoq`sPeMWMpQ>x@@FVX$g4#{JG%SxS9?iT%gm1ShPwzmz~Idlok|VWR1$% zz`V`fiAhP(ODL`k?O@*WXE#F^^7$3b=T(Ju;zt@IJ3Ie=Vs~|QDTNkssD6-J6*K!$9cv8hFAi27ld*1l)H3tuP3J3_!O@Yaq(>{`sS+ zBBKg&F4Ko2Vi#0pjmKCVEw|jr{~sM4-2%L`0AL64z1gps2NX%C&La4w2S zNlBIH*L_Q1(c%}JoNq6CHSv4WI_^ElY%q7x)4y*U&nES{NBRN3+}>Z3iFmLMd}lM8 zuXTPwPmd%Q20WXvgsM0-ue*2~_2EI!~PCjFw8Vtb<%uWZyEabXjT%qj+W=#(C zx@BeZ{#*@h;$6qLxHuu-OQ%mgCnqO&%;aZM($cER%72%RK&YpnJb1)Qq4eOcho%=$ zJkX+eKIeNTfB^unOkh|vUrB+W!Mz+960p}da&zMaui6}X85+{OYV9{H_jO=qWIQac z-kYxYl%4%tI+_B_D|BE-#P_mX<);P_T1?NXXJdADcHhW8Wi{TZ`{2NU-RSN$$ne_z z>N%ue+MXy*JgO}!O7p+oF43#`5^%R`6zB<^0dgrBSXq#2{O$V>@I{wuTC=(07!*wb zy{H3b_;6-x=y#?;!lv5^^fHo^Q|wBY$JO4i19tie2#GPGeYdP-xMtCx@^lvkKGjsw z3_gnq2-HYTm2ilQX8PyNCtzZ4ifeur5A40K^pQES13N{6Y; z%VzvFdsF&$Ree_5|Nc|-`p#X%|AD*cC?Jat_$KV4vZ#o8GtCtb=?;)LaRr?5-3C!! ze!iNfru6IAAB}2Z06hx}3sDfQkDos-B#ty=Ncs^D2K3mU?Scm&d_Lolo8E5j>m|>r z^Odmyd-@r8Tax@S8_{Z;u{=wGI2y4Jyo&*drbXp>5cx@9vw+Yp=9>SWp6)<(5%R+r zAWrP%r5AE#{O``R%v77;uAgc+LXj6{VPssY=%KMYbwyqoNwX#$k6L;VCz%KkHo%fu zD?4C!k{;p@P!WuA;k&>BoR3sND`u$y5A9iL_mAVk}?8@JUkRlO%1di#1AJAkba z@&!yBWa_`Nf15{MNagNsa<88u=rxHzTR#7jjb&+NH^iWzCKAQsUtvM$2-MksEQ+-cG$>hiLUcVH1Hq? zCIdNeK@o*h!p{+;#Lm1weOcOgEO&pL*rKeV(UlV;-Va=PGN%bD@Kw|M9ss??@6T&m zR16J=fyIup)o@i{Ahb$%CjpL~LRMB5NSk57@4(W5{Jsi6z!A<%ttdzbRcg@SwH7P$ zPF_C8Y9s@tObB?u1+P_Hr1jkxPM6o!r7-e6LW4J+;7u9&IOMR9ej05F2tZoYm9EIb zq9RiOrbut*3#ufdN1cS--U$f_`oP2KyH9AuCnlcs(#8BOGm!n4^K&h{Sl9B2C?Uh2Ncsj@kWc?vKC+C4?G(}uS1`uGbUSOYu zfItP*^ioJD`S#X#ApqeAn5YZzDUR{O4NwS)1Cf-uvSMl&aOckNxParulK7F~q7J<3a)&UKrw zHYkxxPd0G@)*#yN=KKgK--mwb#z@g>e0{pjs{1Dlq>8|nc>O{BZY>ag03)!0bKq|9 z*f#~D0!d4fGBU0}KDf4_kvajlb-XEoAWt3YM%p1HU4eZIoc%GXQLH%%6oRxCSB+*W zYSTH${^~ZY!&kss^aP?j@LG))5L}Joxov(Ae8CkA?%xAkZRFT?F4(?CK=JYM@qc#j zUP|525x;UCM2@S?N>W<867k4qe*#eN``GySP9!xV?iLY8pu~4{I`$s9zF>eDlgK7L zmd4AKNWpX^u=@jaF{16nTKccwym=GHvX3-0VE>#NV7H5iJK9JRHd9by5xv=~)c&Oj z0N(5NsOQK_6zP!vbM4@(zfUjUCg9Jm)gz?*6(}eL*0t%snh1cLH6XAyLCJD?kY{8K zsmOU*g{bgA4XGO$DrPZa-5Od3Qkt41$hDm^@HF_lZ;RX}Bq;z!TJL8mGY9U6Rp)o7 z%!Lr|?jPrI0o_deM`7Nu4^8g%|x6I5Cbt$YzVXtn1@*0Ly5 z-^BpCfaDKcN`5DBU8hCAi_t1OExJQ~jXGo|cptW*BLx?T88#5z9m`IKAl*UT^lc1{ znAg^i(B8hjWnj-&fW$;I29BFC;$L=VT(jTJaW|#o-=FfN(E4o#XzlVNH-pXp?nLny zJ`kYt$f5;^4XhSs1A|`^dDmca$pVfv;7$yb^AuxCzo8%F0agZlhC+5qv)*v+O%K@W%7b-nc zUEfH`pqX-AjAxyrvCoX3r5pl2{%zj(WMe3`C+qbmpbS^QwHUa$|B-!1HWP#?K<9wB zO`v55`295ia==-0fl}N-(}iJOSvlw=;K_du{NGImorll=?;8>J4_xEj3}nV;EuU2t zF*|tdE7SQAi*6TxkG;prIMo<<7l2k)bt9*dz~Hz!L;emTDwmR{rmVcMGsTyxVQSXF z#8lY2553JhdUIVwpIfFYea+(aPm7K2j<~UUtGKq-Ng;2T8e)N={r|MPvF(PUJjVN- zRi`~yHjWHbAGP$I(LiZWWMSwDvcn>1DQp1o1>Oh=47I@NUIJJN&$B@yaIJpnDvbBP z_KR7z8rmyBQt}*4ouG`F%x!@MJj^EWD$hhjQh_x-^%8iGocK!8mO6?P2v-2zammRx zq9lOET0cI}0To7P`($Jbr?bLLd;wSRJE+d1ypxqZ@(~3^6F~-wi``OGemI-?b#R9E zU>^USz7QI*Z^O}JtIWTjZlAo&EP+MN<#08=7d1nF!6%6LyX^8kpd!J>tbvdi>fm%c z7ma>oEv)uA|61%G*8Nu9hgXRrc6Lcf+~>FaOuE6F;Ewi#J=J6RBFn@wF?}!m4HoOb-a60HTEGP<^%ZaU`j}b2%bqlW+xYSSe z@VU914{zcuj7Iq7*$Be}Y9gCq+2r%Z@@fX#7gPpQcZO4&IyZ;b!a3LU+{|<+fe*Yb zd=akv`O(|b_PIlX0Rd3*MW|?}PO?}SR!#P{aAqkiv~*X2JT{`kGOv8RZ*%v8%U$2I zsF+V&uO%i<=BG(b(xpoWiX4l+dIKLMFM9V2%yuKL%16jsog$nIZ`HLGSP!&GSx>)S1qLsE6G3J%?A3sn_H$4{*MpvGTn8*N+jS!S#viI~-r&>(v+jh8ziEeOkhPOUfhhe01xiSbY# z6?4&iRR259Ya34wOt7Jns!~QWXtPJwFDKbOy~eXF6g8WS|v?vcx#CI-=&caHwTy_lcW3cyRhJvb7S z1h$z}(zuy%!7>#(9c|b9-5%sNPun)T2h1doNxS>Ig_L)3C`mybe`#U)MsbVBDTKk5}T1~l3xC(J(W6YE} z;C!AIi7Re(T&e1;mT(EFsqIC&&p-U0P~J6@%H*q|wf6VRK}s|cfyR|HjO^^~uI*Wt}+%Mb0r@JH_ z4T}fdG?agNzGU>pvU*$5iQvVP#pKgVBa>#)$v(Y3V5LFiL@2J<6r?oXK~;-yylRoX|#d z921g+0RM_;HlN6--Dv8hux!T0n|*fw>6D&;%Ja(06vD8`->!#FLimk!ZFBfo`o13| z?$53~#0@J+0~74dk7JT^E`9IBn{SsPP{p48NhGxR&-;_5c6Bz-bGKCQi>e2~Y%O~} znnny5=<}F`Iq#)AdX%pO`1Ed(bSMUpuV0*<>)hG#zi+z1hCQLH-TLECl+eIgjODE2 zfhAY$b)23#`qAMgvhMQKzwv%X(|<S`Jt|fL8ZZ})mj{nvSJr2S>b%br^` zu2imSxT5oknltwd8nL8S0zsbOmAl=;b4;_D(;>(B;#iyp|3@U10hk(>xj|I>6Mqy^BVAPUidEA{q^JRbqB-q z3AyL-MJaY#CaS#E>KA6K!*Bi+akmqbnnc8LR&D%RX)mgssTuv;v!BNS#dG}2wM`NC zx11S@bs?piAVA{kE1>CDh3%<>DHRdPIU$?2(q39SePu@Wp=CiZ0QSBnWmj1J<#Gfz zadgv9avWik=QqXem-oeINkq6l-bUT;sk%ao&kq4_`qo2fM+r#u*DX2=h^c1xKHnas ziP~Vm{hLD+Q!jpR=PM@tu|4fK1rt7ZxG2AV^?bDlcV$2WeY)!8F@lwC<@ZU?(e`Xp zCdjfN|I($mBNGSlW!P}n=G!T1RiI+A)O;Aj2b@~rWCc6f4E)zRd1a^b!(DD#T zgaiLKX6Bhnu8*CvtJCS5=KHhM!7LiVh3x+KiuCO!&x*3+&AURpV?u{So-?tPnKCZy zP8W8Us+*}5F)fhx{U~kvdqHJcNuP3Hl^H>i+I~!|BPfp*uF8CMsg)oOTb-^FNp+f# ztzEgRfs>{OIfeXpZ;zQBtFRj&gOfmm5eOeb4iZ58yUUA?e7p0*z8%=S@3!Ddw(X5q zpC09<{k|c4+AL@?X0+YUt3rK`MF0_PDk*KIg>QG`dnODFg&^Q`MKB7hjK6UXHxbj- zWxchN#Wjlb)x%Xi(^>ZWu}WnHVI zf{1Q>pw24u@mKO4LUj;&c=8+Xe`qxYUSv9Y9NylvK)ycSHSW8OyR;vo(Y$vgtCoC?e2eVbRUpEMn5}z+JfkT-}Z816Kg<4`Cj%& z&eksd!O76MCtQw*YaUgaU++4l5|2!tY7__x5lOxV9QSgQ&Ie7GqMp(uv(O>w3D+P3!#6PhHe`+to>{ zrJI%5mMeOc4OOISSK|F0B`1Pe$OYF=S7A|K#|oJPn|~~VW*4%KCYq6&DlaW9ZT8;o zTi$kjy!s!xn;q_C_3Uga@XgAR^)LUsZm^tow#-lQS@mM_XBE9I_|WK;o|sWFVyzKr z9>YhforZ%ma5E5XH6qh~1@Ul!J+qa+rQNHUzs@ux7B0XYPXJc;HLN!u@pGTUl9pAdz306vlCP;iGOoy}yY>Lo6EbfbMQOaZS?UWzqQcmo$qpZ@Kg#@g&G#c%Dkr$>_r5ZkGtug6 zDR;@(aXw6X)|3+Ju3CAlzsg&aY{|FG#GA`^xk(WPe}93`6(R#%LIdF%I|g$EiXjxz z&MHipwwUo7Z*9cG1DnlA(L^+3G4u(@vmAt#6pd|bL9@xMn4*oXw#S_JoeB;p!e=FtZe+|+nC&Rwyo8QSd5r6i}otymXETqZg6)}*`wk{;$ z^xg4&Hw$Co3XtmR8b3Uz7_0X=Hr5kbP!2)%CiD0`rssRj!#(&$_szqWeWtZKg#Ahi z`KRcSI4$k)xnC6rHB>D{Gg=Zf53_tsgGa?1x7CTo>~l!JwsMQ;E~&sf4HDZ5y~u+5 zViy&+YALuu_!e~^P`7%fI_c!pa#Uwm|5lM8V_M?88iD=mFzsWSc*jq?s@zB#rE-U0 z{O1sxWTvK^6Q`UVr;_vJ%G(M>X{fVJwRf@M)4QKoxFMWfdNwrNxg2`uBrB}LFU1;h z8uHU5vC89#U+JK{-HDlIVU7?(-HWXqGSQ~XR-s;K&7P)H*^8xO4#97^B~M++Q>f(m z`yudQRj@Bx&|0T9bMX&E>%#QPH|@%tG!2P^wjZ_c!mFHj)=V0YwjI?q)w!W=kCM%< zbEb2YZ8vP8_i%o3gH4#)={dPs`IK)=-Wi+4Xz{LWn6p!lkQviV>Q6Is{L+f&3Wg_ARnbmtMO%+4^ZgM}~^8>Lk%xJQzAe3`a)d|sKn297k z10gkaNS~!ll}xrIeU>!+3YXAyeM?d>89L_CXyg4E3ZDI4^t&o711{&jC}&AG+1zn6 zv(d=KPqfq=$x|_zOt=%5f|ZC*VdLv-nvMwi zfL~te5*Oznv=C91w>y6nS~2~^E?@a{dv{~osHI0||3|H-s&oAqxzf&~+tXq8> z(D0JQba~%D=>sEVy#{4vbR8~WS)zrwGX_SeBTTEzBDR7|tDltavfh|uFWzt6T_f(= zM^E=jK9%lv>n~)~4=1t+oWMpFT7szf2`#mfYko)dFS4h+@^wLtm_3|w8A%Bc&sV^? zbq`0mA9v>rjVzvStoiEMynwlYAgR5(s9KBzeIA6-`A|AFOiKoqA~Uk~?)mQ7P2e*X z-@{14qSq>~Jm17af8@4@1hqE>483^X{n|D;Zpa6l{A=u%z)R0g3^J9n^zc`59z?Xi zW(Ly6&`sfSd!F-J=wdhV%L=L7L_R~-V-@#)WIMtdkUzS=kdPq?&MbF!bs-P!fhK^g zlG4WM*w03sa*;Vo$ZEDdQM{ngS1qN)l;z2_T28ayA3R>8(G#<0x0jS?SEZKmQ<>kR zbublTN?K@4#H-g%XX=4^9&SvY8DDXlNCm0Ur222mbgsaTu7ul0o<$6$C0q&dW^V-` z6l^dFsCrpmwlJ8#*{7;;Y6x+D5I0@jG7T37C1MpTHW#UiF~HVGH(sY_tO z3=KOa`eD9Z8>s$t0xLuDy{llpfCUZZL4kkT>LoI!9W?qRXIOxJ?LQt|+YsJ{GQSvA zSAfd$)|IkH)j+LO-w4rPUG0gG^#qnPe^cnvCc+QTd$KodE4ny|z+w?3rsQvm;2!!+ z|C8fJ^r#jOY8H6*R8tF+QTf+wMVF^kw8E=s1Gq6a|u$mZ; zXfMo8D8l$PsD!XG%89LNb)&It=%zuy7<;m2s2$b&;Y(p3v<{ zi9cGVhXaeVZ855UDdhrBQ-E{$#`U*mIBO3wPe7yDRrrtP)AlaB5Ez0iu8h@!h%Oq- zxPJ20`jhU>Ij;bbR~(?a@zuRNcqGzx^GeJ~g@Irc_iY?GnW`0RywxAe$blKv__(}O z^6XGkEBm7zN7}29F~zd+X@(nuMhWzfc^_~65Bwpc@qlKtXTS0399H>Mdi&NLo;IbSfGxR-@V*TFT?IoND z3vJZMtGJ5;XSgKTYr6Ab3*L5p2JK-^+FKN~!)+bwd(%dPVg8sU3-NFLWr-K>-Tu}p z=}7U7G$U95H=Aq2*}G3h$QC~puGUYLKzUC(CPg81kPT9;ST*f%S&hGL)QdP1?4urZ zVH=6#n1OsKY=cls?MyGj8#fk+W~H2WLMkmPATv)~p*NS_$XZ z2e>Us3@o<3o(e}|ob;z}qT%6H@>(tfVuO0ee9l~W2kHK(a{&X(b-!TbNjp#fC3iHx z!EX_EIVz3Qi$qtnzk7kV`6QBCTDP?M;#vTZ%onp!e+ zmR=Hfa1;3ObG&)FbDEP~u#Th5|942IHad_+jYp9Yb7Ry}A1iyzv#X!7f@3m>I}@@5 zc7eGI(n{yhi(*Pj^pX$t;~#u|yt)*-%kWUY$-uL# z=9eY?4!+)rpr5^``0XMTc&_ay7G~D)R+jqrAUWG^v6^R>?t~GbJl}G_yflRPP`o`# zpt-u4BlPKm_a{~Ns%{&z`YY<<8$bVCg`)l{p3h_`@LR&B#h3M^aYUrjO0UuAZus;^ z=Ru!?-t{H*5r=PaS7$GXlzYC=!Pk9*!gPm!GF)GtuS7YEmFrL*m~&>yuo_LCI>)TN zL-rGjm~nQ;Lf`@CO3~Y}-XIom6n$!zEOKT}0D^upa5Y6bhtf+$TWaBO3ELvP0#AQ}=Gd+@{qcU5e7vXpw;*AZ@}fKk6AvC) zXOqEX@yC@#zy0Oe?E(fYR=@Z@r(STPgazxpGKZ@IMp|nVhr^w0pHK~CBXF?BDlkr^5M8H0y0u^&9>>e`1rY~ZK zk)Tv#ba|4@{X8M|?g@rxQr-5<1XXDvBvYVbia;a6UXzf&xQ}D+)IMbC!NVr8e}iK; zT-lDItLXF|^olTibN+@?T8KdPGtt2Ul+ey=sF{#2(;t=&{MvG>y}%-SD_8cmfvU zou!S)euxvW^ebNKvkvGX-7dmIDK>H8gpLne#ce)5FqZ#GFa33aFQxq-b2qQ5p9sZ* zgvaM^pl`D%?Vs_9uRb7KcD+UML_*qgoj^s!n|_DiwEk3l`Q<8&jHb%wHO z%B&}*RDuRoD4gQm&=Tfhj?xv-;R(m8p_m9NPib25eft>DW>w4j@z}X<&g@bFW?-zz zg6kbi;KIl%b|7fofez&DAG%CvI02&uz51_!#2vQ9j|Xift%YBVw$;+*N47)@*hsRw zJ-X)YaK8H!0_TBx?yjE;l(?gd*^xCD#8+7e>+n%LaRSZiy!B610p{Bn=V*qB@CbSKuanJ-6+r6&cOb6Ur0ZX;(+-jvTo5FbZ z^eB@Mk%4Mg;O2`*w3y{wU4+e|dG&3Q^p zYH=|a{ew?3L=Utj<`;6Z{o){uI5#K#pr%TIhYdQExeVj?GU;TyoS&<&CvVXjZ9vY`FYAQp|V>ufTH7>z0$%v|`4t9~yW0vw|Q{!c=_@?I1u{5M~ z9m@~r_yL3#V0pQPtYrRDuWK~n%Cmn7tMbD+xT4#ja&%WzeAn~+%4)FB@9KCP&Qwqy zYt6h-T=bDO%?&T_X|cf)O#c1HM-9C~_6*l~U0=ajg#u3O@Cp-qi6w*SZ%=3~OZ*=> zGNOYHd>mD&3++c~)+OAym3o(s&ink_A2r|dciF3kN0d|eJnNR81!oGrQISfwKo_v= z5HuA@>RlLt1`WZ4ls0tjCO=Ak&te3E^riW4bj6fcS z{7R7IbUaVClBv4xfJbI%2Tj!m6y?LA2{p2LmM;^jF1qeCTDqnW14QfA-?ku6M=>Dx z5F1qU@uXD9#(BQu&fy7Y59xUN8>;~`VPP(vZNyj69GucLaK4^E9x1b8M}u9NEF0xc zM)qs`1liPjCH=!xlkff8xsq0_zJ*~XE_hFxm+SfHBb{CV0rW9!L2?lI+QSFL7*6l#yRhA?(?o&YI4}d-riz4 zE5kY04RbYE_$D}6u_#yq9FdZdLe1hNd)t~f3$a$62uyWn@Wec6Xwm~oS+e*|rWU4P zpPL?$VlulGwm~ZGCLh6h5Cy54kT}$wb<;v4W}$sEFc*&d>Z1#Nnp3~fR0U0-tqhfc zf6ZgDY!5yQg`rLMv8Jiw7Tl;KUEB7l^BqZkO`l?W54$l53U|`<;3}v4%=h|3&7Tdj z?W2{}V!o6+Ul6axY+Zvjl{7QgiQ}w&pbnul<1h3-L6tc@Iq*!RpgkZh&kma27Mq72 z6+2yRJVf2fuw|C;#$j`OIoOs&_2ggx4hAV99i!hRu<t+>C3$mO3to}hpo%K zn{~hAK!u@vk+5f9g$uWoTn+AegPH}iZMRo-@^Pc$kE_tBaC{v;WNUj~isfGHFQbb> zHO}${)L)b?ayKq;k%tI%W z(}U;Of~WpW>FgW0&rjQ~*X!n>7BEIsm{fs~c4n1@5Pklx32C7JK&mmmm?hMx1i?Ai zG=>Nmh<*bnddSU10#67XFL{3Ab_?IK4jQ0erc-JIMx@SJF2iaQejkaiO97!=rBsc^s^Rrnbpw9|;Aj-$I@I!)B?6+n zT2H`#hEP_B4(+M;firm(dz?LZ>J^#=wgMMAL879D5>=k6LKMQ;Ff-lrmqr0%A0qV> zgh1!f^Oic{N9Z)Ba4isW;yr_H(k=0%xG({{@OzWuWHhcBJN z=lG20d0O3*zv^dpSq}?17}_7j^G}y}OJ;iUgL6h+M)2p~>M3>5i6K8x!2>X|AH*%{ zr$-I!8*J~COj1x`{~bW=5$+1l2h*bd~Id*3>cFd4Fsp7 z0eZZixG)Xbi75^gV{$j~(qRWXc0FoT(Vv>_pNm zNd{xen@|#oMO!Wt{zA|NK4$W7(D@SQ}pw(nbl zvq^&XZD`ebl2orDQCKzA)~S@pr-C$neYW&C(MZ*z5nfb^>*wB)6;p<44Gnp=lqaZ# zAmkOu`_qtGz%3 z`HVbLR<}wzI`*X&B>kY?6+&tB&=mUVnX!TE z>ii)JWOCW+$8>wlbxOw#!(&1d3#Z4FN&@)@{G8nA;DITU1#uOnkJl*s(Gbh}EmBV% zY6;w)PUyABa16b5mNX&vaw*n#RX|8~pT6(37r$;XyX6n6{_puL1hcuQWI+_gkZW9& zDRqdufz^8tCZ)vuVe!CUHx55`DM~ZNQCo%g2I&^gf3ivSK1Lq0R+9W5&b~V?=kRU& zd*7834I|McL_4&HLWG7&Q ziV~uFnG2kZ@5LH0pNUgT=Rn#uaVKCTYQ>C6*p5z$Zu$d#R#f@6Tm|hbc{WC++Nghgt7<+z5hgKRoOJSBhl62f z$FF2b#~eG%p+-c2~6nQNm>=LNK`B1LRHDM{Q@;rS!>^T1W=YPG45tTBLKm zxX14(rCrb-SqC1Ni}N{U)cdgP_wPS{{%kU94K>NxTh&hv?S?K!XgEWShvnwb z4uX1hPoFu1`X%Q_8==E~N1+El83c@#)8Fr~EBS?2duLwea|Dz_tWWx`Z0V1{IDPP}nAU3Xczqq%oiXW_JE zV)}W7$$&e9wX*I+*`l0CxH=%NUyVNNaryFP3TJm{%K@n!n~jAIlBQxOYt-e3`hbj# z*hNJ}OF&UZ0>mMnut+ixd{{lh(Dg%q+@&WJk#DYU9U1JdVN}H?dN(R%m8B&=9x>>f z`dG@f3v(NZR(?)>-QWPszE~*rJfkZ#ZvKIWx8|XVjtpT=kF(HZbb^a(mu^RGUEOJx zdFXefho&rObxgNp@Oa(IjBgK5#?;-Oz@iC!w>m0Xu(Mb3`K)GZRdu;KS}r1GV)A4* zJ$aT@)zzn=Lkl{IQL{LxX-Ho1p(Z;F9R8m_Z<(n4|&a5?baTiIOaVRJ=CM zqM+{}wB6tE&nAf;6MCEt6!c$%P)h*I7PPaRH0_zy2Qn z0$o-#(3}RHLFJ<>XB`W5pkY%;gc{huHe!*oy^d;Xz5!HHKSqU5aMm^d7}ey?)mN7d zt2c?Zo{>t?`ZV00*_{^lb@N=kg-X!a!dTIz+9+0>FY{geP0P*`0iwZW&HNsgpHJso@p-`>f+mzSFA_wnOh0bOCC z`_zDLLd7^vawoj6E58QZg3Qd4Pg4%8-S-npC{n4DV_m;X+&5=Riu;w)aA`I9PJH?O z6CQ1+zv+K4_b>DFyKBGdcdM9!aKQgl2`T0R_nrCPQyacW2fyo;VqrJI8L9*s^3lj|scEzQQPVI%eE1*bsT~3(p73{v{Lf*~ zxq1JxfI!|J)Nr^9GtPPK$fOW;X1SjLa-_lhHyuIp}Vzv_x;pC@b$l&6Cg! zj-f_Y&|&aHz0%MO6@$jG0rVDB%)Wlf}my#)f07`S;CD$(l;HG_bFx-nW-EU;`RE4DUO9jo^k`Q^)m; zQ{##msd4%C)G@|ed|24G9jvBys3*(zi9?tuA=V|s{SRYtwp><6AytGmbxd{xZDtll z{Ef;M0}7F4EHQLAj*c0B@k6geMYE7Td_8TAF9got_1AnDBt}v&^^V;*?XL@5gasdh zHy>s3k_9FW8~ZKs#eC0wXz@II1}M>Zl0-AR&;L_AgTJ&++r0z#NcC~{Grz5pEq@6n z3x;zNr$Yw7>AV`|ajwxqJ>cTuHXIzFv~jJRawS{@oZYpq&5P*jF2mJ{=#w=$eG$&S za_SKwrH@JjM_x=(Rk}vr#agSy&c96|I zw5*yX1Fr1WoF!?Rph$Tk0MPlt+Wrwq4WdF{^AUhYdjft+84`anNs)~I>Bu8OZlzmH z5oPMlMBBc=#5Cg4DT7I)NP9&YV_i(|pX5kwaJU{o-p}bjQ7>D`kNbY#o-V21j1n>e z>bTYkHEhC)WZz{w#&d4eGdn7tH)X$7KnPq${0NR;MnIgri5{!ZWjsgzZJl=3YQ|-* zG%zL<{gMd{{E~0A53J}3Uc53LncY!;$#4dId!J&?M-nViWgEzI!#u^#T|8VSe$RPe zRej}#*);j?nAY0+3TgQE-%Iz><3wVWKHdsU|3DnR)jz&eGOC;M@L)b|l~o#*w*nQ; z?YAQ?hW*cZ<@?3P0EXfDWQDIjZ*ITma-|!N#8dl2XPVK_#yg?=LI(&{OA>xBi1X_V zxQi`31#8zO#T(?ddj7I}0ZG<(j|em~3sKvuhht6XM=yWr^*L}7j6!ay?obE- zU|#R7?oNRT^5&{_6CdTF3$S)6itq;wsAI0E1q3msVB^PK25r4-{q`OjxKWSbMwRVh zG^UXMTQoPL^`yXqpHtg9Jj+I# zedVpWy9i`oNc1nXH2Ia_nvM|#A;)HKQ;5h2sNw!t;z;h%-xF|HqQOch`JIzL+`jZ! zUShSHILQTQ5sx?G{yY@Z^)br_P|Qi0+-<{J@lMEVM-!#FI#v@OBVe0Aiyj^O-M@Pz zWR~BpJnX6OJ!33U9{sI&WKL|C^f+m0krUoD9Y1zT9s7buZ)V#M5A7bfC&|fAndpta zE~LPM)JYg0)yG+^_DCNfpl#~SMYtui0a%J(ez?YbHEeB#kVr0C!-VoyvV*K~zC^W4 zHUZ*SQO58sb6lNbs^~5zwC*TH+v<8zIPom#OWVRrGMJX%Ux(EA2IrvZ`xL-BkPD~= z{U;DLcsO7SI$fZWbq=5@C@L91Tm1h0`*X$^m_sx0iLEJ^S&Mgjut3gK0N%~mQ|H&K@^(k8HN03Ct` zXt1t9B3q!V*i~qE0+i`2n+3%<2RID|Owt)*@Xp6@O`15S$osK%dC%Y%WKNn0mp402 zc7A|1T@ayh8|%*ft~3N62dTJ0XgVg3ahmD3=+1czDrxs1KmuZQ2I(ee5S=>+0u~sO zY(s(#Am;_TaIszH_P41x3DrXmBUt-RLi=GK!X0AZp^%(qrixO*xy1KfKoj9>3`64XrGKjE%x(z5G(lRpo*BhDJC^|YiDs}k!`U>=eoW^yXx zNzGJVH(zPnEy`sEdtKp2gtR%+u3?4B^Tbk6IT-#7Z*|b z2nJ94?Z0qs1?{N47>H_|(;d1DeS{Vk%X=h+4=O8v$mJ@D**p8FxwF%Tjcu|&NP#_7 z$ojKGC(kAA;^!KSjRC%yWbRbc!R~&^DbmWnzMWzIbXzpJ<6HavDXt?PZ7P6c{{=b1 zD0mL+0_m)?$>#C#@lPWnCYCg^U9U^;y zI;WyyE7NG{R|}iWa7=vs-fQ)=R@bjyFB)iAE$+SpBLzc)m8^E z5~TpL49SrM8>`p)DWrWg$ZT|WA~m}JH1Cl9Cm`M1Ai|0CNkBx5+#w(^byJAHeu`wQ zoJxN1;^Ft04D3J@3e4;nDCYfVII8{fKf+N{c$AYL^;9?yjLX`dpf%hTc5wS)IBELw zLIs>vcP%gftPOc3;c_>wao4V0h9Ff6iWZ5@cHzaBWYxSF4-Tj|F$^}lGoBO9qcLdV zBD8h33Ylb~&=~lV`Z{jELQ1W3byEgx6q-&m&lvW1fad%=Hyz_ww z3jz$K{iTFZqY;eL@0Kc#gbKHo>~&R@&9CtLrXPCKSOJQVJC^Y2*Kw((bg#Ew_I#@v z3BQrGG|gdVf7jcP_@++cH$8L1nTr)jQjKDGP40d^uNe6MaTg4jE0*7g(1}S3AeKy} zrGb0U1kQ(mn^d1+IGpmSb=LK*Addg^8=i136wZbcb<^<&coGCpk@GjP(GsK-f7R!0 zeEM_Q%9(zDJv|n;EpPnh5^VlWT3J`1|wk0fy|KE&P!Cdbpp*024f2=DH1&`Iz+W0mxT9E3_i-?7fNE%Vve94#YX#O%^+Tr(9VS_J`?5_>g~>2P zd0+>?omVjiNwuyl*DNtr?^h(6BRwQaM2U&*mj!w$ir(Qh?N|-4+*cWS=`K*0 zC~1621UGx$6IUzaIYuXZQd=)=rk?W8(x+zUZDn#jkD>!nGcSSy3;FkU3iS5$ve6on z**G)#u?;YwK_>f;lQ;($<5^XCLou+k$mIIl^3qV2Tm4NBqFE9BI@P_1no>q8wn|?Xb>j?IClw@bG(QCuers8AO2U=^fk}po~69?h`LRE zKY78Q%q5BKTE~%$K2=O3Lr($nMJoXEuE@!m+qlCW0AhkqZ0SZ5iq^0m@gqKJY1Fu4nS-x~gK@H1IR{0amG~=RMlz;K>{mqG>9K1-c z+xl}ZO*Qg%jYfCeu&#x<*{#i~|O9`ja2X(hkAPxp%(MZS!a>c?( z>=$W?gHW6_;5qe_+z<1hovfI!4={c5j?rb5h2-(jA~@Mz{09;WjA=NdEss6$>4707 z-`6`M+GKW0u)EymSHkD+u#*^9gb7Wz9uCnoqGIx*K)lO32turN?kste^}lw@IM z?wb^xE}2&Z5l)lWJs@|*eP9>L&cfoUu*xUjZ40CDsa#VqLBuh?<`_if5l;8^&>mZWmylDNl!Id{X6{Hi*ayp{2Uos)jbM& zw3(UwY)6j<6|Y_|E>Te1Gee20VSySK(p0RVFQ>gLFXO=iXGDi z1l2S2>LCfJ+(z9(hie<4DEhD#z>RPIz2x0P*3RD=_LDG*f&yEPeON2f7e{(uAbg|% z5U2*G-evF}d6=Y|5a>jMNTMz1XWD+@$w$($LRP(>OI+rWiejY?4SC6tyF=9hsDT8j z6oP{H;~=TcFi;I!UoI<9SK3mySs1Y9#$11w&Tq-@ELD0=JwJtFm2X^=l{!v%6m)hk zDep(hRFX@*7tWu@gBsK=qzNku($w@w8XBoQVIe23jX+NFR3HfW5+T|rfBJ0DUH|s& zn`Vi#tK3{b>z2p;6CQXb6V)@5>iYh6rorOjf*Xlr3TJjEm zayvF8pu|iogj0{N*3<@si-%qBa5(o8?(b#kY5$kh4Qc<5cZ<#ykO;zEcHZsR&D%i& z>?_(>DikB`<=s<`fT&uG*BseGe~x^NMnkScs^TUwNSkR*Q(^OJ>jccTJv)jMGt<7F zc9^LvtMv9>7a0O?Z`L8>Z-N{mc?|J@9ee#5gnK*>UO7UGEHxCeg>pn-BSr^T!!|3# zpF7jRif@-}Ga(}{8U1uD*JX_uv^>#(Zd6zrFhrA#)%K9F&_gjyP;59XN0~TJ-e_dz zfDUql1O>^P>};}^=AQ2^k3n`9zD-aClp#&VRw4NyHDG753w!r`)3RR(F6n#@FeolO zP@IKwToB{6MIlUHmsrfFjYL!bU7IXb=rnm#e7k2-z>3%6<<_wDn$!S;x$8&ZB;^Ujv|ehu_~X(zlgBV2h0skGqf%}xPD z;^_U*=uPiEB21`~Y;Y1>2-|a&ji3>}kFvpvT!qy;UOWK!e8r7Vi= zLxJ%zbe-Kh-c8eY&|?AP(LDH1<09(yXjC%dZ1AE94ggazO$;CAI=WRm3)NSOW)}oP z?g`&dmz;LfQO8gSJ`X^EqGV4FG2=ne{1k?#TnuL!56q*dqE#K+7pOZ#ye;YIw&cR! zT=)&h{z9(?1d(SgNm|C3q#-#P``L|KVmd5Wfq13<@KrZ^cWI_UF?6d85LrrH$*5>- zpy|Kd=ITE5eI|mIh`68gyi(?_1XjB!6oPZU62Q;tcoa`|Wi`DY+&tb4~*F-&sST?I0BO zQ?O)8S2YDPrR|JSB*NM;6J-hp;bA0+O4_)bze_dSaUVv*ELH`ZR2b+uLiOb4;$)Xa zPhS1ZYfxVI1<~#hkgL7h?=qTY*2Y;r1o;W1S`T?5ex!#6iGe~dVv+~I6&G(Nqtk?V0Du~2{2V z7cm{sN=E|Vs8;j&=@C>gfvxX4WEwzMA6J2t<3RkoPJi<^Jxb(&uqy~0(}IQ{8FHxr z{pA-(1oWKuj%Tl45s?P`_nM-jA|!GW$A3!gXUM?Js{d>4o-wD#WkO^_a-6X39|}rJ z&Nl_sOwj#>v=S6^-wn*ep}PiD!!c`L`OBA4E~7Io-H8vsApM*Tu}; zIJ8pn-B&Pp+hEncYk%CJ3Uvo{FWvk|3T6n2iHV0rMZ0ERgK9bwJOjDj2vuLMe^V0>kO;^wfA64p(r~1{8CWHjaKV|By(@%D4#McB);q!CfpcXp$-)o_Hw(|c{3$?e;ncIx8E~^DS zne5m!=KRE;D1yS|0ZEN0JR^VD?sD14(@$`s0B!=Lv(uvnIb1oE35QV*8CvoiR9U53cd`-CMNn;RaM2L z+a428NQjUB;Tt`0FyzW{&bo6T#}Fk(S0-IIL0S$qBRZ}rey7Z-vP?y~Z; zt#%P+UAfid?0-j*-LV-UZ~-mp&M+_h?%%DU=7{`iJZqqj18h3b5|mp1PE$Pu(&or$ z2SWn6`QM#XZwL9Yf9GrJfFvL*eg++DlnG`dBlk zEeE^bm)2b8_c&hi-|q;jP7j6)nmdEF4k~RTonRNiHckQnFfartgz_fRs0B^l+YsiF zcs#NVLBhls;$k4j4tNsnK-n2RRw#GuG8$>Dx{Pu(Z`*XqbVlcj{H166b|_Bcku0LU z>s0LK3V0FV`$Nn3olyLpTm%WTGkSi77mpt&`;oa%t#MI-8F3HB5_LC+qhpt1mfKvLR0=C;<)RBr9Op051ISD_;mZ325a_fn7 zB5a%&pDlT8Z>R}~bOS6~sEnwooy$Nc`WmLn7erto3Be2RPA8qKN2Zi^9oK61U*|Ch zVMi+RPwFX?XkZF{fab}SsQfRXm=TG1TTPl|O~S`4H2RdLO6j7u;}Sp|(pIQT72prv zNiLlC`4o67i}hcB$1MNeoL6r_Xw*0r!Eg5#szTu5XWlq69^4`wW8534QnJMPg2w=b zG8_bt`_>c%S)znzz?rnYOw2*hqQACZCTm){8E;J?BC!~jCr6B92-+9`SJ#5%`gL5D zFex`3(JTwX;Z89qfh_-q5L_`t9j!<1P|5#9thoP6`MgRl%NAqTEkWp6UJRr zWJ-M12fbP?bYFe{L+3U|tSvF#u%DM06R)A4g3Nb}^!=nNH*U_kgZWp97l1f-F~VY` zItloLJlnordhlL?`h4DZA^xX>5hN$KFRAq@+_695mInAI*uIR_M}#}Xl*Ew|_)V-H zmRRYjK|Njh2T5&^zS~(-q(vN20&zqmn4?{5FYcJcfln6V?L^s28Sy(HK}jonjYbJ) zzgZAG9>9uwPfU8zZlZ4l&Qsd;Mu&|Y{OjSEaQ-F9?;?Mp@G}^(k{5MMy6NB_>a9om zvzVF8%b_-+N@mW5)8w$`=%fco(kWw%^kR;V7vx+aUg%47p@5)YPybfm;@2MDL~Q&A zCenBVibP#fm3dpWS4)Q4Rkmi&hzR2h+%0MAczj~#$3X1}v@)7KuV9lgAow&PG^(Pm zWvPm_?Vzie9cmRL&ag2sa1+(ajpqNjmCsJ+i<^&P$x#0$W~qqKiJCJbaW8?S@D7v= zVPz5H`~#Ewq!rZ3IUn7E21d1 z{_WL|WX}0+i&W%{Jr&ztZZi9hVU9|7)U1X)^f7@E>?#pg%k1k`z$EO)Xpx-?I2NI; z5t1F*mOVn{cF4#9yqDHD`#^%UdJcq}k-G@E!l1L4Q?D&KAwyFLh&`@9>Bh&`n5vuSk}e`3^tUv!j}$rvlycSXwk z2EYo5Qp10v;qZ$^d2PBN!ww`TjRH9;NR)@@2Q_S-L^#Z8hY7Z0oZ@5K84 zITAKv(jS>^K{99Pl-hz&T6{byfk!(JC@a_O?d>bf5m)ZP1Jd%V{he8cz=#Hm9sz|R zm^3g{X_;|>^ne`FB8K~Z8(ro0Bu zx|hJ@2(**25*$A__me`q(cj>q00puyU}x5dpq#4O@e?O}o(`S`inngDL6uFm%`>}j!7isZezi0$<>N5(rrK;eeg|k}oGP)#tI~By#2QfV zl2z`$SZ#e>VIg$(FH`ED5ggUImSzST!MWwz7^;@;p{F-?Uk8={xuy#=r@##gRv^|1 zV$1OBU|JB0^mxx?;{x@P;=%S%UR^dDX5QF?N>ksfK3&YyD(;RWcpS(7N2r4c zeL98jn}-~H9KeB10ffMLfjrd!b=D^}(Qw~iD<+&8+#}yf0He z;vso6h1Wfl}Z&h`DDshNKxo&6w!vg3(rd9aR0z;I{~ zKmj6Pn5+jMD>*c3|GKYl;tXkNfoLU+#MyJdI!;z=d_#})q*7Fqqs z;9KX>DR>Iv?9F`Zzls{rQ2{(-zAwFod3yy*@|L0Dp)*FiVJ!hWt45>@Z1XVinRpm` z63A%ZoWB|a2@E)DMO6A)6Z1Uy$2OY2l-YY(uWNsJE=i1w&95D^C~m{MO2C#6neW*( zi29V2NDOI0I`jMY@2?%ZO_A<-d_uw*=UD?JDUa|f6t{O*fJFjw$wTQplt6~L>2;k* zd+pTka_Qj=nmssX?Pd~r3dT18+Gb{Ztjleez?1MLY%N#Kr%9Oh7@6A0=MfNnT*eL# zOY4xb#m&?W-1+iig}HdK+q@9g3K-IyMRsTKB4klRUc9JAm33CItHZ!;3AuTJ_&731 z`e2lO%CcJkX@d{l09^Mo%5C~P%-9bQbAAJ4J;Y#THrr=H_#KWN{6#^Fah1-K(7BD? zzz{0*9pos|GnT#Ce2XOr3@Ik~^7x7B)}_0|$Ln1RMsvCIX81*NedtTS8qm{_wRb#lidQOI%?N(_A<;Z zLPW$i^c3s-U{VB9oK9R3zSxC|8*i5yIJT4MzSWnpNrU!{7jh3<0xFHz&K7;&d|1SX zUEKyx0VeeR(lYaK5CFx)rLrEfiq@>YEG-49hIuMn3iWoDh>d?Ifw`(Q!#Hb*kY7X( zGP2!cR#XkmeY}Z_{l68r6~mhk9>Py!0t&((qbrSm1f5v;aML`j&!bIBb)RNs;GKQM zg3Z0lWSJz1cU_(=v6foxJzzK33(9f&ed0+dCY*0QPFF!4Q#ZV$BAzqgkyK*w&Kz!x zcw>hkaAKi~*4S==N$r<;P96IzB7P1g4M!?T4sj{5j*ZA@5jY25*7QU4Z~eiS9i|SuA4xLS zLviEpMec{0kcLc@$J&2IZ{pB^-q-C+rnFS>VG1w(tfzu_TXw=IFhgpCeLzslE?FcY zLho%@QK3oJTSc2WoxGEvPVUF4ufBaP!RN`9)b?Q!$=HunOgif!t3NyOn@B=ntg7w1 zal%@-)I)gn)W6Ur=iL(Bo|?8%^QEU6N>;mZKkz~BgCnUJ+v3=;mDUY zpVfrf{CfqEb#bhlTBIQe`R`OyWAM5!ciPSU{H3qVVV2XS-Ra}36%>J2R_LigHx zm2}DeVyXFKSl)FipfZ({?Z(t)wFQY-@(AR`#MScgCMt9wur1*Eo)5b*dD5)Kjts58 zBR};jrk-cuJ0&^pYj2)r$WEF|O)tK^>)`gFIAH>S2iO%abZAq0nuN#`dtoY!vw=zw zGTcB!U2r`;16FNNgIRCT$~B`yE(e{NH{~OQ0>B1%nb}D!5^%~c$ULk7=$!5j`+21PkAj+g~QxhCN!ITdf;+*+70G^*N;A4XF zQdwD97{IBrbC(&VJS8Aw1deaufio9&4XSJ4ns^I<6eN)(p$02-X6srDvAN@V{t?UV z^OC(gAVxCy4V6^rfB{Eb*F-VO)J$==p%TGAdWNG=)Dp&KY%Rqpuz)bB*a3B8eQvz_^qYY zH7G(Lf*-uV-|W(nT=uP-ry{~jJQvPcFEoC$qlXw8K9P7$C*OTd zo`+ZJd#fKe`cUk@a!qfuykaTj|2O)67)gQ4yb+{hPX^Lr{G#IF z06zTO)JdRb9$@VogH0N;GXk?wz%Mvyu-ino)ypsrQLqhK zUMk@mdfAG^MI%kRB<^>!)Q(Pgny^}fV zVBi7PmSA*^H=kBK97WRKRu1)@NU`;uM`YxF0dl#5gZoyK%j`pwVsfK~;!BOT+*;jt z-@}}o4V`kD0>^Nfk!I+Vy^&a0@EUVA03Vr?vk%LCeKk|ndu(^@WDj9$D?d!uqfwMT zbXOF75lIh=70GD}r&R`Hor;1`gbT^vg`|`C5-(M>Vyyjy!voC7b(2_GE~jX+rOfA)s5S9db2g!QMTHs(BCDljb)r5-c%7 z$9$W9uC20Uh(<9(YRIupnACz&3HOJopNgl z-|aNl50lH7MS_F^6l9-Zo%5PPD1M2sb?Axvfc^M}v+#x1Bk+N{!tW`dUlkgm{~|V7 zNQ;QKbqevjcHR8*`@E8T*bg@rpY7CLT!