From ff91544375a25ce4fdefa60cd4983b114585e1c8 Mon Sep 17 00:00:00 2001 From: kkew3 Date: Wed, 18 Dec 2024 14:19:55 +0000 Subject: [PATCH] jekyll build from Action 0ea860f6e3819a82a21dd8cc794b9ce153978e22 --- .nojekyll | 0 ...-tornado-executable-project-using-tcl.html | 184 ++++ ...algorithm-termination-condition-proof.html | 173 ++++ .../02/validate-xml-via-dtd-using-java.html | 317 ++++++ 2016/12/27/apache-ant-extension-tutorial.html | 252 +++++ ...istribution-and-original-distribution.html | 119 +++ ...ab-r2011b-neural-network-toolbox-note.html | 130 +++ .../pytorch-crop-images-differentially.html | 191 ++++ ...lign-strings-in-en-and-zh-like-bsd-ls.html | 185 ++++ .../11/python-align-strings-in-en-and-zh.html | 151 +++ ...ist-imported-python-modules-using-ast.html | 441 +++++++++ 2022/02/17/python-tox-usage-note.html | 280 ++++++ ...-import-name-sysconfig-from-distutils.html | 158 +++ ...music-from-mac-to-ipad-without-itunes.html | 119 +++ ...lop-python-cpp-extension-using-cython.html | 216 ++++ ...-dynamic-array-between-cpp-and-python.html | 202 ++++ 2022/07/24/read-hdf5-from-cpp.html | 223 +++++ 2022/07/24/set-up-github-pages-macos.html | 164 +++ ...notes-build-cython-using-setup-dot-py.html | 199 ++++ 2022/08/31/vae-training-trick.html | 122 +++ .../05/learn-applescript-for-beginners.html | 550 ++++++++++ 2023/03/27/pizzahut-free-soda.html | 112 +++ ...-decide-the-type-of-a-pokemon-quickly.html | 189 ++++ ...wsl2-from-another-machine-within-wlan.html | 140 +++ ...wsl2-from-another-machine-within-wlan.html | 265 +++++ 2023/08/05/compute-svm-intercept.html | 376 +++++++ 2023/08/05/dual-of-dual-of-qp.html | 172 ++++ .../make-use-of-openmp-via-cython-on-mac.html | 208 ++++ ...nce-of-multihead-attention-in-pytorch.html | 146 +++ ...tation-of-function-of-random-variable.html | 456 +++++++++ .../06/dimensionality-reduction-by-svd.html | 152 +++ 2023/11/03/map-estimation-cov-gmm.html | 169 ++++ 2023/11/28/toss-coin.html | 274 +++++ 2024/01/05/type-assertion-numba-trick.html | 122 +++ ...ully-differentiable-nnomp-alternative.html | 174 ++++ .../make-faded-color-wallpaper-for-mac.html | 235 +++++ ...t-python-packages-jekyll-github-pages.html | 154 +++ .../quad-approximate-sigmoid-derivative.html | 128 +++ .../26/simple-numerical-matrix-inversion.html | 149 +++ ...earn-bayesian-lr-from-imbalanced-data.html | 419 ++++++++ ...erage-ollama-in-iterm2-ai-integration.html | 154 +++ .../07/06/compute-accuracy-from-f1-score.html | 237 +++++ 2024/08/09/gamma-in-bn-vae.html | 139 +++ ...ence-between-any-density-and-gaussian.html | 194 ++++ ...tioning-of-cvae-variational-posterior.html | 192 ++++ 2024/11/10/jieba-vim.html | 166 ++++ 2024/12/09/gaussian-kl-div-torch.html | 232 +++++ 404.html | 109 ++ about/index.html | 101 ++ assets/main.css | 1 + assets/minima-social-icons.svg | 33 + assets/posts_imgs/2023-10-04/output_11_0.png | Bin 0 -> 18539 bytes assets/posts_imgs/2023-10-04/output_13_0.png | Bin 0 -> 20718 bytes assets/posts_imgs/2023-11-03/plate.jpg | Bin 0 -> 23262 bytes .../2023-11-28/classic_empirical_bayes.jpg | Bin 0 -> 10127 bytes .../posts_imgs/2023-11-28/coin_with_prior.jpg | Bin 0 -> 13513 bytes assets/posts_imgs/2024-02-01/darkgreen.jpg | Bin 0 -> 210882 bytes .../posts_imgs/2024-02-11/dsigma-maxquad.png | Bin 0 -> 28267 bytes .../posts_imgs/2024-02-11/dsigma-softplus.png | Bin 0 -> 29087 bytes assets/posts_imgs/2024-05-17/dataset.png | Bin 0 -> 25667 bytes .../2024-05-17/precise-biased-db.png | Bin 0 -> 18213 bytes .../2024-05-17/precise-biased-unc.png | Bin 0 -> 21938 bytes .../2024-05-17/precise-uninformative-db.png | Bin 0 -> 18056 bytes .../2024-05-17/precise-uninformative-unc.png | Bin 0 -> 23247 bytes .../2024-05-17/uninformative-db.png | Bin 0 -> 17840 bytes .../2024-05-17/uninformative-rescaled-db.png | Bin 0 -> 17727 bytes .../2024-05-17/uninformative-rescaled-unc.png | Bin 0 -> 21443 bytes .../2024-05-17/uninformative-unc.png | Bin 0 -> 21383 bytes .../posts_imgs/2024-06-13/iterm2-ai-demo.gif | Bin 0 -> 880549 bytes assets/posts_imgs/pizzahut-free-soda.jpg | Bin 0 -> 39842 bytes .../spare-time-research/chem-eq-balance.pdf | Bin 0 -> 89397 bytes .../covid19-test-analysis.pdf | Bin 0 -> 68234 bytes assets/spare-time-research/cross-walker.pdf | Bin 0 -> 92614 bytes docs/index.html | 107 ++ feed.xml | 937 ++++++++++++++++++ index.html | 510 ++++++++++ .../alfred-fzf-helper-0.2.0.tar.gz | Bin 0 -> 2605 bytes pip/index.html | 96 ++ robots.txt | 1 + sitemap.xml | 211 ++++ tags/algorithm/index.html | 104 ++ tags/dev--applescript/index.html | 104 ++ tags/dev--cpp/index.html | 120 +++ tags/dev--cython/index.html | 120 +++ tags/dev--java/index.html | 113 +++ tags/dev--matlab/index.html | 104 ++ tags/dev--network/index.html | 113 +++ tags/dev--python/index.html | 176 ++++ tags/dev--pytorch/index.html | 120 +++ tags/dev--tcl/index.html | 104 ++ tags/editor--vim/index.html | 104 ++ tags/index.html | 258 +++++ tags/math--approx/index.html | 104 ++ tags/math--la/index.html | 127 +++ tags/math--prob/index.html | 148 +++ tags/misc/index.html | 127 +++ tags/ml--bayes/index.html | 120 +++ tags/ml--dict/index.html | 104 ++ tags/ml--svm/index.html | 104 ++ tags/ml/index.html | 120 +++ tags/os--ios/index.html | 104 ++ tags/os--macos/index.html | 120 +++ tags/os--ubuntu/index.html | 104 ++ 103 files changed, 14658 insertions(+) create mode 100644 .nojekyll create mode 100644 2016/03/25/manage-vxworks-tornado-executable-project-using-tcl.html create mode 100644 2016/05/01/banker-algorithm-termination-condition-proof.html create mode 100644 2016/09/02/validate-xml-via-dtd-using-java.html create mode 100644 2016/12/27/apache-ant-extension-tutorial.html create mode 100644 2017/04/23/relation-between-truncated-distribution-and-original-distribution.html create mode 100644 2017/07/20/matlab-r2011b-neural-network-toolbox-note.html create mode 100644 2020/05/22/pytorch-crop-images-differentially.html create mode 100644 2022/02/05/align-strings-in-en-and-zh-like-bsd-ls.html create mode 100644 2022/02/11/python-align-strings-in-en-and-zh.html create mode 100644 2022/02/13/list-imported-python-modules-using-ast.html create mode 100644 2022/02/17/python-tox-usage-note.html create mode 100644 2022/05/18/python-cannot-import-name-sysconfig-from-distutils.html create mode 100644 2022/05/24/sync-music-from-mac-to-ipad-without-itunes.html create mode 100644 2022/05/26/develop-python-cpp-extension-using-cython.html create mode 100644 2022/06/02/pass-dynamic-array-between-cpp-and-python.html create mode 100644 2022/07/24/read-hdf5-from-cpp.html create mode 100644 2022/07/24/set-up-github-pages-macos.html create mode 100644 2022/08/09/notes-build-cython-using-setup-dot-py.html create mode 100644 2022/08/31/vae-training-trick.html create mode 100644 2023/03/05/learn-applescript-for-beginners.html create mode 100644 2023/03/27/pizzahut-free-soda.html create mode 100644 2023/04/26/how-to-decide-the-type-of-a-pokemon-quickly.html create mode 100644 2023/07/05/connect-to-jupyter-notebook-on-wsl2-from-another-machine-within-wlan.html create mode 100644 2023/07/05/connect-to-wsl2-from-another-machine-within-wlan.html create mode 100644 2023/08/05/compute-svm-intercept.html create mode 100644 2023/08/05/dual-of-dual-of-qp.html create mode 100644 2023/09/10/make-use-of-openmp-via-cython-on-mac.html create mode 100644 2023/09/24/verify-permutation-equivalence-of-multihead-attention-in-pytorch.html create mode 100644 2023/10/04/estimate-expectation-of-function-of-random-variable.html create mode 100644 2023/10/06/dimensionality-reduction-by-svd.html create mode 100644 2023/11/03/map-estimation-cov-gmm.html create mode 100644 2023/11/28/toss-coin.html create mode 100644 2024/01/05/type-assertion-numba-trick.html create mode 100644 2024/01/26/attempt-fully-differentiable-nnomp-alternative.html create mode 100644 2024/02/01/make-faded-color-wallpaper-for-mac.html create mode 100644 2024/02/04/host-python-packages-jekyll-github-pages.html create mode 100644 2024/02/11/quad-approximate-sigmoid-derivative.html create mode 100644 2024/02/26/simple-numerical-matrix-inversion.html create mode 100644 2024/05/17/learn-bayesian-lr-from-imbalanced-data.html create mode 100644 2024/06/13/leverage-ollama-in-iterm2-ai-integration.html create mode 100644 2024/07/06/compute-accuracy-from-f1-score.html create mode 100644 2024/08/09/gamma-in-bn-vae.html create mode 100644 2024/08/09/lower-bound-of-kl-divergence-between-any-density-and-gaussian.html create mode 100644 2024/08/27/conditioning-of-cvae-variational-posterior.html create mode 100644 2024/11/10/jieba-vim.html create mode 100644 2024/12/09/gaussian-kl-div-torch.html create mode 100644 404.html create mode 100644 about/index.html create mode 100644 assets/main.css create mode 100644 assets/minima-social-icons.svg create mode 100644 assets/posts_imgs/2023-10-04/output_11_0.png create mode 100644 assets/posts_imgs/2023-10-04/output_13_0.png create mode 100644 assets/posts_imgs/2023-11-03/plate.jpg create mode 100644 assets/posts_imgs/2023-11-28/classic_empirical_bayes.jpg create mode 100644 assets/posts_imgs/2023-11-28/coin_with_prior.jpg create mode 100644 assets/posts_imgs/2024-02-01/darkgreen.jpg create mode 100644 assets/posts_imgs/2024-02-11/dsigma-maxquad.png create mode 100644 assets/posts_imgs/2024-02-11/dsigma-softplus.png create mode 100644 assets/posts_imgs/2024-05-17/dataset.png create mode 100644 assets/posts_imgs/2024-05-17/precise-biased-db.png create mode 100644 assets/posts_imgs/2024-05-17/precise-biased-unc.png create mode 100644 assets/posts_imgs/2024-05-17/precise-uninformative-db.png create mode 100644 assets/posts_imgs/2024-05-17/precise-uninformative-unc.png create mode 100644 assets/posts_imgs/2024-05-17/uninformative-db.png create mode 100644 assets/posts_imgs/2024-05-17/uninformative-rescaled-db.png create mode 100644 assets/posts_imgs/2024-05-17/uninformative-rescaled-unc.png create mode 100644 assets/posts_imgs/2024-05-17/uninformative-unc.png create mode 100644 assets/posts_imgs/2024-06-13/iterm2-ai-demo.gif create mode 100644 assets/posts_imgs/pizzahut-free-soda.jpg create mode 100644 assets/spare-time-research/chem-eq-balance.pdf create mode 100644 assets/spare-time-research/covid19-test-analysis.pdf create mode 100644 assets/spare-time-research/cross-walker.pdf create mode 100644 docs/index.html create mode 100644 feed.xml create mode 100644 index.html create mode 100644 pip/alfred-fzf-helper/alfred-fzf-helper-0.2.0.tar.gz create mode 100644 pip/index.html create mode 100644 robots.txt create mode 100644 sitemap.xml create mode 100644 tags/algorithm/index.html create mode 100644 tags/dev--applescript/index.html create mode 100644 tags/dev--cpp/index.html create mode 100644 tags/dev--cython/index.html create mode 100644 tags/dev--java/index.html create mode 100644 tags/dev--matlab/index.html create mode 100644 tags/dev--network/index.html create mode 100644 tags/dev--python/index.html create mode 100644 tags/dev--pytorch/index.html create mode 100644 tags/dev--tcl/index.html create mode 100644 tags/editor--vim/index.html create mode 100644 tags/index.html create mode 100644 tags/math--approx/index.html create mode 100644 tags/math--la/index.html create mode 100644 tags/math--prob/index.html create mode 100644 tags/misc/index.html create mode 100644 tags/ml--bayes/index.html create mode 100644 tags/ml--dict/index.html create mode 100644 tags/ml--svm/index.html create mode 100644 tags/ml/index.html create mode 100644 tags/os--ios/index.html create mode 100644 tags/os--macos/index.html create mode 100644 tags/os--ubuntu/index.html diff --git a/.nojekyll b/.nojekyll new file mode 100644 index 000000000..e69de29bb diff --git a/2016/03/25/manage-vxworks-tornado-executable-project-using-tcl.html b/2016/03/25/manage-vxworks-tornado-executable-project-using-tcl.html new file mode 100644 index 000000000..d8f4f05f0 --- /dev/null +++ b/2016/03/25/manage-vxworks-tornado-executable-project-using-tcl.html @@ -0,0 +1,184 @@ + + + + + + + + +用TCL（工具命令语言）管理Tornado (for VxWorks) 可启动工程 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

用TCL（工具命令语言）管理Tornado (for VxWorks) 可启动工程

+ dev/tcl +

+

+
+ +
+

尽管多数情况下要写VxWorks嵌入式应用程序代码常用Tornado编程环境，但有时可能会需要在命令行下完成简单的Tornado工程管理。本教程教授了如何将简单的工程管理迁移到Tornado外部并在命令行下实现（虽然这样做无法体验Tornado下的一些方便的功能）。

+ +
    +
  1. +

    准备Tornado软件。首先得有Tornado的全套软件。我的是Tornado2.2。Tornado是否经过破解或是否安装都问题不大，只要有它的安装目录就可以。

    +
    2. +
  2. +

    配置环境。Tornado环境中已经配好了各种环境变量，所以我们要向在普通cmd下实现Tornado的基本功能，也需要手动配置相应的环境。a) 新建环境变量WIND_BASE，其值为Tornado的安装目录（例如我的Tornado安装在D盘Tornado2.2目录下，那么WIND_BASE值为D:\Tornado2.2；b) 新建环境变量WIND_HOST_TYPE，如果是Windows用户，那么需要将其值设为x86-win32，如果不是Windows用户，那么凭本人的知识就不太清楚了；c) 将%WIND_BASE%\host\%WIND_HOST_TYPE%\bin加入PATH环境变量；d) 新建环境变量DIABLIB，其值为%WIND_BASE%/host/diab（注意斜杠的方向）。注意这些变量必须真得加到系统环境变量中而不是仅在命令行上输SET WIND_BASE=D:\Tornado2.2等等。

    +
    3. +
  3. +

    配置diab和gnu工具链。在cmd中执行以下两条批处理命令：

    +
    4. +
+ +
wtxtcl.exe %WIND_BASE%/host/resource/tcl/app-config/Project/gnuInfoGen.tcl diab
+wtxtcl.exe %WIND_BASE%/host/resource/tcl/app-config/Project/gnuInfoGen.tcl gnu
+
+ +
    +
  1. 基本的工程管理方法（建议将下面的每条内容都写到TCL脚本文件中以方便调用）
    2. +
+ +

a) 建立新工程（本例中BSP（板级支持包）以三星的嵌入式开发板S3c2410BP为例）

+ +
# 加载过程库文件cmpScriptLib.tcl，其中定义了工程管理所需的各种方法
+source [wtxPath host resource tcl app-config Project]cmpScriptLib.tcl
+
+# 尝试创建名为"Project0"的可启动工程，注意Project0一定不能是已经存在的工程
+# 新工程位于%WIND_BASE%\target\proj目录下，该目录由可接受任意个参数的命令wtxPath指定
+# S3c2410BP是BSP名，BSP应放在%WIND_BASE%\target\config目录下
+cmpProjCreate S3c2410BP [wtxPath target proj Project0]Project0.wpj
+cmpProjClose
+
+ +

b) 删除工程（以删除工程”Project0”为例）

+ +
source [wtxPath host resource tcl app-config Project]cmpScriptLib.tcl
+
+cmpProjOpen [wtxPath target proj Project0]Project0.wpj
+cmpProjDelete
+
+ +

c) 向工程（以Project0为例）中添加文件（以D:\my_directory\my_source_file.c为例）

+ +
source [wtxPath host resource tcl app-config Project]cmpScriptLib.tcl
+cmpProjOpen [wtxPath target proj Project0]Project0.wpj
+cmpFileAdd d:/my_directory/my_source_file.c
+cmpProjClose
+
+ +

d) 从工程（以Project0为例）中移除文件（以D:\my_directory\my_source_file.c为例）

+ +
source [wtxPath host resource tcl app-config Project]cmpScriptLib.tcl
+cmpProjOpen [wtxPath target proj Project0]Project0.wpj
+cmpFileRemove d:/my_directory/my_source_file.c
+cmpProjClose
+
+ +

e) 获取工程中包含的文件列表（一行一个文件名，以Project0为例）

+ +
source [wtxPath host resource tcl app-config Project]cmpScriptLib.tcl
+set projId [cmpProjOpen [wtxPath target proj Project0]Project0.wpj]
+set file_list [prjFileListGet $projId]
+cmpProjClose
+foreach item $file_list {
+    puts $item
+}
+
+ +

f) 重新编译工程（以Project0为例）

+ +
source [wtxPath host resource tcl app-config Project]cmpScriptLib.tcl
+cmpProjOpen [wtxPath target proj Project0]Project0.wpj
+cmpBuild clean
+cmpBuild
+cmpProjClose
+
+ +

本教程至此结束，若对TCL语言不很熟悉，请参阅工具命令语言（TCL）的相关教程。

+ +
+ +
+ +
+
+ + + diff --git a/2016/05/01/banker-algorithm-termination-condition-proof.html b/2016/05/01/banker-algorithm-termination-condition-proof.html new file mode 100644 index 000000000..7726fb698 --- /dev/null +++ b/2016/05/01/banker-algorithm-termination-condition-proof.html @@ -0,0 +1,173 @@ + + + + + + + + +银行家算法结束条件的合理性证明 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

银行家算法结束条件的合理性证明

+ algorithm +

+

+
+ +
+

首先简要提一下银行家算法的流程（类Java的伪代码）。算法的具体说明请参见操作系统课本。

+ +
/*
+ * 令work为长为m的数组，表示m种资源的剩余量；
+ * 令finish为长为n的布尔数组，表示n个进程是否已经结束；
+ * 令need为n行m列的二维数组，need[i]表示第i个进程在当前时刻所需的最大资源量；
+ * 令allocation为n行m列的二维数组，allocation[i]，表示第i个进程在当前时刻已被分配的资源量。
+ * 令available为长为m的数组，表示初始可用的资源量
+ *
+ * array1 ope array2 表示两数组长度（记为len）相等，且对于任意0 <= i < len，array1[i] ope array2[i]。
+ * 例如 array1 < array2表示对于任意0 <= i < len，array1[i] < array2[i]。
+ */
+work = available;
+for (int i = 0; i < finish.length; i++)
+        finish[i] = false;
+while there exists such an i that
+finish[i] == false && need[i] <= work
+        work -= allocation[i];
+        finish[i] = true;
+for (int i = 0; i < finish.length; i++)
+        if (finish[i] = false)
+                return false; //可能发生死锁
+return true; //不可能发生死锁
+
+ +

不知有没有人会质疑该算法的结束条件：该算法没有回溯过程，如何保证这次没有找到一个进程运行的安全序列，这n个进程的任意顺序排列就都不可能构成安全序列呢？

+ +

证明如下：

+ +

假设有$n$个进程，以序号表示为

+ +\[[1, 2, \dots, n]\] + +

进程运行序列进行到

+ +\[S = [i_1, i_2, \dots, i_k]\ (k < n)\] + +

时无法继续算法（即不能找出一个i满足finish[i]==false && need[i] <= work），被判定为可能发生死锁。

+ +

令集合$C = {i_1, i_2, \dots, i_k}$；并令集合$D$为集合${1, 2, \dots, n}$与$C$的差集，即所有finish为false的进程所组成的集合。

+ +

如果此时无法继续算法，那么根据算法流程，

+ +\[\min_{j\in D}\big\{\text{need}_j\big\} > \text{available} + \sum_{j \in C}\text{allocation}_j\] + +

若存在另一个序列$S’$，使得$S’$为安全序列，则$S’$中的元素排列只能为以下情况之一：

+ +
    +
  1. +

    前$k$个元素构成的集合与$C$相同（但排列顺序可能不同），且后$n-k$个元素构成的集合与$D$相同（但排列顺序可能不同）；

    +
    2. +
  2. +

    前$k$个元素中至少有一个元素属于集合$D$，且后$n-k$个元素中至少有一个元素属于集合$C$。

    +
    3. +
+ +

对于第一种情况，根据（命题1）不应存在；

+ +

对于第二种情况，假设某一个属于集合$D$的元素出现在$S’$的第$t$（$1\le t\le k$）个位置上。令集合$C’$为集合$C$中的前$t$个元素构成的集合，那么此时应有

+ +\[\exists j \in D,\ \text{need}_j \le \text{available} + \sum_{j \in C'}\text{allocation}_j\quad\text{(命题2)}\] + +

由于$C’$是$C$的子集，所以命题2中的和式一定不大于命题1中的和式。因此如果命题1是正确的，那么命题2一定是错误的。

+ +

所以，只要存在一个序列不是安全序列，那么这$n$个进程的任意排列都不是安全序列。

+ +

换言之，只要有一个序列是安全序列，那么在算法进行过程中出现的任何分叉点所构成的其它序列就都是安全序列。

+ +
+ +
+ +
+
+ + + diff --git a/2016/09/02/validate-xml-via-dtd-using-java.html b/2016/09/02/validate-xml-via-dtd-using-java.html new file mode 100644 index 000000000..d9b2bca6e --- /dev/null +++ b/2016/09/02/validate-xml-via-dtd-using-java.html @@ -0,0 +1,317 @@ + + + + + + + + +使用Java API通过DTD方式验证XML | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

使用Java API通过DTD方式验证XML

+ dev/java +

+

+
+ +
+

摘要

+ +

本文记述了如何使用Java 8API 解析但不验证、按照XML文件头的DOCTYPE声明验证、使用本地文件验证XML的方法。本文不涉及如何读取、修改XML节点，以及创建XML文档的内容。

+ +

解析但不验证

+ +
import java.io.FileInputStream;
+import java.io.IOException;
+import java.io.InputStream;
+
+import javax.xml.parsers.DocumentBuilder;
+import javax.xml.parsers.DocumentBuilderFactory;
+import javax.xml.parsers.ParserConfigurationException;
+
+import org.w3c.dom.Document;
+import org.xml.sax.SAXException;
+
+public class XMLParser {
+	public static void main(String[] args) {
+		try {
+			String xmlToParse = "myDocument.xml";
+			DocumentBuilderFactory dbf = 
+					DocumentBuilderFactory.newInstance();
+			// 默认DocumentBuilderFactory不创建
+			// 启用验证功能的DocumentBuilder
+			DocumentBuilder db = dbf.newDocumentBuilder();
+			Document myDoc = db.parse(xmlToParse);
+		} catch (ParseConfigurationException e) {
+			e.printStackTrace();
+		} catch (IOException e) {
+			e.printStackTrace();
+		} catch (SAXException e) {
+			e.printStackTrace();
+		}
+	}
+
+ +

使用XML文件头部声明的DOCTYPE验证

+ +
import java.io.FileInputStream;
+import java.io.IOException;
+import java.io.InputStream;
+
+import javax.xml.parsers.DocumentBuilder;
+import javax.xml.parsers.DocumentBuilderFactory;
+import javax.xml.parsers.ParserConfigurationException;
+
+import org.w3c.dom.Document;
+import org.xml.sax.SAXException;
+
+public class XMLParser {
+	public static void main(String[] args) {
+		try {
+			String xmlToParse = "myDocument.xml";
+			DocumentBuilderFactory dbf = 
+					DocumentBuilderFactory.newInstance();
+			dbf.setValidating(true);  // 注意这里不同
+			DocumentBuilder db = dbf.newDocumentBuilder();
+			Document myDoc = db.parse(xmlToParse);
+		} catch (ParseConfigurationException e) {
+			e.printStackTrace();
+		} catch (IOException e) {
+			e.printStackTrace();
+		} catch (SAXException e) {
+			e.printStackTrace();
+		}
+	}
+
+ +

这时可能抛出IOException，原因通常是没有找到XML所声明的DTD文件

+ +
    +
  • 如果XML声明的DTD在本地，可能会报FileNotFoundException。此时需要检查本地DTD的路径是否填写正确
    • +
  • 否则可能报SocketException。此时需要检查网络是否畅通
    • +
+ +

然而此时即使XML不符合所声明DTD的定义，SAXException也可能不会被抛出，而仅仅是报错信息通过System.err打印出来，同时会打印运行警告：“警告: 已启用验证, 但未设置 org.xml.sax.ErrorHandler, 这可能不是预期结果。解析器将使用默认 ErrorHandler 来输出前 0 个错误。请调用 ‘setErrorHandler’ 方法以解决此问题。”

+ +

这是因为没有设置ErrorHandler。如果希望SAXException在发生验证错误时被抛出，需要通过DocumentBuilder.setErrorHandler(ErrorHandler eh)方法进行设置。

+ +

重写上述代码如下：

+ +
import java.io.FileInputStream;
+import java.io.IOException;
+import java.io.InputStream;
+
+import javax.xml.parsers.DocumentBuilder;
+import javax.xml.parsers.DocumentBuilderFactory;
+import javax.xml.parsers.ParserConfigurationException;
+
+import org.w3c.dom.Document;
+import org.xml.sax.ErrorHandler;  // 注意这里不同
+import org.xml.sax.SAXException;
+import org.xml.sax.SAXParseException;  // 注意这里不同
+
+public class XMLParser {
+	public static void main(String[] args) {
+		try {
+			String xmlToParse = "myDocument.xml";
+			DocumentBuilderFactory dbf = 
+					DocumentBuilderFactory.newInstance();
+			dbf.setValidating(true);
+			DocumentBuilder db = dbf.newDocumentBuilder();
+			db.setErrorHandler(new ErrorHandler() {
+				/*
+				 * 定义了一个只要出一点解析错误就抛出异常的ErrorHandler。
+				 * 读者可以以此为依据编写更精细化管理的ErrorHandler。
+				 */
+				
+				@Override
+				public void error(SAXParseException exception)
+						throws SAXException {
+					throw exception;
+				}
+				@Override
+				public void fatalError(SAXParseException exception)
+						throws SAXException {
+					throw exception;
+				}
+				@Override
+				public void warning(SAXParseException exception)
+						throws SAXException {
+					throw exception;
+				}
+			});  // 注意这里不同
+			Document myDoc = db.parse(xmlToParse);
+		} catch (ParseConfigurationException e) {
+			e.printStackTrace();
+		} catch (IOException e) {
+			e.printStackTrace();
+		} catch (SAXException e) {
+			e.printStackTrace();
+		}
+	}
+
+ +

使用本地DTD文件验证

+ +
import java.io.FileInputStream;
+import java.io.IOException;
+import java.io.InputStream;
+
+import javax.xml.parsers.DocumentBuilder;
+import javax.xml.parsers.DocumentBuilderFactory;
+import javax.xml.parsers.ParserConfigurationException;
+
+import org.w3c.dom.Document;
+import org.xml.sax.ErrorHandler;
+import org.xml.sax.EntityHandler;  // 注意这里不同
+import org.xml.sax.InputSource;  // 注意这里不同
+import org.xml.sax.SAXException;
+import org.xml.sax.SAXParseException;
+
+public class XMLParser {
+	public static void main(String[] args) {
+		try {
+			String xmlToParse = "myDocument.xml";
+			DocumentBuilderFactory dbf = 
+					DocumentBuilderFactory.newInstance();
+			dbf.setValidating(true);
+			DocumentBuilder db = dbf.newDocumentBuilder();
+			db.setErrorHandler(new ErrorHandler() {
+				@Override
+				public void error(SAXParseException exception)
+						throws SAXException {
+					throw exception;
+				}
+				@Override
+				public void fatalError(SAXParseException exception)
+						throws SAXException {
+					throw exception;
+				}
+				@Override
+				public void warning(SAXParseException exception)
+						throws SAXException {
+					throw exception;
+				}
+			});
+			db.setEntityResolver(new EntityResolver() {
+				/*
+				 * 编写了根据PUBLIC域使用相应的本地dtd的EntityResolver；
+				 * 读者也可以据此编写根据SYSTEM域使用相应dtd的EntityResolver；
+				 * 或不管xml中声明成什么DOCTYPE，都使用同一份dtd进行验证，
+				 * 此时resolveEntity方法体中仅包含
+				 *     return new InputSource("a-fixed-dtd-path");
+				 */
+				
+				@Override
+				public InputSource resolveEntity(String publicId,
+						String systemId) {
+					switch (publicId) {  // 此处仅为示意
+					case "URL-sample-1":
+						return new InputSource(
+								"local-dtd-path-for-url-sample-1");
+					case "URL-sample-2":
+						return new InputSource(
+								"local-dtd-path-for-url-sample-2");
+					default:
+						// 仍然按照DOCTYPE去解析，此时可能抛出IOException
+						return null;
+				}
+			});  // 注意这里不同
+			Document myDoc = db.parse(xmlToParse);
+		} catch (ParseConfigurationException e) {
+			e.printStackTrace();
+		} catch (IOException e) {
+			e.printStackTrace();
+		} catch (SAXException e) {
+			e.printStackTrace();
+		}
+	}
+
+ +
+ +
+ +
+
+ + + diff --git a/2016/12/27/apache-ant-extension-tutorial.html b/2016/12/27/apache-ant-extension-tutorial.html new file mode 100644 index 000000000..88cdf89bb --- /dev/null +++ b/2016/12/27/apache-ant-extension-tutorial.html @@ -0,0 +1,252 @@ + + + + + + + + +Apache Ant 扩展教程 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Apache Ant 扩展教程

+ dev/java +

+

+
+ +
+

Apache Ant 致力于成为一款灵活方便的构建工具，尽管对 Java 支持更多，也可以通过一些第三方库来支持其它语言的构建，甚至一些常规维护任务。鉴于Apache Ant 使用 XML 作为配置语言，以描述性见长，而无法处理过于复杂的过程逻辑，因此便有了著名的 Ant-Contrib 扩展包（主页见这里）的用武之地。Ant-Contrib 的使用固然增加了 Apache Ant 的可编程性，但以笔者的观点看，违背了 Apache Ant 的设计初衷，同时 XML 本身即使具有了编程能力，传统编程语言的逻辑表现力绝非 XML 可比。事实上，通过其官方 API 扩展 Apache Ant 使其完成用户定制功能，从长远来看，具有更好的简洁性、健壮性、可维护性和稳定性，只不过相对亲切的 XML，阅读 API 的艰巨任务掩盖了扩展 Apache Ant 的优势罢了。

+ +
+ +

Apache Ant 构建文件由两部分元素组成，分别是 Task（任务） 和 DataType（数据类型）。通常而言，类型表示一个资源集合，如Fileset（文件集合）；任务用于执行某些操作。虽然任务和类型有很多不同点，但两者从 Java 类结构上看又有很多相似之处。例如：

+ +
package packagePath;
+import org.apache.tools.ant.Task;  // 任务都继承自这里
+import org.apache.tools.ant.BuildException;
+
+/*
+ * 使用 Java Bean 规范定义 XML 属性，属性名从 getter/setter 名中推测得到。
+ * 若要添加子元素，需要使用 addXXX(YYYY e) 方法。XXX 为子元素的 XML 元素名
+ * （在 XML 中不分大小写，但在 Java 中的命名要符合 Java Bean 规范）；
+ * YYYY 为其实际的 Java 类名。
+ */
+public class MyTask extends Task {
+    
+    private String myStringAttribute;
+    private int myIntAttribute;
+    private File myFileAttribute;
+    
+    private ArrayList<SelfDefinedSubElement> l;
+
+    public MyTask() {
+        l = new ArrayList<SelfDefinedSubElement>();
+    }
+
+    public String getMyStringAttribute() {
+        return myStringAttribute;
+    }
+
+    // 其它两个 getters ...
+
+    public void setMyStringAttribute(String myStringAttribute) {
+        this.myStringAttribute = myStringAttribute;
+    }
+
+    // 其它两个 setters ...
+
+    public void addSelfDefinedElement(SelfDefinedSubElement e) {
+        l.add(e);
+    }
+
+    /*
+     * 在这里开始执行任务。DataType 没有这个方法；但 DataType 有获取引用
+     * 的方法，即在一个地方使用属性 id 标志数据类型然后在另一个地方用 refid
+     * 获得其引用。详询 Apache Ant API
+     */
+    @Override
+    public void execute() {
+        if (myStringAttribute == null) {
+            throw new BuildException("myStringAttribute not set");
+        }
+
+        // 其它输入检查 ...
+
+        // 要完成的操作 ...
+    }  
+}
+
+ +

这是一个任务，一个 Java 文件。

+ +
# 在这里定义 MyTask 在 XML 里的元素名
+nameUsedByMyTaskInBuildfile=packagePath.MyTask
+selfDefinedElement=它的全限定类路径
+
+ +

这是任务声明，一个 propertes 文件。

+ +
<target name="XXX">
+  <!-- some other tasks -->
+  <nameUsedByMyTaskInBuildfile myStringAttribute="stringValue"
+                               myFileAttribute="C:\Users"
+                               myIntAttribute="5">
+    <selfDefinedElement someAttributes="" />
+  </nameUsedByMyTaskInBuildfile>
+  <!-- some other tasks -->
+</target>
+
+ +

这是该任务所对应的一个可能的 XML 示例。

+ +
package anotherPackagePath;
+import org.apache.tools.ant.types.DataType;  // 数据类型继承自这里
+import org.apache.tools.ant.BuildException;
+
+/*
+ * 说明与任务说明相同
+ */
+public class MyType extends DataType {
+    
+    private String myStringAttribute;
+    private int myIntAttribute;
+    private File myFileAttribute;
+    
+    private ArrayList<AnotherSelfDefinedSubElement> l;
+
+    public MyTask() {
+        l = new ArrayList<AnotherSelfDefinedSubElement>();
+    }
+
+    public String getMyStringAttribute() {
+        return myStringAttribute;
+    }
+
+    // 其它两个 getters ...
+
+    public void setMyStringAttribute(String myStringAttribute) {
+        this.myStringAttribute = myStringAttribute;
+    }
+
+    // 其它两个 setters ...
+
+    public void addAnotherSelfDefinedElement(AnotherSelfDefinedSubElement e) {
+        l.add(e);
+    }
+}
+
+ +

这是一个数据类型，一个 Java 文件。

+ +
nameUsedByMyTypeInBuildfile=anotherPackagePath.MyType
+anotherSelfDefinedElement=它的全限定类路径
+
+ +

这是数据类型声明，一个 propertes 文件。

+ +
<nameUsedByMyTypeInBuildfile myStringAttribute="stringValue"
+                             myFileAttribute="C:\Users"
+                             myIntAttribute="5"
+                             id="my.id">
+  <anotherSelfDefinedElement someAttributes="" />
+</nameUsedByMyTypeInBuildfile>
+
+ +

这是该数据类型所对应的一个可能的 XML 示例。

+ +
+ +
+
相关阅读：
+
Apache Ant API 的基本使用方法
+
+Apache Ant API（这是一个下载地址，Apache Ant 不提供官方的在线 API）
+
+ +
+ +
+ +
+
+ + + diff --git a/2017/04/23/relation-between-truncated-distribution-and-original-distribution.html b/2017/04/23/relation-between-truncated-distribution-and-original-distribution.html new file mode 100644 index 000000000..525976aa0 --- /dev/null +++ b/2017/04/23/relation-between-truncated-distribution-and-original-distribution.html @@ -0,0 +1,119 @@ + + + + + + + + +被截短的随机分布与原分布的关系 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

被截短的随机分布与原分布的关系

+ math/probability +

+

+
+ +
+

已知随机分布的概率密度函数为$f_X(x)$，定义域为$D$。现将其定义域截取为$E$，其中$E \subseteq D$，即不断按照该分布取随机变量直到变量值落在$E$中。截取后的随机变量的分布的概率密度函数与$f_X(x)$是什么关系呢？

+ +

要回答这个问题，首先设截取后的概率密度函数为$f_U(x)$，设$a=\min{E}$（如果$E$无下界，令$a$表示$-\infty$）。$\forall x \in E$：

+ +\[\begin{aligned} +\int_a^x{f_U(t)\mathrm{d}t} &= \int_a^x{f_X(t)\mathrm{d}t} + \left(1 - \int_E{f_X(t)\mathrm{d}t}\right)\int_a^x{f_X(t)\mathrm{d}t} + \cdots\\ +\int_a^x{f_U(t)\mathrm{d}t} &= \sum_{n=1}^\infty{\left(1-\int_E{f_X(t)\mathrm{d}t}\right)}^n \int_a^x{f_X(t)\mathrm{d}t}\\ +\int_a^x{f_U(t)\mathrm{d}t} &= \left(\int_E{f_X(t)\mathrm{d}t}\right)^{-1} \int_a^x{f_X(t)\mathrm{d}t}\\ +{\mathrm{d} \over \mathrm{d}x}\int_a^x{f_U(t)\mathrm{d}t} &= \left(\int_E{f_X(t)\mathrm{d}t}\right)^{-1} {d \over \mathrm{d}x}\int_a^x{f_X(t)\mathrm{d}t}\\ +f_U(x) &= \left(\int_E{f_X(t)\mathrm{d}t}\right)^{-1} f_X(x) +\end{aligned}\] + +

所以随机分布在形状上不会有什么改变，但会变高。

+ +
+ +
+ +
+
+ + + diff --git a/2017/07/20/matlab-r2011b-neural-network-toolbox-note.html b/2017/07/20/matlab-r2011b-neural-network-toolbox-note.html new file mode 100644 index 000000000..ed8232788 --- /dev/null +++ b/2017/07/20/matlab-r2011b-neural-network-toolbox-note.html @@ -0,0 +1,130 @@ + + + + + + + + +MATLAB R2011b 神经网络工具箱注意事项 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

MATLAB R2011b 神经网络工具箱注意事项

+ dev/matlab +

+

+
+ +
+

这是记录了我使用神经网络工具箱时遇到的坑，供自己和他人参考。先写一点，以后遇到再更新。

+ +

1

+ +
net = feedforwardnet;
+net = train(net, attributes, targets);
+
+ +

第一行创建了一个两层前馈网络，隐藏层神经元个数为默认的10，这没什么问题。创建完网络后，如果使用 view(net) 来查看网络拓扑的话，会发现输入向量和输出向量是没有的，这是因为还没有调用 configure 函数。configure 函数默认在第一次调用 train 函数时被自动调用。这里有一个坑。假设：

+ +
X = [
+  1 1 2;
+  2 1 3;
+  3 1 1;
+  2 1 3]';
+Y = [
+  0 1 1 0];
+
+ +

即输入向量是3维向量，数据集X中包含4个样本，训练采用分批训练方式。经过 train 函数调用后，net.IW{1,1}的维度竟然会变成10x2！不应该是10x3吗（注：隐藏层神经元个数10，输入向量3维）？因为数据集X中所有样本的第二个属性都是一样的（值都是1），结果这个属性就被Matlab忽略掉了，不知是有意为之还是bug。解决方法

+ +
X(:,find(var(X,0,1) < eps)) = X(:,find(var(X,0,1))) + min(min(X))*1e-5*randn(size(X,1),length(find(var(X,0,1))));
+
+ +

即，把被忽略的列加上一个小的白噪声让它们的值不一样。

+ +
+ +
+ +
+
+ + + diff --git a/2020/05/22/pytorch-crop-images-differentially.html b/2020/05/22/pytorch-crop-images-differentially.html new file mode 100644 index 000000000..90fefa598 --- /dev/null +++ b/2020/05/22/pytorch-crop-images-differentially.html @@ -0,0 +1,191 @@ + + + + + + + + +PyTorch crop images differentially | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

PyTorch crop images differentially

+ dev/pytorch | math/linear algebra +

+

+
+ +
+

Intro

+ +

PyTorch provides a variety of means to crop images. For example, torchvision.transforms provides several functions to crop PIL images; PyTorch Forum provides an answer of how to crop image in a differentiable way (differentiable with respect to the image). However, sometimes we need a fully differentiable approach for the cropping action itself. How shall we implement that?

+ +

Theory: Affine transformation

+ +

Before reaching the answer, we need first to learn about the image coordinate system in PyTorch. It is a left-handed Cartesian system origined at the middle of an image. The coordinate has been normalized to range $[-1,1]$, where $(-1,-1)$ indicates the top-left corner, and $(1,1)$ indicates the bottom-right corner, as pointed out by the doc.

+ +

Let $(x,y)$ be the top-left corner of the cropped image with respect to the coordinate of the original image; likewise, we denote $(x’,y’)$ as the bottom-right corner of the cropped image. It’s clear that $(x,y)$ corresponds to $(-1,-1)$ with respect to the cropped image coordinate system, and $(x’,y’)$ corresponds to $(1,1)$. We’d like a function $f$ that maps from the cropped image system to the original image system for every point in the cropped image. Since only scaling and translation are involved, the function $f$ can be parameterized by an affine transformation matrix $\Theta$ such that

+ +\[\Theta = +\begin{pmatrix} +\theta_{11} & 0 & \theta_{13}\\ +0 & \theta_{22} & \theta_{23}\\ +0 & 0 & 1\\ +\end{pmatrix}\] + +

where $\theta_{12}=\theta_{21}=0$ since skewing is not involved. Denote $\mathbf{u}_H$ as the homogeneous coordinate of $\mathbf{u}=\begin{pmatrix}u & v\\ \end{pmatrix}^\intercal$ such that $\mathbf{u}_H=\begin{pmatrix}\mathbf{u}^\intercal&1\end{pmatrix}^\intercal$, $\Theta$ maps $\mathbf{u}_H$ with respect to the cropped image system to $\mathbf{x}_H$ with respect to the original image system, i.e. $\mathbf{x}_H = \Theta \mathbf{u}_H$. Thus,

+ +\[\begin{pmatrix} +x & x'\\ +y & y'\\ +1 & 1 +\end{pmatrix} = +\begin{pmatrix} +\theta_{11} & 0 & \theta_{13}\\ +0 & \theta_{22} & \theta_{23}\\ +0 & 0 & 1\\ +\end{pmatrix} +\begin{pmatrix} +-1 & 1\\ +-1 & 1\\ +1 & 1\\ +\end{pmatrix}\] + +

Solving the equations,

+ +\[\Theta = +\begin{pmatrix} +\frac{x'-x}{2} & 0 & \frac{x'+x}{2}\\ +0 & \frac{y'-y}{2} & \frac{y'+y}{2}\\ +0 & 0 & 1\\ +\end{pmatrix}\] + +

where $x’\ge x, y’ \ge y$.

+ +

Coding time

+ +

We’ll need two functions:

+ +
    +
  1. +torch.nn.functional.affine_grid to convert the $\Theta$ parameterization to $f$
    2. +
  2. +torch.nn.functional.grid_sample to find the corresponding original image coordinate from each cropped image coordinate
    3. +
+ +
import torch
+import torch.nn.functional as F
+
+B, C, H, W = 16, 3, 224, 224  # batch size, input channels
+                              # original image height and width
+# Let `I` be our original image
+I = torch.rand(B, C, H, W)
+# Set the (x,y) and (x',y') to define the rectangular region to crop
+x, y = -0.5, -0.3  # some examplary random coordinates;
+x_, y_ = 0.7, 0.8  # in practice, (x,y,x_,y_) might be predicted
+                   # as a tensor in the computation graph
+# Set the affine parameters
+theta = torch.tensor([
+    [(x_-x)/2,       0, (x_+x)/2],
+    [       0,(y_-y)/2, (y_+y)/2],
+]).unsqueeze_(0).expand(B, -1, -1)
+# compute the flow field;
+# where size is the output size (scaling involved)
+# `align_corners` option must be the same throughout the code
+f = F.affine_grid(theta, size=(B, C, H//2, W//2), align_corners=False)
+I_cropped = F.grid_sample(I, f, align_corners=False)
+
+ +

Read also

+ + + +
+ +
+ +
+
+ + + diff --git a/2022/02/05/align-strings-in-en-and-zh-like-bsd-ls.html b/2022/02/05/align-strings-in-en-and-zh-like-bsd-ls.html new file mode 100644 index 000000000..4e42fdff1 --- /dev/null +++ b/2022/02/05/align-strings-in-en-and-zh-like-bsd-ls.html @@ -0,0 +1,185 @@ + + + + + + + + +像BSD ls 一样中英文混排字符串(Python3) | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

像BSD ls 一样中英文混排字符串(Python3)

+ dev/python +

+

+
+ +
+

这里有一个C语言实现的字符串打印功能。我没细看它支不支持中英文混排。我在此给一个Python3版的支持中英文混排的字符串打印代码。另见我的Gists：cjkjust，fmtstrings_like_ls。下面的代码和Gists没有本质差别，只是我在下面新加了一点注释、精简了一点无关代码。

+ +

代码

+ +

中英文混排时的对齐函数cjkljust：

+ +
try:
+    # https://f.gallai.re/cjkwrap
+    from cjkwrap import cjklen
+except ImportError:
+    import unicodedata
+
+    def is_wide(char):
+        return unicodedata.east_asian_width(char) in 'FW'
+
+    def cjklen(string):
+        return sum(2 if is_wide(char) else 1 for char in string)
+
+
+def cjkljust(string, width, fillbyte=' '):
+    """
+    >>> cjkljust('hello', 10, '*')
+    'hello*****'
+    >>> cjkljust('你好world', 10, '*')
+    '你好world*'
+    >>> cjkljust('你好world', 1, '*')
+    '你好world'
+    """
+    return string.ljust(len(string) + width - cjklen(string), fillbyte)
+
+ +

打印函数pprint：

+ +
import math
+import itertools
+import shutil
+
+
+def calc_layout(n_strings, total_width, column_width, width_between_cols):
+    # expected_ncols * column_width +
+    #     (expected_ncols - 1) * width_between_cols <= total_width
+    #
+    #   解得 expected_ncols <= (total_width + width_between_cols) /
+    #                          (column_width + width_between_cols)
+    # 因此 expected_ncols 最大为不等号右边的向下取整
+    expected_ncols = math.floor((total_width + width_between_cols) /
+                                (column_width + width_between_cols))
+    expected_ncols = max(expected_ncols, 1)
+    actual_nrows = math.ceil(n_strings / expected_ncols)
+    actual_ncols = (n_strings - 1) // actual_nrows + 1
+    return actual_nrows, actual_ncols
+
+
+def pprint(strings, total_width=None, width_between_cols=1, file=None) -> None:
+    """
+    Pretty print list of strings like ``ls``.
+    :param strings: list of strings
+    :param total_width: the disposable total width, default to terminal width
+    :param width_between_cols: width between columns, default to 1
+    :param file: file handle to which to print, default to stdout
+    """
+    total_width = total_width or shutil.get_terminal_size().columns
+    assert total_width >= 1, total_width
+    assert width_between_cols >= 1, width_between_cols
+
+    if not strings:
+        return
+
+    # column_width: BSD ls 的列宽为所有待打印字符串的最长长度
+    column_width = max(map(cjklen, strings))
+    nrows, ncols = calc_layout(
+        len(strings), total_width, column_width, width_between_cols)
+    columns = [[] for _ in range(ncols)]
+    for i, s in enumerate(strings):
+        columns[i // nrows].append(s)
+
+    for row in itertools.zip_longest(*columns):
+        padded_row = (cjkljust(s or '', column_width) for s in row)
+        print((' ' * width_between_cols).join(padded_row), file=file)
+
+ +
+ +
+ +
+
+ + + diff --git a/2022/02/11/python-align-strings-in-en-and-zh.html b/2022/02/11/python-align-strings-in-en-and-zh.html new file mode 100644 index 000000000..bffee881b --- /dev/null +++ b/2022/02/11/python-align-strings-in-en-and-zh.html @@ -0,0 +1,151 @@ + + + + + + + + +如何在Python中对齐中英文混排字符串 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

如何在Python中对齐中英文混排字符串

+ dev/python +

+

+
+ +
+

Python中有str.ljust、str.rjust、str.center用于左对齐、右对齐和居中对齐字符串。例如'hello'.ljust(10, '*')返回'hello*****'，'hello'.rjust(10, '*')返回'*****hello'，等。每个中日韩文（CJK字符）在Python中被视为一个字符，然而它们的显示宽度为2，这个矛盾使ljust、rjust、center不能正确地对齐CJK字符：例如'你好'.ljust(5, '*')返回'你好***'而不是'你好*'。另见此文。

+ +

为了阐述如何解决这个问题，假设我们要以$w$显示宽度对齐字符串s，并以ljust(doc)为例（另外两个同理），另假设fillchar='*'。易知我们需要在s的右侧补$w-l$个'*'，其中$l$是s的显示宽度。而为了使ljust为我们补$w-l$个'*'，ljust的第1个参数应为$n+w-l$，其中$n$为s的字符数。做简单的变换：$n+w-l = w-(l-n)$。假设s中有$a$个显示宽度为1的字符、$b$个显示宽度为2的字符，则$l=a+2b$，$n=a+b$，因此$l-n=b$，即$n+w-l=w-b$。如果s中显示宽度为2的字符限于CJK字符，那么$b$即为CJK字符的个数。Python中求CJK字符在一个字符串string中的个数的函数为：

+ +
import unicodedata
+
+def count_cjk_chars(string):
+    return sum(unicodedata.east_asian_width(c) in 'FW' for c in string)
+
+ +

不难得到适用于可能含有CJK字符的对齐函数：

+ +
def cjkljust(string, width, fillbyte=' '):
+    """
+    左对齐
+    
+    >>> cjkljust('hello', 10, '*')
+    'hello*****'
+    >>> cjkljust('你好world', 10, '*')
+    '你好world*'
+    >>> cjkljust('你好world', 1, '*')
+    '你好world'
+    """
+    return string.ljust(width - count_cjk_chars(string), fillbyte)
+
+
+def cjkrjust(string, width, fillbyte=' '):
+    """
+    右对齐
+    """
+    return string.rjust(width - count_cjk_chars(string), fillbyte)
+
+
+def cjkcenter(string, width, fillbyte=' '):
+    """
+    居中对齐
+    """
+    return string.center(width - count_cjk_chars(string), fillbyte)
+
+ +

完整代码参见我的Gist。

+ +
+ +

也可从PyPI下载使用。

+ +
+ +
+ +
+
+ + + diff --git a/2022/02/13/list-imported-python-modules-using-ast.html b/2022/02/13/list-imported-python-modules-using-ast.html new file mode 100644 index 000000000..08c0a4ce4 --- /dev/null +++ b/2022/02/13/list-imported-python-modules-using-ast.html @@ -0,0 +1,441 @@ + + + + + + + + +使用抽象语法树ast统计哪些Python包与模块被导入了 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

使用抽象语法树ast统计哪些Python包与模块被导入了

+ dev/python +

+

+
+ +
+

长话短说，我的Gist。

+ +

给定一个没有requirements.txt的Python项目，如果想知道需要安装哪些包才能满足这个项目的依赖需求，一个容易想到的方法就是对每一个.py文件，用模式匹配（如正则表达式）找import xxx，并记录xxx为需要的包。然而import语句有很多形式，如：import xxx、import xxx as aaa、import xxx as aaa, yyy as bbb、from xxx.yyy import fff as ccc、from .zzz import ggg。因此，更好的方法是利用抽象语法树ast模块来找出所有import语句。

+ +

Python的import语句对应ast的两种节点：ast.Import和ast.ImportFrom。要从ast.Import获取导入包的列表，可用：

+ +
[a.name for a in node.names]  # 其中node是ast.Import类型的
+
+ +

要从ast.ImportFrom获取导入的包，可用：

+ +
node.module  # 其中node是ast.ImportFrom类型的
+
+ +

值得注意的是如果当前import语句是from . import xxx，node.module将会是None，此时node.level > 0，意味着相对导入。因此，要想获得所有导入的包（除了相对导入外，因为相对导入的包绝不会是需要安装的依赖），可以这样：

+ +
import ast
+# 假设source包含待解析源码
+root = ast.parse(source)
+result = []
+for node in ast.walk(root):
+    if isinstance(node, ast.Import):
+        for a in node.names:
+            result.append(a.name.split('.', maxsplit=1)[0])
+    elif isinstance(node, ast.ImportFrom):
+        if node.level == 0:
+            result.append(node.module.split('.', maxsplit=1)[0])
+
+ +

然而绝对导入的包也有可能是工作目录中已存在的模块或包啊，此时我们就可以根据导入路径判断它是不是指工作目录下的包：

+ +
def exists_local(path, rootpkg):
+    filepath = os.path.join(rootpkg, path.replace('.', os.path.sep))
+    # see if path is a local package
+    if os.path.isdir(filepath) and os.path.isfile(
+            os.path.join(filepath, '__init__.py')):
+        return True
+    # see if path is a local module
+    if os.path.isfile(filepath + '.py'):
+        return True
+
+    return False
+
+ +

其中path是导入路径，rootpkg是根包所在目录（定义见这里）。

+ +

把这个核心功能稍作包装，便可写出下面的完整可执行代码：

+ +
from __future__ import print_function
+
+import argparse
+import os
+import ast
+import sys
+import pkgutil
+import itertools
+import logging
+import json
+
+
+def make_parser():
+    parser = argparse.ArgumentParser(
+        description=('List all root imports. The *root* import of '
+                     '`import pkg1.mod1` is "pkg1".'))
+    parse_opts = parser.add_mutually_exclusive_group()
+    parse_opts.add_argument(
+        '-g',
+        '--greedy',
+        action='store_true',
+        help=('find also import statements within try block, '
+              'if block, while block, function definition, '
+              'etc.'))
+    parse_opts.add_argument(
+        '-a',
+        '--all',
+        action='store_true',
+        help=('first list all minimal-required root '
+              'imports (without `-g
+
+需要注意的是，程序的输出并不一定是PyPI上包的名字（例如，`import bs4`然而`pip install beautifulsoup4`）。
+
+---
+
+类似项目：[pipreqs](https://github.com/bndr/pipreqs)。核心代码是几乎一样的，但包装得不同。
+), then list '
+              'additionally-required root imports (with '
+              '`-g
+
+需要注意的是，程序的输出并不一定是PyPI上包的名字（例如，`import bs4`然而`pip install beautifulsoup4`）。
+
+---
+
+类似项目：[pipreqs](https://github.com/bndr/pipreqs)。核心代码是几乎一样的，但包装得不同。
+), and explain the two lists'))
+    parser.add_argument(
+        '-i',
+        '--include-installed',
+        action='store_true',
+        help='include installed/built-in modules/packages')
+    parser.add_argument(
+        '-T',
+        '--files-from',
+        metavar='LIST_FILE',
+        help=('if specified, the files to process '
+              'will be read one per line from '
+              'LIST_FILE; if specified as `-
+
+需要注意的是，程序的输出并不一定是PyPI上包的名字（例如，`import bs4`然而`pip install beautifulsoup4`）。
+
+---
+
+类似项目：[pipreqs](https://github.com/bndr/pipreqs)。核心代码是几乎一样的，但包装得不同。
+, '
+              'stdin will be expected to contain '
+              'the files to process. Note that '
+              'SOURCE_FILEs, if exist, take '
+              'precedence (see below)'))
+    parser.add_argument(
+        '--ipynb',
+        action='store_true',
+        help=('if specified, the files ending with '
+              '".ipynb" in either SOURCE_FILEs or '
+              'LIST_FILE will be parsed as ipython '
+              'notebook files rather than Python '
+              'files'))
+    parser.add_argument(
+        'rootpkg',
+        metavar='ROOTPKG_DIR',
+        type=dir_type,
+        help=
+        ('the directory of the root package. See '
+         'https://docs.python.org/3.7/distutils/setupscript.html#listing-whole-packages '
+         'about *root package*. Local packages/modules will be '
+         'excluded from the results. For example, if '
+         'there are "mod1.py" and "mod2.py", and in '
+         '"mod2.py" there is `import mod1`, then "mod1" '
+         'won
+
+需要注意的是，程序的输出并不一定是PyPI上包的名字（例如，`import bs4`然而`pip install beautifulsoup4`）。
+
+---
+
+类似项目：[pipreqs](https://github.com/bndr/pipreqs)。核心代码是几乎一样的，但包装得不同。
+t be listed in the result.'))
+    parser.add_argument(
+        'filenames',
+        metavar='SOURCE_FILE',
+        nargs='*',
+        help=('if specified one or more files, '
+              'only these SOURCE_FILEs will get '
+              'processed regardless of `-T
+
+需要注意的是，程序的输出并不一定是PyPI上包的名字（例如，`import bs4`然而`pip install beautifulsoup4`）。
+
+---
+
+类似项目：[pipreqs](https://github.com/bndr/pipreqs)。核心代码是几乎一样的，但包装得不同。
+ '
+              'option; if no SOURCE_FILE is '
+              'specified, `-T
+
+需要注意的是，程序的输出并不一定是PyPI上包的名字（例如，`import bs4`然而`pip install beautifulsoup4`）。
+
+---
+
+类似项目：[pipreqs](https://github.com/bndr/pipreqs)。核心代码是几乎一样的，但包装得不同。
+, if exists, is '
+              'processed. In both cases, the '
+              'final results will be joined'))
+    return parser
+
+
+def dir_type(string):
+    if not os.path.isdir(string):
+        raise argparse.ArgumentTypeError('must be a directory')
+    return string
+
+
+# Reference: https://stackoverflow.com/a/9049549/7881370
+def yield_imports(root, greedy):
+    """
+    Yield all absolute imports.
+    """
+    traverse = ast.walk if greedy else ast.iter_child_nodes
+    for node in traverse(root):
+        if isinstance(node, ast.Import):
+            for a in node.names:
+                yield a.name
+        elif isinstance(node, ast.ImportFrom):
+            # if node.level > 0, the import is relative
+            if node.level == 0:
+                yield node.module
+
+
+def exists_local(path, rootpkg):
+    """
+    Returns ``True`` if the absolute import ``path`` refers to a package or
+    a module residing under the working directory, else ``False``.
+    """
+    filepath = os.path.join(rootpkg, path.replace('.', os.path.sep))
+    # see if path is a local package
+    if os.path.isdir(filepath) and os.path.isfile(
+            os.path.join(filepath, '__init__.py')):
+        return True
+    # see if path is a local module
+    if os.path.isfile(filepath + '.py'):
+        return True
+
+    return False
+
+
+def filter_local(imports_iterable, rootpkg):
+    """
+    Remove modules and packages in the working directory, and yield root
+    imports.
+    """
+    for path in imports_iterable:
+        if not exists_local(path, rootpkg):
+            yield path.split('.', 1)[0]
+
+
+def filter_installed(imports_iterable):
+    """
+    Remove modules and packages already installed, which include built-in
+    modules and packages and those already installed (e.g. via ``pip``).
+    """
+    installed = set(
+        itertools.chain(sys.builtin_module_names,
+                        (x[1] for x in pkgutil.iter_modules())))
+    for name in imports_iterable:
+        if name not in installed:
+            yield name
+
+
+def collect_sources(filenames, files_from):
+    if filenames:
+        for filename in filenames:
+            yield filename
+    elif files_from == '-':
+        try:
+            for line in sys.stdin:
+                yield line.rstrip('\n')
+        except KeyboardInterrupt:
+            pass
+    elif files_from:
+        try:
+            with open(files_from) as infile:
+                for line in infile:
+                    yield line.rstrip('\n')
+        except OSError:
+            logging.exception('failed to read from "{}"'.format(files_from))
+
+
+def parse_python(filename):
+    with open(filename) as infile:
+        root = ast.parse(infile.read(), filename)
+    return root
+
+
+def parse_ipynb(filename):
+    source = []
+    with open(filename) as infile:
+        obj = json.load(infile)
+    for c in obj['cells']:
+        if c['cell_type'] == 'code':
+            source.extend(map(str.rstrip, c['source']))
+    source = (l for l in source if not l.lstrip().startswith('%'))
+    source = '\n'.join(source)
+    root = ast.parse(source, filename)
+    return root
+
+
+def produce_results(filenames, files_from, greedy, rootpkg, include_installed,
+                    ipynb):
+    all_imports = []
+    for filename in collect_sources(filenames, files_from):
+        parse_source = (parse_ipynb if ipynb and filename.endswith('.ipynb')
+                        else parse_python)
+        try:
+            root = parse_source(filename)
+        except OSError:
+            logging.exception('skipped')
+        except SyntaxError:
+            logging.exception('failed to parse "{}"; skipped'.format(filename))
+        else:
+            all_imports.append(yield_imports(root, greedy))
+    all_imports = itertools.chain.from_iterable(all_imports)
+    all_imports = filter_local(all_imports, rootpkg)
+    if not include_installed:
+        all_imports = filter_installed(all_imports)
+    all_imports = set(all_imports)
+    return all_imports
+
+
+def main():
+    logging.basicConfig(format='%(levelname)s: %(message)s')
+    args = make_parser().parse_args()
+
+    if not args.all:
+        all_imports = produce_results(args.filenames, args.files_from,
+                                      args.greedy, args.rootpkg,
+                                      args.include_installed, args.ipynb)
+        if all_imports:
+            print('\n'.join(sorted(all_imports)))
+    else:
+        min_imports = produce_results(args.filenames, args.files_from,
+                                      False, args.rootpkg,
+                                      args.include_installed, args.ipynb)
+        max_imports = produce_results(args.filenames, args.files_from,
+                                      True, args.rootpkg,
+                                      args.include_installed, args.ipynb)
+        extra_imports = max_imports - min_imports
+        printed_min_imports = False
+        if min_imports:
+            print('# minimal imports:')
+            print('\n'.join(sorted(min_imports)))
+            printed_min_imports = True
+        if extra_imports:
+            # pretty formatting purpose
+            if printed_min_imports:
+                print()
+            print('# additional possible imports:')
+            print('\n'.join(sorted(extra_imports)))
+
+    logging.shutdown()
+
+
+if __name__ == '__main__':
+    main()
+
+ +

需要注意的是，程序的输出并不一定是PyPI上包的名字（例如，import bs4然而pip install beautifulsoup4）。

+ +
+ +

类似项目：pipreqs。核心代码是几乎一样的，但包装得不同。

+ +
+ +
+ +
+
+ + + diff --git a/2022/02/17/python-tox-usage-note.html b/2022/02/17/python-tox-usage-note.html new file mode 100644 index 000000000..4053e01ab --- /dev/null +++ b/2022/02/17/python-tox-usage-note.html @@ -0,0 +1,280 @@ + + + + + + + + +Python Tox 使用笔记 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Python Tox 使用笔记

+ dev/python +

+

+
+ +
+

Tox是一个项目自动化工具，在此记录下没在文档和网上tutorial找到的使用细节。试验中尽可能使用最小tox.ini。本文使用tox --showconfig -- <args...>的形式观察配置结果。如果文中没有提<args...>是什么（例如直接说“配置结果为”，而不是“运行…后配置结果为“），那么运行的是tox --showconfig。

+ +

默认basepython +

+ +

情况一

+

令tox.ini为空。此时只有一个匿名虚拟环境。

+ +

配置结果为：

+ +
...
+
+[testenv:python]
+...
+basepython = /Library/Frameworks/Python.framework/Versions/3.9/bin/python3
+...
+
+ +

这里的/Library/Frameworks/Python.framework/Versions/3.9/bin/python3是本机上按PATH顺序第一个遇到的Python解释器（注意这里既不是第一个python也不是第一个python3）。另外可以观察到，匿名虚拟环境被命名为python。

+ +

情况二

+ +

令tox.ini为

+ +
[testenv:x]
+
+ +

此时只有一个名为x的虚拟环境，x不与文档中的任何一种特殊命名匹配。配置结果为

+ +
...
+
+[testenv:x]
+...
+basepython = /Library/Frameworks/Python.framework/Versions/3.9/bin/python3
+...
+
+ +

可见与情况一相同。

+ +

情况三

+ +

令tox.ini为

+ +
[testenv:py28]
+
+ +

此时只有一个名为py28的虚拟环境。配置结果为

+ +
...
+
+[testenv:py28]
+...
+basepython = python2.8
+...
+
+ +

我们知道是没有python2.8的，可见tox这里只是做了一个简单的从pyMN到pythonM.N的映射。此时如果运行tox的话是要报错的（即使tox.ini里加上skipsdist = true也会报错）：ERROR: InterpreterNotFound: python2.8。

+ +

情况四

+ +

令tox.ini为

+ +
[testenv:py28]
+basepython = python2.7
+
+ +

与情况三相同，但显式指定了basepython。配置结果为

+ +
...
+
+[testenv:py28]
+...
+basepython = python2.7
+...
+
+ +

可见显式指定的basepython生效了。

+ +

+{posargs}展开

+ +

情况一

+ +

令tox.ini为

+ +
[testenv]
+commands = {posargs}
+
+ +

运行tox --showconfig后（无参数），配置结果为

+ +
...
+commands = [[]]
+...
+
+ +

可见{posargs}在无参数时展开为空字符串。

+ +

运行tox --showconfig -- hello world后（带参数），配置结果为

+ +
...
+commands = [['hello', 'world']]
+...
+
+ +

在{toxinidir}下新建两个文件hello1和hello2，然后运行tox --showconfig -- hello*后（注意这里的运行环境不是Windows），配置结果为

+ +
...
+commands = [['hello1', 'hello2']]
+...
+
+ +

这是符合期望的，因为Shell在传参前先做了Globbing，然而如果运行tox --showconfig -- "hello*"后，配置结果为

+ +
...
+commands = [['hello*']]
+...
+
+ +

可见{posargs}不会做Globbing。

+ +

举一个运行tox的例子。令tox.ini为

+ +
[tox]
+skipsdist = true
+
+[testenv]
+allowlist_externals = ls
+commands = ls {posargs}
+
+ +

如果运行tox -- "hello*"，我们会得到结果

+ +
python run-test-pre: PYTHONHASHSEED='2558120981'
+python run-test: commands[0] | ls 'hello*'
+ls: hello*: No such file or directory
+ERROR: InvocationError for command /bin/ls 'hello*' (exited with code 1)
+_________________________ summary __________________________
+ERROR:   python: commands failed
+
+ +

情况二

+ +

令tox.ini为

+ +
[testenv]
+commands = "{posargs}"
+
+ +

注意{posargs}两边的引号。运行tox --showconfig后（无参数），配置结果为

+ +
...
+commands = [['']]
+...
+
+ +

可见虽然{posargs}在无参数时展开为空字符串，但现在有引号，导致仍产生了一个参数，只不过该参数值为空。

+ +

运行tox --showconfig -- hello后（一个参数），配置结果为

+ +
...
+commands = [['hello']]
+...
+
+ +

没什么值得惊讶的。

+ +

运行tox --showconfig -- hello world后（多参数），配置结果为

+ +
...
+commands = [['hello world']]
+...
+
+ +

可见虽然{posargs}展开成了两个参数，但是引号又重新把它们括成了一个参数。

+ +
+ +
+ +
+
+ + + diff --git a/2022/05/18/python-cannot-import-name-sysconfig-from-distutils.html b/2022/05/18/python-cannot-import-name-sysconfig-from-distutils.html new file mode 100644 index 000000000..b1483749b --- /dev/null +++ b/2022/05/18/python-cannot-import-name-sysconfig-from-distutils.html @@ -0,0 +1,158 @@ + + + + + + + + +python cannot import name ‘sysconfig’ from ‘distutils’ | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

python cannot import name 'sysconfig' from 'distutils'

+ dev/python | os/ubuntu +

+

+
+ +
+

搜索这个问题时看到了这篇博客，感觉略麻烦。我就想有没有更简单的方式。后来摸索出来了，记在这里。

+ +

环境

+ +
    +
  • Python 3.9.12
    • +
  • Ubuntu 18.04 LTS
    • +
+ +

安装 Python3.9

+ +

详见这篇回答。简要转述如下：

+ +
sudo apt update
+sudo apt install software-properties-common
+sudo add-apt-repository ppa:deadsnakes/ppa
+sudo apt install python3.9
+
+ +

问题

+ +
python3.9 -m pip -V
+
+ +

报错

+ +
Traceback (most recent call last):
+  File "/usr/lib/python3.9/runpy.py", line 188, in _run_module_as_main
+    mod_name, mod_spec, code = _get_module_details(mod_name, _Error)
+  File "/usr/lib/python3.9/runpy.py", line 147, in _get_module_details
+    return _get_module_details(pkg_main_name, error)
+  File "/usr/lib/python3.9/runpy.py", line 111, in _get_module_details
+    __import__(pkg_name)
+  File "/usr/lib/python3/dist-packages/pip/__init__.py", line 29, in <module>
+    from pip.utils import get_installed_distributions, get_prog
+  File "/usr/lib/python3/dist-packages/pip/utils/__init__.py", line 23, in <module>
+    from pip.locations import (
+  File "/usr/lib/python3/dist-packages/pip/locations.py", line 9, in <module>
+    from distutils import sysconfig
+ImportError: cannot import name 'sysconfig' from 'distutils' (/usr/lib/python3.9/distutils/__init__.py)
+
+ +

解决方法

+ +

注意到上文中ppa:deadsnakes/ppa里包含python3.9-venv，而venv显然依赖pip。安装python3.9-venv便能自动处理好依赖。

+ +
sudo apt install python3.9-venv
+
+ +

再看python3.9 -m pip -V即可输出正确的

+ +
pip 9.0.1 from /usr/lib/python3/dist-packages (python 3.9)
+
+ +
+ +
+ +
+
+ + + diff --git a/2022/05/24/sync-music-from-mac-to-ipad-without-itunes.html b/2022/05/24/sync-music-from-mac-to-ipad-without-itunes.html new file mode 100644 index 000000000..45f64bcad --- /dev/null +++ b/2022/05/24/sync-music-from-mac-to-ipad-without-itunes.html @@ -0,0 +1,119 @@ + + + + + + + + +如何不通过iTunes将Mac上的音乐同步到iPad | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

如何不通过iTunes将Mac上的音乐同步到iPad

+ os/ios | os/macOS +

+

+
+ +
+

本文记录了如何不通过iTunes（或Finder，如果是新系统的话）将苹果电脑上的文件（音乐、视频等）同步到iPad。本文以同步音乐为例。

+ +
    +
  1. 在Terminal中cd到音乐文件夹（如~/Music），使用fd命令列出所有音乐并传给zip打包，假设打包为share.zip：fd -emp4 -etma -em4a -emp3 -d1 . | zip -0qT share.zip -@ +
    2. +
  2. 在Terminal中输入ifconfig | grep 192 | awk '{ print $2 }'确认自己在局域网中的IP地址。
    3. +
  3. 使用python3 -m http.server 9000建立一个http服务器，这里建立在9000端口上。
    4. +
  4. 将iPad连接至与Mac同一局域网。打开iPad的Safari浏览器，在地址栏输入http://192.168.0.xxx:9000，其中192.168.0.xxx表示在第2步中确认的IP地址。
    5. +
  5. 在Directory listing for /下面找到share.zip，单击下载。下载完毕后应该在Files应用中的On My iPad/Downloads下面找到。
    6. +
  6. 单击share.zip，此时会自动解压为share文件夹。单击share文件夹进入，右上角点击Select，然后左上角点击Select All全选，然后下面点击Move，选择位置，例如移动到On My iPad/Music，音乐就都移动过去了。
    7. +
  7. 删除share文件夹和share.zip。
    8. +
+ +

虽然步骤有点多，熟练了也不是很麻烦。第3步中建立的服务器可以常开着，以便随时同步。

+ +
+ +
+ +
+
+ + + diff --git a/2022/05/26/develop-python-cpp-extension-using-cython.html b/2022/05/26/develop-python-cpp-extension-using-cython.html new file mode 100644 index 000000000..82ba163bd --- /dev/null +++ b/2022/05/26/develop-python-cpp-extension-using-cython.html @@ -0,0 +1,216 @@ + + + + + + + + +使用Cython为Python开发C++扩展 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

使用Cython为Python开发C++扩展

+ dev/python | dev/c++ +

+

+
+ +
+

Cython的出现免去了为Python开发C/C++扩展的很多麻烦。本文以一个简单的例子来说明如何为Python开发C++扩展。

+ +

例子程序：给定一个列表，把列表的每个元素平方，并返回新列表。用Python实现会是这样：

+ +
def square(l):
+    return [x * x for x in l]
+
+ +

现在我们用C++实现这个函数。根据Using C++ in Cython，Python列表对应于C++的std::vector，因此我们可以用std::vector。

+ +

_square.h:

+ +
#ifndef _SQUARE_H_
+#define _SQUARE_H_
+
+#include <vector>
+
+std::vector<double> _square(std::vector<double> &);
+
+#endif
+
+ +

_square.cpp:

+ +
#include "_square.h"
+
+std::vector<double> _square(std::vector<double> &l)
+{
+    std::vector<double> res(l.size());
+    for (auto i = l.begin(); i != l.end(); ++i) {
+        res.push_back(*i * *i);
+    }
+    return res;
+}
+
+ +

注意到上文代码文件名和函数名都以下划线开头，这里没有什么特殊规则，只是不让它们与Cython文件名和函数重名。接下来我们写封装C++的Cython代码。Cython代码后缀是.pyx。

+ +

square.pyx:

+ +
from libcpp.vector cimport vector
+
+cdef extern from "_square.h":
+    vector[double] _square(vector[double] l)
+
+def square(l):
+    cdef vector[double] l_vec = l
+    return _square(l_vec)
+
+ +

最后我们编写用于编译的setup.py，setup.py位于项目根目录。这里假设上述_square.h、_square.cpp、square.pyx都位于Python package package1.package2下。

+ +

setup.py:

+ +
from setuptools import Extension, setup
+from Cython.Build import cythonize
+
+extensions = [
+    Extension(
+        # 这里写完整包名
+        name='package1.package2.square',
+        # 这里包含Cython文件和C++源文件
+        sources=[
+            'package1/package2/square.pyx',
+            'package1/package2/_square.cpp',
+        ],
+        # 这里写编译flags；
+        # - 写`-std=c++11`因为我们用了`auto`关键字
+        # - 写`-DNDEBUG`是为了忽略所有`assert`（虽然这里并没有`assert`，只是为多举一个例子）
+        extra_compile_args=['-std=c++11', '-DNDEBUG'],
+        language='c++',
+    ),
+]
+
+setup(
+    # name参数可写可不写，这里没写
+    #name='...',
+    ext_modules=cythonize(extensions),
+    zip_safe=False,
+)
+
+ +

注意最后有一个zip_safe=False，根据Building a Cython module using setuptools，这是为避免一个导入错误：

+ +
+

One caveat: the default action when running python setup.py install is to create a zipped egg file which will not work with cimport for pxd files when you try to use them from a dependent package. To prevent this, include zip_safe=False in the arguments to setup().

+
+ +

最后我们来编译这个扩展模块。在命令行，项目根目录（即setup.py所在目录），执行：

+ +
python3 setup.py build_ext --inplace
+
+ +

为执行这条命令，Windows需要Visual Studio，Linux需要GNU工具链（g++），Mac需要XCode（clang++)。

+ +

为使用这个扩展模块，我们可以这样：

+ +
from package1.package2.square import square
+
+l1 = [1., 2., 3.]
+print(square(l1))
+
+ +

输出

+ +
[1.0, 4.0, 9.0]
+
+ +

致谢

+ +

本文受这个回答启发而创作。

+ +
+ +
+ +
+
+ + + diff --git a/2022/06/02/pass-dynamic-array-between-cpp-and-python.html b/2022/06/02/pass-dynamic-array-between-cpp-and-python.html new file mode 100644 index 000000000..9eaef7941 --- /dev/null +++ b/2022/06/02/pass-dynamic-array-between-cpp-and-python.html @@ -0,0 +1,202 @@ + + + + + + + + +使用Cython在Python和C++间互传大小事先未知的numpy数组 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

使用Cython在Python和C++间互传大小事先未知的numpy数组

+ dev/python | dev/c++ | dev/cython +

+

+
+ +
+

从C++传到Python

+ +

常见的教程如这个问题及回答是将大小已知的numpy数组传入传出C++，如确定会从C++传出大小为$M \times N$的矩阵。方法简单讲就是在Python端分配一个大小为$M \times N$的矩阵，把指向这个矩阵的指针传给C++，C++负责修改矩阵的内容，结束后矩阵就自动“传回”了。

+ +

然而有时我们事先不知道从C++传回的矩阵是多大，这时我们可以用这个回答所提及的技术，即从C++传回std::vector，然后在Python端把它无拷贝地转成numpy数组。

+ +

例子：从C++传回$M \times 2$大小的矩阵，$M$在Python端未知。例子主要来源于网络，但我稍微换了一下应用，并修改了里面的谬误。

+ +

doit.h:

+ +
#ifndef _DOIT_H_
+#define _DOIT_H_
+#include <vector>
+std::vector<long> arange2d();
+#endif
+
+ +

doit.cpp:

+ +
#include "doit.h"
+std::vector<long> arange2d() {
+	std::vector<long> arr(10);
+	long x = 0;
+	for (auto i = arr.begin(); i != arr.end(); ++i) {
+		*i = x++;
+	}
+	return arr;
+}
+
+ +

fast.pyx:

+ +
from libcpp.vector cimport vector
+
+cdef extern from 'doit.h':
+    vector[long] arange2d()
+
+cdef class ArrayWrapper:
+    cdef vector[long] v
+    cdef Py_ssize_t shape[2];
+    cdef Py_ssize_t strides[2];
+
+    def set_data(self, vector[long]& data):
+        self.v.swap(data)  # 注(1)
+
+    def __getbuffer__(self, Py_buffer *buf, int flags):
+        self.shape[0] = self.v.size() // 2
+        self.shape[1] = 2
+        self.strides[0] = self.shape[1] * sizeof(long)
+        self.strides[1] = sizeof(long)
+
+        # 注(2)
+        buf.buf = <char *> self.v.data()
+        buf.format = 'l'  # 注(3)
+        buf.internal = NULL
+        buf.itemsize = <Py_ssize_t> sizeof(long)
+        buf.len = self.v.size() * sizeof(long)
+        buf.ndim = 2
+        buf.obj = self
+        buf.readonly = 0
+        buf.shape = self.shape
+        buf.strides = self.strides
+        buf.suboffsets = NULL
+
+def pyarange2d():
+    cdef vector[long] arr = arange2d()
+    cdef ArrayWrapper wrapper = ArrayWrapper()
+    wrapper.set_data(arr)
+    return np.asarray(wrapper)
+
+ +
    +
  • 注(1)：std::vector<T>::swap完成了无拷贝传值，另一种方法是用std::move，不过那需要cdef extern from '<utility>' namespace 'std' nogil: vector[long] move(vector[long])，应该是这样，不过我没试过
    • +
  • 注(2)：numpy的Buffer Protocol见此处，里面讲了buf需要设置哪些属性
    • +
  • 注(3)：buf.format如何设置见此处 +
    • +
+ +

至于从C++传回Python的多维数组有两个及以上的维度不知道的话（已知维度总数ndim），网络上没找到答案，但我是这么做的：

+ +
    +
  1. 传给C++一个指向Py_ssize_t类型、长度为ndim的数组（即待传回数组的shape）的指针
    2. +
  2. C++传回一个std::vector并修改shape元素为合适的值
    3. +
  3. 按照shape及std::vector的元素类型填写buf的属性，完成std::vector到numpy数组的转换
    4. +
+ +

从Python传到C++

+ +

这应该已经耳熟能详了，我就不在此赘述了。不过有一点需要注意。传double数组时没问题，各平台double都对应numpy.float64。传int数组时需注意，Windows下对应numpy.int32、Linux/Mac下对应numpy.int64。所以直接用传double数组的方法传int数组会报这个错：

+ +
Cannot assign type 'int_t *' to 'int *'
+
+ +

见这个问题（就是我提的）。目前我还没有优雅的解决方法。我笨拙的方法（受ead的启发）（请对照着“这个问题”看）如下：把所有的int全替换为int64_t（或int32_t，一致就行），例如int * => int64_t *、np.int_t => np.int64_t，然后在dotit.h包含头文件的地方加上#include <cstdint>，在q.pyx头部加上from libc.stdint cimport int64_t。应该就可以编译了。

+ +

补充一点我近期观察到的：以上workaround在Windows下（Visual Studio 2022）貌似不行，会报不能将numpy的int32_t转为int32_t，类似这样的错。在Darwin和Linux下都是能通过编译的。

+ +
+ +
+ +
+
+ + + diff --git a/2022/07/24/read-hdf5-from-cpp.html b/2022/07/24/read-hdf5-from-cpp.html new file mode 100644 index 000000000..eee1fa5cc --- /dev/null +++ b/2022/07/24/read-hdf5-from-cpp.html @@ -0,0 +1,223 @@ + + + + + + + + +Read HDF5 file from C++ | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Read HDF5 file from C++

+ dev/c++ +

+

+
+ +
+

Introduction

+ +

HDF5 is a cross-platform data format used to save (high dimensional) arrays. +There are various language bindings out there for manipulating HDF5 files, including C++. +I record here, after stumbling around many hours, how to read data using C++.

+ +

Read scalars

+ +
// note the header is not "hdf5.h"
+#include "H5Cpp.h"
+
+int main()
+{
+	H5::H5File file("/path/to/data.h5", H5F_ACC_RDONLY);
+	H5::DataSet dataset = file.openDataSet("dataset/path");
+	H5::DataSpace filespace = dataset.getSpace();
+	// it might be more than sufficient to use `1` here
+	hsize_t shape[1];
+	// `_dims` must be 0;
+	// `shape` shouldn't be touched
+	int _dims = filespace.getSimpleExtentDims(shape);
+	H5::DataSpace mspace(0, shape);  // where 0 comes from `_dims`
+	double buf[1];
+	dataset.read(buf, H5::PredType::NATIVE_DOUBLE, mspace, filespace);
+
+	// the scalar is in `buf[0]`
+
+	return 0;
+}
+
+ +

Read vector to array

+ +
#include "H5Cpp.h"
+
+int main()
+{
+	H5::H5File file("/path/to/data.h5", H5F_ACC_RDONLY);
+	H5::DataSet dataset = file.openDataSet("dataset/path");
+	H5::DataSpace filespace = dataset.getSpace();
+	// `1` corresponds to 1D array (vectors);
+	// if reading 2D array (matrices), replace `1` with `2`, so forth
+	hsize_t shape[1];
+	// `_dims` is the actual N in N-D array; should be the same as
+	// previously set; `shape` has now been set
+	int _dims = filespace.getSimpleExtentDims(shape);
+	H5::DataSpace mspace(1, shape); // replace `1` with `2` if like above
+	double *buf = new double[shape[0]];
+	// if reading 2D array the previous line should be replaced by:
+	//double *buf = new double[shape[0] * shape[1]];
+	// so forth
+	dataset.read(buf, H5::PredType::NATIVE_DOUBLE, mspace, filespace);
+
+	// the vector (or flatten matrix if reading matrix) is in `buf`
+
+	delete[] buf;
+	return 0;
+}
+
+ +

Note that arrays are stored contiguously. +Read arrays using something like double buf[M][N] is not allowed. +See this answer.

+ +

Read vector to std::vector +

+ +

Basically the same …

+ +
#include "H5Cpp.h"
+#include <vector>
+
+int main()
+{
+	H5::H5File file("/path/to/data.h5", H5F_ACC_RDONLY);
+	H5::DataSet dataset = file.openDataSet("dataset/path");
+	H5::DataSpace filespace = dataset.getSpace();
+	// `1` corresponds to 1D array (vectors);
+	// if reading 2D array (matrices), replace `1` with `2`, so forth
+	hsize_t shape[1];
+	// `_dims` is the actual N in N-D array; should be the same as
+	// previously set; `shape` has now been set
+	int _dims = filespace.getSimpleExtentDims(shape);
+	H5::DataSpace mspace(1, shape); // replace `1` with `2` if like above
+	// must preserve enough space here
+	std::vector<double> buf(shape[0]);
+	// likewise, previous line should be written as
+	//std::vector<double> buf(shape[0] * shape[1]);
+	// if reading 2D array, so forth
+	// note the `.data()` here
+	dataset.read(buf.data(), H5::PredType::NATIVE_DOUBLE, mspace, filespace);
+
+	// the vector is in `buf`
+
+	return 0;
+}
+
+ +

Compile above code

+ +

I’m not quite sure how to compile on Windows, but for Linux and macOS, Makefile should be written like this.

+ +
LDFLAGS = \
+	-L/path/to/hdf5/incstall/directory/lib
+# note the library names here; only `-lhdf5` is not enough
+LDLIBS = \
+	-lhdf5 \
+	-lhdf5_cpp \
+	-lhdf5_hl_cpp
+CPPFLAGS = \
+	-I/path/to/hdf5/install/directory/include
+CXX = clang++
+
+# I haven't tried what if `-std=c++11` is not added, but I guess it
+# should be okay
+a.out : source.cpp
+	$(CXX) $(CPPFLAGS) $(LDFLAGS) -std=c++11 -o $@ $^ $(LDLIBS)
+
+ +
+ +
+ +
+
+ + + diff --git a/2022/07/24/set-up-github-pages-macos.html b/2022/07/24/set-up-github-pages-macos.html new file mode 100644 index 000000000..492e113ed --- /dev/null +++ b/2022/07/24/set-up-github-pages-macos.html @@ -0,0 +1,164 @@ + + + + + + + + +Set up GitHub Pages on macOS | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Set up GitHub Pages on macOS

+ misc +

+

+
+ +
+

The steps are organized in a shell script like form:

+ +
brew install chruby
+# add '. /usr/local/opt/chruby/share/chruby/chruby.sh' to .bashrc or .zshrc
+
+# install ruby alternative to system's
+brew install automake bison openssl readline libyaml gdbm libffi
+curl --remote-name https://cache.ruby-lang.org/pub/ruby/3.1/ruby-3.1.0.tar.xz
+tar xf ruby-3.1.0.tar.xz
+cd ruby-3.1.0
+./configure --prefix="$HOME/.rubies/ruby-3.1.0" --with-opt-dir="$(brew --prefix openssl):$(brew --prefix readline):$(brew --prefix libyaml):$(brew --prefix gdbm):$(brew --prefix libffi)"
+make -j4
+make install
+
+# restart shell
+
+# set default ruby
+chruby ruby-3.1.0
+# now ensure 'command -v ruby' or 'command -v gem' returns the one under ~/.rubies
+
+# install Bundler and Jekyll
+gem install bundler jekyll
+
+mkdir /path/to/website/local/dir
+cd $_
+git init username.github.io
+cd $_
+jekyll new --skip-bundle .
+# follow instruction from https://docs.github.com/en/pages/setting-up-a-github-pages-site-with-jekyll/creating-a-github-pages-site-with-jekyll
+bundle install
+
+# according to https://stackoverflow.com/a/70916831/7881370
+bundle add webrick
+
+# set up mathjax etc.
+# follow https://github.com/jeffreytse/jekyll-spaceship#installation
+# but in Gemfile, add `gem "jekyll-spaceship", "~> 0.9.9"` instead of
+# using the latest version by not specifying version (see Issue #81 of
+# 'jeffreytse/jekyll-spaceship' at GitHub)
+
+bundle install
+
+# Mathjax can now be rendered locally, but not on GitHub. That's because
+# jekyll-spaceship is not in its whitelist. See
+# https://github.com/marketplace/actions/jekyll-deploy-action for detail.
+# Follow its instruction (including adding the github workflow file,
+# creating 'gh-pages' orphan branch). Then ensure the GitHub Personal
+# Access Token (PAT) has sufficient permission (for workflow specifically).
+# Push master to GitHub.
+
+# Mathjax should already be ready.
+
+#####################################################
+# The only command needed to run over and over again:
+#####################################################
+
+# build and serve locally
+bundle exec jekyll serve
+
+ +
+ +
+ +
+
+ + + diff --git a/2022/08/09/notes-build-cython-using-setup-dot-py.html b/2022/08/09/notes-build-cython-using-setup-dot-py.html new file mode 100644 index 000000000..218e85777 --- /dev/null +++ b/2022/08/09/notes-build-cython-using-setup-dot-py.html @@ -0,0 +1,199 @@ + + + + + + + + +Notes on building Cython using setup.py | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Notes on building Cython using setup.py

+ dev/python | dev/cython +

+

+
+ +
+

Basic structure

+ +
from setuptools import Extension, setup
+from Cython.Build import cythonize
+
+extensions = [
+    Extension(
+        name=...,
+        sources=[
+            ...
+        ],
+        include_dirs=[
+            ...
+        ],
+        library_dirs=[
+            ...
+        ],
+        libraries=[
+            ...
+        ],
+        runtime_library_dirs=[
+            ...
+        ],
+        define_macros=[
+            (..., ...),
+            ...
+        ],
+        extra_compile_args=[
+            ...
+        ],
+        extra_link_args=[
+            ...
+        ],
+        language='...',
+    ),
+    ...
+]
+
+setup(
+    ext_modules=cythonize(extensions, language_level='3'),
+    zip_safe=False,
+)
+
+ +

Notes:

+ +
    +
  • +name=...: to be explained in detail below
    • +
  • +sources=[...]: from my experiments, seem must contain one and only one .pyx Cython source
    • +
  • +language_level='3' is used when developing in Python 3.
    • +
  • +zip_safe=False is used as per cython doc +
    • +
  • +define_macros=[("NPY_NO_DEPRECATED_API", "NPY_1_7_API_VERSION")] can be used when devloping using newer version of numpy, to avoid compile-time warnings, despite harmless
    • +
+ +

Name of Extension

+ +
+

the full name of the extension, including any packages – ie. not a filename or pathname, but Python dotted name

+
+ +

For example, a name foo.bar will generate ./foo/bar.*.so file, where * can be obtained by invoke on command line python3-config --extension-suffix, e.g. ./foo/bar.cpython-39-darwin.so. +The file path is relative to build root, the location where setup.py sits.

+ +

Precedence of import

+ +

Suppose the extension we are talking about is named foo.bar. +Let’s assume there’s already a directory named ./foo/bar/. +Open Python prompt under build root and type from foo.bar import xxx where xxx is anything defined in foo.bar. +This should work fine. +Now add an empty foo/bar/__init__.py. +Repeat the above process; it should echo AttributeError on xxx. +This means that the Python package foo.bar takes precedence over the extension module foo.bar.

+ +

Another circumstance. +Again the extension is named foo.bar. +However, there’s now a directory ./foo/ with bar.py and __init__.py inside. +From my experiment, this time extension foo.bar takes precedence over the Python package foo.bar.

+ +

It appears quite involved to me. +So the best practice might be just to avoid having name collision with Python module/package.

+ + + + + +
+ +
+ +
+
+ + + diff --git a/2022/08/31/vae-training-trick.html b/2022/08/31/vae-training-trick.html new file mode 100644 index 000000000..9562bae30 --- /dev/null +++ b/2022/08/31/vae-training-trick.html @@ -0,0 +1,122 @@ + + + + + + + + +Variational Autoencoder training trick | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Variational Autoencoder training trick

+ machine learning +

+

+
+ +
+

A decent tutorial on Variational Autoencoder (VAE) can be found at arXiv. +While I was playing with VAE, and trying the Gaussian output distribution with gradually higher dimensionality, I found a trick that ensure numerical stability at the beginning of training. +As we know, the “encoder” of VAE outputs $\mu_X$ and $\log\sigma_X^2$ given input $x$, and a $z$ is sampled from the Gaussian determined by $\mu_X$ and $\sigma_X^2$ afterwards. +To compute $\sigma_X^2$, $\sigma_X^2=e^{\log\sigma_X^2}$.

+ +

A problem arises, that $\log\sigma_X^2$ goes large enough such that $\sigma_X^2$ becomes floating-point infinity, especially when the mean and log variance is predicted by a dense linear layer and when the input dimension is high. +This is because, despite the fact that log variance is typically small at the end of training, it’s value at the beginning of training is determined by random initialization of the dense linear layer. +Suppose that the linear layer is initialized as standard Gaussian. +With $K$ input neurons, each output element of the linear layer follows the distribution of the sum of $K$ standard Gaussian, whose variance is positively proportional to $K$. +It follows that the maximum of all output elements is proportional to the variance. +Therefore, there should exist an element in $\sigma_X^2$ that is $e^K$ times the expected range. +Naturally, when $K$ is large, it goes to floating-point infinity.

+ +

To solve the problem, we may goes one step further. +Rather than predict $\log\sigma^2$, we predict $K\log\sigma_X^2$, and in turn the output variance becomes $e^{(K\log\sigma_X^2)/K}$, which won’t ever reach infinity. +Since $K$ is a constant throughout training, it won’t cause any effect to the training overall.

+ +
+ +
+ +
+
+ + + diff --git a/2023/03/05/learn-applescript-for-beginners.html b/2023/03/05/learn-applescript-for-beginners.html new file mode 100644 index 000000000..e4ae4e42d --- /dev/null +++ b/2023/03/05/learn-applescript-for-beginners.html @@ -0,0 +1,550 @@ + + + + + + + + +Learn Applescript for Beginners | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Learn Applescript for Beginners

+ dev/applescript +

+

+
+ +
+ + +
+

youtube link

+
+ +
+

Good referential text:

+ + +
+ +

Script editor

+ +

log "message" can be used to log messages that will be shown in “Messages” accessory pane at the bottom.

+ +

File formats

+ +
    +
  • Text: save as plain text
    • +
  • Script: save as compiled library
    • +
  • Application: used to create applet; + If in code on open(droppedFiles) ... end open is written, then it becomes a dropplet, which allows drag-n-drop action on the created applet.
    • +
+ +

Dictionaries

+ +

Words inside square bracket are optional arguments. +Words on the right of right arrow is what will be returned. +What will be returned can be caught by setting it to set variable to. +For example,

+ +
set myDoc to make new document
+
+ +

Variables

+ +
on run
+    set theName to "Jill"
+    log theName
+end run
+
+ +

Scope of variable

+ +

By default within current handler, e.g. on run handler, on sub_handler() handler (subroutine). +However, if claiming a variable as property at the top of script:

+ +
property theName : null
+
+ +

theName will become a global variable.

+ +

Data types

+ +
    +
  • number (integer or real) set x to 23.25 +
    • +
  • string: set x to "23.25"; but set x to "23.25" as number cast x again to a number
    • +
  • date: set x to date "3/5/2023" means set it to 2023-03-05
    • +
  • list: set x to {"item1", "item2", "item3"}. The list may comprise of heterogeneous types
    • +
  • record (dictionary): set x to {keyA: "valueA", keyB: valueB} +
    • +
+ +

Examples:

+ +
set var1 to 22.5
+set var2 to 2
+set theResult to var1 + var2  # may be +, -, *, /, mod
+
+ +
set var1 to "hello"
+set var2 to "world"
+set theResult to var1 & space & var2 & "!"  # string concatenation
+
+ +
set var1 to date "12/22/2021"
+set var2 to date "12/24/2021"
+set theResult to var1 + (2 * days)  # may be days, hours, etc
+set theResult to year of var1  # may be year of, month of, day of, etc
+
+ +
set var1 to {"a", 23.9, "c"}
+set var2 to item 2 of var1 as string  # get "23.9", indexed from 1
+
+ +
set var1 to {FirstName: "Jon", LastName: "Voight"}
+set theResult to FirstName of var1 & space & LastName of var1
+
+# First and Last are reserved words, to use them as keys, surround
+# with pipes (`|`), e.g.:
+set var1 to {|First|: "Jon", |Last|: "Voight"}
+set theResult to |First| of var1 & space |Last| of var2
+
+ +

First script

+ +
on run  # explicit on run handler, responding to double clicking
+    delay 2  # delay for 2 seconds
+    activate  # activate the script
+    display dialog "Hello World!"
+end run
+
+on open (theFiles)  # on open handler, responding to drag-n-drop
+    repeat with aFile in theFiles
+        set myText to read file aFiles
+        display dialog myText
+    end repeat
+end open
+
+# to use on idle handler, save it with "Stay open after run handler"
+on idle
+    activate
+    display dialog "Join us soon"
+    return 3  # rerun this block 3 seconds later until manualy quit
+end idle
+
+ +

Commenting

+ +

Block comment:

+ +
(*
+    Version History
+    This is the first build of my script
+*)
+
+ +

in line comment: led by -- or #

+ +

Repeat loops

+ +
on run
+    repeat 3 times
+    end repeat
+
+    repeat with i from 1 to 3
+    end repeat
+
+    set myList to {"Jason", "Joan", "Jack"}
+    repeat with anItem in myList
+        display dialog "Hello " & anItem as string
+    end repeat
+
+    set test to true
+    set i to 1
+    repeat while test = true
+        if i >= 4 then
+            set test to false
+        end if
+        set i tto i + 1
+    end repeat
+end run
+
+ +

Use exit repeat to break out of repeat earlier.

+ +

Conditionals

+ +
on run
+    set x to 6
+    if x = 6 then
+        display dialog "x is 6"
+    else if x = 5 then
+        display dialog "x is 5"
+    else
+        display dialog "x is neither 5 nor 6"
+    end if
+end run
+
+ +

Error handling

+ +
on run
+    try  # ignore quietly errors and break out of try block
+        set myDemo to "Hello"
+        display dialog myTest
+    end try
+
+    try
+        display dialog myTest
+    on error errName
+        display dialog errName
+    end try
+
+    try
+        if myDemo = "Hello" then
+            # this will raise error "message" with errName assigned "message"
+            error "message"
+            # or phrased as
+            # error "message" number -1000
+        end if
+    on error errName number n
+        display dialog errName & return & "with number " & n
+    end try
+end run
+
+ +

Aias, HFS and POSIX

+ +
on run
+    set posixPath to "/Users/user/Desktop/name.jpg"
+
+    # converts a POSIX path to an HFS file reference
+    set hfsFilePathRef to posix file posixPath
+
+    # converts a POSIX path to an HFS file path
+    set hfsFilePath to posix file posixPath as string
+
+    # cannot convert POSIX path to alias directly
+    set aliasExample to hfsPath as alias
+
+    # convert an HFS path to a POSIX path
+    set backToPosix to posix path of hfsFilePath
+end run
+
+ +

Handlers (aka functions)

+ +

A handler is a collection of applescript statements that you give a descriptive name.

+ +
on run
+    set theResult to doMath(8, 2, "+")
+    log theResult
+end run
+
+on doMath(num1, num2, mathFunc)
+    try
+	    if mathFunc = "+" then
+	        return num1 + num2
+	    else if mathFunc = "-" then
+	        return num1 - num2
+	    else if mathFunc = "*" then
+	        return num1 * num2
+	    else if mathFunc = "/" then
+	        return num1 / num2
+	    else
+	        error "You must supply a proper math function"
+	on error e
+	    activate
+	    display dialog (e as string) giving up after 8
+	end try
+end doMath
+
+ +

Note that giving up after N means the dialog will disappear itself if not clicking the dialog button after N seconds.

+ +

Within tell application block, be sure to call custom handler with my keyword. +For example,

+ +
tell application "Numbers"
+    set theResult to my doMath(8, 2, "-")
+end tell
+
+ +

Quit handler

+ +
on run
+    set someCondition to false
+    if someCondition then
+        # tell the script to quit;
+		# this will trigger the `on quit` handler if present
+        quit
+    end if
+end run
+
+on quit
+    # write cleanup actions your script should run before quitting
+    activate
+    display dialog "I quit" giving up after 4
+    # this will quit current script immediately; without this statement
+	# previous `quit` statement will be caught by `on quit` block and
+	# quit won't be performed
+    continue quit
+end quit
+
+ +

Case study: most recent modified file from a folder

+ +
on run
+    set thePath to "/Users/user/Desktop/folder"
+    set newestFile to getNewestFile(thePath)
+    return newestFile
+end run
+
+on getNewestFile(thePath)
+    try
+        set posixPath to my convertPathTo(thePath, "POSIX")
+        set theFile to do shell script "ls -tp " & quoted form of posixPath & " | grep -Ev '/' | head -n1"
+        if theFile is not equal to "" then
+            set theFile to posixPath & "/" & theFile
+        end if
+        return theFile
+    on error e
+        return ""
+    end try
+end getNewestFile
+
+on convertPathTo(inputPath, requestedForm)
+    try
+        set standardPosixPath to POSIX path of inputPath as string
+        if requestedForm contains "posix" then
+            set transformedPath to POSIX path of standardPosixPath as string
+            if transformedPath ends with "/" then
+                set transformedPath to character 1 thru -2 of transformedPath as string
+            end if
+        else if requestedForm contains "alias" then
+            set transformedPath to POSIX file (standardPosixPath) as string
+            try
+                set transformedPath to transformedPath as alias
+            on error
+                error "The file \"" & transformedPath & "\" doesn't exist and can't be returned as \"alias\""
+            end try
+        else if requestedForm contains "hfs" then
+            set transformedPath to POSIX file (standardPosixPath) as string
+        else
+            error "Requested path transformation type was an unexpected type"
+        end if
+        return transformedPath
+    on error e
+        return false
+    end try
+end convertPathTo
+
+ +

Case study: automatically scale images

+ +
on run
+    set filePath to "/Users/user/Desktop/test.png"
+    resizeImageWidth(fielPath, 450)
+end run
+
+on resizeImageWidth(filePath, pxls)
+    try
+        do shell script "sips --resampleWidth " & pxls & space & quoted form of filePath
+        return true
+    on error e
+        # TODO do something with the error
+        return false
+    end try
+end resizeImageWidth
+
+ +

Case study: simple hot folder creation

+ +

A hot folder is a folder where a script monitor whatever is drag-n-dropped to that folder and perform actions on the object.

+ +
on run
+    # any startup activities required to run this script can be done here
+end run
+
+on idle
+    set input to "/Users/user/Desktop/Hot Folder"
+    set output to "/Users/user/Desktop/Results"
+    set errors to "/Users/user/Desktop/Errors"
+
+    set filePaths to getFiles(input)
+    if filePaths is not equal to {} then
+        repeat with filePath in filePaths
+            if resizeImageWidth(filePath as string, output, 450) then
+                removeFile(filePath as string)
+            else
+                do shell script "mv -f " & quoted form of filePaht & space & quoted form of errors
+            end if
+        end repeat
+    end if
+    return 5
+end idle
+
+on convertPathTo(inputPath, requestedForm)
+    try
+        set standardPosixPath to POSIX path of inputPath as string
+        if requestedForm contains "posix" then
+            set transformedPath to POSIX path of standardPosixPath as string
+            if transformedPath ends with "/" then
+                set transformedPath to character 1 thru -2 of transformedPath as string
+            end if
+        else if requestedForm contains "alias" then
+            set transformedPath to POSIX file (standardPosixPath) as string
+            try
+                set transformedPath to transformedPath as alias
+            on error
+                error "The file \"" & transformedPath & "\" doesn't exist and can't be returned as \"alias\""
+            end try
+        else if requestedForm contains "hfs" then
+            set transformedPath to POSIX file (standardPosixPath) as string
+        else
+            error "Requested path transformation type was an unexpected type"
+        end if
+        return transformedPath
+    on error e
+        return false
+    end try
+end convertPathTo
+
+on stringToList(inputString, theDelimiter)
+    try
+        set tid to AppleScript's text item delimters
+        set AppleScript's text item delimiters to theDelimiter
+        set theList to text items of (inputString as string)
+        set AppleScript's text item delimiters to tid
+        return theList
+    on error e
+        set AppleScript's text item delimiters to tid
+        return {}
+    end try
+end stringToList
+
+on resizeImageWidth(filePath, output, pxls)
+    try
+        do shell script "sips --resampleWidth " & pxls & space & quoted form of filePath & " -o " & qutoed form of output
+        return true
+    on error e
+        return false
+    end try
+end resizeImageWidth
+
+on getFiles(thePath)
+    try
+        set posixPath to my convertPathTo(thePath, "posix")
+        set theFiles to do shell script "find " & quoted form of posixPath & " -type f ! -name \".*\""
+        if theFiles is not equal to "" then
+            set fileList to stringToList(theFiles, return)
+        end if
+        return fileList
+    on error e
+        # log the error here at some point
+        return {}
+    end try
+end getFiles
+
+on removeFile(theFile)
+    try
+        set posixPath to convertPathTo(theFile, "posix")
+        do shell script "rm -f " & quoted form of posixPath
+	    return true
+    on error e
+        return false
+    end try
+end removeFile
+
+ +
+ +
+ +
+
+ + + diff --git a/2023/03/27/pizzahut-free-soda.html b/2023/03/27/pizzahut-free-soda.html new file mode 100644 index 000000000..aee52f052 --- /dev/null +++ b/2023/03/27/pizzahut-free-soda.html @@ -0,0 +1,112 @@ + + + + + + + + +必胜客餐厅隐藏福利 – 苏打水 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

必胜客餐厅隐藏福利 -- 苏打水

+ misc +

+

+
+ +
+

今天去吃必胜客，邻座客人管服务员要了一杯苏打水，才刚刚知道必胜客有免费苏打水提供。在百度搜了一圈似乎鲜有帖子提到这点，看来知道的人不多，邻座客人也是前必胜客服务员，才知道有苏打水的。

+ +

所谓苏打水，这里指的是冰的碳酸氢钠溶液（应该是吧？），里面有两片柠檬促使其放出二氧化碳。喝着有点酸，但不是柠檬的酸味；有一点辣，但也不是汽水的感觉。喝着味道不错，但回味不是很好。尽管单独喝不是很合我口味，我发现它和饭一起喝非常解腻，非常好喝。苏打水是免费的，但不默认提供，菜单上也没有，需要向服务员要，可以说是隐藏福利了。

+ +

希望这篇文章能让更多的人知道它的存在。

+ +

苏打水

+ +
+ +
+ +
+
+ + + diff --git a/2023/04/26/how-to-decide-the-type-of-a-pokemon-quickly.html b/2023/04/26/how-to-decide-the-type-of-a-pokemon-quickly.html new file mode 100644 index 000000000..6fd41cc5f --- /dev/null +++ b/2023/04/26/how-to-decide-the-type-of-a-pokemon-quickly.html @@ -0,0 +1,189 @@ + + + + + + + + +如何尽可能快地确定宝可梦属性 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

如何尽可能快地确定宝可梦属性

+ misc +

+

+
+ +
+

确定宝可梦属性的方法

+ +

可用宝可梦对攻击的反应确定宝可梦的属性. +单一属性宝可梦对单一属性攻击的反应有以下四种: 无效, 抵抗, 一般, 有效; 可用乘数 0, 1/2, 1, 2 表示. +双属性宝可梦对单一属性攻击的反应为以上四个乘数的两两相乘的结果, 分别为 0, 1/4, 1/2, 1, 2, 4, 即无效, 非常抵抗, 抵抗, 一般, 有效, 非常有效. +用乘法表示属性乘数的叠加不是很方便, 故对乘数取底数为 2 的对数, 变为 $-\infty$, -2, -1, 0, 1, 2 六种反应, 下文会使这样操作方便的原因变得显而易见.

+ +

数学表示

+ +

给定属性克制矩阵 $\mathbf A$, 其中第 $i$ 行第 $j$ 列的元素 $a_{ij} \in \{-\infty, -2, -1, 0, 1, 2\}$ 表示单一属性为 $j$ 的宝可梦对属性为 $i$ 的攻击的对数抵抗乘数. +因为一共有 18 种属性, 所以 $\mathbf A$ 的维度为 $18 \times 18$. +使用 one-hot encoding 以及其加性叠加表示宝可梦的单一及双属性, 向量为 18 维; +例如 $(0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0)^\top$ 表示宝可梦具有第 2 种和第 4 种属性, 为双属性宝可梦. +令宝可梦属性矩阵 $\mathbf Q$ 的每一列表示一种宝可梦属性的枚举; 由于所有单一属性和双属性的个数为 $18 + \binom{18}{2} = 171$, 故其维度为 $18 \times 171$. +令 $18 \times 18$ 单位矩阵 $\mathbf I$ 的第 $i$ 列为 $\boldsymbol e_i$.

+ +

由于双属性宝可梦对攻击的对数抵抗乘数的叠加是加性的, 因此可用矩阵乘法自然地表示. +例如,

+ +\[\boldsymbol r = \boldsymbol e_i^\top \mathbf A \mathbf Q\] + +

表示在第 $i$ 种属性的攻击下各属性宝可梦的对数抵抗乘数. +如果各乘数在 $\boldsymbol r$ 中是唯一的, 那么便可唯一地确定宝可梦的属性. +即使只有一个元素子集中的乘数唯一, 也能排除掉这些宝可梦属性, 以便进一步确定.

+ +

确定宝可梦属性的算法

+ +

令 $s$ 为 $1,\dots,18$ 的一个排列, 使得第 $j$ 次尝试使用属性为 $s(j)$ 的攻击. +确定宝可梦属性的解即为形似 $s$ 的一个排列. +显然, 暴力枚举具有 $O(n!)$ 复杂度, 不可行. +我们可使用贪心策略确定宝可梦属性.

+ +

初始化剩余宝可梦属性矩阵 $\mathbf Q^{(0)} = \mathbf Q$, 已尝试过的攻击属性集合 $T^{(0)} = \varnothing$, 已确定的攻击序列为 $s^{(0)} = ()$. +假设在第 $k$ 次尝试前, 剩余宝可梦属性矩阵为 $\mathbf Q^{(k-1)}$, 其为原宝可梦属性矩阵 $\mathbf Q$ 的列的子集; 已尝试过的攻击属性集合为 $T^{(k-1)}$, 其元素属于 $T = \{1,\dots,18\}$; 已确定的攻击序列为 $s^{(k-1)}$. +如果 $\mathbf Q^{(k-1)}$ 的列数为零, 算法结束. +否则, $\forall i \in T \,\backslash\, T^{(k)}$, 计算 $\boldsymbol r_i = \boldsymbol e_i^\top \mathbf A \mathbf Q^{(k)}$, 使得 $\boldsymbol r_i$ 中的重复元素数目最小, 令所对应的 $i$ 为 $i^\ast$. +令 $s^{(k)} = s^{(k-1)} \cup i^\ast$, $T^{(k)} = T^{(k-1)} \cup \{i^\ast\}$, $Q^{(k)}$等于去掉在 $\boldsymbol r_{i^\ast}$ 中元素唯一的列的 $Q^{(k-1)}$.

+ +

算法实现时可用一足够小的负数, 例如 -20, 表示 $-\infty$, 然后在 $\boldsymbol r$ 中把所有足够小的数重置为 -20, 以模拟 $-\infty$ 加减任何数 (注意我们的 operand 集合) 都为其本身.

+ +

Python 实现:

+ +
import numpy as np
+
+n = 18
+
+def calc_r(i, A, Q):
+    r = np.eye(n, dtype=int)[i:i+1].dot(A).dot(Q)
+    r[r < -5] = -20
+    return r
+
+def shrink_Q(r, Q):
+    _, v, c = np.unique(r, return_inverse=True, return_counts=True, axis=1)
+    return Q[:, c[v] > 1]
+
+A = ...
+Q = ...
+
+def greedy():
+    s = []
+    T = set(range(n))
+    while Q.shape[1] > 0:
+        best_i = None
+        min_next_Q = Q
+        for i in T:
+            next_Q = shrink_Q(calc_r(i, A, Q), Q)
+            if next_Q.shape[1] < min_next_Q.shape[1]:
+                min_next_Q = next_Q
+                best_i = i
+        Q = min_next_Q
+        s.append(best_i)
+        T.remove(best_i)
+    return s
+
+ +

原问题的扩展

+ +

通过对算法简单的扩展, 还能回答以下问题:

+ +
    +
  • 已知宝可梦具有某种属性, 想确定其是否具有第二属性, 如果有, 是什么属性: 通过移除矩阵 $\mathbf Q$ 的相应列解决
    • +
  • 希望只使用具有某些属性的攻击确定宝可梦的属性: 通过移除集合 $T$ 的相应元素解决
    • +
+ +
+ +
+ +
+
+ + + diff --git a/2023/07/05/connect-to-jupyter-notebook-on-wsl2-from-another-machine-within-wlan.html b/2023/07/05/connect-to-jupyter-notebook-on-wsl2-from-another-machine-within-wlan.html new file mode 100644 index 000000000..13f5231f7 --- /dev/null +++ b/2023/07/05/connect-to-jupyter-notebook-on-wsl2-from-another-machine-within-wlan.html @@ -0,0 +1,140 @@ + + + + + + + + +在 WLAN 下从另一台计算机连接到 WSL2 中的 Jupyter Notebook | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

在 WLAN 下从另一台计算机连接到 WSL2 中的 Jupyter Notebook

+ dev/network +

+

+
+ +
+

摘要

+ +

上一篇文章介绍了如何从本地连接到同一 WLAN 下的另一台 Windows 计算机中的 WSL2 实例. +这篇文章进一步介绍如何连接到该 WSL2 实例中运行的 Jupyter Notebook.

+ +

原理

+ +
    +
  1. 如上一篇文章所述建立由本地到 Windows (IP 地址本文为 192.168.0.105, 用户名本文为 ubuntu) 的 SSH 连接 (端口本文为 4000)
    2. +
  2. 在 WSL2 实例的端口 8890 运行无浏览器的 Jupyter Notebook
    3. +
  3. 在本地建立将本地端口 (本文为 8889) 转发到远程 Windows 端口 8890 的 SSH 隧道
    4. +
  4. 在本地 localhost:8889 访问远程 Jupyter Notebook
    5. +
+ +

具体流程

+ +

运行 Jupyter Notebook

+ +

以下命令在 WSL2 的终端中执行

+ +
jupyter notebook --no-browser --port 8890
+
+ +

建立 SSH 隧道

+ +

以下命令在本地终端执行

+ +
ssh -p 4000 -NL 8889\:localhost\:8890 ubuntu@192.168.0.105
+
+ +

参考

+ + + +
+ +
+ +
+
+ + + diff --git a/2023/07/05/connect-to-wsl2-from-another-machine-within-wlan.html b/2023/07/05/connect-to-wsl2-from-another-machine-within-wlan.html new file mode 100644 index 000000000..74c930516 --- /dev/null +++ b/2023/07/05/connect-to-wsl2-from-another-machine-within-wlan.html @@ -0,0 +1,265 @@ + + + + + + + + +从另一台计算机 SSH 连接到 WSL2 服务器 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

从另一台计算机 SSH 连接到 WSL2 服务器

+ dev/network +

+

+
+ +
+

原理

+ +
    +
  1. 在 Windows 上设置防火墙允许接入端口 (本文暂定为 4000)
    2. +
  2. 在 Windows 上设置端口转发从 4000 至 WSL2 的 IP 地址的端口 22 (即 SSH 的默认端口)
    3. +
  3. 在 WSL2 中设置 SSH 服务器, 监听其端口 22
    4. +
  4. 从另一台计算机 SSH 到 Windows 的 IP 地址的端口 4000
    5. +
+ +

具体流程

+ +

设置 WSL2 中的 SSH 服务器

+ +

以下命令在 WSL2 的终端中执行

+ +

安装 openssh-server:

+ +
sudo apt update
+sudo apt install openssh-server
+
+ +

设置开机启动 systemd. +方法是在 /etc/wsl.conf 中写入:

+ +
[boot]
+systemd=true
+
+ +

可以直接用 vim, nano 等编辑, 也可

+ +
{ echo '[boot]'; echo 'systemd=true'; } | sudo tee /etc/wsl.conf
+
+ +

但注意不要覆盖已存在的 /etc/wsl.conf 文件.

+ +

以下命令在 Windows 终端中执行 (可能需要管理员权限)

+ +

关闭 WSL2:

+ +
wsl --shutdown
+
+ +

以下命令在 WSL2 的终端中执行

+ +

然后打开 WSL2, 执行

+ +
sudo service ssh status
+
+ +

如果输出中包含 “Active: active (running)”, 说明 SSH 服务器安装成功. +否则, 可以尝试以下命令手动开始 ssh 服务.

+ +
sudo service ssh start
+
+ +

设置 Windows 防火墙以允许从其它计算机接入端口 (例如 4000)

+ +

以下命令在 Windows 终端中执行 (需要管理员权限)

+ +
netsh advfirewall firewall add rule name="WSL SSH" dir=in action=allow protocol=TCP localport=4000
+
+ +

其中 name="WSL SSH" 部分的名字可任选. +如果输出为 “确定” (或其它 locale 下的同等含义的输出), 说明设置成功. +日后若想删除可以去控制面板的 “高级安全 Windows Defender 防火墙” 的 “入站规则” 中查看/编辑/删除.

+ +

设置 Windows 的端口转发

+ +

以下命令在 Windows 终端中执行 (需要管理员权限)

+ +

查看 WSL2 的 IP 地址:

+ +
wsl hostname -I
+
+ +

本文假设该 IP 地址为 172.21.199.198. +旧版本的 wsl 可能会返回两个 IP 地址, 此时选择第一个.

+ +

设置从 4000 (见上文) 到 22 的端口转发:

+ +
netsh interface portproxy add v4tov4 listenaddress=0.0.0.0 listenport=4000 connectaddress=172.21.199.198 connectport=22
+
+ +

确定设置成功:

+ +
netsh interface portproxy show v4tov4
+
+ +

查看 Windows 的 IP 地址和 WSL 的用户名

+ +

以下命令在 Windows 终端中执行

+ +
ipconfig
+
+ +

在 “无线局域网适配器 WLAN:” 一节中可见 “IPv4 地址”, 本文为 192.168.0.105.

+ +

以下命令在 WSL2 的终端中执行

+ +
echo "$USER"
+
+ +

可得 WSL 用户名, 本文为 ubuntu.

+ +

从另一台计算机 SSH 接入

+ +
ssh -p 4000 ubuntu@192.168.0.105
+
+ +

会提示输入密码, 此时输入 WSL2 的密码即可.

+ +

免密码登录 (适用于 macOS)

+ +

以下命令在 macOS 终端中执行

+ +
ssh-copy-id -p 4000 ubuntu@192.168.0.105
+
+ +

按提示确认并输入密码. +然后打开 ~/.ssh/config, 并输入以下内容

+ +
Host my-wsl
+  User ubuntu
+  Port 4000
+  HostName 192.168.0.105
+  IdentityFile ~/.ssh/id_rsa
+  UseKeychain yes
+
+ +

其中 Host my-wsl 处的名字随意. +UseKeychain yes 是免密码的关键所在. +ubuntu, 4000, 192.168.0.105 三个值的选用见上文.

+ +

然后就可以

+ +
ssh my-wsl
+
+ +

登录 Windows 的 WSL2 了.

+ +

脚本

+ +

自动更新 Windows 的端口转发

+ +

WSL 的 IP 地址可能会变化, 因此每次重启 Windows 后可能需要更新端口转发规则. +Powershell 脚本:

+ +
$wsl_ip = wsl hostname -I
+netsh interface portproxy add v4tov4 listenaddress=0.0.0.0 listenport=4000 connectaddress=$wsl_ip connectport=22
+
+ +

运行时需要管理员权限.

+ +

参考

+ + + +
+ +
+ +
+
+ + + diff --git a/2023/08/05/compute-svm-intercept.html b/2023/08/05/compute-svm-intercept.html new file mode 100644 index 000000000..931dc59d6 --- /dev/null +++ b/2023/08/05/compute-svm-intercept.html @@ -0,0 +1,376 @@ + + + + + + + + +How to compute the intercept of C-SVM in primal and dual formulations | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

How to compute the intercept of C-SVM in primal and dual formulations

+ machine learning/svm +

+

+
+ +
+

Compute intercept in primal formulation

+ +

The primal SVM problem is:

+ +\[\min_{\boldsymbol w,b,\boldsymbol\xi} \frac{1}{2}\boldsymbol w^\top\boldsymbol w+C\sum_{i=1}^m\xi_i;\quad\text{s.t. }\ y_i f(\boldsymbol x_i) \ge 1-\xi_i,\ \xi_i \ge 0 \,,\tag{1}\] + +

where the decision function $f(\boldsymbol x) \equiv \boldsymbol w^\top\phi(\boldsymbol x) + b$. +The Lagrangian is:

+ +\[L(\boldsymbol w,b,\boldsymbol\xi,\boldsymbol\alpha,\boldsymbol\mu) = \frac{1}{2}\boldsymbol w^\top\boldsymbol w + C\sum_{i=1}^m\xi_i + \sum_{i=1}^m\alpha_i\big(1-\xi_i-y_i f(\boldsymbol x_i)\big) - \sum_{i=1}^m\mu_i\xi_i\,,\] + +

where $\alpha_i \ge 0$, $\mu_i \ge 0$. +The Karush-Kuhn-Tucker (KKT) conditions are:

+ +\[\begin{cases} +\boldsymbol w=\sum_{i=1}^m\alpha_i y_i \phi(\boldsymbol x_i) &\text{(stationarity)}\\ +0=\sum_{i=1}^m\alpha_i y_i &\text{(stationarity)}\\ +C=\alpha_i+\mu_i &\text{(stationarity)}\\ +0=\alpha_i(y_i f(\boldsymbol x_i)-1+\xi_i) &\text{(complementary)}\\ +0=\mu_i\xi_i &\text{(complementary)}\\ +y_i f(\boldsymbol x_i)-1+\xi_i \ge 0 &\text{(primal feasibility)}\\ +\xi_i \ge 0 &\text{(primal feasibility)}\\ +\alpha_i \ge 0 &\text{(dual feasibility)}\\ +\mu_i \ge 0 &\text{(dual feasibility)}\\ +\end{cases}\,.\] + +

Thus, we have

+ +\[\begin{cases} +y_i f(\boldsymbol x_i) \ge 1 &(\alpha_i=0)\\ +y_i f(\boldsymbol x_i) \le 1 &(\alpha_i=C)\\ +y_i f(\boldsymbol x_i) = 1 &(\text{otherwise})\\ +\end{cases}\,.\tag{2}\] + +

When $S=\{j \mid 0 < \alpha_j < C\} \neq \varnothing$, for each such $j$,

+ +\[\begin{aligned} +y_j (\boldsymbol w^\top\phi(\boldsymbol x_j)+b) &= 1\\ +b &= y_j - \boldsymbol w^\top\phi(\boldsymbol x_j)\,;\\ +\end{aligned}\] + +

The second equality holds since $y_j = \pm 1$. +For numerical stability, we take the mean of all $b$’s as the final value of the intercept:

+ +\[b = \frac{1}{\\|S\\|}\sum_{j \in S} (y_j-\boldsymbol w^\top\phi(\boldsymbol x_j))\,.\] + +

When $S=\varnothing$, taking the first two cases of Equation $(2)$, it follows that

+ +\[\begin{cases} +f(\boldsymbol x_i) \ge 1 &(\alpha_i=0,y_i=1)\\ +f(\boldsymbol x_i) \le -1 &(\alpha_i=0,y_i=-1)\\ +f(\boldsymbol x_i) \le 1 &(\alpha_i=C,y_i=1)\\ +f(\boldsymbol x_i) \ge -1 &(\alpha_i=C,y_i=-1)\\ +\end{cases}\,.\] + +

Equivalently, we have

+ +\[\max_{j \in T_1}\{y_j - \boldsymbol w^\top\phi(\boldsymbol x_j)\} \le b \le \min_{j \in T_2}\{y_j - \boldsymbol w^\top\phi(\boldsymbol x_j)\}\,,\] + +

where

+ +\[\begin{cases} +T_1 = \{j \mid \alpha_j=0,y_j=1\text{ or }\alpha_j=C,y_j=-1\}\\ +T_2 = \{j \mid \alpha_j=0,y_j=-1\text{ or }\alpha_j=C,y_j=1\}\\ +\end{cases}\,,\] + +

The intercept is taken as the mean of the lower and upper bounds.

+ +

To compute $\boldsymbol w^\top\phi(\boldsymbol x)$ in above equations, simply plug in $\boldsymbol w=\sum_{i=1}^m\alpha_i y_i \phi(\boldsymbol x_i)$ and compute the $\phi(\boldsymbol x_i)^\top\phi(\boldsymbol x)$ with the underlying kernel function $\kappa(\boldsymbol x_i,\boldsymbol x)$.

+ +

Compute the intercept in dual formulation

+ +
+

Reference: Chih-Chung Chang and Chih-Jen Lin. Libsvm: a library for support vector machines. ACM transactions on intelligent systems and technology (TIST), 2(3):1–27, 2011.

+
+ +

The dual SVM problem is:

+ +\[\min_{\boldsymbol\alpha}\frac{1}{2}\sum_{i=1}^m\sum_{j=1}^m\alpha_i\alpha_j y_i y_j \phi(\boldsymbol x_i)^\top\phi(\boldsymbol x_j)-\sum_{i=1}^m\alpha_i\,;\quad\text{s.t. }\sum_{i=1}^m\alpha_i y_i=0,\ 0 \le \alpha_i \le C\,.\tag{3}\] + +

The Lagrangian is:

+ +\[\hat L(\boldsymbol\alpha,\beta,\boldsymbol\lambda,\boldsymbol\nu) = \frac{1}{2}\boldsymbol\alpha^\top\mathbf Q\boldsymbol\alpha - \boldsymbol\alpha^\top\mathbf 1+\beta\boldsymbol\alpha^\top\boldsymbol y-\boldsymbol\alpha^\top\boldsymbol\lambda+(\boldsymbol\alpha-C\mathbf 1)^\top\boldsymbol\nu\,,\tag{4}\] + +

where $\lambda_i \ge 0$, $\nu_i \ge 0$, $\mathbf 1$ is an all-$1$ vector, $\mathbf Q$ is an $m \times m$ matrix such that $Q_{ij} = y_i\phi(\boldsymbol x_i)^\top\phi(\boldsymbol x_j)y_j$, and $\beta$ is actually the intercept. +We’ll assume it for now, and reveal why it is in the end. +The KKT conditions are:

+ +\[\begin{cases} +\mathbf Q\boldsymbol\alpha=1-\beta\boldsymbol y+\boldsymbol\lambda-\boldsymbol\nu &\text{(stationarity)}\\ +\lambda_i\alpha_i = 0 &\text{(complementary)}\\ +\nu_i(C-\alpha_i) = 0 &\text{(complementary)}\\ +\boldsymbol\alpha^\top\boldsymbol y = 0 &\text{(primal feasibility)}\\ +0 \le \alpha_i \le C &\text{(primal feasibility)}\\ +\lambda_i \ge 0 &\text{(dual feasibility)}\\ +\nu_i \ge 0 &\text{(dual feasibility)}\\ +\end{cases}\,.\tag{5}\] + +

Thus, we have

+ +\[\begin{cases} +(\mathbf Q\boldsymbol\alpha)_i \ge 1 - \beta y_i &(\alpha_i=0)\\ +(\mathbf Q\boldsymbol\alpha)_i \le 1 - \beta y_i &(\alpha_i=C)\\ +(\mathbf Q\boldsymbol\alpha)_i = 1 - \beta y_i &(\text{otherwise})\\ +\end{cases}\,.\tag{6}\] + +

where $(\mathbf Q\boldsymbol\alpha)_i$ is the $i$th element of the vector $\mathbf Q\boldsymbol\alpha$. +When $S=\{j \mid 0 < \alpha_j < C\} \neq \varnothing$, for each such $j$,

+ +\[\beta = y_j(1 - (\mathbf Q\boldsymbol\alpha)_j)\,;\] + +

which holds since $y_j = \pm 1$. +For numerical stability, we take the mean of all $\beta$’s as the final value of the intercept:

+ +\[\beta = \frac{1}{\\|S\\|}\sum_{j \in S} y_j (1 - (\mathbf Q\boldsymbol\alpha)_j)\,.\] + +

When $S=\varnothing$, taking the first two cases of Equation $(6)$, it follows that

+ +\[\begin{cases} +\beta \ge 1-(\mathbf Q\boldsymbol\alpha)_i &(\alpha_i=0,y_i=1)\\ +\beta \le -(1-(\mathbf Q\boldsymbol\alpha)_i) &(\alpha_i=0,y_i=-1)\\ +\beta \le 1-(\mathbf Q\boldsymbol\alpha)_i &(\alpha_i=C,y_i=1)\\ +\beta \ge -(1-(\mathbf Q\boldsymbol\alpha)_i) &(\alpha_i=C,y_i=-1)\\ +\end{cases}\,.\] + +

Equivalently, we have

+ +\[\max_{j \in T_1}\{y_j(1-(\mathbf Q\boldsymbol\alpha)_j)\} \le \beta \le \min_{j \in T_2}\{y_j(1-(\mathbf Q\boldsymbol\alpha)_j)\}\,,\] + +

where

+ +\[\begin{cases} +T_1 = \{j \mid \alpha_j=0,y_j=1\text{ or }\alpha_j=C,y_j=-1\}\\ +T_2 = \{j \mid \alpha_j=0,y_j=-1\text{ or }\alpha_j=C,y_j=1\}\\ +\end{cases}\,,\] + +

The intercept is taken as the mean of the lower and upper bounds.

+ +

$\beta$ is the intercept

+ +

To show that $\beta$ is in fact the intercept in primal problem, we go further from Equation $(4)$, plugging in the stationarity conditions of Equation $(5)$, and it follows that

+ +\[\hat L(\boldsymbol\alpha,\beta,\boldsymbol\lambda,\boldsymbol\nu) = -\frac{1}{2}\boldsymbol\alpha^\top\mathbf Q\boldsymbol\alpha-C\mathbf 1^\top\boldsymbol\nu\,,\] + +

where

+ +\[\boldsymbol\alpha=\mathbf Q^{-1}(1-\beta\boldsymbol y+\boldsymbol\lambda-\boldsymbol\nu)\,.\] + +

assuming the inverse of $\mathbf Q$ exists. +Due to the structure of $\mathbf Q$, there exists a unique matrix $\mathbf Q^\frac{1}{2}$:

+ +\[Q^\frac{1}{2} = +\begin{pmatrix} +y_1\phi(\boldsymbol x_1) & \dots & y_m\phi(\boldsymbol x_m)\\ +\end{pmatrix}\] + +

such that $\mathbf Q=(\mathbf Q^\frac{1}{2})^\top\mathbf Q^\frac{1}{2}$. +Let $\boldsymbol w \triangleq \mathbf Q^{-\frac{1}{2}}(1-\beta\boldsymbol y+\boldsymbol\lambda-\boldsymbol\nu)=\mathbf Q^\frac{1}{2}\boldsymbol\alpha$. +The stationarity condition of Equation $(5)$ can be rewritten as:

+ +\[\begin{aligned} +\mathbf Q\boldsymbol\alpha &= 1-\beta\boldsymbol y+\boldsymbol\lambda-\boldsymbol\nu\\ +(\mathbf Q^\frac{1}{2})^\top\boldsymbol w &= 1-\beta\boldsymbol y+\boldsymbol\lambda-\boldsymbol\nu\\ +y_i\phi(\boldsymbol x_i)^\top\boldsymbol w+\beta y_i &\ge 1-\nu_i\quad\forall 1 \le i \le m\\ +y_i(\phi(\boldsymbol x_i)^\top\boldsymbol w+\beta) &\ge 1-\nu_i\\ +\end{aligned}\] + +

Therefore, we have the dual of the dual problem as:

+ +\[\max_{\boldsymbol w,\beta,\boldsymbol\nu}-\frac{1}{2}\boldsymbol w^\top\boldsymbol w-C\mathbf 1^\top\boldsymbol\nu\,;\quad\text{s.t. }y_i(\phi(\boldsymbol x_i)^\top\boldsymbol w+\beta) \ge 1-\nu_i,\ \nu_i \ge 0\,.\] + +

Clearly, $\beta$ is the intercept, and $\nu_i$ is the slack variable $\xi_i$ bounded to each sample in the dataset.

+ +

Show that the two apporaches are equivalent

+ +

Recall that in primal and dual formulations,

+ +\[\begin{aligned} +b &= y_j - \sum_{i=1}^m\alpha_i y_i \phi(\boldsymbol x_i)^\top\phi(\boldsymbol x_j) &\text{(primal formulation)}\\ +b &= y_j (1-(\mathbf Q\boldsymbol\alpha)_j) &\text{(dual formulation)}\\ +\end{aligned}\] + +

If we plug in the definitions of $\boldsymbol w$ and $\mathbf Q$, it follows that

+ +\[\begin{aligned} +b &= y_j - \sum_{i=1}^m \alpha_i y_i \phi(\boldsymbol x_i)^\top\phi(\boldsymbol x_j)\\ +b &= y_j (1 - y_j\sum_{i=1}^m \alpha_i y_i \phi(\boldsymbol x_i)^\top\phi(\boldsymbol x_j))\\ +\end{aligned}\] + +

But $y_j^2=1$. +Therefore, it can be easily shown that the two equations are the same.

+ +

Verify the conclusion by experiment

+ +

We will need numpy and scikit-learn to perform the experiment.

+ +

Get to know SVC class in scikit-learn here. +In summary, given a classifier clf = SVC(...).fit(X, y),

+ +
    +
  • +clf.dual_coef_ holds the product $y_i \alpha_i$ for each $\alpha_i > 0$;
    • +
  • +clf.support_vector_ holds the support vectors of shape (n_SV, n_feature) where n_SV is the number of support vectors;
    • +
  • +clf.intercept_ holds the intercept term.
    • +
+ +

In addition,

+ +
    +
  • +clf.coef_ holds the $\boldsymbol w$ in primal problem. We will use it for convenience below (linear kernel).
    • +
+ +

Codes:

+ +
import numpy as np
+from sklearn.svm import SVC
+from sklearn.datasets import load_iris
+
+
+X, y = load_iris(return_X_y=True)
+# Restrict the classification problem to two-class;
+# otherwise, the problem will become unnecessarily complex.
+i = (y == 0) | (y == 2)
+X, y = X[i], y[i]
+# Make y take values {0, 1} rather than {0, 2}.
+y //= 2
+
+clf = SVC(kernel='linear', random_state=123)
+clf.fit(X, y)
+# The y for support vectors.
+# The `*2-1` operation is used to make it pick the values {1, -1}
+# rather than {1, 0}.
+y_supp = y[clf.support_] * 2 - 1
+# The filter that removes upper bounded alpha's.
+S = np.ravel(np.abs(clf.dual_coef_)) < 1
+
+# Verify that the `clf.coef_` is indeed computed from `clf.dual_coef_`.
+# We'll use `clf.coef_` for convenience below.
+assert np.allclose(
+    np.ravel(clf.coef_),
+    np.sum(np.ravel(clf.dual_coef_) * clf.support_vectors_.T, axis=1))
+# The intercept estimations in primal formulation. Only support vectors are
+# required, since otherwise the dual coefficients will be zero and won't count
+# any.
+b_estimates_primal = y_supp[S] - np.dot(clf.support_vectors_[S], np.ravel(clf.coef_))
+### Verify that the mean of the estimations is indeed the intercept. ###
+assert np.allclose(np.mean(b_estimates_primal), clf.intercept_)
+
+# The kernel matrix.
+K = np.dot(clf.support_vectors_, clf.support_vectors_.T)
+# The Q matrix times alpha. Notice that when computing Q, only support vectors
+# are required for the same reason as above.
+Q_alpha = np.sum(np.ravel(clf.dual_coef_)[:, np.newaxis] * K, axis=0) * y_supp
+# The intercept estimations in dual formulation.
+b_estimates_dual = y_supp[S] * (1 - Q_alpha[S])
+### Verify that the mean of the estimations is indeed the intercept. ###
+assert np.allclose(clf.intercept_, np.mean(b_estimates_dual))
+
+ +

The following has been mentioned in the comment above, but I feel it necessary to redeclare them formally here: +Recall that $\boldsymbol w = \sum_{i=1}^m\alpha_i y_i \phi(\boldsymbol x_i)$, and all $m$ $\alpha$’s are involved when computing $\mathbf Q\boldsymbol\alpha$. +In fact, only those $i$ such that $\alpha_i > 0$ (corresponding to the support vectors) are necessary. +That’s why we are able to find $\boldsymbol w$ and $\mathbf Q\boldsymbol\alpha$ even if scikit-learn stores only data related to support vectors.

+ +

Caveat: +I find it quite hard to construct an example where there’s no free $\alpha$’s (i.e. those $\alpha_i$ such that $0 < \alpha_i < C$) at all. +So strictly speaking, such edge case is not verified empirically in this post.

+ +
+ +
+ +
+
+ + + diff --git a/2023/08/05/dual-of-dual-of-qp.html b/2023/08/05/dual-of-dual-of-qp.html new file mode 100644 index 000000000..1e9e39458 --- /dev/null +++ b/2023/08/05/dual-of-dual-of-qp.html @@ -0,0 +1,172 @@ + + + + + + + + +The dual of the dual of a QP is itself | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

The dual of the dual of a QP is itself

+ math/linear algebra +

+

+
+ +
+

Given a Quadratic Program (QP), we will show that the dual of the dual of the QP is itself.

+ +

Let the QP be in its standard form:

+ +\[\min_{\boldsymbol x}\frac{1}{2}\boldsymbol x^\top\mathbf Q\boldsymbol x + \boldsymbol p^\top\boldsymbol x\,; +\quad\text{s.t. }\mathbf A\boldsymbol x=\boldsymbol b,\ x_i \ge 0\,,\] + +

where $\mathbf Q \succ 0$ is positive definite. +The Lagrangian is

+ +\[L(\boldsymbol x,\boldsymbol\lambda,\boldsymbol\mu) = \frac{1}{2}\boldsymbol x^\top\mathbf Q\boldsymbol x + \boldsymbol p^\top\boldsymbol x + \boldsymbol\lambda^\top(\mathbf A\boldsymbol x-\boldsymbol b)-\boldsymbol\mu^\top\boldsymbol x\,,\tag{1}\] + +

where $\mu_i \ge 0$. +Since $\mathbf Q \succ 0$, we may find the minimum of the $(1)$ with respect to $\boldsymbol x$ by driving $\partial L/\partial\boldsymbol x$ to $\mathbf 0$:

+ +\[\mathbf Q\boldsymbol x + p + \mathbf A^\top\boldsymbol\lambda - \boldsymbol\mu = \mathbf 0\,,\] + +

and it follows that

+ +\[\boldsymbol x = \mathbf Q^{-1}(-\mathbf A^\top\boldsymbol\lambda - \boldsymbol p + \boldsymbol\mu)\,.\] + +

Therefore, the dual formulation of the QP is:

+ +\[\max_{\boldsymbol\lambda,\boldsymbol\mu}-\frac{1}{2}(\mathbf A^\top\boldsymbol\lambda+\boldsymbol p-\boldsymbol\mu)^\top\mathbf Q^{-1}(\mathbf A^\top\boldsymbol\lambda+\boldsymbol p-\boldsymbol\mu)-\boldsymbol\lambda^\top\boldsymbol b\,;\quad\text{s.t. }\mu_i \ge 0\,.\tag{2}\] + +

Now we will find the dual of the dual formulation. +First make Equation $(2)$ a minimization, and find its Lagrangian:

+ +\[\hat L(\boldsymbol\lambda,\boldsymbol\mu,\boldsymbol y) = \frac{1}{2}(\mathbf A^\top\boldsymbol\lambda+\boldsymbol p-\boldsymbol\mu)^\top\mathbf Q^{-1}(\mathbf A^\top\boldsymbol\lambda+\boldsymbol p-\boldsymbol\mu) + \boldsymbol\lambda^\top\boldsymbol b - \boldsymbol y^\top\boldsymbol\mu\,,\tag{3}\] + +

where $y_i \ge 0$. +Since $\mathbf Q^{-1} \succ 0$, we may also find its minimum with respect to $\boldsymbol\lambda$ and $\boldsymbol\mu$ by driving corresponding partial derivatives to zero:

+ +\[\begin{align} +\frac{\partial\hat L}{\partial\boldsymbol\lambda} &= \frac{1}{2}(2\mathbf A\mathbf Q^{-1}\mathbf A^\top\boldsymbol\lambda+\mathbf A\mathbf Q^{-1}\boldsymbol p-\mathbf A\mathbf Q^{-1}\boldsymbol\mu+\mathbf A\mathbf Q^{-\top}\boldsymbol p-\mathbf A\mathbf Q^{-\top}\boldsymbol\mu)+\boldsymbol b = 0\,,\tag{4.1}\\ +\frac{\partial\hat L}{\partial\boldsymbol\mu} &= \frac{1}{2}(-\mathbf Q^{-\top}\mathbf A^\top\boldsymbol\lambda-\mathbf Q^{-\top}\boldsymbol p-\mathbf Q^{-1}\mathbf A^\top\boldsymbol\lambda-\mathbf Q^{-1}\boldsymbol p+2\mathbf Q^{-1}\boldsymbol\mu) - \boldsymbol y = 0\,,\tag{4.2}\\ +\end{align}\] + +

where $\mathbf Q^{-\top} \equiv (\mathbf Q^{-1})^\top$. +Left-multiplying $(4.2)$ by $\mathbf A$ and adding it to $(4.1)$ yields

+ +\[\mathbf A\boldsymbol y=\boldsymbol b\,.\tag{5}\] + +

This holds since positive definite matrices are symmetric. +It follows from $(4.2)$ that

+ +\[-\mathbf Q\boldsymbol y = \mathbf A^\top\boldsymbol\lambda-\boldsymbol\mu+\boldsymbol p\,.\tag{6.1}\] + +

or

+ +\[\boldsymbol y = -\mathbf Q^{-1}(\mathbf A^\top\boldsymbol\lambda-\boldsymbol\mu+\boldsymbol p)\,.\tag{6.2}\] + +

Plugging $(6.1)$ and $(6.2)$ back to $(3)$ gives

+ +\[\begin{aligned} +\hat L(\boldsymbol\lambda,\boldsymbol\mu,\boldsymbol y) +&= \frac{1}{2}(\mathbf A^\top\boldsymbol\lambda+\boldsymbol p-\boldsymbol\mu)^\top\mathbf Q^{-1}\mathbf A^\top\boldsymbol\lambda+\boldsymbol p-\boldsymbol\mu - (\mathbf A^\top\boldsymbol\lambda-\boldsymbol\mu)^\top\mathbf Q^{-1}(\mathbf A^\top\boldsymbol\lambda+\boldsymbol p-\boldsymbol\mu)\\ +&= \frac{1}{2}(-\mathbf Q\boldsymbol y)^\top\mathbf Q^{-1}(-\mathbf Q\boldsymbol y)-(-\mathbf Q\boldsymbol y-\boldsymbol p)^\top\mathbf Q^{-1}(-\mathbf Q\boldsymbol y)\\ +&= -\frac{1}{2}\boldsymbol y^\top\mathbf Q\boldsymbol y-\boldsymbol p^\top\boldsymbol y\,.\\ +\end{aligned}\] + +

Together with Equation $(5)$ and $y_i \ge 0$, we have the dual of the dual formulation:

+ +\[\max_{\boldsymbol y}-\frac{1}{2}\boldsymbol y^\top\mathbf Q\boldsymbol y-\boldsymbol p^\top\boldsymbol y\,;\quad\text{s.t. }\mathbf A\boldsymbol y=\boldsymbol b,\ y_i \ge 0\,.\] + +

Clearly, this is equivalent to the original QP.

+ +
+ +
+ +
+
+ + + diff --git a/2023/09/10/make-use-of-openmp-via-cython-on-mac.html b/2023/09/10/make-use-of-openmp-via-cython-on-mac.html new file mode 100644 index 000000000..0e19ade12 --- /dev/null +++ b/2023/09/10/make-use-of-openmp-via-cython-on-mac.html @@ -0,0 +1,208 @@ + + + + + + + + +Make use of openmp via cython on macOS | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Make use of openmp via cython on macOS

+ dev/cython +

+

+
+ +
+

Abstract

+ +

This post gives a concise example on how to use OpenMP in Cython on macOS.

+ +

Prerequisite

+ +

Install OpenMP.

+ +
brew install libomp
+
+ +

Install numpy (used in the example) and Cython.

+ +
conda install numpy cython
+
+ +

My Cython version is 3.0.0.

+ +

Example

+ +

In test.pyx, we implement the log-sum-exp trick in Cython.

+ +
from cython.parallel cimport prange
+from libc.math cimport exp, log, fmax
+cimport cython
+
+
+@cython.boundscheck(False)
+@cython.wraparound(False)
+cdef double c_max(
+    int N,
+    double *a,
+) nogil:
+    cdef int i
+    cdef double b = a[0]
+    for i in range(1, N):
+        b = fmax(b, a[i])
+    return b
+
+
+@cython.boundscheck(False)
+@cython.wraparound(False)
+cdef double c_logsumexp(
+    int N,
+    double *a,
+) nogil:
+    cdef int i
+    cdef double b = c_max(N, a)
+    cdef double x = 0.0
+    for i in prange(N):
+        x += exp(a[i] - b)
+    x = b + log(x)
+    return x
+
+
+def logsumexp(double [::1] a):
+    return c_logsumexp(a.shape[0], &a[0])
+
+ +

Note how to write the setup.py:

+ +
from setuptools import Extension, setup
+from Cython.Build import cythonize
+
+
+extensions = [
+    Extension(
+        'test',
+        sources=['test.pyx'],
+        extra_compile_args=['-Xpreprocessor', '-fopenmp'],
+        extra_link_args=['-lomp'],
+    ),
+]
+
+setup(
+    ext_modules=cythonize(extensions, language_level='3'),
+    zip_safe=False,
+)
+
+ +

The -Xpreprocessor is required for the openmp pragmas to be processed.

+ +

Build

+ +
python3 setup.py build_ext --inplace
+
+ +

After the build, ls -F output on my mac:

+ +
build/  setup.py  test.c  test.cpython-39-darwin.so*  test.pyx
+
+ +

Test

+ +
python3 -m timeit -s 'from scipy.special import logsumexp; import numpy as np; a = np.random.randn(1000)' 'logsumexp(a)'
+python3 -m timeit -s 'from test import logsumexp; import numpy as np; a = np.random.randn(1000)' 'logsumexp(a)'
+
+ +

The output:

+ +
10000 loops, best of 5: 32.1 usec per loop
+50000 loops, best of 5: 6.66 usec per loop
+
+ +
+ +
+ +
+
+ + + diff --git a/2023/09/24/verify-permutation-equivalence-of-multihead-attention-in-pytorch.html b/2023/09/24/verify-permutation-equivalence-of-multihead-attention-in-pytorch.html new file mode 100644 index 000000000..eec29869b --- /dev/null +++ b/2023/09/24/verify-permutation-equivalence-of-multihead-attention-in-pytorch.html @@ -0,0 +1,146 @@ + + + + + + + + +Verify permutation equivalence of Multi-Head Attention in PyTorch | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Verify permutation equivalence of Multi-Head Attention in PyTorch

+ dev/pytorch | machine learning +

+

+
+ +
+

It’s well known that Multi-Head Attention is permutation equivalent (e.g. here). +Let’s verify it in PyTorch.

+ +
import torch
+from torch import nn
+
+batch_size = 16
+seq_length = 10
+embed_dim = 384
+n_heads = 8
+
+attn = nn.MultiheadAttention(embed_dim, n_heads, batch_first=True)
+X = torch.rand(batch_size, seq_length, embed_dim)
+o = torch.randperm(seq_length)
+z1, _ = attn(X, X, X)
+z2, _ = attn(X[:, o], X[:, o], X[:, o])
+print(torch.allclose(z1[:, o], z2))
+
+ +

Almost certainly, it will print a False. +What’s going wrong? +It turns out that PyTorch uses torch.float32 by default. +Let’s increase the precision to torch.float64:

+ +
import torch
+from torch import nn
+
+batch_size = 16
+seq_length = 10
+embed_dim = 384
+n_heads = 8
+
+attn = nn.MultiheadAttention(embed_dim, n_heads, batch_first=True).to(torch.float64)
+X = torch.rand(batch_size, seq_length, embed_dim, dtype=torch.float64)
+o = torch.randperm(seq_length)
+z1, _ = attn(X, X, X)
+z2, _ = attn(X[:, o], X[:, o], X[:, o])
+print(torch.allclose(z1[:, o], z2))
+
+ +

It should print True now.

+ +
+ +
+ +
+
+ + + diff --git a/2023/10/04/estimate-expectation-of-function-of-random-variable.html b/2023/10/04/estimate-expectation-of-function-of-random-variable.html new file mode 100644 index 000000000..1dc00ba59 --- /dev/null +++ b/2023/10/04/estimate-expectation-of-function-of-random-variable.html @@ -0,0 +1,456 @@ + + + + + + + + +Estimate the expectation of the function of a random variable | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Estimate the expectation of the function of a random variable

+ math/probability +

+

+
+ +
+

First prepare the functions we’ll use later. +The implementations can be tested by py.test.

+ +
# %load expectation_of_function.py
+from functools import partial
+
+import numpy as np
+from scipy.special import logsumexp
+from scipy import stats
+
+
+def softmax(x):
+    b = np.max(x, axis=-1, keepdims=True)
+    z = np.exp(x - b)
+    return z / np.sum(z, axis=-1, keepdims=True)
+
+
+def softmax_jac(x):
+    s = softmax(x)
+    I = np.eye(x.shape[0])
+    return s[:, np.newaxis] * (I - s[np.newaxis, :])
+
+
+def test_softmax_jac():
+    n, d = 100, 100
+    X = np.random.randn(n, d)
+    I = np.eye(d)
+    for j in range(n):
+        s = softmax(X[j])
+        expected = np.empty((d, d))
+        for k in range(d):
+            expected[k] = s[k] * (I[k] - s)
+        assert np.allclose(softmax_jac(X[j]), expected)
+
+
+def softmax_hess(x):
+    s = softmax(x)
+    a1 = np.outer(s, s) - np.diag(s)
+    a2 = np.eye(x.shape[0]) - s[np.newaxis, :]
+    a3 = np.matmul(a2[:, :, np.newaxis], a2[:, np.newaxis, :])
+    a4 = a1[np.newaxis, :, :] + a3
+    return s[:, np.newaxis, np.newaxis] * a4
+
+
+def test_softmax_hess():
+    n, d = 100, 100
+    X = np.random.randn(n, d)
+    I = np.eye(d)
+    for j in range(n):
+        s = softmax(X[j])
+        expected = np.empty((d, d, d))
+        for k in range(d):
+            expected[k] = s[k] * (
+                np.outer(s, s) - np.diag(s) + np.outer(I[k] - s, I[k] - s))
+        assert np.allclose(softmax_hess(X[j]), expected)
+
+
+def logsoftmax(x):
+    return x - logsumexp(x, axis=-1, keepdims=True)
+
+
+def logsoftmax_jac(x):
+    s = softmax(x)
+    I = np.eye(x.shape[0])
+    return I - s[np.newaxis, :]
+
+
+def logsoftmax_hess(x):
+    s = softmax(x)
+    return (np.outer(s, s) - np.diag(s))[np.newaxis]
+
+
+# Deprecated
+def expectation_logsoftmax_approx_at_mu(mu, Sigma):
+    s = softmax(mu)
+    ls = logsoftmax(mu)
+    return ls + np.trace(np.matmul(np.outer(s, s) - np.diag(s), Sigma)) / 2
+
+
+def sigmoid(x):
+    z = np.where(x >= 0, np.exp(-x), np.exp(x))
+    return np.where(x >= 0, 1 / (1 + z), z / (1 + z))
+
+
+def test_sigmoid():
+    n = 1000
+    x = np.random.randn(n)
+    expected = [sigmoid(x[j]) for j in range(n)]
+    assert np.allclose(sigmoid(x), expected)
+
+
+def sigmoid_jac(x):
+    z = sigmoid(x)
+    return z * (1 - z)
+
+
+def sigmoid_hess(x):
+    z = sigmoid(x)
+    return z * (1 - z) * (1 - 2 * z)
+
+
+def logsigmoid(x):
+    return -np.logaddexp(0, -x)
+
+
+def logsigmoid_jac(x):
+    return 1 - sigmoid(x)
+
+
+def logsigmoid_hess(x):
+    z = sigmoid(x)
+    return z * (z - 1)
+
+
+# pylint: disable=too-many-arguments
+def expectation_approx(mu, Sigma, a, fun, jac, hess):
+    f = fun(a)
+    J = jac(a)
+    H = hess(a)
+    d = mu - a
+    if f.ndim == 1:
+        a1 = f
+        a2 = np.dot(J, d)
+        a3 = np.ravel(
+            np.matmul(
+                np.matmul(d[np.newaxis, np.newaxis, :], H), d[np.newaxis, :,
+                                                              np.newaxis]))
+        a4 = np.trace(np.matmul(H, Sigma[np.newaxis]), axis1=1, axis2=2)
+        return a1 + a2 + (a3 + a4) / 2
+    a1 = f
+    a2 = np.dot(J, d)
+    a3 = np.dot(np.dot(d, H), d)
+    a4 = np.dot(H, Sigma)
+    if a4.ndim > 0:
+        a4 = np.trace(a4)
+    return a1 + a2 + (a3 + a4) / 2
+
+
+def test_expectation_approx():
+    n, d = 100, 100
+    mu = np.random.randn(n, d)
+    Sigma = np.random.randn(n, d, d)
+    Sigma = np.matmul(Sigma, np.transpose(Sigma, (0, 2, 1)))
+    for j in range(n):
+        actual = expectation_approx(mu[j], Sigma[j], mu[j], logsoftmax,
+                                    logsoftmax_jac, logsoftmax_hess)
+        expected = expectation_logsoftmax_approx_at_mu(mu[j], Sigma[j])
+        assert np.allclose(actual, expected)
+
+
+def expectation_MC(fun, rvs, n):
+    X = rvs(size=n)
+    return np.mean(fun(X), axis=0)
+
+
+def multivariate_normal_rvs(mean, cov):
+    return partial(stats.multivariate_normal.rvs, mean=mean, cov=cov)
+
+
+def gamma_rvs(a, b):
+    return partial(stats.gamma.rvs, a=a, scale=1 / b)
+
+
+def gamma_mean(a, b):
+    return a / b
+
+
+def gamma_mode(a, b):
+    return (a - 1) / b
+
+
+def gamma_cov(a, b):
+    return a / b**2
+
+
+def dirichlet_rvs(alpha):
+    return partial(stats.dirichlet.rvs, alpha=alpha)
+
+
+def dirichlet_mean(alpha):
+    alpha0 = np.sum(alpha)
+    return alpha / alpha0
+
+
+def dirichlet_mode(alpha):
+    K = alpha.shape[0]
+    alpha0 = np.sum(alpha)
+    return (alpha - 1) / (alpha0 - K)
+
+
+def dirichlet_cov(alpha):
+    K = alpha.shape[0]
+    alpha0 = np.sum(alpha)
+    return (np.eye(K) * alpha * alpha0 - np.outer(alpha, alpha)) / (
+        alpha0**2 * (alpha0 + 1))
+
+ +
from matplotlib import pyplot as plt
+
+ +

We’d like to estimate $\mathbb E_{\boldsymbol x \sim p_X(\boldsymbol x)}[f(\boldsymbol x)]$. +The idea is to approximate the expectation by the 2nd-order Taylor expansion.

+ +

Assume that the Tayler series is expanded at $\boldsymbol x = \boldsymbol a$:

+ +\[\begin{aligned} + f(\boldsymbol x) &= f(\boldsymbol a) + \nabla f(\boldsymbol a)^\top(\boldsymbol x-\boldsymbol a) + \frac{1}{2}(\boldsymbol x-\boldsymbol a)^\top\mathbf H f(\boldsymbol a)(\boldsymbol x-\boldsymbol a)+R_2(\boldsymbol x)\\ + \mathbb E[f(\boldsymbol x)] &\approx f(\boldsymbol a) + \nabla f(\boldsymbol a)^\top (\boldsymbol\mu-\boldsymbol a) + \frac{1}{2}\big((\boldsymbol\mu-\boldsymbol a)^\top \mathbf H f(\boldsymbol a) (\boldsymbol\mu-\boldsymbol a) + \operatorname{tr}(\mathbf H f(\boldsymbol a) \boldsymbol\Sigma)\big)\,,\\ +\end{aligned}\] + +

with error bound (see definition here; and Little-o notation here):

+ +\[\begin{aligned} + R_2(\boldsymbol x) &\in o(\|\boldsymbol x-\boldsymbol a\|^2)\\ + \mathbb E[R_2(\boldsymbol x)] &\in o(\|\boldsymbol\mu-\boldsymbol a\|^2 + \operatorname{tr}(\boldsymbol\Sigma))\,.\\ +\end{aligned}\] + +

It seems that if the Tayler series is not expanded at the mean, the error bound will increase.

+ +

Give it a try on $\mathbb E_{x \sim \text{Exp}(\lambda)}[\log\operatorname{sigmoid}(x)]$, where $\text{Exp}(\lambda)$ is the exponential distribution, or Gamma distribution with parameter $a=1$. +The Monte Carlo result is taken as the groundtruth:

+ +
a, b = 1, 1
+expected = expectation_MC(logsigmoid, gamma_rvs(a, b), 100000)
+approx_at_mu = expectation_approx(gamma_mean(a, b), gamma_cov(a, b), gamma_mean(a, b),
+                                  logsigmoid, logsigmoid_jac, logsigmoid_hess)
+approx_at_mode = expectation_approx(gamma_mean(a, b), gamma_cov(a, b), gamma_mode(a, b),
+                                    logsigmoid, logsigmoid_jac, logsigmoid_hess)
+np.abs(approx_at_mu - expected), np.abs(approx_at_mode - expected)
+
+ +
(0.025421238663924095, 0.05700076508490559)
+
+ +

Okay, so we’d better expand the Taylor series at mean.

+ +

So now the expectation approximation reduces to

+ +\[\mathbb E[f(\boldsymbol x)] \approx f(\boldsymbol\mu) + \frac{1}{2}\operatorname{tr}(\mathbf H f(\boldsymbol\mu) \boldsymbol\Sigma)\,,\] + +

by plugging in $\boldsymbol a=\boldsymbol\mu$, and with error bound

+ +\[R_2(\boldsymbol x) \in o(\operatorname{tr}(\boldsymbol\Sigma))\,.\] + +

We may now verify that the error is indeed positively related to the trace of the covariance. +Take the approximation of $\mathbb E_{\boldsymbol x \sim \mathcal N(\boldsymbol\mu,\boldsymbol\Sigma)}[\log\operatorname{softmax}(\boldsymbol x)]$ as an example, and again regards the Monte Carlo result as the groundtruth:

+ +
d = 50
+mu = np.random.randn(d)
+Sigma = np.random.randn(d, d)
+# make the covariance positive semi-definite
+Sigma = np.dot(Sigma.T, Sigma)
+
+expected = expectation_MC(logsoftmax, multivariate_normal_rvs(mu, Sigma), 100000)
+approx = expectation_approx(mu, Sigma, mu, logsoftmax, logsoftmax_jac, logsoftmax_hess)
+np.trace(Sigma), np.mean(np.abs(approx - expected))
+
+ +
(2534.8991641540433, 11.581681866513225)
+
+ +
Sigma /= 1000
+
+expected = expectation_MC(logsoftmax, multivariate_normal_rvs(mu, Sigma), 100000)
+approx = expectation_approx(mu, Sigma, mu, logsoftmax, logsoftmax_jac, logsoftmax_hess)
+np.trace(Sigma), np.mean(np.abs(approx - expected))
+
+ +
(2.5348991641540435, 0.0006679801955036791)
+
+ +

The mean error drops by 25000 times as the trace decreases by 1000 times.

+ +

Now take $\mathbb E_{\boldsymbol x \sim \text{Dirichlet}(\boldsymbol\alpha)}[\log\operatorname{softmax}(\boldsymbol x)]$ as another example:

+ +
d = 5
+alpha = 6 / d * np.ones(d)
+mu = dirichlet_mean(alpha)
+Sigma = dirichlet_cov(alpha)
+
+expected = expectation_MC(logsoftmax, dirichlet_rvs(alpha), 100000)
+approx = expectation_approx(mu, Sigma, mu, logsoftmax, logsoftmax_jac, logsoftmax_hess)
+np.trace(Sigma), np.mean(np.abs(approx - expected))
+
+ +
(0.11428571428571428, 0.0005659672760450097)
+
+ +
d = 5
+alpha = 60 / d * np.ones(d)
+mu = dirichlet_mean(alpha)
+Sigma = dirichlet_cov(alpha)
+
+expected = expectation_MC(logsoftmax, dirichlet_rvs(alpha), 100000)
+approx = expectation_approx(mu, Sigma, mu, logsoftmax, logsoftmax_jac, logsoftmax_hess)
+np.trace(Sigma), np.mean(np.abs(approx - expected))
+
+ +
(0.013114754098360656, 0.0001473556430732881)
+
+ +

The mean error drops three times as the trace decreases by ten times.

+ +

Hence, the error is certainly positively related to the trace of the covariance.

+ +

To conclude the notebook, assuming that the underlying distribution is multivariate Gaussian, let’s see if the approximation conforms to intuition when $f$ is sigmoid or softmax – to see if the expectation fails within the range of sigmoid or softmax.

+ +
mu = np.array(1.7)
+Sigma = np.logspace(-7, 2, 10)
+approxes = np.array([expectation_approx(mu, Sigma[j], mu, sigmoid, sigmoid_jac, sigmoid_hess)
+                     for j in range(Sigma.shape[0])])
+expected = np.array([expectation_MC(sigmoid, multivariate_normal_rvs(mu, Sigma[j]), 100000)
+                     for j in range(Sigma.shape[0])])
+fig, ax = plt.subplots()
+ax.plot(Sigma, approxes, marker='o', label='approximation')
+ax.plot(Sigma, expected, linestyle='--', color='red', label='groundtruth')
+ax.set_xlabel(r'$\operatorname{tr}(\Sigma)$')
+ax.set_xscale('log')
+ax.legend()
+ax.grid()
+
+ +

output_11_0

+ +

For sigmoid, after the trace of the covariance exceeds 1.0, the approximation starts to deviate from the groundtruth.

+ +
d = 384
+mu = np.random.randn(d)
+Sigma = np.random.randn(d, d)
+Sigma = np.dot(Sigma.T, Sigma)
+a = np.logspace(0, 7, 8)[::-1]
+approxes = np.stack([expectation_approx(mu, Sigma / a[j], mu, softmax, softmax_jac, softmax_hess)
+                     for j in range(a.shape[0])])
+expected = np.stack([expectation_MC(softmax, multivariate_normal_rvs(mu, Sigma / a[j]), 100000)
+                     for j in range(a.shape[0])])
+traces = np.trace(Sigma[np.newaxis] / a[:, np.newaxis, np.newaxis], axis1=1, axis2=2)
+fig, ax = plt.subplots()
+ax.plot(traces, np.mean(approxes, axis=1), color='blue', alpha=0.8, marker='o', label='approximation')
+ax.fill_between(traces, np.max(approxes, axis=1), np.min(approxes, axis=1), color='blue', alpha=0.2)
+ax.plot(traces, np.mean(expected, axis=1), color='red', alpha=0.8, linestyle='--', label='groundtruth')
+ax.fill_between(traces, np.max(expected, axis=1), np.min(expected, axis=1), color='red', alpha=0.2)
+ax.set_xlabel(r'$\operatorname{tr}(\Sigma)$')
+ax.set_xscale('log')
+ax.legend()
+ax.grid()
+
+ +

output_13_0

+ +

For softmax, after the trace of the covariance exceeds 1000, the range of the expectation starts to be counterintuitive.

+ +
+ +
+ +
+
+ + + diff --git a/2023/10/06/dimensionality-reduction-by-svd.html b/2023/10/06/dimensionality-reduction-by-svd.html new file mode 100644 index 000000000..cfdeef114 --- /dev/null +++ b/2023/10/06/dimensionality-reduction-by-svd.html @@ -0,0 +1,152 @@ + + + + + + + + +Dimensionality reduction by SVD | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Dimensionality reduction by SVD

+ math/linear algebra +

+

+
+ +
+

Let $\mathbf X \in \mathbb R^{m \times d}$ be data matrix where the $t$-th row is the $t$-th item in the dataset. +One may achieve dimensionality reduction from $\mathbf X$ to $\tilde{\mathbf X}$, by computing the SVD: $\mathbf X = \mathbf U \mathbf S \mathbf V^\top$, and let $\tilde{\mathbf X} = \mathbf U_k\mathbf S_k$, where $\mathbf U_k$ is the first $k$ columns of $\mathbf U$ and $\mathbf S_k$ is a diagonal matrix of the first $k$ diagonal elements of $\mathbf S$. +The idea behind this process can be viewed as either the classic MDS or PCA.

+ +

In classic MDS, one wants to maintain as much as possible the inner product matrix $\mathbf X\mathbf X^\top = \sum_{j=1}^r \sigma_j^2 \boldsymbol u_j \boldsymbol u_j^\top$ where $\sigma_j$’s have been sorted in descending order. +Clearly, one may perform low-rank approximation of $\mathbf X$ by $\tilde{\mathbf X} = \mathbf U_k \mathbf S_k$ such that $\mathbf X \mathbf X^\top \approx \tilde{\mathbf X}\tilde{\mathbf X}^\top$.

+ +

In PCA, one aims to find the orthonormal transformation matrix $\mathbf V_k$, which is the first $k$ columns of the eigenvectors of the covariance matrix $\mathbf X^\top \mathbf X$ (up to a constant) where the eigenvalues have been sorted in descending order, and then reaches the low-dimensional representation $\mathbf X \mathbf V_k$, which is identical to $\mathbf U_k \mathbf S_k$.

+ +

One point to note is that, if the data matrix is arranged as $\mathbf X’ \in \mathbb R^{d \times m}$, where each column is a vector in the dataset, and let $\mathbf X’ = \mathbf U \mathbf S \mathbf V^\top$ instead, then the low-dimensional representation will be $\mathbf S_k \mathbf V_k^\top$. +Let’s derive this with PCA: +The covariance matrix is now $\mathbf X’ \mathbf X^{\prime\top}$ and so the transformed data matrix is $\mathbf U^\top \mathbf X’$. +By SVD, clearly it equals $\mathbf S_k V_k^\top$.

+ +

As a matter of fact, if we denote $\mathbf X=\mathbf U_1 \mathbf S_1 \mathbf V_1^\top$ and $\mathbf X^\top = \mathbf V_2 \mathbf S_2 \mathbf U_2^\top$, then it should turn out that $(\mathbf U_1 \mathbf S_1)^\top = \mathbf S_2 \mathbf U_2^\top$. +Let’s write Python3 code to verify this:

+ +
import numpy as np
+
+X = np.random.randn(1000, 100)
+
+U1, S1, VT1 = np.linalg.svd(X, full_matrices=False)
+V2, S2, UT2 = np.linalg.svd(X.T, full_matrices=False)
+assert np.allclose((U1 @ np.diag(S1)).T, np.diag(S2) @ UT2)
+
+ +

It could occurs that the assertion fails. +The reason is that given diagonal matrix $\mathbf Q$ where its diagonal elements be either $1$ or $-1$, and given SVD $\mathbf X = \mathbf U \mathbf S \mathbf V^\top$, the following holds for any such $\mathbf Q$: $\mathbf X = \mathbf U \mathbf Q \mathbf S \mathbf Q^\top \mathbf V^\top$. +We need to take into account this case. +Rewriting the code as:

+ +
import numpy as np
+
+X = np.random.randn(1000, 100)
+
+U1, S1, VT1 = np.linalg.svd(X, full_matrices=False)
+V2, S2, UT2 = np.linalg.svd(X.T, full_matrices=False)
+# assert np.allclose((U1 @ np.diag(S1)).T, np.diag(S2) @ UT2)
+
+q = np.mean(U1 / UT2.T, axis=0)
+assert np.allclose(q, U1 / UT2.T)
+Q = np.diag(q)
+assert np.allclose((U1 @ np.diag(S1)).T, np.diag(S2) @ Q @ UT2)
+
+ +

We should now pass the assertion.

+ +
+ +
+ +
+
+ + + diff --git a/2023/11/03/map-estimation-cov-gmm.html b/2023/11/03/map-estimation-cov-gmm.html new file mode 100644 index 000000000..06fd98c29 --- /dev/null +++ b/2023/11/03/map-estimation-cov-gmm.html @@ -0,0 +1,169 @@ + + + + + + + + +Maximum a posteriori estimation of the covariance in Gaussian Mixture models | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Maximum a posteriori estimation of the covariance in Gaussian Mixture models

+ math/probability +

+

+
+ +
+
+plate diagram of a GMM +

plate diagram of a Gaussian Mixture model

+
+ +

The goal is to maximize $\log P(\boldsymbol\Sigma \mid \mathbf x, \boldsymbol\mu,\boldsymbol\alpha)$. +$T$ is the number of samples. +$K$ is the number of Gaussian components. +The dataset is $\mathbf X \triangleq \{\boldsymbol x_t\}_{t=1}^T$.

+ +

By expectation-maximization paradigm:

+ +\[\begin{aligned} + \log P(\boldsymbol\Sigma \mid \mathbf X, \boldsymbol\mu,\boldsymbol\alpha) + &= \log P(\mathbf X \mid \boldsymbol\Sigma,\boldsymbol\mu,\boldsymbol\alpha) + \log P(\boldsymbol\Sigma) + \text{constant}\\ + &= \sum_{t=1}^T \log P(\boldsymbol x_t \mid \boldsymbol\Sigma,\boldsymbol\mu,\boldsymbol\alpha) + \log P(\boldsymbol\Sigma) + \text{constant}\\ + &= \sum_{t=1}^T \log \sum_{k=1}^K P(\boldsymbol x_t,Z_t=k \mid \boldsymbol\Sigma,\boldsymbol\mu,\boldsymbol\alpha) + \log \sum_{k=1}^K P(\boldsymbol\Sigma_k) + \text{constant}\\ + &\ge \sum_{t=1}^T \sum_{k=1}^K P(Z_t=k \mid \mathbf X) \log \left[ \frac{P(\boldsymbol x_t, Z_t=k \mid \boldsymbol\Sigma,\boldsymbol\mu,\boldsymbol\alpha)}{P(Z_t=k \mid \mathbf X)} \right] + \sum_{k=1}^K \log P(\boldsymbol\Sigma_k)\,.\\ +\end{aligned}\] + +

It’s straightforward to compute $P(Z_t=k \mid \mathbf X)$ using Bayes law at E-step. +Denote it as $r_{tk}$. +The part we need to maximize at M-step is:

+ +\[Q(\boldsymbol\Sigma,\boldsymbol\mu,\boldsymbol\alpha) += \sum_{t=1}^T \sum_{k=1}^K r_{tk} [\log P(Z_t=k \mid \boldsymbol\alpha) + \log \mathcal N(\boldsymbol x_t \mid \boldsymbol\Sigma_k,\boldsymbol\mu_k)] + \sum_{k=1}^K \log P(\boldsymbol\Sigma_k)\,.\] + +

Note that

+ +\[\log\mathcal N(\boldsymbol x_t \mid \boldsymbol\Sigma_k,\boldsymbol\mu_k) += \frac{1}{2}\log\det \boldsymbol\Sigma_k^{-1} - \frac{1}{2}(\boldsymbol x_t-\boldsymbol\mu_k)^\top \boldsymbol\Sigma_k^{-1} (\boldsymbol x_t-\boldsymbol\mu_k) + \text{constant}\,,\] + +

that we’ll not focus on the MLE of $\boldsymbol\alpha$ (by Lagrangian multiplier) and $\boldsymbol\mu$, and that the optimization for different $k$’s are independent, we may further simplify the equation to

+ +\[Q(\boldsymbol\Sigma_k) = \sum_{t=1}^T r_{tk} \left[ \frac{1}{2}\log\det \boldsymbol\Sigma_k^{-1} - \frac{1}{2}(\boldsymbol x_t-\boldsymbol\mu_k)^\top \boldsymbol\Sigma_k^{-1}(\boldsymbol x_t-\boldsymbol\mu_k) \right] + P(\boldsymbol\Sigma_k)\,.\] + +

Using properties of the trace operator,

+ +\[Q(\boldsymbol\Sigma_k) = \frac{1}{2}\sum_{t=1}^T r_{tk} [\log\det \boldsymbol\Sigma_k^{-1} - \operatorname{tr}(\mathbf S_{tk} \boldsymbol\Sigma_k^{-1})] + P(\boldsymbol\Sigma_k)\,,\] + +

where $S_{tk} \triangleq (\boldsymbol x_t-\boldsymbol\mu_k)(\boldsymbol x_t-\boldsymbol\mu_k)^\top$. +For the conjugate prior $P(\boldsymbol\Sigma_k)$, we choose the inverse Wishart distribution:

+ +\[\operatorname{IW}(\boldsymbol\Sigma_k \mid \mathbf S_0^{-1},\nu_0) \propto (\det \boldsymbol\Sigma_k)^{-N_0/2}\exp\left(-\frac{1}{2}\operatorname{tr}(\mathbf S_0 \boldsymbol\Sigma_k^{-1})\right)\,,\] + +

where $N_0 \triangleq \nu_0 + D + 1$, and $D$ be the dimension of $\boldsymbol x_t$. +Thus,

+ +\[Q(\boldsymbol\Sigma_k) = \frac{1}{2}\sum_{t=1}^T r_{tk} [\log\det \boldsymbol\Sigma_k^{-1} - \operatorname{tr}(\mathbf S_{tk} \boldsymbol\Sigma_k^{-1})] + \frac{1}{2}[N_0 \log\det \boldsymbol\Sigma_k^{-1} - \operatorname{tr}(\mathbf S_0 \boldsymbol\Sigma_k^{-1})]\,.\] + +

Computing the partial derivative of $Q$ with respect to $\Sigma_k^{-1}$ and equating the partial derivative to zero, we have:

+ +\[\begin{aligned} + 0 &= \frac{\partial Q}{\partial \boldsymbol\Sigma_k^{-1}}\\ + &= \frac{1}{2}\sum_{t=1}^T r_{tk} (\boldsymbol\Sigma_k^\top - \mathbf S_{tk}^\top) + \frac{1}{2} (N_0 \boldsymbol\Sigma_k^\top - \mathbf S_0^\top)\\ + &= \frac{1}{2} \sum_{t=1}^T r_{tk} (\boldsymbol\Sigma_k-\mathbf S_{tk}) + \frac{1}{2}(N_0 \boldsymbol\Sigma_k-\mathbf S_0)\\ + \boldsymbol\Sigma_k &= \frac{\mathbf S_0 + \sum_{t=1}^T r_{tk} \mathbf S_{tk}}{N_0 + \sum_{t=1}^T r_{tk}}\,.\\ +\end{aligned}\] + +

Further reading:

+ +

Section 4.6.2 and 11.4.2.8 of: +Kevin P Murphy. Machine learning: a probabilistic perspective. MIT press, 2012.

+ +
+ +
+ +
+
+ + + diff --git a/2023/11/28/toss-coin.html b/2023/11/28/toss-coin.html new file mode 100644 index 000000000..ad52139db --- /dev/null +++ b/2023/11/28/toss-coin.html @@ -0,0 +1,274 @@ + + + + + + + + +Estimate the head probability of a coin | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Estimate the head probability of a coin

+ math/probability +

+

+
+ +
+

The problem

+ +

Toss a coin $T$ times. +Let $X=\{x_1,\dots,x_T\} \in \{+,-\}^T$ be the result. +Let $N_+ = \sum_{t=1}^T\mathbb I(x_t=+)$, $N_- = \sum_{t=1}^T\mathbb I(x_t=-)$. +Let $P(x=+ \mid \theta)$ be the probability that the coin shows head in a toss. +How to estimate $\theta$ from $X$?

+ +

MLE

+ +\[\arg\max \log P(X \mid \theta) = \arg\max \big(N_+\log\theta + N_-\log(1-\theta)\big)\,.\] + +

Taking derivative w.r.t. $\theta$ and letting it equal to zero yields

+ +\[\theta = \frac{N_+}{N_+ + N_-}\,.\] + +

As can be easily observed, it overfit when there’s not enough data(, e.g. when $N_+=6$, $N_-=0$).

+ +

MAP

+ +

Apply a beta prior $P(\theta \mid a, b) = \mathrm{Beta}(\theta \mid a, b)$. +Set $a = b = 2$ so that it’s proper.

+ +\[\arg\max \log P(\theta \mid X, a, b) = \arg\max \big(\log P(\theta \mid a, b) + \log P(X \mid \theta)\big)\,.\] + +

Similarly, this yields

+ +\[\theta = \frac{N_+ + a - 1}{N_+ + N_- + a + b - 2} = \frac{N_+ + 1}{N_+ + N_- + 2}\,.\] + +

This is also called Laplace smoothing.

+ +

Full Bayesian

+ +

Apply a prior $P(\theta \mid a, b) = \mathrm{Beta}(\theta \mid a, b)$, and find the posterior:

+ +\[P(\theta \mid X, a, b) = \frac{P(\theta \mid a, b) P(X \mid \theta)}{\int_0^1 P(\theta \mid a, b) P(X \mid \theta) \mathrm d \theta}\,.\] + +

To address the integral, notice that

+ +\[\int_0^1 x^\alpha (1-x)^\beta \mathrm dx = B(\alpha+1,\beta+1) = \frac{\Gamma(\alpha+1)\Gamma(\beta+1)}{\Gamma(\alpha+\beta+2)}\,,\] + +

where $B(\cdot,\cdot)$ is the beta function, and $\Gamma(\cdot)$ is the gamma function. +Therefore,

+ +\[P(\theta \mid X, a, b) = \mathrm{Beta}(\theta \mid N_+ + a, N_- + b)\,.\] + +

Now it’s straightforward to estimate the uncertainty in $\theta$ given $a$ and $b$.

+ +

Empirical Bayes

+ +

Here we abuse the term “empirical Bayes” since it original refers to a graphic model like this:

+ +

empirical bayes

+ +

Whereas the model we are using is like this:

+ +

coin model

+ +

Since the derivation is similar (use of EM), we’ll continue with that notation.

+ +

Again, apply a beta prior $P(\theta \mid a, b)$, but now we regard $(a,b)$ as unknown parameters. +By EM, the auxiliary function $Q$ is,

+ +\[\log P(X \mid a, b) \ge Q(P, \tilde P) = \int_0^1 P(\theta \mid X, a^{(t-1)}, b^{(t-1)}) \log \tilde P(X, \theta \mid a, b) \mathrm d \theta\,,\] + +

where at E-step, we have already computed $P(\theta \mid X, a^{(t-1)}, b^{(t-1)})$. +Factorizing the logarithm,

+ +\[\log \tilde P(X,\theta \mid a,b) = \log \tilde P(\theta \mid a,b) + \log \tilde P(X \mid \theta)\,,\] + +

we notece that the second term on the r.h.s. does not rely on $a,b$. +Therefore, we need only to optimize over the first term. +So now the auxiliary function reduces to

+ +\[\begin{aligned} +Q(P, \tilde P) +&= \int_0^1 P(\theta \mid X, a^{(t-1)},b^{(t-1)}) \log \tilde P(\theta \mid a, b)\\ +&= \int_0^1 \mathrm{Beta}(\theta \mid N_+ + a^{(t-1)}, N_- + b^{(t-1)}) \log \mathrm{Beta}(\theta \mid a, b)\,.\\ +\end{aligned}\] + +

Taking partial derivative w.r.t. $a$ on both sides:

+ +\[\begin{aligned} +\frac{\partial Q}{\partial a} +&= \frac{\partial}{\partial a} \int_0^1 \mathrm{Beta}(\theta \mid N_++a^{(t-1)},N_-+b^{(t-1)}) \log \mathrm{Beta}(\theta \mid a,b)\\ +&= \frac{\partial}{\partial a}\int_0^1 \mathrm{Beta}(\theta \mid N_++a^{(t-1)},N_-+b^{(t-1)}) [(a-1)\log\theta + (b-1)\log(1-\theta) - \log B(a,b)] \mathrm d \theta\\ +&= \int_0^1 \mathrm{Beta}(\theta \mid N_++a^{(t-1)},N_-+b^{(t-1)}) \frac{\partial}{\partial a} [(a-1)\log\theta + (b-1)\log(1-\theta) - \log B(a,b)] \mathrm d \theta\\ +&= \int_0^1 \mathrm{Beta}(\theta \mid N_++a^{(t-1)},N_-+b^{(t-1)}) \left[\log\theta - \frac{\partial}{\partial a}\log B(a,b)\right] \mathrm d\theta\\ +&= \int_0^1 \mathrm{Beta}(\theta \mid N_++a^{(t-1)},N_-+b^{(t-1)}) \log\theta \,\mathrm d\theta - \frac{\partial}{\partial a}\log B(a,b)\int_0^1 \mathrm{Beta}(\theta \mid N_++a^{(t-1)},N_-+b^{(t-1)}) \,\mathrm d\theta\\ +&= \frac{1}{B(N_++a^{(t-1)},N_-+b^{(t-1)})} \int_0^1 \theta^{N_++a^{(t-1)}-1} (1-\theta)^{N_-+b^{(t-1)}-1} \log\theta \,\mathrm d\theta - \frac{\partial}{\partial a} \log B(a,b)\,.\\ +\end{aligned}\] + +

Notice that

+ +\[\int_0^1 x^{\alpha-1} (1-x)^{\beta-1} \log x \,\mathrm d x = B(\alpha,\beta)(\psi(\alpha)-\psi(\alpha+\beta))\,,\] + +

where $\psi(x) \triangleq \frac{\partial}{\partial x}\log\Gamma(x)$. +We may using the same notation $\psi$ to expand the log-derivative of beta function. +Thus,

+ +\[\frac{\partial Q}{\partial a} = \psi(N_++a^{(t-1)})-\psi(N_++a^{(t-1)}+N_-+b^{(t-1)}) - (\psi(a) - \psi(a+b))\,.\] + +

Similarly,

+ +\[\frac{\partial Q}{\partial b} = \psi(N_-+b^{(t-1)}) - \psi(N_++a^{(t-1)}+N_-+b^{(t-1)}) - (\psi(b)-\psi(a+b))\,.\] + +

Setting initial value $a^{(0)}=b^{(0)}=1$, we may find optimal solution for $a$ and $b$.

+ +

BUT REALLY, here we may compute directly $\log P(X \mid a, b)$ due to the conjugate beta prior!

+ +

It turns out that

+ +\[L(a,b) \triangleq \log P(X \mid a, b) = \log\frac{B(N_++a,N_-+b)}{B(a,b)}\,.\] + +

Hence,

+ +\[\begin{cases} +\frac{\partial L}{\partial a} = \psi(N_++a) + \psi(a+b) - \psi(a) - \psi(N_++N_-+a+b)\\ +\frac{\partial L}{\partial b} = \psi(N_-+b) + \psi(a+b) - \psi(b) - \psi(N_++N_-+a+b)\\ +\end{cases}\] + +

Coding time:

+ +
import numpy as np
+from scipy.special import digamma, betaln
+from scipy.optimize import minimize
+
+# the log-likelihood
+def fun(x, p, n):
+    a, b = x
+    # the minus sign is because we are doing gradient descent (not ascent)
+    return -(betaln(p + a, n + b) - betaln(a, b))
+
+def jac(x, p, n):
+    a, b = x
+    # the minus sign is because we are doing gradient descent (not ascent)
+    ja = -(digamma(p + a) + digamma(a + b) - digamma(a)
+           - digamma(p + n + a + b))
+    jb = -(digamma(n + b) + digamma(a + b) - digamma(b)
+           - digamma(p + n + a + b))
+    return np.array([ja, jb])
+
+# Suppose N+ = 6 and N- = 0:
+print(minimize(fun, np.ones(2), args=(6, 0), method='L-BFGS-B', jac=jac,
+               bounds=[(1e-10, None), (1e-10, None)]))
+
+ +

The optimization result is:

+ +
message: CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
+  success: True
+   status: 0
+      fun: 1.6934720292738348e-10
+        x: [ 1.817e+00  1.000e-10]
+      nit: 2
+      jac: [-5.917e-11  1.693e+00]
+     nfev: 3
+     njev: 3
+ hess_inv: <2x2 LbfgsInvHessProduct with dtype=float64>
+
+ +

From the result, the mean of the prior distribution goes to 1.0 (from left), the mode does not exists, and the density at 1.0 goes to infinity. +Such prior will drive $\theta$ to 1. +We observe that the model has severly overfit, exactly the same case if we were using simple MLE.

+ +

Conclusion

+ +

In conclusion, data-driven approach to set hyperparameters (e.g. empirical Bayes) (, at least in this example,) works only when there are enough well-sampled data.

+ +
+ +
+ +
+
+ + + diff --git a/2024/01/05/type-assertion-numba-trick.html b/2024/01/05/type-assertion-numba-trick.html new file mode 100644 index 000000000..2c8659093 --- /dev/null +++ b/2024/01/05/type-assertion-numba-trick.html @@ -0,0 +1,122 @@ + + + + + + + + +Assert variable types in numba | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Assert variable types in numba

+ dev/python +

+

+
+ +
+

To assert that a variable is of any specific type, e.g., float32[:], one may apply this trick that makes use of numba signature:

+ +
import numba as nb
+
+
+# Define an auxiliary function that admits only the type you
+# want to assert, e.g. float32[:]
+assert_f32_1d = nb.njit(nb.none(nb.float32[:]))(lambda x: None)
+
+def function_to_debug_type(x, y, z):
+    ...
+    some_variable = ...
+    ...
+    # If `some_variable` is not of type float32[:], numba will
+    # point it out.
+    assert_f32_1d(some_variable)
+
+ +
+ +
+ +
+
+ + + diff --git a/2024/01/26/attempt-fully-differentiable-nnomp-alternative.html b/2024/01/26/attempt-fully-differentiable-nnomp-alternative.html new file mode 100644 index 000000000..78bfb92d8 --- /dev/null +++ b/2024/01/26/attempt-fully-differentiable-nnomp-alternative.html @@ -0,0 +1,174 @@ + + + + + + + + +An attempt to build fully differentiable alternative of (non-negative) matching pursuit algorithm for solving L0-sparsity dictionary learning | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

An attempt to build fully differentiable alternative of (non-negative) matching pursuit algorithm for solving L0-sparsity dictionary learning

+ machine learning/dictionary learning +

+

+
+ +
+

Introduction

+ +

In sparse dictionary learning, sparse coding and dictionary update are solved in an alternating manner (Aharon et al., 2006). +In sparse coding stage, the following problem is solved given the dictionary $\mathbf D \in \mathbb R^{d \times n}$ and signals $y_j \in \mathbb R^d$:

+ +\[\min_{x_j}\ \|y_j-\mathbf D x_j\|_2^2 \quad \text{s.t. } \|x\|_0 \le K\,,\tag{1}\] + +

where $K$ is the sparsity. +Sometimes, there’s an additional constraint $x_j \succeq 0$ if non-negative sparse coding is required. +Since $L_0$ constraint is intractable to optimize exactly, either approximate greedy algorithm like (non-negative) orthogonal matching pursuit (Cai & Wang, 2011; Yaghoobi et al., 2015; Nguyen et al., 2019), or relaxation of $L_0$ to $L_1$ sparsity as (non-negative) basis pursuit (Chen & Donoho, 1994; Gregor & LeCun, 2010; Zhang et al., 2018; Tolooshams & Ba, 2022) are regarded as idiomatic solutions.