^JXHwRGd<5x8>L{N`mUp$}nnG?!rCR8vn z$!GJl-#ZKRb#_;oDQlP5-274140b_usX8k-D9kD&NPduL#n+!eDpD3l59C z;Hn1xan_odgIfioQRLv6{Ww0}{!U*}+wI$bYKG?ET;d8@j?N;7GbB59-)ecM&%wiU z{EQtNcnKd5lK747qVNBhdGn}<`!avf*`lzuY3(X-4ZWFjbLF>}?bb#R?V&?gTwPgN zJnT<_p&XC!fIH)rD;!{HC%68mWk->t0@)zk=bK&cUlz_cxPgV{2{3zpcG2JJ=<&B) z*At?;k~cURh)c#|kM9W(VN~GQ2y%gR7u#)zrjISHNyZFq1+X>ELB0UIG&5TAt#@Gb zIyR?z@~y$GMsN7RKK9c$KO%BU~SQZKOy#2xel#KCJDG zqpT7ItSN2h@7~n_m;kDg>}StDi;w>)G{dJXhoBg$LL9o{3)l-*g!0dLn>!Q5z*Dzc8S9d9EYxiP7#}VL+ zIbzWGrXEYwb&b(vu6e5q3@<-0^fVG=ZfP_XN}(EY$$wt2E>5r0QCcnx4)-n}KdxKv z9V}+<_T3YgrO9p4IZFbE{X6h5K<)x9if54?zLq_CcbEE3;Aej&u-Yy4<=d|QGKO0M z#`8`)#GR%Gzx&Ks=TMcYBxmsCX5QxO4oZaXeL`Nkc%jXCoE(pyn3Hc(4fM)CW zmQpvGRCPv1;mz9;BaX#jzm+mK2crH}u#oGU-c-JlT)P_O*0AQXxi)aECthF10G$Ua z{+=7~a@S_+cb0)aU8w06~^0Mc^?RePQDlk;?c;AWayTjyFH7A~ihXd8x zcy{m&SkwZqUaVP!@6@Tskgs^mqb+1NSmD|4I^pnwZ;Kw|eaU6O`0?Y%<&BxG&vJZ{ zUjV>|P@Qm~t-yGWx*&G6mdKSP4%=4!Ygfp!?6%~3|7^@_m{7kUznWe%Sv?Nw|W zAXiE`d5KHxr-wYTx=t|&sfJBT3J*ZV&>a8WpC&_D z&2cr5x0`q+k|l(u4i7XbtMpPwYW0+dXFXPdFXLp>W4UE8KcWC-CN={`=o7dBQ%ED_ zE(NI$aNsqS5999=@m%a0RR)7_*g>SNtf--QiB_YAu3$cutBk;er=soK9fxs`_iv6i_{Y0%|fa1}16$t_R>EPo|`>-2-zZFbV>~XG05oS`75QX}loZ z`nZ2!NF<*~&v}Ewo zD=3SU4ZWGxr3*!KbN+m1zsz`fDW-Tu=r2{D@#QV8Nddv?5w2p@{vGN!6*Rhvesp;(U=htic0nPLM}TA^AIx<8%blJ9kD z>EONCx|gWlQ?8a$Hu{i0>gLjPqzKbZSY(4m6C+t3YwGFcn+!mII}3$GTSTLmaHfE0 zB5qw)_#{Y5?_QV1cN(t(f*kKFOPv|mqkl$kxkrMH;$C|C8pz>(`TFYRt<$eCsI8B{ ze{XNB=BlbbKVv^;lU}xJ4dv>WpJw^}E+j4xwL{&6R|%tje|G5&bP!?@#_S z-+S$hGwpvxfJdKN$;!xSsJJR)oSb!q$paHX8Zcz!yP4fpxY*70x#4UT3 zvT0Mx?gD%;$gHkcvh2C}C&Ax&I8+$Ap$~p}xwV#9)_)!{3c)pTEf;x?s&J9DJrK2Q znzIUq0LZP|k+j^{XCm4Yq|GRQ#lu#93mn!+H(r;NFhPmt%9YwPgMe zo17d{!WX`+6y+<7f@ZrTgf>35X*6C`-Vf)GPq1fHG(`5m23~KT!E>kji4-)kvtocK z#Nqx)EVLSajq*4i?Xh_3)2EA&hBdFM-rNEuZ|*v=t*vD{!nvO(V`J{{ut;B*K1|JK zb~XLInNM3gb%m>@gGRkP_cQ&Urz|!02+Gwr30+^yOX_KV*wKC`!gbh;>F(SEwjVeZ zAJPY^2Oq4gZyFTl@7$ev``yS!L3$x?q12K`qp_Z6iOX6c&Ct$@*oztbp6f%C{TsqY zU&8`YQn)ZZy~rF-F%gkWgAXb?I^#VoZWi1TLTTiOPn__Fu6}^w^iEDR*yeK0D<<(5 zU&vY4S@}wHd?UpNMmx$`-YjsP^<+Dt$Talz)w+0t_GO$&sM&=4ADff7ivD8I&2c<1 z4Hd)n_rFYBzTe?lUw1v@zI-`2cw}(6?eXmFWpLd53S}oz*FRF2{e)w5o+nuU{pwy| zN&9Tk(Xf*MlpEWr8=`mayd@F zXWaut<W(w>_f&sCl<3Rhc1goiU&g6As!(i2}na~cYYVEn9XFusYh zEquQu^KMMUej(q+8niQBDkQWtZ#Hj{=L%Y`mQhnXwzh|Fu6Y}#7;P~?%gB@3kc7L- zv*opQtHE#O^x03I)GSVK{P1DDV|}WB$T1;CVatQ_;)bVHe&9}W^0l7D=7#A-jfhwB z>^eF+oh2^XaYChf15M`7Pru6b*s^=v9%7EADOpB7W?5Z5B+UWYwja|izwF2UOmQz2 zdHeM2jLC>28#(+zxV5X|N|HzReD2D)rs%#G?F?(O2PJIK{Uns*sd!I>2 zV+RB8Kot3)c1=U4XyN88(rd8@&aifZqG7Fu{+%;VTM?N zymftYU`zCxB;CMxX1#m&2(lvU>+8t*$-%*aTRRU{zZKjyE6c+)P{9FG z)+sPax704x%h(`V3{Os4ARlceW@fDdn;y5mp{*{o#EX5p>@e^$FByZsxU!W&*4zP{|DBAwrV{W|Zm zLRFi5C|GUcvL4TpUF~>#8pBmNzM({F@Uzzz0 z2zjY)OVi8C%TGf?$)us5GVZ)JWDB9mQnRh2Lqt@x*?R19ueh^j5f=ha%Vh8U4pq#A zOSqf{^Y5z4N^hvJ$%=18L`MfjL@6_v=?4cNJsSY+m!nX~TkgsgPhvg_O@`d7d; zw=S96fy!=B3y(MNNdGxHYAC<}Pb@N}2exGv23bTZ#^6XDdiB$kso) zS@{SxG)8$WYJqd?c@>r5y!7&NDc8~{AbIjbZQ%9m*Wuhho?MD^)OLk@B|}=vtX-v8 z+MUxJoLtuZ&3RH){r%KVON*e{qO5U(e&-f#ZSwH3l=f#OH>O8})f58ugw)FDM!p}T zIw+>=VdUVz{t9PN9eG<#BZ2=FY#_by$;s);#l>!J5qxDm@mTA`!k@{m`Mjx@eERIr zbI{qj<2dKt%V}gBZTPwNUXDmMbm76@rkIN7RB%oz3G^kTUbE!RWNop z752tni#t(!e~@-|-pGCcXE#V&3V_#arO!?(s*MjB$x!l}`*KS`c=K^|)cS@{BWH5d z*q8~VeJ_CiOid8$Xw~C=h@R@~>U!F$R|LBh$W$w}IY$E+R1$PtI-ygDOFeZE^%te5 zr^7SC5B;f-zg~ufDn$E}&`TpDBSXu?w7Zr5nQRctaY4aQ*dUSb^X5vU*XcWT`*(S| zLYmO>Q-9f}xVgF6lLOO_3nCacJ*TG9ru8&ZZqm`*f3$i%%WLI}z6f}x3knJXQ1%5K znIgxjDIKh z?USt$Ut{TyzF%6}V5WFQyZD9C+vlxF<2(Y;tnL zxUoEs!uulecp20~{~+@e@vXGyI}ak@fkNDqUb6M09B=twO)Ea2()TzT4tvS#+ihaO z8egucryX_4?Y$Nm8X4JeD`+e0z&}1MN)%b7xM>(qBvbvzFW!&37$49IU7{qG-Y6K4 zlA)HpBM$f5JLD*hC(818#}zY=rcym;~Ai|H3?5D18x zROU<5eHd(1dw@7(W5W-O4hu*rew5660!OwGAX{YLslQ|RWhgzV1QsMiKz3Nz!L+^? zzhT)hpk6pw6b~Lf`i)%UBO}vtS^qmc;P2@-5kPug;0RB#bLUO)9fwm{?m~^pzWO_Y zrr+W(4UHEYHoka|hqT2os72j|pa8*$A4m-iQIaXSUu-9MuYXJibu7h;mo6nksX=FW zcsL2@6)E7(elo7vKRpi&aR6}m%*k|4{ccJAE0?n1i+ z%H6wFA!(IkpWoA(XW63)I$)~q?j?Dt$GbYm3(PtB-adEz@%V)5jT_-zB3wK?ZQYg} z8COEslYnIpgduJXtCB*vVm>B7|2?;4MjASGS)V&C*Xd2LJ zqygnZPGMmU)LIC%h=%*oW78{dQlG0ps`lzsXI7*<~=Q^}yz=kq;U}M?| zeS&WP{zQ1Nl7Q8g1j0*owkcF_UbqOmH092n%8)bdc%i1MnivyvcmdiMwKI*|k(bsu z&^}DxTLQhytSROkfC%mG_dt+Jf~m?;TjCyvm^dEfwH`-FO|1@fO(QY|yROb31#53g z^eAESYa6w=eJqBq(Yt+Bbe$tf7ecH*%2@WiBP;Vu3Gh$YZ zKC1x8B*NlLLj$B+@#N&>mR$rKiHO&x1av@JrtseQ3R$_Pi3N86Vt-}^22#@sEi7z% zH*-DUMxf+*~yO3}J6d3C?GFD)+a z7z8~I%l?kM1N-(>Lc; zo6>c~VI3YXx-DpCZVq8I9vG0YR~JV}q9W_puv3W11z7AeJSrjr<$fky&@v*u zaWDIOqmoo7JTcZuR$64RWXjfm%S}#A4W{njhvs1GeI`!HCgVouXvm*<8=9VeloGS_KFPtW-~+4&0>t|%ywjeB)@ zdRYjrqrHf|hNaU;9YE?44vw9$OkzBBel55Hu&#s#9}6Kaf?laB4$@Djp*#&)=?FBz zU$Gm{9wkizVKsXgc#D7nG-Kt|AtUl>l2wcl9nHGK`yPU_uNV#HyI@Jc=pby}nCpNe zDNUl(hPl5BWb28+*rJmkCONUb%6_Ulx0dO3WTdT~T^y`U9cZ&`=DVx?weG`*b6lGY z?oK*gH`HPAf()XPwsr~+-0V1bke)w(j%E>UIDlfj;aH~cx$-tI6-c$vc(|8^#p*+p zRzDmwD5$6ezw8)sfgSEpxwrn@vpL2pxI<%+}bdzr+QO zC(RaJaDpVPzM|CrVh(2%)N&1c4mgW^RV;+QCTRLG&D-2YSDzXh0-^1KHl#MbZxFKq zq_%s9cl{kWpi1Ap`@U-xK7JviV`yT++)hik)HM|Pa;TZb;(3Z4CJvmq78P&Y7%<^`txMBxLPt`p$oYq~gD1UFhuODpO3{JdJZ=SC~+%)~fV z;$jy!im|h^C&N?jusnNns>^Y}Yx)P@IXkV=wdvyVd*m!i;*OI_u%D^I>6Y{KX_dGC zr?V>$hdPhLqj{#4(mFb19ibepo+(8oav!yWU1G|uLX*a=+=hD|qMc3ezH z=!3{h+U=Xmd;IwEuRS3lA$;txqp>kZUhiajBzg2*EWmqU@;_8^zW)P;q&=_zAhS)5?BP5 z;DJb&dC;enVmWJ0?eXt()6Y+l?Q*yPv*_Z2G5eM6q3t5KkBj);m9i00piEG>R?Aq{Pt4=MM$c3N3kAwq8Llf;1A zAz0#&xEFulrva*EvXYIlF$MZD40OZV`Fye2LRVQCnJ&05K@q36Y13H@76ZrHwb)TG z)n9#N0F+?E|1SSS%@`lk=JTFhnXz(2lLa4OUW80vPAl+|q(hMd@K(9Wh=Y zrcYo@y{Vs{B4Ts?Z6>#KJOTnF`8r<+5dopLbaq|`g?uKG2nfAF(I+;LiHYJ2byKA7pQ&Hcd}AzU*nv@gOj>ZQ!^0}syb}kiKGBn;jR!De{rE0|7p+N03Z}DSKiNq z^YYus2oK>PC@hTT3E+=NCBV9?1pRHb!tO`l=8;t)cBI7g(`Oe)GvC_A#(R38F|VND z#FLnqm>au;RB>T^@yB4c$tWte5=L9%rAy7|ed+Xy935Mgv)j}PIp?IDMuFoTWHM!C zWzBHQg(oztV1OWQ49i=C$VymanyAiOl`GY>1)dm^9C+#KcDvi#FXJR9+i~^ibh>Tk zZm~ycS`L9hL0)L@@%~l8Lk9rQSz{WFo*=2Vtf(j#;VS9c>9O_|`D;2WJPJ{F;3(w2 z9DUj``s!W?S44Mzm=0{Szjle3E4ked9mIg?2z-7?l1WLCf_9A(fq?;W zBjXN%;x9=-frSpAAa8DNibA2VM_89HP_Fap`ytEyi1)uJpmg9r`~6t z+XCP6q|sDS!a=XX7>9|3+K3B*DVi1hF0eWQGxcbJqeXMWK5XEdNbyo~a*1578jf0f zM@JR16*~)1e|16?Fop1l2n=*jcEl+wE0d6d2CKNd+y`Pv+&~&9YU27s0ip+;U1eQfaUxx*TnjhyUx zI5QKPD>|QyJ9#-Z)s)53f^LV7IFVmk%D5Rp@L)Vg`%on%Dk_TDtzaE+ms>oyy?_S? zP%h$)Apf5zf5L6Q)eEyE$w>&+Di@29x=m9P7QOM_;Cr|d*XAwi{!6q8^IPt;- zXdNz-HJB3&Ux6sOz1SfFq!nO#M+P3nBT}@Lx$L5#8t$(2qAJJCNaJQSwzeiAK4W_? zVu{FT3v7PyY4BaKd)F1k-C;O8%YyLb63_`DqV34#a$a$x{_ z;-|cGQnlv55}KbonTdVsOMu?cT<})@AK-!m@c<&YgU{a($A2Rcb4xp9c#X;}?#C$j N*>7QMUT*4{@CUhNsFwf$ literal 0 HcmV?d00001 diff --git a/projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/training_results.csv b/projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/training_results.csv new file mode 100644 index 0000000..0912f70 --- /dev/null +++ b/projects/codes/Sarsa/outputs/Racetrack-v0/20220825-212738/results/training_results.csv @@ -0,0 +1,301 @@ +episodes,rewards,steps +0,-3460,1000 +1,-2800,1000 +2,-2910,1000 +3,-2620,1000 +4,-2620,1000 +5,-2590,1000 +6,-2390,1000 +7,-2510,1000 +8,-2470,1000 +9,-611,251 +10,-891,371 +11,-265,125 +12,-2281,911 +13,-1203,523 +14,-616,266 +15,-213,113 +16,-633,273 +17,-1112,482 +18,-350,160 +19,-852,342 +20,-87,47 +21,-11,11 +22,-27,17 +23,-117,57 +24,-15,15 +25,4,6 +26,-27,17 +27,-94,44 +28,-184,84 +29,-44,24 +30,-150,80 +31,-14,14 +32,-219,89 +33,-50,30 +34,-111,61 +35,-10,10 +36,-28,18 +37,-34,24 +38,-12,12 +39,-19,19 +40,-136,66 +41,-171,71 +42,-51,31 +43,4,6 +44,-117,57 +45,4,6 +46,4,6 +47,-127,67 +48,-78,48 +49,-311,131 +50,-25,15 +51,4,6 +52,-49,29 +53,-25,15 +54,-78,48 +55,-238,108 +56,4,6 +57,-17,17 +58,-29,19 +59,-218,98 +60,4,6 +61,-129,59 +62,-344,144 +63,-25,15 +64,-15,15 +65,-77,37 +66,2,8 +67,0,10 +68,4,6 +69,4,6 +70,-242,102 +71,3,7 +72,4,6 +73,-53,33 +74,-14,14 +75,4,6 +76,4,6 +77,-30,20 +78,-12,12 +79,2,8 +80,-12,12 +81,-150,70 +82,-48,28 +83,-102,52 +84,4,6 +85,-97,47 +86,-10,10 +87,-125,55 +88,-28,18 +89,-26,16 +90,-107,57 +91,4,6 +92,-16,16 +93,-84,44 +94,-13,13 +95,-43,23 +96,-14,14 +97,-12,12 +98,-13,13 +99,-2,12 +100,-14,14 +101,-47,27 +102,4,6 +103,4,6 +104,-91,51 +105,-65,35 +106,4,6 +107,-12,12 +108,-14,14 +109,-13,13 +110,4,6 +111,-41,31 +112,-13,13 +113,4,6 +114,-4,14 +115,-74,34 +116,4,6 +117,-60,30 +118,4,6 +119,-15,15 +120,3,7 +121,4,6 +122,4,6 +123,-19,19 +124,4,6 +125,-49,29 +126,-13,13 +127,-30,20 +128,2,8 +129,-21,21 +130,-45,25 +131,-32,22 +132,-67,37 +133,-46,26 +134,0,10 +135,-12,12 +136,-9,9 +137,-10,10 +138,-14,14 +139,4,6 +140,-11,11 +141,-12,12 +142,2,8 +143,-35,25 +144,4,6 +145,-73,43 +146,4,6 +147,-20,20 +148,4,6 +149,2,8 +150,-29,19 +151,-20,20 +152,4,6 +153,-28,18 +154,4,6 +155,4,6 +156,4,6 +157,4,6 +158,-34,24 +159,4,6 +160,4,6 +161,4,6 +162,-25,15 +163,4,6 +164,3,7 +165,-48,28 +166,4,6 +167,-58,38 +168,-20,20 +169,-9,9 +170,3,7 +171,4,6 +172,3,7 +173,-33,23 +174,-50,30 +175,-16,16 +176,-32,22 +177,-65,35 +178,4,6 +179,-13,13 +180,-11,11 +181,3,7 +182,4,6 +183,-16,16 +184,-12,12 +185,4,6 +186,-48,28 +187,-13,13 +188,2,8 +189,3,7 +190,-27,17 +191,3,7 +192,4,6 +193,4,6 +194,4,6 +195,4,6 +196,4,6 +197,-13,13 +198,-14,14 +199,4,6 +200,4,6 +201,-13,13 +202,-33,23 +203,4,6 +204,-32,22 +205,4,6 +206,-48,28 +207,4,6 +208,4,6 +209,3,7 +210,4,6 +211,-34,24 +212,3,7 +213,4,6 +214,4,6 +215,4,6 +216,3,7 +217,-12,12 +218,3,7 +219,-8,8 +220,3,7 +221,4,6 +222,-46,26 +223,-33,23 +224,4,6 +225,1,9 +226,3,7 +227,2,8 +228,-34,24 +229,4,6 +230,4,6 +231,4,6 +232,4,6 +233,-55,35 +234,-37,27 +235,4,6 +236,-14,14 +237,-65,35 +238,4,6 +239,-13,13 +240,4,6 +241,4,6 +242,-13,13 +243,-30,20 +244,3,7 +245,-13,13 +246,4,6 +247,4,6 +248,-13,13 +249,-32,22 +250,4,6 +251,-55,35 +252,-12,12 +253,3,7 +254,3,7 +255,3,7 +256,4,6 +257,2,8 +258,-12,12 +259,3,7 +260,-10,10 +261,-12,12 +262,4,6 +263,3,7 +264,3,7 +265,-16,16 +266,3,7 +267,-47,27 +268,-13,13 +269,4,6 +270,3,7 +271,-13,13 +272,4,6 +273,4,6 +274,-17,17 +275,4,6 +276,3,7 +277,3,7 +278,4,6 +279,-41,31 +280,3,7 +281,-47,27 +282,-32,22 +283,4,6 +284,3,7 +285,-17,17 +286,3,7 +287,3,7 +288,3,7 +289,-12,12 +290,4,6 +291,3,7 +292,3,7 +293,-24,14 +294,3,7 +295,4,6 +296,3,7 +297,3,7 +298,3,7 +299,-13,13 diff --git a/projects/codes/Sarsa/sarsa.py b/projects/codes/Sarsa/sarsa.py index c10d226..37ed818 100644 --- a/projects/codes/Sarsa/sarsa.py +++ b/projects/codes/Sarsa/sarsa.py @@ -5,7 +5,7 @@ Author: John Email: johnjim0816@gmail.com Date: 2021-03-12 16:58:16 LastEditor: John -LastEditTime: 2022-08-25 00:23:22 +LastEditTime: 2022-08-25 21:26:08 Discription: Environment: ''' @@ -30,7 +30,7 @@ class Sarsa(object): self.sample_count += 1 self.epsilon = self.epsilon_end + (self.epsilon_start - self.epsilon_end) * \ math.exp(-1. * self.sample_count / self.epsilon_decay) # The probability to select a random action, is is log decayed - best_action = np.argmax(self.Q_table[state]) + best_action = np.argmax(self.Q_table[str(state)]) # array cannot be hashtable, thus convert to str action_probs = np.ones(self.n_actions, dtype=float) * self.epsilon / self.n_actions action_probs[best_action] += (1.0 - self.epsilon) action = np.random.choice(np.arange(len(action_probs)), p=action_probs) @@ -38,27 +38,27 @@ class Sarsa(object): def predict_action(self,state): ''' predict action while testing ''' - action = np.argmax(self.Q_table[state]) + action = np.argmax(self.Q_table[str(state)]) return action def update(self, state, action, reward, next_state, next_action,done): - Q_predict = self.Q_table[state][action] + Q_predict = self.Q_table[str(state)][action] if done: Q_target = reward # terminal state else: - Q_target = reward + self.gamma * self.Q_table[next_state][next_action] # the only difference from Q learning - self.Q_table[state][action] += self.lr * (Q_target - Q_predict) + Q_target = reward + self.gamma * self.Q_table[str(next_state)][next_action] # the only difference from Q learning + self.Q_table[str(state)][action] += self.lr * (Q_target - Q_predict) def save_model(self,path): import dill from pathlib import Path # create path Path(path).mkdir(parents=True, exist_ok=True) torch.save( - obj=self.Q_table_table, + obj=self.Q_table, f=path+"checkpoint.pkl", pickle_module=dill ) print("Model saved!") def load_model(self, path): import dill - self.Q_table_table =torch.load(f=path+'checkpoint.pkl',pickle_module=dill) + self.Q_table=torch.load(f=path+'checkpoint.pkl',pickle_module=dill) print("Mode loaded!") \ No newline at end of file diff --git a/projects/codes/Sarsa/task1.py b/projects/codes/Sarsa/task1.py deleted file mode 100644 index 3fe8fb9..0000000 --- a/projects/codes/Sarsa/task1.py +++ /dev/null @@ -1,131 +0,0 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -Author: John -Email: johnjim0816@gmail.com -Date: 2020-09-11 23:03:00 -LastEditor: John -LastEditTime: 2022-08-04 22:44:00 -Discription: -Environment: -''' -import sys -import os -curr_path = os.path.dirname(os.path.abspath(__file__)) # 当前文件所在绝对路径 -parent_path = os.path.dirname(curr_path) # 父路径 -sys.path.append(parent_path) # 添加路径到系统路径 - -import gym -import torch -import datetime -import argparse -from envs.gridworld_env import CliffWalkingWapper -from Sarsa.sarsa import Sarsa -from common.utils import plot_rewards,save_args -from common.utils import save_results,make_dir - - -def get_args(): - """ - """ - curr_time = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") # 获取当前时间 - parser = argparse.ArgumentParser(description="hyperparameters") - parser.add_argument('--algo_name',default='Sarsa',type=str,help="name of algorithm") - parser.add_argument('--env_name',default='CliffWalking-v0',type=str,help="name of environment") - parser.add_argument('--train_eps',default=400,type=int,help="episodes of training") # 训练的回合数 - parser.add_argument('--test_eps',default=20,type=int,help="episodes of testing") # 测试的回合数 - parser.add_argument('--gamma',default=0.90,type=float,help="discounted factor") # 折扣因子 - parser.add_argument('--epsilon_start',default=0.95,type=float,help="initial value of epsilon") # e-greedy策略中初始epsilon - parser.add_argument('--epsilon_end',default=0.01,type=float,help="final value of epsilon") # e-greedy策略中的终止epsilon - parser.add_argument('--epsilon_decay',default=300,type=int,help="decay rate of epsilon") # e-greedy策略中epsilon的衰减率 - parser.add_argument('--lr',default=0.1,type=float,help="learning rate") - parser.add_argument('--device',default='cpu',type=str,help="cpu or cuda") - parser.add_argument('--result_path',default=curr_path + "/outputs/" + parser.parse_args().env_name + \ - '/' + curr_time + '/results/' ) - parser.add_argument('--model_path',default=curr_path + "/outputs/" + parser.parse_args().env_name + \ - '/' + curr_time + '/models/' ) # path to save models - parser.add_argument('--save_fig',default=True,type=bool,help="if save figure or not") - args = parser.parse_args([]) - return args -curr_time = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") # 获取当前时间 - -def train(cfg,env,agent): - print('开始训练!') - print(f'环境:{cfg.env_name}, 算法:{cfg.algo_name}, 设备:{cfg.device}') - rewards = [] # 记录奖励 - for i_ep in range(cfg.train_eps): - ep_reward = 0 # 记录每个回合的奖励 - state = env.reset() # 重置环境,即开始新的回合 - action = agent.sample(state) - while True: - action = agent.sample(state) # 根据算法采样一个动作 - next_state, reward, done, _ = env.step(action) # 与环境进行一次动作交互 - next_action = agent.sample(next_state) - agent.update(state, action, reward, next_state, next_action,done) # 算法更新 - state = next_state # 更新状态 - action = next_action - ep_reward += reward - if done: - break - rewards.append(ep_reward) - print(f"回合:{i_ep+1}/{cfg.train_eps},奖励:{ep_reward:.1f},Epsilon:{agent.epsilon}") - print('完成训练!') - return {"rewards":rewards} - -def test(cfg,env,agent): - print('开始测试!') - print(f'环境:{cfg.env_name}, 算法:{cfg.algo_name}, 设备:{cfg.device}') - rewards = [] # 记录所有回合的奖励 - for i_ep in range(cfg.test_eps): - ep_reward = 0 # 记录每个episode的reward - state = env.reset() # 重置环境, 重新开一局(即开始新的一个回合) - while True: - action = agent.predict(state) # 根据算法选择一个动作 - next_state, reward, done, _ = env.step(action) # 与环境进行一个交互 - state = next_state # 更新状态 - ep_reward += reward - if done: - break - rewards.append(ep_reward) - print(f"回合数:{i_ep+1}/{cfg.test_eps}, 奖励:{ep_reward:.1f}") - print('完成测试!') - return {"rewards":rewards} - -def env_agent_config(cfg,seed=1): - '''创建环境和智能体 - Args: - cfg ([type]): [description] - seed (int, optional): 随机种子. Defaults to 1. - Returns: - env [type]: 环境 - agent : 智能体 - ''' - env = gym.make(cfg.env_name) - env = CliffWalkingWapper(env) - env.seed(seed) # 设置随机种子 - n_states = env.observation_space.n # 状态维度 - n_actions = env.action_space.n # 动作维度 - print(f"状态数:{n_states},动作数:{n_actions}") - agent = Sarsa(n_actions,cfg) - return env,agent -if __name__ == "__main__": - cfg = get_args() - # 训练 - env, agent = env_agent_config(cfg) - res_dic = train(cfg, env, agent) - make_dir(cfg.result_path, cfg.model_path) - save_args(cfg) # save parameters - agent.save(path=cfg.model_path) # save model - save_results(res_dic, tag='train', - path=cfg.result_path) - plot_rewards(res_dic['rewards'], cfg, tag="train") - # 测试 - env, agent = env_agent_config(cfg) - agent.load(path=cfg.model_path) # 导入模型 - res_dic = test(cfg, env, agent) - save_results(res_dic, tag='test', - path=cfg.result_path) # 保存结果 - plot_rewards(res_dic['rewards'], cfg, tag="test") # 画出结果 - - - diff --git a/projects/codes/common/launcher.py b/projects/codes/common/launcher.py index d26bce1..43f6f45 100644 --- a/projects/codes/common/launcher.py +++ b/projects/codes/common/launcher.py @@ -24,7 +24,7 @@ class Launcher: save_results(res_dic, tag = 'train', path = cfg['result_path']) # save results plot_rewards(res_dic['rewards'], cfg, path = cfg['result_path'],tag = "train") # plot results # testing - env, agent = self.env_agent_config(cfg) # create new env for testing, sometimes can ignore this step + # env, agent = self.env_agent_config(cfg) # create new env for testing, sometimes can ignore this step agent.load_model(path = cfg['model_path']) # load model res_dic = self.test(cfg, env, agent) save_results(res_dic, tag='test', diff --git a/projects/codes/common/memories.py b/projects/codes/common/memories.py index 255333a..1317dd1 100644 --- a/projects/codes/common/memories.py +++ b/projects/codes/common/memories.py @@ -5,7 +5,7 @@ @Email: johnjim0816@gmail.com @Date: 2020-06-10 15:27:16 @LastEditor: John -LastEditTime: 2022-08-22 17:23:21 +LastEditTime: 2022-08-28 23:44:06 @Discription: @Environment: python 3.7.7 ''' @@ -39,12 +39,12 @@ class ReplayBufferQue: def __init__(self, capacity: int) -> None: self.capacity = capacity self.buffer = deque(maxlen=self.capacity) - def push(self,trainsitions): + def push(self,transitions): '''_summary_ Args: trainsitions (tuple): _description_ ''' - self.buffer.append(trainsitions) + self.buffer.append(transitions) def sample(self, batch_size: int, sequential: bool = False): if batch_size > len(self.buffer): batch_size = len(self.buffer) diff --git a/projects/codes/common/models.py b/projects/codes/common/models.py index 1e7bbaa..3e3e562 100644 --- a/projects/codes/common/models.py +++ b/projects/codes/common/models.py @@ -5,7 +5,7 @@ Author: John Email: johnjim0816@gmail.com Date: 2021-03-12 21:14:12 LastEditor: John -LastEditTime: 2021-09-15 13:21:03 +LastEditTime: 2022-08-29 14:24:44 Discription: Environment: ''' @@ -31,40 +31,45 @@ class MLP(nn.Module): x = F.relu(self.fc2(x)) return self.fc3(x) +class ActorSoftmax(nn.Module): + def __init__(self, input_dim, output_dim, hidden_dim=256): + super(ActorSoftmax, self).__init__() + self.fc1 = nn.Linear(input_dim, hidden_dim) + self.fc2 = nn.Linear(hidden_dim, output_dim) + def forward(self,state): + dist = F.relu(self.fc1(state)) + dist = F.softmax(self.fc2(dist),dim=1) + return dist class Critic(nn.Module): - def __init__(self, n_obs, n_actions, hidden_size, init_w=3e-3): - super(Critic, self).__init__() - - self.linear1 = nn.Linear(n_obs + n_actions, hidden_size) - self.linear2 = nn.Linear(hidden_size, hidden_size) - self.linear3 = nn.Linear(hidden_size, 1) - # 随机初始化为较小的值 - self.linear3.weight.data.uniform_(-init_w, init_w) - self.linear3.bias.data.uniform_(-init_w, init_w) - - def forward(self, state, action): - # 按维数1拼接 - x = torch.cat([state, action], 1) - x = F.relu(self.linear1(x)) - x = F.relu(self.linear2(x)) - x = self.linear3(x) - return x + def __init__(self,input_dim,output_dim,hidden_dim=256): + super(Critic,self).__init__() + assert output_dim == 1 # critic must output a single value + self.fc1 = nn.Linear(input_dim, hidden_dim) + self.fc2 = nn.Linear(hidden_dim, output_dim) + def forward(self,state): + value = F.relu(self.fc1(state)) + value = self.fc2(value) + return value -class Actor(nn.Module): - def __init__(self, n_obs, n_actions, hidden_size, init_w=3e-3): - super(Actor, self).__init__() - self.linear1 = nn.Linear(n_obs, hidden_size) - self.linear2 = nn.Linear(hidden_size, hidden_size) - self.linear3 = nn.Linear(hidden_size, n_actions) +class ActorCriticSoftmax(nn.Module): + def __init__(self, input_dim, output_dim, actor_hidden_dim=256,critic_hidden_dim=256): + super(ActorCriticSoftmax, self).__init__() + + self.critic_fc1 = nn.Linear(input_dim, critic_hidden_dim) + self.critic_fc2 = nn.Linear(critic_hidden_dim, 1) + + self.actor_fc1 = nn.Linear(input_dim, actor_hidden_dim) + self.actor_fc2 = nn.Linear(actor_hidden_dim, output_dim) + + def forward(self, state): + # state = Variable(torch.from_numpy(state).float().unsqueeze(0)) + value = F.relu(self.critic_fc1(state)) + value = self.critic_fc2(value) - self.linear3.weight.data.uniform_(-init_w, init_w) - self.linear3.bias.data.uniform_(-init_w, init_w) - - def forward(self, x): - x = F.relu(self.linear1(x)) - x = F.relu(self.linear2(x)) - x = torch.tanh(self.linear3(x)) - return x + policy_dist = F.relu(self.actor_fc1(state)) + policy_dist = F.softmax(self.actor_fc2(policy_dist), dim=1) + + return value, policy_dist class ActorCritic(nn.Module): def __init__(self, n_states, n_actions, hidden_dim=256): diff --git a/projects/codes/envs/register.py b/projects/codes/envs/register.py index d92a93d..38074cf 100644 --- a/projects/codes/envs/register.py +++ b/projects/codes/envs/register.py @@ -5,7 +5,7 @@ def register_env(env_name): if env_name == 'Racetrack-v0': register( id='Racetrack-v0', - entry_point='racetrack:RacetrackEnv', + entry_point='envs.racetrack:RacetrackEnv', max_episode_steps=1000, kwargs={} ) diff --git a/projects/codes/scripts/A2C_CartPole-v0.sh b/projects/codes/scripts/A2C_CartPole-v0.sh new file mode 100644 index 0000000..4fcc9a1 --- /dev/null +++ b/projects/codes/scripts/A2C_CartPole-v0.sh @@ -0,0 +1,15 @@ +# run A2C on CartPole-v0 +# source conda, if you are already in proper conda environment, then comment the codes util "conda activate easyrl" + +if [ -f "$HOME/anaconda3/etc/profile.d/conda.sh" ]; then + echo "source file at ~/anaconda3/etc/profile.d/conda.sh" + source ~/anaconda3/etc/profile.d/conda.sh +elif [ -f "$HOME/opt/anaconda3/etc/profile.d/conda.sh" ]; then + echo "source file at ~/opt/anaconda3/etc/profile.d/conda.sh" + source ~/opt/anaconda3/etc/profile.d/conda.sh +else + echo 'please manually config the conda source path' +fi +conda activate easyrl # easyrl here can be changed to another name of conda env that you have created +codes_dir=$(dirname $(dirname $(readlink -f "$0"))) # "codes" path +python $codes_dir/A2C/main.py \ No newline at end of file diff --git a/projects/codes/scripts/DQN_task2.sh b/projects/codes/scripts/DQN_Acrobot-v1.sh similarity index 100% rename from projects/codes/scripts/DQN_task2.sh rename to projects/codes/scripts/DQN_Acrobot-v1.sh diff --git a/projects/codes/scripts/DQN_task0.sh b/projects/codes/scripts/DQN_CartPole-v0.sh similarity index 100% rename from projects/codes/scripts/DQN_task0.sh rename to projects/codes/scripts/DQN_CartPole-v0.sh diff --git a/projects/codes/scripts/DQN_task1.sh b/projects/codes/scripts/DQN_CartPole-v1.sh similarity index 83% rename from projects/codes/scripts/DQN_task1.sh rename to projects/codes/scripts/DQN_CartPole-v1.sh index d9ca67d..8cac524 100644 --- a/projects/codes/scripts/DQN_task1.sh +++ b/projects/codes/scripts/DQN_CartPole-v1.sh @@ -1,6 +1,4 @@ -''' -run DQN on CartPole-v1, not finished yet -''' +# run DQN on CartPole-v1, not finished yet # source conda, if you are already in proper conda environment, then comment the codes util "conda activate easyrl" if [ -f "$HOME/anaconda3/etc/profile.d/conda.sh" ]; then echo "source file at ~/anaconda3/etc/profile.d/conda.sh" @@ -13,4 +11,4 @@ else fi conda activate easyrl # easyrl here can be changed to another name of conda env that you have created codes_dir=$(dirname $(dirname $(readlink -f "$0"))) # "codes" path -python $codes_dir/DQN/main.py --env_name CartPole-v1 --train_eps 500 --epsilon_decay 1000 --memory_capacity 200000 --batch_size 128 --device cuda \ No newline at end of file +python $codes_dir/DQN/main.py --env_name CartPole-v1 --train_eps 2000 --gamma 0.99 --epsilon_decay 6000 --lr 0.00001 --memory_capacity 200000 --batch_size 64 --device cuda \ No newline at end of file diff --git a/projects/codes/scripts/Qlearning_task0.sh b/projects/codes/scripts/PolicyGradient_CartPole-v0.sh similarity index 93% rename from projects/codes/scripts/Qlearning_task0.sh rename to projects/codes/scripts/PolicyGradient_CartPole-v0.sh index 7ed9089..d7e0a69 100644 --- a/projects/codes/scripts/Qlearning_task0.sh +++ b/projects/codes/scripts/PolicyGradient_CartPole-v0.sh @@ -1,4 +1,3 @@ - # source conda, if you are already in proper conda environment, then comment the codes util "conda activate easyrl" if [ -f "$HOME/anaconda3/etc/profile.d/conda.sh" ]; then echo "source file at ~/anaconda3/etc/profile.d/conda.sh" @@ -11,4 +10,4 @@ else fi conda activate easyrl # easyrl here can be changed to another name of conda env that you have created codes_dir=$(dirname $(dirname $(readlink -f "$0"))) # "codes" path -python $codes_dir/QLearning/main.py --device cpu \ No newline at end of file +python $codes_dir/PolicyGradient/main.py \ No newline at end of file diff --git a/projects/codes/scripts/Qlearning_CliffWalking-v0.sh b/projects/codes/scripts/Qlearning_CliffWalking-v0.sh new file mode 100644 index 0000000..233cec7 --- /dev/null +++ b/projects/codes/scripts/Qlearning_CliffWalking-v0.sh @@ -0,0 +1,12 @@ +if [ -f "$HOME/anaconda3/etc/profile.d/conda.sh" ]; then + echo "source file at ~/anaconda3/etc/profile.d/conda.sh" + source ~/anaconda3/etc/profile.d/conda.sh +elif [ -f "$HOME/opt/anaconda3/etc/profile.d/conda.sh" ]; then + echo "source file at ~/opt/anaconda3/etc/profile.d/conda.sh" + source ~/opt/anaconda3/etc/profile.d/conda.sh +else + echo 'please manually config the conda source path' +fi +conda activate easyrl # easyrl here can be changed to another name of conda env that you have created +codes_dir=$(dirname $(dirname $(readlink -f "$0"))) # "codes" path +python $codes_dir/QLearning/main.py --env_name CliffWalking-v0 --train_eps 400 --gamma 0.90 --epsilon_start 0.95 --epsilon_end 0.01 --epsilon_decay 300 --lr 0.1 --device cpu \ No newline at end of file diff --git a/projects/codes/scripts/Qlearning_task1.sh b/projects/codes/scripts/Qlearning_FrozenLakeNoSlippery-v1.sh similarity index 93% rename from projects/codes/scripts/Qlearning_task1.sh rename to projects/codes/scripts/Qlearning_FrozenLakeNoSlippery-v1.sh index fadb1a6..0df0547 100644 --- a/projects/codes/scripts/Qlearning_task1.sh +++ b/projects/codes/scripts/Qlearning_FrozenLakeNoSlippery-v1.sh @@ -11,5 +11,4 @@ else fi conda activate easyrl # easyrl here can be changed to another name of conda env that you have created codes_dir=$(dirname $(dirname $(readlink -f "$0"))) # "codes" path -python $codes_dir/envs/register.py # register environment python $codes_dir/QLearning/main.py --env_name FrozenLakeNoSlippery-v1 --train_eps 800 --epsilon_start 0.70 --epsilon_end 0.1 --epsilon_decay 2000 --gamma 0.9 --lr 0.9 --device cpu \ No newline at end of file diff --git a/projects/codes/scripts/Qlearning_Racetrack-v0.sh b/projects/codes/scripts/Qlearning_Racetrack-v0.sh new file mode 100644 index 0000000..00599fa --- /dev/null +++ b/projects/codes/scripts/Qlearning_Racetrack-v0.sh @@ -0,0 +1,14 @@ + +# source conda, if you are already in proper conda environment, then comment the codes util "conda activate easyrl" +if [ -f "$HOME/anaconda3/etc/profile.d/conda.sh" ]; then + echo "source file at ~/anaconda3/etc/profile.d/conda.sh" + source ~/anaconda3/etc/profile.d/conda.sh +elif [ -f "$HOME/opt/anaconda3/etc/profile.d/conda.sh" ]; then + echo "source file at ~/opt/anaconda3/etc/profile.d/conda.sh" + source ~/opt/anaconda3/etc/profile.d/conda.sh +else + echo 'please manually config the conda source path' +fi +conda activate easyrl # easyrl here can be changed to another name of conda env that you have created +codes_dir=$(dirname $(dirname $(readlink -f "$0"))) # "codes" path +python $codes_dir/QLearning/main.py --env_name Racetrack-v0 --device cpu \ No newline at end of file diff --git a/projects/codes/scripts/Sarsa_CliffWalking-v0.sh b/projects/codes/scripts/Sarsa_CliffWalking-v0.sh new file mode 100644 index 0000000..c4f5e6a --- /dev/null +++ b/projects/codes/scripts/Sarsa_CliffWalking-v0.sh @@ -0,0 +1,12 @@ +if [ -f "$HOME/anaconda3/etc/profile.d/conda.sh" ]; then + echo "source file at ~/anaconda3/etc/profile.d/conda.sh" + source ~/anaconda3/etc/profile.d/conda.sh +elif [ -f "$HOME/opt/anaconda3/etc/profile.d/conda.sh" ]; then + echo "source file at ~/opt/anaconda3/etc/profile.d/conda.sh" + source ~/opt/anaconda3/etc/profile.d/conda.sh +else + echo 'please manually config the conda source path' +fi +conda activate easyrl # easyrl here can be changed to another name of conda env that you have created +codes_dir=$(dirname $(dirname $(readlink -f "$0"))) # "codes" path +python $codes_dir/Sarsa/main.py --env_name CliffWalking-v0 --train_eps 400 --gamma 0.90 --epsilon_start 0.95 --epsilon_end 0.01 --epsilon_decay 300 --lr 0.1 --device cpu \ No newline at end of file diff --git a/projects/codes/scripts/Sarsa_FrozenLakeNoSlippery-v1.sh b/projects/codes/scripts/Sarsa_FrozenLakeNoSlippery-v1.sh new file mode 100644 index 0000000..f215c94 --- /dev/null +++ b/projects/codes/scripts/Sarsa_FrozenLakeNoSlippery-v1.sh @@ -0,0 +1,13 @@ +# Sarsa for FrozenLakeNoSlippery-v1, cannot converge like Qlearning! +if [ -f "$HOME/anaconda3/etc/profile.d/conda.sh" ]; then + echo "source file at ~/anaconda3/etc/profile.d/conda.sh" + source ~/anaconda3/etc/profile.d/conda.sh +elif [ -f "$HOME/opt/anaconda3/etc/profile.d/conda.sh" ]; then + echo "source file at ~/opt/anaconda3/etc/profile.d/conda.sh" + source ~/opt/anaconda3/etc/profile.d/conda.sh +else + echo 'please manually config the conda source path' +fi +conda activate easyrl # easyrl here can be changed to another name of conda env that you have created +codes_dir=$(dirname $(dirname $(readlink -f "$0"))) # "codes" path +python $codes_dir/Sarsa/main.py --env_name FrozenLakeNoSlippery-v1 --train_eps 800 --ep_max_steps 10 --epsilon_start 0.50 --epsilon_end 0.01 --epsilon_decay 2000 --gamma 0.9 --lr 0.1 --device cpu \ No newline at end of file diff --git a/projects/codes/scripts/Sarsa_task0.sh b/projects/codes/scripts/Sarsa_Racetrack-v0.sh similarity index 86% rename from projects/codes/scripts/Sarsa_task0.sh rename to projects/codes/scripts/Sarsa_Racetrack-v0.sh index 49358de..dcd6cac 100644 --- a/projects/codes/scripts/Sarsa_task0.sh +++ b/projects/codes/scripts/Sarsa_Racetrack-v0.sh @@ -9,5 +9,4 @@ else fi conda activate easyrl # easyrl here can be changed to another name of conda env that you have created codes_dir=$(dirname $(dirname $(readlink -f "$0"))) # "codes" path -python $codes_dir/envs/register.py # register environment -python $codes_dir/Sarsa/main.py \ No newline at end of file +python $codes_dir/Sarsa/main.py --env_name Racetrack-v0 \ No newline at end of file

8l>k$Vt@g(kg#@?D4wEn)BI?aSIy zYeV`DS#QLp7@-$7jr7s`QBI(|u1$)|12!09YN;hSR1s|pDT z^RL^-KNbZEX24qJbJ!X+sLvJB)is3`j9gJ}Qnj$WfnSX`0Mlnxa<6oh1yL?5_|@?M znwQ~Vkh-89b<{9bBHaN|$po?Em~`mc-q^3Or^1ywZn6bni60K$Q$`$^ZD06}v-MRn zh9%6L77R~(raGv&r<>q2y;^Yq96gQaLp~-%&hv`b7!|DP&f52qNv!UCJ)jS&LJb6G zXD>^!S=*K z$aEH;x@!O%hofm81V}Dhg5c0<;oWf>rmgDN`V{k-Yuk3~$w}-v8D)(pk6QY8 z&c<2gWhFzKgOD9QGo$GLgmMWJ{gp@^urA#;%@X@TYco^(+eaXIAJQx6mP{pYbrVS-W*XQPKL#nKoR5;f? zIIdW?{}H*eJDe2+%AQ3t*lA~fH@Wz37U`%?B{MVHxv=o|t$pUH#c<$twd9z%M|~91 z%{%`^FsAgmgRY+UXyn)2q`D{fru1Uu1Uny^Ke4cEOA2gjHl;YYsOnullII1H#=E#KQmkSe&=m_)3v=iwFz$Vc@q54 zZ&x^D(rPb{m8mE9R)Lp=8q;+L^mT(e6;=YZL=>3!)qpNh{+iIoGV}YYUvk&7?SgJY zC>IY6dMkeR2%l8Og5M8~!#iklsSI{H&knM%3?}F_Uk#e7vBN`M&o*fT)ToKfa3DXQ};nM^~g+w5$ z&dlrAED}EXdUzMaV3hp!0vy2!#UFw*VxC;Yz?sEiO~wfZfltaao0Ld5Ot!Vuvq8>x z4VzJ(`YLOkkzZ=>eY$mK;Sa_!_LL&p8J;Z)^;p{)@K`Pb?y^Zj&q$Zt>zu_^C)+rW ze?xzw>Xtb6iMkf(T~}(5^4GT6DX#$6BUk$DK-jK3S26wOJxfwadct_1v4qAYmQxI) zm?Bw7898p4_K=Iopca!~{`&RzXbl$CbyJ3}wm{8Hti93C=<5Ydt=t+v=q7$7s~@7cE05-M@-tmyxt=_7@-<^$9fm85TeRPbnD|dNkAqm{4@}nF}G!M zQ-j(G)$1%P(jLyDJ9hU*n{S>Do|Yb2*j3YrB9gIV%H(=k#bA9*l=;g#TU@B!<%d<* zz0Aq*YW*#}F5YWAy}dxf`O#9gSw*stQ`G`a>^~94M6)=CJ(Ln?b3^!)b9w1ff(-JpOWSzwy^?AYer5KVU1XIQKtBqBE|?BCVm+l2wbD? znRf=TO9aE3B9vAFD&YG`7G3s$1uT{h<8DI}^I* z;)i@U3v;id?VM2pL8H$e1be65STLB3Qq2wi!ac9H!_-9TBDx?^CaRgjOPgBiJ4GC6SZ8%!|-uU&e(RK(nCve|pi6F_3fmJ*) zd=rijquDj9o-)pC$Q5AvW3BPA%IZlrS&o($_<(YmBCXbXAU=4G@as{I&JOakMkmHK z&e?z`xXiRH^)yQp;xbtlM62Q#xW|mL!#z}2)uJsrMHZS(Gzy(;ih@6auD!4>5I4kr z`X!?W2(9c)xcrBAHpx8mgcxl0$zC#`VJ#p_US%u0J?q8l5f#IU6AUh>Wl1SXLH^e zg*O}hA>`t|x|+`dA4PYVxTre=YOofWBlb+p8FT^zP-HVQ^ITUH$I(`s^_k~`W&eSe zR+)Ecd=7b0Gxb7g5RQflb^mNt#Gdlrlqjy;E>LGv&DGg_ z&g6^B2gsNnomT%zWv~{JQ{(q0yeh+8Sxk*sAen1y*`Exuz zq9T@t_XQ+9i4l_WYOgG1gi;90=%jl*xnwJ@0hkp_)X!o$5TCnwdUy#b-&3a57FRoa zucG8N97_LwIBNR_8``uzLq8u*-t*R?nr$aoMYo3>Pqk@!hnq6@p;ZQt&WR70=5gbD z*f6wXIPAB=Gj!<=7}~bZsY#>hOk*H-UhsC2iITQhluVIfCv z1K!}WZ*;Q3lb9Oe1n{m(D<|)peusZ9I__CGY8hIfGGq@84C6>?o?{4`WeR zbyfWgh8!HmC11~@k~j(bP=rKjF?M_~fkLoqGax8klZdi<+Ly_E^#(yN)6q59W!_&B zZ%k7~PN8f}y-eM@?dKmXBDI5U%zH-S}Pxa>CRuS2tIBcLQS^qyna2!EXW3%g8PY7-905+KgcW4sbZ{D{1olAgu%JX>9)3IYQTR&Hr@~~=4BPZo zIB7kFzMbW4_Q^|H*7ZJ60(VSKgVA5C1FiTr&lKGQ7E9bHy6ycLmry|ZgMUB6@Y2u? zNugbh-Jo?a8Y3|BIptU3?zLn#a3jB0|6Sh$&i{!Ex)u@qpw$O1A`GCTP);QOliRLf zJ^s<;H4iH^s8Zs81uedB7vT3TPnQ_^@R%f{t~q~lM?}e``Er-FvS1jE5e-@JMVL~O zE%xUQQx@)eK2P@Ajm}%O20>t;{jNe1jJ{AK_L|PZ-?{D-(z0{LZ;%rl5C<*wIGjBQ zJL@!&2`9M_HI>8GElfeu-T7io#VO1NyKylv{LwQ$_iH zPK&{u^`E4BQRUMROt!Wta0fc<_Y&wv&SiZ3S{9t@#|bwUK)(P>6qfuttQFgyP#}kW zq6uC5CcW^pa9dER5Ba2A$SGyM$zFK>fk>P%j6dcW*8ME9v=oD#L83qUOR7%PE@5h4 zJ)(o|SAQOtm@Zm(@0&d6!2%VJ(nO^b`rXG_t;AOntFzM?PqFV0m z;*%%Tj1Qm{K{+EEMwT8s!p$tM5(!iT`2M`jO0xQV!(TdQvD#k&!__u)w%4HPS`abr zj!HLl($e+p3T~`T<~>-KBDxIRGdGTFAF2<{`9DPCwWr#bdFXIPwEdRd+ng5onFGqT zJ^rgbe%dpuVZk^8NEm9i%^euW2v(oD^=; ze+cxqI36pxGi6GDv89poWD4%+K4@MuedAJ)M$_yIXFPlHZWR852{G}Lu4>!aukN_= zM}ItoS73K|HJOx>;QkYMgds{aK1|&(p!Cx#5@tc~ZY`TJk|D!2_$-g+kz)rp!SB`x zWLxC?*-X_9Ag-}CP)WzND|{iEp~BHHR)(6Oh8>=Mu7)6a>SZoyt#StwHMTpPiBV5( ziO3u5v&DGn!HB+96l`75E>_m9)sOODS<}Z&?+PwB3GcylpS~fa69%VAbWuk}|BW&I z8qTPxI}B?k-+A_*3J2=B-uf^L8aJd1fxQ&$*0#1E5Otrv!+(^5)IK9)_cq4fS2Bt? zw zS9&SR;kzk|FoN+*{4O=48N7cBtwtZ$Z`lA5aM3i0c%|DwWbNq(_cKyv-$+uki&%+M zNKoZBt~DdjNUrTT9WE4_mzcmq>)kN#zXN%f#p>VpI!LRIIKK&}|D;G$A}}sZ3D&6y z`XZi=`*?+Yh2m<*k0v9~JN?OF|8*LlM}+IP91%Np?)E#L+6H}kuF1pt?n>6 z;aew3U>HW*i6YOQCk=4Ru16(=`c2;RnLf2%_32!k6<`q&XxE?|8%TMv`bArC%}~ic zyOoe#GF1r@QngE>Wmk3+>B{0zN?v6Fw7)L)@82kvLcu6{Fq-w|F;(#@>lOn{V{k)U zFCuX@dmdgk#f$Bg_ZKBEg)eM~+Ew~qVt)@X-f*-(YH~Xufh-u5C< zp&Aj{~;w4PG&f7Kz9SLkVKYl_ieyocCNWzIS zJ>vL6zg=%8c~da+B3qW86nftGL)XO8idZIm57ix#SF4A^aTk>8Xsqi^#Jr#GM2MtK zqFlW&GLaLG5!r;*xTH?|oN52`hJ3;(O9^y8 z#~M**tA|ZKNi1|MY-4A!8Cb9Y%Q_K;6G|l_g?rwJ;@`JIZyVIv{b)MlMA91Ca_l$F zIa}$b#_4fjnnon4DShpOgMagzyga&PDE?oiWk-}tZ&9Qp>GZe zhL#8h0}c{0`Kf%={P*!C>@g0hz`vOp+-`Zz1?x=yA_;G>dgo1wfl~MX_%{ls9a!d^ zp9RUjU+ye^O=4N-qW9D4)#T0Qnm+g=bw`FZxO%y}5;vlR5;;<_&*N%fa-K(;3FYM3 zC(=wT)nH^^T>(vX#Fy4d$wFfsX05-^6f}*(`p?;v9jC_KvL+qOB^IlvT&zW2{4N+U zb<=N~5``7KNVjd~n7U|yc2;q`KZan1eXZ8xZ1&<2GdVgD&ZswJCo&23T%#|#71jZe z|2*}@)YXr|5~fzv(zxhcChI}GPK+5cF`xz?7l*H*>bW#}xpE2%y(-^1sH&fzuV7C0 zuIcSpma1rt=bh9WrLEP25>)3?j>`ULxR+yy6Au`M+rOWajBUe`HdQrbI#CGUx4JfJv**@6%lB*`E9s_LP5CanV9cQZ-eef{cNgwMaB2VWK?rq4P9w8*LO)!Ik<2qi%uKJ1#dGYsZ>tRil!5g%Fl| zG{k*yYC%Wh`8+CNx}CnX=N6ZYaWaIKV9;XxA63jY%2w+@cEt`|y0^W?iI2TI0nt4U z#&OwZsK3~P+0CqA1@v381ze$e2HxD7!$ocEHfR3UW5910V#O$jo<(uyqLo)aR^}O2 z--2Rz{q;+q3>wtKS-R)S z(zs}ouh=4h4d&0j+jgAV7>22nj_-HUX=%FmkoC5|r88VI&T`suEU9J%OFFLfZHAx{ zrcgx7@$cY+m27e932t@nm#5q_4&dg~bE9P7ZUXHAE_u!zyL=Cd&(^AQ!0a2zFJ0iBBcoif7V#KCDx%7^CK2Y8P%sJ$0f?R0|~#<|FjFnTg0cp()_sZ4myjvjOp# ztm|XTJ<~5{;1Zlx@N9e7U#3N4^Qwa1 z_(@3hqem~`!G%Ken0?bV)u+jP$TMc-Ub z$h-I^F!}T8s`ag?Qv)w*@gjAoQ^v)P_{M1TxP)J+OPQ!Gyhk2K9T__v{*b}Br$kFW z{)-Az`qT_TN}JoX6z`K9>(OOES}1gX8Q=so=LiO*-Poqnl(%aCTcUVRGyD}QOtE3p zGo9Botm#Ncn$z7L(7cSmRk;kSq3%g%vA<@Cn>_i4YCxFEbVjuzDFdJV+&!agPNn{D zqm?uTwVKMsy9_VKp?#Oc@#Nw2M9%$zRD5q-5#qMrt30{5O-*G(h<7)m10&zxU%5I! zDT0>GN=q`NfY97iwY9x;-LFYe$5WIgz78q&Sz}ImN2t?2FB=d5kzdy*-jRe(_{)XL z<;>0gOPeiiLH&v?hmkL*nM=z$MRdHJ1;NsllgfdQBf_}GVUxJnM6ro|PVtm#7*}m- zl)zHnrmHwyM!n#z;mE)-XBwrA^`aiodGwR_g7ezyw5MR_a@f^UR?t?9I4PMAoQxq7 zV*J>-p>_ zF##15pbiHvTE*RIj|Y5m_MKJXjq}O_Q$=O?KL8`at@jC-N6S7#dhIjKA{A$+qI2}f{EQWm_^yhF8Jm@+o4{)q(bK4m>5!j&DA7KD4EQLnY+;KHW^o{2(-BB^mdl#pbEB^ z2A|~+=JN1cZg};Pe}UFw#KZ%ud^R{E0men56d!3#;qkC z;mAsUli`=e@$t}k{C)BlzKkD=4>4Zxh^1qC#`>BOOBKZdyt~`{Qw6|_P{coP9bDj> zmXa8MOgbW`LOj`C527YKc^`hQ!~gImp+b;<*{9N!j`lXi|&24CmdLGZ6ET(GdhP0_H_5a-3>7;tR} zD)c)dg$U^O`7d60;K~4yw+>o?lZcx5;&ZdIyp~yD$a53J=&%?hPh0|x^w~4_EouQx zvC{$gH!K-Gz=%5Dm)b_|Xs?M_vH$Wb*Dyb$rWd&$_cDnbkk>;+u|@p5g1TQmKaWR6 zd9zawR!MFZwXXpOY~R$*m&0$*+o*Lmr2D?LC27V6{r%+2`UxBm7bCyN?xaiCmqI?| zXnv|FtPuZ@iyDwi$l4LTL2&B0-G18Vvg{ao3}F6goxEa+ukzbht^F0ZI)%bTcDP;| zTw`@KT3tgXzB9}UbvwbU&VtUKM%^U17Th-GlKaBD9szXQGt962TY^FO5T;h3%T#aU zG=9SiW;jE~WEW`Bj4MJI?uz&XY-y=RUnL!y&#@qzB{Xy+t*zf03Q()V)zyOkl!j!h z>oj|Kdy{Sa9jtzeye&55*+*ZzkTe;H&zh6y4VrAO^y09*itTyG(=aV}_Sp4w`|12G zDuL>H{4Kw4P&fNvPF&m{7J_O>qHwVB&!angmG$JBQ3w$JTHfjQbli=}ary)IaBVKG z;#aQ!5I-t=>t8M66Gvjk<+8ez*0k6I+W#*B52uu3bDilrUI$|_8AOnV;MJUmN4oUl zjcrFE<>s7DD6$m6c7l+cwC6yMw^BPuAouw1cx=(x*PaKG?4H(rwHTiKvHz%!gfiv8 z)6#D_YPEt3$Rwu&hTUU)@<))0A{~^U`w< zJ>TIDTwL?g9TP5JxMY$4*!5rB67nEvdl~OCy0de3E8VHZxretcL znwtlmTnFqSP8-$zR>E_Elw9SR_Rp3eV8@6Vl4Fd`HB+gmtktqUa!sr@CyNZ?_GVT) z++R+)@TezjJzbLcz`P26>gjfa=~Mq{9zqo^(Nc;``!1g9mO_?lreUh5p?E8|?%Y8} zb_ak+#d2s*p9zF=vZmHRvms8ZYQ9u9$uP1mjK@=>l#QIEmOCnzLBk>y@~_-g{4Dm3 zIvJu=tO~niXbA(`w5AZbI%1?7JJS>kLo6N$ye98hUNg?nog3L*-nuNrk?YQobNjp8 zE_3}+Q#cGWVx&@;Z1btO+QtBH;N;|MzXmYGe7XW>;p^@pEm{uA3SMsiOjK%>IW}kt zh9X~N8Ku(j^U=F&>N|fQAftOnh_7#E4mM^v#s~fV` zDHk=v?1vfeCBvu_UX@uaY)6JgQ`(C)2$G2RXLvQ08e&lz=MQY}2tCRq6skfxO1#sRu ze6vz0C;l#azhM1o@=tO{Ro^p7PQ{&*YX!;FTL%V4SC!sy9w&S1C2hVZzJ>X^w(@#3 zG`kO7uM%I|0fxU6!vU{M*t_F!