+ +

Proposed method

+ +

(Louizos et al., 2018) suggests a novel approach to handle the intractability of $L_0$ constraint. +Instead of tackling the $L_0$ constraint directly, the authors address the expectation of the $L_0$ norms by introducing Bernoulli random variables. +In the parlance of the sparse coding problem (1),

+ +\[\min_{x_j,\pi_j}\ \mathbb E_{q(z_j \mid \pi_j)}\left[\|y_j - \mathbf D (x_j' \odot z_j)\|_2^2\right] \quad \text{s.t. } \mathbf 1^\top \pi_j \le K\,,\tag{2}\] + +

where $x_j$ has been reparameterized as $x_j’ \odot z_j$, and for each $i$, $z_{ji} \sim \mathrm{Bernoulli}(\pi_{ji})$, $x_{ji}’ \in \mathbb R$, the symbol $\odot$ denotes elementwise product. +Note that Equation (2.1) can be trivially extend to non-negative sparse coding case by reparameterization $x_j := \exp(x_j’) \odot z_j$ or $x_j := \mathrm{softplus}(x_j’) \odot z_j$, where $\mathrm{softplus}(\cdot) = \log(1 + \exp(\cdot))$. +(Louizos et al., 2018) further introduces a smoother on the discrete random variable $z_j$ to allow for reparameterization trick (Kingma & Welling, 2014; Rezende et al., 2014), and the expectation in Equation (2) can be estimated by Monte Carlo sampling.

+ +

To solve the constrained minimization in Equation (2), it’s natural to proceed using Lagrangian multiplier and optimize under bound constraint only:

+ +\[\min_{x_j,\pi_j}\max_{\lambda_j \ge 0}\ \mathbb E_{q(z_j \mid \pi_j)}\left[\|y_j - \mathbf D (x_j' \odot z_j)\|_2^2\right] + \lambda_j(\mathbf 1^\top \pi_j - K)\,.\tag{3}\] + +

On the one hand, one may optimize $x_j,\pi_j,\lambda_j$ jointly via gradient descent. +However, it’s worthy noting that one must perform gradient ascent on $\lambda_j$, which can be achieved by negating its gradient before the descent step. +On the other hand, dual gradient ascent can be adopted. +Here, given fixed $\lambda_j$, the objective (3) is minimized till a critical point; then given fixed $x_j$ and $\pi_j$, $\lambda_j$ is updated with one-step gradient ascent; finally, iterate.

+ +

In practice, potentially a great number of signals are required to be sparse coded given the dictionary:

+ +\[\min_{\boldsymbol x,\boldsymbol\pi}\max_{\boldsymbol\lambda \succeq 0}\ \sum_{j=1}^m \left\{\mathbb E_{q(z_j \mid \pi_j)}\left[\|y_j - \mathbf D (x_j' \odot z_j)\|_2^2\right] + \lambda_j(\mathbf 1^\top \pi_j - K)\right\}\,.\tag{4}\] + +

It’s not uncommon that all the variables to optimize, especially $\{x_j,\pi_j\}_{j=1}^m$, are unable to fit into memory, thus failing to run gradient descent. +Notice that for each $j$, the optimal solution $(x_j^\ast,\pi_j^\ast)$ are related to $(y_j,\lambda_j)$; that is, $x_j^\ast = x(y_j,\lambda_j)$, $\pi_j^\ast = \pi(y_j,\lambda_j)$. +Therefore, I propose to perform amortized inference: to use a neural network $f$ parameterized by $\boldsymbol\phi$ that takes as input $(y_j,\lambda_j)$ to predict $x_j$ and $\pi_j$. +I found the use of ReLU activation in such network promotes training the most. +The objective (4) now becomes:

+ +\[\min_{\boldsymbol\phi} \max_{\boldsymbol\lambda \succeq 0}\ \sum_{j=1}^m \left\{\mathbb E_{q(z_j \mid \boldsymbol\phi)} \left[\|y_j - \mathbf D (f_x(y_j,\lambda_j;\boldsymbol\phi) \odot z_j)\|_2^2\right] + \lambda_j (\mathbf 1^\top f_\pi(y_j,\lambda_j;\boldsymbol\phi) - K)\right\}\,.\tag{5}\] + +

With dictionary learning, the dictionary need to be learned. +Using the objective (5), I found it preferable to optimize using the procedure below:

+ +
    +
  1. Given $\boldsymbol\lambda$, reinitialize $\boldsymbol\phi$, and jointly learn $\boldsymbol\phi$ and $\mathbf D$ until stationary point.
    2. +
  2. Given $\boldsymbol\phi$ and $\mathbf D$, perform one-step gradient ascent on $\boldsymbol\lambda$.
    3. +
  3. Iterate.
    4. +
+ +

I found the reinitialization step on the amortized network critically important. +Without it, the network tends to predict all-zero and eventually learns nothing. +However, the dictionary needs to be initialized only at the very beginning.

+ +

Experiments

+ +

For dictionary learning without non-negativity constraint on sparse coding, I compared against (Rubinstein et al., 2008) in image denoising. +My proposed fully differentiable solution converges slower and denoises poorer than K-SVD supported by batch OMP.

+ +

For dictionary learning with non-negative constraint on sparse coding, I compare against (Nguyen et al., 2019) in exploration of atoms of discourse, which is known to admit a non-negative sparse coding form (Arora et al., 2018). +While being faster, my proposed method still performs worse than non-negative OMP, in that the learned dictionary atoms are mostly not atoms of discourse.

+ +

Hence, this is the main reason why I record my attempt here in a post rather than write a paper. +Perhaps, the proposed method is promising, but it’s not well-prepared yet.

+ + +
+ +
+ +
+
+ + + diff --git a/2024/02/01/make-faded-color-wallpaper-for-mac.html b/2024/02/01/make-faded-color-wallpaper-for-mac.html new file mode 100644 index 000000000..37e0ed326 --- /dev/null +++ b/2024/02/01/make-faded-color-wallpaper-for-mac.html @@ -0,0 +1,235 @@ + + + + + + + + +使用 matplotlib 制作用于 macOS 的渐变色桌面 | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

使用 matplotlib 制作用于 macOS 的渐变色桌面

+ os/macOS | misc | dev/python +

+

+
+ +
+

最近我喜欢上了纯色桌面，显得干净整洁。然而我发现一个问题，就是 Dock 在一些颜色下会变得不容易辨识。经过实验，Dock 在黑色下显得最清楚，但是使用纯黑色作桌面我感觉不是很美观。我希望有一个渐变色桌面，其中大部分是我想要的某种颜色，然后从偏底部至底部渐变为黑色，从而使 Dock 更清楚。然而 macOS 并没有提供这样的桌面。于是我决定使用 Python 的 matplotlib 自己画一个这样的桌面。

+ +

思路是：

+ +
    +
  1. 使用 system_profiler SPDisplaysDataType | grep Resolution 获取屏幕的像素上的长宽；
    2. +
  2. 使用 matplotlib.pyplot.cm.colors.LinearSegmentedColormap 制作一个由我想要的颜色渐变为黑色的 colormap；
    3. +
  3. 构造一个以第 1 步为长宽、以第 2 步为 colormap 的矩阵，使其颜色满足上述渐变色要求；
    4. +
  4. 保存为图片。
    5. +
+ +

主要问题出在第 4 步。我先去掉坐标轴，以为就没问题了，然而之后发现保存的图总是有一圈白色边框，怎么都去不掉（我尝试了这个问题下的若干评论）。最终我采用了这个回答的写法，虽然并不清楚原理 😅。总之问题就算解决了吧。

+ +

完整代码如下：

+ +
#!/usr/bin/env python3
+import argparse
+from pathlib import Path
+import subprocess
+import re
+
+import numpy as np
+import matplotlib
+
+matplotlib.use('Agg')
+from matplotlib import pyplot as plt
+
+
+def generate_wallpaper(
+    name: str,
+    primary_color_rgb,
+    start_fade_position: float,
+    force_save: bool,
+):
+    """
+    Save faded color as wallpaper.
+
+    :param name: the name to save
+    :param primary_color_rgb: the RGB 3-tuple of uint8 value range
+    :param start_fade_position: the position to start fading
+    :param force_save: ``True`` to overwrite existing files
+    """
+    whs = []
+
+    # 第 1 步，获取屏幕长宽
+    proc = subprocess.run(['system_profiler', 'SPDisplaysDataType'],
+                          text=True,
+                          capture_output=True,
+                          check=True)
+    for line in re.findall(r'(.*)\n', proc.stdout):
+        m = re.search(r'Resolution: (\d+) x (\d+)', line)
+        if m:
+            whs.append((int(m.group(1)), int(m.group(2))))
+
+    # 第 2 步，构造渐变色 colormap
+    colors = [np.asarray(primary_color_rgb) / 255, np.zeros(3)]
+    cmap = plt.cm.colors.LinearSegmentedColormap.from_list(
+        'colormap', colors, N=256)
+    for j, (w, h) in enumerate(whs, 1):
+        # 第 3 步，构造矩阵
+        image = np.zeros((h, w))
+        start = int(h * start_fade_position)
+        steps = h - start
+        # 使用 linspace 构造渐变色
+        image[start:] = np.linspace(0, 1, steps)[:, np.newaxis]
+
+        # 这里是不知道为什么能 work 的部分
+        sizes = image.shape[::-1]
+        fig = plt.figure()
+        fig.set_size_inches(1. * sizes[0] / sizes[1], 1, forward = False)
+        ax = plt.Axes(fig, [0., 0., 1., 1.])
+        ax.set_axis_off()
+        fig.add_axes(ax)
+        ax.imshow(image, cmap=cmap, aspect='auto')
+
+        # 保存为图片
+        tofile = Path(f'{name}_{j}.jpg')
+        if not force_save and tofile.exists():
+            raise FileExistsError
+        fig.savefig(tofile, dpi=sizes[0])
+        plt.close(fig)
+
+
+# 一些命令行参数
+def make_parser():
+    parser = argparse.ArgumentParser(
+        description='Generate faded color wallpaper.')
+    parser.add_argument(
+        '-n', '--name', help='default to "wallpaper"', default='wallpaper')
+    parser.add_argument(
+        '-c',
+        '--color',
+        nargs=3,
+        metavar=('R', 'G', 'B'),
+        type=int,
+        help='default to black',
+        default=[0, 0, 0])
+    parser.add_argument(
+        '-p',
+        '--fade-start-position',
+        type=float,
+        help='default to 0.0',
+        default=0.0)
+    parser.add_argument(
+        '-f',
+        '--force',
+        action='store_true',
+        help='force overwrite existing files')
+    return parser
+
+
+def main():
+    args = make_parser().parse_args()
+    generate_wallpaper(args.name, args.color, args.fade_start_position,
+                       args.force)
+
+
+if __name__ == '__main__':
+    main()
+
+ +

来跑一个试试：

+ +
# 以上代码保存为 wallpaper_gen.py
+python3 wallpaper_gen.py -c 0 54 9 -p 0.7
+
+ +

生成的图如下：

+ +

darkgreen

+ +
+ +
+ +
+
+ + + diff --git a/2024/02/04/host-python-packages-jekyll-github-pages.html b/2024/02/04/host-python-packages-jekyll-github-pages.html new file mode 100644 index 000000000..3aff72608 --- /dev/null +++ b/2024/02/04/host-python-packages-jekyll-github-pages.html @@ -0,0 +1,154 @@ + + + + + + + + +Host Python packages with Jekyll on GitHub Pages | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Host Python packages with Jekyll on GitHub Pages

+ dev/python +

+

+
+ +
+

I have a collection of Python packages, either hosted locally or on GitHub, dedicated to my own use, and I don’t feel like uploading them to PyPI. +However, it soon becomes a pain when I need to install one of them to my virtual environment, since they all scatter about my disk, and I have to cd to the corresponding project directory and do pip install .. +It would be preferable to stay in my current repository, and do pip install .... +If the package is already hosted on GitHub, like alfred_fzf_helper, I may do pip install git+https://github.com/kkew3/alfred_fzf_helper.git directly. +This is not good enough, since I still need to memorize the URL, and it’s not convenient, if not impossible, to specify the version requirements.

+ +

Luckily, hosting a private Python package repository is possible, and freely available with Jekyll and GitHub Pages. +Following this guide, after making a directory pip under the root of my site, I put my Python source distribution tarballs into it. +After some googling, I find that Jekyll does not support autoindexing out-of-the-box. +If I push the tarballs onto GitHub, pip won’t be able to find the source distributions.

+ +

I will exploit the --find-links option of pip install instead. +What we need, then, is simply an HTML page that lists all the URLs to the tarballs hosted. +With simple Liquid, I loop over all static files under pip directory and list them in an unordered list:

+ +
---
+layout: default
+---
+
+<h1>Index of {{ page.path }}</h1>
+<ul>
+  {% assign pip_packages = site.static_files | where: "pip_package", true %}
+  {% for item in pip_packages %}
+    <li><a href="{{ site.baseurl }}{{ item.path }}">{{ item.path }}</a></li>
+  {% endfor %}
+</ul>
+
+ +

where pip_package is defined in _config.yml like this (see here for more details):

+ +
defaults:
+  - scope:
+      path: "pip"
+    values:
+      pip_package: true
+
+ +

Finally, I insert the following lines to ~/.config/pip/pip.conf:

+ +
[install]
+find-links = https://kkew3.github.io/pip
+
+ +

To check if it works, create a virtual environment (omitted below) and install one of the hosted package:

+ +
pip install "alfred-fzf-helper>=0.2"
+
+ +

It works!

+ +
+ +
+ +
+
+ + + diff --git a/2024/02/11/quad-approximate-sigmoid-derivative.html b/2024/02/11/quad-approximate-sigmoid-derivative.html new file mode 100644 index 000000000..906698498 --- /dev/null +++ b/2024/02/11/quad-approximate-sigmoid-derivative.html @@ -0,0 +1,128 @@ + + + + + + + + +Piecewise quadratic approximation of sigmoid(z) (1-sigmoid(z)) | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Piecewise quadratic approximation of sigmoid(z) (1-sigmoid(z))

+ math/approximation +

+

+
+ +
+

This post shows an approach that approximates $\sigma(z)(1-\sigma(z))$ using piecewise quadratic function, where $\sigma(z)$ is defined to be $1/(1+\exp(-z))$, a.k.a. the sigmoid function.

+ +

First, notice that $\sigma(z)(1-\sigma(z)) \approx \log(1+\exp(h - a z^2))$ for certain choice of $h$ and $a$:

+ +

softplus approximate dsigma

+ +

Second, the approximator $\log(1+\exp(\cdot))$ is called a softplus. +So it’s natural to proceed: $\log(1+\exp(h - a z^2)) \approx \max(0, h - a z^2)$. +Our goal, then, is to choose the height parameter $h$ and width parameter $a$ such that $\sigma(z)(1-\sigma(z)) \approx \max(0, h - a z^2)$.

+ +

The height parameter is straightforward to estimate. +We need only to match the max of $\sigma(z)(1-\sigma(z))$ to $h$. +Hence, $h := \sigma(0)(1-\sigma(0))$.

+ +

Noticing that both the original function and the approximator are nonnegative, we may match up their integrals:

+ +\[\int_{-\infty}^\infty \sigma(z)(1-\sigma(z))\,\mathrm d z = \int_{-\infty}^\infty \max(0, h - a z^2)\,\mathrm d z\] + +

where the left hand side is 1. +Plugging in the value of $h$, this equation solves to $a := \frac{16}{9}(\sigma(0)(1-\sigma(0)))^3$.

+ +

max quad approximate dsigma

+ +
+ +
+ +
+
+ + + diff --git a/2024/02/26/simple-numerical-matrix-inversion.html b/2024/02/26/simple-numerical-matrix-inversion.html new file mode 100644 index 000000000..d99d440ad --- /dev/null +++ b/2024/02/26/simple-numerical-matrix-inversion.html @@ -0,0 +1,149 @@ + + + + + + + + +A simple numerical method to compute matrix inversion | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

A simple numerical method to compute matrix inversion

+ math/linear algebra +

+

+
+ +
+

I need to do matrix inversion in C recently; so I did some research on how to implement it. +While the requirement later proves unnecessary, I want to jot down my efforts on this subject for future reference.

+ +

(Pan & Schreiber, 1992) proposed CUINV algorithm based on Newton’s iteration. +It’s fast and simple to implement. +Here’s my verbatim reimplementation in Python, which is simple(?) (see TODO in comment) to translate to C.

+ +
import numpy as np
+
+def cuinv(A, maxiter, tol):
+    n = A.shape[0]
+    I = np.eye(n)
+    s = np.linalg.svd(A, compute_uv=False)  # TODO: how to implement this?
+    a0 = 2 / (np.min(s)**2 + np.max(s)**2)
+    X = a0 * A.T
+    X_prev = np.copy(X)
+    T = X @ A
+    T2 = None
+    t2_valid = False
+    diff = tol + 1  # so that it runs at least one iteration
+
+    for _ in range(maxiter):
+        if diff < tol:
+            break
+        X = (2 * I - T) @ X
+        if t2_valid:
+            T = 2 * T - T2
+        else:
+            T = X @ A
+        t2_valid = False
+        if np.trace(T) < n - 0.5:
+            T2 = T @ T
+            delta = np.linalg.norm(T - T2, ord='fro')
+            if delta >= 0.25:
+                t2_valid = True
+            else:
+                rho = 0.5 - np.sqrt(0.25 - delta)
+                X = 1 / rho * (T2 - (2 + rho) * T + (1 + 2 * rho) * I) @ X
+                T = X @ A
+        diff = np.linalg.norm(X - X_prev, ord='fro')
+        X_prev = X
+    return X
+
+ + +
+ +
+ +
+
+ + + diff --git a/2024/05/17/learn-bayesian-lr-from-imbalanced-data.html b/2024/05/17/learn-bayesian-lr-from-imbalanced-data.html new file mode 100644 index 000000000..437fb2acb --- /dev/null +++ b/2024/05/17/learn-bayesian-lr-from-imbalanced-data.html @@ -0,0 +1,419 @@ + + + + + + + + +Learn Bayesian Logistic regression from imbalanced data | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Learn Bayesian Logistic regression from imbalanced data

+ machine learning/bayesian +

+

+
+ +
+

Dataset

+ +

toy 2d dataset

+ +

Obviously, this is an imbalanced dataset. +A dumb classifier may assign “yellow” to all points and yield apparently satisfactory accuracy.

+ +

Bayesian Logistic regression

+ +

Denote the $k$-th component of the softmax of $\boldsymbol z$ as:

+ +\[\mathcal S_k(\boldsymbol z) \triangleq \frac{\exp(z_k)}{\sum_{k'}\exp(z_{k'})}\,.\] + +

The likelihood is:

+ +\[p(y=k \mid \boldsymbol x, \mathbf W, \boldsymbol b) = \mathcal S_k(\mathbf W \boldsymbol x + \boldsymbol b)\,,\] + +

where matrix $\mathbf W$ consists of $K$ weight vector $\boldsymbol w_k \in \mathbb R^d$, $\boldsymbol x \in \mathbb R^d$, and $\boldsymbol b \in \mathbb R^K$.

+ +

For now, assign an uninformative Gaussian prior:

+ +\[\forall k,\ \boldsymbol w_k \sim \mathcal N(0, \mathbf I)\,,\quad b_k \sim \mathcal N(0, 1)\,. +\tag{1}\] + +

The posterior (given the dataset $\mathcal D$) is:

+ +\[p(\mathbf W, \boldsymbol b \mid \mathcal D) \propto \prod_{k=1}^K p(\boldsymbol w_k) p(b_k) \prod_{j=1}^m p(y_j \mid \boldsymbol x_j, \mathbf W, \boldsymbol b)\,. +\tag{2.1}\] + +

The predictive posterior is:

+ +\[p(y \mid \boldsymbol x, \mathcal D) = \int p(y \mid \boldsymbol x, \mathbf W, \boldsymbol b) p(\mathbf W, \boldsymbol b \mid \mathcal D)\,\mathrm d \mathbf W \mathrm d \boldsymbol b\,. +\tag{2.2}\] + +

Although both (2.1) and (2.2) are intractable, we may find $q(\mathbf W, \boldsymbol b) \approx p(\mathbf W, \boldsymbol b \mid \mathcal D)$ by variational inference, and estimate the predictive posterior by Monte Carlo after plugging in $q$. +Since such procedure is out of scope, we won’t include details about it.

+ +

Let’s see the decision boundary and the uncertainty (measured by entropy) of the Bayesian LR:

+ +

uninformative decision boundary

+ +

uninformative uncertainty

+ +

The model learns to be a dumb classifier!

+ +

We may apply rescaling (a.k.a. threshold shifting) to the learned classifier, by dividing the predictive posterior by the class prior (i.e. the proportion of samples of class $k$ in all samples), and use it to make prediction. +The rescaled decision boundary and uncertainty are:

+ +

uninformative rescaled decision boundary

+ +

uninformative rescaled uncertainty

+ +

This benefits the minority class, but deteriorates the overall accuracy a lot.

+ +

Strengthen the prior

+ +

It turns out that if we strengthen the prior (by increasing its precision, or equivalently, decreasing its variance) of the intercepts in (1), things become much better. +The new prior is:

+ +\[\forall k,\ b_k \sim \mathcal N(0, 10^{-6})\,. +\tag{3}\] + +

What we just encode into the prior reads:

+ +
+

I’m pretty sure that the two class weigh the same, despite the “purple” class appears inferior.

+
+ +

The result plots are:

+ +

precise uninformative decision boundary

+ +

precise uninformative uncertainty

+ +

Bias the prior

+ +

What if we go further by biasing the classifier a little towards the minority class ($k=0$, “purple”)? +The new prior is:

+ +\[b_0 \sim \mathcal N(2, 10^{-6})\,,\quad b_1 \sim \mathcal N(0, 10^{-6})\,. +\tag{4}\] + +

This prior reads:

+ +
+

I’m pretty sure there’re even a bit more “purple” class than “yellow” class a priori, despite they’re not sampled as much in the dataset.

+
+ +

The plots are now:

+ +

precise biased decision boundary

+ +

precise biased uncertainty

+ +

Pefect!

+ +

Conclusion

+ +

In this post, we see that under Bayesian framework, Bayesian LR is able to naturally combat imbalanced dataset by adjusting its prior belief.

+ +

This codebase generates all the figures in the post.

+ +

Appendix

+ +

Features and labels of the toy dataset.

+ +

The features:

+ +
array([[-0.46601866,  1.18801609],
+       [ 0.53858625,  0.60716392],
+       [-0.97431137,  0.69753311],
+       [-1.09220402,  0.87799492],
+       [-2.03843356,  0.28665154],
+       [-0.34062009,  0.79352777],
+       [-1.16225216,  0.79350459],
+       [ 0.19419328,  1.60986703],
+       [ 0.41018415,  1.54828838],
+       [-0.61113336,  0.99020048],
+       [ 0.08837677,  0.95373644],
+       [-1.77183232, -0.12717568],
+       [-0.54560628,  1.07613052],
+       [-1.69901425,  0.55489764],
+       [-0.7449788 ,  0.7519103 ],
+       [-1.84473763,  0.55248995],
+       [-0.50824943,  1.08964891],
+       [-1.35655196,  0.7102918 ],
+       [-0.71295569,  0.38030989],
+       [ 0.0582823 ,  1.35158484],
+       [-2.74743505, -0.18849513],
+       [-2.36125827, -0.22542297],
+       [ 0.28512568,  1.52124326],
+       [-0.67059538,  0.61188467],
+       [-1.08310962,  0.57068698],
+       [-1.59421684,  0.32055693],
+       [-0.58608561,  0.98441983],
+       [ 0.91449962,  1.74231742],
+       [-1.78271812,  0.25676529],
+       [-0.30880495,  0.98633121],
+       [-0.80196522,  0.56542478],
+       [-1.64551419,  0.2527351 ],
+       [ 0.88404065,  1.80009243],
+       [ 0.07752252,  1.19103008],
+       [ 0.01499115,  1.35642701],
+       [-1.37772455,  0.58176578],
+       [-0.9893581 ,  0.6000557 ],
+       [-0.20708577,  0.97773425],
+       [-0.97487675,  0.67788572],
+       [-0.84898247,  0.76214066],
+       [-2.87107864,  0.01823837],
+       [-1.52762479,  0.15224236],
+       [-1.19066619,  0.61716677],
+       [-0.78719074,  1.22733157],
+       [ 0.37887222,  1.38907542],
+       [-0.29892079,  1.20534091],
+       [-1.21904812,  0.45126808],
+       [-0.01954643,  1.00443244],
+       [-2.7534539 , -0.41174779],
+       [ 0.00290918,  1.19376387],
+       [-0.3465645 ,  0.97372693],
+       [-0.38706669,  0.98612011],
+       [-0.3909804 ,  1.1737113 ],
+       [ 0.67985963,  1.57038317],
+       [-1.5574845 ,  0.38938231],
+       [-0.70276487,  0.84873314],
+       [-0.77152456,  1.24328845],
+       [-0.78685252,  0.71866813],
+       [-1.58251503,  0.47314274],
+       [-0.86990291,  1.01246542],
+       [-0.76296641,  1.03057172],
+       [-1.46908977,  0.50048994],
+       [ 0.41590518,  1.35808005],
+       [-0.23171796,  0.97466644],
+       [-0.35599838,  1.05651836],
+       [-1.86300113,  0.31105633],
+       [-1.06979785,  0.89343042],
+       [ 0.89051152,  1.36968058],
+       [-1.64250124,  0.5395521 ],
+       [ 0.19072792,  1.39594182],
+       [-0.68980859,  1.51412568],
+       [-0.66216014,  0.94064958],
+       [-1.98324693,  0.36500688],
+       [-1.77543305,  0.48759471],
+       [ 0.99143992,  1.53242166],
+       [-2.03402523,  0.27661546],
+       [-0.98138839,  0.86047666],
+       [ 0.86594322,  1.60352598],
+       [-1.25510995,  0.40788484],
+       [-1.28207069,  0.55164356],
+       [-0.50983219,  1.05505834],
+       [ 0.98003606,  0.56171673],
+       [-1.86097117,  0.44004685],
+       [-1.09945843,  0.63380337],
+       [-1.44294885,  0.18391039],
+       [-1.60512757,  0.25456073],
+       [ 0.5505329 ,  1.63447114],
+       [-1.13622159,  0.87658095],
+       [-0.18029101,  0.98458234],
+       [-1.48031015,  0.3667454 ],
+       [ 0.94295697,  1.51965296],
+       [-1.94413955,  0.257857  ],
+       [-1.92812486, -0.15406208],
+       [-0.28437139,  0.8520255 ],
+       [-0.95551392,  0.28517945],
+       [-1.44252631,  0.5455637 ],
+       [-0.22064889,  1.33439538],
+       [-1.52749019,  0.50443876],
+       [ 0.757785  ,  0.42124458],
+       [-0.49536512,  0.9627005 ]])
+
+ +

The labels:

+ +
array([1,
+       0,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       0,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       0,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       1,
+       0,
+       1,
+       1,
+       1,
+       1,
+       0,
+       1,
+       1,
+       0,
+       1])
+
+ +
+ +
+ +
+
+ + + diff --git a/2024/06/13/leverage-ollama-in-iterm2-ai-integration.html b/2024/06/13/leverage-ollama-in-iterm2-ai-integration.html new file mode 100644 index 000000000..481ba8fb9 --- /dev/null +++ b/2024/06/13/leverage-ollama-in-iterm2-ai-integration.html @@ -0,0 +1,154 @@ + + + + + + + + +Leverage Ollama in iTerm2 AI integration | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Leverage Ollama in iTerm2 AI integration

+ os/macOS +

+

+
+ +
+

Introduction

+ +

Recently, iTerm2 released version 3.5.0, which includes generative AI integration in OpenAI API. +Ollama is an open platform for large language models (LLM). +Starting from February 2024, Ollama has built-in support of OpenAI chat completions API. +Putting them together, we can now ask AI to compose commands for us seamlessly in iTerm2 interface, using Ollama bot locally.

+ +

Configuration

+ +

Here are the steps to start using the AI integration in iTerm2:

+ +
    +
  1. Install the AI plugin from iTerm2 site.
    2. +
  2. In iTerm2 preferences, under General section and AI tab, enter “OpenAI API key” with anything non-empty, fill in the AI prompt, specify the model and the custom URL.
    3. +
+ +

For example, mine is like below:

+ +
    +
  • OpenAI API key: abc +
    • +
  • AI prompt: Return commands suitable for copy/pasting into \(shell) on \(uname). Do NOT include commentary NOR Markdown triple-backtick code blocks as your whole response will be copied into my terminal automatically. If not otherwise specified, you should always give at most one line of command. The command should do this: \(ai.prompt).
    • +
  • Model: codegemma:instruct.
    • +
  • Token limit: 16384.
    • +
  • Custom URL: http://localhost/v1/chat/completions.
    • +
  • Use legacy “completions” API: false.
    • +
+ +

Remarks:

+ +
    +
  • If your Ollama runs on a server in WLAN, e.g. at IP address 192.168.0.107, just replace the localhost in custom URL with that IP address.
    • +
  • Don’t forget to start Ollama by ollama serve before using iTerm2’s AI integration.
    • +
+ +

Workflow

+ +

My favorite iTerm2 workflow after the configuration above:

+ +
    +
  1. Press command + shift + . to activate the composer.
    2. +
  2. Specify my need in plain English, and press command + y to send the input text to Ollama.
    3. +
  3. After a few seconds, the text should be replaced by Ollama’s response.
    4. +
  4. Press shift + enter to send the response to the terminal.
    5. +
+ +

A demo:

+ +

demo

+ +
+ +
+ +
+
+ + + diff --git a/2024/07/06/compute-accuracy-from-f1-score.html b/2024/07/06/compute-accuracy-from-f1-score.html new file mode 100644 index 000000000..22a73430c --- /dev/null +++ b/2024/07/06/compute-accuracy-from-f1-score.html @@ -0,0 +1,237 @@ + + + + + + + + +Compute accuracy from F1 score | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Compute accuracy from F1 score

+ machine learning +

+

+
+ +
+

I encountered a similar problem today as the one in this post, where I wish to find the accuracy given F1 score only. +F1 score is well suited to my imbalanced classification problem, so I compute it during training; but I then find it difficult to interprete. +There’s a surprising lack of relevant information when I searched the web. +Luckily, it’s not a difficult task either.

+ +

Since each F1 score corresponds to a range of accuracies, we may regard finding the accuracy given F1 score an optimization problem. +The process consists of two steps: 1) find the minimum accuracy; 2) find the maximum accuracy. To find the maximum, we may reduce it to finding the negative of the minimum of the negative accuracy. +Thus we will only handle step 1 below.

+ +

Known constants:

+ +
    +
  • $s_F$: the F1 score.
    • +
  • $r_P$ and $r_N$: the positive and negative class ratio.
    • +
+ +

Variables:

+ +
    +
  • $r_{TP}$, $r_{TN}$, $r_{FP}$, $r_{FN}$: the true positive, true negative, false positive and false negative ratio (i.e. divided by the total sample count).
    • +
+ +

Objective: +$s_A = r_{TP} + r_{TN}$.

+ +

Constraints:

+ +
    +
  • $r_{TP} \ge 0$, $r_{TN} \ge 0$, $r_{FP} \ge 0$, $r_{FN} \ge 0$.
    • +
  • $r_{TP} + r_{FN} = r_P$, $r_{TN} + r_{FP} = r_N$.
    • +
  • $\frac{2 \cdot r_{TP} / (r_{TP} + r_{FP}) \cdot r_{TP} / (r_{TP} + r_{FN})}{r_{TP} / (r_{TP} + r_{FP}) + r_{TP} / (r_{TP} + r_{FN})} = s_F$. The left hand side is just the F1 score formula.
    • +
+ +

Python implementation:

+ +
# jax is not necessary, just that I don't want to spend time on finding
+# partial derivative of the F1 score with respect to true positive,
+# etc.
+import jax
+import numpy as np
+from scipy.special import softmax
+from scipy.optimize import minimize
+
+# Used to avoid divid-by-zero error.
+EPS = 1e-8
+
+def f1_score_constraint(x, f1_score):
+    """
+    :param x: the array (tp, fp, tn, fn)
+    :param f1_score: the known F1 score
+    """
+    tp, fp, fn = x[0], x[2], x[3]
+    precision = tp / (tp + fp)
+    recall = tp / (tp + fn)
+    return 2 * (precision * recall) / (precision + recall) - f1_score
+
+
+def positive_sum_constraint(x, n_positive):
+    """
+    :param x: the array (tp, fp, tn, fn)
+    :param n_positive: the known positive class ratio
+    """
+    tp, fn = x[0], x[3]
+    return tp + fn - n_positive
+
+
+def negative_sum_constraint(x, n_negative):
+    """
+    :param x: the array (tp, fp, tn, fn)
+    :param n_negative: the known negative class ratio
+    """
+    tn, fp = x[1], x[2]
+    return tn + fp - n_negative
+
+
+def accuracy(x):
+    """
+    :param x: the array (tp, fp, tn, fn)
+    """
+    tp, tn = x[0], x[1]
+    return tp + tn
+
+
+# Ideally this should give a feasible solution. But in practice, I
+# find it works fine even if it's not feasible.
+def rand_init():
+    return softmax(np.random.randn(4))
+
+
+def find_min_accuracy_from_f1(f1_score, n_positive, n_negative):
+    """
+    :param f1_score: the known F1 socre
+    :param n_positive: the known positive class ratio
+    :param n_negative: the known negative class ratio
+    """
+    res = minimize(
+        accuracy,
+        rand_init(),
+        method='SLSQP',
+        jac=jax.grad(accuracy),
+        bounds=[(EPS, None), (EPS, None), (EPS, None), (EPS, None)],
+        constraints=[
+            {
+                'type': 'eq',
+                'fun': f1_score_constraint,
+                'jax': jax.grad(f1_score_constraint),
+                'args': (f1_score,),
+            },
+            {
+                'type': 'eq',
+                'fun': positive_sum_constraint,
+                'jac': jax.grad(positive_sum_constraint),
+                'args': (n_positive,),
+            },
+            {
+                'type': 'eq',
+                'fun': negative_sum_constraint,
+                'jac': jax.grad(negative_sum_constraint),
+                'args': (n_negative,),
+            },
+        ],
+        options={'maxiter': 1000},
+    )
+    return res.fun
+
+ +

Calling the function find_min_accuracy_from_f1 with data, we get the minimum possible accuracy given F1 score:

+ +
>>> find_min_accuracy_from_f1(0.457, 0.044, 0.9559)
+0.8953
+
+ +
+ +
+ +
+
+ + + diff --git a/2024/08/09/gamma-in-bn-vae.html b/2024/08/09/gamma-in-bn-vae.html new file mode 100644 index 000000000..8384cf0bf --- /dev/null +++ b/2024/08/09/gamma-in-bn-vae.html @@ -0,0 +1,139 @@ + + + + + + + + +Effect of gamma in BN-VAE | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Effect of gamma in BN-VAE

+ machine learning/bayesian +

+

+
+ +
+

Abstract

+ +

This post discusses the effect of $\gamma$ in BN-VAE (Zhu et al., 2020).

+ +

Introduction

+ +

BN-VAE (see more about it here (in Chinese)) attempts to solve KL vanishing problem (a.k.a. posterior collapse) in Gaussian-VAE by batch-normalizing the variational posterior mean, which casts a positive lower bound on the Kullback-Leibler divergence term (over the dataset) in ELBO, thus avoiding KL vanishing problem. +The batch normalization procedure includes a fixed hyperparameter $\gamma \ge 0$, which controls the lower bound of the KL; the larger $\gamma$, the larger the lower bound. +When $\gamma=0$, KL vanishing occurs.

+ +

Zhu et al. (2020) visualizes the distribution of the variational posterior mean when $\gamma$ equals 0.3 and 1. +What will happen if $\gamma > 1$? +How does $\gamma > 0$ solves the KL vanishing problem? +We’ll explore these questions below.

+ +

$\gamma>1$ introduces posterior hole problem

+ +

Posterior hole problem happens when the aggregate variational posterior (a.k.a. average encoder distribution (Hoffman & Johnson, 2016)) does not match the prior. +When measured in KL divergence, this means:

+ +\[D_{KL}(q_\phi(z) \parallel p(z)) > 0\] + +

Here, $q_\phi(z) = \sum_{i=1}^N \frac{1}{N} q_\phi(z \mid x_i)$ where $N$ is the dataset size, is the aggregate variational posterior.

+ +

In Gaussian-VAE, the variational posterior $q_\phi(z \mid x_i) = \mathcal N(z \mid \mu_i, \sigma_i^2)$, where $(\mu_i,\sigma_i^2)$ are typically computed by a neural network called the inference network (Kingma & Welling, 2013) parameterized by $\phi$ given $x_i$; and $q_\phi(z \mid x_i)$ can usually be factorized into each dimension $j$ as $q_\phi(z \mid x_i) = \prod_{j=1}^d q_\phi(z_j \mid x_i)$, where each $q_\phi(z_j \mid x_i)$ is an univariate Gaussian parameterized by $(\mu_{ij}, \sigma_{ij}^2)$. +Thus, the aggregate variational posterior is an $N$-mixture of Gaussians whose mean, at each dimension $j$, is $\bar\mu_j = \frac{1}{N}\sum_{i=1}^N \mu_{ij}$ and variance is $\bar\sigma_j^2 = \frac{1}{N}\sum_{i=1}^N \sigma_{ij}^2$.

+ +

If $q_\phi$ is transformed according to BN-VAE, then $\bar\mu_j = \beta$ where $\beta$ is a learnable parameter. +Furthermore, we have variance $\mathbb E_{q_\phi(z_j)}[z_j^2] - \mathbb E_{q_\phi(z_j)}[z_j]^2 = \gamma^2 + \bar\sigma^2$. +If we follow Zhu et al. (2020) to use a standard Gaussian $\mathcal N(z \mid \mathbf 0, \mathbf I)$ as prior $p$, then according to this post, $D_{KL}(q_\phi(z) \parallel p(z)$, at each dimension $j$, will be lower bounded by $D_{KL}(q_0(z_j) \parallel p(z_j))$ where $q_0(z_j) = \mathcal N(z_j \mid \beta, \gamma^2 + \bar\sigma^2)$, which is consistently greater than zero when $\gamma > 1$ (Razavi et al., 2019). +It follows immediately (Soch, Joram, et al., 2024), that $D_{KL}(q_\phi(z) \parallel p(z)) \ge \sum_{j=1}^d D_{KL}(q_0(z_i) \parallel p(z_i)) > 0$.

+ +

TO BE CONTINUED

+ +
+ +
+ +
+
+ + + diff --git a/2024/08/09/lower-bound-of-kl-divergence-between-any-density-and-gaussian.html b/2024/08/09/lower-bound-of-kl-divergence-between-any-density-and-gaussian.html new file mode 100644 index 000000000..23770fe45 --- /dev/null +++ b/2024/08/09/lower-bound-of-kl-divergence-between-any-density-and-gaussian.html @@ -0,0 +1,194 @@ + + + + + + + + +Lower bound of KL divergence between any density and Gaussian | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Lower bound of KL divergence between any density and Gaussian

+ math/probability +

+

+
+ +
+

Abstract

+ +

In this post, I explain how to derive a lower bound of the Kullback-Leibler divergence between any density $q$, e.g. a Gaussian mixture, and a Gaussian $p$.

+ +

Framework

+ +

We may cast the problem finding the lower bound to a constrained minimization problem:

+ +
+ +\[\begin{aligned} + \min_{q'}\ &D_{KL}(q' \parallel p)\\ + \text{s.t. } &\int_{\mathcal X} q'(x)\,\mathrm dx = 1\\ + &\ldots \ \text{other constraints} +\end{aligned}\tag{1}\] + +

where $\mathcal X$ is the support of $q’$, and we’ll fill in “other constraints” with what we know about the density $q$, like its mean and variance. +The solution of Equation (1) will be the lower bound we’re seeking for.

+ +

The Lagrangian would be:

+ +\[L = \int_{\mathcal X} q'(x)\log \frac{q'(x)}{p(x)}\,\mathrm dx + \lambda_0 (\int_{\mathcal X} q'(x)\,\mathrm dx - 1) + \ldots \tag{2}\] + +

Taking the functional derivative of $L$ with respect to $q’$ and letting it equal zero yields:

+ +\[\begin{aligned} + 0 &= 1 + \log q'(x) - \log p(x) + \lambda_0 + \ldots\\ + \log q'(x) &= -\lambda_0 - 1 + \log p(x) + \ldots\\ + q'(x) &= \exp(-\lambda_0 -1 + \log p(x) + \ldots) +\end{aligned}\] + +

Finally, plugging $q’(x)$ back into the constraints and solve for the Lagrange multipliers $\lambda_0$, etc.

+ +

Example

+ +

In this simple example, we assume that $p(x) = \mathcal N(x \mid 0, 1)$ be a standard univariate Gaussian, and assume that $q$ and $p$ have the same support. +Suppose also that we know the mean and variance of $q$ to be: $\mathbb E_q[x] = 0$, $\mathbb E_q[x^2] - \mathbb E_q[x]^2 = \mathbb E_q[x^2] = \sigma^2$.

+ +

The Lagrangian is:

+ +
+ +\[\require{enclose} +L = \int_{-\infty}^\infty q'(x) \log \frac{q'(x)}{p(x)}\,\mathrm dx + \lambda_0 (\underbrace{\int_{-\infty}^\infty q'(x)\,\mathrm dx - 1}_{\substack{\enclose{circle}{1}}}) + \lambda_1 (\underbrace{\int_{-\infty}^\infty x^2 q'(x)\,\mathrm dx - \sigma^2}_{\substack{\enclose{circle}{2}}})\tag{3}\] + +

where we have encoded the mean and variance constraints into one term (see why here). +Taking the derivative and letting it equal zero yields:

+ +
+ +\[\begin{align} + 0 &= 1 + \log q'(x) - \log p(x) + \lambda_0 + \lambda_1 x^2\\ + \log q'(x) &\stackrel{1}{=} -\lambda_0 - 1 - (\frac{1}{2} + \lambda_1) x^2\\ + q'(x) &= \exp(-\lambda_0 - 1 - (\frac{1}{2} + \lambda_1) x^2)\tag{4}\\ +\end{align}\] + +

where equal sign ‘$1$’ is because $\log p(x) = -\frac{1}{2}x^2 + C$, and the constant $C$ has been absorbed into $\lambda_0$.

+ +

Plugging Equation (4) back to ⓵ and solving the integral yields:

+ +
+ +\[\frac{\sqrt{\pi}\exp(-\lambda_0 - 1)}{\sqrt{\frac{1}{2} + \lambda_1}} = 1\tag{5.1}\] + +

Likewise, plugging (4) back to ⓶ and solving the integral yields:

+ +
+ +\[\frac{\sqrt{\pi} \exp(-\lambda_0 - 1)}{2\sqrt{(\frac{1}{2} + \lambda_1)^3}} = \sigma^2\tag{5.2}\] + +

Solving Equations (5.1, 5.2) gives:

+ +
+ +\[\begin{cases} + \lambda_0 = -1 + \frac{1}{2} \log 2\pi\sigma^2\\ + \lambda_1 = -\frac{1}{2} + \frac{1}{2\sigma^2}\\ +\end{cases}\tag{6}\] + +

Plugging Equation (6) to Equation (4), it’s immediate that

+ +\[q'(x) = \frac{1}{\sqrt{2\pi\sigma^2}}\exp(-\frac{x^2}{2\sigma^2})\] + +

i.e., a Gaussian $\mathcal N(x \mid 0, \sigma^2)$. +Therefore, according to Soch, Joram, et al. (2024),

+ +\[D_{KL}(q \parallel p) \ge \frac{1}{2}(\sigma^2 - \log\sigma^2 - 1)\] + + +
+ +
+ +
+
+ + + diff --git a/2024/08/27/conditioning-of-cvae-variational-posterior.html b/2024/08/27/conditioning-of-cvae-variational-posterior.html new file mode 100644 index 000000000..d2f158aa5 --- /dev/null +++ b/2024/08/27/conditioning-of-cvae-variational-posterior.html @@ -0,0 +1,192 @@ + + + + + + + + +Conditioning of the variational posterior in CVAE (Sohn, 2015) | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Conditioning of the variational posterior in CVAE (Sohn, 2015)

+ math/probability | machine learning/bayesian +

+

+
+ +
+

Abstract

+ +

This post explores alternative conditioning of the variational posterior $q$ in CVAE (Sohn et al. 2015), and concludes that the conditioning of $q$ on $y$ is important to predictive inference.

+ +

Introduction

+ +

CVAE models the likelihood $p(y \mid x)$ as a continuous mixture of latent $z$:

+ +
+ +\[p(y \mid x) = \int p_\theta(z \mid x) p_\theta(y \mid x,z)\,\mathrm dz\,. \tag{1}\] + +

Since (1) is intractable, Sohn et al. instead optimize its evidence lower bound (ELBO):

+ +\[\mathcal L_{\text{CVAE}}(x,y;\theta,\phi) = \mathbb E_q[\log p_\theta(y \mid x,z) - \log q_\phi(z \mid x,y)]\,. \tag{2}\] + +

Here, the variational posterior $q$ conditions on $x$ and $y$. +At test time, the authors propose to use importance sampling leveraging the trained variational posterior:

+ +
+ +\[p(y \mid x) \approx \frac{1}{S} \sum_{s=1}^S \frac{p_\theta(y \mid x,z_s) p_\theta(z_s \mid x)}{q_\phi(z_s \mid x,y)}\,, \tag{3}\] + +

where $z_s \sim q_\phi(z \mid x,y)$.

+ +

What if $q$ conditions on $x$ only? +This post explores this possibility, and reaches the conclusion that without conditioning on $y$, $q$ at optimum won’t ever attain the true posterior $p(z \mid x,y)$, and should not be otherwise better in terms of reducing the variance in importance sampling.

+ +

Warm up: proving the effecacy of importance sampling

+ +

We assume that infinite data is available for learning, and $q$ is from a flexible enough probability family. +The data are drawn from the joint data distribution $p_D(x,y)$, where we have stressed with a subscript $D$. +We assume that $x$ is continuous and $y$ is discrete. +The goal is to maximize the expected ELBO in terms of $p_D(x,y)$. +However, we assume that $p_\theta(y \mid x,z)$ won’t approaches to $p_D(y \mid x)$ whatever value $\theta$ picks. +We will drop $\theta$ and $\phi$ below for brevity.

+ +

We may easily pose this setup as a constrained maximization problem: +$\max \mathbb E[\log p(y,z \mid x) - \log q(z \mid x,y)]$ subject to $q$ being a probability, where the expectation is taken with respect to $p_D(x,y) q(z \mid x,y)$.

+ +

The Lagrangian is:

+ +
+ +\[\int \sum_y p_D(x,y) \int q(z \mid x,y) \log \frac{p(y,z \mid x)}{q(z \mid x,y)}\,\mathrm dz\,\mathrm dx + \int \sum_y \mu(x,y) \left(\int q(z \mid x,y)\,\mathrm dz - 1\right)\,\mathrm dx\,, \tag{4}\] + +

where $\mu(x,y)$ is the Lagrange multiplier. +Now find the Gateaux derivative and let it equal zero:

+ +\[0 = p_D(x,y) (\log p(y,z \mid x) - (1 + \log q(z \mid x,y)) + \mu(x,y))\,.\] + +

Absorbing $p_D(x,y) > 0$ and the constant 1 into $\mu(x,y)$ yields:

+ +\[\log q(z \mid x,y) = \mu(x,y) + \log p(y,z \mid x)\,,\] + +

where $\mu(x,y) = -\log \int p(y,z \mid x)\,\mathrm dz = -\log p_D(y \mid x)$. +It thus follows that, at optimum, $q(z \mid x,y) = p(z \mid x,y)$. +Hence, when evaluating Equation (3), at optimum, the right hand side equals the left hand side with zero variance.

+ +

Conditioning only on x gives worse approximation

+ +

Following the same setup as the previous section, we start from the Lagrangian (4). +Note that now we assume $q \triangleq q(z \mid x)$, and that the Lagrange multiplier is $\mu(x)$ instead of $\mu(x,y)$. +Rearranging the terms:

+ +\[\begin{multline} + \int p_D(x) \int q(z \mid x) \left(\sum_y p_D(y \mid x) \log p(y,z \mid x) - \log q(z \mid x)\right)\,\mathrm dz\,\mathrm dz \\ + + \int \mu(x) \left(\int q(z \mid x)\,\mathrm dz - 1\right)\,\mathrm dx\,. +\end{multline}\] + +

Let its Gateaux derivative with respect to $q$ equal zero:

+ +\[0 = p_D(x) \left(\sum_y p_D(y \mid x) \log p(y,z \mid x) - (1 + \log q(z \mid x))\right) + \mu(x)\,.\] + +

Absorbing $p_D(x) > 0$ and the constant 1 into $\mu(x)$ yields:

+ +\[\log q(z \mid x) = \mu(x) + \sum_y p_D(y \mid x) \log p(z \mid x,y) - \mathbb H(p_D(y \mid x))\,,\] + +

where $\mathbb H(p_D(y \mid x)) = -\sum_y p_D(y \mid x) \log p_D(y \mid x)$ is the entropy. +We see immediately that:

+ +
+ +\[q(z \mid x) \propto \exp(\mathbb E_{p_D(y \mid x)}[\log p(z \mid x,y)])\,. \tag{5}\] + +

This means that when not conditioning on $y$, $q(z \mid x)$ can never achieve the true posterior $p(z \mid x,y)$, unless $\mathbb H(p_D(y \mid x)) = 0$, which is unlikely to occur.

+ +
+ +
+ +
+
+ + + diff --git a/2024/11/10/jieba-vim.html b/2024/11/10/jieba-vim.html new file mode 100644 index 000000000..7556e7e7b --- /dev/null +++ b/2024/11/10/jieba-vim.html @@ -0,0 +1,166 @@ + + + + + + + + +vim/nvim 中文分词插件 jieba.vim | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

vim/nvim 中文分词插件 jieba.vim

+ editor/vim +

+

+
+ +
+
+

jieba.vim，做最好的 Vim 中文分词插件。

+
+ +

jieba.vim 正处于积极开发中，欢迎关注、Star ⭐️、下载试用最新进展，欢迎在 issue 讨论并提意见建议。

+ +

Vim/Nvim 中文编辑现状

+ +

Vim/Nvim 的中文文本编辑体验不足是广为人知的问题。由于中文不用空格分隔词语，Vim 的原生 word motion 功能无法有效发挥作用，因此用户只能依赖基本的 h/l 键位逐字移动光标。作为一名常用 Vim 写作的人，我对这方面的不便深有体会，经过调研确定没有已存在的完善项目后，我于一年多前开始在业余时间开发 jieba.vim，旨在解决这个问题。

+ +

jieba.vim 简介

+ +

jieba.vim 是一个基于 jieba 的 Vim/Nvim 中文分词插件，通过增强 w/W/e/E/b/B/ge/gE 键位，使 Vim 能够按中文词语移动光标。jieba.vim 的初版原型使用 python3 开发，初步解决了按词移动光标的问题。虽然（可能）由于其过于缓慢的词典加载速度并没有获得什么关注，但是基于该原型的 lua 移植版 neo451/jieba.nvim 在 Vim 中文编辑圈的小为人知还是证明了 jieba.vim 解决方案的有效性，给了我继续改进的动力。随后，我发布了 jieba.vim 的改进版，解决了其速度问题，并于近一个月开始重写 jieba.vim 的核心逻辑，更严谨地确立其发展方向。

+ +

jieba.vim 对自身的定位及路线图

+ +

Features 依重要性排序：

+ +
    +
  1. jieba.vim 应保持其与 Vim 的兼容性。经过增强的 w/W/e/E/b/B/ge/gE 键位在无中文 ASCII 文本上应与 Vim 原生行为完全一致，其中包括各种特殊情况（例如 cw）。这需要通过大量测试（单元测试与 property-based tests），以及对单元测试的正确性验证（见 junegunn/vader.vim）予以保证。
    2. +
  2. jieba.vim 应具有较快的速度（包括词典加载速度、键位反应速度、词典懒加载），以确保良好的用户体验。
    3. +
  3. jieba.vim 应易于安装。目前 jieba.vim 的改进版需要本地安装 Rust 并进行编译。未来将通过发布预编译链接库避免该情况；同时针对 neovim 将尝试直接从 lua 链接 Rust 核心 crate，从而免除 lua 调用 python、python 再调用 Rust 的额外调用关系。
    4. +
  4. jieba.vim 应具有较广的功能覆盖，例如在 normal/visual/operator-pending 模式下对 {count}w/W/e/E/b/B/ge/gE 键位的映射支持、以及对自定义 Vim 选项 'iskeyword'、'virtualedit' 的支持。此外，对 word text object iw/iW/aw/aW 的支持也处于计划内。
    5. +
+ +

jieba.vim 分支一览

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
分支简介开发语言许可
+初版原型 (main)normal 模式下按词移动光标完善，其余模式下有 bug。python3MIT
+改进版 (rust)normal 模式下按词移动光标完善，其余模式下有 bug，词典加载速度快 60%。Rust + python3MIT
+最新进展 (dev/rust)目前已完成 normal/visual/operator-pending 模式下的 {count}w/W/e/E/b/B/ge/gE 键位，未发现 bug，欢迎下载试用。Rust + python3Apache v2.0
+ + +
+ +
+ +
+
+ + + diff --git a/2024/12/09/gaussian-kl-div-torch.html b/2024/12/09/gaussian-kl-div-torch.html new file mode 100644 index 000000000..68644965f --- /dev/null +++ b/2024/12/09/gaussian-kl-div-torch.html @@ -0,0 +1,232 @@ + + + + + + + + +KL divergence between two full-rank Gaussians in PyTorch | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

KL divergence between two full-rank Gaussians in PyTorch

+ math/probability | dev/pytorch +

+

+
+ +
+

Abstract

+ +

In this post, we will go through the PyTorch code to compute the Kullback-Leibler divergence between two full-rank Gaussians. +The code might be useful if one considers using full-rank Gaussian as variational posterior while training a variational autoencoder.

+ +

KL divergence between two full-rank Gaussians

+ +

It’s common practice to parameterize the covariance matrix $\boldsymbol\Sigma$ of a $d$-dimensional full-rank Gaussian using a $D$-dimensional vector of nonzero elements of $\mathbf L$, where $D = d(1+d)/2$ and $\boldsymbol\Sigma = \mathbf L \mathbf L^\top$ is the Cholesky decomposition. +So we will assume it here. +Note that the diagonal of $\mathbf L$ must be positive so that $\boldsymbol\Sigma$ is positive definite. +We will enforce this by taking the exponential on the diagonal elements (e.g. the first $d$ elements of our parameterization).

+ +

Let the two Gaussians be $p(\boldsymbol x) = \mathcal N(\boldsymbol x \mid \boldsymbol\mu_1, \boldsymbol\Sigma_1)$ and $q(\boldsymbol x) = \mathcal N(\boldsymbol x \mid \boldsymbol\mu_2, \boldsymbol\Sigma_2)$. +Per The Book of Statistical Proofs, the KL divergence between them is:

+ +\[D_\mathrm{KL}(p \parallel q) = \frac{1}{2}\left((\boldsymbol\mu_2 - \boldsymbol\mu_1)^\top \boldsymbol\Sigma_2^{-1} (\boldsymbol\mu_2 - \boldsymbol\mu_1) + \operatorname{tr}(\boldsymbol\Sigma_2^{-1} \boldsymbol\Sigma_1) - \log \frac{\det \boldsymbol\Sigma_1}{\det \boldsymbol\Sigma_2} - d\right)\,.\] + +

Plugging in our parameterization of the covariance matrices:

+ +\[\begin{aligned} + D_\mathrm{KL}(p \parallel q) + &= \frac{1}{2}\left((\boldsymbol\mu_2 - \boldsymbol\mu_1)^\top \mathbf L_2^{-\top} \mathbf L_2^{-1} (\boldsymbol\mu_2 - \boldsymbol\mu_1) + \operatorname{tr}((\mathbf L_2 \mathbf L_2^\top)^{-1} (\mathbf L_1 \mathbf L_1^\top)) - \log \frac{\det(\mathbf L_1 \mathbf L_1^\top)}{\det(\mathbf L_2 \mathbf L_2^\top)} - d\right)\\ + &= \frac{1}{2}\left((\mathbf L_2^{-1} (\boldsymbol\mu_2 - \boldsymbol\mu_1))^\top (\mathbf L_2^{-1} (\boldsymbol\mu_2 - \boldsymbol\mu_1)) + \operatorname{tr}((\mathbf L_2^{-1} \mathbf L_1)^\top (\mathbf L_2^{-1} \mathbf L_1)) - 2\log\frac{\det\mathbf L_1}{\det\mathbf L_2} - d\right)\,.\\ +\end{aligned}\] + +

We have used the following facts:

+ +
    +
  • the cyclic property of trace;
    • +
  • $\det \mathbf A = \det \mathbf A^\top$;
    • +
  • $\log\det (\mathbf A \mathbf B) = \log\det(\mathbf A) + \log\det(\mathbf B)$.
    • +
+ +

It follows that:

+ +\[D_\mathrm{KL}(p \parallel q) = \frac{1}{2}\big(\boldsymbol y^\top \boldsymbol y + \|\mathbf M\|_F^2 - 2 (\operatorname{tr}(\log \mathbf L_1) - \operatorname{tr}(\log \mathbf L_2)) - d\big)\,,\] + +

where $\mathbf L_2 \boldsymbol y = \boldsymbol\mu_2 - \boldsymbol\mu_1$, and $\mathbf L_2 \mathbf M = \mathbf L_1$.

+ +

We have denoted:

+ +
    +
  • $\|\cdot\|_F$ as the Frobenius norm of a matrix;
    • +
  • $\log \mathbf A$ as the elementwise logarithm of $\mathbf A$.
    • +
+ +

We have used the following facts:

+ +
    +
  • $\operatorname{tr}(\mathbf A^\top \mathbf A) = \|\mathbf A\|_F^2$;
    • +
  • $\log\det \mathbf L = \operatorname{tr}(\log \mathbf L)$ when $\mathbf L$ is a lower triangular matrix.
    • +
+ +

Code

+ +
import torch
+from torch import distributions as D
+
+
+def form_cholesky_tril_from_elements(d, scale_tril_elems):
+    """
+    Form the Cholesky lower triangular matrix from its elements.
+
+    Args:
+        d (int): The number of rows/columns in the square matrix.
+        scale_tril_elems (torch.Tensor): The Cholesky lower triangular
+            elements, of shape (batch_size, (1 + d) * d // 2).
+
+    Returns:
+        torch.Tensor: A tensor of shape (batch_size, d, d).
+    """
+    batch_size = scale_tril_elems.size(0)
+    device = scale_tril_elems.device
+    i, j = torch.tril_indices(d, d, device=device)
+    l_mat = torch.zeros(batch_size, d, d, device=device)
+    l_mat[:, i, j] = scale_tril_elems
+    l_mat_diag = l_mat.diagonal(dim1=1, dim2=2)
+    l_mat_diag.copy_(l_mat_diag.exp())
+    return l_mat
+
+
+d = 3
+batch_size = 5
+
+
+def groundtruth(mean1, scale_tril1, mean2, scale_tril2):
+    p = D.MultivariateNormal(loc=mean1, scale_tril=scale_tril1)
+    q = D.MultivariateNormal(loc=mean2, scale_tril=scale_tril2)
+    return D.kl_divergence(p, q)
+
+
+def ours(mean1, scale_tril1, mean2, scale_tril2):
+    y = torch.linalg.solve_triangular(
+        scale_tril2, (mean2 - mean1).unsqueeze(-1), upper=False).squeeze(-1)
+    y2 = y.square().sum(-1)
+    M = torch.linalg.solve_triangular(scale_tril2, scale_tril1, upper=False)
+    M2 = M.square().flatten(-2, -1).sum(-1)
+    return 0.5 * (y2 + M2 - 2 * (
+        scale_tril1.diagonal(dim1=-2, dim2=-1).log().sum(-1)
+        - scale_tril2.diagonal(dim1=-2, dim2=-1).log().sum(-1)) - d)
+
+
+# Randomize p and q's parameterization.
+mean1 = torch.randn(batch_size, d)
+mean2 = torch.randn(batch_size, d)
+scale_tril1 = form_cholesky_tril_from_elements(
+    d, torch.randn(batch_size, (1 + d) * d // 2))
+scale_tril2 = form_cholesky_tril_from_elements(
+    d, torch.randn(batch_size, (1 + d) * d // 2))
+
+# Assert the correctness.
+assert torch.allclose(groundtruth(mean1, scale_tril1, mean2, scale_tril2),
+                      ours(mean1, scale_tril1, mean2, scale_tril2))
+
+ +

Profile our implementation:

+ +

%timeit groundtruth(mean1, scale_tril1, mean2, scale_tril2) (baseline):

+ +
164 μs ± 178 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)
+
+ +

%timeit ours(mean1, scale_tril1, mean2, scale_tril2) (our implementation):

+ +
46.2 μs ± 71.6 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)
+
+ +
+ +
+ +
+
+ + + diff --git a/404.html b/404.html new file mode 100644 index 000000000..ce48b7f15 --- /dev/null +++ b/404.html @@ -0,0 +1,109 @@ + + + + + + + + +Kaiwen’s personal website | My blogs and research reports. + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+

404

+ +

Page not found :(

+

The requested page could not be found.

+
+ +
+
+ + + diff --git a/about/index.html b/about/index.html new file mode 100644 index 000000000..22fbe32d2 --- /dev/null +++ b/about/index.html @@ -0,0 +1,101 @@ + + + + + + + + +About | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

About

+
+ +
+

Hi. I’m Kaiwen Wu, graduating as a CS Masters from UC San Diego.

+ +
+ +
+ +
+
+ + + diff --git a/assets/main.css b/assets/main.css new file mode 100644 index 000000000..240b0033f --- /dev/null +++ b/assets/main.css @@ -0,0 +1 @@ +body,h1,h2,h3,h4,h5,h6,p,blockquote,pre,hr,dl,dd,ol,ul,figure{margin:0;padding:0}body{font:400 16px/1.5 -apple-system,BlinkMacSystemFont,"Segoe UI",Roboto,Helvetica,Arial,sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol";color:#111;background-color:#fdfdfd;-webkit-text-size-adjust:100%;-webkit-font-feature-settings:"kern" 1;-moz-font-feature-settings:"kern" 1;-o-font-feature-settings:"kern" 1;font-feature-settings:"kern" 1;font-kerning:normal;display:flex;min-height:100vh;flex-direction:column}h1,h2,h3,h4,h5,h6,p,blockquote,pre,ul,ol,dl,figure,.highlight{margin-bottom:15px}main{display:block}img{max-width:100%;vertical-align:middle}figure>img{display:block}figcaption{font-size:14px}ul,ol{margin-left:30px}li>ul,li>ol{margin-bottom:0}h1,h2,h3,h4,h5,h6{font-weight:400}a{color:#2a7ae2;text-decoration:none}a:visited{color:#1756a9}a:hover{color:#111;text-decoration:underline}.social-media-list a:hover{text-decoration:none}.social-media-list a:hover .username{text-decoration:underline}blockquote{color:#828282;border-left:4px solid #e8e8e8;padding-left:15px;font-size:18px;letter-spacing:-1px;font-style:italic}blockquote>:last-child{margin-bottom:0}pre,code{font-size:15px;border:1px solid #e8e8e8;border-radius:3px;background-color:#eef}code{padding:1px 5px}pre{padding:8px 12px;overflow-x:auto}pre>code{border:0;padding-right:0;padding-left:0}.wrapper{max-width:-webkit-calc(800px - (30px * 2));max-width:calc(800px - (30px * 2));margin-right:auto;margin-left:auto;padding-right:30px;padding-left:30px}@media screen and (max-width: 800px){.wrapper{max-width:-webkit-calc(800px - (30px));max-width:calc(800px - (30px));padding-right:15px;padding-left:15px}}.wrapper:after,.footer-col-wrapper:after{content:"";display:table;clear:both}.svg-icon{width:16px;height:16px;display:inline-block;fill:#828282;padding-right:5px;vertical-align:text-top}.social-media-list li+li{padding-top:5px}table{margin-bottom:30px;width:100%;text-align:left;color:#3f3f3f;border-collapse:collapse;border:1px solid #e8e8e8}table tr:nth-child(even){background-color:#f7f7f7}table th,table td{padding:10px 15px}table th{background-color:#f0f0f0;border:1px solid #dedede;border-bottom-color:#c9c9c9}table td{border:1px solid #e8e8e8}.site-header{border-top:5px solid #424242;border-bottom:1px solid #e8e8e8;min-height:55.95px;position:relative}.site-title{font-size:26px;font-weight:300;line-height:54px;letter-spacing:-1px;margin-bottom:0;float:left}.site-title,.site-title:visited{color:#424242}.site-nav{float:right;line-height:54px}.site-nav .nav-trigger{display:none}.site-nav .menu-icon{display:none}.site-nav .page-link{color:#111;line-height:1.5}.site-nav .page-link:not(:last-child){margin-right:20px}@media screen and (max-width: 600px){.site-nav{position:absolute;top:9px;right:15px;background-color:#fdfdfd;border:1px solid #e8e8e8;border-radius:5px;text-align:right}.site-nav label[for="nav-trigger"]{display:block;float:right;width:36px;height:36px;z-index:2;cursor:pointer}.site-nav .menu-icon{display:block;float:right;width:36px;height:26px;line-height:0;padding-top:10px;text-align:center}.site-nav .menu-icon>svg{fill:#424242}.site-nav input ~ .trigger{clear:both;display:none}.site-nav input:checked ~ .trigger{display:block;padding-bottom:5px}.site-nav .page-link{display:block;padding:5px 10px;margin-left:20px}.site-nav .page-link:not(:last-child){margin-right:0}}.site-footer{border-top:1px solid #e8e8e8;padding:30px 0}.footer-heading{font-size:18px;margin-bottom:15px}.contact-list,.social-media-list{list-style:none;margin-left:0}.footer-col-wrapper{font-size:15px;color:#828282;margin-left:-15px}.footer-col{float:left;margin-bottom:15px;padding-left:15px}.footer-col-1{width:-webkit-calc(35% - (30px / 2));width:calc(35% - (30px / 2))}.footer-col-2{width:-webkit-calc(20% - (30px / 2));width:calc(20% - (30px / 2))}.footer-col-3{width:-webkit-calc(45% - (30px / 2));width:calc(45% - (30px / 2))}@media screen and (max-width: 800px){.footer-col-1,.footer-col-2{width:-webkit-calc(50% - (30px / 2));width:calc(50% - (30px / 2))}.footer-col-3{width:-webkit-calc(100% - (30px / 2));width:calc(100% - (30px / 2))}}@media screen and (max-width: 600px){.footer-col{float:none;width:-webkit-calc(100% - (30px / 2));width:calc(100% - (30px / 2))}}.page-content{padding:30px 0;flex:1}.page-heading{font-size:32px}.post-list-heading{font-size:28px}.post-list{margin-left:0;list-style:none}.post-list>li{margin-bottom:30px}.post-meta{font-size:14px;color:#828282}.post-link{display:block;font-size:24px}.post-header{margin-bottom:30px}.post-title{font-size:42px;letter-spacing:-1px;line-height:1}@media screen and (max-width: 800px){.post-title{font-size:36px}}.post-content{margin-bottom:30px}.post-content h2{font-size:32px}@media screen and (max-width: 800px){.post-content h2{font-size:28px}}.post-content h3{font-size:26px}@media screen and (max-width: 800px){.post-content h3{font-size:22px}}.post-content h4{font-size:20px}@media screen and (max-width: 800px){.post-content h4{font-size:18px}}.highlight{background:#fff}.highlighter-rouge .highlight{background:#eef}.highlight .c{color:#998;font-style:italic}.highlight .err{color:#a61717;background-color:#e3d2d2}.highlight .k{font-weight:bold}.highlight .o{font-weight:bold}.highlight .cm{color:#998;font-style:italic}.highlight .cp{color:#999;font-weight:bold}.highlight .c1{color:#998;font-style:italic}.highlight .cs{color:#999;font-weight:bold;font-style:italic}.highlight .gd{color:#000;background-color:#fdd}.highlight .gd .x{color:#000;background-color:#faa}.highlight .ge{font-style:italic}.highlight .gr{color:#a00}.highlight .gh{color:#999}.highlight .gi{color:#000;background-color:#dfd}.highlight .gi .x{color:#000;background-color:#afa}.highlight .go{color:#888}.highlight .gp{color:#555}.highlight .gs{font-weight:bold}.highlight .gu{color:#aaa}.highlight .gt{color:#a00}.highlight .kc{font-weight:bold}.highlight .kd{font-weight:bold}.highlight .kp{font-weight:bold}.highlight .kr{font-weight:bold}.highlight .kt{color:#458;font-weight:bold}.highlight .m{color:#099}.highlight .s{color:#d14}.highlight .na{color:teal}.highlight .nb{color:#0086B3}.highlight .nc{color:#458;font-weight:bold}.highlight .no{color:teal}.highlight .ni{color:purple}.highlight .ne{color:#900;font-weight:bold}.highlight .nf{color:#900;font-weight:bold}.highlight .nn{color:#555}.highlight .nt{color:navy}.highlight .nv{color:teal}.highlight .ow{font-weight:bold}.highlight .w{color:#bbb}.highlight .mf{color:#099}.highlight .mh{color:#099}.highlight .mi{color:#099}.highlight .mo{color:#099}.highlight .sb{color:#d14}.highlight .sc{color:#d14}.highlight .sd{color:#d14}.highlight .s2{color:#d14}.highlight .se{color:#d14}.highlight .sh{color:#d14}.highlight .si{color:#d14}.highlight .sx{color:#d14}.highlight .sr{color:#009926}.highlight .s1{color:#d14}.highlight .ss{color:#990073}.highlight .bp{color:#999}.highlight .vc{color:teal}.highlight .vg{color:teal}.highlight .vi{color:teal}.highlight .il{color:#099} diff --git a/assets/minima-social-icons.svg b/assets/minima-social-icons.svg new file mode 100644 index 000000000..fa7399fe2 --- /dev/null +++ b/assets/minima-social-icons.svg @@ -0,0 +1,33 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/assets/posts_imgs/2023-10-04/output_11_0.png b/assets/posts_imgs/2023-10-04/output_11_0.png new file mode 100644 index 0000000000000000000000000000000000000000..c6e775ef0d5159142e0595ee41fb175613c356b0 GIT binary patch literal 18539 zcmb8X1yoe+_clB>7FeLPD4?{obV&>?-AH$LqbMjTE#2KQbchHDNXO72!qD9@eD@ii z=l75IUF-Y4wRF%k=iI%oeeG-S!xvd;(Yv<@Zoy!%yKu2LaxmCsVi@dF1=e+NWn7*` z8T{a|7gn*Cw=%SM(y=vwN$J>In_JnNo9I4uG_bWZv9e^QXQOALeQIoPZ*9lPz+my8 z8|bZUjTl}oKG6k@+_V-`wS&QMbfCYNviY)1U@*}U_!|KQ=lHcr7iWc`+14#5L#ENk zSgP-fW8PprOu~tONS#xGfn>dDg?da1iQjSZnDDLip!~&{Ry!i z-IFEzc<<>6Tl?>g5FOu-)kT zx=GyZhlBLTrLo^?dAw3kIc2(yn*aOvB^_NCq2gs2OlyCos4>^$WIw23eXIAare;A_ zlBb#s?@{{p&W_BYot~~PIR_0fA>qnW?ltbXuFRHz$7Z{WeWhvzpvO0HPwuYi(3bm^ zIG6GG`};>kMJ=Ftrk;fO1%Lf|&tYv$@#f8&FNiobgs4kONIF&-0wM2J74jt=2K)X33mn*gKkL}C z^jZV)r)pSWFf4vw*O@r>!4YD$%AMqGf0~F#4+}jL<_s8bOf~;CUBxb#bdg=zkuojY zNxq)>;@V#ivGOl{y(FyWkY@|Ey&ya=UHBn2rmix}8%^-I(5=Fbv|V_qJwxxtB^9R zT#QY&q;i`Rw-0n^CvMz(Es5>dJi8%Y^#~W2ik@Ej)2B}_5F9E&lPP5+8d@m7gZKjN zY@>C@1DouYbdt3{6F6C_2Pb(7xVUui<dbLMKe7TIMxNo(C{5gWmfBa!7k}c0OHmn4jyTyObWp35Biw(~p(Nkw-=(Xlw(pF8H^t7KA@&kYIM>zFJEm4Tpwd|jv%K> zFBQBp9#D|mR4NR&*lQjMm}onja?wgL$haFt7bG)yY!l9U(3zyDrkcj* zj^Hoo2v~`{jrbOkI0T;#PNGH@#G_{k{kiSGYi8~fD~X7hoNb(2A6^T0rFB(iJh3Cp z7m_mm))4EAIH?-%zvkaLIr&c2kK>KDCex%xe95*RVys?*5{}KWyH_Zbn_E(=oy0tI zP#Q-UmL58eq|SRK>eK&FpGlp(49*ls5e}yehmU(Q!-I>hW5_AIDy3~2SFNY=MxVt< zhK-UB%x+g3CB1OdPnQf+vlz|Jo~(_xFlQq@8ZeLgO^LhDC$XRXGDeD0__R*wzME&{ z(xzLSStM(W6!nHpZ0_^a-8STKXIQOrPRo()H_6;m6~zYxDPhH8k)K4erQ8FRrrDmo z^Hl?O;Ze;a6TqjQ*C%v*W7S&uRmrIN@!?zutK+IlkvaBo#PqZPM_s8Us>$_S{TF)4 zOzK$2CN0TM@AT<>OL-{yWSM=aXQii3n!!1Nov&jHS98;O!Kp%{_Kszm!A8(xVHaGJ z9FFuXQFzGbR?t_9qu#$KT-0OU{Gw7)r4oyZl!`cC%-RBIB98HCdp#A zhCz|S6z;p@clLvn4>^BsQnwnH!Fc?t^QgZH+F5I)|q1(@{C2# zJCVttI^_Ixf2VZJjDWT_SKf-pU~QfkJvYukU6DIm;M-`4l#&sSU*c_8O;C=|uq|#X z<)d`y8(_RL(I($;CYFH1dfK>1%vUi)s+Kg*tF_y0wp`(*>|<~sQrS0e;aeRt?RMgj z5L1@XRQgHhZEV=<36Im`@g0^;l&_CxB*&ZZaM7BOB(DvryJHQ*9`5#T+&nV}>y6q~ zCK>c2b>eDcGZ_w%r3yrN6mZvfeYXi50==Fe&sP-gS^X@l`SavlL|?{j_{{33wo*eX zU%`=6nn9bihhSV-!n7IELM2t5&#k`6HZtm-)bvsD{{Cv($me@^M~l@)^YDI=;L^EC zmP-QP*z&WZpIV8m;Ez5bvr?!gCl%YXH+>nxw>a!&{lD0Fz7dAExezS2V@1u5W%t^Uhq;Io$3UN477k!QR~%wR1b*ia#0%g=JnD32!3Xu$^C7*^FHjC%v;lPb$|Ay|; z&})op;p5JuizFWQE&N8K#bM3`M~JP`6iv4!|EBIzvdDS0vS!ta;t8c9DYo?V+H*_x z7^vOBqp942Qa#_3ny_-u9sL-heb;&NoGMKervbZpT=qS610Mq%3Ph3oz89BQk>)%F zz%PH9;o{#{3npS2;I54)SS``)b)Rg^PZXqx?f=%e+0rZYHJx=|@e}F~-9UBxdZNi& zoOU9KZrCYzoDS_($jixOYYMmo^tH`oZHZdP z!*XP0ll1L2Rr&F2bJp2ThW`G~^$eU|r|;UIsSJ*v#g5KeYawU9w(BTo?cek_#ij8R zV#>%|&Z<~q;#g%O_SD2~w?E|hGyapBw^4A`5XnYn);U9 z(_CDWJXw3in8KqoeuRug!5@Fq7j$wC`jr5wvNrwFyzdHQt?JFJU z7KvkrU}aN{D%;yM1czI;!9rO-IigeXRf{M59&sQ1@OUC2Q59k;@!6lQ&tF`+m!esk zXS?%w*DWDSj_pX%^%C%p` zaFs{McVc3V5_7+X>8f^$7R*a+pGmBdbJ!WhhWgd3PvQwe|sg&{c2X)To zSJU$vmzDD8d!18Th{WTWOBPn)nLaDWR9pF;{YzO~d}B}8@BJwIz+|uTn{twwUSdG| zd|^|+?77D1aiWc?ugutg?ZQOcmMWcLi|8k6UTOu?=Trre>A`J>fxKab_M{*rh#WUn zP|zy)b1M$5^tK@NR-8XguA;lAa{X==je<)yf5ivE`O_M0j>c8H8xePNM14t^x4lA# zwC3U;mcNTGPadu-++WLJpZe;H?LeZe#OY`LTcGxPY0IsSS={J%syigK2V~cJ>a9sz z!Gbn3`qdI)XW*e|XsrCu4AmN%c1~i`9xv8LX5BqH@s8UQwmC%h?uTS>t?hwm%yB{ZYJbfO|Lx$kP zCbGUB@<*5I*$>tI5U&W{rs)UMcEzZXDpa$}kl17`a?GAm@N`nT#NCdM&0>(47(i=1k=mUBN}vpUBfcTp)Vc z@9&-GZu_tKcykdkI`-xEV&lLtZgWAbjewKp z;0q}ykK(s0UcBiid{e1TjZ+0~46A*+9*Vkp8BIP3r1V2W-Lo;Lr_WJD*d}MLsC!+R zQvG#mAks^U#wY=&rT^QEK#^j)0Ji~|Bls3>d$x|nWl_VMlyoSw<)r>Y?? z9ox zPM*bYr_a@r-OkJ48}4U$hG&_6$Bx@Sx=Z`|`oF&yRV0@ls~a7CxV=`{&F6I}(9sp? ziB_ei<(8|+|IP6;JZfQ;cxmeFmuRKs$I!HUU@d(6%RJ&2WJuF1LHLN{St_h<8?bj` z)G)ZwZCo_ovzGhwTPtbl(*43S{u;+fN@;Fe^o+n#8)?RHK}h^~jbd(2sNp2VBj+Liof9*-4I0-d}N0ZZ)4=rnO>|z{huR z6RvTJW@26`thg!o5gX>M17OE=|8QU;PlIips(+I7G`q6V7P~sWFJ*6w;g7}5oBhQ) z-8hf^ggQF&YSm3G3kP!}6=Y{LG_&(z!P5(H`fXCM~y&p0xk6Ue|nZ z6^ePAS0+;syjA5dPMCtX+awD;OWs*gK4G+9fmVt=a#kA0e(Y5MQUMnY{#&1E>MTQpHm?-f`Uet!68?1ATv8yR0b2JBHEg2uws z^SKtRddIcTQdJw5QU=B5)G39NU^pRq&3uJtSakX ziOC%es4zxXy6v`(X_p)86l+@4hL~jD8HQi^RFB$BVvX$KxZG{ZuuoGTwEHjk^k z+*;W%@E3(N9dFR}Qf63$z==+JKL>vNw@1jKGh6c0r*C`n!B;pBwt86H`V1qLlxjPN zMu?BMv#uP^)bc<-b4v!E+cJ%0U4ivJ`=m}+%>vB za!MORK6#Ra5pK}&gH_fLMbL9iKQ8)nDKHTnzQ^D$aivZemS6rqyhl(*Qo%lrJR3q&>goZP(nZn{z^wddG=JcV#zs5#>y(N>% z!vU-o7W|xfbabG^fs}{%g%31q8-1enr9%_1n>`vFH!tp>N1VvUH0C`l zhL(=Vuf@Ed>Pz<&wy#QT2zZkJp*}fjqGW8Fe*Xe=M0>9mwx^FTE*Y~yt0Fa{#U>$h z;l7M7E6cR)*F6|jZR)3mx`<5{a!(f&`kh-m3c9EUU3`VQU=diurM*+af|CMfM`>&E zptW>#0W#v=H~5m2JXDxRU-}r7z4(ObznTq8@0!F8G)Lpq;H}VGh;NFPd3}kOm5SqE z0zDN-v?iyATR>!$t94x4o$S` zjb`?`|B;3Jdhg%Ap8^)x6?Oa8ErL7uz0Ov&9d^3dYoUPxX*;toO_YX>Z5SFW7_~$c zZD01=G<}5HnI`dPHbw%VN`I*4Nt`;Wu9%OcE^yPn+bPM7e(}VceY}}f&W4-hE-^8e z;~)^@m*Z(@Xym1(gKO-UQZ~Yf~D)u8G$<&s5<7w}>lWF8vZxlivz6}Ws1 zemJ`o#Ed@M@S*`)HR=&=t4REcLB06nDo~nT_x026thajx?Xs3CdSC_ zAV}>(GBHMR2OsYDBD{Z~Pak6#O+y1EL5abX5RvY^Q)o~&eh^vwA>#|ivV^kO-j;p? zJ|JJo^6i5cm%q9aEJEA=3PM4&#c!2r(?^H}gd%6_l4U%J+ z7MEU=VS38hFI814CL)E*)Nnc8+WDGEefUHcH3wa=exMN! zS7mc^haQ*yU^cp1!R^W!><8fwTr4XqtsNR<{KqlEk0l@GF-RT%vHRv*rnvM}f73Oi zYn_acr+Ix7AT(#im$09D>me5p+ZMdj8C@;Gd<#c7Q3}stS|UFvRRtYBnMj39O{X6qY2DpfYx%e3i@v;D6 zcI~zh?OkX9Gh{LAF2rDkFTS>6h|9=I6M)u*`=dcw8-(BAg*0eXD$2|&E-sVvv{!$a z=QoMOj!-zR<@AM|$9JJ;f^??SoPrPHKC*tqjMo56Q3P6t&8G*Bi;|QD&;ohiFeo;! zc#CQNW%!LoR)5UJgs{as#77j7oIjaWmLZ2WBk)#-%oOCj{u!jss^r)!=m?NRh5qhN zzZkg=K77}n1=E{fwJYbhfwzw_QiqnFsm#eS*4g` zGaHt^w(BSc*}x2Iq12Cx(htH9py!L)-;J6RW7;PVZ%=oCPVr{gZgZ#M(vmgib_!q% z)xx;cx$mys#`O5*ZY4FvaP@~zQ`neJ=a<*sjnZNov$gQ+E>>7_6-2A`FCl@CO$c zH?e^m@Y4BTj*B0$fnN!IE^4~epOM%=3$C^!%pJL8;uJq;F?<7f7aL0;qm2ji_Krwg zB+_c9%9pkIB*i$Z#E1Ol^=$y`$m14awa7;gDZjK$xYcFNy-`q7$}KJJ_s~#KAcvQZ znwO5M^tiJiksphKZ2nD^*}QR;ivR|O;K-8YkxM(1yJ1x!Dqmz``T4WDG$!qOD=&S_hdU!8->_G+W2Hg8 zIEMqETNj$A&NFqPQGw3#p_scu_Sle+7>_{?jBImf4q{cNpUmDg-4)K z(q|$bjVb@swSqBlz4ZjR`pB(|UWVnOyD+0>RF)ByP-l~Xrrg$VR`4#T7!m)^TGBFd zN)|jTD6K61=fZD&rXd1dXbdoh4r>`o3yvL5%&Y_?G%lLJ(dab9*8&N7t@-7p5r^dR zmi&t`-}u6)<9`9WIi;M3%EcHn5C1#zs^z0!cI&$F{eM;%zGhTh{xJcLS;0`q z)8M^|iNN%h@d6S5Pfx!lG5Zdi`U}VxO{0S1kR!mGTFh+TiknyI{t#5Ka56@|pV7KF z4`4$>gse*K1j|5KdVD`atL8IxxY1~KXK)v$*jrZze>X)hhiX44znJM0{_!d-VP7@rft6Qb2(B!W__}yv9L&BNpw$9oqI%bec5^5Yzj7|G9#!>`Z&* zCGZ5oia5nOPZjLW*#mtV6~MYloM$d|#dF9jYuJ1`KG-NiC3$H9I_0`if53gj2854- zG2lC|kLt^T_W%CXPw+w?0rJ$IzPoD=YB-#?EkH?uX(3tEngCnT^Pl05PkOx2@~Eox z^fxq0`MrZV@`SY7|Gko;-LMS&aVa$wXxd|)HPa*d7ou3EscwdbrJt|SZI2*(;@0{G z&0;}q3eqq~!?vAbtimF0IA8U7S+!?YM<6~k3xHBr6sjvO>(?(aE5+L|n9#U&Z~9}j z(c4-vKXiXy>+}#uVQDE71iOHr`UeGBluz9J6wGQiZ2bEhy780Iz)cQDuG zk~Wfo8i$pL#Kfr?6wBa1C~!Ter>A;KH5tH%sFmt}5eXuo$QxSTSmwW|hY)mQneMsK zVZX1Jhl{5>eBcxm(PGZIWafHNh4S^Q^+d0YU^C5?>vxR%#Uqf~UYZA!PD#Az!#R;F ze&k?GRJ64DQ!aT!9qfyYn|q8TV?Uvak`x|k4OF@c2>caQEtD-wq!J#aaywdBl>-Nb z+VbF3%2!F@JDtUG-5)h_0Ds+%x4|~?fWTP(fsa-AE3i*=>J`QyPK$k|^Wi!+Q8x77 z&L}!47JD&$9mo}^u^5(bQC+UI_J8N+O;$%r0FnQ?0M^oSvZk7^uzp`nrv5GvA_PTj zH|gT`M#4tZ)5+IHN}A=PufURpJFR*C@B)Sbj=M0zjdN9C`@;OL50df9rGP+pWOd9V zdt!QM3lq;@S8%%~Q7lObS@%0x(FKRAZTfPU13s_DMo1fuftDu<$Fo^omgAx_;N)+n zLe}0?`T+_{y#*WsLlm-G@@>_F_8(nEUqJ44TwTUIiPRk(tEPXf{Czds&2fUO7ZCd7 z+dnqyET8GdMAb|KEH_}H)6nN1%5r68gi=l^0B)ej+Cg<^^&g}BZ3@~HwEm4j_;=Pz z0;R;95R38Yyc4$83nAc>cmM?jm(b-G7K$3n(>rO<~Z!hVKa&9C-@Ur@Vo_Scgkbd8jro90(R{Juw(|fss#PRZ(4*)5;Hu zF97PQx3on(jfy`_UZnb?Z~tEFy;sIbtkqP?%75WFvF-sfci91hP~Nam8)txcuz&jG zuX5$A=!d*O9aZz$=acUm7%+ayZ!i5hti@c;Mi{Y=s|Yypi$JjO{N7l%OS1Li#Nh9% znW?}!c*DYC{>DoZe7^9fSMPz)W*72aRvlO~Sr`Y1^%N1^b$#q&k1nO#2}b;;%*jqw zI|;Y~C_AQ&2Ou(#kNfU^{o=pj>#o-&yrnRw*s(Y^vL5$`pzd=={kdgB>z*R!Qd@;u^uRk2@8g_)z5Dn)7#MW2Qh}PupPygG8oe5`ra_tA;GeOW!9@(}CwlCw zb|vzthwvU}^PcU>}1#>=cyP_@_+drxQQ06^FRRHB&0f=-N-&E5QWTkIk0Vx|Z+;A&~lfM^4G7mx;hZlJI4ybU5J{wuma z3QP$f)3;a2#LvIC0`BXJy^qxc2r8e7>DQ2)RzP|vtnL?UOaz8iDK7a%cU=Hi$Iw8i zx7lSiB<`8Q1|(@2RMuke!(coc~Q@r94HvfR^bY7%T)-HBeKq zX@H=0EKxa?nX6*oDRLPryLZ<5bwpg;_@dHkQ}?X(O9~3%M)YwWpr$~R+ysX_BO>Ba zLlo?TxQOlUZ0}pi#ng?G^T!?H3D5S_lhzID|2%ugt99vMl+z#tPA z5gWUVBDmy@(kE|OEVDQoGyU#DeCZ*lsj2D2`!uOIHb5`6N7ft_6&0ztx#N3n!k#?? zLZgd|i@3PBZuT|)-q)ocTAWj!zw@-KUa)>6B63_!iG^3VkrDNp4~u`Z!~PTY6s$sK7CRh)wK>ZFPl##Xn9;~04y*Tdio!^fYifV2{D1jJ$)wZ14ncA z5yEi3atH^A-%2G$U}e$Ut1iXf;JT5%*%(6adyru$>4 z$gYmouyvm>JSHZmyu2K52i$u{gNIl|oozf-@c&*HinDKO{A;4xPJQs?GXE>7zWaAVQO?8o|ZT15@#w;Ae^0Sf`tNK#c*)fJpg7M&kgyS_0B zK|%P>FArIr)-|A_UJ&grPu16Ic^=JkB8ydM)#_alz;Mz>MpO`%lWO6VQvK_bwUY*5 zGtnT~Nkc{^096!|=aiPpRZe@>j#XL}ZEjlcEe(j0dhCXt*jZN3b?-rl|($fl_W(_Y#X6cjbfxp|KW3G)I2 z@6c&f6-(FiLFzO<(;I+*rsEX_>vcQQJo_Vh>$4H7tL9QkyqYx1g%R!g{g4b>S48ds z>Y@qQ%)fy%5CIMsu-d%h;@-1kz@8mW)+$#>&kz0j`}-d~e3+IapOu^bQ-#kOHgg-_ zkJP3yD_Mgga>%o=>;5G|PQaHta&zN$-)iU#@Q|WkiV7h)PEmn4>^W6GhSOI#i0*3U z*pwM|^>?vP=bIH)i{vR64HG*}q;RcQ37rGUb z#k3I9`Ho1=jk=xP+UYZCtH!em@}()a4MpHa5}p6tTpKMD1#wGJqWd-+AooyhH0T`^ zXDj6?74(;z3_#EfwRQ^!2kCWwq77_E>anJMC=gF5;GNM7$Wf!D0_GlWdBAW70vH;y z74wvq8cx>jwC&a>s$&`Te2@3n^19;K^Ryd19j5HSUKe`^Q7tD7?ue3bY9t6Cf zMfWF`q5{#)P=@;5uqlrN&3XXxkfuCbpq>S$diHVb7VLvS-Y;2-*4N6#PjV`szw=Y> zuwd<|Igt<1=p;iuJaX+;nMmJ`TjvoCO_4h3Uz@B|h6q0%y+$?=?IpsXalF5BW4U}l z+Acb;uy8n6F>kO?lglY4Kc6;;kX;%`WEo-M;S_M_@Xm$stxtvSu9o!-7wa_d9yFe7 zhVY@Q$d?$rjskq|;6H;y%MA?=tOylAuCT#IFRzUB^hJQU$iuBUAhTs;CAx}3je&al zTrh@})14lxO-~RLEUpW1%mp&<{@M4XISqarmKD}*cW~BI0yg4!?g1Pe0lQ^9 zmvxnf3&?rAeA(-JmyjF|o@fC7$b@zo@DAf$PhT8TE!1mPR>V{_!1cB1M(rEeM7^y+ zgbsT{%19R;7MAiU50-`R@2?!s`jN6&jFoeu(o$3H+bN=rK`v|E4lImL!c+{HIW;@G zvSV#MeB&Cd=_hN{Gj4ZE%77_` zVDhMxic6O*OA@3?PByUpgviMD;zrHcI`x^V{rvp{0`?}Irs1~OMl5)@fCExQy(TA5 zpDMEklXmkI(>v%LoaEQsGg~AP6ck*(<3OxgSzP=I7~H{*DNyC$GE7sBix+3o=3TkIEmQ?74hrQGOZeS}4x0}ksl=mBUN)tsoj z+}!0!QN0Hb9t@_5;?!@o5;}A%D=95QuZZk6TuRR9lw_MK9ra#YdVL?S41N&U*}scy z429=1rwrnfuH#3~N1k!Y$;sIxHJwa;e7qUUY8G`Jha?{ayo-gk>vEEkfwdaW&Q$=p zS?v}i4GayJcY64cV1)~6*K6{+dw;oY)Mo*OSraG>)C>&B=ONswKr~qdcUWwmK~q_d zF-q(M1_<;9NrV|vS|XZ$$m3u#%P7%BBqb$9tcMD>5`3 z{((=Q10yc9>)}z($jGQ!Obt*_QOSmk;T(NtI$49LjUP3K*mQ;EWbW_Zzg>~9&rf$0 zH8k>V=319#ntUMJ!+r1|6#(@@`U)1TDSQ7`RDXx*CxV%CgX`HJtOA!pbF;GIQzEKr zCReF!W?fx7@U$mswq0C}_S+{L;dw2J+5DriJ4H9R5 za0-UwIqY_SJr7v~59QkxL~DDh0_1@3n#J?fxuvyr8Gx#_3=2=}sJWwz?%6;RI=!r$ zQ(~jxq;Sf4?ye>{6}dS%eM8FH1%T8m0jQ|~J~z?x*aV`BY9+cY@aYq9UJ%Y(x*ovL zAoN8aw(%|3?R4i==IYOUe-D%infhvmFuVRm2&n*qQ*m*rM}r!@8ppLU! zo0V)?iZ_I2*8ZM`zHd-U5m~zK8HQ@05Qm*1`{yc~PFWa<{dgYhswRM;xT&sLvzXdN5^^&03 zm#SHhZQCyKY@cY=Y?kX6A=*kjy^zDte3ebhzDW@{i^t79z6yK#-GEYbrIYvuHlI(% zEQyWwpT&twv?vh*r-Y}|uXLP{zK`uEk()NF#wV&5ZMKc z4eeU2VW5cix`=b1;*#R#vb{}#3J^L^H3%V{M4;>J+sPR^35kg@KjSZ5DAFIk)n+{} z8th?(6y$q@i%Z_K0R9I@ub(Z>EjTa47)2x`tnnrS4+toXvmEj&j3_QIOV3H5I@k16 z9g`jspe5s!+?I6YNY-A`9}E7o0nh*LH0f4#I>ky+yDBVC$bwJ zrZ_(OMn)^z=f~0LV`L*W6%`!h&WGtLCsLP}pA-I6P*7N`7`K!^*1?YSr zO9t5yNdtztd}ru)0+%vAK0erlek-pN^?4L3X*HS<)SVbIr8F~(OAwxCXB)eYZf|Es zTKM{rxQanf<0@;U4CN`WfcR@z(`hmTc#_&qTJ;J^i2t~t60)|pZSRuuYOElOkev*T z`39X)IYvE+oF}Vgdw^HO_qz4OvP$rsZu;<^ZVJ^OFXy>}O#a@8UI;vF)v=boYUVPX zN-_UApr;7aA?mYrr^bP6k2R8i{1Al8HF}x1Y)nmRS^`~`;I(x!xe<XoR(#6rMDWWyd^(2Ne< zl58PA>}9|`$f-CuR3W-}Qqwk&B6Ne|#f#b^lpM&2?X4hb=;)-vSd6-f?vik;u*C(5 z>Rj=@0fic9gnKQyiBpcMywn#+%~&sul%#cY zuFxLX0OvR9rQP6OO<(=@0r;jG>>dJ?m=JS27xx{MjjuTbzmSesdGW*^#3G<%1!S^b zJl3#&53vyIrfa4{xkHQ_fL&{~-6ax5W{`pLJKVsAbM6hwD*`$E3Sb@wc9&pn`|Yju zQ24{CqNa#)|8FnGW$oQOO$-jx%jc?4Stdcvvuf=xYA4q^vet?th6V>;g2ZGKk`}T2 z`0-;Dy0&>%R!r8SRMVKvN2zDq>~sEJhs|8T*M&bm+pR-M#%S# zrO*DRr*n(i`)$;2yLBI1I}(zC5U>Pz*6 zl(jv;j8#nsGK1vg<$(_^uYn_22i%L*Pwnk@u%4hvgU768bJu0!a@lb0R&}mSY zSpe}tC~Z=p-KYgTS+Gdp6EgVSed8)hxnL3=wIuiLFW}Ioja$}A;c#zy8}=lEmj^+S z%8wsE?9cX)E5MES1HYXG*lkLmR;2Iger4m(QdUwSC^TA5aGL4^lga>9EV6)jXx6u< z7?!E3S6YIQMj#F8`ZrW`7w|`L1Qd_EKnWvBYmP_IhYy!6fXi=pxC&#D(XttE4UALk zeuzcPYkhupuoBF*-s^+In+*voU|`4N)96g}*$H%h_Bup`g-u%gam8h1kP%e!0MrX0 zk`7@|Z;B8F9K@JvRn{pD=wmY|LF zv9u+=1nUZaG*Ev2kqr_5;u}%W-Q^Pj@Q&=CKYswfQQ3&r5*GgCxIU57oxqjUd%kdH z0l=bW)|YS>ye&sVLDAyTP+qP;%xT}twNaM_QvYmAYL2ysfqjwMi}N*+ww*T0pYWcg*TWkdV~1Vy1|V|< zPXEBK(B}y2SwX-+Wz;InV_JiW^8jbB@lyq<1@eC?2yL$ij%l<3O1V8sF88H(_8}Dc zLB|MU%xAN_sJ`M!1#F9sqcd#J2OyB&%-l+C*$YPT9?$9+sFa=?#&}!;`fdE zY_N|XKQ2Ps2%_oPja(Q^4XW{n3J$d`dj|gW44dwLMH75W{5wE$QJEpot;?3ohy zS(QES-txRjBnQJTVljx8NTxc}x(u7X^(`^Dw^uf%%Mf~38bsZIZqixuew?&aR#c1x zWJjgm_5ld^b8~acz0N(seV=@Nk88z273fvT#aD4%kYn6mpH#OR$cg$fYYjkL1Dq8) zdTSRUpoIb}G{P=YPK4>}f^1fnVx-i@2qwB`m$XoP`hY6B?`+i+04)ew|^wxMDPw-Il?2n5VzoESO%)^htum^zffFMN_ z=uGIsTi9v;d4)T$m&7+#4CJIgJmvuzp?}}8hEm=C``-c`mX&585eJ|RyqRY`QoGTR zhr@gLeR{}v3lM<9MzrhR#23{Me1sN+hSwo*gY;Y?{7qW`<4yjS1;vjVGZYKH%$=qx~?IRr<##?R#SB@w{G6-19%*nlvD)7 zCX12c_b8sDUPy1Rs(KCRmNX%|>QTB`DD==|1{D z3q9GETvvt*1|%5j(?v;Kei9DdbxpJkIX!g;#K<9*+ohB}cl?=isT314vqL9crC1mU z>K+jg9&S|v=0)m(=E<X9T?N zRSZ^C$u2cKBEdvCfSzf{aBp1|qUrj(#0KQNz>`BrRfC}6>pe7;dGJC-7Z7KF{PveV zE-Wk+FrJpSwv%JL58`&?X+Sz!x79k2vHpHgvbaFPeZv@8 znDCsLd7#7$NnbR~qvDb)r2$2hZRzmvSOvT`$5abulYa6xke;0^0&H`_X6E~)q+yP4 ztOrIdkNFT9IbbN;c)A_H3B*|xD7=b*JiT69un3>kNU@H8 zNQg2-7=gwHZB3~P?Np&T*cp(6z&!!B zbrsdS{SpYPXSD6q^6_eSwQjb_6kkq zDg`(&t<5s&wcf!&<{Fq;#!1GqK*HL#;gDM093p7QbO>r! z`1%k~?h-tYmttSrqyh>9VFW+)n;{_Gn9}$7(wYt^EPe`^0^r1AXB3e*ok z!B8x(M~!985~Zfs*&e!3DM0wYn$FPQNbs&p@+(bWc zq_L+QPz=a-ek8M@c+0y7l-tA?1FSha>hZF)J%SXDi7K1r!JKe%6YvRsF~}Y-kYFa0 z>_Ggmvf*`J3;Y4Mx(mz`6r9cAf*eR#ItZnp#1o{XPhd*rK=uZdc=S!xyG@dAG@duq z{x-=<$dpdtTnb{J+H{$`YeAuu|nFbG6}qL4M^kSQ6Hs#<2a1X88FAOqVw;|3xU z8GxDc1_l`imRR0B9}jCU!!AnzI|Rdn6jT5ImY@#4?Xr~1VvNv#bBRI*2WOP4@Co^-k@@vkj|}}1GNb0Ed%2vz#Mpv7t>sK z`$R!}4pMM=6B84zG#XGw)&Tij1*(o> zvz&NYR&8>QbXm^H+HJZ)YP|KQMXQh)rmfRX3o9bza?FQtk;iSn>R|UZN#0N{RD`cp vh!4|-UK4>GUbTbD5@n$3u>U`wr+nYmr3=(IWaR-rg29EQ-xLbI`|$q&qEt$} literal 0 HcmV?d00001 diff --git a/assets/posts_imgs/2023-10-04/output_13_0.png b/assets/posts_imgs/2023-10-04/output_13_0.png new file mode 100644 index 0000000000000000000000000000000000000000..3b6263f0f8f77bdc0b1416cd81fd4b087d37af54 GIT binary patch literal 20718 zcma%jWmuJ6xAmqwMQM(b{mX?x6q+7b%0Hl@f?hZjh=}zhH=3Dp1=Z$mD zkIzfxV(&Xv&N=3sW2`_q8A%*WGE5i@h9fQYOaTT%WQM^I%Ft24C;T%8HQ)#DdvUe* zidIJN9rWHA!d~gUw>GzWZ~j*QuD#(q+qYJh91po4va{YbdH>$pmhaIci+^44(CVG> zBc>G+eee(rYbkYG7z|Gj`iGDyl<^h@lY1@wOhm~sVROpKQBiqbaOZg1eCqh)M+JP; z+he!KB41?%dD5|es4NIzrR#J+eukij+GN=3MlAn@)EbtTnk$5S8($ucLRegw;<@_7 z_ZLSl?jDm2oEE>oTl_ZPUUu3mt>UfXUFLi{ljyR|8-*|G84wV_)Y{pU4Uulwh61ayqua^Kx^wW zsVJh2HE?w#o)10~3yWCy#|JdscHyx;7E;Wttk1NywF`4Z!0n+s=i3cw$~h`_A2B8( zqCS5{7q&1^P*AA*W5G?%Z9eLGapAi1zFJuI(c&|gbA%(2(h6!_>cY!kQ|@;;&l*iQ zX&*i6J9Mahs7J1l;O`g}73GS{Y-3|1_568I*Arv-)$kh;Ca9-2(L{6bTzQqf8G8x; zcSo4b`=mj~t`&(;RC2gRhtSdEdr5S7>taa zpV!}*sOVd;mHEo&>#|)({7J{XN+<`cE26!#gH`Xh1K&|D?6lnum9eS#N9`JP8r*yK zs$cyXiFmg$`nc3$V%Xv})YEtGtWS3I!uzVW>(Bf1UO(YKnf1QP#RPNQS+kNF9P#PX z$VP$7oG&rzA3O4{0)Lm647Yy&{%vX@`|6cA_>;G3Re#D*f3f!hGzSl?yG+}eJHaS- zg4^t7OgItcWIK2Nq*EAw`JT{tt2edo5_W!fd;+f!Z_Tu!$H*HWF({SuZ6c94Lj5%r zk1c9vC+uMz5qd1vTOa)Vf)sY*pT&mVu)DK|Hd`}eXkaIJ(@P_`X^G3<_3`X6vaPAk zph*&H@QWE8Rr}ntq%ra0`EygP-}azKFXOp!wrlrsHOkG^x9f=?X!xA&FOQ7Z>$Uiy zYCWv5S&&HTmPj?R5^59-I66YwK$6`YF)i!t?UewFEX_D!s{B>(aw5mAar%UmpMQ_l)zx?tc_+d3VhjDLf00CVDXvyXI@j|q$pooM7>K#@!PZ}{l z-J^{$wHo^e>>M0L)^nnoE}Lcf&K{SCBWi`Z2<|6yXzA(cvmakuia0y-30@v3y6*j8 zBzdflTz|I40$b}F8@0C_}!uut9mgq1_lO|2ZKt^ZH8!!iE<0?Dfg>o9d-59{l1|Bns2Y- zxj~9~GI%ejq>FP0aZu7}Xf)+mg87?CW^8nz0M| znrt;wf3lj9v@`l9Jf*glVyeag4Q4)3j&pt5=fUQ3Wd43_5aX%+Mk8pOoQB5QnHUbt zVakrUJ&ZC~R_K!G_U+q_M`Ok|n`I;O@mBRBDk^tivn73kEo(zLHe-gLXdXVqebW)v zHrL|6yHV1YYPUXo0)AR|P&&+hb(n4fGhAfyi}wB2Bq`Xk4=t-#8Tbze6~VT}i-?W} zmI%$e$um8j-lR+e8f=G28?yCXy((kq_4}(o2DFQLTB91 zalkB%78_z&R?eaF?=&Jgu4QF_#s{?p6Tbm>tV~vM0ROOab-w*(tk_Vk!jf{@X_+$p z`}g^}<7wNvEn*#4ul0fks#^>%8>8;MuwME}$`1ysa?bA;Sm#d_6!en^RtxppFiXuw zaJL(-1vl)UUR^8;z4?_Y?g)$v|CQ!XBM$vHZy*C#aU8QR6(H+Fy*XK>2xciDDvEHV z98d5>*uc;bqh@Mr+=%^4YrWg~q$L*dLn5$1Zl51*?yr_TfAInZCJ)A3(J5!>{&2n) zORkDp3)yWNV0T0d@oxSHhUbR?;ra14F+;R8I*m^%y1e@8L|(0CK#G`eXBT0riv!KW zx`T^6@Kd8yj{4D~V+)U9{Pbi9xAk2TU(_(pU!$YCp=!u}eHkg&q{;2LCYJGPo zM>TkGP|0S#6{BLg?qaW-mV;wpXaofXg_ed!1gz)aUulvxU7?guRepYbs)|n2nk?eo zs;sK@r##7ib39PQ8@0-!W~Uje4Hy|;d{MA0)PKftb#K}Px6xL=U!6ayRn>M9$0p;H z;-SEm*VJT%7R<;xxVLOr5bP)MiSo@>U>X=HaA~$G7jPqEWAA~FwG5%*1Kz>s3D=CG z49@BK=164Bbe&6@%kdV;6HAJvo_PP%RN9wGf|RyPKfQ)b#lxut*qjecST!s0zdm)a zciF0#aSt9H9o3i!49GnF($jcb^+csS74hUyRX7cytJ_Q{pQ-U^v+>U-q}|=aZL4$p zWYgx~&cL{-cK-Mw;_hBQaU^sxhgX@Zf#ion?l(E9S#dqTzrP>(^=oKB{TU{3)~Ly0 z=}L^<>|6EcmKT@X9u5{Yz$k0YSdA5<&`E|pv$rpw*oS`!HfK9nGS*;+=>e-q!fApJ z<|rII!`Y%Qf<|m|Yk6^TaQq{9_CSX00x-8HyB*Z>a&ogrmD&Xzz_afHtM1}PnNecg zr@uX22aIRl#L?%^jv=JBSoJ6R99P@dSJ<%1tFv_i9bj(2CIfq2L_Wr|M|=Ia4wzJb zHWF+Sb^~+8P_xf4b9G4AM~}(k-rE zUgkbFOjv#kTg$@Ku-LplHdObcm(IVX+}+i+(}E`igVmqRV-*y{Mn%or>*Ng43JBB< z*XJbNnajedmq}mB)#>3@%kz{-vlH0LvPAVp5DoCW(mFm5DS4n#ni<;(J4_!J^T%~^ zn+C=u@acB#0EBf?B?1EFB{^MpryLq9ZG=TXEEC{IOH=Bpmt$9Mu+L~ur~;27si#K+ zaONy`+&kcKfeGy4l3r;KCAYaav7u*RsO~Z!Ekt0HNf2&uzto)g_~5l)Mxt|L4P)=>n0j?ZB$1lWv5JIk;Z zgqT?MLZcoboAb@%Vf6~(1w`*>&y<4cPu)AeS?SD1z3{Aa@v7uGCb&)GIj^5=rdpQJ zaNTQYY`jp^LDlm4@tZ>3Cd7m78EP~etwK(Rd=WoJ<;%fRRJ1{ z%*@QjS5KyVe*acr)hI>JkWI43VlHL{BZ(|@ePNp?rU(Y74fuaK6&1foI?4IgKwGui z6RUpHvdZ%^BY^=-nm^dtY#Aaxqf-dsDyd{Ir-1*CqoW2pkPgF75_oNQ z4hCcw{(RDr0G?oXP*HXcY=jO^1SCyER6ME>#w1t5K7nJ3{K|RET42B+Kl#|Wm!iTA zOdh6D3F(NI1EoYbRVeUDu3)ZAex>?;D(_}uViI9C5y2*5gMp!GMx%E1oUp9H z0nQ!*KMb$pe72@)#G>eH_qtddx9g5gwQwd##Qd6|k?(xFejpgKI=n(Tp0b>bA4P^&*Q2ZUBKvj;CFoKCG`q61;qG*00+7@!27gj9x2< zf&f_g_U)UX&WBpdDL!m!L4MOm0wGHP5_-eYVP?)H=!9e#g$TeZrdA@@i^|>RmoLD0B{6!H{Aary>zn|5?X(XnE&0uVkf2` z1!L;ZFW008oa@LqedX{LxEOSuU1Yfyx1Zo0;}b;cU{hjZQ&CiN^eRkI;Bsj?^P(^? ziDuphsD8_UbmbS_XjyW5p~ld!TYf|!kThbqn&yWc7KGpWZY*>n&J>mk|kQ9iY= zJgP7sV?O}EdU#z)h?T=}N4FOExzAi?cZ!RPBLI;0r*7pJ+x|{muv)5`ITE$Z6%|S7WMb+Moc`jurjG2kT)aEXm`l z>a|uj^)xBC2C~kN>Q4}(=&LCCH0oV>AJ*=Owsv&9Iav9{<8s7mUfxeFjsV4_Og|q0 zfCWOfRxO7q-$xA>gyBM0JX9_lkIl!5+mwy=mwHaX*0BK&t;K*{542&l#260(P7wOi zs(#-D);W?!t`W~@iLU=8?b4CQ;o1>tSRISpVwJFQ=&oOkj1>6~)Ea zB-n?a4(IUR*?|DNc_CaV48$XPi=B}$PhhB00UQRi9Gx=>y3k)?r9%=bQF}CQ1~L~d z04@NKga%s~DWIO8pJ%gMQ*yn&JQi$lx3}lU#KgR-df6uQZV~j-i5RE0yJ1_TN~Iyxcw%aCR5d18Wol}FknYe5*_C;M%>p2s_o25 zO@1|(2{D3=C*X2)_t7If*v`fNBmMqlmb*SUo=x4;qG-@kcXDXEJx#qnL#E z0xKD_9qWFGr0sEeaT!VH6%{r9r~a~BWaxaa`%&bVFRPeLG8W^dO^~@e29Ql*$y7DUm(fLB;>wfHsZdRA%3?Uxr9(@RrTxMUaD zHgK&k@Ea(7T06Amfzb?d$JP1%z;B5JmSZnJ-*I zjE?pOXsX$$q^c`dyN>Km@HdH)+Uo)#uyH3nt}g);76ow3>^zRkOioi%)40ZT>j@(x zTEoR&@OphJ(+Tk5%G&`i4=;HNRxlVTpoG%4{+qg)?4)o79d+-fiej9Y`1oK_4kKN# z_#n4mWZXxUt64<|Rt5?zoQ?rZ2Mh)<^TK|gP)G0Ar@NhW;kqEg$dA?rs1*mqMa+ud zb&t2Epqn3q)mV_moj7UTg0nJR_Y_P=KrD-@KKNR#*6}feY@+76ftvcqUGT89)&ZKr zY&U_+gMpKig>YyWUVtt7o>C>dJ{(xDi;MlfvP5d!l5Xc_$aLy$T6vt48}%iIf&eNF zq+Xz)n#%1!{$Oj09BjB8WkEqfs@D~k;vjIbSd{8vc4~wB77r$H4^oqpVIYyl!fiDj0wUuy zFy;A?ktRkZzRQ38jo#K~#Y{Wcm>(d&@RiT5*`i{~Ptfg5ci{W0Lv8U}s~bl<{KRd{ zFLPc!dzSv&wCuBh3pbb}%8hIvie;wfm3~BFaDSF;{nx+;&?@jG1Ks4dSDG; z31<1pk%;daj$fVm?A`^w?=%=>HR+{!+|D>bB86_xM^RiJWH$A<PbI@ODu}cL&0Fed3fw)n;7$%#7+n2HZigPFv#99IYC9H`d;@fG5Ujh0{a-A``uWboxDszu2Vk_jR-{->Idf2d-qJG0!y9bP2q`nOpcB)1Qiy1V&aWB z2G}G96ZWJr3ByFYz-E68!f$|7=$X zcvtzj0Pm?0d`M%GamQnR(;gxsEsX)~s^ugPDv+Pz)OKF|rtv3?@~Iy%`gc@y+_=Ev z@td$}pad5;fzL0r?t$qolvik$Ct}PKawz}rOg1d$)2BB}KfiqDv7t3Mb!Bh{=^bbX z>w_E`95Kv;43^{RpHII4SnyB@1~`h9M^fIL8w`&-mGoG>8)S-sXY}MNR?yT80r;pY zmWu?t@^JX|RJqpsU*b%xtOv%i0M|DA?Q6z_gy@dYbDr4I{{hc6nJCYjC_g!I1Z9BP zow*heKE<2W*dl+cmK8ij{-kC9rNiwt>m4=LJ5b6H9acDI4*nhv_o%mjDvo4=XQtsv zYR^r)%_A%X3W4mzV0|`N(ERm?98vtl$k`g54_`K&^i__S*x5`0O`8EbO;1ayV^&rc z2*@(`s|p&f0NNe(dNSiWu&@9OSo6i{zL~`gz+>}dY~4K|K6ZOZ9{3-b@X@P&E01Kn z`$V@-r_tiMPmjx3SXkU1u8%|zl9PiHil&*1w6yeB5q*FsKeHQRPJ3LtEiNrNvvQaX zvx5A~6qINOwH&Ej>jQ?V%b`#*8;L`t|qSx0-+4|O*o@_E>>|V3KP0Q zzqoqZUu-z54aT17{&>K~hF-*<>ht7O#6k_Pt4oBsX%9PVDvVuU9kJ)}+!loZOjlTd zm==uwvl{zNe!*p6ryg0>?n>~Vt)!g{Bwa1q&4By@s&~q;{a2ZhDK&Juh3Hp^@Rq_iRv z5<(toRS(|RQBv|*&#%E9(eV(V^0=_^P=TTqR`itoUoBui@0&@jPSrfAcGwOB7z~P> zPgc^xq1^D#FC1tf*9`eS5X-_~ApZ*Gu^~MArX8Dt-w_`Q>H&J6@4F8QcfOpx57)oy z;2pynfgcILxW%9gfV-5mbW`cu0XD-fqR%fG)bdooU#6fBAj}|jIod#gz26)kI=p~f zXH3jVjRsWQ^G{>4+jo(A3t%cprM)(D0ig{5hKtqLAg^?O{tY;|X3S;rEOKHJdSIG9 ztfetMe%zG*%H+m0A%>+6hC>lq<`)~HwkL3_*RwIn8fqzs(8rNUAOI!uO=Ei11mU4Y zW8=Q;{nYdfv>JxFQ0Ud2;XW|;^UyS=D|oEAC~4e>$S7k?)J6?|)`buFrVV~8BZc_x zBPd{{6`ExVx`r20PZ0`Mc7@t<-F+z zH9BNg-23GJK4K9mG5GfdyrpX?OyFKrcmtgi1iIy8bm8NjjU*}m!5==4xctQT9N`z& z$`RRV6G_iAJ!gZr(P@qX>QB?nh=WP~AWOc13DAHqW({Sb20}0j8`+S2%+H^?Bln%5 zM#(D`sd;uiKg{8Xi1~zc`?lu~?7yx&*93`prQmb zG&KG4r~w(ICIZk?sCs{`!tzvb=rJ&sw-v2-C4~Xw{W%%bbLcb!1 z1{uZ~x1U1yPzHxiBacju={@}IQZ_u3k|GHed+!dHuxYsCo!{l)d$Q&ll>_7f1EWgtaG4Hl5S+8Gz|>WG;4 zZ8Py|S<7tD{S1%_3^t&C%Ut7igxM_$nkh8x_Jm7bqD}LLs!{Bk;prVpsi@<#lk=kN z&@1t&`weV32L35B2P&UEXD<_o@xsaTfwOdk*(eoOO~E8@L|6dw*}b@p}{naO*0 zgFI|$+pC<6_}o~8s_YQfs@T{vc6w<6Wcf?89*dM#O9vswR(*L%;cV(C8$bMICz>I= zAFZvKX*B$geAb#H=DqY)by@O!+LOH*1Q|w$cCo}2U(uMcnVS{DNrWRiM_BS5SXd*}G_rmBXP=1`hHjY(%4U}r^(GP|mS-K}N7>Sg+fYmI ziZUT)mNw?2ONq)SE#u>hdZnYI(ky~V@ zP;O9YH&>Aq>FOFh2c6?dTIQ!u8_7wd=^ddl#rBKgGnvQfXB3x^vJpmrtq{IR4*VVH zmsW>2ctkAriG)0M6D`3_&g=7?A3XzTqA*c}Y|*fN7beV@Y%!TAxw{nh!bRCMoeyCz zlmp%+c!Y5<24&w8_oZ)2K_C5kDjzkAZ;DPRCl(Pwk1j2EU8jP`hu|+biXx1b@(V`B zg&&yBhMb2Q#gPKAF&2)wDCioZ#sh=8JL4n|-WO@K(mx0DfEWb!E|VNRMg*s)rptk3 z^J&^kci!<7rhH^N-bYRZL1bY>2*SbyxI{=Mk!lEe@2+^8AKuMfvmM;G8$5dsGr&py zC52y%-ASgJ?3L@)znZdwBljLv*vhki?JnoIsZN#W~N?mD>Q1DKL&0OBq>wC1?`ExkgO!8i~AYBk5#mNKQ zHbaechH)F|_^wRTf7R3bHdVb*-#gFr1`{G$^W0^&R}F}?;Fh{m!m=XFG}NVvLT)j{ z6uQn9BZI@~jN~KOzRvXO(Bg{cma4pGk~`w_=Yu&R59@iV_o7NJfpZ891gWd0w+%C5 zaHMN9|14Lhfr^=#`7@v0eJZC#f^fr;yx0EM=MC2_0D}dA%Jh62vCcD)?*f1|$zlwV z|CHWZw}I;W?}z=X$m4%BY_L`g;AUH9pB;p%Vki+#Z83Pk4gj#b7C* z%fN$PubFY3+dRmn^+_9fO!)-l(nUzPXa>O;WQtWRJDH42N?#MOsd2?f^)>yIDU>}7 z{$SD>ScHtU$kjL?b$`raxjSLL_M^dK9Of{Maj>!KLhQq0d>&3AKXKi~BJ7Xb`14C+ ze@f45;s*bi$8Xw&GY0ek)Pv%4D#uv_Pyp5aoi1(p=V*H-925f=0DR~G(6$IvQz0e* zRHllIk6+(59Wv{_quY#pn0q*AaJN^_k5c2}z=d_GZh&lmi|@{_hGhGzCj|S`Z$mLl zP?<5fSIQ7oYKXZ0RT;-WIO<+A92dNOb*3a%hcQ1&AE&`TjIlPJx`08PK{Z!|Hb+0;?p@ztUy5U-pwgMW%jxfs6DqBWST#ZyOE4Kr*9;4obz`$FK zqWRn^rBJQIwucLf)M3dWhcjB|^5o+~t)P1^KAx0l94ZjmA%Dxo?(9JUyO^XWf|H%_ z)+-*x?2a0<=wA=EUk>T%;P|L4JJ%a(}lvY3?&*5eKwCL^bCoM;Z`4>ajV z>Xkq5A2+vb$qhoRttr1v5vx-Ayu3L(5CsOt=s|Rsb^f#U=_^y8tBWDosHyK)qC2S~ zhIW4Ywnisexk#9-8ja?$$zI5#77^K9!y8D_h`G(MIu!|{;@fR)Q6qvdSjtcmHCA4^ zPWWM-_OPD+;*MZZT>si22Qj&ZicO}QeA=b`s4jDb@bJoz-fnhrvuVzdJCmmfs(#da zru(5S>(s_+X0PcugN9rv4RB^J%$YFhUG_iOox5VDxO4L#c%c@*R&S%(*%~(pcZ-NX zPhbsIKA*+=v-YRT&h4YvfrF12&*X$oUar`iM(A11=_1{W>?X;TWesQBBFx{%jmM1a zgv=GiW<4ZLXvR>IO<*R24W}A?hLm!;IXr%tuP{r4JPquWd?{GylTP!_?W^gRdeJyzQdB5<>u!BI!`X?J=XoxatPN8O8tOCxQnzO1Z>>+k%I zBcTa(OHVRKwV*bN{_rxN$&(d9}V$int@iJ50^bfwNr#mHC& zO#U9;i*ng@g30I@EZQ>uEtz8WaoA7a<748J=ZIN8w7#f3t9Z9FyY%#c4&zt9I(F^r zVgn4QybDNKHRZ}mN_PbWC_&I73MzG)6M&o%pk87$S3Y5BYvBU2Z#(nBkLCfHuHd*V zM1l^~@&Sh+2;^&>yC=-Kb6;2Bw)o@u%VgNPnD+s@_Z;LK|qDRrjllLtbA;en8GdzzGrJrYY6gR9r)wN$D&p&^3 z=Mv*f7;U(r$B33Esrq)+mXO;T_u^QXGpmb6bg1-Lj&7s{8xtQZpBwd+uE2`3CV}VB z_xgqB-wZS}CamjmkI?$HPN(xOW$rMeR#Z%`R158IT+b=&%Y=h^N>SB>){N}aW0JGa z<<1XWTzXN}47gYY)Gk!9vo9vi#?Fg{{N$rCVU;zD>Y7?b?QeJyX0Hx6bt2Bl=sqflm=C*9i zAAacvsu8N6uE`xf2`-myM6U+#y1f*FH70l2ITkubjud;yx*$G%;}3(KeZHdp{?(;c z<=mJ4E(S(HdT%qaO$!3-Q(Qy4PA|Vg&Sm~(7f0dqvs*q9))s5H7d<>}W|V?baRK4C zI*?%F>Ug@pR?q7`YQ;Jd3%;x-hxK>aBljg#PnnH<@Ud|eQl|{sc0;7 z+WPWi#pE=+gU@Gt8y#Ub>~{uR?ZumLRV8LblDQKS@prfeq@NcZsh+S)_L%{#?EPICFc8*Pj zP1eZeLm4ffZ5%fk0yevwU!cVH^`g)xe&VP4s7>Y(Y?TMsdK#;@%EqnA%wXsjul7lX zf6&3CR{G^XNU)?8D}Wk)9ofpSmi6wz92$>?OTMW8iw{^4F`s1)<)$HS;CZ}8Y-r}X-5|!c=J6UURz)#>>U44Hc&kVK$2=7ayg!31U)HX* z(9yHb+{FbhXRqQCXM_~W-bI=Dh)FFs99POp`zdgJxNq<(uXt!1LtUk>$xDp#Yp(q8 zka(2RW}vd|0XhmQlAI=MN@gcQeBSN?dHqF?{m@Jj9rN*|EgoP;?tm(Jl|{owaW|BK zm~>vx%eMgZRp7wHK@ClF;%I9sxcgzv&$4zYJK*YD;3*=VB7GE)m55W?7W0qVU5u{7 zzxBqyDOni3G5ND*`0G6OpGFU;oL8QfTD-=j>6XjJ`D2=UN45qB3 zFPx>h^PU@Xwu|>)+x_t=*|2J89WiZ)*7}|DJKKLOw=HCKX100QxOTf@?WEpW(yM*z z@{@dWSGAjA>MVI4{_4gMiCyY(O@X$C!s$nN4df)HJ=s!-35q&t5Sto`dOX zWtYlnNI^(U%(1)v-1Y~R=~x@~ji%9>*G^`fYd>O#h|%9`u`P5|<#rujzF4y`4EpX9~VtanaoQqj#dPdlICZ6TECDjeoYby`0yTj~DDh zV@~!ioOK$;7lQOV0&QPMMsp(<=h{uUO`|mWqo7ipDN7jDdMa^!NQ}r7)K+6kadGha z5qxm!VzpXM+-G5t2Yh%?_8PkH0<6$MroHYusF#;@@seVrl3@F3 zOxW>h<@L)GTm3QaQRvfr$Ql#z5w*3olP%uMcG)wAQ+G=gN5j5n_tZ`_w8sc34EEsR z+qt4kTjK0ZAv+nxA@^rWe_8P+&eZ(%!rlqJVmvuqJVO}6LMI&wo-C0ye= zi0Ou~;KX0EL0)6|z9>CLhi2lw)tS16_jL2i6Y-L-+}`K^NgK#ozC^JweA9+XfORd{~cQ%LxRJ;ezKWS&neE1ld5|;b9r*U z;`&lnYooC8CYd}DR;q49z053Nxg%!rBmL6jV$dt!aR;%z6n4_SPLl;^Ly4GQbO&1 zLc{R#GsKR*d+#0!C>yrKFe~b^e}O7`W!a2Hb{nGv*H_04AV|Z8lHM!hWh{UI=c$sX zaa!{nhqn7wP3iqf@qddgkW(*vvhY%psq2aP0HoYIb&<*5*vqCjJ3@%c*de!4cM&_xlX*RTzXqo*Hq z|2bzZ6gZ+UFFX5yMX^Ce1@YUrH9dM^oM#y_S#*58_-TiIaXv(Fst{56+EcvmXDcrZ zzg45YQu*l2^ut`GCB)Y9@iOhtAv~JZLu|GtxR8ZF`lHvV+97JDp24{Q< z$k;2yCO$h)7)6sY21 z-DAw5VJI-}J3T$K0yQ^K(jDH2MPJq& zf7ko>KWIg-z&}v(4++_45mnrWCx)}d^i!+XY~Q{uG$VAo$+g~<7Pidii<;L=`4R`` zhR6&2{_T0%?w@y)T3@$mOWhQH^t>m~C0 zS1Os5)Kda!)VwKQdJ&#=H-#;CbtZ7!+kxLrCY(0c)!E| z?jfwMf=l~vE|rQJ6cc1n1f3nb`GDpDPC)QNSEm3A*?(`;wL2gH;I ze{=Hv>qESXj@o~-^<45s-}##2r>MZ=@4z3=@cb1@RCE=4aRWR#&J`(vw7B%n(7*%U z?LF@h?86J9U}&6gmV$dkOgh!kTmthIJdMAI26oln+z0Q!zcRjkyT)1y?=C64yBGA2 zBf*^mn=-})>r-+$ zqC<($j+@E_c(!z@CTZ2%neN!WnYWGIM*?#WFl z8uslQ0xFU&H&io$=l+>IE7{*Iz())vfqIqdsRMELdvmBO7z+97~z z{SW2MX)k@G_};yHl?!1{BVuBFz*i6%6$pH0l)+eHVyLUHspf}lkOS`xik`PXp_M+- z?MNMP;81|TBTXXo!_K>&A&88j<9>>g_v<9S_r_1jW8g36BEmXiU1Y()F?DLD+N9=x^d zoad^R6TO>scZ`QXW%z?khT`(eu?8Kj0spn7ipUtn44FAl;cgFoGQBeX@$=^ZNUZ>h zq`AuVm6aqFlkb9Al3|VF#9GKeH3lv|&4Cy3?$IIjnjW}{fH=pMw+HHx zgRB5iJ$Aov1mqrCppoe<#vzj)1DUt{swJ}U@Wb^HJR`gp{2yat2FYo=y1J~V>_$># zlLS9=zK!Z&FEQ$A22@O~<4_4Y(0d>$(y^jL;Ht8?5!ralWaL!1rvG=DIpb1-uJDaN zUn=3P0oQ^YCT^nJ7SHUD*gD@$xyi{RsO1S?UwLY8H}H{=TjSV!i#|^hbdyt1nBOe| z1bjN690HVP2_vKLX6JzV*PpNTwBWpSViPJfBf}hl-==XQRb(f@rjq?WwE7;$xrD3q zf3(1R=BkwQa583I-|kh?5<_>jvse&))|0O?b*C@H&ZeyxdyR~YQUQ|)aFMMoa&mK@ z0n$}|_1gV{zIe{JgkaG9A;AuyyIf^MtclJjdH|CeTM*E*+Y9#7p(=)cfHW%^NO3)1yZnP2OlWJF_A&`-ty=GqeWV z*WLXqk~;2l~7OxPp7Acefc7+m*U)pH?(y8cGnoBPysJBIW-j#Txk=JW(ZhtJgz5f zfC*wV@al<(JP|sL=@f|^xS0&t@=qsc%X|}^EhwmD31q-6pucVKd~;5Om| z6AP9cQR5uC{VUNM_6a^PP}0)E>gvF}Ip16(1#LS$sjQpZJAso@N8LCA9=sIpM^MyF zv#Y~o;a*td=8l(X2pVPc8zo$DyXNb8@ZPRW4>J82lyDbIbC*|LV55asvG>NrB19oC zE+N8gJsNC zr|#>HM1WgxK(fFpHE9Z*x*G<&Be6ym?84N{&pljy7<4|4?!j(ccpv!7haluwJ8XK)u)v;L)RH zd2vbhfQ60&Vv+d#CibMK4445@!3mf4&6i;N*URM8*< z-M*m^kOY2@jU3q7(mD3# z$t1SGJ6R)FP2r%9M_AQI?m*07+w>u8AtiT}=(6j{uJzJ{7_Ox2nyL-44Jf3}m z=efPhq@fa%fFUeL)RqKEqJy40*Eu6vKnUkIr#lui#1QWjx()$s(_du|9zQ04=sLhz zt1a7tuYy8CusxKaExBfBn5EO=WN6Uf8v`t*2+%D7F}j7z-;`rP-)lex2Vs>jq~Os} zhTi1d8ynf;)Jv4tU~jOTH`?1$AWseH#)MQXZP z<)%?Z*&{#t4mWg1ekbHm0Mmg{#uWbV#eh0C%=ORdRN|@ zvMxX)w&~#-adZXcM)y%LYF(xY-}WKRE1<-+bx?a~uJb|)7Xx((5fLv9(tqhaGz|Zz zBR(BRh5%D45VnR;3sC{l2}IW_F$b2yPiNs0UzN%Oc zK%ax;w4xskrIZPJ=B$O&e$7H`SMYC3WqLsBxwbY{ZvwC4|M1CXqAyw$|4Ya3wy8>_ zdu(}lKPdzol+H3u=!#4HMLw=?c?V(IEsbAY4&Ac3Yy)&MI=YsOi1~^Z0nnP2{uCrY zI<^M71SGiu1>hv7f#6)@50K&&S z0PKeg`^;gC3%Oe$e8u%RX`$xdS^yG;14m0N5J3X9Of?@?-VbEQ6CI)SQ?7I{b^;JH z7YK=v0kIhzhd@L`B%B{)1q4P$C1V*srhr+>TqPtNOn!HEaM~T!;yaVkmc(ldBp^Iq zfWr(FyZ|?k<##|LY)}KDcW!t}F_DILyNz=2Xobj7L818#2q{67 zlgbnweT&N9_2$hlfs?$2^tlJbmVevwQa_bU>G=z9t>|jF=@uuIMto;G6d5C@{nrv< z`nLSj2qruW_ET>9c6SmFe@Fh8pTW?FafSf7h4abw?I&$XJNU zGSSq;#C(6f3IWWHGASgapLY>%!Jj?k<@FpQ+tA2_4_N2D7*N24+zsugQ8l1O;l#b^ zPh|XtIgpKymcfZxsbmU@Ug_z&Bk-^)z!V<%F5b;RhPNR59*3fUmrB$JRWyqo?KrU7 zM3tTSk_WOXbmyd??hXO+qqE>m7Uf^Zfxszd1itj}M_@|dc&7iKb432{8%vw=h2LP% zz+e(-zcTg!H5BB&*~misQEaDH@BSBJPpi2UHaYOx-!9+ZcGPO-PLGL=MSuag|3UK> z7zfkL;$n7sM#d3!3BvkkU+~kJFrlhFh^0XEr3dnR`5n$j8>`jZ7t=R<)Q0P;r$99x zcX2kP(?b2HPGIY;OOJ)!6rR%gdbaJGF7EWp#B#JWyb~()X_w@Bi|I4E&)Z(@V6Q@)G`NzU;6Km^9 zy0vIz6Yf^wzRfOoV+4`7Du#xr=Z^lq4wQn|DMf680&W>IzKUBsbnodvJdAtwV0+U> zc4FPss^{Fx)I;oev+u}dy!Tl6eI44`go@7f$qU=k|LlY-p3kyN^7lf4$pJZuG=d*L zelR_FaQONIF5`csFU>vPS5Tuj2nGa166ug&qXM}%F{(Gss4_;-e{pE5C-8i9sGs$~ z7m)9#Oj1ZFlez=fo&4`L6k|#x-UPCk{WT6&2WvxEAZWz2kNq$Y$vKUT7$8-$uIjy6 zb8hmjnr%Vo3U5@LW+?30xR3IR^Kvq0VVMewT!07`3NtmG{=|Yn!n!brh!fImLL%J_ zQ{=Y!wqTnd_dX><5hI(PXkiZ0-4Nph93PO{}z;Oe? zX8Bd9N$zLNS4R~Mb3IRHuu5c862>Fv5pvQxl;{*ZrRPMlYoN4xkCA?M)Pz$hE`uX|JblK3vw;dNV-fWf>DQvyFf~&{YP5g6UFju?|=1CDt8Q{LP69Vo+?j0}fM}PYr%Z2&rf!hAzLS zxXJCi&E&nVSjsm2+I(dl&NxwF)d5}xDg4H{jee345fi_esduvzbO4GrNId!Rk&gB@ z;qR1OW;cB4wRK1~+GTff3hn{KQoW}^3ZG2eg-(7SNu5r*DC$sy^8(O-YLpfR3IF_Y zDMi7b!t8a2!!i#5%uc{|E3{pfnFP2A5|@pGwbV*>uH)tgX(A!9xTiA-zf$juz*<>4 zPXLIA)@E-+41-R?XOJo$j%9#U5*3@o6KI;Cy@2)J4k@+B4gW1@9VDA(ludjF&L!9d zKyenI)pze=S?d{RW&0NbI9yUSB zPUzGjx3hyLjy`^GpdX@<;<6*=-EKC0$q?Of?Wd@yC@(KRcjyH2d>od*77MH7jd7Oa zB>-*z9ZwCehO;w~i~;dBW$gNTYT7?w+T1Ka-S{=#lI?crqa<%g)s4<&Mul_g#$z>I zYm}|LpIv|l)VzgG`%8BRb1eyYqy9tlfB`1=gIwBDhoD>$wbHLiykC>{87AA1jsd^k z4L=foR!o`S&c92AC|N2!!EVX=LYb*m)TvdQGQXywQ(x}7p5LVv>jIsJlzSinR$ZQ_ zRdWZ}VW3@nfp0eKI*NAx$oqcWIZfQe7SW~~R8VTJz@uePhYR*<96Bm(77EQq9=aa< zlKiK36)JISV~q>z$SdeFIcUi}V5$76xC=xW^xE0<4!~xH?acX8H|w%N`TZrNjRF{0y4({^pkJI0rGe}frE&?KhQZz&{+W=upYu-lTOQDL7sWo0*Djy zm!Z=QPS$mFqXIf+ zNnojV0E1KaaBT><6hsgqZ5}0nB}5G^BSCP)0nm!{FPQZt2~o#Cv1$h@CB$JWT2n!w z98LAqsD96UcC;CMzE#u5g&6he6B-QCRRhDc3l3SBD;v>9f*;xg#H~(wmk>h(l4weV zlKBGr;q00RC6qy`&8tlxL(?0KlZm$$0&S2vSTf)Quz=uTG3aEGH^AO>fa7i^%P9q% zi9mpTP+0(p4}~svkn-z}G${DqqZbtwS%xn!Ej8;GC1+-$11<5cl^A%S4ZUx`hxUPh zz#j&pFJFdq>_G{zeBXad80~f?TtH{P+=d+sMcWv~@On zH?WET7Pg=oHvzbY@vv0TRaYgRJ5Spb8s!v=y-I zVs;JOGi~p$SF1nX|NrlLu1P9zM)C)6(76vd4*!0F3MX(j7r3=|RVgcIlp1*ImHdV> zfk4ot+oFcqhRJLuQoNwu|7Xtl$XJ)1$-W8P%<}-awfgv}soJr(fiu|LiY&kyv474S znd@uQ&(B+D1Uzg3G`b0_%Ed2i1Df>EM$<*42)MZsxI8570kFf}qVxOP{wv=4dt3VL zesKU#9OEc>+p%Kj2cZ-tE=yq5cO1Bvr|I$W{@u?)R`&ZXKg_MaN8rIM!NB52kS3GL hyvda1sh9tmSN^`9WPa(_1K`<%44$rjF6*2UngEe!SYiMG literal 0 HcmV?d00001 diff --git a/assets/posts_imgs/2023-11-03/plate.jpg b/assets/posts_imgs/2023-11-03/plate.jpg new file mode 100644 index 0000000000000000000000000000000000000000..cd7fabfcec9bf1c71de65bae473eec70146ebf55 GIT binary patch literal 23262 zcmdSB1yEb z!9(&#WTcOXNr9wyp8$9`XnbfDXlO)$yKVq2>hGhjfbr)$;LigG`yM9NeGGIoT-5K? z2mxrQi=i%w`v3zI8ygFNj)s8=z`BP`M2tgnpPm$?0i@u5CMNBYUpq-g{)mA`O4&6y zsk?_)e1cKMz@Ek2!OuT-jft60K*G>bRSo7;eK!xl`QxEP0at}GDhc^)GAgaIb@TW^ zQvzF#skDnW0RsbxJlZ)EPx#RD;1qE=I3YQRI0Og;F7w*$U7WTh@hm&oS(0`eYfpv# zkO;=bGbDc!Tg71cDmA2~DAn{k?YjM^*hD3DBN~XSO&&HouGvxMsqPKHdkaK;-`AQheBdvz5?%PG#7GvAs2|Gsy$;|z6 zPvb388^ z%&VL`%yZ4yP1JUb)iQD+x?s=CprtChr0Fisq!`)pUCcqZGjap z(jdS5cNf3@Y{^P5)Vc$ZHaSAXD!B6C1a8Lwkw8V$2UMGz{}g#EczmL zTQ-Gowk8~IkbC|*!yqKm65p>MgEftbX0%g>>=Su3gS$4V1awjPzGQq)HImleFx;#6 zhrqS}5PNd&f{lv5oNHs8pPd~LQcq8>n>+wjU6DDP%x6>92w!r(U>a*1ocjJU`9j&l z&-{mLqlX{{TiZxug~-jrV4A*b1?{UA4y(eecTwALDvRzzVL4A)5la(>uJ;t=;YQ5} z)KN@CTuc;KOhiNkjzd(4{TW~MN?3=UxIx3@e=xKn_sGm!h0m$-vLb29C4FBk@Qcy( z2dFw9t3WQ)3ycog$5Zz{RGl0QrSBYnaXbn78KEV+ffr5FQgjC}J89xvaQE?ZSlj6E zbJ$f?*B*p$EV7zaR}rkqXgpW>Xt)}Iz-^Yk59pEe_Mu-^@FZBLPQ)Je?9Nr-PMwHx zCLx@(VK$%wS+1oR9@No_Wz(G@_egpnMR`)KZhKg}w$&UAftFXYVv`pfD0=! zTA028nfU#{fk8L82?W_9RgD9Y=%^8qf~SgRdf;%Va6zg9QN*ig`zEs{n+ggtT1Ipb zkAsBNTx&C2D+lE+ti%`Sq*2lmaBbR6GfhIMdO_%Qp+NJGPjxyK;Gr&Nz zP!b0i3^@X`LjD!U6ZtG%LwWw)<{}-P;`&dp*S^s#ZUR>u+sqZTxnU8N zVnl%<@U{h)wY4%Wl4JF4BDoQ%eK!3@2T*mbfp_D?Codhob9SC!CfG)@eKgI4`P}(>S{?NMi1zcf&R!_Qrs3gIWoKkPi)i9y(p4-Yt@_Bvf;--~ePGeZU^PnwJd9r5#(BDjEFJlZB?@=fe~I575=O%f_is(yoz9zpH^{u)2@ z8t8k=C~V4*CTCN)r#7Ag{jNCQezDvEp7N>b2l|j+T8dBV`N1i@otidpxHn0hk~!Uk zqh~4YsjC)opq-=+!Xd91L$(jsnF0BYzFcKmt}^LrKEi7YRWEvn-w0G0iNB9obx;xju>RL2*YtYYuKu?4%$Y}`{bT`4Xc1*7R9)qB?#B3*OJx9f6q9^rR@ZsjDAttMr z=Kb__*6EdRY=W|8KlBBGILg0|I>3m?NtF`Y^_*dvr7jB&3sdbAw&7O3Gx7EYJWpyL z9}z(y6+*36k@ZYVB%_5rrq+VN;Z^GbQ39(zpMi@&(JhsNA~&zKjaV|r9E|}jhN7~E zCG50%i}jZD;USYBLU%}HZ2V(#>~!1g9KThF=0_Fr$o5JdL|S<_+Iw5n@#GC5SP73p zvchj?2xAFJFT&y@qXyO`aaf}SMr36YeVjVJeLWvUAYi-4r}j6;M(-x4V1HFIUr%Rr z?QYYZR@YKZXC8~yLFejIEC}=Dy_MA%DshWP##dXIzlVfCWat$RTESvl> zCoVT5+ry6rP9;B&e>H`>WtB?1X7jOMI-G|gXP2wiFn|Cp3_%!!0270Aa&q$BodIq$ zUh4L?1@=B&FB=r9Pm$~s>;m)w+j(x|bs9==CiAK%^~3Z2qu6Y`1J4MFpEAxL@LaYL~RyHWtj%fpA=VcH%E+K zyYjrU-xhguPN$g>BZ`j3qG{vgzb``2`LaO$NiK&|Bx_5el4IbJNhw8S_Il%*`x6u9_4!TzY_xE{sw_mvk(lmvO#C#F+DRMGs_poV)9RMl zmw_Z_McgKlw}Xbh0^_M8acB8>hO#wqf1gZ3bo+)zTtL2(Gx&P@U1#QxM3`F1%+}7@ zug%^&KrsUGe^h=$DS1O4>QEkd{7UG1&4(mTI4x1+z*J=Cok~tlUz}cqh%xZV2LfQg zg6;-&!l+f$uKoNWVE!CG#|E)QlyWv#nr6Xmj80|CXPEO!yj>)8DYDQWh9VROU?DIxgd zd820r6wc?>Ik^4gfzJw=UfnQ4 zpigE>=J0YO=k4T0C-D`A_>L>Vo8Y;DnD?S4;{cztVReT!?vM3B^q-x>GwKoHW#AS!>6hWP4gsmERr^(_6M!8 zMg}k+V~YXR8pNRDjA~4A*MGAntsg-O;4kcB3h5YcSx?S3boA|1P3+PWws9*yUgmmN z-2px)Dy!tTX-qGKD__O?O&p{z>QuH7W4AnyQhbEDuDx>A3hLbq1N}-z`SY`)R;+Gi zsG4q@twz#-H~06N`Le=u*)>5g6=Rly?o792k&^D$jC@_g{p1ULOltP{G&kJJOycr0 z-b474W;NIQn|te65wB__W0^ib)Y+5~b1!Jn_tTE@H_imh*q*6}%EUBZv?ir*E(%!E z=^DQIJW<5GPr|7xERK9?#%I8r(wO!N7?dW?q_(y$Rg@E!`g+48`*zOh4scoU@T&H@ zv{n?!nRy4`>%0S~XC@{E|1z1l18jZ}-I)|yJuJI&EEW+oa%q(i?Kvum*R;0al&ID- zl5?Y!a)jzASq~^FMUW&R;Zm7kSjVNN`MY{u(OZl6w`HR291qWi3hw|TPv1=y{->9m z>F*$ql<0A0DW-;Rg&0qJA?Bx!Vh#TDVNo z1|Op;iu_6+TXb<;!4OyGu9M8zT9miUZ>kAy9<#H7D67o_?LxIcT375@?VMV?2<2SJ zuug0N1zv?94TJ7;8UK}MDPC7h9;#;=>!^FWaF*TJHVDff6wn-)V?(rt(N z!RL;_!nN}8hrqEtIAe%ZhN)CQNb!g(1hJIp>nt)EBs>n!K(1=;4KFw#yGk&~x@}5- zYQ{;$l1yTrYK!x!sLjEoiCzq_XKdr;w*-9@ahVcP{rH@q)&yg@Sw~;_X&qm?1%c3I zR!9zrIBb6>s}RA~CZ^y2s1g0Gl(=*=VfpvsUshMeg5B2#0t$)wo9Y&51eZbjWzVsi zmH7zRiN)XW&4qkqMdY;o1cSlw@Mdt%H0<9cnY=dRWb2U^615K>u|~Iu68HUZ7e07~ zUdrweU|3asP|~jxW!w@5g3sq55Qk;#7w(&D)$nG+3Hh+tl=9E4nYf7SQ04QWA~Lg} z9iMV3`E^S&6QOUP_ZuGBP}X<(`1l}7ic+sry;^1h3ti1MJ3=_?cJRk#t&N&3A|-k? zQ&~qfP5NBp>CW~2#Gos%n?O`EUiPqJIB7rpf)IiC0O-T>d(srX+g@Acj4c33HP9iU;x7 z+`)Bm72r>(AuBt7V!3VaOc5=>nj6YguqYBMU&D-<3SBl3M@9|lV(X?1(Sa zCm)CVAzP~TDs!a5@#}T5bu{#$Df;ZB><%w{9 z@A_PB|Jo5o+<7`pd}}Mr(?9W>xYIP(C2g7USs0ntcdeYL7no^=+}B(Wb~`r*@k%(AztKoUYsZJK1bN z&O8FWUi>(ZnKS2^B)Ygo3rH$l%QdL1c_zr>pm=+~_&g&tV25dQfI9y}LNJ40utguK zGLf{mF-(jU2Am@<860d**pVRJ4wh#&xs(`O%{j9mEv7j>{6am=JVE6LhXZ(o_O zLVSn{HPq246JiL zU)GFl#jnTMrARh2CW6A2zuhGE$aDzl|1|rx0fT{0FRvPJFRMCsED?WH@Cn6_VPys( zZn5T3O0JAZt{(VBUp9%h%QWpV;jh&4>uK?aG{Gh|FNQJ(bks>^B=c^;&2p2-pF$CX z?9#|wvfFAAHkD_Dw^KmZii|K%|606F`OEa} z2fTb^nt?z`x7uH{}n+pD{(9KMuux zaj!+$sE(p+vXKV|qxqV>TH}XI1P2MW{iJKIc+~o=CN7E4h8%t;$*XBG;`_r>}%=_)oUOh%Y8sG2?TOKm33HfSE`D<>K~-`MUPs0;f;3xp^x;EdO(1(Y(V-%7+l(H zvgA1b4sh>XI}D~$p`Te2{Uep?wg7?nv&N5al`JJMqSOzuOyadNUGbct{>UtIi0SO0 zg$$07wa6!gz0#9^wgV11n*}jl&%*>mHv~$TDe8;`o<}Y`IhPt44rNPR&^7PDkrqAB z`gRqxeLFF!$8OYTo6Hu&;qq%;c4$Q6mA;%LY4X^@diV};(r!b>YUbgxO1{I$cGR=! zLeU~=ER82Fqhw5Jij;>zTqOOY{uM-vpVtwg&3mcWz@5Vpg089;%|5TK8bm0a=6)>d zm`%{K=JJ30cAaG)t&J_`O3Y2F8*)ovHq=&%SKek7p6&hA^!#%YQF)C)dcinYn<{RZ z7)|L0fnKn42k5LT|5{K+XC_ulb?=k5rLgUsO(Z|R;fuA>rl$=Ks=f-=GR&9F=3$}L z#2}m;5M$!sW%;S*#WA^{Z*S@ww$r4E>r@qVG>P^rjr?fNmQ2~0Ny67x>}_=Eh*b1- zzY#LHsksnjI3GXSc`aM!-VVM!WMYBK3El^OSHU7_>e&WybE8a3qO{p z+$CJWIA{=RhrC2<@QH&!T534lT(j+>_Qvg zhO~u970F=D9|$+0gW#+FY~gRMr2efzA97BA5ZqNm>V6^hjI6g}p;UWrgIC%<78Y9n zR;ox`91#W%L!lUT#3waLx>sUTg3VTwFOT1}eKt|o{&^UZi;i*v3SW~_CiZwCjQAGCw60z5YiGeFB(Uy?(cE8imMp@nS#AL zfLtB-qWN~~n+F-I7d~WfRUY5tn0r)wIY4VnH<_@g7H+>8CK(nytiR9qy4)HAR$dsP z?+^cA`NZI%Y*!6g(t}DBQtthd5Y|=Jm^hHN4h#q-vJB7nQOW1N$6L+Vy5P2tn;O+D zMTd?m&@19tt}SJzmI-BFt@Av^e^4be?JdVAM)t(F97zW^Ty~L5&|{rVsSl7Ux<52y z$G+^eIM$sm^0i#33gIqpsaLr$Pbgax!EXPgEZ*}uEg|@ldHtKK3zqs6rdYc|Zo5S7oQa??GaH2(6$(JQye_Rl!RVG!ng(NXmvZpCyHQ?F$zDiK0vd=u1 zZvN4CkV5r_xqL4FdvAg7o_cAduu`G5@q7z`%B@ZBz$ZSeWy950oUo{M1g!ELA4H_I1 zsd8@D2lj=85{G1eq(cBTyv)u?eaFHUl7L?jEF#Ci+`_t}t5g*6uBh0Gt( zdw(OfHG+td6Al2!B^N0V68~LCRi#jJRnc`NHxbMu7jq-D%bqG=?H#PdsIv@_?;$t& zHhKVFLxlMTWI&7o4qu{9Xkt!Z-5kFW%8hq?(8UlsU%6JlO(6C}Phdx`5fs+eAf^%X z)GJ01J zigbJSgI8zV$Z}Wbv!koLx*hO*UR$^mNy3_6HM4c}YjdvZ*J_w3CbH+|n`$8^%Tt|B zjT|=8O`euv`WB3|J!}$?*=u2tBiPj5um5E)Kj92HE{@r|N?&E>DBBd-k`l5{c{pyw zH?$Xc&bFBsNmN)K@mhg(vlko$o{zStmay#q^z?zNtQ}H;C3N0s_Hb8~wOfii)~#L` zMF^JfKp=S#V*~^Ok;y}pjQ#_7*s-m7TlM{3`tE69%gd})m+OxV+Go@;U}6UNTj-n@ zsjgLA?J_6kix_1*r=wD=JHW$V^$&@9YaR7Yu@$JEBQCVIq^U*_?05s74FdnTteVv^AAWL}F=1!?Bw!V~(>>P=|1GMUjFAuFOJ68w8xuyy9=?$JWw9R2&4X^%b?h3S@ zg1!=01n~e~VC3D#ALGkT+U-ab15Wl|C3f!Fl6dDoy4b}*$i-F5w9?SZl-0JB$jGdP zsoaN^AW-U+0u(bMFyk2b2QxCzn@FH7{s%LXWAlL+jABM|!cfErfJ~f=-)j7$DaFiX%zUUr@beGvz z%_#RM&nEUxO)9Sjg|Xrw^1_FV)j0cPuCPaMnEL6AlNR{6D0I|6D!LxA+3FZKUJw$? ztRAw~>bEquWN#nb0lW~1e7z1)jmOIZf;aLo zHB|Ofo0@*7dDi}+RLQ#jjc8zVRjj=cO^*?p5S-#;{lixLtDAD4BHuk*O4fTwiiRGi z;L(ZMvT4)u-Qw3@`I~Q#U9p#%FdR~e zRjYXxm9^o8DhH#B7guVG4JrXFCS|GO zEY`SxmeBuVSAXlzD*xGDE8hW7cfH7W@C#eA*7D(sON+72n@HlPc-bZxKt}I%F4dMU zSImcR0Sd=00{)!8;PF?4b>E#&_^F=vb5h2a9vfir9tn5nBrHg*W*HIbC~RHmP-y7D z`0t&On(GKm|J7UPvngT!tw}_cpMQ4T|7umG;!E;1#qA{whBAe}ZT>&D6p4>dGpD^L z6n<1XSxIKyl3Ue7dqTz-0L^4d+$yh^#7~7=1?^s)0Wg0E*O-HTXrQ*63}sQOKQvIZ zQs8`5tiwCd;Cc$mq%!ShjZq!3&W$0@>=NImr!`=a{V#J+N&LsM>8~&0_ly6Nj8Px@ z7bpW5yhBxb-Ni61=|ocSUEn%enY@{NFUp*~e$S4G^g*KPl!hh?T2h^g{#@Y5pO!QpVk@KYvyDjDHkjF{Hzma!sZjj0`T+HTmgr9P@GIoSeDW1Dd(`JB#oRKPJU`}64u3C*!r+QRwwW^Au>$9-fG}8kxfHiEaz7e zgKpwiW4bISnZYN?g=mp$2HP{5UbHB7w$=}{c?H^&Nv*gS>>xQ0Rl{UDW?PW0tTP#7Lx6uPz(=z1m}U!F(MFTwG$Fde+*H8CzCF^KpPRJsOS2HY>z1zrht8j2brZCe+guVVmt0Uu~t%Zu*C2uKypv$p;$E_qPUIklO&)~p?LQWv`F z^5N`-$5iQ~1vfh*(4n?=SlQBoeTT&fHMf?cPRi zG<&)_j;-p`v!k(ulIOkzM?Jj*5It4hZ^m!xilet%ZI`J-(R6}Va=ZA`Hq~3W(B_T% zYms2;`q07;PWK_mr;JcyVki^{QBzYx$r^KCM)HA06>grbxCJ*YZRy1kDzx7(Vcyos zAbpMl=L_MqW7@wD*H5*mT9;xisT;2>uM?1Fqk;r(SewA?{$ zGb^l!ZdPa~r^rDvfv`J5y-hv%bUDAdCu>GTDb^!8tgCO1c)(_cyh+5|*(-oN4F0`Q zPcDYwpaS6^MKAEQ-0FTNiBA*d`^c}Y2F;dV7$aqxn>nAJNt=f|G6^!&iuFJ?ANex0 z#*hix1vkDZSPt!byt-$FrEQswi? z;+gVVho}U(r{|G;)8WQe{k4W|YSWoX9`Orl?h&n8qox-(Po?e4&pqFhu@QZs`cNyw zOJOe70LyY`c=>}{Rq&qpp`8?@J;LCY-dkw%yjY-!ve4o^k1%96699)|jjOHONKuF%ADvARAqeD0u!qC@zv-3^e<~ucr6P0y926K&aTwL02YI`ZwVl0HjRSTc~ zz;5jLnwU!0XZE1pEiT7luYT8R;8~nK&k^IY$s%#gXJhfrQIwkwB;j^3xJ7&rha%(+@!|#RLWIp2AXLNB6tX{w8e=pa}R+$}~ht0%vET-V3 zq1Yz8BEsty6h-gf8A~wl@iJ~hm{Ym^q>0_tCf92+*?@seOilY0rkWl|cweLJ?-DYi z_|I6XbNdbzfpvoxtB0%iY5StJQZzQc#Fg|^EuzH4f+`>;F+x%m5Iqr;38G0kQv7jw z28TNRxrb!1d2Lc))xd#L_mOZlyD1mrTM6b_D@O?VtENysW&+Oj*&QwZ(R)GWX>YU&2Y~c=#2sK+!J@PJ4saO4a%-i=3aCd1u!7jCaSHlFf3f$p%#~eYHSKzj zKd?%`jt{Rg<>9PF2^>*T_YTmWzpwK1+xT^k?FvC=-aggWN2<@<$;j#ZEyo_k5VO;X z<1jKywYATIITz}W^z?~$N|Zg!MoK+gCy$l#wJV5eEGJ4_mY!(m5rNs|2#LLXkZoIw81 ziq9rJIDwURF|tuZLQZ`X`(3oH`p&j0TBbe~rd(;4y?F|O>A5#J%9H*55RCA5c`Z0N zpdx?p7->G6YTp|gu-MFksmSVAGE8r1Wz1mBmlR-ON?ca!_>&krDH`)BQD`SURG&{- zReauqW4ixpIh(9_$RIdWuk>M4zh}dj&k5AsP>mi{>8oM$oO(PN$t*$UTWC45PeD0F91~V*$h|!-I z>=nTNGc;^3M|u++QdCr|k}2yhAU`2cg+k*4-IIN4WTRC1zFeFb^7xR5uXLbo#d?Lt zpeX@q0w8@KaVr-!Pk&bd{iaq@Iw;kp*`X>gdc&8LM?jJL^FzB_l)2R8?m`Sk7$juX z@4Z|ciE$P)b9CW{q*F{6;$b5W> z&{#pbl7W!E+vFR2Zk@7hspmXvV^gO?IYjvJz-^ zC-Li#tomXaNZO!HM- zgmPV)CtqK8JsbO#OO(_N7x4<%Xe*XHfkLi-Izo}PIS8rHO=g*n?5*8qua>QJNegJa zaBtnMgLor)_!xCh8Dj4_#`+q8wP+su(RERd^t!ZuM#oCJ{M(QAZUc54rjaoVHr#0+ z_A|D^#m)2T(eunFe8Z~_fwO8ZOh@a9@&*(*8y`&kuU@z<>>q9xK7MaTMRGK!aq|PI zcaX^A=D#ghiWFZOwm(ol9ubP6Fcp1XFE(NEy*sM$#eER*y~VmkAao~y z#$x=1gm43+%i8jOgaYefenfWIHoB`(iGN6d{PU6OBd9n!6jcjK&HOLw^ zHua+vHNKCr8F*+d!IIR&Q?C3gKLP&Czhu+~Rv&^D*m7Lb#Tz6-IS>8Tr%S`g3(!c+ z*Bl_2@|Xb$IBBGe;_?$4sApT|-!0px*dCNi^)dR;Cl{EcAN;P*eh#BpX5m{>keqGcwX1$`hL=zK|`W^9p&P25mGoF2P1B z4h@YVhqbT@T=e0p0)MamGR-Z(V&fRatMK4WRycWs)|?X@j754U7_n1>5YWnyFnGHZ zYbLtJ#O*)AX)1|~R(n>=&NDOev%AqA(61B?`VP`|Q@IeELMn@*az|v?!7%}6Kcaa4 z7$Q!y>v5geYijIj)NlUSU{rmn#mr6#9%tA@M)2a0p;Qa>eEqFdSdIfVP3#QG zknKn`BCL?>M4J0H<0@>5Afr4g1{o&4%w6r2=w6Egj>8Zwi0U%%ZI8*(jy=$8ARFm>kWjzuyqbE+q&CIr_Ca^P{>1acYsZrV;XGy?f_Fi#3+dh9)~J+MvyOj{mda>Z8W2J zQz5b}<$DM4Z2h|RnDa&B!%|^loAu%?HS9K<3G5oKii1q|!vB{}OZy&eH$2>y=w?9) z@c{co){n}q!WM0^F(&c`z0II%F~?yQDd78jRikckcYq+zklR>&;D{w>_MB4(NlMJJ zzQ8JXHq?Xmp~o&ljEKTKxLsX>u*qMH2l@k@i+5$0OuZ`xSh&S@UF zN!t`TiXgW!%uHudxmYZbSGea_6D1c1K^Aq#yaR<*xLEbv&4A+&ET&1Il1c4_)QB<` zk)XcNiE>SF!EPg6=VW73U*yh7?p`T`&Umh<6;mf+Agvs^LNp1}HJ8)y9n z9V0sV3SYefVgaK!|qCz!{c~ zg+_lTH8w^JqL6t&a6!E$^EYhO?@&Q7Vb^NU=t29bDuzTT@kCM5#br;y)0b;OaqiC+ zx;furL<#Zet%AjUF&an}*yN^p(@#9}wNku3E1pR&8*d{Nxy3EvxG~9 z|HProD(DXh2}vy1vWb|pvD-fkJ&p#(7*r?H4-gcEfk3I{L=;H_n<&_&-4an3+A(?? zB{QhX;?e2q$w+d*v@(p?QzfiNCcB$BE}N(=ze}p~%)Ukc=9u14#j|k$ZR&eua7i#2 zb5%cI6xO&x5=CJTSqPPec}=NTDui+=S$||I{BVK+Klg0z^||!+Vb77q%p-|rds*Df z5N3*$n%~o=FGmW%2voKz=@CL7 zOMf|yBq&~)zW*pg!qUSjFx)Ch?>%cij}0*ufum$MR@b)&E&=Y=MMeIhU;jy0huv*K z`^kR)$#f&xc)Xwj&-ZFGx%;@dJq7A}vINwz4;y{LXvHC^2dNK*%F51hX3U8S#l4%9 z)@!+VenI=G(ILw8Y8T3=!zy6v2CegSDpmM-S-s6bi9{cW5ZW^AAK5I?BkxT!eMwF; zM%th(&M4nRc6kR_C&}r!17P^vI<$Eow8`&w*%n5`_NKLbJBCN`g>fV-Z~us+=#e@ZdfKvL5ls4+mK-c%xg;o&en94}|9 zg6wyiH+_^sP1OF{08YY*!7|o{)_{pU0n{do#T;Ewkn;yeP3dUsc<(xCF!oBR$Y-$_ z-OtX26r~0;9_c1KExx22Y;Kr3tK}_}`@yZrM(HGL6@d)TB-V^7vXqy z$27{HK;Zu#Q9*HU?<#C?IxO|>8-9KIT39H)U_7lu(~r`9HEkT5?WtJ(lsi@bgpRkk z3iDV8j0U7Q@rr+jW`|sU{}L{A@M*`TK%58aLK*0+$vWnuv z!Y>XCoe`av=%M||D@;g~oVu=m=eEqKnZ;Mv;W|SLTHlF3O7!kI{nYY%`NGSH7PzcHO!^pdqJ^nX z{SW2xo3W)fbE`zZz6gXDXZRo^i|i!rhn zWt+{-euNt)$sC?EKb3{NFfLO}A}kmN8Tdr~ER&151D8I_J;3Y#gc zrzA?8;(4iux`~2{vn}8|z?S|{Rf^ZVASE__&iWi-P7x;(o>}DrQ~b4iTI91P^iZ!& z@l$P`jqK)o3&$T)jl(fB4vR6%jamE@br(7S78zTgS}gq*d)TC4UFQAf4k9L}F^^cJJ@{1fy_Mrv zEkkKn+Tj(7D*NsVzwa}Tq6J!nXsYKF{XjWI*Hj+;>>JuNY?`!f&Z>pF!dfGHM1c4jUaEWi3KR#*13ATgUj|>R&Q?e_*BRvXia~WSrTDZp?RcQSo%2*olXWqfrK?=0!@*m! zd`$|_;}pnm{|q({M2a9~aY<*-S*?eH>5G;1G3^Uy`JURr1jUIJnV=~B$$7p9^|DAG zACf9L#zdp>*-aAbk&8_yN+5j%gFs=&Omi-zi!f9hVflQ(Swq?5BvzDQtdLX4J&!=r z4(^fbP~XVnd~DzGy1rIs{zI`JUQhs-l{p}*RcyWkdh(uT)aGg5Pio~R{Mpjdc)2GH zi8E;+9{ZUGt?{uae%L>RHLnN+3Spa{{QCj6j_toZ_;#I=>c}x+mO=I8+^fM2oEui<%~N(gE4_{;dOllcyU~^ zd52WnVaKJT#UMm?+3AUgjnyOQt&>%agX1xZS)BkaW}XMWe9f*n${FfZQkc@d_h#>h zzQZv{&|xoeJ>8i{ZwJmKdhv53AWYl`8^%>U+A06*6}q4%@no3e&|Nh zhx1{Noxv*32MKzd1mBBLM~=8u05dp%5hPwD6&5d?4iGMMNKy#2x@VBbk&v`-j^8IT zUtK>N)Jsn+M(@Zg#?NbaO9G(@eRc;>E~T-ZHTz=tQZbi8zEzJqT;QB|jZ7kv-uj-+ zYf?fcQmC>x9~1@w&5?B!UA>#uvv_Ij6|UyAtjG~1$vIid(+Aq3r&&k45^fD&6e9oj=H#O0dk(PTqx{k#Hbtl69Jp#8NRtLX%3QtGKVEXL;@0nZ>1i zWMLu&6DUG0(5mk9pM)9%G?*y+4?<1s-X|>7ERZr077Au0B5rN|ogK*hcJYtE|67Xj zzxVWCWCoNE{$sjepF~z8X_kJuR()zkZZ4JHWIC0NQfaY* z^5boFY&y5nMQ-IZ&ece+Oa6>Lhqkuw(?zaq`>#DbTYWvP(c;+i2YM$$a>_T^jtXv2 zl%$4eswFLZ!E`~nyN|qCk4<@NY-);U#-xD!6fvU>{%6!g1%{sRk4nUKxGt7M%5>?s zD}(Q%LGDSSp&qWHkaL&s-CR;DeVMk+Mnln0mu=40g|FFkD*k@Xt8PQfBW( z^H?R#Eo}{A-;k+#x-ztMYP`?wcSp09ZiZ(#?-$E#ZSK&r!-umBiI1#a=u~^MGt&fa z?_+LrfGA5MEAxkYhziN$K!uxMZ>GxqYvlEJG-RD9dCSe_MlxxMOYfSV_eS%iH)GVI*5S?I7Jt1>NgaRq)BEn*#7**g1-Prl(Q`4^^bE07R~yXgWsEAsjng9arOpg{;-T0z?{L+%>_pQQ zOG|?!y~k^U7r(qGXm#9!e%UtAFQfj=M`OLV(U&L6wjUNZmt!FDKu1z~2hcise>fJ_Q*}#a`iLcWuMVhGe8i7bhLFv6nmm29Lp(sRJfC!-% zr4vMo0#b#5fT2hy1Qcn8ju3jlNK-_rfJoo`cIQ94GkdXnxqI`@xp^xd`4MPK?r<3^-FsDmq&y}cesYrXP({*1Ie8!4`0~H<-qDF zV0qjp+T8Rm!O#@opca);y2xv+NaOgBb=RIBTcqI7ZVDzT5mMu;g2znYf)Lw4=Dv#RCWD=>3+8eIJG=#GW?G7CcL$=%=2c+-}3 z=H>ueHcCMEN;P)p=E_|C@839urQ&*P9^dgffHbD}F-vsOOE5cZh{t;+K*Js>)QKT2 zw856t*r@-6QT}VP+1jc)UuAaxV9wy6t^N*$2|FO=yL{dfx&YjWZ*^M^?!4GH`ARd| zS-_G5Is-QH&j@2xmr$}HDmgkw+nhc+)k1l`{UBqH)m*+ zuENn{mdx<#M%Yy!ZEmx|!~1ad3PhK{NYa?qNxLvkNqLE%?3*}c6rRIjMW+S5+&ylY zW*D54L1j*pq;Sd~!Qb%s9Pso+X^?adAVn^QaQMVHZmYKD9v6@75xj@VKjs1hynL?_$|K5Oc$<#b2flWRiC20QyB6Km<6qY%N>Q0hampA;wT|(xHrd z>*-|p%*UEK>Fla=K%-nMGLTP~47UPXHB(ta-4FEpP%y^TM}~WRV#b{l2%L-3PRRZC ztmP>h5vU8#CX@0{pZa@iMWPZ3MItX-dnaapDM1&!{##05$}{8$zA9Z%Q(k(Ug+(_4{4J{SkG~vfi{z0d<&TH`vWL=;@yXhHGkC+x z^8vg8#?3ePoE6idTd9RKs8ObymKa2kP-ypnizj??<BW}Xx=~-^0kBet5*-~@ z3iY9LKk9$(`@{j;%mZF( zYGfA6Ie<=-o5jVXsg$}yo&wCUokIP$g0{ZR%(pvibG9!man%=dA89TR>rp9znFv}L zGdF^l87TzbQ8Id!TVU#Q{@UC9N)60*Yw~vC*%{KUq{Hpj4vYAIfe!x{=`4SrAB7sW-^;i3kjyIcB5q$2+ zJyZ{lA!VaJ`-U5_q82pKB;(HyZE3OSRPksxq&-51DOfm(+7b)NZ-)<_GoCz4}5ur@=ESNM*+);!CTg9EppE<%Mf zng&m&hU$_)TI#ifA6#r~Jyfr2(y&4<>db((EPh&vTOCrwC(#;YN|4y*{m2C2U?}+< zU_ps60=CWnR<1Z2uY|`jI_{%UG-Fru_kq&Hz}{l$t;6u#_!cE^mAlR`e%~O68>9rZ zP%Zt=Cf)WXcl-q*@y^-UNd=>!zD$etQxm6DF89JH?M=Aetwy#U5o&WfUdcszW~Tn& zuL9jV&nM)o=zdukq5iC$MvVrfz4$)r5FlHrAo}Qw8K#_UNh8cqUzs5$btd;-Y41ygKnPe1$;b_c zrA;hM>sS7G-&kJ3t@p(GKkHZs3iSqwW_C*ua3Wne4_?|= z6$~C6w)0X7!ggl$`*Km5uBB0Q*IKeU>&9(Z^Vl>6eOnVm4fMr+1jREk%UI4fh*X)} zo+4HJVbGn`Q_0m0o*t{2D@xI9t@-7$#uJ`yrBACHEzO=V(LieH2&+I*TK7Q9c4}p0 zt#g`pM3Tm>4>S=R#k+guOuDeZDX`^LX?ps@>*-r{-l}75rWjS3+G#be;o8LwgT8(3 z8?L!EE_E|D-ZoLsJ7vvd&4K>5d&mt!!faup9FR4`e6Z;nV|A&9=x`n)Vr^uvZG>Y9 z{voj7`|%0QX@T7n-#N)&26=hvs$aeJ`f4Vu{#PVub)R4;;n!J!wUgM zb0mv?13^*ry1utspB~VRy*Jp6c%Q$0B z7CHQ@?C)mgLQ|d@O9P>HX|nWzs^Y(*A=rPKf;2AiG)mv~ zP8_>?G*v;7D1}+y-rbhCGkgkiyLX^M*BDxS_oL>*fyu{5^@gOyx9w@1!e3G7Gsidk zzH1i`dCmb2EhnUkJevmy6Z_w1>HEdvO%1;dy@6XMITVdV)V&w{ia$ZjbU9B*;fWS2 z_H`BL2}U3#Q97R4RwQ+eWRBsPP{iA41m zvi15ZR56gcEAX2#dJC)UC!O2Z=ff34HVJ#x#MWXb!8pMfP?W*D6$ngRquy1%ExIS* z^a5F8OlZ2{HR6E%*hMYAe|0d8ae|3qSK972!GHe`+27LWLNP@p@Vs;?dJ)f-?ywR< z(X3R+OT_$CtD{uLT4IE237|ADkWmc=yRnRJbg~i4ch4_2Kc$(s%f4i${eyJCAc&h) z@>^>6`$G0?ITCADhX&qmT84bb!$#Rt+!`mmIfdeOlGJ_f3T!v6*uZCA8K=K=J9fzE zSkMLS^D?thbSRcWy7Qi_lON04nGcO2e2cl3GVKO2Ea9V_$aa6{=H59UJtT z<&2YyWJRc`RbLg5PJUTY!*i^NA6bg+GBK{4ZCp&=GxLMq&CwxXyx^LE6nl4;6B}}B zo-`D!?%q!2b@A!g)o1=mI&zF{?d;Ej-2a*>2@iQ?1*e|y$W(vcb2rs$l{39Ly+|3s($;ZWvAN9TkBoBXEUkf-C-B=c8 zXwUcM%ldH&RepL#F$GM$moP>BVw(ga2rfoHTOZtQtK|xjRVCf&ut&>(kIhPk*kN4| zbVZ7^V#_6e$Up4MC0K{?iep1Y{Z7l-YOVZj4pqCR3qI**&Ov5=Z)7+q1Bm-t$-e;N zHw|c2FS_Wkk~B~3W;LiZE~&}zA4r@7<|3G(;gsnv2c_g99Gpt*wYB%0@>%Su*^lh` z6vG6+F#O62S0hw&4mLOK#Vxrg+)NR1zI$VrhCe41tr!-Zh?;HW&i_TL#d3cSa+ zwx#_8#YL=sToy2p7pmL8JwVM4t-0w6glj(mTuXVK_|kyhAO;gt5(Pm*BfAbNc^s}8F`PVtpzJ8-Pt*sM8y(GdH*w9b;K7VjfP4H9kKcHxt{(ZbbdBAh_ z#~m&bBX~qW!|z8oKHb8tt2ik#C@*Vb&~w(7X)sAsdGx!Qc-fo$z&;VjtHv~U1~eFz zQ^$*%s~xd7Uidze@wD9}RaHJg)H2I1C#!-w6UrnJwZKkfr-t=Jr9{;{b!ho;jvucw znOo(MzD|KbysgWd*~F>!DdWo+(NSeluRtXcrm&1alb&GHxRB21aX7c_r0!34gkz5# zXRzFh)#+NHDSJ!zKBrk)5S?NHjvrmO;47$O-Pa%W&rI|`wvw?cRnAkg#WEkP#!bvC zRb>?HU;1x4MDejH6vtOqY-=UWeNo4TU;r#2>;l3e6Jc+0$ll^s;LmjJPgm zx&RW4fb!xy6Ma+L5)Fgf1od;Y-fHoGc4m z(dJ&j@SgjQ#Y>U~% zkIcg!rzN%(8W`KGzQ`VcAcC<~9%cIl#K(Iw-bG@U^GDj`;y^SiDQU zn#!$LkBS6(cerRb@>-4Qq^>6vVsfkR=q-2^z+Fm={xOnP1xFm2S)36g3L8&n3;sVW z@l~vo2(z7wQ&1@bRN#X;I!;#-Fxv){Acf8JBxz0Px++O)T)XqiU2%30O0)Q z0bJt%&jAGZ`2T1(MtIYRNQsCD35m!_NQg;qk>9#SK~6zINkv0VNd=^$prB@;2GY{e z)6?I&&B(++$3#O%Pj~$lKtT!!$IHjV0|Ktw0IdI*p8)S42KYB4B_<&wA|$}ayZNj^ z4Zyou3m=b|jGT~=fD8b@$0HyF5D}9AX-H`~$mp2vfDGv$+I+|_7#&+-;1rRRQ_^`C z-o_~Zsv6AwD8$k=lt)z8z``vqXZU&sK>CkWWC0tQe5$&M`G3ERM~j;MI{lnSq>nx0 zRAM;D5}2sj0*nO`$MFp;#EZa985}qdngw1(l{PY6fz}4?abaE}%zRNMWNrW97WbZG zgiGgxC^mDu5A=|vdd;`r4=f;~VYZmEhGL!w7Udby#>sK`C`qGm;ZC-1AqH1)+sj;Q z?&*ORv{s#Mt0lW3U@fb}Ddov@fUL(w{}Y3`2maXe!1a?fztV=6C)S5oqrXLuU>@Ig zde<)sf7or*tiPR09zD@&8vXxkS}{yDZFi~1aQfD^+Paod-OCplMw&HDeVxQ60>QjB zk$3OL^~MSjuZ>85Eh|w)_TW?hHbb7*+hAnGciLyVIqAntbQWq?#Tj$!raDjZ_TKyNsfF8p<9sH}hSm@3VbDQ=QadXsHll-^NstgKbW3Nijn&iWt zwpu_i@(5%eqJdu`(E-ro^sFOu(Kw-m+Fx07u3`&133{*;$7A;$rH)E-RhW-ujS46| z1Nr#;G@cn+U6Wk70C03FN2AiY`hjQ8kcF+h7nVn5Zf94b-q{hnLI5 zrKkF5jfrcF(}3ZW-|2L92+X8^S783M7xzx+|NHnz@eop`No zoyhi^HU81nkZS)eBsZomt5cOGC8{ar+E?jq9Ly zy+dwjl;W~D5?<_=I0)aj;eNqW{Sf6zr~=b-jG#uTGa}0_XoR;_yZ(a)d>?DVEWd5( zmZx&9&Bsn#>>Wf#PiQN~41%7qIWd2XS&`>!I4uUfanSQpS>+o>cr$KGMxHTX=5zaa zV~t&4EC;4^Y_?hy;nCP-Sa_F4ok=}1mSZ;Ic9+!YxbwUD%j9*fhYeHBNzpT-+`cLg9AE!t7I!X8%P#b)_2rny%Gg8^L-ACoBi@^e z%;^wG;yLD}Z>3|Lw}mJANQ~iXF5g5hp6Y%TX?y=2cmJ**Zxg=;=eBcyJecPAE)c8( z)>oj1^xLT}lYEF&zSAc5lX)D&ARI+h`@-UjLhfV=(46Ht6cBZPAw#)i_Va zkG@lsJ?rTny~%weGT(*`%_|?+ZpUoc60-{_xsp}rE8Shd5Cih-g3GJYh4TZ84Pkfc zmmVi2R+w6Lyd&XgTS3RHH-OY58p_=sVq%eeE_!sj9Ne>B!T)wPpc|Y=8|#ecU#?0q zm|{J19ahWALf@2i%?zV^V;XjK5W`o~AjgXBJQID^I_W-W#e(W@!sA4UuYmHVlaO?< z2j|%f_u4g9#Z|ZJTv03SnOe=M`{J!Sc%sp_ATTrKDR(F#Bb|2QW2b7U@%@R*z}fzm zNn)`Y0>1X5ifM*4xNI;24GNlR={ehBIIT6(dY*YFHI9v*#Ig%cSxXcs%3(UJcg2t& zpuHbxIcQawXmN~MXDJ!a{@!_IE=|M$(TWvb5SkRE%d@!pz6>2BDY}sK+tZKGCuoQ z*c>&>|q%kvqjHq>_Fv8%k_(UlfD zM8c=nElJJzQl)yyp|*A~GIToRHS2>zT$IO`{ECOSJaas+;x;pf-bU7v@gu_4g9vx0 zlmfzZXiqWQ7~RC;&QC&VWyY2E)jy^DUGCewc(BTsa8{e%e93Kc;Uu1i$cH)o z704v<9|6ygJR+~m|4fWSq50?alV_~bwihQC3YCpJ<{p`Bozc^CjC4FEc{I7tOsk+% z5EFM~k^A=UbDD?7`{zpQ(al61Wyu*K$HIR3AG)P$ph55)s>?$4O!0I%2+&r&*NTn~ z3KdN7fXv^lXl#jzN!!j;UO$Ds+3O`XwR__vxu!-JQ7>Nqu_@g}9ZE(7C5Z>2PdT{T zK*fuP(6W>MSEG@c+0xuE#%1_dw%_t00XS7>akZI5K{BEK2D0-v&&WD{Eb!td$&LIS zo0SHY&vZHrv9k1v5%0_ga>dZJ0PC5~dRK~Yx7?`3sFn+GZ%#3{pQfKg1mhh2o zUxs-;PQi*fi%} zu~^!CZO2u&7tFtq-j&x#g;0@0Le=rm$oPCCkJ8(vQlowvdhJ!tT5Q%$KaRUi%90IV zDB&uM<$N-dh<16RYT!9wot4ITIF>QVX0U9=eEeOqs*RPz-T3w-ORc%ZW?$D@a7RXK zPYfaj;Dn177GmQioX3Xp7bU{^bg4ew%RMnUhi7!eqaH@<+wNY*VU?l_g#?j;l`F)P zPJ7u5!0+sw(Dx#qS2P@%C&2?@b+RdjDwHRL+(=`&MIEd;E2NWc_Am!vU<2 z>u#=9OS~oZ$iT6A_I${d;ivxB8`l7ps!%IBcZyEaj8Jz^3W7`RY zONmAf6k8FgPcJ~+Q(ef^#?}y4%hSv9%v&fH2FG$$JG0##Hxmy=K?y8%=Htn8;8=8d zLi~|np-+C5(`V-{FWEkC=Z8kFzwUd7Y2-8fWF7EOLv-F%Nn=u=Zr@`=ohw-cK~)f!X;!o)#VeY?)_h z3vsp6lx_S6&^|S#N|s2LD@b`z2Ir3Al3WA6X(WC3(#zv-5m<^o?z{%5LKRd$9GS!1 z1eG>4NwgZgJ>9+^D&M=c_E_d6ZJhJ_t=&kLG~UP^Zag84G zllxV&^FrB|>u-;%4zWYmfHw_62L-ohM*nLgOd|K2Za`K1M0wd;<~jH0RfCC2-rz}>Zm@w`Uhp{W@6lXqI#@ceBv3XsA`0!@R7cPK5)*^dbeCN ziTg}zVA*Qj*v$Ghiu!ko_4z0YmQVX^sS?cfRwE?>jl>Ad)1c7>zZ!2Sckch-M*c5> zWm4=7_WbkPji6JxvpcDlXU-{?4}S*XnKGrXU0(LScdxSUOeVku)Goo^sOgq#ntD2r zs0XC@lqu}Si2t|-?Drq4LhB`V%GX*^>1?>XrDKg2tI)!3TKiwu0Iil6tYUqo&uO6_ zyGC)Fx6t)ZId5y#^nw|N^?{WTH^;uU-iTAy;qi*#3n`H)-oXE{1qON(q{0^7I_~(EN2{VKc7pLqhQf-M5aN(R|t#IF)O7E>FQ)Z6DWWG#o4}UUoOS#es3u;-c;glRU<$}^E zm`04UCVA=a>f^rG9Ov}$PPI<>n?apgg-^tLShGAjW;|JfoNa2pp>i?V6|z^t?JtP3 z?iU%P=={`xMNJqH&!?19s9qp=!+zrJvZ*y}Ws$XXo15CTU|kow8(xevy$&uKM?zNC z(hK%FTOzLkS=-$6o7K)`S#IeCt{;u<;?22yw>S2pa6+_s$L%c#JMHk!+XxWp4y2?4 z4RT&UBn^BKirrB=n?I(9or$^`xH%y`#wW&nTVuHiJ_;-mjupyD{2@n&nxDrP&*3a4t+`%ibu;uPJn~H%+f+d6?|m`d+m%oq@;o z6yC8_v6IY_@H&<=wu?&bhliKu{vLGulouc0k@K5?_eky_ue!nhWkSI$eXocWrRfp> zycD!97aZqz_m!;Fj@WW{p4~p@tiCpNViIk@i8tEm{YBd7H6U#$uqP{`;ogpe)*lDC z3w}TDUqSVyvS+0vTgAW9bN;MVT?5vt?qLi6O9Sc|SA9nN3^f|!I<`~7AKhg2WlK7F z^;F$>MULquBDN(+N(4F{f$xS3ct?B8rFE_~5|eA+lC#M4)pOW~VGvvKpC!G#Z zB_IzfM+c>!rYY&^tfnDsEX!Wmh5u4`s!^u*aEQ^ukStejIw)o%N%)ZHO{a%L_bSqw zF@gYp6rZwV(+y>hFo}n4sMLn9Zhd6Gv@hb@n=BmSj{mXEATw%sU_|8HU#JAL`&jnI>JVW-*GOA_^<+4t#^@ST+^ zxSWBs5E;MdK6CM@6DW+o@lO)xnLf9wdoJ!+);a8|XES~d?uB@;R8!V;vH7qzq~>ct zuE^F_C@-e*(!AC6{Qt@x{|``9lGgGffcx8F>m~bTRIBTy+F%RQ!I$7tNBM&oHtW{< z8NAib)a{lFH^COMVgmUF(FrOvH|z`eL1V~^*E`SSW{r7kDjm%fOyD94_v)U^ZqCX#t{N~r1T8lYQNnX4AJI51}&ngi0ZO=tsZ zP`8Nc@-TKz)2Z5b`@f4bUY;!-%qtQBsuYGnsXIM2Mm;o!y>`tb^x9<@T4qMCUd_L~ zyY8-^U*8$|flPZexxI1W6VJ95>#Wu_AaYM=b3JBMs&&*WVP?lA4_2mKDWGnry;`Lq z)0#t>Bi=^_goMTEDCpcs>>b60T zE#ChsalA*Y_a2KG#f0*M`K(7;d}~f?x&0q;J`yZF^O}d>^8O<&82AZ0>m^qZY;0F4 z2OykMp#28C;ebF_4yE8p`}&B0}3!Pt7B zl>%zsc`Dq=yjy zbfFLGhry2muy(mnM^;7^Wiy}>ttUh<*?y!M64-1Cx&|0t1FEZ`P{owoy@ogYk*hT% zNrI;nmD4HBu)1dlJ`p~V-L+G+TCX}Ys8-%nOmp#3=75UH=#y2)Lq>(NqlQJQyZxpZ zK~1%{y=9`JIVBsrIixa-HrMmQ(Qk=i2^`5@J{- zj%JR-T^`d}W;WX}!FIt21$ts+KA%yzUEb7$zi+ka&hWic-6>q3VmcM9GK;|sqLilV z_)edU&|B+p7uSJJd0+|SP^{JWd-;Ie8|TY(*2Y67?owA%h9WKIKky;KO2p|oA8wbQcIu|V z9QyZczAWYy+M95S@_g*3(_E&4|9Le>&v^M=US&ZACX|@ZAFxSMJT~NLHg3@|W50(< z4MSB~e2{k`splJIc=wZToDhcpaE}Y3tD`aenEJe#&0{M-)V4~-V%f#%AW`$f)iOr| zR>{ye%kp_~{xQ6}@KtIBvzLgM-N|5Qstr=!nu zZ-K8CB)pI0KP~I3vw>VaT{%~aU7e1}?TQtKijl7*r|-ABMAW@RG$WLYREcJGr0elP zPD`PDkuM#T|EZ}Mj?HU*Fe|9?I|%tS)L#Xq_ZU zpZ9uX`l(Eo)ZC~V1v3%&3U3WvDoDLcJeCx^jL6AvRhW+7(x8JXLlt}@$cs`i!*n-r z%ff8LJjwN8ofPU`150Z(w^-Lk#-yDRXvCgH-J~Sf0CUzjdOcGQuDod>xj3r;WqUxU zCCA``k~3Sil267dcSn<{EooSzl@@#Fle*&DaC#N8Nr0o@f26w``ARc;qpyPs(o%M+ z4rhU_e05J{lZ?RcLn6Ht!DeG2Yx0!J3O85N`|JpGZbtiMFXViCbX%{XK5|84U}Wxj zRB(Ld-TwTyymZ0p{#Hxml3`$Q#8w&_y$jKY=B}GZ)yHk`WhU?)FDu#VXZS8Z186N_ zT1bP9>ooO~g!sFv#=1@?u2ihE4d-{F(*!pc|0X$TwH!5^Y|Jh5FHX$=&rmDY zoz$NbUh$5KYqlPy2)1M%b+9H{L!mfUfg!YiXpAr)1u_(fYALLCsm16NXKgM=VwxXb zgv$?*eG<3xdsrMSqd6US+y2(-bMEn}_~e7v!z`~uF))T7-yYW-={&g5O@SZZB}sMB z{?^e=stlD-P|%8|mxTu=U8Y99RI~~Or5E#WA+kI2w>|bl7W^E%)YZtMg$>2HpWREd zWJ1t=Utw2lo@9}SEP)_s($@%n3~!d$vTd?*s)1qgM8DGp^I?Zp7PhPTbsJ|*Hjzac zUol8xo4V;2xkM$}QHX=_rabE5(DN4+-n_I-jSjOWn&fL&PBZ6RO3gau)b91eGLERo>$~(eJi-8~-+UQ2~ZcK%c4^am$+>-^_H}a`{c>A+=;tcDDU&`zd^=`+A zDt#r`8Un(ufJK#K6XzOMY4*rcE4Uttv$S^C12dFZME`(pB;)Ke!(r9onb8UEtY2Fn z?stpz)jmr5)e(YRe*4os@2SF979GkVx(IC@iW#W6mC73d=8+!>?oSK$qx_+M5#|po z6-81lM}&ILnsko+sb=YtajrV*(V>)=&om(ZaU)y#ZsonX7x90*uikm;CY2w>J`??I z{z-89h=jIwWte%sVkJa7j>R2c=%z-uX_8cM=EAWOihvcq)B1h(bjL@=5H{TJH%2Kz z!hQA?$KB1+UiOG>B==Uw)9Ksv+vq!W4sG-lY31MxE|1=^zAgdaK)E?XqPDMC;fLed zY1uuZ6~Sx3WWeT;bN3`-wUb$~%*J=E^67(+5lcNwOh z475T(6D_$tasS1ovqY!hnOM?}+S(+s_Jv|;dcZ{FVVWmVtDFm+y00*eLUE0G z0(v_9-T3yM@u&;s?D*(B2SuADoJ_XsXQrCLy;wu{s~6nTKYZ=u++pxE8zEbkcFTj1 zZ={SK{%vnPj}6~BKVi9vKZYo1KSV!i+dl16syTSiNuCiQ4Md$}i}9E(mEB{rGSRMK zP553z^zUWDasj@!E#G#eMgsUVY@b53?8$}a2(L=a3C(jhcpC4AHjqk#4=?)CPPe+X zJ3ZKlOF28=HxQopsHrd2Ix6sRd6!(N3VpHFwdQnM#DOn`kDdX!3ih-}2Pp-}<1B8y z_N#h>qnjpI#3Nfit+{#>pb{v&Y_3q!z3tNds%GMoLydnnqF-rX9`19$W?E-7_ELIF zVpc?6UsRV-&L@riBgV}XhYk=}m(~2^<>woQ+dFfs&mBE+Q~!>?z3(u<#_7onwZm@b zxU9(3?O;l(?NtAjS^wS7d_LWBoqOem%3sE>0o!mW^q)nczj^Afeggk~!wX>k*6aWN zsQTXpYX36n-?L1fca}4~4mC<|v3cagP{QXtu*}>m?&0%i2;Vy+rZ;pDu!_U`9CYy9Lb?Ub&xB?Ypptg&0-Yrz$UqRTLcyTh@) zU%Fz$_iy*g{xP|XYQE&W2B)kLav!xti`RkhF=K9JY6TqH-^f`yeJ4L`pD-m3EG<{I83z=k)m(12dy zfl-9p$~r<8@WZU<@#n9Y5t(%?ye1=qti1~bE8Sc<{ciJWj%xucEYz8aT8U~*nB9p6 zN*Yfpk#Zg+mkBkcw$f6s^#-$0}sw`mlZ*`%g8u7qntNm1e5ZP;`(SL8HS z?QZ!K><^AdE^m2iG)_`HfE|MoXzCqsWF?5-c?nUy`7g`-h29pm>H^C1aq&s_cWle> zwC;{1DwzDHaFqobo+MS35WgU2=_8)g5q@t*$2#KkvqOb%}T4*tzv_YvB)Bp4x+1y#CeGa-RF` zrM?{kz8$|^-yHY)gdMebI4w&2cs0a5OZBYi=HI!Oii*F4q9;X;vU*F*RAJgH%ns>F z{i2~82Mo48EiTTgemKz%$XoG{tRYfN)gGU?#=haPc=R*V^5n_vP4>D$z914gWvT2-|XNk`9*K$+v@W%|AF}B+Qz`h1)&#K8jXbF$VG8= zeWUFJ#r@;)0WHah_Li?Dnho4#TcM`>L#5=c=bodHUbJDjrjBt&Z&u%N`8cs7$aB;g Vnnywn>C^}Uu_HbPBMPsl{~Pyf1l0fl literal 0 HcmV?d00001 diff --git a/assets/posts_imgs/2023-11-28/coin_with_prior.jpg b/assets/posts_imgs/2023-11-28/coin_with_prior.jpg new file mode 100644 index 0000000000000000000000000000000000000000..c21ad02b9ad1a15eb03c5b4d8113f88192af2a83 GIT binary patch literal 13513 zcmch;cT`jD_AVL)6{JWn(xgZeLJ0^M5S1ofszLw-B%vh`S||c4Aiei4y(18MC?dU= z&_mHslrCNRLHGXl@B8k#f1G>AIC~~zt#_@AvDTXJob#FUneWQQ zItof^8d_Rf(p&TlbTkZ9G_*7qp8+I9fYU2ESFTV3F4_RBzpsCl;L4={{w+k;ZxCK1 zCb)X@%H{8h6o4z2H@kX;=sM9gLck3G;OgZG!fV%WP*M?5vlG+MGH{4I$I{V1){blA z6jgevWs359fqeHqkBb}hghxzH-z?+X#WaBE_w{7~`|6bcyU_6!PA8fV_e*x|zKQZ` zk84-B3s<7P5@jN|-p(dU>Gm2Z^0rQbQ-tNv`Pz!hTiBcyq-eFYaePiBlrKN&X0fJv zNmU-HIK?}#pZrPnCJ$qm%(7{cenP-ah7a5iiim&cQZob4z#j)-UnA3xHp~m$rNE5AT)|*;7Heo#-(MxpOkB z3&1yPwwSbndbXc7nil|)XQ$cw>O&U*A4Bh7hW<-Dg$V!C+t>@hmr+?h8679tujA?G zbQwp=tH~J`fa{ePfS*;jdUQ&&j)3J%vVn3!j(WNiSpDdZb>RW* zQ^eJ!vN{rq1_u=$nqsxq>Ald2*gT$AJJ*5wCCR26g$eKh2n(JmXCy7eCWyy=H)3&t zIyyn+x^N^3&6}yWcS8(&6h7^Tzuen;B%n3BPa;sWAQrVX8J3;0%I_jfwf>n@yT5&r z+=#HY908FC8j9XObRFPbidS;FB|B=lQ0i`9H}RRy##oK4ckkzDcV95da`tW34ZKG@ zJwm7_y+9*(WyR!Uyb*eCPTA4ZVT{VMDbTsTI!a5c!qu070PUpk*MHK9%Zjl`9*53quINV^$ zW36>&nPVEkoOPd?RlPfLTtDDn5==ANuiv`oNSDslzXSFHS@=i0^?!kquaq&T=KJsG z#CCv?Aq*k4&6FseSf!W;{^DV4bRjE1kD_QDmp9`p%5V?oq@sBG`|btJ%1psh)$O+e z3D6!w{SE{L5A(=l3z@Q|zzF68Po)}>jhY$PI=j>AS?9>3Cu=|XEmaLFIUiyl$JLZQ zf1rZIOc#7TF!-L74MxnotlhlA*h~Rq)i5&j8SeMO_IsCgyJBZ5=A*S0YP=pe*yrcY z^xbH@Qr1h)6Qm*C<|d2@+rU>}<@hbU7l0m%@H0tl=-n^;z~>~+@j|1xyB{`wtej}8 ztAcbL=x0+@%_t&XwE2Yz3#PWm+E`T%O~Q5cF~+nq^*9A09qr)}c@a6nM*{2&0JLyG zFi02;x)h)xu!yf$z*Q!w@G!~*{_89*KHO`;sqm(?s~a_7H)7To#X$+5Z|_c?TQw-% ziF@TntDsI7YdY2RX`GBwlT7`6FBc7gY-KCquCBdggS-@zylp=xyeqLC$y?vF%G#8` z6P(>GPcnmDr6pB5&$LI^99Mh`k5S_NQUDY;%)x$e3mSQ}T_vL-B_Poi?!qGxa{+iH z0`g!2OF1m6uWxV9*Yk}%jB&p8-88SRs`*Y~&hqXv_+9Z=Zx4=Cmv@O&wn4oNhYYR` zKezDs0^8(Rv7gXVNgwHc1ETyV5Xq~QD~n^ zQ1Z5*@hMGJvc8^Yt$Qqjb^B}}UTuGDkT&{=8du(8zMaczrq!!`0;X6uG6-NyIf`K{ z4Rn&oJJv)AWr%)%<9qBg(p?7RMT1WeI@ zjN8~CP6pE;`;SM$d_{03a@SEs@j?C2(Gjvm%xk~d%uJMMBt9$KWuu)UG1&)Rwz)}4 zdTN*+bmxO`m@q{Mqpv&!3bk_t35{F;m|rALO{J!{Or4L3ti?ZiL6>LT6lX?DTd!Fl zhPP9WHKUSYZs=lWtEa5pg;60<^aL&_1OzcS{G<6fqatU)K_lfV)$nzR)ImVIMIT=_ zw8}zTq!!&VBmXL)ePL1puPqfUCa)#0*YhVfV%<;AX1t3h=a=<#gWjxS3Mcn~akD{q z{rG-oZ_XP`*9EUHwV{yiJx#zt7GW@baBW>}1Ui^BN+HYME230t$rBA)y~kTTW;;T+ z*=k*UpXqLK3gD?}&J~8#*(`FqcHb_88RN6OTuV!cDWw#Bc3 zF@B0JdfY2Q?C{0vw}xIhpkTs?nz*ikzN8n-J}-qNLb(ruLvq7lg5A{zMlajVZ<~*K znPcg+!mM6CTUsF@(~4yYe{KS^3AO zKi2a^teMCm1R(Na1Erbqdg8a0^787QjRI1G=C02P+5;`dxH!6AqA$!-=~^(`1v!&hs7@{PC?pyD=W@Anh14hvs>|N%5fj`QKO^8 z^($NU@l!Wk&e-n1Vg%fd`2G9}{QE~IwHE+`^5(w60_&#SW1kAA?yQNFon4JXsvP^g zkCmOzDEg5_5w-1vh?lFc@ojR<4ot-MQ{U5~#cpr;3>j5XYu(FhUOjl-YVf9Rd}Ah; z-qb$py4`C+M!yt=1V}Iu8bBaU6cA9Zu8k%2cu@u^y&FAD2G9M*Mqr0*gX5_bUmhnk z4Gf+_ej$2IoP-LeSf!#CQzc+|*Az~!)L?tVW1GlNTBFfr0aHZ5T8l~ZdiG-vN7H+HSE4GjN4OE{Ho{6hc+z8US##~uKviXTCB}k^&ndg zA~t!E*a3>^*(-j@>6o<;>h6xSeL=H=%;7`L4F%K5Lhh*H!XeI!8<3G{R*7b+?jC^u@V zyi2r$o3Mkh@5z%BH2Nep)hkjZ)h61CTQi5{krv_h*sH@IR-dS}bUFog4f&1n1tEr- z7Ts+@BD0;a)Y*WSFq5~R_)qI)%Z0YQBlJ3>m2Uep{>W1|3-nL5kWqh=D~Puc)Xlxb zCwfyP+d)MhrE03Z&4Ao{a)Mk2GIPl8+0%Nz+^EIY{*9Q1&#*%1$(NB^^te`>%QoGM zc*6%CADp&^OV#Z=e)NpRJnJN+TMtS+Xc&ZuWfAu{Lr~<(fTd-PliJ9dpVLW0r%!6G z4EJ#|)#(lzI8;qp@$s+nXS;Dlz4A3w;y|Iitx};~S%bXlx~?CTu?Xk8E9JjRZpYeX z6xPP7>X7O>b9gz=#Jem|w_hRNR09&KL8?y>TM)rpzj`lOLXf4GwfmH%cZad;sgB&P z&Umlfx#-FT0H4H`lvZuXwjF=T5@?1_NB1i(Swcv?_pe<4<-C$O|5J-gme4LHD=uSO zDZ2nnKj+IhDp<3)WC@H;7l3W`Tm71UzsHVH&vw3RY4$#6=*%{0(qJsatgWCRySU4-l6XP%`w8E5$JTFTO&5~1<|OI29za#(G&&cK1iJkNK8qG zIh$~_>^JLL?m?bbtgkjb+@rhaR26y))5r;`L|y=DXOzx*5Ie5(MoGTI4?bx5jPYs(< zGqYk0Z0esA4V*v4&2Q=V@Uit|DCw~&)vUjthsac~g&M+66 zupX>GS>LE>{xaW#pU;PUeFdJhmm^IVIZlFge^i<@=nY%a zE4wYpgILrm$Adod_oQNC^{O(!#WfCjUCktSEbfi*#o~v`Xyw4eMr!K=$YJ7GZimr zO8{ zdIrz=RK<2undKcAqcM?`U`#aTQtEecy;&zz=Z8nv4BSK=@*PTpoPI2bxaD&e)@U*` zZ80k7@dnHKxHfoJTmT&T18LGn!;&X($5li9=1CImTam(1ncS?7K<_ z+x;DHu&M#&w5^<%x1(DlULx4_)NMc2QBPT}-En;#6ePJ2p!U`;#G`@`3!)Du{W#EH z-7BHM?!0XwDBoXii!H0tetC5xU+mDm7Y?(`O8fAE^TB{A=eDrr-N-KE^!T@Ea5QK$ z{J+ro(ER&7eq&l*LTR!yXDCjD6gn7$vuG)2T+w!j($4J%xU#VV_VKs0ZrZ$E*?X@BF4z?8{r5DM`|3n?8t z>^!qP4?aK`=&~8Q-PyVTXnE#R)+jYQc`M1)5o}VC$hziCW>J&legRLq`won}8OLqO zI{`zupJytK(?9YJwPP}}tZtOo(JgL#H5<^-IAxig)&G$-$bT9;vge7a9*UO85u%&s zL(K;VkBWqC&MhwkD$X-(j~%g^YErb@<*HXkrvysmY^4Mvq^oGd$jCshVVjzqKFy5> ziRHB#dEC0F8zJ3e_4Z^^;{yxqBmzr4rFy(JR z%bt9g;CTsXt;kc=!N%W!R@I{Lomu)fpb_+jgK(Y)ix7`l1=nWP`ot(tiu`2STJv$E z!hPFv!%wJbD=Xer*r(;ac1DVwI39++89cQq9m}a2L!-&cVb@VkJ;a%*!`Uf+>|PAD zSWM-ZQjX?-M)(SKsx>s4%*Xbt}k7yUq0O#{Jxs zEbg%9Y&C(Bar1~C!>(h~F?Fq#kzm!G^+IC)AB?NZO%wVoPVw&Lv5P@`kZLZPzNP9- z1wCbu#6Cp4}vYRiUK2#k(J9V$c` zu59YBOc#F0NXbl4m)9r2?f?aETO0BV;7Ox)%@1YCDqa@3E&GIu4UK^`7 z`f+Ed*y?i+!F}w2pi|2piMj}8Nhr~z_*Z|$ys`QWBN)`K%It9C4vK2h4~Im-a4oa( zsb0oxlktbmUHq`T~twM6oYlca7I4H$IbTU!wV;(#Xrwe~L@ zsKx%iqRLA;#rE~H%wy-XNa(N*nF&jFoKHu|*yb)EbthwXHHe;WqZju!`@>_710y^) z{bJkr)!&4_bIoa&wsu*U(bEJ3E9~WEcee)bjZ(5Wi)nNWGCS7pUU7+2#JBYy%bg51 zJqnUfTVnM&lD}+4S$*wv&TS!htfeDn!8EtgH!OBXuw0SVTC3@MGavV)@&!QmUgZnA zddssS6bEZ}pl*DykdCKNI&Tl(x7TWL=$h$rl}6%*RUjn9q)PF` zu6byInhajiV)gNXHD@h}tvI&4oBipl0pqft6e!d|DlY7Yyw-U!VE@L1V$#>W%2s5D zQz2*Xj#TP0QD$wI!2Lj6I2iKNV|7kx5t6nxy z*3T4wEGf!Z*ZGADR*z%nwtE|LIIq!mTt$WSR-ddt(Ng}W%H6vPBbD<3fVZINU~o7O^h6#qEdpC{=N`I zWYN4N{tDT%AnkirXc}>)hUnb|KqvBTH`fgD=fr1!l*ln@mPN6x-Iq9u)f4poG%aN_ zvBA{qbg;#fJTh+?1SrH?EMtQ!BQ)F8m`@yh9qbqTj3k?V>f`H8#_#n>BoFwn+KyHp zm-~`BVPj}nCO7v|%XqEvvTjm}$Vd>H+7ZT1??9P3Oi4#vGCde(c|X+{M4FV7nU&2d zj18`FDMiiuiquTYZ=8n=Xrf6l=Ce0{%o!^H%}Z_WDR=~M+__liy8iud8$Tti54!?6UASs5>QwGrITEKJNdc&Y@lt9e7-+^);Wo5@m@<`t}p@~m$o;N5=R98%M8Vgg;cLVp(RJr+XGniLDG(%wf z!Ju8J<)RBbF|=ip^~ofg*MnV|pg)uUpf$rZECA2PI8BsugW4g? z;L()-J_>2J`^oUMV!AxVt@yTwRn1B)*Bf%Hny?K6ks4%xTR*kD2$;sMJ!83@^{hXz z9g!A$%+u$5?{Tr=8hO?d9r?%2JT0f{c{^$~NQFTUYWq=r+46comohuuHt zl3(weU(S)y+VOpHgG-uP-j>#VHb064nb&y%P`1s4MVN1nj#cAD0-4_gru#S`w3W7u zC)87UUm~UP3q=nGy|V|MgX$LFCzZxW*e9aYY-DZ8xL3kfTuU+r z^{M@PH*>@3S6@;Ub}YIXM#VoX(Q4ESTh`DPLntwMy_aJM`9&>)M95Q0yw66y`O=yU zxw;fKS8}-K_KVE8BA=hb`;Y(wob}>PdSLlF$?7_97Ck6p-jvdg9)&s-O>>5nl5&#N zD}{WE(6{dJ&=qydmGCDR?~(^B8@GlA2MY&+%gUpLF}3Ts(%r}IDt#56>OL>r{fa(f zUhe^^78u}7N=djd1cztqY;CVD;iiCkpF(RgV?6v@*|6L5rQx$cZ;#XW`&x9e$yUqv z3hw8ZxOstKJtgI8Vp~qxvB3jRi9ATOs^vSyD@pL?b8n$!F^Sn z$_2MY7~u&BJptXZ>m5rok$H>(froT1OP#OSV4kzb$G{-*R~3mjzmIu&>iIWRY*%Yx zmDG`zo~1)FcA~6ir&3H$W`4zeVQx$tWZki~l4hiS>1Y%7vglAU??Yys@uOyC6R~zi zFh&^AAxhlLY6^M^{M?TQMbq93Hq)18ZC5q#SRX(2>Q(LS-xx1^mYe4vDHTuDlAz?k z!86rhlzO&_dHtt(ZCF&WnJ(z5VL7{{xmjc57xiG1`mwQHLUNU~T@ObbH#Z~R4C)YY z$_90@7a_Ry{gbiNJ>iuJtxZV{IAWKngnL9mOk+tCLVzjLeT3*A;J}|e>|0-dqQ=c7 zFhs^&Z*yK@=I&t`-M_jOTXJP|n`+ncTAK2AydtS*?Gt552N;kU(mv&_I-aaf_F+uH zrfOIRS5o=RPh60NOO8fZ{_15GCIJxzpg|@oMG+AQ;u8uX2sujmw&bujynFKQgaL`~4aQ>JEM>jUCi?_lQunyO|j~b>P~c zP1NSXP2rbCXYMjJ<>#MYyQf#g6B7t=|1?;DBwsfwiPas}M7p}L{;aZLAYqh!$TQ`| z?2mj1TA zu`|!rOB^Bp;(O54)xYQ-o@0mNUu>@%=joTcZV~Y(_Wluk0k!cq>SV`b5SzMTof&vl zS*o}mi;3fkfJ5C^a*)3(sl~z=cIC-6ZEMS80e=bx=v=b z*#1L@cPRDssBOG<`MgB^q@+Rlnh%YR))>lQAhR^F%Om|41|TYN3+lGOy*xtd75gvK z{6C=aPcr(Sr7ZXSKPN6XLEfv$g?0sYa^Dgx(pNgrOOWsQzW+S``MeGi^RmE`tQA&djU?Z)8IU~OL>2C;r=$=JRH|DHLvIX%d!*O zoWYvh^)T@QaPWPocRt&D8`XT|4chd^pYg1of2!Kt*1fv(>95YwYUW>$nSPwRn!E}b z`UPc#9V3g6^ta7jV{SFi!HSDqTsCxWP@_=nOP{9#OkV(+9h=g{ zKFHdw=tJp~Lj_@>^-W{efvZJ){7Rje!5AQA1O=tyfCjU{=-MI{V^VLu3ek5r>A7dM znD@cF!C;j;j_78t7DHn`o}NQAKZ}=VRlkCA#|K{6EX(8 zX1V8IW$^gN56Iv`@O~1%RpDJ?`A3ZvFwQI7@YS59m+?vmch9zVNXGth@BdHUEx!WG zNiTS*26ana_~S^bQ5NXx3xM-*R#Df113G#8W!gq{DrVF}%!5-__Y+v~RymRylDL?6Mn-`j#2eqFGpM_; zjF^yUxy7Yn*t^-|dFp04IHIhNY;yP`k}|dFq+sjaM2vJ>4IU!YB;aAy|1c!_!hc)z zzYsVae9wDy-Y+roXb8rd#?DzpS@o~ROJ<*uYCG(T#3y>iBrsJ|F`t0hfP>fR9pRUA zt>L~Ow$GmJBCy6%kawrV_j=QN#yRck@iLNrWzO2*oseMoj8Z~vLJc*&XI#MlIb?q+ zN2ED@y3sT;x7`S8-98x;5|XH$E*7gCqu8Op`t6Ql8#s`nX%OGGvFRN9f137y#<^HI z(<&{)4JX}$H8>5sx~h^gMLQ`apv?Ex)xIwr0)1cp5ZXGM4)RaJC69N4ok=1V>xF!D zUo)i96Pang@knLXogg;5v{(``SHz?CIrvl-$P3qI(OST=CAloF-4@rZl@~f{!VFu)z<5ZuXI-+h{a%Prm>VHSZXITFNWd zyo}3l^yjKorE;Y{3_RyVK`}?rrWS6Rmm0oxrK=dUnMVRT#C z7!!TnTv}%2pYY;8{)Hz0+g|fb$60+}@W&evDf;Yp(sC_tP`NR`1sd1GfG?9)AO;h$ z^VPPEgQ}Z4CoRq^$5SM685N#)doUIbRE`_KolRIjP;^0z2_vsVO<9f0P?QuwlKKDA z=8sDM-27KC^PgJMTmZ%-bmz6_{9A>4WwD{Ko|<5$wvV3YyD}CKbd7a_WHP4i7VvuC z6Lx{f2L>y!)#q5oG??q3JU6nKXuHuo>yniXgI?x23MiCv33mfYNt6}z_Me*l&(VL^ zh|W?P5c8IGz2|*VyLO%Hl?`w33(o(qugD>K-sC(Gu}Lcor%mS=V=B4pI5Z0R8O*%z zOFlETWTl?<;prh+LRLhb13ex4Ome8!5>Z}uE`Q)LYNFPvJ+a3?_yZ;M9Jr-bv0f&` z$Lb5!i^EwA@)Ue_xH%k=HkkBG6&{u7pN#I80%32klgl03u|AP4J=No}!aSQV(R~g! zhRbx|AVj(&P_%#Gj^MSFQ~XZrE=l1OlI^w@HzpnHV1qGN_MzOT8`^XZ&MlAYd!N+Dq6H~hoF==@%`E49A?L|3xLSt0R94i*g#jrh=v8B)6&=O zIW)!Xs-)Ptu~vLi-*RZwi&`|w;$)asIwMZ_Lb*E|9$q2Z)*Fc2NgjE*ek0Jd9u?6& zDz5%&s-SXn>*C`W zX6u@ET}Z1aapPsC$kUtAjWmj#OuBk1i|bcK2#Ys*qaE*{2(CoiM(3m@ZFow2y@9Ys zH(N|tnS6_SJ%-rPowZS)$&OeQg0}|*2UBByVVV}@x9TD(X)xn#YKNpf)$PT%t!SJc zbo=y(AK>XFzwDBF)D7vnbUpp>c#&-5{`zb3b?!|ZI9KE2dZYS}{bVp&r?IxsXk~3f zRF@D7DO>=Gws3|YGt>!3Dse&a($(<%|M7&sje^8i&U?x0ovVtcn;kynS_|CHwkLgM z!?zILpZ!+3ln}_YJ7;j$o&yD>1rBz8R_sw|ZJ03`hLwK0t&;3B(!#Z&EKlk<*k=4o z5x72JQQbGNfx);|j80RI(FVU1ZCGHbGG}}!W8a$lK5co5j7w~Nq<01hc$F~Qog|8y zO@?>=s+h?S62|g&=H22Yf1Wp_Hu^%NXgZv)@)<_Olx3OT`#~5b+i?2;dyc;tyQwTj8tEA$-Rdr;IfRP@60?KRf0<>OEfk{tMiXm_cb%$$vJX=YlPvU^L`6kZ| z3}9%qg^VI677WoN%XXGAd_b{!fAugHO-s_WB)kxoDjr>EK zzYh4ay34)&Iez4+!TfONX;GO0oh~yfw+phip(vaSozM>VIe)yugQF+tslCIj4dv2o ztDDtLzP3Z8YMUB*4rJhs)5+I77XZy$Eb)$E=HrOidKqg_c3xIiTRAALl0hNKJzyo} zJIBw-Fy$Air)(&}#HRN5Za_H7Eu- zcYi@fuUBX#n&o3g{-=`sF;%?@KQRS%Qkqb94Ft!)=_4*jjzgk%;9nrjUvGr}&G&u} zvrQr}4?v&lS28Nfw6v5^wu20L)oX<>qJ~h&;b)qt57-* z_+=hhHeLX3-W;kPA3LzNw6VA${2`Z7(K4kyHMPBqLDi0x>%?`vELC?TRBlz3DdUUd zQ}_#gYO#p^NV2FEK?~y30A(w$=R6+R6GOCAK zSOf(H2s$Lqu9yPoP8j_X6Pu%!IU-&az#VtOlmxl3gW;APVBTJFaWy!_96~^=L6l%q zUPx`^;n)7QuTT!VEBr@)gO2|h(v*+q##m&ywCuO4+HRpnrLSi96ppFksZG{9+P{m1 zRw5h{&MT2Sa7=V9an~auOr@p)GSvfX^UyAET--Q!f%TN_i;5fM%hT6vXKF87aHpv? zFxZe`;=AA|VpS!&z2yylwump}ev z&l@edk|nhwA=tGK$&=U%1HUkZcnyE|n@%c8j`y;0BWXq`A_ysn?7o_j%i;1MpB^1| zV8cH0TMHZ%`5ust1T21Nrsy);1?O;;H#0uQ^Bnx52Fu>?0^;cDe?nR))!fG>yg2=q zgjeR$u&f2EvtOQPf9xoJ-ASW^M9mduc~QOvNwEdj5=F;ffpH)0wP5cnBf7&4s+#Hr zq763frJeTh>rOAK_%2^5P*UvM6y$DG=gQpLxU;fc$9>^RVheLzi;>WKSt$vC=e1SZ@r7rFW z#F+29-1JE7OjK8Q5f&}X4_pXcd{?W~0hsbj#5rtl{~UuY!B<5KujetpAJl-A9kuCO zvMO#LqNydf&fyhv#v~(4CR!?|o9fo14LvJ19k8limaswlFr3{d#SyOvHl<1Kebhd6`~`}VRzd$8$L Q1KsC;sQRA+g^Q{G1+P749smFU literal 0 HcmV?d00001 diff --git a/assets/posts_imgs/2024-02-01/darkgreen.jpg b/assets/posts_imgs/2024-02-01/darkgreen.jpg new file mode 100644 index 0000000000000000000000000000000000000000..eb21068ecf9d3163fb618bd05621355578c812d9 GIT binary patch literal 210882 zcmeI*No-Vg90&0CW@$TZiL?yZk|MN#42BTejsiww0jEmCfr9%|8#5HMRT>&rRt|!3VOMS&HF)>jOzRApIl6M&zX8!;8nV0$h=J$R7 z(Zi!31><|Vmv#qX7}j;wbp^rbhryDdrmCvCDqT}uU7g9))YfOm)z{V4H#bf=EjwlM z)H9|`ZfTh|WA3bJZF8o#wB+W`o-?mKpU+R7web7}9p}yM%y*3aCt*z{Q(sr#G;Ul| zM{7%K$G?7zz7#an)O9rm$*?U*G=#~9aP&|xH3-6V^lqa^@Y^FyBva|C>Y7Y#UGxY0 z#s`TonM|aT>2xX;{q-HuzXz#?bYpA#qN)kKtE$`9W;-@+-BmMv@!kUySBxB=(Ybov zrcCXm)0>(n&pdNhZuVLEv(K5oVBxt-E-Z9kbn()jm6u$4+2vPUdDWV0uI;<7|N0wl zyy@m!*57*D?RVa_`R;q}y>H;bhqgWZ$fMhL3>JrWKep%bC!T!j>1UqZ_uTXQUwHB0 z%ZFZh^|jaEc=PRd-hJ==4-OwWdhFv*KK<k}ux`S!c-fB5mIpU1`(M&tbb z@$10;GOmVbT!~aFnW`QeSD08I9m$4Ny0yKkaZzves<5*1|I}hhH|(nW(wJrO}){%beIDM7+`<_1{kOm13Ro`tYxfa%3&>|Jf&Xux3$V_ zZ=rp2wzn(oFb51U@IM=f3T?|nhdE$?ffx)V#(uR-)<-|KuTdvQBjpu zg;{mItbbVuqk_ho+FWsi!yGWcKnw;R(9Nc!j{yeaFd#ZAHY+yF00Rs#z(B@4RvFPT=h=BK zMFTw|jp8d65?>M9ExqV+su-my9Oi%l24XT`lMo#~71!ZYDL26{^>Id>R`YaPiC8hf zKpY05POIJXV*27`;b-y7K*bxFy`j{Lvo_%XeH~zP&DckpU4f@uKpK7dfw`e_prQ?a1Q80+fN63`7eszdV`)1{jFT zfZf&#r5B44RdP-$!9XHfB-h8$dhIo}{4>A+0}L?0KwJiTa>LC#R~4Fv@xRm>E!D|Ni+cwvBnxD43s$Zkh=J7ORf15u|{95>kY zn&zDW22L#@qnn*{cJ~LxEhB?LZYbXuwY^2vH&2=n7<>?18Oq_RDAK6F5?6u6>#{d? zPnoM@x|f87j)e{b6>lJF8aQa7Ymu+Op}3>kRj!pj(NWP^H}7U3Mgx27-lgE7=*2)B T2JGHt_cFV;F%X-9(IdYA>Iw)2 literal 0 HcmV?d00001 diff --git a/assets/posts_imgs/2024-02-11/dsigma-maxquad.png b/assets/posts_imgs/2024-02-11/dsigma-maxquad.png new file mode 100644 index 0000000000000000000000000000000000000000..9da4fb6ccbe243d3ab8ddce0ee3145347cff6049 GIT binary patch literal 28267 zcma&O1z43`yDj`I7TpL^Qj$v=QMy@#G>CwdbhmVeq=X29^rDpRE0)oSVQXOo^DRAo=)}_Oy1TWPwib@1bKyc?{YKQd3w4% z731S`{?7+^T|I315I?9bz)SGllpjBZAQE%*f3OnixAqX^Jo^ACtLvM+x8xW2(7HhC z=cbi?Tl1FOmZH5Z!f{TvpBUj1QxG!}ze8_>O@pnZUF~MQ$jfrqpMEfCao|*RJ&u?d z7r%fzF|`xdngO{lv>7~2J#2fYbBK3Ny6_Qg{$<49h0ObXVpk|hs0z`OB zOw3R;qQeBn%*jwhQYso22|f%YhU1fwk)6_E zQ-IHoL^)mcQOzH01XWa3$!^}nk|pghp$8v$gd^hY?CfMzRPZVA2lrTmZ)t%il5=zS z_Z+~xwfVB8Lm2Gs?TJs$on>O<;xL$U%sf3C(jDbNQy)KVc`9paHU}q)uQkII_NQYL z6K&9aITDm48ee64{7=h-2=M5})Bou5-#u#3A&&&mtfOPZu+@?GBSh$(S1KjCWm0^w z_h1MVnDL4%BO@c978iH-%CtyvNl27DJnqWL$@vEng3%N}wnAC%-#^eGUa1rn6)~~0 zJ|i&Jc}J>1rdUY!=+PsQr{4*ATQ^?1P+9JvCqX+@kT!uoYYg;M$=A1~xm+H`%gs&b z&`7)aF(=})9TJScIb&%Ur>PY>-!iOD5lQChqX3iw9(c+ z`-`!|DI6@|_eDiTXKTzO#;y*!&WXdBW*5cM!N?0%H*~1RFHV2u>y_7f?dYYZrmkL{ zA1GN_v8Hi9ws=_8(n3A+Bt()S@TY9Y)!EK$ttHO)@w}vich?N*rv7&z6bc0i+I;A~ z<=SB$#86#{p65^knDtDR$GW*vESM_RHdDZ)} zN97Qd!l9|??k->&a_N;7`Z6UYVt3ccCzk{S0~YkQ-PaooVR6yeQ3O^*`D%XNkWMOa z_DzLiVULN=l6Ac^7!!hrr!m+>ODptiZ}dsiGU$Nb{rmT+`OTn@xsp4&r>DO**ZZlS z?EZ4^=y@e3CZ?&h5EMHJD+WW$$jA^{0IU8YJ3GFhfH`ZgT(9!IbMul-y>o9A(QAJ5 z@Z+8Ea14pljg(Igjj!)JQYJD=FYoO%H#Eq+ot#^YL4?LI8}iY0*Lsaxo*2FB?ebyl zJ3Uyz+E(o_5j=vI>sJpX2rtLZOX(u?TEG1z8w{P(_Y5m3)z#IPq)sZEm)}>JwEtX8j-@n2=;5XKaMkY7u8S8Pv(| z@E@v5cNhH%kw5!m&42B8Z~n>;M{DkqQGlWYw6+{{Vsf#q|IXt~)N(Mff3+v#a6IIy zesKNX{rk5$IB=@F&dL_H7mccN%R7JVy0r7Ti=m!HM)sKTd(N5a>(A_UoK+e%TWn1f z`=0MLCue5jLotbo1KVH91stcjje}3W`5tthym;{*bL6$W8vXZ|~TApSn; z<-`O&`lYbiD;}zOAp4_#oj=B5w-58;g`0Sj(#o^IU!(}LsO_m4(v=Rn*+UF7p@8=3 z4JbI-s;ZAJ^d^#;8HIaY@3%rf~1JTx*=cb*Lvf6;%Z z()Z$Uu-)_2lNA>uis)7p0Tr(Zcj0F{QhIvlr!36UdQWM61K8cRZ#BpyylYqrSAbu| zY9|FpY`qJ(C2jNvrbf`bX7iQJNkILXnG3w@{E69KkWAL+g~pSB0z|>w?Dtn$h&bLa z$Di`$Ukg}bdw6)%fanMWosD_^y!S(f;NdVwp4ng`{p)-7I_aA{CT$ef*4EPtYyHoY zlas?1T;I_{{MI8ByL0t8JUl$m>Q9l}iAleKfr0tT!t%{KPaBr>MI@hd2n$n`5RlO;Xyjry&`*}r&%BT2J7S__fb@FL2q5B<`hLUH=yrGjt6s6|H%vj5M z^@EoF3wk}r<>;dy={hp4m)EeecTpvj24aXv= z2{>^HJpGn#(Bwp;S7nS>_&Fw-MakmZ$SbJms!jCicP0r5x+IAsT(IF2*9ViOH|Hk3pM0H=b9S7m>Mu}u&j0kgTHnCHT7ERc`-x)J{Fxo|d$g4^0e?@&LlQ5~ zPv9@G*M>j{XzA-m&zJ@fp$EL*@k@i65ZgHD_>1rLZ1Nfu|q4VsW2H;5^@3+qL>js+v*{OevaQO5BJ*ilJ+q7x(a6em4{6DJ4dh zz7je6&}bUqY`eGej?t!`24o|Xrco1mJUqOT%F4#`Kqba`$n9`V0jlB6`@H0yecZls zSv9x}1=PD{i;nMa{}}Q61ERQvLhI$rm%AF(_yh#<=H~gwJ0aKSD@zO$Fm?KLo!CPa5jD7y+8I2#TZitCe z(g`KbAyAV9%*qr-xH~_lwnUEEQ|vN3S-nx2^nXy-&ur3e)wy4+h4QZzhqjF)m3O(?YwzD^M$XR*}^Img@yel?cSmi ziM!_q@0tTD0uDN7);H&B6NA7EFDwk74PH6hy!(1j#QWWBt)>xNQ1 zwfPBrDOdkV(4&sC?egzd!H(vspA)pWEkW$?Bb3 z7R3blsCzj(6w2LR-M623DzzNIu=aDV`_p3`{qdR6C6lK|EcLeI17J&P>8vdllTA6? zH}(7WN{VstmT_s}zfwMK!H>LOzdgm!XR_9lC*ukWF@bXfN@0?&um_f*3JZs8&5^#R z?Q&|2nV}&U4rQa!<&HuYBlSk+PJ)(~2X8FZ>~8)%yLYE(@wk=3U?{4`tUE){_C-d< z+@^g4^5c*FfRA(Iu1zRX?dw(p%-tY;|G=ese)+J*^WvL@u6c{?JNEri(W~>?a2S-g z%Y}U-3gclg%ie{{%^Ahp_@n?APlb42F*0Qq=_PzH-sP)Ou(!qZPLF$Y$#w*f{n&Y;Z zB)fz9z>u=|R=zwH-&oji`}>@mvKTvW0E8R+a@t6=vr%)9gZaP`p!*ZY3XCJ^REEtf zVQ5vxorlwtCuX9=t-q$L+E{e(hDR4KLaBV1@Yx`Y{NR=M)nAXiBu(UUKj`s(^MPcy z73KsxoF*Lu>JsB_^!z}ZftgTtvLs$t`dCL;v$N~w`S@eKt89O1CPbK^cxYYT*##|f zLlX3P!_=9ld)cRGaFP-ZA+`I`3U5N8J3JGEYJxh6NW(=`uEr5Dj9BbVpX;D1?g*aavEjgH5?l#oDZmm z%$Oz(a5i^RlKD{r?$DaP=zsT{eyC0x?rIacj@Ii;n&_GrT|NgxRn%$FE4l8iGWP6B zmzP3sG$0)g6@un(*OSiG3dr1lhWpTu5HW{?(Cz*kP?7ac`nFfk2RfJVd%uUJ6rpAw|=}shXha_k32Y|@=0%1$}~Id z)6_(iq%AK-sMm)Wag+OU_>x9RK0m(GNRoU)!W(Tv1s9gCGLd0w#X4V$(@o!hE>t=M zDIcA& zTU$dXo}H_I^Mn)sf7T#-7WW4qhW2pxi}H#rpX`?dc^{~Aab-ytuj=G)u)LtC467ZB z53+S!@EN+j)yLkgb?|4Vc(n$=Z#1l@mhi3dTG*+6=hBJ0+!sq;`*c$yJuxFMFDW~l zPI#svWOt#N1SG<(t-YC#{s3_O9F)Ey6U(W3@+1oo;>Gn<>7sM@cTg(l&UZ%583=kq zvUk4b^anRQbTnFd@M?T(`wu;Q5Q=4i9um0yUb#G)r@a?((}iQCzz?3nY4>f$0dDtDw~~}lIX=LBXCFtq_5}RMSMb^ zs0XxMVUsHlk_MOTmyAmVQ6*(~;gH%`{6Ta2yAL;lgSmG}wJ>4S0a?HQzSTV2Yb?DU zdo2K0P3P^8Ad$kY)O%i3#M*H@ZDi-*@IK^nCge6JC%$|XVGjW672~I%GXg z0?7al@2d_z=8C5lz~JlreFLzd!+~3_B3`_k<9SNz>O>UySXEtT4$q>aE&u-fI@=lG z^W-|K&G&nTEdagLfGINFxr6tdicitekqcU#v(1ZS!ZmU6m{C_%C2(o|Mp7A2v1>Gubb|%yJvBIbvb=m=UCN>Eq(R3@Zn~1ULFbL3&>)P zML#~Bm?v%oHqrZ|Z=>gDPpsrA6ke;bUmRD5^rJT-s03K<%{TgP(%aL77OSQgR8)NM zH|p>exO?}m8=!dL@kO7Npq8T%F87lqp9RUQ)H@GrY{wZI8X8&}m+4FWdF7B(5iEJC zCxxz!bJ_Z=L>2A#%C8MIAtq6F!pC@Ih%y&BQ*ELudh5rPLf)h=+(q5?rMtg2cK^mX zZ)6Bopa`3`Ip}B-Gj{muA*-Q5jE3rvL9GQ=Zos}MD=X{j%)6`mkiBsqs6T||1)t$f zzESV3Y@QG1>pI_WM{n;$2FW-u7C2-xo}2LG`fR4<*GF*yzay(>QBiBHo4NH;n_x8n z3$G0}F)<-Z8GZ(0Hp`NOjV&L5r_x_Tiew_vLPExs1_sk)yH$!KenMG@0GG+%(|vnIc{JJ;@0t*%M}WsCa| zk4s-mG&wIsy?lA2p{eP;8Nb=__7|aVxxr`l7kjQDyQxOKfmiM) z>wTYhXv)|oX){Qp7&zY<6IF2xAaMbG)jUgGmgWniG&x=#R)!%xnv+u&V z81_%v{$hExOuhVCIkT?>3RxoFyVO@_Gw;^oxT+xN0`NqW5t;RD`k8c?AxFAx8iEgAvH z#DdfK`1l~4M8fPu6fiMmWjAN+MUWUjPftfBNu3SRE}91H-KS1abd=dr6@i7aC?zuS z@Qi(HYYhic>VL3CgZd3IA&S!Ci09jV&fXnkLfFV?W)>;BO@~bPRpUx8m@w2ml*J9R zmW0Qtks9yY98!UD*5TnHI^&?LZfk26?GajxAs6mbGc)Vo(w``T(xZ^`{4+2n3s8fD zLLI9+DY^72WSpIO8Vv71d`3-#;LH(bSI>N=%GXKZ+IdVF_x!m#psFVZ)fX3m;GoQ^ zDt)^7F&`}M8|%Vqkl<01TR#s%u5W<>^qn2=)Pf`pDhA8~0%YidAHe-_M7M-w3O^ed zJ!>%JxksDuuo@)nkGv6)O9}P9F(oG&PO1BXyg1Cx)%EMcha7beXmqIOXIist{}Mr% zsNYOln-~5!H}XKfk-GY8xeG{cp;FR-Jc;D9&AgE1Hy^;R_&K4<_Z6f?8Bfo9=;y!* zfL_dLSh?jud{5DXl%HS&8s_;7()+BUk&xiHM1=eLfH^4p%(l1}s&n-L{^RPSHj*zN z4Hn&5u<9GA(8VMq>`kaoQVB1*!6|u-W7-e8ZcV<`RC@3L&*j~vcl<43;sV6l>1Lji zm)CuecB3{ntaj9M&8NsCdO|}kcb-hcMlKad6|{F}^nY-OyrHjSN-My6ZCRC=WSd%ZJwJj zo73fvmY^DQtf)9+sWdWo(* zJPAH6_Ufb#Xgkk+`sY^`4?z9mV^m=lqw^$l_0Hb(+*NSM_%73gz~~@g9bY?6&022;E&*_j*!0G(!4a_I?yTqg3ftomtG>+ zAapl3geTUV;EJ&M9-;O>c`0oM?1U5k4JrWHp@{Sgn_6!wsq8pEkq#jKdF)}Y;wg_s z`fag-pkU?t>V)^zN~5E`^p`&2i|@kk4u^JXu)rIY7(ymW!3H3vP=#4rMA^dQm~f}{ zQiE*y=J(^(ab6C>NWZQ;~o0PyIwV{|}r_N7O zOTMm~VRaDyuHn{I>U!5x<|86BpJ)U8Vw#{P?f`;`~DMn0DPiDSlavuFnIgGH#*J|P7-- zF$SPqA|cwY?Sj@4qzohtKSI|el4cTOvIo(>Deky|^E4k9dHUo~lNOnze$9CkzZsh$^Q$zfS}cLoo^{IHXvafZC_@$z6pFI@3d zg?N+U_&6gsPVb@#LV|>dP!KIDwr=iGz96bdgCr8#C>r$da-m$ueo&ngviwnI?zX;) z>MwnIg0@H20c~sdzT_Ooc)L9B{gi z9?9lw0d1yeX3zqV#?3~WVj79irBIKSA_j<`{r*5o<2JM4ZH&+PoIePiMNFqd1?+RS zpAK{1K~V%TQot0zZwm^NgR(4w=Xl~~{GAds==_9|)p)|t&43>A@~MQqzk46VWUrRK z6wRv)v#y|O_krwtnzDZz>`FXJxFGN{fvbEcgvyI*tc4y#*usqg^2H{ieb&?@1Ynt~ zel*5woziD2#oJH0=mFak)!bjE@nHM3#mAye;XZrU(WWBZNDDISpwo)maXV=sT*$ez z4pYBpR)RBf6gCxWT3YxP;P*yDqQ?2BGfK?cJj5^Am^W`ar|d@?&sonz8cI538RhHY z4{0QB*R4!$$hJj`Y2L?%it(ufBY(HpwGVCs6%9?QH-GGe9_1AcdcUE%w%S@AW}qfY z7&$j#_mB}a`GT9%^RcY%s$s{^LM|{ViIc|bvZo~w-ir0`T6ph zGLepDFH>AM+32dtt;fIKbQA~znPLq5A+yf~oMv534Ct6v`j|C3Z!2?{ym zW&56=iIaxE(QPh(nGs!E_$Ufsc7_Q&ZjRf~=+1!QG}9qg;lpCK1Cj+tSu#xTU!2-AQ;KWWWU$Ya9g*sn++}zf@P_sXk@6Bm^zP#fL_>deNUe8zRjG6 zCZCex=MkQHuZfVvKkAGaLhf?1VRIHATo@+9M>4kA?=>}e@$mb$c|P&RwX^?iHWpLD z(e*3qSxjJh%DQGpXSkCsUNSA~;4?Xju)<>Rf&9KVaDlB*I}G04!$7Rqq1)(gWh{nU z*k0g4bWND4*`6!-h|sArxCnJL21Jwo;AAuSw^l;T5Dl1+sm?bJsH2kKB9{K?OYHSA zh1NPdeLpBx2oQUMeqak;;DNC40%7rhmI&GBvt%;)%%%`8-vO)cMv!f2g<9_Lx*N)A z;M>GyWRQ%}^JoVJq$F6Lg8gB~XG1(hIYXA>bvTOhr9T$>d(I*j!*vYiVr&X?!s-s? z!(x#3lBqA@3{~`GqG;W7DFr@)viJ6(GQb!aO10DcGQi+6el&V0LHoR43LB65m6 z9YaMy0qgr%Rx~JugG6mHmU*9e6jVLQ(PE*20X147G4I9Bx^$ebkack21QH&<>#~Hd zuI}%BLQn`y-A#Y9s`wTrU~l66ydb79t(Lwp&<#w${&#meE$$`#{&rYOjtdj>kw`km z2#}w&K>-|SS8D)(3=r^jgo1=rsoDy_iE+r~am$~1$6B;p2bl6}=@2RJy_Z*F0Dk%W z1V8x-q{Th}NN_q$ld@de@Cp!Zn-wubk{=J!_HpK1B}*ObWW5T>@L|-s6yJK{T5WV4 zNFFAnD8e$SyJtUjS@4qiy&9PdZ};AlGc{#Ei`lPV<3e^$PJMur)%qSc3K&BCL7^tO#NRR>qRkw&DMK$+$s((s11 z5)eyv!E^)sJMD&{%){B(*eDV>`-hJ>K{29zzirfJ0nERap<&#}h)TAE-;L&F|8lP< zy1EqKKju8=F>3n#Mz-fd(*Aj2+C9p)sw_(;uo)q2cm9^=|&3G$Glg;QJo*P zbZRN!PS$i2Ls3vsu?PxI+86=-8mPe9y1G{NK|rc&*=t&GY63bhjGSFf1_;HV0swfv z^B)p=v4&Cin4#yKNiZHUCe|C&{39-8A=FF+P&ktrvQAg2UC<9=a<20XG0#Is`Vx>U ze;oVUHO})cG#c_`W@fep?HjpvMuPJ4*B%_kXQtIkPEHl0gTOx!rt!AEl}uY&%ynz| zK^7)r?*!ZEEj7paKJ@r;fQk zmXKKd`m4!hDGspaHBiq|bZ~H}POAU6Hk)H)7Be&!#{;*bkC(RRZ&)){7lc+0)?lH@ zl2{b#6#QmIzYX^1nVG9WpRKH{Jh#H_U0f7_nhsdXuGCu~x`P?#VgRt&F2*%m zV)cKGmvs~-f#WAPi_&X(Jbj7|^QoC;%}JyGQ5z&DCr<{v<9KJrsQJFIu;u01F%ZYo zdS_iHT z=v}XET{KW7pyck}Uur)Do6use&f1{WgAG_K6cg!UUvcSUKw!c6Z9me1yt=fu z))--Ix|K*hIZSBPE+gVtYa>+0pOnARzr+S_a+SG(A!bq9x16`!D=J|6HXL3&q|y|)30Q<)6F07xvZcw6 z`M?RNqjO`r(rCsy0GxL~?W%kNgs$uTLxa(DzCmy_nE3fIA5l2UWZ3!mln=*0d^JH$ z5wf)gE9&XEmeO^|VOWZkyFF&ed7+o-@*z}iG;y6R-;Mc!b+Qb}M+_6IbU^uD$mdRXY+)!@TVSg21Xg`j7*1dw)Z#?vfh?X?Xs6){lYLTRiBY zPetZO2XfjRrzF#okDyG0BItvw1ejFCb5g1f@E&|;+rjuNz$;;iay+Dh?{m!_PvpYotJX(LFLg4 z;j~{P14vVJPTb3;W#ZBl`11}72c^g9_CSXf5;3jeVZ~7Xkj9YyE#Qp>(kcSoThZFS z%fq|ZF0!y};~E~nY|n8Q2Igur0F@qq9LZzyX;KWkkX)Ohawq!l0xg1m_^V28f)&+Z zKB?bLFdq*%fww|N_b#buw@dPbKb)4(S?dla;e+_!PM3?y#QMZkj&LV<+z&H;9N}FWVd z#|2e}`0}0z#ppE_y0hrTd%!iMN1wtVPOf#)fra&hpEwe39UFK9d;)u=1bdp*5bmUw zxx_pmBnYGqjGrs_wZuFe*fs0eP^sUZqPUZz1pw%GK1qzYX{D)uzhI1;nNv41^|cm> zURB5t4`RvtkToGyFV(pUMmr*@E69uiRu0$A`C_;mflDkGFHK`Z6QQ#-8=g5pc^)}s zF7uv$t2U5Kf%ym*4ZcXV+A=KYm;`;T$Y^h3_ea8iG?Qi z^SFp;Z?t{EeQ~_H$1>^RlEifAdrAssO~4lLy}xjT3BgHkVA%=MQ>GZvC}JuT;ID4T zJO=MauPMGaeY+3EpAfbw;pT!0VE3b@l!5inhfgfMJb927>QRepxAlgOtQD-Rc1_Bl zo@aAkXK?_>eIdfn`3{;>BP@X3J-kW8pGB|6lBkwirHM&aBC_2&LWU)ZO;KQ`?~ZI^ z6qz?qmT3vEm5f+tAuZ5B&Dp&_owpgp64go@S_cyno`JylmKOT*-iUeaIt)y?5@#`n zJdeKhcbUh`D_|KZKG1SOmkRa*b$w3J{Ti6F6zhp1;FpEL>|+VG25rKEWP^%JnoVB>Htk@KNODu9Ni4aR; z8=q}3wsGynyw&rg9TX`R|LGGsOu^+b^-F5J#=Ad*t%oY*Y|FAfP1w{uQO>txM1BB! zA_=!+MF_be;V9!S5uuc8L1zcIvVQQHw(nV~`Q7J;3MWtF7lM8<5^=Cdgh7U3SQ+_* zC5O#V%!wN(^myT`iy{=K*Cj6$MT!M5HPEHLtxwojlB%z=88|gN9$H ztym+9Mk!ra{rJ6vMJ#~3{| ztanhUJA@^!E?&l3E(%{oC<=lB=ccI0e%P>(HCSp_mO*cAgm6_04$Xh@f*|RduB50B7vA^;NTDy)@qU` zh(q|J^pHKz!6Z?Oe(roY~sq&8Re%k&QE$IH-X?VT7gikMr>lHbvN2B`wHC_u54Abp1*cb^^_Qi%^W zyo1UwCSvpQAH+%#A&wj(N3V4PqKVHv?}rF#C_aVPCPW{afY(9s7fQ$HqnNt+ zGFc2IlI!`IWLS*ordgU%tTy7@%+(=xJ!M#@MpjSn-}X7AcyvF%c+BeE3%NOleXt)& zRxrn18JJ&+kZFZmgF(Eslp~`rlgoPCw>854&vq+WLC+s~7LCMGBMNf`dJK_b_J|RG zLn;U_NgT;M_UjR6_7F$6Sips4=oyMi#U2(jGg*@o6?sGLlbW;Jr^evt?|uA$WGd!g zYeBw4n0uSp_9wNWy2wKwFIP+>Dw0p;W$urCVAiiapFG5UJuiWdNc8fnW&c>dQ{nXN zF{VZD7i!YtL#_Tmr6$1{;D*2~c@L$Kl}PSn#F1gqpgW*ro#D0C_cvuXOdIr(yz%JH zQ6$-@7xvWsTYFSGh|p)MMT1{BByKq2z;^GPvb zPk;?H{c-F_@AbBN~SGA4o*W%;j^IHxOb^w`h+Ieeh zi&rl%CYwD;I(8I8_Ycmy>3dD6vV5>F4C2i;rWD|nJczeN)1^#w)$&t$0OJ2oEUhU) z0MxZ(l9HkgE1Lp3!ox8(Ha3{V7Y@xNnLSwE4&*5_4n?fJC(C!=I!F(_%iJ2oo;1fT zmtR9JwN_U&jj)Vp=u%TFi*|fKF`K==HrM);0|4^Mub3|kbsZcX-T(eHPk+(^kbiHq z_?5x~q>J9xJYlYxkcbopum)r%up5_rS>P+ePnN^)&X7P}c5j917#qib_@I{M49v93 z8XAh)+R3AQ#=t4dkr#La)Zy!G#@+)MZ6bwD)+*y7yJZvVRAU(|sf32=v4 z<4?NqACAR?#5O-)k1=cL-NUfEb|bdY0OtiIIGENwWrl}_eoVZYTwII?vX7Ou^>OJ9 zzzl(1w#Dshc<)`bs1Ov?dF*|4aVpixuC0|kvmNsQM{f68Ry(kk=1hjA1!+w5R-{~;KL6_?`M zb^SmeN;q%fBf$M7;Ib$JY?lz)44M8UIM#YJ%^cVi`DqiVMLk%7AUe11E+;RKR?-)N zH)^)SPq4{#B@tbV080#1jJ?TW(qy;?fl8ncOo4%E^d|`vt4(Xy`-T7c1Qx~K1QO%3 z{e)!|LUlurw~`fvxFIl)p~(*r#{ZEp0EfkZ027N>#G#tr-e{aLl?M}m_6Y)ODh?PK z5av^Q?>~$wNh%{KK6f$H5{Vd01Lf};?}~V?ksE%Qs$2qWY;5LBZC)l#z`~dhSnB>$ z;LcvKHUe@F+O*ek`aP?vLxSu$?V*W82ezhdFOH(QzP9@K%!cSCy^&VTVmuWAE54_* z;_4a=C@JtVbbfwTe}BRQw!3C;Yogs$(4HaTL4ZHw!R&!fBr^H|l%(pRVi++RwMH9O z3UDM@OcJiFMe60wZ_L84)4U8ERl~id14tKi2KxbII(d52Py3kdKD)GO6nL^w*)1cj z$ytkcFC_G#t0cxEv*OY)n`!zB=T1`d{H?f0`9$o# zUTT7^%xw=ePLSb9l6C*o|M1JF@Jx0V;I2sP3!TVVESuU>fCI9#2-E|_3sLuEnbrVX zw?NGIa;dpx87nW0UV$ypZAH09701ZDB#0tyB?2umJzZlCo8G5y%AI{h#u%p6hyg@{ zI6k2TKGtRpkf#3iP`&qo2t$a+R9$?4_g#3Lq)MdO-kI3G-SD}{=*^`pN8isf%)+2f zh;KCwt4p-~IrRKRg4%ZqOQnrzw&-=Od&x4X)?^)-lMH1ywaw5|U?pkH`f1ii(Y%-q zRm6`HdFhPjI@q2w-0O}&?t_9Y#gKoC@@nY_c0(o-8C~{*_SW~FxKparOo=5vzwv)R zRH9ZXY09c~)lHvFN7U1E_wUs5$z=ty4)u(0^}4}k%E z#J=0wDe?DY)%|coZu1(BC*{M81(3-x%H5k@;{7Y19xX z#SzCmQ|xEk54bxr5$;jfK~~9*V@`&!E<+DZ~>W8)D3Mu4mtKrY^Y0Nv&>^ zUFFd5WT=f2pURPCn+qK)Q#P2}ao`MW^95V(J~-W;Ne~xL$qJLq$ldk;ystn;*N2#N z480F%?V4jG(!vFOvu)|4*AOU!c3&Wcm7swYMlwLclxDWDCT#igmmPEN{dC|jKtNkkOO)?kA6fG*((gh{m@pTPbNRz_F^z_&|Rpl3Ii)ncc&5u zidTs})J?$9I2TDhs}jG7FC%W?4=7H7DSFG?qoQv{fs0ryY&rxZuXV9gm)8KkzCv>X zI|sUE6v*y{rYrc3I^8v_-iN=_7Q>mNJ9$OEye=6>ui%4naNmnhvZ+39_v?*PRg1sf zh-W2#*H?@Rc`7wIxMMG|^>kv@H&Bwn;acfF7&Ld?n14N-@e$oFza2%>#uwPbedw5$&i*L5=Qm?0ppB zeqDLPa_IbbJrEvIBpc9N7wx18L7WazAMs0u84o&qZC4NnpaZ?1G-N~rWzU%C(TG2t-+aj2J8w5tr&}D6Nw}I zIDza`{y-FUIzwgR`0B2SaF8hvE0&|D=&e!EP9w3qyhR1LRbN#3XNNjLEj@aC_Q9zcg(T}{3rIDax z+A#(7lxxk9HnX=`O2p5-HYN1$6hJ_fqCm9mt$n3fzq;Gj9#(f0pbaR}1{#3NxPK0& z(k%WMIub>Rz%;YEYoxVUxe!)2Pq<}DoP^xChknM)2_uuUcrd4`m&Hetke)QQhLre) zSF^wpQEFooD*MoiE z6mzr2H>#Pr{TMn3@RAsrOFvEh=R?)#c*DSX7(YIBPuA8hLb15}XP972y?Kj< z)@-gR!~Fh+Ap+UCHsM+k7l;2L zOBj8fOj%vMKl8pLU7Dod5i3AUw{bDLfP}((K2z~H0@$#C9nfsK!>^>I#I5rWk`?4& z%f02Ve^Y{Ak(SD43K16IUU+s*iliE#QD78M`2lV$DKGB@RocU&QNDGwj|!MoY?_?{ z10{}r{YrlMa>9B={GcOZGdF-3Z59HaG;vTyUIbo3Qa@Q9=9!GKy^tKAOpEOC&^3W+ zcf_WnvyWSufOd6BHcyM=4DZIbZ}|-k6tS_fQ0TybBKMOnIsnR|83|M~6~ zbJ)6wOw&q&YEpkx-bh9Mr?~Rr8^>{zJP2{0eWZ&E+U%wCTm`spz}1J{-voMkdTSfQ zDJ{UwS-DV9P=LOw<1|;-zqL-99C?xMrzVDSy3SfRcnmjGXI^8Ld%-~UJ*N#T`7q5L z0iwsrC_+>@twbL{esJAj=tG0ERANkw3^3xx#bv+KvHdS$rwIrDAe{pDcnsI0ZW>b$d ztYd#k3rkBADGgxd^c2e(ONd!@!zLNb^VKUcj3pbM=%;pmbIXxA>?h`yfb9{f=-5{1 z4N6Mvh@MZ@0VXE&?|XZ5f_s)3Y=MIf@y!p?YW1xM(yLUg$&c>9Lac1pBMn*0%*#4I$vso68gm$r0&%WzXJW}O( zX)HVabf8$Z@^7m&LDUpJyO=y%Y9i)E5z z6o_JsfRp`xV29)P{Gp{G!0z#=oWZUvm0^&$&P7U#yRyG$pMHEq1r(=C@OhkV7PxLb zz5kdwy|qDW0q83EpY70hlDJJfs7WM$lcw>S;6s4P@YCkB8*aXjBsc_)D9hoOZ0Kun zsVZ#K)lXKefqt?rn^Rma$cm5a$k^9)olT*|ZtY1wt8uB6Pg;@x(`?X%p^9B~h`tWy@&sHzP2+pAKQcgcrRpta zxzr(sp<2USA$K=A$ZVyRSan(HEk?MG;bC+B2i5y5M||Ljx~i}wh>N`F5ea@lse(mi z_p1T;Z*Jqt9QNDjZgZ=0A|A<9SleSJ%HQ_D2O6AoJ-HS!P}7m#2fhlPCA7UM1(2tM z!dG2O=5&w+PX$F$b_;K*55#@QAb6axIxY9*%7OU8ZPd{1x~jLEets<^RuOXd^^*8<>Kmfo?jKqW8U25(55CFP z9q+E)_P_=Mc(*OmKU;@AB1Qb-7!QEa0yb8|c0W+OJ|hU7+bGT?J4N3P2>D`9L?K^} zhgCe$ShpcSx*>VQ*)^RZp*;-X_3MSuC=b5r_#tWZh|4wLRv~R#NqQ+UeF&n726NL2 zYS`ZG!|ql?!1+;HDg;e1kPkL6|9R~l)X?N}4r{yHxW=fl1w~e++Y(5;oO~jnv=t{z zyD)%x-Uf&gbdy5sPj)S4YR~TSAr@!xd;hQ9K{+Y2S*QxDYggWudwo|VkqY!9LN_%n3y z!1S|%eP%5RQsdb(@kCky76ab*DcqyO7zfNiGVM)8kBivx)+t&o2PRHk8Qr*sh;^-) zHb8zilEg4mJDC0aYbiO|LW+XM{>mBxjSEpOylSjI=#Iw7OJ7|DnM0;-qjq`g;-!bJ zP7?V%B#0wnktJve_iE_qt4*TDU~at*0Y1*qS(Sa-343)(6hKg-pcXr{;%NXcuHhl} z8mq)5(Y8=?h)?HIOjNtY+~~5$Sr#?~RFt>q#m*vjMD23Bz?muy%D(?4&%57qm$+DN zCfwt;_WTei0rOlbvK$H159D2JHr%_~h|9+_tsp&S)vfGnk*$S7gO0T)27n-s@UPZE zN&%KUv|=zVBcSy5fh8?u{4sRx*T&YsN_tr_QRSG-(*!C<iQ`!>$e!~z z-uRNh^C|jitx!QOdKkAwe{HwnlY5O@Uee%yRCTX-TfE}@A z?Ior$DZs=2Xi}`n4f~dThZrB$;)x4ZEsKly0kYK2Zv~X!^OxI!X0450+rGOyg~<59 zXR?NUQPIAwavR{<8GAR=vjV+_c=_6A8q9U*5Ypskv?;d0u(2We>0wRK4LlJ+!B*e&mX4FpxgU4ujOiz zA=yo;x>8z(${B!+J11iiMgYxNvOI0E*|mAI`6o^oOz zw3v|m<};du=x?V$f1$+&&h~L7zpml`4~!~haLf-h+3 zS}>KtAb|%Nrd33(&sDe@qrRk4=GPXFjW*ss;sFyAZ1z+ZO9$%?s^&R|+cS16F#eb? zv%v);|9(K~<0psrP2{iWF;v=oxRCqgIrxzBO^2E-<&1PL`3)n`Sm0vP+wy$jCJU6C z_Ix*GYPUIF*03B=m$WIKeEIMwSYUe4l9UT*2^&Sp`5GpRha~##{c6a>qKGn;@QcDd z8uhE`^nA;+P4Hchc|59kc16xyu4Ab#Pwx9uK zH&6&cQ7$=Y-b6QIdw>$~sbq|*up2epaO-O2dk_TfrWPhFNg%;cyBsbxCmy*}GfI-; zo5VIGJEAZdRDaOX8YTg4d+Hv|AtUe!0{U@UpqDZ?KNYe*OM$xTXo%oJgbm&hd(}qJ zVy<=4@U!jUTtQW$faq92G9*TyB=X3&o3QP@as+AGUknJjmH$#K+9{ z6kLzYlVE}FKSB__y3JRd+Pu*AqU@|fQDM=JH)A}4Z=p0 z6clCy@igGh!Ruooa3iZLk1RP)upzUiRp!jCO@ITdyq4dI(2X!14+7y6zE+_haF z_>N7%w>O0Tf7{sjLQV;)+V{mS#;-3(AhX35_t|zIzN@43cdMEqXXMZw)IXYu_(IO6 z{KiSw9fT6VTEHR7Z~lU^rr}LZ0Ef)5iNt_nw^mZtVDVbxfu`m8unJJC$Zj#LEuE41 z#s2sFWwCe{e0hdL{T^uieHxEZ#SF0l_>bPs=e{C7sRDa$$F$)8W5pHedf9 zt}k^3|C@dwKBZ1?9m?l7d>_8ROM4TNQ~aDGQ_vS9ZE?&pLnFApIBWB%ssS6mq6Q8{ zrzuIL-hy?zUb(`(sf(ZTPQVHWlq>Y5t9BxK@C_r1YHIPvX}KSd znGioOcFgdQWaw+3vWH(M6q`_(Qhq_VMm>*=2Ht|og&V4cIPw({KvBsj;2TE36&y2u z>Ncn9@^X1!Ute@X&;JMcWv3ckhx=cZop(Id|NH-snLQ%eGb=?RD=VRrLX??VNcP@j zWRr}B6}^RIWREyxXO_K>P2`}gj`6!*y?^h|_jCJwK7V|FfAmM)I_JDz&v`ws=i_m| zwzs#3#=$C?Rv;5^0uY;w9|`qEOB!o^2IiCktY=t?=kfZsA%zvVtO@Q>6l$Zx_^9wL zX8yli$LN7tt@x(&D^3zd30p>CBgcuQhtfRNatYcXv0Kq2{95$!y>)=`@`Q~iPKbkdE;8*LAuhxX9XjbWy839Mq2;v1f z^QA~Sw89z?pUihyTnF;j_U`VMG>@qW1biVQ!<-^v7i3W2{&R(PKTKrDB(Q!k#Oy}= z%jZnP^;eG?B5&gnHeOD8dt^l^kR2#sAUQ360}R+s@5!>=yd4Ij+aISI=Tf2o)KF|c zStC5&^!c-Wt%ufTzf=!_Qq=9MXFRKsNdMNU@= zZqU}Orv)-RWO5m>MExpPtfIejf?wIx;2!H%r10!pxfaho=0Y}=#$dP;+A6uPa!Km` zU`RL(uRZ&;VEBbMgeTktXwo_5hDMD$_R?>jAVA4a+>cI{FjjmP1WDQW7kMe^Xew)7^jh!!&d#dDs$hS9}iR7-(kJIz?a~N)sAxm2ng-oqVVbvKti#ryO zi=I2===CnNS2l+1`@Gp@jk|M>H{_HC$yT|I-1UphyHv)4g7{97#Kf~-wpO7f#6y>t zWgQ&0m0DjY^M3EH%noVs`72;->YYv}L>-u`5kttydb;AasHGw)^H4tX<@LpC_W?!F zA1PW{H-*(k$?1r4_afof8$14d$Kom~5XG-HzJxo;9?2()R(JR}PZ#0Bt`XML(G zCAoFpEm>6kJjUCdtuFaCl$aT%fPhONi#k4sCX<_Gc zWJKqnsj2tZJ$e1%$O`9zsB-~$9-U)Bp94>dd+U*_yt{X{c4o+az{8j#~{G~T13I37Q4hibp_Y$J)?L+;` z+;MPT`hG1*hG1$!IELDD?YC`Peyh9X{l#=V-rSJZ>%+$QV?`|k!Gf=xUW!RDWs%6% z9SOiaQXAPxFMyzFDH#0RCKYG7#rT3filvS3^0Bh?8|CT^)~$dbl=AK;1~n@o%Q(ec zgC~F%n9XnMA!6Y+fiW?l;ht95xO75TktUGeo|UvQ>Ejuh&M*qA4ML97mRs!*N_>c_ zl*0{*F2}q(f)2h09lRZ!EJ4R^;=zd8h!PBjP$NpriJ4I|C^_MArfY?O2MK&i)4-u2 z%JBBDt1aQOAfn3U_*7j$0wUV$;R6_SQK$PM${Elg8XGGrJnkCWkDzkgZO%x0L%)P{gr=&v>kfySH{VCgOFy8ZcGtvaJ@)#Ci!+a)m^jh0t+J+Mxg}V_!xD3`rEf}zH9gj zw{)oRxB*NA%Qbw|QOP!aY@(wb{gwudF#G3Vu`BZBcl&XG?S322N;gzX&>`lTMO>3- zIj;+8op)+)x<~S_PRI(M8je*{%D>S}z`>?m`msCa)R`@WeJ6=1WlJ=+K&gjxvrF5y z*^^5>7*hM0&A@NY(uDk{AFry@5XwqAoCE1x7D(-SKPY@}g+T!6BrT4JtnfDZV^WpD zTa1isk#{BI*2nQ!V09cI%=B|~6{+!+N{?Cdz{y7fFV>}l`8_+ZejV(V#v_;Vy*b@B6e@1|0zRFXk@=3-hs~65ZCXpbE?y2k zguCCJ{g=w=u$m3rToRG6_<92O)sn%fY2?9#$EfKp>&yGH5A3e2_??bZ&(^^Vny4$< z*fRF$NX|6IQGb50NJP}Ji;P4i0E(b}14KZ4Z~-LZkL}sUYXw_&^a#idHG}RY;tVuV zoWMy5sPo|lZA!g@R_I-m&G&8dICy2F0h@~!9SYPKorgTnvo3jJ>u-R*d&0%hLd>-I zgCT9VsKAxZZWv{%Ijxw`ac2}N0N5p;%HOuzwefwYhW-|YUF#g~7mdHb2UXATlh~=t z)w`={BRrMqxlMSt%5bqak9cdarJifma1a275*|vgZbjilxmb(T!OK-b4~eOWHJnPXUJx>zzI!9p_a=SgG2 z;bfwFGQJk+wm01mS_6s>Njc`zf;myg9zIls9Q_(|SEYi(P@HG*`}7Q!CZwoT-f5C} z9#ycysBJlUhsw0ytm3a{4#>Ue)6BsTUJmvKtK{T_rKKfI^5&z%-5|DFPl2lKekuA_ zcepUe_8ei=$tr8UPNH2VdN2Ro3RrODF4#MJVcA2s_^@GIiN zKu_9HV13vZ#I1dn@RKJ_>cIC4=Svj~^=d5USRw;M|6mKrg}Bq-lfWzv9|wQRiV7#u znsqq7#55ecrC1qtVAd?yI{$8A-6uLLg**7U(+=3y?zuY~3X;(cfdV3jshWMJ zkRWQCRsvMJOPRX^a0j8#+@yR zT~fBc4^LG+9)s<(SQt&OTUX46J#r+5UML!j!smb%h^evUG2UAww5%_tG+`CMLm?yI z;l&}vPrkpdZ0wXfNGT@E+y9O=U2Nk@9!`eL>W zEE<*YYW3YS+{dUed}B8Y@~KfTVvaSLD89G9PERK`I_XJU5w^Z-@vd}cbBYvoW4J_P z{oxt$7rrIWT8Z`>aV=KW{DTILKS&uJe4?P+g|fSl}6~g`kv3WZUv4SG%Sb8c3u~ zJhQl&w}*?f+WcM751Q^~WEzY3y5OTz(<3r8*h5}AmRIJh`9oG0KN4nX_cfu7xcf`R zOKU2tJ7AxcbzIOig0$goP(<|bOlHrA&Pm*D#rV+oNqWCZx%T!4uIyQRh)&^pnRJ#7 zHYVQ9L1>fkQjU*_oG-^h%`z2x)D^D*(II-+^5R@u|0TT_CPCdq;PZ%2UcPsh(CG46 zQV$K5=tuhg8#kZhh06T=Y;IQ=Np;uaYwuGGTDZ6Q#Xhg+ZkU*q@l;>{+qp(GRWhd# z7rsj?-`vxWf{e-ZD>#L)c`-)Kc99i|f)TG0=4rN~X2{>=KDubI3#Pc4p@>I&Es0mA z(vs#PC3yODc;#Y|iL&v{+^&u`>kg*k#>z_tQOYpkfjO|;@9k#Zp}#9Rvw$Vr-0}zo z0sWIvi|3*id*GsOQOur~rE~_4$bl00`@%#9EOuW-K_>6gPI_H<1(n!|vKgB$rj(%S zxjRT+g)B7VFlk7SYf@-HQ7_eFRjIxyDyn=N^m|C~<+Sn7)NB%#41~|07p~GhyL^uJg=Gs5k9=x@5MpofjTMN5%MHx+8*;IU0~XlPC@DRo zuw;qSTh$*zNV>Y%1M^Exm^xds4jdf}>$R=3QH!*z$ahiKc-GM6X(3~w%FFjGGqjZV zhm(e}_b_3fZIG1U%5`Z8{laZJVEK_U8K^V<)zVCHUNuLRM>d2*tFbHF0}TvZM74-G z|3^mjWH%ZJ5SYhW@+3ka@cX5eD(}aPuuT!pA!)B~V*S?=UFc&*uAFLmO~CE`S84Of6lZ|zwLms; zqnS>_6wcOraCz#4AcTOQiHIHkkscsmL}F_8=$v$KG9<+SXuXl<)20Sv>HYJTGO~A6 zd#~or#A0>cN3-^D>NdM6xPMLT#)N<1ue6%v*UZ6KF5Rs3s1wXikoNn-e{u{ODN{;}fokc*Zp5U@gI~Ft_p4e_temy*2cQ&Dh+!U#e{;dZ(?c2^#5ziMda5&J&sRE zu+Vk~eSt(TdbO~2<9mKlR!PZ8evR~IB<(qgU{kAImdpVs1=+>taCK_XZ3%bZkk?eV zq_yJ{gH!*QI(IZ59W2>pWjA)84i%bImg!eizUupCqY4MlnDYe?$|tb1j3K)U@zuw1 zXx25-yF$-S(mhQaxd8rlZe9rr{Rmp1Q7BuQ6LMc#v#Kx-3%f5npsy22ujzUkMW~?& zFUV<@OZq0yfO)GrNd z2@)z>>x7q0aEq%cKYdS|r^U^!9NMn=$S2o;G)B#=S};?qayrZaeNV45FNsXx6#f7i zQKA~&*-%%AxQMy=r4Kta|5FKnOYx(w`*L5Vz}d4(|5BgSt|>TT0-J^%9zD8p^Cr$@ zPA08q^nLBTLIxUN`-VIxKDTl>O1WXH{FkD=%gL5l+U)FSZwPC+*sxU^E6!rX^+tP>=$J~sHx|Kp=A-MNQ-`_jw5Sg-h}XGd={S|8WUIXuR@p6bt`s$P{v zZ8h%mCnFtKRaMx}@qc~OiGw!f?wu=t*r+mYsj-MIACOmLqu+O4FRtyr94IcIHp$WO zeF&FE&SIXm+;~cCcog*$(tVrw#{(>{tF@++!Tf+%G@`v|$jQ2hFzwFAFT=VM28 zB`5>qP9%bO1H9A<5wI@Pu(MBD=vSu-wXImg7zbkStL?{Ww}-P&wX%u7UBoErKTT9S zFZzuy@5{Ih-(W26N#R2oKAlYMnsV9EMXzLMGNLzui6y5ZcbW@mP@zi2H)hi4r1mpE zyb6@*LY~N_<5B~q2!72;hv5*TGv$$n2A{ap3NXn-4y6L+&r`aReYDCFlfHzT=P-Dz z){SIl*Skd3k7OE!-SaI|IPJdUR_NkWD}RBr-{*9m>mR?i>3D^m#Q5u!6fLmGfB5i0 z_+eCJgK>BII*<+?v?hR2>V@kJ(X}e*{6W%l?&@Ig{cb*T_{lA4IKccHw;#@f|Jzan zw@sqjhTF+8-(BINHw0QKl{dhCx9nNnG;!k7r^F~lZ||BHkC9phg*LF2z->#@p})_0 z_R>+rSE8(r?h!JVz@d4p)>8*nUlQ$U_Z!$P&_LkazuF7fAf9>lF z1j4?($jP9 z3)++$IKg0^1!QA0@V$&FC@D`-vr1ti`W?q$pKXQ+Q{REZcjHO!SL!_Wt60QUmXv&Jy5ycFHf?qE z`v?$oDZ6vf2D1=hHnZ4QHQIXxcu^Y~8n(deMchn2M~khRqgr*>Rp_1a$JvQWNZdQv zn~Q6K=i97VEu_m)f5rW}+p==-k^n)ZK;$g+Lk(dfpaH>ZxC!L4A!u7Wx~ob`YyOM~ z>(l)9?bz-Lpf+lJ0_4Z$?`_OGQ$SN|1{B2C-{qsW3~ezifaK}9?B0oM!YzHlZKO;e zr~(48u)Bgu%rYE6ce(uU$AqrMveI5+j?ue!&vMco(}1UyeJ6rAIP>N{@*g^}Cry^t zc3&yf2kgKM4hOU1EDX@K_1((d4PdX7kqQ+0r-KVl{Q$uAwuc5e{Sg3yoP{yIP$5J7 z@N^uH!odc?MKLkN&b3+r6)nzyAqocR{V!MmtswlA?g}8QkOQZ01^a$y?C21OfN;%W z$D`_m{v-CTV+S7IPt)$-@BWwosj(j?deSb(!ypF$-b?qUS~2q)6>j?0?MSMr2Ahk;|^DErXI@w zY}@TkAI#UCL+W&Z?)S&~Zrg4#kM2~?-^7=1?|lEJy{r!HCgEiV1CQo`rRA6{9U&e7 zUax@DPN#MkPq{OU@KK775#ih9?Aw3Om~uey)Chkp)n*<{&!IgWWRc{n+Ck|BU@P+^{}y zRi?a_*pMy3K4-l+vGY`M`{WvUb zOWJMx+WV?ejs!up(`e=MU)FZ=+}3fRJw?ux}l%f#g5 zF~2yu#?hZRKsP@DGLsq9mH_HZZhzbE4$dl02pfFhBJoeqS5#+G2%BmXRF@%E^gbrM z;`rTbbaWJIaNJiI>N;fg%h>;kJ8`{$A0no;itT3h03Yi6`?8(w?TQu_Jn!GXw{4BD z#`!HUCQ`lA$cUxmzdhpm1X*wegoK)U{dY=*7hGIiYJZ9OL#+~s*Y2T*2k#=)KK%DP zO?LM1wgCgp1Cny{u$$r#I-Y_zoQyTxWcW8hgx%kQh^y}I?k~0g{e%?zfm$I2_B^~CdXqxc3+@B1r&awKKkV{H2R$PrX%>2eYXd7!y_Y03>SwC z9a>(B}EA4{A89uMK4PL zvhM-KIud};&lwpQ_}0fOd*3d7O8_*esJOU}Y{1c{$wP>gtE9}ENwlCu0jzuGN=iY< z>ljP`&311WeSBa2`gI!JBI6%32A8qG8m5K109^i1q+k}1mCfKKS7Vj)E(4#eidLDN zf>z?tbk%yz>Yu$C!gBLFcb@NoCB)|^eU01Nh^SWnU?ei9Y=`uo4aaW`@AiJh^-WBi zi)9p5@`dhFfiL(9LDne~&lw_71qBo2A6p>e37hV%HwOno)}1_hh2P6ODZ96z>`>}7 zOmu!#6_p62_(jWPtw$8B1%b%Rrpx<{by{KcJf^LlY#l{p2>@m^cot??tu59!_GpjY zJ>7Dme`yqnT;PvE4lNpX#y_tQjL;~boi$pAPn)VpJKNtce1ey)t@y~=ng&~ol}7@Q z=(xDkz%n*lJ&^`GI#5c_!q)#|sK^65b^dm$lokakDJ|@yg7)Csw^+h_fE8OW;Mtmf zy>Io)SFZ#mBqgJ=1R}vea0+s6&Z6hesjJ_-NvB(2urSo(F;S42dBv#AI{xLeXPm04 zs*#lw&QaYW=$<8AV`E|1>U1f{$>|aj5?a7d(_?rStEHk6ihM2pvU9?4^8Yj|71PCL z%d}`Hg`vhOY94|FVNe7s3bbxh?<=&C>KG7$)MCfMxIVIQVC=i8BFe*ab--GD78aW3 zw96jeA9s43ejzJn#+oF0KW5TRV=e71x-KjYA{qB%uZnnieWMSBSlp!jiQqtYsAfbS?pdg^qAV5Iy(@MFuMh{D?-$2nRnAI{aTh%%Jth{H@EL z61}}``{~oCQtc-@9l5@K{fZns=x~`rYv(Q@qN4hSCM7AEpTw{4 z85U&*{+D4ME=E8=kPwgueISXdSnv(}jAa&PtgNOM{Ac6X9ZpZxV^KjsOzhI}G5~tm z$`mg=I3t6yr?>Z-Dk{P-Bs@GRBjc5rw@!~8kCHE--y+X_4;c~?@`g)p zgBJ(Uvf$vbJ;4P&YRM4`{-_u8jYVErQgZ4YVxeWlDdFQsc@K};W(2{8gR!wO8YZUm z`foZ)Jj~qO+;3Cy&}^r~Y;LWIH||X>UK)yu{WGU-a?bL~3YYhZE%;GZPHtgHhQ`ii zdbC)J+qey_t*wnr*y~yE2e#tVE6Z%(uy&KL?t-ol!HPGsbk&2M{*G!9QBw9rJz(YY zI)>NGIAJFwB+PhiefwM8+tag{_>z6$WZHhMZY|4nv`9nG_wT6B&G}k}^8i20%);WS z-PE%z{~OP}EtdmPFlHbL1Keh;gznL!V6c&dL_{cXHa7FtAoRXW!5XB;pFc{X{ph56 zEeL#3oR$zQqAu_XFm!QBP7Jm1$6Sf<>XieqtAYZKi)e^2T+`W~uE$&BdzI6M;Kdo< zyLElpqPH<8OZaS&Wo1jYCHjg#CMAT5wSHJ^j(kNfqxIdM1qGp2+f8fQzpkGh_&aWB z_``00zSYdq(z|(}ug|RO9o@Is*OEU!l`oZU+|DQ6h7MAP>G$S->6ufJqlzYBTa04; z{>Dw!anASj;BxLZYjJV$&#oo3bjS7w$Gfu+qubjO8DCDZ?`yv4F5`8}h^^|~;1Lw- z?&+Zy7H%|nEh&lC-QB%C*W7Gy36|N%Gp?uh!)~(NJcdee?9$c3g6VY5U)0gju`h!^ zNx$BW=ln)PLxY%>Lc!-TIv6u-&uo~AH{{q_AU3T#2-se1^jy1M%Q z@Jo(^itOu>$sgoA*2LErf0wdvuhy(i)igCb)`#*uSJNz~o~({pZxyuvI+|39Wmqz zOprO~nV34f)f%H@NmW!}KlD(GsS%4MCiTTM9OHU@={$eBxlMAl(V9`vO@ zk0&+o2uw~UhJDJ*)2Vzzz->9O+;B9ow31@TL`N6sKIdCAbUoudC`|m|fv0^qKF!;= z>-2<$kMAwqTC^toB_?Y97B^jsJdtUla^}d!H|TPw^k22-NlBab`)hf&cYPC6t$~Bc znNe9vNgrwp*-f`^GM=img4|T2Sn~iJvY|W~{4Yw`1Jm}+{Y4tZWTJjP!Q=g4W*{=` z+3n8M<$wO{xKlNb%IUZ$IriFk=_kCGCzmH?Cz!)D~Prh$Q?v~-xoafA!A;VrtGzibs_>cb+xmm2YO4TrZ(9!W$2 z2iIQv!?8=ADdbmW7nl}HGPid;)BNuJ+ydrY>g8x&PHDa}Z#;>JxVu*s^7!%Nk9yTt zt(Y{+@3jmTz!C~i#VAQgFyi2MjKJ_*sMdkhgM^Pl?pjIsV9HXSmX$ zU@VDA!K5#ht1pc^9Fy8308D&!Fnh2q6x)%HGUnm)xXB93qkRNEbQ*yxDtdVExg$Lb zYG7j)6}j(m;K(X z-oxi_f2}xic^$7~>}2J}g@mBpyLZp0si_R#E+C0n3Dv_gkhdy(^^T(Nv z@$K|gN=r4a>SaEqadripA*IvB_UO9v)$}wGUxBi+vKhxtD(JvPMct#s3qPgT5xrW# zpR9F!WTeUI{p;5+Wo_-Qib0XyOm}3r>$tv*xj7>^n{+>#E*`hG;`;N0sAfu5dhF&P zpl$Q8bNcF8SPn?Jl6aO5Qc?gzHci9(uLLtWhrCat29&@4fa@S#i3gzQx2;V3>M`5K!?JK5!L zW@(ksrAm%VAFZqex6`LfNbj|W9oIu)2eLE>c=ujF!0RucKDAAhnTD&Vs4VO$>oSOn z&fUev=KkJ%<7K)wkl6u(XUy@jiz%|f6KPldcGemV9i5z6DeJiUde^;~n~;z&CME{w z5i@hAcX3I{@muGm*yj|Y*BeUdGx5e`(sFW7khhoJs4A2pF-}hUsp59(R^|K zBj&h%?s+*)rV$eh&9#ys#sa(V0uh=SO;n9U_CFMLb0F%$qO8W z_vT`}nIg=Xj6J0{A})?M0HX#>8Nu0i8^6B(#noK zoj?|JceP8%(ZEb2v{b&0LtUR$ zTT8R}k585GjMq$`c?9`UQn@ObgT15=Rc`JcCQ2u%AIH{hZnsBIv0C%De@-#z$rAPk zVCYQ+Ngoa#-s(m{w#d@;nZ!#I+ikvwHYtD9@S`GJV(djjp0CZ{i!@O`NJ`de({UYl zQT2Y-^gEB^hp+Fu%elejpJ%gIP1`7UBZJNbX`gZW;k*2$CQev=6HT4mvaLmw@O`bg z05OgM3Od1U4rYmB?< z-uVTU(^7m+bLTOWQ0mKpO?2%u_@TGO(o}O$?<8+ol8`z0G#hHQO^9V3Bc zI0l!q$Drok?ng%p;TD>>xYoPT!EF+ymwCKc8j`5Ngv10^h8mwsujgP5_LuB1QoOxT z;llIcj4W%XTk2mjA@5!ruQ*I;SS)=RALLUfz@h}WHQ(3#29xqLnJ~uwcyJ@E)@LM5 z0UNJer_Lq6F22UPkM7Zl4=SUlWu@W&dfx77xI5ly{l_a+%%NPdjOY7(DOV>9{6F?^ z+uuJ$!C|)by^J|!r4JMXjG;1n$$O#8t8~JnmkXUU++93q;7V&S#7|f@qEby&2XP~^ ziyiy+CfxHI4Z+4SAQiHglTBnW(-xc$+g~x}hZ7p7%*Hi~LpLP)iV-*U)`V!Gtq1mW z-p=XUhLTq=p*P?o_DMQdPa0#kKgn;4jq#Er4{D84`H9|~XFZLfBTbJ@yS1vgj*htf zw*d+DxN&=7Im#cj;?d`4P!2*cYWz+HzJ9@xXPB^9_#NqVsLH|hkUQl~s!TpP9*sy} zrPUuY5g)!h>DWcX+l!QDi6V#zRpPtvVFfq!7F_nAr1IwfwaGpsw8A%Wy7hp4(8@q> zB~VUAmw8^baT(zvB_<|zbw22C(HTc|1rXaxoZxOwNlD+Fu_p^~iE2wSWbTJUx;axs zD=O?ujbjk%Dmog92vQ$MLZ}hGSABlzg8Ao*!V&=R_D9!Qe2ziDvz-7O=ACoT*>{a; zKJT}$1%UU8bi|5*nVH+7j|}E@vMm=+EzIY6n16a+{G;h3bC$;^q>WEi6)E6v!zYJN z`$zSI#dYj56k>aG{Ke6HmtOnrWd1o|5Kb?@S4iRXd9u(rE1>+%5dHVs#d{Zjw=i2k z(1ucsf@w>g8Q`6I% zF?;O|kx09}Y5e}nn?E|9Im7{bwU#rLRh4HBswRj+H;R&~Se|gtsQ4GVV{V?JR%swj z8F+0l`kho{drtTC^g#4yQ0VAY@d-a5D+Yi^@J8+ToeM|@*f*VjQDcBJD`w1tOv2?4 z-nms3Pr(!AcYSd%=zmkuU48Ni(77pO4NdB)1pC64FEfnKUwOJ8`L)-i%mMkL0&k@^ z_%o-`PeBa*^tD&&8XAt%b~Qs4mP+Ch5@}D(?`@6$_)()ECxfUrwb+`;|=B7@Hn zwRp5Al+-{Lpb?2M9OIp-Dm%XneBtB!k7VK)=;?#<^BGnLGGDq@@qfEbkfClhDSKAy z8D>>fRCIQ8+B_(HI)eZ#ZQ5u~%fOQnm~GW+dg@=yc-=m^TP6Es`Q+n3F42lM+iIKj zPCK{jd2wT>ajEyugI)aTo$H^$b2le7SAb2eR*f5&0*}O@G|;=C7nhuo^;+(4rPNX>jz7n@q6q0DB86SbUzvn?+uFH3Z>n&4*zcV=1cuOKLhU_o}i#0ZD21Y;lIR6 zBIgVoO=q7@Jq4NSM&eikYsUiz&Rq{I|vgk`~#eF_A?|e(dtY`*kEAR!L$ua7n zDc3#v;cJgD_luadEuka(oCFpw$xw`%>DO7@E!$#~32LvzdY&z|yh@aJqARi^3A5or z1Z+CpHn=^b;g>T2ZzU%u?*oW_(DBgT zp%tAJw%^10<9EILp4X)SNb&B3m^GA_zXw?H^6F~hhYw?KUVB3s&8{~o z2d6HXXLlj9dl&6f<8jPAa|cz1`Xl*s0gi}X)sEJo*wRZ=GI!JZrc*186vQK{TNK=u zTQdn+$!NoB`#F)K;$r^2hNA|%*4EZn8GH$ug6^oL{d;;>!`+GYi(6k)y>9^qt;8XrO!MD-qws?dfnb!gHp?qQyrhn z`hAf2tW|uP;v7NsX$H``zf-*S$i9)UY7ZN3pkU>^+Glkryg7h($me&(2c4UX;|&P+ z0x~)8R0jxkgZl;NnWEyyUhe#q)YJ)(4gUGT+I-5q%L`kIaJ#RREED1V*2X@9W7!@V z+_YI*%_3bFcbJV2+xO4+jBn)&zX!~hy7}Kqqlc#plizslX_E0d&_a>(d?n>-T}Bi& z=jYFlfaiH&8)4#*y>M{g+#36Kq^Q8g&TcW7C5&7k3IOCL-T!Kd#?l4klH(ki_^G|z z(o#;4DK{#fx0#;pF90$Q$|{@f&X28>{;`{C23B#l6QFuQ43(yu>dHKV)NeKxm zdpzXiaDXk?29K|C+>d?%t8#Jh~Yr=WP$gD07&s_vLL7c{T}V zOV*X@y-!R;q?xGgGX42hze5W=T?Navb$R+0l|V)Ug}Ida-Jj9a!d|~?>T7~-@>5=E24xt7RpG~WDxBeFCxeQ7DtE&(b-zT-q${QY5J=vYznq39!0QtQA z(!h@H@#84Ly@n*g-P$`Tz3s^?YH)V;)vX`ROi!OCKD2-4J+|9;Y7i9_<+1s-AR;Da z8B~duzofr40aY@jFBPcho*%6_gLPL}{b7Ov^v!XBD34dn>uTFp>#DKh70A2L(b4~U z@eZg1umX*KeL80ecH)Wt&t$1+l7z%WaT61IsHg;TKMrs}#M_#r^mObOdU|@n2KgN& z28}-rS{+QmA*t|?%-`9*>}#NLK(RSV|I19p)o|xNjg{q#Pic2;`yPj&aQ88v{MdeX zx@Uc}A1>-Js-fkGzdNJ*Qc zrZJTKi3dxaM+1U;9@8Kmv`kuN@9Y?-iu#Lyn9O@R>u#7%jo9-$72E~ThlEY{7x-T7 z`lo2X)L1q)Hee-sb%{{eZ2+kaFe)tC2_C4X_^EG>&6 zYDK3wsUx^!qQsYGq*(tEQA3~fIb*t+#9`(ADbyT-o2n}ZaG2XK$3j-wD zczdD@QCL{G{`(Xc?epi)(yv~{94tn2jM?1I2jj;WBf`iP3;rl2R3Y7)j;NN#n{WPF z)ok^3PNZ69d3Mx-M5r{q`ch34v;X>P?0$SiC9cw*TsGD+|28FCNsD!0nU$kL^LO0X zz473hF&f?<*W9iYMuAta;N8K6`F|Sqbl-r4zCBeH4Q!{XuKr5`Ul^?g6u>s^+&4a_ zlv@r`$59LG+Oz!qp3h2c3POXD==CvxKG6_edYFY~K96oIU^eiEY?$?@#HNxE)6Zzf z8fupOrwku{FRQ#eiskR)zQCj+k#RpfTZ%v0shI;MfVNu4CGAG9s=>u>zzW9wBEFlt zR+*Lv#*C`}2kcr7=%@)cdbHs1zU3lHcC;#^qL8+Z=k$`E?B@8on2rd2wJAEAnd9>v z?K2gWZ)|63hvtkci{G+4ZTDg1K zfG{OU7*hkO+ww~Xiq7uKuG93k4v8v+U;%qDk|69PivHPzyqr1iWqgX*PwxjRN`#E` znL)t1{M?i2xnEG*mgpSc*aaaeWIfdch^7jC7+1l3KO^yWHY0UMMZNSr)3M z=Ca(wc^Sv_Y+|*hv?IR*wUoOcwa1z{*J>@zCYSPxkg0l)M^ao|yj1ra$c9O&sh}7h zVQB3rc?FIb&~pHtLs(Yg^1i(FA`^T<^I?m!tgTJr5aew_EIyFC?I))laOA5 z&tQ|5yFS(Ndd3wV-o!gDVbvJ|qF`cHmZG8}-sI%u&WQ+p;1eOCj3(bpld5XJ9BGJU zW?6bL@9354p0CQ%!Sb#%aK5@J+sU51B*K;a+c z8wY{RoeKl{z>fb)Uc%uJ)&ILWl3lBZF&$5GhqFgNe^beoi1Ts-GBs;tK|?=^Ow zs&H?u4mLbzrX{cUFjdp&Y@*twm8uQ;I z&gI8f2sY5JZh_b$P=MI#yBv|Txb8M~#u$W)j%R!P3PJxPN{1R?Clj4BC|QajcAx?m zT3%b1Ty}x#1X~_oNbASRCO6sM#r{%h(pV*4i;dxgX}@;$oon6 z!m#7s9y`0x4--T7b1ES2dh2W$%>3@2nXpi3Ic}JzdN@7dZ)n}Ud_A<5#piskgrkb2 zbE_X<4w`!{n__`e;*))9*yi}4rif(*P0&2Xm_JS7hj6Os0uFD-P>z=vONjp z+johHZF%t`Q|r}`DA*Q)6%rZ>s^M<{(AL~Lm!a_mbcvXro<3FBn-_rOZ-S@<8+@VR zIag@f!MWqII0&PH=VDlW)Wn5?Nu6r&Eji_pU?3X-krk3YiAhMxP1^5ed2O;l7(WX{ zUyNyUb92XT#uSGkDbh0Q(Z_xODLMmHwZfvG0%qWIAO&FtNb}kUX&)rLR-idV=CZ~_ zq45q*(E&ermx*9zg?}xg`(wxa&akdbSlFDg}3W%f7>5Ma^)C!$Un9lg$USG{)io)hWot}=7F%)2< zcP}{_E7{_eB&UW6+=CLI;uU@qC7)qUGhK7ckh}sW zI3RP&E#E{@Kvge^%)FD+D8;*&Mn*=w2JtERN?ZLlLH*)WZEY=5K~msd1%*=+ z7fn4;G8O+W8Y82_mXc5yV>;Ka1G7e!>F>l-`oOP1YLt>f2g)q&)Y9T2oR!t)unH;) z=~P(Y0*)#OaL=!fj%p9l|D}rx^0X2pxP53QvVPn`jeBq>P(Upv>5iz_!LQmsnd(E{ zC7#)hlS%}UvT8ts1&*kqqcfS)SX%mSe}7-vum*S%DDZb;b2PjFEe^$}K&(7f2C%9T zAmG}%+-TX?`^V3YMIM%D#-(T`Xz7Kvt4<3NbcHd>ptuqxa|NJB;YmbV5JaJUv|xsV zas+Oe(f^T4b(8DgBtX57@C~rntB=njxlB7a zEe9yazU%jT?=^OUT9FQ@1%c*^1w=ShYG24O4^i!0(I-oAHe5G3<1Lxu@0m-X zDnwtHlX4jR)5JlIA~H4>D!dv2RR`$k^A3Cte3Z3%?0%p|Qtp^{en-@L1irUrYGML^ z@&sZri@+J71_~hQAIRim6?C|AJn4HOPVGR?xvhJgw&=^@*B0;(I*&BRpY|}mDRB=$#?agJu>^P`W zX_p#_y+j&FUbVmWHyQ9@aUXG*58>bX&fPbEuut6MRY1X60)q#Gv zY{Z<7zQA2RaC^5w73U5B7qT(smt3VE$ai;l4)6}pLQ{KBf;W{VQDYzs)~I&Rtht{@ zbY7T;DzjbL9beu}g)wvmuVSczI*O1uApk0le$;fEX|TY3arg%2wwl`8j=wYN8RicA zBoVwpM2a!;J?QlhJh1jK2r}yqkQ_C2!tU~f%Qm?h4t}ZloAYA!fw}Pb@<9o_9zBES z21{O&0;2c|M|%DRr(`e?k5jxOEVY@pK$_C9Z*+wp1k*C~=ylwl)%eA{lH7z+ghDUU z1X&;M9`{~dMcE*B6g4=J{+d*al}A>&L{rv{BYa-2L-N-ilmh<<(M)xl!koW)1o&YQ zgkVfx5vy-`hIyPUzgOLHNsHZG?oE%0jF^LRRLA@5kT!``Q+JMFOApI8%q5~I>qMl| z$-;NT|Fk!mezwRHJXgh!lAVVp9NRlhWTQmV^_+~`0WQ!C-i z@A5kEUlXTAj6k@8!d?CvYh+;lz^BVy8ljlkoy2)J2$A~}M{(P3@jd;p3N+Ov#jm1Y z9e++F+2cjKjL}gSW>W8L;I>&8>#JxYgy>PA;?A>y3XG_F%$51br<6SGZ4$Qm9if*T z-?^9Nz6-G~qCQT3fW-+C`mdTEdcL|jpP5VB95-1r2UTKCo3+Nny?F+1v2NDyMf!&Z zq2=@_Qeech4@>OtVmGiCgaf87l8iHJZ_sFq1`#&cUr_*Ebxkhe!+GR92n#KQ2@wc0;f3C_)3XYFQEy^K}%HEP_3tqxRmgA&zk)6 zj@XWwo&J|$LKQi9NU#PirI+)e2Aq|U6Ec}Z-8AgZCoc&zr5rc7*&9+aB#Nw31nq=H zZr{T4o7_q6aPv5hN)Agq;_^$uZwF_-t2vKQVR8%}kS zF@s=P$t!Va5+lC|PbGfJ2BC_O*kYGU3_Bc^g?UO|$wQwlXPO9Mz!039dhN9~I0rBs zg%jeQ4S_5JHJ^4lGlIJX0QkQo|{{k4lWp#iR*|YFP}euk?{5vnDEHj z2LC$G@bt0W+wqUBOU7l|4Lm$^t997s5^Z#TIp^AqaC$$8CvEmlzeO^SGQsujq8#;+ zjC;KLX=p|upGQc;*2o500 zNVRw#rk*0EThL3KgeodZBq<@+a57=hAax4taMrKdHrR9pW7=e+65k3~h}rl3d8rGhL{P z9P!gAuq1p>T*p1}ivTe}GjyoGloKiYjQC_cLk;+JXzdjBIB-fg_IuY_;wiK^Rxq+j zkMk+A%gA1)G)X(>Fh$T-EcZ6#$bNGJkT`y;u|U2!>0g2)6WeS1iUN;>HJK)S zSV&ZwdHCApdQO1e$*W28UBBaawo5Qz@XM*npTvU;9m$c!&xt58u!8$LDOL$Kl)+r` z2Z)!Z9+cC>vUJqVF3|@zjSMUw z@QixY)6f%cWI>C!^h{gzef2n`9mU~OWt1tShW3*x9`f1l`+K@@S8wGR?1_~cd}c5^jqu#XNuXxcRVe`J5MumcG}SwJvw#0zS&~m5s*_MY_-c z>;L3dQjp3-GcU08D0q011v`$8r)B7puS0Yv1l_9`vi?Se+WUtyURDMiis4Mp00zt(_t*PNBe7*3X#&v(F}7ArrM$cDdB2}(>! z>D->Ih>VD!1^feWvC1Jk&{U=X1ScR1$BSGPwjO2so{*D7e?~$LlWd}>1Xh_#-Ypw2 z?`OZhpv=3FZ|_==VjY{O4yFn1itB)#rTQfGz(LE&@@?_$jdf963laqIU zt3gf~O`n~4K&5ribUN>B2-L$@>AbOP+5X7s4~ z7_a4`wZn<{=0hWk{M#;gUbnx07w8#SX38VlojD={~;&b@Bzc^MnicxJAJ0dS< zvU|9HIq!RrzaLc;54O8ch<6YS4y}b#0q`b$9sqp)ZjQdn6c|m<2$;-MRaS1Pwqx5n z?E6n2E1O?tL?r=@T1@>V4t4x5S-}GWx>}rxBrV;`kpCdrDgFN|d3t@-0m-O<5dLa! z=W=g$LuSKeK>ar{F==={S{#uPm`Dj1MIlModA;z3T&POu zCGxU~DIVa*ld)|y#wSl=z*rbNp`oFmjk;!C0d#NwPyL+Z|3^RPkav_URhCT;15TLH z(PpE$29H_h6U^kC7dy9sz(1Hzg7VD$QzK=2p9zWq_G81DtOhy>-Q0MuFHc4DXrGW^ z2V>%|b|pNDeQR1X9T^w*-JK{w^H7DhUhoGRA|M19G{H?2orEup=~5e;v7A}*7%gUs z$4oL`AB>nL;QF{&^V_Gw!mjCRvu;ALTrz$qGol|QKR~@4;`4Fn z(Xfh;1aaf$SavGSuPmD(7k5wyGcId6P{r(&FS5@59aRo|c@nE9UoMG^+X4q@V~|YW zaEkN>EzjAZ*rbaNd{8$DHYvN%j^BUV3xGWHDBI@{%h2Zl9g^muuHuh8TQPXjk{`P} zakBJ3wyG&T=er!&!$HbSo3LL3>}>^vhHK$H0cTS)gz(8FRFFa4@ z((`1}5?UP8v5;cu$3HYQ{497)T_mO9lnMUxO^&R$ z^^knIoSfVfo$`D!Z_u&peR|P^cHSC{`LI$-TKW*w?%#v*{SP)zZvrdqb3xc0dT+7( zy6*|bWJrAD2VG+nQ>-8HYu3uS3*H7TvM2ZVqNNa(@ZO>^54Ufa1k%sO#-mPNB|g5_ zQ(UHNlyfQHq*{Q<_+#L{(iQCPz2MEKe4Z^z36UDW>lCZg{%pG7ZZBSU6t zfhwLkuddy@XEQz}0ByPb3)cr+!IoNa^*8w`n@XGVvDnN)zryl5+FOZMs+2(L$)APt zi=v*QJMO)zD&m}rBx&t$BpA%+x~2V@IS_`(Z-fH7BFGw>PIvLbsjIM`cySOGqJ0j` zZL&CI_=+i&-}r9~As!;RM-3H9MVag;E9qL>R9{#+a6Jfr{^c^6(UTV|UrD9%h5xs%0!AlY$1g7WM46LO%oh<2I#R`x?x67>%T_s0h^2=&+zww2nIM(MJGfZPr1 zdk`f<$iU1y%zearIQa(9HZ&cUZ$%3ZVwsG4Ni!+f${;?a1C?Qzimzwk7xj^2rp^Ag za-eMm+GGhJU|IQig$gHN6_xxD6cD>n zH!ecs%iV0>mnE$nw%0SUj*4HZDi$Q-e0|6_Higj3g~NmU^23|B53Tt zE%tJS%RTD5TzsVLH;k_m>7oG5M}UU4i<%u?0Lt|5Xj!j`9#MGaX7sG7Fa0KqP~fJq zkgz{uAYgd3X;=;f{!`^#@4 zFUQu&&6!2$(F%I!r}ZB6L{&0_UC`H=bcA{6 zo3dJ~=h00v0uwe#37JTi4lsF^Z0u^!F>(HCY->ut2>JXi2tU0)FBD~gJHOLc$7)gj zn^T!ONS&OjUZFjvVaLQm@6-XA(p-d)7$}2t)C-^y^72uUV*j6D5NOCC^2kOqnj29G zu>}3JAB?*iwBFJna+G4~u(-f^0Rz zPM(H$Y>wyF-o{sv06&C|lg7#(8UkzK;Qsq~)iqXHmxX zTQ7Kg4W3!-nPP@~%mOlu6uVX?+Ri%-%=+sFMl4 z$vGJ;gSQLSc_J2v#MD7iZE^VW`Plz?+{YBj9Dl;Q)5X$Z{=y_VGye@ZhF>du9`uBr za;7w5cJ&^snbGTm9n2@kj$DuAOD^wQEj4KV;d$o+hP9u z5q$`f3oO7!L@PP=C8qZ?zT)`_c8ID$y`E_ZTUc`=x!P)c`XjdzGZY4|^z5mmmV?DNZKTjvSR1Ssxyz{RYd z=gqppU*laCN~i!wDTbW)F%X)CFpmL6{P5Y(qZ!pef9KMgs485fK@E_dr5<7LnRi2D24Z4f(Uep1d@6cVrP z=HaZ{>Fz9O_%bQeK7-ofg>J!r6G0ORxXlG_B{6Yu{8$-^mSv;CirQ2X2%3tgef z@&>JM=Lnjcmj5>8NdwUVfH(6U3RL>xrw`DT9a?<06_s%i`*;V1n4hm>dR`u&}2HZ0SPG10NPgtnSb-B39bp1_F0; z=$QTpNe{^wFK|7lnzYdJYKz;R2OB3JXM@YV{#t{pJevxNE!!$AaJbQQwOzj-;_Au= zC=31I#?p#ibX1fHxYPnQD)uAeBSsP$yBqd|$EKGzgvmcpD!eJ}#}{+uu&l>6cVBz2 zthtg^MI?G(oE~WYaeF6*4)mGI|5xggejNsMEpV*@+?CY*;R`zE6m|=WilRU#BG54$ z1veFyRjrALmDobSHc6|xz`MC}Yhwh)SITs4#`7T}6AiHY*TORY7d~; zKb1lEGmx8fb#;U3QV$QE$}1{1=9>L0<~Z5dVga9wqY~8o;R|FMh274#HQ?5&{vH$k z$VnCh9!kBZLh7t1qq=5@U{W{z)lktad8Q3+`$nF8;@Ej7@iMd*Ubgt6wH?+v3!4KkxFFN!8}P z4k~k?PTOi?*R{W2_WEv{!P)gB`5SwlVj9j?k&@{9$$SI$1TDZ_k7&kGf5Jr+K~oT2CaBq zbs}6WvKBJ)3GP$g8^PPdk&B{#T)7}WFx=E}%I*EFnu_I9`IJ5}ke3hL0`g`c=E4pV zlK{6NLJ)HnA$a|)VF};YJ0$78Ri}z&(eoje`)O!le=_^f(xQ% za98@319Nzm89}rZ5C+)t!RHlDb=F$UuBSNwyLR{S-dfXSk0A^bT)nfF9T2TaRk6r_ z)sucubC;y$*(xX*<*-DP3NbxN6;N{oH$xJYCqA<={J-Krt$|27J%<)B>Ok=k%2nGnxe%-4CsN*@dH6Y@+| zf7Ewna~b4M>--x;=?Q6s5JE`tNm{{U3QzH---)>6%dI4VA!cK49!oyJVeUst|hmYjcT)L1~u==uq$&+QqpjQ@Qa z?+5oD@GO|kERA2%9}R!PH%xWjDnfD$j@NyYTHmd^CKqdJB~dd0z!+GKsK;yv9G6(b zVO^46^QE227qmEMj8v>13Z)>EvXPTd9*GJBRxhA=t1cB@7f)yAl+4o*(Dkqd9nte8eDY(iG!K{eoCWrrd{mi`K@VlC?Yb zl6!AV+Q4{)LXEG1{0b;UYAg`B02w&@=iYDuR4JWRRJ&dJ-cj$kI}XSeG=FKPf&?;i zOXWe?95?w|i^GU#5aqQ@cyEk6r9eM{;~?gX8!dvKN@2;jr2A}o!F_=u=EtN?a>?>I zp#?g(6K?68-hz3Bkxd$N|G zqi#cxJb(ji9MMHP0fp_6miq9kwd43slfYTe&&v<$Q)VCL<0u%%>-Z{iBYgU1+uSzf>i)x?8KQ84 z0I<|FTwh_V9xsQnGicIKFyZF=e6yVXNGe%<^gaIuzqcLK~ zb(>oZW7p_i$pg@#DhwZlR`*=8(2G1d;be0}^|z zd8r=5z@*7NHOLWQqjbfif>cn>Y74S^^=ka^By;qb&LZe= zvgVvD4CQ(Tt0(tIE9Vti+COobunVt*ckeP2vzk_9&itm`7x?0~m@cxZ;^R|zARz0Y z2=aAv~$kWtHnv(Q$2U?R6;C89(7ifbg)gum)Q;}omgii89F znA~2(bDdRGnu(APdit@Yf?c5P#W`^@|3rqlA_u4{thu);A5r>MA0-PA1M&`oOsh3O z;*53tTU(Z*yGXdxft-_pB?|N^`pYm|zWFIAHtDd=5V{gKg+7hv_Z3KK(8%BK6!%^F zskK=D9m{_85YV~rIZAqb65dh^Pv@g&JNsB4PK)Q9!82y|_Vy*OAf}X41e!z&9n-4r zwe&5>`QgY<4db|T^h9NzgEG1A%vSEU;YM?gBx(q>Y3fUbjW3KY)W@j##6UYKRsvnj z&cn62iTr*&&c0X5nttg@Re#X03(}N;D**;d_zv{Py7GrGzZf+3$w zdu2^2OfL@qUSfO=vLsed>*y-IFa0dUx?U{n-7-FS?~mT3`q9Cm$g>pa3zfIdM!w zWupeO+6bZHe#n)cX)ro?d^-nSzaj(Ayp_J-%8hK6>Hqe;LljYt33`9pR}rD_Zm5nT zuMN+5*a`eW93^~%=ZE#3BI0E@^@dM5qC~V#79psgDBRV7<6gEcGwp1>rCdJt!u9hl zD$xNq2!DYVd;cy8Z1-~*-^dZg1uU44!kuj&_Ne~c*$_EA$BF~@- z{fmk{?jt{Nqtc$+TWNrbObNtxn&8Bf{G6bjNyguE!hIEc&bJs$i!zXZ z$hC^`)!~3Q}(LoxmAJLn~g=Px$7 z6ZFwZPF7P03C&j82y}(3i|Z$Z`;LZA^kP8!eMbhHa^f1;?kk9k(thP`s2G{`e(Ebr zKSY7tIAkaL5F*^w10-@Yl5p`uvZF{})+>sXh-N5o5D!pH*c;IPCgTkL{2Ij3Jf4O> zRFYG{sr-H0EU(MY;W$5k`mXWm`>GEWXTv;JHO zm&MZyupU0lTB2m%?6mG;+2?;ij}8Y%Jh=2vL_i=0E-e8S>rLJ?yJ1rX!6WJW6cjzb zB8hZrzTddi4T@aiM7OK%0X3?8j4D)C3tUx#Y>S+;9;51`{2=Ke`wrMP?wOsel1W<- z==G-0E20T$7c);tYlw2;W|LR`-gIGo4;x#j%mf{}%N8$s!v{vS4F_6 z!wKE6C+AG07k3ZuF;bm7l%wW^c}RMWLG}MPw;01YKTHeUuHicEj)494!WV zL=m_nRUz{^Cnvyex|(O=q^S6N(YPD925|)LXM6o`zuP6><^X5!II}N(S{@~phe>K2 zxe>;6yd}1mstkk{?G;LM-qpANPh;mDPxb%)e@R9em9ob>5@nB$6+%XNhlafg*+TXz zg|b4jNfD71j=eI=Dup=qI*H@N$vBSjycKdz*@JGUVjpw+o=k<8p zug3|dFkA;)A&a?VYa5@HWnL-_KFIm`JDd2akTDl3dJaRk`rh6@k<=NI%M@A9bM@Xh z$MwCU!a}f{K&fa+!aIcevf9p{FkzJISl-W`#BQOL%un(&Gx_2eA3rQM>0%l@1IY&<#+N?XoZX58E2Jn^w3 z|E#Hn8w?8x37x%kX}1zHJRu?{mj<~lQtg9$?2>sf(H8XQz95ie4>|y@PQQ?&X(aw92xXKzGNqRr`cK=#4U$)Sg(0n&WaumP#0GerqA!OOl^Z>0K8|xg$*}L z9?pV)-V$}cBZH+el*%Y9(-{EB3lu*TCeBjG^& z$|)r(zWvQG8avT7g1m~@>|m==o}O)<3FO-n_kZ5jFE&<#^t#&RV*(#QC&WDFyD2du zW_6Y37!$X~4#+Cs{x>s(WcshV+eBQ?lJGOLRhGjozt1RKMf7e0G!)4(*Uk-cwdW+B zoQ5O#)%724=(a@ZhPbfqEzrY`)vzWvN;JB>3dN2_J{f3m*OyXY;7@SF*z5bL-Px zM=!&?_uUkw-#pa}fdY$QUwTNp!XA3LxXq&d@eb zjWYj|WBM`=*WnTykb*5GF}gqIPbvCTcdSsYPAc-V-a*H+m4lW?*=@FQBzdWL zeWz7ywFr~ItfTl&X#w+(*ZI30*Y-Pv$QLOdviDy-Je|bI+uLczo$|5xuR2(} z#dw>%32%RgvKVvbP*m2JoM8HEGI$Z-IUUbA$bdPr(q%WOs6Nw zVZqShwqu;T9lh49)`;dOmoK_67$T(7HR@2X)pGVNJj5;9a_*bSWe=#D!aHe6=w6rb%?!+5!H zEq#ES^veBt^!u73*}*;S87jt`Pv{udJaq?+Oi>c4-?lYh4F4&?F4fCxhJ-hD)`lMk0D8KJQ{q%0sWq}9$wrx z10IoN|5$P^VM|ugZg=;tzghO}w&V3vOYe~jcs>{yt&mOrt7$oKaVbrH@aX0r>`Lil z**+Ox$=qFbB0>(Ibl``eLGIIw5NmPA?<;KG-4*=tS;uGak-3R=t~c2%9`(N*E3@jG zqz0)CXTsl=z7w=zpQ=j9f1#ZytNV2EPb$qHDMWJjv2-0xu6^&^*Lgtjyu#z61Hl57 z7=6jP%K1O?)CJDGE_vnF;HWd-yLdPC8(pBf4ddVVJaC!1m^Wm~@7awO2 za4cZ&<_eZkji&g{RL!%NKhk5q*%Xx8ta|dVO3;|m{UsWIjveaIPd7%K7Go<@@o`!< zkAu#U5wjJr*t=K8UceLeMsMupQ|F{*=1P**0TdVObw(K_cwRE($=9;arM?QI0VtCE z*}scwoTroYJ_l6G(p65s%Z4Ot1sj-3g;eLD#X}%)S zb-t`!Z0)JVwmiquLs(%On*!L$7@sQIU0*z;q;Yl-1rNV65vLKQiE+|C5Mm4FRQ4Xq z(j;jrka*Trzdk9uT~6G~f9qWbkF=W=$;#ypZ3-Z8q8PbVwm%kL8D={ZCRp1M56NDVUvLg0n?1$m;{ zX9*P{ZOwG@Abz5}(30!9gOhD`_7Cq%+c-7NjJUaU-gs@KFi3^s~K--ZWc zRSz8Y>9y*L2v}8j3j6Z7W5w)5Okq%9Ew-ll^~t}?Pxe2Q(&K*lcb=g%iF41hO&XOU z94a$}K-SA9UIC~`WV<5%G%O;n0Zx({M?dYcCu<&q3zI!u?-5mtop2$$G~y)7)OJKw zGy-@v9I0Lb*#5%-w2c?G2+P}a8A6`!gk|=(?lOCvshSnY9p%mC>Fw?wpmdFJvy0!_ zXfM^C6w*&wYu=~7PVr&3;l3^*I%H6~A-s3RnyI1wblc}0fs@ zOn!3m!;7}Z?cr2}{_i*n&Z#3aYhrsLyPR2?#V?Q7_?{qZ^lAE#EfPsF{qbORQCN8P z+#w_>JO;FdAiNv)b+0L8FXpv{qBP6dV%ZJTiq!a-DKa(fi$Chc+|Sh%rr!UpGcH%G zM7AX|+W$1uFPL6C_a030w2$C%-M8dF=D_f?9qsao~Ddu+Sl(#%M~yHDoJ}_GwvgkxesHXn5ppIBjnp zE~9Kq8VDU)#0sdfolqisGj%L_fb~8_(KqWZCS;>gIC6 z?_V#tSGSF8uJ#YmUab$5QOf$p{G#{qQ}Q1dkG_GqC7_np%0y9-b;yKzg~&qcWcJ&v zE1x{OkY8GYZ4}nn6w0cG{zadha`T0#5nkEF{yiwXa5$W<3fL{6m1Y=|H;d z2uc2S{Nh!%LsLQD19z7Wtd-E2*b?@xh1Ushz1enmiiI1>9GgRIPTfPc-?o{=1=GFV zkzF5q#WTwKS@o_$5IY`@XbK+)c60SwvVm%U^Mj|A-`Xu&o@uo%g@)`YsT4-}Irfjj zhQk>;B|7y{0q>eus4m$5Gz6x#Y{y7IoaFLo>GvcP6{r$dhlr;}ssDcXLC6=YE|wwY zNS_hZ*sOZmK{o1$ox-s%=iNQHh4#o4~5409D&C<6maN29FEKddlY&JRuI8w95hxG}r&HRm3U zIua~XF5299m%4oBOfapnT*Y7LvUpc4NQ88P>(ZfcG9&Q^MB)?4v^O@x3Ct+U!wd9&GQhb7Nf2@pt*CYM$*S^8d~r zUQ>?R4zp@`8ZoW4b-He#?o&hmZOs~=M92K7kr9sB)PXG+jE7pF^y-?53e_6;na6cn zR+vv<5QkIJ|D+`G-q*g($}R3=Xgl>{A4_}E>j3H9C{a(EhAlxjdA;pc@dtVFZaqX=`uc9Ax)Itrz(< z-CUEx!h7q)lED4=_>SZNr_#@Il?JB>cC@pz75-N87scNSJYonrW-^6p)=noMX&{eR zkQZ@}zwG(L$(KYaphT~nBSuj6JZ$CUu@1~%l`s!|4z4->CXp0J*K`lXTB`sg+| zkgdO@Dc^*n)+H2d1XWbp>ys~D3r)S4c*yu_e@zybZ8a~B1PwgU;(9#)g$`Bx&Kp_A%=dqik>Zm4FjV|% z9vuafrg9fj4?Qtf(tQ3>li5IDugxGJjzFv?2BHPC8)h%yJ+FT8ZVK_{E=m8E4D+PP z$K6*U&_k5N+$ng%hAi-)^qE}w;aAK{S7;BT8Yr@NMQy65nQVGAARlxh8`&}CGAaF*U4 zC)xxa4H3@N-Xt4;$@2yttZ4bq{WE()bzNNuoFwsM;X!^ zV^Z;H7MK;W%`W%J(le+btk%;Dg+$)~5pL(686Ymby*Cs*-u{?M(pHxT%Ww^0l;yUE zI|vjYqNL0hRxI<$x6AkLp1{O1mCslnVrMw5d&4Z`E$$naRWHk6;*x5BM}MgAiZW_S z{@n%f2oF>fc`c?F<@C(2wV8EG#S8DP$P+IzKW$Jp+d4L>5k(hnNtm*h@{5J|9eKR=-Go>aVGk>D-L5aW>}Q_19oz8}A;d^m4={{6#GGSv6JM z-?o9edo2!)sUfY_2f5Y*^8}Jskxd+?tKi0KUx3-B$dsc=yTDsr07=CwFi!$FDiRdj zSwM+FDP5*a z)KP|I^vtPJ$X1CV6~05sM-$_XoK7YW$7-A#e9TJ8VMe1*AUq(LL&pbmHYbqRS=!0O?2c_ur zCZ_&Nc`p8;gJ{PLkxzvgrwsHxVGsW(LDi*I)DWlRyQ)oDh|> zhyB&X8hmK&H)8GXmfj^;2jv%*Jo+FcAVb~dou-PCH38MAnCV7!4ENoAKIuTF-)wqr zYJURe8+Ia>k=QNE5h`6H!vo^9J5>K0)zg&XXu|#|$sS$yxHfCeLJ0!y@2Msqs%tw| zKApF+ccmf4Ce0SeE?{?0wW5wGyjHpT6pcI-P?X=BIRg`vk@+O0|88gZu?Zf#!FFTiBb=vCA zNx92pf_kK&P#iB<#2##>H|JV<@1`E^6(~QUv<6$HK=HerT=>T|!rI&WfApO=c_+^Y zpef>3XS>1^PO_`Rpx#xg58D?HZsjjOb*iQreWL3{;1W3q%Nw#ljTUB$Yo4Yd3YTyz(PlLTiL6oK)et zcSIw>A6IC>kA%cyt)=EJ;(6s))9=*mG5DZ)HFO7q`Cv08F&U= zc?U@{ksw~&{G*6u*T!WU!2NS??B|5Yce@U|s^iX8))hw7@6)8yhX!#`57J4*iIu#4 z05)mr=#-8y!NI+UhXiR0Uz+@Kd(0a&MF8*42G2QQ<9_n-XJMsX#=iX^8R+TV(9@IW z0J!P+_-B*(q7bFWgda>|WVBnEL{7KK+7@@Em>Z-v%bM!qt?x1m;u~93hHRJcexjaJ z;WHn^S{D4GQ=f-EuC1iE!|M4NH2xA_CsT;?&E}~FTkD;J<26gO= z@+!A!x^ltL)q;+zkwcFsX3w_Io{e-A>Srr(zidQzN4ED2tA+zE*o5co;BJp#a40d^ zaQ!Z!^nLePzOy_JT9{~qI@7BO*z^&iY&nBRby{Nre7Pj8xp2{pyz%cj)ofnq}xHy+1aFgSi%TToBr7(KsChDc$?w7ZIJjB*mABdxnt zM*(`;!_Ym+_?}hkugSoo4-fIJ4q|tAeV*Be=tmui>S(AoZm}-UTCXBDbX17qN4{yf z3K=#uuM6Erix*TVEFLCQtxhekG8>H_7&edyD^=(-_de;cpf-2an2%1P^8hQ&^Bu8dl73Jf zolckaInLGQ1nQXZ$gJb3hNO|(S6-z)Z{G;}<;%wdih?1^Ct-bathEbx;EZel&5=ZDLAujHw=4<>5ulHC^?ruT|Dl%w7t{|DZ2lNPB!rY znT{?H8VlaNbN*~@Xb5=4ZHMX&=aGcHZ}&kDCI)B6_!02P(D_@9sdPsQet(|0+9wCP zp^9rd-p2g(#p&R&@vpe;7XEXz-}znQN8@FMxDGtyECqjjI-YFXCoLJ>E$iDmwmOO=a=QY&t)*=CT*HOPRs2Q@HgzSRzmWJZ^{IMC|}!uH+sy@KOQL1cdu2jN84xI&DBVj+!3xx%?vT*RiF9<)2;O zhvFFO_Qij08xQ=mk%vzrGtFwHf`ER}P{959&EuS$6MW4}KY#x0Dwtc|t=kdz-k1w3 z35k|#8g?kewyOfqis#?khIkx>&JKWki<@xW@)5wj`F}ra%pzYn;WXSziI&3u)^jA^ z}l1DClKl7XN2o4&3xzlU01k zfjrCxet_fw`r{eW0-`p^UM56XmI400eS72y5F$(b-7{e1K|ER;6vc?q3$k+v4H2%z zO+CE@Pm_o?Wp{V?Mo(|}j<<lPpmc` z2Msu+SG?=*!3+k^k6d1tQ z7(U@Djo^dX;q9Q1T!I&cLVv_hU3LfJBRh01i3R<&1q*lJuLt4~V$QuVab2s$L4SrA zptAT+H4}+MPL6v$7qO&w6Q61LK zlMSO7G(2J6vuE3}5v{=XwT2cGb>&Hg*s%+%ERikccL zJaXmqj_<+|zH9`zBOsXdr-<7$xFER!C~y%hZ|f#tg%RQ8wQc$D=QxYWxCVAaT8(q`_KkroKyw# z0^R^%*+}C}k{Qh}G9vo7J@vs_3sYXB)V#651ze$T-nSU~kT1g|N~)rm70Tx4PCXodXL3+r&9ZNk&+T0G|pO5Cg*HX5*A+IQ1Vk-ClJk zsldz%a4jSxCI)5AT}D&`lyq$KdvyTz0s5Z=%&%;WPdH&Df$;hJfYHk=(a`g^-XI-g zhMd5Dz}o1)@d~jZpa*(;=V3~pL!n+Ex($#@#~!U3N+SggvkpwX1u?oG%#m6^&9G0r zk<4nVGhX+50Xc@Q?s4d*M2B|kA&fbQGJWTQP8!g?!s#;?GqVQh@+;6=foA&pi=Gzy zl|YFl<*0dlzKYnh@J(hwRIan0nHIU)LI@V{jze54qRV{Zj}k><*sBtKZYm zKud7|xu2LAm$EptB1{+MkKNtVa5s#^eFci2*&A!TTLW@e^utf{Q* zcnfwDmsi`hizMk^uS;icUih4B=55qiO8UKoaI<@$E`Jr4Y7E5$d7o?($T0jc{R&&A z>Tz6s_4uY9nCglCnCjmgK961m4k-Tqtcn z9KO-4QE&QC!f*W!KEzQAd?Un_tg&i0ZrG4uga&M_@9Szu{`b~3n|`tKDxPt8?t^VAgujaHX)xpZCYzfF zvPEH&%gU~}H`nQhL8!6SgrSocFJ44IUZH;bLQGl}=F;$CFNBN+W8BW`exSl;Ap=Uyr;pzLFg;B0HCFfpWS0S4TY3>vB*e=vw~rEa^lW%DYRgkk)I-J zhvD+IGsi45)?lT!h8+;c<)ozmPk0xIvI;n=Z-{mTloH}UO%U262dQV&H^<6u1wX zmy6+a>~?^L8X@~&+^{*gaSb@*tjLxO3MDz2pNk}je4J_7QN7!MH;sW6 zh>h9Q{lUFqBYRf*h&Hk4oi2Np#T|BLi@+h(f4D<$>K7mhk&giX*aFy2c~K+O1K z%k!mS<=uFziqUB4slbX!KS4y76$nJ}_a{!Dwrv1jb>~=>Qw+wnz7M%yI8(%8dGDIu znzA=r*kuj38V@GnI>81t_Hyr=%}O-(*EfgGe9|RMr927hrda?eF13 z*ntZziL^AZ+1*}qsWS~b`TW+&=LrcX=lGR~PmoUp@B=%tbT@E&K?4;e(m>ij`8S)_ zdl!pCR)OsCVBxPR2L&L#eE6a<+8N}*ACr$9V`2f!uR7c|Xl}|uMK=eXtRx|`jE0^z zEHH`O(?y!T4nz1I4Q;4Kkt^ci<&A+rlC%*_%=8bet*u2GH$?-LnpakK6v$-z)1{wv z1Vu#$;EY2$lu~+N>}2M~?nQ4d7|k(2C-`Qy%ttty%8x{D2tr3VEpG o{~=F-g7v>O>H9xrI0xLPW69WFadk;RvqZA1YT8#yR4gC<7nKWsY5)KL literal 0 HcmV?d00001 diff --git a/assets/posts_imgs/2024-05-17/dataset.png b/assets/posts_imgs/2024-05-17/dataset.png new file mode 100644 index 0000000000000000000000000000000000000000..e4d4221ea13b934277fec997968d7c05103202b2 GIT binary patch literal 25667 zcmaI7XIN8T)ICTQ>77udH)%mZdT$D%q7)M$^rj$9K$;Mc4pOB`69uJ&UJM8Xq)7*n zj)We13%w+B`MvMVGaqLDAM)rW$<4WEpR@PcYpoOg^vMHi3U&$t0s?A1U2Q`G0wPHQ z0>Ye|H-NuPtA6|r{G;Hd1NAa;bMW%9eq&GY*xJkewVT)LS2jFv?caF5a&wgi%Y&uG zd0u*XxqB)~O1k_%9{{_(ag^*{g&F}jA$Qk(;YmP1YkmD9EK>Xaih#hjQcqjM*f)Fo zpO3HE${BwD#PeP=rz6>~Z(D2>VfE@f_qP62=7&AbU+NaMuMPjBW487qWrV0OQFF>Z z_1SZ%3;EOMnUD1*`9rAO%&H46PP(7nQmV4+sS@bJHI?^~aI0XlFFLBcFW63&`upkV z>FGrnEsBY+|I-th47$D+duXAptzCe)?FU>XRexF50WN!E{y*Pj5cehsl}LTK-y@v& z)W|5*v;6NuR8*8MP5+0qG!~)9pTaQqyJl=}d-{a)-u+tc`KZqs0lZJu8p$2>`;&8d zX5B!gzJ-&M69Im~+1XkDRvhr|@|T8&%$|?JKBxpo>8<4S6)l~*y1M^H)%yr+qqld{+lT_kwzSKRdn4fAZPN(k|DiI!7q0~#GC4;vCtXrs&a@vy~SX5=8NJ`)<**a1AoWH zM*jZQc5!hjZUN4Y-7QR>E%sop%vAmxa3Z#3 zKm9)Xy&7%T9_2(KrlSKNEtB)2`n3Al0q{UlnlCn)?VgYt(gobw`~>MweDhx{>`1DY zHFcXb&|`1YDb=@9I{7ZPfI@jeZxF7-G=U5e831UcQIia+d$n|2U&!*I{f)%&_ zj*f`?KWu?dm12B+hCB`;y8UE|yp=SAr4rt{?eG5!jfR86@IC}_^iVf2S(W|Qmy0E* zpj|?`iW`cbTVdyZ^ z&D|)^@*)q!e^D@$MPTnD)&o@H1xDdQpSMM+Xd#}axYDBp?YxbyfYK z4-!hG40!ua@E^UK2->ef36$k#e|?`vUQb_64&5v(pVAWSGa5@M-Y~qYQ~msAIc3r-c@P&=y;$fxPkUCX z(m6f&I`|@#;5+1$yCnOVwSd$1kkZiKwKkDyNtETpZMIm&ZUm(>j?HT}BG27doniKN z(S;ybF&INxPT6y^ez8l9=L+#YK)FW0yj~`~5v6Au{;7k#%^;kB1>|HjRv}f&!Jc8a?nKTxacp_uIVr};XMqr5SZO78qYhR}g-6{8cYLBnG!F$I3Wr`H8 zVH`&fU|wCH=Z3^X1VJoiH**D5g9nw?1ERXs9LmyH;0t?$bpIk-AWjOXA5Mw*9SXhn z`@kB14s$1lwR_{T6PLfwkJ0+aG1Sl?j+|bi*bpOXEVH*Dfl}b}F^y)3WDad|^ZiE@ zi$gX&g2>jjY{|{+&_;b8U?=LR62rzuLW3-Mnyqc&q&vD5MZGG1gqO<&=UGp^Zwbs1Q@!6z zS-F$---gSbb`2|sK)u(x3~nPb?Yv<>+QH-;wd}w-Vc&hb-CH<(}?$c%h&*NN0N14qeZ)EMfjwxI*0{I z2JvGu=2|^bN6gMGu0O1OQSqt#Q0X)qLRP2N`bn}i4>ltmO>v41plI?LT{K8Ln3qY| zKUk`;c6faxn9xkq^3lV&HHKM#-MXv;UulnSi)(54e7Ecokl=K=f#Nmo_G^0gK=}0y zp#@Qz(B4oFow=t5H@XzLJK6D;=QS%Ar%efUm;I8rZRyCpR(;*Kf_jCQBr9c(aWn9rch!&^fp4cv z{R*X%hmVNHkJ!PrI&F)lnbI{u4|h`2S63Z2Ha1>5Ien?GuLo+sE?ad6+2o)0Q8B4B zgX~9=cd1=toRL*U|BjQ@^kr=G0@_~O5LfLr56QcJG}7x}L?pAx^V0=8=blPBmvdXLcM_DJ&mcE; z5#v`_Km0h50F$`-shpL^&_(4FF|=4U1~+R7l;|_B|3$F}sX2m88 zicd|-SBIlpKhQysKHVe7+&Y={G#EcNP(3Tacbcx-F8m4)r!vyE3-54F^bPGtd4K=B zFG$Wz zfB8K*9)md?<4RoEPOq<*t)F%hi&xr_cK~WR)(^WnusLRb&vmvnJuEtE zSrA82`XmKbNH2h+T-c6f{79u9U#EYbQA;_`_p=oV*XSk=;#=lJ{=Rq91p|7=5s}=3 zgV+i(imCl1n_K&`D{L~nY+uoQYy-S{FPc1-x}I5Ds+|%>M;!`d&_$7Gx4HJ{*sU1v z+2q3T^e5V)QkLx|>MI(7G+fjV%-;Dis%D}R?Y`{JrK`72zKg8Seb5^2aRgy$9`8%c z##SGVn@M{tY9CM9(&COP;Px&Yv7IknU3ZRn`J}8Ca(>Tk5+R*#x;#&Dw+rS|(y|Ja z63!HX9m&PAjU@iS|2PrIw4c14>9qydB!JhM$Qa*x&k-mIZt@t{bACG>RM()B^D_ST>AO&O==XjJ~kGO2k z{++on{9+uOykbWa=AL61X4+KvXHa3M<-(Olem=NqaK=8}9O_(FhurVtxOk_+5=$T3 z*{J5`>goWD%~Vu^kJzF3{_FLs_2{2{Cz<2~dQn?(rKkb{!4W~YgE?JRsJH5kaq>25 zkJQL{B1V1A>BOVeS-;t%pJcx4RTHgNrLVH?V*dtCE{bI_9k!f_r*a*j183Y&D)>u` znsf_Sw04v>pUwwe?Fc2zSo_)x?=kDRM+NG&;vF`K2VI!Yt$Ie;NPdha-9JXqznZ`K zDRGa#yLNmtk`wi2eL;P;ypjsBuwK-*|IKFz!)47`;8s2Pqzahs`Mq*+vBzDW{mVmL z?EGvx=oPzn?_TA&sk6sU1Lk1Ao7=OUT8_Ydy)eCcr*X4-${}lHYO1Gh!lG{}L2Zyf zLD}&49iU7Xd;o6cw-64>kag*t-jyDdCl3Cap!#X5#u2;zJ@256jN1#vmC&t#?Uz0~ zT}miMAnf`iek@mYb8UK4U!&Hk+8+Qak4nitmSwn3!1~wdFDixkKQL+d{6F}t`-1Jj z`?{U+uP*;lS-;71d>eY}y=AKj7b!E@{F^zbQE%pdrJG~?On&^7^KwA?Bd)CjUbX7U zdo1wRQgNQ73n&}Yc&eNPB6GS~D##Ia)H@TC)JRrpj_4@e7nR1+TJ&KI6@ z(Gi7d)^Yd*laF5x@jkORa^QWE&qZ$k?+=ti_TiW(4o-wUC#{ODCaXaU@jrv*Ge7dt zI$ubaFFN~aE7fMQ8O$A1`B)zF-~+5xE$*~}9A6K#Iqr0?T7tKBMnW~N0lXm>OuqZ= z*_DOsKIHsW()*6h0tW8G(Q@SsHq^y9_gN=>y43F34?Q76FYmYev&52b&cPV$iQ0gO zchr^P^{`28S=y&vd5+F<3s_tqI*q(7_yqqTsM?wwTXjkaoyf{4Ja0~meHY%}3??81 zU}c|7&w5KG+43D;pM5VweVXn?e9!K=R=?WLyEL-$Af{krCmlBpe3N;fa<>-K8kNHzR|Mr97+C9)3IB#bRSwpW&`sQ@gOc`kGs>#E%8&x=H0iVk#Dz z8a0|8+?sad#c;)~VCryPlCmJy8O$aaDf=OiRgt?x5fkjK`O+5FnU9<|C5{*I-39Y!+hXLgGEWGa3#Afp-5S~ z%!l9H{cHI?c91ojLr{&#nQgKm=R|XioXzqrn1Wf_gISu46~;Y5*=3n+Uqz2~=gxS%tAk4>CVN@1Qix=n@4JbzSogvh?Gq|u<~eehT6FXT!F3@U;+b)u zIg;O99ld#j*f$q{Nk}C z;g6b8#C+b!f?{b8l%=CfC*A6Hnj5nzwT_CReFjoLid8u=5ywr5uiq;8ie|z6Y`M-y zmzs`d@i!xg-gykUOm0U>8a*?Awy}3!2(%V<9cu-6@>;#ig#u;g!o$Kv9^DpNmx)Tg zR|nM{^E{1`U}W0{I>6h6E1EyP?ve$r|9)j3GVe6lVZvoPeR`v9E&8kcK_pq4;s?U( z9#%>dIS;zSC4_ZiCkyF01NrrN$za@N(CuF?tT}&ZEpqNT@m3PnqHi3t1sNtD?3#Pf zl^3+JF6J-! zVQUYX<6j*8;K9-AitnB9#yn~#6{0$ChNNRl^55(|m+6_mhUCC-T1kqo?v7vbKhL>X zvc* zE}fRJ*mvYLG?id?8Qd+}B&q!CnG1VUPBc4g$s$%Q#aztz|E86IcG0e*s^cBv${`9x z1pW~F=o-#iXccQQCfx#vl_dJkY1a zR+a!7=QEL@@TpvxCsYVdv$sTPP9o2|_>#qdVj#r_En#+6l-7@Bf{J;~n%8D%+gSlK z1>pYia0#VBblx{q{k~%iT~ZW+=KAxO-l|mQ70biJt;tt%V#E%5uQQZmfA?PR?Ff}k zBqQFZ&R9)C1?D@$r)?~MT{w<~fh2!N94T17!5X#mRkTs+_4UvfB#+pxguw(FMe@ku z5vC7yI6~(uiJ&hIK#AFejPsCLpWCc%Q-eg--`NB|TfcZ1JzFd$TW(_bYAslJPOgoj_`@m5P~w@BT-i(xXl zaDi^FsI0Oph&M@>A3p#xN>Elg-g;Y3NVOL>q02T!)*31uPZvYa5?eU&B^38Z5tWJMgIQ3eKyLRvu@$>pZkT9I+#g zl2a2jFY_joL#_MG>3|rhrsvA|yu{NvqewTvT_#(Q6lme)%U|VDRPZDfo?6a8{BKHi zcm8Ww$H_c?c4yqnbhm@F^;6|4w(?jBa!U#;M%;}LElex-uj(iTy4pR`)?2FzNjWEIzj5Y|6#^=9D9uhdb`aJW|9H zdmwn^3ZIm|^#I7;ZS+8_e=%scA1EV>%~geDwt3syPE+{ylRf3Yg)|5O#$dPMY&`l1z+zH0LfX^|l1|>u}TOX0rc^Y1l zQG=~xmjrUh+{oX5+hUu!!N@0#7EdgPRtX7<6k@lcGnvc2>-HvG_s}W9o-|HF-D#Y8 zs((D8x39i&|D#sq-oV>f48%w`KP*xvf%yIY+^Gm8FwK4w^@{;@B77!Q6FKrc)?-1^ zhNb<}kUpxu>AMgCYx#~1%)OaGM^Y>2I-@XnBuTavsR6uf=<<7JNfMzYr@`>~b0~)R zMftpj?}O}#r+ZNB3XBeNp@rCBic(1`ul%VR_I)uMy}m2zsQJ>9x%gv~f^=VfZrRp7 zIXNQ;ZmV0hIN$oOa-laC?OXD>+P{R0@bN;Nasof}sv-U6AV8cE zy+q~CMeECYti3}d@c4--TV9|71+Sf03PIT)uxAZE7Za#|GOLs3vJ-($A zL3WL^L;DqR5tig~Qe;)ZEznK zN^|;UTG4-4f=8#JmwhagqzZt!ye}Z#ZZl+6Heuy5ae+0yp?^s5Ts(a6*&Efg(>noK zgAanW({709Hbn@|4eieH*j zT7rr!Rp5Y`?+713mIUu4WeX9K39SYh{Le6Zb6+rQzRNaVS}#cB(kfYhhuExZnW;CY z9e;w>QwI`%$mD1#=SNQ(h_|xqEb8+P?cqw1Sk&x0;9^I1u{CY49(tr&g+FUziQ*+I#!G<5RWruDFg*z>@LjWqGUTY>ynll+IkZTXfD zI#7=6mb-eFtYcoFEUoe$K?Mrue^S*>qx7Mx>pqwNT7LG<=>gFmm0kk{hUc#p=Fd*35pm9^(f~{DjG}Z_rB(BT;$So|8P~tw$i3&K788ba z@EfsLl!`ky%s#b5o=wmibdKR!FfxbSwu@S?_jj&p58P!i^Cj^;MFA^l(a$RM6$AMR!*Mw}GdpG$$vgv9U4Y&7cm*ydxZB0Y%X1*xe=%q$k?c zJRm*~;-^vXoba%CT=8|Vv~A2hYAl;Hnsi>1?viM5<(Pkjfs$w6A5WeB!>xfylx9bz z!?xI~ER%#}ydNnOTxapv$DmKtP+b`6$X#*t(pCa`@h=fJZ(uX%+ng%MyU)_W75P$4 z>m(#v0VWqhS)S7#s8cO=QTPXw8vq6Z|BstHXwo43Aw8RHwkPtuuhnFU*5}Zl`8|h& zx#Cun6U*-TmGs!I5H>PdkqjJ>=shuxsEZaLj@!p|__{kgJTA*d5u5Zn_9MY2^ zvXVf(Ki*uc+pLw*nvsEC3cf_T>PS9{NYy{9@sczsR{^UOwz7LVtvj_Obmn36zC#Q$ z@QCtbVfh~$LvQr!)Vs~07_x!`vUUUP0h8kgX)<6H3>ZQiTD_t6Bzq@jYSH?<|sP zMA2tZOfz)F1No`O<4KKO!H@Ssl4WIO{dp*x@8iIhPKQ|dg-1l(0BAUgL6sAjD(=+Q z6}fPO;EC#)T{&`*q6L4o>pAPuy$?`no)_Ccu&uV$cFp~pYQ#EIYqXuX5p|p*bmOlTy{pLf+1n?B8xsH{cSuW)Dl*CHV}c z9LN#-kD{(}b~^aiKW~zvAYlXrssrxzWb&|W1CK%L9#T8>r`F5mqVFZPyg22Kyl?1F zvZZ_JDnA=zt0tF*&rX7N(2+6i9{CbjC9=zvu`7wHc$JZ#5BEwSZGd{SHZgX=*UVHl zs9$wm3aNygn~9v8vs*q!5Rm+69m|dD%-#POx*Rj-plP-MtRG4^eemCEH?7w+FCyJw z#B-;P0o_*S0P#1D1L-z>j2ARxU?6~yCcQ$I*t+KrRF+Rv3X(aZd<^EGu(AE8eveQA zU~1!%v+u(}ltF@X{j*3%&k`B_m9p2H0KB6Tbnt-lxu-cb30M$r2J z&CbQ}@s;xDowya&@<|o-D_)J=SvAmoESPSik0LA@_gf|Hpvlyb$KcW6#xm37f0I&0T^dym4RY3v|LP5lT?b@JoqiJ=L7=>^hdE zoeX$lP4x+aio}jWXFup@!+O3j-nZhS7DvV|N-vY?>gpC5Mj~=nhYAmMHTr z?flk?^B%zB!Hg9EgCUx~K~i*{md33=HHxyLf1y(TKKrC-UB8o;E^~F4{O{QbVxqbp zZClTN(i>7|9xI`6Q*k$RnJn=g*|ei=?8!q=D#x_=ez_X{_WtTa$y%Vjx)v25Tk(bJ z0u2R%1@td;OX-#)!~5yHB`5d>$R$>V=8Cz@Ac!jZ2bp`tEc7*a{9toMZqv{9Go{(F zi+BUl>V%tW+&|oMO~Qy_QZ+zV@-e6<9M}mjB*3+7VW^H61yO}u2%OYnrA_R(tm?`6 zV~fTa=7_o>A*?6sFe#@G(-y9@55fO0AXOss@H2MKCS1Uf?wU2KYdG)YsWm^Zu{v+p zhim)G9e2%dNOtRdKT_qIjlu=Ezo&ya9uW@;;NGd-EvP*84F8GWcql^{9R$!tXMT6T z(2KA>o@7oMTWw;0i6m^a_@&5A{j^YTtwx?^567R|=I=Z4OtD z2n_pjvDnn8srKaTU}F!CaMZV=0O}ZEEqeCb^fVZy15_qv$EyS8npPd#?m$sY0g`0`Q+h=on zZQa{sV%b0bwi+$}!&hx8-au#LdC3fJqvp9}MuF_TE1b=7GUndTHj|+T7kAwDu^CY7$WzZIQbu5R zhY!qNX2kV9&6yAgAP{v} zgdtf+2&@3#+5lz&l`m<4_yhmOVy&OhCO&s@OW&#t-l2+SGi%~FKD)Pt{a0DfLD3R$ zwBepgHnNM;VUA=LyOs3iT8;Db4DkSxrc@LA9(=O`_xzb{^|)H{*#lDs!#s5izu2@H zg|jlFbF)CRpoZxNBVxr7XlS+G4n|SB5~OxJ`pOW5)Onb6v&aY~*<6$4#EXExV9bJK zu7K--O4L>e#}x!-1sk!stFLj%ZMPeD)2d1s@{T=#$p+rdZL^`(y}iz?qV=)#OtpM9 za{g%c`)!hu3SeQ!V2wpJBP0g^BAL)Ll}xj9g7+>hf|F>IsVNMOzFe8Qs$akR+HPBJ z36D#A<$F804*fp%5ob0XS*9mViG#)p{W=OSPckvul`6$|O-GL{W|QSVet1iZj`B4D zfRwiM+7>jk2(5~R*8H=!#NH+cc~A2WHt-bW>Dv`tODa^9{aor4mtxChSRQaz*yy-Ch zPj>8(|B@>MCv#HX6x?0si$aLm`w$B{1>GgkcT^e)qJjOllbIpZjIZ!SnuUy1(Y_V!$KT_!>NDCZd69$-nZeanVqSx9_bpHU{r z-}cCtWRgZ~iQnh-f1eErcSh0^_5F~#`A21CXbdpVb&^i7A6~@hS_6ds?>nnbgIx^R z&ztuC6RI9`P+|yNkNhhK4@BkjzY=qIPFC!lj@*t#Jdyt5FEcGKx9nIN{|r7u`TwGh zG0|v`8}?8e_uvpvJN9{3oS zi~$`jO{=XA79?;a;|B154A)!Zef6>pV$)mv%md|e#hG36c#>M(_vOxkIA7;i0M1hU zV!-N2sE}V=>Q5$TPGUxNB@{?v?Tf{X?n;|~6dXA-7LjA@xy*!0DB*%%!AaskU2s6G8)|~ z&qV_v$Xh|MGHI9c4Nf1cDg`T#n=Y}X z%C|t%MTrSQeD=RGr|3j08qPmuWfhl}el0GJo}QjIjO3R>K)3P$R6H8pbI>3n;{Mg0 zdIF%VY@%taI)9!7NC0gkSh4K$KFy690WZ}Lb!Z~MC{Wt2gSwGQw$yZP7%8j;ZIT{z zRPH?Kamd+Fr1J|Dr29t@pO zz5gHcBbNw!l3@Yvzp{51mE+9M}M2x%h)H0_|q*7=NN%>1@`Hjq;({q(i zzGTi<#9pcd0>KoBH$vqbb}*|;r%pAx@pG~$wNxAe6QqBmxG+fa@7l#7N1fN^%kBAo zbIJJ}2wFH5w(qtYDyO!HiL~s+aDx}-cegEn-Har=hB32Vs=rD+q5e{Usr9BSQHab% z1C*8T=aK5qP3qS@kJg&F)jSB-f{)Fr1TBYN6(3ni#cEx|+0B*nkVoS+CQz|#X;dCQ z=I1=SmzZV?z#DeJ#tv7;NWMF6!xY|hfdVS7)Q1-()BtA{s}d&&!IC+Evv^H~2mOG8 zQuCu!ksdQvCO<&sd}$G(*P^E@(f%nY+pVKic%KI9sTM~>2hYE~@O#+N;c}anHtC^# z?!%4jrCqpxQ`9qR0|33VMf5iUQ=Pwk-^x!RkT!NFyi|o76W5FXl0N`c@XP>9BD!fJ z0!S4tlw`|ZaQ~Mj#$sBorNJ)6U0*z+V*H-luZB-k5AC&=OUYismkF0+W|&nD-UvK04{7<$n3WZMatZhh)HE z8c?f7^5x=G%$vbYeNkm^BbY}(EqGp0?8)Ox$;g{j43z#`ROVJ~-fd%{G7hg&`aR+k zK9IDzC#v68uNK4Zm0*=cokgWuzzrjnNx$70;Vd?^qbIO90RePK{0v}!wPQEFm4qw6 zB+%gT<^v}l`EdbxOF(l_iknS3l^#CxdHIvw?9#;Wv09t>*gvo^@$A)J`5NV}v;&U-IM0fLo!d3eo6TPDely1{`m7gMUJTCoY3 z3XX|xy2aL+(?-h?kS$0qiY9E4^goqx;wLzYqD> zS1M~zgKE3}Tv#fzS39wwy~&ps)RX={2K1T!wJLjGNW)G-v(D_=zU?nx>o1VWb&q97$1*D8IH963` zm~XV@406Y8*$};w^*Hz{j5kScSF<4h8;t5mv9D^FzEnsNrp- zT@I-G6Zp!)$m6PqLMkbSa8j^hGta*8N4?yictKpyzgwyS@VnF>@84ZoGoN}j?LuOd zknH`UMvmSs+Y;3Q;M&5P%Z;jkaM~cr&{9=SNMLX9V$EQ8WtZF0jH_Rvd5!$I7uajA z`=I&5yW&Fubj`ueO66qDWc7~Z#1w>N+!Hcu|h;GA%D)(8aF11$pcJvkv;2`Z@+OD1+cqwdHvfY&z(X(^@~1O?0F z0?6K0ZQ}HWTEJ;`Y$qN#YjXKEf50R4f##`Lsmv_hX4L-ID|lz0r$sxZZ$YxiT)-8v zh3^`(?6m7G&{bzq?`iYyf++35l3aUQ&g9qW?E@4U-Vbr~gAUqfsgfeu_h;!(sX19< zuB{=S1FdOKP^^$LL!|d0JbqUQdxju|w5QShk18&_6>UxxSpAf3l7rOf$Hlnlki<=8{`b z&BOrD(aV2ju;j^mSF%r99m$jajcULh-ZC zjm|G8s{E||bNsJFZ1=kXE651NLkl~*hfR9p4XgyntudpI+$+8{x#Wh5dTU5}MSR-Q zS#zDZ^9qoS-=+2h|MSuRcG``euj#b3PnFvlevXVVbGINSU6b7ZhTh5Abl*zIlsM*^6yS@jd58+-RLPwAm{%f%c<`cj$epeAM~ju^EQz_j>V z-LF*odoLEUMb(<+iGRSCdqq9f?|YRRdf9NR4%IP+qmny!^Zn}9NgB}d%xA@S0ycBB zx&bFIPrg3ZR@nPq8`q-wEkN)DWJ$I9J8MyOU~ zUG)&PIEkR7loY8PDc{vSshfd!