^xne4!us$WdP+)$IgDLqxS{co5dY8I71oW>e+mm{ ziwiKr=KW{D|8@T#ZD!7N!4eT1G~g$3TrCL_m;pZmZUVLtUz)uJCy0M&FF-GnBoh^P zgR_-8Ok^2qlkoR?J&(`gnACA}AApYPUx4({0o{^I(HfyBqvU21I zr0f3JlrbkL^y^g14pov(3kW*x?>rq@Nu*SCC;W9fP`_F((|G5LV)?E8 z_n#g*zW`rNW`naY)9+Tx18Y90+AIVnHoDl^nAvxXyG|y|?;r7f45!26k*Rw%=ja)N zSbU6xBHgEoZAKBHvl3=I;?ws`L1%>VTIXE3Z8xA^N0S9*){v`I^z#2@jQ7n z(vX89R+JdfmKpt~BCnqfxbvpr`+KY;_?B8onv%~71sae=nXm}CR@zoa5V zgM;!=f&LdyDNO%J4WRl#k{UPlgA?EhvP1zFMkzXEy}~39AwF+sLmzM{P4Seo4id=s(3hH8+>Ofx_?9DB}S z{RD;02ZEb4iMa1-@eFZY0tK=%!5*HZj&hw68DoWVlU*hBd7=f<4k)#=?SFxy$b>N7 ziSaXRQ5Flun&b>|@`|)Ol!EH{*#a{ZLlkF^I=`nl$r+75WEgLcP(Y?J*@C$r7F{qc z^_|;h(9-`+MQ4Wh0W=7=^aI~iy8nwM|L^f_oc-PRxGxgl!SV6ElQKOf5)ba`Q#7Kz z0b9#XJT4)@<$9CH+&o*G&GgyY*xDSWuFpp$j;msk`nlbgQB*SD?B4ms|YcU z*!W>ZBNCyMAq3?k-UkuoJfZBm=V4T2^#KL_V#S5j8t6!)GQeQ?T2wS^W|7YV-9Y(B zT@&c9C;2L<-X(62<7CsqnDT#1>X+{$P*C`OpPz?8cp>kUA)^wj%~7w_2~j2cJ^A(X zJ@Ga5Pw@yZ@D5o{MJq4W|6Mafh?BPkG0n))`Tk&jU)>ZeDCTW`zCPTIJ9_Z2Qlf-G z8^qtv&18D71K4+8#6*fgibXJEIw!!-#Wq;xI*_WqHRNL9uQ$-+HAmttS!s=mHf%@a ziQSr| z)ZOL=E+=Xf-FAzODlF2M5h_Ov*5?6o(T_>C=ZhcA3V^?)|6GxF4chZX{^bagyU;>6 zsqtZ3VS5*{v>`s;KlV-jo)SbFCke-j{rjy^OTk3R>554=0b1FrJW~aIPNNrX<$t{pnG^X8)P%Q zcO6<}9Jq2m;gww3kU7^%AdbR@E{6_IjY|oaR3|4egr|YXg}D>(lwuQ=4j{|!3B~3D zYaEfzb(2G^+vcu=`t4WTbOn3vH5#{U=yf%NVQRQp*~|AQxOTne`S?a{L<0X{D_ye} z8?){0wYc_cT@N{JgIeaKX3sG zdAd`Lo3l3?8YUF`@>q@XW;J1NtqT>3pTDih(L6hqZBNu?tY&vS;V$6qo+QPhWe&X;oP?pP8hpGq4<8rCIVc1JpPi$ttRg<>^cE z>*VP=Avfz!>!hLqFMmkw)3q&YvWQaS>Wu#6cP*6B(Qq_AqM;__KzHYwq>cjh))@l~ zA+U>>1eG*&CW{Aa9L{zf`64#U^^fr8b^$GFg-jL*!*(s4sm*Ck5@@<6>{=7@vBUN2 z#k^>`#>@`J#fF6%waaNu;#I{}QnqH(#X2wlva0Mniu0$YYF038CgpTEIaAE#br^JQ zI8#f9Ml%^GoFPr6f7P>(pw|Mu9AoH28CadHWCDC1&v0}(va>#nGhN$Ln0Qfk@hesH z=km@%wa<#WiwGmtxB?UcVLn+Ag{b9!)L@_CpXs0Zn=^D|&6V-W=CA9Pt&dgLEoH<{Y@{ez+|P%~079aZ ze-^P^Z>C?q<%%WBH~3xP&4)#qv4fXH7y=U zyTg)1LAXA(tD8pR3RJC)khT6PgmbntL&OQfD+%QPNw5|vL4}cv@CJ$_|G-Ai<|aKm z49=5_3y$zCa3s+hrYL>j}> zr=(;+*+THY?#qxeO|G>GD?8{kJ0NBZ9<}4Wef-VvO1gP`L@1p{IQc}PFAr*StR`#s z2`43O6I1yJWG3w+B~i&@pMc;6VaYY4qt;iDfnnl04Wz1p%qHiAmaDs7w)f23PZ#w<9289#w-@lQ> zPmqn0kq`&Bl%nEg=%XP)CB&=7(`SZ7f^7RO0Alx(BNmns3#iP|x?I|}E&sJ7FnJG_ z+Ahrg+<3VP%7Zj5z6AIM?-A(=fA)m{lL<1i#wF9*HR@p+}l z+{!xkK+VcBXBUftl(Va~B_;d5DWkAdHUwy&V}m0c@EX^)S@%XOnl*>Po__DHx zP_sji`jLXFHmKsp84LD`Nlcr)j}fzYd!pPTuH7o9uh(P77Uqr&EM^5;I}vU@y|-$v z;YI+y(qulHM+@n=-{bt$B2wwgUT=9wv0=WK1cY3Uv4Q*dmrpa0v7JAfy>WTHKa&4) z`pvC+`M`^V^DzkYQ-L)YQT-|o`S54Oz)WBl%b}_q164tm(WBuPLp7oZWY>a`uB#`S zwN_1xkterM=8qtmsGRda6}^O!`uKZ$X2=XMB(onM>Wcd`L4A=ATjBi>4qTEg(Es#% zFQ_!*B^COBCHxy8t3n&|MUezcgOBzf7NGbA`>Mbg227^yI}*?LzAE(5h7LwN0Xf`a zC-Ae?m}TOp%5fAz^8yU-_*=aY6lCY_Ev7FRDwX5M9KtHO%DD}>hL3KQm8O36&_oun z`q*+(*cI^=xs0u53H%QAA(psr)UjLYR~sL)mcqW{g82*6%J*gK<_cY~V?E^Uq^jRt z6g)+&nnL}hWG~o=d2I6tXSb%j)3vRd+Ua;>8FZHc>XG|5J8hcM&!)mEs^h+PHmJWA-;KUQx2G-f=|DzCT-Y**~^b z{J?LUQI|lWdPxI!9&(n?(D!baa-H$ywR`DbE|_Mhr{Vu8>?)$-fR-#4+}+*XXWS31UvNy_{R!Yb$tiLt^HPwill~-uPW^8L4#UcgpOT*;Q*=!6@iH`3B$48sIwu zic|>6C^Ttn0EElSaM-F!IKBqCI0{hgJ0I`g=Q&dPBrnsGQst((-eyCMhnYibqK{S^ zr^X^s8FxJlJ#&CJDI_ItNxv438vkkfHr$-&P;@O=o;G0 zc$%oGF@a?9Tv2PH7$yQGh#i0qXZF!_K=&Ik^0Gzz``Zc|h0Ki7x3mJoLR}66q`Mf_ zk?o~ZqMzp;skJC*q|KwT9dL~ja<>ZPhG6!j?TSP{=g@jVYP+f-Kl8eVEYx_~0R9{igH%zt%ycSj*B6I8%7J0eR zf^5^-3CT^h2sVN5_?Z&(?$wAOEH67Lgqym}_A0#3tWQ65p7>MJk4&2*e(IlmAy1X> zD93RBg)WvKsb*R#{+(J%V6BW=b25p&RLlLSzC6CsGnVCEN|1n*I9jIn5hIY zMXtotw{Z7sS1vt=c%>Hn{q5zOZ0=#;o8SKHI|9`i3Dtk}x;)*j&7D(}mXV-&Q<5$i z(lOPbF|aYs)ZH}!BV3X*dBLBc2*O~2|IzLGJ%^f3d<@MA;^O1}Kk8h@T8`>Cy0{yO z!_-4^OG6F|7ba{D#}X1N@d-i}O%_e^fl$CIJJ{t!i4lu>Le8{Hb)+_`p-W6j%u1>d z;TUb!JB=BG9MySM7CedqONu`WVu2e?rwLzH>_NBx01sXg=GNgh>t++ud z&$D<=Nxl3$Zl6+2E%=sbCV9>CFG;n4FyTmz%1|18v~8UFRPpNL80C0si&3vQX^U?G z`2pztR@#=-?JA+1cUGgCZ+Y>t0OEOI?GdAL#GsjFt!-WO(o_ax%DC)5pGikq{&amO zE2r#m7Nr>mhMvxEZ0rq&*AP;91yxWG6IH%#@RMKdK%(x55Lr0BS?vckp{QOt0#POK z+Tb@zCE6ahP3SzF9?po>20R`5&;`_!cXQzqRt>^Wn^;(YzCTr>j&OKwi;K-%7^zJE}%LW~=&{yPZComS== zdv0TFL|NIi)69HmEZna;6_$Ph{X42{tsdF)JI>2rvCt+0qRI?fp4y*FtWJW>Fyn)) zdeAzI>5s{@@UhXHCBFg7vGosDE&0XL#;LGR3WF6<6miv(CW%*eJW~;t8WWVH8)C{v zc(S4zjtRu~)>BHOFsY>(+O8lV>A+(9c9s_O#rqa&09Zs9L6pF5BYLXFSxCO1CNYy> zn37Iam3l9$A5@;d!kQ_rvH@kna8nPYMd+ZgXKxA`HL|9xhiPMY zQ=Qxkmx;chHxH!xmv$pP!FYjPq+GJDMpxv&<#%{M-?rs=xO%9+LTDXgMPPo#-|I-J zZ4&$9*Jx)9FFoP8G_&)zS`p#){?-Vp1(1?`nBc~h-DZx#q@0h&FUYlqJOA32z)NXlh&k0m2*EEMpD{Q6)@ChhKd6vUt0uYR`p za3H4l`rD^w7n%znhd*EIylU_>P^j#5+rxBi8Vdn@ZrOAg#ovGA_OxGdUf(Wt#k{w+XFE>G^WA)+ z*~>uq_EpRY4Ss1IyzPEU%$`XWnaD|Yo{mZso1k`&KHHBu|HrkHtZE0d1Ea;y(%h8n z`sYxHu&|#2`iyjMnf9~_+C@j>1KiW@l^{2dkyk8=TA!w3wUczR42+D4(XgsN!BQ7ZP9P#Cx|gBFyqup0YghEY{a}B; zNBh;oj=5A#en+5Zo0wF!a?=1r+r$k2tEWq%&^6< zlQS?RKPCUlNJz(gvPr{`eB#DjYSAKFmqEZaE}L&|)?O1@C(~_d4E6q#D_4_qpEvh5 z<6%45^)S))ko&a0DJTc}79L>%6HMtaj3A6=t@!#JmUBW~p=xiy`DOQq2MZz6XcD0u z51?R-J;VrX*$Bn18iz(Jy`|!@{Y&rC0yUKcCVFyT9g=TH!2YJA)P-1*I2G z53U)`FoJFPEru#s9rLZnmcI-&`~)@4z=f&qOqZ6Pp{HrkY|RD4%*5P09kaLR<%sXe z+$ET_QN32cmzvc?*Qi;O-@-6UK|A|1!hOR)s)qaMSjwwTvm_6VSV%5M$q?d@@{^sL zs8ZG=fI0_gWKlehM$ZPBqHj{I;;qnb)UMIYvQw(d4D!+SM$h>&ZFodR=l{pAAyZZU zmwkhQ3V|W(P-7v8Hnxdz#*A5U_EPMCcAbU6W45m??6z_uJB*CTu-V$iMX6Cs&n~W4 zy5bMMb@XKR<9q9y57?eFjme9U1KA1oM@W%H&u?!FK|Ly+kTeT}3FZL5#<`x?HxYT`(IyCJ$( zhoiHqJ8*d@Muhq>1xN$0=#kqt!w^a2=0oFgtqRR5Wgit^kOU_KOOE0qbp|k7|6`-a z{<+^Gu|-5kQ1)9T^ysY#bFzP&`L-ZRQ}B@~gp+6LjXJQe2qHH!iH~YiL}xWei>#n2 zDz$h8gOCDJEqC24+k9z{j%_i@onl;wQSu@Yh4kYFppENEe}j78=6?C;oTd+}k&9V~ zTP6QJUlQP)cFRxyzGt?HNPz#14&$c;@835c{KAAHA$CMxZcGMInfmjN2cjn0v)_&p zA(Q6${>extB`aAy=`Oz+$)+vI27j&4pSxn&`YKiw7Bj=aofWv z%$&$nyxxZ3xm{1rE{$P+a2_!jq_K1~CTgBuqvK;9AA?P~fTn(@%R0WB-6`$F`$_8x zn^mE9deG*e(9&>DUx|D@RbBS2+83z{;=&O<+)3*lQRPtko>l7#s+nB^Uurz%p3rpe zX0$?(2_1Ym1+FSq#jpTp)#pE=BH?LyL0li_lQRF(;wc}7#%nrxSoVs4NyBR};&S3f z>QGblspH1L%_v6gM;;+bCp%_ZQSdO5SIM0cMfJF5w($wc#-oA-y@Oj_t2KF~<8ZnE z+V69O?zb-;yF=dwvFrsXEyIZXuqVlHy?OivN@1eeoQkrHLB!ke4?XTt?7F;y)*Vj% z#9Rm3Vdqg$-muQb(b@|@eokaVmooZ>Q+Gg#F%+1QnHB*-kzfcNnVn;*t)RL+ zOIlbPtMv%Mr%&)p`Z&_o>_ATca?8I~DJ&-+dibSP1cDn|BAmg4+ZkRlG^wkMDbbq` z5=_)|{Ek$>02pN!5lF<)HcyehW~x@Oj30PLpu761= znZ;kIn7sReW9PiAcC$;Bzmvd!vbOyfRL;FuUjMIk-k<(mU6sFW?M_?z6A-AHHz*Q( zHhkK(5wBW*SXjC>UZG3?U9sd346xIYyL2OKM4;>tA&z><)X)=TenlWan5jpCL_X@o z=`@5t6{m!;%bRN;pG|L(%SirHw9UXzpPbBNcbiaNh8UWv1l%y=Rl}nHQ9m95-Poo_ zu(SqrU={vl^oeR2L>aE_(crMxq}pjV8EnzDe%c-9Mh}564qDQ|Yfc ztNLU`$0&oR#$HS=JW13vYEcKHh|&FxzppiYB$45PnD696E*JTsIj0H*6TI%((c#;! zob-!EWNTkgY-| z!={w%GNhC4LSv>MY(P_{yzJrqZ-btxMd|p%2*bmlUbg|wm(IEiP07G50HEZgbg^(i z77^jl@^!W5P_u9VdOCBcQVQ~O$lAMmcv1p*xl@v~NkISsf&Y#IVzjKex`ZFtW12U7 zagy(KkXO#4ok5idh4lH`&^`hz@|Ck?hx1&{T1}55g)bnPjvB#eJ?}fMq3x1mjp&%P zURJF%AXh#-RJ9csAY^nR{k5}7FrJyqXvYqR;rIw=5?9QMdb>{{ds_a~ZO1hP?ij##XQ^9oBr?^%?>Wn~Pe>QBX6OFP>CQGC| zmZ9QGkfN7tn7K-?C#9dXrRe{${{Y!pp^b3^KT2QKqNFiKcXdeHCxpeAv4eX*p5mAkxeHr6`P~hXAB^!xYEh`RmP|gIV*e{Xr)xP5IHw6 z_sMomiPlD~{W;(u^D-1YNblBg2TudVYfES@y#vQ~fL(&bM1y0CYjqoa6H=@mZJQaU z+)1m>wZ=k6^<^inH+zV7LlXEE!^5C2a$6Zn-w841mL2IYp~8)Rw*J2e&`7rLXCA2% z0G)&@_2p0Auxz-XZ>b*VcA7#cuyyg2Bf&@nMwTe}b12&~A#v_zpY+&@3E-7Op|&tp zkgeV9en5-vQ1Mf;9VE{}OQ43C)R9y~Ij9qzYxyN36z;?Xi#Gy`c)P-1(u$AkfcqI# z+*=c{3M+93Vf3j3O;C$=AOQn&7HNxWz6{kAhf^f~_RUaC-q7u>_At0L!~ls?LQFb) z5~rm3e`Xyy?~O>x%?lVz4a+$ju9Z+0*n%kFMAlo2_bm+0IY)FV;1G(Gp!wx0lsh6# zzpY55L9a{Fw=KL<0M26DAZf%6#Rj)ve=@c;($X*22ECt25ZT%n(3tP&1_8I9E`#Wq z(efh@g81ote83=ilKHBC7W+JF^BkP_jOtr4hFwOT3*Qkgo^zaOMdS0HSxECh8;W1~ z5ZCzn`qC|q@Va0mMQ+X1ycG_Rs7ZTeyOrrpGZ7S*{@Mi(BQ`${+2!Kuw}P)=B>#iNRWLDQrcS@KusgdDe;cUz5?T#Lucu3Xe6CC7aOxAlna) z$g9MS2l_NR815CO{@Ug46ajA26x0G>5U-U+MMsIzkr^#J78*tA^yR6JZH8;B4JOQU zsID$`h8;;6LFi?!4YNE%H^QOc6_>5tAjYel!s+3-B~FQ-*664d@Czm6e<)aHZiHVb z7#51)u;U!|`6dQSLl0aQOTsA_`pCE2!OzY(Me&I_>D$jnac@V2eZ_9h+DvmHSl-+r zUY%E8{cii?Qm4^4rXck*H4_?#68XA&A2>ubP}*m<8>F#%^bb!j0=8~KlZxhZOzaie z_$uyMAJb6;klQ|g)k($fTfmA_aiYew-?z<(fm|3mBl@{Ek%mv9BH!u89o2ZG*k!2q za8cyaDWV;CUqimsR#9>!154qDaHT!7ORaf%cUKZc?WncjMWSHN^5BV2-C10@Q8QQJ zyxAnFvOqUEWt`&7p`2lwgj=$Mcvwc)zlN8Y&g6qjBsr;v&zy;2>(Y=CfozEg$i(e{ z!T2QUY1GMm9zb_%(l1VCUA}d5eEJSvak3?>15a}ngMCA)GokmV^OoD4RYs+U$WVK~ zH&5ZB*qnaj_F@d_l@rza%VP+nWPDRCNU-PYCg@zn|4`V_cDWzeBaCk8(=fW;Dv*gj zoabsiN(6C#bLNJSV<3Pd^$=Pf=;y9lz|DUnTb8GeBd-GaFVM(?ggU3-=QeIvrEt9 z25qyhAIGEDZ}g}C%RTQQul9SG;~04}$|#>F4sv$s1vJCelK@ zZX3diUS2QyX}L1)48{9Z#k>*v74At2K&9A3ML5UpdYeE_3o|}W3gu?c~Y_Zcqf_}A7@{39A zavHF{Ftt)+_<6;`{>B}L+^}u`@Wr==kSGpInV(-mKGjO#<5nMQ+l^FSw1iMjNW)z@ z$YSnVhHT}2k~9;0#!>U zwLi5`+whvl8e7M@jQkjBIy3DS?{0@PpNb5Pw0A*Cbw+!6s3_NYx0vdSi_fs^RIRZ+ zRFq-WoRDShyR>3yB>L&bh%n*!{8LDe;QNfV0M6J&F==^LHpt54%r)u!1swbxI!dk~$|RVBYK z7c)J|Nh_P5Yp?d#?%?ECzLa$0M~mVNYT%mC2M5EgqlY!0&y4%)nzjGC=lek*6*4*2 zzl!qv_np1LYnwKuGdGbm`R|$W%3ag)gFGJr{4rFUHu%U2zt zbLWByQ!g2yg79Q)I@5wbN}zx^M*~KCVUE<)GRD;Ae>G!>iO{409~$fAlOqp|`j?{H z(5k=j%N8S-O_D4j?-Ig0oLfA=h_L?)h*t}w}kKingDvu4f*Gh>mOhCL3A z<-r^_-`Tira%_|#AHfe+y6<-k5_7EOqF_PE5|`SF7H@pzUVoY;1HmrdmI{j#1Tgi! zoVQTii@nx+1O$vMBQs3+w6kgGxw)$%!lL6MYPcdAy^i6NV)5)7;B&!5AN)Wxz4*l; zXtxmENO#LRErnTnTGF^m5qMmTu|7QfMd&qIrNh4G<*WauO3(eQ21kxJcy@*$Th-4# z!t`~UvWsLEvU;rA4$A6Q*({PfcJs^3Ejm25UQziw$NHKrR!Erg_A`D?K}f}11Vt7P z%CVB7ANiT9vl3k72el+6jIhd3l_0ElR;eg>-IUhxaUl$hF0gIm;K!P^||t0_Nualhmb)pzpZ6wn!#T~b87IJo`w)_bk% zg(fQ^xZx(?$k-*|;r6i&92j?t{dwMqt-cihE_>OvL2II8{N}u6G5FILZ7zofo!#c-LqO8KMSjCg1?;-9>jQ}|maha}-6LjIP+VlG0829kW(h7w~K$Dx&uNV&ED_7HM7 ziZ8}E-sBZa1i!u-BrvN8U3Qn;xn8lbF_?eEN1}Y~`Q#fDG;@Q?*i;SDwo|ZE-7hTR zpe$chyFS^9O%^c@$j)E%&DP|3ZC5Zc`H7n>!m^-v?ZjoUoMyM5&)O&J1=;95zB0cY zt74{U20`MMDk-V~>EjoLTU=}~EF;dy+=t1ljYS!0auxl&&29NskYH9>Qp0$_2nb)I zy_Brcr>p1T{xN;`X2A_FzFIK;*?%%I?bVF*i@N+5re18x{b~ZbHASLp6F+<^9n3r~ zv+9iQcK2syE!=$LfzF%P{(`J690;>X5U}?%NOu8GKCv^u=9wmDS|Gw=+K3616B#|z zDu+&AY(zWjXY#f?Gk7;Rx|VQ8-RaUulj>7tq3dFDTPYR25@Iqg^`bwK>&PU_mUrhD zc{?SxdkX%<<^9-xba_sU{@%v7aQE!jgtoV5V6s`3e}0^NE~5(O=}O(HZF*>KLdm}X z8S4UA#xsd29M8&~!Yh!i737zX%)^@U?YxWayko6Sn;$Uu4LzGiG7WEHFR_eOa@8Bu zVFV!Es=M`dd|B2ef;&R>doU7^d5yD1fG${mxN7h`D{-rgQu z?r~Q(6aPL>;QQtI`Ck%k)y~wDh_zM#-rHDe9n=Mr1jNwaZIc?mL9ld?b#@hGBigmw zkTbsP@o`K=SjE54tgh`G`zd|j;qBa5TdAho_p1KhIBe_&S?~8b_}FZ~?eg(;9s==o zy}|o-s*4etCLgQ*K5M$gR5Na_&aE>?)y_81zWPDdY`I6O*Zzirg?T(&C}-%$Zi9cQ z|MSS4D5j)E(r@CX=)lot;8f5+$&GDbil=Lr{>s5mKklNz*LG{hC zirrC>J=@JPO97$mC-we*>gyAo;9A{tlv{>bflR zW_yyMh-Pc<86)DhiR=c;$twkteSK4@+K`!E`E=L zlr;B+ zl_32ds&$(uiWen5lj4d}`ulu7Lz_F5)5Ix5BrvWXCrn z$KR1onCp6@Q`^<&f;o6NDTZcRD#;iK5m|cdwVI|-*xO>Z-4T|*85}ENXCdpM- zXmz0@RV$}`w=NP6iVk(-5(}N$!LA%6Z^ex?qo&_hCyf}*2*JvT>Azx8?#BXP%Wd0z zAK=P}x8#E5abvLA2AoBAagum&5)50CA6P=)4@s?sOIyAP6NQ&f_7Ld`)as|EnWF1d)ojQhr2M9LkwU@cq^i#D~4F)xT|3G@9tJ? z@GyZZUUwA7w#nMJx<~l#XqWBPNA&JkuU4!VbI@AY=9d4XSkO0$9XSA$!0vGCr56n8ru0yO6FgSW~~9&EoYm83$S5DE(vVVa?zY z^!G(k%cZatRA2GC&9=o$d)a?HEpRpG<-P8rWH#|c(Xt5-lopz0EQsq^6sia;U@38^ z^3<~LIvac1tn$=+;@fC`$U4&OcsbtB(t**crfr|?9#s4_HqTRSWN1$(zwcMU0!lYH zu5|Z^WNC5HN78u`m`xMb(4p48VE5kt5}UTc{4TQ!Lf1fJY$iKjN4t2(A+##0aRB2q zf7S-ZuUyn*5`Pg^<|`TV&h~kk^wg+&obwKGu+Hpgn|)ZMD{n4by(nKfc!}%p>=^PE zn2&`t^Jsxkn#ii3hs{@?%5_7WeRQ24?%K+A1AXq*yMp??nTxmON#l+I=pL>js=pNg vL`t=|s3lvxmA{DqD7Fi6wfDiy znKN_GT<5y)C5=S*@V^gMRkvOu2~Pu!`;0+776A7g!8!B~576DuM1aW0sMdt|cl(Z` zb`cs^0;7tBkGmjv^Cj;(UevsMvs$Py{+T@&HV%#oQ}hSL9r$fzh7?>o0)EVWzZ%)@ zd4HamK_AHkKO7kZfFB(NeV+_^F)um;UR$r;Q%7nIdO){l9=)LZ_w}o7|CfsqbP+$$ z<-l@n>~@d;)7kRKHu!O3#Nhq0?d|=pb)-~1(eL^4skYbeX`Y2t+1!7tbAts(($CpMKspm=TnmzQu-k;Ux*(Dlv4-b}#j z-3Y00GZN^G{%y?9>+RxbB)7-M7x+N?bX2?j4md@utuBpV59ki?rrMtg@OjJsfe#kl z1_#6{ZTr7o->e&efw^0~;3pSW9k-Ka%y(I5zi07eVGwY)wKnzw{c-X|q-6L>ZLmvZ z(#NH4d?MicK`u#v|J%h#tUMO_U3lg2HF&Smk4Pk~Z{!A^>+O!E*LU~f4Um3&7VbbQ za`#)GPwO2R(LV0p2(qo*{OsZS(ETV-= zx8WqZYkRoZ;~ae6a*%4!>u2`!!1Lg|3?w;xIT9-(#2(_&#)@pQ6N>&+2s--9Y%i!X~m$A&7r4npJ5`4*RYJaH^3 z$4|YAf#BE~5%Bv{ukbs!|Mij20TG5Xq|}_xzmPhbCc9- zybkQsIR4#9D|)a0`_10+m8Hhr73s6_nE~Gq;Wv=YkB@K9z}Q}Jvc|(WUw>tVh^Jm{ z7LwY~wutZR26&&VTjfPd;a;N#`8~N~+8WqY77|chGV}W#_(0lKpmEAud7Ns18=+r* zmx{^RNBrFeg`=iyykY*;GTKaMjn!Ys^3#{xAdzHx^oP` zKj|wp?`UgphQ@`dUSGn&@4Gyw)i06DPsU+a4}LEm4WqoplLlQqxRs!)*h&6skLvLk zT>Z1i(hp}NBejq_1;`t41Jvik5(e+>v50_fb-;kB@5tp{AM>9^xe_PqL?b!gPU^@1O<-VX}8G#_3=Ko27wn}4T2hgW`8a$p3?VPo4`@f~X|M6!V zn`2naWqiD9asr*iFM#$^FKWBCG%iE5uXYdM^s#C-Q}wICz2LV!@ayZ|h=G5p$-cwc zwr6*37NRGXjK%GLQ95>gG2$Qss6X9%?mt5c*r`6wP4$>F4fHXq)&2bQa@V!x(t3`e z6gIggTlk-cy2XI^&ll&F6~pTWUQ-7F9Z&u*Ae{h^%{wK-E2RO!(l{iE-Ao0%fC#M% zy9YDDdjqAp0dKn_v7|kV=mf)QJdo^1+ABol@V*`ZWD$82O%{T*&Ah$jp7|s@pgX*O z1{rO?-Fe=DZZ4&pp4@XNU7v07f z>kG;fCVHaPksvR6V%c3;ZUGzH^6%_G`KL!@M0qgPv_EEJ+Rm;SMa?}8rti}0_sG$PH*V1w01XY z2SvFTyoujNS6PGDA6#$q5vy2<;D!3@<<8Mazx|40OTlc!r-;np?~Yx{%Plmuu<%Os zZShSB-75=heLr^+=&W*DR!%VGmTd^D{JE&Ca;h(h=xyPLGCc_-+*CFb=KcBvf8x=Q z=-y-~>nDC9#TZ?*-1Y6Vlv&7$0gDSZOF($9&F?PDdZlWa2N zJWS5EqCYKtMUyi4{ZOP!b7B5k^ily2F7hXdaJ7Z}-4*s~U?|3HMNN@4P#dArXQ~#u zqkfjwj5nc33Yo3`VFSEtWA$m0s##)jr#)$y3kV=Q2}iVk6l)s{|7 z^7uhSW$ouA)cC0}6!7B!K@kPBwC<(0Gf^3K!Y`{34`^^mmHXo}q-7YgF*Zg>wx%qZ zlhT5!93JN^1&T2(#pX>_@tB9H>e%q-ZrGIn?E+1m@%; z!sM`ci{s+;V%nEQ78A_!0pt8qV`DD<>eME-iA4V;9&f9b>`~LiRr>}y6hC?PhjEGx zyhJ);Qmo?${5agQ%LLG6EvRt2IvVd-D z=&`t%*a#J^(pa_=*Q^&|5f@E~-uL47J6eA9pFCjxt+(>7m(n34K+l_~tpm}-MYKtK zaJNUlnfIZ;sbBVI7NL}NT#^Zg8@R~o%}&hY!JvWC!u?oHm@ae7U6*-jqF{Sp~R6dY5n@gR3x_j_(T*}b-W?Hio#kz$~=79wWGIiYox<>$>KLZ%vst?Co!v- z%FHZjQ>r_eJri79Nm@K;V{bGwR>#!d@+hxt&*UmOfsQL21Xc=vI_DLDt0zK6QV?UUB?9Oc5qFtVtP0B>fT<>U(g*Z9bw| zNIt~@LcOra_F3_TM(4DsBDE|P5UZ^ANPKSrU`>&Bk)JjLXfhvx-DY=(ibshD=neaB zpqc~XXoq!Aq< zwFPvayR_+>QWi-b5`6I3v8(LLil6x_964`wr8I6eSqWdNWtWzeN0tG@!^_GFDX;1n zXJ(I{9P4s(FAL~(p6sedP-qj z-CQ&PKOc9`y{hk{sczI;&LK^U`$}xtZrI5&5(^#eH;Wu0er#nb zgtlH!ahCsSN_fIs+I#IANus}Sa^B45eQ?dhtRKhXo9o;JX?+|{r%S&wo@sc(@3sU#oGc#4By9SF zZ6&5;n4fii@RH=ciUJSXdhx>V-20nkdusG*9m4goO!gd9e?G0wZ|+MHMK8+e( zOKd~`&0>N~s#J6B?@C=u8dY{R6p}yE zMPB{POKDzev?2fJbB5Z;oO`|}oZBo@IWYmR>F%YKRRfnTt`@T`t3N2Fnr}aHtZsOK zb8-ZAoNN@Xx7O z*1}z!ry>|-y~wP>sa37cyzfK?sutoVFpw0G@Ed=>!tIYurYxm+x%=ALMD;9`om)7S zKyu8v8=MDkODFs3HvI1mlzbDRO!M0=RrhQRK6UWOF@} zIdyzKkMO0ejh_0oxlYpjc@}+ntBFHM_;Xi@j z7>5;_b5W@b&WU;&A`M1kDKktwhWhHDBnrZ-nuAI7?}T^GTU5RXA~J+FLpPOoEQUW$ zB4{{=vMDoT@d-4?slIH0zjn^y1R!*{nf4l8^YB~Gu$>FhoG3+;sMhPt%Sk#2sr!=M z%|0zV?*HyaQ_>5W;VD>Vv`S*p5@xz^)V(pYN@k47YphKn(o-by-PkqP2(UF=j@V|a)>04qdsc%HrDb4?rH?4AHF>7_U@HczQZc{e5r%KL7 zz-x_v>F=t;z>=G~{h3T2qBCneWm#-Vez-Rm%>*MH}m4hA3vD3P88<3fzO;B5C_$&|ES|uAgqckvBLbJQ$V3ayZMK*j28fx zs2EP7&BB#w@Is^yAKvfbA6JH;#n)h1;BgHViWc<^Ga>e89fAxEsD%nm|NHKDD)JZh zbYb!cN{JyS!_>jVk0y!jcdu!JJxG^t&uKqVH<@3Gwo|e=vr;H4rAe4{S%1fcD#8!* zQBpL6Zy6YJf+`7bO>RZ;IB&e9^DxN%1a=n1ZuNA4 zZ+}C}E$%bD#Vh2kO`~p$I1S1IlLY6D6&huvzsV7)Mr<3r)TYMt|kQTl+taQic9YvepLVDvGcG^E|7pD9es}EQ1P9a zo}4hxYn)ls`#OYUoPt@|sopjJdfGF01j;OK&h~BZSa0v}STb{4rXrBumbz?s^xIdw zdL7N)ni&r9|5rF%Q;(zmO5iH-rz2<9*!>#f!Fo2!>=($ThwVaiE?ATv;dxFtpOXSs zMoZk%Y8MA%t0;OWs$@Ft6tewkRi-gI!{sM4>nbDQ3MluUtf6SmFKYDv;#yT(K#yXF zR2K_$m2587d~b#>-L7HJT@PJtKSKFF%Qj_7#|G2%m)1`=Qfo|XetFpa_5hYl-B%ED zqP_suj&WeD{VeK0bK9R-O&0+5bDE-wN*%Mf$thQ=;jJM|IUGNmO01h+syd>@c^ndv zvUnX`OV?Qis{Hi%Yze32{PbmIY=F|m%AD4Q1kUixthT+LL8PNV@+Q@`zN{!Br-`?6Hwxjg`Yk zd#5b1qsdE0Lj0G7MMT#}lx6VLiRA&bpTFh0!&7~8hD@R6TR|MY!E)1d>r z{rBt=yt1J-5q~NNlSPE(aSxAAIwaVM<0#zedd~ts{Uu)LO^z4@dRw`MmI^RfBM@RS z6Y86fHpf)sAjVuG0ySIL5QF-&Z^~ zQ_8eMp%);IsSDrgqfjaEs>|j5ajXlOZJryeGY@EB2v66V1k^7>>bDCJvCpyEFmXcB zJohVrQPvd%igjb?>`Zog?rV7SIexk2>4^SRH}E*YQE6mqzN)ljvI?t2uRq*XI~f$ z8SYuK_lW2b>raP&cbuBQ7VBTU@4C7yDc4uMo__RRu&_}GMkqce0U4T-fRgLy)1|;N zy`-bp#|Dx~UiUUge*}Tc#`A>%X$hAAgWX*~FHR;2s7ezrmP_af*DdM3MN=X6U2e#b z1e9US8tZT730X@49%L;k5P1z$cgGsC4eO1Y4M?vFE|YDp6NMtza$OLZ8ZHHv%_RXb z_<7&gLTu}uE0qFElIFZd{|}p@-a@eHcONl43Xc_sgLa4$$OJy;%Nutc0BW6Pn0~_6 zYOkb-74OKHlYo%DIxg?b-5WZHBrgF04gUesHYpL@aG!e?*F!+>EW{?++?-ch&}H!Z zLX)xgJ<9`Y?0Z_5jTP_czCh5%$R{6Kj zeWipF|K0JC>0!qV;o4Y+RKO_2&89ks*))^l!(BT2>7C*Kfk#(@?->>93ns)}uF?Co z_A8Rtx%Mks*Yh%=H16^DYVxQeod6hO7!06os)(k}EyPhxgo0gN-FfI9XW3hu)jUAQ z)~(}#P4B}0YtY~q`q8h6#Gf)dc+drbr(FComWq~-MYM^QRc<;#eVE}9P&_mQ294M+ zg4BGpIS4-W=kmJ$aGdQ>Fmp=LI?|=t<^-@ED^!@tVd}hSVP+^dV2x)t@(VRt^zK5}sGl)M*YG(L7;O3ZG2e?o zn-Cy(kx`0sb$Us#05jxP|?z~DKUNif(P zofQnOhKF3z@7{wAjwivn^X*_r^!`6J|7PckT(QXnSpQp?Pt+?oSIB)A46P3l{7CQw zHYhUne{WnAn>(WK%sZP~QePeIuJQ3Y1lR6PEwRlM6^ft3B_qeqFA*cXHn}0uqnt7} zzk(}=1pI(t7k-!fqw0%&1~Ayu5e!art9Q!~hcS8wM^^0_o0M+r&E^tx8+dM<;^UI= zygThW9bNt3kJ2aPSVBKt&y9UjT#{Dz5j5Y@C*o&Gr4{OHlJ3qt9xwL4u7qr(QHlaL zpKFe+9(cKboeFra3sxiO6T_2J_xz-#ENXQfrhC{MRV>|N*+Kw*x@H%R!kJz+RST1x zA0y0725ku>ye}LhVChb72}HfyUd3T^gqQQEw``FQw%c~c&6S$2`z5VbB)ggq@pi1W z*$;WTHt7okPIsoP^gnlLv0eIEW9%$$bPRp2{v%wS7JONfkc=t7UF}&q(@C8*%^ZKd z1S#?{Q@5Sev}eXcoDi7XrNpBZ{&XTqx>cIJwRQGDC@U6vfuq`l6iX}|GE?soOG-b zP3LmsA%ZXyqIBdlsrGQ@X~x=ynr>osKxUFx3?;Q|}i^=j?3I z+QGON7cCjr=xAHXH~sm=0ko4*aca78{Y{0xhocqgfqPG5q(|Ykox@O+*Ep13cs93* zYjN2lf`ebM@}0%d(o-ihy*5nZZ*+pg=2z{M+iBrtb2x0mKrPv-seflZn>$$x4<=6= zffr}H$2X*5(+jyqnpx3d8b>TQTWB8O3atIT(_-2D|MKxxErFeo;7Lx4f2zHSI&S@R3d8E3_UwbguiunoGD$#fCmk(5U@*94u`Tn!gKTxbZ>x#wZ(H81KOt&Sa zewSL&^9BU)CAdn;y9!rpaY87Umr2@T?+O8NukzY${77Y^9PipZ6X!9N$SoTQC1Bf3 zYeKkxE$W5okBdDupXsGV{X{dey=i@^o-Dt%`I$(Qcv}23gx-l#wx*!5J75Njsdz}& z1P`;03RkdKOeF03D1+G`f9+@CvAu8Gk|dOMoXv?W8ZUz%!|NaWl?PAyy1JGj=$8<# zI~rAqd+C#Zxsu6oDlkFI9(l;tUhj0ity#`*uytbuX1i;lG=IEUILwYETF!6DK=%}e zvNtt#s%@cEbiKI8bz{FwEP2ws9G!_1=v*EPNR{);;|aewP}yEhYgmsxNRYI4z8kK!N3OoJ$Q3~d%b&zFy@m*`|^g!Sr^BZRr!)^aoWAF_fgN?8; z(MgkRy-UVOEKe+`({B$0@?2~w|1Xl^)vPxhYh&?H-0ouxDmC$$Rrv+wSl3#u3vgir zkn46?UqHi~0Ke8SWYP|Wz@Gs9qqSGjK@3Vs)w@TF5bQfU{xdCj0RB(2V#7tu@D?(E zmB(Km;Pgn-C(@D0q_3TJWjABDt@ecKiW#Y%P7Pb!RS3o@B#fLiqYM5-zsX zwdr9IamxnRKu`TlU-9o2bZ`U0SV2d{jT~0Z z9Hw6DHQ%|;ofsMwq&h3Nc6{*YS#2zYJO`=TQeHbN`08rg#4pkun7SM+@-t~h$MmdG ziGS*wO$ohbLC)O)39MUziHQYkh8A@mFCG=~1v%lZH?VRtlarj@sRRlV|Y@Xsn zy1;F?EsG+TVRjEuK1PIo8^~w(dhk9ow-5ybHD9#r01XB=i!K)46OQ6&#eEFGZA<>&HiRi(wm*kP((i~4yr7FM5%j_F)kQu>sK zPY>ZZv0PV>J4&b0M^bDmw|%t9qvGE<`_XBENilC|K`C$|Zgj#~i2iFK3B?}9gB~3% z+P%N7E(@}marHr@iuVS2)FF=%zWbLx`0{hkLY$Y5gJ}v)` zPaSkF$G*Ccr?JSN(b0r3XfMv)P3O+)CVFa05QY&Voc>G`mj}qJ04X|HCI1y25~ppI z$4^B!T&OeSv9U+PKK-%M9W^EETH)5SpH@;@?9d<7v@DabE_Dy}S+XB7=@xfvuF826 zFiwlMMyAoc@{zM)k0(9+3w=8^#4gf|NiDse$h%y~DTC|qr_980kV0zduB#8VuTyVi zn%HS|k?2C&=Q$A7VU*nX_48YD{zxbchHm-butY>f7r=8ceSLlxbza%8fCn{;x{eAX zanD7!1DqnqmZVv;{YB!wMViU@G)5_&*@oh~#q*m-1i|!#@VbnKT=`D8QRI^p@calO zB46+osgj^Qu}$AU?%;kfOMu@vJurH}Q0w5XVr}|*wEE*DqW+MBp-Mhl+KMtKuP74%CH zK+;RHg?aOUoa1oTc;?u@7qN!qD8!t!ojOON77vMW_W+o1xH{s*Tgf8I*fEwUzGq;m zF3&lWDqxnFK%m~Nc^ecTvyqtPj6oJIR(chL74EimDm9RwI(oTeUORE#{h9M=7^&Yr zxIVMqyV7W;45k{nM^Y&3)KP>$tIm^z+SC00{kvns$j`IH7#@J<2B$c)Q@$>|!i@fI zj$A`OQ%fLN+&@Bs zSBH>+-ZS^mPHiic%|-g7MXzy+w5Q_Aww3P0(w4u^8v zzr*#Ym1g)YwU1q^`foY&S_>lzdQtQ%cje09&rX~6;DIn(S5^e*7i0JjXqU)X!A^E*`4l2)glVQq>$B-leiB$pK$S}v&r`# z!l*UVj^rxyKgPutpCtVOEN-z|U>tXtSd%&p-k#5IvCHubsQN_wZs(G#wyynbcYi|O z2nc7HTw73FUd-{^I`geuV}M2t4g0HaW?bLKV^{`4LuuX)%727Dw(f-yyYTp5%f)5i zCiXQ5?i$0`S!&JItgMEzO&F%9$VY5ISpScg|HuZ;_@dSRG@A4! zsVi9)&D6t-*t6B$JqDe5dR~94+-=w)|4NN>?Cfu>hazEN!C_GFr)yH>6`;ekbZ1%-PAdrHqsOX+mmA3so~or0?eUg#%o(WRvHjpuq0TUE}y=JW3CVRKQPC!yserBqMQL>k6UW|F&AT3V}23qaGkf35&4k%$19YvU8g)0-M! zhyAU_Y+Hqr%af#H;DBdXu2m^??#1yzQT-yl?ut+v5Ige>=O?&g1D$`U)EC z5c8y43Dy)6Ll|@az>oK-A345?CYs1$e3zS%|De;H+Bf;B4vIsj4=sujijZ|4*0ygF z3(`O?3UgT#Sc(>v^dS=ol?;E)7q-xEi67s^J)A4#MzA^eJKwkIam!swOEe=JF6qEp zV&pE(vwHXISmf@HT?THKzM1*XmUkSx*sfzd8-#BD+#=Y|9mID2*4UhZ5-f5{($^BKBv`(1n%}Qc(*V6nJC{hF)*m8~d(?-ZLma5hVXvD} zq3$a*ZLhHn`}>tdznESrUA~q%yN2zrerLDauw))fYnLZ4{4?`eC1}R|-ucx-t~(fN zl57{b?@tg5)8&0-Y-+N{Fd`%pq8A1;Fd{$q$O``1cmJp8R1`h0Q-h1*_>x)@K~K40 zWOh?7imU_rSlQLXFch$vYcdGfBqR-Tg`0)E65JM{{2` z{j}~PohQV%aU0z#d5i;dO|hz1rDrHU-9jMvYI<&?5hkdzBEwf6=pwbIt$?{>gB!lw zY+R)m5rF5w6<1!o=Wku|ZTGk&*nlC7$3$^M?YtaTeSYpGz5KhORf0KRySo)OisA5z z{s$ZdA1g?CV$o;3Q9II82%}jF)y%v2@wYyFBglz;J7^cY9P}@&V1z>YwzjdPubn!+ z9}YSra}L)`Mo{BoI6t043$V^1pZATj)WJ~pL;Nof?PGwDCo(olUH3Eun{yHwZzlRU zB+Ws#fA00s-H?i4B{1De^n=hMWUMZX0BZs&WHNo-Lk?^X|Lh%-ZTCpvk`HcuJN?}# zFPXPv3DJrf@hVJ8N+WEW)ufyvv^`(A)xKAcH!9;r;P@<)iB_=6avi%bmRrv@5f3x2 z9RG8=nVO+dkQSd6elyZX);)KY50SIoO>OhFOnXr#tezSZWf5HDI9)!;ZCA;#fo0d^ zo`~W^8(r!DlF-73HI|j{N$)wL_jIJVOL>QX3xwDUuy}^&A8tdPOHfm9O;^=s)aex6 zS1G@yVOT)V{0hNPFa9Zr`*%OebyzmwFc?8V|91#6odPV~G;GeN(pdx*Qp>+d(uT@| zr=@qaaaqhje0o$zJ{+c|}K-Bd|;kbi$3qxe}{J68jw3{oP_^Y3F)fFfhzsIfu{ zJp3AQ@I5dTT}cw!_5QxCl`>Ftf`^GzMHlKGK57_%zczvC`U~}IJz9!;BFQu@%(F9r zFqB}INJc*+0z47Mvo9eX+|F=Dec$3Pe<$Ze+o4!Iyo% z5a|OS6I4G?M*cyAeRfD@|1VNTGvlg>@(^J)6rU22L!5@Kt~uf1InH9GOCC{DdYk24 zRw3;%m(Rj&D%R8>?8;X7yINHEhrFfcd6rNIBHMyqz?^Mqe_HRu|FH zcP4m=^ps4199DJs^hdrj3ZP3E=weZck)VR}G+t&S0LM=_gO=SwgP-i#h3^c`}BUM|! z{x$)QY0HOBL=@PxdECn@MUgIQDd{HkEbw0smDl&GlGV*dW7b@ ziG*-A_c17vD_+(B-vcaJpstm?%FPrOr0RK zZBfIW_PGej{zO&8=#mmpL&LS&qw35j6O~ix=nxNIw^PZ25~M{dC$HvI{xm`$<}>l- zAuA>iaaTK(*OjcquQatg1Yu^&^seDuihjx4Ch7qUsKW_z8W*A2OatJyY zRlaKCAva(8#vocj;K%;xRw3ER#_X7VnJq3k1*CAx(2g2Kr-cfwkWdpsoVD+RV}V+G zAv?@r4Z%EC`nH~iGC(N{tNTk$o@vU=)bB?V+1$@8oj1fHTe&1_+g)s&hB*zc6n8qL z@6yr9W+nV(^Ym{g&TH4{GR=G594Ort{0 z)Hsbh8^SN}U?GVuD;y%5TiH>-%`AV#p6(u*o_@qc5`1E8$P$dV#O5?Cs$D%cS+C=Q zq;qsCMq+{^VjU!fGQ?Qy}90Rf3?*cRq$KLI6x|k z_8@{TIpkG(+{ZZbr>j5rJ`y9BO-iCz&5zkYwtYfBl#3+@m>_XZsg1mgAzu#7z;H8m zlCECM|6dJE>sY0y#?@%fSi1_8a@WEAOh!qXocaMe zSL$5AgN$Otq8^j1^MV8S=@RMr9lEW@U%g!~D2&FQ-Nw~^yEgX+iRtJ=V)$xXJXD6^C+EsdoXSBq9Hwuz#qXy119qSP3zc-|HH<{=$xGTC#mQo7yM^cWube zIg&3Xs2w#97#JcNdHWl&dNk#<@e8-G!3N5tZ>6vUWf-4LGAuccjUbni^wT-V*;f;K z3*y}F#IYJ)a8Hp|oj!v@=qgf|bL0Ew!)gLpdFm|!e8a_CN(hp@I z-b>>y8Ohx0ihr{E$b}+=7v(5i0we42jkPJKfsvN5A%6aAm_%nCqD8X@HK4p*_qNj8 zSgW9Udh}jAgiA>I+0=`Fc*!!bB1bc&x_a4BB-ek${y1XTd2?8`P-?I|Rt5MK{n-|V zTDrJ~gJ!{#r`xyWa?1ajYpUsCou2sfDBgv_9HLMn-6Iwrby;S@!#6xAvJoLI_CaS| zx1HDS4-cN)0FhZF@w0saU(X`9Jgw#RtR@VL+@A~ZSxZ(zS5Yoen#6Q-!M>CH6_?nx zYR=Bq$vecn54U&0oWuBY7EnG)M)5^cuS2#*nB>(OvW=pDfGWiFx}DmUHwGH8QvUq? z4iEQApMtab&jNLCWgEG2GaG*=9jE==2Xae?#EV!RH}RM)jO*&4nb6T=3@48# zr~ns%XkaNz0CtmL;iS$6d8y9n_zIE9M_~AWXo5moguK6^I)}GP^fQ%3 z*IB$0$6|j{`+}O0co5k<{7ZbyV4~&8h*gw zJW2JI(yx|WPZ$a~0@3+$!jf>?3iN&^Z>~IPpN^_8V)934P5>{@iL}Ic3e-S%^6#EZ zVVh&WuD$qBBxw|H!zc6shvIs_MQ2rrn*8P%aOwyX2??kL2!~ zm6BGV%s^YDPVo92{vtZ)Jr;BB_rwds2DRI*t3$xbb#0oEl4sQU*Wc#Nq| z$IdZacc~HX3RPDGn4Da_rguR9D6VklU`2Z*b>IYMYGA_$rDGPC(%F8mk|7Dif!JVI z%cpqTH$n60zGT8Yk|U;>0ig^!oZP>ial!euxQt3X9{G=kw-XDQuB_36Hl-pN|Hmi(f^+O^8Cbd@{=NtP@OHvbceq(L)?=*OK zDyqaeYe~;m#)GC`_s}qPsd?3Lm6@e_(}-j_et$|vDDD`Vf>E$eq$8oMY<~4%9`k*? zD>H*`@qXK}q7*cD)QS>e>e{G4wU3&wfeKwG_AK_@mZ~7jTHmSU)$?=3* za3qo~KU_-hB5vCzHM2!J<58P76wfSD(@vXzzP?-wxKI3{XHhi;J5p(qUgTXX$*bxJt*s0RZV12YjfYp6=u*WD}{>37ZH-In@ajGD=vN8pNvQ zR;>%I#@G|Sa@`ui&34lEb+>#WmX$iu4W_`h3%emhiUTPx=Mm@Gm1~(h!ein~+pWbn z^yQCDkmrSj?anLml%HP?8oIL4uxEE8_Om`MwKjaHtAcOC+JjJkJumY{TW=hT%eR0o z!SxSE*k0&(U+zf0?D$9}QFhz}?Ib63@m@jgb!R{A;1o{!VBF9|p?L=#63_U2KN<6S zR=Vwi2UvQc@4Q=KUWKF{3h|!1zIuKA3sbkOYm8997W^dT3onowFxtJReF)QBaJB%S zEY$f6cS?>Kx~Ubgs0(Wi_e9LMDXF)+icX*15hm}mmf7TrGs@|cW9Mvf?)L?YY(Y4* zll~*Cd@90PHgVCJ?FS~|Dq=H~9aq9YTz{HmL!@QqidYl`dI668;>$=~L@bgIioHcxGzX1NmqTzub(C#4$yblW=#E!^Xkf~b3^nubjuJ}3`CSm{{nib`{8)bJ<*Nz?$8ezTZnvtq_7d$4!Gv1FjUV*f!8OHWlY4J zM%X6pnY-4%x!9S4gC-SXkufmgj>9uOt|^#sc^w0s@DyHSz~}dscWlbK3E~RRHf7Ppt65{CTfc5vaWKY zx-+ZBCSH7%x>A5$d>kHQ&Vx~{;Ujxu{)JP{8>vFE%Hh6I;|Y!T1Dl^Aqic$n7RtVl zw`;A{sL%85Qh#9A>ecqn>-Q|LH`qIeuCG1myjl%uTE^YHkBYu(pOIQ{ulaBEv!2Bv{~*<=Au;r+(AoCM|7$S$gZMwL z(6IdT5+Fjd%4e=K# zb?Qw3E&8xzVO1JNg$vh*n7X}Br-a)TgTF;#cFRBGqQq2cm+v9ffgGB&y{u)WvQZcyjWaeT;q@4 zy25EQZX!wcFh?*{T{|3#P_jbnvL6&b0!T5xxJoz1qgn*~e=J>PR2)sSURd1S9fG^N z1PKx(xCeLlU|C#(6J+r~aCdiicU#<@pdq=N_q#uOw$Ge1-M!V*-Br(1Rr6?P!xlC? zNHitZ6JL&fcfzS-LHHT?Q-9cXq}2KborzfJ7v1#&%u}e$bIlU*S_RiSr{auW4uNx} zOf;eyZX{0RgtL++NHg9O2dPQWzZ=I9&Zk|r)Dt!@xvr4*Sp?1?>h10B8_`u&21#F` zCV>)?d;}Nwo+QDFfI3jzh|^rC`)hK{2VI|M10m z9zw?5`w4jUtkhP?$a!2mBv<dn_ij0a+4c z6tA~LsCLyb0T26Mmpp{>d6w*0lF%nWIeC(iETBIiXcLUHJcN<_zQMsT{zB-v0J%fh zW(z6^Z6RPo*WIV_pkLQLKE@b0ZJ5W!Yku)%z*#@gMemRHA*|B|q6E(p3M&D;whD=T zWiU((FAodn{AdLf9k(|((#-%5wUgNYn|WTI%mLb-LyVZ~4%p+JFWx3_qT4}z1O5X^+6TfQX^n$*N_#%-O}oc=dOsSEHVA9Bk?KMI45Gbi14MKuUN=GI!;L7_n{ zKHZE^J(Z7IjnI+O(XwzRNBtY=ctbb;95R9_gqw^?oizt04K{G%5~(D)WDOZ5{weXxfUD+e73vcLt4nWQDksJM*!;YL zu$ur_cEPB|HL(#?4W6;jo9%x%h?y&P^*}$8nyI8E@cW29J+#;Oy`a-jyjzZyC;yHI zUB^Ty*{XFAtjHz`0%w`S=;FjdsrRZjjpq=CqjZ1idcG+7fh6~ezPf!fmL6zD@~b)b ze}oUPLAl>31je5Olz^>MTFv-Q*8faY=X-PTDr70)OHU{h((C@Ix9%DuzjxSJENY{z z8xPNy#WLOD9x~R-dnDAE^zv%8ue*|LgqA<;YkGE5rle~m4H2*;%hL2?&b44VIsrC+ z$y`Qv$;qaT&|UrMSXNz=qQ%7%ih35uld!L^Y$^i2Eoy+zU?wrFmi%OT8jd@R(`2BTAe~l$~za7?OAEJeJnb4SHGd(p=)E!cJvz<&SNKpcKI8ctJGl=Hs{k zvE3*IU-Sl=3_SgH6lqF33N6Yg6Sr9Yra-ddBZaN3@kFhsRkxo#ZmXFGO9%2SqM*b^ zYj`WKoJQz8a(rMlM?NC8kE5Rr9dc_x72$Til$3XIVZ_N}`&a_==7~lPlc5<1f zIUI+uJL4UUcM_{va>b$uvdim`sS-m6)|k__&)9ckpxgQrL5jBdv2@M8rYkRh+Y>oEvx96$gP8-($$#XMVnFf$h}mO?cVb=kI`S( zxQlR}Z(!_$j$vJ4|Jy1`lvv$rFE_Kc_QY&rkA(}eTSlY189Do4&t_p;;^>= zadtpe1a3Kg5P8oHb&<4a9-Mv}#Egc`((N}=q+rM>KNc8Joap&G818A~@LKrS@P;wB zQUl4cuC6*NUM1Ik>7@S$HYTBt3n$AgqmNQY)*1#ug~;H8edcm4PLOz~fXQLHt^rh^ zD`%Y+>-8DNTmG3blfK*Dvv;tB5tC*>eq62jL4B1y+^3KPk6ysFu=$MkD7}Y}Uh|FV z@UVTUurA$ZIr-kZ(xhUxfu1(`Po46C5zC60+YY#Q3r639))7L)xm5*_@mFx*Z5oZ3 zjH&!$&Occnx#ix%ssu@WztfZteCTx;ciw1*+RKaDTpCi- zGhS>mO-FFaF>za4J8}zQ->)mMFa-UnVBax&=_;W^zHUtJ|EcdHxV}8~ZeFSRH{#Oj zgRhL~@!Bxiy@TAwyPO8GdAnH2Y9zxAu6LE6~M#MrD1^ZZ|m8__D zV_X8iCk7C3oFeyBUEq`3tYV8%_N#8Thp;!OwU?Zf*xV?7NURVYQ2y|N%>o;0 z-q^HY4btrzOp;Z-ay25hcCuvs)EPT)Y6a{G~2J>PP;=Xe-?ed?EDsYUI|&cch^ z3fVZQhLgz=9axs|;`7pD7nb1p3zacgPbDX-0R>@Z@-G4!Pj@49*HcyblJRv)WTG4D zwh;cj4Nt*POiskW0OK({LQZsaL!QS#H(Ch`2@VjX!x}dw`^O^q*h%Iy;ob!LQ_jge z6hS1V!f8I`ZgI9>^EGomesQU1pJ*tM{Z2O9hXH9F;U`;5lNfb!_ICh!vo`!94_J1W zT2P2sI2{_<3OO=;dudeCPe@xa4}}~hWIILn$VX&a^qE+Qa0$~qoeEy#+}y18Eoym3 zf89oOM~ujVo#|HVs0bH7O>2#15h3rw(b?oW_lW+%W3Yu^E)U9-!I)>3`IdGaVNwOr zaJ5<5$?}6bw=}pSO*G?3P1PS^V2{PMF#evPW3J)stjOYxg3`=3^sb0BQ275ba+9{u##B0 zk{TPc6eV)ZQciw6_ScE$KgnYpK4b3`r;XtyH86co;-}_Vz4)|!d>pUo{+q&7F;Id^ zc&$(^+P@_9w*uF6L>--wxR9@5wi%{uF{a=jd(4#l$BtnqB`}rLR?`Hyg|$tW0v?ZlU?9C49Z$kCnxf-?EBu^X6kvd6g3Ec4wMMA#pBdiXoZE2FDh- z(rW+KN&1(K19g=zG1>ch2Xw=TGK3!$MEFh6dxct^7F8}w>j?xx-BV$A@D1t9(X@WT zV+IPPiBzZu#M%hCg!qZq$zDH=uueFb0-Zvs63+!T!97L^qQdA-4RfZ7e$hvMf)q*Iyys_Y~zIpArtb_G4Yd_hgRi*Bz2i;nD$UDON`7-06Gl~1 z`~xHokg#1^#VEdSPmhLI!$gmKC9$<_2zr>y-F6M6e)+U`l&6tI`Fa&n3tHF70%quD zx0QT#e33UL_A|#s%sDqj`?80ENeZei>fpntE@ym1!9y3!8(dey_8NRM%o`0Q+M%$t z_6>UgDsq*^g`YOE|5q4MlgY(4`al=J9>8ZyZDTpw(Z~LZV zev3q6?d2*4jkTXXNgC=70#x$YAObo(Wjr~r;98J0lQ5cduV##cC9I>6BmmHH+30gK zPSGM0GNR!x)Iy4tjhx~hEo%&F&kmXDeHi0gEe%b<;(%CM)WlBK%{-Lq6HNI6xC44_u+?EuMP_GnnM zbFgM9J+Dedd(WH3Bmip9UvYrWz{FE%wOf62GwMki*gUwRf@HaU*`nuKgIeZpR!h+~ zjZw#)0fr1}uuPk=V7*o#JNUVG(#k3fH9M(}ObG!mw{G6rs^sz04thGGc_tX&%>t!^ zTWzFRBO%fq5u*DMR*5Q!@4YBD%#5O@yAu+Cn8bDv47^01RD>RM+d+fL%{ViQH0BI9>=dWjkY15R0CGlkxfjq?B&65KA<{_`P zt%EzSF~m#_q>9egSZ-}tB_NLvax_*#ngbWGp3X9 z@FVH7#;`530D-n0;5(3JcZ>Bi2o_3TtIfw{#SBuv<=lB(#`CSNC9xIU4)|IT ziB6OmHP$=j_Q)4o`V`i}{2lifm-$mK8^@YW$J5pRjiR^nIRE5*@6mHQUJs3Dfja)l zccniG0WH8~+Yijm#l<~m;iTjW+3I(;%;aAd(?5#1X?x6g&6ajXIfu}Pv$g?XYPoT; zE{r6{iPTYj^@6>?Fs%b#gULN<^DoN%E4e^qA_t~P3MR5n+`bVK$a^t(!c-O0&orGD zR#qDMo5C!GsUiycvvOCXcyIwf%?vWvPEKQgayrwo`S)ux-=gjJ{FI`9fC&&1Q3qfa zN!P!Mz*W*II|6^YpmAh#Za!Z-HOu5^r^N~KlOf3~H5%2Gw~j~E9(9t(uvS(f*td@3 zi|gg!K~sRW@p*sgoSCG=jH`Rv5BlA|q30TOSX}c|5ZM!dwT#u)?n%B*rnS!z7CW3XM5`Lc4dLs(55GHvCeiI^{D>;f-C;!W z3_`?5ey=b;S{|N^W$zFgK5_nv#t6MEAr{{8!>xbuZRVcCK8poJVo_t4CC=-nOLqpLbRH@Dl$qPbF9Y(KBKi8XK z9~GX8tmGRt(OhS17}~f-#RECNurZIV{1R9=RQUVPC2-@i=7R5e^}rckvMH{~3X={w zsexulIkuCixM(KBcRz;WS85Z6=U)(JNaVsHkkmwG+f@jC=wYo>f^}DMmS62l5xP&_ z7rBDZ9;5=R*t83~DFWQOJEv?(W4oCS4qaUk3}|{2U&7OUD}8~y*{Xs7TrtV~B_kt; zO4n-3zy5<=fth8j1jHmL<%u5O2_P&m!Xh+8Yvy&2)l|H8^q=eJFGUwu{yf3`Wgi45 zWRaSN6aK#i;v57c3i zLXmGuq293I*5>>qJaWBDMA9=9WyEK!mbVh;u-ZhYnDf%=wSEByho1#E{_8SJ5p9^H zKmPbz*u}rR*VM8a`U7h@bR-!#~=&j;Bs# zdLe2Nrp)`LB&&i#ygfFqgL^=z|83BQT;W@RG|5Gp7?U{r;qi0wRGHT`xQtA_FQc){ z&$hxwiq+$mvMH8-sj#TA0(Cu|o)@`{^rQ6$-fs(JACmJuQg$} zJ8~`W?R0sLs3Z4D<4*hQ%ARhrop|5AFLDj&HaHhqr+n)@Ty-RCId-{H8Xu~3g>ti9 zFT9ZrJWYQNS5-`xr@g+Abs^A7tTWa4HYNMli7H=5Y97C=vd6nGm+SfNv@kYO}PWZE`7yZ!bC(IyE&CnM6?eKixRNI9H5JP%A z)3t6u$~|TZMlmXqBT*`~W<{Tfg(41kz2DdTDv4WvI4hJuK?ku~vuM8m>MvNRef(VC zrN3xE4uABmcSN}FlLSQ8+}TZ29EMriO>{uB4yZNI2%mS_n-y$u6PT zYo3J}E!(HFkS)wjB*dn4H!rB4DN8A@vcqBtn%Dlvn}(wfQ{~p)?Q7TWR@05i55DXsv5B%T=3J%shlm0+i_|Q)qsnK|0zt9w^Vm*H zF&SvTLOvmiH+GlACA+fwqB2rA5T^mTTzZPd~CfLN~DD)|j z1^!Aw%U!`E+u zTXai??9Wu$-xV8yjgEA+I>ztp&X*B`e1kBaZCA#G+G&y(MV1S?{B5go>;s9^HIEQz zdFDNQY4EL3zkXedar}mUYb!N4xNL2}_TiV}ZeU`jE;J%a+|iS+``U^EB2ba9vI4y zonm;sVOuJ}NpDLvE4~KwaI!quELqxjPZebkurrlvV1pLm$Q23>o5X zle85IupH&==%ua&#yQS|GX^6JRGKWUA*ckHpl!kwg%m^UIeG;EPm(5r6I(C;0cS8Kp(<45fv! z+C8sk!$hsKKaz$=R&JMT>3$t35Qp`yWQq7$K`m%8Id4DtAel|mN(6bg{r%M*H>O=@ z((5Wv#OsW+q{guM=DF@qt+%F{k1By7V%zawJwUE`94Bgp-?^&rt0mvmF8|A))xE~X zm^fP!=A7H$tHNJVFvR|XBH7e(aWmeeW){XPh(7V!+IMi<;UNx;tTWo^*_G%QGqyRq z8Ay7k;|6>w#HL9uicS*&H}H7aZ}Rpgz*AI9VLW@(_@O{Y&)#g;&cO-oD@2*oh^z_R z)11MwH*3-2pKo%93MJ^7NNA=AgOcFgnwD8Qyq}6sf`mPkNTlbF$CIjUec!;#~?>ZC(RVGW=;>K=HMsnKlPUy_B zp1Ou&g}P^CHn!3mXWHzE?zq<)0=QeMS#rFfsm&^d1MIKf2})FX&HgzU+Qo2MdxN`I z*|RDW&D(Mr8uZ|1`vp3GfqA~ee-({?92!|!=0Gx2M9`d4~NF!eHG3~}#IYYhCoP+D~ zl7s~JD(#HU64bT6GYRiAW1t-Gd;4uRxt9x!F8RGFf#@*%4KgxeWDO3c2a4@=&Bk<) zY)jcaWb%_VXHG7-hBT*RRfP16XRj!IR>D5zt|rTjDCSPgHMa15W@Je0@*`|bj^=!< zJC|PBe2V#bGQIP%)h|P|p-{YEQTBBu=Ju*$gv;ZXNQenClqi601XI&(_z*R@hL2Rs z*%reL2oa!arh^Pdm_21jTAKH1l%EC2E9A|sZgn^|+C*9_hxmBYJdL?H<;h8J`rL9w z7v4qUQ9s5IEDwL=uRm&xk=^N_Q}rcn$Y~x-M=JDFz!bcvHs+q7XrUD5k)r!ssi&P7 zdqDm^T`r4CE^|4HeMX9T`r&v1^(b*_WIxB#BJ>?6N6DVW!f6dsvgz%eC+|>G@mCfT zxH_d@u##oi7t`SOa}$%SINiyV;@HuYM_8h$s}iN_(Gicqy-cF>FZQmQmpcic1T-4H z&srVY`N?PzoRv>7n3Io9lcQ0S@?7*iaQ~^Qr=|^1vd#+(&p zl{JOsNT!X}h^(y@kOHC_t}!6X6Ks^lb$qQ%urOWJhE~(su$jhv-UIBC&Gdyg5II8f zl0~4q=lK}^1$N-0){80ZjGMXh#lB79!_cgzXA8|`-+@Y8oVyUj(b{}pL`ay5$br&A z0={g}G@^dI1=z4Sm@4~b(pIx*#dK;KEDFJ>6ga+??9}8DE6F5yArye! zFxj`}lJSm?@Yg3fHB(HG4!dq?X`yQiny~02ucw}>tS53bJ0&NfpA+0kKTn`l<*flu zXAgQktV18;K>i3^)ni@KiKvUWk)zR1r(v3l9WFZ}rYxzNHY*W5>>a^WYsom@MI9_o zHsE|ZmKgjT=ZWqgHMBEHYW#^OmefE4V`+dP&0wB1>nt^4Do{TDI|41C|AJJsR{fQz z!SHCwQV?7$U-`1TXI9MFl1HBpx?G#5yM1(|kp}E8me}J*_|F8~t6CwGgCM=<+CzHU^8PLnwVY`c# z^}dNEH@ECHjkm)7Yw6$LqqK*snO_S9zUE8MN=yrGd4&ILWbecDNmY&zITaz%k95^* z2;kc7ILbZm69HoXgu@88qN7spc~m>oof7%_RWj*}K^*vpQtwvIL0mn(!td>O&d`VY?wbQ#f+Ci2#AhU*_xto7l|CS0#+wGp#_msP#LBrlE*F0hiW zKE9BZm4C93PpI5fjU}(8bGRxCevMn9g|Ocr2TK*ND(=?_L~({T;E8YV zPp!PVO!PHk1{nBpE6I|Hit?h6;v=fI?Y;u0EX)zrMXU%JoKa^C`_r>utz!c&=k~yk zF-@vYJ;0vAG?I!|VC6G#RL&-D5~cBahNM6pxP?XjOcP{j8B2T_Qy=$AO+~S)?c9VA zAQUvaE-h)e2P*!+!7R8ohJDvE zpDE9`6kXP3`-WkSTthwpt8->6vf;cSbEv{=CkW|3ZadKy#7mYe7YCC$;lSowanMVd zTGLDAr^TMrOEIk-_tTxFrA3kCXY;0Jl9v$o z2d4m%$Ukf#5K8tMP--v!7soST%=O8(f3M0St1rl3fkAlCtPCsd}!MOFLoYE1T$oz&$QN~|omlZ#T?Yc1m2 z`c5+rN@TM6Z)2cUuIsO#*wv6-dn%v%f1@v>QMPf2_OkT@Ov6AO)0{a#h{6sFEi94E zvmE9fkvDav#R!5~*0o6IeaLy;xq4E5RE#ks@txdjYFIQsdFuZ3;S+Z_B*b zev&A^PFyI12A)!@qh$c8LJs6!^2cIveLX|PTER6i3YQ-f*v@-GDucrBaJ0n@YhTZ( z?o&wrkh!CYk_Mr-X(w6}U$GMv;|WodRA^$uxZr~!Jj^)C(G){QWk}f}qdode>M}Ig zU*++mMt_n}no$<(Mss=Yiqop}4H6cuohM>#wLbms>n*Q!IsAUNm;DoV3Q>NPlCBJ{ zu6Qq+35U@qz#gAP&**O_uROuB`e{ZhdI{WG{mku|%j|m(7NCo8==*Nz5&XHKNne84jrf;i}pal_B_J+54H z1(BH-L+;iea!WJnN@trD&zC62cLQ*OB~q!tztWKd2?>ECg=qERNIFMwLqBg}5*-om z$drZa_UDfu5PXTbVOM;jjX{5Nhw(M_XfjDuB~uwwm)JNc%@8SEDpQMcn*d4=2K>KE zyn8xw_s)*wTIJ})j>b@hr~Nd5-OSk$yhnVgt6TUK-htT*Y;TD<;W4sgH{#vtelS}K}A)grIX5GKP1}rv~igB_S_(2RT&Ab z>AFxplOCmlRlgw1@FSFK<0MGNPyaTw26Y}Z{>Wsi^-3IE7#ZC`(N1Le!QYV8; zh3jCrzWbB3qRV4YW>>(KSRTbo!z4@)Mx>BSh6m{$DFI)snM0MRJ z-1+21zFXIGAz6|Epnzy6VkztW6x3LG3!#k_jInaUI_{$uz246e=_Pl=^r&j!Qx93Y zG@eK2L39#+dFn5{u$ucOshzw#5Ma`=~j4b;60iUfpNsM0;fOz)1)i{Nebri5LL}B*JlDWiu&Z zEQ(PfCs84BkM<`ONl7fT?+*EHHQ8STw!lz|eSrJ$?roc|9FsDJM>n!1RzK|_l3*ri z48CiC3#UYeJR(bIKa|ijE}uNhK4$?=bPDfCDa*}Y4(Q#}YvvJUuWLNWgyFFF1AHmC zQLu-{0fZ4$(E~(%NX1#+w$92|6eCsJ#Y^oRV#?9SO%k+R)FtR-q55VFyw3NAx0r2* z{Vh`qp!DwXMp%pEm}!cjpSc$P-Cq;4S5I8|D+8(gA+I|n%iDlEjKW84PCNKE-o$~6 z$%U%XblG9i6Slaj$~|W9a7SF6P+3d@E+3i8L7QAHdr>=0JsJL9a`D=eY+O=nnn)hQ zZy;jgf~+hK4s)@>Awipcfh+B;6q;sfbXQ$)3%?W1F;z!;F{n~0{p38UZ(I^UQHDw- z?Z)K#_7BPt_fW^GJskaK@F#F?K&e`0`3TFM zyNUTBb2gs@RCX$N1~5XC&EH%81Ud)mO{iK_A0Cx@`jTP31j73L)S47j?$osOuN!Mu z#_r+N3{eh>uwz20W7=)f>Ht}*n*b>ZsT@&6iwN_R^Y>6Q3-H-ONw&K90)$~!#*8IK z)kL-gM(_^h9+toOuYNP#mc17JCPXD_WT+*8PJ^ETcYYTm-GSIaD7lL*;`=2arxs%< zGyHCwrXcIW(e@!=C{bgLc}cD45SNiISJFFoSVZMPMxhTQ|I zC;19Pd>=XTrKaaCwn1h~_GL>=%MF@7*_VSpvX!~CJmRj*I-5`#XPUuUT_F%srx8nZsq)7T>fWZ{AjH^9xP^qls8K8V=_M zt1<_d5wGj;8hk34<`U;|p-QE!)i=bTR4)P_dRMLhM)Pzk_{EC}PZGj5`2*bCv1cPD zh;=Uuy&#{Jx9l|VLvrBk|C+EPq)VKfD_2Q@ts`m7q8d0L$}neTs8OKF#Lly+$ejOxiz0 z`vL@6l^1PvTyU~%QFlJr^&5uJoIPf`K%j?psG96IYQC_T$4hREK=%#^{;*Qu-{8haoY@6M^z?f}F<_VV+%Kgq6^{@1M9%j7+D5%{zv*n71PMe&tB^8fsI<$-K|t9k{?xU8-O6 zAwYe7TV;|35mqW07wt%A+Zl!10ltKB$H$9+DnUczPcA-M#d?x{4CoI@p^HO0v%I}s}crzLC&0lAJoyEvgR4!P{Z1`1=+;qpc(0+uj1I%aHv1-XQ zVSGYDd_yr=F_rtXs!p|^syHbiqtU=3cj%`LnAZz17KL)cUmnTR8VO#)%Xmv_}iP zdEv(LO5qcLG@Nfs)ff4Pv&7rPMqgqqv``i%yW&q8T(+{*Z| zLZX_W<=K4fbN!@y@i#1cfw?Lx4ybx$HNPr`#u0)GDVIIF+WnjgyS#nX%=vOJrmyWE zU%U|NC2EMEuN&T#bI}HSbT4+<)tL6rW`o5&qe*=0RwB=dEyx4q%4v%; zG4}AR9BX_Y@Sh+KdK^bHa84^QS&+9=6y$M*G#*`4 zgdF16VKSP=$A=y$0L|?>vRdX8++1qA_B|jXqiE+06W!ebAGK1kzrLYgJ7SCFQhnZs zSWInRvI8CVI{%BA+?Vkyan+c#-uM_eRz4hM>x_&;h;IM9`?@~e?!7C{U#-M)s^%Ys zMZ}Io@yaOrR#Q@$u-bybghbuext=2`dEV$L;z`lIi!D$Z^lKgL&Rn4WvP}y9)%qM z@rr9lhNX(0>|2JOV-dICpz-aUH`rroJIwJ^f8*u#LfchGM@08Q_(o6>Isd7&%6Br# z8s1`84+iX`ElE!SydJ2B#fjyj#D9+8LHSR zul&Y!hKiBZZ~T5}Z~VhfT&Vd(*ix*4pRv8r?pQjTufa%N=H)xFuY}UZUkUTe{@ci$ ze09<&bT91&;@$^;oa&Y>R;X=)eg9vv0$8b=L!k2*`0s|*J3M=Pl%3xO<5*MOd@Rrk z%+7CUngROeyRf_IWRrE)F#|}Z3EXOsf0_v6l8r*5fnW@e$nBUg`4i)?s&#f{S}!uv z(e~{t?~r}a+129~KZ~@OWp((eZ6Ou4X*+Wf;|hUf2Q#qafRI)>(Z!)6qRV}{bg;i_ zbqf~ft{OD(8^PofjF0vICC`U#Ply0U{1SA9)}!rSPfsVgdCh9(T0M>4yR=KekG=l} zkRBL;!9!^JCLOdV^ zWD?n}z86+hJsrLQFbnu+N>OK5%{tZXW`fqM<+8qZ%JN2?U3RQ^T>mx6GQFkx|=|n)ho!MzhL#;8*#l4CdS>R|bp>NVwof95f!OeqNhnQVr zZe+#zbakt9{sgn%eb*MNk$j}TRlnYobFu4X%`A^1lFS@| z`;;xU2?KGwJZs*WYS*As3IS|KbO6L?w;7Bv#4$En(Sy=U0!20NoQMnmZ58F4{ z`v1iiaCm44Qs`~OQIVYK&VLpm$sll4R_x+ntmsHE)0-Jy-J1mG zoWY*$-s0l!i{pTJTEaJ3$`$cFr$vavon^edbuQ>4OLTq}GC3{@8VzuP!5i-Vr>wso zD}VZ1f9_dz54E9o#arwuS}?0XyW+Y4W6DarSZSphzllM0Yi zfC1Q{h_|NfG@SxQFO5~hmfHVB_>_$49G!XhJqPA)|IokqCNy)NKLN`ejxx7SwJhT%Kow-6 zBFjue@jyLZmFZs|m9xSPpo(yx*~rT2`Sh!Xsp%_OJ=;Qp>PD9DE%p~auwV_iK~q=+ z>_d#i3I50qGGlH1XXQzNCys<<9)!U@cFK_qxCLAszGyugSqLWo37{AzJ#!wGLEzu7 z20*-cxFK^6$qL~(PVIXaA&ScA^M5OTVzQN)X(Njs-rYR|4?1vlPJv>D-i<8&!O=-u zjjXJU@={_*Q06@L^dp*If|ZVxH&gJMNG5@vp5^3%_g8&0+ zUGY_N=6nM;v_Wkvr>W(_oQ*7%(*Mas#T*@4`PZ!6G`$g%v!gCtwP)Ou!o15%2ZprEkeo?(A%ZN&<--V1d12V z`3Fv+Jua!V2yK^T&o~>~J@%tN9Sem9-X$$YU=|UxW|3vKiD5zGSvO^7u5pI5g2t%1 zPa@;U=mmNmLDfyF%!5{NcmlQ#{5qc1QqC!reZ|C?SquFkfk_{8H8b{Qh=f1V63#smN#4) zUfr)dRN6%~B4lHyq7(d~OgKvTiTpuKOwHZ+1OIq=;%Uzk?S#jRMRl$&fSS1#HaTHm zf9<8+yUBY5`BPLds*i_H9?z7ZjH(jS7PDss2_bd(is z{Ax9zCSml?vFa5n*?4JWytKtEz1qcbKTM}Blni|H>f801##zeUP3$*$HWyDj24Io? z4&bMY;x0o?u7GmX=&$cbqZYrAD9cwkX=$fc|4-+k+C76e8{i9rX+c9tX$pBZg~4f| zd=CZ~@Y@K!ilctkDWz@1j;?oiW3R=aiIi0Ux-@dbe>eZpvepM@L#3YSL-$!4E3JJu zRYr~PYp-FR0cajF@rZQ4TvXZ+7&B-aNMZ`_Jr$FK>+{39vVl|3hgn<9R%+3U6>Ukq z^g_vI^HkwmqhY;9y*N9ZXZaBv&Eb>RIIg$+5z(!9;j=gdq&QTlee%~pyjwc!&k{l} zoX<{ET@8U0!t+3zGBMxIW~$ZG@3<@%AycKI7nI1AYXxurzz7$bVYPasX+!#%vm4Km z>u2)dhL3S#(GbGHBLO&xQt>X}^dtLe`~-%I&fbI3Zk>WB>M zLLx|e+Ff6*Fn)Y+Id~FqieQ`+X$dQ4Sfg~xGZ6boL67)3o?M5zfjz9R-*LXpa#oso|Th-$Tlv7UftuD#dqRnVoE`bYAMR`a;m8y#~Q); zRoSkzAOP72TMyl3Ybta{>K=)Yp7}7U$a!STM~!@_9cGDK3tJb;3E;TZkxWHEledxk zWE#;~yGzgeElw@#ZIH6(-O+z1D_)KDpiK%Z@c`*$5deIKq_c##AASk}@-YcNS5Mlu zHJK{SD+G;p!xx`GGNdv2Wig-RlPU^TsJ`R4Kgc6sN+pz2{#24qDEI;M3$zEE+xNzc zi@1OC3IbQ@_e%wzjho>qV+umn5te8PQLA_V2L z>nE`A%+4mL~wTGu4ma(oz$@c7OtFf3`Kw+RLYXT)l z4mU~9R7+d?7OjQ_G1-5-4EoX8WLiAyS55uz3(5z-p=zUb9_U8U;2n!lZgi==vQ*rD z9Sns@8j`>-OF#TD8XrFg{fDZ59ckoshnpG?uQ zI#t4yb0(I30>WyXMICMvl-!*`LrNA_be;x890~_zcL@~h4oswbngDbs#aH6erI2+oW>h&cQ&w^RA$)KXqRD{GMGf4snMHEa#{y7p4h|;G!1qi>^ zz`m9Pd(~@AfT`lmgJ)VzG@^vP3cJ>5M^x_Twq9gY_|jx`F`c<%5(zn|KP250iv2H2HLgQCV)z$;Osid1~UGw2KGT3gdO;GBG~$2EJ7~1;z;pmc6cfHsI2e?-4&jx+Z>EQ0Dp@rx;qx zg%32bI99R!HRbBbTvy6>gL)<#U3HTq7<^G9m3L5R6DI_r#gN&xOnOI9=!7j(y+2%< zVO8ICWla}(1&`{heI|LYDF-<=NLea*QXKY#5B{NwomN&IO`8#siWK19TB`yS)n}Oc z9-CZ+xulTXLoh^$W}e*~*18lGU-&Bc+U!vQn#Q_BhIhuqN4@jY>iBH6isibM>!!xu znYR9~RM}PfEX^}dO@Zg@d_R9Lb;DIk zqrLo&^)hby?xA6)zqCRDD~>>S&V$x*dBdS+7Ctvr2Sg@?P1&_vkpGU$Spxie0(g%j zY|*CJ@mdqDB5VqrS#H^;ppHVDo60GG0=k6fGIuQdY1YAOP2rE^tA&1b4}SF#d;H8I6eWbbDYukx@g#@5A7d~oH0R;;$8vUiJW}&q!)=MI&YFh>mkz?H} zfD>dJ*n6ppaWFtu#J#uTpnFeckrst$iI&?mA=TG~W{zIP?e8Fh4|ROw#2Fz~DLm;| zvk0mds~Z&-9nU^K$CYYpTN6d#;f+#jq2MuGN|iitC*m?)KQ#eO^)w^)>y*oSHkyI9 ztmZ^cMGJkrU2SVdp*y**Y-_dxpACL!>o-Qr;%^ykqc!-}t7o)*Z?FlgDBgs^dxS>O z6?kEAM*Ok0DK@~z9nau;#bXxjb=P-ldh7>SgTtIvjsbS9EiS89%t&i(X^KvG^z3D+ z*by7|6Rg37v9EJ+#1BmnwvIo=H8}b=(xTS}Nq9G=gw3fLc&RYSniQzo=EQjvXfz!1 zv28Jdvn{}=5y16W+YWMpSjj4Wy2g<^9MZ*Q`& z>NHyFrr4rxS*{$;l<&=sCIft8UuK74c}8l*$!p;)dB2BJOeNQ>dq^M}3;U+*=w|~2 zymnD}4#0~R;UvyE1rx18M(cNknph~&IwdD%YZSa}v}h0+Wox#alp6K`m$`=WpvD|_ zaR|!BHNd>#Qcbb#x&oLG$;4J$z7>D8{EYLNItZWDqWYI(>2#W2!-G$eBMaD4kbDq@ zq`i4VvEaK%dsiU}M7JKpbtwLD13ueKsTB==lhp~n);BCJ~ATy^Ge9kH2@#J!o zlYq2Lj&1z1m1ttQfYaV_Ecp*XokyX0r}XzC=|KNYvwP5yv@A*ml=kC|g%$8O7Sz=x z9bd;rYtvtE1h^veK1RZ$KzrC9x0xJqe_tWY4FML^`w9;1?kiY1lb)8`86S_Y`wA2u zRc_%hm;Ic{kF)+O_O!L&h}@U)^G*I0SJfJ*C`u=@#VetrON!%?Hy*geA%gJ@rq2%_ z5UFY0s$-Fdikt-{T+_&BL7WSXo2?bws`GcUZ*1p#(fqje15&Ldg6eFRT{4>snIK$ufS8_>xth_HIT+^ zT&o^_k`Z~)7Nv`eAA*j%cD;-k>J(HhmO2fJ?sQ-tXZNbDEiH7%<&Kx7Qm{=UBIr^j z55jg#iElLlcpiFOJdo%~y@j**R?h{%S9cmOSh2a?V&ornB8lkkj zpN0<*rnU{2XX+cJHoRI`t7n8QC9pNU*#r~=Y!?@(jj%O5bnJM$9`L}sQ#0z`9Ty!< z%~k+AdK)OyZaUJ)Kh~nt`lRIOne8}VT9Z)~mog|Sv#J{4+2pMFlcwM_A-5GBlcN}C zuhe@lJD=9q8_hz^F*zKf$3C&GEl!lRX8j5M+i{NXb*U6XQ3Tr@lM90~e|vM(VTDfd zS#V7b=jOqsY)mdtmU%3#)|!prx-=&Rt+4S9yG=pEFEs1P41kvusMgV4?s@W$^^Vw@ zh?`@iI6Q~;HG!f6V#H+&e;GXldnkE~NIdkO%`zG?wCFlQ$wNl8MR&m)Rv91I z!e&h==Z?Z{jcMAAP;Ij^HUaVz6)iqw*PD)vvQt_rp1AL|kBAz?%Y{Vbi zuj9^E$=(p9Lh5C8@q-19@CTm*ahmKHI+x{3=rnV3PhUfzh)d8V+NLuAUi*dX@oQ|w zpK1)Qh=zxQ?cf3VICW8e%Y-8)fLu0h!dx+Y530L$(73+6?OQWe6tPQBBiA+stfaO6 zo=P;F3phyas3NHL@rCNGHlkw3p?`0yz<@8ZqNu0nXylUB0=~!!9}>fMlhp#g$f^e% zSh;5PmmBc%dGg%oz!ReQrA0cuj2Gq>5^j>JWLT$yw65Np+UQ+3;@E+Nkn-z`O40 z-V5VqF&^H-y5ef?<66OP$FFhBSRV2!FshVJb^b_ zn1Xd=pj-G?hA2SXcE=)D02e1pKrH9h*oZ&YICp&E47$dg5x%{qU5x~H)p*=ouN@Q7 z90^>hk{hk?+st0lfJ3V&KvHyyt8=r>P?%s_pR#H1U0G2)LEX|zHgwr58O&3PfI z#+4E#aQ0lHmF4`zK0Z25;eg{3V}xLLclXccK@ePmI1O_O&NFp!JlGM&7Q<>@of_jX zj#bG8cwD^TzCAu%?A9L`;MqZ0@u%j;C01~IIn56OYFsX|3Qgd(gF<7cI0C5EL500l zFjP1NEWopavf__5#_^C=`yZ`?0@>J>V|?imK&CowG+GCRk3fCwaxM;v7GLBZPy7DZe%?3U)$NlccIG*b1_WJ*Boa;B2b(+u$GB zkFoKh)LIjHvF;gkrS41bPLqKGmm1b-@`oGnMOLt=+^<=EWiV!tQkWo95;uyAisR}g z@P;q#<4fe`gwvtpO0cv1P{2C{RO;`3S>tdGJFR`P@@q>N?cgPk`%Jzi8}X;Mj~l*4 zCof2d8@Z$&?LtKX&&Eb8BryC%$He0XW`S)tCLU>3lg578S}I5(w(#0#lhf}hN6%+t zmmW+^Z?+A&9I&Wg?egOe6rkcCJGsYz@3O7Et^m$PQc$ET@RgxNjga+{>$14SPc3Wr z|Mdp=+`ib2o53A8Uh_LQZq9Z&_lC|wS}xSUUBo3D`JDz+Ec?@VXboR!i^$Fyto5G9 zGGxtt`Tcnm80n{u?zkF_IF^ePGo>M3#^HiRnfW_KY!txWb!9Il_E1Dl<=jf%nkw_G zey1e+ZmSRKDO!8Qr4S*GNXMnLyotL$5$;0K@5XS0a;TaY;(R=__HrwI9` zG8DMS^UYURf@?DAi&EOgQTxXeagMluA}-CnKo-%2|bV2_3R4`tlb|O;nRDoUv!T%}9qZd%4@(&$H ziIVvQUSv*_N2&Re`H#{Bw9dyxA6wHE_=FQg?41L@aw69>v^cF}sFiS%ISiL<&f`Kj zfrdGYu&Qpti?-Wl`znFrpmnS03OugS@n|ze6?l`$bUM`vbe*;Y1st93Iz$MzSUW;{ z?kiPlr%-!$+Ia<@*2$juy<<&dw+?^TBbzfS;M6)YdahI{xHyx%O5rPU#X*a;DaqyR zc&5qpBE{;*5s`{gezR@BP29__+h*2`W&v7XIYxpP zT)~WGYKC{lTXnn-2+3koJ^!-;z;P_m4 zzyI5x|N8BxKY#o7%kSTQ`rEf({_(HB{mXCv`pdVU{#pO+pa1-i?