`($K8TBoTHznmx-+|Eni9i$X@7goFl1I)StBcR%s z$Uq4|)7iKHp{`S{$HepRIp*)9sYi%|-OpdLezEM1YvBORTB%PAoZ$xB;~Lpv5`kmi zc&j;#bDj>fYWJG7hdt|8_RdpdFB>@I_Lqc02RLyj(;T1VJS z?FEuMqfxjUZBK(yICP)@gP!sbe#%I$K3=*)CA{o=>NkhDw1<6BGOYTAgorCJV&%J) z3u3apJIPP#4(>|RY%#8-Ibri(m<*l>^}z1zh)R^^{f1Hg6-$uc)>mb3w-nSW8syAHgbDNhX_Y~jqL4$*a1i5oP%LV8%0$D<5;o?69jGbN1*SnnGh%Cw5alHy2x{IP7p+(;`L|ECp`7se)& z|GxQ&{CkxIbX>{wETg3E(Bt9@w!c^66Gc^Oij>E{?b{&)>qX5?TT{$?kbIKiswBBLIKk@FoUl2Uc+E zON1XQT~=RsozL7b<{H8HjmyxQRimA>Z?(of7ygL_NeX2?`X9})JAr%XS2*Q`vg6k{*+sw_zcd%HyCMlcqXfp0^L9Eq zL3QIN&mAzVv1^C~Qo8>=QmEMX&ECapswub;=>eHuB zjcTfwd+n+-(aVDS*8WFNWi=3+aZQpgEI?UGw8)*Ufqch5OncGr@TNU6dMZmU<(35Ov(H))V%uumr^yB(eSHP|R>7-CXHobpk zBVc3yr;hIfz_J@wZ^31?tHvJyP(TApX)tIv@uZ{WuTM|9O(i>lV?U}FQpIVpcg+Uo z_yAJp_9?-&2-bG3fdO`h?&BG^p~7^Fhh}DGJ`(9KY8-WY|ewmYZ3(c zBFLv`#-1Aeq)~8}Ek3$NXm8{B>jKs}dK&|4&Xdz-xeytTR5FdVSW*!Ys~iJ_v5$iv z{ZEqGtC3yG5(VesT`|7o$88_ewP;mRhSc!c*det%K+C>9(t#b;qV+adyaJ@Vy(VT( z^}aNTr4B{|J0M+sV3&yzG5WUGFFjPb{w<3|(U^@FIGuybMAcvq8pV8}m)yh0WG|8Q zpbP?LvWq(N>GGWsFrZlR&ldIF@PdQpZfrJ5>QmCb=U60V51!MK9wg;y~7n~#ko89viz#@9eE(M$%h+wZ_ z0zBd363L0a#Ellgm8h?^l&-<0DsICz?iMnC@q}h?`EWR$zDS!t&5F#C8i$*qZ&8H$ zGAqNsLyc|o`RS8X?@7K|Xes4dNK#YN>q}-4LMX)tKA8?xiJwb#xAS$|1dL(#)0Q73 zo)_fZClo)X0_QX_y^r0xY0K3*jVH>X4ejKq6)8U`@~Rl5n`Gd>6WwpdES??~>?9V= zH1mB|eDN>`-ti|q4%&<7a&dW=pl{F+5sAMPK>43W8XH4WXy0ee%MLTn1ocq=GD z*ScZe)VB_^5Enqa$9r0{dQ*GN z#@3;!0D{FtqZ0=htmlb3%T`~zzz-r{`M(VlQtL7eqS?oM##Jv080~}B;qP5R@q^Ym zNa&&pVu?n#iMX5s^pBBmG$waA#;$tcP~v<$r>vyZ?y77;#&EUF-!ic{vdhJohL9;d~h8uEmw!U4C@A*QN3@T0O%kd zVSJUxLeACOTxJKoOBEj(KX)-Lz<(Q6p~7USAyebPSjMU*t)7q2@%=Ym9>$AiSi4>&5h zNXLkr)wd1YlPXfcl`uh^{_)C;2tH1FpRj&QUNQ6OJ6tRb{n2kye0}J_hCk`A873Loq?W&N#VZFG@FF)nFs<9w z|I@djPniIQIaah*1RCQvP}=SH^<;@sX$}1-;#=2#qu)^sP4E%f2a_c0Q${eR;A(AOtfx3aALgIXe;`#DIJuP&4$={}PAYwEsi#A+Dc@V=&jYo{ZhpA_ejn+?`@6InTjb)$ zw3q0;AHi!u@)hi{Dj)3`B!bD>cxQha3&D+9<-zrnUMbr@0*;!^CmiD4zeTwJVQ? z`u+C^6+$JGvLzB<*(1v!DTOv!%bu<5#y%Ld5J^%fTiR>Jo_#0T30bo5V_&n+a^Ii6 z_j}Jh_jm5{$8}DpIp#CZ=b7j8Jn!}OdNC%woG`2wCe{|WDA+rd!g~2VF2M~mAsdF!cnstpj6gD3QC(^sB`^cVL-2nL3VqWn5}wAE6Zt)^)5#R{oXQ{R3hTb4~Q- zGBvEjz&o6K<=H=gdz*(hK)14JpQ_f4ES0nKFgu;T{f!WZ>HL_Ut>>G02DR=`sFy-( z7B!OoBagD&aGc3~DElB*xwQ4#hml;tZz+|}QaEHp_j3uz63;)(8y}_g86A%$(WBz; z8#5_7*Y>90k}4O~{z@)f_bL7TXXXmaH$bg49 zQ6Q;N2K7qOjE2%!(%~Y?Yzkkm9Qi|HNS*WW7ycqXGas6msL-78+D)6SoU|sb{0@4v z=>3}Y5iCw-Jc4oSL+P`pn-aoKQ}-w?yzb7_ai;}-oZw){E56~xQ2Z9JfdVs7*L1Z> zsjsF~KvCo3M!zgv>-=%&^3R|reVI>`EPnF2MknPww61?()Um~m3qOS3bCz^S(`>u? zHTmj0QP!GHvul~WDcNH))ADY#OBW6)0!Tarns4WBZE7pXv20&bujQF;#j?u3qn48y zr?$N}uA>fz;uRS)CUs0Eq6Z!^(}{i;COs<;mZ{-~EP4V!fX&>k1G``iGN)`U1K}PzAEbH>jxApdK!H8TB=9mI}V4 zZ+F_ZbIPeF&0DGod-TUlkYeD_6aCG1?V6|V2SYN|Amy`qfWUER zLUOg23~Pi1Cg~dzJ@SLXfyBfk2tLmG*h}Y_B;zV*^3JcJbk;ELVCBr8}DH?bJxwYyypDJ7oxKJMWps+Ha;cJ1U`PxsqQcSmzVyP)^mGt zT!z>yMV9ATQTV2bC(}_BIg`bmzFM(~#T;4oF1gIrhsSWv?VpW0+kR{r6;&;~V*j;| zSoNOus)iN-R#<#n^eaBi9;3*11?HP?)Fg!Al>s(Rg_X4V- zN@?@fUh5JArZ`KLCm7zzyB+xOm3K2mcvmyD9(#m+b&`zJ)i*7E(VXlS;ne&ZoG-pDB0$!*~xsR>s>C zQCxB+7ToEUUQrV{XNy)bE-c`fOrB^vm|CMuntx5V`dy*(8lC|&U0vAp!q2qRjUv5B zI2abkOtar)AmcQxzJ}oL7Qa|N9>)LLJrlCv3~dR`Dk$HT8!<-{J$)w5Y1-+bgJ)@^ zXFr{3MsUQa09LJr7GTu4Td_WT2=bl$v9>K}sQMXcPuMPA4cp-_<@cDK;=TO^1gg)g zEDk}VgsG`$FeE*{{g9tGXuHJM@aHy}D~wG@KQhv=_Ce?(804ArXKs|Q>+CfDSh7nr zyfFhzX(si9UgsO0o+h&&aFL)AHd3J0ILWNFKQ`>*b!g#=$i$L3tfHRza(T56xk_&t zOI07({|C=;?)gjL1T`6G>5fXY)5xHnocrD$kF#v*itHsQ!u{s?(zLxWypYff}B677oPA6PL2pDRf3++ zY9N7p<>Dzi7rOKni?D?Um=P-tF#+8JNard%@yqBaKxIl69D?co<$$0aD91J0o;4;hZt>1~5vjPkvTr`f^1Jcc6mG zc{ys~g4dexOnBI1S4b+P?}M5QP%}kYwH7(aQa)=1Qxx`ICZe9t6%A+{*RhX>%mUL> z%=55-z`1AtqkIs|_kWew`c&o2Dz+un6}VfFvOAp)HLwff3X@MiQ$fAzF*MP)EuG}8 zPO0wVeo9AYL=0dzLLIRk1C;>oRM0c2dt>=ljIg>F%9cSRKtHVi&Bte<9aSs#V#E=M z^CD0HHa6-zZB6-0OWj@N8`Ze!Da`0X$s0ilfDsGL5^`AE?4R>^^#l`Ba4HTvN(%+| zBIO6;?PVJ{Z#h=pV^cADEQ!t1JL*wd7tR}3Mi0o^8m3Dy#!2-R_dch5x9?nbu9Xa^ zrFLzJtWJYlQn$aesO-$;sPw4Ua}xF02Fb|IFt;i1o$AN5zW@CB^Uhc`n=1EL2PM>ZD6Jc= zp4&r+Q91H(YOtUUS99L`=vOQvXXeaw^PTfQ1+p2mi!~tUb>bycTQMhe;-4DsTohCn zJiwJ0v@>jS_{)@+-zW3=L&@3_rO!d5RTs^w}%Z|^vbj<)kfu|QvzETerMJRBuhwB?t zLwOruzqM=;Q;M~2Ynq2MjpaK zp&iS%CLgfs!{RllRnC@h^jUNwa$eD+Tu2EAei;8~1^pkT?KnyC+5z-30?0|g6+NF84aK@5H= zm&EEoMt7~*1`@qh=nA0t^kcc=Zp}#nfvpa3ma$?KX-F-A`b{sz0)@q@8&K3AExE2> z@^0Uh%TRmE*)RhQjg{176qlFSvN-4{Ts(D!@6r$S?}IqrTYhiKLq4gdMh2P z8>JZm=o<%NP)}B#DythQA$edTC5_FfbIt`%+I zCi6aG4g$ogV|}HOyW4k+%^DD&r(7Q8;FZr%XZ_X+D(r>C1q6gXq*O6jJYx8vqEw9s zgvL77`kmyLGTO>!qqP)o#njJ=3?KE?VUKFpYttIlnp&G%CES0aL`oIn@@UZ?KH_}8 z!FX8IumpiXK|6l!j!?v94Gn{o$r27AM36b`?l;GGWr=qW>Oo zmf&33@#6y0EGK zu0hbHVa+b$D*~7g)h-HA>=fO#Eb7x+whl_l@X7}CPlxQ@~fBl5SJyLR(+Ft?OPCByZyoPEuEYAWBiVYL4fGD z6vl{iuE+N{MPkU!p&}{~=-?E48!a;yP-3cYbqmfq|5yhsoV<_(!zA79*H*TltEWr{@8sD)yNrs$@G)UV4}DOxKVSjq1sK{r0Emf z+W-ouG_K;|_;MDUpxcB{KPz-N+H= zCFU})na|@-%xOu8f0at79B2|}e0Js|4n8FPbt>u7_P7MGOO*{+sD2QKz;A8-C=vdP zvdkYD!vFs__r@v)jWmhTF55xQ0Z~-R@s{Zf6L{>NQ%PUd2++2hKs~)#GWuGc@or!c zzUQMyF!FsMp=Ge(VY9kyN7z=sE7j$pIP7`|i$aTo9UM`^m@&RIZeMh(@A@zy(Ddv) z5SJiSy}lydGfG`27FfsJ9M4B&8A?Qaxg62N0+tI(U_htO*Ed=)KW@w#*sS_~43$*EJwBA1{hwDr$8(L@N|3mMiMDAp!371zWAD97_iPW zRGQ$^e&v6lf`>q8;0_(!kc&}|_+HJ#Lq2Sd$uvW42D9{C-QHoX0G>MG1bn0M#N8uK ze>6kuGT%7UAkoWzktfy79JiTnf6whZ9t~tMU32qRkRZAWTB2PTuK`cPL`~L?d2Ka$g_Bx`-E!9{{1#=ga*K4O-xDuZ3m8-n2e^ zvM#f&zYy~|BV!TN`954tc|!D62Ej1n)>3GP9G0cP2jOisI)TYJQIuGqkko7K#^J zLKv8haOAZeWg@uJiN`W6QF#g9l%Bwn06ei;dPB07_zGVflN4sWy1fnfq z@qL@^enIP(CSDa6_T?_HTz|YS& z?l?M**PzU;q47qeOxYZJr~7%~z91^2WQBe8O0> z0aI1yYk(#$-3YTgEpzkcO@ynQ92bDTUO7|J@6mDDpQtosxiR2fyQ<8pyrc%PPWD1~ zaZypcyo=e!-8Zghnr=s-zyICYI~pT=brQID+GiR$3!%*@VW6p8V-pBPWf0u3C?Dfi>7($DI++hXX=Rx zcCE>!4c+2LA~~gcga40w^w(0XutdFI@AShyYf6xhQd%sDVPNKT{c(1;4VnnMj99j_ z0DSRyAc6l_yCFi)0Zz+K!%1##VOg|i5ZX9T={;~Wohbdlsi1uRhS;8{gUt+cJLaN zxAY$X$8ZR<52&{F+{LHGL&he0^tbp1G;duuM?x{A<=WMiMhQ#>?QY1{b}wzuW}p;S zNaH(+!-lWtw{o#CY{cQ^im$o3NW$j^;&GEd|6$2n!a5;3aR@gXVaY2)`~LxR`-ONo znB9pO&ZycQ|I)0iHucn}18%iE1GR&Gv!`}BF7y}HFk!Bdw!6#oz`n^lB$#^rs=0z* z`#DOl$4^Gv72+-<+;u!2-}reRn&?jEJH6dZN3I^5*d~0|YXB={fim}Z+sJ~Bd4z_5 z7s$tPNLB@7SDWScW#XtiLj$!G%0_ttrUmG-V~>e1syC*f2k$aOS?oPX4 zF=z*FJL2k&h4w%S+cDe2sx)UYM4FUmK0=&n*icyA8szyxQw&mgIeA+!noELHo^i%) z$V@*q$4kAnaND<&9G4s`ZrX5Je&E{`rFo5$95Xr15fWt=4GmEUZ(Su1wq*`5ccr`+ z`mG))o&=19y}kWZ{s8g`coaSUtIZ1FIf^$DL{Vfk(RKUP} zG2`raKacGzLb$-tn_u64)z#UFkosAEWlaC=hU|*x^JZ1#0=7MrTgTvpHTo@Fqwq%7 zj+JbVMwFIuCKIIswtqi1k0`_t*YC1P-v0jh*iP=fV6?E>zav%<+vQ-sbHt@&`GQo{ zsV}pK3D9iStZ*r3{YZ zk2p?nn$HOHPtJ_)=`zDQf&2W1&nRp7WtY+nP$2|05{{hB35C$cZdnv|p-@=HuEl!5 zv)iUJgaOI?=713lDSDh5|FxMV#^#lbzRl$^EDv9Uc?ZI>ckVARs}1?%H;r%e&J4Z% z8ws<%mAko!qxKOMm{H?`Od+vNp@`1DI-m6w% zV!iDLc$|*5wzKEY*SsFe5yK)*HBtY>*)&qyDqn}OT~bY>M0pbk8>;iOTXYeOOXVJL zH>?C01VyP*;?W!ZF;FmxKX_GHYIg0a;-Mv2zst=}i#Ujb4Q&ESKXwv6y6 ze`8n=?ecB$=l1HcoGYhN9J6XTk@5&q;2?qFn1rX!T@qS%Jv9Zig5c^Gi`VOiz?Hr{ z?Z62U%4u*t%s`+3hjyK5Q|Xz^LzF z5K=a_cInpW(?ha!o0!}0aFz70)%jrVWXB9+NGtNq+nnr zW#!~n0Jv^j`i_i^-vOT~W`cm4437JpOE>;>+N)GZ;X=v+83K4Ke zFBCA7uDy3Ydh%g^w`ppx$jBMOu6QBzHx>zk&PBQlH~m45z|`h5wz52#A%RJmUKt8( zURx7!eXtuH7fUyin_tS*A`j{oM0aU9IUP++$o%{4-$u^C>7P|u1o4u*+^(CA$mFn~ z#OVl=mV<(iF8aciKbKnE+vf;zO@5Thb{#~_9Sc#(PJSx00JoYKR^5733bE!ogpj?Z z8-otBY5B?XC95s({T>JI8&_y_FfLvq72pr0N?Q{&_7?PRh>x`qd-<7cvnz zdD1dD5ZmnxZj{*pJT4auST`?rPO1+OQBI&FI!D=1(VN&I*xHtpCM43z$_5uoH_WhW zord#Zie9BbtkKohc0F9Pt{&F^PM>2=B%C?SdMl37A=mGEP6?b%vAIO|VjG-~PJ!sK z=45o=p#SP+C5ZV6FdV12iM_3@CXeUyBq%Bl%v0AgaK@5{ziNvYenT8lG5AF>4yIoa zb{l-rth-d!il~=fZ-*Z;dQT6PJVgEV=V_Ev z%U-@jhWGk;UDGokM@;f2WM{XxD9(yuVd3T=VEL-XZ^4HCeXY`pyQ{tttl`~`50`U5 z(g8eI9$eT1N6(QDQWoz7WQl07kf;YfK{%`23fGktZ{NQ$6aK84Q7uao5kEdT%~X4XGt}5R}V5Xz~Skq_qB8Eu<-i zn60^qP+B@rw%wW0+mm(s6nynwhYTl(OsqE8x>Ci4>`t%7X;Y^(RkN4JYHtZ1$N~#C zFxi}7NE%+vw5~sZtaw^cQSV&`hxwk{QS&cezgXRvnus%Z1~uH+2i2B+5Hrn#xtR}i ziZk`ff+Av(;SMO*4wNlDkT5#Ko!2ba*Tm~H94w%zEV-pj1asUq;6>V8&VvB659*A1 zA)i)P0cQ4li(EkZ^+aXc9ueC$P_Tow%yT{C2>+R7EOx59+S*8Ckh0)?X;UX8lRq8@ wEbD*GA^-fHf`18u5h1Go?eAZ#P-!I{-}*9Us&?oI@m1bV!#-w@9aScO67hM4AH%(kb07(j}4-f;58CaOd#8 z-@V^m>)wCv{e#7`o;fqKXXdwa_I_eD)t}*EQ)5FQ5IiMCIc*38nH2&-f@7kCH&YmR zWZ>Tu4|#o$=PuSB-WIQ4LDVcfTpe9J9PKO_yk5O_w{vlR%q_zGn3KWQ!^72Gl!wRZ z|NH^B%WE5+fnWO1!5~OU-I=K@w~-2I#aD! z{w+N`llEL%4!>zbe?wdP>Cs}(3#s=jYhfH~6`FeTCQIwK4Z#PD^{IOtgC<7A{(gX`kk zn3x!N>P}Z-NeQ<1k|)J-z=@ibl~r+|7~@vWiO5yLV{PgwxLKL_|c9A#iAMS(#j^ZaD)ibVf=Cj}?c4yLYzSsM`0$ zx?_}wle71^hWJP86fi4P^)0zA?pv>Fx`uuo%vFY(Awai(DR6-)6q%Q(2si-RT=E)fuunLowS+TUNtT$z4 zW#|L3F)@lpOhn3%ifd&#IXQ}09Vk*augSTL!(0X4);?mDQc1WhQt5~ZiR_*iqQv5~ zyaun=vUFvzI?ZL|55u?6@3#LMFSpiXeEE!;^3R)&6csk*JXm2DL z33!B3aO9(!_aO$b@6%>*v$%i6?z4mCCg6t>Hm-|0Hyyg*@aJzssE>4;pzX7EfA958+%W6H>L9EOFeLyS`oa70==;N z1K~~e>A&9-Yh0G)YK~|GNGKJl2ku)bc~j4$5q%Y3;j-M`_f1l!R7AdSO~R&B4(qw^ zYl+L!^;|Ih+lR*(OU<6LhKAIWlau2e!NHtn?ZzWU#6(2$q_Rp=#nh^=-QD@zf2lgo z*PyKg--$=z(L`msv{SWs?Q5TW0jnkI(wy`t!4GOX?x)!m5B@iA!)G%}8*sMd-FW?H zc&1elQ2(7bF+%;j^`>HS1cAgkM7Nae=IZRs=Pkh8h_$<9WpOd4-U-;xux?Fa!xDm^ zr6%`B+S=OY{2zGT*5o)1YEVs@J&t{xEi4$nS=U}Ay?!oqb#f7)o~VBL3?fx&+ExYl@cQO3cmN0hnk)zY4}g$qXRs$) ztqdyk$bj5|k>j%LJg>LZ*3=BqDo|jQlzi~+-8=m%bEMe{lQ=RC-C|!OfTKi92CN4! z!j;_I_zs%3=(C>s5?j|&fsOBhk#V?=2+sZYXBJQ_o)_Um3oaeyzcvBe==5n42W9O5 zsCp2gClCH)4FVfZVGfPuyvKj16r8LqosdXt@g;Nu9~~eT=77ucqZ_tb+58dHQ?fuWR_P8w7kqAB@eMhNiNrGSlQcp@{O9})_ z%acVVfA7C13LBUCI26HJlTV|P&$|#%%m8O-cF&m^y;8)v2%?xqz_ezFX$#qKS&rio zcoqoHk3f*ANJ6QMxw@(cR>+G^+)Q{s6(25(2jBhrF{6n8MBEdii_5%m&yS=+xGd9@ z2!a(o!8@M&rx&;^q?q7D0HQ8We}_*`>uhXnn14&>``+M^o6*3`#Dr%7&6oQ8<6W)u zlBjBi09N4TX=u;S&VmF9m_ub7d5ia!5FHYBC*r{6UrXgX&LP0Od%C zELLPjNtc`!>C>Z56#W`2ECgh|_J4f#1zHW81f5truB6LqvQP;D=QM5;7}%sNQBQ1$ zxlm?OdV2A%^4J(lg(!pWaU{V(<@cJ}6+Ia)BwE%J@@3+nFcP zdK%r`Q2P6SylV1sZVtmV-`jsz{F&^i z>rT68k{q2Fo8kZn`$B1j@UWF-!`~-a)eU;x=9+g8LcqbRBcMe+U0aIBrqnL`%rY$O z*`s&Jnmk#&shW*$tLQ{Y=qxN>gR+Gi&A8CdO8YM3^RqQOrDT%2fs9Q;rxW|V(m}(5 z)%ddRkULk3FIAJ74{)K~_-zk5?X>|xQ<5olHvaZ&B|14qfu$#4LOTT0X-hlDi7p0Y zlc7|UMVeNcp9MWkD^u)xD}Gzy%(dDVY;FE;$|f%+S9m2tc^6){Z3L%&G^%g8H(aNCek?{8UG%5xP)%#hnfQCk#0v4OB}cf4eW-2Yrm zq64GfoFCSZUhjNjuiR23uJZ37sv*AiV+E(f0=9tkOjUtOL(&+wyyTe3Y;zVPi>!cK z(iO#p<+Jlnb^6Km)!G=ZijSo-o5$LP=d+L#q*sgk@4kC?#;8d$3;301R(|eI-z_6V zmC|~ur{*EL8h-cjd`3uvQd!XfuqyOGoOd)V$HWPeWp>(m!7x#2!*zQoOx}8X=+RLj zXm2ZsdwH3^A(M=HefdlIbVoOiQE#TxO51g#7)eEs_2s^ItmfzoiHZl-eGd-n8_m4k zpl;>JSBHI{&wpKY+HCM9ChCHH*D@aFRcW+#74$F-i+~~vzp1jkjkc@O&6Q;1lJCar zDRtXlwJ-cQC}L37Q&gHVQC>T;(wtnbwWsQxBC zXKq*uXTy#MJ2AovC`aFNm5-(vQFO~R6x7N?^m3ktOI}7e>#&nn^kKp%H)6n}c(LB?j+-XY-jew)g@qyXxmcNDSG|~8nlo^yuOBTiN(7r=C^!efZ#{F)5gT@UM4>{n|JSwDR^|6$b%`2W9p1Ajk=nD z$*h9>B{&5ZxR9JTht$?GKi>M`WG*W|0*(h%6q;J)bKW(I8HoW~MPk?e)tw_jcFeJ{ zq276II_CNLY+`JU_S9JK_l1@#j41eIzpDe(h)shZjo8d3F{5Av&lY?w=^1wUD4Uku z5j2ZUw9ugx$?1DYJoTF_p#Ixlkm=E&36KKsMEWCQ!qSpCd%i1b#K0jV{4)A)HM{2d z=~&4(RzEqEy51z(TUjf{xAT~>m!di@ybA%0HfyA+MoPBGKMBjSP9ESbA_=_`;-Q_2*Bz1;XUC zLgAP|NNO68T|X<}M0pUHv*so(WI)avX#F_#U7RLqV~f4<($mABRG8ojYtz`BTP{{g z?qFAH$17=pOZqw{734o+Kk}ebPA23f_6w*t^f64aK$~M5X3KU0+0W-_9zS^Xed`y@oeum30jn4f>k2Dmf zjF3pOX@L!&Kk4??@FZ97#ce386uHh~x@oYxR+z)3K2xZJ{VjtKw7cRC*&*X+-3r1u zE`|L}n97MsS#)IEWGdlsWMK7$qvM5{j^WA|zSuw6JsRxgH=e8*4g6+}LC&Mm)hchN z_QU)@W+;~5xuqRj_-z%_V-tmPwN45%7R!kmoh*^1qsL6*YTbK9V|l)hht~6+&*4&; zp=gt#X+mPQN|?e{Taw|>&Z*$BUcF2iO_q{r=>{%3&DD?E$R67tLNZxd^JQ~&MU3V# z@SBdSWDAAqouo`Ke^*^mCF$tw z(HPtlCt6IAIi2(ktzo1Svyek7t`>ANj)yQ9gjvq`?tdkcLwZ7&A-FFgM~(2&keYVBQa?R5 zXL}QMVz%LAD8_54i6?Q*N#(vQSWx|eKlG2y3YB#60|k6qzPvhPIcvXl9xug^9>z{v z&Bbsdy5!nS+lwE}0j-ly@=nX|(kD({)70==<-Q=##y_`zIfc>jwcLT>Hg)YJi^HX{ zb?A(7k{EE%AEP<-`t#jfWyZW9&o05+wST+iBCn@IHXUvHmQt5Bf90$(_Tp+ zmbq#uDNmX=h^-*uBlvBkt@48mX*@7726@8rR)?a$GF%puLa|-9@LuS*3t_dFu)>R1 z4~#h6b_dxDnZ-Jsc6UNX#8jaYrO{B)0k1{gZ`hbyMJIkZEXk+=CxOW78Rv(w)wiFzq`2)Wn`|ZuUbVui2+`@U-rYsCC9xw8?Vy6rk=1o1}5Di-`t8%<# zL<;uj>e&*!{=4y9Lnh72@nYkdqv18m*SAIxB-^P1LGlcA;=rlsYz`3o=U#-+@?@d}Kucn!1ULuDF7zD(EGAZpH}Zr`?IT zyw+;f6NVkRZQLJbYq@JQKyNe6)Q?rV^Rz5enyvFRn^+ITNG}&nVuw9;6z~d+MlHJ( z#VVbB^fOvq!Pq#z={I$$Sw5<(uBf4vN@GxQ{RC_%lD(WMt?Wn~omq3)3zZxdDJo*T zGEb#YFpFDNF6eVTR#3d1xDh-2+uBXRt7*bg|EcCrl9Ld+LnF6d`sQ7UXcH)RM- zMy2KCH{Wb7T&1Ccpc6A4BAB5RHRa99vUV)ZGySFAc-ki=;mAl%ujxY8%1oJA*c%Ua z?B7u8#6Qb*h}v(-{zw!q-M?)SN+8pg&LD!)H*2Es&F>+J%`kOG9w&~^-8!jNI!oQK z*n>CrP9f64LBA4ue&X^~cBIfB@&D^Ghcf;_xaCjzsYzRp-q&tVw^x`}4Z3h;S4tTl ziC4@$LFs)Ht$Z{rS=YH5RNr_-jzdgx{Xlcg;guew@j6*_qrRf&NP1>_u7G^rfH*nD zN=G+Vzk`h^w?bLLEtWncOzBMDbr-sY%aA>4;6#K9RP@?0MeR7JY!nnCNhfr!@6J+3 zsT@OHw1e!hJ6Ab?!_ykVW%OkgxV#8ow*L*)`q^$%C$-kbqOU9q>veN?rKbw_zmYR6 z%I_^-Ci2`E%{Xc=fyL&(`SjA5{Ewm7(Rkn{{TN`Z2{-X&({z~b$SWN~dB^V=0@58tLhiw!f$W)rqzyv33xuAB?^gmW2Ui4o;rRLAzhw74MzsRw< zH4cL*ckNob`q7O`tc2P;U~|uXS&2d(m<;nKFA}0`UC_a0kqgxlOn*Zyh+Uu%|K}D(#)H*laR91i{U@uPC1v#X%!m-6r>Zu6d5)PM#qq?$cd zj2h(cdm(HwPG&Mhycu%R1@GuJoJdi(&?Dj`RqXzxgD3!e)s8)#l$6wbXZrKO79eYI zc>UmmoZ3w52NYp5hrT=s!9msci@ULq(VecpJtbNm#t8$agL2u-d0%upf8fPZN))qN zmDWY2w2c~|VWmPLdS|6wlP|gsgL?pv2xMThvZi3MrhGmoi5+wi=Wh7vl8_Z?>K!z& zjMHLhd^h6syYu=zY-x$cAD@z8ID{F}9M^BJSaXst`}*ztk+*w?D}w>@S=)0aUH!pPI?&95PN$x=0|MB?jrt* zr+(&V8VcV6CGofOH=ddLg|AhSd$nUf`8#Co zap?OPO2rr%5Nw4;nFu#hW3jRnkGuZ-@nCFB=~<>R#ttoV`$9&DI0h~R^*UfN#Fr<> z`Sh|vYL$cX++F?US=Bt+_2vbqj?V9+^D<6c8qM&`%5oV~4vZ29IT2c^ILD#&Fc;X` zqO|Xl!V1S%(>M7M&^mBe@Z!Y_5!cm_tBapK(ba)hURKuDOp=mjBSs`dAqVg0!!rKt zGQnJV690{%;n|cL1Ij*F&sVNK2P<(+q93VY-mn_d94)8bEwSAbx9waT({}B_#H=ZM%m>1`-vD``!B3jECf)*^i`toUm7&7X{4CK+d z{0g$m1QKvl`cYmEPt=w!1zuZKa%`W*6HG0;rQn}fs)tT$4XCxM^Rl51fLr-F?AI(aP^%% zQ+)TLGaZZT#;~!>;StU4?S?_eg6?yU)u`k0Yl%Aa`pl#7TZ0qG(NA*-AgpmBeY2H4klsl0;{( zC=`{CF)SR()vN0|ipe2m9$0ptZz*Kk@I*cFg8mBVPv;_)h|(P?K^($7cFfQGmq>x7 zw|%lYM}vimf~9p1Y+rdIY0abULVn|=4)is&uFfp>^&DU)DJ_UTz0hXe^NcS-mq$|1 zB0sK_w+3GJYP;Es<^-`rvTOE=3Wu`!#F$EHwl1T<0j#SfH?IMgI8GEmJAc=TK0UT%y*+k$oFT9|NC1S|PsEPMJJTM} zhX0IbMk8EH zNjmKh8SPBUC|mXJDCun!D`_<&?0TVk>c`Mgk8)F4779JjbyWW9k*=E_xkHTvTf-Ge z_6U-n`~A3faW}P?MJKed;tPJu9DV067O|?sU0K)f;S1#-pv$gru(U`&mk~1#C(q3b z)vRUZ_`jMne0s7)yzRLa-q&}v?(;)kv$9Ho(I?3~Wpy zu1x<2b!*rn6}wGo^!7`Wp}=(Q3QX9LO1tqNs}~}=yW*z;fAf_mne3@cLPlu^y<3$P zlEJISnx&uXEPk)(N*7T~yxL}AY|{IE{F?LuduUhTv!DiDUS?FuzzjtWV7kaK1L4yD zrVf7hP7s)iCX!Ug$6rYuS2h>q_)W`9BSi6U~$W5Set@%D+ zHlR$Wx~Y)rNPJ{hPSoSVA^S(ZWtAOPYx(-Bn4LNOX#y42Y(A4Xt3*b) z;s>??@v;-U#!I60Tm4bCDp1+jo`cT!F3v~3qdQG2Yc-`}GDiYo^BS)naq0{0s$943 zH(sUlO@x#N&69LAwrHeOsFB)%5Go^Yo*tgHDjQnFNnH5f!_B>~=Vxm=S)8*!lVUd$ zH%=rE#}#A-zUZ#9Zkf-Ni>dis?0aO11a_IJL_^%X*?ajPT4{AP!{y2@Tv(T{9XOr} z>_VfK3=bq;hem9~GoV<3~gnp^$lP}=5obB-;8KlJ3KqC*$+G>S2SlLU6= z%)trm@NZ?>g+Ody6C-rb1lZ#j>B7Hdr*)=h#hfcY_gr3Nnsb%*7qiKRH47z?134h5 zW!)U{h@LYNI(sPUhL-5>T{j`U9Gq*YvK}^>iO$@ zA~9jgyg}qbcN4~chO12&e=J5{=grOFVN^!d7$PIAvelU)8#jJpBN&JS&4j38rjb3liYRMmT*W%!JrTY9V!$*QcIDJ0)4lYOYlp879 zet3x1u}U4%^Q`{(kU_8rDKqn`fw;WM*Isk(JqwkX?jGW*RcaiBYb{+g=N?TWI|XPH z%2!up@0rfwAR(8UHg?CC)~xw0pHRF=|I^L)RJbYr%GiMXXuY3QU)h7#=JR8+7s(-X z{_%hR4IcL!3HAvV*j!{B;adG=rQJ=g+y4-kT4ts5PG9`im@s6|%fNQI+CX!zVQxCV zV)o}1Gg`68?!~R#LiOHOS-b(B>DlwMIeq7Vv9`;t+|tw5 z4(6G&&P8|BF5d*4JHEr6Zol6n9;s=iEw?c|KMgt6rehm#^BG6kx+x+BqzM^fm@2N; z%`v6Za^A$EZ^yR>)1e_L4yj`AT*?`O8}wa*|d0m8KZE;}0F>b*b`g%zLBJ6b78H#juuV$1V@yGOxLC_Ck(3QPi%$TW>WNm$!#XP3VRR=lhO`Dj`nD8QB2Mv`!KV@3@vo#c5XZah07vvc$O=JFzM@Ej|)H+v_RahfRe613^yX z`7RPLg0#GnGHSbdwn67zU*3|oPxyBqZn54Th+s)00uNs`^fl|&QH8i}k-R%RaEPZy zU35iOE0(|49xyo0{EK?2hMKofpPe)%(OAL6#09cZur*76;ah!DfwE2Io0!rWHedz> zL`#;Io2pJDU3s(STm_>UlimS%@q04F>}rhmiFN13qnhL3jxTv;8ktw7R|Hh9Rf8cI{qG+3a2C`V_u81T zu7d!}&*E5B-idAr;V_0g-vMh|N1s0>!2yvkC3BD=-s7$>>PKn0`-;XY`?JU1c;)6! z@Z-I-S&7oH4hl`Vf-MbrqSIY2zDA3>SqVvOCxE+>kjn2bAFsa9(dl#)dO4maJ-+)P zA6iqf?bvg8ShHG#qif2=Mv|1nI#O**RXaMehac4%mQ#xR32>6*OiohY&i{>E`6n0DSmVHjUG!d{SkWqdGlcy?4es;| zQip%xlO5X5YYL5?tRLs><)U{{vA?D#XbW~E(0G}yfB;2{r6Hgu74ki`bJR)K~$4Xz)WKLO?O zNE)glJ$kj*!MM*m1=3KJg}MAjxweE1TRaxX_)g6)LQf{EA@3RHLzu3GJ(1Q1xVH1n zpJMYlCHP3mpZDcBMcnn~;n_`sc9o}|<&C&2#8|A68n}WO^%?fs@G#VrFvHA{hXbeQ z7mf73Tyzq8xi_n|q}Tq{XJpSFPqAG8)nM6P%*O{;K=r!e^iVDezV(l)d&@2*-a!vn zJ|g8(6x-r6a}WKF-S!*#_`T_M?!b&OnwC^_`^BK6(_5+C7^ZNLGhnLP)PSpZM!=m4 zaV0j3KVKNkm@k}lH*@_dEU+h_iA(BwbZXYrT6QFCAbu@m6gG1up zKYDrKZw-ZQ(d>9)TiP zdOmFM^t6Tl>6IcIF-aJW@M>bnJ2RFU9IBOoTwqE+)_lJE^jD*KQr%rZa+vV)$qmne z*=f0Srg8MZF_S2rIf&x!UtVUSrRi-~*#{=i!D2X3hUb_CCp}3U^?~{}SLR>K(R1#L zpNcB*d{3@8tS&vQ;?8UTb*9mKG+R-9ZuadrIeU;?l!Os}IV~hwC8#Mnaq%j!=g1xs zpTKb}@UNEJm*Qp7vSgHjelInCU_XF^AcPrO5DKhN*j?o z@7h)S!F~F&24RSXZlw1^2@rfa@9nCTqsKbmLf%r&3@vl|2;F+nK8jV$Vj7kNhk$FW zFn3FrDOz@Z^R9u>kcVah=`WH)>008?K@bv+Bnk}BXD+kRH^8BN{3}?Sad@kzx9_g) zyI9=w<7=AV5~ZBrmW2d~V}U{Y-?&-XW6*WWj!q3F0iM zcL5*lI3Dnc1m~pyUT#oQ7*Tl1#3xTW&Ud0&TqJH|xGaGgR}f9b{INs zQG@PiK6me*6P~)lZhzcsD5$vwt!KO@H1Pz zQie9fhy)7x-JK7?LJqypb0W1JP9!|%7_szg8L=FMM1pe`;P{8F#FL`v)9OCvFm(LlEC895T@IH!T$dhwu^T_x>V=F1}7?`ifG-D;}+t zIAC{Qpna1tO^O(sMQyi^)#XhjOnL-_eo0GVHeGP=A5K4y>KU=+rk8Zq;$Gx!6_`Pi z8Tx-N#eOHg5}>5qr4D{wqaO_?@dG$QBDkxkvL4fTR;Q~1NEytmLQR=73#M~g_#!VO zgM9gSH(D)ID02NvArZl{5q^04&#!P%B0{uPU}6xWj^KM@XSQL)r(e!li@5e`9-e=; zq|5PpLgKAq7kW$}JYaU06S?1_1_Hcr{X##zQMh~@ujh_VE6DEKo~wLd>bps13{qf0 zn$&~WuU}8Mi_7b0&U#8s9nKVfwiL~?tikN@M>Y`*UoRF%k> zz-U}XqaWhQAZ#}HphQpA)bBToYC12{`ar_7_uM8&{WLBNY;0I}mvbG|Sq`=Hnp#>~ zhtd<}uio}_oMe>N3aizLzWx>xzd&4dmY0+t5wiv>>FRZEcsZQLMagH`dqD$ZQg}ld zibo?PAktA)MQB|+e=|5d{Jhqe6#ZS0v#;5UzMtyVFwhe@-(GKYzSf3Oi8w>p#q`hz zq$pK;A19%`Qe~fXJ3l?JbhlPV#G&?0aoS9~+GQ02 zIv#q69oW;MfJ6e>=TnhttR$+RzF&vI^lF$^_vNis?_@vBxi4Qq$?Cssm!)rfDVD8O zrTVzZ1XIs?P?wR$^s`zrEq{(oNHN)6n5J#?N$s!C?;ls+#qhn3$47}GX2MP@=_)j+ zwI2WNArg4$(Y9Wsk*g3#&NbaCXg63=nVe{z%y(RYovw<_j5Yon5{=^HqQp)f^y75N zt*0FL&#bqz+AijY8qs*^S2m9IvZ6MV|Kd;=xR z7WK)AEu2DPO$l45tnA*sQ`hULw&<0Tk;~7!d~`Sc`8l80p8n~<5>4RMzdnx2R%CEr zeY`$U8t5>YZkQSKZZ~C@PDM5G__T+mv8I#`A0x}`ANEmZX6ezvnhqip>W5*aY*(uP zFk{T9r#^QfN%qy;^`Cxr?-zq4ZTR5QO!QM2mMj)gBy6W^<9)|9%V^e<@JBg5$VKYe zG70qJM;BYU!jyz6$96w%UTp_`po6#`OT>Gx=*B+&D0+Q3Y(-FcI%2NL>z7UjF6-g1 z-lELf6PX2MM@T359@3f>c|uawO+K75`hPo$`78&KU?*!$f;^DO|O3>#;zNGuFY`M?& zZ$}{W1zwYlW!PLbEW?ut5-ycF zd&@QXi~n{M+r!=rL(3zIm;zj`jQIS?PtJSaS$X8%M&^>=yE(;!T#0Ol*p$zaT@g(E zwywJJ)Z$~?!7+-w;Lf}3$L=|PHoonWO!qqzryLF2-nZfksj0CCOF`nFi%F||n%w7B z;>J>#&F?H^bufSqV$x0#DiYT;7SXo~X-}fZ^QUvYF1!m?bvF{Frd$8%3dt6owiq7m zJo}aO3dw~_wWscCxGm@8AJgNsa`o=mDfH`|eq}40C&My8v*ea5b$5_|?6OX14<-R( zR7-?6U9;D5*;xkMhk|%<0vW#2>xxjz^5Z)d<7DawaZH$_4j2xbmsZ<V3I$!`>c0hfnz>Dz-g5@aCNnn%)L`QRakB_{1|1xI0MI< zloD0_;-hkDp&+=sx+(m4l*`}&r99EmPAhJi{`)t((S{SvA5q@DV44lcjBxqFd@hL3 zk^|!2S|IIFvv=DAJBP!SJHqSds-6}q`rit9=eWl{tFe1|HdT9KR=w@A)opPu#faY* zB7Tp1pcg*O^S6E8>f{?P6^cWCneERlr5;MYR1h?K%9Tt4xo+YO4 zt;rKozGP-|aOIz{n;vk}=1!MlySS$w2Xq(I5Fk!&W*UZwW#2YQb(3Z9g+M^2fbHbh zN}UIQZ{$gWE>l=j4LtNaVwZ&S`!!|cCZfPS5jr2hYn>&Agw`8`n6(9ogru@SheLmW zG=3;L0?lQh+5q|$v00p;umuLv^yNq$Kz1}~Bw}XWYD;h_fan2M0D}2o{V-3EjsinQ z*h@U%4t-Jt@$L}_O;RJKJ&pqQ8Z|c&rc|2lTMD;)+NJy3=Jp=<6B7v@Qh-`0p zNQ7L3OcTowl?wP)YMEfo|eu_C?iveMtucs%hFr1gGLmPzdwLTQ=fH; zffJ*EtXLb+uPDb48^RlW8&K~o4HChXV`5sTrdRd;TM1*TrA5>=OBhKGey+7HAb4K? zf2rs=kCYghFtGE3l1OMNzo&|12~l$s+WgPZm(s(+ko7sq&(^mm3Z%{AK)e`?drhIK zH`+rW`NnO%|Ke#8P!7_<{Z{;4R{Ur;eoR~l0f=oZ)x|6(Ml(M@Z(kn?wdMs?DrnE@ zyDH`7<)K_$@_-s|jgW{~s!( z%%B!sHVRj3_lq1+57^FWkCKtEA0&e%NagL0%%S=Eywk^_Bv7hpifcd6hg58GE0am+535*NzWQlmE2A-w?&^LJZz#T@eKL8|3Q&YFYkz(F0P?S#5nJPtUp4x* z8kAOj`*wQi{=abi)>;b{v52Hc7Bts>tDQ*Sa>Qvm?rsj-a-Qq!W7f{^1#N6@Mwa@L zDj>$$Q0wfn0(Az2s9jqx50~5inz~<~yMbAWy%*guSXI+k|NcNjL#xu~JQx6VDJa3u z3hnOusdSn=A&|W0?T@F~I>`cHZMnPajU}NJ^?;(|QicTIp5#iH+1wYXAUhGuBLPe> z{dv~;Kfn*l_6PIe(utC``Tgx~^*v#L84Iz{BMvsHLkCcfXrl@YC zm|>l5{;ZSIOT^JY2?1NbDAoPh8HxgKogttYX!k}{i?rTZg}MuXLas}*+~w6`qnjpa z-+H(u4LC$1w775yXd$9^FsZ85=JfmF=B@0$hs(gT4?q{R$c@el~nDg=E& z?ExsbPy&4+2+3B62Sgi!EIagYrL6lIxGeP4vk(Af;-q z1c7on!vQ{4w-CTcF>o{vRz8Hq76Zo$SHeXM0=Mm{$f86DR=EinSqddcWdKiax|pNx z38{Ojr;dwIX>k26m{RI}5B+X);=X&*XRA0KVc(Np1_=0i--GidZ!FV2>AT3lCW_4F{pyYhaO7Z4-1t*@nO|X$zxuatAwW$-E9tdI2`asg_8V5z>Eq2~yhWpVY={Z=Xf#c4^q>T}-6ms7>-BUp;dEfdO2z*Hd)QBQM z>%;rj?r4)IrU(urihRJqN`K!fj~+fGf8WXkTDR_7<-y2+yh18BGd_!tfM!LpwPwqE zE-B=4qfx#8dEKLf=GO@D#nf?Bu!ABK(BlWWa90Fkk&0KA?TB0qfNH;9kG}hN(B@u8 zUW9sJf=Tery+bG&pk*ve{xdM?k|k^Ue<S{~ABq0u9;BQ+w zRC$$0SI1*#n(d?K?(ElJBbo1dq6s)4sQ}i#;=#a$#)e3ouZDy2$JK}E^cV#6xFTYh zFk;m#yDT`g@%D0;&vjMm>A&wUMP6@U{-}3|1|9PO@Il_YTVG*oD=m=G(txc%{Ui0r zn{*fq8z`8cz$Q{uQHk?#mtjv^p&?v2OgQ8cJ#LdP(hqVWk3+k-xPWqS$ol#DNmb%C za@YVBgpd>gIkh%p^kv3P#GqIaX{4C%zAOyyEvQ#czfyBoQc+p=kJGNczCB-tldKqd zz&6iVVW9-C@I=y|ULW;P3Oi?wx<zN#N za7qeS-l5S^1urkJf~~g8ol>7)A8Z!KG_piOcPm=(LHI(ZBj^UXjSJNL_94w!Z*FXD z&H3jfCnG}uccB1HbJH9(WYztK>hV*rLpibbhHbLp|5@LocHuFE{^AQp??BXL2H+Uo z*MHlq>g*wkeC3XTQ3K9KApHOK?_o)p(!v)fMogKu0U$sgE|n$L%sYZj!~pf*K)XI% z%1Uhf{V6jsH#Z?70=3R@p4fXOP*^=ngy^@m;Qara@$pYln2R|l@Sg!LB`-utNePLE ztz59O<5u*?7pFKd>$PL8g!s%p*m{^5*hyBZ#F<0AURvm>_v8GO33B0f@=d-%}W$ zKYtz^8tMX4xXNXvT~U~W85kqs&P&ZrdI9?@9l-^eiwdP59^1$eqN;x2?>n56d%=qo zQj{A+{YWFnLz3QSHB?cUt?+-KJUN2-IbSw<4HzaoV0F=baTM#TUEz&4|G-MiSQlEn zd8`Z&RqoXebKI?)I#a(GcjscSh`ZN_qZ zenwKPx{5F@6()iZod7WDLI83o02q>--`ayO033sTeAyX-#7l{rVqIxC*4ek03Ek9cIbQ7C*Zq!R~DX3>0RP@Tah< zbpzDy-YlKGw^x}g{h1Ja{jj3-k1`l@4XAi|P!X!0^ECFosUO>8+QPR&>|A8b-Vp17@D}SWY~MH_A7&dHg>`NipkT$SlMB zpHx4Dg`!}zue)Yt zf=?g96vjiZGre{V3{lM%B?FF?G=L1E*1Pq5EiPT$U&v9&C}Jhj=C-{7L}?3ZYKVb( zoa9`yf_xE(5+ZqbG4}n76OC?#F;=#EwEsa9226p14*#?bsS^YT`G7^g2(X*ZYatV1 zxZG&IOruq(21vUV| zDG=2@cQK(YVJOtG)=pxX8qb6Z1=!leo;t!TzR z*&2(6Dm*>(C;N7|aD8!ts02=Z|GspwdAxREUr|}P8&TZO_p-k+A%RYed~;ndR@Y4QKjOUw%ZjF8HoP0pJk?{18ELd^%Bc;0z@>E2jip9}hHcrWxf; z{azekRtjUl1fc|>%<|>2r?EbI>Rw(#HMO0{l$W=MWXQOV5V(;7R#-^8Tc$xQ$Z{6qzPL&M0vg6U;8tPFPy`O z;4-U54()t@k_HUE8j3;RnarY61q4AlK1;~S*hgJS5){6Gb5{VZ+U06+v<2>4qv=9U zh6VYk<5IlGbKq+PRc`AF2oDFy&hJ$gCqbyn=#4Vdfk&P=SAQiV6!M5K)iq z5bz-lMFBP|A?L-IkxXGk9>d_^U}sl2#_{=jLIFr$%_vJlT{}Nsr{uT7{848Y4!Gba z&=d!`^|ljCVO%)z!01g)OM`K*1R`(R`UA^P#tCm~9V)cbF2aNZ4IeCF3s zL^Jy0s0A*7ih#+@!pJDyv{y5n+Hte*qU_}4RG3NrI-20Y+Yi6H0R}a}@st2*!OohZ zWVi68oFDMs=J)ECh@rvGXdtZ~6XAdb?H;$48`QE+s^NU!o3DL$eI3weE5HssJ*y;d4y#x8m92|NTZ#-&s zNVYwG#v~vr{h3}*ctwjKOaL-aegWJs-2Z?7-rQkm_d9x7=%q1$Pu4(`z>% literal 0 HcmV?d00001 diff --git a/assets/posts_imgs/2024-05-17/precise-biased-unc.png b/assets/posts_imgs/2024-05-17/precise-biased-unc.png new file mode 100644 index 0000000000000000000000000000000000000000..599747979e42f1028134913d8938437b88e852e4 GIT binary patch literal 21938 zcmbSzby$>7^zYIsv4C{Cz)FXNA|W8KG)OAlT@upi(zP_AqyR{fKrjmMalyz}yjxV@ z$9>Po2A)q`Z9IL`Gk2`>^wc)ok+bHpI;grERj^dHeg~%C5;g)1A6T%1~K+ zGIDbAtdN{djGJFx3S@#G$@c%hKZA|L}8cYJ#z`vBe@(1PojKM3@2( zweE?EzAKafgH`bEaD=TbXIaZ%<%?y~U>QThtnmdvLGsJl_+7IfExzK{7YBm=$4=h^ zPZk6dkNjHq{aTmHb#)&JTK#I@tx)qmjd)2!O?Ur>7UdM`%MY(~F3R&w%FoP9%{EAdrYMbgXD zGq19eytlWPAeWnfH3Gx3E0(`4N`&=1+4GrsYXTd zgyqAekkBm^$KHsjC{(v5lsUtt3hRaw92uV|=;R0i9(VY=d0}(XJ7MAcq6XKf{z;g6*2yaUPRyHAWBx;66 zxr$k=9ZH^s4QBWS2Gb~gj;EqvD`4o?L_I`8FK?KYCG(C$9En;LOr;423&Oi;lncOu zk~a&|_Gm&G;L-it`Pc$zkL5__Ae#92c=+AB zj}QogcWSSY`lf-C1ANg@#A&<~rgbk-XJ==nr?WKqA3q|dHLI+LZ_CLNn7IkiN(G4T zHm)<38aLl|oGR_ivV9XB%h!ZYFXnQu>KPlGoYkd<74SA!} z($}Y>fA+gcS1wN$`w2L6%&ey6W-n} zW<#bZQKkI;?Enn_5ejxE5+P3s1d(JYOMr#&^mBDld+g&Q)^@q$+P&jlSX2bde}1bx zQ~dSFzH3o51*gT)?@2VEJXVo8ux7E6FN26LV|as=oZKF~-YVTcRUlP9{gy7O@a?4( zM{)7-#~5HPV0|*V=*Fy%${scURJ|;})2cHJCsWv##KFN~YR(ZRN zRXtDwb2xzoTu`hUiPGt}wiB?ox9^_A+(LbP)-C z0CDa|=l3uG<1Q*U`h;SLznMlN2aJL?>yt8SR|a~6N>%~@Gy0R%4A?hgZyr!?;*^&J zk6?z<_Wc`8ycxy4nP!;zNx8s>MR2FuBP!}M0KL=E+|8?MwK{!-HX}9AZfi*-6bThJ zV;M(+NmT&&z(SdKQ!_=9B7o^?OtaiARm{?FKesTP!`4(CU_GWyb~n%}bx zqyo@OYsws6>2f_Qo5+%+@;^g*{|&J`D}im||Ff=C5gKKouRg_>wnWuBh|(G-3W6I7 zaFD3ahp!#3XG3(Mfnc#4ySI9`r*l4vJ8Qr`sPms?t60J-O%`W6cyv)tg#VVaG9+f7 z+LEBJP`2O!46lL#95{0JB8F{t0w$$*Yg)9neHtOo?@Xq=yii_kIXa$%+nabYr@h zMoDPCPVZ)bu#rZ&VNfKniZ#{B{~vz};sAdX+Vy&5P>ppd?DVtfg2%A}zJIMKsi`f; z@*Xvyf5uk&9@yMzh5>hFU4C|KtV0teCq%29ot>=;pwem9Vn`E{#z@ex(gNq#msgR4 zDV%r6@R$0fuLMV=&Yc3zHs8Z}cvQ>q6MnZ*adM{ypmT9odo!%;i=g*4?AwD)`0P@dI>~%k4hpXZN>rIOG zjz`s*6%=#1v>xf@c+c6>h`AW`Sl<566?*5WB%g`_4088ti~&2swOK)BUV9{7>_-&9 zX{zh1lXk%X^nO&od~v3ZzW(#Ok#LoNq;Xeyq`_WcMQ>(!xHN5Yv|RihesQwkQ;38@ z+!~F*zfBq_`CD>+ygI;Yi#0BUC>~T2_+t@d4X3|eRRRpPZgREQUjlYsL8^1QNWQ!uxi0-qn2Q1Op;^#_~pYtJroVUvK@cE86AEZ zT^gG&pD2Y>tbCo2&#r=jk3W!>k5#nYVh4=aa$YrE>p#r%?A9zW4Q4NkuNamTOiUgN z59@fnQOA#2W!E@gtP9131_F>t<^zlEjNax)u(c zV%`HLo|@$JUBjXtZ-25{Kd;V@nNl}Q?Y5>4!3up_ z$GQa4e4)-U&!L6)$(w45_lei^R*0Qy>^q3g5Fw|I#qqV0@b@P@ADkoF`qkHbSEJWi zG00?knxe3&Oy<+(aBZQRWvEQvB$`Q^g3rKr04StX4Ln(h+pc|ypohVJGOeiL;i+qP zlnwqoJ$nD(e)d`Mr!%suQuzgHwum^OSX$Zj7}hu?EW;*;Xk_8r1D+ZmjmLqPc94)K zzT`MVfy)O8&gwE@*r6t;5729y*?sBur6_?UyBlQAwsM5u{k->RWn(94ZD3CYC39I( zJ5%AzaS__GzoqUk_B--Z?}vQm&dm)4eGS^|W7V#KVm<6F`ti9ZTB~OakIUY=b-7K&<_)Bn9z?zT3Vq_bxUO_>&$fV1n+&8Y!i269t}2Eoa+~U{X?T;U-WL& z8V1f4dgU9R5y&0R#hY(6z=9Kuw#FkQI#=I+jMH&T|EQoweyLO1p@hxqCu-@}RA_cW z3Jhb@4L$JuxKEsf43kWjkhwe!8-xB>Hm_mPpSe{(%Kz6SHg$9aHoF^aA)uuS-^W-C zdUD}K5BrFB8hSpyW{{(~=vS=`H)j!~z7dAf*55C+`iBJ-njK7Q4wL1ktGz_mp5~)% zGa1#t$(2#|g>DKS~~3P$R<08JX$F$Iv0sxzlEw-rRWnB6M0B zO+tq(S8$$;9Psh#;80|$zK!t~!q~d9v?=*<^vk#3TMDv&+OcTQSsrcryuqewtt$z4 z9-tVv55_+ovN$|;ni?yS(WnpjrvDO=D6Iv24Rui*6d7PUX43byj@QP}i=d9>DEB06 z2B$sKoG+g6`^N{$C_)UDJn`iNYL>;xES+XqCA-asc$k6hck{2B7}^z*gPB6~miAkf zu$_|f^7Pwo2hGneKd1D?e6ZHfdh16*7z%G}C)&hUn~Ff>$OIq4g_KF|;}E%$f7`5# z;=zS(nE~IiXiw`WsnUxTQ<5CX1!k}N{VrH0&wkXGqOvsE%q(`><$yXT0el-E0I@7VA~i^kr2p~??{ALZ7Tk8n=F_uG`K zr+I_~LG47XZL;^68RFkba$2562Zw(B@pYXmTN56ATT`~2@zS(iJ1Tu-77~^#_WMMS zD`M39Za^J+^z-Rbn%9f{`NZzMBgFvIbQ~Rw?;eXTl(&+`otvqGUez^!8+V2Yo_1&VJSic(S?cJ0+KukaRD{4HD=-`xz3c79~SU)GBDB8KnAyy%TD z#tfl6aL8$!OkR58XrZqSbCPru=0XPE8Bd%ZtvfPZY9DFDD=t=O&DwTtkPgMR6r@211Uwg&6lEiT(E(HkON_Z6~n%=ifx& z@la)mOnP{5Xy4O1g4QuYRP4cA~a>z?nT+9)vAIcKMsd zFumeeZQ}mh;rH*pX*}F42B+Mr_dl0>h*d9;Y!OZ2Akb#+6*m+q<7>~UaBDtt#~+Ca z;lh3K6NySP;O>=$NLjNq1=MQ3yjAt>T4?cVJE@mMEl_b!pJnM*&qD=WoQu}vlQ$ck zguq`yZFd8$y>m#+{`e&q-^1Zp!}sUQ9)$OHD$EBR`2r3%lU1yaTK?LY8E!4xcFVsn zh9Y%pBEtvA^6yam=A7~v2^#g)loy<9eqYdH_7?f<3sDqhhC2))d*rS=b7Ux7;Ea>% zEaae0lddg2UZISVB4)n{$<`o}a)b6M0qD~mW48whs;h;?x;erNiMH3vU9QZdigMj{ z#%F{t>GS&*FZd9cp&iL3=5rFdhcAed_kPFtmlZ3Mxyc}z75S)1e#lR5HbX)i$go!OXs1Noa06$oh6F&#W>X zq9gNbpNl?hT_KyR|EWLpXZEUDpz4A=^_OehOnL}$yC6&}4bsasC~UI4 zjC40t(nvhnSxDz`uUGpSE*CQ6{dWx|K3xDfpFyw=kKLqIh9S(x8I708pwVOdPBXbhlZ3{_c7F&nsJhf+;Ycdql=Yi zYAnTZNgjM0-8!FF>{$2d+}uBI+&(dAy~^Lm%EPZ0Vq8&3Wg!^~)2)#zvfXu3sp9TP4+3b%$6QXaqiP z{FuVDT|Xp*3pQgFy5o;)`6bF|JtCyMpY)Y6a^d4*``zd4NgE4#Y#xG1`%=J( zviX)K=5>ei1DA!Ks;tGOu!X8Kp1Ncs?^z@CrwfQNWwh7>E>7V!UV#L>kqU=fwdQCC zafVjG++Y4hl2m;D++4Bg{iT@<=dD!Q0GiADoJ~nluufgF_2_7Vp)`>4wBQBKnqkkt zaHxOlTyeUy3*N)mb?}Y7#$c#*1^3;{J17Nnukb-bVvPuY6RTju%Aw1 zyOp4p9TBqdYxBfU6bH&8nGgFKD!*3;?bJj)z@;eQNlF;3UJHrSUv#$^Q8oRxmh(x1 z=+CcU+!KFEY5owRk?*n9>Wg?8!pFQz08p@f)>#f;oJ%uv78UxlFtC5gF5!?>+P@oE z?l$;Nvx_Ub5=2e_P^{cHa~=jCxnbby-nQ_tl+dYlZFmtJc%Lb#>2|-K3gKT&^q^X< z#YUdV%ugfZ!ZaR&fU3*5pg>0F;oZSZ@2*&a8ZNiIgU|c=AW?CHfL5fy*N9bK@3F5Z zA}-Subb7&i`+6{R?zg&;l&zS8p3fa=jnGlf?yWQ}k%8D>>1{p_ThZH+G*5kDsjxeq zR0$B4M_o<4ww69ye*{NQEv{cMm^M?f`{o`tK5;B^h$jP&1aH;M^c5o+Ncv?{}&_Y!5^00U?*a! zdAgQ|W9Iq-mJW_X{>rkXbMuROvAVg&5lpTZ!=zhV{du#2ecnc%Q+%t91=5Ts27iv<=%nr{xIf}nAUUPcU3-?4yB_*= z_oY};;sS5KIbia}ae6_1KGURiaM#jL>*Z&|k;Qx%wKUJ3{_3`u#+J#O7lUHd-g{pH z3#pYQ$Z)QDl`m%C4>A|-d#xuHJ9D)&%|86;JceQ5>c-&Uw55|y%M^&byrqbGv9(F@ zYoJQP(K08N+usH`0%wnSFI&A&>m^;$@1~g9Mk}fB4CO|7kI#Rx;*z z9vqU|Ws^xP!@q%2-$x8;%xCr2z=U#Ej5nGIC1Fj zB;qyw94Tr<)1&AX25qZbZ(}6FE+Aj65_;kGF&LXnru?$`BPlHYGo2D@v;TuAv{wdY z_-@X!%5I#E$LPaocX?D*s8)VajX|%k?U_K6Ug#+4#W@z&;#XyL?mTQ-!sSHHSEop{2Mhs%FyT-(O*{!M^peRIvb zL~Pv|7L`!gi0-oHB68F_YqxOX)p!O*wX$rMMX}jWkH#gB#-GeeslA6~C{>2N{y^!S zi0+`((|d~iwGmemMFrIDEtXiT-KMS!hWNS=?FhV+mrTE?{eH!BkxB6%U_X>x(agTq z%017pyCc`ddI$IIE2lDG$7E(zz}?t7B)M@nf{sjIyFEBV#ww}M_9GLMyPH`s_Wi6^ z*GurR!{{G7i<%85usuBY5aAH3E39jxIJ(o!((lXW_5dFP&c-}X8iZHK#nc&ck=R9V z6gqZm&O(bt0Cww+S^~Im(lf3DfgwLYjT8Y3=|NxNz=7vSq>N8zR?V!jq5F}xiWb0x z(O5!L!4DwMd~So3mTfS`?)9Jd?%WjlgleT~l}{6*rxo`-mYHS9d+i)vC;kmf`|$CC z+UgHZh%EjLYauQ4EKv-t%oOl9>+;9&Jw3!>ucn0y5;tXJWJIbRqt10P;b?2Ru%(3o zT#G7rt6AMuaQ2Y&4PY^eX5la-`7x<0(^buXaxLt?=_{l4DDfT3^3m*=hZ{sW#!plG z+btFv86DO~>DVNG#rvmaA3v0wkx{*EHm|;$-3Q0c`*12g=7oFglS3MeeiR^@s&5>w zZuEThAZiDGY>F3Zq9pFIQm@JWcHWzth05-?m~mAtNEXPBgXH2=sbP4Qur0Ek#M$Y! zgb&}FfWL@4%^X$OcldF<@8fVV>}jxPKp>QlyY@RJGw-$CvUHGuU^va`#gQypF_@me zdnYPoPZ#}mPc@uOs4tEwlssJek@Mt()#e9d3(vwnec`lRzoN(^lu(X+D%fyAq?ShU z*lW2^vOS#ZOe&Xi?nF0DA;0^I=5N~hGMQsyO9I#7oJ+)_clx{06h311Gc%UT+j4ss z*<3$P)2gz@PdHDH(nwuSdtIuYm$(MYXo|kMoMuu=hsYN~WsgEkc+~>Qu zu5MQw7M93MD1=7x0_#IDv0=h>03)lF=c&VaOZouVVsW0bZg!#uH4>yGQw_k?h*tJn zI%TJ-4l(|nUVZ+Lt-s(Cf?{(|@B-hI`S6q#sMt)UdO zHZ;?ir_JuyGMOm7n~Hs|KR)5Ej&>}Oju_qO=#Y`s0~xSX4nNf#6l{O-pxN!0{gu>Y z5(Ycwbl@jy%iokd4e!aMf-mYKAWuoe|I|+xYZ>nLQmyZhv@>mUpSmOGW*V=tw;k@Q zANY#;vxXcuIIBP_7N3)l9I4g>uwYbG-)POCg#fEERx8J-Jtv;Pxk~brNFFR()g#NZ zyFo1nZz$${sLXmQc0UZ?M`2&=J@-NvG(t}J(H};)`k6A~rsPBn8vkh9weoz(&&P=L z(Ztyap%s1Bs?db0&*pwifBl;%> zGhhWu?_Dpt#OzwTobJeW{qj?>jBWj`TX!Vf0$$UzKMsX!{8Za*V*^ek#W<*=YGs&Lv=1rf61Ch5MSj3w zr&N-?P^Oh~ZDhQacGAh=gONnuG8`4c_ILc-U%5CM5%xbA)*fGv6{&Hz48nqgPA2#T|dW7Uk>fYewDsLG;IGiY4W81=7Ml6h*}Ozk^aANGQGc8LUnj%ONn?6USH&n3p&hQrgb&b5RJ z$V4NLnZ+}l2b5Y836cpuXA2T$GH7NsXmfqY7sAcI*;^AG zG~*=m)tk0t>i+)td++TT=k7Owtgw_FqZit-qz8ZeYg8zP|ordob3b(Wl|Ei7a67y`CZL{++mup4=m z-*Ok*oj>jLgG&MX-WUQcT(#FmvCXc}<O*HYEg-`1-ztpOs8Hh z+fwM7rzn1hojY*;*%eojn8S~oe@Dg;p|9+Gh%OOfcI*YOrs^JEVa7J=Sh{l^rfSu- z`1ka7z}0R7uyqIv7B4en*TAeC)J57Nml&36^UK$PD)}XYq`N2+bqH@?Zqe9UH1lH@X zD|K3?rmnMq1Yfxwco{tAtPO^sG13psFT}%8x)3t!eJ^{|e`<)|F~8jZFN-^X0v0aHaO9CG$>z@ZalgUjF@AQ%QdN9M`*ge@4C ziO^PY-fO?aT5z=9g9RguqQoi1ecag=C)}=GVnaE}ih%mUO%z-i-qSc!Q&U?8cLAxa zvn!uoVHjV1E4K5Cp!<|?6(A4E@QAt>E9&m@!>0Q#C*Fh*a?sXqe<+u`%XFQJ3tkep z=ws&^Roqv$^r6`E#U?^V%c|vK_in{{ZbF%fS@1c&PWo;H&xwY)ETpxKE#SEKu6Vw; zq|q@J8Rq^WQ)1v7qOs-pz&#S~NR%b#3 zj}IN?Zhe@kY@&Up7Z5svwE(9{iaZl`V8QieolnHpK%@(NaEBb1yW$n#s8J2jr(Lw) z|4OSAbyH6;!7|rlpMqnPTeckS>qi#y)eA;BAR2n#)HS^O?oSgcieeiymbW+~2D})1 zemR8v?E044ow3Q+c#+1Pp~u>u*fyQ~f4iMa7Xp|@vJb@}!MSb)Ol{1=#iM-kTBp7< zV>~P>Civ!&WBdB5qAyWNg72p+4r{b#roY9E)bXW~a3LkeNTkmqp~0>Y*B|xJb1`OO zJwy3@kEP33qy=UbL@VnFVRx@HcK8o=*5bw)IaY3Ww7f1k$ip^Er~ z!Ct0eUhli4kGmwZPF&+X62?YYkZ^|{TpLz$T%KGtkUUEdCilIsi8-W5y@D=}-#GB_ zapac@b|-!CDv|Jkkfy*>g>h_&BKV0C!Y07af@P4g#VB(C0_dkmI9Yk;=3#Q?+z}f&rkf9>_ho16ou_cZv6h9G8hTW0?V6oA-18L(oh8$)SPY2pyE>42xd_B5 zrZXx#J%42y<{Cl`DVHWGD;cO(uT@mq8Qys zl369b&?-TY(1`?)Qwy`?92w+1`_u9I^(7b7`t4jXC2KJu`l3UuU7xVsbZK_cUmy<_ zbkt*mHH3Tm=RK*EoS`+uwTvO+x`m-db75v->}U~qje=-$CR1tDQ%N7uv%s~FmDxAS9mk~1@6&L?%) z&8}JY{&MB!%g_jDubHf8s#3~37{T|e1(yNsYyY$Xk8N&`1d}Q)$_{3T%k^V&k~%zk zzx_m~!xKWgW`250^|o_3w|BtQF$)=MA9)6tA1ZIOuNE(a|kc?aA3+AwTph zp<*yjx0Y%cLo_}PWXWLK<)TH(3z@z0bonrBSn{nvs+94z^UoaN?nraF0#iqNe$8!Z zmSve|`;FrKZNFq4p9$#B>|m~s{$+1jlur-ceDd_qXK4qB(#H1GRX@7*h%;|`y53^q z~Wgs#OdUlK3IbeYR-u-L1adJuH1CyI$9Di9pGOK9_JnzAo^MvnljRTix)! z)P|slqr@{jGQLs5z6Wtxs!+)hybbG&z)zNo{=xwqUkSnU!&N>U5?$>#Xh){0pw*3Y zVg|@`fER=#K|1vt$IQh;D)sk-xueLip9&0ii_xK254Gl@m@lqZ1Pv-}0?@UV($7IQ z(KZLogPVR&PB(lRk$#hJ{!^aV9uxlNw-o6T1)Xd7J*y3YqIC<0OW>Eb&w^3CV|rg##gAak5H_wlKsT>F)y!Ts|!H_aF4;RFpob9@S=%v>jtf-ep(5zEsF zm*1<3mOiIkMf?m~3KX+C9gto&9&!2naC3C#n+Iu&VxYtWzeEs{!S0?(pWrZP77+{v z4iF1DY;tHf*RGR1_9>x$?eEu>K@_=4>e(svBQnUx@vEG8$$gom&Fa%0f z{%|ef?BbObT-j~pbQ&)$^ZqB1O%)^+jzOCP*^hZQz1-=3F{kdFuln6<#6RB4r(^4| zE?*`lbk8%Z%9N^vI^qV0eeG){tJPq&s_`7@Dm!irG-1}d!qcH_o3}l1L^CMu4`$@` z2R-}AEEFDBhLSJ9)u{>k+1ExozwC9s#N#1D_e=2#e#^&i(%k8z8B4y>4IX0FICbSn zeR=N)#|YD(`oJad{3&+`Iv=L(1~h-&$71E!{xV^);_dBR=km^(3v?mx5_rD zJ)43qqNav--kSK0CbE-aD8WIZ(UwIpDQQwLQ&WB1&sxd4QSfDtd{+VtCwyQWR1POq zT$|nH8eRYq>CYKxFpF6~r&{4zE!Ez0iR~XB@?kw3C&&J3RD4eMt&DGdnJs&kypqNV zslu1418Fhr30VwR+>Nq6po-?|$k&1ABCB8_ke`!0uvYx6j{c3Ma5`wc5?C{27SXBGs{}B)Zlz` zBWj)FZ)3fvM$g9YNx?+>&79XB(l)4(TV;MVj^9q7f~wLcgTfKz)S^{RHG+13AvB~} zzAlo;eO15I5=w`NGxJnlv5oS4ZC{XkuDNcu?PUtdyGBPOjV()(;61QC-nv8m@BZ53 zLFzpb5wP6TN()&-L?Xe#ss7)jb;^e2Vv~Wt$()Bwmy4FXhN8rHbFb0I({+l@_0!zl zo0=lhoSbwB%pnyCt)%r^u5LJ}=2&jXw)=FUm;kn%iizwSOJ)d59%aGX=c30={J#&1 z%)pHzi$uDM0eij^sE#yL97P;lr?0N;m9H&-r!|Qy)*IVRcHhs7a0StGIG4P5-r*r8 zf4eXPf2#;(2zI30(w6BDf{cR!-qpY$+Th?o8mT#*7-r+^`?w_gFBesgCzcD@4;mBO z%;{K`&89sWwjZqQAGlJYF|p3EQC8=ISbPh1{W7vyJ?EL4Q%dU*cZV@kG>FY+$Z+1M z)1J@w7fjFBWB>Hz%6uU!F@%R++I2Jgg8aKLDEcY}u`(|h6i45S6O>AMswGw+kuQjk z!Qh#(w7lLHcXozEb21dV!lOrvL$S@$VC2N?MUgtYmY}}VUc@RXE zm0o%ZDG_WCviUXPVN>9dpY+vws7tBQs|)8v;rr&lsgz}RwtpgUWx(**s?ZVF$A<_e_qg=oISalL(&oSZKsxsy+Lth zOU&Es)c-1CzSb{ob*8Qum$BnJ(P9YC$3T~!+jGGayLTfBhGv2*h|j+Zk4;EHqaVt> zR1r&F^8l$_*22u7yX*OpOkJ%fKVk#VkC%HWGwr8cY!W?Dr~Uu%c;QEXSt zpIsAE>E`+7#zfmPD{lxrEr~?g?GV#{k9n?P9A5m$d3kzH^5u)I%alK}$8?ZEQ?C^K z5+urLW@(6vz#8ib|JuWo@6R)(gQb{!SIJdhKcH$q{o?92a(~_I;MW(Ldv;0V3r~>o zW!1~83X0!OoU0;!bJ45kTJ*Q;^_or$zI*#h>3F-mXGP^#Uez|4a%}V1!j|mwVHpUD zM1R39g$PuRLfH<49%eq=@4#xfI@@yJsh!4z+`O#i?+`b7h50&4Vz;4iw9=%U+N50U zqPBlU(C>v+1$lSvLbt1YEw76}rC%B>x$fyaUS4gW4BAl-VIeFBU&hsE3j`U!04Zir zC>e`GbUVT{#hSL-cC>FOjr*Lj{a?PiVQhd^E4xv0ZpzkzF=Iy;^#ZgGtW3m<62q+6 zL4Ff-O2}wY5;J{2SvC#FBkcpl;b)BPW}TRybETzkXnEx2Rhuja3;%Qq5BYUTh$KN3 z?o#~zef!0hXb=%|+71lvOou7?9ueE@) zmIzL+b^WW|=Kk8v!uXME|6tK`CI4}+R$}9IvWw@*Vc-`oT@)*oB%J%Gdtq7Txk?cF zr~p&C?flCp8nHPn-82@m0Q3)54c4pUKH3?dyoWZ;rKld8BmWeTiGFNrC-CvZhmbEe z-B*|A=Phl)*FnUzLOlazgYs8rq|AhWB`Wt7Uk(gor9#ZAF+w43*M*V>7cX3MS3YU7 z(@IuhnYO!e{&r~UD&Ltg4ry=E3I8%5`zPg9TSrn131s8BDGF8KV&v8N3cc9=8qdd8 ztKHj>Jvv@RY)&9GDUCL$asS)LCqOwVc}!YpAbG`Hpvv6stD4x+{DmKn315yeAyEi_ z?pjv`tI$)D;uoj4m`NJL+b`8$JN1j0mdLv&%N$72oA`A{FPv)!3>jlWv%dF#^K(1* z5tU1q&pnU-;IMzc{raf{lQ4&3du&O8vO%@`z4TTwaK}r`UYTXSiKI7*t`R(1>pEB; z?f>5RT+n_3rkW*$bEC{-lao|!%8?$5`eOUvwOwHG$i^a-> zS^$W&d5K9mOfP@ykAoWD+{y@vL}^)6s2r-peg@Rkt>*8u24P&u70&QlVlhQs-{WU}X@(xdGA zOU8`i=AHs95nR+5I2)VEZYzngEE0(-4&PJg=iLq_|8RyHP*Jdki24Yoe|pV)8bU*( z%qF}taSMxJO$fjP86)>Stv3(GNgv}lX>qt2;v$KmG`gQG=GAx3)!GieFflCV9TMSs z(`zR2yIqe4H0)%sIRJ({q0k|}Jt43GF;LirYYz=1Ri;+_e%3He6r=GMhFl;vqa zN14seBr2N==hU|{QHwIK?j83>Gi`k_I_{}C_wmnHK71s;>){0G{c69O=2-XN5ukg8 z@JA7Qo_Iy=DJ-DnNEKW`uj9R3)n>tH@GQiUBUr=4r4Z67jsAP-<-P5grfJB>rYDX` zxc}ROv#F_;zY$)Hv}Bjjf|~Xb;Ji$fE`O<}C+I&HIq>`}zZhy|*s)c=vZG6}ziivN zqUXvGE|M#{RMdx2fgpUifR+DYB;rgNv_t)M=9nn^vF-pIs74SV5L37o=;#tix7Op6 z{+PtT3-gzerNo(8;8{7*SW}dgM(s3PG1#RDRH(`uJ5&yKAivC&uqVrQHK`rVR9M3l z62Hg)3}f>2USB!jM|LxBoGTWWx!ikbe5tO{(Eb7xc)FdVJ88*sie8Ewl|TTgtE|hn_TOQl(pE|_MCttPs3{Z2d3IiFChU& zZ-PdBLL8cjA1fhIMeGmohWJ1td;unb2&(KyMqcM6ra6ZDt4{?xC=Q4A?48kN&tzOa zGjn^)4_r6Q#{@1fZW&)z`VVby-72;isu1mq4I0H&W-gpkzMb zWSX=mGM6}{pwC74bv|sijYb*eDxBsyzS9u{i&{2 zh;y@*(RCs8Mc{bw@y7^!$$5)3nADBVY0A#BrO}t#pRdEUus^D!Y~TFuM^|3T5s(=L zePqu6*&-aMHEIj5BmwSpV|*Kc-r%jCKw{tBhBLGL%`4Kr5J-qbQo3!fNXgt%&Y; zcXTo4C+9(F0&zO-8xKv0=%&9;DXPFyAU`uMhru-H>&v?om|BY&u%*ky;_)#7rFyAP zWXh!sN)WJ(ZcSNA&?)!W`Vjl{*q_9xZSeL{agOBq!Jk|aEU!)Og;3b6)F%ez(jaPm zz6G)@;CmmXlnrWW!M>j@_JVAC)p3f@!#@{r^hNZd-Hrk1(t^!r7~Y(PxKOs87t9od z!>c_8QZl{K{dfYN8=6j+1!T@H`WGobfs-c*w2vMbR>6&<7ejzCaIq?0;X&+OkJIs`ZsC70rWtT zzm4haS^X?Tp3R#C0iN9q!J}<`1gd2Sv~~q}GA}OHrTe+dTf)F)ardU@&#`R2Q}CE{zBPg8jwG>9Nn~^Bn_$vbdV7 zv41iVZdhT4@!iD-JzZwpjB*)v0w=7RFox*8do&&d6_c{jSwS2hE#UvQLI*9*yja4M z?hu(aqBzK$o0}`bTlrUWfRb8_`+V;YtrqKep|Ku9yIZa7W>bcWvYka$RnWAwG=+Hf zl1%5H!|$wL>70qqkFx9PEoz{CH~s-GonfN6zpD4{_vpGh(e3Yz6fp&6muE+iFbX*> ztz@l*Y``pOVO(g4E=niMdXrZ~Y59TU=WFd~sD zXo=KXuu0A0Xmfg2hp2TGzI4(~yOkfIA|_864~rnnVv@hdl!*8C?OQlEcQ_1@#iXud z^Xd@jdaFjYkP2MT@utg@RS4@}Ys|kYR&CT+` z-fIX00|1%=KNraCF|Q-w2Pxc}hi!}Ssw1G)VBg@gXM&mX=6!=BrTMTYp|HueF9STG zup36)fOx@nubBt2u)3$sts5)$vw)8y!JKBnOa`02=!8)D>$Wd3|GJ?Iw)@R657ayr zaG3+K^L> zZ=U9BeHOd$xKJvY7T?g2nZ?xLmu(=?c2{EdWcQR3(9J8K>ebm3m-1>Bi=cxmT8l=x z#uCoT#u6JAP0LyD1X}dsy5pq9S~KmX5d}M2zGb(;6iSOzuv9efyxdKT>1<7|eB!~1 zIh?hi&`>lp)5~HQR3-I`e?F`JiY14z05aJyNGIa3dHoF(e(x=AH{^nr5GY$rpHOE{ zX-al-sQlD3rUyecx zz$e%OTdTE~fH@0-37ij&L2I`SEU{iEW}q9!G{B^2}T9yk&uNbUunjf6`kNt`c)DFZDgds%_ow}jw>u9vzY1FR5kEYhvD6xk)e-zy zR<>K6YT5fwArQpuAOGpd+p5$QHvxNR=ibh6JWHl0&z=#z|4IO{b8+d5qZM`=y8C`< zkTW-e$FZGkV?&Zd5s&dsmf*j`HZ~t7a$`|(U}GOkOXaPt-@dav*`B?rAhP(`6aC_6 zG$)jhU9qI3MCEsjy!BQUkY9nWP>Lkbt>hr$dCMx>QKrwCf>?JH;yS<=Q$$WpP3`;3 zA&CWx=ZmbK-vH!zO#Ui9P?sUf?yy06*B0`&(8>Mf?(>$6KJHXYaG@k+W733p$J{zP z4cvq%p}U_>1Q9xRiGx)7Mi`OZ`Olgaobp7z{?Y?70eLS)fJDhmJkOaagn^GFk##?H zgB*Utb^TRUfx%-LOo3F`|GZHswv?2^#<&gxAQp(4JSI!xU)-pIYL#f_sw@kJhgfRS z^ISZz6|FNXYXQNV-El=TRY|56-MKma<*n2WsZ6GB3Y zB#eY)J0?55*P}k~c|Y&xbN+h&nt2}Pxu1LcUDtKr_w^+%q|nUKMZyUEu4YqFh`hs8og6 zPd9pO3>#rbp4Q~@U~{9XLYkrA z>QltfHfAtMlAMjc#qdKwv*VNd(XZ&`GrQxA8MT=MDKF(cHyES~%ru)HkG% zk#tpi`AuI|s{-Q?$PHQJQK5#>p)c=!bi4-9p;iS}a`SGTAyEo>b?wcb#0yDI{f19B zVD!HZgHCZZe!C4`u`49G(FBYugG!%OYS|4hTx_q1p zzLa^zL0zv)0NG&6v*X$O%)NwRk>^1|LP)Y^2rD}$|FoN%Th|n5nQUwtKu6}FRVfj& z$Ej_JD*OTKlNLyZb@gohuf3HXk}_3apQgQ+mv{j5f+oYw>ZjCTgoDmrvirW&q(Poz z?gMB_{V=%^_i<$I4*(E2Grs*3Pz>&Zzk*4F9M!A^M>vduWZ`@Ao&JNt5Cmk4sHiA+ z60H=6b#!#}f|P8RFIky7JfeRsEOz=G+=(edpaQ#5r08Tl6%O+1R9Wf|VoD>h8;aZ~ zx}G%2Tq)rKKWNyZr>Cbf;w}P`01m*B6oQ^I^@B^3-~){K=Yn%I#k-N;J0tyrJSN{- z^*tpO_T4C7`I3Wj{B{jc3m~Gy7FC{8x*IWqcYX0JYd{46@gy*4ky=t(${MN*l#9&D z%e&h>@pW-!dZ5b4%Um{ z0gPsDq-kWTY)~Z08=s`s*M@u2PreAip{yS!>X<1TlKLk4X~Pofz;4I?DtR z*`S=a4h_RYr)Gp$ii0?nroxsf%IJ#}if|Un^6LlD4WgVCiog6axmRBBEL-3g_&chI z7`+`PtMeJepdaxoA`)F72J_+MMlL6L2ZFi{wr z3uTTg2+PM}zzL-^E9X*8xL`<6F%he814M;z@aAe5h`v%FSB|))Z}$&HicKnSYWyV6 zXz7u%md%z%I*!s6f`n6sqMZ&0VcKb>?M-kcP?8&$N-31)L;(UJ82Mg8d`=PhONBEiw@(o9&$LPb@OBk>2Q_A!#1(g)R3&!r07 zO9pm8Lf=g?gShz*Yw0a@q&Yb{4pb_PDzXnmKBh|o4`!hM&1tTvDF0B3tJ(O> zpv}f1#pBekgSA5MECO)mx8}6>?Agz4qf4GuheEvAe@Dz76bn~f@+?YZ=M*LlsO5)D)8>PL~BWG$S%Qp3QDBVZR}N$ z2DJ~87U9IZHH4SoXtl7(?s4sOp62O}rViV4Yd7A;w$s~z1(T7%3Emh$s7{_9!(NrE z7>Q7uZME2t|13xMTiB0O8o*alCWR;6`Zu>0at0?swJtAe{wgjmK5SR~So zv~R7?MrAH9m-`d3H=kFuA9 z?Kdba3M^dK@0qMXUiD`71NXVSemr>9@b7%8iBe!f179O(nm@l`Iw0J{}meC zM=P=3)ov&t8*6J|LSM08yARJVlb1&mMqZ$u+t`NZ|3rFhV{IAfkU79Kv5-wgm9fOY z`1p7NuQbWb%uE@08FQ~Sc}YHEm8L&gCyRptLeAB5oNN9X2nB#mQ$sZYwnU3QJQQqo<;s<997SNe2)xYQBoc`Q45n7Ltb2E7r!brkY6O2=IKzN0gHYev z$FAfPT|01#mP5~PD^H}wkRcuD$ZjqhX#U>X0FC_G4WG5;jsTrgr%q*rSW{sg=EOR? z8yOYRldG!GnTf7D%>9=~ zk^2xsnpAtq!Dy`^@ZQ~}MjnDBh&m9i)oOLGS<4&mOT;x(Q?#uYr3LXfCl{Ls=!WCy#@eGY;(Rs*j_Bls3Esv0AEV~~y8!Qi*n z0e3gHK7=h~+cxU$7cX=^kQ;c)zi+G-dCd{M7$0{Agf*A=momfmrKYC-0%<=mj}-Ji zjd5~ltaL^eIt{2wnU?NUr11cMMj;6AteQA(_shROh zC)OUer5j*9@QxkbPqACGvmI8p3jNo8a<4qwq4d#9^RS2DkR z>rn=q4};%Pn=iKGh9Vk)6`p|Z*Wp#L%3Ay2IrH&8V7;orYs-)_!>;r_qS27>HPQ8@ zxEDm}!max|R*gjG-F)G~Wiqb}Sq|ll)DM7_&+Xf{dqLm3fS(&;L5IARU4p7X>3Rva zPGr>>47Xmq)Wp0>aostk0pu=g;N~FniBT#Hx`wvLIJAd{hZno^%rRVSY&D>Z%0ETx zSr+%z7l?;##YZ1*l?U@jUp&&XbYB05yBMQ-6V?tNkoE_1@^pD$Sb4qDcj(saDFm%J zTtK7ITwu30fXBoi2WISCw;N zX;p)W4Rf0s8zW!JCo*XAYRX}FuG=){n*C6Vx<5x-i&bMe>IM^R*VW`u#kTGB!93`d zYEL)?K>XTURKC8@KN8IMd|RDXPMqW=Vo$a)RmBYpI$Gp9s(b7E>R^*n?eaNbr;&WT z#Iv%pCgweij8GhZzyeA`2yaK@1NY+VJrcR*j02f;f7O>SUlw{yUR+~mYG|98C5h*V zhV~ZQ@gn0AC89F~_Dj>j!C{FZtQl-Wwpr<|aQh8bY{4w+i-qyk6zKc;`7JFz*$bQh zLSU+yFwbORQ+w^RQtc@q$K^8?-XlVpl$3Ps`t=7~$N;77krKy(l`JKHQmZ`?mnL#}movx#i{MgX(|O*Pq^bP}y*G)X$W~%4)GeY7EVM2z3p@ccWj1~XAadoDa z4yKHibn|2A(y>QsH=W?0o?Z(meGKa&NVSo)#YT|wpzeu1uzF2|h=B-k&%;CUR(y=B z$|Jsj4Wv*`w=oXuBObxsI-o~V2!a3K$H@0z$_^j76}pn70sK@Bytckp{%OlQ{|2mS BC-ndT literal 0 HcmV?d00001 diff --git a/assets/posts_imgs/2024-05-17/precise-uninformative-db.png b/assets/posts_imgs/2024-05-17/precise-uninformative-db.png new file mode 100644 index 0000000000000000000000000000000000000000..4137dda0ff7cefdb74b3ac7ea0c4ac58bbf8557b GIT binary patch literal 18056 zcmd_Sby!u=*D!eLMq0YTD;?6(A>G{|As{8)U6&38X)XvzBO%?Xba#p%AfX~CHT(K| z-}%0o`M!VVng7P;(R)1S?6uckz1Lpr#A&KO!^5V;hCm>AN{VvY5C}3W1cC&|L&qwxO+YW>IJ{r(L(s-cD@#wG4$*&$A5n*{bEmS#J z6l*x6S_P7f(mHdF&F8V3J40^<8>bIBdFw&l`Sx_{?ityOjSVfcp zMWIk|F%s1q34WeL{J;Du9t|H|YxQ8jL@rg&ThYyAW@LmzXPJ9#u77_wtg}RF^Ez4} z$z(#@CH-xwt)~|ycG^LF|97!FB|o3`I zn~baLjH^%fVerDnMv}L0-x8oQtf{d8NCcXCq_1DUezD#rAjjK6sc0B6n#Q7Xw(hfO z1!hH}k+h$n9?KUO%T;3pZ?nF-xpM#VrInSHr%v%!Ki($Mh`IefHZt{^ z*E?CXF&Y9R&pxr&_Bb}lq?L%C@=_-9P$phby`SaHA|ND`e;bY4j|qm=S@qWiT%L&5 zs%7yYnYDTL{`xk16h(x<4xp5gLE`y+rD?)RNl9sBY^>^16cB~5=e0!~;FD~&=hjd( z9#!^_R|t%34S5;BuyISC|3Cd;I`Q~@Z(5wHHW4Z*EoBrCAie#2(O;og+2^MOr~$LK z!ebQ?5y=ws;qpFS3UlqgC6kT8A5;@sj}#C19r^PEf^_dt_4MXTJ1i9x(DMUMMAiaM zJA;#}%gd#VjVaObsWJ1^7g4Jbf;yBX;6%njhBK5vfzq&?FgG_>xUp%o`TGOMZs+Aj z#Gtiwckt~~+UHHiR!zq1lk9A4*%f|ZhB?dzyK(GMzdng8ugjBlMRoP)=@$bfO6hfh ze_ok-FWb^4=keR)&&39;KK<|#_#4|cMIeai(j1c!vpOiVwJIJX7 zU-lf%SN8iE0div3yI~Mz)}g02*iY`9w4V;W*C|VR^CsG5z0K<4aK7dDiqn6+SX7G5 zB9#>}n&a9RFrpOYog(5NX3?XbvW9@sCIGhM9Ak3}uY$+{nK2`uaGQl5B&*F0!7n*0u6g^jLiaJX9ak>D>;P?{4+|>q!$7yEp_ZMv9VC~7vdR^DuhxEcD%r3 z=K9ZN-HZPo#rt>#`9E`M;l?dU?ex`915T0?elJ4(rz$Y4dIDvL_Z~tkn+&m-xo{D4 zX+amjsPoe@1X$z$%#}Jc@SNV= z$^f5`Fg1F>1B&!-F*A|A5B>{7d2-oNzkj&OW1=Vp{hL%RA#6bGA0`3}(L|g7hBzYQ zGKX0W0;)mB$d!?YVSs2_Sv)DI$q2Iy9UxbvO!_AR3yg} zZ3@e2&}Jf60K-SB(7D9xveZy%| z=l$Jy>AQCVIWIC)Dzhq}1rJP@;X?+f3t zToDhRfZxZZjzj>C6uDxydOBMAX!@hwVY-k31B;-&i>#ZQK-C<<@!JkK9J#f%Rc-ny zfaechHBU!Pf2>n#x%cVyQlkU$t5>f&Xzia+T0No6fg=Q7f;U4>!7w7OqM`+8P(9GO zmrHd>-&a3A*xv&TmI*Ine$_{*%Bqo{Fc|;v`5=r`QAw%y+iV#U#KFNqQBe_d|6N?H zwSs?k0>iCS%Cf40QfuVJCUfB!hkTn6Z(JDj4}=A&%QGc-+STQ@Et5bexp8_8)E}W7 zVJH|fWxI?`awM+0Ye7ydCmpRsaL5QYeOxFU`IJkeH{{Jb$k~mEO0N|?7H9lmIPdeJ zo|l450s;c%m(iUFA*cNMn^%wA$K>60tFMcaDq&B{Dw~!L`&OrhHsfpyd9M^)d~F~( zRxtwCpR~LE-ON7ku1jU4`D6%0kVH045aDthre2#>E2{sZ5hYS(qs=qL4&7!p#AR6- z45I?(BO|L2)pM<|tBHK>BUw)KD;a5ea>Yi3h$%*>=VBl48odcy9oFT`y6Tl85?^{P zD_0_ok$mWWWluvQ+4&?5)zmwV2HtZ*?Mki;$3bYTRm$v4QjUW0)P05VfhXH<+9#HO z4sCAgxTof;(VpHFygul7Iq$V3+&F{KfyULEsoKZt*xX|=3@Tb zE%10e6#vDY)1R{pu%6EDinC=GBlJ@7w{huZ z7cX+2KXZ5+sjLz>VQ&eI;{^7EgioaU_(kTfRJC5ugX@I4?m$ZI7Zo$RT&uA}fiCf4_uKBj-HRjp&| ze%swWZ;W)x|5BH<<)V$Pqjm1*oe-78%jk!+6H!h2q0H|gs8xQCaKzE|cjAPStfWqj zO}(N>FC|l>cBB6GxNs=*rVP|vRb3NmjWoVE>G`Zdw*6zGS+w>MOGV4&B59Uq+45(x zrtO~Xo~|DG^P86RMv{4_*MkDha`-Q|7yM71Uvn0JlFb~u++?;o`SR4z2~CQWUQBLe zAN|W+od|`-#wvc=foW;*Ct>INY@wklqXu$iYii&Y1wNg+)W~VWFS!p_hYY9KR;L>i zvHRj?{edEc%Hpq!pdq;l=k7|Gn(k+!v`lo#qEmCvNw?CkaRk?+p%RA19HukkEM0hE z;~%R=sw4Y*HNfRPzTagFk)S9A03#ii#cP?S{I9J#Utbj^sV?oVv!<0OHo&RM>3B=p88ygXN8#FTn3(nDBE$P8oC z)ss@I4*kSN`1TtfIWw}9R_Fr>mESG&IdIG@-j5>rAyt^;{3PWS9;R`!-bogI*AXOD z_pH-FH^~?YSwG|ijqSzgDM_G$r&hA5XkWZO$moUf4-y57Qm#i>P$=#^L@+FCox$=} z2#Z{_aLCCgi5bbMd#(@Jk`33t=R~U0NXFUY*mwKfx`er);O@xzo!(ZU&t%l_V;H~9 z%QeS7vCra@6-c4!WnNil`()&Tb?6a)=jeH*d$$WN4FC8M;nVW_25M|8i4UM+pytqq z5AU7p9sFX8Ue`yLhLGKH>&@~P-B>~6ToE*Yo^ogmhMG4KBsg}S6T`3rKX4H~QjfZ` zI87_br&2t;#t{a_;`{Row_6?@ZJpfHdR-hSfBaG#I}%+;er(yjc6bK!yNO>G2GDad zP1D-eJ9e0q{JT(6r?f(7*Q%}#yY=3_5)00A@&##1GhMy|KDv&kqm{2TSaHLXO~<$ ztoPOtIUu6eetpf(6WV#T(XDW?| zG=ajgSHNJg=Y{5agR(arPxPL@U-fs1GG>&CbH==t<@H|XB|Owl{8wma8;?fItJ3O% zJ&>b+U0OsDq7@FUjJOLRhcZ)C$o~-SLWQJIi;qTzMI!fF%E(E#{;i;VdT#j`_wP@O zFV3sN2;aPM{{*YHGY>t4-!`0dq>DdXQz(I2wDg%nYixqu-R5x$QjBbDB zqb3GIx*GS1e81gphn63&*!gBj3-rj8kh|7au6k>gb0}jaS*|5Y^_+`qXGzGFp_&Na zR#%hfbpBB?Q$}k2Fx=^8(0S3w?YM=uQt+w(9S7py3A1SYD4iC{g!b2;Uzy9nwcpjX zVj$Ffg4@EvDL$65&Z}(n)>I3X)6WOCP2H`R%L zt-=xd-U_EzfE1kwn+%v3G&us@G5>O0c(QU>1+tH+MU);D(RQUHBaH2&?H$p_gbJBg zX&yZl>-aD4dt)00MPuO}FNZH=IYZroMQcB5GJft^+{|`6e7T<7XcmB1{sB`_T{~!^ z>oIh0TQwE`8lUp~u59DsGnCLYKCIdOC&M6~;IYl6Nc&QCfEnJ<_u+d0@!g$r+oT7o zDkS4GI|E5JeZC^Zk)>R-NU%Y6v@$H)`uH|Q;*$d*@xUc3fIURU*R^m0BN#AUkKOcN&5NC z?w}&id-KWNwAoK#A!BTPbUzzVHlEw8;Z7d2i*$qTH{hYCI+OO(+=*t;=bW_xrzr!R5? z;WcBoXBwP~{ob$*mq5*Eh>&+Tk$c%Ft|MLceNT5|V{#Yp@5B&(oYC zsKJhZ<)Z)T=(Oa|dZ*9&A{Mz|A*Fb2-2z43kpm}*5jy_EgL=E?*8Nlz803oOkAV?N zHDE0c-&{A1qlz|JJ4&P$Y{>#MOe#LfaxOZEbB&`X0<5C$Wc8NQtzJAQ~SWDXWb*$Pd(b@S5b1vsJk|ysT7k(Ft z@3~0KN^U;luiwf)y$fW`E@LM^+bS#er*oQ_-9s!k7K&GFz(Vd(ygJ_k0*X zSJVspb0+ujQvGw3;1GFvG>|spaodtQKwh3n2c9eGh@JObh!m;Xr;B#9GNVj32=D5^}6K^G6HmTM(tlk$IswgkVeAW;<@<2;-ny=levM>&Q&qbj@DW)^*<(#f0ZykOr zQ&$;Ovt>Pn0=BzEY3hSHDl?RuDbOKJnbgwvcc~&CUoC$hFQ>YoYmKR>rSiVg6cBA{ z=(i)T`y)o&eEdXOEBBj}7E&c1kD%phrY33vaCjeQcHbw4Z>@#8EtieDi+lyXsZmC! zmswJh4p84ivKAx+U0hsHP2@yl@gNS9-BoZ*zu_j{gl+v+iEMChYG*%e?Dp3 z!-Z2`OCXN`;7+1zXQ^UN#m zl~o2zL_}O7N9rBZ5F=NH^83!FC)`Jex7?Le)TeR#gSwy^DzP3~g%j%2Yh%&U`}ep8 z77ku9(8b9hF99VYw`M4|ik!4HJp(7$`@*c4F!cIubg4)vxlFHjmlv~(oRd(1A>iD6 zTX&j58yZ@maae!$hd+4o6dScGT$+CPsy!M6R<)CMaJX{c?oU46#t=LgO0B511$^Db zSP+K1G5Ro!wy8Vc8u4SOy2~IV(HjuU3*>V3^z?*14^poGOcy_^cUt7Kv9Y1&=H|}L zWMzb`b2kaT_*5GY?dz0Uk$kvVP|XMU&Nq`08m{4$7+Q=b`eZUAHSfKY_(#X8N_hQ! z9qnfcHL!2yY&j+}>3J@vOIlt*R_Fhmal_>8jyb8m7Ago~871xyZ}@(KILG(mJtH}u zW1ia%w(R|-H>G1WCG<8DOBPE$0;EL$rIw>{-6ehSUeXA;P?K>QlT4@(4~iE{OMg_U zP8?-{@QTYOoHdkGhn5_-o(EYN3&X&>p{h=%9Cg zL^adBS+1|*LTRZ^1PPE7-_QG3%NUvFUP+rm4^4<;T=q&&pPY0Ntxo<(-|g-vcUyy; z>kA!w7NF6jRLuil%|&pTN!0qw>dRUE%tv=U!9=DQ1Lvv%AJ)L&EW!Sw5|Kc+zy;@~ig zP0c8iX9h(^+5FU5?D8BId69#3rBZLuYy{I&vx$6p=T-}K7PkyEBIHph3fYu;o=I0> z&9oMCZh7f2V_j`ETp7DE696)N2l*vqC1Zp|D@ytOir=@-cE@aF3rIVVzF(4kpOKqVQ+K-oO3hi(4^~&&Hf6 zgl`&XUGH~2^A@=!Y8bpvg)Ar7zey*qUpWRKuQb2^WmtriTl7V>KJxxrW2IG-C}3BH zGCVBOTIqNqo(U!`gzJ&id#3OvjJKZy66*7&%omRZhMWO{o0VnQYE7k_f5oBKeO5GX za;B|4k5)LfX4@+>qAEe84>19rczr=`c4S?5f=IY56HN$rV8q8?4xcx=CJEJO5|41u8C-qy(c=tWE+dmHn6mntt4i`3 z{kMC=Wg%gA{tQt+`ds1aJAFvc$*ls=Q<*uAVAk9x(oeH7rOAq9q98~W>R~gZ$W2jA zTKjhNMTWzcGIL+%Jj|GTGa0+?79zRwj=R(o5ia>l|2w4b$-74vIFGU2nhoVD$u{nn zPqBq-ezv}$bp#QnJsoFnXR?i~7IOQ(ab>JVmtx-|3uZLWjyIT5tco!clVn7uX6pDz zGj}8-;n)JJU-#C#%&3)>HQwwVrxG0`ihl8O!s~p$JzEyn7!If{_rrLV*E<94wx%LX z9r^c-O;3zdTD?=U$MA7YUUkdvU$$T0wQ#hMlWsVyt{<@8v~0!#8|r>omE4{5nkZop zJ>wKW(qA6>`h0kmoWmlDZi59%!H*=fKAe~$p z;>8l|XW)v-IJ~L(Yv)s~9K%$%J)WI9CtBps_=r|A?CZ%7B#2~Vs?uJ{>z|U{EjW8% zx7=}M$4`>qx;5D*8`>g-X8jf^yj%w420lPKwFYH>COtpk+@oEcok~3G_;b|oO_2vF zSzPn$`Py9#h(^3DSay~dXJr?mctkL~l;2ktdo$C;)QTQg;uAU_)#SBEH?I1%=XB>} z^bSJ;FFW3|D`?PAOF6~$#Q-BDuc^RKq4CrZTdQi-YX_U&XVdswzU`~+p85Fhk#;k? zL3WVCd;jO#!D=zt^0=)oDf#&z5sJ6#f~+3u$bOs5%cdUw%Y6pU*|7Y@Il2zYPnyUO zNt*fHy=4}2l-Ta0IAlwn7r!^9iimsu@>jtf)r1_^zwNizp?nYOA&TjpZ>E2mN==U~IkJn29&4 z2Db$A^S&sL7ih7_byx4m7}_6LtTbj!vzfSDg*!o#Xpa`|4Y7 zA3LuPv%x~?KCUEJ~WdZb?Ni&2UF0&QVl|fUJXGMwR3YIdY-t z4ldfEe4YTCt`y{px*jb?7dju_Qc7XW#Mbqq7D4D2+({I-I5-m6yd-*_mD6^%3%NMM zq%LTU!!$NrPJ&&O(^B*ILI~bfW;3u)oYQVp2!A-nB}+S?uKRl>-&A_P#Cf zhVk83=fGsXmG8JzA{t7nQuxe40di%R#e^yn>h6=OFbqczs*D;^f@Ef-`G8xJVN`j7mLiwZxkGTzxjW=RcLi7XshLvVH#JICc{?&T~KdpHPI6eWH2%+FrEz zJKr`q4YK5`a1%xq{&JPuTw%AuV4s0Ph838P7)Cj8J%Pw}OI_l?icGvT}b$Cz-4 zo|cyR3x(bXQA^Fo0c#h1ZS?K39t862=)`dP zCYNm~pkpkyL@WC%)1|g&yJD1lc?KDw5$(hix81O@1wljOIm?rKf&PBt&qa&Z5@k?i zB`h|wjvUwojq}0mI<^+-Z<@L1%l4y79sQT3zQgJVynAsRH`_vXzdC0QyB2zx{HeL7 zcJI#j6g6}-jk$JaxzoU11^%S?s9Nu#77Hwt<{WY%do84OI3$nk7CV~jx$rcSSnwY0WxiGbFedx^t z2{gMpT38BoIUn-=jKVz@H}v^bTW~s4m>ka%7D)tAbbJ$9vv`NxzDRx6 zl3huUeX#WC0fqC7%$f}2_Z@O#M()xLooJ`O0vs6-w+HA!FRalvg1_OK|5-KiY@b`c zaKCsh&~nP<5s~Rz`<~RYsda;6YnmH zc^KK=fwGNN5^Me{ut3Mpobf4dvGf@Zor@r*Iyu7PN+Vn$eQb5kg?>HG%FX zy?4A8!tar@9sR9ec2O7(?SWyXVmLhJQ^2di`ex_bePB845yClSPetT@TX%?FOLmkJ zCSbw3fJI>uk`pRYTe=$-@F_K;uy5PVyBLan)~%6te)_KK+2H*L4ZM}FzUJj>X%KPU zHGeZwbECPjTYtZ($fg`3-kog6G{Yu|X^lm#V@$!67II>|mg{#Wxj0qTYZ0&p zJ;hIoa>>(~J1{~sOU0>}<{~*t5CeYc?b&FO1`-zO$ptl)tfCCPcW22T$``gN1beEq z5%voB09qTnNPC?Q z%f2M~LUTh+(k*bl_T7U<*o0$y2W`4aknpGrKe!;HL~j1nm;HK&Jju-6#)EkGN8`Q)u^wrib0*fR_u!-`B`&kvHZfgZ zx197}upOytK0Bp6o>XIUwB%c;Zfxo6FYldi2{wGu{PF%vJacUkDuf|cgAMILLgSJS`D zjgW$uoO;SE27Gw_m7-v25l<;}W-CTWnC2lDOAmr0YESOg6UvlBXRXGM;6z+CHS*i# z>i}_AuS7`t^nDh7h#cXIS#5;|U9>&Y#LeWd1$;DDz%|@ zy3&E~>bC)0TYEd^GZ>-$X~7qzGktbf#HWY=-W$N))8A4yda z11|zg9!SVdH3b$cDQpLqP(LSB{`8&YDi_n&ubK2>I_~#X4DERBku~i~J%@=(hMl~G z%WwIZv7l_JJAx??To$?1p7p3WN+}Xu#OZRiiLj;-i}h!9Vn@fL-wD|X*yz71Re;n;#Xn4f!RgYo8->1oPvtITDI*4$66E@hC;mp14_2RbOGMhm#XULss+*j=4j} zTw|^Qj@sk1wl;PnP@#BX9qP`I8xp;qkCIpUQQA%y5?+f8IELLKghxVRA^D&pag zDqSi$LSNT+4KlJt{hBf)M$^~hQd;kH#HjAhRq_SnEA;KaQ)cd5pRLkmuUXi&4Ui?k1b%3k3>Rsvu96=91aWMs%hf8K`tvby|9t zPV9yf2a^37&YIZi!F@5u7r#IkJ(c*kT6k}W{6!JiWBZmHkcezgb za>!DsLx@w7?C{}9;;X+^k;~k6TQ%=FdAGO8u2v=a>YZvqt}Ss`Q>H}Rsy2(mtc?UD z^!kr#yOX+tu6N#Ln)i*QGP!T{Alca4$6Ws)v2tEr3c^1mkuQ{glR%qkRPXVik~QD~ z<$2lghiR_iBr+quF;YfwG(LPYbCL@7{v~Qw4_LW7&X8Hvb7QfHL5;9^$gNl4kI_e0 zm)-Y?6#RB`A`6a9eU9Ri=tXciq_T1fGAJG&P6eK&$mbMlc=<3o72?^z@mGG?kOohUU2*KHR zEl%wG95y(6e>pMsEyey>!AaB9H(hFBYamDicS-HW{ZcX{W={mzhY@9j3FF-5zVFJB zH%zmmDMHwO`j3gxl@u;e=8>l7zVUuCsR?2>c;Q*#qKe~(gkf5!>?C_titWCOpeUBG zmka$-@AK#p0nsF$3Kug2gHdhSh}9o5(mC4n(j9hkBC>P_(ta}E@S_XOP!bIeM3V&VXra14BQy7;=zZa?rr&n)C^s1X1}_v zeQfwE7`w5_JO=juGDDUi@2JjHktpwa@#Zj^%|~y9I1d$<&T!n4$QlSyJ;QPD7lZD< zq%aulY=Br}3ltZF>P`%a>*EH06zj(lYTdQCU|mQMu8p$u8WVOcUAFCX?zE>JvqGKb zgJ9c=IDXe(#y6~x|Cb3hd>sj&iN3EtUF%J17TGA1if2r*{LyV_YK{Cb1BWG=2);DU z-1Gy~;?*5RAC5ZM4s&16`QNs}k$sY?2g;6!BeF-W`Ph6kmgDcrSr7c4(0uN68gZ~o~q2?;s?O`NC00A&S5V4Ng_*OT(S z6sRlBST9orGqHSh3q3Hz(4u2^nm+-SrHdA_VbotO}4=Y#I5o{VX!y z!L@r}JBc=Kc#I`V!vo4; z(ugK&KWm%q;&QStic~Vt)u<0Wb4p8D9YX3qZ*nju$?-NA^!l23qRU#))r z=6fCdPh*S{cTcfSL(-^qn^4`* z!+@*Z((uU0^dXma(-`dkQ1QB-~S7(IeGJZ_`>(cUIIaLz6?k|L%YCGIhHJvr#wZ} zVE&fjw;+(*^CmXGG5FicauiWqfoyJ`l{8P4j*zpJ##eqzZtLiqq` zV!=8TK#ZS$YKr;2ueTPCiF>RUpZi9>J66{VJBl`}ON&n(WJV`q z{1J(GRE0Zvl-Ux?IQ6uX5GN_cjyHoKRj3M(faJCEh{N6)r8)^3lxx?{ryd+b#ok!) z6vh5|`J53{ashRshZNM<3#oGeRNzwe>@kdXvkR!lf0Rz${d|qklSmHgyme#%Dl)L5 z$k=dDUqQ(98M$=QA<4_)(Hzzz7;@l6HP(as>TR7UB`UCZsNwOaqS%V}q~{>UW0Up^jmQj`@0Qx*jNzyeVPT10Q?j~_qW%wVw{2nxO+ zZbrCTx9jg8i!Hi?eSeM%^?Ok;{s;va!}XTJM~{~qkRb77oY;#ju_K_ah7o3$P5IpV ze-!yME>Xe{Kqw_Qt*+CHsI@*(#vw#Y0^_aaHD{yj$Fh*52?8a4pKfk$4FPxF|5C7> zZaA6F^{h2^r}tmkUo5l~Rgc&2YCDEE_{O(j*z;hjs5kLHT_bqGl3Gs@)HNj0=)jJRXvJSGVan>o2oC2ytHxM@w6iy`uv}Qzb{opC!5+g!n%Owz3!0E=0@Pn&t z0>pc+fSUq@fP#$oKxDA_!6fjWdTSXH1;A^$UQp%^#RZUKDWd_837$h47#)SdV3~ga z&jD*G;{a%=Ct&v+CSpj@APh?jg(ro8FbV@?1*NUQ5NtXy1R0!Q%aH_w`OpwJlskaF zf-fil2d!Bkq9Zr}2Y4wcrk|Ea%*Pnh8+kyDz-Ht*DA@-qj%^GFYU%{UQf{RWhBe5E zK>9mCa0ef;5N}{|))1CpM#6hf)6^173&Y1{CHaXM3dd-F1+@bdC6uQ_Cx(F&I61lL zcry_aoqtcM*jY)45wlv$F0ru=C(-nS-jVp<-&dI!7?40Y{lM5;eyfJ%J})Jh4q}b< zOfN~(Z?7+9wMaM&>kypnOP0KgjU#^4XI*c((c!n<#xY2UKz<2GGN0odG=Wm!(`^Un za}jpif|v(<7eFU=1RfN;FkkXq6%@Mh@$q%stsw%^rZz-G_(Z+|3Ip*N;b1c>4r>fP zP2bI*pF#R6U&r1?EH~H->7|3mU_FB|g&5rvS-dFW^jCq$o88?L0qXfr z4iCf;cjk+M^K!d}y+ z!fLZKuj|HB5>nFEkcAJnpMhw@sbvAv195<8w|jHq(}+d_x-dL?R5mfGtB1E}`xpjH zFQFDt^Q-gS+a!4gWCYZMrzfvv2|?5=C--pog)R&e!G470cGO02^9v|(pR+-5a|8$* z^cXP&QBX!Ah<>ILW=~1jLk-7XZ=D9M37K`1)cauECL{7n3;&~ z1F%d&dF%+R`Ced%l zxOvB@c}FiqS;vctuMX&lr4KgLX*|rA2og<8OG|nCHZD9IxyrD<@2KA6>zK5$arSj; zP7c+{SBL+UY6G61pwXz>{SWhgDsjgh@(0KJWGzm>X+bKDc`fL2T~lv&c+WQ0Qg?j)|BpHNDVZ1rYf(wbz&-#Qn(ejQa+Rb{z}j@Z^f4ilK-3=k$n?jouh zx8CbW|K(;E4GIRnoWH*)KAl7Y=&hj!76-T7n5YuLm)H)VCrYZS0~mCHp>O%^fq^Lm zq$d|}B%uvB<|R)Yax>F!`1j@wc(Zi}#(p;V&?55amsS))B%nNNX2PIN2|z-A7@%YJ zky2+wmtX(Aot0c8075nNj~il8GQqS3t0w5t~L|mGYmIL4O(YIzaxt zcxE}sjERs{x$QwqB19+vEO&1WwdB8PvhgG09{gLP8nCdm2qQ%(j~+3K_75~8xVMi` zL_&G^WUn0@#MYyq8 zXtVq{IVdgz%UF6yiYPCVoKd3(|6?T}?FG+ccTggLa1c76|F3=&(ou;k=V7$s{!#>} z$16>hkGT*XPFm$k;iF8+Ps0~LBjn&a00jz*3ffx)%(EKL7BFmnNughDy!X?vavr;K z{t(g9iUgUTpSN;m0#ijL9R--^&2Md1MNfmSr+Go=mGae(t_I1p;uXl6J|}D6F0Ozy zR6wq_A|6P9f0D_4sU-r1502@}9c6bCLMkeD+Ky`aLy=I+w}Jd0lKe>5{C|`p8$)4#lhpEqKr9n=HX+0r@5=01hAcwXMS_TkOjIdg(F72E%WG zN)81UO^Xp4jMOc3$j0iiKOt{t$65on15ZIwr<*W!s*AQF;3hipBlUq**Y3oD0q`|| zM=$>;&k4M0s*C!_+i^QkdneaM;h8jU*AKei5$*YxPH?F8)!Ft^ho1+ki9# z)jUW+NY&X^@4-Sf6{}iyR}J;KaR;qmq8F@#DH|7)#*lOs*8Rxjbt!2Fw^uKL6>G(s-@_8 zOgkzw5C0!g2Ivu=YH~6F^q|WV^T9VDrs9|iXx~i|J3AkylO;gCJo>-^60>W5`+106 zW8eB*p}^P6?;yw@86O`65m@o)jBVYeJ}`&95g7kC0D6MyVT6;{<^o?Xou}dQS)yKS zpFV%?Uu&CcSbnJp0*mX@?qtBeHVZmXA_*SVTMxoU1h@u(MfkDz`Do3aBa6=#TffRM zOf5&SDCqh(khLXTItfIWG7yf2!?>QI@aL@mfjiix1LQ890FDHxv2e`FdE{-?ko(!&@(G&IPrRZL<2+At6PV~hBJ#K}Hl>ml-r8DSH^2|#p19Nt3K zrjWcAM5^I+jpfOA1P_4W@&A1s2XxR;Gy{@&9TcyC9)SeZb^v_1V$EU+2Dbz{4zN|W zp?W6qz5)i8Mu(`&2A^cG1|udUGmURmafkj_UwF8UCXzzwW!B6QavcI5o7ZN90N75; zpI^s)4~k;W+Ba|UzkU0b>SA8}Wp8iZFF!XI7jm#v&jfb#jMF74%WYolz(yn?jI6jg zP0Rzjq1|N3B%p+jAB>3-fTUOhfqb#r%n5SqG2p!6a?%*s&fYgs3Lr%QbXiMN6Jqpc z{pis1aBlP#?7Ki;HQw$}qHL{s=Tw;nUB|B(l{!O?EFLQvgvI+`6y45Uo5l$uL~>^^ z9`FzwppVEdLqZ!HpD;5s%e8nVrh_8~P^HVn&HVs~zhQ?jui(q2(D_P(XKfCNZ_?7V zU8yy-wTbxn`BCWTNZ$C#SRqb3n!tgNBM7w}`QFZ{aChq7UT@ylEG#T20Nd&VD#f$j za@_zAUJf>cT3{cmTRdIf?6jz!_rxL1e`g?0QK)*FjLWnf`Rpnd4Xo&=uj|obZL;TV zxM0X#pa3_wh5$LPV}V4_9I)+j2#*$g>z~~H47?hT@B^!x)qvw*vPADm@yl}H_Vn=3 zBeGw=euqybsA|?=rv~hSV6Xbaq$_X+5B@xK_K8J&-oVuA|C8@-T!ok-NmDWsz8nBw Pg@Gu^tIO5MScd-}vso|% literal 0 HcmV?d00001 diff --git a/assets/posts_imgs/2024-05-17/precise-uninformative-unc.png b/assets/posts_imgs/2024-05-17/precise-uninformative-unc.png new file mode 100644 index 0000000000000000000000000000000000000000..5548ad5eca95675ac62c5aec455fcf32b417da82 GIT binary patch literal 23247 zcmZ6y1z1#36F0uJv@G2S3#@cVr?7OVfOJbE-6^n?l!#L9f=YLXq=a<0q|&8yeiz^O z{l5S6_t6Kr_ntX(=FH5QGxHm`rn&+?4iydv1j1KRglU67s4O553i1&q@MHoDpA`5Z z;wfj~spD$v>0|NQ2Bc=;>E`6>>GaBy!Q1Aw$17JCelB4yehvnEPfs@wQEqPM|N8-# z>uWpi-roi~01<3AMMDn|h|uEUA4-AL*H<8rk+>44{!&07$!V+9-OM1%+@dV1 zQUe49d?3^)dxR-NdRj1Vay3i;?QI=K@z?$GI)#0;{qIFnNd01& zcX8y>kH{Nk8=}w^6=eix)T;Q~q|!~Q`hWV^Zt_=`Z?1QsRnIN?jU4bCzR$fJjL$DB z!eIpdp!CU;OT%EWjSh1e;76x9&lBLO1y9CfBBEp-3e}jH7)1&^7T^^G50e;p1;&iP zCL$ujj_8O4-bMa*Sj&pST8fPLwV!$MPHo6(FgbRl*3#nQhO` zZBPFYeG&|OeEhBDHYteGc(X3R$#`f{k-dvc&q_zclY!)fuq`T8Q@>xNd$W~j3w6%8 zyO+iKrJckY;s`q>fPE5HJv}`r8(Zv_Kodr4Q4yQ?$*8PBy$h|jj!u{V(2sZQm4TP9 z4@cD0)SyqFK5q-Y6}FUtHL-DW3N)cFy?ghL(nLm)F^G_Hl5xj}Y^VAaFmt|AYSO!R zq{jifWU6dzY??1$#ue&(^{4k}G@h+_MI3xNUu@AXDgoM#4#}{ z`!WiO5+*xXL61jbM&2;7z|xXn_Ar0q$}zZNr1SIc!yg4B%w@oH7zsV2U{emP@GT;r zJ5P!@G2^jTC$E2R<`(Q#H=`34GLVdpF^~n&pfpX`?D39TjqOY-v=&}L8}rA|H|FRA z=s~&C8I7uUmD1*6_U->2K$m4D1H+ch&n~BfIeJULwKK;SLZP`4(PO#MQZ&3z7?F|Y zp2W6LY(hXCnbEa;I*o`*w@)E5&hjDmjDeUEl(&B9U4Txfv;I*xz(oqQ=D-SuwhqlA zM?SIUNxjt+?v0G;>xMb{OTaZV$J7iWN7}o#Mi`ABXshrK49_~i?EBZ?w9T~&XJ1F+cEoS`2pTCJKugxcKW*M0KiT=afd_-Cw&0OVYY^?bO{g(px z0-z`lib!VlhSr0DQJ_61zAO&WJ;b&ksh}Fu$5&EiB}kk{%`Xc-tqTBzPxK)as#d|8 z=V%G7G=-u7y4J^7(hza>_%rsIwWk^$^YqehO5ov1NmB%7_p5M53uxt;;D`vYf^abK zjjgo_oKCrfMp67>)-UOg#2k`&(kNK9>bwB+=i_8QEReI0Y~@X(=>4(a@A|Ova3TcJ z8H=UbF+-<6t2V$cAX(KPMPiObR2INOth;@jPejqCmwIGZW3Y)ns3Q+563jg#Y@tfx z|As$CJc*4&KzMmG9w!$XczxxRk=^4QV`+{(qBZckPDI}Xp1=C<^8^IsTS=3%Ld1jW zZA1XSQ78vK418+fwdw4sv-h75OnSos_Y`S2m0drkRw)#fa#6M8P0K#~Am7mcKCxiH zPJH;t_ItLlY(MkyU2wwPUTK4bquPwD$cW@M2jH_J_x7Bu?dc$~>%*S2(BH~S$sYoPaiD@epDJkjfw;-{y#@|$nuLn41>s@nm;+Pq6D|XZuw|+x$ zqQE#XZ9Tn&P1L`C{v1u}XsrGWIK;m+j_wM}%A(o${aYp_UszWGhOAgi1P07zYMnx~ zp_OaiGz7pWt6kA~g@xF2b8|$kf-WAa#$4ogS2JzM+FH_IzkUVhu6v5EdWyD6iP0qb zzEgmqR;~?aA-WR~kuqbqo~sf8XAJ!O#NN%c=gT2d($f__ z#w9*}FbKuL;AyWWQp%-wY~of^-Oi3xJzMn6moF?WcUQX?`>r8z3DiPY_^fyGsv41x~zzMu2q$J2Wr~8cdM71xrCR-fXtOS^cM^H(|FP# zNP}>t#qygXXzWPABO)U6p=?oEY*}nM^_l*1_7`Q{r!!`6Q&PasgoM_Ay*KNL!lyp! zz@p!3G+^YTWIvdsR9?GoeJu(10$ja=qoezX#QDnL2mZeP{tmzuKYY5PVs@4CAbDgQ zh4M+4G?LIHqW>`XTufp)Cx)XvR?H_^UM0R=Q>Jod=?%P(M}M&~jzl@W;0+?u@;l%y zqAJ#gvk{TNZ@ta9#9E7n?wiA!miwBP-<|b!AIvkB=z-x^(SZJuyjbkt?fs#a8SMhb z0*n#rQqqu0Zc`J9fCcC;nhu3Nd_%6k*w3G~HS%Lu{>~jReJBnd^HueqCN1*^YDjuH!WG>0O5EdlRi0!TYICXX49nZ#8*O%_Ii z83n#|lf*vl1{nWXJ+GdNfJxCXBYyfqqhp@g)Y3}H!hd@yw0>a}6B$T2Xxpc{J`@vAt%Fbc?{z(EG?*@^)Vlkrv>p_xO+ z=r&U|ApoaP2Yp8n9`k(l{8iH313{!^Elay5Qlhw&@H-aZlH~>+)IuKw@sd84p6WaL zOOgUkZQiyAZZ2(Vqs%>_a8~w6aItfU{#QAMW5A&!B}=ABV2_yf?SDVWtp*Q52Y957 zE(bM$EHxhUWGY=)_d}r50(?iIT+^W`L+6hPCIkeEYTo(<;0>R>1noN)@RjV$#G4nT zMsFzjZ5i0vaWOD33~KC&2xvv~HyPnj94EZ_Y8l!3PEk!KHg@)PDrHc1M1M~Lb*0lB zpVM3w#_n{f?28xVWvypMHFb46fWpUyl2S*EtL(AqFvUbB`PzW~;Misee7U zi|!(N-xLFWH${amtK>9jD)qf*OL~o{US*s;Hawa>nBu)zun3E4#>%+}5IV`It0$go zxVyWz{9sZR)^~i2$6U!9a7!Y=^g9`ysj#T1$Ljg=)pY$4;K^1~H6)*FX(cajUQqKs z<>Hceap8g}#VUM&VRty-ha(_@{xhz%`$KFecubs}oEcIfk{>^QOv=ut9dlfN4c!dG zqH7mBY>80I6vV(|2AS6{Sky19Yk{>otBg|3p>TXzr8S~gp562&5%8iSU%=8UZHK6w zW-Cy-q6ud_++if)Qy+mvoeUa_$tj#juOS?H41rM6H2Bh{<#hUG-;W=ibJcbzAQ2G} zMHQ6^k1^O}+|(LO!1Uj2EKx2C1CHOj^Wd zu?%OgJinL%F)j%4r9sH@P~jCGs%y{6(__LbjPew-G*RQ9&c(w&Q@2VjK+YxgQgl^0 zmSS99;1J||Bt8q^PlFIJDJUk=h=kYG)fJeH1pInzm@!2q$M^=Ex%lR|O9&(AE^?LH z?czigs=Q?)BCBM{BbsC%))Co<1Q-K9O#?|=9JuF0M9{<+I7JF^f34p|X`KH|l#ceK zPy|P4g~5t>#)%`alQ9fS4IxHQl+caGi0-`nBar&kfr8%tg=Cu*v{I5Ch@-%}{ETT^l#1ejSK#Q3O<>fL#RfeSB$To8cyeWvBU_OQ zwxOg*(!s~ZnT+$H9IN(bcd@gznvz}vt`62H`c7oFgv@>-1cMYI6nRlOQA1xo?JRMshRlj_hBEnVzWH8~32*Pbu|`5&ZDH2kvmld(fTvzhB#61i}W;(}LKd|WjeZ_S;%?7lk>;(-PJBf}(8>L@J)M64S3 z#b7}+$Mt|kL6ASQ^vC$it+tyd#7RP?{`{IN)m^vqS%|@ zuRIK2asGTi;%B&ihQp$ZfZl@y4{u*6ro<}Q&|{Ro)U%-xZUzq@gej^?CUCuwYDn8U z%$>+2t>+zM_W#e4DU+$?`yZ1>kvEU7rd2qafwQt#hlY4wBX?Wa$6NE5!XR@biw0%rJbbXv5&@CqFFeZw*rH$g*aAUYGn0np4F+zdQH%}c@yG!>|cZZuB)niqrpUI zaNx*DhR4i5i^XcLcx_1iMRn^;a(W!|W;;RmW;H>#z+olS@?=h^%2T{#lZ<>CQE((~ zt05Xwmq;?JBN`-cD1Ps(v5j+S+99ti|K6#CT%r8A5- zS{Z?I{B+m**c-Nb3}Vjo1Ua{^o}PpRj;;P+uj?v4%#?4ac&6ZFdzdp78m{rhQ0h>I zaNWY@@u26*U9;HH%J^Amxqv8O=4vLsxfz4dTwp5tt%(-ki|eyKD;6y zoqIRG>C-GV(7t2C?B=Z)%GNQ(*)_Fq+C!ene;g4IjiPCuDyo@v9Ub$YbLY%P4>&j7 z@tGA8X?W%ST_IGTZ+xjdVW;iu(@Z8=$$uy2>TcO5{UWzl?h!L+bTlo&>MK^~XBZs> zH5nqU=Onob)7pp&i8dYf>wPS2bbW1{yYVZRR3-)G0$V&*rL#<<+Rffh6r%K8ecm*G zcBiw*t2>5B#??$e6&kiNTWO`$mfjJmXpR(0$cK>PmLK3zD1+L6p_b*&Z2!%GBD&Z2 zPk-6Fs6`_$OiMV(=tJDa&S=|kP7|LujB1DG3Fv6LZyDt_GPgc0itPC<5?t(A!e5VV5RC_l>U zN5!V4t&C{tF|@U<-Od$gf}I+NoVPEAsAsIM8oDz0&Y*k~3rW^-k_b=l&uhk3Pluny z|7pzl2zg4O*Md)3NPdG!VyNxDvhfQPI*;4s)^O0KIeBO!yr2&WQ2IO6VacIa@`epsDL<|IB|g+tvt#emdRyCg z!fHA6FbMR9!jWf7twlxg_{|5MH-+3!hJNC;2hA#IS@%_ixAvBI_j?ex3e*dSMQr9s zgB_C6FWKf_HeI)Tjb2O9mUir79Gx#JI=Gx{x{JE$_L}Yw+L8Msl}vwR_mdrEQ5@q0x8xVJgu9 z{*ohq&kN_>XMNU+LQiXI&U>3*rd!OmOF+41-$Gupa@CL^tNcZ&GO)87B~_1<4b=~L*MU&-e3@USk8hy+>@Rp6Cr{XpW6o$Z2>gMjbTKM~f;QC+_K zl|G|Ob3UlNE8j3B|?3u{Jx)$vw+wHN#OVLr1r*@Ot)Y zbB68Wyganx7v=Imm{?U^&E)?OJENPQ{dPaG2B&k3^lVkR9KJK7Hj>Y4m2Earwe=_e zcHWLcLa=pYD%+idT-o{H1Z?lc5eM==f}4S?VlqvC;(jaHyOWOL1rm!o`6&h{qB>2fKl-R6E6t}l{ z=`H@&<|9gF@$fgqdKfgE+ZA@hp-8824lDv3x>z~1oRSje4_Fpo=v=0PZB%$>+eY^ddy~0_mX=>=@o|G>Gl^qeK}f@sf8-DXG+I0Jk8J=S?^++0WF@=-$3Ntepn zquo2PT~i>4PoAJ*S~2<~#YBh-g)rmtb@g05doo}{K(0(H>qD!bv1BW;lz$EB)Bg8V zmq(TuGbT%K&V{nO2VCDX%zoe-)0839mQK;l<#}BvNzUn9*r!SuBmsVp+F&dQVQu94 zM!upAnYAYEb@;M!wEY1Tx}-qVxwzrbv#{2+|~E>K9}N}0bI&+2fcF3YDS?Y{V`SDW}wiDXG;CaUFbUWY`OrlgYK zvA@<(FBMHqtn*$r8LxO!+VCnE|BJdk`eXkT2b-zSVmpA_)9_C0?Hpj2nSP?uu5vi2 zptb6!O5u)rmc~`%Mey9_)HBN&`i9lMR;;?xdm$)8zy%-k^gQH+rQADBk6@CIMz~iu zT;pBF6D}WPWHaBcw)ZIKid3Xw19^E0)xOWKkKlNc#nAp=c@kQVFL zTp91?3F%?DWCUPlO45g#=do0ktfga2HJttM=u`A~tL^E97C`uGB`|L(pl)z+t~LpD z7&#-2fN4Q!#I+*j71Br6Ssii4R#oMTS_d|3mVXWl+2$286HnD%&NkUOjUE=a^5ar_ zFGUc^)>-WooIg?Ff)?RnhjOqBdjz8k9yU*H3XBamCp+^U+>CKv1P*Zpo;hGpshfcy zpFE9t%bEhn$by}p>mI6v@g`Bc1>C2dK5$&~tXH{goZ<#W4XlI{Slf8#H8PKS?daVs zym*TYRF2S4R8&X(67L#b)I?Z{j?0vjgeW-Z;$$5mSpg1R$&r3l*WM+eTjKuyC6wh} zrgAfWvgH=CHotYuG(1{rPg)7K;;-vK07@ZvglqkICU3w7xJU>ePQ8?{%*Jz4Nzn?v z)*bxjjMJ30l;q6U6HiM!5s(t1pQT{=<=>4UpQ$(!41!Ycgd-WYV&DoDlq`8FnY?xm zvMV#nkNoQ`M?8#UBe@9(dvm%z3;TWfG@||WtyuhIT3HgY9!fh)ao>}9MYq6qZ|Z839PN1%2}%h?{o<3j!F9hVP)ww;<5c8EM1R;&>>DF&DXOL^{`W0hjD>d z8JzTSoXSxN55m$ejg;V=c?ax~tiCftj_tM5cV1)O{lNAv5d{sKmE2siGe2?8T52H^ z4@|SBHIBWf4x`nMod~G3v#iv!ddzPk=0Q4Sm|rKOy|%F3qKoPh`wq6psAb`^6pA%p zdz<(&9>3}?!q2y>4%$wzP^@m|vC_^vkMgE_>HTYUPRdNQcA80|mU=nBTndxaGg7>n z#kdMDu*J$U*XC5W(v>8(Y>sB^ny&N%nU|VTG`QGBLmsX`tdS;-Jog7^fA9N&-#y{v zEQoP??S(9U*~1?~5jMU?witZ-3Xk1I)~E{oiYM9tDx|d_Pc?nvjFC=^VVK9 zh`8OV@11GA4HW?$H}=&>iFaK*78}@j+@ffW3c<%hMtKEbu4m+H7as-~%M$V+mcYrN z-ZGuq5edcAcVS>sNQ5cJ;>M9pnw$ESp8GR>9hpbb>r4ux)m;51Y*=K{@s5AkYPiP# zX2extyWH}v33IXFV~uJxb?u6^Oe`&< zy#TG+4h;3f5eY0hC&6>MS-O_ZM|4*qsk~O&OfHw&q}uxy#u|4>O%IJ&oDnPOHWpPH zKN=h6slH)**`iilAh@FuH;v!FR_GW@L6QDm>rrPl-Q5M;IIRs&6YGSV$17i*XOnZY zmm@oPDTd49D;!T&5Y)VY9eWE0#$#v87p2*u!x^d>J$_dw142Ys{ryP97Z+J zz5k{!7=(n#wM(!*!=G9H!W^%j`^j^T_wBW;-fXHuz`l=OaK8Zmex4@AC*s~f1N7gmnq0kWQMaoGKQm*e&Xsq15IaVG- zPBNUb@Qf3e4Lr#4XGfk!AYbi%dpZ++8~Aks`|HH^?cA!{mKK>-cgat2e<5Qf?d04U z%BcXq-x1yXX}*2nq?ASc0A-)iO~0K~$T?4fnzzMGg<29bxi|f3$UP-p6A>Yr(jE*4 zLMJoCYgp?*n&Z2Moj1Vn$KpF?O6up8C`VD={VGpSuYuXxHlk*NlL%zPL|74Owh34} zg-L4MF)FX@&LItAuG())Bd+(;ZWu_J8&D`(vRX16KW57)F>VA8yyrf@+jA4vG&XiJ zmrL6!8JET+Yd9*O5#z0I!M*h$&7YTOd*!qI-AA9+!9nM^dN~1Bzb1L=vs)%U_`#@r zPS0q)|MRSQstHk>dJ0Jz$w6201V0K-QcP4BM36B$IVTc_1*iddH%pul!#!<3WAZs$ zlIPq7|%-OLe+#mRMiL$U7^ z^c0g&7<{}17)u3fJ&HM$C}B<(TS1|dRTsE1guSCu1mc?9n-{p+DM4Lt?v)VVqzKs^ z-k`T{rzNL<`P951p*3lXmYCJo&3;H?)sruuMpkd$JxbPxx~HZ~y7hXl(&nCVkgg3= z7E@P7i@A?{GbQrlHKP)ak=PY)+M~!Yh`%i^gbsC2Ii}nE`)~KI7WMr3>!?JxS?lw@ zN01eva=b3U{K+@-PP)c)C_xb2T$SF`#wx``?JOm$ol1 z;>3V3icp@+S=QTMqRIHFCJ8m4HuY^VT@en{0Y|&aB^)^>M^e(D_8k`u$S_hVihJU- z09i~)v*F|Q-b%+Au8m*65c!acU-|I0{vv$qo$dp3yS6CEz(H|SQPR;5v7q}QQ;|FZ zkvS6!+8%fBdCiy0gmWME`-Yt&ikg;}Jq!xI)JfGHP$m>wv1{r2(kUsenq;Wyg_XI8 zC1!t!kNEog)6$2aV|Pl{VbdsLJ8lzONwHRfnc)jg1}{GaE%C!AO452=OPZ6D73tKm zdi76Rd6Qrxdk5WSAR3$7kpY?a!N~VPC47t4-k(1#d>w;CboJy@N~zZsvbs0M6q4VK zVJfI#ded@rean+w)pmkzEk|0&I&@KqZ11S|Waf&8yS(uAn4odKG-$pxRi!?q!~C6n zBzdsMCG9owVsutetmGWKr)WV(d~0s9luEG#Ebl)qkTIAoMlNbeWIW;pRMHkH&5gUZ^^ScrQ%wX63G7T z{#{%Pt8K9SAqiTg9ZrTs(khG7lwugPdGG>z%j*xrG*%X!Z;C>VS>=i#Hw?-g2ljTO zgaRmg_C|tJNU36mz96kDuH6)-DCelDK<0y6e1qJ}lxK@6=6S?bc(Xc-Uw^VNn_ST+ zv}Bbf9Tr2u!#Rg<-QKdQ(I0-RPf#Pcm3kJ-i1_wO(co}*WM%Dxy?0cwsc=b!1Z7wl z**NN=M z3+>t`mTOfzDaVp*NJ+2d-V#vXp}N9+~boJh}uYteLAKd+H<7jEqlNa!Mqr1vjLZccA4H#S9% z-%+av(ED(+Ux`W_RvvC?(g@St$$^`jWX*<#h(8fze|)p^H;<_Zs6rdyL6Z4(7{-e9 zF^Q|h*#+MIDO@se`+P48t-@2ybVHe76|`I+_Y*dKmxz#^2l5BWkd>M8^i^v$(L1|e zF1ft{QrtkAcjJ1H6T25d%-lD!ge%fs053u%BCLX$B{eEP-<={MRGu%vyg6DMMq5&XNCB*kOT{mR{%Sv=~HKmUF|Wog(@PfV(7rLN+fXCNv*D z<4A)wsfjFzR$495J)0644RPaQ8KHk`9Z+R^8j}d{fCtpLRr|C{0KfAwllc&%|3*vi zQ|VIFF;nKzzAH_Xntp2s^8D7_DVUBBrnlP4UhC)ze-24k%JDJG=+BbSEr8dD`T60;^~<$SA2Gl|J=WfNF-y0D1{dl z^$iZSr_cvsya;AKbNn0=|Bs(L-i#!h4A!&)a>8VoBuQocYlfbLB7&P?whCtrIy$4* z=t_bD8@KM^5;={hP_?7^3Z+zd~dv46#VanxR(v#J&L`b71# zu%F_kB+l8%QFx~5iNgUNq=%&@7YxhIklIkQ}wXZbeZ zB6xh(W%2YEL7K*H_zo^B-1z*?iRv!Iv&XD}sTD^05*HM;dpQ?w~=Vd-Q z>Odp98W5E@y_`LU$gj@B4Y^$X_-W*Fg4or3dPwJqf(Ke&+;Db5*I&YWqH9T!jUWzz ziNwrwlem}kjZeOuCt{*0`BEr$G8LkleVqD#38k9FffSn8&3Q5Hy%ex|H%Lw$@@s_ z=2%xLlQ)hott<68_O6lSeP%zKan7vCT}+N%weM!5zsyldt~l>=YiUI+UT35O>xgy{ zuWPHP)>yi2dy;z|5fVtAXLr{6$60vCk*ad-BR%4CC24H&;caA@iNC->(2k>4t4}_# z1}o1z!uRQ3O~zchy1JkK;TTp&aM6GYFblIX14`&!BTn$el73&+Aq}1esPVj*)~zv+ z9_>o-&r{;277lcc%k83KCM6NuBN(3+E?id^ARyCCG^ay|T=aH#$(GH_zrRP8ae=h5 z`93bS`%=(f&1VjplLL>U=VSmMV~(8aH<$UssLgQP@XLtRscwZ>+eXCmuX+{A+y}Pc z;|P6EAG4OfWyN$eOGa<^srep~=pAzhlxoQgDr}~Aeu!mrWNk~9Eui>4M+9Jp-D_-W zMUZn{DT=Q4QYXWLwUfUM|F^T*QY}sji(NJU$W0-pk-)PCzvx(DTq#{s+?FRw z4e#EeLBgv>bk*q)@3JL|pB(9bZ%&~oL)JPC56OiykW0O5f`ugb;cB z>^E<)7}lUl8dYjN_kKHE;z1+Tp`P3EH0`v?)`p$qQ)UVN!&wp%82x7uPmyLcDJ9e^ zQkb`@6a{9==-}wykY*lm$;MUzO1$n{8Ti#-F<+5TeRNMiJG^rbJ>Q(fBY*u@mV1FX zi{$%x+RvXPa!tNlN^b_3*R$2C-I4wbpcR-JiZbT(Wvg)u61CL1aJDLd!&X&1KG?AI zAmI2JL2p>agEG-2k|IFZ98{ZRd!j-pgZ%L=3NBrsO1uH33f<3W%1`nF| z4!Fqc?t-u+uO?W9Lz++;--t9^4Zk)H-c`-dH*JDua`s0Rf8(RxHM`?jS*7{>vO~`& z?fTXv|HS@C9~)w8e_~rO2H-QmDTXp|HT}vJocr^#u`HbYS?)Keb6?i3#Hf?9kWn<1 z$q*l3AT_L5%kI|5wZuF7S+Sy@?M#tVIG!IvVboD=47~=M3nv9Nav^`kjtT!2 z;XyQVEaFzOK5q)H=W~OKRj(_P!dws=>%qF?X8xC`<@`p$cW>xd-(c%A%i68g-O6A4 zwDzvsTg2)B_*2hkP`NfC5}OYHmH0F;@*d3Z9jz)u^!ncu6%L0nOUB60CG1j5Z#?lrb-Y#JI0 z@7V?ZyxZ$=3WHF!nclGmo_y8##1`c99nim;U6!@`yVd0&I;o%n%r>Jl#>9Qm?H~@| zoWVWJj4ltlAE>}+c76UB4-)nPF&C$6#qkxFKO^ZeP>z#Oqnmkym0o9cQ=sx!WQUr0 z!@BtSq1i-cQIqSZ_sPF;0*0dpFeYj0*YAx5s9sUxl(iM3U`?SExOxfQ-QP?H$8$Mj zQ>v0+Tx_NnKBW6DFs_r6rxW+$1r<}mUy=vLW)12eK4CnklauiX;F2sch)o+ST1Z!jQ!}xtu!YRyS$+N;!9tmA6s;7_2#mHAycz7S5uXF0=1Q#1bC7zm@TUh zhwudC0f-GAlmEmKaI1fN7eH-YcxcF3MRW6dPl9l+fu#Lc%F$nP1w`RoknND!Pr6vw z;C%ywXm7r1QfpiGpy9Iq!$Z6P6XV$UE>_FTkd@@jrFfwFjuOH>z!rrk9O)TAJf9_E z(P{?(Cm1g3)~{jv?}wzt%ZioQEp?2uo8_a-T}-PG8v>vz#2RkOyD#38 zXrJf+b}}joPb0y|&IW=PHQAv?UA)1=NB*aCoM!PoJ^RFH-|TGt#SR)=&@joLHE;)& zH%UdL*Xg#@ow4cW4xCH+0EJi0$smgv`_@;nrj+9xx4+q%*!1S)-9Es`K_;ZJE0@e(`GtqjQeGW8gA3G z){nbKNd1zF-_M<{#OeS3*zL?U8;u*l2&@VM>7Hr><>X&$jqg<|PwI3kzIq0fHxw0s z>-Om4-b&`uoJjN%l*W0bqhn`WGn{x0@D_?js2s^0lx>+Jz<$tn9_$D-KgN|Bf?lK|6I{|`LK9enXb zu8h-^LRFF6)|KqVdmnkv%QLsWs_T+0zh7P;nGyD5p{v!`DEsQvKMfB9HfNKW6p&?p zkl?FcN(%lGoZBj+vFYUSh+dV^X`(A5Mk^H!j8^Mb4t5Ho26ED9*CW4{wIlpKMaRze zmUT@M?5Yy~dr2L$sBDF@U7fG`gWnQP)0{MV0Jh8zvOS&!XaMjhOt4V0W1J8s@pziv zN4ek}$@k}Q$etoNuxu2kLE%Y}!?@RP3y)&Q!--|3QBh5$BDpx)#;G1 z*5~fb^_i~t^yMG-?BBCI0?w%fVIBE(F&0Lq*y8(+9zJIh<~ATkVUwVW1H@a$NVQc4a@B4iES z{FW!+5=_uk1^TWJO?L&eQf$9}?FsXs^0UwoTx9`J8raP@0N#c0susEy2mezgH~=h0 zTHdleS$)s_#o{t(pUA{6e=~Agx*UGe#N3f17BG&YyGIY#Ja54MT=#_hTHQG8xJz4@ID|&6uL7wsz{Hll&36cGtW#gLS-!^<{IpwbW1y zeUn<}$kj}O?kGqs3%EX#<~A~oB?12AE5>%=a0N>P=Gvuto3K&T?>g~#>Z_+!{5vS1 z;j(8yJ)0JooOC)nycQ24;mBkLTqI#GSBx_(Y?#D2FBt{lr2(uK=T=JU`=WgKXtPYon%(rTlo@Ggj@Fgsd zqwH&fypT5a!$V~2f?G*on+`T$1RclxsmU%r(&;AlyM5T~Ngx_#I5|H}odp9?v*6hA zK_`heQV?#Qpby}-DCQ!=QPgW{m@Ur3g16kR1dq~4$iF1G!c5!Lp9!#9UFV1&dN>JU zJmeDAwpgq``#b@VN;a|!j71uHVOL+A#IJYS7{+BqjDo)c>E90N*YG|yvyJ&RxDPpt z$<`R;&tH;_^B1F|kX5Hr3cGJ7Wa@c(de{L3=V;-BSkQe}1+%pIdVI2Z=bniBZgw$c_4uN(tq3iP+mrGZ|_40zu)D3kPC7 z=R?IkQ3J9wK4E1`Nj%8=nE4C2(t$zXuCG##$=g&yJyPl*|GK=?c@avUb7_G~cln$} za@odMn3pfcD*p#Q-4m~>i}yoE;j2*iWelA% zg<^NffU+kcOZm4ewsdZ@#Lb)lf@<5L&XJHi4`ZJtFJaHE$2d4RC#K>UL~nodl+3<4 z&NF^Et=rpCNhesmt**(BsRejNlhBJ0SH_aT^}qc$Hch3~_1Wh|_X-O435!)-FesE! zi6oLh$JoqB!CtVGEcJ|Ncw^XF0C<0d&v`v@JaITl__EZ5-Y9Y2EPMG34AXKEly@~5t6;S<{z1IsFI zTfSrf_(TbhW)u%3Im6sP?9}y8gKoRq#kY6pkN3Ys($%4KFJj6uTtTtXu-`DzJ+J{` zX2zKKqSgfeePUiZ`@TkkX1oKpAeNQr@8C1TdHY;P+ua3FW zb$*G(mi&5s1{nZuV@Y5wW4%l9U7GK^k z8o7x;X>M&(>Rtq>jJ4WrYdQ^1;?0XeZme1lw-o(9#!j)nd??s^`kZ zg$R(g`H7GsegmB~bnsZ_dw!fVDNpN+m`Hzk~p3+fE~rA#YchV!D@ z6`Or-gCBkS0?;H0<&xdb0=d`-PVjN@AitUaJZLor<3EHjktXt4C{u6h)gb$JX|W1m zhJ_Ywo1ai<6>G8DT3QD%($Z_9XjT0Mef8cQk4-;qurXa`Cl4sO59ITvp$O~w!ZG-v z<)Qin3LWO6_NJu?J6+(C^{GFMjiXTp+XTd80u@|b6hK`WwH}bLa0amZW}A&2cz9Z= zZ$#&M(T~CnD@KF;DzBC4W@z$rq`R*?s&Uy7!TN>ckr@rw8#VokPk~t4I!<K*jnE z09T}U&W@)gSCFmSr%nLM+LqE%SWZ>pz|rmb0h$DYH=0C6guz-s3`P=+;D5Mo3XWu- z8z75ytzol9E@dyz7n)DE+Wi@{IsA2P%14FKe`LqwmA#X)eA`}GXta?NU&W^8(O8Nm ze(+`o(X59xg*?7kLdl7DP0i=kqkg1h2LSeM6I!=o;N?yxTmW4O(T|~q+MmYsaXhql zbTcd-H}6ZNMc&`tv#j;_*=b6Crt9x#qv2G#II2c%X?tZ3%VP$8Dgr;C@(!AQr7bTv z8@D5@3{ggY!1FtNfU48|Rz=Lt#CpJ{Mdm|fXYfQi-w0+?_W)@DD=cnb|9Lja@6~R$ z%-(qrA);7SDD25WjIXvj!oKai&-w;RGYZr&W;%bp*6=;ey7jnn5)HoW{k9zO;oxSs zLo4Ni$S(~thKkK#DuLv6d;m?u(GHG+PMr!0y~z(Q|6r$Sl%D4(sI0zRqULfD5#E^kt z#R|`C2_NcGqH6@pFAk#|Qb_|hzsW*5Umc6IzDN&yMNGxZ(}pJHYfB^A%-C#~*n3>0 zN>lzP@E|kSR2z*^ssXf%*Fm|au@!g-5E-rG|+*p=u?yd*#HJ5@Rdk;J+#xTHrC62hCvALIreR z3B4iWoO|B(>bNdYm4^1>pfd&C=|cQZm#{4!1Vp&dP5nReDKMZWjmPrDZIjNRB*Alm zyixcyWA%ukNa(eU{nY08(e~M$doe4G?IQ@NenAshGiI^_krMJB7EY=`hfsBZWk=gu z{4{ecxZFy+awdp2)lHq$mZ33n!NrY+nTYjKjBXtC!8{a;ii+gPiDJ4|rPb95fcEJp z7){6Us0SK{zjITk;96ZvUkT_XK7>WFG_MMv;6d~|wZOa&!-4vyuAZEg71RH1z9A0o zjubmtSsS}S`BW%^0aVa%cN=Z-A)w7+tCFVI` z810&1$pK8_gKk-3-gppj@pTLMM-ClDYv(ZrP>AIqRc-i7K!}FDnQVX$$e2N!Q{IXJ zp2HlD?elZhg295Jk_wv=#|a zHfBg6}0TIxYHbBymUsFRO_;O1nl^6}XUE0zH zkJ<8nV!9mpGfK=kbVDStL%CrDKW8@KVIGjozgqfmAq1@T4$tX_&Py`TR z-GJZ3=1pqgO){WHgHt@0P7{sq(F9B3v9NSXuk}b<2K|pd7)|MhH{+4|1`jGvQe>wz zSR@L}+ZhV=qIeV5EsVz!ZpqNt9Uq1cG(nO4k5ad$B?l&PM+}YPnh7cz*%!Zpq7iZIDgJgT^Jz~2<<^xkW4^SmPCPoMN-9g zYcdKVerE`0s{?-zM}X$mc88h{>2Y#2B}*_69?LMGbQg9#0uDU}T^;~w^Uf##`yhq< zjTM8Es<QAq zA|Padn*+g#lwk!OP+$ULEgrv(WQ7Xr{*+H6PdPagnkbr=2%4AZPInW`qaL;c76E`w z9&8T~u0jiMQpO8d2SiGW{_^tDf69^#NDK2OK?DIkB*uglGX11b9#pFrVfm__Eh8(7 z2K3HiydQXD((H}mc6h?i&wpxEQZ@*d2RUMbL;otm{-Z4jOeUTrg9t!&mA!ObD%`Cb zw|+m;o`OP8cW0~)790IJ^~r6qA@WnN&ZJR!(z;`#T^3=F&>1JqfgZ=*Bwe7Tn2Yi8 zf4YcOGX?PlGdar!1XU6J7ILM=n3h6;mOJ|9$!GYdxh$;`zZ%vPeecGeB#v()U7!l?ub&KoS?w6F3>*A#9>FJ7tBYziX!Wa!{%ck|~zZ0k#F^=aXeXp-?V~4THEFvSeg% zKDZ1cOXwJxEIbox0oc~s8w8~CgCr2@!lJ?=!^euB@T9>s{ymRWrBtPmXY7@hLAa%D zfQdRo9|?2=Htv_fl0mUFn`h&>ga;uZc(~U;i1o3?L)Yiia3w>-4`a+Q4lPvdc6h06 zkF3zQ|Mx!gX*k@Ff>s{1ivj2rj2n;neGK?P1?VUgp^q_%@p+QAfQUxQR>TvHC(Qup z7{=%_2crQV1b7jh2c%&hq5Wqn5}XL7NbtV}>HnWft~?&Sz&Nk7z$Y*Zl_mWK_3#u#7~=~tFJ-PIkZHc%FxOz8*v5&ZRswbJd>d3h zJK{D#HaZS~%9QvWjYZG{^jFaaC1#07!G54T!hz4h8UZ2})R9-+yx4@N8am@!PD@wF zS4z}vKr2wmBxC5|W-?kH7QU6=n7E9iepN7%M)uZGQKrOhZz>t|oeRyBBM1QW z12=~)K~&I2t+QN-t&VMoM%wbSqv$b(VH7hb4zo<81z=1L_hS~6oa>_HO*_w%HMV zErB;ZR8B2z?kVqMlCud9)>V!x$pJnd?%r#T2m{+La-e@Y&MH$UG;rq8cBoV}J$_uY zv$J#d>sUOkvhr}5Nt-M9-y976<4K1n@p6YJUK&%G}2 zj{^^{r~-8BLxu3@@G)HWyxHw`o)0>~4k2qXz zUHxJw69&%+k&a@Ra3uOJOpftao$#kmpEj-z|3$Rot0SJS@`lycZD=HpMa8clu=!?^ z5hnTsuCTbcRijr=$h*q*dC^h7QHp}*scJ@C8bC;7;>Ewj2ic3r3XP?<6&n-fI9I%8 z-|o+Tapc%Bmyza(2PP9UsFG_HNykOZTboH} z$scPCW%>ARbL0-$c)c*JMKZ_LgB~7*i;bRV&*Cl&L)xRprpDEUvhao{>+C9~#}7#n zcDu>WOuEe1C8<`v(TL1x4cK9B<}J7>X?Z#5-NZ!H!r;`@S;&XuM?3>tRO{L7`agbf zWoz5*#)Y2h=%&fB8B?}`dWo>K+w4G&ymx+R?+j;PbaZr3@SUQw-7~62#;2uohP#7VT#kwrm`Jp` z5Nu8&*23tC2_=%77glcBNfDK8wjUl0^T11R+9f^k{f?oVaXhlu=BBNh)Tr03@}$B3 z34kM|p>Bek^iQ^eyNHCd@ff$Ui#G$iP7;dzi@`{VeY}oxa_SgPFxwb#cG5(`iK+zT z_G^V2I*jZg0kGKiL23L;wbYZX2+Sx_Vt04B!!L1uw^IQ~AXOFjx0Y1vkDz}D`5e$5T9tmZz60E%JYL5FXSaOg z-G#s72J`D1C*ZvQ_0A(wvn8JZ88I!NSK4jHss*xj%W^cik9s;D%fR$ z>%x*SF1R@eIPC?R0GXfjBIUZ^CcywX4vkI=($eTiG=@tEZZ8`b`Zv%t+z2+t6hqV)#lWJrB8?rLaj!e4x2gPSO(?t0 zjePI++!_{^L!eBuM2#x2fEBa929RDHlY>9;tA~V;WC=Aep0y*<=P27Y;_pV0N82yM zO0~W!9N`umAGO6G60LzcF6% zeF4HXL%tb6%p!ERxY$*ZkwDJDx29Kt?h5ZA9zCk%uqANmV@<^w1_lgHIR%BNpoSk0 zryEiRH^2_kIbud2Qcq_oPK)sUm?&2L=uyVN0QvUq+vKGygX5{1nwoFHcdY@Aav>b` zKc=g!!~29#biSQJXF#O!Ut{hYn)&@Rix!WOm1SR9T5Jb8sM-D#7dV6dhi%2R9PiOj zxp!+sph6ylHf>$EW^c;vWMzkM;t$AP%bE$=qrpEohn~m1fmn^rwrQPA@jSI zY>tRlHYlK4B3a7=(U}U0-wmR@y~Nb?bhth&pzzL}JCWpu@0#F8o_pz@ol{@0_wJrf zduuwn&{~067irvAR|U}iZrh7J@?h2e(c2q8@5aVvV$Js0T@r;&#-Ht@RF#eh+*c{V zQ3X7VYdXqK)SRbRpL>0gzV#SVLtq*&NndPSy9$Ia5n9KM`kmh$)J-s=6ckIElg)JN z4g?>tvTA>``ek=_wt*DQG`{W8;&2QxN#1F!Ee_n#0m{i7t?)3yaIwMai-s#E_xXX@} z6(OuBgy4wRC4jcc4_|s<7jRbLDdecjii$MIpwVu`J1mm$rE%nL2wX3#*X?8n|1r8& zTUq20uK@O6lASsF_yHM(%Zf5%m&Byi`NC1(1e~HWSvmN3f~W+~XVKiR*{m^RIpQ0o zpFBy;!4I}U3>5Dw0ribCqUw)Hn9F0^p*JAm62R`|O5#xHypakZOqM$C7>>wp*w`C$#PFgU%ViVL89XJI!3Yg|0K%G zz7qG{i`xY0wDXH0zCp*?*$MN}FYdfA5P=aw_;S`IkP4@mP?+QmV;NbB*%6Fvc6&^x z_I~_TwN%@iX1eyYj0&^t2v+QB>1f1jj)Vcwa3lQd5z!$Q{<~i6s*;i5BYljyxVTyc zcS1VOF^DEK`5E`Ua(!4irtf|{WVG5|JEMDoCYEKE4HRRX_86o&R4p|%bG;e*hh`I< zZj!7ZcH0v*wVer~IB7z-(4>ao$Y*XkkJed}ymR5?urV?PMX63YkjJ&1Pa{b3bbb7z4x45<)>`7}$VDpUi>gvE0m;Q^<^o2SXO?!%E`xIYh9Y^DLMMXxwzSWHP zXF5BlxoiVh9-JR<_0dq+RdxbOm(9)1p8{3~uY5O|e?>O6v?;a?RmcufXL<37>s-6< z`69QrRs@)(c$OZ0^ws^~8<^ehb@{T=V!l7ndU*|5LZ9u>S!u=|JO3fqJ)a7T!BjMr z^yjchRziKxWHJv0%`;2~>ixa4|E+fQyZ4~a3wyuG{1lA6CQQ=qWb03d0A$3*oLb(9 za27r?c+uDQwr;w#P>VG*sTXbMD(7VB=yV+1Nzp=H`|U11;d# zT)Wg_pkMn3n48=Cg|WIcp%*=w56-VnYJa<5b5Xt#=oGD;V@|AdGj5Jp?EGhr#>1RR zPA!r96XmiEpt@VTPU*m&ziSgAg+|G^&>(`vV$BX5p#OV+_{GJcE416Uq2AlsceE8X z2v3zA`awEOCKHjcT`EL8D=UkTa+@Nx!ZJd zK2)Y^dL%AJm%V@gUgpAOPaBXM`SR;XR7-GNVHk>S`RyhHq=v0NL^5c0Kh1*KccpR3 zo<~w|fTgaf^$#Wi!;Ss{m?25RoCyEqmyfTbvR6L1`~6uvF`K>iEgPB9U(T(s{WT44 z-aFO&7oHzOI3V>_zmCCS*rf9CgE|tgE+{F{s;f%953jC!T`DbQ!3(=+7L37vWN#9+ zKi&;5fbxKavykxYxb)@YgYk6Fi(Se!j&B;S!oY>+URNXRXz|O0`XUOC#NHz-FMESe zdyCY4Yd2WUxgnxK7y<&h&4xp@UUwMS$Rm z!Ec09OF^NXrJk$pHE!wi@}Appw!KQqUcXsKA9$j1+2rqIn@ZR6j8!q-egFRbf3f+% z#Y;%ZjTsy~xlq%%Qo?XMbGx?I4tNIg>frUVFm<=gMk;`nQ+~>`PB7{D-D9+nwbfL0 zx6QW#rgnN?xq|HRlPuk+r9U6?hb)gt0Ro)&-c#ps=FH>lwPknYP1e!T0eV&o-~xqF zBKBPNeLte+Ka(l?~rrQUzqQQs>`ts7sL?A7@@gp_R%?x=9>Ko5qjt)%K- z-Fq-o$H|+R9tfv*uItn)`rNs5srv%8hy5ocK!Hv|K>wEixQO1${4+v|(e^BZ5J{Dk zEfEnB`tjShZ5su};W}!Pa7dVw-(VSsfEGfo$-1mr;od7rO-Z2vc|uxRnr-E2UQh#f zZ@YBA_rD)2cWLJX!c*m<7h?L(_nhg``a;J8*XBMLB3Tf%UK7sDJmQ13)ulOuwa*5A z<7w`1z4!7uY*}lzuW`TS&(+h@19Qq}V55{1XL#8fK4;B1LiF7Bp|A39+G3!%k_BN7 z-a1Sl_G|ElRXX`Vpyo}mF5(af{};bOXbvf;~O>*F7uR2le9`zJ2Wt7th_1YNjel})&G zNlkz0gN96$imZK2db%i5*ae~Hwiwk0ZaZzgnN7kyi(jA^ZFD3`stw%G-lYcv0cy;^ zUYss#ya5q=f2mUtC09B5;9AXaK-Ys&O?e_3=nKaxZ`sT~X6Jtk$D;Z6fehpxp>;8O z!Z^1ekTsDVGR!*U{AoPn!YJ&#`fu79i)txdoWw-wE~r7i(>t@QwoE!09IXH8^JiMX z$5Q);@CQgp(JVC=8!3IQ8a%gUc{a*me)Z(x!{O7V5BZQpmeW1y`R)|!nD>E)g*n-- zOH4+)4i(+Ks|M(U_+3@&XTzT6aF9O+YS5@uVWdea_-js$6ELfR3JLJ*&0edZTa${4 zMuDZU6%J&%Qwx_x6#DTa`{+8W*j7jdL3As-Jz2#*TFs^HEyGlbSHzrcLm2S^WSGR3 zoTzaguJ=cX%*J~%=75b+?9|%#7YP{|p5FdyVCetXwSti~XLk3OoTxbWTKnWB`qn>s zdg!o!b1O3;Qf_W;MmLi2x&PqY5VcLyMtC11Be^p7`fOH7=?b*Z5|kzQ)mUrTHU#b2 zrs@zo`RtAhyoSDh>kYZl-*2O2U)RTCI`=b~VV#}kGrjHcQthy+H&aqxxHmd$cO@&g zbg4GR!X|F9v$N9){G!B$5Ttl`cyJxto&k@V(eKk`rbHqtJtJf8Q24IMO?OEMlF}jFCEeZKAzjjJ6p&8oP6b4|8wDg41ytgjoBMvw z`@HA-cNl}Q)>v!JYtDJit7FHisXWKVpum7YAlUM9(k~zoL?{G;0DFK6p3I}oScsT=K~IB zH*3z3ueurl2)c`$o;w7BYX<*EC>JlYg+OE;%1cXV`s5w2`3GqHx)DEH5MpdGp21{q zd2dK8jZ8!=QM#&$=d7`Gk*i^vc5iKVN}j7x28Y|!_fg^L*Kr6!{=8eG{EKYw~1QV zgXz7~+VW<7y~PO3|MH~u?)EQbBmpfgZQRqOrx&`qlVt{6@`{R5lLb#HMKe=V!;X%Q zWRnQNMi2~tX8>&FFt5%LJVu;}oNTh2tB^BJ1kXHR&zTT(xoK!=VR#3`3J_F60FVdo z{(_NHFh>y57XdyCd*jW7K&Avo`Gb@P3=sJG@cC(86eF8*!N)>q$^ZA*AI#JL85Gb3T zvi~&_hHNow_wPHk1gd}D!6M9lsv+LfC_{wqziU@tjnDY^VM^%zyP-@hn5M`Njr~mtqQCsRC(9)>=@Y#u;o44uz19#|^F7ChUG>nP<7w%A}4?080r@oh8 z$6o_dCY_#{Nhv5uyuJBr@gbGL&o~v}vUpH~3Bdyg>g(&9Efy#&;J6%7+jC1H6@}IJ zN^m{KapnDiuO9q_)uB&SgKmB;2)5q+oKdv^Aaz@u9)1$P3wX+@4A!!+UH#(4^955k zsFv3ElaAB=0}oj6-K|)XYn!19SpEo?2L#6pDn_|1wV3H996{w9cF+{Ykz`0+kQ}PBhZN!2!)vol8~! z_@S^GqYgyKpNr#oz~tK*I>vo~2PhueH|v`<>;H0sa~-+n-~#s)U$unRJ>d~z&ZTBf zH=DoE)s4ZYlZA8ImoHzkMZ7t*tMwz_DrS9yV+huo`XKa8Vol%fU@T$lPNIm*&wX{U zm7m|{Fcq^nhO~5y-tJk(0+h=hP$;bjoGU+7RRwsvBzUKf=u%4sa6F*U^zX@$zo3o! zm+rA5;N(AQO3?i8QIjjsM*s6}l#Af$zqAq6tG3;DPZO3{48QK#WR&av0*jeTjr!*< zqWBFroULF?rcB>o!ND^1lPO$V!1*Wcaa3yW{b#h`GuwMAd`WhH!SA(`ce#J%F|0-) zde4{-xzi(};1J{(u^5W)AxtAk$)EqXAdV!jWSAJaUz98s1N*@J9TeRC^9&V>Ve5X$ zvy$NM{;hP>KMxSAG9yUg46e=#=Ar)Qjw^jX{C>^SSPXy6;A^HGxMzI~gi3}#JTe^! zfN|Tvm*}%NI_4))t?OtC3etclWKAC*Yi`LfGw%BA#SktRH^rJBRGk(`>Owx8;I|0QQwBkAU!?u0e}h_ zDprOm!W2^;*KO&5pHt6u8?CT^{P=PG$oigg>89wxj69Ex!ej9ey*B~{NjMB+v?{fW zHOf@{;BvNnNS8g9!zla%TvvIY7_u36lG)nYKJhvtgY-JJ&@nU1Pbw1P54}?Ai0ebD zNX{>Ym238WtW8zhR)eiowGOHg1g7Fi?t8h(|M-1%wA9FLHJ%MEG||>Z?O02^XT5FO zX6bYrHAk?1W1{atL26B=kPx1G1(-8=i0v#l zcMRzf@1J?M?1^iXG9AE0Nw5#|sqM)p3t*m^iglB>C;lFYj5 z{Hz=%zNzqZQoc54;(i3DWF%n^zE+x$3XB8_^478F01GB==>7BM=E;Po;;)PNrxZ(= zo+Y{4(I_5$LPwE`b#=wzz)!*Xu{^syY@bKwqRy`b4W;(dt8=ks>0Wts^lhHN_{sok zCF)8biF#et4S^^}k=n%+4=%!a2qKr-%g|-m`YleO>7%AAOs=ni|HER_T%6hhM%z(8 zi>N>wSt@e2N^Q8nrun39ve4<ccwsT9msRCgPs1EqAX+IiK&TPt>dHx~IXClkTRYSYsj|*14LhkPFH+yzh5Gun7jcpjOBC%wtq9^Q zS~_=2rp2BUra*wb{SQMyW3ABK8du3w2u*;FG7*Z;W$-(R=2uK40DbEH9sUVOq!%6t zX91s)eo4SKBImApOhnH9^zeiUFU0g^aOF}&rSiUGIlFUWd%j^jN9LhNT%{d)gEpbt z$%axn&mfUk6JRJZ7%P4|zZJN?RQ$$?crln=ZXnCVJwC~_PM?4hAcv{ga#_pJQ-*;^ zTtYH4^e{?@d#}sm3F{%Qf~uD5+GhpBKpBQ<4SuSp#hU}f%=>d|#4e&SFbJtfZQt*` zc^@e?a7-=|mlTFU^8B|vbc799tG~w@LXNeyOn(qAJqZ|3!0~Nn;!syR*$qGqCQ~p+ z1Bi=MHeS*97Ew%2qagawx}0^@ZR?s!TYG;#y&@el_u#_<-z#%}jgNv#$Xg ze>bZ1(?dzib_cZBCDf52=wr9};bKT*-$%tSc77;UxK5#Ptlr4s;5_0+yX@bll9E3% zTT6=3f8)t2XdJjr|LIhFX7hXc%TSSEt*GxULf4`*WL_ueCrE~wha>rmGZ7nL+C>8X z)<^@&r!9^(aTwG_JR3n7VF!d5o4|OXk?Lx&?dO#e zhSq1K;t}lZPaIODk1a{9#Gq<)jiNkHB&AMe}FBG?Rk0xMo- z#DO4fa+idt3Pc?fb@Db@{((l`MwbfR&@0!vw^s+TMuA-kHA}7S+w~82@(zlt zg@&|t+}3XsmZ3r1S@cDV_`45gm{KhfXy`Sy6q#ymZVgIG5l(|szqv~YD5r6G`mv^` zf5byvugPh5DrnhI9ROmyYb3a5CN4H<*L>QffyMw4SAR+q9mU895AliDi@v141ny_7 z0D~4o5ivQ{^Xz6{bmYn0d^0vqsALc_gPkH!dXd?zisoO*Hbw~V&TS7xtJ1JH2mPt- z$(N|CC? zMbh@p73{A=b`y8=rzUZUtoCMmvC5k=--4a0bhYi|`XEIDv1>kZ z)w{L_w#@qB2R)v}gC@`3`B$CXHDIM@D8l7Z4oR!B)*O%6A3hZ7z?|vb!*mtB$Ihxq zDx^xt(%~+&V~9DB6Wn_U8qR)4acRbW zBxcIxg&>G$5IpX%Am(TlD_d1*_VpNqRFYbek+9Gd&dhY_+5-mw__9uY0KxcY}jOt5eTxG+Q+8b^LmecxXbh}|K1 z(!LgIC|-CJiQDEGP(>(QW;3!p!clOc(juOTsF)UJO) zP)Jbw^|>@RBfrc*U8oiUEA_E{W$W4XAKd*guM?=0eEzfC6I;Y5K`;6eyGUBY4Jihz z{c1L75!YQA5Xk+Z0_vl{@q{J6rMD*&8jNM-tPGo@?QB$df70~Ltt-r{nM?4y)7y$? z3yIBFU;QZ|5uKq$8xl1TV3V+XWF@LH%#G+n%BkreB~bffx7A94{wxk-OB2!S%VU1- zH1tY_@A1H3m2_K@(el|XFxMUbMZNoQxr5umlz9E`6BOQ!_a*OM^AuxPZIH{`k;!_U z3YN5L%4*BbsCrd~tg!c)ldShuJI&1~H@(#2Az?rF_;9@=?q%rHjk)w%zn3K*1}Us{ z{=KPF9Z0-Ot${>6^S*s(A(kJD;oi6pn{PDWFSyp=rsu2Tn0?jL`b(ejf|}1lKG}kG z+$z*vWbT=|D3Z-&fx4SY8O8OVVK>8|`n>_c&yThAQ0JZB`<~k8M6|_EbGa(bP%eKU zI4dh_biEbgClf8gV3w!2pyt^bP}Qijtt9r8IMj>{6BkXtC;n~Y?h(&&mO7_K?7z6p z0dY+>J7G)>5Sap35zmaYcIJU)A(h_wgf&D9GAVhu^8qUYHj%|;<}(~MW<12JAx~o6 z1{U(r3TOkH%ioDFt-d}eFEm8yRPF6UUv22QZl|L+9FecMuHi90o>SfXMXCUl>JNL$ z!~&bE%=cf=Fj?{lUT8>%%S?Up+KfRTQO&6f%pyJwJPLN@gD|nEyWBNtw>sINKoh+H z0*D{V|IpM0Hqd~H@fem*Vv&4^SCG&fI)TyX)DSxqL`2#W5`76`X)DK>y%;(yhS*SW zq+xFAs-!%}p}`_R8W(j@k{?hgj9p_7;4JF@jYS}!(n84N%O37LE;nz1&!uSk*KGYnZudJ=~N%JJV z-o`1v0@rP(lr(#0NLy}94zPz%_)C9j)+Z1|-?e1ohv%&;AL{qNf!yikMLD-D zBq0dR)P-h9M5gj$Q)@2$h*Dpy*H6`jb34;vcfIfY{DWr?OxMxgon@K6)GN}EaQu82 z&o`vCBhLJmK3afDGjr;t4zbK5Dfw;S&B2QD*aXa$a_DUk#5!6|xhu^KMbxIHR&C9VsBV)kX!Uye-84V5Pz$3O>s>i5qf^_M zMjO+R`t~t}ezRm!|9ymLBraGR+@yfMCJKGu=CnA&Cwl8f0u`ObFnF)0rp_$!pr}G$ zQmZ*3%m+QnPP_vzud0FB|CUX>8C|<{c z7E9lDzY3=IM-|i8yK3X$|F&$jy8?ER>kU_#cUQ^{8u0_U{p3B=h%&#FJbIUjj0`e? zIs#nL84QDUD{Q*x2(bsh96TwH0~;s8_BKZQ-=&tSmfI4n>!rs57f$8(ufFnS zlx*c+yuqtZsxiJd)d|U2^<`%kOf&#VKR%d~_?+}W%Db30r|7I?E}A5`l3Oaoh{OaDHe@zHU#k#UNl|zNZQ!q2uOa1 z8wjw5AJ+CfI$mxLr?GcQ@@=UH-F0M)t%Pe4(B1S%N$RQLK7g5W6Pbx7y7zT74r3 zA)UM-FPGdCSG6e~<>?}(!Dwo$DYJfh(eOt$y2d0(F2u#o97vz8cYR;kxFr$X2xu(G zqJ?pFd}pz4yx7*z^0|DE?wM?_h&uGKq3q-NY+<~bHpg!xtWR$s`IxIdf4T`yx%r!W zuW_f(=EIs~!@Ze#blHoAL0}gIi%bV&@Fl2E-P$(Y=A09>w6#m0H^!8sH_(5Ew)j>S zeQ=vG;^}VkC{_-EN}Wpb#D9^H1#ZTj=ByB!kH$ zCdX;?lc*8o2WGmNnPJ0flGePln+yL5AA^8J!d3(mmVS%d&TwTunU6ei1CQpZA8kmP zpUZKw0@V|TeyK^zV(knyBX+a7WqPcKy2S6b^y%J}&TF8cXRsmYTvYaNf5BhAgZ6Q! zCv!$&K(#B0wJVzskYbr^0zY|gabD(!$-mpEzZ|d0Y`@!U_O$pE&)B&}x#FE$Y#YMj zi`rZuKPQ^hrZt)U%2e<&9$6kyz_A%-Laj6EIL-I?X+Dw}U1)K{HTS3iI{pC-gWf=z zMx3cYao-Vzi4l3jDwkp2%7?}>WzXilP5l<@30%n4)^kj#*eb>;r~FXM3Ofz^O${SW z$VV3R$xq{hQO-|$cFXk#YSCa!y|HQBy0mfJSPVol#Vk;1BI5-^b@W^pjS6& z?ONI6mFc{yJ|tPLA4x!=F57N5Q~CL%47$%vD+wXaAjqsy8SbEd>#Gwv#|P}rlmykD zauciWA|rO=;BWL*BvX&`W+RJxx*eZ4$49<|*-Z0i2Y^5?nW#_QWzbsh{8Y(vi%)q% ze#SXWTYBsie))TL@*D`8u`8R0>?Z~EezHx^xnEVU%^Erv+teXOjY zd^Es_0d53?ELMfIS7{uf3`S;^QeQ>0e7UFMKCqU>p4x>~V<4f@nH_UJE-|B5`B*Al8T4d24B zdb;a7hr(ZIO*G1z*fl&mKH!F05xT(Sq9$093n;GG-}EzYmAX2H>$g@}3z7oMSM#%D zWksgT+M<^Pb#SSGkW(c@-6Of|_Fi`Ha2!_b?NUr975w}`OqwpLRxNI_I0j-Sjl|v!CLSgiiT1o*) z0Qc-h(M)?^Z8vH>D(^Eb^$=W1UBWj8Svf@u%IZX$H>$1cF;m>>YUMx&o5#?ji*gks z>s-`^1;}#MmD#rLe09s4sV7P5%8txgF4YLf>rL6=xfR+-1gdTIcct6uPJumtFv>!^ zJKV6H6kHAqDyW3EdMOgrnaX2yUkhKkYwQB>?k-nC>R4?}Ntoeid{_*gFP9p9*LxK! z)b&d@N4mbE+WX`wr-oQtS(&X_Q95Zqc7Zg`<}+d2P>)5_gLITl zg-dCPEiytF*$ZPDsTs|lMn}G_*9HFSlXjxN_Gq)y|CqX7+&<~PnD}1CF^kMQR>pDt zv!|RwyrYRi{2|ZQt?kkiJ*w4}3EYmVtGPh|GCyBpz;1{Thc&Yy;C>E`Z(C2BQSJtQ zNY*4rL?obpkcL`aNeF9ZU7naBW@VUt0d|ScsN$UxVH^jyiQB!au|4dnmXaeFONj;? z?8xY^Ba=*7Xme2Wo-mX++TZnDETH7IpU<&Bo$aosoD@@w5IG%-EJeA@sWjrbz0|`1 z{|ag&l(8OzsFvP04m9s-#y+r1ETy1o5#Y7)2NgVov5=?EAde#U8)HhhWe=)JZh_1g z5ftUv&UMCx@sEinN*bcW->EQ}u^080xz@aG1#5*1j1qQc+`C_26dv22$okxhUO7Nh z9eSmL*}nUpl-BHNhZ396?<@)O3@k7qrK;!^IoSJUD0&yZ=sj^-moel?S0;Z}t!eT~ zNcq{brs^oKnnvF}Cn!++lsZ8Saj+^ZV&E=g={YTWz94-DLhP#|W4q&_mDa(@m*2Mf z?N##zHF$aM?J|RR{CRdFh{_iORYaK*=`16X9AwjFw z!<9*-zp)=H8>wbO;)m*bkRny_4o4s%nye*l8`!^}rB13L`c&{tPtn^PSB9oTW?K4V ziX-|#>Zm+Y7ROam`x+Oknv!pMHo8R~VfqEX=%p$CYQ^4wVMjT|LZaK|q1HQ}?N5m= zT5}APz~ObbNqVw0y52=JE`^}I3^@u z6{FhS^1KEgF^XVX$^pxjk*BU;&F;E}6fxp`n4M88cRr4A>5M_2;Z-AslHZA1xCOs* z|K*{^7SpuzU`YjHZi^npQOZtIkIGg%`BO#h;q_1@U?244YnsU@0ND(b zN7?>4^u9I4`QN+B5BvSTpOQ0iyh{1?TwfBg$z60u{_L?b zKNkRgEtlCCE=kYWkUfQ(Chd;1`;5zWI%9|pB8W+_-v0DpWixtsH|x9rIY%(9 zf#~sv;NW>C3hJ-gxbY!m)B5?~#~9SGOSr9v1Jm@w+L z$LK+nu}%*KZVoj}rm1gL-K|*;A7PFAY{RVz(-t$W^QPn9J(lJJB$OazLgAo|&|(l~ zpgeB5Bjd$BTlJ#%-Lr}mnyQ?;zH*kw&dSk8bv~pPQW+t;Tu9NWqGrQ}cb7F^bR>mr zLtO?gtMcY+zIqd*05kCCFc2{?uj;kYk80|gup*5h_T?7z8>u3p8DC43#b*A4pM@w5 zD|5X|?HDt6Iibuu3T6UmVr6Vd%<_nh>+;WAIQUzeS}+^195yV6!&G0?gEUF#A2JZr zu-K*(y6U;xd)9+#v~GXAY(HFpWVQOVl<2h=_Rw1%v0FA2>YyA%Z!L3FLP&wLWd%lP zuQ>IO6C%|I5`mw~|Ms}BBzu=i9_kt2MbKm0QKO|leD_QyuvtY85f+$H6K+hdz(fFO zAk0I;n=~jm7illQ{)e4<>{0a-WW@(XRg#i+aSxu@TqspwP%T*x0fJ6WhnWvL4(SFO z4y1C5#`_wHv=V@fhb_+$NUv286a+AcT%i_jl}TBNUKz5!T-MrsS((fbigwD;7bB6e zF4661P}zE}V@bxn7%QK&S2UOcu~5vZ)DH7lyKnp%yI zc90gbw5((JM}=0P?%%j1psV9?eA9ciM=c!bE+S}%BQ{fm(j2VxP#MY2E@WeEfuiNQ z8(U%QO%duR7L4TA2Jyj;i-~tZJ=l6#Ph75lnoj4j3Hn`@qgOm^Ku#AiFdkxZWx8^$ zMX`|0pliukHWhAS^R3`@bkkb>+c8aI!df7236)cJP<|}&LtB$VUV~=2^|6~BnF5m& zhcy@-l#KfVcW?XFgb%ng_a>BO#;kyG0{k^&V zmrkv#0l9edr0+bDOdK&L8_tgPJ6z?Rvo_WemE)}GdRC9DYFrdR3SBZ~xP}S_HRP`& zIM)ArcjjF2cUL+kVVeMjvZr~ggqZn>*7k3DL6Bdl^@tK(m(F}@BnYB-NXcr(_}8bT z=VEg9Tt&^?p+Hc%$UBpcLqi{SuwS{QVOJzcRIPRJb>Zi;A?~w85KD#+s<{A$G+@EaQQ`?vF{!< zvm+TGuR;J=ufm7`(Ck*(0Ccy-6U{L2Vl7GIdo7A>(B$ik;_VOO#Krzu`mJjPbNUm| zqE^k}5>BhFXrp=5kxB`U4E!Tk^bfR;-Hdu&D<@r{Ak_hl;H zp}aq-LltA{vo*?pmb2$?(884ao)MT#n#Y;$v->Z30bbDlJoYz zn38vw5*b1N1$*%rBbS;dU5&4vHF`8UG)ps@Zv{#gcl5ii+o{|-KekjdskWZciMYHf zmFqNoR(2%#j|`94hUoyXkEev6%jiWWOfIZ!GCBLTpMXp>qKdx&b8j+2hL59)Z1{-v zcs<~UxNg$c&dFMXPDc<|AHVjFnmnJ34G_JbOl&RPTgiU|Yh$t3j@JgYJ zq(;b^N!av)T$aa2??U50U1n~sbECT7E!{?s734{jYlgNf`*$i*T<@A345wEjD{Eb7 z85IX&X;Bn)7%gVBD>rKBcz~(Fg9su+)EBoe6M`wItL6IVbTs?yzDH0rlJ757lLYz^ znSJ>9vh(aRp)TNxTGU+f^wDkEtsRBSRrcv=EFOV?L%rDmi9!5|#1ycqWcxmu&{6|K zA6e(sZ3n90m*L7v(?)@+rrF5ot#B6CH8pG9n)9B?7uQh)kPzg6I#E}FZAIWuyrc(4 zteE`O%BlyXIFgX&n{#L)`a6ao4B*XzJP*Xi*KZkE?rrg+JK9Z+sErjAXKT150oUZ= z@}lNUG$kOI_`_mqn(z8X-1c+RA1>F6yUC0BFh0@0va-FQ)frj@vs_qaDV9Znl*Hr* zTY5X&6Tc69E?y;|8VOi_ApjoNz^t`C!;wm#G?Cu$z8oV@`ETk{c&r-)?iqxeY9mVw z``!_dd#@TM<~dA=xR-*&alVXgStSku8_DKnkJsZ5&?4Icyse59uDvxrheh+DpZ&DJ zO<%9&w{F=I-a2$jt@H520Difw(|ZgV1QilyEPB_t3<4e&R6-b3Q~Se}sqer+TOn|j zWk_2;*ECapA?BHPd|zDA-VOOZRmObv^PJu=$Q8ukG>JrB2Gnz-XJ{2zIQ5ia2YJ~N z!*ik_E~L~kZ@RE;YD3|&pN*dQ!-Z6gfrCa>T7AHqI<8#%HA_RIX1ef8Dskct@t~aK zvtQn!*2S6~*Q#rtl?2)~%EKR<3u^b8-whdX=0A9c-GJ5kH>FHciU>nnadg!DGA-0x zVIh$p)B$7_pQ8N2lym$$mC$oH@`+&#flAnF7`I~_1Q+M`{AfMb_)|4|LY81}KV11( z?%QXonS&r?$9tB1~U^CdShb9$(iMM20C%Z7piJE58~ z*bSKCNY9nv$#abYhe&dFo?bij$gtuFa|!9N4R|Lq$g;x&P>2ZBd6kivF%|2={D*dj zNKFP?U3a*=j&y(SPa!#Xen(ABOZz?qVvzY(PV8u=J zxNgr<)I)zZEC%UxHBiRH&(9C9N{Yg!)DD)=8?G}OsPj5rmK{<3pE%({qc0J{7YQd{ z6ZO6=6=^@y<_PmwHAX^ZD*0g*6*g<_p5Y?~El#f!f+}@U(S@Lk1NIeTYR$ne@GW zb)EjsITDMytz>`h`EmB2Xo8-R>%TXAnjPki=BW#%B-IUkL|Gr7xV#DaZ0A=I7k#T6 z21H&_MZubbQk=Eb#15yW*+P)wPYPw}m!=?&3d-yx)QPCXgF5?mMv|zX=L$H2_!#-< zkI6K%Mmw@#1M(_u1T7RI6qkD|Hl9#m9o@JVk~iKuj(CFr zgjn+fBN4xDudfboRvm~rMFTK)P9|R+pnM%&1Yuj<(nFDwA#;h1?!bEUA&gaz8D&tv zGgAldmGYjbPb#MM1zg#(WCj-`fbcjCqk&AURNvlVno5!cJ_y%=h=?XFzs%-7I*Oup z>E@`bMUcy-@MPrPqbDc_RkW&EIL$!yY4`wacpPr~LsMZ8?aJQj1?|mW!It|Qx(ZJ~ z6!Op`c&|{@mq#|~(W`jQZn7+6KW5{g-_S_ z`y%=iizBu}Px^MVdafB%3PfX{Kk`K$Nqi_(C>D73fw7Q}0#7ma;I>2I^WRPiNXS7| z;qZzx^T-Etl)JxdLnFLMytyDo*r2ODLIN)$=`-6XNCxZ1VV|V;Rv06geYTleJv=EnKi4X*uxFf9elGp7N zMFGVjC_3182l)8E&BuRdr{f7Y)o%|nqb$9yn8b*#@SA_;s*Q3-Q&XXwB$Glv*_La+ zltYxQ)O)o;B`05FlJ&OXBcZ;S{?@xFHvOD9+|0L+d%7sC(t3+aO0$jR5)-252;y|G zphWyY4eVCF_BjcqeGr2>N2rB@^N@Gz)cu$y|GZ2J3U)gB@vH~A8wR25aa>XvrVh>w zQx#Vo4(Zk!{WPm~lnnf+YW1_v5fOzr{LV$}DdOO$C&`qUDuNa*hpy1v&&CeNxPSg& z(H(ylD>WQlSi0GD_cltC9YIvW^fub|YTzMGp^0~8@BDG5)#OJZ4dvX!M&w=vv_PM%3}M#G^|;6{f-{xcm>qsRkCh*`OiOpcj&Yf{5gTq zcml)XFqSsDID!Bn99>2$Re6AVB-4EVi`Kd;GzT@HdnzjHw!qi#!=KL&Xtw5-UhB3C zqb%Tf!2%5gKeE28x@I9aacV%}$B7)Z0p5o?SGL+LQ(P}^WI^QTPgK_|W4*ocl_?8f z=}&^_%a(X`fiyJTGd|f?tWN?{qL)2Tn>C!O#n>w}ICPgygu(MgpzyC^R4`%m8Gtth zhlkbEz_Zz8L=$3030k3Bt=h;x44J`;L`8NF4h>SG{9tr*ecQF%) zkAEK@XS)XFUYPB35CV`+Z2Y(!s383A0Wbo7B!O%?Qy7^-3?jUSI1Vq009MKk3N~dR zQt0aUMaQ7#Sd!?z=or)-<3-*V9min7D}m)0t1|H-!6stl(7?PC@DgGoEBGC}z?euD z+}#%)6G7p3_s>wl-Bz&ym+zm0GH%me2t6Ys9UYxi?HHKxA(-)MpG3*d&W_7&mTA>< z!N|`j4D=gpC&^b z_R>G87H(3eoC^wLPrAPB?LF_1mzEX-t3RN7W6I zK4+$llQPn8NC8f7B4#sqEk6<^kn=(}x${N5oxCinv{|dP?HdbKrQZmGPXZ%}l-%6h zlGD;kbPPb){8e#;TyQ&f&{LO9NL+lp>t-)Pc|{z%!Fvd#-Rl@$Y2U@6DE$T#;CJ*h zd$#D0Q97T)>Xyz+&dxJQNbkoCR&JZmkKx~dUKgbnJ+RU7P(0WafE#0uUCAJwVo`q3 zFD)$#EPEn7cv*N5S2~`|BTzq?f(wv31uxw8AOYa_|1HhtnuP{QOHU0dpsW9^HwWDc z{}gv4Yb(Yign=_7cqE0Ma$mt92?&9Q1dxP+E`T%)KSp$rA|A~K{vN1&hnKN4ZPn>Z zzBB~$rmF!2C%}u>2~Yum?|@j;B~6)V;;_L>qD%1dzNmAEA1q}N-X-B0UmU@70pbS# z_6eyQf*cZ)0DRo485m~-AEyH!M+r7Fgbg1DrxjNaXJUevp#5juIQ-0m;3XGIV8L;m z@Ntb`+%_(J96cC!1=v=a8%P_bAUJp>ICy9HXT0#w?#tNm$)lY5Uf$i_w4Q$wnR=(e zNYB7f4B7*HKt;E@hDON(Lo8Eby}o2RnUY_=575M)`LG+UCL|YXjK1GoZdk0gy1EGG z``rHC`_;~dKSTp&9R&1DE*9`43YYq%YopEG`e?O{kk|UtOL$QQAUXz;wXj%DP^GS? zrx(<7@;~%SJHMfp!?@@^bkPSrRj+CpHa5=3$>Dl98V~ZHrI$OtiBue&&6-WVC zHnE$|r*viwE>JBVGU9Qvy7YIC?s=l=*=8RZmnr1-qNN8VpkU4}a?TFBSzemRT9=(h z!H@twoVpglnW?+Oh2TGpZSYZ9l*|``{07(OrgNy4zuvaDu0HGWoh@?0;3xgH}xR|#K zfsccNZUbz=)sV0-#6<^zCdU<$mW?2hL@FWJ9z$$73Vif3@L|HyaEC!poe7+7F-h2Z z3!eG|yRPM%uRN_Ch)U4%Af^>C_FS&}cLkq(E=DR<$&Z8gbAXl&uG|Tbm5z}FkvnPG zVtXzj4Odt0b>F>*SY%wi&P@Ni^GLlPES#2ZD)8(Oa8gowI?+pO>z&?EB;8J*`VEW! zlGlf8qVSC*Cx?HSeWyVq|DtyVc$b|ccfTithrdqb);lcmFvW$5oU|fIJ}CTeqF=n$ zk(EYxda-B$PCaESV)cK^@r&Cw(2`*@S3&&g>7`+w_qy-sVzmO35Y0sTl6wbpqr?vL2Pa>z%wZ>g_e!uLz7Vu=y z!GV+KI}xX0a~B1XSIPGUgSu5gk!M-N9=rvgF{rVE5M zQ5pOoNdUpZ#Sv|s7W}g)_-Ew*hmh2%%$mW2hhSVD5Y{jsc#aSaKF%1B{LmBlIL7~B z8tw!*`3Qms+;ITVHa-}K1t&WnK>I`%@Not3`GC1V8|VG+xKbOzkeHld1<(qCq5Xd} z2Ua2gr2r2pp~5LY7T6D?MQ{N4|8kg%Hcm=k9pLfU|1wjM;L9Zd%T190h=hMijtDT7 z0{R8i(*bty=K%f3!R;T|KfP7=S_&2c=7J3ahJb~DWy8&!dnL5Rgb=}XcpzilCq8@y@R{T%oK(DtSYBm9$<1Z^+MzF5CW+CH{2u(h zJbe!019iUVRzDABM)ur4)nun=6B`@WpVfbAhNgDBI-Z`~PJeq-R(9SzRPGZL7~ohR3t$eN+oyf`9NiE_rBtf) zI*i+57+JK`eecuNQRC!&*h6AxJDzjcv1Ki)W!;Z;7PK?rtLI?~WdlX>n31vU!;W#_ zFD=nuvl{DvpC?lF@h=#LgXm5Ph#3_dX9A`p2ytq31JySatE$S%C=ic>X%x^GDUm;5 z*StOToch;N7vbU6vbm0Ek68En#lZ!V+^gk)8OO83r7-eq1;8z_?B;!NMN!VY$_ly= z|4|tKzYASym^@JJK(K_b0Q8ouRn@t*8Sc-N;nK_ZXR;f>*7E9Fx1uQ3)YKrk6H)IS zSGF%!oJUgVo`Xg#l9ird@srMT6_0PT=<@RN`_peRAAzHtot>5Lur>P*Z_exuL6B2X z!SR*1E%61FJX1hf0|ET=Z~>Q6z#+yft>1hihrjjq&*4;!k%(MsgiJh%OozM~FKE6r zbo;;nx`m~joH(4?51>FM^Da+d#J}dXhUwHAgHlF78XLRNmU_ECKMw#gr$Lo5{s?gs zD?v7684G$rtx#7>$7#37vNA^Hf9Tqax8Dxv`>WI7yLe#Dn)ijFEH+x>I(7Y;w-Kxy z@;X{XP@dtkpJ#Jed5_K6^^*Y5D7NTXFVd8gzAo68Dd=EsJ*??~t)-K^77rGKsum~yF7ViU(<#Pnwn$0X7tBF*QxjEx)0cO$y$1yL6;vtR4F^e^Kjnm_m3~- z)zw3DIwlWEJ3RKjd@%z%fCtaIZ~xe1k@Fw}uAl?BCOIyRoCCes++abVd6Tt?QNVg( z)8^oFak$UH+bq}`)>;5)(1tfao3FfgM10Um=+0&UbVxG2{QV&?n_U8ej8n-Mmgyij zsdeM z_f_}FzGE-oZkV}VU%4hw3gS5T+z5cEV#ylS8WAb!PQLegUkCz{sX%TCpfUF+RHGk1 z#(DAXH|69|IDpphfhg>AG3XemKBkOnwqKB~wm z7F=#IY6C%^PH>t)#ywBhmnoj+!v+-C50_g&oXK_wnbmt9YX3alpq`tXlT%h6 z>W{<(YXCT8WdoW!+PV8TDy5*4!~A)PF*h(~?Me`;tv9}{KZDbhL^x_OAaXMCAW>tV zEtK(WZX}K@){nLQEv6YvMIjqLg+2LyS8>%?<60~WDkci!Fzrm zW3}(Ql-FWIaHz!+fZ=KZD3?so$uM1iz3FSG0L&(r%M7vm?$#fml5<%ZJr}5CGca5i zX!DcyLym+;PbtK&&!n1i=gj}p?GLO3G=bb|y}g(}sXu{zE3K}s-fJQ3eS#G~G`;^F zbZ8e_PZj`#paDaoREIE^eR1I;-sBpQI_QdqUjBzzO$7^)Oy9p!QSr1is)`}lIU47o zWKfV;_n&X9Qkfi5fsSy2SR@hdvSgWM2CDs%zm)F<_T-#j3Rr)lf_JaJefw6ph2t7{ z$H{ql3BVe|6>TXuQ*}luFNL*jm?jn1BXod2o9uzTRqr0*ET+ z<%y{Y5T5@0R*`f(ho5y>*)|1;ovl6bJ0T*O?_#ADz^@2n8w0K4*xg?hXFGs*3wLj4 zs`i|g8c-V8=mZ4?$Ez`tz)@7zcE^SUgwoZ2*vNs*_Lw1I62QK4m1x zfOfm2uVXYW^)OIRQ!UOW;{{JwJ{Kd~ENvLDHR!VKue5M#SLtru^v?5PvuaoMg0Ah7 zl_wZ-4?=+KAzxpuKxzKjrZLEKOFKbi^C`x z{G`JxXynA7Ux)RsJF-|*Pw-y9ehn9jkAkkufZiEOo=a7OyI0|;*plF^&aTfVcXmId zt=Bf&&OqbXF_VzcaEe-6$>9C)6&35Ap1{rjc0>LO1w`+M_oqr+zYme_Oe=B@jdAv1 zmCeM0pKO3Lp*Hvpi~p&*x9S6o)rCKPos&8$z}OU3In;Cw!ctY2w;G$ zOe}DARjXibR=7X~R1aHwQ>WYJ_I9$T1bq4&?DOmC z#ysdzE?H|L`Frdf%nJNN_<+$5AMk+fNTkti8N#U|$*L?tvihb9UNDoM#fa?ZJtCW#;jh{Pr} z4JtWHXmZ0;|Gw|coil6By)$>MyVm`Kmx8XhYFF*2cI~~Zo_?pLp-e$WM+SjFD4kHyZ@)73*tP|)eWR}gS;ZvLTH${Pisg%75Xhr)=p#iv z-%pzuzW_aK>&4EYWc$mw1(o&zd}Tz?t)#+;Az|LFk*B z+Bu-?TgRQBoAM(X>>Bjl6x|dRFFn4Vp#GJvRy__XoSNzp6ij~QwWA1>!-K<5mO0k% z%O^>XpNG{yTK0|wda9k!w;_-aqLdnEAe#bJ=oJXWmHhwk8D(*mBl3=5k`;|f^)p46 zjGGWhSE|Jo4u|pb;k;P6(koOP``xRc`A_fRLM0UyC~8BqoH^WPS{Ag%fN`H$Ybd2^$c)4l^= zmY55uvj{r2X6NLLz-IpW^PJ!8bMRF9<_cZ%Ff~y5Qy=j3X#jH ztkg(0_f8cS7QPqcGS;>^QE6T_GNO~=-p4(F4(-S`s5C3Fyf~TIJq~bhGUK0}_ikSF zZZ?$=zWeGKA6LJ&u;UcXs5;oGIpQ= z?W-KLw6t{cK>?9YFc=Js*{OjMOwjX1LkQ#-ORJRYJa)ozdtj6R67oRl+a(C(0ZGUI z_fIyA*MxbEGa=-L8bC|fb^P+q}jV-Huxei!{etU^6%HH4Q}(@c9{U# zT_vyWn9f443fS$OampXRWAa}Rj!{s1adthmrgC_7C8y_u>Hc^qRLRW zPz~n6oHfXqH8^qBfia7>MnKR*&bG_SY& zSX*10#@rcB5$U~$pP@&xDN&5l2I~`56aL$+MfA>}75A0~Mhn%`r)L^Je>P%@EjrfL z(Yd*~L;!)1zJnWT=;*|CN71rE(?nr$UhBawX#>71lb9D2G%me|Mbk(d=YTvy5(hHtH0d;pPnat-N}%hi2rykTQk>$u#59Q zcN-!X;mp7i^bf3G06g)T)ITlC@J<6OJs~TrDpCOX)D+?PZi$;<-$PF|oLG-uf)M~Cr}B2G!!ls!+wH+*KI7c8vw#ZoW&_&{ zF9T6c3JBzn7C`o}3{xx{Hz#M&z(k;2R)C!4-rm~Ung#4mNZTtQ&pCGbmtlWx{j(0j z48NsRyg5ie#fxTaY&;Na)ftX8z@v<4-$W=?KDbTp{OAS0IkFxT2#~P2yw2mZt%tuSC9WQ51^d<7@8yQV*1vxjGIyW{;q+QC6&7mhXs2`Gd(9$dk3QJp4;Uj?{~C zMOIB0Nq0>VYP7YY!rR+C+*xJji+7$1KgT@HR({;dOA5&?5%ifSAF!zWO_b#jT`%Ix%LOzcrH@mTwj2q@phd=ZZkN6^#|097ht{mv?x>GBhN*=NzsB`ns z!S#S_u`rOU^KvoLs{TMflT{NpDHQu`rH;rD_I&vH6oNf3%(z1><#dS#NCmBQ_Gz3xLOAsa@fjmZ z&VHbHs#3Ex56lJ88szIn?<(!1>356CiB0t+(+K{%mN}0ZAbsSC?m;tPGX~tAbh0z;X8CL`=j5*(80(B*}73!?Q8<< z()1?0#!>f;UrT{e&MKGU1O0)ajx=4A-Z4!=gU$=GOvj+P;hs82r9!Lq zy;{MNmV<@MmA75R!E^`l59?Q)mFo*fAxQ0M!YewAd9i*|Z^%qa2GCSLOemQChVRxH za1Za7cF1d;mi{!b=_^{ZGruufosd|oZ_JHOSJHaYCvIKftnZAKa+>wYAUCGF?`qsb z(P(bczJ6Qm=xRb*y>j#`0x~1m4NLi7qF~x&3tg)%S;>g(|I(hUP&LxwWc`_w?L6mS z7C6HyW9oZEiKMJns`N*N%t%WI6Rg=`4~GX67fO>}_6y}-N;d2vhnu}({i>=Q#rhM* zME00SWOm}i$^B9XhWxJA)8cc>72??GTF1>3QDd8ty0o3eo6*uu76_-(a+_T5B=cO7 zU`5|Mln<_VTvBMHzP9V|+e=?+^{9KvX;w-}^&&B+{hZevu{lFOAchGp6iMYaP5fA^ z{zkIuJM+`Te*L-JzLEXYOLdid9^QX@?u(vUZ}K&N9+^V( z2l7MB(eD*ngFo=J&cB?JJ#@39iL>Uczs#xL)A;o=pBR=^f0@^A=bUp}@Pn0#{XEWK zXy~L-q~6-RRIO9Tdz#aoGr{ZPVF(S_LRM-oC07_*7CT5JJk=56%J4T>#?UjqJK(9x z+PWyDBbusp%Imq!i>^O}Z}MEk+0(sWz*3+H21T7@UHzI9Z*%KempF0heNmYhCo=3y zx{DTHs1R>B-y}EgI8ch_?HErVv=x)rgi1|{+#%c-?#B1HFRBX7;M=xBk9^tq+wIn+ z@`A;5-TPc2jI?|xo4|#;SD$@!1D=lS(DPf1(M|OEsvTKEEGBxY-$cbb&EV=lgYY)| zk;LY=)?=^Kdtvu-c5bms@XCBSVr~7}MLBJCT=Ps2OHwiDO4ucXJD9UoH2kiHP^iD6LfF!umo<7{?m@dR9_c>v9{~3W2?<{m!(ssNN zoiXnY6>Lu(DVRTWMv)2)Ini!-cNTr8#nUf#^< zm+B0ZJdzy#h9s(Z`dOn32|Hejk%;K8W@HEITMk`OV%Etm+bUjd&#^>XlC@#0&J{`z z4Ahgy+}?26aXPfyA`kovec&1Cb2EjuTgH_NFVNh%?Ql84C z>`-R%M|fRS^pqNJ!QyU~QrE}nnFNM=8-6Mx2@Wd5QJJHpO6)$yQSqAa*^PH0D5iv^ z%$`+Pdv$5)J}$roQUul>w(DC+m+VDubhYspoXnrK_g_O?+?PFBco}$nq8Baa^tR7l z;|136LFmLfYNp8pI0Xr*skFoX#|Y9PC$tay+KKe8*N^W{D46L!R1FW2($DOUADa0* z3^gu`e;-tskWVy_NRd2M99rI(kX&OzuX3*3pzQS~sxMe&%lqLwPdjZ<^j0;x5O%7} zepS?Jl86y;|CWU#qqN<-S+uxC(q_yGT`Xd)#Ea~4&Ovn69&rKihEM%%nrK*-R$gBk zdLf7Ym~S|%f=VybMN+FwmnKF1xMqRJozn13s6N^2hRV8R2mpjBnzH_>vh=;!&6VZ-}G4xlyfx<$-AV@QUpAdG3CM zHSf^M%(wNB%4}Xzg{~1D{sGyZvbw?IWa-{<#2^*+j2AXtUEptiM+c3HOUTCwM{Bg@ zJL$r`Q{+JP$lQWjfsr#jtNt>~$lX=}BuGqpE(}d@=d~D*u zXwN!Z##qtyG0Rq)E)#qTe}5(9?I$;t*7Ni4a=7*?Lx&l=_9xe_u6!!N!hcl?V_dBh zrI>CEi~Yv#5(DhmfSytPuNV^N2Ha?&}CNj>b zyyifY)Mt;BKf;bha(bTh`1K`gtQ`13ICGv8vN+E7h_Ccq=-yT0FT1*w!|Wy?J6D#$ z{to^d``0F%jbmEM`(>V4m^8YWE+Wlo&Q{gJTQ*Kfq1TxQ|bc6ZuP45vlR;W^T+fEW)xZtSQ0YxPs2|<)w)yjEzJ9YcV|sV|8lxoHxDdruQpJ=+Rz-PelyerT>rJp(RD&Ly zol6p?dVQm+f=UboTQW;y#_!x$H#M}-$y2qN;F0CucXBW;Z=V`cT zz#lDj+zDHBnrON5Pof7`z(#JQLA$N%ZLln2_CB0Mlx0*$-^)KTY6`g-u9D$l6Bzm7 zMOqSxjpJp0lt7)|?H|K+uKAq~k(0vKbV;RaF{q-`Dp-wXZkYfDIzT)R`)UZGK`j_$Lo?jL5Xe|$E~8jv;h9U=7NVBS zZTNg5`H1vW3`k4x<-I?vE$_sLGp=%7QhQLTT~~PxVs~G*9fV_(N(Q z0~b0ejQWa6oA6@;(#LN#5$tQJi>nogq5`9n@d+9DR;<6*kGBd%qfXK<(BbyHp&K&)zmid_AY(dYgzjXgq+c$YzH%@hELOqW?e(o+Et7LO^7oq*sSzI`^SHs zh13f3VQ>mDOTod}<1T7CPUd!swI?J>Sc<~;;q^>1?kK}jF~_G0mCl}X474GR=pn>N zzjUj=3k>^G-#6BUI$^qWd=kN3RrRz0rQ1CF6e1gHED4!T+(7I{M>=?R@VV^4S*2CY zYOU>jtrTjN>O6IH9W#8qGi=n$Mj7Sli?Qhs3qE!|QuP=tSvTPNm}c|)Y2xfWcIs7` z^u|}o9|du>O)5Oa2BrQkdx0K&($H|m4={0A39o8+Eg~^UJtwbYR%b6>1eB`h~_3Jqr;iaNCmvKk)XB7oQc-rQy=}r0d6_x&`_7Kjf(U zJL~B@OeF6#aO!kD4*Sh-PRVkTJDphPzNljE+CfYw{PHb%=a9&t3>8R+ttj5fFf4P+ z!&Q_rGFH6!BV6#q({%1aqu~9rq5aCQzeVfbK^L^#9gCx{b5F&DFS6)9oTTc+^(ChK z(zn+sA@i^p%l{~^XV7<>q7Sa5RA+g$VWK*1&V?pUx<+T7XPF3LDQVC?g`fB?M1#pq`h{HyJr}FfDzy}8(l5ce3 z{JKGmmPa4XUe$Y-2^Ly$^ZUhWa0M747)`cjYj4&!KS#(3wkwdg5R1Z#twk zyhtOU=nu3AzcKbxIOr|m^Iq*2YPbKL5FHK z<4w56XSyqIOa@IiGm{B!ZI;8b#%?& zF>!qM#rIk>;Q@s^voMEe-6or5X*b?@6I_nS3w?*)OhRvN1t>$T(tSfU<#86NH_hys zzQbP{s*YB@2_rIbw}kEe8rMW{^ws8P-=G_V=Vwz--@Y7fGymG(qkYz@taj_cVtydQ zZ$gKhW@=8PeeRe5<<8ik9Za9OEj6p1xb4{2M*}B{NBqC$I6aA+kbcfpOcLxY zntnN(Dy9^yb>rm>{i2tRm;(FobuIQTq5Ld)VTI1CM7yNqt*45$a#Lwsy+h0XH?fm~ zl%DXjLNaybu;-mqMRguV-f`kvO;7?}CHljeVi2Fx$vk_b6Mw+_jJ+R0wV=TlKlOyY zU=?RA##qI5l?4g1G4>7)4PNWxOUu&U8$&19^~Cu2yxiPeyG*)}{P>tXFIb-o)u`Sc zA*?-6xD2(97wr=tZ}~5(%g9A6MIu1-)@v1LP6<+7*V}>aiJi-$8bG}+EjM~WxRbYY z5^<|q$McJbzCX{P^mBcqWRW7i&lHhw)mOUzJ!9T*S`N2n<^C$j5GNuSu`uH19Nm)O02PDGv5K_lLY zlLysmNHiixQRaU0GO_`VZY2w+RnU&AMjUzzNZUCXrU;S*Xb|W%T{yK87ll{()-byR(jj zC9QjJkgC`8G)G^p!72_0)Q;62Hwiu^tCH>!+Nf57#v{9PrmIhb7c^vw7rKOrLrZo~ z!r$HX2@w(MzVudCAi3geM^1jVtz{^oV%|3g%S?UxgUPsFHdFuP_YUY z?JX`jp%WT&p8gJ6rDUqkJ)RZ+&CpyJ^wOxuDRMB2GfTdzf1C6=<0UGVpDBeERpwe{ zRX<8lA>~7NJ{NV5)h3VZFNn~Rkx(pNyUZiPdS-9!AEuE`(vI-*`Sq8F&ft+l=u5V3 za^3_{Mt>L7kLp+o7P;$cArGF@AhuF0OX`Zo`ep9XytFn#uEo(YihQkV-s;!RYu_7t zh8~$EDm*{ZOCnh&_1v7WPiu_$iNflerN_8cFNr3iG8qm|`O5YRY|;tGGT*22RAo#y zkPy1^N$J0O;C}Kb%SO$KRwXUPW@X85RKr0_zd<$2SyQh%>`$20Q+a@}Thw!RNLn(iKZ)WZfTri1>vdpY#ofGC4Bv)e*w zss*uB%42%+aFSA$5z8d&dXt)lch*pSRCsqRc6DUWAt7VxfMu#sAoJ;zupWqT@8RA~ zS$ZKtlbQ!ypQFP=5vI&ZGnKp3x{tUBPB=oZTvraK*zxh*rb||(6K4};@jk75R56#r zhBkU|H@XatXI)Q*J>2@fMr!a6Kzvu&?4q zi>DcSVm|wK+*nU|klx-=rC#NNO0#B$^_!xp?L5Eleh%rp4=}V*m+jwXT6t;W_cOPBoZB?gMZ-Vsq56ZmfV8ig8YdATUe>UfdluN@|B8-CGNavC zN4?XoV)j5}(YDgSz}~Lnh9;(lry`R`oUm1!BzX>+=K7fo+`Hrz+A% z+eY(o%{G78y=5BaHC%N-va7K%lQsg>%-AIBhvuk(S!pxGy|S*TGQO*UBUtyzOuj zfXQ5Pf^xr;n%|AbzTwqeAFp|31pGYNXKVRzOjGtl;V~JKmwovpfxq`jaI352o4j7D z{u74Wc8o!R`+u{$qyDN`UZXI;Jqt5Eys!#6V0!SU-TKRiCT=Ag>o~sAar$PR`adp` zCz#lXl_Y;v&!6o21I=_1KQlf$`@p`~D<_@FDv1=1t$+1cpWZxK<+=>=xikCNK)Do0 zOWk`}jWwNtGNktP{-Z$@^zxromy6|$%6gVAl&~lYeuTvMX@h&Oy&vzosBOo-03*FC zVd#}1bxESolivf>!UIX>oazJ%rB!2GG>%Q`_PED#zkRcUaCu?KkS3a>1rNrgf*Alo7u5R7TiYRJ?ljh(bbLdFhl=ZlY7vtt*2vQKFL1Z2~XqhnidW# z-qBfy>^Ll+Gr`@l=f4lb~8lB|~+38D}^NFkW z!O!eQvxk4SwJ4#kskR@@xtoik%V0%fD>IQY$ivmmliqmrqK2fqLB!qB519ek**%qc ztV*QBAbB`h@ns%MvDri-sb`=FPdT;rTs<-v8c`Mu9C7CQ$ku7Sl9w#*vw9Rl1?-?R zojjrjgMFC)-9XEUOyWvJsK(cvnkdfT9D}PtHO=4JlB`$e4@VZcDP0s`hL^%dkkL^7 zt&gLb2gq1Q>H5mvAkFpk1FRUUhJYU2*`&FOK0HC5$B_61iTCPJG&bm%o{(|-r7FsL zR)CTDUsIlhYIywp-fws4s9>qi`Ox_M9lEv7Qy0fK?Vq07T_`1Hawb`O$_O2PDEu}V zb5>Wqp@l|lwX2-}3i(cVJwh$HWX~m)DeYc>9*r2eQaEg_W&0C*USvU0e!?SmHZO)p z6iO~Z^=m5gIR7pCnSLF zTv$6`x?kcB8@ILfF*O5cpM8mI|38Y%UDn+>GDQ zxC0f5(wemUORJ)epuWt+^cGlt9^tCCjNCpR-Ck$YtZnGnu7s}sx)?a7_JPJB7>|$| zbZt+=&xB(>6S>;S-d4)m%qmjZemAY_m#NmtiPrdl(UgDQt;SS2Ty&?z)3nK+cRe9B zxw7Sk6Xg@9^27D2#tT(;=FNC3x>|lyeSg_$?63ts$~X6$`=-(>(^5S%#;bwiba9NY zs;t2pQ7NUl0?#vc&BXA=uS>W+U80rnyTk;G%{NPROe&ni2 zgSfHsp}gpun^16^P)aE;IR3V!C@~(9b8OZ?(Fq(o)XEuWVuDshw?fi^e;Y`4+Va|A z=VEC(h4h4MvZd%V&vq|bOEApa$@xp!!vQ`^jMVV0<*K!^!yitw^8T)cOS1daIENkH z>BfS3zh>Uyf>8lE?d7xf5?MH-g3Ee)7M;Rt4Tj~>V9VdbZp!5?CKfPpLx!)`XdSPL zoPE*ePQ^N9GLnK;>6w$GR?&idVzK4-WUX#rMy|TN>Av|%K2L))#$iKr;}SnNjp+Wo z<)SzIC+ojGsrqGUkgWv=U(bT)qv zD*mZkMQJ%Rv&Bb`uEnmRrS+PsOs2vpFC>?uzYjOGAD12kdutV-`xAd@41I^bQR#gf z%YOPQ2CR3XPr_}AkXBwT-ffn_ zCb)OCdxY?VL_Nl%eh5^@LPLR*ac(EqLS0R%bjLgRBUP}F>iM%I4Xzf;tu8X!?%#sr zLk*KEP`=Uo#K9wltrFg+0fDGl&1>JuJmq+r7V=v8L!t4CJqxg*`+mcAbk{}5gNUW9 zXb{fF28n7)6+8?Xn6a(zuL{+PRD=Kao9XK{>FKVIum&>?$)p#EtfnTBk>OOHI?}!* zS&W!VT%dfqU9P_B*^Ve>S60>F)7O~hNPU8~EDyKh=ESi!QT25?TLx2YISNQmkG4Tb zLBh}TPvq#DXnrgsTu$a1aVop#NI4zm7^=D;rd7hS2nXY{P ziM>}#-RVf)k`HGXZr{qd>9XFI6{s`?>wih3h#HU8^V@_vU3)(8bar_47zFF^-Q``B z_pH|#GlgWOLScUb^~Ps=;f=1l;5e4$;4+7TG&q9t321&eS|sk-=0Tqp^gZxT*6PW# z7b^Y!zn)4RmP@J25o4v?>ET8Gx~67h`yacX zA=&4?S*Eny^75kmlOIy4^j@&&rXK{Dic#d5GKu^MEyMi0_2MavNJsQMvd6x2m)|Ky zba(Yj|x9|BPx56T&|?+Z>s7#WwINRQ@?N% znj=k^{-jtXVWo8VUFVje`*T?2q3>EZqPY@E)vu!Eg}eXJ+)UnMR^1l%cQOE~toQR8 zE=}4oMBuZNfg>GB*JWy|Yzkvq#eqzVxjczZY3~F}un!8i9>Gi7MC&U1%f69>jsUA? z`Z@}DaKpI~b=V9S18)9r1}xXtc5C=nT`n{xn6uV=ZGKb*$r-}7<{FOEtR{sQCWbZ) z>nrxx2hg|3Vjoe zQjVXJ8l0KZ8c^=m#t`OTmw@9&0X+K^&u0$#W)Y!ZlWoSKYXN3Z(-)eAiY1k^LnFZr zZN@XaE(L1?sNOVhlQ6Q~(9%jV?2>=)?wF@c@^NMJ*2tHri+Cq`ClYdQJ;mOBGt9k| zrz41w3y^ntI0ei4j!>r!XYUsW$xv`8ZFkyH~0r`vcHStE$`OqNE5ujU@pskfeZA00wrX@T>?>u3sgb+hm) zlz6}Q`aI?;{s5jhb(@PjN2g68=9+I|Y3Y{luqio<4t|tqd7tj!=w(aw;U-&Df5t5` zv3KuAj%tF`W!lUH%b%hIgC(*tZmb!S?kcW<^Utgcf~L2|EYV48xZ_QRUcG|DNBVHh z4IOF7ucv1Zi0Xe=h;i?VJ-Mjt$Y}aI17~kGH84rraue}~X8_eYG&ah^GvWd>>!vB# z2Tt|Ww?~>FEH{B1>fu4BFYUhAvHk8sP|8b9bLJ-1>t3&MTCHtrh(l&&t_8fA)|V?f z{>(r4;=8Vd!D(6B5I7N0u>GW6MZ&O>nk>AaQR}t2C?>2fRy71)s8aSnTP0_FurlH# zq1WI)gM=&fI!ouCuGfDPEyxKArTYLYDV1so^QzBXU$(wemQ$nfMpBRq6{rxmKv@X0 zT=d*5O+mYC-y+ZU*?|&y{wi4(#?J7rrioQ(bVi&kmbjIakBsRjk8uf3*k9wKkW ziO=E8f+oM@;)b4VSNSKzIri5+y!&;+&aQV(q#oXC8X4K2nB^eWKAzZ2A+g%D#i0Z| zj`0;&9=x3uW9Q9=*+ub9ybT>sx z>vsFa86SG+l-VmF@|eW(RM&?{QHj@}!2Vn5(E6LOGx*v0i1?vXEKDUhSWYj8Af)YH zP&@5)!|o`%v5Ql914o9hFMm{Y7RQ=T@W4p;z!nYS2Q3g|tZ?wAn0G?^Kn7b;t270MV zxqVVfc{v5j89%KN?Z{F_y5QQw5Y<=NIh)Nl_hY();kV!SC#WeQvB**lL&i-?aTnE*ugsKV;~D(h z(Y5Vk1?oFtA5hbar{UTE{ajVq#)`#GPBW z>@Lo66$gR>0!cmdu%Lv5ghzFLE5um=N%>)mHW85_C=VE47 zF{)wzcG`&U;gyiKuiAC)GtP}OTW!b0C`)5Rj=W4_0lM9MYD+Ho*fyLlV8{4AH^aij z7Y0>o{X*|eSs6Pq5!vGH;3A!PjeTw!a?Ain2m7Y9=m%_F22^&O1m7qdNGJdL@(SEc zm2&;15V=WujbSKTF$`SXdhos9rI2UJY4wD+bkQ44Mxr!oMMSVF*e_ha-?VQeasT;z z&xt2aLWZB@APC8-9ed8M%Iu^u@(0~7X7gyJfz_6EahU|$&z!J|MDNbSUr9pVCKU$> zbFj0+M)IL>EXvSp`0*WR9AE!PSyfvpy-N$YZW!JvbEtx}2olk^Rj)L(aMns>N}df6 zTpXggWy;C8JQ`Kv1+sGuRbvHr4Dw;y1hzqLnh$;!SfDfw-?GxZ_oF{$u6vPYo6k6~uGp zaaQ5uR+4f3lYh6F}n`FR;Rkz>bfe>t$+{*dzA^&j+>xU>sB4!_ML9} zRiq;Cn=l-(XcU`m&Ql}QcTg+xygIBV{j5N_cP>l|-6D{>YP#;6#wUHBOfuv<%S?k3 zihvc6mQ+EL?S3_NVYh3jEEcWdgI#oZ_i<;iBtTZy|9J3RI(aRk;rzk6;Q|SJ9s1>O z&Tsya@rAT11BVT+b~TY(Druk1a_qa!8xwr|rk%Y~)+_4osH6e?F6grW?45@^3r&Hl zkn2B|!U%GoUH`a&5Iy{a^zQNbY&J5asF)!Q1H+1ElrjrTG~?#>2xByV z|Il`_%^HHfbQ-fvscF4>Y^d9CsF2&{tr)%Qu4J7zJ#j#Em>E9}*fL4Jd7swclRG zYimk5i^qmas1LRlDiiHVMX<@CkegJFo3qK+8?W{fD7f5BVX*=GLM-!-altLFWd7#I zST>pj{Qk0?`Q!acO4hc9mR~{1CxWCXZ{hd->=nn={yxIzgAOqG;((rdhF;Z-qbfC% zZrM0TBNeA(^yQdkPb1DD3J7wJX)g2lr>MAj1%xb)#_vWF^Z=R4c` zZ%f&AxGu|J&BEIP6Tu}@B1KpyC)7MM(Ifv!d(On1`sRUK%o8qxp{yHf*FD(%sjv|R z#wM+D#vu9Dxs>l*A+|esXH?YlgXNt}(;@|ydN~zcpZ=e5k8mp;pO_p22k!xRY+vSh zTLRY3TvMTn$Y8k(lkIckk#vVRuZ!(kN`7NzTD187uNPDB)o4*X;BvxfzCqu8b zRa~;%jjKk1ivR-V{`+Drw(if+Lp$YbL1OB#=@JSa22U*soRHuKEuS*FRu*cCIGiyL z$a|+n2)TQSs_Tbw{JPiIn$5WlXFY8NOPMl@K_9F8wZ4ih1R+T&&2Lju1HH{7M!lU( zrGmp759!AGFSA32=sGUlk53*wIAK>;)1^znL=!7BM1dBaSb?Ih8GM#1PXXCZgQWh(ubRwG$CC)(W3ay7l5Nn z$@&4JF!3#zRPGnc>zj}ja5Z&E2|vO>&qWC45txKbzzkRcrXRA;2R?g@ujB_lyKxV^ zxUY4e;2xOykQIP~5efO*aaf1| zYXT%>?@oqmYOSn_M388isJfx!YhymhGU_<7@s+QDE_>tUW4G#Yaq?f z<>HPixhze&tg2%_FE1~0)3CPJKwmo@+F_P>f=79I`BG1{Rp)aI+dcsp<6Gt%#PMjC zcJpv6&!fo}KaXU3T{APj*q+fdE^hAC-I|c*Eo3BU!Hpxg@{_4ctG=OSpjX6c6rEUU zf3#aO#=RM19wa}6?|g?l_gP$Wa#2f5i(Lcp$_;$;mfG}ZNQVgleLX!pKmZ{l2{UOA zYGs4{NV%_~sTn&C8;-pJX6pPgf6Ce42>CJKj?A8&EyQaku~it=fOz+xI+UPJ_V(N9 z@=xrlN#7Bh29yu4z;6P)o!nMdze93Q5vZoENBe3y!EY9zuDQoTiZlNdlnt-_A;i}s z<>7D@1=F@KsHgVJ2(R4W;*>9Lz?2OI-%tZr^#T9JT+;Ot(4WG+lrIE8Ss@&ri!3&v zMo8WbwV`!<;o!R3kORK(6C78yhJtCiOiE4li2Btf$n`5c9B+X;0%6h7QyZGcSE{_1 zlHCJv0Kq&qyavAn#2BI~PRTaKf0p@3NHH1z*|37)wR?CVJi1Cv^*S0%<6Chaj>}i^ zwdp}^B_NrC3us9lU*H1*5aN3S2LMk2G9jN{byNX_fjj>1q4G~y2p|tAsN;j)1Ib+P z@o?bCLET?3FU1Gpq578eQoLLYzQ73z@9_m?ym~yAHO&1t8|Wn6^TE}0QTVbKlc)31a0bj|9kSb5YU*X65k}hK0&Hx6GK>e;TOP6+>H*NUv?-zg| z!arMQJIFMUDQk*fCm=dTddHgoUl@LO_WneO1VIQnLB8eXXq<(YRkoe1T|1-|v)9|( zKHS2T(TdpEt&NqOY`O%af1lz#NoSvY^|d>AY0p{y{0FA14={DMu{J+aa-i`Xt2I4L z@i2FX%%^ynaL}>tl#Qu6Wq{X-zrQ>26SDTJBW$3Gf=-mnq-ay*pSHN{I~Ep`Eyu?z zOu)5?} zc9RIq5@h;`(CTA+K?)Rz@rAESLhtSYh(kW!O?gBBR1s2nH)Wp%{~t`J6o)L{4k#RI z-(Tgx|4TOF*~mZd!px05V{LMdR_j+@n41D z6SIF6+E3K}Rk-*gmx6C_Mf#8UzY6|;1pZZM{=@OF!s(yqixYqT{4tUM#Gn1p&v?#C zb}&fP|1ZfiZ|#MScaz)8b93+EW3s=$I*_}4ybV6vvv?L1q^ky;xdWB2xCEc3sP_qDX<=!zah@FGu$=(0ooW`ibKLv8-q852i2Xam90YFm-DU6Bd!< zzX1V=xvSOve~TaYzr&&X|5crR6``HufV2m0x!~dzxOd_|57r0(kc!ap>|tBcU8V5- z?h?qq>70P8N6c^8W(KbD)Z=-3*A7864hWJ1gR+49R8mXWKVDw{Au>1yD13pNGfldz$}wX|uXRzkKV9N;9-iOwOG{NcBPhY9-JFn^NF8m{ zt>)#`5Kci~7#DZb+Qz0EDJfejXqi6NSQYCKscB{!u+~4ZwBxI%rk0!Y5CPGT|!moSHHF0EpSlc%K5?0=hjoIy%Y@%~Osw zu(Gl;>TzwxAi=^xZ_K{)F*7{_BkO7S##zZP=jP-TIsI!Q?~TY2U^nl(wB81^PKZ?J ze}&#IeIeTW&tH>w+U*#%__~#+qw)gevOtW>)hSdTggY^kC{hkM?zc1mEZVsEcro9< z&&>T66Q`SfTtHnXX`ihzutv&0vMTeivp)v%jc54GmUMS_8%b0spDl385091TCZ?s) z?Zk~}?EUSebm)3}Lq$Vle4#hK0ghcWk|0B z3BY771E~e$pms~Zi>_?30P{KS1Q^XGExtA5fQpR2cD4M;BSxU*??b1V&-cgG*R}r# z^7W&G?#dal2L|Dk%+7Pc7q}YdCu3*J@)tEd(e$=1GoOc(q}r%FWc&}NY@IrVHvZ8_ zK@Sd8X;hA3pk24wFYaOT|M9c0@4c4@a$|o~vvGMaYwk>jhI|@Ouxo%beyh^}D+4{K zweEk8i7Mvi=Wk%2a%tIlQl5U3dTMIwU_1EY)JP()XKZY2vWLMV3I~XjXxpqnMBv_l zL1_x0&qrSw9Bq@|7XT$dHN`;IA9zD*cRvH zD6X!q{s-gONTN)c&m5_ThY+9&j}{#Ev^;kQwyBYB2)>`UO7s$BTGQkLksN9%+3Qv9 z7VT$?g4iJ?O2DT7cEmG%d#gcqe@Lmcq(s}z4Xk4Z#MARxw$jiIrKP!wN)HCjrSITBa8<#IAJ%BGMR0vG^4-nfQM%fb8vZqDp(KPvNju&HTa-t z)_+?Td5A_Owl{)5>^ee;OG``N zyRXA7UcAWD(bdJq2A?V2G56HoI{+!e60l(as;lD$-9#tY>Hw@w%xo=P@kCnS_n-ig zR?L0jyO9K^z0E*c0dN}Dhn1P5y>yX_skWKJ-|krQCHJFR_<^88F4KX4&Mg5r*&H4?%tmNXMI`L83+Hr9i(1^vWKGbbIm?gU=T90*fHHS89#T? z^hs;Xv40((Y8-><>idQ1gN>;?yq}Lxux`}!Ffgj*Z{b?M0Y8dOJxvr^)plaPcLxEY z8+`T^h}?~ETlwIGMy?j7*E>!Lx1OJ@2TCP8%?VD{z^O%b{YVvQ0F>g}=*p%gx@dX{ z4dCdR7Uev0R}i`~QL10I50nW5Hn8ve_aX47XFq@A3jN$scx_$X3rveMHxG~fj*P6V zc^p340&zfhE>w2uzjm*rYfWyxll4Ea1AJgQxq#1Gt%nwjGQQQv4T@nT->R);Ux018 zw77T(Y}SC5pFV*CV^!O0ANH+w{rzwtT|yJ=dZiljI8WKXUx;?$t;nS`2ViWS%fJ^) z0Qjb7ZBN!H0ph)(hK5GjV4|-`@OgkNFe-3h-V(tEfjd1^jRSQ31hDtdk9%nXH+1Po zD!4y;4>dNn(#x4O29``^vIU$Qm{CMjRFuJd$iMtv`tzgg;vZD+LmM0>roq08sH?5r zSXg*@`guO4F8E|LYnpEc4-|bP3u^KLEknCU`|!P;f9)(xb37;CRQE3g{U3kJ$G^T6B?$ecB7#VlB3;t8z%Jb&g0zHx36<_HB@_V>K{^HL zmixo+-tSz`@d)ql?RaM9nHjMLdKzRTOe7!>h)hcpX#@h{@`6A(MZ|#3Woq^O*zq%en*x3{~Of|!`g|5gxn z^K=v&SbOvU=mhMpY3c<6QCQ#p#VJ=UdkO+QfNLS|pkCzu{^_5~V%#SCcdTN|{zQvc zm)b@G#>`%-gejB10bsqmL`? zXmDXBB4_C=H!S8rySJc#o&<3Pc+4I@7I&SKgWe0V<)|V|E7i$bI-a&1n5}bW73pxA z;0)S+yx{qP`?hwW1i?5Zl&>y7lfIXOA*BO(n}tHT-mLPB0gxlyDHHeC?}n|rTb zy_y&w4VJI%xIe6TWPk)@_m?|zmZ7v60i+EI}WL z#@OEIdtoUVnWE-qg}rHak?j8-H;@OO>~vxIUT24VdN161^hM`vNIxXvkuc#`sY_)( zrUXu=1oD7)2M3-g6spl!P~iFcXkNCAOU|@Cf5n?O{oB-oWiqaFn952){i!zVp6Jwu zQ@xuPzF(usm?_C)+C*(1$vmHdms^V2F-1Fft>k)*c0G1$`?go>T-`>m!5%E-+Hrky zr;o<|y>$;^G!3U`Uw;B~n`jpU(9GcDw5Lcm%EV-O#y08q=_7l4o_h&Q(iMqoyD)z`{u*^@R`<+Uz(hl( z2cZz@F^Rs4VEy=d?ySwD7yYrjKMoTcUd+?8{_y(t(%^Ttj5bfQN+E{+G?}VKf}d)f zQh3)^j1N*9x;OqLl*~@fgz90gfEH4ez}GnTT?;{}`V!e)L}_7Qi*f7)BX9xvDO<@c zAv~k-?Bpr$n*tgFM%9iB{?)zMF7(HNev!WI4ni%=OcM=YTY9JXL3XU&HQ_~nFUYpwiOdyoLa6J-sDSxz*;I0U7| z?$Ja@nH33D|1cDZ7+U-Ms!cRpYUwy;*!g)pwzbSzu|)l+89oiix0&}{Je*%l4DRWm zHs*ZZ+=p*=g{kY+SaS@Ij{PprUwHKj^;EWwlvf#QfRR{sj6@Y{m#xb@St!%?ac0&H zfEO6>3I>m3%B5Zq^MzJ^dl&q#1BBskJdKhFqlSztmP(zzg#@<oU7HK+WL4Q0=Rp2B4VPk+aC+IStrAQTJRW8^odvt5ZcIL;5DD zr7JAFIR14+!nC_L$#5F8WYiYP9!oAwB$$0d18VCyMHP z-hpn--+nMeYLP?u{+1pRWeo~+)LDlFs=AK1x!A%z!ixDy6n8sT>W#dkmC!U02(Q1@ zvL2FFxH*dY=N2nTq}FS>fF-ezGfEnJqssc>v0@&DeVxFyXK??G!Wek)h4-%?-KOM2OPF^^Je|@?}qlDA%v3gF^~A zr%^Ez@u$f!k3E#AiYN`hS5jkRW6Ztc#>Hsnn&;moSiC-oBSc#Ow40oodegzHoBhkz z|88G&J_hwGs~%I#^L-QLtYS{VtHJ6+%f!rF>+qRr?!|IKwyYc5eDLW{Sk{w9cUaD= zS6?mf-@osgW#S$3loEq^zi(Ss{x$GR#Z(Xg*_mXJrz= zJh;oO6o5%Z)FkST)ifrNL$8$s-H*SS*aEOw{_b7h(dO5EpyBeI*O-r2-SGED53U|C zRZ|r$7g-34$i!U(+;re%vO2CxUx`)I0eD!n1H3cICtJdV^Fn3lv#c<-h)Ga#=$ZA$ zl1XoW)#gc4VF)izzq`7{(qD~A!Q=J{9mi^&yuMzmB^+OJBubY>WWTJy)r*iO37$(y zRqFl`ePILNr|iKt&$v?^dmbKk8c0Yz+49DV#0~&Q?j$$oiinuI6Tq|aBli}Sl)5HT zyS&RMTp+w8zsj*WGiu3Oa%M}p8xm~_IskW>&pBrSL8^F!~AKR)HPD5x%Nx4Sx0 zZ&S&vyFT%~HQW%QT7yLP758YO$)z)?Be4-sy~!@ZNL23xwWIgh)s}&6g*YI*4YmFx zRRO3F-EURI9}!b!||5l03#T!d-|R9NH-LUpCO+|_BHHz#JM$8PQ2 z0cv&MDiBq_*iixyo^xyX1hMK0va4j-2~4qAQf~gL@>ZA7e7tjZ9n*!BWRZrE&?jcv zy$RqqY*R4?W=t?RS@8hC*`UNwrBZl0ZDJP^arKLaATqI-r?klPT5$Re9-x2}g)PEZ zPJ#YJfhqJErhT!oMU?iBHHOUS(cUUFhGD>=pa!gp#Q)yCyQ1G5T+gUIS#@9bRvO_H zdaYM@{swyDBBc4ed6Gp(WncEg(X1gLE}^jG445Ep#55c%Bdai8z}{_GC;IbtCk49S zC0eYLqrS}=zZ;=|>IQLaAS#fkfKn$v)bA^xOzd`Lv;|+Cz&B7%*(N4kdJ!}913h_y zZ{NN_l>?;KM)TrM7eW_48&fyg%zk_ds1&sPm5JKrW?A`-Ou809`*%O(tFl+O9*{h& zGRGo0!}UWizB;+N`FYhLr9gb`l>k^?SInNjHOpE+&jszP{@qWyZnu1I2fmlYmf*8J zwV0NFRr2aBd2Rx;?E6Dlk<=3ewi2qXJ@Cy+!obT*5>!xCijaF_l!bdu^{xlA$3#I3DoJF|79AcMz` z;{e@C)`V44Nit?IU;UosmY@mOb2jyErf|I9Wn53Eo7*j-sShFmR49yL!v%fHmH)7? z9LFHmFFkF(yjF>gy|*6sR=m7&$UjC*yy~PuuGK*v1P0^b%J9a&U{QQ5+LgGbgF_4o z@O>jV^`Fgsh1phrudXqlYXfpBs^eitS{vPCc6gPq=|v#U+e=I8Eld4ruJdFm03O+2b2b6WAmm2gCd*z%>rv7Jyz=JQKK}LS|aB%b5F26tRjv-Iw#29k_tSf92F{5rw!}?w4MVP zTmOWm#uBl2FCWLWJbp9|%fl8{T;Hc8%!J?6!+;45CcsCmmbiA}F_YGVF8um`LErYr zii(zlbX9h6P?e1XlMQCLhmj|+N52=gd3 ztkXg>{?1%0rIv>v2hu`}?)^>d@Cqx48(%mZW>wNe?nCEXdp%w{^WC$eczP3~-!+;k zFW0(u%9vGK+WB{FKe^{jF|81Nu)3ylySVVGLmfHKhoJ9K!z(VtBXyf`*;?5cZW9jJ zsCwW=OBhBjKmc}HEOAZ-qDSU`ut#gMK06=8EEFlL5Qsb(SPgo2QJDdKaNR-4DJ>|0 zQjtLS2D0Zamdg~`xGN4yWK$ac%HZ2WXjb8c9hoP*j(ZukvS8qPjh|OYkZ2)fb3?B7 z-jaV)M;k9@T3Ey7`(vnSEnzej!ZAqc0%XYuAb8HA@^#0pC7 z=JJ=jeos*$$?pfdh7Lb_X*S1a06oKbS3;00UW|N6B$~(_`;F9TMC_KznDf0}i>cs^ zGRFEd;-!8^s`m?^_qs^B?t8{Z?B%hpx=BT-yRt>iJM41ff0<vbUd%LC zVn%H6j_qgq0m_q*CjU<}qR2`oFZ|#M+TQj;9INg9(gfyUPDY%e5BkKW9e`eWMLg7C z;2;*2z(oAYtd>;!HWS;4k7 zOEoer4mSRJ-(B-%8*TJeO|P-MV;muOuRt<9?j)z;gOmDoH#WUuZOWJO(X8!*i45qE zz4N3SC*5bio?_O2WU4JMRPO&}rh`MUJsK|e?7tVnEMFC(a}S=O61sYcUO;1%xM(ng zst$R@Fl!DQ`y0}EXVyZu?t9AI@kKw$-Im*{tuziDC)gBmS@-v6e#p@LAP=I79&9BP zAW&GMu^JK#a{r~147bt=KcUA<2z?vvVoxsZpt&SA1}L7@f~p23eoHKoVWBVl%agox zF+rVg-37-8k)DED`n-j zEx)0ut1UL&;HB(cL(j#0&t^LCQsN;kiB9g}c_bz73+KcCgugN5Yu`~THS;c3=f?q5 zjxTa%M%h*4b;NuY5yvOrGB28zTTzkN4z-M@_V*ic9KO?%b1xFtAf%%HZ7j# zldz|`*hUYqV47tV)cwu<_(Lyw^VaXBi^6$R!2MPjGq%+v*U z@amn^oHwjdk8ZHZR~i={SYn%ghH?A9I{OcKe;7DiFYG3JfT#_76XY>3O}go62t`C! za8Nu|G2wZ^qS9`N0y;u7>)HF5SslsO7e6j70`6%9+$g3ePb3!K3uSn9@-rThS4Mv& z6R0o~{FvPOTck7W_a_<$W)=Fb^XZq+{e8)r9Wi!0c>v4dm42<&L>O+9HqS_hBr~N4f-)6haCql3*;xiRabVO^X1C3J}Kt4 zT0UttS!IUs{Oum9&M{gPvsaw}#Chyxm_17ZTAm2Jyi*iS4dU1N+Xx7dl$;-5qGDG% z@ZOIVLj8%Y&m$s7J}ag?c29@<+rAF0B2>6e0l|*_`9$^~(IjQF zPX89iMERb8>O5#Fg@Wb>Rcdu9yX4ALZehvk`AaPjeSatQfLuHAD>U}N{VxInRDfa>Z`u%b9Ga|>A|Pl zGEsNTco3O8O_u_nlQ zQF=LoV65haqK4d@J}w;&iCMC7FiKfvs6W`A1hg%DvN=Abmdz z2i0)Qb^IYix_I`LtJkif+759g27d~3VVPH!?N#fwh@Ry6{UC+=kYEhL-CJfAw|~v1 zA4_9hOhPz&@r2fegP8`F;DNzzVqV^)ud?DY%Shur!t_-BWgz3aVaBEBj-UJ)6P2(w zx;gXy#_~h^y^iUTFGEbxou6LmcU^|g#`@(ipr?NR28GqKD?`|CK1szZ`g(V)0#AyW z_1}}i>7PiwLa&%*%cc7;;&k>BQOXg&+=R!bmurSFTQ|KQ3#U=zz!LwR3bsiAd+VFC z3ThsyjG)7!O5~^jDRfeOcNbyose-Q{(XK~*TA8R=iv0mN)`dOFV?w*#*bYS z)CV~NvJP$Y8lf*KnzIkckSnqAs`_mqyAOhRAiaI(n%N8-0(vY`>NIt)Bh+3Me+?oK zhR%eSw<&F7hC2IyzJFU&_PaH=+7hBpj4mp5d(TLCRQ7-$M{WQ~3gPJ+0M@M~r#RBv zZ~an32ZVgLAg}UUh8c&sc3g=&AuU?zIc@#T#@Q^FGUvm!bMZdcxw!9(+f)0r5jYia zgXF6CJd27f$=IQ3z_pyO>fD7bXq_SjV_b)R;0G! z1(j5vPaM)oIuwf>#T`}DDWjj?^;rr){=SJ0f3#I=Jq6>Kpt~@dk_@%!Uq4Vv=c1Bb zBM*?m#JK;zP7wei6$xi3aB&XeL(XCNITKW7=!b_4nz3mdhEb?b{6uyHko~TLvU~3= zyE}=lM>~fCk2l3|z<7CU?3FvI`4U0~MG0eJ?S_9^4Zs4Av2TzwP(`Id+ zP)-La32A6Scy@m|Y2n!M4gY5evk}v=bnES=0^viR6MXp@!pC`VisAl?IT=qfqA|kh z+*O|pQP|Te$15G}#z|eG^+x~2ljwnE{naNa9BCw6oeIgGnJbHy(B%GdXwI$6-Rr+W zECNE_$O~1<98^vj3j^o1KN8YqRRkSV}UyK@Rg(N`iWHqJv!~5u1wjbh;9ML=+K%m!J23(t-6oQqxX< ztP0GInwl4X=SUNqkm5w~lN9d~G*i<%k!WVhEfo6F zFuM+kmDN9S*ckWR2c_hBX9DRU(WLB;4GqhU%ZWW%?MFQ30h^_+Roa2TnJhYKS#wT3 z7-VH2OryjMc7O&$Q@7oD`$#l3dktS+F+HDDKWR!2zF8H{o{1OSu0N9aLc-->9wmA> z5(bZ*9hdxf$_o3B`Ekt2dA-&?b>+%?v52w9^-;$4eOYMu*m!9YFNoSeU&R)dsC|jR z=0&NiEHWGDrf8MeE$8u( z>**va*Rn`aX-(-B-)J(p>}+D%Y-0TBcPg?no)E|lC_L!Z5r0d?yWMJoPCgY?-SBh+ z%Mc2lFq;_9h={`8ClH=C;I-Qy$bj}k9H;FR(kB|YWNX>N2(X@@FeHEQp|XyyhV#Zc zh7qu^6JrEJmrE+Ekum4@x%-~}Od^Z7dI^4nc^pI5l4#@82;rGDp;QMKXggC=Lby@S ztS>1*%_PlR&$edSadFjJ_V?hmbZSuWvhbrN+c3(SUb{)|Dv+nS+B-)i&yT^_G<(l? zc$gxQBfL&%xUYv;_lY(DLg6q~kO3G=3E6>q25N$5BqAbN%jj!PEGqpPE2lLOq}u}nj`T6WrZhsqwlW-?@Kp!&Z&{XvT+Q@i`72=#LDn{! z$GYmy8w~snAz?MPBU^r?ySOh24F3(;>)k`pT`r9zdSs4K^1X%o9sP_xy!h;b{F%C zfy`{`BeS7{YL3|_Lzgce{94nty7yZ4A3XnYAW>A(*_bd!AM?!SOS3_>u#ugZa8(Mx@<^X&$MIC(_}r^*!b)Ber!3ArL_u2 zhvg@;wkO6+zjW-#<6u_HBffZ=ReO#pp>g$>Ll`+ceZw%)HR7L?Gy%?9j{||#<$QJ{ zTQp?^mBR&suiZVDD>28&B3Ij*%Q8tR9|GG=kXR9^bI zRLY!HPDz^s#QEWN`!Cu^Eh>2O3k0BLEba=ynwY50yOULEk^wB`fLS8D<(RcRXm!t% z;$yt$hT)^zlvM?yIzOpTPX}=ih6tggA#7tQUztMzI6x6^jycO?*-@Pb&*m;9Uh2 zPahb=ypB`UJ>d*NZ5bTQ4}X4iy3(TQ%k#BIFJ&0+U@p!2V05QVyn;C|g(O@pipjg% z;0t>s76IX&KfKSMQgN0%HW$a{v9Far;`c!qMk(u1DB-VYB>OupI3#tGQIB{AN=lcfgkiLR)u*k?4;d*$9E@f{&KNr^ixlw(yAoA#NyW>=4{8|Xp z!1pIBX1a@*Fu$x{Lp8|n7F&1^t~8BMt^f8L>y9;d@${9LLOVEN8Vgi&vH-y^ zKV3 zL&BuT{tN$k;i#LfK(cNgK$#(Z&4+n&p&AZ=L$3LmFgyL5B9SZSbe@i+a`UOSH{siC zIbj4e>>R>3IqQrHTSMPAd6(&@u5W-ykF~l|H!jnx=1-x8&E);Hi+(>QTI-arvl+z= zeACrdYu9Ql0_C9E2R(pS4R90#(=J5tGa9y&r%_yr<8z}m38LNaav=|Ry&0#wsFw|_ zuldH;m#leZIPKi<|15+NaQ6;vKz_b%eq`1#Iwd-HvwEYxOuE+z!BNAnKc>36`my}S z?NoYkM~4Eq4f0A{;|lRD%aC^?jcnGJp@zI!_DV--?}XCfRP~nH_sv8Kjo7=t@1L-7 zE2NrcJzbc_PEjZtN*31i7}aLt&tLWNaw}YpNxxr`nO(r$5yj>_=w^KVn=P7Jke)CN z2bg^kf*;IGBz|5)1hYC;G%Vo@OaI=n({5n8XIl|^%8=?-Ah>V;F{VACrj03jF6#7V z3jaF~2-T@ga->U`;D@u&(u7l2oGQ2Zz$NmT;K{;BrW}*;6d6HODlN0xe}l&M>wS!J zPeexNZHtrxUkt7FbnM)ZN`-8G@QO@`<#Itk)A9Sl1E@c8W~q#kTC#-H#~YN|pkFnW z#*yk;mhUe+niTd>PEYUo9Ar)kbbaa8$_F{*lC{=Xk}S0E689>6KKc@!{Nn1bID#UO&V7y87Xt4{xWi5ds{oLce)6_GW}Us`wAyFC8& zTiV!Zes5l&oSKk&2}zuCDR!m%xWI8&XRfgklaZmP!n!w;^sP7uX}U&$Zy>G^J6vm; zIn*8dqlTu5V)8p{SDSz37F64l6bNSkb3wSDeGy16fx2Jv&b|SE$_*qgR;6Y?`cS3k z$i5t;qbuUZWX*S(@6Q7XpZKa_=hnnyATxCRCa;iN6^N)g4@m?^VpITe9~RXdE8Umx zqCg8q76rS`Ick48FT*3&upf;pIkqrs$5kV;%l{C`4I!SvV7*{{{KVc})M?4^HMQ8B zBWLd%ON7tCNHXTQCF{QaqfO###ngUA%#aX{H!d+=k+)+^Ii+?$ys9fiMIu;g{_4jM z&5wLk@4&@HAsaoi59j(7lU(kO)F&Q^Rc>3ch_HKGUFHOzowaHaXPwG?qZzFnc-=t$ zMl43s;5#?oBGoP-0Pk1u^p%0EF0?gLRUsyk9UkxN4F#$c&jJ2hbtX4A$;@rM= zd~Qo(hUh>x9n+v!wvPIK2(u83WXB$?1jF4yGUSN4R;c*05eT@`f-+a?#Ha+3v8K7T zb-$w03a;b(3xy&e)uAic)r;jIm;EC^3 zQoLOX&G3pxlQ=v&?;RwgiE&bD3F9#>2)|qZKEFWx)a~ZGHRDr*$`jiYxHLl9@d7Es z@%-ELDz_5>p(V$GDA%*V317=C=6eH=#oWJ4=R)6m(u3lj|%v$i4{PCG5&3filgHW4gsw{_n>(bFXQ{?Y%jV$Ml0 zd}H4|FWmh}`!~Aif44d6t7tYn{wz|j5WhyecGm>7Qt&k*aNQO1ZV&cq(mWnMi&)Ul zE94B*JER9JVqb5kvdaE@#tCHL@a&D>pCK>Dj_-DBGUX52o_~UTN7tCA?XTm~cOO(! zdNPziAE*0}mwahWW%K{G@&{G%v&FYK$n)v0t`aQ(?>s=1*ve3vp`qc->MJeffGBD! zRG;OCQLZ66e&I<(Yye;$0ooF*Z)1|e4wvfk)PGEtDj6^X3v}j5h$n&{4Zh6w@aX`* zi_`=^XvfxElZ4?5FWYKj^vV4XmA{VqN_NegAr6$e&53zuW2iyj*ac$X$zGG(=IrG( z{B^f_;sj@Qa_9!FHh!v{&Ey!o^59#<>xIJs_bd-G;ls(0(@vZ)%ry~ur8z=xgK7gb zPEf#7pA8|Uv9@~Lfe^%V#$v?^Mp{J=ori^Bspus_sGY}gGdOc7HE9N=3;b&CocNb*LQwM{j zCPnT&xocgBztPtJuryfg8Ff~n;66|G$u=k~`PwAi^pqhevlhu1=5!j1->iN^f+KIY zz>CuxFIFHFB*Y;Rv|^8IjD2M_9O^yoddGW#!SokpWvXR3?9$R-=4o!Wq_-y88oSKe zA;yPtIU{}Nd~hC9{LK9HyCR-1@dvYllaF5(lBIbF@i#q7A_^$UNtlG07JZ8Yg=ZT0&T+Vp2^ zNVpANlV{A?GC2LE%2l9{PkkKXwpPWq2aKqEz{`-L^dB^+I>FQfh|Qzm^x{6lC0 zTYVhZDtROg9r}6e5MMtvZxs>HLzMaJjQRxLjWYPsL(B;Ey3&l7S2=Fc{?o#~ zFJQE0s6iOGB2?8l$WxjxA?hzk7gtQEX!7qkZZO~7ymIltFA1_$Bi_nrW*9vy%om1m z_c3ZRIYL?zbpd;^XZv_Ny0Diu_e%TjYK#FcC??@jH5o&zL{ai+xCVk-i^BldiHgAl z(NhJQ8cxwjiVi`wzl>z(3k^3P(4`wJNk>x~5k!LN64=$XF32a<3%)jj!a_0pn?T-~#@&9t-{UD=0`}UjhmUATiBLhl+gz za;~^rI*`~yK3FN zzQio(-apkk^MIN7SXXT_fR;B01d@41DXS7AdYF?sF97|s&M5a14&8{lWoCG#ghR-9 zlx^0&VHoofy&>dp=5U$007;x~+7Zz?uX3jp@?=e^H{KZp8xMyLzazr&=JfH6BH)M> zJi{Jn=+iJ6Ef}&H64*ngM2RpDipY{s5 z@1r9{^>rG(X zz|*9-GZ;w>JLQ?b)V{Bo2f|YMD~s{LIK-zuoJ&J^N|%o>e0pvP58m{KMf}tne-PCn z2lYd;rH8>(Zv}O`WTR+#Q8Wu!MpWvYEt8Z6=O-%EVT7RRe@H#d5o4=PH^Zx6L*QW~u8xzGpEtJU+ z;=B!+QT4Z~#`0KHGT?tNRscG-9Uu=3{$9?cdGQ`Fd_Oto?f1HuI>{bV2O-j4}sFr(Vcy(4v}{H{zy1F zGcz;95*6_E&3&O+M%jsRwwRIMBEuIF6R`9nd*%npQln^lmJx$gq6~^ffWHAQyJA)S zi~ScY+f(m)cD{cIG;xC7CI>vMworCDzZ*wiSYI!5Eo~jabSeZ+waLeQ{yn3KVc51w zeS=;bU@_6CK7%C@AX>CN_|nRh9@v1dd;8+H{Z`XePa-pK<4^xL@HJB-nAR)3q`LkL z)tkok!9x1y`(mfv9E&5LxA6Sl8d;8K*Gz`nCdA+0;+W<%NmbhN3$RvCS2IUb?+N%k z)cb#YteVFS=TpLZS<6JNVz!~i-qE$D8hca2X|qZ-n?V=&ip5M3d3|8q#;Y20e^Xfr~ai@Wif<<+HIVF(O&_k{WdGplfbob{q+d^BQY=0u_ z_FCmoxY3g)pU_J_D-5(h=>q47KTepR3bt;J}wavu& zek>Q@tBe55_l%*(R>P>W@zY65ycWZZ+@z^LZdP#~Rnrwr(Wzhd1FjX8oUlyhWV|Vw z_5~sJPsSsENbJg?@R$aKCUddAMllDcU@MMQ)$f0AsVV)g+|1$r;@DmfW6yfeT7BfM_)lP9&lOxi%YM`$IhW2b?8y*_ZQ<_H8` z3sp7Z2A=Nr<@wEHpS1Wco-HR0u-}{w+@Y}$|3){Dm3 zGAjKkYs<^;rk1vY2AsA)+yzx#W>=@LCJN@7o0RQOP{JRyAh{X{ua#aNdthB6xxP*O zk-)@xe9i zH>CcKtz7vGUscrn8OcB?7Y1-IoF{wZ^Z~^6hBLn6HD4z@zu(g}@*^PczoO1SU>C@N zr5I#Pe0xRj2M)@(586p5Shc@Y6OjU* zBHekzKTlhz>k>0ZXte`+KabIW49Nq|i5#J2EoWB53j}UWz><$BIdS+7H6SS)r@>R_ z-0x`&FE?R(y*0E1qh3C_RrKW>S1US)gN{Dd=eB4+lcaC?!QjoUQ@= z1NKcky^wuMAx_U9~|QuK8#?RH$eY@7%=xg`3@IQ#MgH_-+SS*_yZkX0!6U?y@55!SVD?O|C8WERl2x-{ zE`SpEcW~8+QKH_V<=2>}OKYnb=KM&QYM2^srV|M1-?dF9m@(G5uR!~vErb8%$i-&qQJ{d6U z*NRuu`{4h1`AAnA_yl?ZSIhFrkOv?zSDkiq$veBPWAbBS54zn-XBF3|y5_H(W4RiDHz{$-A&OL)XP~#?rV15l=_Iv7| zkd7PVnu}L(y&U*BE#ye8RQx|M?lDbVF4jEhfl2(SG%kZzZUBk@s)Y%hj*LG=QrP4 z`EK)2;HVT zCoGvVUme(X%Y_|1qW|r`e}X#H3NFA&m`YnFJBJ6tXnUh?REhm1)er82sI@$VOQ6eU z!7K4wdF||qu;|q8bB|DBLBcd^8|bE3wZWGd+TvtNM}{UQK@iw^=-XrC)7HAHp*am<|enZ=#`-h=wqA4yt(-SJ=x8$Vg55a0oAi zYZRV*#*Dzqwpw)T0yz|+;Q+_T1rQVaVyp^5tj{JruA6Q7!GsHhG=wSLK;2j5tnK8| zTa6){PtF7Zrhqmvy!Yl`nng-0ke2alTm>kEP~d67H^vt)o0hHNOl+!q%u?Bz0MB7} z2Gxw<+5j-b;1{624gi@vv-mX8DN9xyV0u<{?5ozQuiM8oo0@S}686Ki)jH#Bcv^op zsI|Q-9yAneQyX2o9!m^TqX z*rp>e7O>XK+o7;mopn~8r$7CcPdjdufm|LcEYf{r9MmIb40 zo4XR*fPL1JXlA$8iFd}7M&al}?iuf`4WCNm0VeMO1NE>tF5ZQUsRj^8CsWwNnJ&B^ zt{!G_oB6c$C~_C7T^?iPrE60QwW)n{ahaJ(Px01}1`m8Z4uoP?JY;p|IG`zw7y_K; zU${gj*>68QO%>`iP;c@8@?eIY6Ngy+=5S!hsp{kHX$JF8fHQnzZZ7xlvuDo)&+4us zyfn+jqEl($kHyM3%SEruU^{T0Vho>Le@c*HRrXKDE_7lkETAI*czaJXf4dw%Z{$8!C+5%Zg zuJ0ZSLAcZ7T=QC8kAW>=2mIqQRRn1~I+=f%cp2fz2BNOAa}b_@DK%Pr?L5&PKM3~< zK0+&05FeNB*&ouxOaoB}uc$4wFbEj0Or67^kgx*~ZhTN(^KLbDfEd}-k5Vg8Cqv%p zu`;p)oZ`f+iZ585r`{2&E;@nb`>c%cAzUbaRt+r>FjEQycr~)i4hq$D0=yuEwj6)h zfl?qn4)7&7H3B6Mc+$&_hzt$Hv*mi>>V4e?64`>*Y8eVw5ydAQKIk^bLL7;@&$$;mHdZysFqcHti%y^5VsPG&h?2-*CGPcC-MyDuC_A81yY>g2u3dzQdZo(C8Ni zJV6Oi{10y9UP-CwqPcjHcxQ{_WR$H2>Oi~)ID;e-Y$)3ip9<=N@Kkm!UOY+zNGiZ#(44r^8zA5H_*?Hf!a;oX!E@0MZg|MlwZ!qwr`_H~`rCMMDw%@`p*5;@JkZngSkwe%+Chm0kZC zn&o}q3?wLRZEZ>XRrKz3fwhakqlAv#shZY5*UY$=haoS$MQX;vtN;CS)u1y z@gu@!ABpSg>NcyvG`#7RN(bRU?vq41B<&eYtu6qF3__z){oqZ@iHaQP!Hc?(>x+=F z@9n{gqpCMS=Dy$U8~=H~D9KWvf! z@*zQ11BtBJ@?N}piod0VP2b~3FDj9GB!cC;3?zaCqp9hf4{mpoSzBSCq`jT(`1m+6 z^CvKw;_I9Uh{PyOL z#%}Gtsb>NlSHJ^_i*f)nT%L7S!ryr4idyn*zM!+bkoLbd@@RZ=O4a0bV7{RQ{ypBpAsuVxqT59iK7BT~xS4^eP zIh}@%CIgE&%pSM~GQSi*oaa;Fn`0I`m$O2ABZQPBtrL{p!Z&+Wf8e`V=^ZOSD`tD#$N z7vZ@)2I{&@`WE<5K>kh5FGMm*fDjGEZ0`uwBid$BE9_X@dZZHl101_RzVGL zchuj?E%FyCj=pny;%VqQQD!iyL{rxR$}H7p5*P1el3-!)Tk_;WZpm-kq`1Z^`L}96 z4D?L;1%w9~S#iY3<4HrYnruYIhQQ`{m!|+J`CPm>Z;WmigDOQNgp|!XW(?kk@Zyvj zAsBkqa5p9vw+)IH{M+)WGngW^I?Ja9Zwux-e4ZmR)xin$;^rc`5 z0Asm(5PjT487FF2y9k2j6V zfO&OL`)g?m*jGF}X<4`?_gWvlD@>1&V;OA<($OJ(=ImT+KSB>AgQpj$hZ@ux+VUIb zi~3yrpGM9+9;&u);973lB)M^yP?R#c$*ruRqO6T=CKMw|(O?>8$}*2yuhh=bFTN$_-o3A+-$R*vg)P*0RgM8NhH$jU70J#u)aZ zc3aLHMh;YI2Z1({JlXe7c5Qj4mHGwbr-11wYPdcasptXvIRkkdB6@W!Z^T7*B>DOX zb|f{Lk@X&_k6i*C?RO!Q?@Sx*+x1j{49llbT9*O4gju%f1?%+QrcAPUG9x{02eWa) z_lZRMtwjUrC08YQg*Fe{oN~$u@IPAgC)6Gv(A%4;?OU%?!@Fqx{Ex;qukGR&J4L@t zK%wDNLyOuUBcY{x?TWxzr7vG@t`SV3&@Fl+1Nqs6dMv{=a;zhd-6-p3dU8J&Sz4V_ zPm8vuO%KDm)e)#L+$apWC%z3ht{j>j|t*4ucy|kJ2>D*xDoOATtCT)B7E5jz`!C_~TLZ6#^ z9?;}Qjf*Ej(o-Nzi=?T+L~t$1#et}3G1!=omR*j6gQo$h#87xwt)^sll*RV3uO~=f zx4(Xy4(nFnwHMz|dZ_^V)nD4*H24*+ua#7m0AU_h)bBd56*9#zB?Dl>^WEZ4A?eR8 znU+buPbK7$yEi8-A(iAo<=rEU*Av*-7g*0FvQGkT)JaRS%~scAXmgVOcWc=AM_3O6 z;wzhnDbPCx>nV@M)JY~Nbz~i~Cn-C4hmhX7rnMLUcwy_!Qfc3AW*uWnykMR~u+H(# zZNGC!X~!R;2}-u4ux8U7f@A4aPJ7v>$U>~xgIjC5@lfFQoh5!S%h_#R3Xc9cA|=VG zziKbisn76%jn~4Meh}YO-00=Iw)th5QezPbZu74kva{{Qa(nJLcr%Ah7}T(HrGhkb zvjduF^E^?r(iW>y-@KkBv?YTY9W@7Zh8S$Z>5bi=^Y*?>Qd#InV;GYWjcJrjP{Sa- zU=tWP6HoTd#ErUy?8z^qNR2(NJG>=*|Nc(>-=)jbZ!wQ4>NB9Gi5j402Q~=<*XgiF zuaU}P=duE(&Sni6*}T$f(Ht`=7rjslwQ8Ko>(OqCY$+8Bk6Ak%KdtMrS+HML+CWXZ zJS&FzNi`jLRB1oqjF^jX7 ztOB|7sxrU3jZBq?_g>2NYmFyTh8K(k|3Q{;5~zLnM4R$j9YN+r|!(&idMw(U(amN3P0Rua+ zEDKct88Ejp%uGLLWCDWieedqFS0^a+4jbdxn3$Nf&lIXBSGa=5zpqZ-WB9F!$fSTbkSRYPsGx&=qL@O)nx?A&B;nb;9 zI8@5q{2Du?LyDD}!RPnyQr;jH1c@b3@Qbf2exx8v)U|@7O2yG zj) zXmxp3CD0QGk0!W91F}!Ir3_#vL`C_leo7MVh)Vlk`BRsFNl+%}Zax=NsSwySQPZB*GWukt(LC6DPnM zN+c4mH6^N60H0`29KA~Y&tucoYkq0y5Bu`-^FOXVZ71`< zv4X@95y9JKT``gXl_Yj(YX*MR8|+O1*{H!p2k2QW_LLCCP#G{X1d?pa)Pk3R{{+q~ zEJ(ZA7z-BCbSgVL4VQbj9NOwvwRnl%+6GA$sV%P&_)hj#Y6-CO%{n2j_I9CvtpS>P zcD~SQ0LhQNGc_AV8NuVKK0R-@XKwIEs??F)T@*J7W*HZNW(GilqAm`S+E5C>C)slvI@?6_ybBex!80h5Me z<=;5R`JA)o+y^$AVx>x*xwoG{9nH)`MqvHQ+<^z=aTE~ctD7P_b! zFOqCNUGb}IaKB_IC`;PpZ=E&Ljysw`@b@kQ|_LLlpjBC zh|Knld@fN_bEW(JW=ECxQ_`SlDJ)0 zP=lbG$js4EmP{u93pIow!hf|QsyBjA0HGAgkXgXBnpsbS&Y!bVm&NdlClBtFQLFv( zTuT$k%ih}!;wyC$`1@jtxIM*AU)XmwPv*@`)rl#ZB9X^s)Lllgp9q}!kS+I_e(%Il zG_L5S0;f$KC((fGV*&|o8^p2XM0{A)@*|n|jMU#v{^4>@u&4mfxN>MF_9JqBq?IlV zN&xCxu&ZU;0qi$BFCU-xDW{OP*|9nv{j{J!5Goa}kiT$m0{~=V;_U2vmNLjYG6piL zj|6MWH(hUlI8l_TQkcR$5DC0JSxom3tS;(~=V$jqimyUhOb*eFa5E!F^jy>e`5&t=TIcZ> z!ukE6!Q&xdv`I(qmiMou4n3l?fuyP3;J0pEo$jq1qmMMFMhZ0rZ;sP1?Rfp%HUK^; zV682LrTS5~1HXZ8rBU?{iv*P*R|4`zYeuZ9L+(JlnF3e1tbz5;{oaa~$@R`ve51DW z+_v99hn`y3%uN$6-xeAgYB)YIu`}2Y#6ov9)PltSBNsSYHxwnr$8ghUa7P6Kg1o_P zVP$}@V&L&UtzNa_tKjLrmx+rs5ip$j{xT4jaDH=R@Kpk|eyH(L((WU*vv`z#jH#0D z*sFxu`kflD41j~f1semoseW^1x=ogr(W$8FeIWYN0KiT-dCU9X@T6O*$#DTKdSWOb z`)cTgRZEu-0F6^2SYif5>^<|~>d-f!kA#$}FDa*X0&I>`Rq(0xDb~8U8-GYv(|_2U z@>%X#L_`FhVufq#hGkjNT#U9YhcGkpX3qTlhK|c9fCm9~N&I1D7x10R> zwOI2OazVj+fICcUmGI}BJ|qheWYCsmO_Q#!t|s6f^V;I@F#Pg6R+6i$D}s0lbEV9O z+dNheL?(*^=Ha@lYx?60*>h3KgeO2$gaL&hA-uMX210GqE*?j0{ztRiT$O;=dT)vP zmSzZIX(d@%XD=v8291;Qnt&b92&Br8(4~G-lN~hwBgnO<$aB@_cLc2)2%#w}x7DX< zy6BgWO_fTjs}ULCh59$fNF#`x6r7Fh5{@9mN!m%2N<>M4-xvQkLh}DXp4^bw6t3;@ UA_Ip3Kur;g^H9^mb5|e!7wwr#kN^Mx literal 0 HcmV?d00001 diff --git a/assets/posts_imgs/2024-05-17/uninformative-unc.png b/assets/posts_imgs/2024-05-17/uninformative-unc.png new file mode 100644 index 0000000000000000000000000000000000000000..59b7745b3f29218b2ba2fe39bcc2ecc26ddaf721 GIT binary patch literal 21383 zcmY&=1yqzz*zW=Yf`lv~jif6LQqnCQ(%s!5r8EKyNOwwiD$<>bv3syeX7tBws-QAtt_}SPT{%;3XCs!-B zfi-P4FbRgUjE)-wf@^~KMJf>~wt+xipU6szse5Ja&UwEhIK34)nEr0qB=Hc#3Yl(+ z0Pn%yG0caUwi@>JU+OWf>vcct3T`&o*6Y^%wv~!hXVESfIS~J$`96=FB`hHC59x?= zPE&%A<=Xi`e5~Txd|KA%UVC=Tfbi3dUso*V3T)ERXuuEBpe1iWczAdT zMlc2*9v((;R|xnkq{~=bQc|+pn4KE*F=0=AjE5J;POJbP$q-{PfJby#X!zg}6z#uZ zw2ocoYv0pi=`ha!xGA@4%7QK!46I$|bIos3Us&Ow;gA!@Oo11u25}0e{`mQGIh4$? zbBL`YsVY4xYhzRTOEEn4R}RLDpH6F|Uw3Y^9@^U4vO6z|np;`Dy3y?k`WlK& z=6tfDn)!CGX?XN`L=Yj9=HmM&h5?hCA$_KY-XD6F0(zFLj}7DLIKa$5ug*hHEI$4E z?kL{deY-LWBOxJiF)*q&Y+G(_|LN-Ls$k$x125X=VNQ*r5FpCnaX9jJ{FeB9W43{f z^4)|0WuUctOIY>7ccNHFE1UkpV8#? z66{C+{{FOI1xl59nFK>hN=eC>dq6`YLG0J$EI*XY61lz=9zG~qksOPs%|T5gr$TN7 zrNW{=>@yZm{OH9W_8LP%dkcYwyzoLfLTZgKYIFby7*QJda;O!_1w;T2c@KI6KlaNf z?Gj)kP=PU20qIvUr9{KedoVEhQZi8i0U((DVFg`{ZhSi84=5IT@M}&pc4|3f!7Pcx zPFsvVlz)ICmXrJkLGh*1vLF3m33Oik&phB`)JFti9Pz%_(0_2n=!shFQ=vh;n+7w2 zg0~Mp7(*4hw3)e@{IEFPw96I)=|8YO{?`L$NQkN_k3hO={L&_Q-Wai5FW8=BA|$>k zFLuYw3dV`(p7>gu1&<7|jQY5WDQGD45S$l1b@Yo|$xb!CRb22SZgD1XJ9sL-w-do9 z!pq}j= zn5H}o8j6ywq)VrSss*RNtqN;uL{#DOs)cQb<;P*o;!NQT!;oEqZ`u2lE!pV%*~ zMtT8QYy56~^xqx!HC}C%*IEn_(Q3&{N(LDZ=E>-Mcz4WH-8!+p{VeAl^pn+Se>%6F z^G_Wsk|tX~>8_3F%-oPX6Ki%GSyh78+q2n{^75W=JlY%96?gt6cm9lys;a7Jtz#fa zVz*FS;8;{Q%{G$^<`x!ROU{dDvrYru?;nkK`1^MZjQ}QXYHAve$;+e3&v+&IoK+(j zK_14QVA&jD-x`+{=?a4uBF{fA=nRVKA(eU!R|XzeCz~Z@Www6m>gvREf;2R8##r=U z2M*L;dbG4%2EQ;Ld|aW|fa8BTWW;VYlF2i~PmaS!j+37undtg$XviC)4Eg%HO*VP= zsavlvCBBA+Z-3llJk@vf@-m8`(I`|?p-4F=dWf|JtFN!Gq_ngv!>Ju^F_gSCsVu_n zS`UaG@1-G6EEk`W+qJqep5M4xl;ONFM!mYWW(tnr;$%|U_!T>T7U0?rYyOrGk zf!}sZK!HFTKAkI{-0GKv3k0a*Rr0jRpx}|vKi<&G!=0f=09{oMZ;2~p+`)K22_A(| z2HoBN!M5|0F4u9`{rmOX+<0;9ec!B!8TO<+|} zz-|#TryX*`d&a|t9VM@C-DDlWi}2_hB`cHJ6JtdXFh-N_wUwp$k`|BPe^q4pA7v7G zUoxTwz&x@s{yr|utHb<8je^*dabUwC4wgkEZ1x@CCd@hJw)v8f7BG3 zaeeQTa(V(*AcF{E%d(KG`|%{o{O(}O){Yh;PpU(PX&5x5UKwTFhAMtao|! zDgT(eAYT$w67KO0{u;3``YcII^reZGeC2*$$*)~NyEXcZlQ7mU@NGCp7tF=D^wA{=yW)h~{Sg zf2=2VK!5}PZo8V{fAsa4u+eA+FYf#I?`LXEP*|HcXlS(*C7*w*P$Q^Fe!ST;W;~&* zp+N}w=zD$U*RlVg#zkZ-V)o8`&KH*7MI9X-kMm1P zV1~oAa&o0VRcmyiBL04z76=|FD=S-jB_$=*nvPJ>$l*h! znF9N*_*A|pc$yX3fsS*{sQM#I&Yernz4<`rHv@o9K_>uPNKSJ7c{6RG-RMl6%%T^X zE%cVOiJwN!Br~Ol9E-ky7f|CzsoLRMhLh=do)jQo|58sF5(J0>8D(W&*D1;8F%+SP z%Ni`QpQiKP4h+kDn*KPR^r7t)8u%bQyXN?;+PeF@o@r~ElvKfTG#eX2EadZf^w@2E zq;K_W!UuhByuw)XEiYdQcqo!k%1Q+#6SXX>VIw`deGZLyu1teEa>~Bw-D_#mc^rRYxxpN5 z35?FSe;=y`$^W#4OL?qRWHSY^ihNw>9ISh`c#dyj%u0_gB#r?TL}KEM3o#R=Nr~CK z<4onq$Dx@D$Eb~a%78CZo93AIbi!@_x=GT7{4|*$qDka>zSoE?^bG5xwzJ1)|Q(5LSkoUP)jgNrMCkz_U6$0C=IhMgGw&h<@S9}%H z94eX|h|`4rR16g;Edmkg5a`np-a}fNiO7wq__L-dzWoZP@s?{pZDvNsX!p+MVc(j4 zl~*}`kHRkODbl@AowkX6u|&^AJyfQgl>hu=6lpUCdi0u^mDF^sNVVZyyJ$|{n^-z0jb5WE z$z(43S%G*Uwz@Y|kP#wvsUQBJe4&^ff|%`QK5x^I z^UXhLJL;a(&D-duO@shxB1@}rS2xwd8JqC8|Gh+v1dj9b0A>`4s}!@#E4M}WUl}>d zo_sEj_xtQM=d9*@`g|G*aBRJ|`HjbMA6LYf>q3{620q#hQ0G+Txexw|=|&>l(5%5O z=e>U%UtnUqX(cvWX~UUZ(ScWweaYA2&;Lh`g@F6!dOd_zLs*SKxAngR<7eC}`)Cyx zBwZZxL9fEOIcQ-(>cOpCc}6*Hpf(F*RZb07SoGhOZ3=qlw-u@GQ&96FUeWm0sVJ^6 ze648RVCiC(ic_BV@yYjWtbZa_<|0%L7LaVtd^)Pj%aad(bqnrX^I+Fh_0GW2#~a*G zxD@+Kuc-M{-Uwx8D=j&^dyGZ@gYG{J(@+q+QDyhF6+*-1dm-fGAapS5Ie8G{Ir-7% z>Hz_5zv^eKhg}431VbGuV$3c&cT1c;_n3HIs_UfR?bozOv}@Hw$mJ|^Us$g9`E@kx z+83O}uCZ+QF|3e+9ShU=PYJ1nq|The<1^)O?AArFsD-IRWlm4UG z09zJmEd;@s;ig=FUws(-{=*pCnSb?}mcV#@0`%A?s(EYm;LzRvjt5in9GWb6LM zhQ7F1d&cLQN5SLB))z{Vf+qB)z!s`Bs9mFab`gi&|?Q9*W&!ocf$DxelTNBNFK5e4%opRam6X#7)acG;JeI4gAH zok3b+?j7PI*SQ+qJY^WR64@E~Mo1Q+LB=yRCMKp}y3!4U&p2r|Nq#61o=WkLAdpu~ zZ;dxo64)E3O=UhTgW}ZborfLs8W* z9yb*@qj<=nDg)^fhf8THt!k#cZJ!c9!t;48|5cuuXTk);+TC8&$mw54Vye0; z=hyQZUr(1Py+`B=25^f{KgHBgVmzOdBnHAezKicKNgSNsEvbAyVD)D}?tO$O9( zx*-#T@{m~0Yvtqb)!Xe~a;t=|;8VI<@^zelE_SnK$7&_aj>&0oS|U`}sd~b@p0S&G zi0r&voPECFJY|@pGLhaFv{p+Q*eyMIT<(mZ$&_Vq$VD$AoW z9Y%rCmmeG$cs^-ES`_vTLe{vJN_ zEV+Ef8D?EC8BcGoM`Ex}vt<>&Eb-%?_KOPu+v1!MBKF>ce@u#rrpVkd(ww`|PwDQD z%`K3van7?5)lfvkp&WL~reh({NQz4!nR{Sm^|M^;@Il9ST{Uj6%U^DZ2p28|=7lV(&7hiT_Q8ljv`t_O;der=P@yDI*)6OFK zx)3D`RJ@LchdI=oVH?0w=nDy_aqm)jBAl-EUf>yTo&`;KrZZejel?# zgk@4_CUdKk?^6A24kmfia}e8d+zMZpJjuqQFJ;05Y!`u{D$dcOMlv({LFCTJAcILQ zo%Pf0p@!1VZ@aFrdkm)_&K5<9h1aM=kquiDrSeoc`{x_FVN3&*y-g@eNDmFCVl5W8 zcX!h}G&L}&Sa*ZSp6xyQg`Qx|O^eHpIxCO;?gxWwf!xjb)$}W@ z)~opk`rJO;a*;UKzHAx^&Ievj>QjWF^GISRTT_p0;Sm(&o+h(Lu1@&rYszu-)@7mP zdsJZ_S+3oF%AZ6;%(Epi{=xmdY&_R@uaXg~s+gZZRBm#AxHu5;c#vV#OJkSn>Pzc) z;`^-bQ)^r05VrlL2YPglt7vlDKDW<>s*LDyX@Y33q-r2`#_?}`&elpnvNza7=0!}x z33>G%H|jWLwx66At&x5@ZawirLHhC2YH`>jtF`Sy%lu=6AtU-VmPX%wg*`EAK_cZ;#Z|sQ1sM`wwE1R; z@m51ii>vJG=86F~^&~wFgzQZ8t^wnPr%X##}d!x)iKUgV?`D ztLuxrgQaWOT`d_s_dBOq7A#hpn%b7!vq*N+Gj_YF_GUw(xae1(YD*=l0P`zlp^co? z^J2w(f?O$c&W`uU%`P@hBRnGi7G-3f6vMyx6PIG}>}H^SoJqZuuu0ah94gK*o!o*i zUx>^GqNTuv%hk2JdJ73S59uG^@h45}VX6~~F)=I=ze`46d4<~E6-`IIF&B}MtV*!x zPsYF4LB?-?DGcNlgNY1+za{7aL%dx|BlHOX?bn7S*l27%@0njk?U8VL5NQ z&az$}c>cETZ5rsoq-Vk2YI#xig_uIlv`ZyE9m@UBbm+z}G`n258uPETBR%MUYx9t+ z9pC}ByBDZYtXnxmaq&1guIj-}wn+Q~U>-{UK~wb;mQ;kk{5P1OD1X4>-A$9wMq!Iy zNB!cie|;OxvlkLQ6ueU_BF9YQEs~GCn;c+em^%Wg(P|ojJrhf2HYNs^e{Ql#RSYul z^mt!4 zS3XGfX?K+Rj!jqGF;XqqkJ_klA8J*qYG8!LtS@Ca$#**@$cW_plyoE`q16F0qTDqc z7S0tG`h1#qG5xS=?NZufH{qiV)Q8CX?K>Sb&WS)KRu7YI>nBA*+3(qSy~`OrG9t>^ zu-|zuILpTKs@Pw$qE|D+x=OdkCfmx(LU5Bk#2mknNoA2y56z#o2oY(U6B0$9+eszW zT((eNxKF8gC0pOs`<#n1p!Q{!_a3Mr|q5w!6=V}Nj~g+N0W&Ul^8fuT_6^tr9OL3 zF30kfNDdPGOk1zk6gAuL%Eo@C1}O}Oq8qsXI9!%{Ym7!Qe!>XhkL4hXp?0K)Lm8xb z=?&(6x@4@RYd9oax|lpK?D*6Po!^?@Y);K@=+A^d7x}Z|`BEy$8Au!9`(^Ugzdv%v zZ3Y_Nw&aZy&U0PSgh5q>1qi6Xr^z$za^RPIxt`18?Uuiup*yPQddc0v8XfiA-lG$!!f+NVz z!Pk)NDltmLhd|1LMCMbujOPQVw`$kvMZFEW>hJdd4A%@Y3SXN#?_gsDuE@bOX|&`` z>3ki4*5tR0|y(Ly3w6mGR1pHaDd6lt(wkk|Pa?e6+LcKOfQk0tZjx*ABukDNm& z&3=devNGtwkh*JUlkGfk`(iT8dwUc867P}#r!d(Zhd#i#%N%%4Q+XV8kEf@mreKVW zoV8MtUvt%RgQyJGdN=SKSJz92kKvH{=$kTm{h3cj{kI*XL9dXu$mnmZ3b9vSHND9w zWQw`<>SU&buAEoD>ko=-;7A+<2_ z=V~2xg_rY|F;dgAG}m%l8pC8+N&!%mYNXBi!K@Vug#I@jx-$+3O{>#JVJt)KOLXVq}mks2&<qd=l!a^208*(bU53e02PKesM3NR%x|ivKvzv`vWHU0PoRk6S(Ox z2q#z=Ye_K(8;s+bg;GfXrk=51Qmieo5%mp5%@`W0x!S%fDIMjzZH-b~NHU)Ev?@y5 zAFIOTH9E$y*X*;3Z!BW}>@}s*C^WBQCxt@~;ycmmkLUxsy3B8{PKjSwDjZKMqUb#X z4tek6HAGNgiDa$`n0{!do&)jn5HID0L;@yaq3-u$R^AZo3)@J-``hl&$XCtXJ~0|b zYb#F2@<1NiYZB6;<#bA|Q%M*`KYGSUp?xO>YzKSX7@B;&b+i+va*T4JENASvTGup)_%bNh6kf{faRZ+PRo!WY(8v z^jxPe->qpk6iuP|3&)yRX~c4ytdS?WmWp*6(o7%T-n;*|MYid8kS%e<-?V;CQU=GabSaPWOh+2ZradrbWXU z-Itf!80q;~rjMG0GG_I-jY`2eltL~@;~6s%*TR1P&*gB{8S0Y-t_b8Ep;!`47*as( z6Y{{krxh7@&m+!Hls{+rTPPAS+SUCQ990pwls{2{G6A18Uu1o7?I5Y&S+KOee-gfT z)4a2a4$IPR47t~C78fic1jn1y)vcQ?6phsVxBH5KzZi8UO;H~*v%wt4jz=QF)O+7& zrje*Kt!fK8x>DHmiTtmH{%LF%Lc4)yvZQ{zl{im~7SBpUKM##N55`jaa!sED*RNk~y^ zrrfYWnraN9U)WgmhM5B)Fr||Xed)~YuEzbQ+w8nJi~ZqaX>89G^`xlXzeF%G29YGX z#q&{%CI9W+i}9%s!lMmXbmO536fJcJ6B&gjIsHfhrx`~8TyFJjY$G(I$93;A~yLi9a2AUHCo488?!}TNq0j0NYsr# zwRpi-IYD&qbL<(*cfGFu3R_#Be9=>Fom{XZ9UHUmnq)f{3yZdrn*aDT3X{G{nwN)V zE^x}pA6_}s5j^mhqtHMS9%`l#j#XrZuBJwd+Q#;w44JzgIwCOeq1a#VQRH8R8f#yF za{u#TjDqJsLfn#ookH@b1G=8&i-{gxu(a86+V!>UU@ussotLb`&-Af0mT+KuAvYud zP_}k!=pCN{5nXrV1o!?sxbl57w8}@zZR)wuGwg-?(>`MNwDztDC|Nl@B1l6r=norL z^3;q=p-HZ;&-LG5_}AD0*l$M7SFr3sR*HK7CvXbgO{XDBcW00 zSU=t+1>z=2N8K(xH($HJ=^f(|oeJ2lwwLtLJqgyleZIhCc2w==yzg*&vGjNTm!V#} ze~k-_=+RhV4PNkdPIu_=ZoZ=gO$fAMGPv)P7Mj6b!jt5cipXoxip#k>w z?CILS9Rle&@siPd4y8lVEIa>tEwt%pV+C4M!6Q=?HR5zjqXho%u{>}Gv& z`hu|W0zJuZ7Jv7{0dmv+If;yN%E9&Z)=j%-$?0>cAKtC_fx zgUgI{**tr9rshsH!(HZ)#pi{IYj8tnt2`xk`afFBF%HNR+KN?%0&x3@EgrUSp-AQge4$%zBGm zMN_0)8bPjC>fz;hURzbBt7~uB&D9+;cs8?E8umXMk9_AZAzj?Zy;a#x01k{tt`yFX z^OQ8#stw*Gotm`$TyR|qEj-V;<^vwhfIhbrvztn@u}aVNn)#SzCPH!93hjN`i1E=X z`QUosxG%LCvo0B#wMBBR;}X30qNr-=hO73>r8+ATW_x=+$$sbdgnW}_AXz4sesOrc zJ4b_?NXmfAeYfBWn|`T`FR{uf*wlD+3g9pFJjG=DZ?{82S&8=Dy(T&qJ>;pLc|~dm zf5mzJg((aJHgg<^l{HpTd3_KGvuc5)1|y%|`pxqm=_b!W)3=k3!mT35zsa{QZF zJ?o(x&N&Q*S+hh|J}TsjjN$&eaWf+OuMvS{>z(Aw_mc(Y)*N*LpWE)0@MYu2YCog! zpR-~$DzJZeqr^uhzA%2dn)|I}J}0V21u6{05^*V`@repcBr35`E%d#?tcTnO?4?`M za=dI=n`UP3`B@u)_7i@(uL2ie{#IG@zdt?q^vNq@sAH0bvLr(0ZTqHh^_Q{pD!WVQ zWMj=SwB~t7tiJ2h?Yf%Jn7D<=z@cMR>~(He=FFk-gCJO&onVJv0R!2?omWowd|tgl4g#Mtf~D=sFx53@YZmhz z`CPuuw~kc)eVO{Qm`$@PvO+gL9Jri1BELDW+B za?yXkvS;7_fO${&-sEQQo7KT(#(i-4_<7MQqH@$Hx7K{CqH0&jDng8`&3=+}8B%Db zFgQ7S2ehx#6sf9(@sX%IiU4gMlE*-rI<+2`!o^qFnH}B1a#OmmWR#?2fl((fw6Kr@ zUL8g|>9lr-;uo722ypFG)hw=z?v|7udjz!koOX*4{alG_`O=LuwT{zShG`8k^e%ta z{%anGiftb&%;5d2xR0>7``rYYU;~uR7j+NXUY+zV9hsE~>4g31wkJ5-S^T7+2D7Pf zGwnYeHM>rCm8pB6IOS|U%3-f}OCg+nOhW1HPg-}xnPJ3xm_1ap7R)xTGCN~g0jHB~ z+_+kT?Jb-|P(_G@#&3Y5kSejNjq1kX#G%q~Ih2|kt8_Ey-NzgL+ggWu;iz`Cd2ctk zztdaV$|!hdkLKrQC1n3)asT;{s3qD#cPrNklN$St{{B103{UOaMG17oMdFT8M3Les zu!qF!=JM`hoREjW3wfjYuz_h4YQuQdejU1H`Jtg4;g%3*x7ml zq&B78*V3`fp2UPL^hdLKAVat`jxQTbufiFqGQCHO~CBB2z$XitdyW?xhxC%Di zyoJo_HFFj}m!Bvqf5a@0lLBT%F!f7YTXMZ=~QS#p$H7BGZ;v!m7I+`|3+-j4hC-;k zulxk8GD`R9F<|!ly@__7D{RL;1Fh}W;goWakMDZ+7IPm!xQu7h_ixY=vQZ+(-HdCi zcJpTnePHmU%Qu=dU9!-F;suNB_QNcvV#+e{@heQi6f&;^Tpd0aIq5f*sH68n`Ay#* z%V|bOM9=-H`OTGc>hT;41eOA3u`6z9+)-&WM;h5X@KCNb(JQXBndiwa|2DX7)wRpe ziNlb(ubbXJ`B6_|{xmdxrq)!PpgX3jF8`J4q8n>&8O5t;c|O01w?>)gA})(FvQA|+ zy4?C4KM4=L@O99t$k%&~3>DFz<~H-(bg&uvvsHSFmiv=dH5R-W*=wQFjEpcK)VXkV z696%t=|rN2ESH}~dT%|-d*I(XJ&Ba2fJU=eKMUw%lsJ4qB{*l5`f|k_q;k<;fv`Dd zr!A_bND>^5-%S=Xt~+Veb?uZ7anclz;Jq%%w{y#D=IRjd z;zi>j`W`~QrH2H`uKeaJ-P@rifA#EcN7fki%ro6w{N1-mE?3cd zPNeLFp+7J7r!}+=<3H{BkT1WY3?v2+eQfXY zH{sDxS_+BJ&I(=db!OX3<;G|WOMcoRPbr6f+R5U7^Zc&HoZpqdmu*IM68_~Wmf=)y)810{H@?yTyn z2DB^38a(QnVRzRnW%9c!KlmS{tNbuU3dI$MPcQ5*9p7y4d%p6^euUzq1&psD?%Nid zSFCpnVRzNUvPmjX#}<1WGU7FS&