_d5vf$snM?c48v z{*V9j*Iz!r{P*Af@t?nc(u9=0{2`Qq{I_ra^7nuH+wcGQkIygv7hxhbpM9nR09xi1 AIsgCw diff --git a/projects/assets/pseudocodes/pseudocodes.tex b/projects/assets/pseudocodes/pseudocodes.tex index d48ab65..929453a 100644 --- a/projects/assets/pseudocodes/pseudocodes.tex +++ b/projects/assets/pseudocodes/pseudocodes.tex @@ -11,6 +11,27 @@ \usepackage{float} % 调用该包能够使用[H] % \pagestyle{plain} % 去除页眉,但是保留页脚编号,都去掉plain换empty +% 更改脚注为圆圈 +\usepackage{pifont} +\makeatletter +\newcommand*{\circnum}[1]{% + \expandafter\@circnum\csname c@#1\endcsname +} +\newcommand*{\@circnum}[1]{% + \ifnum#1<1 % + \@ctrerr + \else + \ifnum#1>20 % + \@ctrerr + \else + \ding{\the\numexpr 171+(#1)\relax}% + \fi + \fi +} +\makeatother + +\renewcommand*{\thefootnote}{\circnum{footnote}} + \begin{document} \tableofcontents % 目录,注意要运行两下或者vscode保存两下才能显示 % \singlespacing @@ -69,27 +90,10 @@ \end{algorithm} \footnotetext[1]{Reinforcement Learning: An Introduction} \clearpage -\section{Policy Gradient算法} -\begin{algorithm}[H] % [H]固定位置 - \floatname{algorithm}{{REINFORCE算法:Monte-Carlo Policy Gradient}\footnotemark[1]} - \renewcommand{\thealgorithm}{} % 去掉算法标号 - \caption{} - \begin{algorithmic}[1] % [1]显示步数 - \STATE 初始化策略参数$\boldsymbol{\theta} \in \mathbb{R}^{d^{\prime}}($ e.g., to $\mathbf{0})$ - \FOR {回合数 = $1,M$} - \STATE 根据策略$\pi(\cdot \mid \cdot, \boldsymbol{\theta})$采样一个(或几个)回合的transition - \FOR {时步 = $1,t$} - \STATE 计算回报$G \leftarrow \sum_{k=t+1}^{T} \gamma^{k-t-1} R_{k}$ - \STATE 更新策略$\boldsymbol{\theta} \leftarrow {\boldsymbol{\theta}+\alpha \gamma^{t}} G \nabla \ln \pi\left(A_{t} \mid S_{t}, \boldsymbol{\theta}\right)$ - \ENDFOR - \ENDFOR - \end{algorithmic} -\end{algorithm} -\footnotetext[1]{Reinforcement Learning: An Introduction} -\clearpage + \section{DQN算法} \begin{algorithm}[H] % [H]固定位置 - \floatname{algorithm}{{DQN算法}{\hypersetup{linkcolor=white}\footnotemark}} + \floatname{algorithm}{{DQN算法}\footnotemark[1]} \renewcommand{\thealgorithm}{} % 去掉算法标号 \caption{} \renewcommand{\algorithmicrequire}{\textbf{输入:}} @@ -109,10 +113,10 @@ \STATE 更新环境状态$s_{t+1} \leftarrow s_t$ \STATE {\bfseries 更新策略:} \STATE 从$D$中采样一个batch的transition - \STATE 计算实际的$Q$值,即$y_{j}${\hypersetup{linkcolor=white}\footnotemark} - \STATE 对损失 $L(\theta)=\left(y_{i}-Q\left(s_{i}, a_{i} ; \theta\right)\right)^{2}$关于参数$\theta$做随机梯度下降{\hypersetup{linkcolor=white}\footnotemark} + \STATE 计算实际的$Q$值,即$y_{j}$\footnotemark[2] + \STATE 对损失 $L(\theta)=\left(y_{i}-Q\left(s_{i}, a_{i} ; \theta\right)\right)^{2}$关于参数$\theta$做随机梯度下降\footnotemark[3] \ENDFOR - \STATE 每$C$个回合复制参数$\hat{Q}\leftarrow Q${\hypersetup{linkcolor=white}\footnotemark} + \STATE 每$C$个回合复制参数$\hat{Q}\leftarrow Q$\footnotemark[4]] \ENDFOR \end{algorithmic} \end{algorithm} @@ -121,7 +125,46 @@ \footnotetext[3]{$\theta_i \leftarrow \theta_i - \lambda \nabla_{\theta_{i}} L_{i}\left(\theta_{i}\right)$} \footnotetext[4]{此处也可像原论文中放到小循环中改成每$C$步,但没有每$C$个回合稳定} \clearpage +\section{Policy Gradient算法} +\begin{algorithm}[H] % [H]固定位置 + \floatname{algorithm}{{REINFORCE算法:Monte-Carlo Policy Gradient}\footnotemark[1]} + \renewcommand{\thealgorithm}{} % 去掉算法标号 + \caption{} + \begin{algorithmic}[1] % [1]显示步数 + \STATE 初始化策略参数$\boldsymbol{\theta} \in \mathbb{R}^{d^{\prime}}($ e.g., to $\mathbf{0})$ + \FOR {回合数 = $1,M$} + \STATE 根据策略$\pi(\cdot \mid \cdot, \boldsymbol{\theta})$采样一个(或几个)回合的transition + \FOR {时步 = $1,t$} + \STATE 计算回报$G \leftarrow \sum_{k=t+1}^{T} \gamma^{k-t-1} R_{k}$ + \STATE 更新策略$\boldsymbol{\theta} \leftarrow {\boldsymbol{\theta}+\alpha \gamma^{t}} G \nabla \ln \pi\left(A_{t} \mid S_{t}, \boldsymbol{\theta}\right)$ + \ENDFOR + \ENDFOR + \end{algorithmic} +\end{algorithm} +\footnotetext[1]{Reinforcement Learning: An Introduction} +\clearpage +\section{Advantage Actor Critic算法} +\begin{algorithm}[H] % [H]固定位置 + \floatname{algorithm}{{Q Actor Critic算法}} + \renewcommand{\thealgorithm}{} % 去掉算法标号 + \caption{} + \begin{algorithmic}[1] % [1]显示步数 + \STATE 初始化Actor参数$\theta$和Critic参数$w$ + \FOR {回合数 = $1,M$} + \STATE 根据策略$\pi_{\theta}(a|s)$采样一个(或几个)回合的transition + \STATE {\bfseries 更新Critic参数\footnotemark[1]} + \FOR {时步 = $t+1,1$} + \STATE 计算Advantage,即$ \delta_t = r_t + \gamma Q_w(s_{t+1},a_{t+1})-Q_w(s_t,a_t)$ + \STATE $w \leftarrow w+\alpha_{w} \delta_{t} \nabla_{w} Q_w(s_t,a_t)$ + \STATE $a_t \leftarrow a_{t+1}$,$s_t \leftarrow s_{t+1}$ + \ENDFOR + \STATE 更新Actor参数$\theta \leftarrow \theta+\alpha_{\theta} Q_{w}(s, a) \nabla_{\theta} \log \pi_{\theta}(a \mid s)$ + \ENDFOR + \end{algorithmic} +\end{algorithm} +\footnotetext[1]{这里结合TD error的特性按照从$t+1$到$1$计算法Advantage更方便} +\clearpage \section{SoftQ算法} \begin{algorithm}[H] \floatname{algorithm}{{SoftQ算法}} diff --git a/projects/assets/pseudocodes/pseudocodes.toc b/projects/assets/pseudocodes/pseudocodes.toc deleted file mode 100644 index e33ad0b..0000000 --- a/projects/assets/pseudocodes/pseudocodes.toc +++ /dev/null @@ -1,8 +0,0 @@ -\contentsline {section}{\numberline {1}模版备用}{2}{section.1}% -\contentsline {section}{\numberline {2}Q learning算法}{3}{section.2}% -\contentsline {section}{\numberline {3}Sarsa算法}{4}{section.3}% -\contentsline {section}{\numberline {4}Policy Gradient算法}{5}{section.4}% -\contentsline {section}{\numberline {5}DQN算法}{6}{section.5}% -\contentsline {section}{\numberline {6}SoftQ算法}{7}{section.6}% -\contentsline {section}{\numberline {7}SAC-S算法}{8}{section.7}% -\contentsline {section}{\numberline {8}SAC算法}{9}{section.8}% diff --git a/projects/codes/A2C/a2c.py b/projects/codes/A2C/a2c.py index ba0ed7c..c1a88a5 100644 --- a/projects/codes/A2C/a2c.py +++ b/projects/codes/A2C/a2c.py @@ -1,56 +1,60 @@ -#!/usr/bin/env python -# coding=utf-8 -''' -Author: JiangJi -Email: johnjim0816@gmail.com -Date: 2021-05-03 22:16:08 -LastEditor: JiangJi -LastEditTime: 2022-07-20 23:54:40 -Discription: -Environment: -''' import torch -import torch.optim as optim -import torch.nn as nn -import torch.nn.functional as F -from torch.distributions import Categorical +import numpy as np + -class ActorCritic(nn.Module): - ''' A2C网络模型,包含一个Actor和Critic - ''' - def __init__(self, input_dim, output_dim, hidden_dim): - super(ActorCritic, self).__init__() - self.critic = nn.Sequential( - nn.Linear(input_dim, hidden_dim), - nn.ReLU(), - nn.Linear(hidden_dim, 1) - ) - self.actor = nn.Sequential( - nn.Linear(input_dim, hidden_dim), - nn.ReLU(), - nn.Linear(hidden_dim, output_dim), - nn.Softmax(dim=1), - ) - - def forward(self, x): - value = self.critic(x) - probs = self.actor(x) - dist = Categorical(probs) - return dist, value class A2C: - ''' A2C算法 - ''' - def __init__(self,n_states,n_actions,cfg) -> None: - self.gamma = cfg.gamma - self.device = torch.device(cfg.device) - self.model = ActorCritic(n_states, n_actions, cfg.hidden_size).to(self.device) - self.optimizer = optim.Adam(self.model.parameters()) + def __init__(self,models,memories,cfg): + self.n_actions = cfg['n_actions'] + self.gamma = cfg['gamma'] + self.device = torch.device(cfg['device']) + self.memory = memories['ACMemory'] + self.actor = models['Actor'].to(self.device) + self.critic = models['Critic'].to(self.device) + self.actor_optim = torch.optim.Adam(self.actor.parameters(), lr=cfg['actor_lr']) + self.critic_optim = torch.optim.Adam(self.critic.parameters(), lr=cfg['critic_lr']) + def sample_action(self,state): + state = torch.tensor(state, device=self.device, dtype=torch.float32).unsqueeze(dim=0) + dist = self.actor(state) + value = self.critic(state) # note that 'dist' need require_grad=True + value = value.detach().numpy().squeeze(0)[0] + action = np.random.choice(self.n_actions, p=dist.detach().numpy().squeeze(0)) # shape(p=(n_actions,1) + return action,value,dist + def predict_action(self,state): + state = torch.tensor(state, device=self.device, dtype=torch.float32).unsqueeze(dim=0) + dist = self.actor(state) + value = self.critic(state) # note that 'dist' need require_grad=True + value = value.detach().numpy().squeeze(0)[0] + action = np.random.choice(self.n_actions, p=dist.detach().numpy().squeeze(0)) # shape(p=(n_actions,1) + return action,value,dist + def update(self,next_state,entropy): + value_pool,log_prob_pool,reward_pool = self.memory.sample() + next_state = torch.tensor(next_state, device=self.device, dtype=torch.float32).unsqueeze(dim=0) + next_value = self.critic(next_state) + returns = np.zeros_like(reward_pool) + for t in reversed(range(len(reward_pool))): + next_value = reward_pool[t] + self.gamma * next_value # G(s_{t},a{t}) = r_{t+1} + gamma * V(s_{t+1}) + returns[t] = next_value + returns = torch.tensor(returns, device=self.device) + value_pool = torch.tensor(value_pool, device=self.device) + advantages = returns - value_pool + log_prob_pool = torch.stack(log_prob_pool) + actor_loss = (-log_prob_pool * advantages).mean() + critic_loss = 0.5 * advantages.pow(2).mean() + tot_loss = actor_loss + critic_loss + 0.001 * entropy + self.actor_optim.zero_grad() + self.critic_optim.zero_grad() + tot_loss.backward() + self.actor_optim.step() + self.critic_optim.step() + self.memory.clear() + def save_model(self, path): + from pathlib import Path + # create path + Path(path).mkdir(parents=True, exist_ok=True) + torch.save(self.actor.state_dict(), f"{path}/actor_checkpoint.pt") + torch.save(self.critic.state_dict(), f"{path}/critic_checkpoint.pt") - def compute_returns(self,next_value, rewards, masks): - R = next_value - returns = [] - for step in reversed(range(len(rewards))): - R = rewards[step] + self.gamma * R * masks[step] - returns.insert(0, R) - return returns \ No newline at end of file + def load_model(self, path): + self.actor.load_state_dict(torch.load(f"{path}/actor_checkpoint.pt")) + self.critic.load_state_dict(torch.load(f"{path}/critic_checkpoint.pt")) \ No newline at end of file diff --git a/projects/codes/A2C/a2c_2.py b/projects/codes/A2C/a2c_2.py new file mode 100644 index 0000000..74e2cfe --- /dev/null +++ b/projects/codes/A2C/a2c_2.py @@ -0,0 +1,55 @@ +import torch +import numpy as np + +class A2C_2: + def __init__(self,models,memories,cfg): + self.n_actions = cfg['n_actions'] + self.gamma = cfg['gamma'] + self.device = torch.device(cfg['device']) + self.memory = memories['ACMemory'] + self.ac_net = models['ActorCritic'].to(self.device) + self.ac_optimizer = torch.optim.Adam(self.ac_net.parameters(), lr=cfg['lr']) + def sample_action(self,state): + state = torch.tensor(state, device=self.device, dtype=torch.float32).unsqueeze(dim=0) + value, dist = self.ac_net(state) # note that 'dist' need require_grad=True + value = value.detach().numpy().squeeze(0)[0] + action = np.random.choice(self.n_actions, p=dist.detach().numpy().squeeze(0)) # shape(p=(n_actions,1) + return action,value,dist + def predict_action(self,state): + ''' predict can be all wrapped with no_grad(), then donot need detach(), or you can just copy contents of 'sample_action' + ''' + with torch.no_grad(): + state = torch.tensor(state, device=self.device, dtype=torch.float32).unsqueeze(dim=0) + value, dist = self.ac_net(state) + value = value.numpy().squeeze(0)[0] # shape(value) = (1,) + action = np.random.choice(self.n_actions, p=dist.numpy().squeeze(0)) # shape(p=(n_actions,1) + return action,value,dist + def update(self,next_state,entropy): + value_pool,log_prob_pool,reward_pool = self.memory.sample() + next_state = torch.tensor(next_state, device=self.device, dtype=torch.float32).unsqueeze(dim=0) + next_value,_ = self.ac_net(next_state) + returns = np.zeros_like(reward_pool) + for t in reversed(range(len(reward_pool))): + next_value = reward_pool[t] + self.gamma * next_value # G(s_{t},a{t}) = r_{t+1} + gamma * V(s_{t+1}) + returns[t] = next_value + returns = torch.tensor(returns, device=self.device) + value_pool = torch.tensor(value_pool, device=self.device) + advantages = returns - value_pool + log_prob_pool = torch.stack(log_prob_pool) + actor_loss = (-log_prob_pool * advantages).mean() + critic_loss = 0.5 * advantages.pow(2).mean() + ac_loss = actor_loss + critic_loss + 0.001 * entropy + self.ac_optimizer.zero_grad() + ac_loss.backward() + self.ac_optimizer.step() + self.memory.clear() + def save_model(self, path): + from pathlib import Path + # create path + Path(path).mkdir(parents=True, exist_ok=True) + torch.save(self.ac_net.state_dict(), f"{path}/a2c_checkpoint.pt") + + def load_model(self, path): + self.ac_net.load_state_dict(torch.load(f"{path}/a2c_checkpoint.pt")) + + \ No newline at end of file diff --git a/projects/codes/A2C/main.py b/projects/codes/A2C/main.py new file mode 100644 index 0000000..e5585e8 --- /dev/null +++ b/projects/codes/A2C/main.py @@ -0,0 +1,121 @@ +import sys,os +os.environ["KMP_DUPLICATE_LIB_OK"] = "TRUE" # avoid "OMP: Error #15: Initializing libiomp5md.dll, but found libiomp5md.dll already initialized." +curr_path = os.path.dirname(os.path.abspath(__file__)) # current path +parent_path = os.path.dirname(curr_path) # parent path +sys.path.append(parent_path) # add path to system path + +import datetime +import argparse +import gym +import torch +import numpy as np +from common.utils import all_seed +from common.launcher import Launcher +from common.memories import PGReplay +from common.models import ActorSoftmax,Critic +from envs.register import register_env +from a2c import A2C + +class Main(Launcher): + def get_args(self): + curr_time = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") # obtain current time + parser = argparse.ArgumentParser(description="hyperparameters") + parser.add_argument('--algo_name',default='A2C',type=str,help="name of algorithm") + parser.add_argument('--env_name',default='CartPole-v0',type=str,help="name of environment") + parser.add_argument('--train_eps',default=1600,type=int,help="episodes of training") + parser.add_argument('--test_eps',default=20,type=int,help="episodes of testing") + parser.add_argument('--ep_max_steps',default = 100000,type=int,help="steps per episode, much larger value can simulate infinite steps") + parser.add_argument('--gamma',default=0.99,type=float,help="discounted factor") + parser.add_argument('--actor_lr',default=3e-4,type=float,help="learning rate of actor") + parser.add_argument('--critic_lr',default=1e-3,type=float,help="learning rate of critic") + parser.add_argument('--actor_hidden_dim',default=256,type=int,help="hidden of actor net") + parser.add_argument('--critic_hidden_dim',default=256,type=int,help="hidden of critic net") + parser.add_argument('--device',default='cpu',type=str,help="cpu or cuda") + parser.add_argument('--seed',default=10,type=int,help="seed") + parser.add_argument('--show_fig',default=False,type=bool,help="if show figure or not") + parser.add_argument('--save_fig',default=True,type=bool,help="if save figure or not") + args = parser.parse_args() + default_args = {'result_path':f"{curr_path}/outputs/{args.env_name}/{curr_time}/results/", + 'model_path':f"{curr_path}/outputs/{args.env_name}/{curr_time}/models/", + } + args = {**vars(args),**default_args} # type(dict) + return args + def env_agent_config(self,cfg): + ''' create env and agent + ''' + register_env(cfg['env_name']) + env = gym.make(cfg['env_name']) + if cfg['seed'] !=0: # set random seed + all_seed(env,seed=cfg["seed"]) + try: # state dimension + n_states = env.observation_space.n # print(hasattr(env.observation_space, 'n')) + except AttributeError: + n_states = env.observation_space.shape[0] # print(hasattr(env.observation_space, 'shape')) + n_actions = env.action_space.n # action dimension + print(f"n_states: {n_states}, n_actions: {n_actions}") + cfg.update({"n_states":n_states,"n_actions":n_actions}) # update to cfg paramters + models = {'Actor':ActorSoftmax(cfg['n_states'],cfg['n_actions'], hidden_dim = cfg['actor_hidden_dim']),'Critic':Critic(cfg['n_states'],1,hidden_dim=cfg['critic_hidden_dim'])} + memories = {'ACMemory':PGReplay()} + agent = A2C(models,memories,cfg) + return env,agent + def train(self,cfg,env,agent): + print("Start training!") + print(f"Env: {cfg['env_name']}, Algorithm: {cfg['algo_name']}, Device: {cfg['device']}") + rewards = [] # record rewards for all episodes + steps = [] # record steps for all episodes + + for i_ep in range(cfg['train_eps']): + ep_reward = 0 # reward per episode + ep_step = 0 # step per episode + ep_entropy = 0 + state = env.reset() # reset and obtain initial state + + for _ in range(cfg['ep_max_steps']): + action, value, dist = agent.sample_action(state) # sample action + next_state, reward, done, _ = env.step(action) # update env and return transitions + log_prob = torch.log(dist.squeeze(0)[action]) + entropy = -np.sum(np.mean(dist.detach().numpy()) * np.log(dist.detach().numpy())) + agent.memory.push((value,log_prob,reward)) # save transitions + state = next_state # update state + ep_reward += reward + ep_entropy += entropy + ep_step += 1 + if done: + break + agent.update(next_state,ep_entropy) # update agent + rewards.append(ep_reward) + steps.append(ep_step) + if (i_ep+1)%10==0: + print(f'Episode: {i_ep+1}/{cfg["train_eps"]}, Reward: {ep_reward:.2f}, Steps:{ep_step}') + print("Finish training!") + return {'episodes':range(len(rewards)),'rewards':rewards,'steps':steps} + def test(self,cfg,env,agent): + print("Start testing!") + print(f"Env: {cfg['env_name']}, Algorithm: {cfg['algo_name']}, Device: {cfg['device']}") + rewards = [] # record rewards for all episodes + steps = [] # record steps for all episodes + for i_ep in range(cfg['test_eps']): + ep_reward = 0 # reward per episode + ep_step = 0 + state = env.reset() # reset and obtain initial state + for _ in range(cfg['ep_max_steps']): + action,_,_ = agent.predict_action(state) # predict action + next_state, reward, done, _ = env.step(action) + state = next_state + ep_reward += reward + ep_step += 1 + if done: + break + rewards.append(ep_reward) + steps.append(ep_step) + print(f"Episode: {i_ep+1}/{cfg['test_eps']}, Steps:{ep_step}, Reward: {ep_reward:.2f}") + print("Finish testing!") + return {'episodes':range(len(rewards)),'rewards':rewards,'steps':steps} + +if __name__ == "__main__": + main = Main() + main.run() + + + + diff --git a/projects/codes/A2C/main2.py b/projects/codes/A2C/main2.py new file mode 100644 index 0000000..c81754f --- /dev/null +++ b/projects/codes/A2C/main2.py @@ -0,0 +1,120 @@ +import sys,os +os.environ["KMP_DUPLICATE_LIB_OK"] = "TRUE" # avoid "OMP: Error #15: Initializing libiomp5md.dll, but found libiomp5md.dll already initialized." +curr_path = os.path.dirname(os.path.abspath(__file__)) # current path +parent_path = os.path.dirname(curr_path) # parent path +sys.path.append(parent_path) # add path to system path + +import datetime +import argparse +import gym +import torch +import numpy as np +from common.utils import all_seed +from common.launcher import Launcher +from common.memories import PGReplay +from common.models import ActorCriticSoftmax +from envs.register import register_env +from a2c_2 import A2C_2 + +class Main(Launcher): + def get_args(self): + curr_time = datetime.datetime.now().strftime("%Y%m%d-%H%M%S") # obtain current time + parser = argparse.ArgumentParser(description="hyperparameters") + parser.add_argument('--algo_name',default='A2C',type=str,help="name of algorithm") + parser.add_argument('--env_name',default='CartPole-v0',type=str,help="name of environment") + parser.add_argument('--train_eps',default=2000,type=int,help="episodes of training") + parser.add_argument('--test_eps',default=20,type=int,help="episodes of testing") + parser.add_argument('--ep_max_steps',default = 100000,type=int,help="steps per episode, much larger value can simulate infinite steps") + parser.add_argument('--gamma',default=0.99,type=float,help="discounted factor") + parser.add_argument('--lr',default=3e-4,type=float,help="learning rate") + parser.add_argument('--actor_hidden_dim',default=256,type=int) + parser.add_argument('--critic_hidden_dim',default=256,type=int) + parser.add_argument('--device',default='cpu',type=str,help="cpu or cuda") + parser.add_argument('--seed',default=10,type=int,help="seed") + parser.add_argument('--show_fig',default=False,type=bool,help="if show figure or not") + parser.add_argument('--save_fig',default=True,type=bool,help="if save figure or not") + args = parser.parse_args() + default_args = {'result_path':f"{curr_path}/outputs/{args.env_name}/{curr_time}/results/", + 'model_path':f"{curr_path}/outputs/{args.env_name}/{curr_time}/models/", + } + args = {**vars(args),**default_args} # type(dict) + return args + def env_agent_config(self,cfg): + ''' create env and agent + ''' + register_env(cfg['env_name']) + env = gym.make(cfg['env_name']) + if cfg['seed'] !=0: # set random seed + all_seed(env,seed=cfg["seed"]) + try: # state dimension + n_states = env.observation_space.n # print(hasattr(env.observation_space, 'n')) + except AttributeError: + n_states = env.observation_space.shape[0] # print(hasattr(env.observation_space, 'shape')) + n_actions = env.action_space.n # action dimension + print(f"n_states: {n_states}, n_actions: {n_actions}") + cfg.update({"n_states":n_states,"n_actions":n_actions}) # update to cfg paramters + models = {'ActorCritic':ActorCriticSoftmax(cfg['n_states'],cfg['n_actions'], actor_hidden_dim = cfg['actor_hidden_dim'],critic_hidden_dim=cfg['critic_hidden_dim'])} + memories = {'ACMemory':PGReplay()} + agent = A2C_2(models,memories,cfg) + return env,agent + def train(self,cfg,env,agent): + print("Start training!") + print(f"Env: {cfg['env_name']}, Algorithm: {cfg['algo_name']}, Device: {cfg['device']}") + rewards = [] # record rewards for all episodes + steps = [] # record steps for all episodes + + for i_ep in range(cfg['train_eps']): + ep_reward = 0 # reward per episode + ep_step = 0 # step per episode + ep_entropy = 0 + state = env.reset() # reset and obtain initial state + + for _ in range(cfg['ep_max_steps']): + action, value, dist = agent.sample_action(state) # sample action + next_state, reward, done, _ = env.step(action) # update env and return transitions + log_prob = torch.log(dist.squeeze(0)[action]) + entropy = -np.sum(np.mean(dist.detach().numpy()) * np.log(dist.detach().numpy())) + agent.memory.push((value,log_prob,reward)) # save transitions + state = next_state # update state + ep_reward += reward + ep_entropy += entropy + ep_step += 1 + if done: + break + agent.update(next_state,ep_entropy) # update agent + rewards.append(ep_reward) + steps.append(ep_step) + if (i_ep+1)%10==0: + print(f'Episode: {i_ep+1}/{cfg["train_eps"]}, Reward: {ep_reward:.2f}, Steps:{ep_step}') + print("Finish training!") + return {'episodes':range(len(rewards)),'rewards':rewards,'steps':steps} + def test(self,cfg,env,agent): + print("Start testing!") + print(f"Env: {cfg['env_name']}, Algorithm: {cfg['algo_name']}, Device: {cfg['device']}") + rewards = [] # record rewards for all episodes + steps = [] # record steps for all episodes + for i_ep in range(cfg['test_eps']): + ep_reward = 0 # reward per episode + ep_step = 0 + state = env.reset() # reset and obtain initial state + for _ in range(cfg['ep_max_steps']): + action,_,_ = agent.predict_action(state) # predict action + next_state, reward, done, _ = env.step(action) + state = next_state + ep_reward += reward + ep_step += 1 + if done: + break + rewards.append(ep_reward) + steps.append(ep_step) + print(f"Episode: {i_ep+1}/{cfg['test_eps']}, Steps:{ep_step}, Reward: {ep_reward:.2f}") + print("Finish testing!") + return {'episodes':range(len(rewards)),'rewards':rewards,'steps':steps} + +if __name__ == "__main__": + main = Main() + main.run() + + + + diff --git a/projects/codes/A2C/outputs/CartPole-v0/20220829-135818/models/a2c_checkpoint.pt b/projects/codes/A2C/outputs/CartPole-v0/20220829-135818/models/a2c_checkpoint.pt new file mode 100644 index 0000000000000000000000000000000000000000..c346b1bc863e18d72fe70b1b96cfccc2a7bc9f5f GIT binary patch literal 15695 zcmbVz4LDX!wDv=iJ>K^{=e%{U?|j#H#bZ5J2Z-}_5>(2F_EB?MH&KqhcBzQ)P zCu%oj@I~&sdBc`)L_B$7%PlxdI6@X8fxO`sA{Ih{Jn>+cL6Jsy@+7Qzl6KO+%e7(a z`dvIJ7r{$iL|pzRoz0VW5s(Ra@?`!dJHi`jA#{W%`!|uCCr{p*H|qBaYX3(CNB>5p z%^UL%)mQ|zp81zx6Mtiy!<*zX%t9cS(qCjp zc#{XkQvRD}iYHISnm5%>Mo_=?gDU&C+Est!(cw)SluDp2wg1xA^uM*G{x{nUPo9P~ zPt#87H@3fIn)w^oT;8mIYN+)e%9=eWmG<8}b3A!E*1WmDN%fz)n)e&iJf7|#ldvaG zZ?Jm8f9Xp9A6*&zO~>`*G1fftn^^y-3VtKgTYlBs?o0-tzx`U7Kg^!&~v!_1(KR%(Su?CiXUP zJ7>MXx(5%d|7(Ml;!OFi!Oqe$HJNY)`$&H>rroA3o0M%$9C6FjQMyQt(sd#$pgwpzHZHq{D)ILrVeJ=C>-9j7=NHgv?i^^BzlB~8ztUu#AE+oR z0aYu_OsI)pW3R#xCG=ykjzV)q~ZqdD!u66pBUmgU75MOb9VYtBP~zytEf; z76*Y^*bMYqyBZUQPJkjgP1N~15v+#$W8=1SSjbtzN-RGK9m8uO)w+>rh{vMFvm>Ap zy9f%mu7UC!>Zmk5g!(RWg+AXE&@mzn!oyEvV?hEGsV+iJ$`aOTz#Z)#jKSIy>ELm_ z7Sb)W0frZ%-cttG#AJcfWN}=oRDovIA4rbzTjcmI8ai5_$^Q|?UHXI@_J&|f-WO2b+ye0m-!OH3A1PK0A@%BwV03sKran~z zHrfXZRX(E3vrWW4U@vkua%k?vMrtYj1jja>fTo9;z}&eDK`jB~75fRravvc_cNOJ$ z+0Z*{TCp_k9Jswg$VZ3zZAe1iRp>ap+sZZKYS z9q%iLKu!EFVm5L($lzz%akdTOLcf7i!wPDnJ_UUzpC|35$&f#*6Kb!vg2pg6kU8W^ z6y#X6QMrqY$6tl^#1?c4yU7}Vd;-QZUSe8O7FzlK#KLDGpr%_#qP*gua9c2SEuD(C z->X4g`4U>LOU7`GYany818j}`(fvaY`pzk4I6?>b*-OR(!vsU-qK#y!R|>k1mZW+c zT_LFR60xOan0yR4^XrLLml#p0IS8?PexTM)Z;)9l1zsD(pjAx@bEV~=@K`q)JO3Nj#JQuF z_aW$X%fi08x#;&g270#p!$ht77`t;LD2&g;s(ghWU3?N48F*mF0WBz=l?~b75whC~(5ht(G)See3B{v8sksGCUiXFT z&V5)u{5^4)_zIVH+=O%QpW{!b9{`2fsBw{iUi217O_>4bMt_1-_Z+f^`Gg7f-RQOW z7nHBQLt^FXsFS)ZN)#(WfDi|@q9=g0P9&Ph9)z)Pb7_cw5jbnUgGXa!!76_U^nPqZ zGrLPvts)UU74G8x$tOXp>?Ic77DgH0URq71@LKjSA?pXgjJTMqmQ}B`W>=$+*@o1=YDV=$rH%m=q;+dA0}S61ne{b)V?GF*UfMCJl`q&m`5IzL+Vmjjer&G+E&xCYMKJw!GkbRo%u+ zZDF)(oC)XB(-D2%qD<8>0-o>DJ81-ZSxRH8P!!fIYXM)InT(2aGwMW70uDZ_z@_vu7~&7r~lTSu|2QLCh@Uu<++a^jMdT);o@%mrOU> zxE;Y_X)fk3j7B@Q6iqr+QEgNmF+nNx9>{?GpAnm)voQ076ph@qoWwsb0X6O=G+C1j zaX}HNcUMhdp9*Lqu#-7Ol)6qZ5`8N$dHH?l{#6KtGs0Mvi8eTTVJ0LWeSoevlhOCe zO_sCYihr<4;1|_1u}fqp^xt}d&a$oGqV$UH@$H0S-3Y=?EJXDQ5#alo(z2iVptAKV z7)d)bYID6%;^B4lnidCkyKYgDO<`y@zm;B0Jq}I1`%&rgWoZ4BLM$n<}8FGd=FDEcMEgyp(^bpSTz0_>=5~y8_*f_TfoQ%HG$j={$?+zbuKiET^4ow9u zoe=B_4?&y4UaXqG9Ja-T2>h-Obt=&Ur+80%bnp@;7z9E`>=n?v(F-ohCSVeL0Y$dS zLykf>h(ts|=E~c^SvG`;tIEd~?H3rQodMcEKSFCWB~~{cLr;ARmPtJWNR4uo-Gfm!i_c zr5Hck29qs5fN$|~EMNVOC|MMM-B)cGNQ(zf-6Pg`#B)^H{1IcT*MXSbcc@fM#n6w@ z7>@?P@pA?z1tFrbUxXDkOkAube7A@dWYn&mmNogMFuJ zs8;%D+E8?t^b}sh^vXr}NKPCIS86gfr8h{Eb0hd3KFy8vQG%Z2Sd0`jTjuFIT>Lr) zYxFjPOjro0cPS0;{)nl5k-&jV{F+i&?P! z^$rTh4hP>fc^diEf!MtG3F=mnV14}ps@%GaDyKexrHvdEo6W#^vO#DN{th`-#oU>X zQz7F^Aviog0ZRV5m^6xyUQFGRL zIA4@F2wg?D>j?t;cM<5Sm>2~(!q2j2ka>3)iVE7a(~!#$J0}^mR=a^#Ela!jQq*j^ zJmlKFBMGMzu(0APb!`{;)AD23Vp0hSe#aTtl@x0I+EMITB6Y2-hW@WC2D#p(LFVhA ztSSIALIP3I?gd1RqM#>xl~~R%fpbMCu_~_t3&(ANfYbZI&ArHS&Y4G z0X8MqV4mN#3Vs<0prm^cbGKea`_prwaMfz+JSPAZO>n+=2>TMl(OS3^YvvuJDtV_-Sosw3T{@eScft>^p3&n8YDA5l^HB}&B{0pChVNVpS4s*E;b zxy5>PdUyw`uFQwnZxf;BS13{Pk0hL~r`-DTjp$eU9n>mXNn~;q)L#A$@wTI(%l#P9 zGjAmv`F#dUZ$E>kWe7(8mFThlJs1sKV~mboq*B@~VEJ+_l*-jWhGscx9iB{F6979y zUxC)L0Vqsp#>VqMF!hlww#K%B@$54of~`1@_F%&S1?o1?hk7~Ika^XSYHi8`y~sE8 zqEWNxSDeSQ`2cJ4&`dAL;lOG$sLB+~(QkBtUsgA^#>Jsa$r|vC?17jOZ7>*KsFrO$ z$Qg_l36B3Mydd&>cwx4wF^5w$dltg4U%*vz zf3^&bV=h3{+?!~>-~$-BS%F*l04Ui+U}W+E!r42S<=l#=)|Vqe)-V&bA`OVMge;az z&lAi&6u_)^9-cdN3iE@nfKJVJ)ay*52`e6;_P`UY`m`T%SKJiz>3Y~@-bLp$WccKLIhP$J{H~K9*FYOZsXx#uswGuQk$|4GHT2SZHYN%1z4%!tr z(8fvz29l?t(Mxlp^j;Gi_LTv2o`$78FTp1A2$WwI2IJUM(6u@Tnyz(XbzU%(ciLmQ z;t{mDwGAAmK18DuDXgC~3ibAtfY_#LY?v^FCT#sk%|_Re*0dICx1*0X#TcXP$dhpY z@)aB#nFQi}C!tuRf<{&ee8$U*5c&NqS#0wQVmvLte!L_`Nh8$wuK+VaUof`G3~YLA zU_<6P@Ut3#ZQouC=03w9WN0J~*jMAlm=3&SnFNum^dUcs4^3v-kPvtdbLH*8_pv3h z*E@qs`(Ba(*-mudxRn0fQU_Z5Hxj3ID@@vz3z0h0p%`;8Xj?f|)o6r-#lWa!=>(= z1vItoCB|I1i^)%BV^3NgI(?O*qf^gf!uV2RWhqCh75RAo@g?-=ssbev0j;es(Phj! z;1ur5Q^^TI)faW3R=p0(_BDgi-K|)=2(cmTC+%Ex93p>g29*qZ=vw3qNlJC7kQfR^ zQ#UYaX(`w+CIGxX_Y=0;8iR@rapv$E4Ad9IQw(Q8y3i|hSzHfJyF9@4mm_4hKcq72 zq@Xm)ADVU#1F@{TkXm{O<1QRVFW3N9LoA5c(;6CoyAzs1rl45I8KSzm9QBH)!py~q zxStb%9+gd)En@&yO*7~~ej7MnI0{BbClYz?T~w>H!G;G?5ECE+qCNd^Q0g0IKHPxv zso@~@aXfkkx}vLDDOlPs1(9R^pqg?60-TLeE#oCAACdwJC*v_H;1(D}e8BRf)uh!W z5xghqfv`k6gsRU)#mxgSHZhJWPJ02I3?b4GF&yJ;)@*QzJE3;+s#IPRoaa zxrYL_PSS!n^DCg#$)QpiwP;k`$BfmxM(rzGVZ+{Nd}LXHnZ%HE-fM%K6U;p1Ls~O_;Gq8)UGchsBgi5Q9{(TyLwnGFSk9_tsvN9n%|dCCG1;3~nSSNk zt3G9v(uDa^CM#)=_Y%@N(8}h^jUe3@x6lrmL}uPdC9?Ru3TeGFjH-!P(cJ5@)W%tr z*l#?`Do)Q~m3Ap}ee13G##_uNBl?E%ZIt2*Ums1%wD-|MgD``Dv%Rd|)(oa&ZZxY` z^NVqJ9L6Y2(W35aU$S_>iMaeoU|jrF*cihx#P>=cJJ##~^=e9CddBZ3X8D;+!(lGT z88MYQYXmV)Hs<_${A41-!^;*bt*lLMm5(1Da|HL;w=CjD0*ZHe9Fem2Klnh3iqQi;Av#HeB^f994sw0`+Yl6qa56y{g) zjYd6Y-8Zjcd|h7iYmUz+PK%V8deuj)-OM`HMBw9VepxXM=Z(0L<42O}gS&{)l*0z; z9q-sKFrx~|W~4z*pGX`!NXukYXs+sb#zWMZwsyQ_%ytR-hm|6X&h0i<>Vzb5;<&Lc z-+YMIkG|spmTrc{_pMmD0_$j^@znvF612Y(HbPI))z=;Y4K$e)8Ra zT;yL5Uq?gF@tGK>&urmQA+}G!pUs}}lj-2yW6P^&(4~SlYIM7iYp-;ZwR&F3?Mt7+ z#B{%4Il))CmRE&HOxtbN_t+%v8XE=bOMLlGrebVg+9H-ibxCp9I>xtSfr0aAS?VmS zMPm;+Q*Q-L8oyVYx)@w!9}S&G)r7~9pkL{%)%e%!E6XLMW^obIvF#F5Jbx{llx#>j zR^|D{N1GYDORGso`2ZXHc_u3&62`1)ccZ=JBLv+mM3O0#w3KNPngF+ ztbPAXs`b-~a)Q?JZSLP<8nhqq2mQyE>4&fUFZ{=xLI0r@>dFpstep5-`yUtdKl&h} z-^VaIrpCN330wighb{;ULvzj`)}0r?2}Byi%+n?nMah{5I5Z<%(wP zyd8>Hw|3(fL7dl3b_Ddrd`11$x1ijw0>%|BfXmZuVB+Q5v^vTZDoVCeUi%tw3@;|P z%&UOAA_D3}Oz1uNVx;SO@p=pe=r19UY>G!k+f#u4#Uo(kiB;(B z7KLwzOmjQs*m4{Gt)-XPLjnM&I? zmthHKIdK)#dH&S*#8CDe{FH5k{+d)6pjntI6eJi6O@~LZ{&bH7LLR3RM`UKvAX`aj zuDT6#u@7>$2^G{jg+lm?6smQj3g4{Fqx>oshl!7Y>yDJTEnskC*lWBYtwT*H3zlc+ zLgx7ss1YTD3*{p)w)_X02bTbMcOxv9UIGiucVg6sAbb~@0b*N56htI?&|NWckn!my z_)O>r&r87&FJjvl#&K}ne}SBG`VN<#)I!Sc(S{2f;vm@|m-|a|2No{f0AJ1wE!eq9 z5*^hq;k8<+f+Ce7)X)ropo4dbJh=_0re20)W&T*};DNR|XK**C5)HPwqq^%Ae4ZBt z2Mc= zX2U3Oz+mL#2wgct$=yQ@rxcn%OXnB9*Bnzc7FvsoRRW1(t_RLoF~l%rik2Yun1UZ0 zVqy1G8S*9V3cP%w1xpe`K*M7wJQ$BKEFhS8j#oz4YuE5m`)SN-?5ByYdofou3oq@@ z17hPyMtgpN^iPuwPj2Z3@s%-fx8D=5nv2n4iNfHW^%nI-k3hCt2~}P98RIrs@Ncd= z3~u#Za967wv^I-VqpUsDc;O>p_L^a!pBQ>6r_hD%$Ka~N6(Xf~0UWoclgBT8XyScy z939yW+UNY)(#sT8)zz< z(y|)2b^XGVS_eUO<8pl6Qj7`FRk)`k18;Lquvb==lj+mi;T8WIc#GF^t4Zf($h~6G2FXNgZM7*$Hy@o%sO6z(jD{IYZunz zYrR#lQdQVcIzb)HcPK)ji9fD>RSIznt#E9fm|=aJn&EZBM=;)^g&pzC7R%LhKx5)g zDA_X~YIJ+3>*P5wSK=yOxOf?A_vWK=bTLq}9sD|T!F9rZTz1q2ryZz6vN4EJ;RqW> z*sLH|hUtK0{$5I3`YVAI@B`H_Y@2N<^E;o5rlT$&`nxBvhbL(NjGkFlMJpv~;BnsxBHkhQ5 z0~Mdo69a=;koz0mgU#mjpX#=WvZZA$cQiEB6p>#}RFMLavMBbZS zxGv-otn)3v2N%9zlFe`oi+o6nH^$?0xjIlv?S@gZQfM`x114D+q*Le%$rg=-V{BXg znCsTKPt*iMIBD23dOzxGWRrp;JBXUr5a=>9h5pbi+??)C+=p!dGyg8UY4M&ccbW)W z9A9BXLogmO9}PMdp%7CaN~RvHB?s<{6r{BGgatK)%kQ|zYZ zKs3ISN5_I;%kFeg|0!Ld|Kbe#{=7kLT~nd_a~Mpxwj5L+X_8;VuEPV%E2MRU7k1q! zgsQRI(c#3!{E`D+lq|Aa=`0c(Xqd&d4%&>0BZ{?-MR~-gFw5HA@$C^mL(L{Cj+6)eEBj(+oLMLRf26 zo9{9AG#$O`5SSL+Akquh!ThCGkft$-7|ie&tV@W2)|n!P4ySIR*7_5mx-K1$21^hN z)&^v!UO?8omK9ztTwq?hl0K0bS#W921;`ZS*QVHhq}A8I68!}ukYm1;I2bmdOvW+# z{jxG77^mPXg?#XI^2OG+#lW2OAOSJ=u&_Y^VflUSL*0EwZMu=UqtaE=p!*-6>BvM2$B_eWqx%pU0OY$pfz z=HS84VT4vpLw$8`s9Vi~g=HE%WHbzC+CLS$62!z?H+$g0SF&7{ve9tA{0^y}(ST1D zhR}hL!B8vWh>r2EQOe*Uc_#UW)`mvI8_q{uIc6F-55IwCk#ESzQ}JZ{)N5!Ea-2@= z=w}K~`eRVqdFcO{4j?CH$TU=fvuHn^RyMN0x%xXf-aDkA-lYqMzJG&WLr-I-tvBco z@dHLL4-Vf7qT&}bzYH5aw+3@NZXq?yu@e<{4fJ7dD)`GfOb9$-}SKk)Sgi!DGKD z#Y2=>gDL>j4ho5zs$Un9Xx4K>Lpr*M9PVjKnIav&;rNwJIFQiQpg5 zt|cj}zJh%GUGmZ;5R|Upfq`FVV3w|pV7@Y~V7NmC&5(`)*Xc_jikdK$-~-W$84yp~ z>3IKSqDrmd{lm3*&S^NB8tE0N?Tw|oR(?m-#t(FcV+4#d8g8gR@htW(ZGhS1D4v!V zE(pRJsLc{GoMfU7^V&_ob<1TswX6`=j%x=ICrQIu*DvE?XDM)3KS=hSya_jU?l%^S4Bh)uX0j>AU$br>Y(H3+5z^KUp&D!!6h=c@(5}RkIET z!wijfJK_S3G_(!43jVg=1aqfP=-F`sE~%WvnHPi%%M6=Iz34*>=P#kjm(}1NQx6yS z?xU?f@`mBgAIR2aBjLF2Lukm=!)IGx!tynRxcEmHs(wy@lD#irqx5OmGwwF68Pi4% z<-Y)jrZc$kX%4G*cOFWrg+colHL|R+0Tx-N5p%NujGp62Hhk!%-wtjg3e)Rh#L&m& z$GUV9^87s6Zx@Aq%gV9)O%vVpRNOGMbG%_>#2G5w;DA#$u7u9VSMc&-E{cR-ArD6` z1~pnma^2T+Jr<8d@AE?nT>XEbF=Ga+vkx;Sdv~1gwCFG>PwD~B zbP>b+>>RRks!YMd&?kSzKMm&}a{gcBPv#EBFQP^%g0;vZ@NWyiRVx&6=*!zkR_?(^ zdJMPLu??oE0vz)0r^_5(;MkB-uoVUvm~#ZWlRhvnOlok7Q6S-sj==1vg0(^8`r$)) zDz0wK1&;0y9nH}R9vdvKfVM*1)0LWk}n+UB(e z(o{ZUsP6^X{Q4K{njS;MR~@9Ki_$=15(in^a#(Rtv|u2&gM74Z#LhkI@n`G{ymNa2 zJTh>HX8G4Rx&10>d~hFTxYnRZ(h>4$a|7nAXW(LS7j_PN4U*>@KrPi9gVjYL+w>?b z-`o#vv&D(&&Q83gAB|=9kvPFz8;(!Ng{J52IQwKgoBb#o>W<&Tj>;MwKW-iDJ$@D> zvii_w2@7F%&3Idy2j9&TU{1v`h>s40jZ*$_Pbdt}wVx)b4M|K(xhZ4a-3+%YVsMr6 zbwT@FgNldxp?dXA6k4_cCFD-R-pvR$K2|u%d^6WpEfUUNeub+iFM^_@b6^xJ7*9P* z$5^S??EGU>r2T&`3`i5EQD;iE0k+~5?;wR z;N`wqIAh`{xb}S^U3{Y+=XjNara~K|@-`YzDQ4ro;b-yc4i&7zI+$w0hZDlRB=yEU z5-nWJta7eG(XMMCWMf7@=uAcKK0BiNITZ{QYB5eu2@kA|Ms7|roHP%`_uoP=wRi#? zubNDD&wfg$D+?K#me-?l$_DI;;le2i2@-6df!f>lqf6ZrDy6y&OBJ@!$*)#mMqn1T zl?g!k)9(c9{N~_d*(PGXRs>tB#^3`rbJSe;lNz2&#@uaR@QI-P{kW75ndyu1XhI2` zRryAJle|lr$ z84w+v10%0}hVb3;Xs?`1S6JV|mhd3l)O{L;{i0~LDg&Z6zneJ zHN_$P?y8sYI=2-XEfT=;m=%d$l>?((L(yyOVQ9Zq^OyhF?)okDe-ZzjH|Reik3}(@ z>LD;y`zYD*VjEk$X$W`?(*oE(VxLohqwC=Jb)z5aOw>~VR-NW`0 zxBb!d!yCW6jjJcB*dZo$0eqUd6SUXP}oc^$y+Fgz$L&8=u#vJ6%txsXU<NUpx938XxlL3aff(c@{FlnFxv zDdAkcgw1}+9nRA9aZ||pO;edT#RT@s4~DgQbeYI4`N%v?ai;fD%gH7$WqQ~=nTe6y zM&_TKPFIijBl=Ln)}8uAHcQMPYo2{1yh9_&8i(2J&38rY`jz)t)#Fw)?S}(N@=&42 zdaW1?tK{-?Mv!5JDtPwl4w|<9E#q@flYR>khdGjUOjg-x#-_!GY?3sg&!kI9Z%g3oFJadFXVIeX47P|U^cKljo7>y&YmQ? zw1sz+@d^l}4d3U`)6pqRhs#DPec~1k^y_6u)Xt_~b3Dn%v2R&8HIdw1#wF?&;p9i^ z6gFsB7W<2r%T!wqHSh~aCa!y@k;>r;%!K`}dfaF7Mq+FR2$Z+`tKB;rHSEQ8`!0se?mkS?zab&S^PnZ7>aci|-L5iEFeoc_lY% zaVYat(Tp_vC9}~3#jM8qJnrzJ9%Po#W13z9MEX-C$?uxLm3eWChV1;rIQOP=UmXf2 zVm@Vr8oi>*AZI}7_v$v2nvo^D%g!F03nfZ);S1l!rkJC9V7un)d4523t z$@NBL79Fgl`$CtIeRCI)PKO$P=rBEGC&|zyiI>RIMUrGfS}?6mUQZ&Ya~bT?G*}xk zoBE%2r7_3z@_pwXWjHn0sJi=b^6u3rdS}*VzGl@7`r!I9I&af_cK?eEa&CGH*Hmsa zJ9Um5wQsLvsh2!{wMe0FeHPRFFNTyGXin72x>$xMNfup-BWW8F?6MQwA*p4Vjt=R#H48TN0u8wQ@T zm9e|1Pv}g#CVLa{%Ra~K^FzMSBXx2|X94jYwv;yReb1(@=2Mrzc%t`Rjujd%j5AX7 ziDimC4Xa*BP0zp0bLMWLGFj22?B+g$&Bq+6d48V3K+j?tF`7`H)A#9yovMuVJx_9d z<{dh$A%r~Z&}4Onma_Lx1hYrxTqI}3REhgqSvo}}mo}p}`RZ|%NuRi!+-k`q4r#Tl zWJm?I+BBNHOi$p74~!xg3vN>RGDN- zBzkBKJGrujej2iXPWZHl>Im``d#(vn$DNm%Z+i03uGB&c*P4@w{Ga4?Vi%L&RmwWg zu4kuTtmEHl&Y&yHg=wcC-@o`*27RSF5%bF$7^{tftnbBLL}*|qnYQscdz70%fQ@Ii zKfl9HcK74{^l4?!t=Az3vhQ;>E_E{t9ka=~1F?MDgGY$v&@D{$gnVX2T|X<>p+qy! zcQc2#UMFHv-|`hpzL2+L3K`|oGubt1_3U-Kn}j17%r5Em6Zl>eI@EkL@lGsdx6554 zZ%UJ?7;r?e1^`Gr1)!F8VvR>QAiBpV)toLx0CwY5wuvxqo8+ZG*pKBWM4C zo%bj9-*)#qwp{-YtnQ!Ke_PJrhTi`wV-5Zb`;VPkS%`{i{PV=bA%Z&nQwBG34wnBo sul>sa1(S0D#b6QO2KOOzJ}`s7Ih?@_$5s|YMF;;D7yJx9|M#>12h$elWmFVi^z8rwBBjzTlF|dxWdSNJEh#NEbi<$sNGnLEv_p57bc=L1NaqX<@6PZ4 z*8BWEyl-zUXAL^ToqO*&XP>?I8G}`n@dxw+BTqW_BLq_P?#-*`>h8%qb8hbHW~i3K{glKv zuy21}^8S3u&T%jAYpAiCen(~fq_&G~eo>LN)_75KWj#kx5us{9UTDT^l5F|?EVgJV zMCHfUuuG{_jg+<$TRfgr(8Dail)sP_3Qko}ehH}GM9ySRCMTo;DCTq)8i59BOvcz1hybA3rA;m*h4 zeeh`^P2QPE`uc=~Eyej^TM+TaQ6DetuqsmeM#LYNczxb$-xej*7sqQcm@K-wx@vzi zEax=mGEwTbKQCMDBtqMOnzl}M8P^G;5sttkVYQ$4*eJDM`pty%ij0h`KSexFHBs{AU+~$9R4P$snJvgWLSbfl7z{}fkfcf#`$AS65 zZDg7K(hD3y>UKE>pLRvzxi16e*7iw)*5me5W^oQzhg|~j8*c;x;l5Y9an{Cg)6&HN zSFp0;fCK~t==q+n(TX{L#piAK1~#;e^gKt+z-o7^X0#hU1yAR_ctbLtdT`-W@T|_j zn%9cz_ly@?KAr4Ljlg+dH#*g>CtAOL^JXa$e#PW-iOR01_~AD15rke1m%;nnh_ZBJ z+mO@QP{I06`Otc@)8O!}p}zh=oS|>e)%o!gPRRoJ*w`o#8C5yDvE|)Z zZe3YBJDx~M6s6O8|5CKF)W`ejkcPA6(3AazG`2MFhyJbAlmf0h+Br%oy+I7V-DYw6 zI4yFDTOT<0pKygl8U^VliviWjn_1~=th-bG-4bG{)=!|eL%!nxwKmv zJdXL21~5GKBHYnSi#oAZFZhZ>)N&MB?W&Jgqm|!6*fEu2{baQ34}Rn8)HHG$6LPJYG+kzOK zXHr)OFNtVH(s?iGo9Khu`0JUd!wAvF!B@ig;v|i%6`#$}A?ca=DePQd0 zf%{Uxtn-Lsf0A(IaHgD74@;c=-#2Vf*nETRklXafT!%3Yt<77*GE+Q@R1a1r*|5cb znUU*FmwTBYA3ID??h;(uC4Oqkk})9p_+7Tt*N4&~+mkwg)B_ifa}{? zXl`y@sWR7rfvBRlnHedSh~DZ_07aSk0CoD_w!>lz204%3VjYl7wOAQ)Om)u2W`&pQQ&nC=C0tDfFJ% z*w{pOIe@i~PDYfm_)NR+UkkGH@@{|#tbQR;GHU<&Alb3^NdqV>!aZ>S3iR%a7(8|V z9?M41_RzV_4zD_K>D7F@y7IPbzDCLFDEYUxfQoKMuPq}J;Co)b-_)02k=g@lfJ)Sn zIXA_XI?V@_;M<5QKLwEC2;fcN!|yvcR~yp87YUM4OKm}FIy%8~cDUa1n?q8UTmlw@ zreGKS@lbyX1NWaDX2wBnt!PAZ=%VX7SZWhRj;fu5&Fgy4&(7)v64CW0!J4KPkCvB> z%gW0=b}J_)o8i*+Zu{%)B+54SN$3KQ^g`XS`DJi7+!O-x7eH6-`Fau(PE5%M0gHpH zd-dT1qwuUf78=X0PZ!V_y^$SfU<~qVXQnzbzql!}d{8Wu2G;Pstc;)DYX@4?aP+q6 zVvDn=>B1@`G<2%sBgv4&F+ro(sU82>p=YBW{2Hm}eb|A1M&G8yQ8yC-_0z9U)N&S` z#cKa$gyta-%OD}xq@+^8K|c*736EsU$C(f1mz70HUo8>4OVHajotyLX^SiIbXw{tj zl|MgdBZeltzs)?KvPgq^p=@sUZ*Pc;CqSKC{RWT*B7l8(cnH~m9wbk^WjQY`Nt8~R3DU%5Ny6* zp0_b;0oE2sxVo_+0GpRsURm(~{h)TQZu<;`^7Y%dR!5~206U~_4v7avH)!n|4rNih zGwA;FdCqQw;r0x7@eG3zwM z!pRvbzTZGnKGhF8>L3V8JHRb8mU?WYxYd9zNF`)Lsb%ORh=oI7c~tsVULFJyR&#T) zjUloUCQ!2$t2Jlv~UA-ac;pCIm5*a zPi~J!kPb4f`xF!tt4`jx*QZ&zxdM)>-K@n7{HAwb1`>QchzE-^Oz6AOt#pRB0q|T7 z<#ilU6o#7jQ}PQ4U@QcMYZ-V1T<$lgMMXXA45yKEadGian_`-(w5D)yaLCHe{)ylK zO?wS=p`~f-VzcgVi~wanv!%L!20cu$R!dDoqo{VB+V|$%VtpV<4$zHraF`l^lJ;UL z13cCi=H~pM$jEsO`jbVSPWq&8ubk91%s`*AnXbS~S2bG5Rc5%JOuBawa6o|vYJ!H( z$dA6=QeNWrdLIs810Vg2<`0lAdM_@Jo{YyELmQwnEavK5Mn^{va;2|>!@>w!PIIn6 zUV;6{?9Vs8QB<@o*_ly?$BMsC*{r8}?X?=0LjHghO7*?? z2zqbE?dJ>7m0l|-m|mQ0<{^4PyH4OYy9f3;!N3M`DU`P<9@G=S>`~dFa-U0A5NgSr zqqydOG>0JJE$du&d%3G;f4eRCbOC6=J>yqE)3qCUF(IK?&`AEtkOm!lHcDLXlqcK& z#+wE2yI30=8{;x)pp5IwzP;Ut-`4vYOj}=r(mOa?iLAa56rU9slJM^^UIKSA(Y%0e zHqsIF4h%k%PJ)}mNcaJOgKF*j@AUNg z7j96(V26mbg`Y2jAk&R7Sc@Nq=d*0OV_jHd$9SQx$K`G{m4G?HqOPZN{hY+* z2Fz@1SbrM5+yGI@Ax~ox7LEgXTyYVPu1Y{BI>)pO3k}CJ<%kC*juk*Uj2LY??akH_ zHc=4YCXBf^8qC@WFJ2~ab8)SL{ekjoS^`igr%D>jqu&cCYqv?HWR7&#upEP;f&ziE z)HyT!YJ~yWqI(S9egyL47+l10{lc{pybzI}pCApF%1w5BTh1`9B)o+u&A{ecW!aPsKxc|@R0!RhX5Z_RMdEa=VuLU`@v2t-vE`1? z1i*mELjzL8-J+6``attWP7Lk3Mn^}#^!ApJ2J9tzsN8Ywt)Hw{wD~|{z_6uF33Fm% z;`F1Jnb?dVO%$b2Mf&yZ92`~^w4eva9fA(~@3LBfl>}T!h_4U0K6Gj2YZhAFU|R(M zu;RC!uE1HKVT}&fDK{_u(1ydo$*Fs-jqdm)Y)b9Mr7D`5fqiSnAl=anec zR&tW;G71X941Lc7(D)Cq4f3z=+SbF@574&=aPgpA3ul4wv{6o*Ck zv;%oTGwTKxzd#1*HhGJNWZ2I-bP1m6BuM#)VPj+4%v327OKsm`7%svp-y_r7UIr1B z0y=Z;-})U9y$vJ0|M)&L7W-o*Kv==s31dgLIN8~aK$15ARBr$j6Wuf$0Jt-=vN{5G z>vWBrsQxJ6t)QUbe@jDv(}b@MZNIwsP&y%@@lP^sIN8joQBeE z3cgWRhW&7OBQHO)zhK~6-`Im00GPA7Ms`L<#uUq+3nAO-b^yH?-90@Yov$-wLPc(` zj%oBj0XIY4_VhsLJT|lAP6~w5Eyh90PwqrH85qz5dSQz^t(dceIeL9|y)iR0yD%Hr zzJj3XHTto5 zX%HG3nrShVN_bCt$5s5vlP8`kg~JA+7YogafB(J%h!2>6q7*o>lzc4L5};)t?ayJ& z*Rmjm*^=!sLn(OI(M$)>(+>0U&3r68JUmFal-|=gD$?HzK-@lHV`ThPP*8x=7l-`V zXT~HKu?iMx-E>AXQy@g?Zji-rC?JtaQs<`4wDPjDve8MEp&=pf8w_8(c#-)6+b<1% zlaQ6gEcs7DqTDg-G2uWDTUx)*>0DP7i~MA*6Pu*xi4h>P5D;ce`#$b!z7M~@$e!BT zMW(uXJb(V&pG7*ZPv*@VJaD)|v8o))E_FS<*~KH!IY9`rEbgMcKn*E z0elqrD~-N^iVEb=s6LB69a;uKKyVM z+C_`i@;6&Pi2yQZCyY)cbSFap;uw^bg{2f+vus>7Qcn;_q9qV!v+E0F7$r1g7zwEM zI_Ov%#qeuRG#u6*^>RX!2G9viKqp2Dss+IBInWi;Ck;rK-Ra7njUwJBPlCZ2B zAE{injEs7)F*Dz%q3HwMXMWWLwK)>R_%iTmtr@2GR0mqWfmAMWKQvYn+ho3OQ(b8C z!I&(!AO_@YWIxl#_TqGZVfp;-uxgYE`G@@j!z>b3g~dNVUji-x1!C%Yh*wj;d2jL-x034N}M+}nl*iEGceK9_cdP*y1P`^S--L(uh(fzaRs04pi7HBrm} z^#6bQW;^ct_g3lKb7dbVPqmGEO>3(cfSZJMtqf!JqyB+6g6MjKhDOM93$CdK+#gcX zFQ~anP*Bhtkg1E*H@hx<0|R5Qau5?H^Se%tj%T3MXt;(wCFs#C=j#I|YOYe@u1)8o z!!8B^pj%j#Q~TS4NocM_uTMtMjHdbO2!FAU9I%f#P+(}%_w?Qk1c!*WyR?hG53q&q zCZ9`ceNe_jYVY1<@S0S~Dk%}+64CzQ925*C=l*RYB&^#%oIF)-0eCtEz4yU$D=RB% zy^TZnc+lp|%M*a4PXIA>-JR|LfH?s6bYfGa$w=RAHViIy(Y5{@tWBfWWI6oUkF^=j zrV#%OxN-=D(3#FuoeL*g{Mc0|g@uLTOpFn~svH+CZoUzt5w;tRgSS#h0IZD$c1=dB z6L3W0OwG)&vkWuuBj4btd}(ZNe>GmD-*>duhvvv=B@1ghXN}Wy48FlX0UBTxM8y>N zOYsBdtcr>4fGVMVk$3?MBH7IEKo9prjn?)xpfLHU!xfT*!hyU3WKZ2i^C5T+ z5M8;co^N@rEC)e>^Z~Xv@#rNIFrYHnf|P;hX0~QZ8-Of!Zf@HWxzeT)CGl|J*+hZM zOG2ylE;=_5VDvsjod10@IKUu0Rhb7uU(b11CfRGR_6pED)6qOtbxqBq^NqA}P|6?! z8)Pr1-~V@&z{GGE5S-uxSLun`=@DM=ZUX{g2y7+a!bF!7z;F<~=U40E##pC8(I7xi zzs1DJ0AC27oXZGM@~h*t+tJWc(DYkBW8-)C_cMc%1kAx;s6?