Btqc4s*?HHnd1DCX6&tqcacu_hcvO-hFDL0J@8H z=XCRZZpim;6;twP4r<%nQVE^*ezanyAa4e&qaLO|GHw@|y6KFt1*&aZVHSc9$ytYW z+~7W+n?z^4$#_3m{_2yk5J$@-=Jh386MQ>u+w+X>|Gu_Z~!wgMg3 zP(s%PyHLBca5JP-JQtglCM+g1g=%baQ@~z znmn9;W|PYP8=ftNsiZN)=OW%cEaE6>f?j#~EiF`fvEFmy;P>`E_9mbtE7zASkkRwi6KtiILNaXs#(R<363##VFWc&ss}Fj z_D3My$yFY$DJ*w&Kn0qEI8T*`N5u){PO%5`1MMgxBKljM-s@gt^$9^+x+K84r?TM8 zpu>FA3-UM{R`Qlu3D)fRyyd#!P)tYTX%tjS6l_ zkU*#K=?$!Rn^gm}OCn6W7o&0lkdGyiK@FB#uYREEpv`+N=;dP2la!%g(VHi$S0(of zAbbe~&#cbt7sszT*=g=1kZVns&b6TOE1ap`CHE9>ROX6r%wmP9Trd3fp=yV zOLbOiS?*NDRJ#5_xEj0nVc(PS{8zXIg@q;{r|x1ol5M$G7uq|CYt`+DUZJ_5^usjn z>DSI2s-Y;KMJqbVeVH$Qc6~oUzC}aJJ9&n%=)sF&wY0{wC%XqLrA-&RlRzaU08hsf ze!T%5YbexB9OH4A+RH~o%$=WYCJ!d$*%0sX+G|>8_q*}hnW;s2|GrjnMsj)Ez_zOi z1w~7exh^D+l}O*Kosemo)Kl)6Du4X2Ktp~=i05iWAN}v|yfzC{V&mchJMM4y9g^ShXO&b{oq4O6ZqKu{ z#%Q1CJ)Mm1hv5mt8(cF3(1unn=#t2p_BP4Epjh;42#1;RvTIX~Ne@~S8SmbAObZf3 z0{+%i`7E;t$Z!OCtvn(T5fM@Llzn0vZ@d!hLt6CdzJ2@lx{6jdR3-0O+^n?Z9SNyI zG?fUBlsyD*Q9A)cH=Bh%KX^A9M!YK^YV*Z-#2{zvFJc`|CzQ$ z#i5Mj@U>)UpDWz2rUY)DP-p~!1e`ec0Xtu+`^Fd&Q6%cCX!1kvyTLfxjUS~6apeqw zt*3#HNH*)ecJ34k3XvkvYqVRBU2bfYP%PVimkjwV|MJG#S?{WLtQyd18`Ym}F)KzL z9aS8d)~oQ^8`nKyJoKyn+e$|vP~vs?mGqC7Ck_tPl$AdA|9v~(zqilqdSH=oK9Emg z?dyf(BSFf_OgASA8;?f>Ktdyi>wpAZ@ z%F8jP^J?+{T_C#>8&6NQ*BVOE6v1^fHMyPB8gUQBNF5msl@!=o0(cG#k9JL|^ z4xcHy)Mg*!E}G&|w=|MY5lagop*$MrbdRxj_u9EBM!#1LsIi3z58yA1Nc7w`OiRSK z@vhl@rFpAtFz2jDOMvQU<%|j`M+Ksn(2d;$cG#yP9%l-}tJX#CrB2oNzdhyi*deC$ zUd1C9en%XPhTRQP(I+fLnG1`a+{eC;E4B)$|MiY7vTZ*ai(D{o`LrSH&XDx;O3f^n z{+m+#X$9vzyJv*;Z=k{kmIFaC6V4}ICuZ%}NzXTQ$Q$EnheV})HqO5)#5g=={&xm> zgK%Owi0DL+0jo*f)|M@RJPjKg?rXs!w8BQlU23!8jw570BMokHz6#U9!X)e4=h#18 z3SJ_-42s7WxR>rY!0eC+4iWH6c%St)e`xhdjQi48^lfq0Cl#i7Wu13DoK+pPyk$K9 z5!t%Hr@nVX<+YJf%&cPzwuXiVNZf~S)VFHkq^-rPdcfos^_g?B3BM?pI^j~4tz7ht zl8$wxAnOR@%R%;^Cq}trzbKxT^8Mwgq3DJ5QUzvHcd#;8ExbKd{zO8S35%ZKgE}sK z9>|TJEciuVVzL@s#5CBG#?CUFyR;>rg%ljvhwQ#xVY<<|QPi=}*cY+#tdNH=Gr6pc zzV$TsysD!zMU7y8O5l+QoH;d>TQzksHv~qCMZcWgZPRTmUi7Q32PK2s3$=UmM~z)I zsfU&3A1N^(-2)3j%8&m08$s|qxzyX3laIU2Kbz0Q)bZZ@4Z`8<}t2VsBcY@rfx zUhnzk+}tg~{Z(a|3Z!U12Xz(_7*A&&*d^*F-%WqG4I^-8Of;$gyjvnfiJimj`O&O+ zqGmx&Rl@Tk{(+a^c#O`~`8tkvWv2n}G%eH0cdz&>G~+XoiNm|%dD}sOd%2#sR03md z<(L^7J?+6nT>O0<`yW)dEnw7~TEKA!67v)a$~r60e=g5yxj{0}>>{_|uf}WcV^RHm zS)%0ib!QByS1x2RF1>X-%R>8*D{dLT#N46FlV7+uQ9Q}smlk`w|Gk>2qoy8%5@=9Q zDR=x*j>L-r74dQ7dODW_b(}QY+iA+EwkoKT?_$X0CPl1E-Ro{Ur{a}$+|`fGJasW8 zWpZ9-Cc2#}%c=pV3)-sf&(0L~+-0?|j0D#FV?*hgcJZ_%f&g>GfN~2Etmm781`y&y zMK2u*mG25E?{zk%RU4vb8mA)i2l8{Oe7nMMz?m+FrL-&_dhM%Dx;I-)8$R;89#Ejr zs}>1`-UD+IoFSZ04uXcysRKL$Kb&5;?4D058Of^QYM>@pepxE*u$0v2K!PYH9DL7I zxUnlm(K1+;RDD7?RS!+B_-qD(vjkG#U%Gt9q?4}902XAwO1#%UBN$(&vQy80s4F&* zCuiub1qm_tpAUIe+>NJqnc-E&Ha2=qgtOo9S7=96pu`dws9@ABE!_;<;*)u83>QRUElc1*SNG{VeT#!@vqUjy-Ye~h_s$fx}VXD z=7mwCTJ)nfWC6K!Aj@8|R=((;of$QQ0dNT=mB8qWn2KLbBtLcKL=`{+a1b|xEcKX3Cj&R z>9mDw)oIE@qB(LOdoAKd=h6v+?0)o6Xf+5pgVad^2<}x^8ih=hBMO)@6vWH`6>upJ zB+OtKR1z4QAb=BPUY!igNOw})vn39JMB+BTP$-Q{A@C^>E4-$}Jpqle#B*qEBESV( z@I+JoHEytM#Il(1J1qJ*6BugQ*Tzj? za2yGYIG5M8y5Riiuqg-g0U;?up%WlLVpU)ZL&CyhP!_(VyF0D+HvvXd&FpSTMFp3w z#`6#8hZ}IH3?ww3;YP3+7>Kr}+Uzb(`i*IdU%DDHeM9(^nXu0@YTEEgV?yp{Xlv3(RAlon2I z+TS%dH~;Sa8U7x9Z-yhWH#9dS3S`sNGpMttahOTF6~1rv8jH@734CA-vw`RA|L9j) zj+}zBy^McP<+DL86Hjnb3(81J$Ph)4>KYo{B8-fTd4AQBTAG^u!C!DdA}8>In!;=X z|BV$7lvL+vI-h^b;eE9FaVRk{QF4wrtOqHq2k&${0SWi#)#K-2r7s5wjbYRg;J`-0 zVW|WJ1Rp@4|Gz(rYd+M|+(8w%ybET?ZLmU~CS({H}e?u#hzJlmZ`mr_L(eL?1f zUu$Y6tClOm1Vy)FawS16qB%h*6tl0!_-K$eX0d+S(C*IXV6h7X@kQ>*^IygA*w$kN zqFdc^#BKm+!u+&ZY=&x#Ii2POM@%L#aliK)!^UwXFi7B2P|Prult<5)C=)+W>ple( zy;)k%0qpOu&2kvi)%#SCm@G0^5_oFN=|bbb5X&K(v5%AB_V&w7i6SGIz}A?390Rwz z-wZYmKuq#sD*lT$3r2Jo9h%@pe^_|n1DPEaQ}fx&w_=L_Brb#MVj!0y9aD#S6|bl9*8mmDft4dI;}=` znMy*|J)S@H;3*>-8WfNNRB+14ILU&+2Lz8KzLH4$^N`4e_jcLJp2UN(AD>f>qhQ1e z=JsyvF77`;1%+cI)VaYJxT(t~Pi-QBn8uTkHLghRWmpQrz)f5RkOGb2Fis3S1vxo6 z<67YCjQPEdv!RMYAJDMo-IdjVE3#hw__Zwq(fJGR3F z0VDt&P;^*p8ZS;P)BU6xQBx@ic5GddOdQ!ohe~Jq6e(UHvDa=E3u^bJsMoOcm;z6bB za!*afSHNGnWsIOuI~bG=+t0U>G|c-jZEbBGe19=YT>m?9Kor_!PO1z*uCfZ&PZx@s zfPv3o+#P~3Y?P9iXgm;2kt+0-Cm4RLyJex5)w0$jZ_7si{ zNFpKIsLcYe4oB}0J{gmUrF*_%c73)hT>a8{5yGI58n9i}f&-Rq*Lj{T?8^@d)Y7R4 z2?^tzR596G)MAo;X@H7d8X6ZV{r_J`aoyi9b_Ijn6)fp!a(Kt>u9KM2x-;LRGarq^ z>u<(S;fi&LBM->~oZtl(&=DRiD<+17iHX^*d)66P@5ax{jL~y0#TT~qvRykP`fQd?=%Aw>fY1h(Km(`u zk-2sH+PT=>>DJWH$%sBKjs3spzyV=a-z!LdLjCZQfNNWL4F!O|Bs`M$@I~4~iY7|Q zndtu%dS5gU8@0NopcXPAd@OETD#QV(Pt2%XL`kV^CVULOEtQC9qG_wqH5Eon;KM7# zpN@Pui@&b~>^vx5IenrvF{r^5N3VLO`UN3kxj=BRMwbQ+4L>-1B5+$a(E;FrM$Qn6 zfgiu{_-6uaHgN~R%+$A_#*jo)zPHOb4_}qvsSRF-5M)b0MoIP?=b?ZmA^2xS&}2>r zdUYE^QQ|ZYso^s^+lrvAkP%^%^qbbx@dM_Tj~TU)L&e7v zu%iuc%mOO`Zk=57WN4RUZ}jhnd5+J(aCiWaCYyw*31H&is)&iXKLuNYZhf{G^eqKg z3^X1S(s*z5)GFlwv&J40%OP;PEK_DoWBbhEfocOcVL8H-!7Jnul5l(d0AE$WCO^En z4ZN)%xC38HiKBxi>-_N6|C(TMY~>YV`TbEVaWwom#DnHxOV971yX05;+#q;K)~7hh z`8D;*c);}pB0z?Rg6j8#$6Wb}LCBtSJv_-Ql9&_uM5w^O_e_4kVYUl$o;Qg$(9OhA5@whJb%GAPY+9IkHuA z)BsfB8TSiq zZ#@Npq)O#;q50$JDK{){>hX$<6_4Ni(|OXv>wwol@X=%DiOhT-7xo8g@$JiHDJM;xdt`-wUZMDSuUc<}poNk2bfAi%?6rU3~!qQypHkO21=VpMSfLD6tJ@ReSw<;^rQQg8!pL7|zCA3-8tGb{MGRN7Ogd zN=I2A^Z#cS+9ZTfi$5d7QRO$qJ4=CG2Ze{X(%>+lqN2k7Pa|g@4dwpFaVp#*Ym$%} z8oLaG662;(G}h|ccNxT38iZur5;K;BLL`|+M3g0aWQl|@Dtl5y*~yZv-{-mKo^#Ln zo!>p@_m6RAzR&Y~pXd90-=FRKeMw7GFS_LBZVT%;nsDKu4hPc6(G+QP{VZ(UUW1v7 z`@9sS>Nz*r|JT;aOB48*4Bo%>Br~i8hF6uy@M6urZi?t1nP{G{F^O)7mCSu z(4mEnXLU~jsu4K*Vnr!n%HqejZjQ3SOPqirp^mjCOa1tkil!--3-V?Q>~*2ginIZO zqR=3VcFnk|hFhOfdHC@omhM+D!uxppUYA;0iLtbQp%q>HeiJP&Fq9bd^xkh&W<|tF z1~)u&G;`|#xYas)M6c`b!%tW=96rk-|0YzxJ%cwM{7`)(F7yd1voL}Ht#4nIV&V?L zmU({DYVER!j*ZkD{I|c4s6mdv+@6SrDD730z8u{zcZ5HGQPAZVt<)aa8K8C9G-l>0 z9mZR8#-j;jmS+922*P zG|bBieiC?_qsa+%c*a|-4Jx1#HGP_Ig@+H`QsrV?t&AWXp(g=)DAymlhxCg#9)qmt zlOb0;b4zzG$4~m{4#d%?#p!6+h^{O3O%6@>XN>R{HVBgJqsrr`;6|SbA%;dIs(~cZ zPU$pqo0n|Le8! z+L&*J&y>J*7}4#Twk=U9T_wK!?XlrG>G^K!=ihC@PV}`it9h63lfO$Gy67s`j}!FQ z=6il&+5T<|#JBGfp9u{n(di$cvjdcf&LB!64ho$>~!oF4Erw5dvX3R}j1Wi3q zqHT#_*B;9_UZYXPTp9RjH{HQ9`iva?1B6*W?ts2A7>!ftM*OHz5|{=&KngZ!{6zw& z6iH>%a8ZdbmB>G)boei8029Lin z(P13v;{MbEj^8#53@vIxEHCHJ9lVrb0P|G97q=$Fkh8*AVIXPpm3N-p?!eF5b=(Y` zA!lmf9Qurz<{g0u{KR?i*riQ@o1lP62|pN|Eqm!8YvV8lp9usBC{CkUC3PaH(O#3(?=AOr z)-)3?#7`JpS^9q1Pg+J!jzHbi!#e?qK@-I>TfQTa<3J#bZKWTrITr=1p62QI(W zImdjDo`U{L|H+b}s>>cMB~NSCWIru{>zuBjC( zwhujqpcFQi%W7W%(E#zfLzdo~@58#?8ty46NI7q2M!&K$(_7{(eu+$ub$jHVo0n&L z{(N{;)UMId(Uc)k+rx{ctSv9D4wg1Hk_ZMZ)g-tjX+^~*ATM-6x2bj_^N;T#s%@;b zbiUK2lr#|WDq85_qetxB*~UEUFT`MJJ@@IfaWa{lI1~9nQc5avAn8Fu(0VzEMjJ>< zNeCLaaBLy-326V7*%v~IQpVhs2KxFt5k-4q_oC9UbDxHvv{(5Ed-Za^M|?plurd;C z8tWJj9ci_QNS2WxjOghM2xuh0i>b@r6H890`Qx%SQ-l6$S5i<|J0C^ z;|yEbl?V)o8%qbcBex@uZ@Bw7?dCvI`9B>hCv6F zf7S|nq-GTr{A1$Jk`gSJh#HrD$o!2yL*}a}K{=nXJLYt#!~oN3w)R&IeA^x)tm5-A zX#5ZWmVnHG82o^#UdMo9Kg^Y7PcG4;&w`qI_#{q+SGSPpsmI7@N&R}Ql|g}J4}RGc zmX}}Rv~Pl;RMmzAkYaHfBk%8tfTb*l3MT*lNaVEFkKq4Xlod>n(|iOI;Vw|x+Tzzac$$FVvpcTYIUv!`cl0&iVDMyq z;O0_Ke0;oP0GW&Yk9#KRsg~B)-en6L`ufYfy#rJxu<)dJi>NsamixAMv=qhoera-q zSPWengMvBC#-hKno+Z8OYez;L09|7CVd|&8P7uGpdtClGN-iXHrQW6Y_K#Dm@1KU= zAa`g9O%Iec=l+qW1SvOB4Zq(gTZr5Zf!yW-k&N!|Fos5azdyX(`T63{oln`xJ24J*{IvOx#i>culUrl2|2tB zV@2i;z{KhS*VNhDOMUW0Uf!mhcXNG3y~?r@z%RI(jRgYWlN57%((Eun6Pc0yTyCUI zH;pjhqwR(?TN4DsNC&?dQ`Q6^if7C2c3&`C6`Cn+ht9wtq~NYr_8D?pOKPjLl>gdV zpMP&|?>PVY)iVou1eEk(r^YuQ#sE7D2e;_U@SOraL;gJ@AFRDqACG0~7L)MAG!1`Q zHSdoxKNrW-hV~30ew&E8S0ng;zRhBn9heOL-b(+xzV;|fU0pU9WG}>{)*}$2ziSy} zBy9B-Iv@4@jPGRzHCR~VR9#cBMBE5j7=9vkv*`Mrciauogd z1j*M$T-n{<7PTk_+IP;Gn1o%sb}h%Q3eu&oi(=~Qb<(Y~;(W@ce~xD~13a&5V+j-y z1B(yjEuOK!ELJI^nMRL|KgyM5`OW%U)P(_V(W7A)=O%~Ow+^Kozg*Cnxq~`Ao;=FR}?K~gA1#l?leOBXlRdTN_GLYGxW$HwjsRi^-QZ#^Xa z&K))uX$1vc!1T4bC3t-(u#NVg{4i3_c?54~cL0gYBE>`ZWo2dQm=RFEpI)-Y9MIYi z7Q9)dL-RUpzg49?J(q2SE;SGb&1`5%lq&Qd#z{vpHJ=(;T3Rl;V)>AFI1z1F-*yS5oz~Ioe7xzn2t^6q`*b{ zQ!vgY5chd-N1mMQdKei1bI)UaWmdh)9g_y5#{P0vLf9Y`+cH~v6>f>BuHaNmY-d7e zRI7#x{?b#Rx3zgCDB^x?kZZLcLP`JbP)Q2g+E6MS4pyNL_R2l+2k|Z*n6^4`;!iag zOA<_2qI#=Ryq%)w+CG4Xq3CF*3|=YtybbkVaKZn7IOP9iN^VfLDnhd3GrYG06q7|? L*9c#r<8bXiHn2^4 literal 0 HcmV?d00001 diff --git a/assets/posts_imgs/2024-06-13/iterm2-ai-demo.gif b/assets/posts_imgs/2024-06-13/iterm2-ai-demo.gif new file mode 100644 index 0000000000000000000000000000000000000000..b85797a1c45f5e075f85c38701c580df3f8275ee GIT binary patch literal 880549 zcmb4}^K&K6)3(pa#YN+qP}n=lOi!|KOeKnyUWgo|)>Z zsjjPUF$qylE`2M=c!*8F{}uuQ0y;W6E;=+WE-o8A5tQf;Nl}q|9aVijZ7VCQ7;Aic zdpj>T2U2hMqJLDiK8UHla{hkaZNW%`(MV(Qs0>MDGs*B->4}T!$i^AL8`-G)1xTl* zDA$#!54ETc_0^5_HE)fm;1+bIZcc`tp7GJa?Xj%QwS}{jUGT%i>r>F@%Ow~L{(pD* z|K3Qz2(rJGm4pT5f3q?&e*^v}K=KL+1q)yV(Em^Df6oL!g9T>A4$#me2lektM7Y!C ziyS4qWGffVp2`N@+x4nkrM{vj5AEJ6MBCTxnmlFxOzx#Olc?A6P4+``R z4Gs&5ij0Yf3r~oSPfCnUO-@S@|4t^Hlb0)0m|s*-R$5U~Ra{eET~}M#Sl`sp*4ok1 z)!ftG-PhYW*grHdHaamfH9RvuJvTeKIKQ;8wz{#hwY;;wy|=r0xPNqTc6xDgb$oMv zeRq5Lc>nZJE}Hl8^$7sOA&T4O^!mY~&`OWk<@N`mewU08x6d04!)3CV7_rYEjspD( zLzHkR7>%QrE0Z2|C>&2>{xcRK@waF)jg!g`9nAuA8l1`Z?+sBBvt%|`ERdEVtl@O7 zKsuW{QWC3du~e;t5b>QSN*b@EST=>rd~4wK&SW~1E%=Kb|GzUzB+7{= z-ySTME0u=583_JUY%xF2nj}E!+J5#s9~UEhvD+UEr217w*m{37lPdK`_Vd;8d@PB(ikTw3z;9rtIN6- zCTXay9wzBJ(3qqc`I%F)0gCW)(yXdZP15bUXiPI4r_4<=UAIb2vpnaF48o|tXv{(b zpf#y;LXa&^@c-f$=K9Dt($ke=@^C6Ox(>|PqNCvjK!yQ?NzN;LkQO$mviqnoiAJE)g7;-;^*a! zUzT(|kSJC)J+LqpcD-iqj{UKr$;9X}k|m)#($sFyuXu1nX2Xkmueg%~w{w}XT~Hf~25hF7mg+1D!UYx>Fj zZKtOBvTvsq#anM@Rl~^d7trUM;O5Pi^(>z4_U)?o>yB^N9ybFhww}WgRMjtcV;s{T z_fujhpAU1{nC{0prq!=cD}VoeKCihj@xN>Z%YD5Fc2~W2>2SGZ_*$L9Pz9(g==5r2oNL{buYZ)jURTv^eekr7jn|I z|H(HJnBOP8sA+ZqRP-e9r9s_qtufxrR{DsK9Q`h&60B!iaZ2 z+hRnNs3|s>Ct{!A@MMU)4{RUh+CXL+H!{GFKO61&kq`PNF+z!r9up*e;94~@LeE_n z8{=6(P9`xb5hfIAK5>A{5h^NcFc+V8Q9%8RYfS!)KH6o0jP^8TOttPVu{@%X*7S62 zp2#64Y=DB)rF2|(>n^z!l9DO#wMi0xK5kf=k~O(>!i1Ggpdg}%rWkI_B55vdZh-P< z_2{HkntW1Y0R{aa+?0LLea4ZrDc7=uEFbE9W^cqX^WmwKd*9!zmkLw<>rn*LxBFBu zBDDYv?TjDed^+r=iBRL{j1BEWE|N}(Fd4i;TMb4gj*2M{OPfNZ!$UqXlDTN-&~)6| zeZjj(DZiS!C!ba#@_G zO*w{Lr9e8eOsNolu~hS?1k2=^lotGarA1@8-eH+~_t;|Q*+Yei44vk3*-{fba;c~c zt#-KNa_gE(m1|_V?s;2M@mpfqzfKFia>r6SncyN%y4+&&_k4-|5RUY0eGB3=9@(=?(qx?6rY`m6nF@Yin~)P4!Tb#x7c` zTZ&K3u}F-zzC7ByN%{37pA`=A;~R(EYJQ~@m5%vRI!m(4ZHp?E&eiK`tM1E9t)GlG zg9N%aanBtf25^-$7f*Wy<^xw;fh^RwIvef}O8O)%(YHdQk z^dXHF-Vl3|ePnZlF{5ScxZc;Dyfgg)as2Cqi7Z>pY=;RScj~C54Qs|W{W16O>y$)Q zT~=ksG5`JRbRy#4B$!KMA%wP>5dMZdy0IhH=GWP%D93!NN)w58x2cpSw#?fMb6Lx_ z`Ee%bmy<95+BpJwU1?K>7qmo-c8!*k%PvN!%6SO84qQbdMAI$Pw!C6f%%&T1yiAFC|DjCsb$z zCM(6;95w9x8LGh5-O4U3$2B-S1*YsItl}lKMm(hQ1-jZSyp}qwC?&iQ78=|P3)7tv z))5kx&lyoJ9$ps`K2j3iWfoE25;_bUIb9Ok*Amg-N|v2$0jZ9&ND{gw9=fw4KI?;7 z8snc(>#w=&T#OsWzY-;R5_R(ub%z`Mz#09d9{u7P{gx8_(GvZ&5)F8bhQNz~h!)jX`~lLC1^5g#8jaq669bNGP!&ucWN4_b< z(S}CRt%ei^M?UC>9+6n*vIG&i#eYwY=WLDVUXAB{jpxTp5a3D>(nt_-OAt*>5N}P8 zq=|D$!BaDd!XWhngWOg*q0c!ZH1OiIP7}0C6ZKvb4Nen{RufI|lEB8HNv2#$mZ?cr zrAcJn57lS#pO74 zns`cTjEmu9_tnge*GzA`EHAFCEt;%DiL9N_tfSPd@%+HE1K-bSD;TT z`bsNGQ4%aWSL{q{#w<+^>?pv+yUN?WLoU#O{Bs4-TkPWNd#J%b) zt?Ht!>T0d(=B?@uzxsi@`bo2T$D*jUG)8D9$fM^EwPX~%nU9fO!8>j_tYtY|czN?$ z4Z?X1JV7nudkrRCEhJ-b#tr$;?^dOdG@J^y;Wz!cyt-8IfcD*ghvYD>D&MLfp z-J%d0E(B~LPrZh$q!(W!QKaM1p&Q;YmfkVZ-Z8b_G4tLrN6@M3QIxt`Z44!>IHhN*KdMGpc*$DfYD*E{lyLq+y**v>h zJS*BPJAO+=?iR;MXrV!Q)X=2^@#KLx0zegQAg0ftX2zg)$Dr=Upx(!zLB=2kXvmmw z$c%Rg%WlZBV$f=0$eeK4f_~U>W60=Y$W?pTop;!CW6(BZ*m+~vuVdKZW7x%W#6M#s z;9@X{aKsLA#2axWl6N#tdo<)@B!qA@ykj)%VkBu}G^1lUA!9U0do1u{G{tJHtYS1v zdMvkNEFxm8?qbYS8>pTE#Hj&-Th`O`dC=3unmkTQ`Ed*7+kj1;5L7-8v^@~x8xs>B z6H|nfGrW^?+LH^OlS>(sD;<+-8j(_a-3G(HnV%!9Y#6&>l(U6wFeiH_tU&~2JC1a=U# z^0V}Iv$&bFIGGUmo3n(Qvml~5QocEIojFRcIqJ+g+Ri!p%{j);IcB1HR=)WkI`iya z^PHLU+@15hoAdmi^L#q9v^5ZTJ6#{R&~Vv+9!& z8l8)pn~U0?i@HQhdVEV@1Dz!!uO*YrC9}>Yi_Img&m|k8WjnrQ2c2a{uVv@VW!KJS z_swO`&t-3-6(7D8Kb@5Tua%(8m5|PrFr6i=P9Tomz_fcOId>dWs7l?jA9}C%o>r=r z2as5AR={iSd*y6l=6|tkm(u->Gz-txKDJUQ1&wBFgd-c`BY zP`Tc%voXN1L2bR!+qqGMG&hE{G4r`m9Jw*^x!$j{IUKpURyjA9xjB2ex%|1gzPU*! zv$f~7H7~QaWxaKQv{j`uOBe%`mRyx{MKfIgGY?y4cm~At0gh)ZR!*)s6794{F7I!y zczW$XWG%x-?SQ>DcMztQP_NbiQCsI;yDK`o+A=$6#LF04yGEb8$c($#$a}=Pdt_5P z*xozzHtSeAKp2Li|C&pM9c}t!pH%LO>y(sRnb~^2HRjI^fvXK%{sWP&P0_6l@vMX2 zSzFRy2RsZ1@{EUavWL<(hZ0eT@>{dQIzX%S)F<464W5Ecr&SO2|EjdFbXMVDIpL5A z0hhH$$$#vid+g|a?3{J%+I8%{b?o_d>`i>)!++v7wX0JJq1e$h@7~!t7JIQlH#yblDV+VlqfuLc&#pu4E0o}sr z-BL2&!pB^Z_}s$PT$oovP{{)W5h_2$_YJ&NIc)sZxK8&h2Z#iKbTOy+kq~HlR|m3J zXffwFk#__>*H@7f8 zK>cjMYUCYr)QqIXWjrGkrUJY)9~MlpvqI<5yfB>iH;d~WZAwlc9L;&!enZXUE5$9{<^mf z#L$~9<-5v7dHXhfc+PKPcyu*D1W^TklS6?dSz`WagcT}!ps*^X(e$d#I?VhaY*G}o1z^V}GbKEFSB1dMf2$Ft6g;T&k!j)GSLMF$3 zMMOd0SlL^>-Sd2!CF2VR>o3SXq5-V|#1&ucrRa;oiaN(b>uQ)#c6c>dM3Y)8otY+v~^s z*XPgMTnU5|EBqfOoU%@!B+`pqZ9fLr9%gWvdsE3}iDJk*xAZ ziqJQ>WF~!!7qi$S>GYrWTMMc2$FkXczF(O52`BRTzhjA2(h^P;b^d~pnE{TcK7N>f z%mpC}dXj$MC{60r$pvRX*bU6EeU8Ot%iqKlC+yb}uC&{oZnqZGldpBVy@1=i9)Lj^ zD0D^g7$1x!wQO2qk%$u@DNHazD8<5tw4UHJSl}6hDDA;){;e-`gk8w#Y_U?KJLxjb z`C_fce!8iX=h=F*(+!L*`<~fi37u(eV`ha5gN&i9e357X6g!8-wtGF)bb3a^%HxpG z2b#E{V*?%)yR*DJp09U@lYeD{-!*684J3NikIy`Sz!5kyoNK$D=K9l(eWF=BZX(gWwjO5vaMhlqE@{qFqZ zR~x}~h=?Bw@>;;7;@l1)oD<)PA-oc&h^J?5p7xG#$f3zCsH>+dtWcDqubhY*XXr%4 zXl02%zXcgb^-kc9)5c4ahFRoYaYtd-NI=2+O+ZgY%Y&vnlIiuBYXrfx2{Xb-GMKZ! zkvbuvB+T3vXt`kH&-1^*1IQUm&O*q2wap-70(r34fACem$t$afYUnI3s_J{GsHSzG z|A11bRu~^dFo&e09^o9Bog7UWm(C3sBM*^2=(19kW^RwbUNg^3Y+Cah8)ct%Za8#a z-|Ila*|2ZtL(*c47c5a{C)?Zcy(vnc=O#~*?`2(Wdk5?J-xQgh$|cWe8DOcw60hi~ zpxPYj1!6F^>;@8T`OWo0$NmtKFi@}+6qY_|2^q5LOk@DU&=~9waC@p72WdpD7>DTV zz8a?*+O(Q5kSgQ=;fO=YAqS@vccS=(Hd}oWtUHv{L(;|(Cmkmv;u>tnE7Q)(2OGI9 zD>hl08>%~z2`*~0iQqO3=e4g$#x@Q>{(R=#g1V7*r4oS{oF~o!NQz+?0sp4UJ(hY6 z88UAAk>os!r5ZGut0cY`?!#-I$&v<+1P%dk0IPLm*hVz*xwROoM}=$4m%t5A||bwGKkg8y=F3u^&5UU)w{aoP6;h8;g0TSwOm`|lyo*&l1)VI}{WoXrzc>cs; z2z&tPSxyNzjc9C`QouO4u1|P~;?O}*P#&w-Y>+uhA;MT0%ZS~lUk@ofs55?-H33Tu zw=E`+w!x6-R$PqHJW^YGfB*X@?ntG*6!?c>nXa(oK+_nc<+oKjNbQQheh;-&+*Bt5 zP^>-8CuY?iJ}>D|Bj5b`9Is6Z3sz~YgT_(|;}Xjq4||K)$ao`wg0&53gadWIm6{xq ztCfwJd|##X?;KLP$c+irnR^jWs#vi%X6LgMcm<#AV-^}HL4zv1*7&yRn;pRoTdtIi zKPzRX6!MWz4O&5z@tHj2`#h7la;{VH^3*dKazZg>f^a9HcMnv2z&APHC}fvjO+zlG zkr+GD^MDP<5)P8EG!$9K08j(B|`=e}M1H-PjIgW=aI&lcVBd=OA*?S)(d9LIomk6!lO@(j%xM36uG*fax?ASd zGDvY{ADOOwz^K;Br+*H;_O`^%r&PsiL}F8Gxo(Y(RVsFPLo3ZH#uNAaSK71<6AgUrD-hT+BC7osD#N~d@`Xil~n7fO3++aj_>^gnr@z_2 zPgB8bkxWs++RXg$HIXao412__G?Gn|8K38#1kswp&q&WV^pNN3!Rtc%>@Ko@EBAEh+6K=IN(hN$ z4BftaY&l8ar#fX^dzd1D6n|cboqB2_hPwwVchx1;d)fsOWbDG(a`usQ*#*n-?xB2V zXf@BY*BZxX?df4o*=;jJX+zv1xX1aHo(U>-B zUcbC({2#rZ&2k1eR%c#z_HfSbdbh&3evHpuR;T=lpg`8myzaZ=xl7QoHA2xHnvk8c zm|mwuSa#dt*uI%2`R+I>mUS23?8)0}ZDViSwXrw!lTzu!zP*05+c3x_;xzNEr~Ipm z#)WT8A4RJw-;yNQnqWVk-`QKDV-NHA^O}L!GqEukQPcc4Y|M~fRAuq=Buv+J;PuCe zX&!vEXaD-oD9^}k_p4mhHbJ*YmnG8t2`Y~6vFT~CGP%sp51&_(RJMD9wn^*OX#f=Q zKetac?-m$XA9NuQ!1Fg1J^&+O?{5?U3L3-*9|?ZC29DDLAwWt80)VYORahSg7lV_g zYG%9KdjT-&CM#$&Z#)S5(k16=dCeATdE)Hj3QA`t@5dzm$aKe20IrG6$UxN2S{01f z%>p^Ipn47fvgR!U1cH{qv&L?|7;+ut%R8*rijcr}h!CGMKp05~I9MnM z0RWbsqN6B|kRH&|5BOgSp$Am(frSF#bU>g}1wcXWqHv+1cET$`<^VqA5QIUH%mUxs zNbfnTH)5(cB9Ni@Z6U=_XH^jka2c*;At!v-^Sgl*h55HYj67Z0Ol?6e zQT8-ZHX1R;l`6czU-%s4C=evP07gs9Qit6;$REOlW%&dp_^Jvqx2REo4ELV`E`h@* zC=SY8UJ9F5hWGMGAadm42I6G~gRc$)ScZ=Q5{8rq^!NcJ6#!;_K>k1j*b`dTL1YLJ z@GJ*EI0rqE2~Ywc|5Zmdd;+)&1uupU@6`WDg|10Oq0IZ+TX#)jMXidWO&%Ku8P#78d;pjsFde2DppxT>wM5Wtb8{0D#?3&Qy%* zdxC7`hYB+z2oj|7rG$c4`fgp%o{ACX=m4*xNJR#TWh;aw$h?tu$E{yG&df%;i1gt+ z9C!3KZ-mgte~*Q=5VrZ6Q?kTF^S zpzHt-8_P$|j1B`pht3g%%QdR7V??t1bz3iVcq>HnqXAtHK>8Qc6m0Z;R*#kG_`5X& z$T${KFv=yU7cqD0`_eqgpN8r>bh`EHPotBvBl_C8lG_p)_V*etUq>#uVAvS8@VR4R z>tV_ubSim8asLMiQwqNyfizJL@BBAdOvg0m_afc45AMZJSy!~Cj?zRHbYl0?lL;|J zM&u=Dt80T9bK+#Bll&OmTw^iz1RTtou>f+{{qiQBuEA z8q==2`IRg?&}FC++h^{1Sr&OeCp%_>`j{QW4j&*m=frXwlrtZcWqztCJW^L+NHxyi zA2G5&#$Y3%*ACnli!%;UvMMPkDP5M3`2G~di#s212y*zbBLM!nV1vx?{zEvk@fQoG zX7-{`@lVZC70ud5&3_UiC@Km}O3KEy3YS-@6%HhU1$_QkI%-j(qnLA6j`W+#V&~EP z9t~t_Dk`^+x{p8q_%=xHPN~>4u(Oz}7S2iWV5se$%&s`;4^qm|J?b|yYK@euuQzb< zW6c`XLYz3tb2SUPK? zG+L>(qcR>{4*zVO)@YK^WRunGlhq=-^{TV=W|Q^qll38(-R9KU=CaA=_Q~dv-S*Yl z_OrEyQ3EF_IcLPs!sQ%Q>7UQu??4kB=YQRn=gx^ryI5;SY>vr~Kx!6G zv=_HVHIMFQUyK)DEKUy!To0NTN4gYW5>9_2Tn~M4vj5K&zepF~QndiS6oG%q03V#d z!Dhc;7pH8sz;A#cxffR`fk4X_G}{!9znnq#xIxx0!5*9;B(uRvEg``xA#N`riRx}F z>OsP|o}sRxOe?OwuA$|ep|vexe_g{BQUU~5!aH39dvW|LpZ&XWBB)-%=U?0xUBfn8 zB6B$+QaK|zIQ^aKylzvV?pnO!Pqko@R8hj%)SN-u%Kwn?3~r4ru-r@@!;pOu#h^IJ z5*u}yd>m!eyjZy6f4aqUwZ`+jM*K_-6l{r-;&hT&jZkQf;Bj?6S9g|sP0U`2H+D-h zZ%vv`1}^(Yzo$SXuzR0J(T>-&{eUfjZMDDyud2~;q*goQZr(=%WOZGB7!EG^EVra> z<3?7mrtP)_*0-kb;-+`Ers-&;_qJw?zGif;W+-rE&T2$5tb``x`cJN=>vM&DU&*?~ z3*F@kf8v_ z`)^jr=bpT~Z2ynTSVhVKA=QC_qcD*x{ieC_PZa5QHx+fa zFtI4F#=l1XdCjJ7{ret1L{R#K=iJ zR! zKMBI7%~6R1s0o5vP(w#|bl!%DW&wFUu2iz&L22%E13$XM<5BN;yp#Yv;qmcwzEB1P zED*eq1_aJH8Qlo>EC9kj9d)-u@Livw76BA5z&IHQ@zE_vh=KCatsnrQuMzN>=6>qo z_9vrNs}=Ck?j_^n&yg{}^lnDX+sBt$os8d->pl|NF=C99yl7a)bYDiWJkGyt?%(Qt z9!5OG(-Db>m*iHcvK9@CP|3h>siEmGPTmeV4 z=URFWJhm{gC9MnCyb9FNFKUX8Y)-pTOxis4vi3<9k zj5y+5B)O$0u?ibIHvDhPXNj7(RAl0Mn{SvMm)kp;ULAL}y5^skY+a^zH#}`$;$`Bd zBh|K9@X!f}2H0NbEHnC!^+J|Apw8Bvq&lI{iJd;zAwz0*KjntL&rVRpplX8lnLYuK zdegu7ou!Bt-CEoT_@F{=0AKCX(cJw+t}KYUuBJLQ@f>^K(ht~lfnV+WV4i)MS{8|~ zT`sQDpIardTO+Amr`eiioyBF@xtdRT1Q zw_CYdfFE(xb1jtQA9omE7I6EVL>I;z4;&$pR|@|J6{A9GNkN4{V8_Cz6v==4^E*Kh&^li(};UI-q_PkY>J zI85q&VklgJz~pR!^zZ25;CVhmSj`kbEiQF~COVlyk0*ZSWZn;XCwNFmIvlA+i(ai` z&J2d=Z)RW?j<-zyPKT36p6vehx3`C{EtgM0;L)NR*4OJT8Z;vskY! zLc0j9gu_aR_&c{R0QOr7xmm11j2}4-W1~Rrpd>|TvOFqDOkVy#EDSVKA1DA07$L!m z%{4Pi;ZKUhNJ*n7ayTwU!;T&sGXOc3N2z+{`Fcl%mM9z&Ag|~szkvEX13R>h+(*7J zsZ1J7;a3nSOAXnUg{Wm@wMr&22hC~GD6WPPOuJ}x6GvT$jns1WlQaS9Pr3xNo>>k? z_zWgD3c19MS>-r6D4q6kRW(*T4o8WclNEh`1QVt~yX>@pRO2U+Sf8WfsqHeh=Pi7R z&I+vWh{ZoJf507@y?DGYnOv18*Zt8{ws17R(~t18B@TN{f!+CHcvv)S-kE6E z17pF{OP#J)TkX*(wqLxjkEi`&FcHg4e?GwPI6K}DPaHYEP^7RszVMXdAb%8Y>K#Um zr?_eU`W^@=f$|8PEkQV)nwf9mSiL?J0fat+Kv}|=Gz_#xJ52ygz*3O>-(55bfVvDA zEzumJrzHR&mYahi_w)2tm4H`YKma0HTy$C9i~LShSx%z2AinD|L>ZuYsvaUqVicMH z(B$fkhlJ`W5lFGFX@r5M*834a_OC|eH@XnKo(7t!%;|3h+L4d)zm}+`|;wpVdR)4jKhX#iB^xs z2!Ayc^8v1W_7Yk;b@Gt#-gvPBuq3>R8wwJJ>}Y7hWHf9kqbg2`$x7u3ewgxPI8+#7 zoyuf(x)}D#@Q8${ePT+~b`6j!5l%gGl(GxyRbmnXF0*26L_V{KxH@nMRK^Ng=&}4f z_2}x#NDVV0ILDA>E(!RsMlA5ms%8+{Qv%pJE17^TcPOIgIV>&)+~heY0`c?MUkL4X z74y37m(BZG?GDGfrkNCrr8NRj8(wOXg8TMXS#Hl;TH6EDN{F2gvr6D!d`xS4*^y5x zc7GzDS6xuPp4Y)zw;U6OCvtSe-2`>iq;V$!p@K@OTq}~D)`K&`5&}Mi%ajvq z>^Oi<=>rG4xjzWJIIt8y^`#@?$H)y#Vd%6akkJFi_S%f7(kU3UBQboG3Va&V?RO=2 z@`N@nVz}}eo6<3~HI~y$OiaB3^ z1+#2kuEBL?fIMmUn+>3-p-y;k4AIhOiKZatjk*jU>oj8C7!?bSGAgLOQ}5*&o$_-< z)oz=C;&l$(6CMu78P<*^c^Dkl-$(fVI&eIu+838tr#<9lk@{V0?Kr7zf`W;`B+7$X z&Twp9ei+su=9)Ud2!#dW3|gO^Vr)PPQm^Nek*u(lTFiteLLpR7sOhYw0+wG&a;^wF zvyes50#n&^(r2C%#U#*Ah=vO4pD;VMa-OYH>oFR$o*$~Xp7f(fpLB!~0qMj6IqfQv z-GQGx+o*A@atI09e{dj?6DVDio^eh~1+#z!;26(4k{Sz%?R7e3m(cT-4X7hnI#F`z zoh6rH@Ae51tV7bVOT}ni^c{ofU>KAQ z%zFJqfUXYc5Er&|)sa{8XYM`y^aiN$Di=_~Se0~sYBAI3)kK%>Vv=bbo%=#l&a>;f zj}FV7qMT|}i;JOGEp)uZ={N#sg9{d+WO%Ry3Z>d0%weU1e#4_pc#LlxR%}?h65{43B4MN3jg2_5wl7}RS0n&%Y;o_+tZ;(x0cLz>5&=Xx< z1N$#CI)R>}G$eFFVXH)pHHCCee9W3?-YtEc8SA@XQ*B z&m$q>7+`Y9fAut;PZMgJjm!E`NLPuy_4(kkil-YAhLeRzxR@|jpX{EoyraZ}yIA6V zNUza3rq<5ARBIFzK9d5=OEjZ`WNsF%3z116MQ@7fWiY zNRB-_5;jrv{HsHuqkDz$aPSKb~ zVK>)v9d+hF)6ztN-EXtw*U>=1;DFa)eK8*cgiDTz{h-gank)fMq2I^Xk@)mU%Eu8A)NK;%Z!gmBWg)T78c^ek~l{ zbm5xxm!KmNNxkMlQ79?-P6RdcE$}444|N7kV(LlK%&2MEnLjMI+q@$ot|%^T5gJP2 zb(}xH4s&dn*fz{7 z6Hmj*KpZX_H~EJmwBr)904fI%SKs4PuECyMV22rDn0qhj%Zm+<>QzJU{VD+WCWUK# zdiPDw{^LJ?f*x=$O71bL2nx#u6>BvVhK5AtR}M_+PdTMiB9%iTXx*GmnMGf$6(776 z70)-ibw=0-22_dyImR_g8ftQQn9E(W0n=ZbKR-`WON>VSa zb2I`AIziJa+#usrIPzH`T+svC#r98v$ni*k*5S?yM3g{~TO*0)A90)dU4^}j!tWc9SZ;zG{ zG2m6F6O#B{Z$;2deH1t6GA0HBH#a(Bm*H)Xi8UCY8bg9aM6RM!KoL9(r3V_xS@lG| z0PM45CFe8bvtk>9e;63De|;~a$Z>*1DfSXlh*YG_*(}MGW9SK{EhD3=%YW$Ekb1SkC zi;?1yl2rPFjdnrYQY6R+OJ2QmKvDtxxH;ok34;QB-hBKOT^KadIjCHa2q~iELVlpg zd?@+cp^+qVoPdx4F{1|`Stb;T=g!Ia35ERV@l78KM`q?TnzUR5TljfVfK_WvnH&}Hq=SW9b+ z?orR=RpaRzVFPV~eEjz){Uy!VWs9ATU_F32dgvxHHYd!gYk`{7cAQ5c`1=8AC!zd6 zXxw)<8a~n9PAX*kF^q_Bg+) zcm+#ErL50n&J@aqBJjmb{mZP_;fy}gq$KG`Bd(0ei_)XRfZriv$4eZ6almhCfuX6S zj*q&sj5utstl*Kt(Ea2blphp#LZos6@GBvK+E2DI4>~%l%R4c8i{fzaGj>l?5X=FW zWDYBq>UjA0S4PsBCzX{vp?im&d!L!M-btxv?pQV%Th-~YcJ8<$pEY9oK;+;l)L|za zQMyZ#cAQyu-<@|W!llpA*!GYUQxxK@os)tt(j^N(d*-41!_5`?`D=?JQ8)#)rzP|z zr0~Vvl(aorR3q3_UcQ+WZKlvY#T|Be{}xUA5&K)x=q8R#)h-jdL%CsOe#kh3zCKM2HAa6Sc$&h?Gn<{v)q|Gc#rqFtI35e zV;Wt!K$ra`tdQ*5bwZ|$_r9`!ip5|k>SnbV@wU2xC}wuQP)f2=HrOjj+l$1HvLb z@IB1%B0Unk0rqK(NMpS-dOncaLf8dJmt1~(dqu;VrWJcvXzR?o==N@K^gr*48aPes zsLKbi4^E(Ku>P8(e?L!yHuzk#$(~y{O*&PsNIp2bLQiKwpC%s_I;05d^EgxUthy-F z1l?KKP3Ybbg#*^_Zr6&^e4Lqmb*}?SPUJf+X0Uq@`k4{4eS{GOfXY3jYz~kmOqiSk za0x!&3e+KBWzi*izL>W$2(90d?P$uYJ{0qR7qQ~~qW?U)UV1yMmQ4dsu>uhCY4-05 zye{h@qHmaUA{cKj&zn0A%?@H}O85VAhvWKcNSbt<{K41}C z@CRR9de<&eT!^J5Upu4U1fj1g(B6_J-Y(US)Ba^+tG{zbf%<0&b^QP>du^&(T~>F# zv$*%fDhL#3J;dsPqjz|%3xH1W0pj*h@boB~I)teQ`yUlj*W0RXTQK@JVm#9t*f3xU zSJaHvp|v}F`W-BORcnnG9M(lGZ8@l~H(p^f%ZFNj`_KPxlC#B>Lze0Rw0Ly6!6%wdBSd7McB zq(N=!WB2hIW?UIi|C(>YUv45fImP`$-XGME+jaG8e0c!*tjdDrOS0AuCT1S$#sRtL z#Ls@XsLERE*+cNzy12Hv=JvYHo^q&mED1&x`iYx&dYq9R`aekb{jWROeLsM82)54m z%$fwJ5slu*l*s|g^BzFxL*8E#Mhyd$f8^fQZ$$h3+tbOPl!0dZ(J%f{28oWoo|WO9 zHt5S(i^(Ow_ou{F_0`PJ0JfLlU&D+9c1-^J%HEn_=6Ykjd_&q&m+)gVnSIBIe$FS} zdheaISWPWYYq744h+on29H^43-9*~CS_#kX{|`Svz`rSUNER$w z18SES$4=&Un~v!PZR|gj^mRA*p!2gnH!hp|VbQ6yC$Y4Nmz`A>Z+LHO!pQhd&-hIj zcBb<*VvEC1qiRqa=}@=od>27|2W>VdfRTr`bPP>L&>l*(uUCWkf;*>$U$lou_`c3| zGM@FI>o3zjt*`ewPIY*N&-$^4MP64X0`qlu)2Ov7mH&#Ls#DeNVQadzKb0P9`+1-D zW7|t)hj6>nW;PFbxeM-)3waF-DqH`7+(<;cB?4@hv04kdb=y0fM`9g1I2eoZhU+?& zMt2lDB%oicZ%6C}l`g`|E}}~=>^L{*x^BHsx5T6Iy*om7uk?1qF|}6M9Lscj*fF;^ z_O_3ri<>+$x3@59%pilz`)IF;jxzfqdoKSv0LSuL<2t>&@;yhbPQmqW`@AiW^~@7J zN{F~#mpCw2D+Ajo+T!TRL%sD}x=mAkrH4WC9Zkhx1lKUyr zfux1UJxANUM$dVz5B!$%vgOGmLQ|L)Jc zvLCRtD)7>C<}mkNIJ7>tYk&49_Q;F8d3%2eGK_0xj5LGrTehmZURlN0ro2;p!%w`$ zgRJR7c)!1-8+3HU2m0XWKjh{!5CjB5;&2!sB9BQX()olcoyGuxXnhW?+H05lWm3gO zveX=&lEK@mn#_hb<>zeryu{nlcYQwU-~S5)9PBIPI}|ibL?paRVPR>BoRpMgQF)-a zsMyTN*!bMw5asA7n zPG*i4$)&!vuExIB&gS0s?gsxBm&KhWhka#b^;qpNedidJ|Ge0^xX`4in1~pN`UeCl;j8cymss#C32#ad05h+QMN zZteQjYgn>i&5k`QR&80dZP%t{`~TK$T)M=lL3NsrDbrIOM2RYDFGGb4`W_T0v@v6& zMS<$@`B>*8W6FwLUVe$$C1f;{6K8(OD6xPo0+u`}omvR#)v8UiLG7ip$u(sf=V7Bb zjc$x>YJ;ilnGWsN#j~(}T|D`6)S zFhC2VqAe5%Z+u6jV_yBQ?`fLp^m=^n7dMNmj3WRkl2UJMuZ+#7mEm zTdT}9)g_?|i8|R}C3dy)+(UJYVoO@KNb^4RHN0n|MRm9!O~tlaZB-Q_r}(~w1QSg- zAuO;oAx*`4UH{M0zo%h{huEIAfee>ma-w>ZtXD?PzV1W7Dx95I;_L-^&8zg#YqZKR~>7yMy=B{$qU5BrC(hO`y!VE(!TaGi9w$^N? zC7Ih<)eG)qv)Nm3yj`8_bXC{Vs4i~hvO5meV?#z3)Z9oNa_sAz8(VB5vD=$DxecHD zaOdz=QdeNJTP{|_nY$a;(AwUXZ;y*C8|}_N6TH2U;FAwr`o_Hvl>F4>&lGjx?2y2v zlZLQ%+Hap7t~~kVeRtpY{JqcKNn{sAfLDB!U>NBcibj1FW;uH4r+4^blT%tL%dJVm z7-Wgnlk9Bq8~+DCq3g}2K7I9f=vD;CHB)g|xB}ojg+pGl%9odmA>p(G%*;)Wna@mII437fZ;mQh zhm)K$wG+r{a&v@CjA0O`3Bt4ubC-@gp>RkCuK1kJKABwIe%9ng0L88vt3)L$6`D|n z5)FV4C13z03ef^arFi{|V9r`3$5BkGd3J=JBt<$>>iJQT7PFF;2q_Sh{fe81G^r#1 zXiTn|Po|F~X-@grKKEHte&cH1neN9)rtEKLaXJS@CmKl6xEu~R>7@@NA#f-Qi!>xGbaO zPAmx&Ox916e>E#1%OKQ2qF2pqrhO>=xSH8GExETUI7*gWHL?Zmh|97% zk;@%sOvmWk*uyT`(T#3QfqiJ$((G`Th-UQX@QTcP@{OEEq_kf}?HO8idOFQ=392`h zR!lz{#IDZtSR-3Se^%C9Tg>e13JOMG;Mv!D7HzQaWnE%lx7fft9vt1lQUAcuF=5Y( zZJ4D!ZI>d^%htY_ZVw&bE>F3pRmSa;wJhInZ~59^rgpkxl3bp^?~J~kR@!mLO)^_yBAdR-V#UAExUz=hh z-8PkV)KYPuG~(rcyTr#n_jR)yW-w$Herc-ezZjIUgXtvD*>PA-FkRfA9Qlmnpd&0{?86-~I-%``yFDTzETI z-f7OCoUykU%f15CzFdI11oXG4OF)71lUUj+gKM^0DvVponwlEE^a46vI=7L-oDRdZ z4g5LxQm;tU4wXYeTLC%GyE(mTK`UD|Pvbp~OFH~XFL>yxkAki7 zyT3Dpr1#6Rj!BR8NjsbJEi9wIag&m6>%cce!}}YvN^-ZnqaUH#q`qsDzk5Fafxa!w zLM}u^0HQu%YedF_L}cJIf(k>)^QiNxyx&W(58@mnB)(7lJWwPnE(k0hl)bYnFyQmV z4Pz|!3qc(!EK{5`S%k$tx;=8!J@Lt~P~=4xTt#2hn&X>~G$>Hl#>l~Kbv9GOBZ$G8heZ*)f_ z$iL;98UM4Hq|>O)LXmr$Mrq79Dr7(_tU~Q_Kv+_df-5hCt3ZWwqKCu5&m*qT6UFav zNcb|9?9qaao3I+pj$JIp$N|PqO&Sf(kq-49I^>N`C|kEOg36gvt$(lfc_L79lcA zq&#Rd!*}FLK|04ZthRNG7(9HKuSCbq$w50jOS0_BY1>2P>O(WzyFgSk{UJoyF+^-g z#JzmVs(Zx0bVk5rl&pfh2*gT3%S1)XAh7AhU;i{T$GpkLEb_5x=%%PVFh5Ib^BaB1gCz%OG4!u*9#hyhG`1PP&UncjG^! z`#*cEx1-WW;6%?*VoHEi%Jw{vfqWVW+$aeIKMF)I*9(3EsA37g3YZAoDf&5f*;*CaVsgvkFCQHt!q z5LLpTv?AJcLV+qu7(2vla8LGJ&!p^2zW~CP&FF@ zEX{09ZoAV-ouc<4I%2deEscjc zC&jjLj2^a>G9!`Ihcq{`yv|o0yYGyd@Qk;5j4qvNv-1?rWG$^4ozbPFQM7qrK5)CPmAW?Iy5Yvej+yF?@lDPI*?jp42BjHxB%%7ru8l|4IK?bVT`wkmy}E0s(C<2x=LL@#wS zMdVpA#aKTn(@+)KshUJTGt4oxR>Lqu1&vNh1yOZ%+B`)mK0s7j{4bP?OyTRyg-pNC zsM?+iDg!%jMk0Ss`;$e3$nn+^dPO}Po6~5APms>vrbKpV7 zBbn7dF{xQV+)~eFGrXM2__g4lb%mhSV7;xXqFr5&&C1s`UT(M+|sdfFjAVIn>&*?e0p%2c^!KDx!t z^wmuc7F8);yuP(!QTp3!{62b6&N5VB{Z(0Zlsn-nDgJd%l_g*TRY%Gt;4e0=%-z3v zJQHFSL}P^$WWC}%wubdJUG{B2NrW?LEyxIL-LHDx$5KUcm0S>;-Lt$?gWVix%FfAP z-gA}7bTwk_^}w4`Oi6oQOKx6JE{=MICPqEUnB!1=rCzxSpPXF1WZF-g)Z~Lr$K6%r z+dBgBolVqfQKD2cqf|yH&V}~%<6^d*3x;0|ZmRjM${%&pj~ddDb>nFs4#kx}k!8O$ z-p*Ej%r>TGo&RFsGMk?)WnutikqIuSyj13OPUecr+bM?Uzx3e3Y*VB~vN(l9;w|ER zE@6LdMcmWjQxsx5<-CD?<#zoQN%q=+2HS=vO;bKtLk;2!%jBm`VSN@wBu+8fjN5bJ zRAA0c8KvS4j^{(s5+ot zcN0%K##uZ5q|ilal;&e%?qh)jSp$MohGoVeUAn*t4kO141> z1F(LUClUNt4E)~(4P|+4YvFB4lZ032UFCEoVI;iXeU4sm?B4Fx)ke_eBwjIweZup# z+ZYW7WB+FA#coP=_Stsk%c<;9FpNAPojk;Z>7U-;y>?`Cv*|R{>CVP2G2Us-7O8NK z%W%2BV>N;Fn#CRCTT&LXEp_4#H@frCg_UhXN(qZ8OG}!HpLspT7fld z618dtb76fBrZSL0E^=qBBZ%7L2&7I@U?IhP;Iy`3Y_0|f-Ug`%| zn$+DH-InV5q-ylS>Ya3D6Rk=99zpO$dxt6*@5L&d3|r@eV~N5Z5_YJZMf4)Nu_kZH2Fc4(yHQWx{sRUxrbnWNZglY}uxA zWtQwOCk3b|L$6A_VS&wJ8=f8)i&ofL+~C=s@QhyD)-CV z#`E-kYHD25O0?%ev%KwI#ft`RN+tBgB3Fh!)XF5q7!Ga_Bvf`SZbdI^jWcdV^dmKQ6n)PVE3J7oNC})~If51Uz-GfV7-~Y~V z4hKgKpGa-i?nahQN;Xiro^iXzWP;V|l_bgjon#I|iFNnLgK*v##_`jPoE~gwdbQWQ z23WL&P=7{Icdtn9MOYP8@_%A-Usm;_Wc6yN_QkgI*|y*-S6$?(>}STr%trPi?e$<6 z^DmZCTm{!P_VAEbAJnE<)wbDYw@aNp${5A?I(KYXfAu_fz-@Ru3UBGl=5h=Q^`aN_ zPv=Eg(RWHuZa;POtj*8%yXc05ZWu<0s^>JZMNL@bbhM2~v|eH3HTn`J^`h%&R8N=j zUiG_eb)9$ny_NR3N26L#)u6}qk0(-=Z%gbU^Rxu^6CI@Q%@_~2T)j^jW&dxk0%vV! z2VH1qaJm10ikEyT{|X5wI6~%j*Hy^BcK6wZH8oCa@CExBcJx=?h`+ho6IXq>hB*Uf zTgI%iYChi4cojFC`1~Q$0qZ+j4G#2X_X4aTC>L?Au07Hzv6P% zOb(>e%QYB_d~fI4`Zeyv>-YL)oPLKlB;|%Sc4+3uxA>=q=x8V)iT}h_7b%BXIhgra zC}_tO3iuf~I@(wYYO2bb>ME+5!ot!*Yg=2(qVhm-QQ@1Bu_3&{QOwbS%;B-z@!{<8 z5$z#D{ULIljlKOb(*2F?9iA-?ZeET~u0GCwzV6y!oU{PLYaU`uqtL)fAjWG4*s=H0jVqN}C#e>hx&PsZ^_4y}C!%tgTyf=~_^M z;{}Zvg=MI?VdBHJ9Ud}Vm@qEExd!Xfy=ylwzHTDCjp)nQFaO}bf(r*eOc?Rt#fB3* zW~{g|%R+ z^~Q+|hYDW(bWijV#b3Yv6&;-VTUF=DN^7qOWnF8$S&;%Rw=Ad&FTRYGL0KG}l~!8H zxCPBy2i0X6Ws!a8VThBB*dd7^nn)NzDqbTOiz{vjV~a7qC}WK@-sobEGwNs~HP%Q| zjb;$B#mq#>pf${B8gb+iNLW1yWt37*>C<_8#DL{a< zDhf}f^;}9%rt@rSsivKBis@YoWhkg;6oHl`S)^TH8fpjn_v(PK&e~tC|JfSrt-79) z-j;8KcO6OfDN+fpWCE8fuPsSM>lsrFJD+{bHsS^&(0VeabkM4a)3v@O+bp<&*c5KL z#-6*Y5?U$9?kv0X^2?s0{b?#Q7;1(nhn|M|X}|pbyKlgtUV~S`dL3+V!U*>$q(cxH zd8$PjWyC70O@;(##u{(TF&w0%#t5@onn}{MO#cPjaaD?N>l?Xjegfv1A+Jd@%T}h0 zbIw=INvAFDf+ZGNNm2;tg@SU1FOZWW%(TKzH(l3>B~C4M)gn@TwbdrJgBe0emnzYp zqG_~et7ZE7Dwf%r>ugcTh8Z2(`^CLmxpkx42FUgmdnI%$-`8Gnn!s{1;nSrZ%1hZb z%iR;<0sgpi!pe8lAds`i-%^%GE+4j??9CpqI^jKQ-I?>I9cwlJcQ@UxukA{L3%1)J zybwxA;b(z1WT=e&V2xt%zz?rA@svG^{G^aBpM0dwGtX$gK*H6~(M6hy;X z$AvJIn-!~wwkxu5U9gNjZqR~iY$F>5_Ov)cO^$Tb2g5#y zw1|jMVi*|<_nf4^KnhZPE4$zMUY0&zk!vM|8>E=ZrzY%_?1}R`BqcA2B}Zyfd_1F* zoq$#`0uIA~Mk7+8G_zb9UYWI63J;dElx01-#-guBVMlo7aWM?&**qhd^O+e|==P*Y$H*X>?py~sI?AoQE+C7MX69SZl zl5wxzz36weG+r$)YSD~N5P}?iphq|QQRyuZk3=%nkw&PbjaaOEn{25|y;R6X#;Xwl^2`Wo!YDlZ#G`G)uB2SCSC7}Lv zo4al9R65C(PlhFweKHFvA!@zQDlJj1?e1zSV^d~a8a8EJ3XOTLM4>r5`PnZ;Rur^(6;$HYZ-8jyimm981 zHb-I6CHNA+N^Ctd?EkF(G*iOq1FY%_1j!y6uDB=eYl6FQ&@SfUi@#uK?wlIYGfosA z88xqu#|vZKgXqDnL4d;>x+K&D8s^{zrzRo>4$_rv zG^<@Lx65`>p_`r87(biiX}~Crf9|uddkt(6eAm0g9=4-k>#%1)3@sC?ZN)mm(lbkY zw^rivg-K@ZY5z|prk6Z!B*(m5~bH&aMI*RqS{h`(QsVZ;*R@ z?^kw^M!M__FKK(|M5`FZmyYbWnHlaK&aB{(*6%Qfm<1#fcAZ1XW{V$bVStN>z+Sz6z2lsDd8Xt~SddgI&P zMAvAZkBoFXAKlJ~(lxTJXVOBucS*OMGP$p=KSYXJl3Ld^mAx!UEZY=D=M?5E8?@Hh5ulXEoKLegqfi^1${f$i zXa9stcZ3bpbkox?Q1^VsFm);gZMbEARmd?g*L{c5D`R*Y#9%7gavUKtG6tb+~tSSZBsJczVc(YE*b;bXF$?g#pKSFc^6Zc!&^~ zh(T0H1GYp|fkQ>Kh%|_4Hkg262L@AAdMNh@$7Omkcxq*sf{$p3rHF{87<&3~dkm6$ zVN^i82T{H!QTif$dsuw87ONS=X|r(Y|$rWXK0KWvxV5lb-lHH$mmkZ zIEG@lIv*&CW_XO_hJHTt73;Ti*7bg+bTsk@biK%n^A?0ec#i3~Z#>d(*CT)cNB@BE zbwZX1da&1DGI)s{NOPx%g)YW(Eqk&1|lZ)1W77?K1hlKLnFI5%rLSX~WOAw4*Yqm_16dDOHTuD3t31jUiW*Luq!F1b#+2jbwOsVuqB`mWJo{GjBIQ?I(BO zI4E)0J9D@XH;IQhiHCidi)CqxfA)u@LTFI7J%v~~TEv0;=#g?ciHpOC2xw`_XcAw* zml1b?a}}3vRdC*?8mXt3l0<5t*jQz#M5{-a9|@U{X?y;YbFIi(uSgNN2LBO0NEgC~ zi)RU%dRUI+NSa^yT1|){Pe@zDSanh9nksXBT$q$cIc*c^Q{P83(zuj9^_0u?nrD`c z(iJrA$8PY4GWXF+x$!)cfksZc~DkyTR_MP-q zVnAeY2}+;wDPm`UlDMZ?-N=%D*ube-9p848_67?vG+habvxIyq9!S5m4Og+ck7 zDN0z=#FVtDq6?>#^rf4*nQ7H%KQBsUQ<;8WVU=x$ne7&5?{=Yd2>+sDS)@xxmZABX zNop5m)nv1EqHbB9CX;bd1;$_5Q(HHdx43iK{OJMXqe%bm|1iQn|OAO zsimFvrh*xnTCj>a7@@AnRJYc9xyC@W$fQdOsHs(&gQ}drSUssJj2A&MD2k(v`i1F4 zc3pRv&v;YJ7>zC3ly`-jy$O|$I#j`lZrr$TZfHteiAv+RoTYR|Vj$2io zo^hS=Xf{4Hr85_&3dv94X_E99g9|DvBGW5Xp`OKRpW^vV5LRl<^k4hffG!g_MS!2} z#8cIJo=O3rA2x~@xt|MWHwTzWmDQ`^x}f7~gAdAz5xRpdS^uFwN2C+iUYnLypE0%|_sMm=(G@qSErn|aA zw~4bG`8ineiPR#W8p)>1m8SV9nYjwHJew?a>P2^YnRyC}%OHz7rY}lLvVl5ys_M1g zWvH>GY>Db@j5@Jrt5cK8o0h7!j?|?D#;eQPW#VT@oGP(st4W}$e#5y`#i^CY`FqJp zsDoQa^lG^Cnl-VSUP9tzwOT^AN}iGDn8EsT0L9)2 zz?Tp8dbqAyJooCnA6r#Q_H-o*r2#jv(T2C#yQM$@T-j!@4ZCf0E2(x%y4o8^6}x5v zv} zS_{MZ3rB=Y!^ju5$)-n727Qa#n&ykQp-X||>;J>OE4SP$z7b2la5KdCqqp10w?m_` zrX-HO^R-nRHHgc+SggE>p}7CYxB=+6h!$UQYqBdnLcGM_8^mLW$4Q)! zuKYddyN2r9hTjNha0tIcTEE3i$}$|o_v?oqBxp~X$^pB0EK9(XRC!Ko%_BT{cQt7f zr;!d^iFSN(G8?mXHMFrj$lZ*=^VFN=4FAGPd(Gl}#&dAOnPoe8N-vseyrT8O$jr}w zXT|@#e5c8iWBbg*$iq`;b-LWB+_u1a<-P6mb#zNN__*D)nyrs;pp9(CG-1I`J=Hc-RuC+)vXsd9E=66sJ4aIiM`M<%Gyc{pFW#TZ`pFNxxj0Cso~wJh>h6Z zjWdg#Zr$j9?OUqwE4bDT&~44u{T-di(wv%yWd6@73Bcy=Qh zr}xOy)@pVlC^#~@n6Ggk=y|N9t1Zmv)kuv8-+E3}V#pH+)PMZjyiL0zw-n`_&8thf zkUY&KexNa($PPNz$z9gCbN|-G3$Htty!`FSZcWOSt>jBMqNiNfpDl$13*Rcr(0(0; z&8TH8dfs|f%Y#kP-2CMZZqemC4wRf(}nm6gH#zC!Aid6(pIPT7~O*>&E}p0dBr z?32*UCu?PZq%BwwE5gLx&V}xg+H7**=0uyPVsQ&<{&>zi?yDMCUsR2KM`7trO~`AC z$4Se`jyBxwoZylhYm}LiDePus#HacUgtd6*cJ9w4E$ga;-H58)wH4*qTjsA>l`EB9o@Gd9e*KB#j|ehuH@e+o$dN2o%}Yd|JH0I zREU8++8(Ij1-k6ZF8|>pe#ba&pimGWAO6=XnBh(lPod~#8vO3V4(TLW;VB-+0Ak`D zZfR1T>4p5QI&p*y{L4LItN{dIn?H|t=N-pP?eQY8s z;D`F;ir1Fi-R!Q}>%lJLE?cySzpcK)bP|1>Tod6I%m&%8jGv`-16G=(w*7*eeKsR(Edu$dv4I6E#*Ex zlrNveVi)t{jsFMUWBGsW>s3nga)ut%JM)E5Dtk&;}MxuE}2c|6B?CHsa2~`5Xf$|UGCQ#29JwiBH0`r z4A;W;l6-|vvuE)gjo0V-`>?$)&`*$XuuBdxQE`#6F(8E{Qc|)-Qe}aH;zF|`Jnwxw-jc zWS82yS~vSz8{4}ZoLhXG{CnKIJUsne9o?GuJ>GT}R+g1DHNUhpbmQ~0!lnuj3M8q+ z=wQMj3b8D7*bw3&i3}$`tQe7EMvEFTZuHm@4Kp&qSd^5Ruh;nqeYh{ecJRpXt-!0MtryfD%pbti@M-%lfVfP-Z=98 z8+dTx!=rdLBnZ%PiAvryXY<^R+dICCGO1})xpD2;|6t$#o%?p;*#0WHG2Jhq}_r>bxitE+1#~Zl*J!oRZ8j&1CXSDgVMOqa<~yZ6 zRbWZ%mc>Zh&_fJ6<T0zf_}9bv0>Nb#>KPTYZ(kTr$!^cHm# zllS}r_O`(2o9#YV@*8m;TR)psR#@@fSKoeVl@&9|Gz*yEfep?KVSxwKFR@)`qwiOM z{2Hhr8|QE$&y3gVl4Fen6^T%fISzT_8@oDLPL#t8BV{eEd>PA_gVK@U^R=ua6X zN}1<4eclS_lV9waOm9^Vn&^&8UixOHl@_!{r{5y^<3}QC)GodF@@rkdM%jl~4-C7M zUSLXl>|lk}E;wPf*Vc@{0p*UH?ztD123ObaL2Ncu=;OdP+=L}o+`Orrt++t^qR@`VrH~*Yl#6=&SigL|e?-KWNi!_vX?Za>Hyz#ZW?%HX; zowQSR|8#d#dH>z_;7R2jMAdp3QCG2LJJB{zRIIp+i|S!1-EV(-l(-ZbJOYN4e|_}XOn?9W^rq^b6yQqHfl7_dHMr7LXoe@e-jxuACsbjC{FSeN z@#}>xgrN)bm5UF=qF(e!9zOa;8-6rTViXt_Z%9`}BOcKT++!S=yl0+bRW5$z@tzW? z$Q{pB5sQXE;ug0^E^}SY66wlKCs-$#560^i$YYJYV%SC+&Jd0=l%d<`n6^5$&5n6A zM}HVbj}kr1S3t}_K!ms=>$FIE4uoI>$H&M;D$1APe?-q%LzL0*|VOD8|Oa7WxDjBu085v-K0ABx_A{cQ>vQgLaE8n(yY*g zz)PV-Av#f06>l1Ob66^v=Z`@?FOi6ZBF;u>PV8w>fh7gy1GlGA3f|IsC#B~~BXU6g z1yD!_DWE1h*;7ttX?jozC3kXa6rA4Frv6JRol1#RDOvJo0(7cUN7)vtNfM?EBf-TxTJy3+NHa0JGciVX1=DqwYDF4lSFd2$ zHLrJ7ZE9I7B0V~@nX!GXY!{|O67jHCKlEr2DJC8A*%G)|4K5_FT1(+#RUxQ^YS5ah zxh(wDr_r4mWsggvDPa<`~@5Xc)R!42^ml^Py zFyTeaviWDW`DLblVGB2hHWa}BHBGBDsw=($_C&Yo=HQ5kSqDFOS@=Y$O&S*+pICUE z?$mJP-U%ovc4wxR4c$3KEMd$+7{zk%r+UJuI{)~TwRNU|7wqOGLWKqx#{!NfTqD|J zx61X$7{cf?khf6}?!#-mHKak(+vG2alB+IlX`fEo)hJt6f-*WPRjHalEjAnpC;`W(pTaq|qBLO{Hwo2~K&Xk4;qkz{<;AY7J6l z<0@WW1sl)0futUH7_19nzRrehcJoKl;rErx?|#mO_b7425C}{R{VeBj?KI<+S8c1PhZ){N@h-@4iRGrO8{gbj zZo65=N^XVsE9@pOE)Qw$KTj>)BTKjd(Boc2a}Air9!z~2*&rtU8xxtRy7^Rf41{ZtP zzSogByE)CziTB*a+`ajQ)ZKizADr9#cE9&MN@9w$zO6!MxbykMlZ2YuC2a6TUU7*- zD73@Jy1_|#u+a#O68ej1^#5~(wzH%CY||6i7<}y`sI@t2Zx0rnL6?21OZ@Vi zKcT}`C@d6-Bj}$`7V z|AMOC^343!kGRlp;Tq1+dI`R|2DC_Fm?}=K@GJW^?gBGVZJv$;n~ruuZuPRMF+&+_g^+OLuR zuFiJKA?EL82EYw&3~Po<@CWeLFb@y!y7*2H2e4??$AI?GW)x1{`s~aOt_vd~ z{mM?Jq(h&CVDcL9y%Mcm77g=W$I))37&tEqq44uUv8}A{^hlBVIPJ7l@6+NX)O=_Z z1c||RuLoywi(IY<3M==PAO>Zz=6LbLZczAaO$URKb7&Fhj*rFAW!ToGj6!Q{o)4i^ z@3g9E^s2EGtmFF=D=LMGg=R!w?;{$_vlY5a)pZ{_hswO&;fu z*UB)ZE~(!Dk?`~p9{+6u9*yH21@1+DiycL#5fknp7q7Y)@PZyLzUB*TC@!rY%>o}| z`?`@EHLwXcatTEP1XuA=T94}#4CP|a7*7(3Y!SmasTXHZ23wL5TP}){Nau)A*M@Ni zg%Krv?FY|=J%n(eobjNbFQGP%Bac$RKv4>n@(HQ%c&re&u#g0shy2dZ%nos@77-C` z(jMvX$s}m)a_L9-@PAfv9?vq&9;<-5axB~A56Myuk4o_JaJdXGE^W%oO7;5zHc)H3#7~uI@d8e({Vbp#;xF4%I^%*N4b34TP~s+VA~}&UEixl7@;I#xDFd`4Ye?io5RgXF z1WnBsW0OG>YvTW9<^jG#per- zL@VHu5dWi859jg^>#~3ZaY*~{&NRl%zLE|VvN}noORwb!Cb1zaPtg!F^DGWET$DxM z)J;)EI4g5F>2w-zr9i_m{9cjNI@3e{G;uT(LSa${V~_}n#Y$@KkZMp`mxJMKyxb#NzzX#6<&>n2jj6<6E(voR8g5M zHUA-Tu^#p3a86P`CteQ=M2l{9Ml?5{5eZ963D4DGAF4%HG)|jR975zNujvYDlpJj| zFcC2?uhQ&B>_)SU-qs20=U`fR;57=-{vUFvkluG|+&aRYy z2JtP~&}7XpEbT23Yt>q-jFG;@_z1HSH7HHbYE8klO(oW9Bi7PJwNABGGB4B9)KyQ# z5f)EyK?l}s6=7ZnHD(Ak7h5n1$`%aqEbaUiQeBg7?dfdy$x?mt5;FBRIaN26O|7Jl z8cEe~xAu+1m0T4!RZn9%x9vdr^!1*zS}PZ6EtknIHyxqoSaae~eHC%>poJ$bkP~bz0f$yf8N-u=UW!YFp{cTPctt!xdGBcU%MJVUPC% zttkXUas*HAUGo-tsY53}7iMAbC9ijMnRX6(?rs$eV7s^RqL+&bHVBQ52$9bD7M5Nb zc0k+r>8=(|;dcrv)_7tRD#1@LO99ioxR7Sels?h)64g`_ zH7`^_V`8y3er;Gz5m$%p6cv2|GxdfQMN)Es<$1-|h!G)+sP}qZkco9s=KmIT47c~5 z$Pj#)B~q&xHjmhd_Lj43vl$Z>jfhejZRl`$xQwrlco#Q~8`mRO^$Nw-RVi0#;#6^NNPa!Jr#$ySS7`EsWBEc>{pTGCLZ7}rd=Ujr6p zsaTiE)Rjete1Fn><%2|(j$w_Gl#@BYOo*y`vvqcC&tUR$?+2H{Tp@PaLvoS_vDxojV~gn*vvp8q{qbHdQ~%80`HlB<9AOUyf7zom*KQ-x zdX?C1o4CSm4~lOYC$G4dBeA7n`J=;yi<8f@zSsyA)>BIhR3)0HDH`iS8I*$>+f>#2 zAeUV?T8;x+l9d{goBFt#%aEtXkEiN`J4}tUZ>19dW5m#w(Y0ptrKB0xf6FnX2Q^EHn6LRlYTV zm(GB8%g|0MA91LRcKzPd!{BKQ3VL@R(DD-6QWTSn8M+%ryO~QnLwfp*(>snj4Ye^k zDv#PZ6|}PFn*fIoo$ecMDfF-#HL_V6va|TVy_dd+qbX*(Hfx&sI6J48jg8bBy(fAe z>YA>FdNRJTVcxh^C%2HwuK>$>wmY1uL);u=@{pCdw_}zx6M2tilB-wT#mP*O!8&%0 z)pI}G!-LDZan(Gpn&B+Dh1nV+B~T*4dxU71!X-S7LtDuQOnLu7^1xErd0BbDr<|7~ z53%*zdVO1N0ldm5TTlGk%d>~dk(fI$JD?8sd=)%)*7vjX+Rfvpyh&Tm8|1WQ$Ec+; z$u`z1xmmjV_p$vMy7yOU#hEV$-Om@us}UHv`|!l6dY%uDSe^U0^?A1`c&eiMX7QOO z$WoxQQb(!y#zFcKITwP(K)cu4FwKh56q;(q`x?j_*3CO>9o(lOoL|_xz%(;*ky^gT zJf@wCo7I-F_nX+;)|Lqv%mW<2!yIpYoeBuOAq*T-y*R>IwwVb1eJWU*(8936FOG*D}{KZ?GbyfVUjizPr9g*AJ z#v>{H;Hi=EK&>$d$lV%0iQLuU0m+YCsF$4Lm9xpg_R0M^%6r|}e;L?EOx|TV=H@SQ zFbuoD9G98hzPnu6DZAsd*J#XKMAO{bjhW3M?agyOK;oR|$-B;F6n|GcMK;_3VUxN= zJc^CBgcB&o`*Lyme4H13?;4%nVVu%cf>_`A>ZN|El>5?|yMrY?O7FPP{}-Gwm-qBl z>}UK7PF>+s9TO8%hC4CRdS2G=K8Lxz*16ql+ncX58jiiKh+p1_SF^wI+vZAo%uIUA zT|U`W9_3jc^0k-nB^#Tiy>F>~QxzQB@wCC~m)8G7e>lNC;=g?z#GN^JJ-)$h;MpDN z1>UKXL#w;G4d-3UcRb%TN8fiJ;N#BTTZzX7P&`3+9h=_utrhah3|kVuFd?q3?{moK zUU((m^r^q%uOIZ8A=lS+Pyc$sq`dN5`Qrh6G(}gj!>r^RE9I?R@>{;y+kf(>*w^bx z<~6$rldiM(qs_5DMeTmhfnX#WeS}0~ahN z`I4zzD3wPcAdu7N_B#H4577B@KVP5V-(a5M-eDo&qGBWAV<03VBqOC^Wn?BM;G|}v z-e)N2XrrG1L7*wBz^Pm->*}lQYUV(IE$;uVZZ7YxZ!hq#aBiyItZQttVDT|5^0RYv z^R%*bH8nK0b+)ATYXEIHo%kF%csA|b^*Z`QqrQ$|*)!sO(VluuBuRN3SuOPDTW z(wu2?C6=64bczt!lc&$1K!@%u`qQXTq(qN0P1^KlNG&}NzsF6Ru`YYg8v2UbyqLnO91yWPVBfb zB@H*@anIn!i)qUZmlNWtPX>eB~Lt5`rmY{U!`y^^WDk;9kV9y)T_ zGBqSql1_&&C9d@NQ{={zGY={y3K8fdqd%`s{rdFm(zjdJ-km#k@ZQ6JFJF?R@Q)qT z=hn)B>jtl2*|>o-y5D_&`t$SWx8Hw%_yIVefCc_{PbUY~16m;gIe5;4=HxXDg@sjk z;b4IQ22X@}d^4e5=7=~Bi5;2O7%8*NlT)?c3)dMKiaD!S;Rh#*EIh=Eu* zDTcmiI9FwB9SJF?n|c}wWu1!pDXEN_da7Kds!B(asiC%7Lkm;@+iX$7SLIb!QRN$Q zcGmf;ufYO4Y_K=U)Dp7CDqB;s%r0xJvnX*_l5=@prInxZts$s=on)5JW}o`wtzv!g zL#~kK_Q)WCtCBJRai)g~DTRy#GE!fH(FQ+|IoRCv336-7uUZ z#495F4LJ%Aq*svZVv-1EMjB;x<*r)F87;Iq zH>>lrJNw-85XA|t+|d8c6}=qNN9P2bZ`O8^8yI}PSDUtKh&5&}ezxXu(3uW+&5c*K^ zwx~yoxv`IJ{No~4!(Qrzj#Es%| zm?g*gL^!Z~XDj3RO3UGIfBLH@KKXagGtr53?0I4? zX7?ca(AvG@NA)6-_I#I$IC9idY?EFgLz>Z%f|R5Q1!;^*D$PnJ!lWpws6-(-QNGzR ziz_8nk}%1n^s!-mv~gdR(CLwNlCn$tJgPmDnop!Y2Z%p>s#BwSrvg$XetU9{0{_Ix zUKX!}H@#*UvnkfGGRUi|+Nd+n7Dr5d)tYXd8#UW1*Kd(kf^S`w3sVC)S<%XHHN?mb zbJhRED)y9&RpqqYX@w@54vJ>b78M`x7erEQWR&zHzHY=A>nY}- z7<^Wuy@;AW=7BJWR8`BAsCa>mW zjW`EaIPJF2hN0ArI>F1%^t!jiBqs4vm8wq_Gj+x0@s&TbP}zW{F0%y~0C837U{3$x zWv2h7u#bUkk2RjOc^BN^@YI4xk?NSqMRqcjbNpm;r1Z%lB&}$t>>`-H_Qzem;-en4 z2swvtY4NSkr>IbNOFi3py72Zh)jpt zZYV8!h&Hr!t8LzH+qd05M!g6r<>M|d+pt|1U74-yGzzmsot-q2tZU{?c9Q?Q=cE}? zjUwJw$J*7f{`ZO78}RiGTqy9BuRn8z6+a8~D}|%a1qLlDF9-S9tHm_N-GaM@=;A-SYDIPwMjeCuH2}Wq*s^zgqxyfBOJKCF9 zWhh^np?NI3n5`~kZi?OQP(M;m%gmZH`}A;X4l2Gy{AQpJUFd|bXQ~sg>ZtBH;a5Ff zwkQ(lv6SWRQ8#qSGr#dzyF>4-TPbCK%uOyGxFzL7xeO|w`thX!m+CF$BtCjov>vZa(6_++{PV!Fv0lk z?Q^^P-uAxrcN-&dr@fHxCO7ygiT#ZgdvD98>9eJa{I43RG1b+(CZAOAPkQ&}%-MJE z1z^7o;CL0B0s7nlzSmJ8+|el!loR5R+HQmx&M{2_>Riw5U@RRT(G?yL9-h(37}82C&bRtXbgAPn`Uq4;mgGe$MULo*yzERXJY#Fx&!3UZ7Cm5+)+0 znP4$>VCkvN8Y&{8VV@-O7$eqQC2or9?bWAol3%?ZuHcaDo!TFkVjs2%?-5`s>Rw|- z*6&$M@MR0}txhD?VyTeU38LGCF&}^MqPnrx+NnbNDUt@p-!Oh3GKL@bCF3%J+c=P) z7n;cV6&JMq;spX3GTDfNks+kqpBwU&Cu)}`#Z3Q=lD?e>E2^RZrXx+{pgSTUJU+$2 zMTH;+pVA%SdLF7N;djj#1U6hgu1*CWBup+M*7@TZ(j?vS z;}>RB8RjHUMk5$@;ZHW%+C5L(#ohdkn=b}gQd$&7EhOEvVJ3lN-*p(3%nX~E;~knL zNowUtHkB!U&Ny~g;(V7Kwi7xg zCOZmed4;5L#-oWb4FeLP12SCdq~$-_q;y7SW?o!d8p>PBrFKeYSSciTP9LHzn)?kK zbxNdOg;Pb!oZrzL4sE2VbtHT(5po_UNYYbDZY6$pC3&D^>Dc4aA)&5)=XMeVF3#jb z!RB-}A5QvYYW8GMGN^+#s80@M?^qHyilLF=2ZBzaBU*;9!6Z~-(i@`LdeWgNElZdsDN(Db($PO?x>CiDRcp;T?QDD=4H!u8tcu_ zC;Fu*+TiR7W{kopVi6}|Ua2}NW_8FXt&#suEDoQ;*_e=y=`C^*bOG4wP$yk3=#X&P zXufG^vL>9CCY{PDDlmfsMscy!r(Ebwd1F+b+5VAZZ~7l_ z-i(!I>2UfRed-{lx}$Q^BU!2>jo}wpZ739e%w;C%eSl|=S`eA8Dv)9#t6CyiHCLvv zo2e3rd4dx~j+1&)CG6Q8M~>K3&8M)|Cl9vhigG23QU`w)A>>71OIFdV9_daR*O?|; zsj8{9POF|u=(a|vw?Zhmh7^UKNKuYY_Ee})Vkf^;;L(p! z9jm??>vvG;l>V#G%xD)7qE;Ou*5v=Fv_@;kq^dzGY{G(|t3GULWs}5eVv?>NUoolc zIce;1B<=Yt$O6!$Rw|_$=3+KQVKz0iWsfCHH?8WrGlcVyDqKGmg&omnWBm)I5sM8hLUf(8NOmE z$%gGJ4Qr;7t)|ivr!wa)IVY&%sHk46Bh6~9QfHAetnxW5-X3Jc<}Fw?Vu3g$++ORg zDrttroD6!{U)JC#!sp|ZEwMT-rt)jDA}i(U+0n_Ef8yiAMJC@$Y|>KZ-Hz(qrIhh} zYqy3gx2CS?A|)GT=m{YzQ8xeC+@7I#qN}vR>%6H?9L}7Hc5QsxN&QUjz6vkrgsk!A z*;uMAjW+9Lp{3h)F7%e5-Hu@NR)p$s>-aiLZfwh)pDua?C>nm4sHMb@6QIX&~_i54p&biZJ)-h)Xvu1 zei`=i>BC-ayk@O#+FLoIDDbLp$)Yb2U8)D0tx{}im+Fb9uHWm5%DH*UJ^edhzLo@wgE}?ADDo9;NM;T}}QY_FAv~na?-!-R_oX zz4~r=1*eKi?h-5Ub{wxCLsjyU@W4WGA>Jqjt|@mSvK!AT#$_iJFY=|)FeF!N$4&Cw zbg!qio>zckU_p(?O6ebm@7-gBKB{YGsJOK|RH*URwVqhe(Sn{p{{un`$? z5rgn6&Ep7LRSEwmSU@Khi!Mw#Vc_O)6K32azw=kMarQ=-Yf2Oj>#$7m@C)kd5BI7@ zLMc6Zq&Ii-5x4)B9uMyxpJWpgA?5;<2{T1c2>TLQ*^L#;EyWxO2d^T%P^`)o#$CHCNC+dfiDn?;wL+W`F{2JYI8P^brP{J z6T#y9vTT@gF6yb~Q)dP;AG1J!t~|@#?(p(2=QUpMwJ!@&_2uc&7IOmk^||FQWypes zb}lr#v@~xQHFGVb@&o{iH7S!aH($2dg7b{pN9%s^F?y3ufFFH6Etsg^FjYMAB)biHnhq(*HDLp@UY~f1qd33_<1m9O0vi%9+YWRA z_DJXLVyg_JR`6r1_r2b6mr!?R=c0nJxENM2Mtt}MS*k^~QX-BzitKh=^cYt3x zgAxDuBY$9(!*&i&`908fu4-66XQbl(YR(yXZ<8%>zjvFD$#AdoeLJ}uEPxe#IG&5N zcVDJPPq&|c^q)&Npo6ZqHZ#?RH=%C#NoO$^UpJQTMN8|rdCxIb_HJb3>rK12zDl@! z12Ru5uYCs;P#f%ieK|II;G;7#J+pSIKRT<|uw76!l|QwDe{X|tHDG2*gm*fpM}dWt zHIeUUDyJ;Az;B1&d8BhMEDKKkhYZM|B zx92%a-=?JNACEgKWMgHda!IiN`YNiqyd$8J*P}ys_OtF+kJ@rTO8I_cX7UXrxhMbo zQWHESf0U}L^Sb_f>qH+5a@szV`E5IRZZ}Sv5A?i0?wfDCrjL#jt0Xx~aRu19!I!)- z4=Ec9y2?{`ptC$sYF`?+4JE;~qI=<<%Vx}%JYPim-c348|D8(Mr^Dpj>F<86bS3BTSyWnU0i*LJNOQW~*S}rfJpIQ^5 zCfFGlgt_-Tx{IR)S2K#Xdv>tBkazw`Wc->V`78zWX5YJUm-CaSswFs|2Z8@N#oaU5 zv*oGOJ?(3~&TE|Pt20XDY-t0otwMZlOFV~RWGB0)#p7VGiay2l z9yfo{17X@HeLpRIeFH(K!x;`ank%}-8H z(NM-uxw_EQ(N$Hv6c*Un*p^t8g$gLBi;SkFjHHbs4v!9EyHtUk@NI*b#!<3_x5@D`uKbJe0uzSeS3d?|N2=|$8DN2 zgv*K*BSHiT5?@R*REYAR04t2GGH%q^k>f`z1hj}0Ab_OFkzEiCl4Ph;fRiz=pe!k~ z=1iM3b>`%W)8|c~JAVod+Oz0TqePV^Ws214QK(CQ9%>pgrB$pjuWH3glm5(Wz0dKHXY#Vra=?Cq)0Y&{#uZz&0%Ln<1AJ zDszORT2$QlapcLBFK51z_$lagqQ7(=2RX|>&9$#}+nxJ&@8LDM1Ycgfqf&&}93MXY zxpesL>FjYIy;O=QBq1D zwNz0|7t3^0O*`cj8`c=CtuP@71x5)bocL{uAl<5u$yeo*^}ShRC9Y2N>;S|)QnoV= z*E@p+cG&O8BlcK~(i3)BWYudUKmGFL50@t{@Qc7-9unr5V-R)FLQli}R9te$4aYKc zF-x~Hb=zh4-N{%4bu(`b!_lE6BHE?LA1^|3t7e%MIN*-dS~A!5%zA1phO26LVTU7z zc;cueu9)J7FV>hUipe}PORvT}%P56`l9LOP;UsuqFVCB6Pd)L{i!W;j{3Tn#wmlTF z)E2u8-gSQ#I%uNZ&1}O7lg3bKq?dNOX{2FuP*neWZ6nkO9eERQ)!=CL`c+@U7JKZl zYlRi9_sDK?&hgY{du6y;j@vt9<+hu?wR1I_JX`xd+ibwUh7S?^qLmgFTl}jwz-yN< zaIhh`Rq!xxXM4~frZdz$bIzaMT$)HN4Sn=UMK7K7N>Rs@wi_AB@rWG-{~tdUF0}{|5*6ngExNo%5Pvdq2 z44rX{ay$bU{%oi}9FD7KKr`A7ht@+N@)mty{IuQg0YJ?LBzfkm| zhH^QbTpRC1S;Cfx4T`IzBL=D1O1dpVf}DICAME2mTrRMd&7q|s3THSKChk9svsr;) zh#+H3u3m{r)cP9fIY&kln$wI;{8ayUO>1V8e%KTj>y&ZChUg}fOY{-#V0lhfrqg#I zu*r#zK+PkQ3BOLddpTKY+de$Eku+EZsix#K;UCA3d88y|rNwXHu^ z&Y9k5-!`==Ka6rSqouoHM|1d58}g5J3o#4;IdCf8s45Dq`e567IYF4dRHnVFgf0XjQd=$RHjvt5_}M zJcf80BU&gs3x`&_x>d|x7GBbPW@jNu&Cf<{G?N@Dx2|^5 ztVu+ZEA5(1Plh(vE=iQLrLEggDIZYYwh+8bYi|vkEW!E~ryOix0@L=ZT*ef+u}!WO zewjl4D2^`z>V+}2h0J0oGpd$@4QM$VTJV0CUKiD9dC7a;ZPLh_l{8gqdBj8m{#L%i z6;EMHnTCAk*Pi<2t3Lb7U;hT!zGaNlnyv!9NCb4Ze3;{W9efFdevh#fX{h7M2T@W< zR8i>Ns6{>8VGvtY#8f3Q=1fC1l9uX{sA>WMSvvrt68C{7R4#LETw@%I$5yVouLvLf zWBS@MxIiZIu9y_dS=#^3sIovRwRBNTrutEa3#wcVOMK-KbBe2$4fg&z3JTM z)43>EnH;oRzxfcX?3G;~8^Ymj+$(eh`<`Cs#MhF?{MWBLs1vJN#UirnIFi z?d345X3Xb9q5w0A=9Wi&g9P0~o5LUykr)E&b;k3Zx&HM$hu!NE!@3nM_U+VQ`Agvueep~n-|Mg z*sxB{OHb}<%x8W(!=6vu>ej(?C#>=+7ZS@!uQ!o@9HzNVJ?Cd-Y$hXnamu#vb(@{t zXGc2Ph3Ef0r+fd%g(qD2+Gcn+z0F=yj~hV!itp*24`epE1bStNce}0MhOz0}WYtG| z_W``5e9Ey+_jZJWvm*EB`&&;F7WlFWj$ugeU68{MKJn?#(V*vF=$?|e;wj#EGix!7 z0}cb)IMgdS;BvjzTfmW1y_O=mTKX-`d%od%ISNF-nX{9dQiYm3oE37in$bCCGZY!} zIV;;g6x6>DC^{AlycQH95SbUy5f!m=y2mRgv${YXG$@H7kCQ+HI1{_B8$t`BJXM1O zup2ui9Kz|tFFuo}H99asL!-7M3pd$8`bxBaW52r#j7QVEK%y*dFgh}P!7}^@!>cwm zOvC?38ZBljEpSS{8;m?7ECts>wbiS`3EV@rdM(!5Kw2X%lmk73+Pno*8}xG)(@R8; zQ@{q4Jl+DtJDfaSf<2pCA?X4X7kV6?Q;^)7n%(m~QC!2{%bfZ<#p1I+ZRQ36YARvt(!ORJH(*kK0GK6fZ|2&`#v|TH#>>D@v9#4!$LJvKZRPf z_N%>YXkgF5Z zBgCQ74q)Lec?>dTvBj3lKw<$zx9C7V`M?%}vJpI=65Os61V@MTC^L*m7j(g-D!BkpTt8`aENywTPt=gU13aWW!=&s7HY`P_9K|+#!y55F(_*{;ip4-NH7L-y z<9fA6T(uqxOFpD6S@TL=p)q^hod_&FU(ujbilWiuNg8uR9J9kCJ4+$^wLYXv=jy;< z+KYqSg@LO^?DE7J;;v96MW}pA#Z(4ud`xasMQ+oS^@>A+b2{09x{lmTVj(m=K#75> zl9BAiC=or_VlZNKH%KhP>nlbfQol*oRcTi$(O9qCVZuSbV;vR%?PT=2_;RCnL;(H!jh@U=3ynzTt-7% zrJsyOyGxaw8w`bnsz^gP{!~gF-Lj@!Odf5_s6rr`^cRt)v2VGflfpQh03A zm`t^?Ji@`j$Bx4rVH5?HtTpr8HBaKuD#g+Wz0&h+N4>PQ>|Dp`bkhHK>`TKb$eE#; z-WW{tNswm)(#v7Y9raPq*~a4RQ$B?eR+Owb3@0(0zg#JnjX0T>6EdK<5aY=&NSuAklW6?L>S~k%T_a0L5xycgVx$f&vPPH zmTAvvdC#Rv$fx>5*=WdHwN?Ak&m6r`q>Di!0?_^eHyh-UL`6_}4al_-!Z2mcJkU@f zOv02rihgY#KForB712x0N#y}75-rtvy_*)*%{&^AzZlBMnNR->n?H2D*#0!6Jl$A4 zg(gXQLvNch0K^vRsuq@d$DBG-x@1yPl2%VGOI1_LNR1^#T-aW5wV0z;G6hTRY*Is1 zSzNM24}8}Z;Q)fF&P?Q>u?a`*?5Lz|PsFh4stdUVUEh05FL^UU!?b@|~%@Jj{ zlF-A@1Xb5GTT5j|e@fdGjh@-81X8tG-$GS9Qq@3lKf)9OR|O<&^ckuBTR*+1aUEPN z6GvABw*XS2Sv=YBL{qrD&b2(&HBDA9#m;86o0*kcuiaedqfQOd)|+!O_}sa|q){5O zPjV$(EyLJz&DeCEk#(KHc74Tnm7RFyT-^0Iev(NG6}$g_)z>8i-rfz~fhFEHI$MLq z$tq;Ko{SrX^~Z)yRZYZ}grwNu%tmv~Ue;}gr|sU3m5`5}%JdOgIW*LBY^~EQ)1Ot- zNmNowJew%BylK^3`pw;+f1$0wt$(j9g*$+#O=F<>PuZmncXcn@&EP7o;_UlS zDxAr+Gb2F5<2~LO<>h0KvE#7y<2(jr5l*{=JsuBDLR&(mWhJC~oDtoZLv9(!Ctkw!C6op5yWC zyaR+~Jj`ESCXWBbixfD42cVYTh}fn=TFOz{Xd`7%j%HCVA|BphYZjeArC`0qjpy_W zTFhk)*56MBVG`~>fi34lCT9~?;p=JM0P~0xc4w+%;hh}k7S`o{lNJdx=A5J6-qhRd z@;OZ&!)u0M9j+fUE@S=4)nus3kySnlu!#S#z}6?`NQ#EsS7zdmSVVBf=Z;=jCC*u1 zTd*w9R$9n_2N2*dX4TtUrZGm{gpO%%&|WmI=|jS1i?mvIMJ;TBPAOP`=JRNsZO{wN z*Rvz);@ztfUEZV?UZ=L#F&`Z4(5_}|rc6-tpBgOG8>D~*$U(&B zTWIHcH}~PTS{RmWFLl-qZtcW&@7wHI zk;c?_BuH4;fMf3G=q})vj;fcIwCxV?6-r)`Lr-sQv4ur4k?GPn#uHNbt7x9v0Zo0#O{0_mMzHA$w zq|boeO*ZfXZ|lx>>y4FbAe}hVLL$KspkBD(=zM_HF2KH)bV+aYMXz*7zw}4XbVuKGOV{*C z|MW%&^+*qOQU`TYFLhLBbX8wWj}Uje|A^j^<=+vRWJ5hZ+2+Uc3<~&R6q4oA9Zie|Z0hk9dinc#5xhi@$h`&v=dBc#iLQkNyQllR&-=Jfd%W*^z5jc^4}8Fvd%hoh!9RS%PyDbie7{e7$2a@G zXMDw2d#|Pf9p{^B;eW%bDvSeZ?bBE%RM^DWHJXuXzfHda955)Q^7DKX|F9 zeuS_7n9qKh*M9Ebe(&#o@V9>P4}bFie)BJX^gn;~Pk;7bfA?>H_9H_9v_U3k&PlAl$MnrmYJBEot&Q{o1vbg zprWUwsHUl`tF9j-nXt04p|!KNw7R*xxW2c*yT8K0y~V@E#ImEy&7O^q(TRzM)g6O^ z9DaLx8F&A7baNAMac<^m=;`X~?CtLF@bU8V^!4`l`1$(#{Qds_00RmfNU)&6gZ|FR z8OM-L1qu}^WRSS$j~{H-I4nX0EfS><&O$OfMp9X_lgLt*M7dI>NoFub%8W^Krp=l- zZ|cm6)73{wk{C@xRH!H+4%z%{>vqA8ore#_iBpKMs@1DlvufSSwX4^!V8e5;>M5}OMX1r zvE|5=GheQZd9&uupiMe+vt!=Yt$?D$CySMM(z=I1P zPCWk|ZmQ*I&uRPc0&H$d=LV{Kmm^SUr*4hZ^_jEx?%+L(4;`NT`0t2Isqf3a)q3~s zea3$;A3mu{_%H3%D|As&)!0PG#~#kb77lI6QFT^v3^wTCgAhh2;e-?tMAd9?u;mm* zaYZ-CfB!A=h;@45x7Q{1)u$qTEY9a*iY>O{5=)}BWMhpu(x~H%JAG2(h}3{+NPvHE z0~>72(V<*Jw>9a;g6bmrU~YnWwME; zn`*Wx=bLlJN#~t*<_YJXb@GX)pL+Hw=%0fIO6Z}6CJN}Hg}QkLa!!_mVUkWkXOaIl ztAU7DG(dIo*Nr=Z%A=^H=7>yTgr$n=s;UAe-;byPsYphJtfozo8yFcITNu_>PLp$1 zDD1Gr7HjOW$U-P3q~=Jvq=rW_btyJSg@_l4oxa#AtK4quZB6KzCvLdpmRIh1=9-HV zOg>(hnq43gxl|rUK6M9FOOnITugp5>Z@&QlD{#OB4{UJ32p_C)!VE9$aKjKkEOEpX zPi%3;7+-65OisY?n*A=;k~w&O7UT zu3|5)7<7z6!#MQO_vvS1P>pPK*MBYxVi8jXCMjF532NNv)`&9NHP?!Q?REdyUzbhx z*<+_I_S$Bv-8S23!|it5Z`V!t-E&K<@1z>uA#HRQWlC#xkYL-jCv@G{wD|H*i+9}O~SuTC%ms4&%F5PDT?e^LS=F@eNa6}Ef z)d+IUYEu)4-&;S4aV_p1&=d9U8r7aseUPY85 zwU<8bsNY^GXys?pd&V7YxbIHpnv$`mBQ>^h`?FRf-=?Lsr(9j;;Shrz_Ig%XImQ zq5Ebi!y3}?hBnM04tJ=-9`f*qJ`5rdhbY7%67h&eOd=AOsKh2R@rh21A{3`6#VS%! zDi9e5rCj)&zbP+pFN5G+Ml``ygrpcBOk>a1=s`A?CvuI0oE(it$HpmcKTGS}_{ImI z6{hbsRePaqa=4H}s_uQM+Z!SkX-GyUa*>d1WF#Lc$x2f4l8(&eBsFPCPGWMCpzLHQ zKPk#mlJbz?9?+uNIrCxn_aN z!-$YPXB`hb??j+bTpi&^%{j)gj@8TN^scu}ZHmTwO5>EQrV;-y^Z_ncR9oM@l61f; zTJfFkj3+$jDbIS+^Pcw1CqDP7&wldrpZ*MJ5i6j@1Dfs|q5e8`;KIcCwbGtY$OIS_OhVe>}N$A+Rm1Cv}k1~ zLN_##V|K$sw^F7UJqIgRV+?R-%H>4 z)_1=4%`blUE8qU!*T4D&Fn|9`-~bnRzy?k*f)^~{1|QhL3WhL)A57s0S9rYFC0=Tq z^Npe^@Th=`T3wb3q}t9baluV7a98}>XJC|@8uccOueU1B#i~DiEN37bcq^1X*ERKu z?rP7`ftm+FSoQb^VO1Jsamd-S$H?8STbNbVs4mGGpE$UK}`qZY@^iU_Az&X1%d3Hu> zwMM+?yfAeV+A6fJ51lIA`Z~A3#;wnG^o%^(dREIlA5y3#mvb)Ewb2T4oD&$`^;w(R z)2=qQudVHFXZzdS2KTnd?d@=zo800qH@eTQ?slj9-Ry?xYWgHH6J8@=dA zKf2PB&h(`_z3EVYy40gi^{HFE>R7+J*0av_t$V%eVE?*0$$fK6!FpOQlR4o;)KtDe z6GbOiamwQ!G(rFQ?lZQ#=6cbSa2^}S$p#&sc`UklmHqG%kGSILwRnX(KJko?{No!B z`N>PZ@|dT*<}bf_%X>caoDcoyI}iHNi@x-zC%x)Vzk1WVKJ~1R{p(u~``OFB_PD3L z?r*<)+xtHEybu2Gdk_5K3;)^3cg_Dc>imZtr+wCkSi4XtNE(Xj1kl*WyWUU5>s@>Q zTPp$|a+TYG=tGU>m}21aA^qdzFI0i>r%3!&D*yV^|Nc#}fBx}5|NZ;F{{X0e0my#> zSbzk0fd6NJ35b9LxPT7WfDovF5y*fNSb-FHfe&bb8Hj-sxPcznfgq@XA;^IuSb`*Y zf*)vtDTsn2xPmU&f-pF7hsS=)XK_(eEznnfgd+_mhHLiGeL(nq;1Y5~IC3Hfa*IK1 z%g`<@H+}CiI3_iCNzrUJw-i?RTv*6{S{N5wNO4}6ghHMyzZ`g)#IEQjrhj{-;hkAI2duWG#n1_5Ah=16JfH;VPScr&7h>CcKi)e_B zn23xRiI1p;%y)JcHy0Q8d>Lncd!z_ubRwv5M#@lxNLY$T*jscrcdCeTtVmo+({j$k zOnanuH#mit=!P?xi|(h3yts?L*o(mUi^3R;#5jz`Sd7ScjLMjd%(#rs*o@HljM5m5 z)HsdSSdG|tjoO%v+^CFbc!@ShbF~76(nlh;b~q=-aw{iyt(c1K=wjNJeR(I3Gm?b9 z;62B6j({gdGKYQv(qmKzjsZE40$Gp*d5{K~kO;Yu3fYhh`H&77kq|kN5?PTHd65>G zkr=s=8rhK?`H>zOk|6&%k|J4>Bzcl1sgXN|iM9AZYA1{0l#bSiD)d;B@u*Qk7=$`m zV=aGJqvgkB=xoqd-o6h&0Mj313*<<9Xe&Jc3 z=V_kfsh;S$p6U6X?iru$IiKuVpYTba_i3NIRv7I{ho8IZ8K>DLX8l*%zq()k#NP477nxss+q)ytT zQ2L}&8l_Y^rB+&{SbC*enx$O2rC!>lU^=8jvYq5(7sbhg&!Zo$BBR^Krh~?oaGH}e zAv8Y8G$;Rrmt`4vLK3EY`lWu_r-1sWf*PoVI;e(PsEB%~ikhg5x~PuYs9E|@V@i%O zXO_v;gDjV8ak{Bb1((a|oS(`@N=P4dDSpOzr(R`#!^xwR+N!Mjs;(NVusW-xc!8LFOogf1Gc(mAe4Q=RH4Qh;Zo)v>CvYCg*bsgD}3@H(&ZTCenaulAa+_`0w9 z+OPZ?sp80;544G7se{>hLKBpte1T%sNv<&Ju))=)G%B$*x_uy3rzm=`W*Q`)1FatG ztRVmUu_7C?Bs;PuTe2v7vMQUhEW5HU+p;kGvNCH8I#_-id$XweiD}w#*C&b<>!uU? zrgF-uL~Aq{8;j{mQU+VIAnUG9dlXMgqTD&PQA@Q@d$m$qwOWg{R-3h4yR}{$wp}~6 zU`w`Nd$wX*wrY#EW}CKbyS8o{w{1JOa7(vud$)31w|a}WcAK|+ySIKDxP3dgfJ?Z4 zd$@vIxQffR$XceIC_%M`sd87elq*%;`mL9nxqpCkoYX}?* zFR6>Vs@uA(`?{wayQ?d^u1mYHJG;1BySaP2y4$J2kgKJ z{J;_%!4%BE6Kug148a(@!5ZAb7wo|q{J|m|!X(VWBW%JY48kb9!YbUtC+xy0{K7IE z!!*poGi<{(48u6Q!#do<2mH7&iLfzwI3U5l=9<4q{IE$(szCd*LHooXg`=hlx=Aa# z0Bprre8pOv#az6_UfjiC{KaA%#$-IkW?aT-e8y^=#%#RCZrsLj{Kj$|$8`TZ$97!D zcznj}y;V>h>bkXwyAvc>AOv@JOF{y{LU4y9xVw9>;1Jy1VdC!Y?(Xg~@!6BCwf2&; z_Bp#x@9yfVe{;hHRa{WBil?42-tqB%c=v|h?cIW`lw_&b{pUAoJyCoFlQtDXH&$tC z#+sE)8yD;mi8&H#c|S~gqxgH{Tzcb!dXpD=QwMs}8+tSEdoxV>vWWWfz>iG^^%XDl z0S5ZY8u}{k`^ruFD~bARUHa>S`kNN|TL${u8u~l#``b+hI*A5)T?YDs`km-Is<*oR zz1jUtdg?iwmsFc)O+pzwLzC_>lLL$8iE4S~d${$6c7pP^3x{?khmIPCju(bb_=nHb zhYwtaPlJXp3Wu)}haVe;K?}nW0wYiwBlj*NkijD`MI&%YBWR5y=!+v50;5!e)Lq+-#e z!s4WIY)AusXd9E=-XgWjeI`chgCTMUpBzPvYaVC6mCQM^C!gThB>ufxD{#;--Ie0du zaW-wRo1J*jy79&HXFd6i({wt6lSDa|Hgi_Q(}`n}KIC($N%J+0^GQYXjf3+U#0yOf z3oQZ*T^b8LpojTBsfB*mg+Zy&3W0g+#m^;&bJK-`w84w!JTaW!JhFuacIp8<%evm+v2zABk5W1XrLmS76*$ z4h6jWfAD;frG7&i)&c&0QK0Y#t79yT=} zx6DYkEkJ_XR+`&3ZrgUr+YU|JPD|U?f`j?FTZV3nSZJ$0$%_fA(~FDtwp>f%BwJxe zJD*8*Lm78}2<}EF??yH4#t!YqJnqIX?WUvcC6nxB3hrem?`1XZ!mit%y79V4CgJPp&(du1XB7yN>Q}Y0P<{9#$|MzR)XieLTKLJ3(Bs8&Ar^Pd*R|Ibbx}daJo*Vl=p#vyz^=KjgNLD|3oBy#HM5 z6d$yFN^pEi1Uh~B;_OxPDJA+DmCzZD)*1Ek8Lj!Qb%!yU`xa`by*J~Iv9x{oqaEY$ z858JS@Wln4(1n1^g|PX>Ypsh9?iUg%7m}b0=@*w`&8H{@h~`Qi%^~Mp%h8=7J6(@O z-`z6QN-n<&UFm6EfhT*7Qm#yzugsROL?2gT$BC_&fEw<=j>p8lkP{b~)q&*IIJ7OP zlAba8OV5<0kIm=)=GRd}O9AfJI}g{v&DU~5OCiJ8v2Hg}OiS@X*U>UJ$-_6POgGX( zFWi@b≪-?I(po=NzD`S3kbXW_6Sgk5w|=)xEo`HNUG5y(7uGYaYI9J-+(}ci#zO zx;H$!Es{B(gub&lcFj#WVYJ#+7+#+WHAvHZm~(#^PkERIJy^iMm_UEr2z^Lwdf0LA zSag5fM1S08+S`2rf&;bkx3R=^7iFYgp^snmStAdpdi& z`veArx<>j%1;>TQq$OmeWEJF7S)zkx7N2ecfL6va9{6ZW00byqRj{6| zbw#`q_vODC{oWTuT~afFP_8Q;PES0iE-t74K9RGWyrA*3uzYpOz%z5IO?*fj9 z>MHWaaz7Tm)J2M-oho=;>vlO;nJ-taLHJoW*5dGWmHA?q0(Uio2Ge@OW@o*9lBS^} zMEx!@y~V1mA1c+m24%}HU7^J9efd?abo*i$^t&2Vto4Ud1pMFxRBa6Tyk#Th4(%^l z$4kV!eHS-F7V4^3=PHv3fo98fo|WTG3Z?Y=aw(4oXzYtZg=flPHW z@txiAxUOFcgPT>j@XMi`93Vm?)#cVSxe60%A_MD+@vaDDh!Rt z4`_kKF=1|n#|#P+L7@6EB7#iQ0BA$yI0$?F2vG>%;r#Zg*eiY?D)_p>xRejCHt>{( zzRO>%2K;{!vzyrVAiVp9D+*Q*nGbzL4|%X8Rxd@ANklJIQV>=jO;%w<*Mggqti*Gj zd$WF~Di+xvdL2YCajfky%!ALcdq<>DRyR(hc-AifLp+C>a^TNK$M`TGhj4N_+;h{;uKL65{%6UpT;G5Iw!^@L>4dPWZxWCfF@+6C=@2;RYWHz zC5$uVr#|QhdylBy(c6ru8XiVXYq_H0&gl3sM9+K)mcpIYr4!9TvmCmiR5i_p%~74G zxcy#eT6xGhZ$5m+scum_s2E_KCakn*)6HSHXg}+twB)c$5wqlY+Nh*ub2vD?>}S$r!urjbp~G<4GKHz3fI&?4bGmMb(UUKI@UgdM-a&oQ|_N$?S%e3@+Yg zl)_Zrq@0fCrGkQ*-P$`Vtz?P$#QizPtz^r`=jo|m;BK{({RCAFyj&Q0ceBFu;tk@m z6z6se@`iYgie~e9HX~Hv=AT?_!a;dAT&+&&tew4S`8Z__$h2b9*ZIi*xT)T(qH~Gw zuxWXVPq+D;g#V-&HD%_g6V{x_vKv|J`)qGiQQ}!Y!!XhLAjfgy`LF;w@x>^(*lW|v zj;nGxp`x{TIi=&SaW!L@vUoLT*{lIva9mylE_s49u2%wHEM2dK3u)eL5bC+zY$t`1 z-0o(TB;W2A4U^m*Rvstc9XF!CxIgXeZiJ@b=U(={7*$GnxLgcvez;l90qcd$5-s=p z!{HRr!vkK+BPxam%>6PXtgI0Xoz^k%Yw8V%`q<=3JtzTrXYMC84`J%TTj z&4UfUW)Q4izvHP34>7IyLbUJS%{OEj>bQ|X0(tXZ3MRZQ(h79(^o%q8lndON!wOE}HIS1h@>!LM6vp}PYHudU<8EA%)@X$DO` z$t5gqY;l$B4qA9wC#o7>Hofj(o$CPeaw+d4s+;;{Vzv4ZG4nw7j0)Xk3TU&q!&VdeMpmIB9bZMZii4Ix8Ob@4BS!mRO zE={0Hzg~2C!lj9>NWtugon1u=&Y_`rpz3%wD7v!1*3?j^U~Z<$uBs&J(9|$cZGJ1d zy8hDC)U#lI<;t$68Ry6{AW(gsGN!iQ*32?(-m`8js&2f}%(m27<4`ZAe*V(TzV%My z)HkMKor6i~yw4LY)4tKuw8UwaPz%_H2YyP#-1YQM^I^=s8F*;!c0;HQLc(u>=Cts{ zyw`%oc4&n+v+#OOqysO3--caf;lpyTjVkBRj(23?%R}@TJrKWxoYOKu_Fe}k(xH>e z%<{Vm(HFda{4TaC%V5j<&&1;n-CReOA&x{}U*ss&jxd~sCm3(MBEPAXRJ4kWA=0Im zx#?A~JB!LP*`)sx*QY*Z6;n;5#~gao57NCli|aJmV&`*gH1#b>SiRTd>5dz+uCh)# zb^k?pzL zUKCsS%c!s6m~(eBnVtIUC$19$LEK$J#g<{A>Khct+`TepXJI*sn{@U(eOkp`X$H| z`&OX9$+s8x%jjAT9pxH5!X#(w#4m1M$TXe)@N3wl&~hBqayyUPzTXyj;WQB1be;*{ zxGSpVG@0UdnWz7-ukpfpq5yxlQl{?E(%pG+I~iCHbUpS2Ij_Q}T(@&I9fqdduQ6%e z4C+6gC%tgpk67l}fo{N7kn5>m%KbW*`^~7k+htD5!@j-y-73iK zraR^FyxRTY)ZP7II|XzHbO%A6fMA#*5G^230T7rc5ID?`&n+N{0gz-TkQB^NG!{?{ z04SCdD2}iPUhTVyerP`Cz1Jtuq8Knz02tXY7zGO$l@l1H5m+^5*e@rrx)^Y#065Dq zI9m%i#}hdF5qM{2c<&Q<9}I+G077^eLX-tU+zCR=2x0;=V#Wz#76wug0I4(#snP7*D^|<>G{!EGmN7fRDXXTliERI$}EQHOLgpHO&t>HwS zr9`8rM3XE;v!g`wEX2!}#EX_BtKlS@r6i}PB$q5C>z2^0q*#!ju%N9-VarGn&qz^O z$uOz9h4HNe6fa8h!atioOmu{n#rB)>m?8 zuN1H-G|E5}IuR7QRuqP36#8S7#;laqXOy;BRIX)Io)J_&R#X9JRDNUBfvnV#XVg(x zG)ZMNX%RG8Ry28MG&y6m1+28?XS9`Abd62*blqe0{jBukXY`X;46>hI zu137vWM$m7VmvHkJUwH)WM#UsVtOcJf*c1ij=ey%W=1V%#yn@nVPko2%|cxMG-XS{ z#!6$&%23YAa?Z-Z#>QjKCQ!~Ma?U2o#x8EnE>+Ghd(N)F#-U=(p;6AEbIzg5#%XBH zXe11rSSF2u8bi04d*ql4uXn?$LNL}i6U?S(`m zyJV}4WM_qB?}g+byVR(SRJWYe;t#3S3#m0KM?!wTus3+YRCnHw9KhYB_(ZD>YP z5HytSN93rFusE`)9J1(@vd=GN@i;!=*nT2b_(T`=i3~@MfkTd|QjX_Rj*CN{!&Y8E zL0%$CUIa%$ibFxBQbFZXL5V|A!B$a2LD4u$Q3prKltan9QpxdB$({rJ4u-O;f^uM# zvL}v8Fo#NLrApkTN(_f;l&xx#f@(pOY8sAO5r_+L%|`IGj4q z?R1E%bjYrBC^$dU*nMWG`pk0mnS=8SkKGr6sxKl}Uqm^-iramas`@H>^;LmWSH%vb zs}ZeT!l74dt5;pAS9z(YJEdoht8W;sZ(F5r&uQRkXW(9C;Cf}?Gi4BoYZwr17*%B$ z!)cUeXOvQ9l%%NkP^w#brCV!f+*oDYdS%?nY0_(FGFW9YdSx=nX*z3Xx>#kpdS$xF zX*O^75j1LseQCxfY<|OO{(x%^X>Sfvw1BQQN4B>>jj_PtvV4wbNer|gv$uSqWJO+W zNoQ}x5M#x`WzBtFQ`DprcFME=m@^G>D&T@H zR&p-4cW$h9ZpCx%jB)M;I`?zA^m4flD!Go@yDnC{t^!>)V_dg^uKQeWyIk&vO75rj z?hn=Okk@XovF`BK?#SF8h}@p2%AS}Gp2RhtWY-=Pv7S`do^;$^G~C_{%HAvv-U2n= zBG+D`vEJ{my(PH6iF5nl#cE|u8L3?xX>t4J;ri+;`)btqT3-9w#`@aN_&Q$uxpMnk zwLfrfpwjW9 zO6<*4;>^@;qBMA-bsVF0YoiTsqD^^XEFEKPYhxU5Vw9!=XjTH4v}1kZVuNdA!yV&7 zYvZD3<05(D!TD95N_?7Qd{J$DsbfM(Z9?U2LOD-j?M*_jN@A;H;$Us!sAJM_ZPMgy z(l}4@>`l_HO7f~>@?mZAsbk7x`4E%J)wD*eKPwn7X{U+q@*+{4}Thth)TX z+x#Nlf>Nh~%DRHu+k!^k!d9ok&bq?h+rmNKqEV-!$-1K1+oDC@;#H^O&AQ^<+u}ps zl2fOW%es=A+mZ)f0HiYjwjO|Z2dJM52zDwBuPeowFAcpdrQj>0Nhqb7FQX$YV{tC$ zs4r)lFK4?e7v-xEPbhysUm-zQA?sYJP+uuCUnzH2smoVom{6%dUu8^KW$9dPTVHKH zUu}I??Za0SkWlS6UlT}J6Yg9aRbLxAUmJN>o5fd`mjJ5GnXfA#tSfb{ubeL(#Vc){ z2Xyi^^g1^T);EmaHB9n7MInpzjjMN!n|w{X&P|8)O{aHFhj-~WY8iKY8IUd+Ahni< z`W9%H7R-gGm;;CZDb&E@ZzEQ3BW!3Rb7^B)c#1PP_}h8z+qw8V7URAL#C6aK=gBn0 z$|XW6Hgw9~cPbEdsi=2p@OPQIbeT7FS-N!FHgp@_cUu$nII8!!^7jP0^n^C_guC=c zHS`AD_eK)+#i{ot@%I(E^p!O9mAdp-HuUG+_m>k5)T$3O@(&EU3=B66jJga?HVpRO z4~`QJ&8iPA@(&%l3>`NNow^KPHVp6HgN6fDn$Mj_U>ipeA4X6GMloGSaT-UTKa3I! zjFGvHQ8bRV-gVGucd-$Vb2N_gJdCp~j=v$E;BuXiYMhYOn2<}FP-vV~d6<-0ocuyO zrQ|wg+BjvYF=d@JW!pII_%Ln0IPFb5WA8c>4EFaLGm%L%QH`^453`|*vl+zTD0{A` zajsNjt~_b3vT?rlVZLN>zMXiX8f@en7e+M}#*-E%8y9CE7C8ilA(Mu;7l$_=mUfAk z4+WNQT$djjmmoElp_`WBAD3YtR}e{7Q3Y3@yR8y8t&nN1k~ghVJ+4wbuEh}LFFq`A zxh?XLEC~p1@VRY>ByR{kZiqI4Ho)V!Qi7W*Zkrl{TWW4wI>}pFk6XG;Tec+Irh?m! zZriRT^9;#rEN(l&O>5yzJCVsdagRGukGlzOyGeq3X>NN(ntP>9d*#V{wU2w1kNeg9 z<5Z**-I@ozj|YQ-hcu}N(9g^`HTg0%8_!$1v=vsI_CkKXRQkn_Y0}! z3t7;)Ldt~_=t52CQbp)WL+eV%{mQiY$`W*G>wX~90MuUqdV+vHLf2q>3|7bCpzA21 zn>hEIq~@D6&`p*Q=r+&&wy62G6m(lDbXV(s*Vug53cBkQy6<(rA8fuK1>H{yJ^BS|G31i0a9=r3QS^M%Cx2svn`tdEl`|&aKW3MbeCN8ET#-~>=X;~S0-*HO6 z{v@dRLDA^5s-BgZldoNfSA<*g_vrle`0TRcx~{6Bwy~zAzNx*nxvjIKTR0#ZG&YC? z8IO*fkcy3o?>(2y8#y5@2_@q%YWmjZ&VF2Q5y;Ug2{{=h1=Z!v_1*2m{nO*i^V{pk z`@r)z59d_Or0cDoaL6zDbD7E7eb5MByHK;d>=f}qQW)U2%;*Xs5^_R8w94#>cqJ1r z$sf`!~HU)lnRx!$2TmTjc-FdYy4?DZxJIisOERn+!{O1&2>;^i>zE6}KZhw5B) zFjr#Q-BiTKWjPleOh8*m!C22k-OWQkF2cAd#kj4+0M%ga?W{gr zAA&%jr{DA6e!+sYDMG#)CL81zo9s7P&=1>~E;|$-yBvdBQZ2;j2|{}^t$Iy(Q$})a zJ`|~z%oN)7A38O!030M46NYyxoCeM6mrrV3q)XDJhjf+o6OiE5kO-s+n%*xKm&C4$+EGjMml$MoOR902j)YjEEG&VK2 zw6?W(bar+3^!D`+3=R#CjE;>@OioSD%+Ad(EG{jttgfwZY;JA;k2P=vY+CgmKw7&W z2Kk3XvC{O;Kzuf%g`U!k?oiS<--*P_GJ7Mb0cFgYkTg{;Hz+YK!&0B#G+c z#d?SHy~Y0OlI3O(Xk-$}8o+A1KQ^7_Kuzg-cNn=uvSe-9W`8W3@zOwT`Sx(?n?Mq& zx{BTLT)6_x!Me)*X~38MWU2b9!}%KP{Xg`;8){D1dm`zyh8k+mw?{H0QluN}F8623 zjhBZS>w(8B?SWts(QtFVGhU!I+|+mnJX!Bgk!fyvxVt{zUmk9527e~ts8>8-a1B;G z5h!z4Kwf|7fh!uU`rzy3uKE($?X3Ed`ckj?zlt_k3!u)N0BV3F!ZzDpIb9W>1<2#zoAM%PflQ87khMUpqcDtJ~ z+P*Y;URXhKUm^9f^S0tms&=;$EV^j66K$ppx04*U^0t#*u6DOmJm6?|QorFE?WFlr z=I^8jaqjJ8guSEP&HSNgw3`*Hm%p2xXt%eUlj=*mmzx=Fw3nBgeH#X`56Isu0Cdsr z7gkIe?HAQ-qpv=& zQY*~9KO115HaQ>U-d11h;sqYCq4B?=IUjy|jAb(_M&;Tz8p2w1G5+yA!{vm$lIi87 zvVPI!l)C-l<+QdR!_~~!7}Kj+gPfwPIg{$ct9grV2H=9tv?*}WVY>*p)Ksv6mO$US1X`nVr27b3#7l<|fG$>o_CBbx07iZmR zutiV?(Y9DO@7!sK!$1ZJu%}z__B7N3C6g3hyyrE+S(v|M=1aWZo_9tA;bAc1c;vOM za*`1dwso&4k5hZ4oX&`$uQRFNi}!tsKl_m@nMJGA+oxD}76k~(qSqJiSDj;hk5-e# zXx}Trcy$)DwDXF&h;%@Q;5@cRGMhD~cR-K#JZ>Z?n>|N-&`9+>o}woUnqWozi=#D6 zCrUdsAi&o&;yiIjGKY7%cgU{pJn2Lp7xEqRu!CMJ#MMBKAh35heMJribdVzq|6#<7 z;35@4D)%*B--s{oggT-_?%P!W1f1kWI{skpJFdRb5K547A_>K7#y5N3;Sm+E82BO| zL;;_ol7GNax*DPi&wYw(OU=e<0S5pOpQ7t*a)eRyKl*)`NGG_={eEDm?bJ7cNqvbZ zg(D)L!91DwIxSy12}&_5f3nc(vOxaQ2(}POp)_I=QH|JGsnuzUGV?OefTKXU1Ou|u zV*=8?F<-qkU#V)Sve0dlPJ5DI27rrOY_>?JgIYgR#kyK#Y{9k32GGgxd_4PLEt0@kmfmN;}vES<#z z8+Lq0BG06gv_RzSGiE$}1&PrM*) zIJ%lv3^%|xY)KvPxN{p`GQfu`NC(Zhrk(T=;Lj%c89j!(gNmdyKq=@mZb3~avs-D9 zoa7h06y;{_q0$ihfpwC*>uzDRvM@i%jhBQsJz~;j5itWBlzcb6AB*9j-daFlN!CIs z2)0I*(|a+rxAd!KpT%_YLop|`4B!Z}Ay265vDQNjnjDoSjPq}EOxF%7lUOI84s2qz z+ziqBvn2uVw|J0mhrgM%ra>k_y#>zp`Re7fBjF|)@KME&x#C`AJ}=s3)>0k&;KZIw zCt&oEId4JZyiJZF$B(8r_{E?38Z>O4;EqzJ=P5=TTKMp@6qJdi;VuBUjaA(vd~= z{QUk>Rn0c4nM3{j(sWaG)oG)lV{`rT%@$W9j(~*`;r$ANOii0C9@MXRg!^}Rq@%6= z7d%Q%i27%E)Zg3rFA@?gDD^*h^dCI>^-S*Hgh#dGFyz9!8(=&#+>BDz%liW!1wI4g z5!C++c=YkV!y`h~IMcGde85jUic)Mjupi1MZ7ttL9Pt8GPUsadyqyUdDMA=EqdTgB zhSe^H*n;ygtJ|=PIjTRd+Gni0$gV$%=vG8LZaPy079m{0nV2=tA0jigjy@m*>Y&)@ zGukW&h?v@DI2z2Fp2<|f8+iX--)6igfWK`RFM|$hl;|~m#WS^nYxap@ zh9vW8k8sqhS*Xtfwuqp34bHh=@aRiAC$rh~Kkx{i@p|Q(jJ-V=kCrA^zjGa3um8lO zA4+C7n_oAA!FW`X<`@}d&sYcIObIo+-Btb3l)IN({U>S9 zAgNt4m(v2rd*X=!#v>}RRwUIhN|c6FIIf;nG^Z19Qj|1=_hM~W@xR~^qJ9g`Kk%rX zVD7}3p&<>;_DB2W;V*ck6wyjXaOy86`L}rV>^=H&MJN3e9(|Lx#)$qWK) zpDqr#uR&&DJOWL1@ti@2*bS^xoaA;BO_qiNSI9}>Rq}+ee#ax;v+%H>%vV&1Z{L8= zZ82zsLghxA=gsGz;PN0hn*F7q+_o}Gj5kF911oA#8 z^^HZ>U1Tu_=Sk{+7>}R3$mSl*leV9Wf>&OFM2pRRpl6nUE9{Zu073gHrf(vf_cHHe zaK3!b2ZiSZ+AvB*Mg$0{lf_P#1=>XeU~-!R#9tN~NEN6~_f1vRT^3mc7pM#5dDPC~ zU?C~DXaM`Bn{F>lJWvnry=awbEh+%g-1MKFSL86+uW~3H4nBLQ&h+AX0wO98&{-2y z29Z1gA;cp30upm$@mCeOQbk5e{i@_1oXn}ghX|T?FtguVs$^Rj%+gZlXQk7ss~?KY zy(JbF(59j4iw-R#_hD9ED%EuAnqenO%x^IQYd}ieMxQJ0AdX&()Z;>wIOH&EV*cPl z+7>vre;=lKRt9X`vNdVp2E$poSYBzn#LuJv` z1DlM_H~rdZ<+1w{5OA@n17D=e&Fc1N=p}$~7I%1>28@AigkPwhfI+=i>I9J_RY*R%xO{1a2&oepOY!Lw?S^K() zT*1nG@kS%L^7sjxkjg@RseRS?+o_tN%3}M$ea*Yu=@zsqfS=UCXTrOg9_g!?zIX*p zWnbu;l1j<)l{(3M?XD=M^&TFc^yBCvjQ z(bO)oe(|CSh&+^ZY%52&L}kI%Qo>;FiPx}9!(7v-(Q@n)le)U8=-Eb|eB#aL@&SQc zq)P#Cie*Ct_hR}QDzGd=pe;dBX;EXlp+Mv-Pu@hD{cDo*}v9^W^r# zZK4;o!!l-G@#wCbubFO#6ayH~v-Z_@`^;ojUYH$u3~TS5Mng_DYgl?2H|}Wxou>0h zu1eR{4pgX|QK~|&T-7wz%(eJtHkYpIhU*Uuh3esH`puGeiAfly?v_xxrQMDp`@ip9v zGsq5j32F52G+p_7`Gr+`znZR11VBhp#UD-AZ-WOvP1grqy5hlKO;-`f2wT12uxjBK z(*;JkjR-hXu<0r|syj%=6|O(&qC0N5P`xTf04jztp>9t-nJ(;E^OiwWm-Z$Ys=|{t z6s{ngwwL&lJ{@RE^t7G0`h_es_~t)N*8xjMrw#pCFLll@rt7Sqx%&XUm-QFZRd_zc z4?H*@7KUf2prJ%Jy%^X zImcIQ$x-W(KTTJ6M9F57ALA`(Co=|&azC^~Zubh=vcZc7VAGYFIt(^lzoVSn1lk`> z*Y7A--6;KV`8&!bsG@^SR}Q($FQ%(KaoBBZt(ghrbvnKEc>f#9J(;dl2zarUw8>Bz zczUqu>S-x>1puSm3gHnI80AhR(HmBZ*uf~*M(0h!4v+9gtW6*Y@Qt3A45>M-4X5to z$7e22rt1miz@{q=&Atb0x<-^(?$e%3*AQ&!A5kvefb5T^tGcI?@gJt^9Y{>9G{^vq za{n-0>y#nX|AOiI4dujpKd7EXq;r!~a^;~*S+Sxgqr9aS3K0He_4!A(Bn2N_>Yq*5 zuPE2suX+1~a$Ej&uYRH&^J@y$7#?I@R%@gomw%Y9zoHyXH^eIp)g2-c_VQY3tD~00 zqo5rAZSi5Jx%1@f0sRpqW+=BkHe|T#UrZM+Me0l8T#=uq>rW_m_5tD@7m^<=Gsq)@ z6g5xm{fDuLcpFtEUK&jQyfG3$MHYQegrr0mMQqnfmR~!K@+Vcf_N-_00*850h9~1l z12z`uBfB5}fO5yO@-6ol`Q*9z*Z^9n;&-hDnm$m<<-9(nc9n%+1qxJ~lo#P-dp} z-xh}yt14m5p1BmLtu|dDc0ACTUq&qCZC%xN+ZNk=8Clp>{nd1dtEnYBan;QK!E{NL zI8FD1|6TuLy7t>VU}IC8&Ie1}fc?wh*^XuiG=K-ZBmrztOUp}P3)p7^E6{x0t>~H- z-w07wktAl?o;3k{*#=e-o$=dWELr&Tp{!vA&UCyIEd4Gwu!dQW-^rwD8Kj1?PS8Ko z#okmJVm+|_{0_gHg%a?0rt8lrhwTM{N#p^eQQQ(EgR#XDm^#2L%of*}sK*&9JV@zb z4ZAS_#oIhP$QV|hG#s?e1FRi#Zz_+S=Qj{Z0I#B=RUlm*Y`@;F9S)MNsmM^nFci%Z z9`l1^%VY@l`XECv5_xrz_I%M$BGPFvZL1=JwP;VKngF(tQKV1>V_zjSb&3seSs>$K zjB~*YS7&F7?1pNrx$Oko%2AV`TS0ub^FRs9_Bz%UtsKw!sN{Zx4LBB*Y8#LJ#PGk0 z1%HR7{e}t@MXF!C*HTZQ{$$O@&seZbx*W9Gwb*SIH z7bca+q2FV{zrfNwwFl%ui#56MHn%&( zpe=3MUtp;Zm3b`m-othMK*q)Q7nB3l80EA8T}3%;13zOTEe<0cTlqW#Jc5Kl(&we6^8 zRtfbByRWBfL8F6=W(8prtwfW#ehB?x2yu`lg5#qFp2-b}?kSMACvk9KGm$BB!MW9yeZ-b6 z+qfs2<1v|N=b8IO!%Kxp6&BERS)eAhPffN0)2t{0kYF~!e?~aN#$AQ*L(1f9zsKw= zk1M2DhC^LGKDfzb;VN0-Lqo0knI*TY>TXk0OJu&;4YMl5s-z=>4ClpFMXsuKa4gt< z^9HGiBSS{O+eJ$i?ve4LSON9K6)$lGdK%b@ePs9zq_)a}P}BZq&|F=Ke+{ntx`Qiu z*GH&f6 zOA*6iTxhmpzefL5PygnUmEFr0-h%Ak)YE?{S)w99e zF)^;g|0gA@>VA>_mW$$7NGfulGT%X;%M#Q_`g%KdZH;9SbTEvUKh!-2onBI3YHroX{*nX$tYmoMEXxl zR!=mw=}(mUQ$4XjQ84@QAnRaRBX!BYV-5W$DWcTW=@=yH$=A{@9xq*|RmjD+(A?v{ zmaKkNPcI7~$Xjv*%C$XQZ_iU8Pz_{nX`sB2{!p^|O+6LEe7s1vP=z4-uIS#*%n&GwA9Hw>9hi+hkT{>4^xF9QBZ0{dn)65Fo1OM zIkv7b_QHqBs^ZH+C4Z04ANC-ctS*anAB@#c^QT(jssQF3g(^5|)3s2XrGY+$>T$wK zH6Nk@cDjYSi}5~Pd!i+u!}1IQ2z*A-E-SJqiVWof=O$n4R2I8JnTX%1PL3&7Rf(FK zsyVAs4JcOEY%*BnVR)uoZB`4K=37Masc-Ve!1iz)S?5SB?mej|v7S7;FY$5*e<@l0 zuAV;Xv_MIcYF+; z<5Jf_`!dr`a0Kud;$Oo6(-fsNi@%ckXWWdLPFl0lAT9oNd@xOM4zUE;tAD|R|EDFZ z-__Hkum=K~FcgEFM?cjGYpf`#9{vxW0X0tR`1cli*cEY5=6WKDvkiK94UR)!i`fz{ z>GcK2Z~BekE>gPHz4-1_U>%m8D0KTRq0=aXMa4y$+=;ztMySKi z>)*5!>F=NfhNq`CIu;fdJ{BCfy ztL0rJOmPRIk-chn1Y1G$nEQI3MI^_9kY*4ojHRaa2hyI$HI4_!qK)sb)xNcC=ovFK zi$er4VdM} z@+s+spb9M5pi`CsgRhG=&y?iC*~UR6rIpXMjOkdgjNM1g7W#2cAQ4_1xcbA3I;>P< zcn6+}zyv%afnDN&UIOm`*fe%D84{irLw+3==!6UTLJCpih5m`B#PY77rb+x;FkAP> z1J~P@_-(b${i~@X(6`-*kfu@$ByKdX^+hwalI6a!e&BJp+$tp8>`T&b$8Ww8H*}k+ z4KYt33l$g6mKyiFVpp`I!S^``Eq%E8zQdSQw#o!0Kwjbwf`Rrj$2e*m!XCB9bY`0u z#7g0Ny$aC{(MuepVr~s}3R6>av^(s1FQGDKQcVkQ6%;?W?h&M9XRV#;cmyz2l%jetRjhowLh=J@S&53Kw!o1AjBH==f2Q^ z`jjgIhhZ5Y5R{JUc-@9gV(HEDHVs>CMg)!5GEi_s2d!MWjrw*Z$bdfs!PG&NI2$v- zcp@Fm)Bi1J8|Wn1s3U{qyyrdpTxqDsLIx?cc#jA{S(yKU4itvAM`7MD2OhfzB+^F+ zsBc9Pu@#w=Y`x%CdqgDZPA0XGc%N)MSYPpH(Sr4rLS0!DVBi(PXYqdNp|XhT!YoFu z+CKF@tC*GxU79xmA9TDvMRjaYFf-K-=+U0X4FyrM=glRbWT(dv-}NnrcM);WVQf6&ATdX99=vXHYn=k|kRuHJVZ>9g z90HCT;`XhaFqw&VL^KfuB?ZA~fNDiLJ_Cd(hm&lGo=pbnp@EnX?N~&_MJ9>Vu9$++ zr|5K>ED*Elu9yhMcue237!KRK59V>>$x9R2!jpM2-n{Z@j}y5nbork`>*Ui}FY}~> zX+P!6$>+bG%>PuBuUHZ<2W1n<<&O;oO&QSZb`%*A{g#e`C2z{B>Qj-0Zh?sX^XZB{ zh2)6~U5#lYrRpoI66Z@}T1e+<<9OTnZ-@Kpj&aIOjGWQIru$zMp3nBat^#;g(o>;^ z33V!KqamekD3;U8C0kuqWJ)n8D)FfX$17GcyD~`0g0BXuuBxhVc8!gZ=NGQ7svA%l z%{=+kSHVrAjz(%oPSw$1yDF|U*Bm`VLzz}-VBLg*zHMoNq!!6k-AbpfLwCQ%S$uWF zP7)~R>m6-JpCly|1FkVGzBPsa!)yhfc)%Q-?-l9lKJN0mIJHI0@LD^i>q} zItOd`^EF-EO{G*k^I{*q;}@e|(i_OqdK65ZwTTLp`Pe4NQpnX5H2g4dFR#;%mcEG- z6U>ifX_&*VX6+YQWR10@-J-~-7?3%lj;~FWdxr}FX~a-QA#_hjwia2xJa`(IP`k*# zUlTL7s7pP_D?tEK>83m?PeyOtdB--_kch)VGcOSbOebr~SP+iq8q{O6k01YnR+$45 zO;Ux9yd8h4ZM`2f`dB@eOEkqy6)0)ASh(N)eGwvARArVBIM>-6VhNDrKRCxFZ0x2q zFRQITIN`jj8)npneBJ-06PL6n;HHp>S>TgYv(scTntgt=l$oWs^THN*-F({h$gY5| z-yD~L3$;ZZ4VtPhed02Mc<|Wuu6`K;RNVqCec~x$J!e{EM`_IPTp|T>JoBQeeq74Z zuK8{aC#9y7E#x%VS$&=KnEQv2`2NyDd`IkreXEk0MRa|`CbN4jxXxzn1a-4Sb;;Rn z|7aP0m$*#^e>?2Vc#)3%up=@}ljQ1sER&!3!#BBh!ua=bbK3yWp>I206xIu;v2Mnz zGQy+-eJ;MS$&jnc^MweMYK~%_n~S1(fqjSO`la(BU}OFL9JhVmP`Hs%6`|lE_=U-} z`JwA}rlr$huG=xwK|Z;?xnZ~C`YpEM8}Kuc=czfm)8y+GY{CtZIx;RBFG`$x>YFYB z`i%!lGS1)^mARl|?;P35Bi)Q9^gq;5nNi{ichIlB?eH z>|GnGrYoP}hePM)yA`J69WuFFW)y9N9N^czl;OwSH=u{Z9Krj=7oeNw+pDHtfj)-b zyW=~ddx&dyD0~l?9`UYjn;t6n%W98{X%D0wk1IS+lxq(Vv94>qr)xcz2Z6E&(a&{r z7cRF@S+}oYZgCZE7~Gy%v0n6Io^(52wD{gRzV4FM?wkl-FJis9YrJ`9yr*nEMlQWx zQ+qSdc)csF<3Sp1JLo_s1UZPxwCa+&&OE_8UOk^l#tPYrcKB_7TVT)j;qq z0E#Qe5?XV8R#f&esqrz{)EJ+;Tc%HPArKOjaq zAlD$Eu;zPl?sq9)aZdw6Dz5M84uMs%fi*o=fiw7^U~0I~*zavK-vQh~B?dvA1_ANc z-{P_YhiU?c@q%N4JJ+t%UO#M)LOl_`le@%b+;at-<%* z(73x3AXu>A?!ny&P7*XY0Rn*#9D=*MySux)y99T4NZ-zubM`*xovCxDX6jbmdHKvo zs9L>xJ^!DqOOyhFA3MArmsIqd-{R&yrXh8n=IjVDh6~Z}?xWvp#fHvBffWN{J{H7S zHpIG^MxW&PD)YpCGLLnXj&)9OR&5{xrn_3*$5|u9d)<5MniJ_K#5p9yJN;HS-}Q^l zI+v1Q4)D}U@ODXv-M5U%jtKOO)=!WAOpqA-Dlv2+J~!bztvO-jcX#!Kg!td;=A4@G zHJ%~aE{RzQNjWY_%?;Y&(lM0;$>luBom%qA3HYfCFc$$yO$ABA_sJ~{@kwg-trKy{ zQpxjL$qNIqFt4IU2~x)IQ+_NYk4T4_H>4~kr0yXk^?k=57=RfL#zso!PziezXTW-t|I z3JzupEoL3=WV|xZ;`ov+vFJ@3=qK`!DgTfyOqfH67onE`NuK9u6na-LB-p>oQ8>s^ zqRW0?Xzl9aIrlxsEHTGC(3^!P-S8pz17WTKVcwxcj$c8pb7QVc<7b_~WIdTY58ga4 zx;&pn;|J*&ipIPzjroC%_Ew3Rw!HZf+WDR`1(L>jH4Bj9c|jttVT0K@bcNL)3u<|bKGl9NZ7c$p4Hm)P7GMz;)_p1L(k`l} zOEpd;BG-O9gl*OGP~5s`Mz^o{T_&&{k*IcGd8kJj^78Ukjx=c8XTVe$lj`I4gWB$w z(p6r21`Ys-xwMC{tnZ`G(ifGb!qVlykB48%p0rD!3zfkKr9XMg0kY+3)hcZTg=s!Y zaO34h93_$16_M5QtXw5FzHf&SO9&tRaEW}mW$<|uVW{Jk5Vp%#x~0iEMB&2$a2^1- zb`b%ma-#=TELi{+z4S|Q4FW3Z7IBR$Kc!xo;>!nr%2x&-`@)(lieuF(QHB6ahvj+L zz}eYySlS>A+Zqg8fV(jO1E36>Ut`k?fcF)FK?j0uZ={K;^$~3WNN}cyJ+KdHUPsTWc#4*G*Cl#NfS(0WpSvB;8BLjp|K(Z z(0gpO;83|PEV&~Lx}dA>ZUhqBHsgC}v=OPSB$g5R0nvPwGc5q)Nh)(D4Qq)l6=qGu z#sFgGs6ofb<;T)Zx^lc8fP-0fmlG>%HYKPN1IOuWgqwk23fOL9vf612k(a|7lFL%k#LBSg7Q2hxO>o1;7R~RQ zl;I4U@d1sId?Ut4Esf0ylTR&3rpNZ$tE4n&A)u5IoZpda3Q8V$jQbV)=a zmo(&4rcs7~cN%~Qv08AHD_|yQ8d<4FjiIxbzTV>Numj(0W9+OuUxTe4V0@^?P`>Bq z(~KqGn53JP+}F{dB#pTT!g;C673>kSW%;2XX$#9*bYnpNVNI%QEg{upU~)~}P_2nY zJ0de+t+;7LtU=9USTm_JCb|_GFd4W!K``8e(KCg&{H`iU8os^nLymH4a1(6vd|~lm zI=|JqIN&*{aRp==$PcifpNx0tSCeh7;IGD~8tFwc#TOoYzcRG5T(jG}be`0BG26E* zR|gH~IFaj#Dr#p$E?t$Cma>%I)K#u4?l@eTUC=YSC<3fX^dw~i^qVzK<)sw_MnQto zcq`q@-6QyrzyBAOqqaNKoR2LFEsOh0jRY~}CWX?*%VTE2G8C5WXv;O&#cf*rqQXdB z^p?wL!L2z0b+!^6@asQ9i>H#nhu4U@Kq19ZbRkyTF3)pT}z~&AW{%QSD*+|)%nCx|sVKdFvfXeZ7Q1htRQQfM^ z5KYs1Bvn1usuWIX(}0C0EU|P8zodCwTylL_%wFKtriL(u|7?6^~KEB@9x?ok~f z@}W&~ADEPJ;$zN4*$4oWqlsv^%c=N)3b{5mdI{RFFY|eFP_M(6VSGPHiJoY2&Z)-j zsWM6H@FA(4hJR)9Yf&RnM{M@++>O$7($duM9N`FnPExtgvOhklesM_Ivvm>;XQVY$ z8j*C~$!dLzsZH&uGO|f}H3={+TjyjoI^(`RlRBD#GqO196-CHHrygg`Kh{$u=_ZkN0PUO|(nO zgiHbPRMLnm+a=N^+DG4tg{~^mEX#ye@#)=EkmF*gi(ww;4~S$(blS9U?vq}tN7&r= zpB_u4c<>)#C2zJU#H(Xnu09Up1JY!+wNQSKt_X>)ckcXCv?X zc!?cUe`4dko%Vdx_FSTP?NjvZ8>7_DQXxMNu7v}^c!hJbW5P*oGY{zECXWBOdJB%> ztk7Jm48ju!xhTCCnSz0(gFO)wfiBC{(HozbMb-Y&CO{0$=UyhE6gbQFzp zu3CeNhbJ^5W_vV2)Q(&dhaKdE9fznkuit@wB3HdB)=H<&W}`ReP@!G7>GS5ySDbd-H3j!`SX};i z+jm|582(Vfnl^mxLDC$(kMrt!z{veCoyZNUdV^7qwLQa5?2L{X3RyB%GOWAZ2?l+! z0!cRlt~GYMCYpr$A66SZs~lGjKAS4{c++UMCcAvv%_Kw1^Ci~gTPs%oO1=G1ccnOI zQ6jPbjP3l^P480Nn#W<_DwQ;7tpwlwxy_en2(Fd1k?|n$u}M)_>8I;xJ2ZxzQU?ry z%ZtiEQXwLx?-HBRD*ZY*WD<63O3BQPUXzl`O11HN(b zL@$xuupKGJ_67^-3u#O;4^+qHP+T%Ck;!_s`KTZXr)YMnL5hOn$w7JySIi;ChNH=$ z*Bu~{A?7KH$YHXuB#U7-$E3&+t~4EtQJ&|lsZqZ3Vbw9$G~R`% z&uW>M%*^W8ji_tx3a-q|8F)hC=BjN~it`^L7R?JvW*04%_HmZ1 z8jfdmwgXVkmh1)?=a!=q1vFP27p&qGKW~I+uG-b4%&oeftAn|g-R_U)*1iEz->!Qi zFwL)fW5gD%`Vd&pZ}^jkzWwq2Rq6bXAQn`H@nD{l`XOHdRIROuH>>emQOXKh+c8?! z3)^w;1aY_G%}W<{lI%vcc2itV7EE#ZFCEuygzB6$yfjL*mY8VOIc>Q=Arfi> zqUoM>)YT-Nb=?jVo%ay5&7Jjl@h4g+q!DjV-H$$=M zZm*zh_2IB$O#kt?;j}e-zXi?U>3rbz+SBEPqJiz%jLq8f?M9fv&-?wdG{c+YF$3`P z{plJQ48(8e*--R=kxRNjju(bu8h3>^T8BOs6NXm^_rj@Ohhd2qL5WoKBDz|K6Tuh7 z2o3k4n%04nj~B%$4fkbq*g$$m%Yxk-?#EHRfnpc`hU5fYoo#Catzbu(3^gJ^oc#v| z#?Bi`rikzI4nMFm@Wo#hihftE{((~wFV1Kk5d>TO9wFR57wR*!Ff&9`bR!A5)gtF!}ro<{qeS>(Io)`SdX3z=$toz@lXjIL<+j z$G4Z6s=9d+LhS%#=k~1PXz64f#9K1t%ZV@Fw zm0;Wxh1RfuDE`%(L!N0`8SFS_c{(Oj?I|5KSWz_2&Hvp;v?c-bTZ!5sT zCo$9(YL*sSc5Q!}C0QC`Hnt-+n3wDZy& zE;>r#?$w$erL)%E#8zK-=0U~gcWj;^o7?NOrbh|(U+$SCMjViKx`@gkHh!g;FsNR8 z5mS+D%xIG^qz4J$bP$`cge43cI~hccB%5%QC5%`(T_$Z1oAQh$j2brq;F%0Pd0(<-E$kNHG(Coe0@_UuBV#K%VF315@*_vNh`gayE%mDK}SnA|wa1 zJndN7xYq^BDIe9#5@$-Bu8ZD*Ni4L+5@%~_uS@JwEc8wj=MXyFu)Typ2n<$Nk82|`p_Uun z5Ot|~VC3Yahi~;lLMd$|7P1LmTCFJf+*XqZshcOS!*JboV4!|Pq11KW_{r5pzDnli zZTJJnAgG7W^Ss(jchhX6o`(7a5;y1H#G~QqQDnM^EF<3jc+WkgzG|P~??&}H&Slt& zG|2%;*9rC3XKV)Q>MI%vqbS~&iEpV6?r?hhZ@%402d_G0zh2q5_|7|%2Z@`PZ5@d1 zewhke?X=M`JTg87jmb`2gY)v9k4)fz3uCQ_HBFtzw%;D-w^5x6iZV|e$M|NtQUhBd z&2zW8$5|M~yC!df2wRIgH>=&0MW# znqF=@^lkSuZC|g_(%kMAl6MN$Tj^WZ0?(@6KNZoo(T$!yM|~!KK2&sh)Eafa?gKwx zrnx*TNBn$hda-lX_6>aediO~Y038nQ9|JVmfcMYsMYXA!K4@z4ou-Ov>I*UDEIE>~Q$e#@n zaJbKqJ~}hJuPyxda(MZ}^GPU#s?f_;rYrQBg~tV%*c5P$P3Jnq`*p@7>ZDs@}iisUYOFIn5RIjeG#l(Pps_@tW6+xh%L5s z1-AS-wlWKjx*d*I1&-c1&N~)dV>?{)3S6smTssy#M?1VB%O%kcJZT`l5D@=+#FB72 zJ|B=E3_O7!Q$dh$P7sAb7{@|bU`JRoK~RK2RHjT=Q$YmzP*sINT*pE@U`ISMK{SLx zGNug4JCH1#lT2Zd&asg0+mRkmkQ`#XI8`RSRwi*de*t7AgRv(=s3b$VAj4oK$FV0T zs3a$;?AD;95D=l@^P~`Ir(m(C;HaeFx}e}=eaXX0DWF0rVoxbwNvVACQazGV^MX=` zl}d}1T2F=gojtWxCAHlJm189J=L>3ARvH&p+OI0Kp7yjMm9!BTG%=C1aTl~ntgjMS z=~7haGVJL}D(NaNUe!d>)m_jvvC=oNGPI~LbWGB{xL}xIWt_2RT&QGRxnSI2W!ko9 z+6PxM9bYh=v%bEze|=y1`uXBDkc}DU6Ei{;Gs-111{(_w)`Z;gByR?bB#>3M1dA98 zhmsAOX^QpLB^GNG8`mdRk#ttY3^ox}c6o9(=}Q(NRgO2Ga8$5B`fRM4Se&L)Y&uo! zdXT`mDvpvWmsS<)2UTo+Hg1+roc>eXU!$-?FF92+xDv3ilc(5a-|^(A@Rn^k{Tv}QE z1?^ysrati78REup=i9cvP} zpBw4)r64cSYj8g=+fVx-KQ}kAQLPt=10T`t8_}MCMz6b;>Nc%%R5(A$!oDiU~8%^ zLc8P46yxxc<~O=Zr!AuMNv~Te_m*C_{e*?gwU4+@WgSp2<<2^gX_n7AQ6(YCOGM45 z@*d0&a**Vu>GF9msXy{XKVjTc#Q;T?+{FMx-txsDQy=o>Fx}i!|E|7tqHMbXTEg;S7R@p=jBMEA!VG1>^u13Ld|I`L5c z6coG{`5qO1zn#p7=Y^&DnTZz@gBHUv>XeY@VcYJ5$lb4}ZLXLuW7c3-Ead1CE9@V+ z?vJNI(7%$GFW$MFf1dm4lOc5%`m~iH1W8_gegS5`_SH1(KA%Sef4TiakM{H6CeWbg zb`x&ZC}V%DL;%C3Xh1-9uMU#DB(YNHexy7L18+ZJr9H(e38jdge&f+vLXS2TEZ|0i zgaF9IuKIjtrN_U@bL#_No7LSN+h8qjXYz*q5Q5e<#{TtFwG2a`)Obl;IVCB7yi;ONsh#GCr5Kcv)1ttZq z@s%f~gEFH0P!fzkt_b3ZRWJ==J1vMA#7Wl?Lh11mYd&8>rXOsF{JA-cA}+o=6nzM8rd8CCf>B8I^Ks?#w6loSd_cLR>5hNHN)>L507)8*DN(7 z^UYn3M3|v6CHqwt0i!qMnbQEJFm{4_#xCwAx}t+qR1`SMr$BZ{dMcvSf$%54IR@|G zpc7{XK-@Nmj^xXvDdBofU$mEep0L!{$aMf!$}1_pf+>|z`vNI>FJ1we>3Am3Jb9@- zt``U6eu5d1!c;r-g@H)5KY>N!hKAN+fbSUdHDTuS!W4TlzI+ssWfA}e>@zx0d*wOM zm#PDgW#1=PA_hrmrIUKaeC{Q>MuN@TeDz^kPYN|*H#2rKeeFh2{TDU_NqIVxG~xLn zL|}z7dZFTSde$ zOK;0yXEG9IyiH0nbZGhQxU5S=ohv+)G2v%JhSb4k?Xa5KWJ zvr94e9+ngqHFG(x8A->Op`L$uX69beNZA~K?jqYeR6H2naLyKAw%5Yr`HA|40X9(4 zI=VzX&V0q?yinpgI`98hTGqjQZ?Y>jiU+ zh_eu`fmwY&^2wtLeTx{5cZvYjiBvS{ym(h|jAzu{=~Mds)2=9zHmVCJdj{Ibon?Czlm_R&f2?7R^U)`j&QzO-?8FDiKPw=(cI812ch3rOASreg|NHI zsd@@+R#(dERVL-nY$SN>vF`vIoUn~kjCE9>M3%(i*;E=wPJ%s}R?+Mo%uCYEYvPI4 z_QN^beQ8d!#$DI1n3-`;R^rYnn(-b`-?U9#occ$-S+CqL?eWjBE4FGDLzG;`#vjG? z|K>(;a?{y8p<>5U{J7P)=WH}zf5Q7Qwwl>rvZE)miISUa*O=5Lap~fc+D)NE7*1j^ zf_aUy_=$lLt!pSsA1UEYZ?0-yqkvN>_!`<*7apJoHE^zSRf_dtU)Q-&D-+ePIO!Qj zqfV{|ZvCdN$otUgv(kJFvs0BB|A`9?%wk>oO=Y=Wjbc6|N(Q_eUjI}SL<6@9Gj-Qr z_Wo3Q&$Wy38xj*%>$0^oPcP3H`RAXkKeEGmw;nGp2J`gs62A$!@t65_Ms1(zqqiLC zI6SPVezk}wSCY*0+=2h~Rs;=<t%h@l2;XmWHRnl@=|p|2N&%0I z?d-K{=P4fUsafG!l;c%&=Ba+>q2J-b+E4b}`;BLh%L?c%u!qbb1!BVY8N~3^GxXN; z^p-F~WS{q8jr5WS`Y6q#h{NMjz4eXs@G-~p(w0I}yz^zG@RbwseIJ0L>Fn3u;hP4B zCztP+g6?M4te;M~SuqWgDb+u?dH*p&Gw{Tj^ z5-GT7?jRKVz*>0X!hHXRc|vemyhjGNRSP^^%^lHnu3z}9zr9D0eTK8_nf=~Qur2q; zo_SCcw?p7Yuzftzk`(_kTyRAI+$1dso*A_L7PL9z2TcN_rPpNC_g z4;iNBs=^K-p3%+o3A1Pq@&$%ZvW2-Txl4tcRvCp$orRF$hlVMI72s)68Uh~0fG6B9 zkflMOg&-|>-X`*hn>z~9v-hdCk|g&a15Fqx7n~Ofu-H6;L_F}idxpx?AQmkc)CC7A z!vLLgKTYN+G22i{vdF5a$ROJ&t+Sv`JGG_y5YYt~Wf!X-EHVBbJ{tG1=K**U2_QW! z5R6B32wCi&U2v~cEO`FL^5>qVSwc7tPAsi29ODAH)&dDXjvv%*jC^{Wig4`u9j@>z z*etk^H|=pB33$4;;;dZ4@8dx-`^1B0%1R47mS(Xb3E|$c3C(KevgmfPE-rn(iW;fziVx6raBTF5~$X9_(NsIwCAFub~NfhRS)m0&5DtQKlqI zW_VS7L621p#tSJaW$BGsMYr4q4;m8xgd>h<2D^>wiI3;mzgB$$n#(n`4`+v75U> zmS^UXC6bZ#t`VUyz@$AP&p;`MKOPLDj0Z1#Kp?79V*Y|U z-U}HJTpo5#6kgSIe%yLNBcSl8JYT*eTMnZjx)7dE8z=t&Au~|dOgSium&fk5(5w-$ zLj&{O6_ji3o>_r8NlUULs}E@5*2v%PRmS3FPH`BIQRJ+6skJd5Spg} zqZW*HUc;VQV?=~czffaQM5wF-GU3Di@K{^JQs<-t_c5t1V58RUk-)>hPDHux8xoNh zUmmeqh^tP$&qiH@cP*WLy^u(K@DgF<5_&ii`P;^Nj*7CFB)HJWhLnmtO4|kjk%r8q z#toL-#Z|{q+4~XE8n%Yc&ZF;~~06*M~E7qM(JEA2CxT#&`ycOJ5 zkUD?R?qb`{8PR^l*M^Nuh|=7lN8V1#Pk^h7g-_f`ZAnZrj0tk4UW2k<4 z=zGLqD{*BV@v!1iNw?c@8F08?H{BgM^L(LiO5crZW3Ao0k;0!-)=s8|kr ze7MEBaEPX3DARRhksp(r4`v~G6!)EWdNIyM^5~W&=FZXR-4k|Y;+WAp)$?SW%i@u1 zUCi6zG1wB^W4CdN^D#t5TxfYrn3Zu%5?q9144}ZoS~51Y$Ed~Q_)CllERsoGcOF8uO08W?lO?K5PV!h$83t}Up}0^}*pH0EDxT8-vdGR-Y^IKE!a zkyLX2#1ac*n|mKIkFPfy&N8p|ZXPjM!r?1cie7mlBdoj;%s#~|wdVqPVpByrwd!S` zjNP=s@Mqa}QJD;28e`H71JarbPoUL8MTrhB!$>bN6&%ZAKd9NXGoH ztHR2>GPLYhjOYl=phrf~vj9B$8AxbaNTq${ULNc8U=~ggZ>MD)4BYs-vnc|*ii185 zhyr*nqY#|N&1fhT1hW31%&>ym2H9A8khT2Zh#hd>$${hetp#)0@gb&gf??kV3a1>T7J8R?hs_;O`_0T4(zN?-qko^H=+v zE?x?1R&P}c;_60;T_Mftv>zE7z9}xnPN37Y%i)_9+((K&o>MrUZ#`aIJzgI@{_*p8 z^W=Dk^kggbWLN)Wul3|$_2g{yFHJK>8<|hUF+$?>M3CC6bgI_eR>M} z;tZ5_24`>v-*$$$c7{H7h6z4#YZN-V?XM?DC(x&fSHLED(HVwHQ&o?Ue#+Qq3gFc*J|IcwbQP3!Ph!3ZovAlf5B9SLN{hMH%8xX^vNzv zu{ijluG}g_7VNK%28$R@8J)k~y0qPXS-bTZyY&L!dY|6abxQR(xW*eCo4dnJjxk zRec^AV_UU+?r(cu7#r2JWqcuoYexzr3eDIA1+y3S^8n0n5_Uyaz;KB6^8)-+uZsU> z?B|^U_~{$?91WC>{GFQt(^u-l#k`SVoYcNrBe(W~RVql@KD zW`RXrvwRELsZ%{{uqPM@4FiXOgo1{Fg@Z>xL;}qdPVt?Z3W+0_`8zw#ekS}rssP3t z6iM*~rClji`2|5ZStLch6}3Y{7-JCwEh`JVuZPy3p@SS#;Y+z;>N`|SLQ_Yz@5LQWta6(i|Tnm6`a8n4E=ZC}6Zjpm8k$uMJp zVF|8!r8*|xEM<$Ch_I)WD)fN_<$%phIad^%Lg$<4P@tBn7NTJlc)hP~q+QhrnpXd) zR<0kS#Wro#S@!pmc^WN^6+<$SZNX6?AP$SAI=kK3mZZ-%YYT>K zUr-PRYS#K9z)W?c@P6b~NOL|XwY3h5b6ISuf-M|Q2XS?-r~2_tPN&;={$r^>o1HJW zR;v8lRRX*OywY`&@nbCwC2WhMn%WV>saZhLgw^RHQpBK38gQ?IHfSrl!%Mv> zl6K1{QYDT=hdGnb%V!iGkL4F{5)tb+QkyIr@2zoAo9AX-4_o1GiBQ_NNn>p5a1{AY zdy&F)Em}59byv#pXp-%_7e?J|x~B9V?L-cKK3NWlpQ;iTYuU7@j=uhea5H4`t=Os0 z+J@nCuaiOX=N|X6SI&ukpTR44n;quZDpBfvT5^dn%B?ObX>|=>nBqRKD(qx^V|P8M zn{!t>DMMp(JL|*yhIX3g-}=NgM+0`djVN3D`FQ@9;~-%mYPbgsyWz*+DB;iuVNWqL zGHARzVFZbAFVtc(5M#UuGDMOmJR*a8eJ6t97w$vKKn@Q%4#F;Zmy7y;7dI%_=1^al7h0+W8=D%pfxNjwRN_qa4o5|T zyp?rS(#q8iR|h2i9vYRr&A!Vsk)YsM8kKVFu*O>T&PhwJX9^4 z>X=qq@#AE8ZgdX4<0~11LY4SYwOkIXSMoL=r{Z^_^Z3BmuN1x&s-~l==Zhb|QV#n# zolYH7AnQn{l2)jeub^ItS#zLXk*Ho`9aE%teW2Mvs8JCbQ*6v}s5Jq3s#zLSV&!xi|`p^JK^tR)q5K4-c0RvUmtD9-IJVdrs(g~c^GRIW^Y!UBAh973ExsLw z^UML zHlmc(8c;L22=NWxrayH?RIFtsPUkmfpQd8`6dig;(t@N394%&qn{pnn|)Ioew;ZwqZbjQFiPrXigl z(s~ojYnfb<`!Mc&AR<_3vgWM%j&f|sw=~yNdsCiAa%>5y{{sKL!!~6q!41oPV*C6{(k{Cs^fR|+SUX^&vNHA67)O_OALo)O* z;F=L_BAD8F!6K_VMcbm1x|!IdqAP?m+c4Mx)Ltm7y3@EH~o%`$Tb_Djq1F3dNh6GBlz!<(LbQaUqx2~ zFz{tKlh;08I@1>o08%;R=9z-o>xjw&x#?};8dL0H<85o+fcutoV+vO@V!V-u(&!J(5RJ;2tWA ze|NA8`ttZAzB@n!%;=>|YQ&#Kh-cjUUo^E5sUmg^hhZ|`QaDz`1hjgUnHad0($&JlG~ii z`7(0EiuZkNXz^y*?kZhCDUGEaw!9~(Q%P3SZ2PH@TNRK9&*Dz^fo{Iy5c4L5f&NWY`=nMC0;uNHgnO! zfOc(VdI%H*deokDnnlP$IX01(U7Yc|sg{?rGI?b4#F*9q)wKv)XM``UE;=E$_8i;f zpzE%nav}CGGTDR`Ez?lm)(_#7I)upT?))mc&Zby96b!AbJorPs1eC#dy87%m6 z_ca@{#3c+H2v#Ld4V$pl5sW~_kdR%uUEZbpQRmUB)Z5`*!N>bC57g>(IQczMqKEMS zh3ZVamZ0=mHBhJoSR~t%&P%e+aFV+HDu-SkN*>b0h;H@B(OTbE3i|?+$i$H?((+Nc zOLzv)qb6I6#6tVq;!Li4P06QcFSXOgnb_EC1VhFnxv9kYzMqbW;UN}ycZ~~F&Nl_> z?MLRX`4-0AF`*U8t#BNgKx=*?^$h~vc0ujS>(q6~$Xpv@#(Y}nVq<(=qg z#AlswLKC*#XtKpDZMdpOwk?11+W)7fE*lDA2(SI@^l!ZOe>!yy(O83x zLlXL=%wC67`J-R7&PPdOk7{>Q=}sEIsk@%)o})gg!6LWe9MQnrxM{S#{uXmFD!G<_ zG%YJMb2_5)4?mKR?epE%A%XDk=#X)$;_}_mUwG|bQN3J5wR{z1AT@VfrTo9cj`M!N}F12;qbroB)w3#6m(EBasY+Vv_gf8({S6~o+r z@!BrvY`^)DTSowCN(s6@{K$Wsy3|-H|ITa67;-~GWPkG7|KZfNO+IL@T}3|AoJ&!O zfMETRO=7Fc=Xv%?}DXAx73%8gcL~&=}oRs@z$^ z;2&y@evGY5Cpk8kOlt7ms^I1op-iySf@m-kdYH-cwuzoxRs=RyebE>2qDZ zCcXJPul>*R>u>1L?;U-G@?+9<02cGxzjyS@{eV**7!GeiFG__2B#$;Qz300rBv`&H z4*$TebM9dZWeGMd{z2F_-^<#|5@IvFNqp=4`_xsuNdcbk7nNX*2pis_MGu% z6CxNO`nw}BVwv%GdviwyZv-Z9T(naS|BW`%JVW#fK|zWy_0k~%f$ zOJ9q^t!d*rJ|F-jPs2!7cU-pE`XViFfK9mD;1te1B%e0$`nY;;Q|$B=iGPsJIrq`G zevF)Z-1@DfPuhb1=P>o}E3AKc0P>%&upkv!Fys^C|M=&>S6Kf&OmXh5|NnM{RVX7| z)(-ot>iTeJQE`I8>|II0?CM!HDhfP?pOR5N23Jih*d5nQnk*I9DO)00*R90{mDH@; zKl;@Fw!)eyO**OXpOu{ez|1$TRw$nxp29zgo|nNx-y)rLfE1N&A+I;wfL)3VN48xE zkcS(csBeyZx^Y$ADtdsD$>-hO2xOwb^8;D^e!4J!o1rBb57AbVE`HKM&bU7N(bbmW zOJ_dtFv+N>qG{#uE07+$li+Isl1W$54cR$|+0le#_PHf>lv>BPVJpkC zCaRiFi^Dm?H;`e9@%I1qFx8Nu^edw;?|}NJ;FzCR3K1OtlF|R0;MflL>){5T&C_{5 zP1)1M?}8(r#3js>=8G0>@RzU8H=Hk-y>6+BM+CH|!d}GP?Bp4g-5rFfyFXfHptZe) z8&1Q$qbav((>y)>7W?!QX}yq}y1ncQ@)`N>D=a)bDiv z@57XPVIr)2zBGE_xNHCxCbHFD76sjeG(V*3+S4!2_Lq$QZ-V1rhA9Zfo$>nF=9=4C!<;jF#2^SYiFbxb>1DOR(AUNOGXbZy2{mD`W{~V^yTP zD>K))cwOo|Ql$SI#vK!Ya#v)CG68@?{&R&j-`mOr73$k5_cF<6Km`{L6JNwcyj*KU z{{}AhnE{>5)pIn^2`-oM*xXlGd-RJ_O?gO(rK#-F;^Iwh{k5#cXFji4QO`OGfHk%c z{qow)O?^iSlwAa$?hfuP!jOC^cBU(E?bixxn4{F8C~4);`nEwKz0}c@4LBOBS)<5( z3Nt;l`l?zJbQ&V+wu$6>A1d5(-BRYhak%q zqn@C_NHD*{P`iV|^Xv5GlG}J?JKsqX+v(3j{DU^wxtoxQB{0qQ2WB3AH#2obfcnvU z+$rwf*Rd6$Y{f~V4|g>U>LNjQ#9I_d@A`Q;DFR#$C4fB*T7FN2XmQL};wl5C1X6W%tEy2mJpNjJx(1 z9%aJE$7jb_1fLlK^|4DGGzl4|= zG`(g%{n(bYdW-wHd5ZDW?eY=k=!UDgO79eFxM_X4^|k|t=?t5}ZH)<@yIYpb&ar5H z1NSp`7tK#f*yQ$2I)Dp;7%Ft+H#b;nJdr_3cYA{3WYBAaj=>M57qNXFJ9zCph$c** zlH!_onIIgw1?g3ImfIc!m*=Qn1nOlLJ>>058_)E&pI4??w58YvbseT2j;=%Lhg-AG zoo%I#m0@~ET3mdKk6)e2@&sTFA+?@5ce}=}mZQ&cO{?c6PIXn!{||d_85ZTsR=~#+P&d|BgLo90@mv(N8`sQQw~TQYd{-VN&;1(UJdflsv5HzT&a(0=!>W zC%+Q1zm#);(1Y&6e;*}(A0_`?MOQ=ur4#%7@yQM4?|b_1`(6vM)dt^>|Cfi6{?1X- zVA>X)h~`3e6RQDQ&Q&qCw4C+}JVv`Yy^=CB`R~-4W^#t@fO}+L0QD@%$6z+j!m%rl zXN%-Z`#Fk-lT&V?(T%XVl#|cnLMuSy!V-v09Cm2sHq|j`71nNwX|)1(YGyT5C3?P+ zP~q6aT0qe))a{r}q(bS!Mcf-`;m6z?Sua*DV$qcVQCybivZosanrE9{WU;4HW`rCjH=$nc6&THB$$&QaFY{ zL_qt)`F%Vly|3tGV{yz!E6IvYWjTJb$-S@Wih?Uo0mDdO7Fy!)dekry)sZrNQb4RxL;=l94)3hu^n57I!a!hqN73Wnh#0yQ5@|a>La~;3zquwLdfYHYfvy$BtGhz5OK~GnAqa`F0qI zzd8))>E|zKXfd{1iWaI1{x-s1IVA@>Nt}XguIfC_u+Dy28ZzGYpiE?TB zDouUe`j>Juk2~wd5~&~Q%pwaL zEji6&Wo|LiTNmvj8Vn)1C{(su(Bf`v9U?q5kF#3xJ|^9|$9ItN7DefVhKcP5;oHcn zp7PH#f!eDwea!RLxgey8(=HnT#VBzgqVpug1GgcBg_XFDrm*9NT3Eu)l_UYC?x&-v z@tnHzP7-9fhy%FRrZ=VLjue4J3IZJs(-Ckur({dy7|M2%|pXTH(7{m zVA#Px6jyk?LGh1aB)^9UtXy_5r#hlZYbZOSL}ZLB{A{zfe9qG@zcId&q83xpoalEV z;{rWrTP=W6uNA-XbDKqNu<{)Ey2!+N3ZZs4`P^7C{|O1<;x|E}ySZ^kHT2lkH{M3H z=Ee)Oe3rN0=ztUCB}&OnUW?l3Oq9<{R%w}3E-9wMBdP>T6B*z(Z$R?O^RUeD(KSD) zb(divu^t(L@2Vqu*~O5V?la(fZ1z3PqE@*f=Vo;Jg?fAP^V4NUru9=s-o0(L%6W-D zYwTMB{e-l_X)ZHT3sE0rmR>DNaxk_vp&nRJ7ASYpFtK4v8r*qijkpS$Cnk-CLeH;Z z5sRX`6K+B9RK#E38!>e*(0UK?w5e86T=0v6zo&FUs~6aL7+`PW zq3|=Uz@Qb{n$#hOL_lITx0`3l+ZkK-kX!<{}jr~J~CMttcXtp^27YeO3q*aq>d%4Yi zB@@)8>$IoPTx$A4$Q;&m?w}N!OW=;mhYZ57_1SxXLesEya@klm02G>fC7{s4`&4T| zl%d;~_Z1oiFkOjKXsOS3QA6Nr^Dah_G^Q6kD+%nrRcP8!On|v@|JpWo!w17v`Vs~H zk;_u-FZL9gJe{|^-+OI1a}6tC8{1=Uz;vbEA?9}Fz59J&y0XWM;!O5}zrGorej-+# zkg<4xRWs4?r9wiHMZh)|-FE{00pa;8uY=rf9H-T=sS#&1JK+l`v{Rqzf1=P{eNkxI zUlbbgsmG51g?3p6nw||zSMD)4&5gxy#9`am{j+zIn(qrOJ#9Z20wiHk+`>#_CFPQtgOWR0+jGAvG}HmJ<_1_Yvny2}4NVh2MYZmV@+)TGfXR`f z*3l=(qf;vQFSJe^CgSpk1LmKbY%wQrRvH7R(N2Rsx>d&x@AgpbE5}Ake}%( zH+{E)E=_|BE&FPwVXhC&I}W{k?6~7Ix*@PWK%wPufsDwt?E42b(ef(N42{C0`nhRV zp`9&;<{ABi?<55ZJMiahE3^hyLe9fjThw?DO0z=TvE=B*N4mk zI!ZtCwViEx7_bmH1qfcR^)`jsCHU~M3C{DyEsFle(}b@qN8it`;yoKOKC0-@e+09z z>t(rRn(pyQja{L#GEK|Ox{*okih|DL<;WcK!I=kvnmu%u_doOx?|-YuH@6!%j61TMOe?yLZ^{6^)s04xn6$%#!faaf zVoa4deJmhy!22&yUrC_m>H^GR?s@+s=iQhA%%)Obr33@K|Bw#cd(z*#(8Taw5PdnE zvRBdUW40^+v(Z9c0wT`C%SRb?IQ>qa<2 z?gUR<-8tmTJr`OmM!opZ%OFDWxKnZo(p-GJUV*phMQB+Xu5dO6gnj4z2M(wD_#yGK zuUJ*yiQmWu4yS%PmzY_a)P`z8^P6?-O>fd`PJSoi;(5dOF`L5+hBFD5TlBvkPUQ^N zvi~M#YiQf|{wIoA)3!KMS%hJdNr*E=w99kk#(LYJL>v+NwdEI-E&Ja8gZ=Tthto(V z?94q8_Y2JCd1Y^Z-2MskweSt>SG;^U@(%l$?TZWTygOjNvP@A|1OXzhJ3DfPbp$@0&=!=aiLLwlr!xs?;c>ixiiQ&<5gKKHYF*qIAiD=p0Q7CFb!pX$%^QhmX zR?N>4P-Ms8$5lHTWR?4>#aWN9>0KvE#2p+?!{}35X0ViTp@Tk%f~z1-Q~Q$s_d8ZN zReZ*#p~8FK|7$j!7&cS4##qA(ciUrTErG-7n2>mJCp18hfm?H0zo4W(&)BMkO#_*1 zT{NM=W!)w-JkO6-`q`h$VKC+PPPahCZm5Y9zsyLtWGo_8Zr&N+Zv@I#SgEMT?e?7J z4!TrCC3!rz2ic=hOx<2=GC;YVV}C#3MwwT@z~iG5{hqvTD|*-ZssOVKPGm5m-{N-V@VbHde^ zs}y?7#HN;`931F7069Upj(bhs>`C~ekGxv8&3B%GLrcWQjwhT=7ydY9mH{7M4MS_k zJ>eRwOFejrP@wFru9k%**Wf$ZUE9vs0E=V_jmZlN#od99E6LV_+6(O)4q%fCWyb6Ozc5tF^6D3f$$&Uyxr)Et7I z2Gm*roy8Ao?Se8&t>OKJTI1;ZqSlU})EXK}t(pB&tqFZmYwuBN?PcVM*PdFt1*o;t z+I8m^FYc+egzh@=A@m?(K&>eyNFTkQ733QyMMrn}vb1>i_eW8w%U3Rh0Y_2USJ+%h zjmm({4d*F6fZUqYSc5{(SG@un#hQLVZh%^|WxC0G2)O|^w*e2%od4t~ic)JijICP< zVjRTn&XRYdo-ikhQ@jF(Ou(@O{>&F>SpVcGipmT`(ZUaq+n=bl*(?CLv9bgu-(XYx z7P&Em?jbkhQ(ur%W8CM9}{W$nD}+7zThSAYYba;iX+;*7FjcG1pHRqcEJB;MUgxPKCu}Uzkg7;L%CwecJldlB!FY_# zSkm~jN663P&tVv>6L2@y^>{2#^5lsZe*BXYFE7Vne~x>iY^MteyPy0yK04Cl8z3tNv74I2Pz?TA?y2EIk)u>X}}J)Su3(XH1#S zZsy0;dC`i4WtiKkY%sH%*Ly!@h7)QyHB&I+!Iu7PFu-6qmz#*&rIDwkZrE` zdUHQ#*|pwH&ho1hDJG>`JDYA5Ti{1?m78PKrj_VG@Us$I3NNFGG~^NpgRIRni}aIK z`$FAy7`sdT)gW13QpUh`o<`OJ5wm(u`(vk@xO&)6*YP~xy41+u@o1@yZ7zDL`87Tb z7=uK&d8qbEiS@&d53w>XC9)UGEZ!o& z8|5W{UnrEFhcFqQQkPD|iD_u3;sLS>1zm^}vqT)KFGmUOdDCbK7Q99$kL@A1;FqdO z&M!z33dvXkBvcifX~_!ePq9T-`QE~N>5iC)+9jQI_PdL^n@XQObN8aJA&^xVm#!1) zTL>WK0fL`cEay;nQ&jNtay`pNR*+X*2sO!B_(k4q3Dn&bsM|Otm>qlut($?Tq2cBw zGwJ8kaeG+>DuyQjax+of7jdZI=X!3#O`vYWFp+`Nx`{e1TTLf3qGd1WvUELYb;!&CvI@#) zK3s0I>sxxZ)_k~bgL#Z)zivYVP5d2Jog4p$7y|$L3li9GyproYty7uh%=F$^o9>c6 zCz(lPY_ML5CkX!0PDy!PrQ(bw0v#nQ=?bf(HNzvOpVyl^pnsdoXWs79Qj@xXfljtv1 zk>=YT6BAd5s(ZiAra?b)o%S9R?h|Y?klGWd`#lBFJCZ_!tfyqJ@81SFw^vnx;$PM1 z3Bv&7X2q0p+!;i$sV3c?pO=^BmI;m$9U4Oxw4tY)+P?1x%Fd$dlN~wO>Y@X#Sbx{EG45*GD0}|x= z2otj%zwFX%H99T#NBX7M2Ko4lfsc=U5?WS;5W>tt2j@ZC#_LVJ^SlusXvTP=)|=~I z@kaKD;9<+cT1*3SqW9`HY!T#MXy!mxL0C7o%~28^j_%-&>xXEk6(fOyt{pUKTGX{J(LwQOkEEo^Xzj4bnf7D}Wx2IGHfxmy>YT*T93=VuPq&!52O))?MHB(pk1D#$fOL1BdX6=2NiZ!9=17*SCnskP!LD9oPV?= zbN=!Ng^0bifb&)XjF$#RstP79bjFBqCKt4m0PCoAKN@F3XP9s}E#}g%@`$b1g$LpCaomL& z%XLJ`byC2APtcVo(ekrB6;sr=vp*_j#{hv!-re8_k9_WGOWn#SmVY)oTQ)g4Q5GaUu>q6E+h+^kgjw$&6aJ5KAtPvY-GzU zTVBM?tiT{V#$Ab*Av{}6B!$hw~Z80Oc8xtuz&w}X6$TpK)*c?)Y?S)-M%X+eKJ z>#HXI8eN*69Q*=mfeta9_y2L2!}bc=t@QOVDecyERKwgqi|3NuKw!1`5^ZC22q<*d z)Tm`Rv|;(RJ7Dvf3@fj^F9>xwF&dsx9{xGQiF|$brDZugL7j;o8Zv5S8+&G)i+n3> zK4LeLrvi;- z_r^(*cB0RI9OS1xOv%#lNQ9R*Je7WqmxWQ@<#BLit|!yQ%UA9>XQQ|!t4hNjx7_bK zkvaKn-zr#SBZG-F2(O@I;O4q^o&(1`VxDJ|=kbF89p3BIt)2I{o*%w4w-^&^M-BmD zj&}mBW|2$LmOhN%cAY4c!E(Npyot|eSrk9){j;}jR!KWS2|&Md5O}{`l}(0oeu1INs3DDkaDrA1j&`; z&&**;S^JXrR2<8JMN6h`0<#V3D$eF}Nrz6$QE7UJ_|xDnwwD4~cnjO}l}B9qD8H z4Rgd%Yp1RBCMx|)S&!4Ij8Cvl79JqIEskiR9 zs9BIxsx~cdQT-*yhmNe=U{+s5BQ=7TG_&~=t3qs(3No7%5v{``<=m`2l>M}03vwpv zX3L!b^QU!yxGE@WHS<`CUQN~6Rn>wxk&D9xxb>LvHrip&z%QUNdMxab?fwC~RWDB( zO#oMB?2rJ9S4V+@6Ja1GQ+p;+xa@&KRB=1&L73y4EAx+5!R`7kNFC>wc<$!A_JI7{ z1UaKv?@3@}&PqL}WyZ+f9=#94x}XNQ(ni@2jB^SU_oU5Qg=`Lf_7EufG&5_{Z$Gq} zE>OOjHs{!}IlPV`SOJ}#gHb;k!Q>LGqDVJ&QrR3O3M_ohB){OJzV)86t*}<0bs@lh z>p=1bM{Rw)sm+0X!x0?ji}=I=TW^$rsgogYjnNgJZMg$m3ZL783VCwixM(hsEwqi+fr`T|3)uVI*0f>$yp|NmlQ; zVo>1FbxOrq`1ZI9v!ou(V4M3-OP-ukSvyOPjW4!rHQ zXRXgbzW5Z0e^8LXye|m}2_+@vY4+p5<$E8R0`tDkX4wEVO$eI+yomr7{gH|Oy4mH+ zZ-6*3{cmXc8=4YHGLO2ED(j89Q{GP;^*ClVG3xn`p=nVE`r$b6XLJaiY0?2S4SO*5 zRPX;;9GLtP0;|G@C>2tDfoD1kA@7`;*>EL`J*!1>VLGQ42m$+Gr(?}sA>txk=$@J-MON8okghkDn2>HGW#%ft=a0-+piiY_ zR%{Ui(3F5Hn!B2`t$(V9Qa5#>_L!@?aoyBSylgvYwBlm@D7NWhHo+smMXTy(?BWds zrPG5TTGDyrEc8x8b87}d14KLB+SX}nRv9=9jCUqY3=GYEWMRciVJg<4Dqtkm!mFU6 zkqPB)5d&i!Lo9b|s`v0^sZw)SwM!=WYxK&O98c~1*f<#7450~H0b{m{EMXZ;l^yH7 zqT2!kL)QFqumY){4fIt~(O7k0zUC-0uV$P{>%|!{n%y0%54~kM;z|wU>v0R&IW~xi zhhIFFuAm7<^SKveJJWG9tq^SN+iL%rAzH*@+E@l**ILchvyvrRG9Y65BtdL*`88RI zSx(ixiq#P%d#;_ekKun0n*O{kZ$E5;>L^C}6u%3b?E4fC3SM;o%%^xz@bXnb9)wMX z2;yrv%~)+UQ3WscKD+gg0R;&_(>d**bri4G*NLJ!iua-E1)$)?OE!*{qCvVkFAJq0 zDNnLo4uycsLVxrrqT;~cE6D$_qxhSGm#=Z)jwj(Ff7X_FsNjWa`7agZ@=F^0q;H_< z*RaW-T)w}BrU!B0UqaLGOEs@Iz!jX-T~=(Dbg= z4w(Z76r_~QH*w&@K1HD5r6tYSx~YF?16hE;PdD|H8F){%T39caZWi7&FeU^veE6qZ zB*^SRQ?A~YbgP0d&=fzzrcP#PF>zq zl}6jY)7PPnvc@iK?uvB!G;JNh|$|J!kmFe9nn{b92}o%q-?egxV3% z$|6VM~*_3P6w zKf67+_RTli>H-4mHFhf-Jv@2>)o5E3V(x>8nf|ea4e5ingU3vLY#!wN^&73IDglqZ z7{PGKmgbFjx)_)ak%)CB@~Us+F8sxbn97T6h&MsS@Hl$D2l$f3Zvv9P$r6a%Ns^aB zTw|WT0Xgq~LD6;c`ZFrB#OsukSKW(mybu*nk`4vmU~BJ4;I~YY@Ml%Z(pO3oB0GOQ zEt#Y$vNJ`WFGYPt|7Mq6cY6Fv+Fc{?%~$%}1ura& z$;CW|bs=R)}TQJr0?h&1U2Yf9o49j09muzza&g`$qes zKKMnnFk@((%;311K=E!*jImXU@8GO{PszY`x=ppr&`cyn>G*LIyC&ZuWO7g0G!O{= zATzwuM^U~SW8ygFJG?X5Q?a$30YjG^*`}gItm~xz^^O2x7U&2w48o9(@Ky+VPv#4+ z;fC?}${o8$6)0BAh2!Kxv_ttW@X9eEI`*@t9s7`7p%g3Npo1vr-azQ>D#{t5NlG9+I_7M$YG zZU&8?3xv0wo?nVl0O^sD3Sqe9o8uDr>t4XL0~&1&a&Aa5cB z4Yd+aII{iuh%R%Dq9$5$4ZEvS^;wK`#>FSMTRw8N(R3^2TLze<>1)o}bys*;W~j?e z-EC6qMMzpDhqUPH6g=&%bVO#y7#VV^^mq2Q=I0l*7-hL1xbJ_gBtsdu4gkcD*88tz zWQS9d!13zOQ<4W)tlyPn4Zrox|CqiZ`y(sq^}kx*99*#qKmMU_@~37?=4=0ReKV~L zqOvyRsXO8M4|kG`j-t_takzAnE6yw{q5B2pfmEyqC(-C&8W*}XLv$?PX+88u_9Xm-t=~G>9;W;vmRD{gTFT7Uu+~edUbnS;62Nm8Nm-hQYd{hg=_XH zB8SBW$Vvhwv+yZ1+uez{aN~{7e^ioL`w?tT-)IDOC=18aH)l(~)i-EH0b7eqtk2_? znx(k5mpjqX9sbm~_1=-sI27G<;ISGK|fU^PGxq=UF0KexwQ8sRx`zbM;}iCSF9@= zuE9UaN*-bm@5j;7|GKfCv56Kaytwc3wABsF`10@-OHPnM3o<+%Pew$ucg32>^#&~N ztro>Ul+50#fjMkk$H&t{oX5QKWhaR_nT816!v_(IqlCszSM2J2?FRG+rMRR-=2d^q z-7^^E+lhF``mR3ChsTkNC0)J^dh^820#$hNl|h7JU$Pc*2@`crAe{M33e!h>altuJ zayv=UwXu_##xhCXUH@9ld}sU#rDVl2{p$&RZpq|%=YhHkRS9lo+$Ur>I&vwh32^1? zbR`@kzA5#WL_LKsEYqzVE@+I~sT6D|rJL5U-Ckkstw54xdYwygVg$01Kx02SjGdH5 z=3T9PY<6H?Dk(Sh%@#>#z?Gh=dvO!eZl|0J%xUTZ<)0m4`FY6_Gy1x0@1jv9vwz7T zx_Z!$X}NrsL>adZGYBpf2rGC|4N*FAT->fHWeAzQS~hNJ@@TYVXuYqXd@a<(@pH=X z&f;pt>WT>rt#lZTx)6ayZt8-aI)ZU}trFA9)a_L12)24*6=j&I2TST5Y~R&`ouvIM z)_x_~p`9e4lFUd?S5N|ek90XAhPL-1uA?ECmhfynJ-1o#V?1qKtf$Z`#)}~;S|6F0 zA{tbzc=1vV(Kt6Ln=~+%g7ervarhQBb0sc5&0*K(dJbzc=H!hS6&dGCfVFB{IY%zt zayh4P6Kb=w6f@O4&crbS@l+OnA(N>`d4}rEX&b*>EczBb=_c4)dc-mga~jY$D})h~ zFP3-}@mbEP?@fI9a+1o-10^=0x2fs5*pkPmWUKAElfw8C&HeRneNeqPGkrRASj1J! z=_W?4@gn?_-}D`UsCP}|$efo(_w`Py_wh*Q=XJ;$idhTyw_>d3*Bu{waJ!_hSF|Ae zO`7pJr_G-EfP&I-Ig|LW0_a}>Jby?1{02PC*MFBq;Qi}m5&t_Ui~bz&{Hp>e>|YW< zWM2f3Ww(lT%boxN_h<&91khtZ0KH0XvDy)#8Y<1Z>Wg~PJie%Z1gczmK!U~X%v9liR|vV($C^h&30 z1qN~t@QnP#xh~U1u)C$%7)Z6cJnrPay`fU?w7ao(5`-y@(8A7yEeq0IBK1N9@XX5) zLNp=Ny#d(Q=3QK>PW~u>+@jyo>`fMx%eiy<#p3C%5#qiD08jIsw_4KlCnkT|vJVI# z_U!KkkkZ;e5I{;O0dx%zK-#p#N3kVYi2(sbe+pF=F?;Xfp9>&kEbt!!=*g4)mi?c_ z55t;tgqDa~9x;-CL~ydT)oY9pJ3pp!6eUbxIFfG6337A zKvKZxoA@D>#4Ew$&R1fCfXSjWIOn%n6fCdYcrJe`Q39%e&3ywBN2P=#pN5c+D(;LU zSV_8;2LPVN8(WtwljYYYucr8PrQ8oqxhG+8v%s!9-z5+Gt~=|^e*NymZp(CQB{tZZ zMwKwh*bFxO>D${ly_EpqQDkPn`y8%X!5Eeqpu?^W-R!NF?8f$gm8#8=ax?009bwYm zq4dol;9URa2*asC#SI?wK@^d}(k-F@z@xkec+xEkd^Ki)hKLaW@Z`v7&V>m8fG5MY z$5#`XTu?R-0GyN*#+LcRvzQU$&c2d(|y`37q%EtlsZQF{ATl&4c_P` z5na;yB8c_<%9te)mve2fHcL_G=StiYl%U8~4(8k#==M0-F}pX6f_k|xZqt00l-#}}#uQx$7KlyRl{X4tG?;7s&XXS|)T~h~s3;>>v zm;g@Y!^u3rZSqsIa$Zj6e!=O!5#{Ty5a2NR9n1SocmC(-4(1=%tN-c>wkWw6yA67r z7$R$w!@wo0*+)ezn~~jDd^dNP1J?)}YDiO+KXR9C5Y!(ql8V_ANdqhF;_wv%V@8Z{ zl=PD+f*?fPrnA{gkyBh{?MJjgTCtgJ8S8%Xr=O z&Uda3Vm~rdeoRX0Va-YF%^9puVWk6AYm!9q;I$XRRmHR;(~D+IY}}{IS?5Gz>hOKV zPD5zJP1D;OSEkX>q%a40I~psaGv4q?$>y2M+Y_zSs-Kq1E!XV9v+AusT9S%(N3Ik~ELHq;5L9hZj(3(TlI4e z?9m;SKZ)hZx>J-p-lV77+1aXN?;Ocw-xY?d5Wx{S zBXbaRLzPuvyxfY*^&%m2d5AL0Cx z`q$Sh^1I$1vf9sxo>H9!_84`w=;6|v|GkqYTMGVC9WEn53?$?>Bp1B_ohy9JXIaD~G9PsqJ zJx1LNEwZ|Y3@3V|b1x&>J^cyYgQ-VCTwhu|Js z!T#bfF~nn_dDn<@0Zfwlhr=W$26|x%@-i5S6@M-bpOYKh?SsfmQ!*mF#-@JKuNyrx z&4|FvSA7sXnxEmHW^&kJl0r2iWDP;MSD8z24>I2XJj!p~)2)((-KUIuiic}vNlKeE zSb}=c-yAowsfZd}d=XwYX_;ZO5CY6=t3Xy)#2jOThIjg`adv9voL&)WZ4(IMKsmXc z2vbLx=+_XqBq0@n~ur5ub5nptE%}lUBdQIdmnT&G{ zgVjS)ExZpTO@*}z@GL*0f%hls)@lTX9tOBh-#f9pR?m1peSbpeo5K08b*Af0S_C-} zz=TkdG7QWpX#TXPd5r(igisDs4lN=FbGdo^$nx1XM}jkO%raeZipX{+(cBj#EqWIP zsNMtw?4F5ZD$~2H68Sc;JU9My%L5r}s*Yy_e2G$J53Ytsc0L!)OTONsf4zXJE1f?t z=GS$m)SJEa@_<2@pC z!p>t*Zm0ETiS(t=xvg>D)uK8Xg5@VsBV!UKXW!fm95R2|QTka#S13pBQm@xb`;pU$ z8>Kq%71P@TBeyE-dMkGOW;PfktG%+Ad(EG{jtAXnGc zH#WDncXmPOILD+j;gzmfB&@gUGh?egiRi9GOJ}{P@ufViKTx0bvM!M3qR+9**>Mda zzfsly$h!9b()pl+l7*jnk^W6omHIFgY&e}&d)(kn>}&DatSWCtjp1GWo5SG!(@3;;b)%g2m!aVZN%DsBL{56o>VJ_J?)t!-J3m zijZrE6K6m73(LmwWk=M%e$5l|*-hu$rYsx4fRyXq!p02W?=>w7G4Vk}fBbP>dnXwU z*~~Exg@5T?3e|c<0 z51(J?jgQYagODPpl4PaCt}!>?fC%_skT=)A9=So9aJ~1lf~C-nXQJYXVxiz`9Eu$; z$t@Gl$+2FKoxG7mMRs1sD48T1=rq5=mwY`>U!`WFE7@ZuRm}*j5<1zH<6@a)Vq|cu z0f)w?uPg3qp~2c<`40A%MfFbKKSG`zk+QL(^~4#Si^ zSl9jqsv@ie9btz-j^`sh6^Py+@rA$U7US_g7k!sJP^^X#mIc*r1_SHbHJm|N{tA8{ zj;5?s<#jvw7$KAox6&<&Q zI&{W1C zsbBAJR6igpl&Co{Abm|hIoO(g$ESV@r~Z6;2S8N6WAwif)xV3VibxJ(^grE1{P^Fh z|NMU_YS8{2QDbl*YQS1EmZ?}MQKROhff6-cmVJg9YF7PPC{bh3rqQ)8YD~tX=i-|Slj`zckh6u33ugQ!yxoW!8N&v zQG9Oa1w9%FlUE`paDV$=)I_l02G65J%{$q|y_M^YAeucyCF<|~1ETu6axHMGn&I0J zR2<^e&&t|=A!-bx$<-AL&W-U9ICMCl+^zQzFGd8pow?YvAqbZAK|H3?q8}?Jm+t0! zc+yK&n-((9FKw6om~Aa?nlq_EN_+80oL@Dq_`0;RH4pt&6& zETVBb5;c&AdXr(}=4NKVHHDecc1B~sk`xC` zn+?)=Ut9}e#_mjNg>rYKT$a#PVz6yVO1|?_N&?Y^0aI|gy9A<`N$SF)QOprV3#RSW zyMaseCh6+iq$^#ZvoVpa&|ChgR!XjyLn3dKhQecMIHCkdV6bey(1+gJRrI!Jl@+b> zL!p0R|7~y|}pi!tD@vT3gKFbQGO!wUj^Y$j%KG z^+mK%fzFVEq$sCzwtW(AWFJzh_tZUTklqjmlWqd%cvB0MAk0H zOL6G!-qM03kc%htW$H7hZgeF+1E(q-H(+Uw?8*zMN;8?6ytTA}UD9fq@j%Y-R)1el z6$XE{?>WPJ!X;hT_hR%j`d{vE1uZki_M8191OKMu+A4&L7$m=a1D$Q1PZ=p8Zz}cU;3W1 zqOg|X*~0)6fb9WxEvcc0!A_+gnE@^(@yskNW8foa;Mr!~A+yMe(lL&?g8k;Gt#L8J z;&#vPo1?ZrD+U&K+GmgK`oJfd5ydVNS}WvwgOJ;+LOqv>tg-_grl=-_a2o@x@-k?q z4J$U@eR^g^`C0?rx@}`%q1-yBr)@k@U-BN_8ochb*73a9i`;L$fXxwO zpr-_{D$uG;z;SCxYInV5*kL8-{QMM!)8;*~oi&o3&8WKb+Z`27fCF@HmdR;ez=;g3 z>WHoi3r%q9D}dqk!U)!2c_asgPA7j*qCY*B0$KbY#VBwrZ4bx!l_dSK$rLDb`h6_@ ztwjG_CA!~XN{YGPVQRsB&|w;&Di)#r&*Jz7vLF_pBeMFRU*%o)dEgmoJoz~R?!gLl zmz%413zCfMD|^dM&EM^dZns zniGE+F%3lhQjYGTwY!kR@+|NWGY;?U@@I%f1GvWuhC^js3Rp>fXDueD5Lx>WPfzo*pQDYHji z>rzX7l8Fb09FzS*DSfzMbTvDvB0Jg;0rx!Ck&;^j4H${@57EY{5HJWaw-zFTW9ryI z1KqNpOAeM8%}OWcbV}|+*$hP(+I6NNSSL1R&~g_dtH}b)NHos}(R0c~qMZ$i=}-HR zZkXQ9N;;p9g$X;CKTx6L;L>+Z_&8s`6M8^Yj!ObupqDn)U+lflFr#2C15vv`Kjtw4 z=U#u6A+_C!fb*h!y?1>z)d!!3!w`6_kpx9u$^Er<(*mHuT(r`Y+i0Kisu=~Fr~0;2 zu^wX1QBBbY1!UtO*qqd>IX<$9Ex#@CC>r#8o>^9I?K|&)>}boJubK_6P}`V9b(oeB z6QVjyPcknd4VavEO0rN&^cV)9L}Rv(Wb*F_!@(4SzG%Gr>)cGzAy2Lb31IA7;VExs zy5={~>>W$ZCR`ca{IRb0MnF)7PSLKoM%?9;sHorTHXL(7s__NXvGlH$74z%XHQ-n( z`-0f};%f%YF)w*kq0?F<<3ZFF^&04p;IT#QBr#rTEji>i`o6Shn zhnvQqL?#=q2C6#K(oif39U;xOalPb6LxLTO4;l^h^P}IQVYytuo*ir$OV3zi29ra6 z3Sw-JV|rtDSxz<8nI^Yw-+Dp@8T?C_y#wVUBKp}}E7ML>t?JFbLRHPo@bNhu(jSN5${e(HHh~Cco1^M1=&{bYiK#Avclf zt|T?fy8>m&$^}1km@+i5?jK9LaP%EgZjoH=Dl(%_CreAwn4)VcW7H0H#5X)UZ%0>! z^QF+K>5n+R%)3T4WOf9;x8~_@i1a< zIF|N07&Aj?K)MfmN(N($Z7SF_=OYV%N$y#pE?)v`oz=1)f38OJ#x< zTvM|yg+L^c=+J`oD7)sl3fqpSn&v@V8XjEN3*O$tFn{{^(b#mb8j-VPZfsKN@FfbW zCN;^06!e7&rRP*{%O&$ttnsm~zO*hj&sR?zZ`QcGd#ctU0GS!1VaQo$_eQO_); zk)Hi#&48m-pnsVm?&*>$bOP%Wn%-K}s%nFeOyTw>L4!+Gn}n?z&d=utv5xj2h6zg% zdaBJPiXTfxtY`$Q*kb41g||kDxD=}Cz7#rn`a>a_F7i4e#N=zBx~qywfk2^C(7VEV zd!C0+3Pwjb4?0YbadK1?wH7>HiV5!<7dr`N?E&?|skbMj_d852YB{wa3MLygR5UBe z>f4j56+~SUnJcOG+f!PECB1cD*0~i*`g$CLf`JZG1Y8U{BEMSPzddWyRx)%vz`3mC z&PPWs^bvFgcRWADJgwN)DE6>><>_a*4!f}TC!f1F$UIxr@_O{1BJgX6sg%OTTLZL;7tA(ysHl8*So_2+vk9s{F z*F0gAUM_-OZmM1$HeOy4UOt6he!X4+YhE|zL9`M4`8JU3j=w@ zg0Q`VSZIPc;Xy0)K|##)VZFX=ijUiv(J9~g^JG5G!ty)z)VEm>{RE32-2)$b+s7>4 z!88rQ$CHAojt29tKjwND%=h3i|I^0;N&Y;agGIbUgwKXFFh3!=`9#w8iS*MaCKLxR zjGwb^VvMi2dp~cx|GX&n#IFg&Zww*&Rpj z*`cLQFE+8{;w?3w=`mbt5gbol`k^wGDQ)@J>+)q@yCxaTwYQQ`&Nr3;yfEhLxGrukqE-^FcLeV4Y^}~Yd2XP>wg-h@T1JTp z2#jKH=R|BcI#VGO>ze6B;!-V9_C%oYOHt$K7R@<9<|D*DnYxTOG`BCr>Dl1LCr5c0Sn1HDr4r3TeeD?7 zsoyl->?1yv_v@?)YM3-jC!19KOc$AR`^UFWdz-&qmtPmhx{(8kp-rHshdZ0UK%h+m zWg=JawptX969<0kZt0Az?_`Km} z1`hapFN{8Nz#th%FPC&^U4AcYJB0s?zvc7EV?pvU8_Nk|_{oZ%S8jM`lH!DG` z{V!-P>8liPkY!x&ow~guq*^X2o(T&D-{n*6sV29|bdY1ecWO$tfr|V*DW&**iOie$ z7UVcF_-XeOXw+H*lyP3IOh0%T)Ys`^m6z^t!9ZnGt>gc&_m*){==mvaVPwO8%^oU@^;y zeP7pPPEZJXMZo<`G)(7I%k&QPK&M-qbzl4ykEK-43fJfTD+MWZQjimMH(UZMeEb?sOoVqlW2z<__q z4Q`?nfNHZDYY(JMknvYSrBk*DIn+S|kVj>SPfSRKd8X+35p_&TPZRa{=}8D@N$!=& z%Y6Rn4mt!q)?^1yCw_KE%C2sfm-a)y+E8Yadjk`Trwcasc+L)IBbdtEZ9aYhvTEIY z=CVg}>a>{LUsZT#XU|=k0+Drdw2&6<`B+`fQ^L6l7^HTuk+JmB4(EbDV@v+%oBC}P z@^|Re-xUY`nAQH!z5f`t{BG6qW3~HFR{Kv@``^8!YDWIHHE{cXs5Ni{__3Cgzx0R@ zhM2f;#UnumTz!qD6%{Q%VHzb^LBR3EZb%MDKgdgAz1e56SBO|L&6r)T@ zZE3XQP{8)uF_>VxDChpXrS0gg38ihUoY{b826c?)E|fuy2bMP?QUE~IHRsZHWak-y z&Zl>yONKSsAoks=ATvv-9J|e?d2D|8nWu8X zjJ$(m@{X~lo%z!6^bQK%QiGkvE>E~ZoyFX#szPARxV@v)HzR% z5n1m46D-?*G;BHFYCWu)*{d=eYv`F{f?xF_j=pbqCPLuq9vAa!mv>=EkN`J`gg5}7 z>nS9B1%Sni4wrI+p@hG7C&Ca%NJ9nWhs;3aTPcblUjf`}#e0F*v|Q)+)&N_%7C;X% zY)RAcxo!=BKiB;cTO#6!fbS2#fB!wJ{TFPBpg_s>C579B$ZDe&LIYn*EDe|=hAr1v zHVqW=C4;ud!~4OHN)f)Pzd)yUK1V_e3JzROqJB*FMC@z0ZOU!Brx{(6co`8%7@71e z$lbE%=^xMqG8qc9#aJrjf{Ha(p6DSI@3!6HmA#p)zmtZ_;YNRyKuAL$zj*b%3P~qz z@ME?6+M4cB)n7eN)*#XSJujcM$^5Uli}ZU`zfUzJHir;CT0i2pL{jxB?#C zYhf|z+MLMJa$HtKR(nUTC3fmCi|cp8mLH0D!{xhj(cCiVY)83&F>FB;8h3k+8-2krrL|_Yk0hOgU9Pu!Mpgq;#v&QsvDDw zjbAH@9rq9BPPtQ?RuBW;O(*Ru$OP<0znMGn);t|xq5(;Z&3&F{5k;A#8PHPb6G`rk zdH1B1@(a{g2;(!ZkZv2DE0X_XXFc39m3CH$MS%FF-rWL~k8D}&!MQz4RDY>>zitg= zORQX9Qj9qOutdshW~X0#B2~7=$7nNt-Ygm`CI=>#aWQoka70*8V zl=JW4`;!iCC=~oix^`{|lHQ}zXDP-c96Xb)wzlOWd&c+*bvMS}2vp`iF(KA)n(p0s zRM}o=Vrg|TG5q|bCR)?OEM6VFKvh-Sz_Mds=QPIxJ*ks7H?t+Ko4a`K-ng%6>WrN* zyH9l5h>vCBiL4>|&6TV9POyhxH0(1olLaolhE( zBJyWIbkb+&di|C$Rn9B-Qyls&l8|ES_*d_&K88xZ+OjQ9S%XIbhlR0HpHC7}*%p^kZX4ZnYFyzv{E^l2 z-1^1#{^uK(?{&{V!sh$Z#)gZNy``RH>88f3i_?S6`GKY;#0w{ce!&ey zWU%0lLYK4fKd@n0MtbvqjCp_k$PR-rZ9&_J{?Fl75F3{NQr+{H4a@hsC**JHo{Iki zbt#t=t?q&1;e7KDgg7CyZ%J<8Wv0UiUY1xqc z{b6Z@k!u*Vd9q~8@J~o2+iU28XmVjw3+cptIikwHVcr`Oe3-HZ(R;T@K7)?XAC_lx zx97?@aC;|Xjb@90H}C_+6d2e>ksfOr%7u`9$`XvsldH&++rQ@`aD|XI%}kLCN@!Wu8(w!A91)D z0Y3`5mxM}g5zyADbcwl_22~gnumwzZ7*>`^FBH6aqCPqN=D0MO(!@aCNNqUjxFR?+ z*H~YCdg|Zs<}?zXz<_l2rdB^O?|Ub1XdP8XH>`f= z=^}6|#Er*&_gqhSw6Bh%n@+y-bamiFBru2+n+Gwk4wy5h8QB%;bxT4QS(&5-k>J^J z_AX*Mo&FtfjsnfrLmu?#xj^tZg9mw)P6r*}YlxEs5)E-|CvT-&h^o%=?RySjLDT!e zVZ5*JwDNZo!AgU36JE34oa~lrERAlx^q>!^>E;{ziV7|GLTwe>XU1oRwt(@5IHsom zPW3^ABLC_WMDx==DI7_P4Z+i`1^N02q@h0Xd=>y3@_XZ3jzKMnBvuR(|DLg$g&|Ca{ejqQAH|w(8i1Sg^|J{j(lxRLuISlv5c&TL66(|d4(MM9;_Wj zy{6u}4WI05`({%b=3=aUuWnNB4dRiV(o;{ot{3*jsxrUO*i`#sTGREoJY90zf;@ia zOXWeOUEhvv-No!)zxprxUE)6!41Wo&{_S}8x47N^ME`>*82;lD_$Rdb?}k>taS15? z%G$k_q`&bX2#me`|NYzN!+&YNtNruT<@zpFiF2=6hA6cyh8nP7jm5 zb_w9)S$;`qCFTFw7>Qrz@Eg`Hv;*<{7dK*B7oB|_TK$f-+j+P6@@sF?Wlh8Y=QV3r zxme~AIMT&oDwoNjkA+414(00K3qjX=#^o__l_q;z&Nh5mQj0iboajoGW(n%A6&xOQp z_-ZYr-*y3tNyo{N$9zhsHu;sciwLcPz78h^FJ#K><)V0zfz$9F<~)_$kjd6j$Rrxg z6>$-ik7o4F)dJ+mdFRQ8iH+u)KFrq)VstI=SG*elAsPj5sqi4#i zOzB~vrDne3k-u_dBO(7yOk;_3YLytWD5xh3vmSQ73O#*giM0Ke4rTmA*YnC!-%RG0 zESsP%#K9APwI%f*`F`fMfLLrmbC=)wexg|s;}mNIjRjo+F?AX4W3{O;(%jLrt6SK< zE*Q>z4L_-$lial*HPSjxvuoHhF>{`0nm->tY24}Cbv`oE{`T3f39w`424`A8!beEb zCHLIUE@pl|bwNnde|P)%>H%qG0H`v~K*D6Vc2*)_pf1}Iadyl{PAY*QN$3*#VGQ`` zm_@MW;1YF@eJ9`Z`=OD{%S1~PU6R2TsQ$gL2uU7y$X~ z5?6`n9S3~r%ns2=FyG>{oe$lsF3(_jvi_oner~C%Q45fb4n?#b{MX zQIZvgp35typ7SofBw%4lf)Ukb?P$|+MWOc-Bc0asvCbl!65j@6r3V+IeLe>z?^#Ur zMR+E)KicN~G<7jS|Jj#B`lmO}&vV{CMm&E-nfo#1{rgJ?4A=Q*&il`e^WVL3Y9heD zbsGN0iv1>lI576r|IowS?|eyxvNt3yG~pGuaCEjSXFj%G`;wS;{u@4lYp3Clij#&4 zfHvCreivPK!Pjo)Dn!MJt%Lc0rQ*brTuG~w=su>Vo=8|ps=(wn{%XJxhN2%0u$_Em z(^skTvWdkm-)P_}a@y98&~8qN6n3KYHd*FmUTsm5OUdbG(P@SbXXB}Y4>`hQ^g%iJ zIq)`yDPqoh{V?~L4hun?lM9eS%z5oREjJ3PcFs4y-#F#hbKdZR;ENs2jlX%AbIba{ zC^7rVm-Hw3&UM8Je#v_w1;5grN+vrwJqhvt_N@*Fj#P~ez}s^}5gr5J8(`m%YIDah zCIz)~2&}TOc^u?WLpXDC&@Hd6*s1?QobzME{%*ylnb)9iB}3#p@ImVD#JR>GAAY1X z>_5A45F?75Tfg@uee(Xl;Y*Suz4j&1Abd&OdV!G!8Mkl|z9dE@1aWSepDnjb%JFN& zZy6;&I}Pz<5}Y%cRY}}cr@sC|oIC${MA55vo$p*f%w1QUBJ3iavp58B``*gYM2-En z;&e9yj}6Jv{{cD**AJ&5(KCc&BAe%@5yffm_Z!C*!6;d_1n?uHAtUp;{pvJSP{Fe| zz%^u$y(v?k#u9_5I58pxo5BgwIjZSj7~u?I*js0?apj82I(mlN9;P$@mN>_tpwT^o zTTOuWgit^xo$XU9(rESz!VLodIEA!FqdC$#d2*T5qZpSQdD12uve^h|TLB6Z+H;pFnxao$WWu7nA)_ zk1DcVSd0`A@s6BQ_P_TDAe@FPL_n07lv?=6Z+!xYIWKyQr$4Nol)u@%b$HO|GQQb!kMfj4? zAKwsu1B^(fSRtf#=;pJvj7r70!K@GK;UD`N-9Gb*RlcU@72g4RQNkA%eA3>#d-oGU znBP1eujylemc?qqzC4Le8BkPmPr8w~%5&i$hR!9BrU+fb;~;~CD1{ti(6S(jA?CdI zp&Y0j4M^fvwZk#N&Djsw3<>OOM^b$_@*X5^D0#+>1}2r~-!t)$8*m&cEjr43%d(+~ zV3ct0g!00TSGWdrCUm2KrO6rw+)Q;71Gcth?3IKcJo=-Mgt&qJ z*hWGWl79OE!>Rwdf&RIH{<}BOZ*rcKV%l%GybguMP%c;Z#G$?>E? zcH!}qan<(mw0SxW|BN*P4lrZ8T6i+&e6oEq?}p5Jy5L1@db;TMpHX*f8OE~sklM4~ zwLgF`R_4orq7-BUhYd>sb+PRNre^Ck$fZe{G2j_)&UTj_8K!@YIm~+Rg#oue*h-X%e6hzIN-({iL z4aIo`h~Ei=aQ{3cZAMf38EGOg4ZC(m>I(DGx8Plule~~o<$siuBvfd=BTcT~xPDLF zZKFNbaepqMmk=65M#{MVUSEfn;K}WF2CNK!rQS3mb)R;Yg@}zx#l#^aa=E+5Of6C%M%Jnq@C}ig$qX@g@sr3CcB#nHF zf0~Df#yCb3T2XL61@S1yh*XK#jy~pM(y+l%!ldRU#Wx!>(sTX|IIj9H+A{G*)Y zCt09#**$@KN{ALjDDWzsZL&*ntRyCKi-0j+wcB>A^!kk}lUfaf_fdKB_SS0=Bel`A zsEU+!>9^9GUX!Me5RhLJBV8x;xi7~Rb(pLs@jB|mpC47%vY1$g)M?BkbrueSjS12& z#y6ytzjNAb%Fw;HEKgA9B2Dc|5JS@N@!F+XQ-?$xt;0Cwh8@L%-y%&;dgi~KpZrVB z`@2#=NA@`YiO$~K^Jk>VPdU%Q7laG~LEQ}m;>B~d(NkIYi`Rd~&p&Nv_9+Q?DX~O4 zUER(VWf5#tzeK)y+QADc4e^v%rXjECctKTCFu z-WAs0m6N2(;{KJoo5aQsLZ@y{WDi}%->Mm)J$--y+ScdAo*KMGU5-i+1bkiw8+!kI zrW~CFbDdwjb|~7_I_p;7s*qjWh#M;~le5r6?B)4LL}PibNYDmRLEI+>9h;n^0z;Mb zh0($>>wF7JL-~2Ku}0RzB9p=lReYZDj_2+r;!tBE=DNvS_Qx10iCg$D)WPGyz>2V0 z4`Zh3sS&N_$|e&J6Q>LC7c9G)c1%;!jOp2JspcBZJyVm8x_;`ZvK-|UGqs+S`IcZH zj74+9&53*L0m*4DZsVHQ!So{LJ^MEBx4n1dm!Cn|)ol+OcY`kCmzpY1+l1yULSN2| z-tDOBR_^~ARmbb`%R%)wr6EMs`;Vd0UoGbT6HOC>5%|F(nb|J{;Gr04wb ziitP*h*0Uj3ch7;`F~s*8u!Pk0Lx2XaVY&Hsl57GQW=eKH0fSTDs#j89;xUz^&upc z$_Pi3+ILB%8N$(|d@ZRAxt3JQT}vt%Yb2`{0>4Wtm3PcKqx5&^mg9c3y}zNuzoh-E zq!NlR=(ts`{@CeHC6%4hZ3sqOdNptOPY-9(|L)=J{ygI0Ob_8`LOh(AAs)`u{ocXP z7QR26=^=_2hd3#Shco_gc5?}A<~blaNeBvp5$79+2$g;>sr1VD>EW#OCr8u7cSn=W z^~2dICFR#YEe%~ioW1hKO#hd*H*0N+uh#!kY3TdInLh*Kpu%LoO-l;=C`xY`=H+<% zHttZTsM^=(=8WTjBRPzahB)qwW3kZte@icSlpP+fRuAyiyOVGzfUq^!(DWE&sSu$Oli#nQ(tSjzq`xN<68s5F zSHUkPjppf>_xn&un)W(WIz)Zqogy4)LavLULgWT0hnp~0 zK8R5%QEZe>Wi;n13}FptL@HH-709sVt95XDS42e?%9(GfE|P(3x*rx=H*Df>i7D4N z9u->!8EIYAjyEHX6}w9^t6e>C$K_B0g;emrO2wJ%=C(zP^4@x#8LHZ4`Uov?oB8!q zrm4GL2oK_Df#H)L)#0?U@*+(WLsjwVu8qV0KvEgR`jKh@fG>kMsQyJ#S!_RaUk3NX zI1++chVsd1?x+^wXnMBmv_h_ZjCeRZzJ54UN02!Xj;4>h@4yr~-|$WmrJ+4HLX8D5 zPjxfS^F7Zy6uJ=k(-xxsJ+Frvi)0j$hNuHx z;SPeWlU`S3WJqH?;BV5 z$f1H2ns;X)P1mxpRtf}_|1sExwG4f%U=?pKwwtl@LCU`ID&Nz$z`OkAXat%_&sz}( zRZ`G6MC<>MQ)|$v#ABD3xXVfe88JNU(cp zap4y|xf{WfI!?|z5CVWH+Pn8`vqGc3D|xswNT zti=k|iYE$ed$t{$7NGVLtnmYD<&J%(b@O}G&QitGyQlT81G^V+H+K(DFK-`TzxVzD zfkD9`p<&?>A0nfoV`Agt6B3h>Q&Q8?GcvQXb8_?Y3kr*hp(UkdVCnl$+XJ+T-7Z(4k3V}S0KL-%NlleW-D8CkrRpgE4tCShec30$&7wfe8Q;Js>OqLmp4yI}h_jzbRE;y}#5M!KB?^UvscJ zm@b|y)lhr1IZV-#rV`K?a_JG=iRxT@&&U_{`8|_Aefs;`r6}nEkNQb&1@W5tEd{c0@23Sn zJ+@B|ef+h0DU_aW{Z=?X)g&lFT5A2apYj;VoiG`)t`#pGq>N^qmuRwYQ1tP9n{kYM z*1rgoe<01qvGS3*OJMVbK|fAvO>{L$?)2^56j>BT`Xn!^bFWk{+VjYucO3H-kw4W{O}(=jsVXa;&i#t?G|R z*;~ax`I*sTL|wPrNUSI_BJp36er+c=x`cM&I?e3i5s3$~w~Lk+e2tdq47BXve5YX* z#Twl^6U!fQw)t1lR0TPkb`T*%_1>5KF&(B6n+a(b7t-Q45eb3g9@7vkBE$?L3hVc%sT6{+Ox3E=s1Jui$YY|6*9+@c4+}p}L63-4(~4EOn!SHN#P)UzK0F8O$)gTs z?b{i&#WL=6pIE{I0&nA=PUN=_NrcBZBi*=iSWxbd-l%BR?hYd#jJ;?ven(QzgsNz$_Ip?@xT0f~DHLJ2Ipi%)_C_Mw(!avr(6 z@2oFN{n*=jqwM|MZBeeC(1CYYnMrbctHNV%Wt!M_k}$6*o))GI`ccuwFT`dOBXNhj zt9@cd2@-sEt7R}G{7%Mm`yA1Gy3dac%2D9-l51kx?y_q#)JX(6FkU7dcS{cmR2&mO z5&gKx=wRIp6j5@X_jwT>wBTF`MID*+Dd8MBLTCAg4GA?z!hA!UeD#YwJP;eG6s@`7 zKKo0_^v{Y4X^N;o`%U&`F)zRe_o8PoCeksr$O8WgClkzItug^O8iFxWPsL#EfQSj> zl!_904CC83nUL!o-AmP=TSU~;kbcHDB|>`)YMmRCtma3>pAGU2nB2#QX2DfNW zH&i}l9irz)V!Sm8!0JK_wwzR8xL)~wkI0lLE(XkH^Wn65W7h_;8M!<4Nw z+&6If5pzwaL{w`;2*zs$k=Sk(pVklA1uINeXPD}ZmeKivuWun(UV0zNgC?mLt~RRr z%)Xg9tng~Xv8wxlS!MCtz1m2t*I+HH+F(<*o?@&_!R^uL(E{dMAvkm1YH+7L9$3k@hZpMyGwwSmRpvtR0awm}% zz>T}73>lc54lmPY(C!5{2e_F%1DsCc?g|&nqwYPs&AYTJBwM zG!cHufuCJ{i#upP`bNj{d!3p-yZ(cuiy7()Izirps{^*h`tOXhXw!%kY~3{pPRCE# zQV7IZ!(Az2q)){=2r`G&560O+*b$Dg%NBf}dkUN2paTEJw&`7&=_M-a>X9e>R!w#9 zwu<|l3UGa_5wrtKi|^6*@54@^5N;rFOhG~>KzxC z;_vk@3n3V1Pa%g{Rg#nFiRa6KjYrUsD{Yy3P7?)5eHF^`J9YyX1A~nxc{NvL=a|lu z^^K>U(tIke#m>Vh+L&!-d~bvAU2R!6o=>Fm9T!?%(eS%obPn;IW{+I$i;G--@s&Co zX)-)UH@Mo-$2wnXqBtFyKRP*aqHIit&-FIJX|mChA#T3=?~G+kd9tiP)ovID*eGlu zY!wjNgd5yJ)>dC1bg7KoE8=dY>!vtpLIVTpu(?O_dr;UD4cU31>3Mv>ac8W?B{Hz} zhq~WeBck#{X70p@QTF5mdhq5@u^NCLpL!bOdJ1!*aJ=wZf}ji0Lvo_M#8fC5NW3H6 z-Iz{5k~s#_0B?mg+~+YM(g}lVTN7Oz7x@WqY70+g9q(t4oD5Du$0t4|sXod8EmeA7 zH(X!)H8N`hBA#kr(-dE|L6vs~m~n(YJ~Do8$bJ%ozWS+tf%XuO36S4}Wr@st19QI* zZtv%s-}@~3g}oq)K*3Flp~^&|Od;`4WA`_~@yR|VET+fH1iuf$32+MY&qE$vFkDUf>O$6`IQ!RFaSLt!;j)HTb!N(Jn2i5rNF(Kc$DECRQ zE^^Rq!9nmC@F@!EmAyx^ANa;3A^Kxn>>4}dbqY*|;D_vC2B~3dVWEU?Nr=};ao^({ z#c)uag?ZtISHQwH*~1HA;l>u>7Ql$WoNzY_-yQl0dQy@{>p>j3MBFtI?}j3#_9DES zy}R%~2u>0U$3o)h!Oy!OvhTfI7Q@Y|KB&Y-s^wAvMe*fpBJEN>bm>Owh>~fO62o7K z+QliF>Z^KcI-r=Gf!>l5SiQH_drNeiB>HttwDVbj83Tr+DwWOTO*;o7E>VA%*q9`O zn9po6QU}pbn`88-W4DxJ{3nSdMe%|i$Uel9M>)hAg~c8~V_)#cr96ftGjL{2a-}(N z=Zj(|b`j({#OV*k-6V|{Wsf&Jh;w-vKM0F=1}0$ABygt2mx~fLo?+nD#8$5p4|N8; z)=khAN-&E^2og$+IHMkRNYK?y%sWnq8BCy|PU0^~R0C@Gb|r312CwI0O{m7X+=#7r z|4=}kwEGsa>_GOVCh2lAxz8$@Ti6ERPkr&85S9L=@>()lZ3-DXf@Pm<7Mcu~5=dTM zNFj-_#fVEK<0dukjK*=a!{hcH-v2PZmI$d${o<9DubXD4llo;a$q6^jm>O{3kN}*Q zCf%GSBa{9JnEup0-F7kEASXQ*mahCVBM_Lu)lDF5NXUxjCsvywHk1+KmLYeJE;~gi zxDl+-?M|RZqAK=InwvQ>rqUQVwf&51E z{M^O-aoqgUZh?CO1@b8cUqkah!U}A33pxRXJZg9?8=y~&lrS~SNk{xywB+Qy!bkQ6 zQ6+_nO9j2R3M0HZzI01|=C*f)y{oh@Tvo$9R4Z1dDONTwK0U`YJ1e^4#@!%;g4Cf9 zaWo(*6!`+@Mjh1uwldl#6mQzv5~l?0USu)_#jh)&m@e@Mg;J3dl1=+t#=az)CLFKI zJhLlRXD^jgEltu1r4dJFFanW~qm*$egDuNK7fS~ngqiE`w)6Z2;_>*VV;-O*3z7Tt z#&f1on?@_Ajkzk6 z=To^{N@cu7`NXZNfyK%ZG|CoHt8;;>Wt}Qf@@g+ob;?<>2NR(!XN;G6l_^q1YE^Yf zYPGLAUVNN`Ig_I)G$ASuCv?*xT(^=hH}#dMU*b>=09b2<8)ESglC`PSBl}GLVRTLa zav3=qc)f;(TDcviBx0~OViWB#c}4g_9U3S}>M=$|4{93|q{oRPZ?oEPuwH?>AsXsl zi(XdYr=}HcCSs4ODc%s!CQCD@?~;ISDg*-2cLNJ4dJk!jX zs9FJ}>t2bNwXyUEW_%wCUi&@3t7brzKu?v9!dYEAod0fD{uY?C9UM2)W9{DEVvJY1 z1!}q^5b{P|56Bg*C*ZM`(gOfHGm9cn% zGqk1Bci)7R6iOF8()~QNZJz*$voInNsyV|98p|Bkc|2&5+N~Jc``mo^8TBVAlRlZ| zhWisz{;DIAG6M$wAZ8ZO^M^n(LUW<3LHL^ZCpgKd%;0G0GMFrAjAva+r~xDqM8dtD zY+BgrPctko2?CxBTU>?NU5UQXB$k#N7h?me1%YkSEqPTraOP)^4g`f8YJx&O%*$=#N4L&* zP?Dm|Boo1e4NZXAS6HhF;GLjwIBFxdBHr!Y5vH(KX*8GE_8SX{&0^*67rr*kB4~jgWb0Al)O^j^J0Er`)q{x}U#9&k-&zO(QR# zK^GpnE{{npkAyya%iK$vwtPjoGWwS2>N7~vwC{5e&ZzJbPa{N?bw!8ji=OF2h(p~hF(8VX?vucvEY7AS|3SKo^ST&?xd&|FOptGj$ zwuY0oc8sxR$9LZrW8GnA%}HwA#dQ50>$-dJx@Z5o_s+W6@UrqZNE+3AhUsiNm0ynO zMxNGE?i?gDc)8GZseI0*L~0W*R<}`#wOJdynZ2`7Ahp`Ux7DV#_0e^!vk2{V(pE2@ zyw%*+Al3FT-}Wc1?J?KwiKOkR#_gH8?YVE;3sgIw`F57IcD}gotR?NJvMr!!&TY&U zV}9HD%C~!{wR`Nkdz!R+-ne@?xBIOT?H=LYSB^a`$vqnCJ#g|Kve_O=(;nLV9?rlX z9()gfcaP}iK0)$6vGzVm(>~e!KJ~ypEqwph?mpekueX!G-qrp}-}IGn{wv$S*Zc6V z4|cykn%{#b9dI`t@XjCb!4LRv9tu7^6xKd`{_gNa@}XGMp~U>56#P);=8@dfBL(dv zrFTava1VHbsd@-V^C?I>c?kZ-1*AIC$LD|wl#ap^Nrohv!FtJ&hK zpqpoLL1**W=bqT#q!+H1%)U*BeA9dPZROs#MYFTb`EUEu@Pql2lihC?1K-ZDK{Sh@ zDjZZ{qATH()_ke5>mStKRA`l`ZbwZYxi;(W$7noC9(sEeH*4FpXmOUHRW-lwaFsNF z0temzBcq~YV&mcy5|ffs-lVy8=Pm;i%RTl74>=$6Jb5Z0^h`ulTvA$AUQt<9T~k~4 zcjPurNoY=d`Ylze~@5>1V!9@SRD< zS<1ltWsqxGR{Vn;hoF+Mz+nGdlXM82KjNS0{QqCkIobEC`5(mTCikKw1?!=B3VIAB z?OKegwuI~5-gCLtCvE0JJ)~Xygm%7%&xwqg-*hL^oRQPO>pG2S@p>ZZ7!!a#TkPG1S%J%`2<385oOWH@K)roiT z7DXuuZn4or6VaKQ1GVMSDXIWmT(0me*PP}hOWtfRHbiu8#u2*>h{bwx|E`=2B03L& zJrkg_40Bu7L%MO7?SY*V@CREdtb^7&#r~&>;P7a+aAO^O_Ch_bZz$HK5RYkGPN)Ff2r=Hy$z9N|8>L3#>;+o-ej zs@#SkAOAzVR|*5X%A`IaN!A2#0`Gn>pM$$<9N-42n?X~|pp2)%VWz6;Ib@wv-Ua(Bg7+Vi60t)&7`H3LLm z?gZ}WZY~X3&y^ZLQtA$;$#lBYp%)8P72_f*3+CUZ<~2g8_ZO;=8!dP<(>*ol^RoO+ zjtM1|IcSd211JPACGcWGnfGz8*5@xWnU__ec>zG`VR_FpvZO?#Fb*1TFa`QRHEFEJ zLG#`%b{##lG#b$;t54v9_B~8KTX821bFc5&ub@Lt)QB4of)Msya>#`qanthbu4BW3 zHXIVubYn-*9mqU?W1P4NV#?;y1YNj5Q)$`uX7jvPKaZ?_+H^Cj)jBS=-F3i;i3 z#wKfRZ66R>8+q}(!@D<0 zv1)DEp`MqUoFFHxjwqqhCFqteXU&AE!6V}d3G^y8^#+a;dw&m#Eg;*116f8VH!Wq7>v7qt~Dw+WU(H;6e5NsZaQk6p^k^CrdSxeHJ0`;>!_*4aASWFC9m z1=~jAQ~>en#Vqiq{fCZ|y4zJXaRTa9uNB6(sQv1f1$5licW0N4;rG6XYgu~LjqZ>~ zvjbTh_hHIat9Pq*I;4XgcGAAB3Zm2x2${_z{2ol2#b6+Yj$0>r3Xs}>e^)>U5EBnL zp2KvW71H*K1r2lrm+g`;F~Ud=N4n-e134}va5+trYjFTpE=>O_YNBg zgfahhtic{vM;cI9r@TY~=RJ7MdjzNB3;61*sj{jxi0t&L!Z}v?U3~U4K|3dnRmiQ6 zs1O(s-h%8*_`;cHPjk@DIX2rOR^QxJ1O)8Vs?@hrEq@1Jb*Clq@KUz->Cnv2wtxFY z%^?#)RDpW@(4BbA6=nwz>2Tk*u^1QG8S?3AyHbWcy~AE9Yo&?PV7RHU+L1ema^jj;^$C0x@-;#@-=&Gh%?@|mo3i1D=)wD$@k32cjTl=pLp z_j{iZ{Z7h0FwZXNKC)Z!xYrnoM^-gq4i{Jp1+88=1fqj3J*;MA&| zFu}{Rveq}Rv=6o637eiV(m2GHOQl-tZft&FM;5L6+gJpHg0m zjeO|K*@_U9O33u1aHpZb0TeVaRHu5(=#hgSzKAaEdblEPi2Rm&{)>Lr!c8O7Ceh@4vTMdNaz$LZH!H5!A)>vOX#g3 z|45qnNj1@{Bw?(JygwFsFgCG*J#mgS>9Z*D#N(vOl0^H##4iqH3pGiTH1RvAH@8WX z$AHPQ{Beh|6bG@%Bf80#xl|Wt$%Bi@NRCuMwUj=A6cjNk#9@e18JlsB6rB$ZV+A!+md0C2?BLi=Tljc?qTA4Sw`m|W3+7c{Y(*@tWbMo z;Tq7(a}ekIY;N7GZqXdog;YOB3ZHJ!Ba!TYDPn)JTtiwi1F>8ywp^+(m2g0=l6kJ* zRE{PvFJ=Q07YEKbN6XCvCorPsqfr+76Q`-=Wm@D>;O0-e=eMxu!^^qJD&vp^v-4$X z3J3(^>2wOB_zO&$^Bc&>nx+bBnhORuNC)CDyTv%i)yRgq3)jL5XU+>3;)MP9m8@3^ z9o!4pY6}+~DZk{QZmVIg)fRotqjD63d^jqyb;~;C#@y#F?piJekVBDpo*X$sF2t~n zMvHG;pl;McXDy&CsZcDQl5JV&7NDeHP*sS!gn*oT%)Nv_t?>AqIB6;ibGpQjrt~$S z6x>{@wpco4QHljF+eWAy!YbHPYszJ7^TTTM;)x2- zaf;NzRXlZe)O89s>R!m#jYQNTE!I70uB%lif;rXG@z;CTYV@jebWLNn)RBzz;Eoy* ze9W)c!)=(Mt{+FYsgf;P+G`LDYmhyt7jA9n5o$DdYi!qToC}%&z#$UFPO-3H269xV0`dzOS$#7L zZu7bT%yFTam!<{E->k^rQq&BisBdBBCHP`jPfd|XKSRoRNi;|Y-7q40fRXudrbQ~O z)mx|K2-?ac&}RLn?R2xX1lSfu(?&7XYO>hI)!mlu*4CugZU<}^DG(x-sR3y9}|cbQQsBhpe6$7PU7v>5$#SM z>iR_5B`w>Lk=|Xg(9P`LZ3*hBZ|+tDcP8=oz)Os~lXZJ~7v9#+;5TpGEDc0!ogwLP zCU5M;=#ppr=WnFa{OWQfcJ4>xgWbzw+VZHWBI@NLcEh`}MczQC!4&|~9gEPccS z=fk6@!|ip$($pi6_-2L%WOmK;)P+!vhBz?ZCmx#NDYublo}XUUk0_v%JWs?FlN?^c zs1z>5!MJP@#u?2|8I5aJQ!FHw?~C*}8iki`plO)!zQQEYolT#YpniKroO{ut-|$3* z<)%@P7{|q!%l@b4^zp+2JXaP%x0$>)V?wLGPkxleBZzpSZ$> zU{pv>4Axk)JyKmb<*nPvD%zC(7^BGry9<-L)Me5TXQD?FHH>2R5?3FI&^>-(s#-mf zgb*)o{dw^L_lehRO9R9X6LZW2ZAucnnTY>FVzwGKo|6)n`4DX{k?h0-ef0`sT@z;; z)8eZOT3W2UAoZM3#QdX@`ToIqVg5P9-_`jyLRXkh!$T zwq&Tfl)8{C_zXFk7Zs(EsO<{x={JnkuOLCb63fC7n7P7Dcln^RW$7ZUL`gDX(@A_< z7JjP|QK4x)JbW5LIi@+#mtJnQU`Wt}Cfc5Dxzn(q`T-M7m#?O{=tbh@z+R z`Y{V^LRT*azf^LpJ_oG5wOxI&C(N4)eBO`#Ede>c5kIlWzN`qIE_5&{W)CKmy+CWmOFe9F=TOp)mutypS z!e^%YxB%ee0np6O&e~iPr!?_N@GdFUp%84F{ob~Mz#Q^B5DRvVXtMZoIFX+axP#!U zAdcU&r=W=^nsiS~jKQE0=|)1OOOZyv1d&!+0YL$20qGcY zcZZ}%54yX%q&t-EZpVJWn9iQ-egA9kb?i0A=jZDLv14O4I)^I8zb`?rPbxsAFM3EX& znh-&7Ka#;lb@T4&>-;+pvFE&%LAm~r?S`{gfz*Mx44%P{>Ku@_u59@7e~G`fBj!)= z>>B*~1Cqe%TB4jUPZ1!IzMj7sox{&Z=UE~u17^P)oj;3CI3Jx~IeBm_f#B`tw|Wy2 zhaJk!dPx4u=$vg$oRs5ybUwx9Df-~Y=sfu*W+1ydFgkA(m*BE6b#Qccb@%jsV&@wi zD#eZOEviRk6`q!nm7SYEml#*_i2GdzYGJEUbF)NOUs7HB#MI2Exdjf_#f|*Ht%IYJ zGx$*gA`f=Bpc4uX?b8zMU}3k*BgVNjJ=FKTiEe21FV5FDxvn9*?(zh^d=yN39mZc8 z^y+aq+l!_U-e4_>Xzn-4=@A^7Z6VVATljn-I=!4izPhG_w_ZOk?OEew9jN8OmHbi}(O)?Dm4Yw1N<9V}pZWxnn}fcr{ismbg>^wnmpGwy?>$+zy! zN#V9QP2Qa;bSCzaM|;aVCEU~w0=CB%pQl9NvGCK|M>84OLT97-Y{I9Qs{oLlM8BsN zh1y5D4vitRrw-#rhjjfV-qoJ^%Xctk8gL#l_cr+U^T{+4DCxs{8;M@{Y@zMH%-9+ekF9hGKC*2LX_+6}m~uO0+gVCiKen^g zVm|4((aPM{!O<)Jq?2<*zps;f#^*^F?^0%87ynkrlkVF`t9{)Cv>liWj* zc-s4bH)N`E} zmYlI#8`Z4AtVqy;gk#Ve{nekLH{)f4O=xJ11WXtixoLK28K+{l+fz2jA-$oCF{V9~ zLKLR`N^sk~#_L8CCf7v6pYII6RqTZ42&BAmBiG1vO9#UN0;pa-ia?iP} z4`AzsWbMi0#ZZSTucZ{B*yGi}Z2Q-1%|t@$YuWJ0lX*Co!`W^*9o+VyG&b(=WUE^Z zes;7m1&4!(g+W*WP^4S&0zXz|c)zU5T)wtUh;fne@$tX;W{I8YBcaVZ$k&|52Rxtpek_6gnCsg%|yV;yzQ54sN7s49n{ z?legoRc@7KuvM<^w`XG>9Aj)$A$n6~*X-3{Z&o95$FS97jCtqOT;>3bHh!in~*otaakMfUbx$k2!BVqB!pzF?Tg#=D4*NJN{g6C78cl}rkKe$4rao_@`8 z#*ayoxW`UPuogZrK&Vo)wXs)Ds&f=5%2#%^)K2$5YY83h=h018&a@pofPyfE zr@x$-`o~lvROw0z!J5_lPGJW|hV0uXCvjg`n}rZ&jnuw8o>IrmK{#NkK|nTEhrm$y z@r+>*f`-@?7@g2I^|}*9%=olZVJ)_al%pdx6p^|`7?p?0;@#C3m?#g0{RVno1m~-P zkcLaiCNH}S-cqlZUJOSq>jsIMK`}rIg0pM7E>hQq@LV~oXzj7h~7I2pFk2}HLUZmK-bu5AZRtsOE+*7D)HKC-6gx{-l-3{ z+s?ryyI=j3VjqK|cHh(g3@-TphUO`P3mPv!F>Iy1Gn+egxn)sf=XGIb~kMth_73sNPr zbQRi12g~*gb9}S@8qV)g#%yw7RSKtSvxAxa7S4~JP%wE3fVVxK+>Sb^Sd_@N9%`T5 z|3`kx3vkKwUjb@wd`x8eOL$wZpGC(%vnnZe<%Jdh18@o7*in~dSAOh4$AaL=Q8yH; zARa|x@h;hMkB4MIB2nk!L;mC50Ke&i_jD3VVk*ZUBf1JcaCa_A+8p=AV-==~NG!`n zAOF2osRpYk$6aDogY0CuMY1R_ymM9SQyIV%EXq%jSkqNG86EB_D*6VfoyICIX_i#H= zR9fgHx4cwNXNkK@nz*~R{A^A?QC%)=5s}>f>ZdII3NAUFWB2FH`k|^M_+6;_xw`v@ zD7YUj-5(sde?l$+au-0v{TE*HFTCVG3oj|{gZu#zHxS8|;ZH+ViWb&*+Cr@DKFK(u zJu>5BybGc3VuA;4`eLFF*YaXgz(dBR_aXASOUV&h=}RAC%$Ju^;@udRQ{RW_E`OJP zFE3~0G%>DZ77XgHWR=XPufQt)%6KG;D6Y2#FI>ik{-@z3--x(E=m^^_*Sy8ITj~GL zh`8IYnVbd))O|Szl;oK17OI-E>}R6*NSmX*@Rt}I)b$QEA2ZHBHXm2bm9S7Soni?E zSsT6GN3%Nc4V`e(B(R+ExJSA_>nZhsXU6v{yab^BcSraf&D$c^0LNMGtk&?zSiF>@ z#ncqo@lQnDz!=GswP&LM5%&+M{|04jQnE{3B9v&m;<9XKd&Anc3X(Lq;*Q+V?OpkHZl+A^aIVC%M>*q?~F2$xcYQAk;l zv3KK*jS=Fp+kVjC+zA{#31`9x_dpLhM!{%4@R}qVge4JPF=yYP0%U?Ls3-t02~7`4 z<`#V|DuUh@^^>ad?t>4)6prEv*iUirInhOKGs?KOJx!9NPLp^5z)Ow+c!?akd{&Kg z2H!v`>t4F@9-~67nB3{hw;7T=D^JSN2eaKmGxc2cRGN8}R+a}d_upna zgfcS| z#TARUv#smfRdt5J+bm$H9k+cY;(lsZJK5*1hEHTWpkS(lF-k6oxQHF_1Z8v|xn7->|cbI#Y{(I2APet%L8fNz0g>c3#$0+63(n1{cKa_KnuYj&@rvJw5$gGFNd@_N+_-r~O ze~f^A4PMZx8hWfEGL6pm@LwVIB2TP&7pW!~2Z&w}V9|>u;yRYGBB-UEUPM z3trQ(sy+!Dwz4zuDS0vN%kr$+kGGApkPqhDH_edm^S`M%Or%}`zBK^~>)xM2d` zMc+cjf%9*h&_u^?x3z|LtkirV#LRz#RKV<1$2awCyo3IL57sG&GQ?5#fQ>Gv{XU(+ zE?VcqwcY-w3I=-virQIwgU>A1_J;nDdfUu$08noY4kj#rq27MN5eBHYk`2>t|BQMI zkpF+3a{%(c4JYb?U|nyq&7N^a!lt-s}AGmHZFn9QfIx!wbPnCkq>2skeoWB_L9O z{4WmVoFCL%L3H|B^eRs$!jAYqfV9zzC!i~|)G6*|yR!QLIcM092(TNSQ*VRS>wmB0 z#{F(L>IWeMkTxEP8=SW@6A4?58(FOBy;UKiMD?Og@SB8}e6+@!iRtp1ZrQ_pUpggW z_AWlOZOQesEWoGO`Mr{ReC!HdD?q)Kb@H}-e@?yi8P5%h=y*>{N&JZNt;wI|9LV5x z&0pJ%u6z!z!u;?jIp=4yW9v^jCq^k~C+5lxIzA>)$D>r!cfQti0#|#xtVVaJ_bPsn z|1WZm*e`aYi<|?H|5NYNiS>FZ?x#V(C-o8ebEM^+CY#idJC z$3qh?hDXba#O&Y?jK5cMTl1k9?`7B;BS31z2J@o!GIfCAQ9GAoAuDyF;dSt{Pke{~ z*dInyv+{f?-MMu8EsDVaR28o4T#Fu-a~oA(^}y@<@aQGoJH+pLR1{t%o3mlFMTT^?%w2VQwt;uru7)smP;=601jP`TM!Gs& zgXYI>%kp>zUFEQj`1f|B=);B|kT&8dTn{Lk#_25S*kKb-*N@>*3rPm5OD2eh%nBlM z$W|$Hlb{RgElHa~*v+uw%sEzt$ab}TldyX6`5VzB9omE(QA3&YT;YJ( z(cCoZllTJf7)h5!7)R_3=I6f}9>Kp3kJK8|?h=4L$mA@2@S^HtSu8-iPq8c&4DC+= zoC=%>x`gr816it|G_|bPazjxA?D2)jW}UB9Hb#finm98}FRi|)Rv&Dv;!L%&13%}m z>8}Em+`;d_uQA4uTB^*^@+kBO6wAj3VvCC6`k{CsDo6{gcgkMm7@Bs+PtZV%%O+S5 zt%7SNnF6@0K1pm4uc{!z0VVg&gpoO3#UzpxPc@F;x&@Q%BrWP;{l?m+2POIJm#UIl z7Q-bR-nV0UhWnU;lX@fpwgWS6MXmR$OhQx0KeIUS<~~<7iD;hwd`qaPrLuA-I)8kD z_wsSJrs_`QSj8eeH{VCB+=(4O{<9@%|FV7=;_ngck2$&D#RES^P0mjCKZ^%`KWzfE zOMkn_`;yB7CsEPmH zpUbr`BG_8 zO$x$_cx0Ty>PyzYlP_5f)Do0!y0SMs!_X83%XofWPr0*AuAq!FQ-WCU zY5VeEzSscFtZ_vdRM1;hbPL`7Rhl~JWT*z$Jjcz|=>^`2OXC;0Tvt1N&8z&1Ej03Z zlE(V4=xjzhCwKGXFJe@kw8cFG;=YdJPB0X66FUrWLYX z(GJ>|Oz_=is-CxojtLtAI>Olqy*^yJphTiGr$>N%$=|R5lezM>L<;mH>-28IZ5EA7 z35TsrJZ~dj#V>O=#}C{K%gYE~og=AtN}hEYtpt zH~+?)|F`4K=l>b;X04!K{(O`6-=G0_6Z(Ix0f6{m7ot8<`R>mKtFOJyyzpl$J3Jp8 z&~hJmJF1_pY(A!*aEV(%ulxBof40#=W$3uQnw-V7i^%c*jO$}0o@r0+^}|mAUpHxf z+tXne@kY;+*O=OZ6>v+w|49R&D!K@3uDZUOckY%fS%Cd|lP1->&_w4?vn_fv`xJ;b zY`1T80S$c30k!P2{c($pvxDEeC9Cubs@WVOwo<~*P7f7i9KH}ub_)pt=Sc`C9?WnY z<13&TQSfEOJS4AH$9fJb#2HX6nzFPEE)Z{is{zP)N+NJRVY*wCoO3Z@I+Cd+Irl2v z8pAMcslRgkhZ=yqL^nyFZ=19&FGawsq?TLH@_mzbK4FUbC!4fuNcf14MBOp-0(=)| zuVHz%+`Ew%=qU|&m5wf-`?Jp{On>6f9*IZE`LRipRnGfmllE)3WW(sy;8t-d=KRPf zCD*@ul`b>@kLV#jHPPb@b)Y(6lNPlTBm4-Me|UD8|IVwFPaNNEU*-t9w3#A|@@>L2 zKmfrNgDBiAK*6%3$Dm;cdwJC)5`->d(xl6fGQ<19#A}NfchO}7N2imBI#VAhw0#Ww z9&dE+__qo3v*!w`)MOmWHOkJx}_0J)Q<38>!*(Bu)r- z#k>TY^$@@6UQu}Ef?c-lr^jjsgG7J^fX)7ZU+ru^y!rr8SRjh4!wHE24FJ0nk$^f9 zcSJ3UeU8gj@fRox#C3$`ITpY1Xa785I&5V3%k|MFM>ltR0^xdi$8U(iiL6+?nHFK& z-$oovO%&N8Pz3c?QvZC7%?jzR;Z46lfmhe-h1&>g^8C_bUa?Y+v`JRwh1Z`t(fgOS z2@Y@4b1o&kTcegulUl#0E zhT3yo1=F&@_a8WYc^kR}?pbwmEbfK9qFTKMAL(rP@-{EfPG60!d_)7#0KB7c)_7dr zQ8RB^l#!)xsCF{;+}cnw?V8*#PRVd}HwG;ye4of`|NqZEAz=O0+$IVKX5fk_T>rm* zMRe=U*X*PAJ^LtYu5o_NKF=K_&a;o4`KW$MnfaLNdG;~tX8D$V-Y)o_XP*He`*16N z&psJ0C8*Bath`BqQot2a1Rk!*d`vwFFxqjy$Ub=aR=?e@MfDk$ho?;aCi@rxN9J_d zr`sLe8Fo5iHZ+EpvRA@B;`;Wcaj%M`?%3rh3w=1GzR2t&uf1G{3T@l?)@^TY@ ze~I7-?Y<;1+F=GpJ60E?9k}}6jCOAPqtOoU#b_rA812OUX0-D}8s%cN;|lrP(aw$Y z(T+3Xm0yo`8W6x&q4f7usM0F4JZF~4^9;E?FNLZq z0%6Ka`r=7ciV>t?InFH18kaK^>FJAdr7Ty~DWZp49~R}gCo^lZtUy|Uz!QD8D)~2~ zoh(C(_OZ#yRS*_C$k^_e(azV?Y}QM}cg!BJPhdPf07g5VtZxhTp08_Iluxf2T2?bn zZU-GyOiFB64(O@wCt6f)8W`D5F-;u<3Z(UO1(KfHmsyKygmoh*oM{@2cUbd9ViS6F zGX7Vm*xDD!8+Ps6Pees9pcI$jbG^R`OU-VDkXpJOhDw#!N02~Vz=WpO7#Qs3VW zs*KTMP$TJlVW00iVyksMu(V6Ji35H88CWnM+HHRY6t9h~b30DGhf&xJ6aC!+A-#3C zJFU?!I`O5~c2E1vAt6&oaDllkYTZ=m>PC3 znc9zAHDW}sd_Y1RJZ|kYo9}l*`-sZYj>dSMS40O8f=@KzySTJtVbjE*@fc{y9?XSN2S90{fq{j9` zax~+DFRwG>O01PS<3?`22%mAMa-*O1xE7`}>q-A1b=HfyXmQq?y@~#l&#gh7Prf|! zsh|7=_7^|-3nMdp4!BSF`g5QtZQAD`ajsvo(qGruN<&fZ)hx}&m<_)E%_WjfFePRb zEyV2)F0PMdpcfa{X;uWb|92PH7jvTTVx~f+BC!u?9Tt;fP2I9vz#ZE4hpQwd^0F40a1Fte@S$}^Q>t^+VY5}_&xi(kLm{{TGqJXxBH;AajNoH~!YT6;!NUn^ zh`;d6Jz@uhewqW;(~&k5`{MpS2UUSRN1|snTU`!@0^1LnjViI*h;l18?$%d@lptZM z*MP|zE(@Vhd$2(Ix4f7N2W5$Tj{9m&$xC7%3a7n;SxSz@f!bej*U0$4Y~P`n)*=+1 zqA=1zf~c4Hq;OVn23X_WqQH?I;>^1)?L6%i4Qc-%m;%+a$6$wI5=jfuo6YOI^%q1MUKm5xyw=t?Q0-i1r~KBl5ZydfeuoAw4u#H=t+PygWT zXv^Vk#bkefYF%!x3~J0{Fiqzx;WtZLeu$7y*ffut60vI#wjOKZm}oacGJPG;Z(YBf zRxAYb%=DF*)@X@PxVd^MP(L#>n$jS()v^`W@sr9Vn#z%jTA55RQt%vDue4o~rqPEy zRkL!H2n?E)wecJOG~u-`ARNRL6yq{}?WCjy-<~}H(AfTJ!QCEKgmL}`r$y{3Q@K^4bkqycGJGWc_F;td7Q zu26$+LnB1mDRf5JXI~@};mqi>({vz2?CE6qGfi?3qvw6t16g-Wmc&(JYZqfi*?@ks zYo#T_><)E#fpfFuXll#+$y`sKOP4Ppqm{HaZ{=!j+g>4pyLW{UCacGPMnERafsPJb zc2WtxGHpLE!iL-vdhjU?Pyf+?VBUZ~F_hJykiqS|*8vjs}cfD9H7}YiV7}az6go?>kW!6Lw!VycC-%J_0Y$k|HoPPxp+W zhYwmcynWaG2G;ml9gbYpGW%XLE@bB9rR7LL!m74WJ}DR4P|rM}l+Kkik_}s}XDqar z%eoB6$c-YO2k&7Ue0<9)W`_|1@?Z|~(u9*+4-`(~7I~WuU5~QG7@QOeTCemhXR|$s zRyzp7ih&Pgmt{5$3li?IEDcRR>u+wni<@f|sNko%aDyu2UGtJUH-$s$G*Q72TURa1n zEuxZnLE#;rY59*@rTy|kQpD#NRgT*JQH{+V56TPF*i2J7{;tOMXDv4P_Zl0rzaLV# zZhee*OP1f;E_`-~vXSCo*b)m22XW>3iM2ZQm%SHeEUUGAMx3a* z3eHScU#pZWkyh=i8D_2-0vFe9hvWIR-)d}=W`%vgoQUYf#5z!86G~jL`fZJkM|qiL z)5*bW8u_nkY*O{*-)d|@{=wsuv_hqAks;fm<>xiF(hhCOov5+Xd7kdlt_#W0>4LB} zL7lVY?vqQmd0E)XK9aoIO(tVll0;N{aOQirKAm75+?6|JqmTt)&xvgcDZTvzZhz0PJjV{EN_ z-CW|+O6=R!;?r&ETeL_`#ts>yhfENIr%+L*c>KnBP(CmE&e5YRp!zKlqpXzp%?|r* z9wKiH`)zsn9k%!_)BEp>`kzMlAEf$&N&MUu1CXr(P$L7-O9L=R0Y6A&&!{Z4=;*Yl#L}odrD!SXsN%?|prt60ny4zJ$Q-no z`qJn}!Z8I)kg~{_2RSiGX^@tqm}aGz4qm#;#*m>j$cPeT3=L_*^WBrpcXz2`$I)VC zg=6nSV;>90F7w9DlOU~;fVVs$tEI6UOYiorVh>8=*3;rfNn%fxVjr@{fudp&_~MTk z;x{AX4?W{OBCiPz$4I|FihhEfkj;QZI2zf<5JSwDK+%>!#+X1!nplLENW_>Z6Ocd~ z6^)PnjwLGb3VIR~Us5h_BAs#~y>$|)R}x=(4BK%$fN8wT_x`@_+dJO};Z(m2!oQht zadB~hcjE6Ki2$JF_ZnOPu~_UG5LSzg$TSJ0i6H8Cfxs3CfxrI9*Ily z(Z)@s@+c2YLmX#asfM$`RhCH z-~Cd{m6X>>mv(Af&M=o?bji#CYPna5)QvMjVC&0zDxO~$S92Qb81Lk^&}OXWg;KPy z26PEBogWj7$!7znk_J?@hAV6LhV7ZwOFrj~7?dt<_rX`vEzuGBN|%=Lq2>J$W6$#a zreAI)eejV&dKou8cdwk^N-~MpU|+_-xq*szPo@T&2qW+YDp~!_t!8XZ=Den>PssBc z=tMv_+n7zCZ8wo+>zlMow=i>bu%+nl;PV&zaI^|{GZ%DluEcD2v!YDo_dF=JHSH23 zli0y~Eah|Squfr6Nhl&_Zy~mtGd36gi}1C={(Etkibgf0H1-U-nM5~)8?v1**)*bE1;Kei5uYTR=HF~$xo;RDY`AS2V0XK1rA0~d zk+&sbQErP7uiGjqQl8!K2p2YV*?(@V23Zud^t-i_nKzx}0vZ91NV;X)^y zEA*0igk&V}-V-RR?;86j(%d%5O)*2<`gLpEdLTj7+JaQ<^Cz)9r zsH@0-{B}(6xVk1Uyyk0NCHXWjqDB0}&G1(7VDkLPksH^}j|pT&^P?K9Xt|2N)>USE zXfJBHz%fB3HXYwk>%}oagfyMN!lQ2M(VbY+06M{g)^7XbojA!Jy06Cs`0v2CQ|}T1 zbrp1u1T0^mu0l$_DD#vNTf%vS-Ky6QH`wj|ZlZ_`M@t~h^(6D@#j8(sKZX%{C&O7Q z#UE+%;fD-@J~WlkN*qwvzcZ(OZ@;sotwoA?jP{n0D;ZJJzpY;!3zil-b44a0D)>F? z3yrL#bonQdEm_uY)#T4~^|$4S^1Svkqi^VG_UmG;t!w z1{}02Or5G81xlNlI&U0D2g(N3vd&Uot34hYoxNUE)XBoC#eZ#}3a_~A60E?MXiU_m34xJm;k@I za35fu=;@o?Ai4ygPOPhfs?6}{vo264a`U%RFCK~Qiv8UE`DqHB%kn~q12DjZt1Y3b z*mpb_CeH~w3S8nGu^u{So$MU1yf|l__`S{z23RNjC-Lp}MFlAm29^)Yzurn(tqJW~ zk4^h^6xZJ#)$~y*o@kmYZO!s|n}0Il8mXH zbXw;IPaP3fupm>+3^q}F{Z+{=4`W?4nfcWQrmi=s0dGH1d}Ezl1%IZM`pP=dZk2=J z)#YAWGSPWTHGePOsx!%P=Up|@91M$y3u?Hmx>unpNNN4ieRCrjqYg}DQPw|ZvYS>P zy(r&pEt&&^zZEgQJzKVZOi-qbD&S4giBTdky7pu*zx+7^w*x=B*&M`Nsn*p54oOM8 zf>ePq<0WbdMSRG2SPOrkP&R5qjMRk6iYdDvC`&{ZSC_2r`LD`Gco9yhHLH=PzY-C;N5LpPHMH?u{z+l!>+ z9so8Tf=zD<9ddtw;Nf)W?y~6ah6;AJ^ziiXaBcDM0-lG&o&h|b{)(P{mY%>PG19{` z1b7$@dqxv`0dK=NMXy*(uS6ZMG!L)$EnexvUKzyRIXvFkirz3w?>rsvQV;Kf7H@dj zuy=Wc7k!C~BJlW>v894KimLlOHhw^JD8bPJ>4+dAj`vX#X75OOgxh1&t4hr$bbT*Z1_InNTPqskb*7hUwkVK>Rm8-EJr;ghLb=k=2hyP$NCARY5Y;0>rAI2S(g@&Y++jkV z7@BEe8gE0Ny(VfT3Rjg21Kz_Htq`lyu+-^LV(HKqt>M5Uu^>0xCJka{72)z4jrAy8 zlmX&c8WCe07Lo_drCGzw%DWf~uqj)nqj zjY?yP&OnRIdK8^~gq-_2I=?l#@F+URGrE8zrYbVpFekbulDfq+QY$B>SShAHExK+g zy5T6gX#}}zBzlnKT{G{y){%ETkKTPGiJkI%H`yA4e>dC=4Q2T#!lWnm?sS+wLL3!U zoStypej4&2FUrXgAn1#Ox5mOtV~u*^-l)eXM8*RqT+GpUtmAlW(gZjzUjn{z0-<#R zF<`5ity3(|O}Htxqbc^s zDNxc>C%#k{X1H zswXvp4-%uC&ghXI$(Jr|oSvx+yqMEEQ`7UJ(zA~(3P>~3k5g-k(bFp#)88Lwd`Qoz z)6M8ENpEh;sI|_7MP&jO(U#HlhULuH+dloeSx=0!Myw&Dx{!W!Td~coaX#3L7|gC1 zGP|5Lj}Chf09*5djitlp7_%4nviFW*`(lvw^z2PWq~WOSdpX&lvFwAkY_BM0oM9(4 zekAnvobD(H1{2aHrrgWz8C7C-`C_@zQMp7+Sw&vCWGA_S>ABb|In*k7bSt^^7-=nj`P2&^?qL1{xItOMyL1n z6+SWA|7Wjo;5zMJ_QSu|Y5&>lw9+TY-xybEP9gHY0f#zyyo!9t2c3`7C-uAoJf;~I z{$S$@Fs>MnKA^f2erH@gdWUw-xU!~$gk3PMqFi66P}!sZU|f|AA*C06Wn3}QWp)9K zs~A*-!1pDp*API3i@NTxx_#Z%uaD^tF8*ZXE<#lOKf2790L_N!t(Pu(anzu$c=fC! zZ+u{yC?M<6+dw_=3dpX|X;f(`M+g^2DBZ&q$f<&O5GXJORw2RAp;5zN1c&Pp3G9Qu1v|}deZT8??iV-LHY7Se@v3cYrxXR+xo!!&J zY%7N^`mNp7%6rbP)n8ID5wWFN*7<9{U|ABvvz&A>%^o6L6}_XimFc7w7>9VH<;Qgz zKW8mY)F%CPfyd}l=ZvdOR|%yThA+8MN$M`x5Bd73_lmZ@6%To$C~;*j-x5f~B?@i0 z&bQ?$eSVqW0>1hI=J~WkBRVtn!Lf0!w>oChkLxtS`$?ojElpgo&)$YUS9Pc9oB2k! z{46_?uDrV6eEWFIU%G~d3dJ)~5O+JkL;O7r(K-9UB(IjF}*0B^8GQ*&2aIU z=3>dYU|b<`cG&@s>7UpSxq);Sk7>T$1nl$2v{=`8j%0JHG-;7~aRgu--1i59v1HaQpl!VGna7KM5-c_q=q>p+{ES7S$D|(T|dS1y0ktr_i6J?lL(FF|8uHJR!uoa5srH6wd&mXr|*lTm=c2jyzOAt%qc zq`8eIp4WrR2FEv>fNDbt%xZ|qt8G4B?~)?3P5AUAaSIXB!MhFOD*qFIM#wrdV zayJlgorW5l>WJ5&F3Vg}`<-!hFAz+~de4r79J$^k0^`b;Ol=a>FJvfyAWTeOM z{4xC#IMjfNdJrY$qY8TuqVmn*2V6&PC7DR@j9Q*e3TjsUjMs7IZ+xEX~S;3};)Vff<6CGzs zazAdRJG*Kt<+Ax=H}r6bt!le(-EM^gemYDC-_IAa-}SCOSy6B}as9S&4cGlAEeH-~ zimye8Kcidx+k!wqL?;)`iLZ4=#bbQdl9N#Hj(t@uMl?6E(VLh@fQDwITK*1R`YEYWSL$!EiY&`EQg`^ z1lXYEPx%q9R)r7PY&Nv>*=}io`~?)7*^EL#T@HmOXq_V6q1%H-asc2$h418GLM>Tf zf2JHF*f5tewY0x{&Qgsyy#znCKo$lVV++~vFS9M(Um0U4qUSA$3&xo1Of?c8yZ9yB zcnFa#*70d+GB$T?85hHFo<{4Clh)ldZ0B`{?#>QsqE*hW!V+;UX z{7C~;>y9hX0F8>Lk0KS@^3sW?A!K>q$g-Z~tqSB!J>(|%jlm=z^gBr;7%5GRg@MjS z&yx6Oft-1>&C49fnFqgSj744Y2U-v`L`%Z=Z*B($_`DZcq;D0QZ43%B0+4Z@4YhqscoSWb-;<9J2P&sF3Wb=t%^)OMPO48WKZoy{iOm)8+0V@ZJB0dc! z19Ik{0P2l7D5nQ-jTP&uu)ek+zBNDt`=B@liV(IcVIS?)SGCwm4jkL)&-3-m{m}9oEYFEYLh-l87 zyXipE&Lo*1HPkWBRescI?3W+2AinTBK>e;9Ar%;aZ1fPZ@1kL6>EN)FBKxbZnHoLBLi+RgDZNnwTc3TrDQ!ZCvc%>|8kRd0MBkAJ$nz*A2rx$WV8`iV}2 zr;RAqM9ZK2GpmAC`{OFTD57tdeX+GaAR9EljPm~UzUC`!!_LYCII#g{dOs(w|4}^* z;JzmCe}zlv&sZJse@htu{UwZnKQCcWVMb~FVF}|uhrRz%!eA+YVD@HVPkCXplFx*# ztWnK7*}!4sOJ3!MZy?jISo>C3Wm3q#{^_;iNCIkoTWN$m39OxJJ8W#!}_uaSb;kb6+IrY@k*1)R!4sSn&?jp~)v`o5mNSZD zjrp}uB58KeV+Xq?gl8&_R>jssmyjl-AIF-F`Q|qkPTylTu$;|o?zrFXNQw2}v$7%< zyr4RFYVx@M2)15UnK!m>wrTqGxxkjk39A5U(}rcv=Nb7bmpS$%m`mMDA(+k7tE9@k zwM*PAynXLeD0n-cB?;Z1Pu6sWqC&aj5l)ftdxXI>%oJAZv+LbF)vhYz+sAam2!ztl z!T4(67sb`4ESqMRT)=P-V_~BsBj}npItVks5tA6fn7jjFZknj9^A4-cf(kKuelaB0 z6U!CCuZFH!au*{k$C#Blq2^`FUEJ*)!}oX-6ZR4Hlv>hEFEJ88s5!M*mOY3CnxxAg zi0^S`zK9zza%5&&oT3tnQbue#S&Az1OvO+0^8o6V_P?r)aFPzuoCo@^?W6 zVEQ-C=9yDS?M1?f4;{Th1+x$~9T$38_R!Rd5qdhF+swE<&r46@$hdh!4Uc3!saDm$ z^puF)ne2IC4Vj=}QEGTenj1K8`u_6kh)4JNWTV8@uc49g3TkTvhl?vgX9ajgr1^Rg zqzfi_?5rNEjppg*^d}RI6gTER>W$UiO%!ZIeT*WHe@Yy3a#y=7RG`~Jo|GYrGfLnDYF z-5?+!iV_Maf`rngD55kX9YZUvq#_EUAl+R9(v3>DL3c~dc>qPMwbou|@BKgL+UqsE z;JSG6e1CU*Znofw`mhTxHDS?ga?~QOL{uct9j}itY=q?oR?H=eR=&b+k*buIw|dy- zc$Da!Mn+axyZ3RciOZG-poos;R6%W8uKRX5{V5!Nr*G(D+Syzxql$4O#XE9(P$sR6 z>~gAH-SvDZ9RzG^0uT8VX>gpaBM>=$nO={AZp*|0H^RF*6pt3( z^5DLkXQVcGCA>hTZmQA1RcLN^N(lWow}j>%Lg)Y-Yy=@`X}Z^+!#Xa0_yGsIBMEx% z=K2}G_7Rv=>YR$7i*LeyWqmX|*Mw4_&$~GJoWz}cP0@OL`fk2vQlodhBft6hGrE*Xo%s8mHz2ubyIVpI zEET8swuF8q3GS9Kh6q;m02jdWnNMHc`P_m|ZEUM7>hlxMtLOW;fPBpcYQ8j2W=xdC zc~Y}>oBT2=Hfq+zKU9WotE;wihDNn@r)L^-ebmv)v9T#@DOn0Y8x{2I#7lgZ?T634A^f(vcPMHb( zr5+MP9`qnjbCBodE{{73o|gszuRJYKo?615I+R{!ATJ$OFCf>io$sk{>vf~c z>-Ie_BVli)v7?89bO$Tcjuqkn$8uQnwiU)gzVdcu#d5Fp_N2t}w!P;ZanElJ<{NR( zU*=xOy?b6`_a4IUN2uKoHoX6|%bS7H=ee-Y3pJlOTc1}EK8g80$z49FYd-0ezL~X|#cQ}|as{x|oNtM+U!|H~wXI)mgkOEWUt^cwWeK3Q;V(hwPcP=* zLFwNm?BA{C-)rmNv*zCi4;Y{f_$VAO(&azK8ZfRFFliewu@*1|51gS4ToMjk=?Yk5 z4g9PYxM3T(z81I%589>-f}RM1bqB)Pf;Ptd{-lI)=pp@yhm41qdqzQL%^%7{KkR0K zvVMkg-hv+MhVq{XW*dJf#0KFRhYEH-6v4(kem__m5po7QSb{BB`h4*D?qCVAkdp}^ z=kD*6FfP@F&<}-(JqkJTIpiWTRI(sMqX4RME0hB}Ot~Pm(C}8s&GBF@wlIV4FcSz^ znlAi;Sok@;a0O)eofDY$Y)~h=a0fO_m-A3}U{pgr!ue2yA~J#=6(M6D;gt|!cj%ED z+oP~Y5uxhgj&_fbx1a%ak30$#vW@dMY zDR!iK0yGCZG{r8moAKJ?`Fi6?0ZPwEPuR6Gi=7AJiRkveJR9#olZykhS+g~2fj+s=32Bkq6#XOu>!e)w%#OppfEplrXoNTN6jkM`Ww=U z;F4OpMfihBsl`xD&Oyl9`(7~&7%Oji9p>e!c}G{OATSnhjU(zc$Lny{5;{r*KL(5v zl~sTIwKNDUatDP%P-BTcD?CRncDDXPL#HL|kTCG{QY@+wXjf5gH0zkekK*r?aYr8S z8vNu?*>U9zzCh3D716uBs;~QXNE)_57^}g?XnYXW_DM|*1tn10s)Qm8t&bI2KtADhT2dCg_$E|CG8$R=r;)s@87SG zp|=(cwFH~jC^~qHLnohs%0rPyNz>ur!$a2)@u*71bXP=U2L^*0B}^%Zm!w!v2N7Lf zad-}XXlh88leMDEBi(~_svQjtuPCJp@Zj26=h#6*&v~7~1`*i6IcTnxd!PD(h9+jT zle+kPf1P8Oop|mcU51aE)jP7R11n@Q)jyyUKS1aYkIDc64Rjm5WpOO=;;Wj|g7*VQ z!7pgB&euv%9Y|>GD(5@v92c%#^97Xim%O(Qiv!BJ-w-3K6Jxz%z>D3w1DALG73&wF z+^#Puy2=^DIXC#4Gh?|23XgdFudH7X;ML6=m1W6UP=2jxg|#*S0gzT#Wh3r&{yk|{cwI6e(G0t zVpmhDb)FIRn7s|W)$_HDC+~o8NM7-KOyD_IchY+?wX=Bk+$?opgU*Ro3g~bYfD(!v zSbra02F%eq9D5Xm=8XHwe(%X%U#;SH#_&78d5!F?TD72*g}8+k%)1cQ75~ndAm~FxtRVC_U z^(_5`u6{Z!ZC4lGx)4Df^NH65(tOkT&f^9xoRe7VEx|!|SfEj#B+ujqJ(ing;_V+& zvK6U{rMqi2=rA#NWQ{cOsi0Ykjl-lo0K85+ZJp>XI-z!{sJ%(v8knVi@nnl{^?<@01zA5uxLbg9QU-y*xpJn+!?YshGYX`B|0REaK;QFnn zhKZ@hlcnaIEmkIjwyCp@vuITG|AeCcPx#?K8h#+d`o9}k`*}zfLWWGX!FZJp1~*u$ zg0fkShg{K_Z3b8-SRb|s_KyC0wGnG{V*bS4)vBj!wsTiMLZ z;az+PS1|Tjb1(+1&v(}9-RM+OM)YvpBUMn1|$J4?x$jRTuSAbNKY+hJaKrs@!fnn~Qv4XQbvkaA*EG9i5EUi3(uWm^f)9p+ELM&0%Q6IkacyxBeB*g)DyF$B z!f!YHF!~_Xjgs*l2LG3k?Nkk>q)Y|z<2jEn18X}WTarUZ@ouuR9Qrb__UrJ&v)uB% zkS)FFW7czoO27$sw(W-#?tA?811Ukr*u(Rr((jBd0&LGp(kxOwKe<3e=dc+|hh-;p zhS-wUHAIGSVT)WI*_#u;)w2)&~ZkTTVmH zap+;mc2!UTC!A;mCh;V+uoRUMaDx+Hk6oQXAvg25S~6T<65MP`o^>jp)6hXowIyH$ z7I%F5)?I{pbE0)lx_`<({<K^z3(yrMsdt=`w8s~)Fc?5-@XAT>f`n`F82&8j8vuWO!L{VmT{F@l+`&a) zNcK{6n&Wiuz;^X&$!fouGscweHh`TOS-u35O4lP2=)xfMs&Hp%9AZ=GDklr8@I3lt znAOny-0V1^#`mG zED$QiYd{pzjd4?+|52y0fnaQR({0nNCxfR(h2MT|wr=KsvZ{6S^oQ;i`HOWOPM+h~HES6{J4zf{zH6^$@t zqK!zGL{jLxmT{d;AlLFxUDYFZ(?h4hSBvPnQKo`;K_ycp3YtByQ>`;{oQzE+HKCo> z)_EBvCYFJkeS<4v`SDFA2ELJ)lexKhy(Ml|@x7gkf_X)&Q6^5(8~w}8La4|kBnhb& zCKiu)#np6k_m=2kdSreD4L8R9VAOk#AmM7Dyh>@@he0dtTFpOT;T2r`p6Sww8pVJ) z?DkvWa5{DB|t6eOy*J2c$q5pZ_sXywe;_5QHB@yYEgyr{^owM zd#c-BE$TpA_1V!XaVpEBo~N$U6Jujbu@frm8X z;R_4-MJ;OYV#5z_xFJG9(&WfY@|>;dw#KgLw!;_!S7b&;OM>j5&{gC7~<^=mc0LYuq2V} zFASE1{xn#!`0kZROwzfi#4AbmS5my%ll7Z!t9MScGb7s*u4!|qKNIQ9?;uM7RlL%< zLgiT!x0L4eDM=Rtx2s&@YPy#bOhKq8ZL3a| zS_IuW^^qo0xLR5;(?@pb1AWp^jfA{qpgZ0tX4wMFE7q1c$;H=+mDL+qYZpTAJKi|P zbEy7m2j62|EdySTga*?icb+JMMv31&!n|9$2wymbA=>g8>Zl?ftv_`0M4n!&70l|H zs>0aW$mrI4&IaHY6kCQ;92&6T>ZO;;h+7obAGbzs^Lk%s{74qm)4(TuJW@aUHr*M! zcA0?%JPn!~>YcV7an;Kyx+O*`qay9;1i490O-9$k3%gzkT0eFL;;OWo-4)fA+2_90 zqP(>Bn>as@#6LTd|ALAL)bjP1|= z9}}a9f+WDT&Z;O73nJYWUN4vwh0bgb<4u7#YB=8U-f1lMGOm%v(|1M7y(8T#$jqgH5@RQW_iL)=7zZr^uL5%vY@vSO3yJ~B5NhPe$45;PoK}I?<0c;*hgJJ58J#mD+PN7!OEX zUoiNxoaei;;N$;<@iccroxBEn@K=1=@=5))D@e=PaM;3t~Sf}Qb`X+a!&Vie#frkv}j;&X)r z+;Ed)(DbNN3WNDCiy829K$>+{U}0OFgmg*jZ4;=hr^ihQWO}=aUZ{L0M)~6z*_?!Q zNVw+FgG@<1H~{HmCBHlhV)5Xl)(H73c7t3h>GMhOphRZ@y773bRZ?XCr0HtGS~&_{ z$pKlgM-?mZrrFn=^jr=LFHtg|wHv0!{9G?ovQ#olG9|0KS-M)b=x^q{Q8Wm~=qdxt z^V)9(yAlbgK?zsHJYo>TI45m!$i3z~Uj|*pHWS97nc?+3!}*@YW9>CVN4k$_<5l9= zu1anl3m^51AFxMPs)d`sYkYr+cODR<6ap5cS?Itd3hF;Hwi8HPi9*z&H&?_ScN&lE zicwztk%JdUg*)wb#HgpMoTH})0Wk_D@C z{TV*S4WSKaN1Sy=8X!io^!C0X7tf8^GBL5~?fb-RlP}6UbK9Y}`=fz)Q3n2uO`2Z+ zB+R;`4S&|zEOPK|0HFAB%`u-Cf?}zPSIDNDQwkg&=C{pyUv;EU8o z=g{h%gkZJ!w5H^AkRejAA&#hWtWRzZDLA8vkx^Of7bi`v2OqYY6fG(VrRK9;j5IB6 zW239c#J#A8g2EZ-Af+JX)hQT4x)_W>TieTf7fOl90K<6G%b_D34#%tr&CEgILy}q< zxeRB*7hte^(Z?F`@;0^V7#g)Qn%WM{SvJy+Y4Nu-l8GVfKTQ}PYineh%W6bW^9sDJ z8^&9PomB4Esy?jRVA0rjTU!7d&0Un;Rn1kDT-*CRBx701Ai&odhC;&roGThvG-6R9=jOJ{MSy|fh zpi9{1dhj4x4QE4Fy~oCF6I+3E^JKId-YXO=AkmRQFB&7Eq6{j(Q=cAUoQwN{=^37d z&;br&I+Sr|KzA*$GvmO~wu|W@V0d3av#ua7y7{{ixwPPloe??81bXt_5jhK5jm_u# zn4aJ1Q6E^{fDqW5`+;%Tv9ws-FfrmxNv~5c#E26BOi!k%pCjWL`frj(d7 z^6O+fVt0;m&~Wrv(|d1`VJ-t@wgz7t<354JqAW-i}LZ6MyF*w(f+$ z&hP0_P+Z=uJ?8Ds(N+Tt=<-!YjC{lN9Mq$JU!SIWX2Q1=LuJ8w_UO?z>C0Bn?-#O4 zQN*hzIJ^EOr58i5rUdcGH;WW}i%-!jkgsp-#8XNm+KieNMJ# z2h)?^v^OHR-oclJKLahGFbzAWlvISV+5O8GNb_l&eB zE`%3!_0QN8Q4dVKmoDnN3$c%x?4NT}E&g=F%&}iqXRSx5L{81jy4PrM^>%03Cgz+Y zSfB^eDTo7$OK~G|9D?%OmJ@inxif5fVAHBq;Fp?v@)zsjNvge;PdE1#+8icAuT-+i zXZWZ#z9%pGGNAjbPL2#mbQdu~{l{UH1YnlI!DoPj_?M41s#fIyz(Hh@1E9C-Zz7trtlPpRmi9Yr~%eKYR)p?C|S9>taxpPwjxr_}+db_Iwj;Fn(nbruW z>uyzX&5V>Yxz6v<+cjg2i;9{i_2}(M+qN!H6f?CrquDo|yOP_jJ!3aXH880{T(~%G z>Kv;#$OIC`1#!<2Ask_ttE<=qsSvLky5TKT*VpJ0bB{F8dr~2ACCj#(zoym)inM&Z zQ>QH-#3Mg&(|vv|mwKD1e7%Rm)~@gd-J(NH^hiTTZd1I;%%Pzty`osTE&8XeVkY~> zgjhtHm~EPup0I3D&h9+k*7^l^EUT7InGu4;jX_@yWT&|e$IF8 z(-i-B*#Jm+{SK@6$L`|4^wWQ8*Z(8B-0x($|Hk&+w-fI(1$;l}{|pIZH}tV5u#fvY zwQFKx@#Jh^)*vN+53uf14 zE6Z^P++wV0md-4Fa=8!EmR&pBhFhVgGhFT!QfYUD`-EAm=j?NoPvUn z(;mx$FRV237jE!5dNk2fih&!1R1fo;QxkHzLCz`6WxrDw2wDJ>a<+a;yDVc_q2Gk4m=X4amwE@ev7==pp+h;h>cP zx_Czqn86UI2bd%8RONfWUhA3W+wfK!l$4EL0pj+}ZH>WmucsCeG|8pV`q(VztiB7R zdT5?cGOwTHjTaHotr5XKa#qb=6n0Dn#ni}&%$9my%z+2_BG)OPvfO98Nm=KPFP6xe zVUAu{;z|SGxD#bvJ8(yrhcttv?KH{w$p>@&wn?UC>n}~X7pCN=E;_#7#MP@4_Bye- z#q6A;DY3rdnF*n4Jw8O@R*YEV$7V+$rMlE>T31oaU6a>Waj$;WhQ3Ql-}l3+XV zK@chBI}hIT73UuEA&ahGI|Ar(&Ax6=IWICxo~M+5_=X2tnCTk(EvP~wF>mZCDSF*Q zgvx*}*Zh76WHC+=QuT0m*1*I9d3A@7^A1KHTz65cn;547+R6}qzUk=MtVh;%1|->s zE|^{mzC3VQLiqRz`B<&D*q=y;PMpYSHY?1M9CzHw`L|rE+{^hN9jfN&0))gg&fV9jh-HS}vVgKE1w1CDWNN=~ zM)TpD;KHSsXkPzuKxI@GYR!&2Q7}$v<@5F_A6x8c{6qzB_RCL+mw!QGOy4CjwqJ4A zf0t|@N~F1U`#~Xlho46dpv!R(*Cnd>Jh{tcW@2>Y!)=zrm5>xm|9jet^{Ph0IeRDG zmyj5s%k7+aO2cUZJA@qSE44~1nNI1P2C|u|zSh<|Bu2yD#O}7oEBiVB!j*%%oZ33) z?oRN&<*3yclAB*Emuk7Y6TDi`>Yr*AFWWz%v0AvB^Ka;%v0p73!cViU*_kz1Egq8t za{d%ay~~9{?9)zZ+yTA!*Xlb}R!Y*i#*zlNJ3Pv^@&AaBBe@D8Z{Dw6zX$Q&lfL+# z_zNLN)mVur>)VOP!Bi&LJTGLP{NYT#TFI&AIUYiy@*}{k!B<`GbqH8~Z~Jcilpb7l zZ`Od@hzLW68yfNY;>g#W|NJr6<3*1sOq}-#IWCQ$r=NL8L`T7|o#QZ~F+^daxaF<% zVoNdDDPH3I_W1fLOR)`fx6WUp!grEiLU20mUwFH-2DAw+uZ~E>4F=slnk_<*=6w9{ zwUmhytv&6zsmD`o@Qt*6#X6E#j;HsVPwI|7?tE=3nW5?*gO69#Qe>~iTy91ISr z)C5}u`K63I?@CQ0{Ucyf8 zI&$;RNQ}i?6zNDJx9!D)wd<2x<1Z3Xh!@<@L|@c|+Oxurq*C;9l8xx37GY6m6~RhI zB(QylF6^l*UCGK5oi+|E>itBpTF_fEW9w2hFkZS^v?@C5NLW0GNw`){T{?FUUGyG% z(B{>zYu7v5cVBDQ&YtSlAR?teXotQ!JkiB%(w}#O`CaKslDE^$IfMht(Drh%cg6Hw z7mr~q-IdCCrv;O;%|YDqwUV3L^Py*)#-#^8(<4jg!pk%ucU{Bb}!5bT->( zOV=Mfa~^VdwmIhF5=mzcUFRs@K8HF(x}=L{o707(!(FymFu^iV%zP-=76}qYDn=ve zhmbNsNO&#MVME9jD&tC-kEF15*$#Jw7(x+auCOjwIzw05E+n&>E0e9g(!(3)hTKM_ zofJXt!z`ErYmRd)?!EC)Ayy}z2=_CF?qd1w;t^2MF84tpk117;W3?W#T^?ui9i-IU z`CoaIN_#569k0~7E1P?8u6gQFdR-Itswex}o5lSmb-Dw`D=scB0)g0{39AoA`~hJc ziZ-u1pHw0|*;ItqWBnhjL7=}uApa+wXEYK@ZaCx$XMQ#GyA$^>I?wq^5E9V%hp+3- z;}8f5Z^Fl51u3>qA(vGShU#`i%#n!eVYfye8UBfgx&937Mt*xN=H9n;=L$P9fHi)5 z{AGl}UKrUz2UBX2ITjw@!yJ=-#gDcBIaLmo=eoB zUp+C(Zy$)&`eN@6(~_{9ZXtF4*Yv$f#V_?8%wC ztj3T0eYF;(_T35B6?AXJe)s$c4``jWri(iV;2wo2zC)b1c-yUU6K!evD95 z6?V~#e2zuNtVFHF3>~^M;C*Id`lIhGS$%(G+V=XCWagbOpOZ63!~mqQZpGF*@Hsi- z3bg7DAcc26CrXS+0zbVdI@a%y!aJXnK9b#59kaOyvm-WIA)6Fsp8^Se0Be4MhQaC;v@Wg=W3MAeOy8X||b@1m`fG4)_K;k;%E*RlGG;lYg ztuAri@^?t#bS->leP9Rjz~|(B<*&d9e~1*Wx&KQ2;o=keV=N+UG0oE1ccT35Sx)tz zXt6J3boyhYa3S|!LJB8bn5SzAEzBn4avCSQ225A<91Jp9eMJfn96$=+y^65CP5%5q ztIh`t1|Wq!%t5=Yy2s1OhE7yx->yTk)0eT0oF<9hv#U}o>?4I~0i^J0a}F4Q6sFlh z3gf%|j1(69L!@wSrb^BW(G=rjDD}?f+#GqCX=8oa-p&Q-ypm9exlyF%Aj~Ew&ojj& z(6^Tvk0PgjE_DlZo|K)_(#iJf}`e*YOLa@cb8~aP@x~DQxxyDNOkr zq;U2B7m>om|3;*6<-WH?{>u}Kk`kC~*o%lC+y&bM2>)^v?5~vJfUNjGHMoCHtbg-~ zMe>Iy*2n*w6Kltl+L_w^T7%nru%mx6rTz^sc8gH3@l-}NjmzJCu?tv0{SY~DWle?U zw`%yjZXFQ4>AT4=KZG^5hKqJbyMcH6-5%pK4eMUL7sz5JfzoGhCO95g@^77?bqN`0~UtDcG*)#_fMD~wc%bze+Qq^kr_*^DP@|<{Ovke z(W>1-qtNW;VmT*aN&g!{)vcwjcne^)!REUc`&j(Wi3O}SsAQM%xJ1my=WcDTsVcf` zQw+46IlZxSV%_6J6PX_YKaqhDs%2vO)VaRqr^6Tqmt$)vC=wS(|5SrZzkFyXc2p~o z`!anuEB;xre0Q}$pcnVfZ&w>KpL+qT4F_v*x*4yzzCGB#2N(Rd2FHj=ig8}X8!t1+ zf9yRY!TnmvW0?=`D*z|fXTtMJfB0hWj>bygi5=~}*p)OgzpOU=^kT2=5ci@?bc7r_qk(Lg;X3uOgraBWnzXp&eOC$Nk-mC_;3rRNNQKXEWCUKrxp zV+Cb#s*pRE{+4wqJ6>UpO+KCu@TBg(l9Efj^x!r)dLkr2-k;_2BdT`^>^X@S{3o0k zc_FDjs3dX_2Px`8N2+{GvhMLD(pD;!94XfnW11w*59`qU!Yiq_nv66%MLLT*a?+bzAnN#@oW&41ojSg0Hco?`m+no>XKmmM{w1d}H5}LhqSU+9&}%=pdQ6Ef?>= zg4=5G`*S>Y?M4Gjg*GL#COnR#9E0nbtEKZ*JWk6-gPZF%W$0;OYMXNivbc%@OYypr z84p2E+LjZV@_GQ53hFB zlFwz}`ZRuEe2uJ?J`E0u+Wf$Z)m<-H%@=%*_Xg9=NA;?(#qg5i8@N`V>(rz&!`00V z*o;mzaj@Qbba&I>SkmX_E4g=qI}eYFEEb%{5f+cW!aGJxN(J*KU&15if=E$owDFmH z3t%&rK%|um+kyhhUvj12B2_DV^GHhI6$8zLlK$g&9y-|xv?gxyY4&dtO_yJ(r;Mxn zYIF$9AVg%-jYPapz)GyM@Z6d{okmkNvD2-D+nE>}5EgaUT3h3Uq!O=m=GaHLHUnY(4yen9|C zXWu*)>4wgDXD=j{JEPu^V%KZG;hIP7xIqK%!qGHMuX$|LpUY-Ums-?y)d2}9O_epX z>hMWQ&Vg_u%fZmGA|9&>W<1Vx7-zIAn3mFU?(Uq%NzB*?zEqmZJMpeMTi}LcgToFyNODVF0)>!j8o8Z*tv=C9cJ3r;lk5GT6dc0 zUvaHk%mqwZ4M@zI9L}AZ;1ae#Z;QGOdkab1{@_-8Gb_HoeSQUP+V-k0#o}=!MiKr9 zZThY!_nX^iPhR3%PRbu#de*+0>ohux&cmh@2g$aUp-Y&|VV7mWB(-9OTm1Z4BO#u7Qg-4lRLPKdLVM$1bQC)5x%#KDgdWh{C=_O7u?NT z{#?NAW0(2y*2=v)`Fio-r%)nRN%bJbhd@uR@(G*r=fEqcD?^i)j&PO;G@R_<3tP(v zBG(0M@(Tx+QNOqqkHmHPb{4CcX`}WK0DNssf_Zk7w=EYVx98&?RAT?mt-!ey`GdTq zEz#^swX~bZp{Q^5`nHVv9e4AGo*X90Y32GiLCM)KLu}a?uj9OxYRirb%x9CgVShlr zuoN%0lg9xTtEhg?z?#++1@e2#Y(Yh42R6k$aZD-R-p==^oZRCO(>t2( zcz!6LCpTkeH|gF_oQIXMg)|RLa{t60ULY=GYVM7@o5%Tb`}EJekt!UbakYv;=n#bn z;f#v%*i|*?EXp4(nLcOc*uDW>D^$f<*+SV)o*Z0DT?Jy|JTBmix|<(u%F=-|2u-aA zDN`-S4@+~WI5h;P$j8QVp7UU69NM&|te_p3bMcV9HX#*L`BrZJz8t{aOv zj831VCIY~h9SgYP_<>@y3;Xy;Mt~FN^;xQKd7P7<>lF6#IP5<_n^d?kFKD_Q^Zt&z zX&%7uOwS7u@kKS$0!_ln#$E2F%RtsMEPO)=T!6cII{P_Bli?0`Gf)Se9m|4$>w+u* z-Ym_IV`#dy1KxZ#kR30Le_P2H;BKDINtA55t?Z)F{M`(~&)m(8uG;M;jI%=^V$KbW zrqktFv0QGqUZZ;67_8*vh(e4bQN6SvA>7J-6VoD4-^bM4f*tN=UQu7`fOYY(+%$3Y zMnAiZP|>K<%-zY2flbr$viT?ova`2)n^_nKcEsEU>&ftP$7%&O_q_2Lt>FtI!qwEJ z7Nmy7P}-a2HIk>@9<(4o(wuRvyOO>@8U5q~mtjH873T%AV#g6?+k!^j=*7pQeIo+l z;w_#>mPn`iFePp5+7yDdpWp0tz?7HH$9rx%PpP2Y|2eg=827Y$(ro19;Ec$-sv|4O z;r$c(Kuo7I;BIzg|MVr7qIbimEpna#e}DYRUd&RPxE<~$Vet^jA;_0``(Jy6y8_k) zsk8r*hV`fM>wi4Le~!3+`|N0e^6v#K^8e})SG+PY`Ca7X|7QZ0{&xZv)*lF1p?@M^ zT_+Wj7!2BroS04zJ+=uD7=7x^U5FMu8fdyc{wf}T9qf99=`}hs<8(i&LixiXs; zxV?=V4f1U-19xB`NyMYU=i|hV9iOws)QUcJ1n>yy+1<#$%#I$2oZQB7XTAssSP_Dx zyR)Oir&(Ed;pvy|91XI%_q*BA=l6aRu*(02fF*E1z`DkCP{2Bb_!9x^GadY!fOXI# z{GPli?{KyV4YsVBq(9UN3bjU*P~I-$(IfBgf-fT zJT8CNo5ROBe^UhVP{K8i9(9YD99z(LgnWxOW2b5iKGvGz>)Orug)$f zC`D4W17kq1)*hkY+3b+iYp5iJxkR-*5zh?k&}1dvN!2zg%$&sI$;M8TBz^TN`A?Tq zjpU59CPg|+-nXaP;d82ONxBk|szAM~#ID5zbyZVY;{=?W(tn9iuaXzU2~FYD=Sk{j zxeg2qg(e$v$*MQIb!5fSm>8aK=&7n+IvA?n@6G)nU~xCo&4EaGRS$-$caOO7_edfu zRp?-qm~G8u|AJfRu7K6jFtC(sQ!?WZ2v|u2>!qEg3xI$%+c3DfVgrP#d68JjgAjBl z3IYgNgpET`A)q%G00>ygLpWzB%X^#lL)Aabj_&v7ELd9~frwivF@;XY!*6f89galR zaDn)OOp5jC^^rB)l$im6co;`1K11aVECZiy>azm^)&+9$kOz)8*i^e4v_~w%j-`KM z*6gm;G7x_he$G@%C5Ft6nDW3Xi^AqLN<0ihfoUqkCBmN|@F71xv8KE>&H>e}K*#PcA`_$A) z$;i&mT*2IDCLawkdOO?Y7xMB-uA9?3z}}SR6n5?iSdr%YzyO+`oVy=@0SBe4eZ z8=b*K>-_@^_{X{X_d0h6_SV~B-;m?~ZGff5jR@ws#3V=PCi~Z{?ZZz->D+6NldUmM z`98~fV?beo&Zbe&tiWt{%bS8X-X5CF?^h85fxE)!#IX9pdTFv)NTXegy2>L{aHg&G zcuL-tC#B>w7&h=&VZOkfEu=uC&!9Rn0rC?<4FrZTG&ZE)#ky`J20Ltn=L-LYLGGSmeH1G-<3H(a8F#LSyZ8Y_;et%)@DYnN4p(`xfi?(+=~swnQ~%)v>HL z@)gKX=ka30=8Tc0{BM)XOBH!+_@JU3sH_fcX;rcM!;%VCP4wp4xfYBh{(xJ9wYg$} zdlJ_y{mh`hR=TO`l#nHCv2YbGO?dhV%C9#i-%|O^!L04SqF$w{fBb)~Ug^*b2<9)v zhtA}DUTxv2q6g7ozxh;_4^2fH9i@X%+~dULGv~r`j8;F)TAp@2+3hA#G&bwK^31d8 z?pKHD;L?VPTmE7mjKw~^r-5+PSIU!cFsOCTD=hOU!MDRl)Q6>#o@)M{%z@RI%h*J* zGF2z!0QKspHrbwY_l}V8ZEdxn^>u&KU4W&u8^F7^-Pv1*d!1bPAshwlt=H{_qk{ad zGo%80>mBzWzMPL`68a3gX!%C+>E=ftjeh_X@C1?xF z*9v96Q}>f|7c#^hTnFr}-w9~gJAA_5W$vuT2$oYenb2089gz`WBY+jH)A_SP>w zu=?iQ{blvajIrgx<97^9q6v&j>+rBd0Yz@7amE`Llta_g{{T52UVr(cVswInf8yo% z3*RHhe^jp!*AhE&Lp9prc}2snJW_S$6DMv#CK$aMzU z?s|8>A64#QQ|$|tJk+*f0J3HXI@j_9P`6W<(01lv|Jd%4|L-t-`IQLAEdw(!+I zb&WDsty1Z)NJGEsa3lcX99s}tdvm+ba$(plt2t&)7V)ddtk&9E%1URW$eP4 zo;MGx1zz$rjbF5}fBTf+_$%p@aU~b3w?@B2j^{TYP_I_5QPDwQLC7u|-WBYi6k{S@ zYFLYobw-TnG||~!Xy=Sru6nwOk!mky_e^e9S&E6}o!-6ydBL3as2PKBy1p?L*ZhVi zQ}bYlfw@#0+&P+A(vQ9UHKjIXiYPOuXPSeUHmk+h1GAp8)WaC6#3%++bDvnf_e>~Z zT;9}qB6CL=P2L*z=~T$W8oG~UX0CNSr!9lhK%Y2;!1b!zZjXwzMtIB$@Qh3EM8zXV zxQ9O1IdM-B9o^{X5Vl82--urFu8AK15SI70b9(lWSk%Ckn%wr_(z_|L{ganQMc&5C zue|c!n!G73(i8sF+AEM|%2d^%x1rRmkYa1bwxwub^=ZvtNnQO?v;x4K|D>)~*FLXr zY;J9%K^QoPWzwU|-QgtcTD9phue}ir7oNyuJg@SlL(qZcobO5HPU8<@SzTVS4EbhF?$)NY$o)0?dHa zmgvw4zHzr(&%%GDC;nm6it5d>lF%MYi3=8dTou!Yz9@@@Yja?3r&QF6}Ps8 z-m?|RKCb*b_&8Q2kh+S@KlQLh2!M~j zQ$@=zb^Knm0(w%Ug8+P7r#_GhfRA6=fsfyFL9Y$%z{ka|Zlxg?5z%LN;p65P2^j~# z)bKz!03Y{!O!rgjYR)6<3w+#KZVx^lLAV1SzvBu7+q-D~AlTmMfe+kn2jJt}0Ttdl zc(H#9djf8^1I{D%JvQQnAlze&^c3Lg^Q@K+-0c||3EOIcxft5eU(Lnr6FLhQP7~Vx zg`Si;bKMOQWuF!SN#@uuu%|CQsZ<>Bz%J}bK9W@rI?5R@(h0!FrEnlK*CD4q?B8y} zhoW1YGhLr;)X`*LFXZE`}cU3RB>*qHjGq`uUNl z@>3_M-jD}{ykPPymptzCCImnM@b1sWFcZ*-%fC!l#$6)C5#1UmaZ7y5hPVPHq`9s5 zpzs~*;r4hblSGB6xpyy=t|ZD~va39*r^WU|CDDVDFe`B|GafG|DGM8^wXtL71cat2 znkQ*C;B*$87Ed*QIjOO_-jUmJJk4f{LwC8Sv*Ka<84^nIYvVV(8VN#dr^hI+$em8=L%u3P7ldftYS=cGGL$=#Ig?Kud0`a!hX zBLQekfeCoQR#AH-fPLrDo`MUXQrz|&uMTbqkh+rFNnPozJhv&CGXZA)fYjBS)zX=! zS;u7~-R<`_Wq_lJL~{&5NY+r>a&t&BV?7vyZ8^f!+=CWKT`8|s5H!zu9NO$Ba9Df& zJJBk`?sLFh@;YtBezVj`#97&dI{czG=!UIOM~ zusRBv5+P78j6n4Cb%kdWqX(nFkY1R)YPaEcR zzv}S0rCcQo$B)K9m!Y@2$~iYPCJJJ}-`n(NfIr8z#Kh!|L(hd&!3@u+Y39I<-b>7@ znK$*OwRcii0eQvU+@88yj?DA^$@VEAu$RL$M>> z(BMn*mhjBn~e}7 z$MR$6N1rOK-C~JWgtN0g^*FNb5#vF>J{s!|du$l%E02>9`@q2d=F1@Vp7@uKuGPPK z5v8<#DAZp4fL_$CPtl}uWLR@RpNg1;aEb)J!=4n2;yce^e*IUPzf2reOe_V8tjpqf@0*Qy64p5khs zZb3;`mn~L%xu?q=6`>yc)uwm-!5Lgsm% z^)nq78g(rl7hBI{IxfBASa4kKqUHm#>lBtwt3#_9B^To;=AG7Vh0=z=Mybnl*YEl9 zdTdIx>bh;2ccq~>?@Z~QL0irZZhLLo-8@%W3a$tL7hTo)5HUtRO+ZA`lgJ#UacoiN-;k_ggzU6Vjxk=jjqYV4GM|nLZ z89ouD*mG(HgclLDr!Mfw zA}+GdC0`K$@3Z*z?sVmAL zNwFlvJ9ZNO_X6zd{>+-82xP&L*QsaWVu$85prsFoQ?49KQY)h999}z44W*R07GEh+|gj>dfUF_X#Q>J&Q(~tf>R7S?4Ucn)9p$*_ zulIVla6{6AZ=@(>=;d}^faMfw*WAd{>lNi3g4bL*OYNDi#d_TWQHL*ir)92hs2(Fz zIzsGJisr*aP-T)?r0Seno+GP|n(T<1s ztnuKCoNxsbw}e-Q^tIPWHQHr=3nC3IkL|c{4E|Cc_q&HN56!CKoR&XE>UL3|31NpL z4dV;s+4NvswXHjKgfGNp^Ex|!H@19OW@v2RM>gDo2F0!GyqqyxmaXvU?1 z_*MuI-{RU4z^L9v4`e?>6E41YN1%$c`;US7p6F72=)#HO5>MQC+@bNhrz5jeBKfAA zhxQ~@XE97LHDPE{Gwp7dGOIONh@A0N>XV%{&eqA1fG^9_+ucF1NUBm)OIBo4WdYND zjHx_fM;Q&pi?(#>^w(v?EeFAcQ2`%LnJ(KG49t||73KKP9$s`9ygtGgww&_O1&G64 zgYj3CoicYuhCK(BRhNCt%~M`TL5T!Nbwx<%Xe^H$NTQs6PZ)14M>3#BD(DO$u(E(VhP8t7MvtzM(Bo2l}tJ7+DA?v3C_h8 zht%D(qctd<$ajf`+!-zI&x7b-7!NJuDIiD6S#0UWXiUAlA@AiD!1teZg4EHVPFnO` zL4{JL52730Z@Fv2Y^oNSK%#p#H~$TI#&2%#04+IMRV9fQtVPF3sNQ61*eN( zs}qR>MRLPj(Qt93##N*Q5=r{%I9|T%*c|dmttj!D-ccC@c?21y8iY#CP5G@Wr!WEC znp+#co5!#lA0D7t z?oR3MW)adU-Q5i$CGcP9-kyDSoqf)n=lRe4p8bwlFL=Q)v+lXSpZmI|JlD}ZUt_!% z!bc<-%e2)?p%zuV7FSZ;TluNC-jb^(51IUh_bj=$NvpT^ zlJ^UEWVKvejW{3qmp(c`AIm9H10LTAAs=H%U$HPx`&uNkIKhocU+GL=aggsJtzV-4 zdvia(8=!BH374-Uo}GzdC><&N6l{RH|0j0;1PSDjDSt&QfBRPd2e1JPHvZ;e{@IQa z1?p(2Qvos$0?1U~mFAM<*23ni2X+ew)aN4Il}rVSKM1sK4ZMU68n+329TwPGOVm*t zbRz6GXoB2Zi(`QwJVhR)0U7*^+;_r{bYLoYKRtK}9(gnuXPhTw6d0^d5wb-`wm22C z)f#e?i?q(e>&_E8oED<*9V*uyD)}Ik8Weo%hj>=YbhG%-hBl=X0=J7lCP zc@&pewBfLxiHeSuK~z9kl=gO{%q8sIjaUo?el$i#q>+YWG{{l}=xg3%^8r54P6PNF zEv zDM00QdW>uORRBxtFX=adnW+yO9 z%Mn2+07r@sS$-x~x*|n1faE|@n|mb7F#W@tK^9s@mLegS8X}=V0FqIHnQ;QCvgU^g z_Usza2dD6CTk@Pph#ZsU50(Zw=9mbR=KlSmTDeU{a{yPI5KVKdnFpR6s>hXd+Z7`?BE0F%X1U(BDheozK~+$=NK0 z+;>ILMp(3PT-Za1IX+Xk(2FtCi!+~(T;Wp$!%-y6UJQAKwsA$Xd{q?fo<}=U?3-R( zt(bQtMSSuajYq2Fk^$}zk^5GP^SYNGS_|b%0`|pKNvmQhazio3M;*9pMpS+jtXUkq zT~vZV45aJQX2r5k`VsT-rLOF0tEFW)7^Rw?D&Yd)Gb4OTRH-B6s4PuVLXB_+jo32{?QykJ)r~#wYJ+CMAhRaET$1UAfZ4vLm4@2o2FyjR z6dSXehzCuHip{In%}xgI1`%4S!kc?R&7WP64-#AO2(`Q~S}q$}zBXWg;Rl6MfLMB( zH~Gzk&y`? zFwUV-$P_UIal(IXX6{F0EkudYYX79)W_e9S$Algu-8MtsA)D47s^4*G-OlqhA?Bz_ zf*9waK(o9nniMg&z#PvLfv8Kik6#o%Vt@QtGZHjsk}NvcDyG=^YVVCHTc;YZ(^Nq2 z?Nw(C#>Y3>UD;+`dCLX*L0weBU9L<(`>HOq-LCgZSk6f}YTDiJ3%Y~mx_fuK<88Xb z`oo`o1$bz4#(u?Gp=*qd?|B^lG2c32nm;Sj6){meDD^1WL5193#zS$rX9=@9FNG&Fk(UP(K{h!29t2o@%5| zLHJ!k3G1;4{bKs9$Yf&z;?2mQbN4<3`++iy!2#f)Qd!1>STe65)V;#K&)S5?#N}s6 z2wQwZmon%ncu8N)xgcc;76n3~nf)~&hHqSPUmOy?t)Eb_jCP2^X+#hi5Fo?Bj8)-J>X1B+c6hii@W8!9Vjh8)7~iB}tj2n% zV(D%3dh6Yr$kCm&!4CZ~?15-~W~6o)Woq(q(be%s?i206aj~#*t-S~f5~LS8;&a^?ywx>Pp?T`*d zN@^P(PSmNRnn$n8s+WeI^DLtfj)Y0LLHcxqPyBi!8=0>;bFPnBOb64Wi3D#B1z`w< z_=$x_i~zy3MYpKJys|Yft~bF05`rWDxyrBwn6vrk3X9YlahpW|$Bz~U5YGhMA#2_t zd-(_6$&W0_f_nOoG*3S+vMx(4-@vBPzEcc?gkZrM8>l^HhD8^`MX@HL4M9X*0!VO8 zECr*}c`Fe#!%@otB#NGE1D75O65=+mswl2L11*aJSLGFz9fijE|j)jF=pF^^n}JG4%WreHeOo-6b_241_2h9 zu&q&|l#!T&wlJD*0Fl9Udx6corwmVzC0;#M!X|(B6#ywh3Tt!F-E0S0Z3sv|T_LlX zC*XlmK;1f4q57sqYlNF z_M{*-)KVVldcl4zK2#oFI~SD|)!%-@F1vlZ$Dn=`H1}K{cq9tk6;tHJXMGP*GO53? z>od?qQl&ICcvLrt)x7e+sGJWv6h`AQJ)v>t#u>{2K zYQc_VsbuEV&WoiZS%}lizymmW0KXM#*V?J*@N?OP6^>`0=lErl48_e>c=1He?s(m~ z+r0Q^QrI;}VH=xw9KY@>l1m;v<$c;JNU00Q)6%G^2PJR@h!9$NB8!zu3I>_a?inHaoGe=%y{fdtucX+kR9J z^~INcx<2Uw;qFTAhznSP`Z5LP!;|KfD2fVJR259B!%@cYQ~B`0?u`Qgr_rUf7f-{G zp9A!j4JUr&dr3vqGh@AneTQi3Apn`NXLhS!b2JzI+C_CkFYz+uLWfWdSyx`Z5o{&9 z8ojI89NIfXBb+=;b;Z0pSGaC{cy+3$bc+U{URIc*APtvXkC?UI@5)zcRb92gy+oSvOuT$YwA8eZN1aCmxl zetCU!2MLSK6Q(cB(TLnu5F2Lj)E8}?+>0mt#j`*>_84K>5#_ERGGQNV-Uvg<$R?o= z#O1?-Qn4cHor(yj>nZWnmOFLv4~GU5_{>fUS0ic2GI*|ugAv5HC39}>5(rVQDmKS5 zxQi&GomJ?PbJgpVND}O}6HA2Jb)OYPTTJIz&CU~2#-iz{yuF^PDiCK~sCPSDnI2VR z(*wDjqN562u<5sZU`#6ZV^|vX#j+buG{(O*9!eGV#eJM$YdV^vn4{X1U}rX2V$c=y zIMLo>HqK#wqAAhAYO%!~4sRj!#Co+WoK~$l$?5IpP`Y@mV6wB_?qr$qWOK5M!{K79 zFW!?BSEtj>ksP&_ly@%Yhs#~DPg339U7sIsPPU}Je}8ueiL3yEL|_^QL1V}$w89XW z54XZm1Szy3&=(H3A+h%>w4?Cuu>~VB2|=Nnlzy z(n(~~uh>Q6v^Ua4=8mk?P2tb4~L(?Fh>nP zy^*n15KJ{68xf}nR{kVOUo`efntecdRF-#tY*bztMP*D;l6idWxuUGfxQd3w__&%u zu*!snY0>zEmd$|5q>j`6_@tgYit3bsKl8-Y%WzrMX`^_HiD~2XVAUDZyrPL2v$6qu z2?Q@cAiSmY5jTSMM;s4r`azN!E!#;FN*$^NW(r-}4Z9j0x|O22$vKzx^;q5a`zWzG z?$9jfey)(OL>Ao;I%5~TF)S|-{IGN>UwF2>t9?OD7jvQK&(G~>5W+~Rp%W&(pgwEG zraJvHHrnJ8K0Y}teuKiic;!`GWOqD5YR=TTf`4b~MX^4Hc8(C3LZ9e8A}FM4puW>5OqhqO-zcn{}JhlJ5|K95MU&fC&^ z{LG>Jb5Owdi=8kF!XIL`-#%6S2|4Lk&r^Sc0{-Zw>HnRFCh@lhqVF)ypRDOLqrwz^8lS%HdOZ6Ce04d!f`HrTLKAJEr>) zys2IGgU{Zg2p~_Hf(m3E+@b_NQpJDZ&z8`=>MG=s*$V$OKw%9|Ji@0HUK)0LO@M%t z-~;?~Hw9{Bl~?pek?NL`A7a@}z)W2O5BgW}hAGoV3HrsRAL6x}t+Nx}v`Jleth{xi zcdxANK+?Q2O0KWquDn|+khzLUXt%I>fCZ_zroht0qINo_IxmPZd+H#BxvilXk#mKv zq)9MeoigxnW7f)#d!gWE^J%uiA?WMDZgJbuZQlVRT$eOkGs3yL4G8N&W9dht68p6- zQ8$J^!W!=ZYPb)*AO|g-5>AJ5j*u&51V_iWhlQzmV__u7s@{$&48d8C@!}N43@b-^ zwZ79jRUsRtRM)qgV8khm8Pbnr#+opRFS3`%4;qM`waQtm7?QeH5uV4{kL7M+?jAT_ zQf-8O#xSl+$q^R#r?gdv`=fgnZFfe(bzu(2gT06BMeWPvnj7@k&4d{lQt*&yCh`LYvT9U&5YrC?#HO~i>&mgjfjjd!m$q?Et||cl*KFuXW}1*K7}Rx#K{2&bW0@9P%A=IgK0}RVJZ4=qY=) zBDJb^rj%n`bE$tIE$);S(Kwg!2KEAkowjSw&9MHzsoqnikZAnJ+Rl2wNml|W;+ zM7lD_UpUQBkZK!BMD-1oOFLCZCtasE)p6uQ3~C~kVXFEO1&RdGbr}I(D3uwYG#B3o zrtL?Z>-#5>>Z3+{wd;L)CtfksJXvS~^kGOHO0ei`+2SVjQd%cMad^VnoZ@Yg4=mos zwo<{f2c`{J`2fP$^&LXC6xLFvn7QL-LAxUbBX1s^kr37o=bmuy*H*l@gxjzcv!lu!EQ+ z=|6+Di5Aga#2j@ZHOh6M7J1sFiCmKpDzWw3)txV$Vh2nhYvG8!w3$(B5>2V>Y52Z z2J05Oxn)8;njua}8zgJ(BChYJ)}fJe5o`|icNCY*qI^i5tuOA)9jq+*eSRweljw6W zuNh#i7e>t|&?had9yA7G?f0s^I&8Ay-O0zk-Z?kA{2*+37Z}|AMg`$&&eI9uYdl03 z1k}1=Y2;Ua54fxst(f+Ko(~IAuks%uAWU>Y@q7(OX@O{?$`*6B5HY||$H&8$vr(1l z_rY&(?c^Ag3VfQhNsSC0RH62}{_%7~v*3AelBBtJRNY4?KBeM<$1(3>wxJQ;C zlhMDu{B~+x7H))Z?$p11%#kqJzro$Wi)ZB48oyXb!Zqr||D^e$^IoCx-df$z`trlH zg40dmK=EOp7`gP|(iPDH*pU#oyTJ_K;Vp?A*iSL92D5k*O(`8_3==I|4WA4U$wXf9 zq}#XVzC>Sq{$yqx3<`KT#b`Fv;e;eoT=hz(Xjk`IlfLqn>y>4Zw>DBDN26eMd2CUn z{zEN}jzN#I)crWa=hrh+s{R!f192uV4QA$GgR0u+6OogR$ZQs6{I}jVF zU$r1|9Btq{Z9dmHn@@H3kU$@aoM^(t-sH5+fgQ^sj> zWX`4qdEL-{_z8C595O3ey~>>-DNIu6i&?2B2&kEs#Oa9;TgqrsBZ}6aIjA1*DjM)% zCly2I=79F}&rv2u7jQ#DL2G7ukTddZ4%I}4yPjV`kxzu|DX4CCsUZYVmnE2N(4|xvu zxu2E0H>rwQT{WfMl9nIJ9z-j{vMzX2O+`pRa^^g3mvf*h+RtrTZ@b_1rOwc z!cupq8U~t$yXTU7a6NzbM972X*r{dMy#U&Sln$2$9zZ97`Y;ZQD~^bz`<Jq*v}BhPwvuc$OHzDxqSEgK0xTt$2&8F;>DCSE%1-q`BiXCJ&t zPtkPYeL}*#4S8OME;+NY`S5{!WF36;^?j^)d~MZz?QGmhmwoId0BEmKM}m3uuPt?2zE--s0<@LK%s}7@7)t${y_E7>pYp%)1(#+7?`|5d6v@ z{UJDBIHb-xV8=u`*1)YDJ(L78g!@5={7Ojn%TVdG&~*3Ez1ru!Vxf)--Vmma5oH#) zJYlH3wkY&S@bO&LCWHtGu3G5fa@OH*D8h`@m2u9(f|d;^P2U}Z!WEQ^2nonYO|cLh zU5Tei7&RgcZM-=N07`Dw=W!l(5m^kHiJReCbze_BSY3$4LYN578ex^yA|Fg!ybB!J^ng3KpAn$UPRnFb?;BJY%LC!GFBKb`Oj z0VJtRriqQjmqFv4LB{}3v6D{EfI>Z!A*HO!gqX>hkH+}glk3Wzw?0!~CUej_QxFl0 zRmzPOJ-y{+ma?#u1fR*nD~zYkfZ*yZTKveCEFaPIET)|If=-A^JH9b^SUP;1vVcVlAPA%ypGH<8p*M6 zOkESs&Ci1qqtDHGkW;jjd!?W2YU>%mfNQeD7yFtZ>UBiPNTg~nNjxHQ#8r0ojB?Iv z00l$nT^>W0R9eUfDY3Ey!gNB@#Cp8anS62;$C`RqIf&4Pc+`rk(3c|x^$f52r_|eL zT*-YU=Zi}tE<=9~-X^&_v0!X%H13U`WX&I-p6Kcwmx zyRao3IGczo$U#@b_0>b2Gd%y=kt4Ju8v1}YU%6z750G4sn3JXCZ&YH?8hyNjkl73W z-bdYYxHMF_EJ>j>AE@erhk7Zch1LKc`GtoFi43<713wY*HBD&`z8P5oJZ)k=s|(_@ z>~d&+0COU|Q%n(;i!-#%bCPFJ4;m_jttg?<-^ z7Z!jTY+tv&R7cESOYt090K3K+Qss@Jb0mF6R9M~IQf&ff9raO7F-$%EkqEI3SS5RZoYTSwStdGrV_5 zkRo<#&}Ta>l=`3tpcZ%msL#@ND0@&yjWD}VEgMHtkM!%AK`${HeTk3-=F1zh(!?`g z)>5HEvcA$nvu+;IYQYw6V-%`jOlu?QZ-X=7mRoDXK$m6EhK3br=QNk%L5IYGXy<1F zZfbQn88k9LK+>2)@$EsNEwv*iLGAChC*`)dw`0{uwd1I^F{FVcwB6bI0c$Sk_^wbR zocg9gohA64eAb!b&LG$<3nW`gpP zc^}ws=aw!TmnDzD-J!}0DUkiry93(GwuhRnJV^jbmbe8ePM?Js+lG=!_6^USN+L9o zS&!%5NB6HDF20J7!n)DI_2vQ9-i3WlU46dDiccYWn3sCROr$>$H%mW*j3iA1 z)N8xdM>ovHZo|3QM&*YsVqIt?M>T*wWhY6_{h;j0kQq#u_WMssidKz^eC!~BFfl@v zi2TZdC+Sam+iPJq2Wa*CmBYzwFlkL!#p$vD$1+394ugUaZL|7)P~A`A=kfZl!?4kZ zsg8zaAOn!+UEU>)5GX#NXcGvH;#Zj==aZW70Bsnz zU)3XyrnkmSyx8-f`krP?5sx|Zj&;vvoKg#P_R`awOrCOBPnJ&Y(eY%SaE35rv9>)A zPM+??WmkZhktdPl6LpOFF1NTX*h z&DN2?v@p-LqQJCU%zeB8biLzv!#t@lJeNrXGpsWy&o(c?0W;C$G#xxYvOhOIKRpuk(v{w>OIrq)SkO zO90&^ShpqklqJOGCFF%A)Y~O=K?DpEZdj6KLaAxolx4!^W#WZp(%WTn(iKX<6)N2o zV+Gl&s1-`!3S;pK8EA#|V1-R^l|y%x*=?0QWRBbAe4MW|HS8f|7DI2ew zH_R6{EN?fgNjKjJZrbW@+PiH!rffPlZ@MmQy4`LzeR*-qxJ4(lrSlciW$y)?_Ez96 zluz-N-{4lb+m`<=WT-Aw>>yNZ%660-R8lcis^xa@0aT*kPMqaVPddvsM$!(g!cL?m zRI%=M`ruA!$WHdbcJ=KJGuv(rX?tDsP75k@WASbR>0Z&ou3=WWSK;2n(!Bvv@XglV z@aMLngN`xF{n6%*ab2jvkbN}!{l$a*5!8KJ*aJ55eR|-*rscsp%fVW4_pIQ-^x!^l z5DmyAD&cx~DF}Tvc-V!yb4Ln&!vcMcdQ>HM)EsgImkI^LdW3Lzgv7d?Q+$Mcc!)uE zR4aFk$-0NXcpQd$j8k&#OL}sqdqVU6gf8`jq2*sTSoPV7A|Dna_SA2@!jvc{l zu0N6Y{5Z`AgDU<;%>NCl_@4t+0RAtI9b^7WV@I5y#*TIqY7PV6#*R>vx}o=D$8hl2 z@k9QA{kO5>>>Kg#V@IfYN4@*8<1u*b=pXU(*fHp5#5^mcj3sYM^lI4UdeXPC<6EdV zzrn1U1)*N=J@1wKl@zY=P4zuyRRk}zQ6iqP}SB7BOd8z~&R8ii{*va!U|j*q22JpJjYXrEe1 zuD})_^BELRiQj-KenQL>X8Qh0du+tsamSu;9P|s!>JRVn?`w}w!u(ueaj|+NyqL>U@j}&P4lmSnI zMHD;{z0*%@5yfB_ltS~zvJs>6aL9MCA_&Jn@TuerdNZgd3XP{MhKUwJqYin*#kz^eIGaTtx53dsvve zYHi%AWpes^`WV+>1G0T-n1zQS3er@s9B$6N_V_1IMXqeoYqh?aiGS7}-xIo)H-W&I zw3-H#VryUNxfR0m@7iN&Lf9Zs9VO5bCQEvLQ}a>%-DI+*eL>*-!RyI}xtn6gcIk!v z1iZ#g5-aDvz=bdQlTCZ?N?cc^7tdz!n$MH1+`x2-+nvdlui&9Bw9L{CAwKBRsMrIq ze+icVq7^-))QeVT8Byz^4gVk7ReLtZ1ntLqZKEekMfG^B2*1&GL%Bl?)H(ZJPpD~FUvYlRun z=Lq%5i?PQv1$nSo5%g$rpGM|szhbR$>NKUPh-hQld^kw}W6L6(q7k14@(Gn{yAZ3Q*Sd$!6D>Y=C0eq(FZwj6Kw|d!kpr)d zYT~C_-M*A3TbQ$`&5lhCR#(>y><@vbixigt7?jJzM5>tB`LGHj)J{YrW(#<2af z^frGxJL#MB)`wx|UrBHOK_FEU1|h&;Yb`+ZW;ie*^>Fu*RCEbmL*7+9uqKBBPnKMC zD(Osi_bVB!^@|`Lr12NqE~Stk)K8Q2F(Ux{%!;axL?(+74mZqns;G1O-0N>u@rocZ zC4lY#c)ww*)=><7AS98p`7zX)h`A1!8(-QAg~eJ52@5Mw$ZiYp`)bpT!>WJKGfI%g z0n0i1wXBEjQS1pUrp(?cB=sh7atEd7S9eHpex}cF$CMf&Karse3B|Fp?h|)0u$BU$ zFon=7#|KpkPCgQN4iH1a`R<)gzGCg#Z$e$2{bB>N$0$H6H-9T5yIlK8IUE zCB0a9M^=2X@+05;LwftKL0q>=5cdR9jM~HBA&}lHbiNTt$G+v8KY}>`a0ETB_Yz?q zwH{B(7eYN)(({=6Qe)(JXPOR%IczcBVxTkM@sn!+a)nB$(%fH-EFvJox0X?rdgvK| zVGa@uwU@!3x&(7D!gP^uKLmPxm)?rNe<}86C!2Wyc?zx6-AKR4L_025nZK~?g>>cKZ#D%q-HYy zXG>pYjd7Y_7;3VB`@q?cRVf@)XB(5{&Lcl76=TL?HbEbNFWv*Um8m z`R`)n{{@Ikb248A$vPU+)|yePm3*>p=B(K9gAcS=>15;8SqTuOuyTh%odLbN)bBe+ zzLT#S8N;#A5E5g$=O+-?qk=Ld>j?y3BVnDVfsa4sd*^<6TBN1iAUNUnv4Rq~4`)cE zb*%xcerdCB{GMEG?m!i;_H5tEMM!-b(cyc(>H7}i!WlFXXValqK8L=W^lr1Oxc1st zazI?baW{=c*WL3tZ&-O|h26`qOI>>2xE);LR8*jQutE#{08|41`5N+8#JvS#@DLlS zQ4dnu9dyHGjg20(bjMKJDz9JaL885cNP7W7OR@HPXl{V0chP=(778oI_5vg70-DyR z&0kGsg}!vEgE^)xP?30*uHUhfp_n}+)q0h16CX?gEeo>Sdr6AL+x-N$JmNX=Jk75` zT;(w}{p&0)-(QD+265>M!_et_aOGSMScg<3ZOUx&&0Y>V4nB0JVS^G31PzfvRHj|a zY(2r_8}=owOvej05n}{vbKLGKv#?}M#nt#e#imq#cob|ZXI4L&c3YYIQ1-QaEZ-qb*ZoH-U}iyMqUp5Iy|uVivN0gcu-D{NXWx9 z6Ex$B16id9w7{}$fLXk?2NUHF(9CCHRtBr<4A3p#q^8a9Zd5lkJ+`u*{rj(@9x(u`7j>TuKgFZh{v6p@Sx)^d>7grjen zj(@xr=N_(_q=ob?)1i|SG^V3Ebhl>>luA6=OGo$p-OfrYs-0f*_?K|iJb21~6VN5u zEmE8j;3GpNf}Yp?l$w1vN`87>P;Ld7P zTJL<~5xBD|d3PSDce_*50&xq5%Sr3sEvVJO%a#6%&PvV?N;C`tGbj#As1qB+j%2I-lCS}yOTe-$^sT_R&WbL@CL+9l1ry@3n*p99Jof7< zh4f{QvSn*@dJ+`Vqv;OS4GzTWB%=q$@%^$fCvkO!8~CXj{ZdyPNqqvw*xhvihgYr1 zrve_2hk!$Ng6^qcEh0Wd!XPtUWirgoCJwRl2n~-(WriO4wwUZf~NahFvISSV?MKL&SJkMVwfkoyzo^S?zO{VQ*Be>6rS`l)$E=0v2`(>_H$1DdARxS z(no($SiNL&M2S@^{vK{<$lw3k`P?i9c0LRKk@Fc%exs9Cp7KP3qvTs*)xS21ciwN zgiY##cu)=k_!PRo@K`!T-x6|^DD}YS#D;m;-HQ6Fa6>!}`@9=Wjz_m({Qe;4rv3dv zt^~K8^vv2<=qK;tugLL@BfqAPuB`kA^iijvd-^CUm_AAXDRxgE4Ga30;l{|FG_6;) z{)hAVkCi#y{~T^y@Z9Hwg<|2;+PQL^ye+`q!zE-|CTupSHvy+fTi>0}KMJcJCfMQA z6w6XtFggCaGACM@3t9?bML3XVVL&~Cy@TrmHIS}HkPAb_popQ2ZGv8#t4=PZKxBUR zJd?z`^_ei?Cj$Ja3~JdtsUObgZLLPhQ4I1i1TGw5xy;hhWRdh7?qnzhJBG0|%(Gkp zu6!6*FxQTyDp$gYK`xqMoQCHt`#k)+GDq`2Q06@RuFR?W_mw%le@U5ha7nuKyUHBN z(eKKfs{dtWj!6Gc${d#8D08&_qB4j1zo*Qp{;SFye9?{no-$|F_J=a(_k#~6EdDoL z;CJNcZyBS%dYS`wJAVhCzp?A*N2`7R>%pfE>yKT5N+C{EP_MG{HWJLMw>J{4JLxx* zY$r@NlN~qmHd9=`Y;UFlVgDyy>Tu2W%DQR(SFr1aHqlV#du5#@@0tF?R)^CD5QJU@ z|6J>5SKxiCQ}|P>BMWYIeD7PG9B`|nn~w5G&1#7GCs&}|W-z$b(YtST9^JP((m%I4 zhS(67-(Tt$?^_)iv%$;FG#9MjULtwlw>nyX)arma7mY3{tlwVh^khyyVadHan=*6! zb?~{QoDR9Yy2%^54?cRS*C&%?G&eaGR(H4BOG7Q*x7Uk;P+)K$A-V=YKp%{uLx*Kh zFhu>V1n_*+3Rj;Ab_Fh_f6n<$@R3;a)U3C94@#BPQaH) zzaM-AU{QaCU7z@mu8Q(E!E6__9S%@s%t#;*U=>M(xnb;nFklz3{Qg{aBt!%~_4672D# z0=oj`#!N6v=`@I64-=W(2cKw232^Ws1V6x0G5;d?Rz=uG+z{1xg8cP-kzMdd_g&K+jg0QBDw(md8JKqM*dkvMZ{or`55C_xMT8GF!9u?pW_2{I%phsn673WE6kBbJ zNWKpxgQhu3`UTxTw$Ve;K?62h_bsy0%}d&Xt8UE{$bxiYGs3?5v6||t0=uTy+L>45 zAWORvhsWkhSl448#ZJMGn&vNQ`KQ!;>~nKu_g{lsopdC~pPs9JKiGUrHUE|Y`L8@$ z{oUyN-RS)HCCGmsY}Wn{1RKcza`baW-ajZX6)H9FuE>+Xhguutax1gVt?t!e%fn%d3hsT`Z%1RIi(KL|Ez_rd1s zT2JsREjZY)X+R2)KZeK0fMp0XLpArzYaF*ZQx)-o-XrOf=%*~a#Ho%yys1! z0I^aP4BK%iJ?}QPuHJF_u<-(;=r)bkgbBJryP_8sjM}M36V;tKMUF-Vn(MFC>QBHv znehVs_MKF)hNhHKs1ODl3Faf;m(u5s<}WB1VR~3%$`wlsjfeuL2Ly#H;@0;J#a*U* z?YS#cAA@}|S~C+I_SvPuMdts~CnJ3U0T-86*B4xDoAXPb3{oQa^16W%q6DTxdf_nP z{<-R}pIF0@T6-V`Ex|HQwIaKfdOeU?hS9=rL)a+xdDOrB=RO&65jj9uS|=UonCF@P zD&E!<;EAPhn5XMYQoL!X$M%rn4nc_aUmcwTy88XRF_v(Fl z6I*2t$-;lxD}KO%)K9$5l<5RxNb@#io_K?EHon*HRe8d)%;w`ql903zm52ZxD3Ny1 zuzLz*#a}XEVbb+$%j`X?4^}3oWUMa&k09;Z#lDsWp|`QoreQhsxoCk zrYh2WH(nHxO3o*Ix7 zE{|;5Fka=IY3lq^Re`eqK$?H5rMfzzb-;qgmuUK79Cz_I3G(%P@sH$#{}&E*z&F=_ zvDNwW`~yDJp$RcGO)<$YHs5WwW*V}!Sad8tbUnNSrTw39!2ErD{Xcqq9sQ5DtXO>? z`d1z}LGgzF|0JIRRLD-6fiYM}bFH{w>!lOOx6?5}U7lUtyqeL?V$c*G>Fi1M-4 z?St$=t?lS=zDyr+7-?-fk>2hdcai@`CcUm1mi^D8&p1)e#+218&c@Y^i_Rvr9rn*A z^?jMYOc};ne3>@MDf%*FUbFvY*1C)Ne9m^#;(Xq5v*>)m^?d()5r{OlzXT8GhTFWo zVs^38Ny_H2N=-LdtA#Hw7qb>)e9O3zkg4Ldsb_=Acc%s$WQn^*>t|W7o?22Iy#s#B zVpw?qV&PZ$T^Ue*(f!(RdxgDO_Rx`E(uEO# zO?o`Y@hES*LrIiEeH~9JV!fuGP(qE6iV0+3KK$55&G(z*Yw^hr=KJGoPJO&~iB7Nu zS&>FkAd?X3VJBDp$P)`rCE`ViF20%H8J9`qd?*X^llg@OnM!&CY(f6>L!F3dr1v=u z0GV@36DAKc?4Ayf0xkMLY9v4tn+O#=E@SN-32_D=Uz4NcNr+2*ib(jJMQ5iAt<n z0}Q)WS7hmUn8LYC54@_b%D9nNPv04%@2{?|4Q{hwFV&*ktFDp1V79R1*IwciuB|(> zu<FZJh5 zN5QO^b#2cG#7?1QORL?1R!G8wQ1 z*|80Gkj>{2(=w{wR68LoyYCa374%rJ1zClENg6$ z$dk9QMQ4Wf+-yH63YkjYX?#lN{+z+9v#nS_FqWu_nf-j-Rzkxv#`x|irRnQ50mOm%QWmipd!7!hercd=9>Cq1?>%>hocqK zzZ_<~u+KIkKX~4iHs_*RSqEpaO^}v2vhP#T(EixUsbF?tGy759?2SY ziM7%p(IPCKW9#)}Qy+)xW%SV64qCUiAJ*aD4%P56VX?5VzCVA#h;jb7{sBw(e%HA7 zyBO0STQ%^r*pC49H^%humgv9S5|P<~)*=!)|1)g?dna!0U5v%RlAXE6d9(U8U zD4cZDzGo`$V{T!p_{fmi|7L(C2f2KJZB^iOfPWL&7K!nk`16pMbiutZFBoY+PW&Cw zM~IqI>lU~>v(j;t_p@A0nrKOOtuNk^*tY@rlepUuE1JGcTeRPBPa~%WS54b44z!K4 z(UlrkFz+yPxp@pBRP}RWGgm-7U}N!EB@-&<`530Qz%wKv?smDFXiQqZp5%LQdDoq0 z#&Wfm9LvJH5tXyRyOU8c$hTdbD(JFT6?#yYDijWzo85wR-{{Bk?;l{1N4HzsSxaH6~(%vT|A6@Ri`CC zhn2-_hf}jS^z;F@%428hsM)$s`wYNY>4=VoBj-WCk-d2QAb5!10y$vHkrO}BD92R+ z9;)$q#w;X-EVhA%_z9!RO9IAkJM+E`)jXwW1wz{gon}r`E({|DE-`_w5$P#l>oDOJ z{Vj=9 z@D2qEw^wz}5hwbvA73c&ftn(`P4U-mMpm4_sZJWyw>w@1;_?dWU2fhl23`~zJ(3>b zqzV3Z)Qs|UcqCyWJ)ua-RK9OU;6rs)Y18Iw&xf;9zqSrrqP%9D(?GAO?PlJziTr7( z25yOBPiD5iWhEF{yY;fUy_63P3nYE^?R`}V*FPlVIkn58m;WM)RVg5n8C{IM+4h(E?1*z zs8zY*vacug>&J5Cs`Awac2pa#?lGodN#3sJ?A63ChHBO7oTa|Z_y$<~_&F(_WugBc zd+!;Kb^rhWb2#k1N0BIGS3*drkS%*8qwJME%O-mZ*?S-M=Ai7E>|F}k$tHg919hsi z&N|Qk`Tcyp|L-lA=t>vg&)4&Lf7~C(K{fx9qT}<|aS-3wo@;0v%UTl3v}E?tZFE{< zQ@lH8$twCe$UwccawZ1P_SNqA*0d<1FdsZ_=%tC0Ee-Fb&wh^w@k}uySB+2LV^yp+-ttz3&eibBy?3kuo}*_ zRncGCxt?qPXSkc|g05ucuqWS#;!1LIqsNt_GZLE>BcGORkOf|Tl<-Q+ zb9(!z)@bq-XnCG!oXIo5_)TrWCN^8m2P!8A3l>V-e8$*it67_O7qO9BOkzKpbM8#> zOYZbU@2{mxR?jJP?KmJj0_Q~tEL>-`r)#g-kSx2lkQQ%`i=l>Eopx>6dfEPs(Alk8 zNzkh2y}fDldmD{S*B-I4g64dnJ7=K01dy&zbCL>IOxK><-$thdWqAO zP0^Lz#+CD_D_5B-&!8*smMb5Ln*gWVO+`1B0#h0%H^DMDu|YS9EjK9=_dA^KvWo8V zHel=scj|a|DyTbVsk{21yT+EgrlQAv8xOUo9$M)h+RYxiWge!39uK!X%oIH>Y&?yh zdYY$uS~YvxlzBQ0dOB};x+r?N*?2vA>gAg5<coOeKPVZzz?^GM_^rzmLHj)Z6a0lnQz3Je51f@Lu=~WpzG7@<;8@cHm{oAR4D2rj=2v9R(SM~Lym3jzhh4-F(b*&iBDTmR#&?bprSe`9M~ z$jJxW+Hx>Ad*f_PxDgv~z4oF7lo?5c(56K-^h<5AW4v!-w~3SiF*AhgF$n??>^re^y`Ck1+33ik~aM>SzcioS&+Zj-T{e?0EwzakW zdTaanCGwRLjI$#{!n*bFCBlc9Ddj2h&y*Rh{UsIaIi`MDsx!)kU-oX_r?U>R^S{NM ze_5`5^MyP4=Wjae_ulPa-n)shzyGp#+dh%EJGxQg`$oQn|38nNhyIUX=ZAFG-N)a> z&X4J=?_%d!Ze=L09L!gff+UTB1}A(xv*~BgN%=m1?eGh2->0YL?#yMEe*W4;y)v$h zNSnxoeeM1bL`kYGH3HaqPxJHLZR0ME+P$^synsw#P$%!&m41`u6M4I10cL4H{@PO0 z@|nF=*o|`MWx&C{=A5MR<{o-H2|#C|;X<5tI4NN_$_E!9&TBT5H_oBd1xTBU5@VF`GRkW3i3Q4SpL-TZzoz&yNB3dfq}2L)O*Q&UHJ-Da;34sB0{38EzI zRzu=3Qea=ZJ5j5l>0&8g=q%ty83%S&8eR=AYfpjg-P8a<)Q{<`lQ&AeCgpu*P~%NF za%hVe^J(*1lA4!Yt#vS#ndE{S{GRsJcLXP#*n2MNe^#isQWMCmESwZwo+x znXQ==sEE!+gy!eCfKO$h*eEYwAQ8Wyc@{vj%&hXC8o6kb`wVs(6Q%!HfNA{)c0NDr zlfXJ#ipn~Qi7PXDd+i_G*j2YWhqK~h74^+LqmS^{>ZTv$8 zarN?D6NeG>iJjJgnzib@M<3fJws(kY55`QKcF`w6=z~z$-VMKf5}uo+4n8&a2LenX zu{U_pTQBG&^1btpT$oHHP#;O0DN>*KMpo!Wzq`-0C<6GJXy6JE-P%D^2ZK$_I0Zo_ zzHiTRls8NA7WmrpJh(7Y1{U!zKnq`ZOHW(gqS{#yp@O5$l*ZSt;BoP3hp)?}0Mb@1 ztB+yjquQ5W*)~1YE)4F;p5fReMRZ{1k5|H(fyOWhaRn=nX^;wbX1BpDx*?;-vh5yB#1eh;RUK3AFIA4DMjbr^Db^i5Hr(EX8 z2|FU+$a4t)=SQ8ee+fj_`kb&k1kn!@cFK?M!V-3Umcxd5%2p%lu!NmK*WKfUoykl! zEMX@HB;Mcea%yfa;^L!1CT2;KICivFFRf{)<`w7B~so1}i) z1Lp|G`a7=gU~+k$WU8~l&9~S!eM5AUscCQj6vq<5;g1i4{DEWr@~HDh5>)HsbmUFK zM?dx^DbuNc*P9fgf(dw&UI%u4@g`LO-lU=_~1?$py-9b|3T%M zW!`xlC5r)GM-{XL6iPe2G3>>e;$E2&%YY-mLJoYdflo03r@z3?5=|R%UMVF|K0o&g znvoHM(gghg?ThssbGabdtx_={c|#Y4x$624!*!7JdKU9 z`Bxx1fMeA+!c)WLp}g>cUj;z)Sr~|3IsP$ovwFcj&mM4nZx5GNZ-oJ_@5%|FDY14B z5%L&teZ!wBt3@FKK=i6f1ct3T3=fDa0HUL+l+}@hueemV{RBkU5t|B1z6^h^>>`?l zuLSPo79tNjf1nEM+p{x+O+t;(fV=8%DHuqRZV9fUChpy*6a_$Z8nf_dMi4!VQkz_( z+0(kc2h3W~HmOdt;M#T&o1|@V=mL!R( zhi?pv}x+|hnYvyz!*kMIm< zA@9X!y?}BJjIW}&f}Udo_T_^+K%|n5UM!l@U~tLnF>5179QIa;Eu9XwHmd0LcQP)2 zSCB=H2x=b5sos2ZilSo2PRO`+;sg4M6$ty;-8!Uuo~HFL&rUKw2jAeyd(qRUQeR6T zLp)tidcEmkQ;R$LKhz7Xy^@Mhe+aPXcVG0%|9uu6nR#mxxN4N~tte-0z1GIG=ZE-T zW-c#8_LZ_l4U$}vuZk)S1FjmxyS4|jx(_9|l#}8*!{9TcEz2P}Sr6HY4-*eN{ zoi+3Zx)w?zX%B>w9VU&OEjYcpa)#GX80Rrc=~=TDul*ZTxE~T;oacHd!}3iE4<-V? zXfM5&cqolT^2k3dIx*^baRnv{+41s2`zvK8(YOd9#OS#%U}I+AmcE-=8NqkW%6UvPmF&Zq1Ng0bj_ zSB*QItN@En=!T#PeY4BM-2w|KI|xzjju!OV+7Q3xfNd!mE^h+8a^V5R=gk;o-0HiS z9TBh8=51BzAC|4bzdP6-%g%Stl3peaXJlxY9j&;U&p07)WQ;eVw4lMr)Nvj>IUZj6 z9Fy71M0AvfM4_}ueCc7I$k^O3vFO4!P%%-;dt1YsU$N*OQV4>q>bL}3AY=(vXJSM3 zLl)f_;&z7THHyp@j74|jP}RWF0$6l_ue#3j1}9_-#-e*EsA>`=0W7+4zVAJrDUw%P zFc#g{T2+e}d8>)-SKuCndCpL_Y)I*di%Zqr9vi)&JK;oen3v>7jqU(BAldCKl3lWEafg3OApfOYxH z5JBhUvtv5KCQ;o_`qz?g_-RY(DBlj}y^<#9=OP;c?PD~(k}X6zPud>UN1I-ZWgV=8m(|^UobYf6CaS;2D4@$pg z*Zv9qvC_z}T(#D3uw1=0owZ!Ew=ut53x~|O0tFKruGFE>W`76&Sdjmh8sUhJ8{vxK z6s*S%8{q`{)k0v6a1Vh-xU}Gojl)K`VKbSdMmU!d8v|G)+)JPl&adKgBiw~@@zP1( zBVBQKU;rafOT|4rmUHg{>l(2&s789J?ePFSo{k421TWAkuz#2bdso^0r&J$_U0Dp~uli|!np{M|-AYI82zN;^rG%1@(pO7gPmMI^%^D2Xg@H!p| zzv3-cdGt_1vIu|~R$=12C3+}d)FNzd5(&6A9 zeidF)oOx?eUxz^{=35Z`>qfZagBa5|!fADv_k!Ps_E@yZSV61a&?+LnJiE5G@sA}O zz(Fj}eg^&CPHSn+7H|-oYP+|)!2uk^@*X2&sDseUpeVpW453{efrGOSTMgn$i=lxg zT2@a|1M#44*Fe9nSOsf@J8=+GI0VrfSpD;Tfh`f)$W|lgqo%9)d@kfk(57hu_<(zG z_wfnJ5rufo0^F<*#qW?$aXEH zLc|wh@0dAk+ZokAhSe@i6Q(P5Tu=QNInl1ew5-%>T2dH`FqVw?4BAc4XMsw9i6D5! z4#}U$k3X6ClP;-P6gWbyF8MOkdyyumS441E(AabIBsnU2!-35ocg)<)8+Lu6?9S;L ze(x39$olg4*>WWv=TASLeRdwsDz@V^f<~7TQX^Jj{F5b!t{cK}?IvU0$)cBWH&4@4C`7r(j?1e#R&YOuDY)&g*6IxowE=y`0?6)DqApqI}Gy_1vjSM0O6x{mR&Uann zm(R`eSxEs3ZUWi;OMg~ytA18+n;t8;U5*vp5k$|aeyrf$`;&sZ=btFJw+|KEXn=wn zH=$YR*G!b>olYpYg|?f29SMrOCO?M-s)9{Gx5XKcCm_89@h=n5SDkT&OfX^74TROt z!lv}p>KEzl$h9o?8C$di`bDa9 zZOXaFVf`X+#q(_Ye8$%+fGFOzJcl9f30S|#T1TGay3fR?9iU&NCeLYG<=$JepP4A_ zZO)}T8=1ZWrmhrbstYgsg16AHSCGQgNrPrts4E8 zqVB0`vod6~8B>@)lZKnY>y1RTtoewt%7bvNYa8q!&mXTfsdKedz1srGB2GbS_GWZ^ zx7Q-%HbAIrt>k9dO-!V>vEhe;+*_&b6-=z6Zexmp>l2=tkyI*;|FS@7pB$~)JvIlrQv|6GUrecIXAhi{2e zT@*N6MRgZ}*kP6dyAVP&5`NCwKVQMt2oc`gmSk@){7gGPVit+oKV8r6$KG9%9IT6M zDJtMx(wzs_3&M6xM>&Vah9V`)h>59-39*&-t2uB=BwtU*Kq8a=;|c~KKt+rrzVA`c z=D?BO&{S#Y1&M_CSCJA4X&j$2Bwa;%pJDZZxE(=KLG-dl&2Y&TRU2}a!1?#8=;sz=$A__%OeK}_C3~KXS3Y9y> zS^I$h8_WQzSB65QShF>ex!oIx!t?K#E@+%Rh1ep(o*!DhfX^tZ)Xuw67~*HB&0RSJ z%w>fM;!K+NT8H~9Hj01ZqU5l_Hg!S`wm+)FJ>jB!st44eFo2enp_P+kxi*!5XSCs- zJRstPf+Zl%guauA++}q*ybw21RrLjBz%tMY`AZii`IHzOs-`c9%tr=%>5;RaIAn@w zt*q&C^8p^iN7sC}R=?t|JK?{P@ zc-}G=^0kZSUW!zJ(`Fq|?6}KZ_$=YH&bjEw4$~U*5F%3$Zx*!cJRBPacx;9gM;Yvi zWs&e8P#2HQ4)Mt&C$>ala)jF|&>lK3w&V-fX2mZ@y^4=rOFJ-}m0}nMKV>gY67|!U zjH~F$U9!l!x0moR9NKR(ZH8eQqfNT9(`wVd{#0(ofN6qjuxaB;foIGD0YT-Ujv9MR zbc}&M5Y2C=C@8eAHqbj2IWj0{R{G?ctIn&P(OHSoih;%QFA=X_L4ST-LwNw?2Y>wY z8~yn`^!)2X&tGxRK(okyP(!JNW9pJuRfBAZ`W)#?vq-9(A)rMZuRE7brErIZlU zdhZ={J|NJ{pketpHI&Eb4=m8kD^o_rnp>vyPVLmnRH%?W6eS{p)%KlnWcyX6=*P@l z2L%ZM{^2vJkLB#h1p@CA>;+|a&t2f@dEl{ zIk2taI)zxSp>@MFlprI&ljsky&v_&~3{m4 zWSldXUQqVrc&Q0cfx>ieIgv6B=Uh-xHPQYg;654gf(<=D zrP}Fe@S$1>)-3YZf###W*e?+;fsa?69qFC0Fz?clP|*V#%C*E^n{*U5?_&*Rjyzbv z&OIpjGy2mLo|pj7?012Zg7O&s$&f%~?~Gx0PE175SFuyRnh3aev=V^*2t6p3Im{fO zqLqB-WGHXSX3CAh%jZYQoq_AiP+iRY1O3TT_Pp`3#Gfx+!ZZuzEg51(4$>P%Tm?FH;b2k`SU(Oif_JsTy`kVQlbbi}dM4b++#BV+en6D9T2fk@Z!^WliOYN&6nel9cQjF>~#AY7uO}>#(;#0hui#9+0ban^{xv=y>gdd zOTEA}$M#tHl}H6!CU>za#Fms5WZuXBzZWS(R)s*he2_C)~3e zq}eKl+ykO`v?GHr!ubnR$QKD1M-X3aSQZx=CbFEeLmY1`!l*ZzBMDULdcs^9&v4Dv zoF!_^#F(S(9r?1wz{u!FiqeWrKVyfHk%@`@(lU5neaDH)NqAb$+Vj<>#)s%n*^65w zpVcp9e+fx{HzWpVV7@D!1e)0XIwuCKhkgsYe?!v$V~{i<61BSCALpNqK>~SFsL2<&T>RE z2y=6^s6gCW(PUyQY}8J{l5avK!_j5T$vn)OLG_H<7K;PR5@(8)(EgUJCj&1mA@;}v z{*e9gh{xDDm~~*6aGgy~i!FSgS-M0!Uz4!3bEJOxeEG7cEjVCyh^WIpOo#!KQf2)S z`}3)&0X8XVbKlF`Cd` z58fsAR79mPNE(=w{Ow>u}%gg5;ls-QP)wC5nO?56fr8NN>SKQaSNm#{S@>r%xMpAtV(gQ%{^n%n97( zo61>v!P6udF6!JQ%~e4C5-kjUcHWDR8^-?7Psc1TAhIuhxqR^ zt}qFuU;0g2k(Z%$ui{YSpWkBGarZMj6n5*e6S0DVy^kiP@^>%8Bob1X|6qU2q-Z6q z$xvce*V2yEFS6#+@##`d?|VYMi7YO4WEeWr_aqO8C3!T#5V zFYq=XfpUzR)Rl^~Z0rRAVT=!GvxYiX<#-86_;qiwDr1Hcp{0oD=%&Rh_vFf>dCbTPn)Zg4lQ}UH#EXtiOC(er zbQR|kKu+CV6m+f}jmfosz6)NlQ>YpeH?c0|9{(6#T0M7b*=~kmtnwR38W46PivbeK zZ!TY^q~|ER@T3&KT@PJN7RLR5$O zfz8pS=f*{qy^JogNWDd_FJ-Na5a(Z%N{FdX zlpNLbOl=)a!cm{MDXKTSb3NtZr&;-~o&FkQJOl|=LqdW|aFYjr0kHjf-~%0M)-J(_ z7YFI*!43C6Dk;(mG{Uqvg*aHVQ4+?qq!+L|I?P_0AMLlK8$CI)n9E){ao5<|ymI_) zYH5tz{T{rvk^UtAx>^k;S7-a30eFRCGz<#;$JC>*5g(V;pN$21TpsPio4C>dU-Qt< z+~JLPE@vHL><7Vsy{Q12?Rp*c501wYO6f0C)%S_&ubXXunmYshdcTS4-#pQOhbQ`O z0bI~OkDjH+qVd4g-Y2H2idk^%kx);co-#i6P^jna50?v5d;f2ls*LK;R-37P{`vmt z11_seAC=45AZ~tPusU=Y?0uAsS4nU>>?BK zXSUz}p%^+8>IG&4LOqqa&fVkaSzDAHkh?$JKONPed|F$eI8qE%U+yg) z)C-87&8FqmsMh3tu0e?^1#82`5bU5p~5$osts7lng~&N^-^mYEUu| z>rnfXTrle55v5b>#)I-)PdOl?0MWCXq<~Nlc64h#Y_>fX>RH4H8 z?Y+K158>R6iajaB}%(v42Il$RqdZQxMdF1Tnb zL!-JaT-k0*iQ(~Fh7r}Gry(79Yn+kgM1$??Ww%C&MX(9;p zDsK90iB`9Oe0(NKXq0T~EvJn87c(X7air5FERp4l=j0rrGO7BOK$*!O(KB+aTLWC6 zI4pQZwrbfv2q2sN*$3HIJyC9Z&Dr&fH&pCnRYF1GTd>`QI z4k4qxbTF*s~}*w1^7BDtTsz%Z5PKg7DAg4PCB1E=RQPEPQrw zdX_VKsM|@9E#{y~`zCQzmyLY(8X85%>}_u49#4;=_+8)k!Z#{jMlG!c(|^*#4~*(% z*gZ5ogx6Dw1nJ~GnfLuAy$iAMhQoW!- zJ2I62h&?yx+5-YP(vI-yB8=Re8B){Aj-kellIP;uSJNg(BK_ej8gh)ytyM-A9~G94 zi7#6K(X%O!&B`IiW%DkTiS-SOs!uT{j}&$%Q6$Uii79Ho9O%A3ApQNw*>5W8_ki?Y z8IXQcN&nZVB!&oE;6Qg~ZKcr@d}+0XBah)DaG(RIq+O8Xy1_l5_5@%5%(Kl=PZq#9 z9C5gIg7w7pbnfpSlw-qs;^N}=HfHY8?58>B9URC{o`GX|TMIvaC>SSJGYbB3KvOQuL-X`^!AaUJ!9LaG(PKCDQ|0MnZ8qEaR`R>(?@+Lt1;|nfpLD z96@&yGJ8`6i_;{l_3=|%4*{ing#3z3tnzfe>)GltAmxTA`3u=$*+zc#DiiwsWj*Vt z=6(iuhgucND*AHm8W_}fD->$UO0r>q5&;9KQ5l*qWtx4TnA^RDJ-px!WI^lVDZ~za z_JU`h7Vvr6l)BY6ilRFVbw#;{`x5($GW?kCn~01I|2%R=>YAarqFk9xB zFeX}tLkFyB%rTtEbx3h`+nk6tqU1~sFCK6Wb+NM-MF0mnw#p%sSoXLqazkU2%8_2R zf?}U*hDO|xqmv$H<&oE14LB;>9DE+O*g?|#c&wd#8KjNT16f^$7L47P{{H}wVV`*#ZJ^|eJ z+fdkoXadP;ds@t(b9*M<9^dTSz}dXJFV^mYN-N+d`h0f#ydWYzJi8qf%!psgJB-{r zUh4d|C--pvxtF&%oi=f1XAahryPglsKN_u%mDks1Cfq;ms5C!5*xfnyLV8#l^G!%(qlF04P=UP#!LbcqQBq=bxuI=!f&q>jCwn z`G@a2k$YTH_HW!ois%$(-#fd(y5D~2puW$RNY^aD>=x)D2Btcj-+c4uRQ75pyf@rQ z2leL#(a#;!+F9qEfF@YysGdKl?0$kTRCa_599MLFr)9-)7vzocanzPQis=g5bS-Tx( z^6-0SH^^5G>Suw7UVQN9Rv?Ic4j|kRMKFyAzqja~24SfUn1P+&mx)!2sF$RX#j4KN z#P`kVSA$LLNSFMD7Bs1_w_lte%ny`t}A9fc!Nq}6-}V}0cjvt$3;%d zfJomtDlJ>2Osmzb2N?6x15y3ijh2~4MsxDJc72tdmXKRa3wN+b+N=Ao6g+WUxTi2Q z6nEVH=J_Q?|7YDa9v&W0YJ1dZYiMW)=oWubHw{P^|N8j#TQ~h1yZ-mF>yRJoreRaf zKY@t^zd3sWFwt?3l>S^s`f-ocaii@YXD=m!L+qLZdJ?MB&Ob*Ia{?6Hl*>)(GVZ3}U);_m#SdJ2|dg4uVUd`)_wmj?U{apaNHUWC1 zhRA(aEYVm_kHJ&3Ev#7JNuIvjKtyeAf(oxA7L!L}->%wBb&A8dh3=oiL`DK|FykVw zqRHa=fVwBs#^C)3qm3cmw49A$!_vi#5z{87%~6X1qs=j!nVd~nkJRRb(+TVv=#c_H z;dYtwjXuwUbV|tBwg|^3@G9y@wWa=+*gQGFxR^{kV*6gt*}p<5DQ`avJ~z6!95t;; zB7CmIv(Ij+DvryxwAvbxYpL#NsyRA)IgnIdhi!EfuIsJUSQ>qUUGv@ou_sbFho-#ZLUNonBTILrz|e5xqdU}1lT)2VQ+P^C z7(4CE==+*XmF@;k9mE46;Vht=zVUPn;8mXUG;4U_(H6j_8tVOSx+bn4VAlmK#(-}6BzCQb#|89A{XOjZ zyf0oxo0_*TDzIV-mWndZ+e{3@#fXf}~}pR1#Ns%KjQMUdo)DC7)c5aWV2a z$4rG=UY3cOA1CmX!xbH1KIB1P*m7TcO1^Ea;@*D0ld?qopu0=}2Y` z(pnnlYCMg1J@Si8z-xSQ-<= zqmNCAlvW%_#^+k(jEpV`Zk7*>8CyM{zq|Bkv#QZ3%Wj};e4}FXsL@t*;+wM<+%Zg) z2M5Atg?GVhpG4x`s>AU=o@$=*VUh5A+=6IeSZqBf!@B5sYe56g)#e2q^FwdR>^DS( zTMab+AG{wdXp%j*Y2?g(=x>reMe%W~i5+Xz-+e)g3cghWv?qMsg-Thz-?igh&JPkLNw zQLmEy*ON3HXYb_g^pzO*fFvLWgliSxS`U7R?KM{oALt;IrUWBU9HgBGH`K{nQlN!n zgduwhvHQ_Rk$cYK1C!km0Ey4@!Cbl@Jvsc&n7zDf%*b4(a%@z)G+Mg%C0_4HU$lQ+ zwKS8fqsmVIHc>I!UW}eS!sz5D-ZCg|EXW0av==Sz%JUD`9zKzAcnH*KP#zy06_yw9{XEoVJ>M?MdlD_r~j7xbB-LbgAiY zyctVo-}taL(oOlY_3KXgaZaaC`SWbdP6hBGU3eRKlSuDvkT6Zg+u*NC%H)v0;j&Ky zC1wA)1<_%GjRvkQ%eFpPY5}DQ>q{l)qcB6XdihhZN=_QK92CU+ZDVlM7~PA=lipHG z$RswqF~wAHm33ujpy+u(+Qu{&^?gsDm`NT3XO^;mOV!!L{DxNP{9XBKQ>bjH-HLG$dJ2^^S%HOrBe4Av+T(+6I%v*x$i}M(Dv39wC zU?WcM@&4ZB%Et$~b!XrjR%_wS5aE${+V&)*pkVJ?PFM>f2-L#-cXC)%2}AqyF3pCZ zNBOu?TJ(Vr<<;Fp#oP&K_=HY`6|m-x1dQ{+f9A5OMD^)jP>nzF68!Ul4B)aA+o>Ka zAC{C+s~*d%FOi))8l}EdQZ|Jb2yoegUIC9_T=w=^KD^aH+e`QLy1kkOd-#L=8SkGv z3u=MMtG%<%(Htb)_Ovhy>D;{^ar3I+9T&VasXQt4R~wq;DptR3?ob$P1rlr#P(v*i zSS2UfE1C?R)JwRR+aGY@^L4P@VT%Ktj9*uB!kmmvw%^gSb>Z3}|I}i}>KdaB1nP|W!$3h;*CP6K}+y(`#xN5VX+am zS+vR+NTV=sF~`JHbo33`W?3_=q|831oXZ-V(8p+z#^5r`{<{32FU6PuvJ1Z?;9NQG z2(l^Oy}Rh4Pyyqz(^%Ek!xgG$s&j2yqT@Dl70@<{nekWK#0}f>V_3qap8gzzb&n355-LLRy;&Ai7Al)#1B9#3G zBf1QgZW`jQ@Jw@h7;rLn=KqW!G9#r~8N`!PYE|qk2tP4OT?ISihAM$|_W7a)45!(X zhC1{;E=Ny@&2SFbc3O2_j@@LO;hh-jvO{8vI}n@YBev`IkN~3kOtXS#hF^Mn9Iz#w z5q~eNVAm7g$(G8&^j_i~S&tSFP!tlMyA!?B3#g?s6*}hRD|h-J{>9lk;`7QQJN;#y zmaeBMU62Bu2F|RkqdGAe;^Le_YND{p3#wkgJvRdG+UF}$Vg-bmBZx0^OY-xWjErSQ zM*6YX3meFnG$SZSCgq(=D#eWr&F#l#jjhoqW0nYBjEvSkvaXiqGqHWFGX9Buvts-1 zvNOY}$z6H88vG>_k0kZi=bbpwDVaauN;x1AT5q8;=Yss3D5o$@oSV+nJoL?jdwY%p zzFBDBB`jL?9W6^ahAOXlWSY}E=J@R)~cg=5v`AYW}`N`%91x2@Yr*`Tu}?uM!?2-!U-cJ0%xo4y}8Au#gIdd^;Q? z--E_YW0}Kdt}x`g&aYGs`4IW;Ufh(o#`X^z_n_s?81`l0m3!^Z%?w=hk~H8@T@(%# zl1tkqUNGfAZvw1pZS1M<$yQka`K~;dIgx80QNH{~tL*0>T|38e)$Nq)EY;pGsg*vh z9kz|MsCIp)Rd#v5uDX`x;PHnppjCEjMgbVu0?H5c#^>YUidSmk)#!k>5h2*_3+WQN zGgeU(i270;N^Z7`di~@orEZhKnxDHk zKs;d=y-(pc&JaHQ9?^6-u&JLUnqaN6CZ~_uM*dE#?Ag`lx46ux{2bm=cXB=v7WtLk z*IQ|@=Iyq>CDA?{*tGFzrFc*=F2h@_q_P)Mc0P;(lmjmsfX!8>#pjFOkwhDYe2=|z za@>)@`m~pJ6r@{=Pkcio;3p-KcBP1^@cyAhI~kB@qjm5JUZw~6QyqwdCJZZoJIwwPvAx`OLr*I)|U$L?oHvcOc(Fq zla7m*&A7ClA@fO3ws6=jb7zg0;83F7kMR#A+Vn>fZPLFj(H?sCbE0XpygNn{O!-}j zwh6_NM4R+KE74xM%}sbD(O&pgqWu=**Cg8JNWUP_K8N&65^d67m1z5<$NYN|ZFH8; z67BCZ-Jh?2N6V_8hTeXqZ0$GG^qXlqaQXL{rvD{OcLgmx?MmjneNFg@zBNO&=divt z^eYAePrDz%q)P+dfs5e2M+$t9No6Qg@t8g>6Y6Mq8+kcxa#pU@P$Fwx`LaY)F6vaj z4|z3JSyrCqX87cCZEwQ}b1j&In6-k4@tLVP3ickW1=c3_!@BAXpOuCtT&OWbW4i5w zIc@+(Ow%iW%KVmA#8Y{B9}5;nn?M|lg=Pb*qR>{3QwsTI*DmXpW_w5(u=4Sx z7{?zf0V6=V^s9Yq_Dp=h^)Khe_@jTkvRc{^d+m+0JFnefzt~+gv$OzDy`lzMswjP6 zu~Lk0QdI~&6VSiX>KW$nQI!<#lTuCG%HEph#ei!H118JW=_OjbpA=^FuOEiqV0~+k z@4ziJNnY6F>;_DeTQhkF`zvsrhu1%VX*#<8iN%9%ys1Uxf=FOG{OS4!s02Qj%|7aQ zbZDAv7I2D(xPu+eV(5@ilTtK!umPbrU;=_M-G@w5dOZr>2QT7FRCp21FKAMQpGf#> z#>Lx^ofi4vZ4pmJB$V91M3wBL2B-weks1#!q9yxc^CyvBO%r4(&i697-+XFHSV&4K z-`}SF+t3^8cz&Q4(6?r9(|ilYH1)QeriPWxUUK)VN~YmxX_2t|PUtQAcEQ&xD@G9- zpl?kLwz9%VW%Y!utbQt8!k5e4OXU>D>wKt|_$-Jo4W<&X`ttfmE2i(*QIIUa*P&8m=C7!KG+&0+A zwUIy2l5tPGXkSKm@3;fI{xRxaXBh6$4=*B`WK@#QQf@0CDvoi?(bF;* z?jNTu${;r~(x@CB>ntfPUtiR7R~e$2EGZM?%r$mxQ+>b+c+|G1o2{sk-IjlG((11R}aufLHdPG z!~GQSB|3pddU5I_^l;V~737OVUiQNi(;H~be#ZELyQ3^Nr4?h z;@~xN3E7)GFSOBgHP1Mo!=2p*Bci}j{;^(i2j(Aibo7&G z)yaDxz*srjnx#Ib1xTx3LC67T6EJiEvH>7V_vIuA{1^XoKS&3Bfu_QYWC6{|W-W$X zaoy<_B00)=gV|PXi*~h>5F0V(=&so!yAI>ZiIp-3iM)~Jt*S>|%ex0o&MvNQ?jD|A zPrQA6{rm$0gMvds!@?t;Mn*+Hi;0bkPe@EkPDxEm&&bTm&dJS#`(grMY93HXrB4+Dh{#YMl_!Da6Vkub+G2GpMzfnZ_EpxsuA1uI zp9b%~%xGt+NHC-maEM(3&k~SY=^nf$pwQe(AULbfsY!4?y!rJLdfuQnPZ+%ElAfF^ zKuPjp?T20kARWzn>R>*KA#jMK#QSqz3jHMKgQUn> z-nprRLhEp}(4=WlbnvX}a11=&Pv0a9B~8OIcafqcu$;c26D2WwdnWeImL6@qGzvXk ztQ*CSTY?+a&PFW@~zK%$*&*j0m&Lj0|yKvdqj} zZ?w$pbRx95)MmNu2ho%(JE>B#c4>7u&wFk!5Ht+iX6HLIXE7GKb442#*oe#<7I#bd zWEXd9?k<$}GPf?4j_Z%)lntr*959#7ZCo`jTS~Pzu3G3EnX4RW6dki+WSADhc_4BKsX z^p1t(Gu?dc!O&o>5x^1Khv<#qQTA3wZprFh^j&{ju~V0r-DZTn_P5_#@eHNT87}cC zM<*xk2h9*t;vQVZdxmUPxgdO3_+p**Dzn3xVx6Gfm1eC1`_=Y)W)2^_uNOG1^)jqF ztPh^LsCZNlp+`#LHpwJO?ZzaA-8oUt5NH{!>br)1vwy5J$i%L}; zf2Zn9ETZH!WH6Mn$#PIX(2!VI+>LHouirH>X5ZK72C@afg z`xKE~uD#lvZHrG;K}LHu!KI@=Mh0~*8wDv-35=5ckrt1n9_$e>&QMiIyInOSO@Gzh z293>U`rK`~2TEgySb5 zL@n?#B=;Z{#b*~~6R=-&>E%-aLVwC@ny|apn1JAcL6otFHCb+u>OM<%x z2ofR?2<{HSU4sP+1b24|cTaG43+`68NVvwPUkg7e=IecymMp)zjRs*VUVaDVK@FBI-Dorj^#1q49rij(G z$HKo2r+{{OUHx$WmIXh2_$j3j588%2xY%eTP4Bo!6YU$UnClY8!evu>)BaNn_isCJ zH+6AX>bHAPVQh0BJhagGAWqY9(wyf8%ntvM^=5e*n8aTUW_rkrrXn4=&{(|9a3naT4L_kE z=z)$if|7mP=dQjjJ~JX zyHKm-b%q(|F0L?c%-5)9m|y{<_N>xUr-9e>4`;esg?aq#8h2moxC|*6u<3s^!&T9t z{F?UKu11I1-10H>>?TWfo%*ehZS?irN?3Ju(xSOj@yz^z@Ok6Tz&`y6@jN(890bo| z?gn#HVb@ZKEs6~Ag|8~as0Or=D)TX||4_&L5eoQZ99+o%Zn$W~{vt)SaRf6Dt=*VfV5x-|w$WFo>jvl;B z8IIAzNZG*1?#b<>qs7gIi#=`Mxn8nEOfq`j$VSJ`gnXa2}nbH!n2$B=)@1fC-xyT=iVN3@=j>Akokg_t8mvF)QP>L!Cg zCVk=4E9zt1;?qU#yMgJeHA${PpsmA4rhVbtF6#Sc#P>xFxuK)qxuKs?iTm4bgv)b0 zlMBBpQ9oNpf6664$8KWENjR$-|2B4iPXuIpz5qXCOlQY{su6#)1OK2&V(*K9Jf(mr ztw7|+fDZ`7AvJJe@qyKtfhkf*F$6)G2pI8NL3yQtZ-)bO;)&8GgJxU&N(jh``GTh? zgT)tps`yANYl6Y!UcpT@5-pn)Aij{vk>E}O(vJ9$uU;Yjnv&jS(TiW9A~%pDk$BF>JG2kP_j&glFiMG0Dm#5PqJOf8}(!{l&y!DdCL3=MieI@0Y^e~t#Y)URfLcU zykH=#=oIQF^(cR(7%k5ju^yoCC9cd=j0Iba2QIQ)0-U5YqUI&3juU|*eQd5+EZRuy zw%CV}!&tC^6VZ!WI4P4421_3vV8+Hn#kqQYFnLB~>J(RK80Sn+%f1QOX$c`y37DJlnv-Gamhm6A5}*we zvJw*WY7@}_iSh(kZ5@fo4_|&pbgHbyj-gMg>me&5M61q4c85)5;Tk66= z)XT_J@U2xEf_6Hdb9&!M64z21K@b8C0}0l2dR|L9qGsqPUxSC+sFVV{M9v8Gz1Em{ zNQ^=Jtd=g6F4@rTfDN1d9tTQvi-F20%UA_WKe@-a6;bVcKc?A zCgu_Z{Aw?%z$13IJDd);fsl=1NkU?)FMpw>BMDU@ELfrV zq=MD7!ku0ZEf}49C(D1bVxgsk1-3Fwv{GTDT*?Jog%~CCbGcq=MgRNCLW9auu`2LR zAg10m(d&HD7fF>|rIl0Fh^D6K2C^tNN%-#sQ5vgj9XusR4)%*ADvyVuvHHtZfM=XXb^1B$v{orc~T>YXQov= zRMQaV-%uP;x|&&ttz%4fi8!3}DBLtnrL<8tx`9Z!wv!mU0vT=bnsF-_b5*B_mAyFb zP2N&TlXt1s@(%n7Bjz_97ncvsiILTJg51y~MAyWyFeGsBABoO)i0taD#qpZK+A?^s zW|DKrHD^{$U!p;y>@9t1EjFc}UptT!Frks{Hqn^X(uQ!`Dz(xVpd%rqGW9=V*Cocd zsW1SvG52Hfdh`V5L3e|a)g7^y}hMqlp{83866~8D!)2O7K-muY$vg5U( z_tI3mYgz}RVTa@mrryot$e`FZPzMucr}S|R2fi zN@dMTY?<6IYH8;kW)M4SnmVyM68vl@eq?iyE9!$?q(ofZjN$HX%C0@p?iLEiC=`qs zGx_jYq!fG^`x}a6UEFvS6hXe;bEV#_lb!<0URspCCQq+CrtVjZz4;MZVE$KqrWAdR zCC{JYdNjzv*AyT@P-|Tc$Q?`wN&=JxOvrs9NQzITrAm6N5Bg`lQWPTl>qK8ps`b4` zjvjGEDsgaj0BJlTfu9sgxOK)7IF@V4OrfeCe9F-u6w!{lBs(BBRM;|AxSnKWO=ErS$ueT#48jMQ(cV0wIR~<5jE&xaaGtjo9;O1j>yRP zV_jt2LM5a}uv7z9ReU4f7*B-^p;wqt7^LBO-(mAVhaE&lEr0rw{uZmeeOT8Lni*Aq z{c=Rj@{7^|)XNsAYUr=k!)j4C!*C-i%um0(I8fE47}GAq7rXt+wDbk60Q#z!uI7l* z{el@=;q`zV6!go+aoln&!&@B*RDc{Q?At~lDn++lA?8e*s6Iyb+qnrzgGma{NePUJ zo7_np@d?e?i5f|u%eU;XWQ4I*?3kB4^xV*s_)6%WZbqOWZd&V z@fsCS#ylf|q1Qp0)iVI6@kme|6t){Mo7g*}OEIN)IIUvoOcm=A%RCLe{(Q!*aF`T5 z`qi8)#=?z>;)NS<>=s|SX5msE)_e}X(no$rehvp=v6Mm0O_?9OKJc8vU@#{ch{XbI zVU8eWP{}UDZCZZts!ZTT3@j!+^sYP*w`g(O$umlAN%3G&WJH<890(HztY!YRNJ8NK z2o7!@_^>H+yAhUM52qhzRh&X?T<$Bc-3q?IisaK(UN4?5AHk<-Po6HW4)Usn63xFA z<$v5FEb|>+P!U)py^0GZ|rR z#%<_({Oth9CpjWtxKh8Zx;`{FJm-$9AH997hc@88|3aBBw24ESa;p^S;7S2|yGT`= z@_@?uQD@izjEFM%7baBlLoAU)9Q{K)k3)jgL!#zGl2kI-g+q#FwP~`Whx$h}9!GSk zM-0tJObbUW;3GEjV-AsHF8yO3k7K^nV}a&lp@m~%i=*+oV{ws_C;BH69w$<%Co;_^ zatkL4;1ebCQx%a@HT_c!k5jGGQ|;zc-Gx&<@Tmd$8P5xmvzPj3uRYF;Q_tQupP4P3 znS;+P$ z!A&YpUJZf=fozH0E3Ts687&BpgOpa`C8PXW5M<%DR)q+;2tOmJx+_tmsK2Iv6|H41 z{W*@^7{ZG;^rnBE@G@oURiZ(W$>#*!Cd;fu>sINkB%97H@f3&gp4X`^)0bH&u4qA7 z>9%lJ+3Ai*)0>~dsq)?+`|53FXL_b+tc2?-T&+qHhF~zne!Akxi~SrWW1N?hM?{mK zof1S{P%yatwt#cd*|eyl?yYG)sF&eQG3YMOw6tw++qA4@ymz;>bx+!?B1WMvA6(Wg z6UBZ>OmB;I3~E3BF5~tqJj5%L;`3prNFLxY&NR>xnx9@Va-yTEFm zeIMvSbEm}Pq3i>c3OV7iuUo@n)ckRUM(MzxmFjO!~GV=)5zRCaK5O~fKavc;3gC> zTiBUl8{; zaLC++pcEoEBC6cq6U3|4RCC#H#(sJuLAZL`nwinn(tkl5`6bR4dxq>ib1+>0>#9 z81LsrK1?Bos7#;f2{mOTt=h7_ArA;5%icnOPN|jH$%oTzNsWI zm=Ztd&+VPd}i9>l1!MQlEKel$!T5JQ#%X{57jqoRvWf)8A` z_H`LlsXHsO(55^Uje}GpHcx1HV?RSlu&H6Oi=7Mv2sxjk*(`o+^d`!?C=CWnQ&z4Uy{ydxy6sWU z7nGdU;g6adf3R7gRjo!Ki$HRPab>v`z7T3f{o;IV1dSvj-D(KsqNZ3d51u5UITB~+py zNZX{rn`}rZ){TPW25rL;9>G1axXO-TInC3#-PQtkjTvH`7IgV<>!H_Ab}86fnz^l$ z(>YI7!kkqGORk%Poo7AZ&TH$lzuE6A%pEt8H5@+|bP*Bn1hWt~W8VpQZR{?28C`U! z(jGn~Xjsu1yXcXGKVpe5SPN9W91w&*W*v4#Y53+eY1?#?qxeWyujp#{qZ=}xMdKR< z*6ZmRGNyv&+t+%yl4<`*a+TlvcES;^Wxe>CyxhEI>J%MzklxKEx+iU z$>t`SgT-g-GwAi6#^Ak-7LH&5;E^$$$c2v1^I?dCyo6xBSz@YWoV-n9@D4p z)&()R(3mJEKFGN=NIlJ>SPQ#40R7WBbiFZrEdg#RU9h8AaO);Pi&lu8SV-kTuti%) zpjF5Ko!wwS$QP~9w*f#&JN2}s3!U!ZMlIt22_$>raZUAC! z1i3mfdIA!@31=??knj>Kx&|4$Rscpi(x^02Y&dewGb(tJ>_HDNgEW8@k(9=SfIR_` zvL}+!yy-|$N6s`M_+Lz*w$DNz#h11ft`7V)qh?E>WeT;c78BCkibsCTp87~|_>ui_@`DG-btNBPw$w zc^KY67dfZ=i8K*UVd_&M#-~p9Pg)cigoYWRpiiux8Nr6>Y*!hgGFY4INnAnBLV5VY z(>Ubz;nyY!Vlpy{NQCl4Z~|8-lFk{yqEMPdY05-|stow*S8me1IED-!`T__#R}W3z z;u=kVrnkxxRnFR)%ra-NYAeaILqfC_z_z~fvAptk%;R?226!=Gd1!n3%2<@Le+U%F zp;b0@+s=tXVyHX(BwCXlotT@L7?q%%8Kuq}DuWkamzzn1f%z;?c`LURBM+S843{yT z_bOY9mLk7IJ6|L{uc{ZPn8BrB8p|Ik?{qjnE5^CCj<8u6Tw9QGF?iDMp?^DQP|GHBs41H4O^cGP+<4@+53pmt6YmGB)D!^^!7ly#}~7JKdIG{qX2l?4%e)g!Bsy8BRvlIm9@ir2?er7;?}dT=Lo$XZMr9?ulr4(H4;l9_2J z>{r1z&H%Q8Rc~-GEH|EnKj6=^Z5qu7hSeiwXQ~AHHW^xdUfDqe$Mzw(_-h#>af4?N z&-0OtKie;qG}YmPf}xzk+dz9(Aks)suBhF~3@VzO7DfRAfo}7Brj2Y#3)M#;`9}o1 z>IT{nAf+o3?^orAqAkq2K>82_R^4WPT_j!tpMqMzq8G1$luZ{oi^EsV*L=5 zLO}xYS)%8z+z+8R_#--|f;ie3A7Uyi!FF^SfcQ)sRP5vmdoa4}#j3W3D{QQ~DJU5o z9D27&Ny21r)vpUzjbM_Q#6@te`=<8GdAFal2KRjh#U%gP{kY z!3!b4>W%;HF5tQWcBia=<3NTNqn~NmnjB*|yJr|Q#+)yQ*L5ib_3Zn2}_z;>kU&KskwBaP)T8maaySHi_Nc`i(d>&#et+cCMFXqoA}c{ z(pN7nxRbN7F}`YQNePKc1wCqGJeZ_97<)|;dj>ZuhDqBx`q2M2d(Is*4DIv;kYQ{eVxOaNzZaca?V-Hj)mq_L_wz!#iY*PN{yB{N9$GlbmZ#GkQ``(aEnmBsR8h8tC< z=KKi+=V;Pq)FR2PuxL$IBnOj$>&f#M-E+biBjA~|>4!a!Z|3kDZZdF`79O%K%0(tX zDTG_iEfOg|pllTij}b68n!ijKjS&-%hD@z7C;V3Nf>fUpATMir&C*8j1XS|U?D--v z^COTg_o?Fa4$R6OL8rnjDGIPoJer|H=DBM`W8TXm-vc;ftu`OXNh*}(>4pPh0ftN{ zuT@uQ8(6ZvSJ{)-_Sx5{J-?z`F-f?u;1CN%7XYp@<{n1Mz91`uwp%bX2M83cp_Z;% zyW<$>ZAcq(_pGg*VQggfZa6k!p0}tfr=Yser+afUC}MB&9a0IwZicY9W5U2j-vMLy zfN}G{gh60Z6EL|5n3@7i4+Cbn13#mYgIA+iG~Y3+L~Pe=Z>vJ>6b^1HQ|weK>?j%R z)Q0USrtQF7_elYE!w_~~-2tO@cNHvmTg`Xdn|6EVcZ~;kr$cw;({@MhcE|R1zoLC> zVSyc={}xHMw=BH3s<*f9zE{P@;2XBLJIJv!zjr{keL0*)93Z3~j3_M{W-K73migZu{ISAaI3#OE{;DQR#R{NQJbD0zrVc-% zO+8|2K4P&rVk&)D;r>?@uC>Uyt^T>a$GM}(0qMq|OE|y{{N)@4#=`>e zegWXCfAP@r!V3%tK)*m{z6chvjMN7NfiFTtE(60aA3VAYWxf2ce`$ewHL6)b0_C!SiWqjGIS~ zZiXM;^g-Ap`#0=LH|@nY^qw~(LpKxXx0&*{IR3YD#kaHj69f9UW9WD5tkWyaw_B`t zPUsl6%ufVv?+!&^jugSg&6hqF;LpY2l>BD!B|0FLFKX=~o;tDYOff(Y_yFlut8P@7#K~Ewk5}31^ILbJu@!Z(BLyZ!~XS zIlg+-ybp$fLqfyCBO;@sVPN6l5fB!akWo<4(AInL`mMROy|cTwUr<=ohs2amS$Rce zRdr3RoxOvj)U%rXIFOscw}^J{AS1{^pERk+<#n0`#|oNA=l9m>LfNc_7Cvn zzd1eocU&TnFNXyiQ2$L!`kR*Ye~Xs%75E!1Dd2zZTieWt_@99%e;(iOWI+J~JPXQt zG)l~Hh9qWo%ax@1cEOOd=6vR=ujV@i)pIXQ-&HMpn-&lm21S^|?i3+Et$zSw^ljMf z6ohR&X)-OYyO!{>XudjPv~1j{8#aT5rxo&UrD6*?XvN?a@`l3JEHG9~(+Vz;c1Zi9q#0Dhr?V^DBMh_hF?n&f2U z@q>5ALo&z%hb3S%67Ci;xp&+k5nX1x=DpVgrxQBpC_dwAijR0EUuDcyqQ8uGv!7H$ z7X%^L1S>h9I&8STpSRzaKVRTEc-}I{g`jYO;&(lFzU&AiT(ca`saLb&-xuMy81tCr zVl~7EDNzrf6A2}KpVPEA#Xr-Me$t8DDdp9 zElS$Y(=&X?_+H@PufUU#>6t?g34)}QI9|YC`PPX3Y_av1`fHuY(__QpAmzh^zLM^z zx}*j`eWn(?`hXAM_mP;)MnV}xMzNjTK^-CHB(lUS5Teg8CX=C13(0;rF5l4zqsvVO z1>@H`F};p(Mb3YKC%;HSQAtZbmdApREBIx4HcCKylSwBj-K&y#6q6(O`8!S<@F1or zWG&8s{!iok8w}=qTGFUhd?!f{b!0;SYaXg-Iqxja?0Z_$7|CeE5AY-sWzzh2S`tJj z0vX@SWeZFYK6zbsoD5}6D|BzM#ga-n>(5R&*dnytK2CkJNGnSFaM)`(BMlBRJ*)R0 z_U+9`hx5vLtVuUQr*0dEpS&r+kv9Sv-}k1H{ds!!79;b!Z;e4Ve)J@ZZ(vK3FK;a6 z>Lfd|g8uvTjOa8+NZVfpW?K=kpM-Zg=TML{~evkdF^m$k?pU( zwcQXXE6Bv|+lx5l`P(ALE?K=7mYTo~=Hl<*$-!;ty<~vv%0Ix9ktLqDSNQ0t7sbC? zY^%JPy`wSo7OA|F&EO>sd-A#h#Hn~ z@-I5r!b(Hl$gL2~Ty!QO7Kce57|`x&0Y$>ZBi^I4^?PiGQ&r=+lc0wU97c&bt zchw*mg#$NYlEur{Rjv4g2Y!M#OBmrb?X(JqK{_|f1Vc5Qyn}~fE;lO_=(XMW8BmxI z9UXNss7Ep4C^k54jm?w4PoB&sFiv<_V$}L z*?z8X0E#QtA^Dk~WWhIXs)g5m)rqjn%@*BJl;j_84D&9sAl=g8y&lWevo9`pTQ{Mt zk7{K(FP|WVwPh8Xe-?4x7@oGzd2l_a2<3>2BMj$V?ShOJ?$8SF4jX9EfQU78fvxlN%!sOA?LN~W{YQX=bERL8fBC^= zJ;69DcRkUpYHK~ovXg$}qwToKMzZ62?na91+15s?Cmh3Onh)OF&GZ18yv} z0g?t9_IrTT`_};y7!pxbwyjWFRQ|1uv7`Q^6S=VQbTGKM@#`Mrej|9@#T*$XM5zP; zUO(cX6^=Kgqz&mYQwaz~#LTK4Uo+&elSt95xRc^BiFGH|H8N`toek4bFTKmnem6rl zicJ?yvmj?5`-YqihiGKcs1PqHaO^QMD)5Vv;`8ILVC`>Q zUmsgG+D&L-BXgn}4JlQjyy=SIK{0I}u0poJHmjJj$#`Bp?NFXvJ>$~$`~>8w2!A@{ z2y=Vd=Yg+qvh*0csCr2`X_s#y0zKtoC0KIrWYt}hjAz5zWsncNS zIpVyd)FAA=RXSuYxRbZwUbk1dvUk0w(tYQ$*#0xQ{JW3ko?QNC+~$8jK*D2s!a@Qh zhcU$;$>l$>3m`t0pXp8aKDv8))4h-GH+I1UHravaMXWQTXMof!E(CDYj@7^zXp&Bf zGi2RPuU)F4*g*9xGv{fkT4}HjKNLaBXge7DrB#Uj5*1PXQ3rROm8y!%1NARC68x>J z&-KkRNPiLblEzR_z~|CFg5Wmq*#-FgXkr`?c0owyL)v?G!4G=V=cR6WXDs>TKL^O4 zaGRYy5mi5YEEbDp{{_213Wb_0+l0bI)2Q6GC;lR5UAq5E9f0?FAq<36sKCo7u)^f?;ZVCdhWLw(tMcHwb3YK?1Ty#*?>|<%6tk4bfb*k1_ z1=;AX;0cO#acBS{oI+Np_Txpc3B;nFmaHOk5hBTll|^M!yrNNjhNNzP6q^yT#`M^! zPtRREuKMN`W74xeEjZ4Ej)Ha0IKlx-_c9MUHh@4dXb>O7iF44uA)uH(Gb)!*!Cz-s3Z!lf1#{PAHoM!}*8F)Y6xS9a{ z93Xk@NZ0_cgF#dHo>dh|kN~N9A0VqLt3%(Jo7T@PLIPyDytzf3AS6Im*G`0*+vnHM z9Y6x)7zA%RAqWYO)s5$&7VbOs3sB%{(6PLw$AZq(cVX{84Upl%HW2z%WCmz;02jJP z-_shh9E4@{aOzPPK1ME>h2>DJ9WcbONlZ=K5PVZR^jz3B9{71Y(hKq#5*C*I^O zS;;Hdn8D*u6RulKX;(wx=BKz)&$nqeuEvTL?9;=aZ)ly@O^(gqTs%y_VV0 zFZxW$juJ$KHp#)45z*bX)S_;a$z(8JEuO;_Db`It)3?KIPua>%b=xy6zMkF}hOKUP z8+WldTPU8t=n!ezH$}Uds7|@yb7(rUyK|ixqPWQV5g_+AIDWm##rac$#Kgq>&3*Gv zD#-mpjFVCfNOt^}!SOdD1H^svcY^#oLH_S1$l7S&1JSM37&Q%(wOFm!xoaPE?YGt< z|I-!Z)th*l10vsIP}m|PPD_x|ZgDG(=`KzenQTEB4&U{Y@?qh6NCi2vjnoE3Ysm^pur%HCO<{(99ul}fWrwHMEJl~>@{z~KCw5oyGocvpeOsaqyLN!pYPxp#ymRMbUxglCbGUjMCgj+{3Vwb#$VvXlu~)JA`SG|Z zyxZA?&Cv7Hc^!O*pN+=Qa*~ z3NuI`COPcx623YN_k;l3Bcocxh*VUe`F>Q8;|!7Q^qCKSN|4{_R~$@HkOX;))2sYb z1^H8goGz1!X!y+HkQ=3Y^n-rIx!h++q{`C)0k+5W^uHE3P8bf!;`&}e9w(YIP($1| zl<%yMlNM2ELmTJ^t&xI0W=Us3=vVNzW#v!yT(iZO?}6={o+k~oVn`rUo=jb25!=qID`eFgag*bYgM zT~FwKUqPzXR8)MYUuDbu8wv843Nn@MOYL+ewOwOA%@Gn})AsLy?f;-({R(WqPmrYB zFdY9d`kf0*k0zc~M~n|+v2#szwz^N{m*$ZqvD`c)_Af#7d4 zKnXSjOq_U-p%2Kb2W#;P%c~aIz667c#1IjGsR_QQ#P_!ZSsEbuF>NE!5qN3W8u+wi znXaOyL&=dn=$oJs-o#`Fuiqi|OEV+-gLnYFd29Ilejm!Qnl90%QumPE6%t0LE(Hne zkc^M3G!LG2F=TN>#(`dv=wJ3cyDN)HXIf`)nd;YCSMOeL)TwB zs93|9wAS!ONKkCZs>&wyoN1Hqx)#wht2_yw)EGGjnj6nMdQT=_>qY?J+aEEWuklG_Yq|?J~C)#@nz_xaZtVJXb$h z-E=;%?|yx~0EJ!yf>${3CcatxU4nG{j6>lKjPP8>DY-yoE3(40B!MGeaO@BhKEm{w z1=41V_C71Ij*gp!rMIZ<(l4@3EQj=tLwr4UDaT=P6zhDNUj3$nHt}Pwo1(1F$dwUf zCpZu1Ht~pBHqu)Xy)6bLUSAgGqK&HLUnetzJwUyp*)?AVd*dB9?DGe^pLh-Y}S z!C2$^X6LWL^QWnA9&Jb}UJrNOomO`V?eV6% z6b+G`HBGqfn>O1nYu;USD>fa)k&pdGivMd)Dggl}6X}1eX#98Ht6{-ue<#Jilj8qw zQv9iF#Qmvj{7)yvyq%(-AFKa!?&n<%C?W?l_AWAirvGZcWp+Hkw^49BD0IGiJR}Ow zeDXU4*E>S!2cpd0U+|Q^ov6cvL{vg)I?QcDlI(NwalPnQc2fpcp=Z#|AiOxL>bn~8ZG{tpT&=^6zSPZRu$G4<>d&|50liJ6K$q_Z~7gD?v4TZ-a)jmxU zn?+s1)VpO9=6~USMps<#q*bIklKRE{+{p67{Yp;ZDE7cT-`6+1yK9pK10bAKEM!l(k6lm?%0NKB0z3&sik=l7gcrx1Eb*NDdckctpmLYmI{k6q(maZ+D- zk)`!&{G1ezKGghc_j4AP3%=K^m}neAS{rw^lkYD{kqL(lU>)?!WA#s*)E=hq?&lKP z-`vl!YTPg~Kno&>``M6s1ZNx14=|9fPnZMykU<$!4aXRxCP#}xMv2%AteQdU+wxS5 zXq1p3<`ebLUE`KcgY+0C#TP_wTrq`=lCfm*^lYAFfRY`j^2~M=o)`ZiodFT_Abd5p|IIBfA?5@pA@CX zJTYxGfeV$Qj$J!*N8S?+%THOIhWh4DsvH{kLRnom^5?IbCYp{qSl#yf7H-ZQn(t8A zJmCu#0N@D_WK8CT-oFUsb!FYsh0-9+{$;%S z`^Rc4@%{uTtYHFJUY2Zxw>RD-NuVxfD2|AC4MtQto?R>iWntkcFqHV0K!w-V;i)%9 z4DeIEGI(M!k*=@kHK+QXuUmg$E?J||nd;VkEtZfTvc_3#&~MafmDCclE})n&D64Rs zv{A4@!@LOe&=5dF!d509+Y`LPLl z)=doT+1Jn5QvUkL`q#nd_kj3+hgkY|@X_rqNpJJVcp&pps`OJwFahV=+3wPeu5gOS zK_t>;nLW{e1LFU00OD)0|G6IeKj$?3e-nHPtYQIXyQQ6^9{h{xS*>(0adg-XVnifOMvC#IW+-Hb(8=UgAJO6gl@!!v#3c%XK-^!OM*_7i?>Y9y$)9$jQkr z`bClB8-jMdtJACS7s2O;BB#M6g?0b_kyT&rcobW~?R3)A@sGjhl4>gK?&>yo=>AF% za{qiZK~8g<{mue>r@J`R?0a{;APk^`0OB#80fh`6VO?OrF(|!6J5d3?=WT(n%kakQ zUrayA{!{RgTPotqfdroe-!LNxARh9_N(Fq+bN|SC!A*Gd3n2c_!AA%V?GM3cy!C$& zd=NwLgAXz!_+Y0?Npbyq!N-&8e-?bQrx*}7IiPJzXt)d02HrVCDzcZbJWtsMEx%vs zZG5Ik8>A^IPySU8ofi!axzZyhNgHy%I{xl7WbEkm!b(q)dTgwNq|N2WQjug}VvJQn_l)H2FtPD{@QH<%f&?ETiZ7oYGXL(8b!>DXF-$aFp(Gcfux>meVQv;xUJH*{WUYH zGT(TB0lSI;wu+&$!1xiPRx*P|`4#+U{K8F~gS?3*39n+vZypX5<0LHxPqD{SGs9#{ zt!6Zh(g3#tef$}pPB{DG2)kW5-hWhNlCu9*MOL&AeZvH8{;qH4cflu)3zb03`e}(S zGS_)+Zzzk+=N;W`@%xIb(A>T_e{RqEynY;Y-@aq#`H{Cn!zQzZ^HBc$S=o8xdg#9M z+K%2;t3%U8p@sW?{=(hSdGi_Sf%}%rEa0yJ@j4f+1iw78(!PYIQi4JhHG{@X^=zlX zgAOt*S;qE{?_ebp3zlayLjDpD%lpA9=CK`t8~?#z48iTv9UtS^lu1ZwW^LH3Q1m5ixBod6D|+#xp_rxRXgy)j}vKL z7a&mXIcQG?o$@B)4S%Y^5CfDg$`#259)k0r$NDi6LZ~q|#?>&ZY$ps3s$(dJ)uYo|cxr<0fx_0@f;uByzpYkaGl zarG5sZddH^$V>(M`b&qzaj{b&WVkLksp)5*lP&-4t94ulH)zi+;&RfYeHx4$?8Kl<0fDq&8m|2g;HD-1U8Vk)R>uabs!UJyc8 zP{b~LA0EVfGc3XQt>VjTYRKDPbC{B7he+(t1MUn;C%M z;pmh~pwBgCEjx+#T}oQ1-uRbxlIyx2wbCnA7q$`8l@xa|wULzD0*7x(0PrZm`-5LD zLpb~Buu)48xZ-xLfSU}=bNvs|WjR{~Wanl()X{^F;UAmc&h`>>x>=6DVC7}&139~j zO`0(B9yh%jdIvRaMNVthNOgc}KR>mET4Oa2cYVG%&=`F2bEEUGWX*e5J0)E#*Siq+ z-+i#b5Z!AyFKXXwf@i%s_@7;m$puv-?_a+$+~K{w2u=baT*oOn-n}!#hgz_1h9*+d z1`ASX19L zXJM8>a*NT$KYjQI^Ub@Dblu__0TF)p*JID9o=!s9g(>yHi(Cd47X`Njx(;YR^=J`wnBK{Z z`LX#i3K=51)HL6XfDoQA0kAwk?MiH=L6SngxN-3vDwcYK0lui@@ybMbvP<&ZJdOY+GGea#pc!LpJO1p|n*h(OSrvAWUpDXpK>czh8Cm zh@k%lhF8+7-$>6U>bPO;5xT&D7ur!YvfCO>_vMJ5zWGTem}HB`qi!e}?Hw+36;RXP zvDqlX&bKdZ=VI_;9I*&cvQND8Lh^cIOu@b~8?^gcl5d7_&%SUXdC%TLuy$e3u4w3X z)@{h8?pE)N5Y)IGpxCgCKjf(U+aTbdbX7lYx&FbKnX+ws<)Km7ej_jjb@*=f6`T{|C6pN-=_xQJueG?Mx-L7tBS|Q zvR?n#Mku^RIq)Qw#uaC=KD7uD3y1&plH{aAo5Am|z4+4tiPR9Rg zQ96_4aEuCvhavMP4&CIy>W^30OMVeL!DECpotDVyBR0|JLw>QE=w;e z7mB?KS}}yC`>u-O)7f8iRffgCbX6aI>8cp+yDG~6!`_>QL;d&f|1)FkOR|UTvM)(l zD?7;+La0QnOb$xSF3&RNVhxEc@ftAr6b*iW(mqr z8V%88hU1~l(%gw5A+W=Cu3wZHwi1ZPN5K74IB);OI_Kf}h-yC=50G~>(fkf$nBOR*F*;)s;H0|7IH&Exir&VFLvY8TvV~yUcL6d>2#4s0fVK8e; zz2>_Vf4Pu@h(cUO8h$B&63GQQ&fF$_L>tWlsB=Cg`02tWV|NeRdnud;>YO`1>DIRN z92M=wK1(XDlEmAaAd!%ME*7Hdnc15RbT~`dWTN|Td88;6WvHaEtE6PUI-#|iw!X=( zksI?WPkS|8H-cTe4d+!+=;|{)12?S{-v0Fb)o12sO)mEgY9K3nlc-~BucKWYV8!c$ zczf0Y#6FJ(NFO}NAe)$4N2@_*EiaNQTmP}xm3o}D{D@Z>M!(mpzSlVu3CBNW-Y~Q9 z{&u9xv5Eplx>_&b+MR=yYyzIr767!W*j-opwDEey5PGg%-NoU>n39S~QVYknis9wV z_2)C5x%YuY>E>X`^NomIulnby_3AI^a2GU%5inJ0H5S>zgV?qa43Ui*!oa;U!vk8? z{f#<0g54us2&)(ro37>|SMYn{?9v7X`;&P3GdD@P1{xXT^RVxkf@um6O+t-%xb}D- zC~(V~WOwd{y0^cl5_r_Y%MA{R%64O5+-#9NmmiVl|B=k}Q7hYsRruv>1Ky;OwyPRe zQ7@Bvq#*(20pC*vA>5q_I&rmTx`V;K(=J3)-4jqV)?PFNgrlbU|r z?S9R?CXv?6OiK3N!wlWBP+Vu}U>5R~PO`dzaVKYUhP(#vAjs#lNx&1ZM~6 ze$)~XYCjdd8gcjem~O#f|MMIhxWV?c=9{g7!V|^ti04xV6)~?Z&aA^1 z0b1}nX3g(c*zBL}8HNszM}P7c zpi(gOpGv|1rb@w44-yTdQBMlP^ieNr+ezf8H=P&jdmpAqqxTP4Q`6u3au!d%_v3A3 z9rNe!Ga3sJ98Vt$6kVGf3lhU%`w%QecIQKg+=+}2p$ccd`_S6r@n;H3 zFu>2`WoMErzQYcN*OTpyO4&wvsNUyY^$Wp&akgk+iBGI}$SdEhWW%2&%2!Ixr&9xi@0FPZVr#2Ga^Op!VQ4Hj7ncEeOA*~RZz(K<^;*m678hZLI4)<;!D z3C$}ss9tb;hWYtzctg*>{R}cmqfqAA`oCr_PjYNXB2oC|nm*@taU~*k$_YvE1 zLfAuj6TpUA5(Mcg9$b~m&`YJ_1RKFus~!#P#o&_;*6%enHN z9+PWCia{RBJ0#?$Ca<8!alSavCty@6Bf9j`>U>Tmv+Kk3eo44xw67BuJlYUCfl|Mm6l^tpfhzB0QiQr`iN+nLnA6X zxg6^+KVb*~DNDc$;x^QwXO|yg8ZKE2FMXM?`LdUtyvV>R5tY>KiRyiRc1aSjI6PEE z^**zX^9!p4I<6$q0ql*kgq9G>ro`Roebn;blZ=%#*t+HUMZw-5dneU+rt_|x zN%k1c=Zz*Yg8X1_g%1o=o6T}c`Jpcw$C!83uO*jL?N_KTKB85u;#133xXEp@Df6Ph zA~NcI3(w;#?6=5NW4hYM&-|o*brz8JWlx;@yxGOE$`_BRI4ME3)$OBHm`L7X#JF4r zINyIXzT?Nr0^%1cI*F83oKk(f)tjzVl&RS-b!{asH1@Qr@uT4I_-Us|7c zPdY&jC9Ze<)FcLI0QiQi(o*Q-FCSQy%UbW?FGYwXC^A&^roomGv+q0IKl3im;zDYbc#%%4(hKa4sC)VDcbdfb5LGsxVkyI^6h>2RA zj<>JDi<^s#w;!WFg597Tw-mOqIeM~dv-AGWay+0u$|^hBk2zzdMM+LwfIA9iSFKvu zpPibZyH7uJ6~E~A+1c9`_lKM4*GrVq7VO@Aem{L}waWXfmoP7M9JgkZ33iS;UU_@G zD`Bgvq>36&>pa`!`g!PS)p{KgW8wbwFRztd)=SRsEJsyuPst*;CU~5WIOt)mlS}Me zfV&9JAdwpan4okQFe@fnvkN)}CZ;`XCklqQfq@$h!wOUv_$y{Gnor|yQQ28EXntJgI- zFFipoBQ38x_Fl#VUZxvfh7{f=tls8w-j;&i_FCQ!_TG*I-cB3dwiG`1S$!VJ`M?By zl%suoOMUzYd;&Lof+-$`3O)?idKhW{Fgp5SOzFcX0}tai9s;#+iIYmom|!UtUpbhs z5(_kS1Da_B%^iT|QTU}b`xePTo=rjvOMOeR&=(4f{A3sWo=^HBu>2ZW{hCVsBi|`FXj^k2n?r#7NNA@~ zDDRyxE{8C_hhZ1Q!uZPqgdYZqJ`9y)3zsSjD;Wsm%m@|F@Vn>`UfCReN(lX&P^gAO zgw~@7?Xn18!f&x#`a?_1!PxD=C1$S@2UubbE4RNqzyrI>-s198CC;C$BmcASU?36y z^rHV)^`iexON4m|s0WdhD;&D#4 zd1-OZzXHG%Z{AL}JtOuhC3;xsPU;iesZVL~UhGrp$&toW8R=h_n5itdgz%@-yguXU zXQktrSvs^cQ`5PKe0g!WvV_=7UUR5`X}$#aXVBLZzJ|#&Pi|V$h9vJBM%4^2BX^yBcR0mBX_&OIC>y7Dk=O`jAIm*i-dfq%$|aw3LU_dFXvp) z_eGJgwug!radHq3q`3CrYT8+;0jkpNwUbBd8`g#{UB_R3+e|U7F@(n|x;h{+f>+AZ zRpq&cVIuikG(dQrKrsdVtu&ls|d!hbsZ(;<2JpR9wT;>jaXHY;Fz>+{sA~+ zCvuB7s-#Gu5&GoG>MY{J1C1(=Ts+Z}Nfpdu;DTFR^;1nvvY^@H?xxNwOV9lNrvyPl zgF%sa2sx_{l<#*0K{~tyfFM{)^y3Mi_YeSPak0}Oe0ubjJQ?IE_M*?|MFe5E7LaUNnU^@HO0{h z3fcNENTmRqb|91yjo+}i7vIIaAa?>v$49`K%y9c&v$XJ1$k_`_2LUjsPzI57XdFK} ztK_^gNBev`6?qyB4r*PQuL z=lA&TK>PSf4*&q;c#5za(0dc=JMP9T^L-Re6Lt;n+&$qZtBH(VP`=&~CNP?vc24bX zmorYr)168KF-&Eh@m4~2~n59;hT>#A2B?gt=jaf-% zwegTqYke76zLJ8Z*Sf><2}{kUxiD4If$=n#Zx4FSQtH`QEERY8US~YOoA@(9@Krob z(JlZ+vFufj<7yT_5ZnX6oIa;{HcPv|^&mm;PHNF_2!i_n7+Y#l=WP8HqSr0&6Z6v$ z*#^J!CTd#^6&1lFT1;+Td=uSXTwH358Ql0fu`74ox>~tO< z=mp3+opbJqGq}=A*_EfIBl6i*uFizsRFE&tvAdWsv>3Bq>3Rc6WdEXVc#vfM8L5`V z8U8oJ65S_t%b)nx(nyXa=0%vf zWXiGQcNBCeB_BU1q((}-y?r`ZyE}BJFjcMN(?!3nS1C$$8L}Nyns$_ZnTB=QRI{Hn z?9w}Q`2cEQLI-{J@GVZM{&n6jmboku#{Q&46I}(VNO~L6@@5 zJ3vYNy6A-Hk@7B2f|UfS=abAXr7xp8S5if`e^_F=%KJ(>k*hiPw|AGAYWC8hh~wC| zX(a|@;cEDl%Tx*2KV|p z@K1U42@?8A_WI{r??R{9b3GQL&f$!oe@^mpezPr$c6-hn`B~?@+R3PIazfp@wNM1?me z({gvVW_V=oe_p`c0HVVE7A`K!?{ZyYHlL1f?||whfHH&xiwfhutU0~~Bxaa~@ZAq5 zX1*FreUrR34!RJMC}L06e>0Z;K~xy!LIALYrdVXeEpiVz^Fsnz8JTFX_pyY(iVE*> zt;?-skJx{AA&|H-S+@Yv`W{rq8{k?~qKu`#g31g4#?l6K*Bdl2g118_$Z7$o43L;9 zltWjG#(h%z<{f_D z@`gl-x=Bq+c1WN$5|MN~fK{$3@sjs2-4n*s8F(@=su6v9aWrNb7Y`as*~zW8?m>y3 zv8Z^nyTx;lrb#m!lLQ-sQzcw8l$;^z5nJjhGOw`J6f;Tk2YcBpU!}`$7`rg>Lh^kP z*<@lIB;Boj`AP}TZrfy$jKpY^$++g+yP9=%c?()OcschjzUkG8^8RW7FX)Coqeq^l zfmG0g29b*EbManbRanapj)fR9Kfc0d8krv(P<#8l$!kDb$4`U3l5`Kls4DjngCrHH|x!}WViR;g& zJbCVaoF3j7w5wWw#`9nuNX)!kuiixGbwQtb2coh^U~==ikpt2?@kR}{7q2_>%m|i_ zeJyzoua`jfD1q8W-LXhZhhIg7_qo=Boq2(FqC~a~Fz7iM@!)^x^1)T>Y8=L#FL40#N`)o1jQ3C!zYRODKUaHLRat@xFGT( z+AsOw{Mh`@As4O7Uq%Pkq;c^Ylh^~>#aR{IBRMQOr_n$wm8XLX2Q2bx(CnL zmez31nMyjmX_Z+kNqaJ9rFrG;i#TwJ``4+|_A1u5;4s}Ei+p<#n?F?eiVEQSBHw@1 zop4YN1e^;0hUOW)!C6$er($XCvR^crho?y#7wg^RG>vMFWQ4M80oM z1$FSayc`liIGu{CS20H^2qQ#qH>oc_R;_Lcu4(*942f)x#rpZ}i#%A zkw2#gn4(>@zDXcUbMYv2psk>b2Gg0gQnp7I)GhzGY4N!v6wkVg-(AnTcj;unYL{*u zrUinIUy%<>#d|ic{~X$r;=!3?reck__bN{h%`QG(#2}KhM7**0)3iIPA6B`Jfi-lz z)DamoBRJw0#Ul2cP8~1zeaKT5tNKSxWI1C-}G>cBYlBYEZPIQ1utzHppMGOThaP3p~M$`~}3=o~0sjT>3gi2j+hng%(z zI~`s>rerh)L1;HGqv(z6gz>d?dJ9-=rlWcataXTbV4UJ4gL+%mQTG{G^RLifwq^C8 z!CCaF<6|I-YOX(_A$ecP|7IqH?i+bUAs%4#ea-0r^{+05qe6v|PCNCt=Uq6D5?a(---$f;Pp_THh$QN|4^>TT>+A~f9 z=Ia;QF4pHqikCBUD<-yG1;(kuX=Yw=hW1Dj>*y7c6Hmh(nbtyyd`~84^o4p*rp^M67fxxSngyK>gVs{3oNDLhTlNFUnDYDM6nSemL1RGz zVZec$j*-q<2Egdsb1Hlj`M$?=kUvqLQBDOQr^9g{VDxE|BoGym$=FD%1|6&k`5mK= z=q1EZ@n?~*eDHTQA^RfVTHX`!EIJ;s0Spzl{9tCN;VD!AIg&1tRKn=|;Q+EU6ZGaq z9d(8H;?l3<)UZ;1m1mt{tcoi=iJeQG8J;Cescs|xI;?Bf55tT1D!qDCIb|in2AlZp zh!?ov&FUO^E!DL}-y5aq=^jUb*JKZ3>ZC}Hfx!FosoVzzhZxGP?Pq z5?{DW`-d}vSDHlwm%=`^edNBs*``NO5dAf$W296N(|^dRP#upj^NYVN3OE&D1cm!f zg;Z6j7u<-RpAs4r$e+YA`>U7^^0zr1?YhCf{G6g3i|5n2%Uk_b1ZQ%*-um z)~)g6HB0}XC!||w_)+mFT(#{^4R}7^Wr}j;iqEm{|t-&*byh8SZo9H<7 z3(tcuG^6u1tH*dfYNQF_ymjl$oX~1q9fgw)E5@Al!x0GjSI7vW+ZX3E(D zO)`YM>mAhm&z47K6L43$#L=Aj$0pgHFMniG%ZY2EkLM^IAHlDjs{lvs2u+SHW^EBZ zN!p3+&-t3^{*z(xhe{A)60!9WZcu0JOL7opKlQ%S*0Ux_Po)#p3j? zAxOOlmIU3X7iE3a7eaWFS~LNtE~12#veAQ^S^?+QMijKWo0maU0@niQ+g$4AIrSxh zFes&_4L^j3W_k1|YFMnQH8^7ZHPrp$fp}#iSy6NY7ceYR)6=3beLqn8PO{!~N}}c= z1v1^g7#6>3Zwko^<>}2bz(qKC2#b+XsPTg8Qm8^c(}|z8HzE-m(G+%*a9~(mihy&f za@@Mmrqr<{7?YjCef)0QRUEdcDy9oOs7|>xg6PIC&Ahkr+w~#vM=-Y&Od+4zc{P?} zUL>B_wYB~j>eiLoO#rDH@6l=!7&;sV0qsrwgGfbTm(#Zd&=13+mvEuWs?&jCF`ed%jnS0vbU8TkE%B@vO@22@#L6 za@Q&ega!3V*7f&&fc6%P<^ry~4q0EvM zUp>1(IP(S@(p6HEKxpYkn=pzyQBt>k_AX3QbW{SiQNu-Z*VpdJ7*&%!7Jui0FS*m0 z0^MdEkNFa_kM4(c!_6jTCF_S>x}&UiW$o6(shHF?6Y?O(qaFn4iAX0L8FGo2-Vg4v zamHdPU$1?cl(Uj5>pDe`5GG3HwzkP4e?F}Q^nhg1ti>}r1FR&sz83_m1zE>u?o#<8%>y_iAI}UZq^h>rtWL~pttIzKg)^9t74>}9~MWM&1j3fJ<9)E%= z+`YZ({ex-#2h;o?OMw6Xs8jgYVj=PuYT;bjWNOyj0Y~6UpUM35jq$^dKrEK*g<3p; znT0w+S3;^28!D=k$)4Wne;2B*``m^u45O|4C%iXgu*n30GQ^K%nsXKO!FHn z**#1%x}CI}6{G!vM>Fp@DLv;d~rHrw?YfN5r$MA)hT zm}YAA9lpbuX7#U_X1K*3rn%1bE2jAoS>5jK6)%zSa00xbl>SGkkM!jg_%77vFJYQB z=^Ml;`RF}GnHY$$v1QnS`R~U{xS!`gpi`Lt2voJ@e}rkqBn9g-zzAMFF(l1LIRcj- zr~$yvf}dY?i%-gg!+8aECn#lOuxr88~+N^ zT*j{cl=9Ux;ng(t%j{YezP))?tJzuxZW<}@zU0u=Y{PA1wK{DLKltaM{A?jmW$8*7d5DhFoVL*0jAg8eU>w+l@5RE6j@^Fp($4I728_!qW4YpQzPfq@*nUxzH z`YbNT+6>JXqn~Fda}@}+ zTgbRRzQ}u<3@G$qEM3N1pq?O}yn^l$2!1*`NrslXTVcj`;2Jy5p32p_+8Y+->o_#)05W=b;bkR6=d1v{u7zoE_5&8|*7G zx5>HeJgru-)t^0Hl;e4J>c-=kf!k}VIbl~#_0it6c3~8uVok<6_pSD0-_+lasUE=S zfs2cK7*@D9-R$dQ4MF%o+bxii7)!?ApKh!Qa`z6XhZ%+Y_fDXwj3rS2PMlF@j_Guj zC1=+?vv>A6^G@?fMErk6TpRh1r|fU{lzoqDZ$@Bzue!zjzpc96n`_!Z=;MFa1EW#txs_5& zYM#WnVFlu;Wj?ijx0&(cP`*_M&KCgb;@z^;-f{t#4}*jg4yyXHRQUwliy_KegGn`; zk412P#`1;I`bKxA27TrpkU3+8M#I-(juitF_ zt^LHa^l4|4O3Q6H9^U&0D~z^1@lBYuxy>kx(c+ZFWR9zh@1t_}9e zDw9>dG&kK|t6}GLTW3!1*w!`+3W{7CPpi(_n0kEq!RK2EM_e?q+m*>SSl|{eTJ!Vs z5npz2_0r)2kZtT>cC+bs;9G8a*<4?f4wIrUE-kpZLFm2}m2JW44tdJD=@~A48RJ*F^PYoFz+8h8<3Qti~a{*19BMlo!y zi-9Kbj5KHUo6ZtR1w84)o)fQHNSSwB|2(|bCs4h<&EvBA<{c!g|2#Q`xSKRwkAR;7 z2R{(*mPU62Ls<)l)ONu$DR>l5(!P%7frPifmm9c`wdyD^PCk^*eoq`l(ZKs)!R)re z808xv>45T-wf`!v9n}uBlLWm9P;@NN(L)2rFNKuuD4ad-`o4JbKfuMHBlVd688}kfqIhq$KDkhk+VNP>dTOYp zAg$}aCy5fM^ zhc4#rR0E*)L2IN7>9O;fcCYqfK@%z(FG@5C)IRXuBA8KyIs>&2IlCym_+QmN+(`S1 z(zE)C(t~`heX!?0M%Lmj`b!~2#s8+CB@nGV(0Ao{l2q(V;$Q5$y3l-CB`?@Vs+peH z!AJUBZHWKB6;gnKqpc3Mdq_h?D_bte{eq7C8xy-?f03#k{s=Q7k_0b}rqK;SolEzOx1ckXZ(?*4g=?Co`2&$}%%3;SiqsZ=3KTQ0` zK=8%7VGs--G0U3f2q6hH7D7ESw4?gjd39qLcz3PQIfEA=7!d1eXUohU2AbUgDoLiN!w3K&YBE?dTzJH>VnZ(75QGVnLJy+ z`{uoAF=BrFtbOkgcPBN1mEXB^to67_S!+0P9O{)uojdk`w?CFM{jn?nywU*h7Vt(7 z{0exx8#VhAZ}g9L7ZyQs7eE%EXb1YsvCh`rU2tE*1s#$F7Ca9F5NJ?Qv){bZyLJ~g zd-#vQ+rQdMxo>x2AaB{TyZrP@JLGVnIt=hqSY+NBT>hJXQJpz%lgVkOO5TL5Jh7kg5@4o=3{-m(~r%^=z zU{wE0*5u!H2>n}(DyuJw@^#gmJd`)49AkgmCKKQ z47s4nW)P-*Qz#|sa`D}dp~5(qQjbwQ!H$WM4sUTKzTGGUeQe%*XZ(rvzy-HB%gL4r zst51cWaI4!*eBz>*BmCF+Hl9P#s`v7VkY>|EE$^Idr#4uBA>i@3?pW)o-IulHVDlK zdnE6cc}-U@GwXa+Yi2}#qp?YF5%(jLu(H}rlhEgLI0o>NCC9AXD$38(`7H$Zv*Cs3 zbg~QDB`TV-mGxU66<@S8K~EV@1)Il(Xb9ga8%;ck%t;948*D6}DE@4ev?QNt^n85S zB&WhjFY9q8sOu=45UuHwWsN1Zs7JLas{$N>EBggbO^}PTSWkBA3B3N8UFFF}tm;cA z>rDJbrJJ)F9!}BRg0wJ4>qxx*7%JTf%mKXjH~Bh*Tw0d91a$6LcbvuK8t=YBX4aU_ z#LET6G|#`VbPJ?>JX5hi+ib-^y)+A(mvk`PXv9-S;;?T?z1; zD$2orL!AE_PTF2EZBcyw$rZIG^JwsTtRAQ8Jo{lJ2=JS-p9nnnVfdZX`qn}LiTD=^ zMKOWe7$1NQu2C^cDl15Wa+^sP0CT zqF2w(eThJW^F8TUa08?HQG%;83=}1-jRGEveqtojBz|xihU~=vWjrW#0)?z#J2C`n zS9pthdBaO&=>`6S>|3sJ z_#54mWO=@EK{<3O{1(5#F==dhHNz!xbT|{$1-R=OXlS5SDKpJPe4Ao^LR2La6ZaUX zUDN6=PL;m|vA`AB5el`l`6OgoPt}&hMx5jvQCzOFTCzk!&fYJzd}9L&nm2n%aa1HAh?}63{DoLZspQGiXpX8^ zk_)lv;{7ml;=5yp(^6!DnN>n8mF@^HCZ4br)tWACSMYis>qWnL}dS70FeFE0xc^JsHr0uG;x&Ze5*&O>O zKfKvcU`vigHrj;{4zHB2KQH3VB^tziw>2n0I=wyV3=oL4noF>cSnD&h5jMy%`6~aJ12O`(rF>cn{xymucozk9kt%u@h=#r}Uh zzsVQG33NeI*An!U31F6@OxA}e%Mf0jdEOn5^iNS8>x^v3SJs)i-OoFy7F|paH=8w= z^>}mlg)IwFY>V-IfIu{iQ5ukEE?NBe1jN3CHRe3L1_(sT z$xXC0uNA13ZPQ0wOiMXLpl&nT94cEPQ%*mY&jyesSWR$6Hap`JL0=lEimKy>_^ zyo>PF;A`biFK$m^77F_&1|n@rRRD~tMNVIxlI=`j?3wF4B5q}Kp#@p7ws&0aD-3b3 zmj}7d+S)k|Eq4-?->;u{s-_!W1#b+Ho?8%-t-L~zyU{3lW1;`8$nCk=jlFOZ&}6rV zQ8fz|1u&{x&wQ#@KAb&^@|$L+SFJWlZ%ixleWpJ(%w3{+f9^)t{e|YLb;S8Qv+l}Y zTEwb0nw6`TqH+VrP9ZnDgQ`~2l((mJ&f|4fSFLICf0>muTpzwJxmKtA;HXXYmwCbS zTQw(lRx8d+PPw=Uzvn@I>Z#@{d{(`~(z~;L8~SC390sAdvMm530mCq&VK{=y=%uhD zt}p@$SE6V+B)*_4nz#d5v@2z)EA@aY&4w!-#g7`yt^X>ggqy5TD{VE6ikX3@@^UHn)BcO0X|5`cR zMtlF(QvY^)+UW@I4vK)6f&sk){w-Po>6QTlr2%U6;*XjGMkoUPMjyV{3JjDB9FGoU zaSfar2%Osp%w9jUAQ-fwMgCqbC^guh4B^ez7&O|$rWg$7=plP(9V8~nkC|~wFf90d z!KqvCgHNG_oMjBbyAX1t7K6(@_()kW6&t^N5B71fU{eh*3IOH78myuhtSrv9W_3oW zk^PHcuyPNSo{fCR$MDt|+k-p-qKOkuH7D4GLfNjciQgg1uI0I>5w3U&%6A2-aw-f_ zdW&g{N353DmN3${JY%}VPWwa?kW!;SSe~1w% z^ys$ABd=qR+%_?y*)U_VANd`7q|F;8r}yY0EJ{Bw(&P%dAvW6vL*%vYn3a4U%NC6M zP3}nv?%a&Wg|9;kT0(PPKXzY!{4tRS@fzK~EGF?nm_vpDwPfV*4L*{(lg>T7y)7qc zdrrQ(!q@-$j5%E_Mo+BAa_swuF;_rwudkf^#1==n^yuNS7@w9$F=bE8N8*;Sp9XEl zgD*S57-h1AaI%zkvW#Q0Tuicjd9p$#;ZiA+)pD}(VDc3`{;69j>M<$WVFymif1E`H}b=wp1PUHCdgZh=9_3_l+3Oq|H&6$)bSI* zv6YvH#Cfr2GDQYX-AGL}Y)(hVO^#v6%(*$hp2ZkW32ZG%7(twF2r@!E^cpNoQR!MV4o>tsbP;OwdO}*xyA3;r*^7zWd+RNG&2XdK`k}c zZU2(H>-!c799wzbm;$|Jf%TsEcpsYMpK8XRpn6;5S5#*1)(7zS*SD30w$B0(R-l}RB1 zN3*$>tbAX_olMvxhS@a-QY~4+&haY|y2weL!^`uLQ%EF=!a7F$y^5AvIL}v0y_>Y4 z89-cwNaz5^)=?4}ze zTQ)wa!uBIE>=ZNnCwCW6#_?lnaq{P5t1|adpp4@~^V#K1A7}2`r(f{?K*o*0%m{Eq z?#sCRpu!(y+-Gku-1@1CwovetXFA(k%aW(xt7wPC#nLe2>(m|#du6Du0vua*!9;dQ zj`1GHwrxB;&oChyKwR)rc!KuaT^y2{%>CtLwHkX>w1B(I#`5?!2T3-&77Mf(E(cW6 zS`fM(<=21)+05K@jUQ;)(aQ`e;yl7<0`4^K!}JKqzWpQOVpMCjh>>oFSdRlTC{t5h zeB9L3PUj8VNMuO~y1Dsn4&9Nd;*#bfm}%_7n-4UaWepJ$)(LG-KXI2}_x7!t-OHdF z`alp>_U1V^aX!b}1>^pTMrLlu*sN=F56COV@q>++abL5w1036cT4#}q*SFW~s#OMf zU{C2rb}%-oF;4KhE#DvcLNI`hZU}cf{$!+2d!v@36YeE|;@Ix@mJuD=BJrWj5K0|H z$E@e{T>XU6;L*DLPA1$87Y7`x@QMJ z=mp>F`PvV=L6HkB7qXrUPIpuw^;rK4{a8pzU+N3_$t_{5YX6lZ0`hxZ{qL0Kzuecg zsg6cWcW1A!%L7f6Z4Y%Hp=FryF;ds|)9$7BU|-ik3f7&8*#F?A7lUJFzprcW(u>?@ z-2;VPhcH-wCD=A|8H6KX%3DWpAlPAlU z5S++f?i5|0S?&_Ujs!e+r3BD{y;aEJHs%JUkvDk{~;VgUK?O(-wu0+`M`O7*h6_|(;_ekfQtTj={3#_LhgK74=UK%!HoxDMxTYCgl6iu zL7->^hVU;@_nl2nG(V#5kJKPYzmEu%|H1$cj0gbO0A&C-glj0yzn0*KF_ zFI-ZPnOzeIwn-#{h+!!ld)1~&nUx>$t-c$;>F>a9P!i)dd_~<0FF!I<1@Rjo+V14j z1@)7h$a)hnJ&hz>;N9Lh3CP4Fgsew+GhZCHEKDHlV3m4R0K*Pf zhp;${$-4%>jEuR5#V!5mq9>tRL?=Ji>1S*gEi!v(KLAwlhzu1od9^smt2CM8#wrh6 zdn3xd!NjmkXz~^)6XKew6);7ZFMRnKj%(KCRbxT~PG6R9QTBPdEUk{gSH)hdS+}p6 zXpc>46j!b0Xw0TvTi-W;>tS9TsHI$kAE00b2cRy!SIp=~Kt!dch9^IRI$pkfLJWF_ zF7@Vh>tV3L?Tc>)zgL?MZ>^Oe@N>TRb?sG~qWoA`0Xg^5rV;z*Dw6My>DSEFK?^kS zssg9sJ!s`mF6h1cFR+sDzpekyTLo~u>HaZS{bR2Bo6S{WKbWfyJh_H`s(}tn|9c$o z1`=MkTn13v^noWgAFFM~9!->Ewvbf%A_$4zAF}`|8a_H=3TKd7;3^rA_Ny)aV5KPr z#@LwRMn{(l&ar(#V2J=@Na-NJRf!@Nw$tx%=btb5ezve(!x6Qt#zd>k1*6fbSl0Eu zx^Gc|t2V;Z(Br@{Q?VG>wrD*bsIt_^D9d71%BE&#Ry+_0vuf*bFoD1^dhlY4SlY9f ztvJ-^=DRu;6(H^Bh@GEwoOI{7*DZfU6ZV3c>3EUlYmBoiubMA$L0;-|V4iBH^+r9p zY0uVvd~*LFbLH?Dq5!ms%c=+dN6l4AVS6m02P5F@`E%>D)xcIhYoxThm7|{AdBF3D z7Y_=!Q4OZ#RYXT|y!Ti_O!9Ql-L3rVZ5Nd#hx06&sA8SpYnORXLI2ZM{_V-lU;#MZ z-C}0}mXNoc6cioU%J20YRZOa75?;i+=#=P{$lBnd0&L~&H`{X38=Nd(&|jZnn64dQ zM)DbV``--5r0i*ykvn~WJoybgDO>+MF9-%?t}r*6fUP{(XQr8w7-g<{>Fnv0{Byeu z>d8f!s~ke5f!l66YAgSmCD)Z@0$4)YgMYlp4>NA6CLtxdjL-GSjvjsQUwJk&W{4%zl!ZiDtwkN;xyIqd;L0ptvLO(nW@Q}D}%#*#ksRw<^~)? zBWn{mx4EWCf`N)m8P_r^#X0K~+^ei&CFM_)OLOi$yZCn2u%x2%V~%y+G<4Q$y<%)N zNADX;=zsGKiSIt|3&8N7|DJJ zoAA&;0BqNLtM#56?C^FC3;};4${(H&fPvtjOw>OE!QVX){3;W*>$XM>1o~jZ)Qs_% z|H~cx`wG4<(*u2T-%!-R4zBt_?0*iILG9qy6k<(u)?e=aeLMJfnf}Ltpd%4vwHv~I zCns>1apKz!{w;(p@y=Huj%h4#uh_#}=w9&k-AvR0w{_LxaB5l(;P!gz<~R)}Uvr!( z?Efhf^-g8HmVBOOv5^JHL=DgbnJ6V;i@}+0O{B+4pNO3E+J+vg*rTi5d1KlBNXX^~ z6aSs4Y0YyFwiXJHAivzNQvP`$z!YTue010B^#U(_cL$#errjL~ru<#WP;TqPa2Y_R zccrWOX$Ln(&=J@**Zo_!^?^(jxEKYOX(q4J!a^Q5yy>s6ko511JsR9#y8{7g2frY7 zitkV0GJ6AoH5=kCw*3dtBw?F|d_rV#dkVK*3pT_b5mkwo%KKBX2SY2U)BnV=c(#4F z_1H?Q*$yab_=7lo-9z`gq07*>9%8~hY!KTxHS}?(30&h(N)CyL*ww-b97LIt^Fg>^ zAw#LcBo<;5>gkI}xCCRBN}zk;sg#g-;Qv5S@c#BQ`2h$D>30aq?)&RT?*AzHe{Ui0AheVKGyb@cXJI{dE9m5V z{1(K8MQ4U|d~vPqc+rWCOjq<_W5S%`eghphbV{*{+_qyeu$)pxtqOCSaWWVJ{I0XY z3>%FC0YXEAiAYpz$&howG1L(-4B})e)0*C+GxN3cty!)Ogy&giz}QR+xwUBgPZn)@ z`QjIv=x{k9HH@b;#cFY=MsjQML^$2bxHtq5)gV7Tz6J&@|GS;7qzeTYXe(K~U5j5#@fMENUfEvgh*JCc{rzPX#IGPI zPDx>?OtRFsO!9vq?Ib52AeLiJ+CGvtnF=iA3+{=QG+44mX`tW*4_4Hf+=t+3{{ET# z+d}?mwD$NGp~BumUe7?e=);7w*93vmz){6of;_~ki@sW>K6_{KMZd`bhTmn9#nbDB z22YCFRPJivkdMGZuFyk!p0QDkQWf7_l*yAQquGf!AAq~*w*e3o2bCqdsO%4Gd~D20 zd@sUc^f7_D*H&rL{2vzb-81>c$=LkJQsDjdv)^rkK#;Vs0&w4omHg=D!mg76h3)!) z2Ht(J?)7UEMA(%&pzihHLY@(1_#N(cKm&hp@cmth$5Kp}0Gc57(oU?_wQMhZWjqqe zq@gmWV-7)3Sie_6>_bq(t&Wx+UdUH}QTLjujXINOYLuWLD8QL~I|cfr93ymZh_scDk%dSjs`Vl=%&UqKAp=i9xsqceDiEBySsN6kf{<=F(7N%z_rF zu3?2e&nD!{dQG9C2YpH^ZY2KZHTC~v@2&r$?zjE@nPCQo20kX8&*2?eAD1QbLp zL`7050SBaW=$4f3ZicR*yFsN}>6*_V2Hvsvz4zJYobUH>?%&>z_dl>+>$%ptF5`kc zL4gJRn_6#spCR(o%IzOZ;|>p;%)kqHpW!bE zqn{KtFjiZ*mtW;BfM*|Ql=My+l9b75@59N<#_@Tr%Ued4bPCJo(|K&V<;FjI_m_X} zHME%%zPCAFSg~@D`DRa2tIORS2XZCLAr3y#PZd%{XvjxO#Wl&Myj?}&&F9RWHVHxN zA5NQBJBcFi6B%t6vMXl0Yal<6p>?l(-oGqcpMaqB?*QtaMK>~vefIUD8NiA_G;zR8 zvExNPacJ!{YqsSC6(awd3F5a96nrnD@4I-Xe)q^gH~HvAydP8aKWp{>4Y>gNk@0tv z|96xBA8zvh5PWjn5I( zM&~IV0v?~jV1f$XX<~ni+40= z-|s#=b(H$^J;Sw$MmPE58@G;9f89Pt3TA?5-*)kS=ah$((BVCisrmlMKsWhvmRbM! zr20gY|6Mm#NneAucM>x^7J0~Mr|)(l<;0-qc)fI4D-+r=a0^|x|-eE$0*L*XW4blAYPnv1#LckyPTDCiX#1ac!p zG?|57MYp|5fJHFE62YG+l`N{GBR4(8dFDdfPp|q%9lWeMKZV@^qdM`(c*$JmISXwY z1iPWZCpQu7QZdn;Zp)~yIC98Ssp}=3Y%edws|X~6*_*+EIWMt!4%lTiI8+YMD$C2K z#T8kyRM{8T69pnc%CD%@&f*0oUiYfL=`-IQe|`g7PT`rVo9wN4s@`N3Cl2*gpkeJ>@gw8wp#9e-|HMf(nGV{_0aYoz(<=+hudkhfK6(xss@Tl?uABPvLHo}p zpX_^+Z@pD|Z0{WV?7;WE->3LpDLy%XN3X>n6Hn3oK6*d?xY{FVYFR(kv&^XjFy~~K4Aw6MDV6&QfUk3&QNET4ZMHuP_(V*VpsrXmIIU? zs7u3gG3nuA7}zwrFz6PU{9Pahmsk~uOjWF^hFFd!5(uTH&jFJ0@`;rVSTEAl&3oIN z!yKJY%`t=Wj)-AUsTzMqb`vYZ>T!$80GJ;uTE3W`zQ<+SC1hc9!3=|9^)mqcNMyCU z-JWZsj$)>azmHQRVy%vs9RE_!pm*A4|JkU!G%alj3tUxFrQF)1Oad>qhC4PD*2g+- zaSHrn=;<$O@xP&)Ts|v?&fD#37YkrFOH>LO}Z@+3xe++Xcrj`(41p1?)r_Qc! z4fe4li88-1$j&P{>)^%NBiQRvM>ZcQ;}P_f^MJZPQ$+U_e5e8%dZlWA?e}}t<;povC8cOEeag=i+ve20$7fGWst$I!xTtGFKTtPD zpW^n43!l*g*eu(JX`_(#nD@y1_@fjTD{tg6O)QWobAtM$s?bDnkb$bO(_leCK^|J> zb1z&Auhu-j{2-mgU_onSS-nVsKI7S1oc2eut)e!T41>4B!*dcAg~&eJ4D;Y{?fD1f zMg6^o=I?RGmedQ&J}vp^o%R?wn^su9>Q()kvqfj8&!R#(gx4-AdVF_!tKx8q7xr;) ze0#Yc`+y}2hEFrmCA9tZxSCCV66f1-^&hOodrx6ZxZ9uhK-6*TW#6VV22rIV>RAwI zC(WNiPygClJU_d{_g?<5Q(n;2^kc+J!W%a9ME|6V`uJgSj8gy2;oT3=%Re0_{C>dy zum1U)^74O;^1{GKjdwGKh};j(KuT$@kD4Ss^I$uMl;N4c15%ct#z{AhE50AxINjOf z+?aEqaUPf2D44uN3|&8Za-)$C-d8s*3c=!RO+{$d_Z-Nl{8* zs@W)80uHAbN1>{ucTS(J^yA%GIg;M{3voP+QxJJ}HujxE$y{ulo$T3!i1U-l5sA)1 zcLN{Qm-u2ycDU=Ms}3}?W)$)?FJzRL?4)Ltv;UWHexgb7ggqY3b*7Tq#Y< z?dI?>DCjg?V9)QeOXV*3U@m8vIB{MWWtcyr(_&b>?Ch~z@;N0eBXeB`>$$HyPiTCl z)+Nf-3Rz{hDFoK*WadiLc^W5;Wsd3~Q{SBi#4FD#ce)l z1m`Xoyjw`S+5aRn(tN})_h57MmYm-OeJZZjfWC-}+*0EzgyI6d&TKl{A6)tEwkMTE zGAus^$SrSw3X=BSnGUhA6a47=TBmq6;!TF&TvE8s?p#XZ73&3+G@jChP!|H!-a=9P z8R4a}al_Zke%sTDKG?hSg+4fY%g6V5SIPD_XRfx4?QSVSQE2))(<&PR#0Y|+A0iA;^x%IP zXiwldafX7u3TFuDK!&8Jwz(!Ar>l&nykLA{WpH2!P=>NGi{nhftI5KQ33#qe;!Y7s zo^InKxR}Pk`jSE-=F_S(R~ZB0=&B@Tm$Iu^{5V!jPOYM&E>wwBg7gO8bpiP`cjX8S zviBj^1r2=N?|RmdR}R#iug{dAU8I-iOAz7rgLqAu#?e?fI`~hd+JJG6Y?{?*8Gv_byDMvgojR@$?+_gZ!|Dn@bhm+96v@pW(l2WZ1+#}ip+zu#U1AvH&WhfoQDC=eNtgAw5jHN<>s&BY=BLN$9nC` z4f!Mr6700~Pqbbg4SH1Y;6A)MqJu9;1JfMP7&D82zp=n$XI0p!$P8PGX7tOHZof37 z*oE<@=(j8h&&T)~_OsDSfq1!56+|pn^@FXiQ&^$^UQHsy4jqo~n4?fH^|=NFqnu>d z$w6Li5O!nxHxB^eH{D6k^9+NNm@7($2a0s{!u#AiS#NHeC)CHpW{9i+L%kk>j^mvTup#2IAjqou{jw zcM5gCc=j600z*%;3qXJ|ZbWzCHh*__vCw0nza@fb{TX(dyM3nlU2F&=(Ll8xB!yXw z>l9Jy023)98-BX_A&anMlT=ksNctk_dAY$h9rfII`COy|a-c46vb^`#m!3+d4za=e z@-nV-qtEY#`nuE$3Jx%?;)i3`U)d;>(oZ9D90rdQkQd$LGkoBS3z_05EN--2CW&Yn znUg9kQH)+Tc^^GGWx7=|tiWSg&N;Sf9$Zv*WEE^@8ro>fEU$XCvfsgZPoP5se=8mI zU{cF*$l5$V`EfewKJ`R9P7wmYYV2Sltc%GcP=GbfO9JJZWKp)vCCFH{aGB`eZ5Gei zX7Q%?;R6tc6T+oBvfPBlN67pwv1e$FJX<+GQgv_Fe~L8meo^+2W?{QQ1T)9yt^6kj z>f#0&GE+Z~vQJEzmSp=ZJa2BEtd%Uvjr@Xq!Z|zGZkxd${f0`PW4{>3<2TZC5T}A{aR*r6Z8AXM=Y;Px}&drPDEX&oo5ZV?n&gin4*zBuTH1m^)P$go?PTP zv~mzpn2;a#N_3djIJCbwGAr2r;GP!ezyN_FQCthd^DFwA-Lge10I04iXuU*0?|mMl zngNiR9w5-#cZrjgDB`h)79k!5Mw*r6jF~^<$mA=Fv(QpVp+qg9o&H7P8w{g{3ols? zSfzl`3XX($_7l11EtB`2#8h8%4OK=f)K%DIV^5VJ!g82^nh5pP@;=z zO*3YNb;d({M?P8+yH+R?yX!g#%ajTAC3NrpoLY=E@#pZ3KA7!n@@$D-hWF+>V8PN= z65){<#jX0R^5x5~g~!ZTx61bpR&0xfCmtqjRkf$BI4hNX7-rnAYe-r3HlqB%q_op) z@qR5RO4)_~nDUa15SgXS+vyBHTu)LeXTFxX3ks~*$nq&)d~y}5Ppf_`kGF2Yto`+q ziHfZ-0pZn!hkKL#(%bb)6_?p?y|3>7))ymx$zG%t|>R@%N;nPPS+WcF(0 z!PeEJ-L~grCn2V|nil-x+%`3*KG^ux+Y);-=B(GXFJHv1zsBw|;AK~5qhL7O_%`{z zqgk*c_`IoHqob0&=28KMu3!Rrp)QtzQE!bVGi(G65T_hE%MHz_gU5Sc`5BvDSfZ&z9GVvJ$=?!4*{nrCM7TSJ#*HZ%F6EA zfH&Q3Kk4g!6vTe4g3#Lo_#DN4x(|$mq5j7AO)m)I@LJ*1TKPY(^S1@O5F4Zuobwkt z7jSJ3Q!3f@#vm3qrG{NrfHY;GieR8xF{ScTkD@~VTgAj0#esKY0(B^Z9t_Ify-mU{ z7=#ix3DPgd)GZD&oO6D>6J#nF{4hD_Ws{YHRj_q&Fo~&?P4a1zonVJhe%aF@Z>>UH zLqpuHR6Pbmyxm9?ABXq|h6daY%?U=wHK9Spp%H_j&lp1AVc(6}p@Va1PKGl$zEdiG zM{a?)yhB@Wr9MAL_XRr&ViGl76SX^MbC^tF7fJwpMzOOKwcnu$agVOaipER96JQZX zxjCy4>_%6Lxsip%Pz{|vT@rJKii&nOhOxvgkvulC zezunHdnn&SW8PmbR#w=Jhg7{+#Uaw+IHJ5*uEjl*C1P>}5?=@5_b0r(BWwC9A;CT| zzw?5@9eiu5FcWKnHz^^HsiIyrW7=|n?eEyTTuNdxOTu20gS*pXUQ7;phWp{6;>vpL z1*YU+9Qw|Hq*DV)2!@mujrSQHGGRFUcSA7KOGq+t2t9Ca+?_~{O2MbnO;Pf_j4Bbb z!|%Y&6;ddiCrS}YgWON8r{Z4^N~_FD(H7Gr1_1BRrQz78$?{2*3qiW5fCPMjea*x@ zyJ=D#>9^?9K{6Q;L>bVV3L5ZqrK~iqrVP=lL`Svc>&ifpeq)i#nA6Q^wYr(|e2Itd z__siU<=`x4W#E2ZCdLBcUUSwpK=z%YwAB(yZ7K*UEb|&d36~mpN;&%$AP3%8Va-K!0Clx~8sIY$>A-<6MT8sjf+I>uL9y_<2hZi!l`4aU83X^ zgF8!{2TF2E$(m~u6uy*z22vA*@?gWKZu9v?qcUuZnY|YInGrF#=%$FHyXoN+Vfw176L9 zab7XH=F~&TmHl&KBh{QtY4Sw1Y)mYq^0mTgwW7${tJ)Bmi1Q*NU{xD=!Y@^{B2^Mx zb;=`kQ4J<_7RG@}MrUp|3;k(22mSr;iVGR~E4N}_R zm&gWlnnr89QahVQTagAE?S|UiMu(9`S7f8nVxy}_V?bJ??|!3yL{lJMlN(o4*2^YC zn&yaz#vtwH#Qml>@?b}U=655_WejppxCq8^1aFD7G$?1G{LMlHJX_`;iuN*zR>_OL z03hqQkPY%k16^c`C$cpS`5b}lTtqr3*H_T+moNGb+O&>kw*ux`M`+p%#LIjbTA%5* zJ%zRDN4IH7w$3cJ&Ed5#aJ4VtwXPVnuX(nANozNxuMf&*r3Q2u>$WnBbzq2s!AtEr z@D8Xb79KYkXB0wsw}W7`gXl%431261D}?H9C;34qDK{1^cNfKr4ok7Nc4FSKE=&$v z9)pgqmFljoQ&@Zl=?|5=&0yW8(cKqByNwauSC_h90rKM*&VSg)7qjh=U81;A-lKTX zqfFbYBHH`7qd88#S2MErPI<5PXs^yeuP$xh1JORzqq}{2wtf1Meb37K49cnKA6L!~ z_nC_Jzr5RTZrg7e*>7FmZ!_9&XG@GC9gw6SP|+F)5FT)SG2m!B;2t^Pc`)EXJLt_l z=yi7xE;<TO3FBS)IcN06f756z?eK>?8E4&1Z;FF9XuB~I^&hQ^kR$|HhN8LY~^5dgLZ67bZo19 zY@K#|d1+iaYiziDdI*Tf?J#AfS69WKu}=9O`rD-#4flcy`d2l$f`@JUqq zB;nX3+47`FaIR@U&LcSx>lFx_-3J-?2e#K>E`pD8L?2Z-Kl18)RLT0lVfgXJ#E1LB zABDX?ine{cg8NBO@skV>_<{~t$nKNG*oPZqV1>hvN;;!aY&pyolfWyG+Z7WxVN(

M>)+TPjS+dnu&0WffAWU`{G-a<(@v>UTxYFvnzWFusi=FcN%=pLOqxXhHz$+C|9?*=DYWc=NhUA9`0L5!YhJH_zHp!p1XGfT z=hdVuU4}rf8-GR7Bzhs#>ZAWv#hob?wdL*UFbnjdva+S&4mz16u$oOsR4keGP1V_* z&xk|ot~2}XP`e~)Gs`8@Il~ouE1?)G!b^q1F~V!rPZGt;EorWrFFuuAasHw%H;%c{ z*{xH)IY@{S+3MEvahb3SM&Bqi`l7KQK}qe0dkK8#lccZYuxG_+EJ)6JD+={?l@5T_ z2t7cbB)JgLgUAJ-80S~*t(DO?%1KyQDyt5!;Ak&o5hmU3EOx3-(a;U$G8uHl$VU2= zKP`~9>ck#_fp?2SQVR%vsNTvSnZ}StuF{(nZJpNfG;; zd4nWo4REG75{vdm)7Y)gv~G?B47^P@IQVk>#~XhnlZOo2YwNDEV3lZW4=xa===m1) z=J!E_b8+0Ira)X*@nE{D$0Rz%a*^BTAIWt@^U-!SK9HRXktu?m>H`;D74o+)FPmm} z-lo%kmK#8_&B{>|3U1_9jR3E+3Q69q10|b9#s#oCf5KK0Q<;b~u6iOWPHAtO;}~)X zc4lvoR5Y6B=f=XPexskfHX` zKfqz`Gw~=MuVnexdYz%NEC2-}0MOlDm0=<;Q4)|s>1Yj(br1(!QsA)nq#{aqhLJ1* zd&VD;(&M4Lkt_*+c8eI=lgb#IYPFg|U0c#Cu745#BKLFE5Lxx>c^iaJ6l$T3YwG#d zdWk0asVekmu`%(gGJ__bQvg!?gRV^gofHi2nLh*9`$YqK=Mo>>I|pMBD9G_Y5g9_U5k#1PaU2VYoI89*5+9y>fyC4i1elpF{KTC>t^-tA+`vrES${S2}JKL`LK5Ocr>JgIp5 zG~0~FW1O9Cped+v%}mx~7>imLK!a(<;_T_gn9E$){VF%ii{Z)j9>G%<^%C!{-n?^0 zvajAu$1&)+#F%1ULB}I#`V%0nzSOJ$;cIi*_)_B`Swi~;FGI>${?<9g*Sp=(1o=rQ zX@z-}aP+yEVt$H7>%4mDZf}-%e%cd-g*(H$eMN2g85XSzI(xhQ2!etv7lp+K)O!Ps ziUm1V2Ok~_?+t>UUOM(&?+tZ@UMMJRT{3*VH~hBqQc;7#vT69h&hq(~r{g3n(wF%O0Q}A}Z3|6J$D>S7h{IbGgOygP2M%|x7C0VB>5XG&R z&1S+@B0A2u@7#NN_$AiJWmZb5q$~JcXmD!XoV-to@jS;yiq^rrCa*v*!!}AiNvnF{ zHeu;NgW_gR_`#ySQt42C+h&0WaM935IC~P!pB_F~wlo@4`qE~x)p3_n>z>rao}%TX z^TSoA734Tc`*ywX;Tjxk^F!6Sokp$0&qU%P$NXtK`7l)3?3^+>nY7D)f3^IGKi!8V zxRGIjxA>4SXt4VXT}5vbE8cj6hELNl!zi-ffZ4I2n)v8^5)X8XdJ3j;(-d_o2@6+~fLzo5P6rGu zbDtSuKL~W7VkfzB*})iYufgUJ2y^I+cF>q`V5N9_Uf}J8Mq<7J3m5gbv?gzb^iRw5 zzZIi!6sdVDFYYK2LM&zJc>A%;jU-1!8C->JM->4ld2%PU?b}?IPIro&G8k^%ZgdL8 za(+N@LG6~qLrZ7<5NE?Jr)LAshTAwYb6X{+?0Xt_vzgOG~InC z-4bRWBnzC1FLKY=cF&^l$Pw_!)AXRScP|L>NO1NjLG!005FQm2p49@LrdXb}MQ&WZ z?hPUM^#kWy1>9R2aoS~|-4ryvMM}-H=ldzVnzFpG0=z~n4fOPB&NLEC=u?eRcvl*$ z&n0;mcX%&D@r166pRx2Nf8?_!fM*%#vp?Viwf8xsfV%?Wpxf{$F}SP~ye9^J1LD(E zg$^n$2%2aT=Cd2k)zU{|a{4AUquU)`TNdQRj%5Mzr zC&8y*l;vl?=9};ApUdu#YV@MG4&uS~pGEjz5G3L{8z2)JAhqT%8%j|47D%z7uOJwB zoy1bQm_{R+wyQRvKic1=G4SQ}K$%s)#)&{1Xb?)0KJbgWk2nk740BLBK;GEx%p<{I zb1N*Vut)rCrZ*UQNRCX(IKdBzo55e`_N6 zO){=>(`hTFklqA9d34Y{ztAs;ka#zO5UVhhy=ICaj+Yz6bpwEInlqmgC0l`=b6MX# zg-C7!(kN{TLy7aT!=+ZkRr$ha^diFeBEa_*G_t}~q9c$q5u(|Fb*jN62tE3Gy@#-f zbSs=!ZeaS&$TDS?#E){kg202?$WN36#C7kk0isZw;a#DWLD&#tc;vMXrG*^;k#dwO zAo@~apb0Qi0rBqo;JYH-XemULBmhXzY=OetCEp2+`b-G{J$t!zmW+BAOwRFY{w#%K zPmC-)>eS;`v6K|d9N@E5ibU|(tI|MhS#m1na38Xp{6hXWqNA`hlr6Jao&A9+YG4vs z$Xh8zIw}*sUCQ&#v1be89nZx-1iZ%)!Y3Jur;~nfK`ecZ3UljatfvdGRqeeyJnn&5 zv~^X)BOwl;lrhwt z(HEAsB9z(9kvSHYIe?Qn>7My<7d$&Jnn;rM@gX^al=nJO#69}+=tzsL<~*Tr81ce6 zx`z-v&U0kpESyZ)XWyQul}jR7$da4LX28v1!p%P2k_~yA!;+dqS(8Jz$47ySLkpLd zCrS}kN$DYCYkkWgzMIQKop?n!kLrA4kz}5PdtQ!z-u2Wx>ES%(mb_0Gc{iWu)xXVC z6VBIM$kWiu*T$98qRy8K&sWDSKba&cvR6J`TBgNUZWLW%h^TlmQDFe6d`@5aOsw*$Zlyk~@=0{%g4P-6YaWBu%9Som zkWG<}GQtdoFpWl-AP~kA2$T_^%8lujZqvIWJOkLA&OXO^rZAjZj&Q$VknV{hC{BD%a?1#k6asY-(j9 zYGuo6p5Crgw64<)t5fr=(@LvTU#!#Kue&Q!|3JI`zD>PuMExVr z`sZo&dW-c2`}HqG8cektOl%sABN|?MHoQ)2Fkfu2*>A8FX>`zT)TF6%jc9Z)YxEpx z^xkiT(=_>sGzDlk1=%!(L^Oq!HARdxz1we!rfH59X%1nyz4)~G!&z`*TJv^Ovox$( z3D6=z-*R27B@YQM6ajA(YsY4Yw3KVNRF<{ephs3mG&5&4Hy9urBjPjnTlVIVa=I-Y zi!DuQE!`r>er;r{c5BamOc%0MK@8cShHS@cn<_)58?^PMwUyzuRU`E%pGlE7BNye{ zWyIPyZNOj3z`9K`plLBHOWEbjZTnrT99q?}G90JE7?vr^-7B6*@?0 zA?S#bd?|*~tCL2d+3eE01g>K2E?j@UUnbDpeWRKj79wpm$#=E`hw#Uijg&#@QnSZvV z|0Bsd-myF8<)D}9ehAb~QgiUm4cqBQR}oH|8IR!jJFeXwdg^82>9!98O9g6a8}oD-f6PyPUQJ4HyoYC!ZK9 zZ&)GR0dv4w1Ch^4ul1sEMEo_V@YA!)umX0^aKl#}Ih>hLD&(Hw%T{YKKoN`Uf_TN2 zY$6QWNB|Q95p%&{1+$n2qlE;I;NrCe0(|ME(?a_r08;9Sb9ER!!k|(r;U{7ZbV`fB zLI8$#j%ham{aP*YH9oUOUZu;3CQ8f2+=er{5oV?Y0SJ@!epZFda!K^He&=-$d1h$I6(V5D2_1|6?#d(KcM;t z6sIVbtZUU-02xDIvCVt5q>rCQPjo9sn1Nu;b?*H4qkI}!o39Ge-`&eS#CmbGq|f2% zsdog$fihgkS@SYAje8mkZ4e3*_cs4TMEiw;NaQmbOuIOI2BV4aszfc^G2jeiWnLo_ z!Fk^ueP(7ht7K`F&we4uBX<2UnD*#i?yQL1F(nU2A-P$-nARO0c%}M1 zw?$Kn&hF=6#BZQDlzg{;+{+z9aco?9e%#BUMd3HvOvAoJ{El6J5=?8iOCs8~pD6ZF zutU|r>=cmu#8H0IH8$B!_dDyc6s<{8zfkgqim>6|mg9aAg@+CO>5{%eib`;EPlB^Q zNaQhqHhNx-S2_RdQGRGAjQHiNRNbQ`eVnvZzgswZXghd+b6-KpM!Io22>d}-;|elA z!}1#?k1Q2r_gLZ%#&fX$sUWDc=pr6~6I5@F$o9IGMsSLAkXHG0PGCAv?_Bt8nvmY? zh$VCaB{$Ud4NOaD*4yW;o26i!4t+!o8R{a#DX?84H5DEnMFZ;*=}ShU#=~r@K}8k# zh9;55+5laj0RR)WK)l^ds>tYar0V78IOHV zATL{G$+YZU(An&|T(J_EX_vb|hv$i?WCUbkf$<g`HZ0b>|37X(5WQgzcf>n$$c zB=%MDYNCWyhs*mDm>L2#btD<_uRdc!!iQ{1N8ad575s_IuTlKj%M5cb@=YdRs6rXdw(|N`ad${ zLjA|s_dlN)C+`3;{=aeuNcMa&yOEW%6VQBVflC5;1r6fuIi%7<<&U4HN8}G!KM_0P z?(w98JzMS;Pyam02T`&XuAO%=EN>k3;5F;??pUb+U~#P?z~lz2RZzCH)oQ%Ui>oz6 ze}#QNk_6yEv+r^F+W!sq{qIile_`MM3gR_X2RM)$vP}xm8-9CY1ohzUdlK=II zQB3alhQ}He5aaWm`?DC>w!84ta&E!ljh3v|#JxU#VifNy9z8KCOV^rzePVQ%cpq$T zKRx2^xr~==e+r*Fc!~_pJUl&_d0ZpJuD_6~l zvS3g=wcW2L`M2 z>v0-umGZKVxj(<&0schaf4u|L|CPH($bjbltkJ(JW1>~^l@|Rg?0e*Gz%NgXziK&; z2xGn308l*xBdEjEJMEW@)I)QBk^~Z<@z_7Odxbwv@>7ZE+e}j!fYaagIJwF-HcyB` z&bHIl=DrgwV!Lv)14g{A3P!EZTzMGXZeL9w3cRR~dkP2W%&`tx$4io=`{jud#E1G4 z#}qw7BE|vold6hmbppvs3ONM^<-O-ZgLsvwRH5-N<1dyclW0Fv4QW$LRG3JXSz}U* z+FVbRno5>6yVL!i@l}GNXo{K(m0E(t=|rW#XKI1&y~&sIQ?-|Tu0e1*&U)sj>3db* zrj}LDFL;%%tjVbzMc-dgzmabKo>QmWx<9Y27yH#zs?I@JzxN-p?|*la4+#ZzVB2@P zBl6y}EL}Wp4C+fktD=>HqsJ)&Pu@*n=7;s0?FKEcI7U&x*8mPS#p2> z{dW=my9obx!uJAC6k+iH>M{Ot5l%f8(EL;Q?av}y&$&{z-uHZ^e0w@|rDA_`VWsk) z72!p70F{Noxdt>B=RYW*`B8*LYXD48c){Rt5thU?9eHV%{M}KfblzedhQ)J&i!=F# zcUi#C>nhK;BHVucR~o*|n8NNHeOO!ke9~7(U263oz;DrgzUMP^5niG6IqLH(BR{uE zqnOvE3>x+sWvcQnWTCk@ZIG`;_z$@_QuiHrJY!BC<1b{PY51%E z5*O#ZBLhW)01@h(Unh}hnImO;WBsL)f5yexWC1$=QvuB%ad9+oEh9jTw*f-P&w(mM zENJ*`i;ihE+IE=0`y2Qzx(GW90WKuoz8?EFLLieX_A!hweNtwQo9xPYF{(xS z*ZAE#(T=*8v9wNN*XgLbe1*j07^h~X6^6h8LZnymD8%Kj^Ql66NO3NM1OdhBxNgc)5TgXO6XRS*mVxoK#tzTOQ%yb%ah+w@qsej5vfD~PEv$y zUxs2#+P#aZq#ac1`BL`j2DGVK=n+#<$*qj1t=D ze@_-)FskEkyW8J(H+v{+(!_tU!!0_6K?0cj2){;lvcvWIzhid`{2#Hqbx0sL`tM)@ zHV2OEZf*~{r#HS8*JJ41i>*=0G_S2Of%(?0Z^acgZ87P}mT@vf$4pc>4$)C8K}I?+ zXA13?cV=(8D(<2Mut#M1?*dppmv+NFi~R8nbcf3ujP7s=cV0hEz%tq=tf5=E_qo}p z#^y_hH1GVEE(=N9tNj{E#+&k{ghg9JS{QcQpQ3Kt?93)+{$h7iwX!=Zu9dA@D@UrC z{rYXt5p=HO(Lvlz5aF?EhRE{>I)@g(epk(i&*Nns3t+!P=NPETl1>U>PeAAXj4Xf7 zjSd~6e*T#>RCp?X zf43`is3%@TELrN@v+gkGoBpLkbo5MHM-d}o^ET+k!_J+PUL24se z{XK`ezjbfCVlURMsTB3{uwJ{cjWm6QpCS5p(#^(?5Pf$e6V}=XgwMgM(05}_ENNVX z#=!b#i0soa16?+`-*ve7=_f;Ujh3OllFj@-AJax9ROyeQl0 ziJ}Ft=h8cV)Teh?PXxvo<#mLNgEJMiC;0sl#q${$SSFc8{YQ26-x^K_10&FNRW=@d z9`TD<{Wk=;BbY0?Y5lEO{d-;gN{s(1R{vgCe-PyOer;Nhj4c&J_b&lr30-8q660%) z>3&#KkBIR{$#ExzY*{Q>dq5rckK{NO#pAc;`J3c;W&q64bqsSYyx$-?pXFnR_sA7+ zn??c$t#CWpv_8UUWp9#YboC4RI-I7LH~s8y_&NS59(J>epLjsR2+>(pY$CNIg53HD z$HQVm4T;*IJZ5^H&fvz|)2HZ4_uuoKoocyH^(Cb7dtE(-xi)AZpWZvDA8V1Ie)!XGHyeou_Y;l)z^l^B1LAoq{zs`(e-a|Hk`V4JXF*<)Li)3#x{8Af%D5|`_fQL*+GP$cC{M>j zJJ!c^5QXKvF9=LIwP}gSit642O?|^hs5ScvkuQE2TTn+$>z?VrvbS!5!fFPz)?;ub z%%V({p4TcSdhAOOdHHHNz%sOBY&)mFe8E=2b}C$FzhtXot(Dh~kq-p&Kp@D)_(+M6 z6CkCSDlGFXQu+v8Y-#&yQk^U({(Uf>mSznxfr%4a*(9MwQ7t3pnyW^dE=mTi#32*+ zw*~Ay#7lhFMOu`lm++=`c1YYKO;fC+u^F17faqcDuNa^^m$)?QJ8IuTbKL66nFV4rY6I3 z@nXSqWXbZMhU*KD438$<#$l^Ge|5tBTfiJYIcO1WcR#z1_ZRH$Kf?8YO*LzI2FY{0 zL}!%^ls6O{3Oq8)bwOKqW};nqc2TqO-$=LCr0+79cLUNZdG?OYa#M9j6Yi7m6cLHg z%c1*gUzh0exsL4a8b${j15Yv!Hb*R0jwal^c4;L(Mpta7qK^81|6sel)rUJ3PrDk7 z-kkn2PIv!scev&aS~WY7amXfSNz}oB#Wm4>YJdfEtj!)r9t+GQBYw3v6CJMq#w;fx zarbz_y<~no;YK!qA0AD(vkbV)&`WfGVwQ8EJpavX^KHU??HWNYy8r+2PB|vs{`Q?B z(;zf-0y=*Vs<{E+ekvC3BNop<{?DQFvdw(azc<_bDe3m-JB4F0AosZ#7qJ-D zQz0{)KD27Kut`B#Srt6K_^a9G=$(?Qf^C^7(i#o3`fhg*Wz+xs1#58s3E}?P4r-#j zXjWqcl#~PH%tIQ(E5Ls3uC9WM;!6mbmzWgqkONEz^)ikIO_)R9aUQ=@o=W93brFNt zvANM^xj4S=P>GlXo;p3n$0e#^n>`792TzrZIMm+B0u!Y+o~qc-gX5(p-fx?r&2sd& zB6(gViI+c9aZBkB~Eui6eY5OFF^PUm|6nLFKh@ zcf(zSeIh?oX&XJ^ZtkzbEXXovNxKVN09UbYW_espll@Emf5CI$h9|(_I-k~Hy?O+$ zfVknUtl?AZeffW4cmD~UXE+hAe}~S8ZI#U`WLh7oW}SJz^XGAYR^@MbJH;tX5)u-$ z4F;XMqmy>@qS>DbUco5izw`FL^Y;Hp-mU^VnYYh5z;XGKKlv+5ot+9$Q-3-YsHt~C z?LHmyDCp^QsQ!P8$#wY#0+K1KES5T4R{{f&47hWqmu=23WFjy*7u5<>bQjWU%rA@O zbe?YELcPjn#aJQ7qIkyoe!&nRh%)Z#8{ zCPo-Spp9}y##<$&My3$u=bXTmL%E3DE;0jS<4xJDG;sEGsj?~=c~wBD^O&Arj1rtxBcfpx$u2Kn)PR)azZE3xVX4~C`LtZN~3SE811b8408VCB#zSobI$#ZWw@w(8skly41}UOl3vQD-^mX!XqNz zMMcNN#>Kx+NK8sjNli=7$jr*l$<50zC@d;2DJ?6ns6ODet!Qv&Zc zvo9+JrHh|DV=^<1!kM#Eev0aXECK4Qp)5hFQa2t4YgJ6X57vH$oj~)@c}^-!19NUV z++Ls0G2(jL(pjId!qb z4kvZhXO5Jt1}f^*jHc?j#h*J~`2%{XO9dn5zg3^1mcI(lnPe(b39&z)*zuxnfl2}v zSAH&97q0W9@j?isxw5P9l?>MED4u+EpDnI6(4W}xk~hVqNV1WsJB>Av(=w_qmRop< zZSqOkWes7ob{DA4M7x+#coh*P&E54}aw2YxHaQDn@gAbPV)+GvBuf{xl<(R4b{S96 z*!L5NzqmLk6^B0qA<;H2z^2Gb+Z=f*%=U8BawdIi%x0^+bJPyK<0SyXt9S@-TJYbd z_Ml$2H1#4R6%+uATp9c{scTs58HU@lGaW6xSuB6frLFjQ3jO@FvEzb-nxW(3^$r45 zDR!QuukgYsKA+=?dIy2Xvh?Day%k9)%5kmiXwh12gh1523tblLdtX z&_T8)NO&PTA1o@tyVHd$w!2f6<5%`R=Vn%%+H9z_*;!v9tlZXY9NRc`u59vt73?|% zEisWk7c!II>)*!oC%PZbP%2 z_^!p^-9}%@^zk`gK*r#|a;>4=MZ3?+Vu-8+YU#+%xn7fxB{mBY$0w+AnCTv0+?Ez$ z51TOG;kSpn!s~W!uD#I#KO}EJYc9ilJs)r}QMD)4UrJc>GI0DzH8Wc;5QfTj3x(4H zaVAQ!F7Y|3F46-+*}+$;;f{7T)da~|jb|^Y;P`k-FvsxSxc&j|8~pMS>zXAF#yW%V zTdry}PE%Zw3KVdIkDmQz6PSp=*HPN@{VCs~+B;pJgL3j7^Oy*t1*cyk zcGd2^oR7&$EQJT$qC;P)>CrD~R-RWU@$4^)LnRfr^5}KHRnYu+`Mo|;1~vh$OS`)k zuX~+r_uT7>R2uB}x7$8y>f+!CL<{-C09Z5=ZW6OI>kx>;X(i8O~#g4}cgksr{}swnK*>s`m>xtTcW^0}M%tMUQoFJeDjz?WD9 zi1c5-mBPSRC4y~rEA7fmyksNW?O+YH2tCq7+>QsgZDk|UO{+5GjAIrIn{S5Ize+Z{ z<)G@}FZ1-n#RxT|zLY|=CbtBCmQ-VkUA%N@HIOVvuNUJEN%rjkk)XG_MRZE%Mm|t&6*ba!82h)3 zObcxlcWktoq6Mq-ceY9fT3ZcsTSk|U)Mvd&^BTFa&qrNoI;zF88{LMMY?ZG%HCvw} zfo%_MRn#W&+RgEe9tb_DIKJ1_N3=>I}$e@*w_PZXnEe zAaVPpMw_Y4`?SXx8s^X&%Q+!FdrGF>J4k)ST-CI+=}VQDkgxCOhR;Os2z2kXg#_|j zu6xd0+1qJ{5#&Wv*(`%ZDR`Zk7z=fZdAqm>>IxSiCw9fLzY0FlV5vkPFE0V|M_$1u(re;O+GRl^eKEV zg6*P9ciS7q^;qhIS(zi6P}_Qf@WGt&<&};&MKn!lv{<~dq_40IwUP1qU_tkYCUj;j z+5aa^sPtgT*r#+v_`zoJ5lyJQbZo0_s{+kAhY^-dU@2`^Qy;FnqB-Z}?b{Sj%Gcm@ z$d61Y&yt4^J_kgdndYy=YcV_g@@!3H)<0{flUi~;LFt$#RC;*KIrky#=|0?)&K6y^ zFd`lOa=0bFCc5fENSMVSv0bZlD1XE`_jssY$6h|)u6JjKGj6vKUa_H}Lp)7Fu{-<* zb0CTCP*1mVe^%+utMh!RUs5Z{OhJ`In0tr2{tbKgpIqH5wSTk6Cb4%&4g(3mz?v{j zOBnPk=X^v;>urY_9=i#iF*S;W!k*01o+8Aas>oicA3(EhPfy{%D8om@2WAm)U=MNN zC~{C|d&AX;&9m)r9!m0n|7{SQ-{|4ncks7DML6qdnvkpcGP&b58N$JK;irx zdf7+@O%rl9f;k(rW0^NP8NgkTCQb%`OEA|91&po|M6ON(5NCamGX(Raa0-tkR}Yk;vPZ)Q_cCJMT21iH0nBPBq>dfjpzoG5>!FzC$=cyryzQAl z0qK(Qs!Z}oboG*?_i}CYN^S%X>O-2g!Bd)$849oQ0q=QsZ#B5LT9&s0z0ah+*JzUG zvVhk#)JIjPPM7cPZ3Y0pQQ!=6|8s zpJ~vamok9!HdtiPS5nab9Cm>0*?@~y0X6!b7-z8qLEfrXftqgQbssoeL0mOCm|Amz zcW-drOUAr^BM9{nJLqvJ=9A>0r=fwyl)-4u`OBxgYOa(oo(4U4!?gN;?7j70lzZRx zJu?hAGy>8f(p{ob;($R42q*}s*np^rC`dVU4I$kO4MPpxIDm93jVK|~As`+10VwKr zyZ1iN>%7kUc|Etk9sj}iSnIRad({P6J;Sr93wmydXNMo`a2d}@A=pI$&&@5^BN>kg zMfXD7)9p(hs(mlIrPI#^uz1L!yjY9tLnl{2f}OcBOWnF zybcL(e-`mjKcd|&qGdJW4Q)hEPeh-1{6ScJ()%3`p86O4JLE%}VV4*02A{0?C3ZR>l(M4~QOGH!ZL{st5nrc94 zEu$HFqnXyCndxF!Bx2ZfVmNrB9{Rkw4go-0~HzX2n=_K5-+~J%X6(tz=COlY6FriB{l}I$xNqlOVXc3xdS(J$P*q#&)wRMNu z8QIIuC8`P~okJv@M`qKq@sK@I%_Q@Vj?9#BBii5iL?R5 z^!G;Ts?6!*beE^;GA@8JChF4%L(>+F(yT*;IJKeM^(o18xZry!>S~xcom3pc6h#Ck zkpM$Ln0bIclZZD{VE{v-ltM|LO2vy|Y{+EN&GfO%#8bl1OD40^X9XB#5liCI^koRq zXNyQ?i|S_ICHv|d|MhMu0QCKSUJNKM1F5q=2=2Y|)IS0D{@yM9U6uM}RjPUc1Z6>L zv$)X&(>S^F#U!y%@<(zFy9;!Ru_BKr1haY_t(L#(Eh#-1>n$|_i=#Y^H-5(Vg!9-3 zzw1&$_WtZDhPMN>6D;BbFRRl!1nEDZy%TgJkh?NiFTw3&=$!<7oUmKf$#=r8mMM%z zm{zQ^M?U^oml$D-*E@=OQid9hwvNH)igr70nGlO4&`Bb6RU{a<4M<-}^a&H_F{B8o zSmCCKHswi5N(`k-PDqv=pGd(}^Gv4ZbQ(>j6?{ZbrtiDUm{&hkrRce&Q_kbQzN8D? z&SlZR_h&kKrby19VJ7cD2~d?9E>ik+RjQCg6oaAd?Ol(kBwZ+iSCw83w-0K&q0C#w z6n0(4lG!CS1&0-m$f`>hQOnX4%nnb1h`g+XHx(M`nKmkYLS{?xo<92saw%pLmZL9$7w14ZS+p>->G1TU^Ff)mDEb@Gfx84L6?wuDO+-&%RxAe{h!_ zOwFdJ+K|PTXJ+4Boh|b-x0)LrSFwJEJ^cLYycSZxWucz+nDwHHtm+@Gx&PE%2JP&Y zO5c2l2c*vW5qnjsKc>0=wba>HciDh`^59-ynezn5%+uJ-jGKWnG0C-_woR8fZqHrb zx#nu#09VL=z2>qK0B=P}iZUsNZ-QCi7zWYPw)-gN$umqY8|rE4+? z0Da{SaBIk)AW@3!gUNSOXB|f9_Jr@<(%z(Z5OF zU9KL3LBLb5XC!o2NylV*d8W$Cb6;kF=ViGS@a?D0_R`!Tk-0fZRkem14ZR+zdAXQ? z+Iu&Z`t;4Fh_cht9^m`-^{+jp^5b#3(^Hf+z8OefUHZzzyU%&V^jJY-)0tLx`hF$0 z{30NAHlxQN#2sZwO{Q+24vSgppTCiiuQwuKZZ)X4U>RLHHgK%ksF)wV1c6pAo>+7Oa-IzFh&113um-Ll%cUHSdFbCZy0Z{A!hmxk zs7Ku_Zy{uXZ&a*hwZ%NpE@E&aQ6@j6<@wTM6g6YcNgRnLr*qqjF^o-P(sFBUW(hfA zhtfu=X>=OdR?P0Q2|?67urZv3Nq$#u_%@agq;8wn=}=lUO>#$_0QwVWs? zO*e6-4p%3+Tkw*)Y}!&zYLMckMJ2_SiN|BTA-rv|>eE}ZzLk>0Ebj~IWJo^wM}>c& z)Oyx8?R`M`MV+iXOP4QEePv~7Dvnz8a-89y&r@g{=l z35)W{F>Syn$Zvi!FefD>MY;|v+k$3#V5cs?C3~Y$OPQ+C(|4a2_YJEo=d>{5+!I{y zUnrX?eIGGxn;|(c*}TkwWt`OsM%?Ho23M0ZeR2%4`hc6UTzC52OdzM#`=f%Z4b+kN zE?p&qIL}vW4!>KBlPev`X108fTKg>R4Vki1vFfR@UCPTiITMXo?>`m2oH@EV?XV5Z zg6b*Ykj+OVOz^B&%4#rpxa%~0U5phy^bbwJ$GRN!3we)K4eEJW=G{J zddSs|n#+!^+YXS?v@m;m8hbV|dyX+Xc2|2&E_&I1?1(KK<@aUuilZ8h69DDa)ONaL;iMhB1Lf80-kA%#nj~4r z>dXaqX4Q8VKsd9bocU1B#um;jLe7t1I1jlXPl6#2#9TOiTxj4ocuZW(wVf>uTpS9V zooHOGv|ZT{t{hkwTUW4`yo)=`#fHl*K;F%p#!V0eNNN|CZa1G5x1eBWRIRJCn0vIV z`@oQkw-_WmRSYK$=FU6k&I9)lCi6g#LGoN7#Ve2kSC0}4$V)CHM$Dti08;6StOoyJo?iLW}_m3Pk5p9W{B+x4iLSF)>%8yC(P%xkK^ zYr?>5cFb+T!u^whcc6v$>X_G>nAbYYdt2Uh(bYSQ#%mPj1LOAjVBqt)*1Lbjhm7_G zx%dl4s;~DshHv+|zpA0^-{>c60uXyg=*Z@KBo00fC-uWMn zcl!OBkqE>)6Vt%>3__67&qmAqU_wm{Jacd;U|n9`Uo%~aw@ZkFiI+- zrVJvL1%uA;z2|>B$qX`Zm&CWt3Ssd|cT$c=qC*J%g{fbuy1$1ZpTd zag#s9JI6AQ&~?=^9|IVPCP-GNw_G(6uid;7>S7p|E%2n~Gf!J?+=Op%0rgJbM|M(d zr(pO8&+*J#dTpq)1q9d1eY^?OP;MpgB!6QhevO-qEQ;+h5(RIu@76o*p?-Od@dD1^p5DCG7=Z|*a@NM?CB^u-bit=V}UhBo<%?qe2trY zOPg%}7&q|@hpK;zo5W-PR1he($I$&;Ls7iQqK0sxpy9z8^XWiaMyFiesiD*(@sQZm zTR#f|`&sbQCf>ty=&rJzdM9zJe(aNuashCv^VteT3MI!Xk*9c0Bk)_SypVe7PCT#D zDUu?i%T2GbSrMP7h{+@`w|!wG?$$f=g!MhAVPxyj9(Qcs1uXxAXjEU1N_2kyX4*sG zuJ)EB2&Xu0`jOuxbbv*xpz8Jmif|>}4Q+ksV%H&=r{b6^T*k}A-4PIrT>7ir$e`j8 z&x&U)ll_ZX%lMP$A6nHZU0V$8DxG%{w4Ic^w!W5Myj6&WLHQt%$5^bI5XSz1loKv> zaJjn4oZS%yTzn<5a>}wf3O?oQM5k6NDZEUaB})bmI&@baQ4zMk)-Xg>3|w@*GLd(c zhw1vh3W8y#^_3bpNtVyvT`h{-6#?@txyAk%QTL>23KnM!;W@QhtKIxhYADL15`C-9 z7R}j_%Z)$Y)hwBheC@mb{G;*LL7@Fw$?b5LKUk1^KN^1#_4)my@!NU)rSs^_HRQ?` zXfWi)m5?;#&X+efXb1xsHE>DA2`m8?Zn^aRD3&W+sU~vic7%(uL2HsDP@E*glxYSY%Gu4D@N{}+v0;%~& zP-ZL^hwIcF2nXK;C0s+Oxq+xT*pkWsK45~J#}zx#SYE9pc;B>mgN~m8jCae^wDa;h z(UTfH<0hHfORV|#ySYy(VXIHCBTXxWf+F-X4XpSoS{SXGK6RV&F7wwD%-)}`hLNe6 zy?@olp9iDOwibS8ebh_rQD3BWIana0NjTTho0zY}@0!i>cJ(1C6uiRXRI}-aXbtI# z7B0#D)d6ZsTZ_q;mm8jRNiTRk>AE$%r8_bR5cvxp5t8bau>=iFPS+2AtSg+EzL zS4!Wkd3(b9XB5ChtBPi618goMUKReJ(8VV zD;HJkvlkxvl!wOloX0lGLsGGH3zUdsUm#8WFRB4j;vbyH;}gJ-hL@YqKBUR_tgCe# z8>d2@;*Rt96~=5zbblj`OAh$aNMQ9(K(g{^)YVg_Wd&f6UpNx;fdxB18skCoz>fxW zo?U1M(!?VlT&>Iz=7S%q#j_A{PoG1SpRLJoCN{Jaa2`2bn(lYThQYvzCzQCFxdXC& zM;SO7JL;M>#Iqyjkcm>G3g5$+$;+~Le>B)vTkLk6M}7qfiu%@4%A9Dj(w5U6qHV5! z24mjok%*cR0?y<2xmHUb_t$?1WB%TG-08bcSgE5s(l0rtT)hI-J|x_U`6nES`Y@3G z0j2JWe*|gzo+H7p%8ls3YqiToe})(X&SP(HAZ_{~nFkN|0z5UoAd?j4w}U$Yp7ZIZ zK@EC*VyME_5gcgDUVsO19tCosDgEq?dBySr0v0aJ?>^OIA*}EWSbNyjg$Y#2Ob6Jw zhyEIUYY@(InjlG8!@G@%<(D9my#Np3Ji3IW*~`uKbMk3JNxftpS&5wRk6I8=ISV-p zrVf%Q1y?elFb*<&H#l#Jy`o<-aSJmU!W&Mk;y#z@e$#r0z>ntD@yJY<$9%&~#lcl4 z-hFa?^7bZEmqo2~wXm=E+o-KP^HL2H5&uL6T<+oJx{K9W0nz#+{HLNDv_EDAR&I<4 zYg}&BT*{)rT7MKt3~7XUWrvUc`bXnS-<7`urW}OhMRido?#SlY$hiS%&?T7!C5+*@ zFMD9W=)3;i99U43F#@nhj;um)VIa!Cv`oIocI??C`yR=jI|9I;f3`+`6+#C7WPX!7 zep@F0Var4V`pa1fa%4yxC~gf$M|8n1RA>~*n2t<(qBG!H*wuNM>*Zkq(DGKkI7DUW(F$2Sl;(BC{-0`iU^9Rf1Pa3h7 z(XLM$V`b-(YR<}Ml3P#3{sSVGVHlptyx-q8baww__K8@#e=>Qs;N&wPMjyjQZlUbm z8>-9;#6iuy8)|+?(p}R97;shkIxCT@2a@P=!+Vmo@F#yVKQweSLtB)`U=`y~CwFZ0 z1q9cbXy!I2i8nE%RR(8{NwjflZi~jMuW;eg^g>_w`r~tya>>h~FKkKyUwQq_efwc6-#bJ53Ajcq0=-qv3#i2R&>@BBTzNr|q~p^o%t z#C+PMivQ?OMxR(80h5)~X;Vk!^eo2VYlcBOeX+Swp8pnZl6b!nYwon~B~bj`3k(#A zz9&!a4KM8Vg!bw|f6dGK{xt^JS-+VSzhB`0>cU0nzL(&N`(I~giCmvCdIw?! zNE8?jvdKwcbz%Q#@syj7p!D42mF?VeuK`4ES7a+MwA<9<3b@*rc`9${!3ll>vbYpR z@SutiKX|OjqrZp~aqpqoiaY#49$S0y!zY`8tuxrp&pPROFkLMn{I%l@5n#v$VJe6n z#wTo6QO#RXPJdb}6GnQE!SpeyH`%AU=FdFFFFCSP_395dSic3oLz87U)wD^K*Gtj6 ze1dMrU>>(tl%_&zFe%AhopyoGE3&|dxQdVzG2X-4(;^=*E_7>0$hMEX+IfM=d0EI8qF=d) zK5`4TiV2Eyh4aW>V7dexE$DMAzp=BvrkG;s-gH*&dI@^h=!bWh6bD%^m+UYpTciM+VUo_|qjrGLz|jI1@7!6T*FN8|vx*kug@9@C zB$5l>!99JrYI zv?KMJjqK$b9;aLtP>Rvnl*{GyKuqLV`jhj#wr>fvIOhUVP1AUH+ z(=LEEZ86#pduzEo{gpPoqpi&sJXeO~d78gYHu8>Ij0AtnC-2gx2;Trx4ghVsh${i0 zO?|hg^yOu5{y0*0;62k^#m;17$3bAq;XKcCoykVIS;vLfk}#XkD{9^VZR(|^&GLf5 z;TJ0dy2@q2qpDjrt8+V4OpA2VZD3F72l|Dq@8R8-eL@+rlTW6$AXyfkv%4e14CS<7 z#8>|%71P)bN8`sUfql9C@tw)WU(lvr?PzPYAL$q7`4#+@2br&I+&E$q?6xiB{xcQx z540(OesM+-0{Mru=^wQ9?QklL7%o>9$jl_3Cz`q8axZWth;sy=!!+pqOuy(bL)@02 zAZoJyyO&-0F6q6x=7a6NfiuWN*t=E7r_CCX7ciUvC91`0?QxVwE9a?6w-!4I8Pv)Y zCwyC>#eqsR8hV@S%%@5~vui@Bo#5x9ecHTq#>@zqs>bBv$<#f)Lupa5z|&g&MwcolE~eXlPCa)qaeuP$&uP;@9N~bH_DOaSm_^L^#z8`G z)sU$V2f~Jfs`u9k~#N^cU%@ZWqk@4JF@%sp>|uDb98wH|ZW@%wr~yU*tIQlH80 zNP|ZNuz)mdVGhtScAw4kzIVV3;r`Mw$#9RCoIs(dkLrV+kp?D(?U7J(0qW66;NAQY z8f7Wz_)@^iJQEmcm@c5!vH~ED1?#s_%K}oQFG**weX90$u-<`2jn6lm<7}RKBd2Qe zS>?uT{!*uIrOom{5Uur3(5MzMKoA4ZX8pqZ3;-s5bHN6HG@?M_fiLL}nfwYSjcnQ$ z`7y=!@Pge87LP!rd|_RI>sQ`!^oJG7+SOTj_W&u zI1^Mx#BqoS7-{$!CjFxz77d&aqu^pE!*YX7eMQ2@_(sVZ4Vxb&ya7*dfF<9Lt32tY zh@7;(D`g|pV%13zwM>~P^;w}sg}glqhuA=7^_dzXQX?7$Je!PbEw<9_tf9BJNa0b8?88Pb2sf+Pkj1c9EbQ(t*{o{`jSDb%1@j85d@qlEL zp{k*xW_WLVqAV_tx`%{jtVC{nKN78(_#-sR^7G!(v0`V|*W)@58i(u+_(1?%Z*c9B zCer}KyaRrf7o(N;CB^q|9oKiB&Ak2bK&qd-^r#qNdP|FjOf51#^j<-awR zako*wueray9r6%}(T?#DZ8jKo z7s<0=MM`#ZIRIr?u3J8WALZG6)$# zk`(siu=;S@hftyLaYKy*#m|P_E#k%vH>{_{jWA0$yc?-HV3-*B2v27;+-j@mZnQl_ zVl2k!#@JY_&$$Vti?kG|JR~R~Bsu=^g9+}02zzvL(mh*=iR5_qdTz8$Xwd{ZIdaV? zA+uT0C zDv2px+tV&)B4HARM$8JXbwYqQO>HSopultU%3F3xvSaXCRk8y{M)t=Npd(F!iX9rhEl zhIYIRD#h)ghT9GGX&97z8V|xsuXt0DSi)Nq){K5DOb6DMa_9q zJc@)LR8i~JDm%+7LvT1>mM}uqhKh!Tq;8>Xh5M1)P~BmCOIYFIOI)sO7A(W=24%x; z`W8BlL*@iRW!uY67m)pR*Orr3#CX+V9;{+FhYAef6se@1qc2zhFPZ+te4CURz&GC6 zH+qNlcHU57rr6;doBFs~-+D^Lz3U~v@?hggJY9F*61e8_MR1(%30Lt2o=)Z4hc4DB zT-td$rQUMg%AX?cK3~XvTuk`9IxF|oO0sX zp=dV_fN$LNfNCuC9h>LzN`+?APzvb*sl>b0d%VRy1x_j9%I00Zv8b2S0(Xez{7wMg zz<7yUt$HOJ1uJb_p_-_2l)mG_QV?|mHqlziKp9Dvi#^C&-{xhs-7ZY&ba#X4@dfW4 zFZr{Q{Pe19jlXET&>9I)&%KHLYgzu5AolzNx59j z)0LK#n+|ZLF25z{C>XlP=lUT<4|=bocq^CR@?`484YYO!G%wRonD18G>&`k`r_8`6 z#T!Q(F2BB?m#tjRx4UmdGMrsL7HN3;NN)#=d~Uku^fNWyK2%O#UO`jZ14)@a9kQqS zr~-bI$%Vc_x)YH#Bko_oQY57|50nFWcfnHIH(Vd|yXzjAxUpP(9mu6=rSyM_d{z8$ z#1jBZU7hyNKRkIqgQS)BeOOg~*~$}RTW{I-n}CY8F&7lRPpO=eyx-UGR!aMfjFN>X1Wt0T6(Hq(FP9s*`Fm>4WZ9&bIav>iV1_mYy+QX-$vwVY)s;oz!F)7$)0l734PK_SM3uQn6 zK2@3bu{h)9t*qc01|>ni5Qgj0M{hX-V5y^3jSsfYg$@I`G-~qZr=8W|3qSzAfvm+g zy*d&H087o1v^qOiqbPtKh7^)EudCbDF|5E2gE`6Tz~j|%M**@_#_Km5-J(fAF0K4} zQF|%bF|<~bQE^03M}gY0)Vt>=b4rUkvwe=Gn>XD{?=R{~Z#{;2T>0@jy%qUO>8Cu7 zX;XJ3bq(rlk8=kDU@6_=J8fl4oJncZ53Kq^-_PLXR{~(E6I^{C^IjFaX_|S81M8ph zdQ~)h{$ZGF%DXPai85N@S)29s_aM>&>;aWId-{z5m})@#t=DyfTb)6wk^`l&IpwPWGVUDSX;LMjm-(dHlL2n<|k2;#gqEf)m@b;OIcz2 zV5wKio71d_V%P_g`6I2HGml!<-%h757tLHBkE&WOh4bmKR%+L4z7*~>Z~T1N!KPL@(9%Em z-BL!4%~a2D98K%Q^6{~gLezhkbv=|f@H%WbJLvw9wvGSCyppyb#|HI;rMkp9)#BLB#Y;S({eoj60a;r-2 zISgRULt%)a69~Lu1SI%50S#g^NPt8eK{)pOU^n7GEn@qG9T}J1Ay)+L3Ie2Iw>@gd z0<+&xx5t&YXRxrNEU?E8aQ6CV7xeQ+m{cy-0j3UWP26Hab*Z{J;`ZA&RNgb zSzp%nMw0WH3g=544?4w4HU6AQsv#?5K(b; zb+NGW47TzvuzF$PsKD$xa`3rW5+oS*e9Fc4V~u^o0ozS#_b8g@F)(+4EtODU8yoDt zo$Bh&Q40wZ!^zfmkC6AsueC=9d(?HgXBI$myFD;T9vKDh#bX|MuE+`lq)a!mfEBRa zJXx4Mso#Qa2Pk;i&` zPq=wV_V^v=_LWZdgRlC@7Wxj!_^2WLRZ;#bSpV|_{>q>LCFTG{cz}X_z_vUhKn@k~ z!Ol-*AmBVGP?Q8>%@^<4t!$}*C7_ChT0)a z$yo-f6~$>tM9C}0Yp=!OK8x4sjaOcSs!YV4*NMMD0I;RvZ-&O-UJJMz8qY@&1qUUb zVosEXC!W+#ltLs*q7o&riQ)r^VxXiG%t^dDNzRr@uAxcpMM=osB(Jq3AG%~;iDZAB z~f|5fNA>k4hj9CCW3eC})OfQ0F*GI>pljl>==+rfIq&qrF2aQ@or(33E zxuY|S(8We6MV9EC`V?#^x{xO|O(!LLBBfk0wVEKMGBmZIH??&w<+Wm3vt?>`eQFmv z^=)rTDP3BxL|Owu`Vczpo#ip!{3qI3>HMg4ReR_7dMD0-bgqH)MTv|Rw96`;&Ag@c zCv?VkeFlgZliZtuJDI_4k^!Df#%sX9bTe!$F!;q8=OCG+>rO$TnRLaO41JkQ>zT~- zSuB!SY`R$-R#{wOSvsk9?spD4JVqw`5#o1DQ+0yITaQYls$(%E~Ip?f$ z z|5|98h#u*)v_B)9&wkHbZTamNe)Io8X7A4k|1fJXv%VLa{?ao)d=^x{!*5O$`Z^<| z?CNn6(VIPoT^eZ71lqUZYGwGN=04K+;~A$aR*qvc%2o%v0?R<00~z*P$L40s2)4tn zeMDS*x$eq)4VTRaN^aqaPg!M0WK0TPW<5n-D~LFxCxdsJ9Gl6|Dz#B515*-`CHEJ? z<&+vcM}mMHs=sY_rcYm<+y_EifotDAc#YuNz{`zNl!K(f;ZTK=;fI-n)hMT1Di6`Hi=!9xEv6 z&140Yq_PXxJ)@y1t3isOhViwvDQ@NAy7Y+;3iO?3wZ`zl&} zbNo*oISYo=%V~6$isF(?H?M5vx3Nq;j!zCVc+%Np52~iLfu2p24^s39bAOc#>b*m# z^GqTslsR!ZIceU}hzZBwV#0AT9*q>7m-FCUiPRhe}l!^_k76IIH=dd1FzZcg<#=&gDd z;Cb1ok%-&EBE79FEZM3(sfJw(Jsm|)pT_6P8(-svwM(4M%{iue@3B>Q&-`)fvdy%c z#=2C^1X_~CC(}(&Q@Me-=dX?sHMTf&E$8XYW&}7oE?RE*?{{T4;D*)|CJ9Nv5Fo9O1ygR6Z8w-1nS< zh#LId2}|^`$&OWdFq6Na;@%^S7Bh0NPr0Bns!+)F$dMaP{uZwS%K6=iONOX|reDGA zGCdB*4$&%gSBuSrB8jtx88{QFrI$>6T=a68C|=c`VIuPJ;|n7_x?1;2CXQgp3d%LK>}nVZh7fdXU4+J?s1Jp70v z%J7fNgpN}O_KF5e=c4;5CN7Sqzn1d3N{}~Ylo1J1jb3}%pO|bsa^_~uyywePz`?Z?A-5no2va|VvXCKiMzkUGAeOVfOy9T%K15