<@P8}FrHsDTleUj0f z1F(rz@Zrq7ypaH7N&s0f@II6o1R{!6pa2|%7T7F$KFBfj1MN+@Y>yv~swt!Sd!vq< zQe&IK>A6<<^&a=eNM6rolO zxF>?*;=1}3mfwN7@?Kjz58XaA*pyQXh!~{wBsa67M}e!NigcH_xNf?=@j^Bn52|%V z(B(%^3%+e!{ER;eXwufiEhzmhKtRR-NkM|k)H>ar$t9wG`q~G`3Jnd7vC{>(A>C8U zZ*{PRCY&w-+v%rBaKB@>@PozYNU&8^xk&oL2nK0`YmhTP4FINX0h<1I*<)>e9U(mL zo+;*ghN#Jvhf}2$E0fyx$K)%iD1ObZ(F<{}c zGAwL5BLMoU42f+QuofFOxR-i%Qd#5y=T{3jgI3(F0-f?v^oaq()=C2DJ;x2%4ZhgTc89g2pSH1?~OucwwX4&Io@yt@B8$kDbp!VJc z5i=AGrb_Ap3gD*eQ=|xxFW+;wH;wlh_wz(6(cj~_N7xdEuJh&EOSmNKr< zG8GL}zTn_03?X31A_0U=1{Mg(87S6%kheo%?XO)cOMrfvfkrO3lg0`LD_=su492-7 zPc_qhIhf5Igh!{wo)LlI2L>q!918$&(ycZUFnLL2mT&pr)0*iP^law;a*!j$N0)`* zFn}4|`$dSuViZYdx2h*zY$;|aIx)zZI4Dd#IA)|m{d7N4_94Xe+eALlqnoE)f(Zm! zS?#KtngKI&M}8--**2yIOj+B(rN3z$;vPFWwCkBYnQEGok<}%ZN$>d z0s`f&NFY_R>*^8#p8>5HOi)^_DuwD4?d3r@HS~zOuZ8^aGvbxOfIzj9nSq~WXR^jN5Qnh$Vg4I1?vpq}agnX5U%tS5c9jv!vgcRmYNj#ia-VPQVY+TO3v0CLNiDGC^OTep$rN1MBXa z74ATWCyGP6Ww2L?X0Sc&s&MFwT zM}Bk1U-)N3hUUUBS*+k-q26A^p?d?PWb89eu0ou}5eB#Dm$dU$jr`gE#&?=kFML-Mh~(bQSIKAJv?8Z9h7C?gzHf2 zyM=|?wVhdAg|{#IK&mi9hsnvPc4A-YLCydRa|Eqj08}_Atq+p<6NS3MU@Sy4D+H{M z$w}>p4<7=~lT}ecnmaP}h$KEOO&LhhpopGb)IQDU9@@6ARON5p1ZQSt{oRjjc04q1 znl@;AQ-xH&+1Gfz9mFU#Ry;IJPaiq4zd@~}XGc6nRDE+BM*+*Rh;!#xGkNK*-s+H5 zygR*c@4#KdGph?~?WlP`)E{Y;OfRKf7rhUc?Eb>2|I$aKuxe+*|Drj?j+cRVW`IG7 zauRXrI-aJZq2X~Ix-eN$e<#1Ao3NQ-pu3d{!$Vq1UA<$z;a*6e)$grJn}La{NrTK= zuQ}9<2>M~}KS3;4>>0los^>jJfqNK-&r{I;8*}Pb`{M3|x z#i@cu+MF2dS~icqoOQq0-CL>GYj!QP%aN1Sa6R+(b5B0vs^ST;--@go z?jpRIHof98e}uG3)BDD>>}J|m80&+BIa(8Eev)yqw%mo54KK*{wiu3c=KiV)|9zzZ zsR5fpkCK!m4qx4z1h128cG2Jf~z0i_u{$SiEMsX-h`?!Xy)c( z`}N>y7D<`h2`)89QK%n`M-?(kmHlz7lPFl&yj+92s>I!AP`q?e3^udWq{ql!lpksL*OuUT$N|ujEo+X4z-x8rhju+Zb3*5?{o*sUu0i{#o4IL&=rI|X z^i8J=_BWo+_pSCs*MbQLx(T7>FyM6RcZWEhF55H_Zh54>Du^D!Z7DtSk&y9v>7kus zpwkH96K(B{DKA&`+xL}hkE9_AKrOzo97%mh%R~GtSo6a4i!ZUdoC4hhiC>zKYeD(5 z60Ty&!Q`L%&?JInp=@5rt*#fJaasILg>>_0IQR6|d$i&R8UaU7>?_e|>(hZLCO)h@ zpS-afpY%ru9sIxHkIjh}XKS6nAjB@TS`@G+^dqTJ3Yg_!o`(K9z|cYvh3c}gw;`(6 ziejCyYia6|b5GLx*ZI1K@lXv-$7s#__s+@mka3=Kg1)zF6($#D_ES6tx68s8rmTON zBu{KTJ}VmD&`n~?sJ`%iO6Sy{N8fO;DrrvtoT`sm?L4Wf6c;4ee2!97F5;H$ z9eiu{ERwm3q2zc|*{f!;{rOLc_H>SX=c84xZF><(g3XlvWGa9Eqw9Fm9;%jUV!X{a zP||7Z$(s83R17^HiW@R0)w3n(_c$eGodFr_+L4WSI%2<8uRh84xzr9jh;{E*L39Sh}8X9ty+6I6`9JBwV#Np zJjI#YI#m>gEGZr&Q^h-s9CG37PFVHIIO2FW#@Y7l-f0t(QM_ufpx`g|DEGNvapY=D zu6Z;mY{}>YOELUVSA92gs;c=%h!uqclobd0_8xNStV5N_yO{t!{UcO3tU0z%_$(IA zW@cfO7q>}0&KB@VGTPp&fyOLf8IE0!H)hxT&WqBiP{3?qSBK+in`}uwbV40MMz8i+8pg~R zMXLt;4K%88OPbn6@SQ9yGTECXbry<4Q?LD`!6f`vmiTp-H%+Nq5F!U+qo!lg5obt%F+}^&ClFRX~aTGwjEx+BRd! zXKg8QWEfQqaUzl-e+=qPQ%GSy<>Ex5mbpac4662d33opQYi`r-*JLPGuo&ge%%o!n zyDaZRvz+A$t5(kT#`1b!Vf#1Tp=B8PSJ&F8CUQLK3*kDm;=DZK{OoD-GabQUUHx&_ z@G<;c%LGb=4C_APhaZ=a`0N4ls6%RZ0mML%@Sh<=d+OmVzMyTg7*iBQAXJy zwbV^HUT1v+oBF6>M>ZDjFD?VUFMxC`X)jYWSDRA&h^@II@fw?ql9XjJn*7CD-n7}Gi+IRyR;CPu)!Y%xb)>HuNw}Bt z`;XKU_Xdu%E6Q^(j7CJSe4351vVrKKkN{lDi@6l~6Bd+@t%|yfz^vNFFw$Spwk6KK z+Ky{{4T71-Snu=yUG45}12044H zTk{EF-lX*1%69i?e{sI&xozzO1Aa?ff9j-;dTuleYF%@J3tcPfy$C>Kp5##0IXS`*~+s~-d)0Yk{*vFb>F5iW&!dKwmdi|OneSgdR>apCNKOt8FUwX-BeAsdc z0jbfYulPCRU}~+Tfu9o$otbTnr8{Suqz9-d!28wM=Ho96~2{9T(FbW5)58t;>J_bNOREOk(B zA7o}}?fo--W6Aj<8GE)SKmLe=BG`ev(L&dn@L$3!*9G+kL@%544pBb_&TF8whP+GY ztL4mg(s`0S^qN%|-Z9~oniGV4emmEmZl9w8NeaU;E+iD_ap`M$2niGiT}oXa=b#%V zl+*u7TQ&{z*}&;-r|ts-Tkgl7nsE7=Y%w0S90I)YwWp9Uh=Fs@-WS5g-X-JiYo_L& zL9KK)eB)WM?rSCqGOx(r(%8m7TM5)V3Slx4e_h!&5WQcR+0ZMqALd>pVy5k1>bCSd zo&A9Zp5FUn?EWRM#LCoET~zF=S3&}bZy=P}Tl{{7)`!MaZq$K1*DX3S1Gfe*G}dtI zxu@%JOQd8}YtB}GIxAMGs;@7uDGLQ4!=_@@#b-SOj4TpwhNDXT>x`gO-JC_nZgw88 zBYsXVnePf2&ZP9T2}~m?uf3R|4QagiXTxRsHxdng2c8Smpcfq+inOZI}S1(7cYqJUj2CTBqfPfiWF`1a0_4&XU1y=aC(D31q(V~W-_C`Q_G)LOsX&_sZ18I z%1-RL=ru7u?Q4;Saks3Y{&I82f{)zwO|EP73lh=3KfiKs;oMw&+m-Z#5Ea;8cgcd? z{Wk;Y@=2B$nNUj7K-6&O?;d`8k!XNml{xp$>;tnD3gl9V{Y=I#-S06q^J)80q;M9nFFgP-)nP_PL=Clt3NCjfQK6AosSath-hT-ore?>%W<>j5i+k=oX zrS{*^T`(JoVS{+!EZ^@R+3`b=yn)`T$%B53?gpm0l+GmIf}|6!6ORrwTh#FB(|zyo zh8Z-&f|;cmX)#wLXRceTK(p+q`_?%Py&XAoEYE%Rq8xFPtkazSmY}$A$8(X`dKbsO zL}VJSXNOm|$9u-)-kaOHo)=J`1ip%u4O)T}7OcB2gg@Qr*|$#w2AC26R=w?mi0RSm z?TuS7lghMu?y#^|F*ju6IuxA2(uqn(0C)0SlGUAVc?w$kjffLp!mrXFKg8WPSGuQ& zYs_GHf=a}14#_WEiEqQgq!Yq$B=4U;=^kt06k7X6)lA0MF=5ZOdr z+~`-^p&@a(gahg&xQ$-~`L6(!VZMy{gV!TeEj&F!bvcs<2o7Bo&M8);r6j1p9|Kk| zbnjYi|G;~x@EN8~yEuI&xYxLS3pvW^R+G%h}g}QcC9hR;6&(4obMH@i_V^Gr*^Zj z5eMhl;#`Q--0g-;>#}1G|1()~1+`a%PH!BUVGAS8in50_QfkEy;)BxeJ{$NOccAIk z_fFcnE@$NmffxFFINpZQ>&;K^^<@YCYKe{I@x%Y3 zHeH<0PwmxYT{r$cXfpiG%Qa0op48>GQ>~`C*={Zf&2pPbyzfRHlJQTc#z+H;cVX2l z70|G2DW`K{0UWFnM>TrfdoSa#)iq+U4Qj?3=)KTBdhA&chq4f*eWJ5i~|T)DM}r4A~&9^T_Fu0ha|PJd2#wmTAE&eV>lIR zUnpqNX#^aH55>+$R~g~%jZ0Ktiht?f(2YqGMngRpTv^R7Q5bg9YA@b+7-6{!Jy!DC=*aF!^JWQsCMuzu1i9wR_0CoAL0LM+-MJ2l-oU$p%8(ck5q$^35=! zP+%CVMf(=lPqX}cz7j*kn2l-Q{5$f1e-sY#;Hw7%vEGk7bKp;Nt>1ECc{2Y*{B!ca zGTWYi_qLa={k>w?P8#{QjXx;NqUq$JPmfNq`*{o3Zzd)VMsg$wLVgDb;BH@&GktGO z|HtsK@)0NPM=#RoWol&%(PS>HAYqXA+SVHw48b1l1YweapSu2s3}){%OVy{nZ+V*Q z^{psg@zWIX zggDbD2Y+v!mdMXF6!vX{kN13R$u99ZUWW-f9W%%ZxHw0qOTyFtT|)ZWs_(yoVMN=n zo(kA<%>uM}FjDv^@im09cx~URB4X2j~7e6-A5r~^<+gk9}nRv!^J1$&b z#k&YJ#m*414Y`Vj208D-z{>4)OfR*tPd$s{M29Fr#2=q*#LTB$%i<=-sDf~R{1t-q zdCVL#weSlU<#sFRJJnrdLj!l^h+x?xJKBzlYZ^Ko%yG(PwcrFtsGxjm$9bP|Sfi}b zmQYPw0|>s4C{{P(k}9d5?vtVCX|-4Pm8;PlZngl{?yE(mBS(?#}SAL@ng z^p7r`u5YfiF=R*?q zAqXLEWXJVyd@wyMGr|F;8XrRGtg%LZ#AouPBaDRSqpn4?8iSm6yW)drL(SR=2=Imz zFz%Ux^L7&Ny;!ir+YwVA?2_Iw9t`_q{sCU3A4ogODayXV@I)4=+-5HLPJP{Irs-WX z&xcqoQJvszKn^sQHp;*S}%e~bUbC`$4&YCke+mhhz`YltBIDQaz$%O@f1 zXh1JorTeI?{IlCT+bnM7YF5xt)ho^(kBg*DELhR_9P(^>9l)U5|$WTI`Nv6rQvknS>2-&UjrNaiXW#)Fc9_T!>i_}z%^NJ z+jr$Ztyp^QG2f=4UVkE*zJhZJyC-7-6%~&*+a@XnaRvqV2NqM;hc$Uw%p&=BrJHIx zCMN0l+;WPiNZi`Ao*^I6*%8VBTb`h6QdmDU@j|Qfv&NvTE!T@O4;I`Lqaig%NM!-U zGRJDnw2)$T3?CK6ufnyPR%x>(_2cM?@S@HU=|@>{4g7tk^(<+VUfRjME`mE=Gy;Ah z8Q)T3ddrYOlNI@|FkAQ@gA6!6rEh6_67u=ihP{Gh(8`lpf2X;P8n=RWCrkXXpeoR{ zBh1vnG zFz!%}3kR5O6Tgve;bTG<0m3hzj((ON_KfW*<;bN`(hXY!$zW&g5~p6$ZBX^_)E192y?2SIm(}N`H#IbRuuaTWsEAwMq3HHrWm$aG zZ6kKy{3%%&LE0zAQl}j%d~=NMrNQ{WaT>ZulMT6F!s|n*=6T)ad4ZWjShcZzW zlAt&^xLTfuDzlS&KsHuHG_Vc6IZ%9KJ9JdM<@&jGa@nAA91w0UO`E|L&{uZEM(cLU zC-RSO+{DjzavLG0r%J0K2|mHXV~bC?p1X|sl~a#tgl`qdx{UjwU|NDAh=bU*mC6mF zX1O7owr|r|ne_jV?clkCye7;*mx>VQp$YdS=TFoAY*S|VXMk-YS~nDx4Up|&C$TH! z=GTXf*!|yg{YK*`Eq=O9xTB5lk8Y(>B)VT>ffVUCQu$h$nCDpYtH2do@U<#eskUrt zn8#VLyIbM!#vAIr2h& z?N#9jJdq{QLUEZXKPRk@-AV7tn{T@Oh2Yh8(#)*0vcjshl8E5AhyRvx1F`hal%iCY zqVpbc18&T&2V*~!GOFH0VRx7>lOpb+&?f`=DB!Jeru@*X`{y)@P5JPz0~efTVjXs< zN%}#2$%@oT;dMk|5w^lid0*Q_4rtu^z@xwiOi?enPzZ8j!eXxr)c1I+Tr~9X)xGiJ zEYICscN8p7i;thOuR9uwis=9RUBw)Np(M%?x<5f@YUqm%bQ<<<_~}MrfM4;2@I&9t zz`v_I3aB-h#d+r}5w_p-zv@z~`hO%^>XCg~lPWd1uqA^A8LvaqeJm}-W8y4CQXccTdbR$vF_*y7n{5EH$Zm|yH9;`S9QXGq67zB^adG<>Gzp}#TenxUMq zA!a_ z?5A{of!R7QjT=QK!s-<~TdF9bRx>2SXitzfdxlR!=F%IRX$Jn=>7Ouy z_&SiWmIja{C~#2?*Y+I(>YII1E|5 z<*));bgsSd{O39M(9?GxRa6S`jO1SgE6N5VuWkR_rhGBBJgX9S(8k&KtxvJN+$H^? zIl@xA8ULpEiGkR~cyS@qvMW{v4yp@%Guis)3fw$>sk!QK9QDH;lSGzAlkUKAn+)!TR zo_;y@+p9Fio2hd&^|@r#Um>ASMKGfw=6+VJY%(Pxat-WCneUc~pcHxj#I)>wP}mNz zohEa48vI@9fH$bPu*@y_Wu;!rp~#cL35BO!78&^!kLf1|=CA!PhmG20=F$Nu>Lz_J zKPu5i%nR@4UC!*@C054q{+86AA1AkAh_3KzQ|VMp!;+0Bv*Fe5((W|tt%>{hwd8`| z{K0z3A{0D1X*#&4*;@4?W*|Q-OObY~ety(B7W~)lQN+830IvhmbAGR}+WIqH1!y~D zhNy2)XT=-C;5{ttVk;pW+QK=3&E@n ziZueId<;v-eO{tfGjr-j(n_yFqi6O(Vc%agli~2q;g5}tWggz=g=H&+95RJfnVRP} z>7FXqy{gu|Ki!*e__`on%#iw~Oh>KV0CO4~Nfiaz(#~_wak5?HTr)klGlHMx`(!3V z;E5FF$c54C{qToz)KP0yVL!B4iH8=0khR_wHWb1)zE90!lx|>4IKDGl_gbFFA(u`} zE@W0u-=s5d0{_p!KCr#0J=K+M%up(T&5d&`O;WbMl){8wf`z>+$BZR<=G<4P0LDS% z7FXin24%xJ^Uo9EN8^-;IfOV@+Xle;7mu?;!1+2$kMu{&ybf4o55dl zW~JUQ>1kZaj**Gi-WMbEKL$BcSi0vT(hJua0n9F#nDvM_q z?YlkP6Yy5zzI!*U$k;ps;rV5(i&RPFr9GxQUOJQ`57+$IVXn1f92Oe&aLap~+@HqgG- zS2Gs1`T|?-`CMFu*)(i4kt+Imuk6lb)+#x_A9aT%tNBHY2+3cEn0#BKS64g|9f9r~yJz{)qviP3g+(-;q*JUfus6u0Rmm>v&&aOp$ zi-3DH#XA7Y9GLFYHS3CQri0BBNqEd0lJ1~1s_Bb-OX5-kO69x!8&UDVt>_&%N1uK_ zlHn_~R-D;QdilCyYoTX~>VuBXW*_GI@*yIODt>S+m!Qo&#!zx#81tD|07)@IXr}Is zDuFgza(L9Y2$QMpn(FJ4D?7Uv^E-p2;9!Ej?P;VU`qNN3^L4DZ5sx0yfQ+ji-C-gPZ3s{aGz^lYJl z(Il41TjD_EnP_GYI9@!o2NNy9kg1T}tnFXtDC}8rt#`-B+n-__ zz~ms`dWrQr6S8XW@5v(I`An?YhIiFJTfBC?|ADX9&P$mXS`Nf-OBKo~-V%)T>bm|o zpYE9mHaKqTmA<0sDJj7dNj~$Fu6QWqr7YYKX&sM>eo95CK%3Y)A-#|0Jet^k|KnYI zvJO|$?V5ZBU!JkbBW5(F1nhR1>xYI|sg}t5%2}%|!OxRZ)oR!0EAH~d7t`(i4HzbI zO}3tPV{0uj)k#r`UU`$1cy9AVjf>rPPYS{*f1EuH)4w$7r~O(gZ>VljS!|Cudju?x zCe%wi-1+6}CQO8;C z0UsVBYp$Y!+qTl3g}jJ+T$##v9-6sD5atswSWR)!llGlc?M^Jj-VrgHm~nFc5qnLO z7_&UVVKTPes@pIWH}^o2yMHp}CFCOibpk`g{d8t`*0WW+xuMl+tl30d`+B>O=XiIf zulTw{y##+&(d@Kt8zYU;1QNJRuR5 zKr&-W^^)t;w;|Opd}Trd9w|cGb1(Qm$)_T1!_SYN6v*lOv0UC!uf|et-NQ+6^0_jU ze5=P%+K9WNxEmU^XZ<9La-cxZ%g=D)x-% zGYaCGO{|2P8EN;R0c2QqKBj1Yxo}jwB@c7jxLn};gVMhiOr#BW5~^2|7^W`N5^QHq zuKsXV66kdCI~&zq^W&*V(>6C=g>O+N4{1V$m|?9WL#NcwYDVNAAX9MAA;@{;&YfKq ze4&oX!-0pMrTW>>tijerH2m3_)-+*hYfAsEi{36;|chNYZO%z5v4dG%;F$kuK7)%jGf;#Oj0sjA+QyXcYhNuA_c zMfZjgope%Y)|@zsY7t#O_cTQs0Dr;0OH>2W`4JcX<;OZpdcKetU)U zLDbG~GY8GjJr>jDrfBW;Zdi7Qd99h=T&`yM!KfkUU;(}}Rjb8^i*qzjLyOUhWz9y$ z%KG;oBUIW|&;D-66$Q8q?9o))l8;RjZmYG~X#t>=9q$F*=9|IFBY!h2wfNn10}uI8l-a-EFTY=ZHz5@+ z9`Tvi!54X0OX6`aK2gMxhCo~#h*>VxQe zNAxn`)fxIp;&l~wT6(L5UOR_~*ig2m^j+p?J0MUSdTLN_`sK5xcUMa9`#z`YKLW36 zyMnsy?+oD1GDJmuivJo!o}mn@%<_73O5Yi{DV9V3s>0}(_cL+@uI*PCOViG;ffat%^OsKRLwSL^}xvr@jxQ74YYNPgM z$JOuG|B(?Iuf9GPy2L843E7-sLdDKX&FJpxe!2$Z2wl|MWio+82|=jR6IlGldB|`Q ztqs_0%Y+AHSLRnvpC(tHba$?4Zn(^Z)$aP|qISB2%hnbR3Oc1EPb2pANA3?jNW2@B zrUL~YhdA)v+|E25K%RG*=sRrrkV%){Z%lvuKI++s1}MO&!(g9xD{32BF$9aZ4)_z7 zRtU?219jIvL@srNJm|7pq&{ZX6M z+>V~t6mrU}j zkHd_24h1Dw1RpIN&c|us$!oiuGMOhuFwwsZTY4Ho@^73`s+!+R&H49-Ytk$M(b20K z_eDU=;J$7~l0&m8`$Xg&0EN^gHZ)dEn4G>Np4oEFRXr=wpLd{e_r-duoWV?dDi!l% zE^~+QtH!IR#)2W<$2xpwGGKX`H;C)|J!(7PB%Ji(qskdkJm0qk%@5uC%0msv{%_YL zrPHu|u-p0HecuyMXopTF;g%ZZ_?1XpU%8`oqQDI-34P3v`rEC5pSg%|fia$B!6V-A zG}E`%8!LZadg^9va!4Y6z>YSoc4Pul!^41Kpd5HFWQL!q(RG8H>f0>Ks8WE5EocifEf!Dc*KQ!*xPF~r}je&etaWjjk zG~Lfqew0-ATkV=xm53_^R(^1{?WR8NeWm=DnbZFs%vN)23LA=?%gJoXwT!qic+_U0 zSakkc(VM*O2Zw>lLG2W*Qufv)k`}Sm-9KwgD|fmg%d|N&Z%UMRj)$3@ZHtq1%_&i+ z@tl0pVbx?&j-;=ARLX$;C65C6D?R%?z=t|R;OIJY64QEC~jUETKz4KcNa zU&A6@o~AXn88K5pH%N6F!1InHdi)p*Vnr*Y)}k5jh1U!TuqjH+^>uVU0GaDEFe=`z zH0*zW|3C!bku=;Ok3pO6Oqm&I4p(dP^QSx|iD@3JTxcoR8&wg$cp<=xM&D)g_7%$uUa}2SU#vDY zkp;<=^cT)D)j6R*S`1j9xjz+m+|2I7el0V6Oq)1Z>fe}tr9S>mo@beJc!~YHSM(wr z<|Hd2ca^^KvGu1j6lF)Z(RBu86x#ZaC#tnRI*CZ!$gq)=k4u11`I3| zQH|2Ohl)VC3>f36-VCU`{OZr80x~2oDw|R>=1z7!Hvv^FNppVp2vm*mP_YX!AOkiW ztgBzYF!yxorB+JBfOnIVb%ZLL=Qn|d-DV<5?ZaWqmQ$A*?oF;;Yq-avM}O*v-I7c6 z6CiSI)->te``(T93ks*1H~3A*&nrufE|UH+B(x>+rpOIIh7g(jlIMcc^9W4zy`KWcTf8k;KS2X?_6%RQz6 zzGqMhUIVngZHv@*2A+#Ae|YiD=?VT$JS~L(i|2jA(U-;*)sK67scI|I7A}K7SfrAhwmk-tEGkn11T1EgbNvLm7uJ1woj6Yy4U%Y@^bN_`_#lfnZ)Hf)z(Wj@wopeFYj7R4_bF#*HctjU zrM`8EqGg)$)7w+3!e8i+1iJpNr97iO-kxrCH@|IO!drAAmNr#;?7Dib#&u_gCN^ug ziaz?g@_8+7Y5CA$FQuF2sW5$dnqX_8vGO>JQJ9$`g~lo6bH4V|Ro+O(G43$vQI`6s zW6t>Lk!7qBpfAz4aX+m0xrWRF7IzG&!TEsE`j?jzy}l_9Bhc|4`11=Fe>`Kyybbh zq&Xuto~HIyN=r+Vlu(b#_I<+=H*c(u;5C})dqqNX(MvqnuQxaNu@81mHV20c+`X4- z`gub)`DVStX}wDUnLhJEUc8YkCN64=!9|mdclKj!ruD^Kj$F>6*akM)l9o7yO5SmcZd8LK%)tD>}S90R34*L%nv& z1`_4$pcX|IYwJNT8B7nYx1V16mOBwAXJU|lF&F-(36&+|Jub;YU7^5s2I8b7YTq$V z9ztyXP!x9{cX9oa>#}hS{9m5^c)BLN#(22JA3&FvoM4O>gKdJ_)ozXpDdc+9?7;l_ zp3`ILilABL-HBN9Jv-UJ_jY~>n6mu*gW4V`Gke9!r#6i)9}fKv&uh&CQtaYN;QP}x z?c4QIw^fp351xNx&@{hA+`ZeD;&=Ihw^HJjLm#R8#okH{^EJ$Ljc3$X1j~4u8tU9V zf1l@&5cwIgy%yf0Xgpw5n$~|8uL)!f7g|p*zmz)u6Lhn@ zR;MUsAF%DGdCN@Twr^Az`X%7==3gBx5MZ1iq3w@IC`+|;^E+aOhh$CnX-0~r>zVJw zPae8>K77i`=u6o?;DF!Ob!E>?mTuK+U?gyGdGt}uvox7pt#k(mlqh%EQMv{2sPL@2 zh)+;h+;F}CRc3x0>{Z{~Q)?z4cKr^!C+9~5B$8g3&J3Gt1p)p`_h_TkTOj+_5^1yS zB!1dTJ#?Z^#1GZ}dz@Hr3l7~xWfMs1$(EJPRV8+o;|NL>XEuC1*GrE zfc>Io>yaaP7CK|uuSUeg*tSN}?QMdf2?$I*dj9-WmZ9kxd4`ESredBuOzx*dxJ|Ht zZSr4oT`~DZ_K&|TW$#Hlpy^uDk8aHLynUI{5!f_v&nqg7Ip{eaja|o@zRiyvAIpYD z4>D{0?~*W9w4UPrGV>U1%ErAw>o_j6_t=;d`@z76|sr49?0A%#Tl zW4WI(v*aH^xeo$im+z-Oh)1QMP<=C0KnrDyVu>hGEf`@Sq(3BQ!fSed;T|gC@aD}M zU@(V(Naa(A0f5tcVkVoasCGmSmrp7|NmVA2{&O@-v&+9d`{0j|^pO7(5m~aEU#1z~ zZCw?qlx-r}zR+|{^q#_*e>GcdXleGgzhL_ld+7_-fFwnvJ+*vzD1{bJT`uNkI$uV< z$l2|lt>j+s-ISmIu&_IR$XIId)1;GyIP`FUju8$8^pAJeRVx?78-D?n`2(<@zf^pY z>ufwabOEsi>9v-VyTBtZoV1y!^R69t{!{n&I_OaV>uVY`4%!^IZrJ`+v6f^iOQDc9 zHRE+K(Plw{U0i*xh37&Us{ZSc4)^&M3X@Sj$+njB*R0pJhDHr`4zF`jb~YKM{pu8Y zb0_c$C!x}9t3VPYq62l>uL?gu$`8&Ge_{Va2x^SCMOb(W z+{*y6H^C&pkVtYA@qKcGN_ImlyYtDVKhp53wOK)x8bI9#ePO-rPMjBPi|(JxC~s3@ z$SNrRGMRtcd8{fe_pAh#SlCH}DyeYdT4w!2&Vp^A+tDKc(b)XQGIr^im$65n7Yzp# z@3GLLq8k+aP1h4kfHOL|kRwe-c-2Dmo=rkfbG?p1V?~7Kd-Zb&dHnSXA}x>T3G#RE z?)6|Pxr*)uMz=Ed?axAI$M)1xTJizVhc;A2E-!U9emyXZkpG%wqJFiOs#Ng|EGWS9 z{w}1I-@*_k;N$RcUdGEZQ#>hzGX5-(_mbxlWA)uO#dOYoJyZSOc|0I1#M%?yU&rV<`LRKE{{vP4aP~JKsIpK9*y(#kx!o`j6Ny6y2Y=Hm|kYwi` zr~@ep)H79DA(u41Aj)=RDX%vGlo^`YaAg^QuO2s&pQS6{rzYL+XBG($ruXA&Cy+x< z=^GQ5OO-rd&+oOC%?^Vp%yS?VU}}1@q@l#NnSRL$u_Szbucz|gwT3e4tdEt2#&^9J zg4tye4dR1+L!G)r*toQUx_!@)G1|ePk@}a$VY-+H2Ipde98~S^kPoFx=%8ah*HN{? zzNJQFPu%9Q_Zl}KSw*ElNWIwh!Rb5aK7!T6lgFsgm0rI8jXZ;zqqcIw*Exnce(>2k zFSnVVk~W)&ptR;>m8Wo;CqwwTg~wdz{7kUQ8{++;*3;tzrQ@BjVXNMn`OqwCMLt9| zy2?TvpWB3S;FwfU+jYg+O;78Em=Q?8;(UCO0@L+31z4bmK6jpEtnJao=LjXHa5`hb zW7PcJA?ijvb`1ZW95lOdtg49PhyaXF6~;GUjmVnOg{!|Stx2vv`eHA6r%Le;qcpps zSML_)p(vJdfvY#XKPgBGaILs_L<<4Px-gUfB&8@-?IBdYLn_RbiTmD$l`~|RVNSJ> zvkeg703tuNIxS;SPvQ|PhN~B&iKuz@#?9yZ z{XG7>FQ+v@{pp?88~i`QvdB~P&6j(V%$M0eA&Zt%!Ot;31G>7uld8}u>N*8_&>lwY zDq*^KHEHz;-57d>P<=HOG294^>+0l}#gS$ec9jhDO`?>=v!C<*O49i;Wb6l5I+2Iv z#OJ>IBAL$oV?80(x~e)HZ1AxcVTJw1I7$s;c|uonfA}ypSyV5qe_OiC9Ek|ab|@=H zQk3METbEd2uvhTpGy9|Db4Y8)t*A1nKfJ7*yH(S!o_N-4rJGJqP{xcdtoObIqu3`Y z&vFI*S9l+27qQgSS38lOe?M>waT?3;QP01`)F#sJjr{WU5o3u1C&=u2=&E_IJY@Msl@J zPcp?45Um9(R@ZiE6V_ALCu!;6SJ@Agj0pt=sLa?SwoFENF81xB6S5~`VTk9<;IupB zC`x_Saw?QMAfEQtB`RrrCV9i|g*x;eNZ-XDXWt}~r&UVg52gMW_ni7bUpUhdb2j)Y zeE9+v0&exDWp)BKg$Q|-CuG2^(UJ_JZ)V42^xkEXPacixpCei8Q)E4loKV15;Av}4 zd}v4hoR}2^zXjXwv=|sWaT+#N7r?!EZJR`$buZt6@N^xb<$wjWeR?t|QRMQdjmuaJ z6MeTS$L9|v4z-fSGCse{W>ykuI*H|3u}x3J$7Nxj5sd|i5-1X%ARZAd>|cI$k+@&} zbHQ`3x(4~1a=o5rG)N>NOvyf|6~TM-D^8>h)?7Rptq?m?&Wu3Tni5UJ<)OcxNJlZS ziT6|%=VV>7PSC9bkIkx7J(CCZ7RDZv@%w0L45ozQ6V3lF#A76E0}pv=jwGTHe;Ak! zt@$jB6G^Q?5^l6*Zfn8!9=u&)$5>blrxcHgCPhavQ)SaTSdKqNKN7)}pv_+GS@MKh zVMkrZZ#DHw@>A853wCUn3_E#qyd-jqw5NJ|W+nJcSng0_#Gj;AXA2=cibb@<+5X~2 zufe9nj;CslCrD+6q|gHN6rhaon?Er%H=acYom9Y&-I~xbVyfeyhE3#n;3{XDw#wAe zDUk0Vxj#FFcY#7tPcO35irhpTy{y&{p|U8>DN_J*{3ha#s?M_O$;r&Q+<>-&#@_N8 z-dDoc6|la@EF!}%Y+S$uT>Jbu_u_CSt5eUg5O(`5L zKx$Ar`<48ilhx5nY7WL=ZTu`DOebs8b#$~54MbXz@&~TS+3$em1SE+Xb^QnuAgzDm@UD7D!MdmA=G_DRRC+*l3OBaeP zJ|8wxX{8Crr!vlNx6@B^-@!J4cI*q#;4N*o-re0D^O}7eedh8DP)7p!k%O?AnHjw!m5Kcp`c&9w;U1a&cK_&)9{KZBy&!c zEzYla`Gn>?9|+-u_3yss+6}HKSIeCY+_o!VdhbuFeDC3c$)&8E&&lkXku~v2^plJGN;7Xg6~)s_o;%FbQO=LPH>N?X^#mIm zrILq=ZJ^f^+WI!KX;B=L(P6~_eEqQF>k-|8c%avPkdt_|d z)uN*6h-G|9?>t|D{ZWwAM?3M@6ua!gLgpL9Thqh*4K9zb5?EVt5mmF><$b9-yLGx8 z8*3p3qBPzuqu18oR$u$yP_EBAv}_+JZ7u58&sQep=hF^5AS$Yr4_n_7>fFf^Sgd%S z&V_V!b-^AeyMtv!g_`%bS8Qim9^p##G@#nHISR_t32||Kne(3SvD;T?*1WKLJKcS+ zgP!V1hin~WUL1PDbN+ArZLYS|QIFqoUd5;X&;9tgYj4U7@fUCY^A>}HzYcZzZD9pl zV>%}-^9u7wc8}*{+64sujH?|pU%ysvbX@vYgn-Ozcx9#d9;CIAbbK32AOs1rI$TgI zUub9f0|(gB@eUx|Y7lMEUDYptU_h*+vu^+a1b57kFj?e*8gdIISgi|0yH3z~FbD*G>FL*gJA@>hWc87VkEo0x&9dRT^ExQuza zU2ey5d?|g*&==$n#cgCkPwz9Ie@T?p@dD$Ajra=OUz@N|Y3bzA(W(AFFUH&lsOf@r z_1|xB&>n|Wl1_~;>O+`71ak>4NmYSnD1C)qMa1VcL~*Ti4ZmLwTQ%8f@WILP31>_e(}!&z*JUIz_GFTH+ru3eQ-IQ5f@U>|=yTwx2b?`#CQ z56GFZ3N=((r1GKEnN}64!b8`weS14q;nfEY70hKuR-`J&UszoTk0gQDLIBZFkIuZI zj7R-W%>oUYL*uh}_V#aFGiqMwY>YpQx`=+O!Kxs)u)1HO1A0g?+S_ zAt+JczmPfGo$-pqV*@fYarFW`eZ4%lP&qOKgUi?y!!!)}CQT{&Acd;9o3z8TP=$*l zx2Qztywg$CLSla_R5!F)w6p>LIqlVw;x(R~iMrpXzaM=yD<^`$(f*$u!C3)|EC|iB zla5xILSjJXX;vNC0K9asQOqGwZ z8F)=u^{_E7=ouYM9TFElaZhQ^p@(0 z2x^YX_}N2kd=922J5E?JaUilWBa7QilXvg|%nZRR30(pa`6BmPH(x&|H=0>1^5@hX z;+1Z$i4x8xf2wa_-+0!#Ny}EnaGtTrevE!;qZ2Ah5y?2RrA=g@WwdKApb4PSS1!>* z7B%$9{Ng+ryF&Iqp3hqwcmrFa?FP{;1{wjfk|%&sPb)y0?A^2p0DFeW0NhtRW#SW* zv`T%+L8BEA%(2Cv>ul79G`ug%^%;@LfFdEa!cF3=8qJ8rIdhm!&ifW;GA8hiBXA#pw(CU{r#wkZeHYWGPMe5&>H;GOYu#S8ocB z~`}nfANoor}hjlJ1VRWcquWC0|jjqVZ zFTH$O+E5<7Q6H4t6_#mSy@^C|NwZ(y+@)o8 zFZmT*gh=!{tkJWin=(^BQ{^4LCfotG1ITSr((4m$7{E>}`{^lIP@S-c7`xe+Z8+M*qUto?K!QUXw*P{x@IbbFK}$VoF{b;n#=cPvF=Ibqg+ z8BUdW1TH8Y?lHWM-9m|1`)r-O;$5|f~h8pid{ zahBxpTC|_N2^$ws%-fvQ`52wv8o-GlM1r)Q2yqW_y7qye~s*&UI<~ zZ_PVd+)tcL1GPe>UR`%|pVlRc96BgFV7XIqCK8YY~cbM@Ky z*qm$5CkM_J@4 zi&oNUixm3EN@bav%uHvrR|y=P?mp^e{)%rze4@BAAfV_M0na@gfuaGD0_I?-h!-?F zz#&R=f(trTjfcxF8Y#k=&2#^2^LzjODe_-uj^h+#*YzAPnhLdx$0lD|8IsBYkO zAwi1NI1VdV0}LLN$Av(0+6tg5g+^7pQ|+w36#B^D^_o#s3Lv2m50OLFRCzM?4|>L_ zS2`J`F(>Ge>(HaleHoBy2G(ERhoFY63>tDE*lU@+^nY`?PRLU8&AC$<&Z{?3*T%UX zuY5kI3quo;h}QeZv_XnB*ZVu~bS4SN{OuA0@pmNZ)tb=4qP@A~uhk`Rhyk_#t6!W% zcP~GYJkA5FLJiCjgE`mzL%+0(P+lw$vbK8NTK((7{-z4PUy;Ruci{+Y(^Ex<_h+QW z8j6GH|4Rv#KJ32c-jAI7oNtn`vzH~=`fGiG@4~MRk;fCA9MdLYfgX`a@3gBcIK#N1 zBHC7;V!2#So}BIExPW$3NBo_tzukJq+GC-mqWZ{T`!MF5NZDcg&l{#+XE3fl1GsdT z!+Wy229HRA;_9=l;(W8>tG2#*sgYetv!lexm0Zrz$PuaT7td5r2T**NTVm!1l~(uS z^jp#|p?}1$91`4Kkd>m5b56>?@U2oJ0wPjAR$LPM6U;sHya(Ag@o|m+_V_^eeHIk| zr$O1405t8UJ>R3ABd82{!$umYEQ0CFCNwRM+nk=4Yd|YjUw^Rdq+M{I9h*p>vZ0~G z3;ixna`BMGOAo)6gKiY>;of)6^rfEqRwReh=)8c_{?aJtu=16=5{=FsmIjl$ji+o? zowOroHY@ifh-*q5GXAGA8|U7j>P8>gdHVN+d9b$Ap7i!99sWbw;B4HKrb=Xr{3=9@)9Qti)b*#%Qp$SjeW z!k?6lgwyNyDU$xDojdkL>ih%)LO<%Tai{hp-O!(+>(MopUV_sB#aXi#l@P|0C$GMg z^Jg|mdipf9!^+-u_y2F_@%Pmy(jzic7F9ug#!Z!Fh+_XGu^yF)~nti9e* zbI9!G`*a$^<`l=(o28#ij2Juo|8534k3S!_qi6UbhchB@^Oa^HE$2FODD3aXb73`pBu&Yn@O+5B1 zDG_T)WM78If@Xe=IaYr1f;yO265r}5`i?a)Dy9qisi{67g`|)!2m)OA1tYCnX1`iyoyI=2&TTEOOhQ2ujeG?RnBDwMeTvI6<2mpZAwHDhAsfjoT_TstdXdT21u5w zdL+AGTWEWMdugdBgAQu(JF3Ui^3AL05M?l3g3j5}1~ z@u)$ED~kf9Q?Nny@W2(=whvyroUyn@dZn^nTseee-zJp$cF`-F-dFHd2aYeh!)680 z$XC(`6H3!o=6LGFWH-n!`2d&)_o4^N8{MTSWK77 zqgH##84uqJx+a6g?WLXnF0(6!+Fii%Xl5v#hQPPrmlE4xkTKpjQhDHcrbM4U+7f4^ z^|AJFWP+H7n4LpON8J|z{2_bnR9_JhF%zRS0pKb_PEcTOKxyX#Dp@sOLm2>0eYPKQ%U!a=(a`we@ zsQ#lf4HBTC`gkYuYw?JNAvxqEFv-9KP${c2W@Rqdu&&AUMG@z=&1n~ti%w)K8AcMkh|6JRay`N zL8ue$!d8p27APBi18HTUmG<;k;+XP<}?jo6l-8On>8|xIY`5VZpDP&1M+#m zHM9s6m+?klcuNi9P-ci~D^=O%F%AT5&`{Tp>MMyEe=muO?@hc`h+XHM^k$}2y8HmN zvu!nPj@OwT1o(YiLC=Xyw2a;#efiSah{(Qg%jVJ2pR;#Y)VWtVHyJ7|MmQ`j5E_AW zXj&oaoLC-8bQLAY3t}9YnmjHG9pM>tE5FNa#W)!gCgD-DE9Ug!HN|s@;?Bc;t3s!Q z=1ddk)CUCJSso~lvM8uyAf5bbXDH`ekCZx7W#Hrfn+)ir95mveia5`<`74ag2@+(8 zsj1_Xfo_&gIJ4!odDvBs&oBO!(xmbcq@PXX7HmnlOlZZS8C$vm@OB6$#o>E$zZi*g zRSwB2nIUF}`URH}r=yZQUQ-iYko-7}tM;?(!S)g&NV;IzutyVON%q94bIo>=XkFs& zNM@qD$RmA%-z%I`%;Co7S;V>sBa7v0hjI!#fA$D7NPy8h`DT(-IaNODHM)WoI}!a$ zV_tP;jk3kx@Y*0gb)XpQ!LO&zN!&-Qp`FP=GdM|PH#CoQ?x!3-*(U|C#9DLh{1ySK zbW>>v&8I7K{-UFjClsMC#m*52#j^)mS>2fHvE&*5y+6Ad*S(nbb^43-)It2nVIT@3 z*!XtsgWjpNYSxnE$Pw$i$7|u-`5uPfiQgdIL_Z2$VKzZ|_&q|!-3Xx_+95~h$?o=~_KTF1rIKU63(k4txNDkIH(!*05iajG|E z$vwm880nh)iyLPZYPAkJjlK2Kj5vODoyOJh6R9+9_BtnvpdtbCBA^+RR-XJaZ!(U0{vdbW^ zP3zC0q8`R}yop2Twz2gvDlv95@n$qYKy2FWQBqHovW?hH)W60Xn>OoKwZ;B@5}#3f3fFRnmK0 zT$1ORnQjzZc^ym!*gBBNBy(EAlX*Ep=0_DquyB(i$ftf&6Z`5YThJtmcxM0(}7-f>xGSZC1| z2|4)3`{AVq-ic)zTd`?Z?~7yP?^M!|c*liJHWN}z z>=Rs*Jkr4SCE>1~IL=NzA7Pmpf&s~4J*)_}+4Jb8$579ZF)4~`HphFo*V#ltcIEe1 ztQP!`8*Laf1a@O7tqG}9VZ#^2=@3AdKT8bVlA|vF#1!P`+am9C9`axfT+Tf=DtS|d zf)7F$y8egze+x!w;5r6gEUw=SZBfsi*Ee4FKyyJuQ}b~^{m1Dk5S_jajVII{xA9<3 zh?aqYXutOoL0}hFu*4m-*0gbg9hoGEujiwW89aci=Q;lXnSxqwf!{nQG>nPaFJ^-b zJ?ip#@`g;`R5{o#+ygUDcgRlH!6w5U*aUw;(ApjFbPF}R`;$jK<<^~Ed%tpb!7#2H zaI?>(T+Cu)8t$!LL-GWUxVQ~O(xL+{6jzt0JoZrE7P#!t*#ylknW{r#I3v*S9+`&- zgEh_Dd-I}T3te7b&TO&`)&yd1Gm1ZZ($)3#=~0gw)I#A*;DHDvt^adQK-(