9CmC%5ml8L_lT-MFBF~)vic9 z$Ln*V3ZwbShdv#}DodJaXdRic z-Ch}*W3tGcE}hc^OAS$HP*of)yXPYJ?0t63N=?e``FyO@faqbI8r`e+UOa@2o_g+B z?-zML_IcQ->ciaDY$oo6=cQ9AS!+FVO`r1)D^5Lbu}Ww!TUM?-IcJl#K1lzZ>*cAf zHph&OaLSjflnS=h@!rG}r=K&)zbv~DnXy?JXItHwe{Q9?#WeqB`Ot^wu;n)`w&$(4 z$%hlqZS-xMExg(0ntb_kOHO3_=IryKrRC?cFP?8hv=ITgkMPDQdV&zgWe`Lwh=Xm< z+nDXhf{6*W?SuyrGzIjtiBgm+M28FP=BW`Z-3WFI`(p>~n^5*#V%%)q_OvhuwsQNo z=Nv@D4mX-R&_vq-;HmCW2YWvUxY$7{F~@WAW^!XEWP=?^E;uT$I1cJNs2MORi8PU1l)o{|2C(~YWx&gDlId=T2w(~Zbvq6D#HM5g(Fyq}7=QWhGskTe$fb&y% z#z(;}pW!anNkkU4#&+674l6EkCU(viWVXSs<85}=HC!t}ZpamUS1~u7OxM6*w*+Rl za;#fuFn+*_+ZMtt22j%jZZ8q;31axs1@7CcaQAc?4}X-qIhTjll6_vVb76r;1Kguz zz@x+!mPUh|19`l%KstbsMJQw~7p$@yIjN6q74x*jA`6%WI^{i|%prRXNM5^|!am6N zC*2*^_WEey`ft z5O0}Fa8=ufAcPKD=<`GfJYwoY(nAcer-tsnph>3N3Vy*rOMj^6MGwmRp%(ZcEd{-s z-7QmJ_D?S+&Oyj9&)M*OhgyB==6pr)T~Dl%fI|FIlOP2(AjVb@yv{EN>nkSYf2K!M zp%p}kwc;6na;6pJ5Sk~?g39&%*yljj$w675i|>vFA;gJ1*}=~*Lrg9Q$LjkF z;@|VA13t9%*nNEs2?C#m)UB{lns^^}3x3z}&^0+EoB4`uop#(R0aWva+q1jR#%W_i zLJL|0LjprQwV-+2VfOH_B5}gQAwH$F!N;&+<;nOJ_FCug!>bGlUOj`5J!5IWC+L41 z&W`bGOUC1&_2XlHF>)iKYc=9bn~3;P0Zt0hlgyDPvT?=?Bc(8rr*NP%w8C@Ggy&ar zKCKEbDMYO(M4mbd2=6GuSf=eQx1;09P@EztAhU5pq4@PELU$-JK{Tl)^q^uig(8#6 z>t~AdtU58#H!7m_hoaBOvNIO3wQ|S6?PEBNVh&HRvl7Hyhs0iqiQ%7saP!2{PsALp zj}b)2@=nAa>xG;kh)k*!=zSJyh?9^p<==viG+s|i4P_qH+thN2ofLjBpO-9 zTPr4786`f_Nqmk@1N9(Y3zG{-FVF7udIjL!;rnXg%LpS-KScA@p&@6bxNVMm;*UKDNX?rOZ90v?!&5 zAoZ0_N|k$TZBgn;iIm2*6b~JyLq^ayI?xV9XqN=EhX>k62kn=LnsP%?8>J1qr;V&J z^0Gq4d%=@M>7u=T&Pq_sQN-p4y5}ZMWZM*HD}f3k33A;e(RL{X4!i{uuqX3PDcrLB!vJCEr$xZB$ASy^`X4 zCC%{aoYX5hy;t%juN2?DIXKBImR^;1NtMpqD$R|m%S6?BeAQPO zs_#fu-_@%&D5*AjTYYPz+K{Nmn6KsmL(NmE8gsoGi;@~iy-M4S8U#b_MHB29cfFJW#kyssyJc;vg;A{qe5G~6xOH6_0zKIZNoxf)wZb-A z2}@h>@3(9lx02Yjk(IVl^tVzqwJ~|N9qwK9;WcYDTd$ylVgUB)BC``92ML^CI?wzh5BR8z3v5`{fQcwej4}4)$CH(TRU| z2m7yE|Hl+@l$jA78hg8(Y4?DLWz&a_8$r7}*!>5(jq-oUiQLWhTz)4u(e$;MF!|AZ za5pEy?bo#1Oehra0wR`4J3H7ryPQ`QK1Oa6S&qdmoY-&ue{CjIFsQ6g5BBWtV808W zDLZhOZ7wK6VB?cCnYR?8TJWLQe6yUOO>&d!VUk7g^@k@bdX;)M2Ra_kHZ2bYwcJ_x zn7Ffpoj<#^K35~S(@dCUTU#0hB9;QfEx-mI(ZKOqV3*UV>N%eBz$3CGES|*At^eJK z)+*D#4-rj<=kl|Z0N&c<KtccM+!YCTIR{K9u_d*8kHk!f7RoVd4nl)en#4 zn`1}(feIh+P-@vf8%4Eze)eM*VJA>o)-s&cHN!Zaw}Z#29c*5om0o+$Glr#p?=V-r z?qWSZ%+~_oaU3SB7yFfGy+5~8AZ`5mmiuj%I;}~!R_>4kc$~2xAIdYKJ9wPY*(@N7 zHoLvuN48htvqe4^l|_N6Yyb42rfDe_7#kZ*@>XvPhx0 zs>Ibkk!q#x5rzNep$ra$w(f)enC|?#oc}ZEk6eZT#s;n>t5+q6_D@g-CPwO9FDPOI zQujcAVnWi;YRQHq49pX`QHWiIwiWob`+uP=0w0M#*7_P{UQ9qDF3FG%nR&-(32yE7b9eXl< z-ofWhc!gP_^rnoe`I<%;-Ni&PpvvHcZjYrpl&ofBDE9YV1mK}un*i0Cf%Mpgv&RIolgF5r>8s~kyAI3)j)yGbocZ4#} z6!ahQfZ%nzqXddN0wiTKMl0_1=e!FP!WPc<_Jx-TuhjSvyRu7 z(O6Hb3vXaWO^M)2X~-RIX2DFER-Zk!yiog!U{fUbyyOW`12qk%yiHt-xWDp<%SI;n zj8*^Jau!G8#lqFl`wZaHtED2HrzxhMn&M#7j)4^qw|?$#IEe&79Z$~*XWqu~V#tIN z%`G&E9caiIsu~YptT#}lKRQx=L=RFKzT1C~3wp5IfB#{h>q{E}V9Wg_*`{6V;s0cx zYoBcMr;q2CBA*`4n2}Hg*%wN#)j`CeqCcq2K>?klN~TCR7ippxvOSe~8ZH$>{#9ju z?Y|4d*uUWTFR^-DC5ok~0rt6Q5Shq7u;oI6UWxa1j+Kx*|J{vAmbWoxa+K?)LDX3Z>@@mbEv4l@D0sz;XJKSFK3qpv=Me5&-&dq z!tUd#)Eu!_cCl`?PDle8OpMRR^${t=@HtiblrvEapA&A~nG#F~&BL zS$~T}n*eud)-Kj(0E%N#PGT$TK)s=lqpMvGa~5)9PaP!GqN!xw5;T-k9wHB00on+e z?plq%!ts+{fE*+P`#3RtASPPP5IZL0tAV*iF4|M0<^{A7lt*}USL^>B9Dly}*X_?g z^`?*VG47N0|A5&CaJBov%HQ7f@A^NL!N7mQn=Vktp#Y5!{|Q_Fwu`LFGgk1WJINz~ zdQZnkcG&tKgKq^Iehe{4Nd5>E2gg5#nN)L+hMRR7jz(B~OdgH2UK$^bLg4X?p&Y4< z#-d$0&|@*k;}bg_MxOCF|4T;W@xgb{;|bwUC&m*|&O8%Iae+n?$w>+533TfJ-@NHv z$(?%z=j*CxBG{V$c>Q&6z?;s4A$F)a-@NH7`Mpm^OIhE2rREfvSd)IM|Ie&=-99C- z`k~{D%1-@1y>Od7@Zrv^=TG(jJA>&pBurDg9Y)|$S)VyG;dObmDP52(&lrwam(hi5d@IjAAaQFopax%<_KnQ?0VDv7JJ@w z?Hu4u|KhK~1aGSth4=l4PcSaT_g`e|$6dqot36}Em+59^af3MyR>h<9_x1mSJOmbB zyy<<({SWH@uNCkM*vQFz@^L?80`>nmjz6pa|G?INa|>~0O`YJtO8hR7_OI&y2bJoY z@cqeQ{r+$XiOSx+3LiR6OB8|PvhtG&jY#riNv95>)iuyf zKdgH0u=W4A>bX<@ca?<;9Y$Tk&k0Docb1)#U#N?yJpf{UHs$Ja{kOk{f1Ry=+~X?^ zhxYHJ_H})|?-lmXn|FT@+53mw@A0u;m+$m{OYPr{gzp*&G`eU4=hA9|1a&9VP(cNUG=;fn(4@=p! z5rR*f1az?_>(%s_5>D7$hH2TmuyXK$TLZHdZy1$lFo*bfIua8QgoF=+t)*zO?#D{p)hlnMt0~TCIYf`i1}o2&fa=(S zk&C7{uBn;Xm+tB>w!fhjLcBSqOMI-W-G=ya*5!x%M|*0X5g+fAN^Cs-7y1vv z$>m2lcL&T`rDhrXv5KVpW^Ee;k$T;VN1GPA-}9vFy{EdzU-;N^*?RQ@v@&ev<12CF ztnGHxcIUIN827IS-JJgqNo}HipL$G<2Ee%Q4AQ9bFsOj8%2(3;=u>wDA0cz;<~TyW zk8!7>&HMp1cT1NjyS9qq{v(BJQ!%?zTLjIDyrUd@w>7Ey_?JPN-GlDlqglA{>g3uB z8JpeWzdSx}mXB-Pn#4IuP2Jj%rR7j} zf8iJN)`c4wq*0Fkd61^AVXkzq`0u^aaDC^|+^FU8+mYJYE>*uq%{}wK?Yj^@rkp6z z^#vj;Dla>jPHL{-kEV_-9r6rEz`uEO5W=@wUabWNBLI*Yb5TDmzMGyx0(T}w=l=$f$NqWCcd zPw3|NylGQf?>x7xbh@vV98u7BRm(wOpbg(75552Gh`>-6xh|;Ju;-EBNGCpDUYp?5 zLP3o+o2(g@6y=yx7YfsOq=^4~MzJ~ho|tn>z-dQtjyU=)8`Ge@-N)0B|M%wk>&|uF z&#MWX6>ifX4jBLrB51|c0SEMX$Z(tCW5j##-H>5I!@nO-)K7Lqsy_tty(oUk#Qy`& zwx}3`+-%iH7s&IQChJjWauL9gG3E6qLx!&p>BmM{$l~!boO-?C0u70Zn*ja^!lp(6 zAkRNx%ff=j)Fcm(>YdVASU2M3JuJ+gz2Cd{LdNEzy0aO5l6WHLse;C%*4Q7dcgg+D zM|r-C-sz(}|13)?&>B17Z~aX)PqK|$T_E-+qu#>*BF zwo5|Z#C~R|bz*vq*}pYpbYA{u$oLbzZf~0ApTEot!pP(1z%zk;d6w~+#)qvjZ{GrM zWR^wS;miDnj&fY~)$RG)XkTCE(JR1^ah;IZ`fm&w^=QD50m@SQGGquAX16UGCF^R9 z_VpDNIY>RW;&Pj`1Qpg`WIZ-j9GT)3Drv*#b@cVoW>b4nglc}oYaV?-1sQc?zMjx1(96y*{@#9VuayR2S?o@{JR`p~Tr}%eGIByS=+~1LvS%`Dp^t1Zc_% ziRmcigk`Ub64gM0F7dgLb5CLkQPogYE*l87P7>H{19YJr&!6Y{l&raQfgo&?jJw2g zpaz!h9BkL9y9@#FM!EMn!4BoqOu*TrioaQKJa9uRRMM;g(1lXVf8#RWX}LvU9$GDa z|BO{htG;AjL{s_wvw1sh#{T9Jlj09Vib~q8EAwJJjPCJam2_BAJPJ_c(?4r`zED*F7>ju0dc-)FO%^(^n1!+ z&GY)b){CI5%ZPd6^&yNZ-V2DEL<@KJcC%Rc3UNX*4ewRO4YUiQ<%d9&i^cM;i zJd0ku`*?V`_ZC`Sc-y>T!0^cEEz8o#gGagvWupV`LM5su#@2>n{Tr{hN?RU1HmTJe znl!FXn^HD0RvaFNoGh*(t~4PQh#Dn&T3ko1V(M`NxGRh;t{3t*^*1b^Vn7u)o>egm zcp*N`cCw`DhQC>8diguPrzNddRLo!Wi@z6oT2f7_vK%wKKS4Xb(_qDG5&JRf-9;?X z)+{ea(%jnR@%TxAa?FIScJ7WrFbO=-`f_uF<>_&>>w6`vPMwjFHvw2lyx zSiJxA%q{dKmm5{3eP?s`pzFrq$`{CG#|FFcEl1}v(y?BTW%wj<$95H)(}l{mTEuIRX)^3;C%8li39(@z_zj}PA8Ic?jo_-Q@7 z;b7s3>fUH}^zUR0${%v5KP6)r85sdnA}|>OIn;MekDm>Mf0jc{ z`~pz^%Ax+vITYz1a;RCC5K5EOqvg$gPYhpRc_V!to)nCi@!we9WJE)JI~Q`-Byf4G zyHz4@q0qpuh^jGqHPdzSM*aDmipHPI!}10d%6LjfNRLT{r~SByzcw63+zj1j3F$f=T!?U|^;?vDGJ-+P*oBTOAw8#9`&*2Ql)$ zrW5?D<;~Z_g5)nc!EbY@AH>N2XhghxLNe~<4HM8Mp~K2YJ|HvtT=}TM2D9>j6)s0~ zhklkBJpd{nUvsFxmKpt6`S@Fh1^@K&rjX+I4<*aj4<(>90O8`|eoJcpJxc*TlmJBv z_*McEz@(>aKtuA!Xyv#q`CZ@PyLArGefTb5`SE-DFaHZB3KsnTMaS}Ikqjyp=7K|~ zke||(Aoq+@r#U~hCs{2)AsWzV^rma%8H_d;r1xj*)_T(^7G@0Q>G!1Rv=n9z7nw{o zM=KU(jh0z|oEvQ^${w$RqvO&m6(c5VJxRH4wHD`0H3Tv%#weBKzH13PYdF?glJ}t_ zPTGfFxio*aC*?}|t+vvF`F_ORmKf!-!o}fY^ZBv1vZCd2qzmpzmGa`%sm5nqx7*80 zK7Qy-P>fZnDBYMJ$TJ*ouPEDEo~ZRXsajdS^Kqsp{dPxX#opG+R7RU&qN^|c&u>~M1d6N`PX)5G&N2tX=m#OsR8?kKJa6<- zoeEN;X?o{+)RqXf>2xBx|I&sP`{AXo_mPH$*ced;eY5wYtcOG%#2BrWBu86}VW-5Z zLTF}U9SAtx;$20nQ)1lKZ1i7wvvQ^+J`?49n4m0f!0|H1xpekrf};XQQWXDWYE-hj zsLu0yuSd-X3Z+%ZJy7nDBVfVDs2~8$bOBfXq44}8Oe?4q|nmO>y#|Z z$m`+sF)Hjbo@X!Uc1-6fd~2y_oIJrVhB7V~xz%D^vgGcwRJxWHk(IrE3(GJ_i8uUJ zm6jm&N~MCD*E=MZT`Efzil3Gbi6c$>>N(Ufm9JW!%E+{eKz3xcPD!78r5@XSB(aI? zS-EL#Zs9+WB?yEY(r2!>QoF`iyQ$(5pToXVduF3o?XEp$pZWtHtp2NZbXWtrT0EA6 zj{|uM2X%_*Hv1oBM_Y~<=N)X0UQ-Mf(5K;U3+anG$8%|1o$!KiuRGhV?YEw19k(ad z#IvlYLKK&_r$c3fcHW0sIf_gL+1)CciF%qPGMf^4Yj-v+S<-f1J%hJwKHP%e|UjX**-0zosBRRleEBrIJZyxxVp>>KwE+p3^;}u7@@!=-x`_| zf$s!86?-+#7#d&?WH@0jQ=Ooz=E5+7KF!ML%ow5uWn;O3GZ|Pz5n)2WD>I4vj!2rk zosZyL1|zEll~nxniaU2XBjM zG&-Pra*a|n{6tiFQ;d{05CZK zLSBX7aS>( ztt_<0&szj0&LqrwaZ>0}9ewLxxD0CG(;H!AHLS7yxkn~iZ_=D2|@-g>S&PEwh zCyUx?=HJpYvx>>>4414yW2bs~!1@1cY4E@6b83rHH7de(@u$8&}3 z#HoXas^gSb<;lnirGArE_Zad>w2em8V~q}CzJG+In& z_T^^j01x5qJlv{9GpnaL2TQbbrGy;@p*b21sBAL9vYTbWf_ay9fgKRTcz5?!#n=-m zhe;o|eQzNG?Tt&;J|^1F2qse?#x-!Ex3|$zMO^qXa^T>&F{~ojlC%RUQy-r@b7sP& zZO@lH;(fG;PgB-W3+7meWxSm$4XfuJGcn=O_TO}5tho|qc z!+MSGvu{CKlqtaAeA;K6WrMhum9h*)wC@+Y2ceh);K&3%eRi^4Y!6GRm*nF2Iee+k zi@#QmiAFr=yM6~OKalOW;WN&mKhzU_>v0NdO3Yv@roZx%r+@?4-d|qJwH(5*9BVE% zzf%cGvwH8D?g77k_1Q!~$^8I~#=zT3&*J+?FIXZjljxJ!!`Y#?EDf?(j9A(2u=|%@ zX%)e*c?t}33|^OVv65)E%W@qNk2f#yBQoYON7mC~Z{1}#8S1bXqfYB{PVd53z-Dpj zZPEpaPCFQJWRyWg-xcMjnlB3q>|$%6)q_M}$Sw5PuC*JzF>v5#r%U67Y0{kpF=~ z_lq;SQEOCvS1#?eg&J6-Y8}i~WrzZ9OVmb|-NC%>W0$@!#Amj>fu8ow!m@)!lYqIQ zDV43#;e#dXj_N~gjgJn2j`2?2gcFl=TE1s(5Z?(D?>%~5;o_Yx6M5;T@TA$X4 zG)3PFb?mg;efn6`B|amoy4xN3X+4-&V(v!AZeQ7_jYpRy79ObX4GqUc0RNjVS#|7< z?N!cH5mv5v0GW&(%hqev%C#3A`|oiFb~*zp*OOHp9x_zz4iKV)U6HG|w9oHx1W9Z^ z7o3cDe7Zjq3q^kPoL}F%l)e;jUP`b{zKP9qMD)dZ!@6u#+e8&AKi+H~3l3wv(N##f zBMZloqem}>6KunY*iVT6_7r7y!HL+~X(Gpw!_A3yz-dO;iJr=tKhX&-|0=@(HXFM$ zXR$N)fHUv5GanTIp>h$>a1j(H;;?oR)wdHVc9Gn6fl;|KtY4GTa7FKS>4G`4{N}1e zB_$_^uQ1^HlGsgsMqX9JO(V=rQ;y{7jLi*w0-Z1-W^#8e4R_8}H!~Uc`^D}?1MbH9 zFoSJ(Ghq)44UaTp56dtQ+hPy#7b>Mnuv84HZ^BBK@JC1!A?YjT10UPK#hSwEh81qMpmQ}Aw{BI zr&5V0+t=Gfwcey^8I0;|!tO{_>hiJLL= zCNVQ5cpx|5`JI>*>ezF_a`k}`T6{5U8fe07v5Txg+5>CiQVLS^bwlnF=pi&xrx zHQ#ee;$5`lvsY>~Cna!RNtHTj&z-obU<=;G@s@cd&;x(0n{>e`X>%n(2JvdnEU`BZ z?e-j*&DrFreozH6=^`x2q?zFEQ1Yg3BHWhVJ`FPb9^^uU+c}-2K5>0G$=7X&$e9Mi zk`sf-#P`_{agYI~rzXY=1-s~G?8s80N(+qVbC3Y<)DkjM%C(oiyRj@c9 zD2EZLnK5mWCQX!SF_UROnbEG0d097;dpqrRe3o=vvJ~+5Y0fpAR12aQrOnPuoHVQ6 z*&=BQ58~4IY$1C)8G|2GtaDgh(a&9E$kOOkLgRY6lSbumC7aPYn?zAW7M3&8j9>FA zN1-#DNQ=rOA2F1ImTpU~nwtrN=H7;9+IFR%h$Kj$aUdtkQH{&B%n=HHhENB)3J+6} za=DJK=Xp)$aL&AvQOrJ@4ks(ihh2by1afc`A$W>l9CD|sH0n!b&hkDGtrK}Qaap&u zDA)`kC>=w4^N2)W%|fjpfd}0(u4fB%?eMP+V>MV5Nt+bv!i%JkMWz!)j<{Ix$RcyT zVh62aSG!{Gy&^9~u+tu<`+TuyS#iKTW>9+3ZIcp5WTDOFB29#{G^n&ex*%SwRB9sg zrC~u*i+E~esaj`g`n)*8uJj6DS(;dBl3iJ;PiYBPX~u9_$zCZ^v8-6JyzE4|s%{w@ zXIX7}S&dM02WeT&(CFGS4ay!QjhCzW`y(U_8|-$!1?un1{xpU45yuhIOIl zBB+*|yY>-hjWBI3@q&_wcCDyyjYLLG9ci6Jd5wTkolJS{t;jk_yt?z;bu6uQ%p(v1 z@p>h-dch1~WxV>U-1Rrhg|)Qnr1$IeXzTCo*OpJp(Hh~0d*^&AdtDC7tCbF%!);Kw zE78j=VWTAR2;Sh3(eSjj!Dynv1+USKyU`HV=w;OC99L~A&iG`(D`>y5?@W`uep5(P zlLljvXMCfRVj%Zh%=ucSh+4IDTg$au>+D zZKow#Cs?Nw)1ea@-8th`uaMD6aL`Fa*F_@HMW)k5;m}1D-9=N;MLXI>f6&E1*X?7W zG%KKN>y5_tD36_|o4buTX1F^I(ak5(BcRhG*k-vG(z96FBNf*p(bgl0^G1^H&3T-61o z=(`);r&rN;KeO*qTc19DzcF3^W1W5rhkol5hD35M9|50y1^l)j#aJipO*zhotZp1xE<(wgef@`EPdL*Pew|R7g z#B`+H4~Ou?XgHtBuFPmQ-{?TaD7LBQO!H`@nrSEg*t7%Dl+IWTL;6f6c5~@irb&i0 zXndJwd|hIEQzCQ2Z+weqe0On76FEM#I1ZMafGnM0p+v)qnUI1{;ATyrSdbHh{tzq` z2m!$)#jS~}e3KgoDS6&m^p22m2?(SAzXW?IR3TG@YEh5ntIjPevKSC>0#3T$GtPfG;2a%#^PkH&F;U200q6f`0VmB-z!~}<4mh6x zt0N%by#F5yI4}Rd9&l1=1sw&PPd*2nLXZA_z-f2dFQhLL?bbz1X(HYylb$EDgnPZt zRu)fQhVj}=Jv$GagQ;I#+I}Bl<-hY@&DwYe2sjCBW|ERsN@s%7Z|%-yB@pZ_WcNFw zc1bfnES0{`9j@G44o6=WTPzZb7hA1)P;{Zfn)bZq!b9n0_m9^V$1yj$dTv#04icio zw|cY!JSH3u&%v020zU1ArT`N4EO=)KJkrxnL{w*oG$UY&?VVKzediC5qrL=0d` zVJJHPij%DxAW=`j!U81fPXZY*g^Dpx-bAp|OvgbtKrlH^T__uw6pkW7N;qT1jXeq- z?;4e~NNb?mIp13R$HFyT3w$2Dt&D`@E7CMWK*0IxHZ(R@M#c9y;8gr+!1+2`iei64 zkuOweKk$sOKKBdi5Bg_V1W=}Tq%SkmW!H$GLKp<($id+XP$1yUJ;}pD_6Md;lBa+$KiQz^QLM)kCEkQGDRg;juD_&eOR;86JKQKf03W1W1$RQwh~lVN z$iebgL?NLOK)@*r=b(ZxbVrcLC81TP3hHx0Vg#j=1uLLxR-%wtOmZh~I!>nG2&}}? z>Qq@e*ULRb-6?_?$!gbRuA}&RWdh-}S_NqjREDnQaJ~x))ld%T%IK zTb3<$BsnU}R8_rqbyFs==+pull`a}CLmb2vBipW|2QG_;1d(ndA(-5{j5AhMBGQl0 zz~Z{-Ai%+v1ieB$LI%d0KnGj$!Lh{Q8#ts0P2tm0b!DMoGEgmPN;U?SHke=}HzBlp1TZG1CFJ8GwUff_Uvu!bP=Ga!noqQdPBKDW%gX(=)! zh@IZVdwE`OlOOXnQCcn|bWax#cN=ud69IUKr=$qtK=&$h(A@1?nC?oqng^|(3vQUFv0R`Y`j%wYFG@xpMP7_C$nB_cd7N9Y(rl!4G%3WYNwE zplr)AT7qqxQ&b87rQO{1vfW;Uf5D;BPIGv-ueiMcP}jllo#|)>sVC&L3!DBSd4GAvZ!*aZP{@zl56Kv(ce(owXgcy?N2dmor_RJUcLnpp9XXk%})#A z&jF=f0#bl|8296-eZhO-lV>dNP%ohx%R5B2{F+_p!(&OSXJpuvpL@huL~4jOI$p5t zNv@<%1yK7M9lMWg{ZSNIh6nTQ*jxh*$4WaHA~8tO+!KX-Iw0UI8~N~Uz-gsfUa<_n zu{Dl<9B?XXaR99S*lK3!#TK~u6kC;KgKW&2Rzvx5z5&_xGk%QBza8jvGR`2S7)1e@Yd#JNy*y zV}tPSiDyr}*HNFWi=LiZd1@g8-+BNC4Uj^^;CR-i;1rX(4LH8A6DpX+i7E$9rh!F8 zg-;RYL|StN>z&ih3+7Dh&=XVyY#Powolcx7>O33H`_;}oVWdhzE+&D_`fM(taF_G% zutfC_15PPnSMgPsm@Nw#Yg>7Js_R9rD%-9LcU@H(-PG7gu4=d`Azdz*yJ-x#)gs+) zQMv0`Tk8tDcO<&q4|6vtKG9gPCn92hmeDxf=ho!ZLb+N5}n1}s!7@}ewFUA-d@UtcIchvPavNoKW z;h&N7Z|?Np>QfHhu!7CG8_vYouNg4p?ps__Q5x(B5ZR6mtrsnLCa4`2e9|U3lrNb5CP6!8FxO2i z+k2k_&cRD^HG#hTsqSQPs)7#*ggGF=?zp1VRJ=AuvJZVPcoB)sxAks*|;5kp2^ZePuuO97P9^T7#%$-n zAYd>V4aXjSNK|cs(Mydn8SeNl70B;GvmQdobRRHSM(eFaH&NsI1D_wu*m|{7$yb!L zWBEJ zlW_zJ@oKv9cZ=e0$G>#+f~?Ith|fiRU~bl!V;?nQz}PJ+XOL|3Q8uDbXIU19N3$R!+eO>at5 zNFsI^n*Kv_Rgxrnp(I^+yzOM{Ed>H;PE&k0j2(GOyR#xHoTnU$l6|TZ9c0y@8_Ty*re(K9oJzoc%r`6D5k6;zTS(AZBn7tKNu@yO8ZUiDc58 zsk@Y3)Tb{7M(Z;019==b} zEN{8}@90JpBajLhkRMPX3hw|0a8J~KKT}ek% z6${r+~Y?`2uCNB1f@k>l4KQXx}7K*mAh=`f$;mvSP2{;@d67<}F15>4mwBJT#H{RYXyC zQ@jzwxYx|`rJ$Ly!)IS>X0(=`OVz?mj?6&XW@P)6=FFFla=WF{7*w@bRyn&@wRZw} zfQ#HVtlEi0j@n^-(n6x!BT?WCBxD2=-v|rWmzK(o*C?=hxf_!1t8}Gk1p=~e|Z?MpAu(WTmj%u(iZ?GR}xC2Xcq-|U@iFOr-xN$=~#N*w|8$DYa zy+;}Y_Zyw}AzpZm&+MDRqME|c&@5j!Nli303^u*oZ%UwTer4aB6xAG8-W(AHiB^IT zcSiY-GYMzxgNN0lwKRQR?a#anB%TdRy(tL)T3Z%c+k9I) z#oM~I+d7Qey6oGAqS{83+J+a}Mt$2R#M|F$w~rgOPujNwq2_{8`}{)tqHp_(c*mM{ z$Ffn!s(r_9RL8zj$KFE6fo}&0;Opyjc4R>MvGs5yAht?$T^F827lCq%0wR{| zQP)dEb7E^(%0gG#NLOe^7mH3et3x;YBJG7Qw~9nxJVj*|`ce+9TVbE8k&YH_1q z*Mnzs;NCIeo(GD?f=J&SHfiA58p*Cy+!~b_1_<}|%%re!I2P~rge&D2iV*icK)6>F zCD@q`IVz$nve^KDdjKMIaUOpcHS=no+jf>g#8GrEW4zQB0Qd6lEo7Dhg!|${aPJ@3 zgZ9ahC$q&Jnoa|X#!jDp`}H?>MI;OgZ)8i5^*=s+XLD@4#{uZYRdH>ok%Zxy9wtq~ru-`RtnN4JXqsEGcAp%zdS5i|ZKp1|a& z;U$o^>SywWaQ{<^(1;S4q^a?eDA0@hCyVH~uiy$4aDsxUL^89~mRkUOFp3Y*vSS~z z2g4d!$WA|d=&H&4EWFbuXJ-Mx=fw-2X)pU1e=8hS@rabcF-#c&R$} zlPehZQN+z@GcOJzks^f(SA#;pOHuB2Itb>!RQ61fT+V|NTZ~lK>4x%W5HZqpfR^cY;vjoHXl z$xJ?C4;}&$j&2qIClsL+9hR4)Tec9*`eEp<;)xiLV|A5^XIPm|j zfBr3R4=9#HP@TVYFu!y#{|@BdS9;J6**7{E^j|ud)dmI+?zKji7e;GM?8zBx&D=%* zphUjjCC8Sz-mN6GxZa~C%k!0TF9*`J@;lYf4qx0j{#a^%kKB_e0FZkQUy*ylkN$|< z^U^y+?zMkL?(LwMj*)wLqu*2Rqur`_%dB!bjDe5ki5qrH<$J|q_Y<~w_X(;9QMXrL zKXb8PYZXGxuC?2tOTc<$Z<}nW>Y<7@`)=1dY)wQ`+kcPTTWJw?1avTutC~NK13H*} zyYV9(Ov~EOk$au!i#mpG7iI2;-+x4A|U7u!yb-8p{&E>_-?k8VB zFYR#O%)^2@uoE)TsJaQR=f_dhr@-7`m;E)bzMQ*>gvfBB1&bnI!T3@YWJO({hlV6d znas-Hp@D=q3nU6u%n}+YT!{i|t7rWls@RqG#Dja2FDP>=6g0j08}y)!41MK8Q174V zVE*pamX7C_w7|gm4kBPMZ1&+N8MpWl~))KynGXhCr_?dfi<3Q6nkA;ZOIiE?bB?EP@?e=VA#8I|fxjH)EA8g%AjL*skzLe)-__DLDmKz7?BsdKheE`y3e zK739XXnSJR;5(Wo$XX4&l@+uadN?v0i>rJPOsk~}oHtX&8JD9|F;s)c&6IL5Rtz$z z8*!;tR-5JpCl^6{xVU-M2f6cR_h=KuKY}IBpMf>8`GCx7sZsXSt(X&0>*VUEO#~V- z<%aWn0)H#}*h#$1z0s^?E)m|!^n%;GO+AIKpaD~N!Kmv#E~_y$1kMF6;^~*58)ha` zD;)PWjYN=F^$l-Lx}JT#O|pa8o;U4xR>%a$;YJKCm<7b^JP{!+D}-w4aj(>_(F!mw zeT=Sc>|E@U?Wm26Ysu1{=j1ltvoK#?+FM3qo!(!mqkO!-+Q^m-5NU-D-;%PY57z%T zIQD<~mi%l>TfRAOOo6*a(n{RHShZ0vO^5CZ^p4lJ? zC>TkUbmRaeFq~n3B7qqq3BHGj{se`pHk?1?aQO%jZDmF95jiP~NN z3fKD?_vWJk=z39eZU~{^BjUyIF+9&oc2S3#g~Dg7`bsm|jGTunQEG zs9E!xB{S%}SGOwN?`z94&oM-s;e1gBoKQU}v(s60FT$Qu=5=J?18;gGD=6Tn$tD!X zH&x;*mkYAVR!-bLxa3r|AD#UaeIEkayMf$MHhH=wHi1rAT#a*S#hH!!HcCbpLP>GK zod~!Qe~p*w!X#PVHa3@vsgJzUU9!l5dVcpa{)XarPwW-f z*5T&{dMHgZo!DuVQ^^f}(K^j4w$t=KZP=HTv`p75e0r=#`lu&?A z?xb(Uvtjfxht2*&pWK6=`{W4o{^*nQ{wIBMwEv<{P7m% zGeO*6&`p3h_pkl!uQ&I9?#&JP`sT*`Uw6mJKz!AZSsynzYd~M$+^vE>*g2fgc>rk7 z#KMEZuHa`t%kMSVn#aZvXQ(L})$8XfV$s)HvYZAia-~B$TF%95HDWqw-GzI`Wt$2& zmZ5W-ihvz%MX{y~d}HfzHk8f&bYZ37f{6vnJC3K6R7e(H%`6v{V?JWmveM8!DJE69 z7rdZdPokZX`%Q)i^ekf49HQ{G$ct(blN-hfH99yY=Nm`E`H$9|VbwLIYhk-aN=Y*c`FC ztq2m1+KQ@%Zwb^TF(!AVLCgbp}s4!{Q)TBlC8DaM9bxbs8?pzRm zE9uEj%*xqirV?@z^VznHy-bd`hASC40JP`*9wZhuMA38j<~Fr6v_G`K$a-q$_*=Io z&?itfFl?9x!0}#v2NFBl-zvSKW0r4H09dnOt*?%_CJ|EsF+lBKRvuV)0+ICh?zk4s z9}VRmCC}waK88`9VdX!Crl81f{`>w`^JB!ow}$d>_O}mW$l}^9OFu^cGw!&fH}`HC z#`Z^$1%mxzL0p&Lkvr}k2KW+Rci{1xJ54lAolPSo5fHB`eFll0l>@0*DPTpf{f#&G zvze6ZvY;z3%r?@QW(-IRX|5wKIc1Q*xX3!w`q&V?8HVQ!wJJ3GN|T=8JT5TQUKH)m zX(rFwd5DBUxWF|ENQ4?+h8~ufTRlZ+j=IUh9mW$FO$vfJAr%Xx+=@3_B{%b)`5E08 zD;w-`?#qi;=FvNtf)nRohh#s88O0L~50zTt6uK=wN(|H*ToS~oSmb&1lxu_yvQ<>u zn`!3IqV<-kzqnn;*eqOebWm@j)L@`3%d)6tbjfzBYyv;qx;FWdeDaIZ47Rk_`k?YPx4{%Los3PgZ_V<}C5Pi!NhDhOxF)(K3p?P?-_ge#lU zB#zd04OKhB{TtS-2;~2lckxTJEJ z@l2fan?L(%fO?kJ1um&vTDYQfQLWh?ZNdAb^epL_U}Uv;y3#2skd*3$ZgMV9FN6Ys~zK zWhlx~iMABD?9VEqAj>c_=4VSsq6;&tfzb)6R$v%}Gp$Z_XK`<=X4mSifH0|yl)yb| zXDdt_E}~;SMr)t}(s|_LyZapu!@XCHyyy_~XKFY}je6Bu-FIVc(NZuq3tr-^lPe@rugPkiC+E`e6{ zLoqJlyb7)ktu;O*ufyX?dLF4Ew+@Gc$J0sNlFj3Pl)Qbu>U(_nc|Y7Ze_zj1iUa?| ztNvLH`&W_rcfOjxU(X7Xd9(K=Qa6R82`A7LguOlo_-a;6sDaOWgXp)MP*WN+z*o~x z)_CDdq+aq;>JVG@$9fid&ui8vX3yddKkqjFs=$P!2-y1AJy4*ISBt)bR_`|9C**2R%03{!CmA~h+ zujU(0X#Rxg$EFU)UDBYv<48R)D(^@Q`+=&{4N$}WBvKa@VgI8VR^3h@Kaub2=Uw>k zs9~=#cc*IhGF_`kW6s@$W*PjQNc~zbWbI#&yw#^eq!ituO2OcOM<6;i#UWlqVFAJ~ z(6c}ZtT;NSxmAk#;q!jW zw0yIi*_wx}lMB3gsk&lG=dtaF;V};6i^}Et$M&%%G}48f)~KOOLOAoZ0#td%8dNl&2N#|$iO)bCHD)KqC4?Svei-^` z_ZpuEt#3Ix2kOs-*7)6tnqptDZs1=!6BxTPMUO?@0HEak-Hh%rofT=4y`CF#S9|PV zRm1*Sr2ZKtPyMGT`A-JWFJS}mUrr;(d;K5#;=r)+ZSejV0mHYy0>n1I!iHaA!@oCd zDCzlmS^RJs0smLZ;`1zMuUQX8^`-C(JahrB#r$nDq%#UcEKF3LM=YZVl*K z|GzAi|Di1Y)3700pwRKCEItg~HbEoH+J5_O*w8NZHuOOy3&0pSHqMr!ETX}B(uhg&Wx@ZC%HoHjdVXNRuWzAC z0E7)r899C)d`zrk&_7NitA83c1asq9|4uDe3t|2OQ9YVQ{wi$9)CBS75y`jAl03tV zt37Q+?REzU8yc0~vl8%u?{j|qA#CtUftY-Zytl&okE!MOBCU@8$S~EFWGFz6*&Ox|)0j-$406X;18Ceu@;voZ5>tbrc|su_BjotE=Fq&n@KFNCN9H~+@{kF;?Av1o!U~!(^J}O4Wj+xA3JD1;t600ekecN zB0bEV-y%;~vEFnlnfqwv{iGS~cH8AXMUzM1Di-U}njXD8*e2eCmcYV35^@L3awFgp zOPXEik<_42xv$IE>EgvaJV#Oq=?VKX*!Bnu^*$dC6SI@h+e!?)BHVyjwc>ZQR~fe7 z1q!j6Oi!SQRn_yqju@!xiOyAja|1sm{5Z{E#ZWqmm_Ohl*tb@Jz zTr7y-oVZeZ&1!wWrR~Q(oz8%@PON(SjaXvT22MX|m&9hyLty32uBQ4)JnHG{!A{EL zo*6oaXLjxGLOLs~Wo2Ba${DJC_tPhw_>)8sD6&!9-yE`DJ;kR6B>5)PC(lNl|Fi|O zg||c3NH1Y>3De=20UuZU225$W8WQijuB^Z%R;p7CdFhH4z`w6bQ@`_lYxuM0=6WneV)!Msj#6|mwe1k>DYTES>wBSQE z?cv9jl?fb(ZlGBo(cPNl;|yG44dF)COeP66$hVtCe50l%z4+EXS^Oq>ht1H(nC;eN z$t|y1TlbpSeY_N)J*Q^leEih!1*wtKuM18X%t*2A)_JHO0emiP=p7~bqI3r-a$RKI zK}ShG#|f6SV;|{*2j< z_zNtJoCEHlzC>4^3>%}Q0oVN8oWS~qJ5L1$8#RAy&nXUdM{MSc%X5F%o+G(d_$N>O zw=`SDjmlYOFMjgW=VI(N+bTP^%4^NYcuO?I>hC4_chFM-H7$_j^R4?Q>Z(qsRWFL1 zc757Bfo=Gvs|+jI9mD5N!Use$N#R;Gj+V2x|f4SmY=8?l8=i|(PC zHlv;JSvYc&utekRuHxtr=Od#_i zzzXkH-?m6Pjc-6;v5Wmu@LZ~Fo53}Y(l^PLQfb+~1{yCk&*$ALNVifpyg6Lj8}n%+ z%Vl&MR#WlFRMBZ< zRM3j7({JfYbQ|31Knu%uB|Wi2>zf0|vj zr1?hsS||YU;R`5feW3C&VtD_(a7RhIRr|-7z5Nd`!qQF;mGzfmdT4lj)nF>Qv3H39 zakG~?ihB}NHqrn@xkiVmx%8J|jOvG^h9R5<_lnJ-IYc9C z88t?;;QY}r_ULS@is2%vAO{NPaRU=|1{Mx~J&RYcyHJW}+mhvsRnD~x3}c4N72EIA zmn-)-=TGx5=@G3UQ4~fi)le*cBox=DlMj=SjeE6@?1naGHIuH<>T6o7g@50r-=Ceu z|1|0NCu$Xb5WK^)_!po1heI^kOS{Ks@%cwd$I)4QHpUWu)fIC4<)c#u7A*L8rwkJO z&9}1;A_gBXA8bt=)+$&nvwe1^le2-O<5(A?`gUcl|2Ff1{M*OJdl%u|z1X9q;}Zj* zivjj7+aeHvrby%)2e~$l#MU(7ngK5TC_}384{H^^YFNN9CgQguK+YYH(_~UZZprS( zyDy7-7f|?);kgUGX~1L7t)&HLdE5i*9hl72+Cg(X<$NiKflEJD(LXADjfP2%Y85%Q zTEHnown-i8j3kTRDpvw^SC7QGtgaKrK&|32@g@3R)1z9&R^#z0!#A~x)|<4X-<&c4 zwF+aTnLtUeK+c;ydNkBnRkX8kLgxUwj$Hj?dzMs8#ej zo;n`JT7wYXH$8Q7fLeu8v*;8y)T;YqOdpb5a-L6>c*Z=|SdJXq7o$^b9~j1XUZXdb z_~@~&-2fN3Nt1qm%3#5x?zx33zlksPuqS2EflYq=tlAcmu;2 zP^)-Et?Z(JA&>t&MNT35C*;*fR~jkq`UCko$hFa5Z9{J4@|G29@2a}LL< zf{ScT^hWvSwQSXibe&`d4LsWC*lrRFBqWLhRhv(;{pq-$vH+(H-pE`kBsUpf%V4ug zeBO(V3^G{c&8|yM`L9MZ9$wjlyotD85byWsp={Yue_>%^uG^xKRr*bok}jl*{DR3D zK5cfqtzu*}*vu_bn}hpBahqR_d92~cjQSRKaF3tylkgUu8PWdIp?Y5HvNE0Jh@#@h z|L$7FHwxd{P*6-T1KQfV)Kp7OXXhp`v9XrD8gpV4uE1B2h27T;wr-yQUS zyVCgUpMTMDeq}O(GZX*jg~zkMTzK63@6d75>Cu=OxSVr|_zaIT89a1fwM-PWUn+1h zAE4tr%5Qa#TqycX$N7J7;nA{a^toL*P6L~8m6osu&JfytLEhhKT0bDI-$x0R*nEil ztZ9uI{g9NLwL6z#=yyoRX#|o^3LAUF#1#A;D3C6f3w!*sr255aWj-QIBo_q zQ)NMffJ67M>>kl^j>mw*g~y?$)%Okf>|y-^VRT|Y4k{}rhB}cUQ-&wy%#3SPG7`IgzVP@%{i5+E z=x;APj>dqdBRbBEI*6|*5Z-^_;G4ApY4*xnB^Lyuf-{*;v%Z+dFrWGN+~h)D|bHo1*|ZvzS3W*7;?Ags{m*;WmT=v@MIHVxy)}@ zv7TQPcm`VF29;7>Eq`3QEE)CWDcGOsQ&YFC!?_mfSSH>^4q46W#>(d-g4SnZ#Xmm< zqx4ofx^If}wuuXE&wtixM2PZPUm8rb$FkAnwMR1RfiNpxOMAx%=c&NIV;~qL{k)A1Z zapay_5T;{+Qj+5FFrO4$whlCscer;I#X-rXaNYVAi3SZLZ3FlGeeXLY_g|NCd}|SW zedzdx3AjJn%<;8Fu#&)X`Y>DH1N%50W^3e?%g6qR3HUZypeAGzI#RKI&(^hd0ZD&p zvLJtioIA|cgeYa)p-T6J?fhBiRzz!6{_RjTdQHvLW%vD|Bh}S(?dVYb857Xj z?eU9FBUcN)CDxi`{XANh(i9--v!0+U%&DN++VhI+BY*{-s`y9ud4M87&C`n@?%1DU z0<=2PzGDKKgj2O-(LL-wH^D}}k~+Oa?u9|mh%9g|f)8BpO4CBKDD~5|Kc#81*I&qf zT4;7Ra`j!_#39Nq14>N~Y?O4)4NzXBW-ileQE<-lEi|VV@E&Y3Ey`CN%P_pGJJ@5m znHPKNk+FuEPEX8cq2Gooo{WGlW#2_mv3u>K7mCB2tNle4p|y{n(2sDCyug(5@>#`N zj!dwfz;vI@vJ73&n^wP6`m`%F>-kgS{{QaD!uM?5c>gc91%J-ZKX3H^J-Y1QZNb0K z`TzJi{}T@AE#8l5Vi-=jZs>wT%O?IWh37j*;hFMBc*YGE55u#}Uk=aN9(aojD^&pR zl1J6x6Nh)`>=~=IB$pOf>nLQu-l3a+YM?dB_}{rhXMdj!wU_OFF$!ngeQ}7EwK)Z1 z$ijpJd6u_72FUW2a3YU3{8>9kXj!!99ck=TeAqJU+);QgUfz9?QuVuYzEkz13TS2T z5C`PIQ_J`(91x@F;?Rq$j9Xu)iQ~?y2Rj-OPC9F|#j5VR%d$|X{mpjVIlnz)>U6NW zhz-E*d(#0b&cogv7l6+R~4hsz=;{)PHZNUwxIHDa%TzIAs z=RL1Zau;`pKJ@jR{~n%?whPkx967&3%Q72sG;ryBD>VFKn)vfMe>hG2dd|aynNM%Y zQCwboL*eKn&4fKvuK(#d|81J6V+i~&PZN*MdHj2DE^-*bLuL)4PKU!gbY&F*4e+}R z91f_Z!-7l!II08^uA%!;XfQy+pOyBK5ZWY*&&dCF&i@vkf1LBPJP9q`l+sj0q{k(s z69nEMCHvxNLuaYEBCdNqU+jxl9ZQjk+j--6$2yS`kV+*T(c}Ay`t`2CoRrjV&#NHn z*IbWWlx}-z1ospq3w%jc_7v?6?Jr0Xz09SGoYzPIJxjsjhJ}e-pfs84G_{?pw$IjqSoA4(O=R z@K@V{hlPe4gx_zc>HqLZ{c~dwU*W5LDM@R0DO&|{I{$m#S z%d$Q`cI@v*>c8vw|KZzdsy`nG()olx!24AlzfS@_6XUQsHxmnoaLuCKXiR705Nv6) z@je&lXA=TsxaJZ=Zkf)#Mj58fB}F}-pG!u2aLuPAzA~LpO-V|dPs=EppHI(e)+#7w6xWR*WxsD@T~QJ811kec!2Hh&A!JTgs0#ET4dR}LSk*>8G3x(o8@&V+uj zpx|Tp7@-C$8Ma8~C9KMd%(B5RAJ#0O?{4!fTl08fQ8_ZMyHd69cj9sN0&ArH}A!e`qTT`rwk)2j!t3-G%1p2ZLslAd!dtLftdoRWIW zAtr6z$r+NK-z6K6SvR1HdcSc^{H}mGkU)B5DVKl&mR+Vmpu0r^Ud-Hp5GX|!Vy+V} z3lJ$JSOP%LWF3mfk=eJ&`{~EZZN@?$!`7?ATpwA0Q2v&mu|x^>F*`uC_W=k*h`M42 z^ofOC9C>ZDTsmJIISg9N5W2Isf(b(xO>Uyis(~~dFk#?bAyWHUkH>HTh{IA@vi+sd z!4@H*8voKr+q*|w1p{|2EDI&+Z`<_nqscB$R1-bA@QIiX4O@fIGS$B0EFXQjT4#25 z9t6GEA2{~xi>~wDJs51b2K|&U@$NN}RRFP8w+oRC95@0IZfxi@9b6clpjb_B5K(cU z=Qh}qPPx?RO92G3!lBobFYCYUaA&g_ADzEYaa?lst|)a3v5D~|YOiHiZng0}X^MJ0 zmB)xT!DExw>>#3B-7e(K6A+eH%1X!xfcdA!yqvD9;d3- z-MyPYqMh_P(nVzLZtUlJIZ^eKW^SK`61T`?F_eg$JH!vdcBHqe$~x3_azpNbCSKQ) zlX*YGXM(ZIb5w8f<^-2LxVH#JE8J30XL`j7#EL>I^m@Ae;QQl5a9bBM!Q22Y<4K4d zvg1N)pm~XPA~XM1!_6Twm$?Vd7hiiyL#=uPS{w`|xWdIvDtVvr*6VE|OypMH3n8sp z?=#`swNW<**wrv63!a-fFWRVVNwNP>P?oOrz6v%yeBHtMSn{)OWyo?Iz&@d1U7ox( znkgcDctl!0pv};+=f$zt%v8h1DrRJA&#idSl5NPchK_UA<~)CX^3 zHg&S7^M|UxJ*)hA4)$uzHAo=y#2dGkhVF-t9qxy`;@Ux7dT6(j0es}lDKAp&A*zgG z5r0VfB(=K|7!qJuc!p6zGjk^Hrp?$Q6F*Q_O~2yJ>pN3TUw8tlzPz~+7|Qbc(i95b zUon=-^l1d7KD~=kzda#fB>QqAM||iu^J&G< z7QJ^=3l|lxTnP-5`H~>!L{HxQs@jnz1P&&H6m*qAR$tl;{P!*q zY`|NYWv%?k>x+C9%#aIovHFcRW;%xQd&N!R%NG1so=7BV<2|{j>7X_mM-s#E@Kd-J zQTAETjAi-*S4&IFv#3lN(nT3hx>5j=iw z$S7Gc_gs1{zb2AvuBQkr-3xg1g74o{{uLD!ci@zNd&6U7#Yf7&y^&d!Z_2;D_p5&2 zlz)4p+nwK(e|sMQcLthc7Im2YWH2&!Dbou%c_6X{>-8B z4|}lPRduk{g+18&@Ue5t2_#2_1q#E_IWGg%;1CR)WB^XK4X2=WJ|^r;t>sK(<4lWk zK8bN=7;rwl?aV~$!Yu50a7vn&*!tyXEvU8m_y~Ct*wP*L3^m`Bbm|2>($68D1M9$QiH-PQrIhA%PVC7nT!F( zqLA410WTGpSB9}yD%4w<$s2`W#1THrI6xH`U=aWh^zaZy-UEhCmz;7GluZs5HZub8y9I&P3|AjUHYZCzG48R`@SQJK5&;=e738dBz zq_GX84G%n7638$ZczP$0i7tp)B#2czh|M;LBRq(!B#37)h;JuIfG${2B>22`@I~8T z;qYM5l3?+{V4T+vMi(L}5+bb~B4ZmO7apQe5~4I1qOudBMi;6s5_&^B^pATV8pzqd;M@1d_+Bh=`nyI zTs!7$t%n#W_eB6V9+1X?{&rDUWq?K5yq}RoHeNk9P1zfrvSuI=gJo^m=9PEpKw?_` zS`ZbFKByGP?)ex3WmS>{f;H6y%IN?OkLnsJ_2CU?p*b*oC`ydKsr`6$H6Hm5wHiDU zfiZp{3x7^E9+kMhWg`dsRyvTkY;mna%pW&aB7abw({q`)DGPY~1W94dab1$aHi+5C zy5+`!f>86gU&d1iqvlvP{)kt=W`Dz5J;}ZsWuyYbweIvA7-pX+IP`AVepZR~=Zl%c z{k6(PBfF3*QB8b89b3(3XOyiPYqK(iEg$A*z(#H{lC6z|Z5d`^J0wq#=Jf>dliJJ{ zKNQ>OW3E2E*Qt|FHZpWaGX_{}5}Q%vpDtVSsa~95&}>z0!qElbgcs|IAtpb!&(Q2y zbgpuM{YpaqhUrzwclG4Dl3UjUR6#q_PEL}$=WnQHlaR-nm0j!J<8oYAx#5pDwoCp7 zyMIiAv8Y=U@Pse`fKP#j4uk1=FAKDu*0Jzaa?#6pGukuBHJth z;G5LMx9bFo%O^vrOYidv@>VvB{0;?z zGk^vhIa}|-bk0*E>ddGervB9Ws*`xsEmDoKE5a6U@ZkkCr#G~k05YEfnKSM|Kgl!- z$yhlXt)p3m!eMfT6hQ_Kll0e`FRPu-34V0`AsfAMGl7ED%k)WluDSs^=aF+r>hjlQ zPgV1(kN2O~5Dn z5&N^p`3L2dDp!Jp6JLw4AUfA6)1y)tK5(&%)Y^IlhtBZKoTx&o&?v1rP%lOtAD8d4 zph=9lCY>S}-O_E$D;T{$Y{-3=7N=6qjiWww>-?o%HR=iMlW={96sgx6*O6Ae=vDaG z)!1v*TdBDrOKx-Q@;jY8j=iqHhpB|?sp|HXAzsrN`bxLC`kYIjIBZcHD}EZ3cot91 z*u9oQWV@Z=7ZKv#aic~o(zZN(Z6%BkY;rN(t|LpbD^Xw_mo!@B3=FAIav={%ig)@P zM?ykPmAKd+m9{u$p_3QDJhWl+xL+;nlmb>GiD5#OhR4fR@1%D&;VF3`FeXZqB(qisInb$$jbC!UyU^F&{+ zOT_}-IIY6iW@xf6uZ0D7n?&8_hIjvjkp-Tq!tgvx8uq~y7ylc(>xL@po_a5rB&)dI zd01#h-aj>`o8PK)MsU5rnlxP}v}Djo=L8cNJb#6EwqaJqKgitN^d!N2*RhLR)w>O2 z5M+c*;_ii-1*ug>s{QwSyB`zjHnJ`bzZe~IG$@o@HMZv!4>&k@mW)5etIXbhZ)Co| zUPsMT*q!NqW6(AucOr{4a$wy5w1)RAzTv^0>O0Kh!N^OFP{K1AcWHU(O0|s>oK3{1 zSas>NNgS+PpXd)liR0Te{Ro1z1*Y|jLJ4U{KTtNCwF{K(bXfZ3N6jeBhz{>`+WdvZ z(l6m8WQ8fR%Jb@xyM6x^<#-brATLar>*2@h!S-*;ao2jQ{?6a$k2?Lbk=fIICB28r z@x%P_BC($rryTz+e>l+(9gtzF%|NTpxcmWC6;>q5I?5li;5rsu{?Of@pvC2nOGnCa zQ}m@~Su*Cp;IE4%e;TB5_UE)|<371Zac;ZuU zWj?6)U>Pgd6ZR5t`9n1A0pGX9(ogxLY~UemBRBHPqH&nrU~lJUQQ4Ox<#<+bVegk^ zo366atHp{gwQI z`yQl)gM{H&uofI*1IG!+i4OC}v10;oQWydG0NhZ(nfhz~Sfp@fu6928BY$YQu-Sae zA6I7pJlifl0HDBM%OC9q&MLwn8YsRh2S|e!|E89^I@Dc9&RxUOUDw$CF2Y@P%w3NI z{{aekUD(55+g)4B!?@YQbk^e@g3$=&p`zw_8{=Uy;PIHl({|R=p4RiFFyi?D*v8ny zP8i`}^pR@%$OvJiMh-Hx8L2*o41;=IXYz_iAro!9RQ0_Q z5nevA+g=H@Ua13K>B8PQvtGFOIP&uyU z+i&ALfbt!}_~K0Cquah?w0;x9ev?{$(>8vyD8G4(-{OGZ^0wb9t^b;^|GJj{rj7qL z%6}K*zdzuQQ;q}Z0ze`GVC?{iZ2**x`9}cwW0Mc}^-oPrO-oCQYsmiy07qZ{xJL)v zxBk(G{x6>xe)ZY^+rRz&!vFUR|9||2|93o~IoA+M%hajE7yjwLhAjBcJwR;E69ZXr zHwrn-&;>KQdKsqb92Oq?qk4Qn->tHn*u4JIOR%CS_=%Ed{WS zRD<0dkKsi-90)YhI|U@N%zy(SsB()k=1ZP1FodVOx`iWb1YWUIRL;;!V%c8Zb@@Yv z&@;|U@H`*^!>P6Iu21IYTLtRM1$(X!M&i*?d&{s4bs? zzklJUPL}(xzwjTzhkvn>I~4xdl0pvYgd??-zk?6|<(1q~J-(VGNx<``Cf~nU$^B~{ z(Ce}0m*48~KVJA#Bv1Uh$=CYE&o1ZBg+D*w!+(iRn5^(N?Jun4GA(`6|803JeJ{oL zDLK_2ZpnVGyZ<2c|8YTnUV)*l&m9_rKv@>Hmi2{e4UJ(=8d}1pyZiW=mmb zPbLeFd!8(gTFfM8f>Pp<+)2$7-hA;|@!sbQmSYW& zTQ+_WBqgXlNvt9>_>n~YqR3f4wL7+nug)2oOoi!^l|O!lsiE=0yz_Z7D^K*LS4~M;vwe@^}NxaL?4W z=;g9^t$>x1Pkei|<%|7dOGMk7#C*gDJ=~Tgz!|ZevRyWZ)e0i|#nnnKYCTJfoab+{ za><0!Ga9F?%Cnkg)phxsv3yT*i#viwG86x8Y3zU3l>GN~_ZevQ;UVehwQvN@o5`|& zOSJgSiZ?+)-gS4SaiJK7v*I~veCizbbXZ^KRsFIt5DR{}xvJb%Vc+kBo03n4k-KkA z$DVLJnv$PGlV7!2=sHCB`tv&-486rc^KgXzkj3 z^$8+8vf|}U`&c~iIr;Hx4NlOqJi%Z(AM3owLgz#m(MZ+my zDx4RDx87%MaP8qma*A76rRlY};{6CO`5{ z+z~Wy{$u2Hy_fJ;gl|5>tV8mRe$FntV=REp_8FpyRMn*J{8+%l+aM4T4gW+iT4RS@ zGOo7E{n$e^*?R@4HY+tHuJiFqCi>T=@~&%3VyP2?!6sUKTkFkWOjW~ieFCd* z=vZ5)dE0Q^s(Si1)9%8>n_sx(3UFMXh>Z+pD7Vf9$^Jr|%0~X?!bqu3Tv6>tmN1(8 z&TGzh6*Bc%j+cG!;3;Yiu0LaR<;@@jq-znKEy@ijY%yT5r)X5iaecl_Jy_Y+%F()* z&pVgFFCBTY$A#u`WP_&(@!nuBvvFaTZ>Fp|_wdVtL$1#wdXscr`;nqUE8cNi?h%{) zA{^IenH-s}_ne{l5aCN0&i($Wc<~{^*8-fHe*1}DF^r+3 zjS=GE)#A859(%XONmoF1r^#{==@Ts%@JFOZj zPdB4@bXe-NTCFS3#k^>rVZ^g*R(ka`WMgFZs;pf%cJN~&ZTI}#MPpGCG@r|zFLH`1 zjKH@hOdBW6-_M_$EhVlz{VYTE_JVP?^MEewd12)H1(R67Kv-g8zUJlS8+LmGAFsUN zcbA7eTG{GuUkB9EA1spu?~Nb#w>iO6xq6dbyp~qgwz=))8t#^Ck}7+r`O=l!G1>dm zrx$F9*p~~QSkaridqbK5 z2b;0YE6W5LVR{r!8}FhI^jfc?X8D}HP$99K@0{*|oUjL)P5>>Zg=7#^3vSB}2X4Pu z2z)v5?&XlC<7DyE>0-fAPv;Xh)~8U`j2P=PHZSFwoTn&lnv+2sP#Xu&7tfpQbqQYh zo^a)-wGo86^4Yjv#Jmtfxr!rPi<&^(!gx|zuDo(?vd#9QC^zkQt`Zo~wE;I+irZC; ztKzJi48mRA*!|5rcRxHJ3&4Y!$%6{!VMyy?EbL*T&3-%vDm(TZ7g+(*{(E@Yb{O zE~ND-X?D{T_Nk?HZy4}yLb$aJ_%w2Occ$Q8>3w=I-V+i?HMp-T+E=C8S9#1=3E-#5 zcxW63QU$)v`X3YN@AYi$MJ1xjv z!}vuJGdD!uRU8$Nofl99buUp5XrT?{5)LHN4pij`tdb18Dd$5fAFx>)*o6pS9yAAq zKPM~Uq$mkIF&Id<6R5-C%AM+*h4AKK^5~~!q!a*M<^)|80ZI_!OK68&5y6)s43Xu; zm*)&oq{CMp43XXmQQrYy-wDBLq=x9sg(%5~YMF%IDGAkX34I_E(puwp7XFGA{VF~M ziKayc$ay8x;+dOxJ%EO#aD;gv!n~Tp5@tcqM8aOAhCLxfJ(fq=nxK+q!yX|}FXvEB zbM8SU!jT-PM73y*$h>pxZ!{ZRxpARjZk6CG+3Gd~zJvI8ESi+-;ivql)Zt{w9^ zJZ59ZZ!0{8hYAG)pgpfLp|8Num-W%&aI_d2En1Bh8AA&L;w~}8m1)P(*u~LC#GNdS zV;G7%y&K1LGM-s9o>eEF%`ToJBA%->o@XeYZ#Q1xWP+e*!g-y9i*^aZ5ecHD3F1Qu zS9TL%Cle(_6Qy+$W$Y5=A`%r!6P1P%Rdy5APQF$beSJgc^)0*CS`n|$AOEgzVfrom zx#Kb#F){Hk8xltsq_~Fm(J1O?q!{kj^ml-fUv{?tdPMvl75~dWAy`;|r5w*m|K>!i z7IV?q?i6csTv zhbIE*7l$?^9mY$KBm7SBDmtRm=RE#Mp zEi136tg5c5t*dWnY-(<4ZENr7?CO5g)7$s9|J}gg(D2Cn(GO$e|Ix|xpWU-!|36{F zx{&<(o)tUp`On#~SG5J){3KVQF8;7(jtBly2U@Ju630>#0~Og?CWBR&wG)GHsF+Lz zsb91`8=`xQ(>+Yjl+zHUYADZ!GPW==jJThtJxyiNI5ZI~yw zkJ&6Ezem#hQDLvn0&n(a;k-w3Y77@w^2hj6Y+BmnowO{>qXJ@n`n4;&Srs!85f+tG z%WY|u)A+gz6vrvdEwcz#A}nj5mojpwNv`rdsi)>Q&#j}Bx_++lgzCtr#_MpNwI)`v zj3+IppJrIKo=Fg2YvnH{$!|L^r6<&O&edV9UHs$7r_L)|QBP}O7UUnZ;4)@zbW-T|E;dsse<0yZCqbfCI!25fgOpg4!WxGXBVkImNy#5tOwzX_;myhN9W>#--_WnJG zWMkmS^7i$j)&C86BJA;%=M+)jab(kpi1<_r#pPfJ~k@2)06Mke8+HaiBsijtr(?{+&YK2AsnMFB}_+$G^> zpbzBgP7HNJnOF@-9t+oT_gQ+veCo*UY3tAAts>T-cPOb5^<;tB$TKIIsF7#tIM=SZ za4U^d=B3meob3`k^`TJ$n})r0nsH30H8(ZJS_A+o*Wgf6RyQRffB$ZkMn+( z=AIWI$mHW`6brKVIV*#3u)l#DrsfB{df$^CVtQCNj9IwL<9f z9P7mIQ(izcQ@*kaR>4d%3K6!NT#<+fnViJEPqeU2TB7hd*tpbo!gaIA-6(DVs38Jv zXZC|6YHl!s&k2ADNooMs^V#izbYHDIp?2B@7A+6syrP^cL&16@4ohmq!Ks~wMow6H z(j1pmiH2YIukHw7Gfo_P%1T9{?-or{6GQOKZhdP=ON7`XHkQaanB2Y4w2A8r$9v|{Srg9^oGR3G zdoABpAIvyO)4n!n`uMKl z3g_ju7EaeWa40GS9$TW5Bi7xHDhf)?T(Z(iAKoi3D&7y|we(cf^II*#eA?l)T4EWQ z!f9YgMEI=VC5+6~CYRvE>d$x1ykB~iTsnG_{COQt@|KrSHvI)lX49(}^XV`{PC@KG zMn-S+yc1ilIJCU^?5w>I-TcD;e2p7tc|)BzxNP|pl%YRIfx%hc1h|j!jDHls)VA9S z;4E(jDr%Uzni2toZ^AfbzIBsiTsS`BZJhPNpV3rBjiJZtocINnkhG-NAad5~{1%`+=$Z`ka7farejyy?M8O{>Cv}8rJaxyjY{kBDB z+2=7Gne?rzxxbcnPC*P`u ziPPk^fD3$Uxz-~uh*T+?6+74T62-5vKHkw(;d`2&Q9iw8E7Dm<`8nFmeVXx2N!L5e z&v8O3vofkuUBP#bqlKcmuQ`?Wr5CTKN;S+y$=EeyR$@lngWzL#>a?A?CPiKW3a6$>}5 zb_bi>Hj26~zkiUu7t~j|#Zz;6)wAm2C>0}X)zt%eH(dPm?%3}9Ah(vle{5PKRwSp& zkr|!+(p#x&?^N!U?WQi~<>0H#AFf`Nsn0&x^l#o@Hj>-@c$IRq7khBh<>~>sAohz` z{lUQrIAy#Oh=bybCY%rmhhpGRNnF>0oM0Ocj)P;5X*pxZ;WP+xN|ZAe=FG6|yy@)B zBuq{(?6N!N%!YDVI^)7MOLlg^WdrVlYg$a!xSU6k@!PnrGP#NlxDFe*UXddcp>8SKzR(nJj}N}a-2OZ2T06>J$uJIo})Y^l00XdJU3=M;VGwz@}->zD4uB{TH&4u z46b*LK+*vHsEks-LIHxT&>g^a);$7Q%Zn{i>tD?a6Jtgu(o?1|SlUTG+rRE$>v z8j(foohR&Fpye%M2#mk){RzhLIo=yP1NW}vAa@m}LDBj&8q*b8`%DA8TT=-2*R}iE zz+~M%tpk8hJ=Ar^;7sG&{V4=31K(s?pNYvI zUE|Y-AjJ0FYOwL|)d#u-`KnO(?icy1>HA-M|xk48rEfOL#7%aybBCj2yXd9xi6QV>IszMifLnQRpV2BoHFr_>N zQ7U*C6RIyyd5RAI_6`_=q{14>>os6rNv#G11^Ouhv@hO#7&J zYzT{TM#4)hOyrM=#)lcClADL48rA$BvU&Q@g$KPOm_g90-#|^dqXOB&qmW?5-f(n_ zQ;0t(9&l~jOXWL%TRg27T!N=@e(9elH*Bg21bL8Ez z$g4t8HQG_RI~Q`~Bb!PD?>>k$&56>&i#B13Hq(!OBOh%HkA9mPZB!jSJQr;Uh{2y= zyAEKpj%S}qWxE?6V`jy=M98tg$?=JfV`Gs0vq|g@GIm8i)=`pejx+Yl4%=Q!47Mef zz!a?lkJ(B^D_5g!t0S&2JfB@0PXw5oD1n(PfnO*7f)`k*G>*$I;nX}>Y&SufBJo^W!WFxO%L)nN^Kr6i ziSk|vN%Dyzc3}0Bua!#^VRo-2TfsL)<4$}EzY{@nj0;Q;JGCLnwV%f~y~h8=%GX3E z+{iL%c`a$XHpz6Jf2o#lK0eu`HTk(H!F@aWXZK>K!_jcT6lf_J(aKJimf~ZVvRs1p zS4aumMF*FrTuTF^6jBdNQUi8VcTG~FMAMLIsbO|$;Su1-(o|x}n2($>569ASiP9f1 zr57rs-`7ts@k+h5V|D|+%c5VOoUdU$ZS-= zcOL@xw`L6Jq_)~+j-1TuRLC46%3@;5#M4QOG0B?cN}IO>58GwE=R!|$Wi4@~uD60e z*=5WT#X6}a8Jx_iJDUu)=T}$Dv5v@jLF5N9ONN%^Ob_IcM<%NZNe zQmizrtTZ~ZBxSF3pQtoLw=|1BJ4&}SRyR9`yEJd11eIP|7Fk;1UG^vf9MYDfp>w8* zn4oPB(y;*P8iu@SgY=d`-ljv|MM4I>A;b2N_w=WYyvubXbBT2GrW7kb(&ybzubgSC zoa3&%OP{+$T=g&=JkDLU;$8Kr47}A=wV+t_(yMaMtO}c6wGj#aqFDWzJBK9dA%GZ! zC1*sfJ;{<}^bsJx}c^@me;$S`Lz0_KaFirCOf-T0Vw4 zZk{?`@w$t8b;2Zdmon-^l#i`=i}BQ77O$7ltCu6Gm(8e`SE^UquUA>DAr)`9 zq1SLruOyDUyeG0DyRBT0p-k7IR9~s$t~kL5U5Jqq#6%oo#shi80D0VgM%)VcRIjOl zyV&zy6H>6r65V7S)$~HC7+&7wYF=tE*5o+SoRQ+MDu%s!af`#!RhGbgB)_T1{cChUnIZ)vXW4TJHne?lHA#>a`U)v|*y!%u37K z%17EN_uHx&+H1wz>-E|j9on0t+FQ%p+eg|v_uIP}I(o!A`t&;b9XbZ0I)=(SMn*bD z_dCWIIw!<{)wAV|G z7Ylwz(?(a&D#Hy1zI91A#|(;|;me=&OMhfGBDk=2hm{7Jk7DO;l3yx&l5lWmKbz!?Cy7)G zz$s&`^-sD3Ph(DFee_Bsh2Fv5v{U-7_b6RjTJKep<^Ade+IXvF^gq=d`169DYf%P( zg@SSaQ!_gbp`%4mz5m(#B>9*1zC+<&kuXlU_YVcTEA&IL*;hj6vR4lFj`Y8UUlBUl zS66ygRt~!ZVrv z91%{qx0{&bF2K-Bta`tOc1VC&s65WyG^Ot4WR53{WTMoDL)v~{fLWGjVl0S*jcwi^ zp%CRsl^}ObS|Zm=>##fUj|d&@+ec2IXD`0$e=U6y7(VnhiVR&Be^&md1v^3?&fn{Q zubuuKDlg*K`roxzKlrnPbbdG|5aY3SgNyfqLpYMo{VNPTu3)EvcNQHrtMn5p?_VNx zz7_1OZxW@<0B0%QcdR1rP5SG-dt?x=z;<8_Cq*DVTHEU#?bKKsi8&K_m>rdXwb@nwk zASfGXx>%GK8!rl8EI)QRrPPC6f z#I|wwJ~?jeN(Ng${CFmgD?>T861puk>(!zrg?bwXB|jSGO6Y>HvrAsq<1ZhctmG7olw@6&Le6 zmrVx&QVeFi*aA8=ZkM7#zv|3_v2RKl3)T)$+ait;M=Vvgpa9Iyo&hy3Rg5OBJ|f(< zh|DJW@_d268cSquSpjADsV#iNEJjpWx6CbF4dgDTt0TK){wTXer+g%bNsPg&nN3a) z+(>J$_ojS4X)V2V{5t)U8ZfzePK%P7l2E&K#mGXQK^~8F`8kqP=if;6rl0S!A8%iO z&VRKdx}8Ar(fdYH-OT7-9o-Yp-o3ltabcj{Ao|>(K>}&v&;YWd$lCD5{^nDBpUd&@ zpVI7YAp0hGlZV+oL}~`lvB(AzFSS>b@50scpJ^Yb3IFp#WS?8~j{(Mr)bGwIbYcc(P(R&2jcSaFbV z3A(}qf?7H{{%tknn46$SyHB-gpo&g&tKuDRSjK)`VY)F_6 z+-%@Hj{Kg2AIEnQ?sWz)t-!_B18qDaHTOd;y$r0iHr!sf8Q}}TTMD#^#8a9VBtF}L zXV2!O*tUius{#BErl2|^APdt#|AK@&jBUx{qIU!%__f$bNmCoNPg2Bm#D8QM*DixK zTA_q9ruaXG!;h)?gV#cgSd|Am+%qUV*idoM5p7lVgIq890uI8Ia4{-N>^frDJic(z zxW(c?$V~B%J1a0b)LpiB+iJ`75927 zQA8a_q;P+h&2YTOgR1n==gW<7j$!tXv=*nKibn93_Xr?Zlpow_kOMp&Reep@8%aq# zCTwb$1z0ubxhP>LUs-gM+0xelLTU*hdwwwhHD%TfX_YQ~MFFWvoFBcH-ja3tdGv<3 znfwP6n7yfgA}5+xC$y>W>GUUi(=R+ylhZP^T!55gq$cEDwtbo&>mJyV$rL4J{idlm z1+nsz59z$O)7xL>`P3<7QkrS;RKzIfzm0xyCRkTfy#JW?{9+bQ-E8wTrzX>7-;>05 zIe>)cVL;cn+t4&Bv1u!p_9##tGx=>-h41s*n~NE%ON##}f56mFh6l5p`6zqL-th5W_OJB- z{r-DsJzP+s@|nz3K=;vFw(H^JiDvtsX+2O?OzjCil#|f@xTBSDJ^Qz{tWik4(9v4< z8?6UsUOp)>cd1p=kvLSSWs2u3t>@{h>T;alucPDXKl=UXzs$<1mZoA=veuKHB93T1 zoh&IDU*=u%N{ycTZDf&4F5Drf9H_Gh$PLD=WoHTod&vR{!=jhQpO=MBUU^ztcboBf zRoSRw!$!sL*RtgkCm7u-g}$z3$4>F@wCet#^~9;g$i=Rd<7hp+KX+6JO%PtWBNq(aBq)|B0{E^o4 z(^~cyv>rK9N(xtE7=akd)p*ra@Dl)rqxC>3$ZUS2^{COhs|&l|&~nG2dSYt_n3n~zDhy*AsB7X3K=&>-S&zf04H)FleWE5gptKs-X+amhlATOZ)SiG9g~k5lTYKew}z!p4Z=qq?Nit6 zbA8OGQ_H7Y*jJUww_DD)4daU=_q@f?dbWK>QheWQ`PCyl|I2IH@BpHc0FuD~vYmi` zlh$Lx_hWDSM=RwofuBdTPu#uW56EW^Eo+uI%jKjUbL7juJ*xp|7u z*(lcL@Y`@(l#IoAFWs4T!9|E++?1$zEoou7bbH#~C4Zl9PZ7M?sQ4HIB;U8FnVgTj z1!NK6ajBz)k>J%+d#gz_kYCDp(#RlNp4)WlKFL}$bJ%`vtubf%T0T!U32!MgiGWKx zppD^kyYPoamk!$1#iyNk_IvrAmlN7M%Ly0Mo!^X}C0)fp32v{}fMUJR_u6!DTM{YC zR$ORTe>}YK_NJ=uhCYAr-uhtInQ8!-L;wyTv}o#p18MS?7=YC4OP9b^Y-7bAY_c

#5+twpbh%|L`<17t*sUu7U?+X$z9m{H z00w$|l}{KvoIP5y_Kx7){us%=XvqgC^__z!-jBPsp`W_$mej9AlJj*n2Jw&21*|c; zH5R2L;V6(tt)7=ftiV6+cn1p zp4>g?F(7l5t3$yuZr>M*r_`1!q7e;%i?ZquHg0EPd4d+axh=&s!2isRi98yp6h)Hn!#d^%Of1i9FFz*B37|9?DR8e2g~~D%9pNRS}8^E0`7< zgsOOkYWQ%@8otHIt2}-#7)}y5#k0`ds59CVmUUx_^2J~i`LcRwj@yGeJ`QR1E8a1{ zr70$$mz=B0Co^^djvNNBRwo7OnB&e#H1w~Ug{-i>QA;C}(jP?B@7`38AZ0Krzfti95I-w* zYOu-RbZB6{p7Hgk3V{)?0`GhjHxiN>QWtVO9?7=EMqANxJtXOZ@daLPm8upM!8EFj zw{CN1AGO{@CiZ~WAIz$x3M;+jdKTyiPLeuNI*`s4de8l}@iF|ibGkBpF{+mr8TY&> z4Q0%;`9f)p8*beyuI$4fw>G<2Gf>*wx{*JCU6JL3c}m6j#!$ z8`^|=4WMH-4WSSD=;-wl=kqc6*O(1F_xikR^HA8U70EY>hjcv=pOaW#CW*B~Xm)1> zB+n#fnlvd6MJBx{oJ&hTZNycxaC z%e;H88hY@EWrLnFXc?9<*0I7=B%(tkC0#4K{gCfCrz@e^IA(YwNAUKx>&jXYgl4n$ zrE}^%uX-B-59(DWE4`1WRom*X0R#gA1s*VVO*YEeB!dGT@YoVI%A?Nbg(NFYap~@S zRfHF}Px0CB94W$;rUfH++Kp9kQ=<0ii~oJVouMwy42g`p$_qNfyZxADIe=Bi!kxX{ zch%pfMD%+D-h&tN!d`Mb6xtiajg$(Km6sGm%7zAhni3rWKLgrJkAR=IgP!Ie0YCA^ zmu-In?(7``KeuVJcvoG#5o3_U2(irKhKmpgD`C@l(obGn5)(A4lnp|o6h2RJz)$R2 zqm&X8!|lr%7cq?-00y1AZ>?elGkD+)>#o9saTmZxQ_^a0eG5{t>wITZHJ`D_x2q zzpM=7w^N&qK9@~nG&w-p2%s($Uw7MG3zw)< z+zmMJ?>DS9@YpC!&wh2sHcsV=Tl=(#{u_)b2zXLf*FRO z)kmo5BfNwW8aW8}W`z0}!V`+T&V&p?A#iIV9P<;GBK)_J!L-Qm0VEFiiJnEqp}Y{Y zE*S$})>+$LIp2F=MK<0Tly@n{`@a#mqxBnE^Pj)_{}Xl2Klz~lv%$yT@BV*(=>Nw* z^h^G^clLi-okJl&Oqk!zX2xUl58hdCD3Art?Si2QSXc_1Orl>d8FpTyXpK zrlZO#zItbUv4HsR`uT5Q9aRat#R5$c`|o>?|HIx{hDF_OeR~)Nq@|=$L_|tJML!FL0 zxZpnT{bPu-#RA`u4jWb z(oR2bpHi3$gwl|+9S>?)Vn$%Fd9(DPU~&Wh00x8RG74>tGc^kOO`4TP zAzqrL68>wXCTQpk3f5q0N_OLXNoHz}R=Edt9EB1}3B7Hy*9;JKik7m0D4JT-8LjI6 zfok3NJ+GQpJ~?H-hM`0R%V>F|g`YZL`Wlz3)%e(40Jvc+f4$v+k~ILOwcllJM7!Z? z{BTtQPU3)CiSy=Dng=`PNaJI#nV$}a5s5F2nne8%0qg)a59rvBD%yQE&u72;xB0pw zbr#6ik>s%RzqSm)(E=28Ym9b9m{8mol_e+l**stBY%&E8UnpUZSLs=v#Y4Y)XDGem zH;TF^C8xJW$k$nZS}=j7DlH57|7f-`3gZ@eGwh7aiQ~_5pT`r$vB# zory7>?ifaul%Jr-#})jum&oyDjF&uNFZ<|)tB%V{m3oDjo?J9@DSQ7NdI_npO z;_AY3l7{&&)Y+4$NpNZujS&2O6)jd~{&|B(HL5*wr!(`*42(>-A%k1DvC8WZ`cAyP zgL7+H)uyb^LZsDpWHccI9VY~zUxKSM=&$E?27=AfDK!|Ky>mxhip?9Q`&LrcF{fn> zEvuyOuK0E2FWItLP4nK}-pb6~3qfE&SioQ{1VVuwZgY&!7LC-WNYQA)`ZN_9rZjgE zalrx+i_AToYa1m*u10pec|!zmI!jK=U9eHF`9zYtQN|A3Rcgr$Q}k?K&T05*@k%m^*zW~Btc=JBo_q37MKQUKUI|H4469_NddkK#Ax1JGyeGam>D2!6C; z01d_0cl;sb;j0DrE8*d=r}zUSE*cW{%Zl-f_jiQ%NA@^+$d2my#J`dAJF=uZf&QKL zmK4z5f`4Y^`$u|;Bbj}YxX;>Kio>@%uW(w86!RNoYI!Ip0;9*VF#&y`cwsiHw_QLW zV<<2VoH5}Vo`^nQ&Wn>>*NmNnPSnd>oI7hnKVNWWVf#(q_#U$j+HTP8g?wx-zS6Af zZvP|gd9dtbed(gKooQdg`yS(rAAQm*6oC}XXtze0^k#L?xtwym9koqFZ!P*sdJmi z7QPbbwPD*+8-7vo3eoG~UAHn8a3j$CS+$1RDzcvaHLKd>G5`AB+VT5|Jf@cl69Xo` z@cy>v^8N`Z?!VDf*xpO>Ojxk>H$HvPQ&`zN=d2A00>eJ{6tp}>45hRbi{EH(-=Y%$ znf*($zh(AACmetFcE4|J{{+bFk4uOfBa&VD^8mfQ8ST}jMK|ca-d^&n_I4OtF3OW4 z;PNt@?wn*5L=@ot>9?E}AFhzGxQOe&LuV(%SZ(E=;uS6PXh1He+7fPjI!XW0?tPuJ zDt=8LQ{En9eO6T?ZkqCwxBJp=%0W+&zEP{AvV71}T)9J=cJT$2|lEx5wO}${zPy8eP+M9wL=j0 zH+qWIBT!sF0-9;?gnLKs^N=Jfpr;sLh8F$o?S2YfVJ*eN2=o`;?#y_I?&lCFptl!= z_b{wvWagA57@70h4&ZfUR-nxhIZLZCvMZrxt3NSzqwF0M^3G{(PERymT<)FV3CS%B zOf-$NRG+o$$Q!PEV%{;`M-T1D{-n-k9?Uzi(N3BV3PoV7FoXAW5rqm1Nzip(Ta*pPucsw^uE8A0RQQWuy+QVw_sljql<*o>juG1JISeA$wr>XQV6Jt+ zmXIK*U|d7fP-}#wcdiJ%Vft60u%`DAgCi8!FJw_iL1S2eLJ0ZXp(vDU@yn(V78+|bY~{ff zRMAr|>L}2w7lheNWEStD)F7)S0xrkj4wlP+E2|9r0t< z;zVLrV)0o_lnqT^tchk5e})CV)|+F*n#7;`G-V+1e_tbUFq{CE0M0|`#|3!EKQ96D zU*u448QEUl3Bk9Ya0TIi+ekQv5|`a8WmH*|y_NU%_>ZHS_Ge1~Jq%i)k*MJ5eoAGW zcLr}600+A|xLJMMNRU=ZMtBjS!-)khaG87Bf&t8$A6<*(JekL;sZl8od#BmU-wGnpV0MB z+{ZVIz4_OM6Gt0~M6*7zc$NhyRfSoWr zi@NAuu)8Y33MW?K?s;OHxE@Ae8d83q)z}+bZS;viR-P%VNuW{hIK6lFWQ&22=?kY* zSk8!CTF^XtDK^@o-+Jy1ZbP#sX0%mT@BHgVNtQL(1DpJU1q%`L7VF#nYwcWx>$_~P zS9=D)o*matkO|s|!Uu6V$gpr-;Wkk;_t52)u}(Z+unlt`!VxwrIcX(i&$V+8+h4ha z4E@48(fCh9-ehI$R&axVcsTJ@uhkX#HA_tQ+nC~y(3FSW#o+=Z^7XkN8I@mKjvq0V zM;9Z1FvR%1V8UPj9zaui{6bSwOQl6Og-LiasaL1Pv_vU{Nd-!!$F{{Or|R}qr^j_9 zX_h!rOJ~G)rE0gts@G&B^kf5;WF`$1LQ%0#%4ETZN*suoHEOex zhb!FANC(Mer;OJ4T+-{W%}yO}fC)RDl+8(-Y>B=Rr%{)aKHUL-P!lAZn=#vy^=!Jo zE;n<20PzOPixp@@Gfyk&PVrr=puJ{&vFeAhHo+mpA{z!g<{sgWPMFST59f-0?0LA*{9U0C7#+crAQ1k*OPyM3nZ zcZHMFJ08AKU+a7v<&x2PH*EHKkCAuXTG!J!_4OXbK?AP7m-B&Zy;jrb&HA9n`!k1L zU$fr$^g_O9W5}f@!ED6(M#0*MyOxIez;@sj`*CCFN&5*S_dUDGC$N6IDSdc>-Lx)( zb#*4K;|X$GNZInKVRk}ruHjU{C2Grs5Ta{2ixFpD=PV)OwzsEhh3E4Y7DBps{KFpH z%~^|j7M!yl_vUrJzxs3eg4HCa;JwY@xN917cO6&@w{B%afg%{=wRFtBnUZJp;T3h@hFl{Skh5f zFi3JHCVPAnRT#azIS+$#I;Bouam2T294lMJb1#?8pJY)A%0n0v4o~Fl=f|al#c);pxZ5`c{K3m zt_X@N{1&sx2gqGqJ?atPTO&SR5G~nhf_f=P#z&w_Inkgrtdg7Eyqaj{VykQm@8Ha8 zJN{~xnHbCq$>kA*+p2@_ANN--;9N@<+R)R;roAJ8qlw{tLg=w1{0@WuTB=VVSo<=i z3L_38JgSXF_qwV|ea3T;>gAb-D0DqV{Lho=Bm@X`c~xDbFQ=UCtI&QA0<++}$jVqPCUtpAJd!vwTtidx5KAKJe zt43!Bq4H~@pc0d277ZDF^lf~|i$7R%N)x0~p^vgcaXPvtpd)FqV5NxrxqCvAd}AMhVb8(wK~ z5W8g5%3}R+aFg7azak75=NPy&2Q!4k#?4ni=VsXDmgjpMl47r1Ao#gBH3l5suVleD zPi+GDzsC5I>s`lRqM!i7DuVcgw;KKwEs_0cCOp)44PFd&lCu^k4^WM6*Vful$b_tEWI)=AXwDRN4WwF4P4V3WJ%8e5eR(L`7 z+%#Ej=1=&}&zuj>n~?C9^5_~|4##$A=sl6sk}kXwqq;k#cV~;j&lPF9C$Ni9mzQrV z0W!&kqSLyAIbE~MrshezyboUI_Kp`2r$q_Qn%K+tO!}|SmF5Ey&>guM){SDyAo|zW zfK0L*Ve$T1<8c5@2}nSdN*DJfpws}G(sFMZT*SA3*7(Y#0FZ$0@`?ax%G{IGQLpo7 zv>I^RTL1}YlGw~MAd`HqWUb(M!Gdk__7Ej`Ev*-A180p}v+R4TxyW5zfonVC$bji5nH;nBNJ}?4_1V`>jN$1;5YRZWPm}LvLl2-^y@PDRA4mCBMDhDS3b$ipl<(2x!gMGkHP(#Yhx%Ju=t+GZQ%Mp^b&8?Rn$*n5ZAn=m*yHrdk3(&Yzf*BZ-=R#M+v)O>z{P>U^;xpZr%LNFGO`gL(g7dW zg--PeGPf0N>}d(wd1bdPGNt7#w|A|sdt~UFWbP0hTu{uZU1j%-XKq-Gn5Z$rz;WYa zg7;=#?u6#=w^rP*h`c8wC!x|2C+T`W!{Bi{3qRix{F1(|p z-}Kl#J4sG3}^6+~AcYJ)=o>MaT9MxffQOr?7*E1mg)AUsGA~4~?Ctr5Hcl z-jonE|Db}2C9ZSo)+Fi0whyXR1oBny?p*nZ)W(#!>-*90(VM*&A72iA)W>vsb_Y-I zj|HQSfmkS8yhOi4rvC8?-IBuQyn;4w@qmUMdQ*g9R*^2V0^9+iC`H_~P$$1w#db zK|HXLkYI=fZ16M;BL~)V4~DY^>j;4%@p(d;hhW4OA@!$2$Z|re?uAfog_K?QMPi21 zVNtkW2|eou*vqKR2VlFStsKSF268-3exv0VT8#hCkEdM zRUa3$2)Aqv8}JU7n!&h`8p5LIJwfiio@tOFKJq$pagA=TJEnbGzZvC-AA+oPbE z>f;veu}BaK9ZekE0yi=iEuP6HTO|&;36Jw6h>=o2Ne}}Ej>qLy<55_|Co7<|a>Q46 z<37oWkra?6YLuk$e(MR)_{JfruA!kU>OiK2~C)HRS})5-MGq~jJTlk6!>mbi>PDT50sN}6zXCmagZ z)F}i&n#DbxmO6xgc3Kw_Je67tOBJz9dkLU39-t9zzY^Rg7jsIZUX;4Y3%P|Yt&AP> zz$jhCKV7XRU2`G*HgAT8bO!PsO~xbt40X$l$4(h~*co>RGmP~z?)79mkIRtdMSJFy zX+oL#Vmsrtf2JZl6B?IcT9fIJn}MY$td7W18_ZG#WvkF+-x0`G*34FdX5WTo-$G>H z9L!#{=DrR(AFhWMij5Yr&EYD1C5#smBaIfNmzc<#dka5TZXxHQDkP%^lBJgu@063K z#}OBIC1IN*TN;v^D_Ufk_fZ%vUp2RoIk%iS{agesrDlF-T+T5O_O6=zZap@Xmi&(G zd?}iOPttV5)A>`|DPxocBdXWtatqp>3TBz}di)DEcncLh3Kwe%b}b9GRSWl+3wNap zk=q5RCWvW01Vq1Zum^$Ms6p&ZBSzy81XKtTmLd=zJ<-de*6kuf%p8MHf<38%0}qOa z-W1f6o&6xRScKE4q`7+nS86j;{k*!x*&s%904{_i_bHT}L zk*;)(ue6t`dPh~|6aaDCsd!Oa5r|U-WvLQ}SHX6w%$=)hrK@SE2x@byoAA?9lG9T7 zAgL^nbQy4FKn?N+tR_RIrl7Y5;apS5Qd=~0q4Z^Ko^x$UKy7&da6Vew$b!~DRofC@ zTgG>(J)o|wwze~`t|`8*q_=iprmmH$zK^edLaly^3T*_Ze)?t2r=9xAnfi(u^h_Hn zw}6I^ENENK)!PA8emf1jRMj9C2HX`M(R^H!jdqiEOmEUw`H&1W2N{70=prrj)euJTGo64(>}c#kjrY z>b;e+z13HHYhU%&%=Xp=_BQSIHskiStM_%v_C*>1>XN?x-M;sTHeH&29f5vr&3-Lt z|6^GHBSinh!TvkD4Mv~=)$;=;ipJFlKvswy`ih&-S-4OX=;AD3;m=4`=pNe zq&E0T6*R0uGkiy2SXpy;FmRZsV3@Cen163r;N*x9|A>gjh?v!gM9_#-!H7)%h}_Y0FHBXM+=O25hG4|MMOgm^yw_r@af9%QLn9<4c zf$?|~eh3NkxLMG+MZq{GAxg>AxDaT9ZXx!y9K_ZNV$Tmr^Mg3yp}8bZNH0tX(M-w; zOp0hu0;irn{F8qCX#V_hLH(0b0+Ye6kYJ6ePz^{_(3ES?q@uu7V&YT?|5PgLblMXL zGTL>T=LCvJ{j}KN^qc%M-=Fl7FF^(_bBrRYTF5nF;;9pxjes_`3aFHN*k@)o@Rnj6^ z;o`}GMVf0%r|vG%8ZMm1>r7)@Sd9BOj_nU zzM|N;{AO>t@Z^g4wH1j|Xk3LWSCUqw1Xd&(SFW?I$jq}QRuyPgtHQN34Oivl z3s>*oU6VtsKEAu6Ait(}ZS6+znvB4TM)1nzyQ?MxtIDs}jOJ%74cGNwuf7OgdvkZxG8`;Eb{0-x-$PM>Xn;zFT@0@^uPH#fcFhKNwc|`1PKmqKazsBUh(-{51 zi1<4sMPGO8KQt%?M#P@KM#R5H#13>HwLiUMh>ZT^$dWPf$%(z3Vc40YT^kq&>m1mN zwEr1<5&D6>i2h%+7dtSxiq zDI!{oI2j1pI}e}9V}S5vAVWZJ;9=AuunIQ05I562@W~G#38K8~uIg7FoW?Sjpl4s& zUvJZe2|&RQpSpjDKSO^;M?#Kv>6**S;xpG`2u1yjF&z0MP~^xf@k~6tW-%g!&~?Bn z-NtyC#6qlYG=eIGA)wQZXIWm~D8KKA@TqhbzUXZ(b7`v?Bav!MUd-2Bn4SiO9wU-t zSXlNPyxAL_1BAh%30A5$_QyAmKo^afU( zNz~PvE_tj+7f?tBp=cB!F#f|E++?8ZsAe|ecAP7rc(`NNu%&3govA43@bRnZF>-wi zo?%WjAmMYmU{qx<7_x>Sj0CD&2fmVq&5DL1t=ipakA5yx#0Mm!T^-_{*a{h%iQ#;I z#@aKK1OLjS7^x3TwFBIj!Bw3M9F^vH35su`KQbT$0JEw#?P?76BGV-jBhYm-uMq5X zgy<_QDj1$%G?Aj7%z{sgUBS&T8B->eU78~IoK`qGjM*sB4>zBa_QSo(aDFUM`^V^K zPLEAlxRN(8>x2|fjjzNLiKx1H;N6QUOpe1}a3rcUew(IjWI&`jjVryRm|Q`?a#Fhn zx1YZ#Z5hN${+7~RYtADpy=hjH`g+$W&x=#BuM$n7m`{u++LQsLY6)HfnZ8$XG zR$UlG11PqG0_*_Ac1W8etC+0b=n`H05T0cxDd`^EK|CHC&l5<*X^1-901|P*#RvAH z3(23zft0-$^um71UZ^z-NZA|Hn6LmT`#X5o_<@xD3_9&4AZ5QNr^h?sYhiUR7VIeo`Q$DvK|mvB7Eb z^m%>od~QWsqc0_PR%)oVx7NGL=S}W%=wQuf6B3k3jZYpdYf}U|iW4bVtKy_ZAn&M6 zdRY~nFbgi)1g3a-4pbPeP4Gxsa#I@cD{ zlONgZQ(d-fsc~I%{&0Sl{AzCZG=98Ha-W~xGfTGCJL^imR)Umafvf&XS7~B`<)`*vfpv|2xo&i zQaf=usOR{2`}^#MI@*;&Vl{TYQx@)Sc)p<}XcJOyTbmxNtFcNplb39A+A`~rS7V>4 z8_OZL2+~;BQaWg778i56q~ETl3){>j3FY>LG(Yc(c{OKNNZqS`c0KP>#9VT2?!a*K zdeQ5L^YxrN#8?f&BbXYCh7Vqv(=||(3hyn2Sn`c=HC(9?r?6fc=DS0NK~~4+w-kCU zXuJVuqg7tC&Gh?w0l>1a@#BIn!Lt-N4O^4#vM<=xwL$byXqxqvyMjjiGNyBh>=_EvIVla9TH^x?vq!!-->Ne3j(x?Xll`{w{qIll7PL4j9S(KgN55xxs&9&HinXq zEzWxz4IlJdWOfggtsa@#AurfzXW8W@+XD8Y%n&;xZu^uWI}S@tpa>|bu! zM_5DEF&y4+Fj~Od=UtEl3Hbxj z7pw2~@YO>l9GCGO#ou5W|_w-I>1BS=IeQy#!_s_qoPlVU5oOmg zGgp9oM|IhCY65$v(=}(oHDO2uo8HY8hJse&q!@zIq)Ze|Pl1faUlC>4ogm(vu-wSH zhGj&FU4^|T>b5}ko-q66b&mJbAQU{!_Y2Tl^a}4OByljt-wV@tsEB!-x`RiLNxroK zAws%T%5!u5)h@j<5{QRE+-&L2sh%6@$6~zkibX5*Yv_8y?(je)9Ae? zJ=}Tbxx3r~uknzl@Sq22hl>abU^sfpTt&u#>G@#I^IjL}-FIln`!`V@-GL}$KDO{7 zR($tSUI#35Kts+H6|>viK{Jo> z@wnpab;p;@9tEo7>zC~taOIj$moJRm4|mDuYUGDd$={?!G3J+h%r0F(MNjJTQ&aH2 zE9{@LdFd|HKefw0H~V5vm0vbyK z3gF}-{QBs4^uHC_Yj?u@8_w`PXK(UVnV#AnXA8N+NIL1DJ#U@n8-aoJx z?Jn|W@IY=>#Y}ZUkeN)7d<&R+4y14^4oMy_#U7s}g=SVAS2Yz^hZVnd$-t8y#wLMUl8{qL&v?)v*l;xFNU%Q~qX)i|135;SjDnqvs+x?0jYe1l*V%%Q zPs8=9lS!tNNwHHXC{rkF(0!gIWi`ckGDV0WQoLgm*mL9GQ>31!Op;+wwNpvp)QjPZ zOKrD+2u!CgSfqMxr8?>+`ue4bZHMbGpme@ZGU7?rrAgPcNHOk)--v_jX{Kv$CEx9d zRKm`< z5gTpTB5T5r;Z0nYnq|Vfo^&+*UA0Y=0g*tyZnxluhi{*<{9*g0wbSsBtf&9S)!J#j^GIr-9g z)!QknSbQ2ikcM2iigZfLG^9y7`HWsZ(lNP5I{&d#ej9dvUtE3{bHONc{y-e0Bd%ar zuVBcj;30P5ed&UE?1D*u$aGKM7Ue?)X2`A{7)gl`ra|oSBGAoF9{%w2FPT@9hsfZe2FUorc%{GFS8X`)c43-*z${40|fw8cxewn;;+4cA` zhT=1ngJqif*^ltc-wBm70g>YSDpel!!f)$}Eb-k)vPE|TIRSytV;yYC^ zs_Ia_>TtE{$d}d80oAd2)$zU6i96MBs+ttOnzS$WBIMt&7X?^d@vT!b|7o>r$`1X?c+tM7@2*mgnYfe~?D{SBIiSt_)}Jjf;s+8PUFHvqDY)3{RGu%*_3 zdcIL?p+WRcBP6g9r|u*AY&`*P6X9$lZrwFP1s`$)2&Dm-S{8EZDukN4S%|%v)x4Q1 zp@~5qLO0vQY|zZ8-pq8qg=4n)LR~X6Zu2FB7QVh_c9)jRyDdDgTKMx@uBo?PzS?>< zu!Yv3l{cYPe703&w^_cgRnnkMAiq_Kx>Yfu?GA3+t-7}Rfo-kVueLv$ZPN;DziH5} z=hAMF(5_G2@#K7m(bbOU>K$gg?G~~fmajTq1$Mlo?zB4J3BB5Br{3wX+u9l+7 z!WEAj?jCMe>&4l-BsIG}xlNf)_Q$gcJ<^CCNqA4;Y>y(S7vTaaHt?ppidJ6NTT0#AfQweA z-rJ7WpLT)Lws0?0ASre0Wch5-D!sE&fhLJ1Bj zA3;W^6pK#oSb<)$0dW+Rr3ey+zf?}=t-n;o5cQoVD&RpW=Xm^bJ>UAwa)ZFJ^DB)a zqy{TZ66X^BcW9#G92T?F#}gUma`sP7Ut)lE7WB~tK5L?Cx#oA48^sTBQGh1us2-fH zK&#ko9~TwnX0Ztj*a}8x&Kc}HS*}3t?IP;k4hC$mFKq1(*nWbs7_6T;SA;cZZ$q+= zu^>BzW4!Q&hEEtI4B(=StKQJ}9>cl;U@QprY+2)v;XD8^7TvmboG*{zJ*yNJa@p5J zeUFP0+JzrrETq@>FGap;qWVJ|#lc~ue-#%ce}5ljf=GPR5nka(5uZjBbZ{woI06lo43ou}l?we9s&!PHV zO%$up7jNT_1sNY7|0@IH(A#*p6+5bK{8f;*ws&^-kRVhnDhW8O=nV!DlUgPG7gy?! zk0SmNuGAm!8;?8t(*2hh5T8#se=Nv)@mihtv4u0ct>O|gdp_#T5uiG|Ct^&CHO^(< zB{}dmQd;LL?0Xv*o_w4uoI}T1$d$!mStx?6^AcpWG08BNbn(2TETyNJ)-PpNV_7Vx zdNH$DL1WLdRQdCQtiN2x{lBmvv%W>4)1KMdUwLiM=3zm%=bWbNx4+$Z?JRv)kfYF` zN4<@@TXK7wbbbxtTNC>muZ5OktDTh&L*(wpmyH+TZ3MVd7|gQ-3((CAG+@$71bU>n zH6Fl~Dq}CiR9Uc*jio_fMk(6oHzJy8FeaOd2mpR#D&c9Yf$PO5a^MO~FAup=U-*st zT&YIM3;U;=5~ZbR$)6bzBB!a7-zntP6TRUmV>nWfEf$?Le~;fd>=MfWoNj(Tim0sM z-}-?8@qIxibU6>4Zl3a}l9jS?4Z?|F5SOf0{6lXeQ8-k6>yP-209WdF3i93X(sTxiFFP)Ml#C1*~`Nu z;*_lpu?ka*clk;rlW2^L`WD3RQ)}cE+$jmmoEE<^dz3Q*u^3(yD3Lug2b`)>CfLy`2)Ynjp6-k1EElM9_K}{KB?a zeO;=9aiJ~o)raD{ixiy5Kdg;rM&^hku*4w0RSih(>3`Lxyv5Wc;J5$l5p`v1SFH+T`v(j!($B)9OI^w z&R{U>CphD>Tc;4RZ$pu(G~CRyDQ9GQSkfyW$IaqGWEvA71N``N8FF@diJ8Iy*sM7t z^zE~`pUSc4v#!=M&*!gXFuNz0PEkguH{72#)Y-X@e>SPa7`lMK;hI?}!53#)EG1Ub zUo0cjivM3jYgINZsk8{Yo1QRNA5tpwi;Yq3ytql9CT03F4;@Dy?vS8Qkv3`JqJC>7S93 z0Z78v^TR_(0um^-hWH1Rgo}QQK)57~q64@;%vl7&CBH{X253v$rf_$M(u&hWUG}2i z8njFXx9< zKYRL;P8FlcAVLVC6R31pkasF8TOq<(+9DU2ATDxVVS)?M;>=jh@Am}4Y0gfHDQz{m ze&mQa_li;aR(G?XBF9yRKpmMox{9Yp(jqx_brc>^D2Dd8Mv2vFE2>xD@S#nQ;dvD+ z8(4i3T?P?Lh?qi6!-6DOti}p&=-w`3f+Ror5HH9ccPH1eJ$+9gLHp6P^0-BNO2*|x z!+d7-QI(DY;}0P}AvpdMq-0WxFC?NL%jZ!N(cyCz;36M=%YLN{{VJco%I6mX@;_5P z(f_;UQxpNolyaX&%>}1SCuO;U;uDJ;*;$gx+PgcGD{K(@$dr2ep7@m3+tMWLP&uU`?$z=shj=w3NjSN8f96KzZ@`vR!(CDCiUI9b{4JZfYGggrXQr3jnFQ0)P zH0Zh456UOS&&sFh=kl5TZTYQ5=Rx_bee6mM z``P4p(i&=-a|3hskw{rc&fE65OH>S9qgrY2|3 z)-b_N1_|D+CXf5Ap){it$3=7%J%Uyu2-J0?#QlPRvKvW=m_#+ff&^}@L<(={$XPQ% zLgu`p1=(Y-TROHz>4dDYYHSo#4gqK)0zFPXsSt}<9fgoakHs{fl~)~! zQq60&FO8BS#urxNmexpFRO8HkW+8w6ouB4+=^uEd84*S-g(2N ze(c`dEvzX0g59adiTNng=tf0Z1k=pLz*(u0A>`Ws;@7B#FUVEAo?*n}z}vG;Ch+w& zx_|2Moww)nsl)acZx67D{q53W#Q-R$#}(^;cM*Gd>F|9y{n_02CyUs>>J!*U_Wd~b zJ>nDieHhMfuhGwg-#>nhE)VBj{qwo+(r+-Fix1E@!WsIEpx38BD7X?(Mx}qv+w=Q# zU%%ymiT%0nH|*a(d5u;#+VLFq37q&M6mYfp%>L!E|2pUV(HnPk&iMyHpkLm&Uwg;D z3uF7A-a7(5oBwhU=(9KOkUf781OoPssLqWE7z0B1tT;m-r)P1-Y%J$8W-{U+C}$AN zHhK7s({tV{W0dp6TlKl~`F=&rM){EA`i4a4r11+yAo;iFGjOH-60@eo^m|Gef#qWc zi@yH%U!Iznj*c|I-f>h2 z4F1!-p*pbgKm}E9Ot#-_^BWLY0 z{Pk6qduXbi-wD$fq^CR?I<_G)#M&{?sCh{`2z`@%u_kG6v zH*denbKlh75Ojg>Lb!W_`G+CgQ_?^PH<)aDZhsT`?b}bP9SGsh6CF5PF<9geYOfWF z)qdv38&ZTh_P}~Sgll=L2)7ya%}K!7datdBpaAtPz043yDjIOfefRde=dK)m;C-*yO!J#d?ptT;PclCxjis0WY!fL&vE=Ts?~*$V;kF8&raR}0FR8dhU;xzKpKKy! z09^Z#w_mnDr17gu?&9O0d0&pW0lOtIudr*1^x--?jCjCCu4=|)m)+qs9U zv8o?pl@p|HCEB#bJq9vARn_egTTy@*ISyk43nfR$8UUeA6EE>7s9f5H1A-P7H@mXTGL@Z?2JPyg0hCIUCn z$X>el6UBPgXJ_kowfDr2nI9*+FKHk0-{z~I&tZbC_QSwqFLef55<&?S-az8^{D*Qe(IIsQi3#)LYY4S>RvI1nCKY7#)wx z=uSqYOFHV<`#qVOjDp!QO+|;hiav^oj*Oj(jnB}nj7cnKilYP9#%hAnFM7o#{AOU| zG?rw6rq5aEzs6>no=I)=xDbia@>szDncf6sf--uaPtRr!p0t?77?x5@OdqK?n#*R7 z_fN!{a}*FbzU%=t$a)OuUJGa!{H+VwH<%X+F5&dD6-{j^%%jjVI2pcNoZ0{y>!NuyNw{Ku;l1%Z~&7#|{#ML?}p6eTQ4B}Uq zL_L-O1KYQixJuy0fz|a9sX>(>{*t11GX7ciQ%g1XC{j5khGFb)J{3N&3-fhndF&QG zS^Hfj{=IXUb6nAkf0haQp%RO!(u;Aa5V{y6(+E%QMoWlGHGBB2gfslU)s?3ib73Xw zi-8S`He5_LR?)k2Xsu^Oj|JN+mT>ty3sv+_5T&l9q`8g)mi-NEdI&P;^uFih4#PRS#SfL1eez(5d=n@2kfE)9YB{mvr(HO4__A;vtL)_PkH@WpomodsUDW8-=B z0V{0DtTXP+Z?XqJ@}lNUgf`A)yibms%U+J0p3PY;z@9JIxqShFfpo-YM@LP*m2NG@XzHHXW|vo%;%#QuFjW3UerDa8zZi^XB8`NVoX zrN%y4UnucH#mw9Z0ydTlb^i+wZTIhbvc|tC*(xS+b{0xW4G#`&`8u~)zdN)==B0GM zI7PI68OruyqaPsI{n>uERTN}#0RaNi#uzf6I}14fh$ReigShC-Eh8JU{X<&^XYBp? zI`GDq96Y$|VPH|m+&{Dh-uTB=0JrOg7r1%B4w7>EKz0I_u;&L3ZO3U!P6KXNbtYQE zd6a`UzSs>~;?bsqL)#q>T9TgYW#=sj6jgRYe^j!)zjg2BLE89J*`hf^+?n$^(c%uZ z@orE)7u-#xt;JY6QMgdi`ZA(*$PK`PhzgBddv)AL2A;rIZT5?MZgj`kI(Eo#|uZ;4{#83_2&2 zY9Z?sAD0>8i@bO0q^wgvtm+dBV0YIzW~9l}BxuX_bhX>9rADb6=suWMX)jmjp_s%98YdpW6wer4 zaF*X`CU5!Ti+_*v#azrJe+tgOFS8^2nB|7;78 zeFJhvU~yCt$_?KRD(WC1ke&4vu)O;dvx_Gs%_oaWg5k zDt8bV4UYJ;kQSkfKnu`V4^2qxs)nCW?;Be%NVNiH2-&nSUh5q8=;^uaOL_jRc^7@8 zXE4C-%o^!i^mH?Yh3&%vn4tA-rJ@pa7PMlF3XnA>E@gms67e~;r)3Ii`itf3IqdLK zv{$@|e8-7!jP;iir451mBr5%4whEl(DvNgk#i=_>PB!&|WD3R=952?NHV&uDn3##3 znhk8Y$XwUgC}-(y(%K^{d-=J{-ScVfeRt|iO;J&I(@iwo&QrHOmOiH6rE|^xc~8?j z-1TRh^#<#GX5$IKaAAFReE@olbz|@?>648ihjWP=pPaeoHiq5BSvN<#{>O(41r&UR zhhzTNV<^2zueUen=Z_2*jWB#M8jhoI`o|Pi#=Yi8+;NXaH<)8(y9z0EwSy{$+ zE7=Kk^U%tg{Vv&gm-}G25Ehf{vTk;UYFwG|eDjZ|z3;B@5+02CQE_8Fvo;=5pOuu{ zV+Zu^wSQ&IFIj`Cp0e*dV|`Ioqw!Zydoj;c7+5?z)3-x^wwUqvtgJ^5j#{4MY(yPp zZTvXqC##DVh+Z2XEW3T8)bd;nF{{HZ1?+n*aZW7C`@B{Bs2Vp}7CML#H>{;9rQS|DA>U z?^OMN3ABH!_5bTB9}b%LU-SKc75D##i~Iiqx&Bt%O=17P3DWu>8a}~)2-5n`ayzX5 zRl~3RFAe{H&iDWJ9O{3g;Rj9qb-HR{^~1lJ{&%?@hJsbJJ;0+dfB647-(QR0zs>iw zBSi?x=%fgp{|M4zLUMK_`DbyLWJF7tAto2fM?^7u%kB7g8h$=%=0YFwpEv)um@Zn7 zyyZ~59f0z*_e-MG8zgeg*4m+?!W~dgBhlpn7|eRO6r@9)C=vl5M*J1S7*vs{z)9}_mat%LfCW!tsYzN10NoJ= zc7!u8L)RLfsZP-j!d;;+4v^s14p7JG0pfw@<$oZ;ThZhJEvo^t8f*R~r?&;~Mrd@_ zPZt0PJB82zfBsi|4evl@fP1qAhiIDyD?kN^LkCbp0;>aUn{t*K=`@ztG>758l(V6f z!T+%em|I({jes*}7wiD(;*gc$f&nxE(la2JhQchf3moq;Sr}E0B+&7had!E-kLP_R z4YNINoY#gf!*c7y>(Q4sbX|;V^;T%)B#TKY(x$b&GJFPCuXUSOuymy?@0zPy+4zk78 zNB>*o`UdX1>&Id1YxcM>*|((nrx8i{x1{=s0~*1%r25!~q|&#fdYz{+&3`1-BL`r( zXn_otz-jsDM;u-ri01Hj>BVv8?6v%ecJ`d<+e|-c2c9Oss5jy{Hd(f%)aQV?B>kph&R3AEj`n;!s%tTA*NMW{_JxAK z7;qAG))-CNu(hFml@^ny^fPOV%_)7=M%ia{=bphbu zSBKTVH#KhCQ|2R4{y44 zhD2jtmNL zZuqxs`SbvVf9uC!PN6JKIi5*H{68TGvHsv=?&*1JySB%2{(I;3^bq>LaBlpc7%t(V zJt_ac2sQoB?3B=4a1i2uQG@<-Y7pPnZZEnZ;;aeMr@ov0IH4(#qHp43PE>JHL-hv< z5T5skgbF_8^1h=7DTeYV5-BG7|4eqVl7E-)aUJmO3s9>xOM0uE zHrwOYsx%k!kIa#PKM}O~s)(M)`M=?wG_#q(3@1d1h)PyOsrrbYOGLr#R;78`(pF{h z34hAV%2L{ivI6s;C@YzJ7%J1ud3I0H8xiAeGAtoZl{KyKNVe(5f21qx>M4-UYL(bJ z&T1wIWSG*XDF`pHrWm4ZoueOIFVcq-Mr~4e<~`zqRB;hC;`_5rfjyKl zCf-gXEjnu2xh^TFWH({K>qrC;Vi75Q|6tJ)_ptV*jyZVUsRxCZ z$Qdo3XVdNH>-SY}LZ_B3Ygql?Tfy%xzivArq4I5oOur88gwk$3?tNp_Z^iY4ZKJFT z%3{&9_n?`x?SUS*?D#8b=3o9@xC5F zbMU?yA+7bkonXE4zMJ{P`u2nh4nFsE2ue3Aapg0R`yB(;x6|}*4sWOFxwXE3&THTP zs@FeQ{a$`ev-%)0WU=x545{}7A_BOG0ph$p08F-j)mr||qUG(D;U8MdKNc-)0q?{N z5k9?zn!aVI(aGlj)5TG9?a#)Q2dgj>h|ClUo8M^g>h`v1xxIeVS}4%N=msb-Z{BVh zC@^i_frk$2+~J}N05KXpb81eJ>`BHr^>m`lZt;=2zY6gBC5P}H?4xyL_i-292RHJa zVjR5-ai=wh_?Dovku`~wxM#edw@=vJ{jl}PPDUiya4_RsZ3{2qPlm+^=3>KzsHn^& zM_5UYKFg>U&~T29%6T><=DifriAs$rWpH?MaZP}*SK4vnl!Dz{@|i58#Azz8&T<#M8co(z&65FJ8*96nnQ&M`I&mEED?%kOp^bS{6I zo$?C_1|UVSi;Gn2sbCADLQUvgNexvt5VZ%eQA`Hp71l?L{v*st0)Wwrsnj@>*4Qut zz*@eNz-yz!ATK0VBlLg~@p=G-p@!9hlZ+RD{!iq#H{}S?6|f;}K!pI8EV&5=7T)pI zDbJ;V`ImE`tM&pco`0E%?H&yFwYX+qg1;>>xsLe%@Kc5uB3dIZfMT2A5LXz16g#Te z=dL+C7Z*4xqnee#rWVA`Qe}}tdT|bsO4rFt-IlYD*}kk^qH+O1>}x$x&%H~%9+cP- zBMC_{%uexGg8w-!c$a%?`*C+7C(o<8K0yqs)1A1 zBQr&l3?9SGuaFYoaoyIGN|SEr=h(Cq(#cRlpH3Q}li1fmLx%y>q*M*Tl`HA!w%5bA z`d@$Olhe~$!7<#a4kxZt!ad)EE#ey>`FIM$Y_dd}jXgBgNShYWpA zqoZsEwuYW&9ORqO=VjWP3z7#Ns4tHf_)T*-TG^myducv`;($|y_t+yYrqFc2=0?V! zg|eJHR`KVhEMxyMSQcmb7$(tqc*hYdJx&`nFO{OeuQ}W(hH|`Jt7@fxRz~D`-l5pF zPmA|-ej>S4s7G9qXGLeP39@x@5NgLdpI0^NZpM_HF&E3!nLU;Wkb6gHDH!y7cvrqR zXW3ip?WQId^rGu*!FZJ$IW=>F`q=hPU$~GXuhy@N-s9akAfE(hc_79=SBDlx)<$U^ z;lLRoaS@0S4Mup=wOZ#lOzARpN9kBS#tMmKr@KFN&WExiIt#3W2-1q;iBHiNx=b?v z{@HFida_ffxh-gXITri;XDt2cnE5wXn+P#Ot!uj(cYz06O^{E#^MVnCYNVvjwtTzH97JH6JHhgl}0@_TzDu(pGOZ53TFiZXH;(M^sVVvh(wU=JssI z-}}1H-^K9D8hb{j%9TFQxxpNF;n-ri+*~$cB-y+H>p$f#+h$|i@tZCm8?^t4$?<&{zP-=(BMX*!oLww!f0h3F zMvl?+)33h=}5 zm`w^X)eQY<5o(zhYTX)2YU+Et3?#hvf;$e;(+nH!4|V60cWDiCTagTMV&5$dmZJ*~ zP74kl3HC?}N7f7vcMlIb4v%&><_Zq-pAGYNj~Jo#i7X3QYY9wwj5rrl{KfrcRWuUp z8d>6Q9zY(Fx39hQJ)#aT>WxI*q#4!JbKB9>%509Kli?saC`aHlNQ;gHQ0t`Ti*jNeQdJNyDGaKcL-9(5z!izXYkh7qZ zsKJi8Op7WBH(y=B9oGD&$`?#%>W2%`dqGh9JK_qJj0Et<0kz^@CF9;{iTtsIAVv5* zJjUtXD;2H87V|~oNJVP2D14*EHKPp8kc=fe2|yW*`_7d>VVOXlo)f&}} zm&lebeb7!H22?&t zf;=TL8YXXZCVxr?YP2OOdL*mir+}@JCACsMd!#@OtWvBZQlv*yWS;a02cn(v#d1~z zrXFK2!{cSZ(O)opPViz6A5(w2hd=Xu(dAFkNPnZs10zP$Vpr4Rp3=UJT0qE>>By23 z-lu!xyitSFg+|jD9n%fd(~DNqOWwfp9vKzs8D&!OPV{MY_-PI0F34a2Je$BfFraA( z2=AC_D;Dn&0mJqbZI}i!O2pyiPaU%gcw7PNuO`hrrOfhYPirL=sU(Sqq{z`{EJ|g6 zicphzgWvJzY)R!DY2_SyrNcS{F-@3>^yU2L0*r2=swJpn% z;bZ5C3H-IfYGUs9FR35e%st+#at#PqA%u~t;MTuS^A$+*s|Y4mRiM@`D=(K%a!W7Z zx1y^{!yW@h4<|>r6~*wB%M++?b7zFMm(#A5XGMBZfyxTjN(O%WSsmdZ zui_}0IB9G{QSWrzPo9;!i&>aU9?+B3%G1>(Y{Zbgh%%cGIWgAdsRS7r(qJY)4mm-_ z`BUZGY2|`I^-^R4b9%|zA0cEz!1t4Ccz}jCd})1S?w7ULJM4c1z`$rn*pC!kd+Pi? zDE~E<9w8twnNcjhn1+{;K30)$6Ox~VlcD;j>fW<1E2FO5s^n&^4xK7jXDE}7ELSeL z0_7mLPFt7nP_=7B*Ey}!E1;4>M;iZ^#vAR&m4p<9X-z- zeO?(tuI+fiExMVVBhT?zpbC7O!ZvpWLFsQ5I$Z}YB9x1bMhs1B>s{cEuAQ^4jpwet zv*Mvl#ih*dIjm;Y%+z_phOyGl=8n$0O5fG5c~~wA_Jo};f}MZYe*mI0Fxy#!gkKcstH`5VZx1g9R`U*31%_6Ykb zImI4C4l~BW+3H*|1d)gTU>y*d8R>v#_QQ1c3uN^V62{RS_c4q0Ge`}HN7bWD)Yma| z#be>o`bQ#dbSo3JQtJ+u;|(glPr@)X5q$ zMILe#`tqA=*hP0(DY@7^YuK}M*n4Bx_hs0hXe3Z*Bv^MO)O$orz{5>;*qLZJ_Ixnz zWyGU=$V{j-@qEZUdNg@rC|Pzir)o5pX*Aw@urPX1^|{+q1n|G32I-E&){XUgk8d%I z4^E8rp4S!dPShdSe1DplBAT2Lnw-;}oPQZ#$(mg2{3kW2YVt62%)@D-Np`Bzd*ax8 z>eP1p#CGEBWujtZ>J2!5BsBd%G=3jFeZ@3AsXM-8J6U5pFvg^P`7*uWJp-RT^Sg7V zCTkk`b!K~Fx|V5nwbMPuZFVmjw{BtreRG!Nb(V~Hu4`hp?|kOF&`cig#Kgqx6Vo(H z*EAdPbcO63h2A`m&pa>jRH)G$-{hFk<~*2qq2pz~^JN}hcpTP$ZcKd!VRHfTb>W(6 zL0NcFb#lBBtNa%{-VcpM-OWXP=7s+A2@aGAD0bz-u*CdF;zh--CHdDy``0Cv>iGbt zK2CvI$YzPCV&<0avPt#QkCz3>5WsJyCEm?UZt;~BTY$si%=^vEN90logj!&>i0tH2 z%I1<7%5p~6>Xz+nV(4t>?${qQ;N6BzTUKtkXYN*&eERG7y;#-28W8qcxZ!m&H(MC} z!iF9^)rY@cT|I^r20S7%@8qAi+MK~~%blivJrM@xiPo1n6ykZ`%`wZ#)i-KTH`8*k(Ub>o{kH6Sd#8!b{c>%Ud|TU0Ey{Y5 z1R$_@t&(^h`NAPwddlv8wMcIqergR`mG!lbdFNDj(nnB$yl1RSyqBm#CmKIFe>Fdq zFlpN^*l|>v@KQu2y^WM5U(o|B?XgF#y6Wq*%0;qx9<$ARIs1cnyc=t+I@;p4Yx#HA z_%GsF;*09-FS{Ii2NF{U54!3k+yV!-Dmx6Cd&yg9@>ZzbV}2nAf3latW3&TfbSpND zPbC1U()~gnzC@mBl==|eHftx63Jren7PCG2S`{ov^s6sK^Y7H5-o9=2ez5*=>-m-+ zdDs#1;UsbasrZx~ftvRRCvUYk{O3tZ&Pf`H6Gq)h#@~}1lGBW>lfb)Qdc zoloVQAE<$nSU|1aXG{7QE4~+NITst<7h78wJAW_srcU8QSNvD||y)#M054$|B9&@h#bYHz}UH$!g1t7f!e!2!3T*LcaBjjEq8eC6%dz#w?&YZ6x zeY(LmxWVze!OOiNP`Ej|U*CQ4@$VJBW)`UPRv9EZ$H*IVG*czqzGZ>lvXS0#dRBH2ZtNp&!h*{FM8hGc0dvsukFV-u>51qz1+pMhMx|G!6YWyQ^t=c z$J*tls(HF|T#D_n8@qjJFZG+3ZL_JTs_j2926wKc&+xJmJEwoX`#tOB-ZpRS`?7xv z`LPKJzKl{y@dY#Bmeqa|7GRsw?EpNpU7i%l|gPy**gFTR+LfA z7DETrM{ex+F<DqOA%F=JyzVUd?+5QcM zDlfn<&kUhrV12;FCnPS%Lq*0bqex<5=iF9SUH!eilw*_A zv-69~tN0WfyW5BRCqFNm<#H;27e5t>Jby6ei8B-lde=zgs4<9HX8<6_c`AxB7LUSZ zH(zLtH>p7?B?`qZFT#T)(khkMJ_MuZ36oRMfqTF(a+%ytTMOxlKjm}zE*7x}k}SKN zFITAL#sC38WESW>I!950wOXa>wp7NPBNdEgZchQjqs45An&7xb$#>}$!$_H1 zYrT%IXP8eGcC|lh>DVR)41w0We6Psk?<;E!_Pb;A)8jtl-I$Df- zoGz-w%a>5c>UCte+AP=VD6ny7@aRpoIQ``5PmsIfi8u)cqX)1#?hnUb^(r>@9LRueZACF8tn5_Ag7^L!P{xx!(~Gx&jL z0iZTMZ}5>-Bm@4y79|h%hDVO7eTP+aRM*|fi2@lx-x%n#P7y>GK^75;L4HhlEJ!uk znLh>mX;*~OeKbjPpZzFi>0Hz`t$!e0L_TpgJ4_njeNni&bapC1FHawlgkNrB9ZhLk zWjshn$PNcWnd^tNi)_p&7W5e-ilEt|yH~_wL(m&J2A2j3Ck4BOnA`Y1=+v~$Z@Dyv z^PrdY#4*?NDMc~0(Czr^Ba#IK!xoM2A)w%SppD{S8#-f%Ak8TiQ9>;9=N0CEC1L*x zWLjKMQL+>7GGwtDSCfqmh6Jdv#T_WhG9MyquxbPH1DFZ&RMYikU|>KH4?Wv{^lExG zpt(}qIn5XaM{hPO+{O&)P?6KQAWB#CF)0k|`9mFW5`?aeu0mEEi1X)cFWkMB4tVWCqcc{oe#f`Ll^%$fYSyyAac~P%zd!Di+Yhkj>`93_t29I)cbLf9%x0 zxgeVmRvb^1`|wfmu5Dq+SD$f$nWW|wTrDOs(KT2+Bg$SIl4>RLKI zLh6jbAze*cys&~_w9;2Z^ZIqcn1ae{K@E3@IeeqzLY!<)EYYdORb0)THj9(aTp?{u3n$GPTj7roOU8qJyPy5=h0q}!x( z*wi_mfkyB1Z}RIM2Mb#*?;M;9sXQ+zlnGkIl~p%2FA!(R;)&gqL860@jf_{_vbK^1{Is-rms zsi3<|%zf2O&~f8RU?4Dz%C6Wz5f4=ytd?{`h!g8kl?;I=viW90wOJp_He{oXT6l`Q zL?Lo2q^ybUT5Q=Pg_KvH2!AGh1uCL{NDEoFGR*!Vs9GnlT}Q5}sz?dlG{GB;PzokK zEBIJkNPm4?ea|oH=iZ>w((NKuC>QQ+Wi3yAsQSawBLPOwHF7E;1(-t*rqS~mekAyn zX0LZ!IUkN?9BEjpv`1gd7ndQ_f|#i`Cy?csH@X0(YdB3e zjf@%icNI1-aU8MwL7<^NI%?z{Ojc|b_L?{X-?clA4Zbft_ji^qkeoaBZ zSiDY|a{ZWWJ9oE^ljT3{(JcmgocO8TJjSCAwk*c{x%P7p-CahTh?m;>bM)3!B(aZv z-a^}@o+UnLT($|FVAP~!%w8fQOL;V5wKu!+ zt4%t4pfcgQ@Ck?DvjjGUWBsV+piSZSh-{!XA+r`?)LlV@Q3?KTgd*JRyHdf32rAHY zKU6aSslsw{Y9eC(Djl9czGf$?55VUD~DZF4qWt-+G@fq$qXB$(z$8+`%qp? z>gwPY*`7sgw}~~x=U}pch3E9}J)1q}=Ef92nd9e!!z+TV0>P>rH1`bWg390NYx zU#EQh<*_-d@ym=v?3*|TUH)qCop{JeQ?wYL-%qSBOOF>$wJAu*qX%i0y(7P)1NXoC z15I`tugBRG52;ZnqEP9FH7CV|r8By%O{)hA^G@w}940eau4m=KI*LnxGtv4XT;^pxz9j*%n0NDNIJLN>i z^7$+SFNUa5S;_$zaS7`5G;}5_RDl2#M_*OwsIR-|24Wua1B1bq_@|V-802y69I)+i zh^;_bCpOG2S!Ge3LQ!1s_W88N5ZX@Di5VEJ!+Nr?tkx{ca4Fh$_Ok4guRR%#In_c) zjWXr$s%u0+ps@EiIWm}g2#5vrcX&7l1>5A|&Xw-sb&$nT?-hs;!2e?^Dr^IYBS?W_M~ zYjZ(NkeqQ*M^LVkfTggteu=I5!=hWa%hx0hLk+s9Is_Y24Dgks2KS4)l>6`;B;c@F z$&2!hU0!WaUDrwUb~B~lo)3l3UgtscP{QfonK1)%kTHVT{(2VQf_H9rB7%(3=4-6N zSfb_;WhP|5X(E!LxoEl}$Xv%TZy#7+sg;g9&N=al7M*v7U>W;gRLH7x_f%O*Avcidu& zJsS)suaDmvcB;+uSatacE-;M!aJwhVJW;WR`~|ka7&tAefxy3H=d*9p#b9SxigUyY z5J5qciDu}tpDO(j1%M_z2(W2XK~RU40t;JZ4cuh#10eKADvO5RCSRMD!&3=hR|4OR zSr3RAiXuO@`m?1O0$qNlaX}5m@gzNZ^5|7>siB9IH`V%V42-&yi@#vM8t)-cCD=zF zN^=cwsbcDz${fi?lG}Zb(f-LE5PjHiz!5Qwj}Jq_9q_O;Od{3DWfHI-et;?2`zQ|p z2A=``Ops#vJ63>AiX2ch=HO(c!?4*Ahn$YI$jG zopYA&CEQ2R5R+k~V?1RGk5^>gNx=9}^1fU%9JRY)+4g8nY*YvZmcgcg$Q%N^H?m}s zw2&>YoG6kD7Ns!-R!;>pqU|RHCIIol@_2E$7XSe|M!0uZ_gUb&Sf*PdY)TzVdoK0~ zY#IDUG6Pf8)4ydBLbX03HUzzz{Kfq&QX72Yn0Oev1Nia?_I@bnH)n^*?o0BdN$NZlWwE;aez;sVM)zvOyLP)NpZ`g5COko< zK?ngJEkI69=4PZ;alr+pSoQQ{q^y<=f{v@&x4Sk3RGA;LYF`=DY>*tTQN69PKL<2( zH7iQ8!T|Ax$)lkkfS`9|%pqOvWL=8z(42e3Jl7zOB=`;q?EqArQvZxBZtYhSP_Y_Z z+ns3QK6YaNMOxq|J!5`8DT116*`qu#e3Ez49JMzF+6*^4h}+l+!j8fS zl4yw*xJvz6HQRGUYRkNE-b1?5lCGXVz`5d=)TA%q9m=9v5nAvAbAD8G{ zg4$k;V%^O-h_;5oMe=~Q0s3(<=&g8>aSJ%PsW$3tm+>T}% z`*lm?5-F}uxU7I;!{!q6XcL2P{h-i&RQDmAMRi(}`d|cDJ;$L-%UO^96uW$g`3v`k z^KVb5ef#!42O9^suH~ug=wa(rp86JV3o82&e_izlMP^5zhzFF7MG=mf%U>{WFF)xK z4xDndR+SkH2B?4Is~LHV%kO;8$>08G`=67;O=$PLh*zeDe&gEX2GBoJx$)W*e6=;% zLj^)ja1OzW@6;~0z_52cdKdn|oR55EEhY@DA!mUO$^KqHZvw2`bKPryQ@97}xreDx zpd7R~k$zQppQhzK#8EV+@G4R>QxqOy$6vxBhXcZ<`w;%x2fO_n&j{4LSKj}Q%Fz=1QR-9fUidB^Uzr9& z)z_H!s~Alhh==i518LFt_-cK)VZ*#JNFE6oFh0$jjDw196u1L55d?13ja{#S zL)IBJ?aM^qAT6op`$!WA;nXEyv4tJ}G4i?3pPoN8Y|s@S502m|6-pDxDU#sYmR1Yx ziCNtF_Nmq98K75l;d=$LJJSr_C!_HWAI#_*JkRTI!sowL3xP`siSfu91ca)6PsPPg zTU-^gZ*`;(O&jIUY3vCT#7(qm!>TIQx5J0q5@9Q`OWuI7Vls)`?(uclqrY=u^$$&? zHl;t4PGo-~ZP3i2Z-@85$L)8|<|dGw&`cX`DG>3*_XzrGC!78$t!g4=z|u{xI5oFi z3yscIUnC8UCDpwn(r)!3GlnwGOEgPVpa@Ni%2YF+x4q2kAbzt=a_6aZbTz@E&4oMz zvJ&}8glXMHUH=f*m;Ge@PmR@{Y~JTb;iuGMnR54*jFb@fTntcZdVBRrXzC$!w(M~2 zv(O*M%|A8q9w@S&sNm?Tw7{x49N$k*sLIhL2JPuL?tF>_Xn#DvVPw<}x|Q~O#9av# zO?s3Gy47%ZaIdx1DAY8FWFj6vmDfJz5C>U&-__eht$a-alvXGc2jyLS=CH-6o;P*R zhik5%0}P8N8g(ep3N(dex**sE7%Xe>3brj56bgHlhdujmt{8?`)#eBC|7xy7=_t0s z=&0OH5E9Gq<86S^GKABL%FPT5(vHC7Z%pp!8V8nVK6kFKmBXfKNorJMQ2Gk;YUl9R zXqCM`()GTuc^#Qdfh;S1&5wIi273DMo$DyIUf zLi>Y^{?r*5*AAb=4Lg=6SzC1N73ue=H4lz=cFZZ_@>BfBS=*AGL_7UPx zC1OkKtJ(N3W1?ehm=h@EM&%$h^3^K4qYb0TIHU$V3MDa```DC%`a1r9oh!f-XbMONff#aP;20n}Vkky+8%xa`fz8@at`=LQR?U8 zLxB5`9R9t}n!BX?Uub76ScUy38+PcQ=2IoDVY&~L@)tyW!<1epO0_!ZyYg&|MHuRe zjW#ceCX=c%`z(E$wRHI>UYBSEmsLo-p0iC_HV z#VX6iV-wvgpNywyQ+T=?xz-Irflj`z=x_w^Uxe7Vx} zZ!;fuaPFoKYN=6Gi9|cQSpjKS!Mqmz1@1AO`phk-LF%XFLbv?eA>#U4 zkk?x|lEbg0UK-sStKV0*z3o1~G|Tv*ZUr25tbTi1tNmt7<4ACAv~~jnvpnefsF8a6 zqyIL*uP=G4kaznz{o&-(kCa;GP zWH%w8V&V{xP|z^2aPSCxgh)usE30ek8>=g$@40&Vu8EJtB&1~I6qHm1Vz@MSw-fYW zHj%Av?H#QdlcgPV&;=hKWw4Ra5s`8toMniSaiXIX3O%C=QZkAi-%4-aVlvA4{f^CC zFPRvtX>o3@tsNSlo?l)M68GQZRyz@aGe@LzB#ox0D5y@3?nX! zgxk4w_IOlas&*t(8IhYnrdklBR!tsA?lCqaq$eyyw!OP=~Y6{czz zR$-FL5~sGPLHaUUq>l4yacYFAAwpE6l2%E&^Mb2U2)c6Xk-lBK)wm1FAC3eibc&xP z{!aR>+v$G5$k60J!N=3#1{4`(1?Qu*BatS1yT*Bm%ATS2Ts#rQ7_yh}o67XT=rK}h zIR_^gkl3-z_kwaT)`rK}oY*Xa46CY@qI;fV7Rk43XSfIP>TsSuMJ;9Z!xS=0G+E%a zg4*f6V~dQhgYWUPY&bM80)>Q+qNRm#MDT%O)orDjKE|z#O=o+*jXX3X)2ce}=DbEh z!9r_QI_I}uN6~EzTEvR-8K#gx?I!4fvO)Uk0CPVQjs}Rcsf6mRzspJ5@r&ZadVNw* zAdt0QaY3hHl$NugmNvn2gTr#ZqVOU!wmLn57h+n7+*Z8DQL3+ed@DA{C1ZJ+aeVu; zVXisgMJoT5D6(Neg>>B#>FIR*c1~y8jlO4rIsRsOGG8&8j}2}q0s9>ZMxP4JQ`T8e z3t6+ufC;VDnF{XDGL~h(F!=N2K1_Mr1y#x%zQ`N)%3ES>SP~DRxuLz>35i-OHV#e< ztog}zX9eIKry7F92~L}+8UZPpEdk-n1R9Qo$a#IiR83x_wzH1yJJxNvy+<$AK~N|F zHqxj*kxi2QSgCAyX5b4}WdT&~G8RJg!7;`d=?BJeXOM!@e9j0-%EiyZTJ5wDJ`$_P zt6E^AUaEo2go(5vWunO-n}0Am8bz$4E32hVo6yF^A3xh51Ld0V_C0LDX5N z@{L5vn4DIaKhin#l#%g2%-&5pQv6Eor!oiUhflc77G!X6rd3hljC?V*0i$MNiF5x+ z?0mrhpZHt0Bd#hwQYR>GiuH&0%f495;4TX65pUit!yz#577u7 z_x(N!WOHK|MkpakV*pI(=v=N!IklW!o19>hf(+|s1$;G4ct}cPMU9uG*tq-b1imOe zIq^HLh~6mJO=AJU2+GXxM2X&+WI~I<2}xE{<$CGs3fI;=-Ztx%UmlA=wpvP>FkZ5n zM}52wi42Zu*4c`a7e@CkBy8%+T6U5FNt%4gf7^c!DF}?#qY#(PBTBcXknntufUUId z|E!MuN-J+ujn5GrkLg@*nryph;eT-Q!&Vg=_k+!h{ZIZ8WTVFK)mT*;>WDh4#<*sY zW=bZ-9fFyciIn^(wJ{)A?U(oPc$UG4Rx$JRepIr23%{_xMZ%7kQQUZKy;8U~N;jMX zS4{QI?3SPpNS_*x)D^s{mvoYikY^BwTO~s(^)nc--pkm!0IX~D|7g!45UjYqHrxBl z*f!jcsv1P2uv5E=Zc#t|8U!yw5HHqnQ>aexarRd~2;mM8iNh!M+|ir1^z4aZt_0RJ z7er+0a;%X&IkYrqX%V{%*l1~SjP|gxgTs{e?A?2(s83G8M29Ic?x~^99GO3x_5Qg0 zo{)iMHRDcS-HaaS0#R;7#|R`ASUa%x?&!#jL>Xkuf5>y*((_x?9i(jHpVKE`OTtCr z1Iehe&Z)-T`j!N@S!eWVn5(3a?(cGZUY?VYxud9MJkhA6t!L1wub@3PE-xs|l_!Yc zWjKSPF;ji86?ZXL#>c6M#Cfu@mvzIkVeX|mb2k096;x?tcX6+}w)&F6fsfB*K2)b9 zVm^MxD_MXo81IEULU&)rpOvbTs5QIhi&IHFIcKx~Eas3Rm-VxYMF7{MvrU=Av|fqm zBPxw?@j|^aj=jAY=kpA~eC-dIWlQ&T)@=dYQ=j-ZvQvL5zr>Z7M7b*yaA2ki-}7Yd=mgQ#F(Ectq1w80)@m3l&Rm<{r9 z@|O1%xT`u2Kb6yk|I`iQokdJ39_c)|R;}q&M&=4@HB5%Uk^z3l4Zp&S?ey&vJA`$i zp&g<4KkfM$JsN`l5{6#A@N2N>rN`39>W-Lon{0D9K?S9tYo5}Fx|1fQ!cU|yzgX7Z z{bokjL-Kb*J`CHnHUtdeQGgLf=L>JIe*^z`*uVFY0?70E1 zrv4!e*<)v*z^2A&y1tv^R+L%ZDava0WWoyyNff#Nq4)p{8JTXHAwlPsVF)p_Ie8n& zyl>TKF%8+j(Ou*c|J(Z}f7CrPe1trhXhWnG1Hh0N-ipB$_YT8KZc()1?PxA;upuxf z4|;C^L$eD|-onbjFRmjN>(UE()O(27#Vd&A9?YB+i9$IsWI*V zKM+!w7qH8Zve#=!stnvO#{1(Da0!>sV<~?b6YxR}f#vYWQQyKu-A2C!qW29EA@s=u z^3aEJUtM9~5g?TCWattAB7HdwctgM&9}%wy-Et4GM~X{l2y!<@lH5Xn$dyJX!-0^2 z2*8w{6k;o+@V`h{jwt9Qj0uNEj-2wcNAY^f(uZ`3F~v;;q&8N(SD;HxU<9Hb*@1kb z4TIa)NXm?!53vx|4I^F}itvFgzb7L>b;x&&y+1Kztmj*JFJ$DF{bXEuujNDljvXr0 zKwwoa%r)fjJ{P?r_h6EOc57!bZU+!+%!;_r5DCE|@MrkG4Z~HysDB_tkq4xh6Vc8Q zH#R;z+yW=;EQ0gE=0^0|IpBvq*pdTG#2pNKQ{N4o*VY;NTT_KwsVVL@Q?p zH55RSBl2i8`q*Y7m}Brf15foM}3KD$yxnEtQI*~j6ii}61Rk}ZJg7M@2Ko((^Pntytcujr7!g!*GXndBD2X&$;~0rBm&r2k?2tOQ{w1)BMO z&~332GB9Y$Opk{~vyWUP7G!k!6Q)&8c4Yt0`=SHtGH79y7-~TwUR9n(lVQEAc??Y; z@{py@4E&YI7QzGF)oLO2)&UPH9h3U*#VDy$t1%;hip_FQbk6wD4A!A<7kx?uw=5VM z(FgOg!+Bi*3%^T;NhYaG{<-8xjK}zrJ&&crlpYeCfJlCDpPS%zkUG^%M}X$;l5g%! zPG(iCzaX``v6+WyolkI@Phnlaa9TiOjh6wtqx7K`xg_Y+B5>(2QojgwZJ6xEkg~>z z^*E1~!0?ux&K9!>XKIf*v|`<#8dp&jA-W_~zlhJRm#-wg@`1$Gx_}>Yz>r`DjVZiY zHKO}&O%jMex@Osc10=i5j76njK2mB**w^tXfF1@EXuAaAIb_hI6>^63|G`B@1v;VkrQ)dN=-7yp@53b48NH~+|109Z1 zhtciBd6IZBn{YC0!r6a=%h}>)k&BWyV!X^liYH6G++kBU#ziQikSNzl5h2Do5*{)d z(atGxHfCJ2P8h2ww=a9ak1kBJtrQrOLzHkrAcrA9Mn|n2smK$kNopXlqgc`ZR%5`P z_J+L)xIxd;JK485rEGx&-yl!{oliCA3aq9mUa}7@5%X}4&QsjzfqlDTIfv-6^bV&s zD+xOYTYJ=NHkn%_*G_f|z`_G3TPs8$)WKT+*I@KWywNVfK3 zD0WXFXBCPC_+ax+qKjGelKmossfpR=bQmK2vxSC$@3DrMn4cl=h%%v-NuxkGh%Pt8 zwt;(N$lzsj0jFS+H+EXT2o|5$$mYH@lnYS+@K_uEdqN&aBih(h9ZA*8~IBBZ#ia2m4 z+j@n?fQ^JcukK>)z5V;tIYxn{2nSeA6IpY?=S2*-Pb<_$!skv=G z={b<>J7Jha4}@y`if}F_GbZyBA98XgEx=oonqwfjW&A2Rq9%hU>da>2bn3Fbcgx|+ zXQzX{)V0_k$P-D+3lhaMfR0mdTwPE(X@23+xZ^S5YYF#r(o`#VC5IVaZaI*FGBNoLJk%mzm)#4wsTl)QBfDMQhz4tUyyhC@f+k0z0dol%^%U5iGy8!T`Ymvw8!%734cr|*MZMb{Iw`%VQtH5%oY;gMZ zwps-|mU+ptF`WlMaurnU1%jY{!@m5+w?^5ll7Z^z^au z)U|2wZar{u@QjG|Y$;x>*&vr>y+@(KJU*WGU;LrTTFH z5*SR4_EH+(Ps?mqLr9%8YcoD^_hW7KMC2|Kc+DDobo|NvO30c0%ocIsrIhNKjJlA! z)9-5Fp-+&~0_Ku0DDji;Nqv+%i_<&v`L(E3Q67IWdnQLg<*j6aJ1SVj_n_5(=ef*+ zOO>{x4IB?4m&d&7)o$k5_}5Fwds~%8n=dOz=|M+kV??%z_v@`!4dlD|D5r<4cO#Ws z^~OyFBMgCjZi9tHl};Nd5Bt4P#it1Ny?KH~b4hN#8oJt_F#HQL>3fiqOlQn!>1ec)~d);>%zNs#NG4G>*%mjSBV6$33Kh_#UXp*5*zCm z^zi_3b%%2lZM=tqe1<2eyjjM7GjKgR1XANlUzIztqJ*tmye4%p@!@FZg$xL_cer$ic{9}xjqhFGLYo^=b*-szj zOM)7`dgRyR)U~4VbyA4~%P(;q$d&bwmiXpKKg~{BIlE7cu;XGCKj49}0&r_r0FJf5Ze*H~R(snlc}+WWSz# zT5ox|mwEBb5d(_cx}P%xuv6N`DnUTT-kMUsHj5`56#%I{*o}S|h11xHn z#}`*91PBR}fSitvPfSi#*VNY4HzWk}q7bRFi@a}f@^JIv5^5NOkb<6_pI-D;)=16H zOr9HRCxVPcM9IJbC|p2%oL8ZAwD$+ZxpPE6MNKYmAOC&&lBm*G zDLL4Dr%{wN5Om-S(C`3tB?+|jjxxgNs$HF=9(`BZ6$*kzCW=vJ*bxasCfvTb7vIG9 zzCJgCO#O8r5l8ra$p}_vufywyJV4BA{!kP^uZMSojiD|W!fv-clzwjxL&o6u1@-1) zDrWsHmW7qa=}O;kQYhPODn~q19mq&3+uH+u z4#KL*$fuQbLcW(g*YEM;RG7D>zFF=Mg`W}6dWq@Ph&3q>CD6Jv)$fU*8p+~z(eqwm zz!E=STNm#wmd|w;bBj@PCOznPA=JsSU8P{(Q6K>9*khVfgJ6hsJu%wbVu?L8rB%hE zjg$n#i3krbqco5Wer9!ZJO2d^*La5-zj)pq&E3(>>wS6~XNh`+xhJ1p6d4rkjLv90 zKJYC!gGLo7o?s>=Td%!Y8HJ&-$s?+_t$QwN$g4)Ps#E0Z`7FpJQ#u>||EF&KwjrAjCR} zp9f3{t%BMy^)j@zn8pwcIfu?7ZbG_+Ki(?f8{}BA_pT?7rA$?ZzIBGUFjMR8!OHSp zo6ZW8?jJUGBJ6y~33LMPZskN#kxj>lL~R@A2Hrvz+aW>yjmom&oq<90WJhf6Owb!4 zH5V*mO{%PdLy5mQ37708FuBzd6?n?Kn$&ejFW5AOss<93gwOD+sa3*{lzuT+NPlag zNHXK#*l-PHlc~4tZq~Lzo_CJW$Ukx?WxsVs9K5#{j1 z)*#{6@#NeAd?C3lI!Uu~8lJ`=r|Jc7Y^m=&79GW|dlQGXMaglhwe5$YffODQk)e;< z7*$hbu}u=eo74IV%XW}|8gd>xWty}rm z+Xb5?72vNze_lx*H9YsY8{3^gV6}(jr+EKWO<8-f8}3}|=tw{=f?;66k(i!gLps|CQ@!1%nA|?RlaO@%?bvA)HjGT5Dx}xXfQ3tMZCoBBt1n-5C(u7@VRu5AsX6GvBwso5kNMP zv6euHOcTX64g`m11Bb*xgTM~kjTxpT{)jmld`1rh7vKX!*!3925>YZ#Qq_RIT^X*~ zmABOrD@uW*?&G+%K=MX2c~>nHg`o1BbVSbvOg*;x&NUXekz>Q`$TkMh= z@-a;)j^QSqyULU*F%k@_s<9ja&8%Dw$SYitT!PA629j$=z}5P?s({ojZ-B|0fa6IB z6TLDUt+JY`sJN?yo+laCbegSRZl-jg&#?Y_6=OpJD=_nedg%ch^lQk^rP!o3wxXP+ z-d97>YPK#A|c*02#x3h!B|^|E>Osg<5OzaMO;RoQIKOmj3{H_v*>-_8prtn_pw)DFP(t!q^O zTiK*av)swtc@2B+ft?Bj5~3uiHJ+K!!knw8o;b)$*_aD;-4e1UtGGUJZra^{T#2P%R20Z~MkU6!tSau&vr2ZK*l3y*w>Oq{XG zu1rx#b~^a9hKGi}YN|ynZw(&s?vWxu-r9Ki*SK-16V2I93s^0ApO3#j2XhlES8Zdv zfKOI@l-t$3X&u~{Z}`+^%ODs#C`1srA2`L{S-R?-0!=l7-cJmd8EVL|NO&uV3ZF-ecp9p~c7Adrc>3>w-t`&4wOA z2{X+DH?7V;4sP+IKUmjQjclt21&?4biT0_+_7k^B!izmLN4a{U$s|Nd)^Z!UPBDjdw_KA61oq3s{GD~*5i?T zMA+@V-`lh6u(LaAv9q~>{Qk66&%2A9`Fuor-|G%Dxm7%~Z_|mhgpv4pcTw?jvP1d& zynO4J@^cf@V*4e_pPe{{;p-ic%ilH6-@~8%lpH_!nGxSc&e{?@h<{rks9C`uRWJA# zhmUg)cl)3>FrCE5M-VovN%n>vlCMw9x(8Y;juf1*hov1(m!Ma+-rA+z{I?(sexL9~ z2XYhb-M!Exm!PAx;5XmQCy)voSQ8VDXyj{f|8Yh?YEi<`(n|BWJ^#FD#g$#FUFWF z!AZ+uajJ^PF$)7AN6<|Fs2dHcv2gUeWG8}&YhUIGHVxOp)s2!3>9b)I610iw_SYJx zNSI1gdrM4mRoNgBEPx6}lm~beha?93D?4yU%rr;rFNvWG`yE_!f@ERf=tfD>`&8s4 zjWJ74(#1WKslA~_=XrEDK>$o?RT_aI$k zRp!qJ>=Gl70NpTTQp>(4N#X0ph~mnXbxor5i#hShZSmr}nxcFUnV=ey9T_T6C(CnS z6R*g^W$YV09g`D|=vdthv$%j2&6{!|6CKeMv` z+c&I!IVc#CK>dM0@Y8k&E-)(*sLL+Y#7lYcCc38(_!(N32LgpVwjP_J)+M&dM)Fih znGo!6A>56_>yA~ zl~z^KXpt3ghY3*cnfy1KTQ_U4F}NZoiRaLOSz4T+hijFB=f(f#ZD6+k*g@cx5OY74*E22qo}QM|v>pJn*v zyp}k77703p91qM$8ad5QI`G@+p@8jj92t;K3%f!ZHI5JCu)$?0T z%j#y5aO{cB#Ub>_E8Va2Gc-SMZAJfLs%W@0>=*rD3)MVdR}~ZD?5&t_@qxkqqhc0H z#c@|j{DX{NNXv>IN{A2#woU_R zE++D5J-m9=Hkh!1oSFT7PT?q_ln&#{byGNW=J!!l#$#lro3wOTxx*^>=Cd zO?CFw%0tPXH=@a5)G2z5GV#qI!tO2k%}RcrWqCXuw;oNO&GcApy%gOvBWd*_O=d@# zo{9J+QOu@Ly>dO&7V%yYy-cDj0R>IHz3OBqKfQc@6?(e1-q5LiValheg{Q0h=M;nI z;+>ajgO}kQzAY6M+)eKXz3uMyJH7A2-**7Fy0KjeC-Pg@{M*?S3qn5WN3Ke-gn+&J zU7Uek#N}P2<6Y#ZT@)B2WAw#o3ZvFyG1bF3EU{g#)6LPSIfxqUmCv0+JHB2})kFn2 zP+6-L7sgQRNFIDdXg74PVXZ6RZu_99daN3!{;Gz3Y|p4(pU7YC2h^4wyD>OL{tclq zUAYd)lQE{g@q-)lqo48Vse$X~{((s!+cXNqwz19LIDmI|JY_KAyD-+VLKQ3NO;)4# zZc4B(kVRi@5Mc%;$Hd6CPf#GPH48Gm`=B#L3Of z%T9$Wjl>OSnMTxez{;AI6p3bbP}nb}9z&ZD{5_niR-aBb?oVu{RX1Co-B;=Pri^t= z2d&ascBIC>O*4Ho(tTLtWMbHZDZfU*&#<>}v<_Wz9CpdVmW0pn8?_o_HO*YNWzwU^ z8KEW0U?jG!J*2c}qO)t=av=U`W~q-xf6FwBdu+CR(7}6vFA(lTd2))jRJ&!WtUhjT zj-gU=V#B;gFnC0yYi4@bqYlVAj6sXZHe<@04%|+F8#{!BGz+1`wG26R`)j6_eiG`Q z=!<1Vz@KPBb!yhe9yc9-!_5v@hQdY=%fd>uP(PEE4i10co}cRBwl~JWQ&INZh&n#N z)ZhN@U({D@Rf=QjPh(mraM+e51!o`OGGblke&`4@iT!oPYn1`Dd)DNRU7>eCto|oG z=lnz{kf$dPpnkxpazV^CyGw5)OS;WZHd6dG;cvfz*<{=|vdsYMS7%*4ZR0>z`8>6p zyh!wipJKHQH~*9T*XBO$a=OG;klMWeopTg`FgEgQrsl%0-bO2g_juhlY#RxhW2@F( zZb1K{E=J52aK$2|HGdranD}qZ^&~RIvJw+vaZ2;B#T)^m>>Js|O3j}}iK`{`jTRzJ zbfh1qf2?;D)`_f1JKVR!iH=iq{(31{p2j8iN?05gPkIWRY@5>o4k{*ypLRe zEMI>fUw=JagJ5pJuy4SB-azzTbKs2LeO>ZqNr9Si5ptRAH@Cn2tIwxlFcpooYUdn>hrkd0-g5^=Wg z-ipQea2p2q3)XGy)=I%6k@mwh49uqZ={BtA%Kq=U2iCoz*<~UF`>|nbNtwU7Yp(yIVJm9xQBT?%py`{24M!`h6?DWyEttVR0x@W5^VBHxicZkeDNQ%=#^;9jO#?`I#;dwgB#^E{Z=0W}X`O?rW zfBA|b_jgZ=iG$aZ4tH=3rBl`Zk5Bldb?vn;$rBahQ;NnbK+y|E zV}B3uTo`vcXl1=`D(}jzAtv}*Z}WrcUxJ%J z%t7Nt&hR-;F=3ANu(HI`8~a7RD-9plQz-c$qSsTx?QAT^C6e)t&B5^s%)3f3A|(E; zW9E^U^L?Mljpm1kbgPdk+GAMlo89J%L6Q#+$ZP36^99P^vgXN6Kl}-g)C*v7%yjUU zZt&D&K?j<6Hj=Uy8C_)Zm}U|59mjcV8TC!C^(X=Pq`9**$N1WbT@C=>8)w$YMjkU- zH!2xF_qcRDzFZ2g70fN9t}}g^{oiZRz`)BOz`6W~uTRzkZrh~av-DX<0qb6v|E=Z2nydo_>FFQak^p!wcDhiE+ekL}9zV18Hm$H0bs%pfC> zSi*-772Il)Q>9Lp+{4GplrC00T4|c6Y=EcMLEDV(G^`RRBn@k^dv6I$Y`L`X6WM!b zzPvrgvtwEOs~5wCzm!nHN(KHaN>Ss2q$8b!Lek6Ifoo^4@OU&lGTPSOQQkblY^NvQ zZE)`yT==rImCL0%ts6ei7x=c%6uL+s8!xFIwwE@tX`9JW`fM>Ie zPGyNMIWS|Ro-3B2fQf2}IpfW6Xt}I9W;PiV7|Lilr&+4hOi~!gAdFtVEb@M!np>b| ztJ!RKy?81VBCp);_I-add#yhQbtGfLBf7q%$|zPv;+yD{IbRq7RTGuL+ z%Aw-CNO+t;V?)PvPdMU0rZ~@UeyrP4h1#3K1Is!%UvQ=g?tAP|B(9g?rhjC@PKn9x z*$cFSPwfUE(1(u90;%3W^zFoEziMEQe{b|1?=vYjj2<~C&$mihpxIkQCOA(^mkQRv z3zviisf}8s(|?ugY8o=*m?upkhaBXMr9_BDLLoU(puea|Lm_0Sl2hgxqrBk9RfnVPTNRK9YPT9L{`e9^%v?W8Z#k&Sl-PP*Z9DE28B>;b-zT zS)kL+_WO?OOVm11=hxqj32ojM_Pur(;t#S!5uCG}1{6VEo5n2kUD{zRtMxkl?0>K@ zIwjmjP#v73GV{?zRiPEHz1fdKqYPIuR zx1G&He(ob;9ajN~PZSu$hb((=h8jQp!Y&ex<$?}K_gjUnR)@=)c>wH%c^gNQ`v_&P zd{Yg}$b<8i%P7_}eqog(R3ZL*y2oxOjW$`6t`9Q7?-H1ACIM{h3ehZq3r4I8T)DAc z$3jN2TqimA@7r71J5JP)qLUM?XfY^t`(v4l?_QVLaRP-s4Ldo7eSFRy?Z-VJf!F~= zMnsR>5i%<~-+OUh?p?^&Z0S*$T}h6$LIOtaso(Hl^noqSUE50$UdJp3Yd;>`k4nI2 z{NEQIE-!z51Ho2z&pmSPu-nObg>^Ee2NJNz)zv`PbYfmTsZ~RsOaBg&S=r+Wq48>S z2*UgjgNbnr?YFyDUkzS;4LYFL@x3yZG1LcjokYep@BZ?859!u~X<{aIbkFtP1t-?X zMdG;j=W`8xBUkMwK|ufaxPgXLj2I#_9ucNgH73qm;RFL1TPwKco&Jd!rZKNa?vVZ7 z9|kwVM42CKN>|trSJ2h+IO}ix5{cK|IzkwB9c%0RYqPJk0S#t4Ms|Dv)#b;CkTRP8 zdc*QZ88j;wO+%d7z`^%xc3OO6^r+990W4t)Uiuc0B`zDH6 zy|_DSO#cAD`YG6a;3sUX@6#{NjpLPPdCj9(Evo5Cx!rK&%zsTdV(1hRn3+$g8d`H+ zS6L8juyrbLEu>jNCKH*sP0#MSFj~KukPmQAhh)(DBYzZ=k)DkC^~`7Q1Q$t_Xbn>g zEnosRkHg%7^6`J;eRSl^$uXnmowHdOA@zzU7tdw_0k^5eA_s;|+=<}-VzJs7RzI2X z=1(H(_|VNLm~A>F)83SkVARZIa8ZeX>Dq73l7RsZ(SIys1 zUW4+Y)R#T;FipjB<#xP#^&V6WzCq_>%19(coi>;LfS45f`PKk^l~m)wRU*w$wi?4m@vgu{z!tT zLxRj|?k-<7yBems{>IK9S(v|`p&t5^`@wSJO-9rKC!<1dDJqRV*IqcXdaa`=t-;dP zw)UND(b}UbVu(sgP)x@?k+B_@;@W*?LXYsuzT04^#z$+R@q5RkUDOo4E@uj^g0`G% zUxkCeY?-9dQv%avS6VHBwf zgmYVB?uTsv7F9br3viHFxHh_-eNb;t!nSa+F81h~0cC9sENj7x(-9FN{`wK~_VzFmn{ z`VQ3N6VoG41=53a)AqMuz!lPY4x3~h5n*FoW~VAKwsWM6`nm_HuQ}s|%gi+4Rc527 z6(?fENCiT3EvHDE7^8eSVVsfp{R@+PVY>aqbnMo@OS$?zbgfwr`{@JSt{TVyE76<5 zJ!R?k%ph8ac#h#2$%IgSCv9Wxgc&ijy4&6}xWCE{`~>Zk@2_v;zuL=@OYSp-W&T&{ zTw+{PF*@OXNNbaZG^J;Y7UF^7Pv4Eyxbo0!TLoJU(#^NOTvSmn8H(OI+nADEDGoYv zJ^rpUx6|4oIw}2(YuhR}m?4Pk=1IP1Otpm4 ziN{^0mT3E6)%GlenfFzN|7z&hZ&J|&|C)4L7pBDTUT4`f)s@*8-*&xD=hx6<7c|aU zkhxrqbO-Y*l~1!Ins=mi&EP;mdxCcc8zhciF$l?n|@kkdN#grjl| zC-*MI3ax*3v=T9u@dz^?3(r3BUNH=Zxs@b84I|PJ6LSXhc?tMf2#+m`h@(<|P>*m( zBOU%}#rGootxQ!w3Qh6Fw&yVv6)uznU?UCZ=IZI(su4b#687@b$lu*A%Q93+iJN}b zJ?Yd3Gmi<43DfpCx)&~{pDJchDrVR+W;7xOSQaxe7Bh7kGcy)r2o}2_6}w~^yAlz* zRu;Q47Q1yCy8{=uM-_J<6?+j1L0b2tt<0^|RTwS;3O)}McS{w2AHj4J0d*}IPv{XL zg=Ww?29FAs0M3ofZVB}S7a(ew0K@$gL5mb=4HYU96%7{?jXF_ODe=`Y@nbh3D5vC-1r6hK41j6<|yuhT@&?NqH z_rw(lPhs+qGI&AwWa;u`*+?ixV6q~7$}j2^73q|H%H+hK$s%Y5YQPjd_!QK-6n$!d zi8R2>3Sbcluqp@G00DMq00;O~?t^3}=~OqXRFBA1ukutMV5;9)Y5;uNZ|XEZAb7A< zT6kodb-OxYoqFV1T0DGuB6WI_bb5+adTL~PdO0XP6PTWTmYxfrkx!jbD4kJkl~Ed* zQC^-=3CyTI%czCVtf$Uwl+J9n%506y{JR8BUzgc_me~uRl{K5$FP$}Pl{Fff1uV~+ z0A@{D))Hlrycgr}Er)_~gI9To8O7I87d;OkT+iIK5*YbVVNGxz86c4;3LF zohBbcCjYy2K6X?-Zbd%+cs}8IJ~2W8DNO;HOaX;;!Oy4y>WTu|@dEnu0!D;FW|~4) znL>8!Le8i{?utU*@k0LdLP3NgVVWXQJWwutRGz3|kpvI6bX1YNHntoMl#&d#GEK4U zd66VuvAb}whIO&ld9fx>v4(cBbA7SFda)r-iCBfZ8A6H0c!@nti8fxTxlD=6dWqXx zu@w!bZAFo1REh3+sRLe_dqv6gPY6-RGLeKb`nocg`m*?_GI#LuD7+&3$ioB?bVxEeU^NLV}N*cV1D!j^O>&n)s%Jz!N&hg6b z^U7X?s(zZPL7A#y>#EVHDquy`#CX-zdDRR;^&Cz0f=u<2b@fVA^;$*s#(4GCdG){b z!#$ds1DTp5>zb3OnzM?Ui}9MP^ZuG^gxXu0+IyMWN9)?>sM^gs&jjXbb>^6;@(T&`djl2_${1=Uah)u$@O`@_*;x5=n;y^qKF0GuN<9CE4A1{W^}v9HlK-#D z^M6&I|Fy~^XvGu~Cvp=J6fg9b$~0c|OOqT^_*;2VqAVrwFiGKuR#B3wg4NL6BT{W9^jLPODZw(|w=LPI3cz8o*(# zzIBx32QNpS7KGBQpXSH60I7&S@&Dmk}y38rEfOYLpJoFKX%`crWTI>}hOsM!jX|GD{hBE*obhXs?kRGS90U4!MzjKy zq>^3c5|v@~<9GB6oJS*c)xaP)lX#(^HL{4nmUWB9?5B0dR>J2E=N0+qE&CJx)@}Fu z*yruQXTq1AAZ&$~J^!Bq{~~6raWDG`oJ6k&e>4={y2jku@3n!*Q9ecIC{yt~*&kFBbc8H|Ep~U#~aG>#H^19$AIj=wN zXC)aw9~LznJ|9;tYCoSgJ+42Wcf%RKUJg?ozFtpDYrozuTd%*~Z$=rr@5p8+ZjFp9 z=|Nu~&;K)jy!)oa1hM};O#W8+zwyWapUQ*4!K4=K)VIp>KdL+;m^7$1zxy#Eb)*LI z)^EbNCi77|Jp13!&urZ1uu#MQyO8(;`4$WFZNx zRW~e-5I6$K1|(V@7*tGMVjTGfDe-I<0^7Gl^O$WoHZakCxtUmzvK-VEaVT1u88{3a zQc{ibAy_J*lpl^16tx=QP^Qj4R1t^wm`t+jZ_X*AN=(`T# zT!0grEJHw$n2AFQMh%&fxE%Bl z&tIt`>7!8cQSxx#zC*x`bE!7a|1MEtCnd|K4sxqWDh4b5DP@PtZ>-JoCkzvU3|ImN z+4e1Q3g1R`MP^9+4`z|yp_O8D1+dTZ-!uk26~@h*YRlVWPz};4bEdTPK$KxoXHf-y zWE7a!kGuGGOv@jwZ_B;f9HF<1m9)=V5<(me4b%5~7?1O6+(h|JUT#DjDG4(Z9qNG> zwk5I#UTWxu4T-a~Huosy)3F)NUZbifGOYL$E-csewet1|xA0PsjxD(zAJ#Vct@8ah z?C{lg18#%mn}1=@swZsA70EVMH)#xGh@?P_-Ye4o_TX3=MvMP#-^=bGAK!rw^U<*! zL>X8RVI+QsW3pUY2KMD~WV#VTbcEFDL9IOZUw6_-4r*?gqhNa9(^LIO!X2N1Nv*nL zJGB3axc5!54lovbWTC~Q?_!Oa6>3$XLMXRIE_RtD3D+MeKWTE){;eq4)rxUuU9I8? zGcktX_=i{elB5Dh34fe3v;+6n1u4v^#0&M{9cT9vR{pp$ipwisf)Vo^qNw>y_9)x2{4z;XQUa4am+T?@5ITka;F$QYkjAXWnXpJ68zY2bDk&^ zTr;hblA>?(ut<}i`!QzPw*mL#Hx24o-V(7mo*y@9C z%Wc!mjB4H3NJDeW9Vjhz;n_p981Mg4dC)I7tuJWa*Jk6~5xlBX&1K)$SErw#P$6yY z{v#wV)2;=|+KXrUj0A9Nw*5y)EWA&@v3Kn{p?9$5_&1jHPe`mM9Cvy5**u1s?560x z4#M|c9SPx-8O^>46HMBGeZI(OEFF(Z$}Gbs<{aUyxsB7wIv~Dod!kej_#^odhCk&w z25Fy`gfV|eaZNm_#^sXgP`CXs?bQwKa&5oSH4DHppSx=!@P~evM^*yk zUm?8UBa86-h=FP;ui|62xlvrtn6E6 z)(xC?*n)KJegAmPuo?$zs5Mm+2+{OaC&K0P=ookZG2g>9jjg!5xM6$s?y&?)t&Ts7l?b?_7O zK^=7!j}RqZ<-dLQ5#|aYe38?^k$5x2YmOl<#dP|aYuuVpbrT@O!6nEl!!g$pYRZmiilut z^`vg|1fvK|mU7wSh|GN9PgxF8(zFUT3PgH}EE^NZNsHQQ^aDLb{oB!F9E&0+4_=W8@zu?j#niB%1a_-k(rK5%R1hj^AICpm39g z%HxsRV?b1i;^hhN5y^7!iSp&iBDg7HuSw|K2|>TvVTHVN!h;P~Q}ka`3~>R*+yGN8 zfcZa_$MQ8)w>-sa4PgHYaKug3YX?|Ury8~cxYAOKG`zISQ~lRc17A~vaMMD#)55gU zBD~W6`86@rX}(rz@wn;Huc_`@>1NWY03aYEGF4|SJ$p1g_bfd#J>4BXqY(E$Do;^+ zh9kG61~n8)Uq%CWW|LNCi&th_dZxZKm`MZ##Z6`(Zq@*I){s_K?^)(3eAbv2#Kc5rUpeo>4&4Q9zfG`CSPDN;{v0r;ts% zki)x>D=Lq&Pm*Z8K;W%VD5GFi)Xr;9hzhSriYApmqljcYUltEg@>;;nQ>?08tnU3U z^_0g~ks-HUeDYePZ=Febj{WFaL@xtnIGR!Kk^6yJ;$Wp-*_v?ym1+VDfD!V5Q-aX! zDD_=0^~cMn$ji6qDGSjqGk@i~qK1eZ4+=6WiA?rypq8`p28>E_GywVXH8QIo#i@kA zz@SU)r6tU{3(UOqwNJe&hRUs8fBi@(XNQvt!3BVzbThQTz>dJlZ%R8lDnTky5MADR z3FF1`Z^b_{a%mAN!gwmet<8dsiuAZe8nwX5^SrFujYCH>CRIu^-o!U6%A&MAse~Z@ zJ^8n3YFfSYw<@YzGRi8n0f~z_=N%s8XjLZgzw4qZa7s&iJ8D1HYq2V7fOvHf_$8v& zIOaUEbJped@Jiq|ax)cmO~5*f$SOT%)+DZm|@1Y8|}O5EcPs?LyG*6^oN z_Oq1RNiE$*1A|UpuSFH4PUa(ZBP(JN=0+&2M2VPVUFmuX2ukJaAyk+a3LGm?(x*v3 zrAe-`Nq(Y9|9i8-dy}e8v${{SCStQnbdxS^GsIJqY-Y0oZ;NqfGssA`#bTq`P^U$| zvc>mM?PXZ8?7u@* zQ@l>wAKv!l%x2{aWpZA?WxGC**+NEJ~-b#gszSWR{-<{HVAW8T7cKn11Lr6Rvq`y z1K-t;xYQs5glZyowI*`cI6tXkEl{?VVE zI$%gJ0%HvUF*#JWF)SZ5TpvARj?}A_HR8BAvfDZAfYfCNec8QGXz?wVYc>$_O=R`V2X}m5{3ecfuuY{-sphLdUID?u^FoglmI7tL}OW z)Ul<8u^qX5%lVh{qJ|~T+zZV%U~qjpCgE!gYO57fogQy8VIPYI>|35Szi z6SB-PQk#>qwNo8bQ$wEJ>-QUdke9j;gzhy>9lpqb6!3K??$z4&7O9P)A=NeA>Wyt5 z@X?3P4cigKKnOyn?S1;7eIG!K{KmO_K35qSw&S))%m&rXc9q}I;JeHN|Bm-n=cb>v9K2?!`(nR0dS~HcAKTEKp{Bq4Lh4wrmtdr0Q+`KA zZd7M-$ieqeYodDOx_jUIEAL8v2hr!C68{)%+nb4~J1%(# zyKX1RZ@;heFfgawp=QiT|5Vv-?uP!DJ!Y3M0hqb9Vv3A2osnJ;JG{C$bk63E?XP+e zS$aJzDM`>OL)W@XYbZj=0d4ONa-vml%N%NFkSD`2thku&)t3cAU6vzW>JRU|xHU<4 z?Ma$#53oVOGsySgUm2@NLMSW_B_B^ya8Uf6F5l1`a=qBDynqQj=FI8vr44G)yOvd@+HIZCCK`swRa^N~DE19`=ZGW&A+A$|~WzTQ`y}M5w*Etb)Gpa8; zv)wsO0kvZ<&9x1_>DNS{;DKte*t>DTzkLD0AO{|B;vsYKd8n-R(c+AMX-#Q}WC(hwm-N`Tdn6b{Jy+`sw$2 zW`7b-e3&1;V;%tR>(Kex{g~+RyifR07yYCW&=G$9STXS=uMegX@MP8VM3Ez_{q;a$ ze=i^ZBx-Z34tgF2Jt77?DdYl?1SWH*2dB(SQtbigL>D~N7oOfwd8G<=Kh-Bqr5*8f znnOm13?w@ON^RmH_WWL${hv;WUJ>Gst>|9PLEGi;50(P%?2K1B@gR0oDCl6L`cqdW z@xA#z(}FzU1o|9EO!tq{p?KS@af+xaY^Atbrd4T1cZfcch9zF~gF<^~`BpSfx&j0= zEIcAI>VH#th)Kyv5vgdYf7MY^GTkFFuy8V`VzRL_|DqB7#YT&a$snS>gE>!0m8rDh z+Bvxzclop&5_vNa^2E?pHWXKo5uQynlJ_?Zt)w^s0WA(IDlv;0IKmUg*PYBeJGPTh zRR^5#ILSYAL#Cm7d=!8C{FMH{M-Tmv%7ad++LmA>8jeaTk<69&Un-9nDR>kG#4k+M zA4+HaeXwND-^V0t4MS643XsYJ3m|F`h?F9P_x8YpGUwg(Gr6I(F&zkraDHjz;UYlq zgPiHxj}FHmjr;(H#YJ?bbP<-ohe>bMjp_WBUSXjR3sEXNF? zHW!^0Z?Q;$Xtt}w6(-pjK8h<%~s-&A6*#bSn($seST<>fi;1!cS7 z8hK@TQR#fM@S%{%QY0nW1$|aOp)b7t3a2@<Woy@xGD!{7}=UYwg!htftcgS zlz9($DV3{Y8Pjx~!w`8yOpG~$-Lssqou3j)#T}gq3gP**h5H(Q=Eo?HQ{zgXA*?-& z9i)`;!QYjC37i!LY6KM>Bth|F-0{*y$U;hR#`_>MbF3CYQk#FvlFn=?K%>OrLgzwi zF-4GpiH1x`22${+UYLOEci`E>+wZGlbhX^!#`E1zb~5%T3L~p6{*tEu4vl~`51Wgw zDQ*OX$}&8Xn{iN;SC?5R82lHnp-|MQvYT}rIw%c}X8VG)jbxJnTd+3w5*WCv>S6{6vFA$K5b zKbG=H!*++6M>Ldl7n$!`cIkN2S{LhAN$nie*(;|vY+K0-_i}dYXQlaZ z8LIGf5d{K?2qb;K)3v{o7A3Zns6kauXN2>(K*%QuL7PpTWu(>Aqe-&m?*g-Kj{AbJ zsFK~nO`PW}gRf0ohwXDXO%9dej$(?~oMgp^>x)XPEx5nT9UOdyJDOp;Cfc%l#{rBOI zU;c#VyBh0}U}}}@{S5HnJ^*i}3n)CmSp?C^O8OHl0|CVY8mk*YFvJp+AqxwH37=@< z;Do8vMO@lx!gcT^9<1y_WXG796^NoFnz3OT7xPYBwlRi~yzCOgF;TmM1+#>`$Zvpg z;a04r2eX84G>Q340i@BG)-92VO)S_x7Pgo)O-wY%$qlrtgy+b2vLJ=5 zT==?8zjTALlYwP7YCr?MbkW99a7Q{tBN@&(L_@tLYc}XIj#ac0m}%iA{|##KVfl>a zucWE3Jo9tpBOw{d_tbA6`0zk}TE(xM%<5GDG#gEDVxbK^g(eHyi8=b?0Z}>-3KFUt zQReZ6(^NrMFFTWgTw}`wxuGC_GaQO4Xs?!zdi+I|dPvGjsF30;Mnt z7bvETnjo`iy=HKL3f+T%Lbg3TsDgq3gcH%3P9}~gOiu|DUOqu4FSe5tV(Jn&J$EJr z5EGY(TmmuU0nQ^$ig?~JP6rGm9ps&cnQt4QONy1DWe&xJ1j!94k%$TFX|#gbTahzn z=Bv;Z@ek}Y-VOJPb7R29U21#p1>XjOsDj0p+@|M_3mC=tLl0Hr_> z+LaIzxVTg)bq>7}kOWadL2QzX9q7WfLuN*F9~oS`?89g@e9Ith9YGHSTed>prSk%@QSXRRtVSQ?BjA0YJ@+*{YBL?FI^& z`qJ3G7KZ@sg7>@Sh2?;Vu)QL{(t6v&)i;d+-?YvnzD_8D|54Jg-u${Zzgal1JznMo zCIooBYd{Bozxh>kTtdPnk zO0mHcn^+B@UyM1%O>UFPv5isK;6C?}` zZiAzeU}NA42_M2u-_qFEkK}Hd%UuQ)CHHfo{a81nIT^{BEg@9!sJIPm-t3#F+~zm` z#f5Q(2A%1p;v%}aEqL~`m92EdtO0`1P%?oC7L{m4FPhPfrb(j>6zO74dV!PXCowIZ z=}Kdo(*W)Cr$HTRPTxd{Q&MazIHTE0=J}9zKH8t_|6D#dHr%`t?n3{CbaYH^R7 z+~vOXxibw;O;fsLeA4cER{%j}nJ@8{M_|&n?G^{V4@yX>npeJ5<$@_is8HcsgAFn9_xLq2^S5?AJ(^y5%FkZ*uHK(Yf!%oB?>>@XZvA+kN_*kge)z?Q zHrLz!B%P{05hfskfjp21{G48OIwgVYxK4cS8=w2zSHt1QLv@7np8Vw}mDUOJdx>|S z{oZds#V>F4)-%5{CGg225RCu=+WinEC?@p@=0T$GNmwuYcJ1lj&;1lI0WC%9!Y}vC zF9IbnR3xC`s!RP|X8|>k0XOiZ6q z&B_q413B;pZIHphFD29`%c^byfiMWuNDcw6FZ6V( z0to9t_UV#DfG70t1z}KN8i@2DqW~Z8hh9(PmM{&K(BE#);D}2I;V=#{!uO2OR@Cqg z*Ki4uF9ailC&cgspsxfCWS_!q^dRHs+UE~Tumsx2^dx~1Nw5+8a0USl4=phdF>wd? zLHy*f6FpHO(63MGFhDTz5=}ASE{}9DFcKvr3=hF;DgY5m01{CSGIpXTdcs+*$q`S0 zCZr)=p27o2fEOD<1e)amQ1B7X|3DEVfedNz0HN^|rLh#@%mH~20zWYuwGj#`FbXbk z6fa>K#gQ7t4%_x2`6^=)1@QrhQ8GlY5Z7l52hj=*p#*e_m@X+Gc)}^{%^h!%b6D{Z z)DiEVG4{yuAjeVZs?5rIQ1Q0$A>)t;MG+i>3Lz~rA^oWd%@9j64+<^A6${}E25?HA zuU8BqD3Fm59s~h!!VvOrCMZMnn#BthVHpXKA~zEAcEKPqvM1ZG4H54RA#y0?kPb&N z_+mC>1SAQevMLXO9}~n`z!MUTkr``rGKe#2F!M#B)D%~=L_ZTnt+dNV69r0h z6i<^tqm(+$Q6CO;G7_{hNPs*C6ZI5;EC=CCAAm;#!T&0t)W8i+9bs&gv_qLR^SrcA z)lxZek5hc`N(q(AveX)zloSipPZ_n^V)O%%Z$JL>J*5OIYqJCqjq|9IO;g7n&C{F= zS|8#V3n^BVWFP-*qJ{?iBp^i^H;AR!e5Nls5KLo8=h zCEwH#22qJf|1UoV;X!KC1cg*e%2X1jbUbvmT9c4OhwI>Kbz6~(B5h??t+ntTH9NHv zK`HewpOrTWL8rjeQ=6qR{4e@=G4=Y7n9}qSP<1#*@k!+@T)~y{ruE8Zm0Jn+knW~D7)3xMigc57jF>%28rt+r~#6)>!C$` z)wV33|6*+w;9ezB0eZF(uvS&Vwr_0^TLpHd;*x6#_i4PfBE{Bk`)yo*j{wZJ7086j#@f?qXAaT6D~uvTjew{@H5U=O!TQFnG_ zuVFpnVI^T?36o1A=-6=(@`GvB z|1|DKRX0^>5I?qK1)+GQP-K}`T7R#BS(w)VH*2-^fMqy74p$`vxP{m348hTHLsu3* zPZkeBr;L;uQDnLCGfdrgFc?rQDMK?)rQa+(^)^2!7;pQp1V~^O@s)S$5hxbXV@0<| z`4mLW_>j-;g_$$h!nlzwLVK5u%rXxNGxLla6=$E2e7BPsjq!p3fqwn?4+w~Z1tD(3 z6OW%niGel{JP#oKgC~GBU&m0A)sIz87LgU!iwD+`d08TE6$2O8l7-pMY}a9b|1~mw zG2Hf#X+c*O+w&<=`4L#|kLj%zZIj;ik8^5Mca?F4hxwbKO_5``m&th|B6)mm7?;6$ zYIBxcdzcZRcu_>aLPNO_6l9ezH-%5qK-^9ycVeH~aVJ#Cjs=o`XBmsN7<|$8|8)ov4kn;W5ho3G?3_ihK-YfSY7Jnu)xhLqWOkZZD#E7_vI zcY5`+dYcoXZMq<$(_b*7*?2n5D*C6d6QeaRYc}s`xARg{jtl1$5{@Mw@tQI57^G3478yG*qxliU zvL#*9lqLAG5y5$>cC?9mI>cE}t@pGanh0k~W`D0mS^HmuI*lLi%!;~vf!m((mOV4u zGIR>K?eRfO@8=eiOdY!!X&Irt`&wE+Iv6eWooX~gm!mB&T&6Un$ z^T-491!tnv&XknLT&hcrq+2~l*EWvl*KTFms_z`dO}$!I{~W$Sot)=GwaIwcMZ3no zJfB%zltX&Q=X%*=*+^E;Qg4Y!RM0|4RH{1omDa6p<1734a5>|TR9!ZZUrss zPj=6g**wE84VryOch>0?rI&*>6DIBqQ1tEEHZbI7)(@1aIZ#>$y za>3`FxIJBc1~=ocSJdGhm~(z%Q62eI-Mo{PR3D*}-&B6<)hA#@>4SKJs}NS|*&d6@ znonSCraevp9`#7PGK0N7Jw9xUeQA8&k&`{pmwo8(|J&IQo%Ebl-$gl_38;x>F*jAZ z7wa|=Jav>gFA(h+Se>HbPk^KKw%pwwhtd7L0V286K8z!d!polCb@;@oJMW14*)P|i z7xc$H%=Aba3iNUR0y5>ek{G{RX^Y$?4L&d<*ICgV%%OJdv$}gLzd9{Ga9KR^8yUu1 zZ_pQCn1x!Cm-i3<{*n-$6}=`BCzS4owD0@yeJeLGzn(*Fz87&m_p5g2m!{`^pKDdL zK1_TcjW7j%g;bj@8IoSuE;9U;~Qvb$q*sqr=J9RUakg(0zMJQ5Ab zO@xynI4LF3rh~c`WftK`as# z)}|_fpaMg!nKiSV969FW+Kq49<`x$c-#CPS0}n2I_#X;%mdY+NDL3xs%%AJK3aM0U z*Jm$RAniGoF^{}ZRG5?cGitVOHSZn;(>Z(S?%P)xSB`JGH^lGb&#&Jo^5jDl!}p$m z0ctawbOs`{l4Y8`b{S_RsY2EpB~-^uM-5T*00}41Qk@77KzLb$Z>{9tL6V(l)qpD! z$f70bvC*44`_WjVjW_m@6bk+M|L2s8Edu!?UI$LM-FXZ?pi5g1D8QrwBb678F%`;E zK}N)U$QqR%9r+fF>IoU7m|^~-7f&*};TMi;ve{;EhSkAiasZM!rk!LWXpn!EZOJ7> z+o?8ETNQZllL!?c0OBwvh=7tR74^9aS-_ZJ%rTKlG$LEE$%f*3b%J`Qm|q@&rW%FeG3^Xrsr9{{Ydu(Zt(TiT-&?n-w#md#=TrNLz%dKZV<|#~ zTCvF&w@2h7S?Nj)SreGE;ma{U^f4BzhXmsDPLXc*(MoFlq@WNdgHa z5bSG`4}I{7a0&{qBpEl{Wv?v}r;|lY@z-8ce#z29Y<#umo3Cksj#_VB z^5mme9+lWe2%$(ud3Zbn0ja~=qhzU?Ip?9G`f2qjOcAR0h%RDSOkxS9U;75t~RS+^^ z+u#H{7(WV<;Q{k8)%HqgLg0vOYyXK)@G4?}FaQi-PeK3!$ne4+-7tF5YnPFdM+}|W z?pT6q#=Ek!Fj?>~6(s0P4;$Bz<{3eU7Mvm{qQ)CjQSF3U++tBw$h9aWYIjXSKnB61 zw~FXYNani+4V3^e13YO93dkW90QNi%a$$}IPyiJ4NILnMhyaDFABNlzI|TIW6dGCB zl)!?E5DBY+{|(a$_?SYiJ4%r*7~BW>D%QNraWRylbO!|_V4OKPz>A`5lCLb4J1wk1 z3NEDM3k`5MI*9No$(kcA69t7{>~RjZd_Wbzvjtu}!5D750^h9gkYoYO1GJ>#8BSM( z)G5!0Z|RlIQt_dpNy#G7ppYyof(l-Q$bPk8m^LZdl1pZi3eyaS0cxlP5Rq{za3tnD zxzNw}T*8-Opq|vWHKS1?G@*m&ULC$iGI_QTaDWTmKbKRH@K|XMxxB*bXoyF3xetU& zz-WpYd~Zk_!xzjI)SinE5K^Nqcb?p!6`4q z=t_x(s4FPe363RP0`W-70%|f?Q!l8h0&xbz2y|T`+-M;to?Vy&(I(Li zTh8GXS1{}pa;t<~kXIi`vdcUtyH>c45KURcD}C$RP*qZamBC9EFLaj$@2ZxykL9Q< z{~^maWLn7py%3?!Mj}EhHR-XuSj{TeFktQ~IDrM|MTRHK;NYzxJD^1*F<0t@mO>bq z!!&TRN<7Ck#I_etGG>a`Amd%y(kXETPogw@7eMZ5kUe!`NtXDt%}6yGI71@9P_V0B z@fe(LOBRu%n`C!FETuNJmM{xIDDVPK67*Wm;V|;TG840`8a^C(bKyQ?4xw*{WAH7b zkSxHF@y=^5^Ku0IUIEvTvwUPN;OM|diDKllV(xOHO>74>#8*c4o%CHxc}f(da<5KM z@EJ9#w|>I74jI-c7Cg;2lq%RM7bd2I!81%Kyp9)yyMh_#@KVE~+N21uPC#>Xz0wFP+QBoMh`FRNPCIx{I~W9vrn3d@hyvL+F*X`bt{#mFJSU3pAk zx3zVLQilA6kzt3#qn5R>Ic3+_6mrBv|5mxkOd`~3 zIE0ZI4)GV+5u8NqmiE3m%XoLUa^8tSRmfTOtXOT2R*#;Kg5UD#XRi4*2xV)G3scW@ zkZcj0Es0pJ{Hv8MbjOWpfL8!~?M{gO3#~0vVcK%E7Iun?ZT)farV*uG?s6FBT0Ke2 zJo%#3Yv?wu-xlgEy|fN?k|NCAQa3fvvn2;c0V`t?XZYhEt{F?sdURX^UDtgsv5qGZ z>ly2K*j_I7t(Q*2v9}bq&9-r^b&M!{Qk!q}7cjkzwV4cXwM+w9R~YS=!GHuXR9r~_ zPt6csD=g7cu~XxPMRrlsb|KCUx!STd+8ps$`jy!fkP(P@z)SU)|62W1F!9mwEysyv z9(X`q2pQweI@fUTW(!P+En7^?YJcMaNV z;nLRqQr8WEhPBwJ0oaR`9k5*#W3iS9?VvI#7BB7La{yU#2-4y?#FaHr2^ z^VN~wxKcBXfydo}^oc=@Y1@hYA54Km4!z(&+0#5S78ioZjLDxD#9ckvV~cRx5O^C{ z$QvZlL8js=ZW;8Xo+QMIsPR{rB}wm)-lhqVc%=bg5muNb zQ=uthcrlodJeGiw)$H9;3WnDl0UU`jV-b=SGI9*xfYo||SIxO177)}GSr5#0<57AH z&3ztaJX91YSkC>Um*Ii>vW0@Ey;n9zcL)xiGfXrP$u8iFgl05e-36MJcwV1fbys!rowpjIT2l66MCFeED2!V*=N0wRwF+7Aa#W@=Ib2{W>|4TZc;@g&X16Z$X(85;-o~SFxM|6jLlRE0(>U1C=hAdk8nDU ziChwI3Z`|cWjlMdc=(=S`&Nosi`~MkKhEQ#yqPlZ>V* z)XSCN50fw?qeK{Vh6Q|1r(8&0cCO~=_!3>6!}WOQg0{)$Ealcb34u!JwtduOu*8A{ zrv|D8uZW@uFa)C@3Vyl`--JiZaL7CQXC<1Z|19LCB}LwZ!l;m7@6eX`PYVFXXEsCg(r1u_q6_Gp%l&QspQ z)ZFNo=EtRRo)t1l+-d2V28k7tLS4?Kbhg5MvZ>!?$CEq>p+Jjry+RCWqKKyGMYw4+ zsG@*kCz=wfKJ930@&%YGYJR{;IC@ddm=Q*O++Rg%rBdppPHLt~>ZV$%rgkc)Vk)S5 zYN&o{sgmlcj%uok>Z+QmsR*9KvMtzm^joeD4Mhd1h&Y*ME~zgRkd;P5 z0nNb?4XfdCVxL~bk-dcp01Wg!pWfgq|2o;KwbH7rYU`_VYpizbtb*&ddh57`>$i$) zxsvO-f~pyrW0x9~eJpCcqL7%XsX%tyz1nNOCWOAmM!&WT68I~>;_JQ=>^0%azy>VA zCTyUV!@>eA!a^)l3ar2~?8BDG#U=#CYHY@GY-M>G(D(%uTZPPj} zRs?O!LafF%5m*#Z!3@vIYHhq74~e+!zdmi)itX5vZP^y4jJ&4Ns_jvjZQHu-+mda< z8f=1eY~8Y~-QKImRtCtP<<|P`|KH|Jk$Uaj%B{`9?cpMB;wr8=Y~$KG?q7_|;!5u1 zQm)K?ZOsPi%928_X48}c?&oqz*KUf`R&ME z?#1dY-ws(zL za1b8?oJ6h<8}Siu4bWz8|5kA4643$$=_yFD2~aVGSnqmaTka2 z7mINjWAPcIaT=@f8fS4S^6&NjFA~e~98ZSoc8d_>@gSJeebI3r`*6ida3I@l?p8*~ zdamyxGBE%zUNSM>5^uo{tRG9V5d(1^Tk;=3?<8xo5$iDa)-A<$Y}F<*GxYA(x-o3L zEF^F8Dzh@?NZ}>Jav-$wESoO!3i2&yEFm|sd5CNxlhY_GG9vNs4eRUNqE7PiFfAW( zCC73z=RpxGb2Llu|K)P*_b{<21GCEzXEtwzTr#r%9;`HrbM)FV_Biu7qkvMvF5QlE zJ3nkOA1p4*v+(XRLH6?B_D%sE7&rUrA*;j#&{i|RUUP8Ov`hOgMtdzdJCr~V^;8e- zyWX)+!?HSikyKOlDhISmr!-6VEmM=ViVpKl=WSQ3waoT3RtIrHgU(vZwImw#-Qx60 zY{xg1^vCtou)H*E)6 z`zu#3c4xQsVLLBSclK!S$<%W6H6^uX7>{MMwl^t&MLP~0llE*EwpE)mXbZ7cmo{yS z^H+y8Kuh*d!FFpSGQVWDN<%hhSFUm=EpzMiXX7^O!u5{uc6HZvTIVo!XRHF69C4R* zTMqYMYcvj9cX?~fD@XSMC-(f9w^#q`Z*O*FD~JLTX=Qu&=Mt%WLJ%<@b9p=WPD6Kk zudQgecY*UPAg4B<_{vYPaf3VfgOl+WJK2Owc!X297ejc4H+b)~4r%spVE4CyTX#7N zcy4>o|4xA|N{jgMhWI0=baHoWa4TS1h_F+E@QvGej^p@_+jx!h_>b#&kgKqe6FHCr zInhApV;^-7|98DMITAm4fR}jDPB%2KxKKNEC&%~7rYJ4s@0Wx5{bpjAlR5b&NtvTL z{x*tCw*p|F_L5(@XQTI&v+jDcGt|~yoFlG4zxXk0tc>4xU+1;x2Kp+XHDvpDdrLW; zFDilS`CwBsS7&dbPekB}NDWguD}4BygZQJ*HHkAi9$RQp3$~|EuPuXhi2wO~XZl|4fdr$D@wmK{5On5&eauvIwkGIYJI$;|& z|F1W%l^gR$Kf5LmZ%*T`-Y)wpIQ3f;Rkv$4oZGt7-a3Hqy0oip)&%vnoBE`8J4ayp zrOWy#Z@RU+yIh01x;rnm`z)#F`!uU~Dm(kCdu+UerlmW`Ya{##&^o8f@wqQ>q@V7h z^Sh1udce1LzY1@|e+aTi!~Vv*n^UvKt97(r{M!0E&zgKmZ@J#q^L<~fD3a#1od$4H z`ncEn#GAC1$F9YvJZ!Ri%X>P!2Rgfs(f2C-(lh;j?Onb5?Y)OH(GRrcZ{pPd&8&f`_r+!E8d+9ei=s35;$G)1%y<%Vf1jl^q1HU`r za_-B1y3_umqCW8t^_B;J^FOt0ce?V6^Wz`?jXJ{ZOTRP+JLWro_fKTDdw%vu@2!u% z@mGI$dQO~(KW(qR_q)I2LI3&}e^IXP`7fw$d;QeozWl4u{`Wo*5DG#J|Fc5{|poyBrG&M zL`+m%WNdVNgp8D&q^zuz_&dPcnRg@q~tLv16y#m&{- z<;Cm!-5aqSCN4HUMov~pW+7FKD}07XK%kH z00w5Br?0oa$IoAspa9f#2N+P`Kwi;`kVBYI;le7jq@~G5P~t?2)Z&RC;YZ&_jvYOI z^cX?Vn1>ZjLOdxkqPBDAyfK6sQ>Hj`HEE@^vy!AOoIQ74>;qEhP@+YRGQx!7pHHSu zopvhO?Z`~3RjoGsQp?#>u3dcseYRV z5IbD^cJ9Nfe+RDy?(50V&7YTLJ6+cAy2CrY-d+BD`h^((aqwRMel|qV{|8VB%>Lr9 zK+izas6GW391b-=41{nZ_pni~n*c9F@2=V+5c87I0fI}&fi(X1JFEC@!ZV7#lm7Kf}$!|_;~kVlH*|I4vSCqKFmh5VGH(lP&t z#FDN7H>u#5fBJ8i4q=Apa~QV2=xRL zJSYH#D)bceMFM@CwAN5+d^A^Gy|cB~S(j6eP&m&kfzJXwDE8D;qYwdARs9qc3nPK# zQa?7UytYj-7~Qp7ZyA}=S8)Nd^ujaoJfT?wim2ev3MxPW0R@T(RM`?LXw?G)_$1%~ z0t~{?YVA(9U%ywLb)xZdt(0=d6|bN~fdHQ;5I3mCv)ET=8hVxQ6Ac4DEsjr3=ugWYCh49^U;*$PgG zw}MekJ~mxc&s-N>Rs}BMWs(g*LWHWLJweuL6Fz!UT!&`c+q4mN3+?GN9u_^ZJ+3-x zk{>u1YEVxWfB+IyZ5hx4=sa133J^eoX|l_9Gp}mjUO4EsFK;wl$~T8fX>-T^wB84# ze!ygBF@?7P0}4Pu&#hV2^JJ0_KY>-9iA0!l-OFhBmxo2bJa{K7-aXAj?=VuX3-50H zbOqooS!_H{RoR1+r7j%y+FL!jfO!c()`RfF|9=`oo^Lu%?&9aLTzL0IEP8$U=LXXA z0Q>e^bka?qer6I-eVOd(K?@A()UDB&~S-gBu)IdxVcJ6af)Yj zh1n=LMoFy=jBiX#KSshv6seDXHBlZK_1Fp+wuFve@**4sIhH0$>5uZ;;T{#qiXoE0 zj)!~?m>@PtN+Jf5C-Pt%qFA>@b}|ZC|D4<gQmnKQD!NlY>meYd3GY(m2NaSt5lw%_TH)I?$Yv zB!Ra~Zh{1x`^g5{Hc3r#CIOU>{3cr>lFV+l(-^4CL^{P)MoyNqlWKHiDCLQqmAKKJ z|E$M84W*_S{?d&0yl3Rl$Io4=$PDZRXhb2=%s@O-puLhNLW5~dYF!jU+LUNWmvIJk zdQ>Gbg2Om9D$H}XN0rxts7Pgs2zV;Rq>`d1ImJg#eD0*AH&u&2XF60#0CkJ%^JN!+ z>B`dalu-Iy%}+13iI@`Aswkjn|6`1bBwS>4k$OnNyTZ!Cd+J4&TMZ9Luew%8pf#$S z>1BnMsz(tN3<*s=fyi#B$Cg${syL;UFG9pt!rF&o@pLPda{9`;;z~Ht+55}A9~A~VzP;6^&H`2#pkLe;42KL-D6*e+f@&-mUplXZede7UEUy#TF8Bz za;?V%Rv}<)i=?dNxXT)$W|y!QT`yOPo6_%+2e$|XWqfntT3l4sz3!BwA@$2kAPMtM zN6Oy;>r{(54gW^Co762)!iDzM76Qr+H|h=3MPMcUhEk;0dV{3V4$TU=W`=cc}}A@qk8s%Jz) zx*dFGv?;NSXp^XR8=3wvgAYw=u8=v@jiwcwpW^9;!d1!_Ms<_(8y-A&_bb?abwvNn zY6-n1)-KL9dJUaV|6)I7(ZT+wCVEW~NsH36%#L%i(Yxs|rzk?xz6GeEy~HRT0Nl-{ zRDrdvNHCup-M5NI636XM2MKpZHYwtKp>b)YuAANJiQ#)VjZJaSTZu^-HILlAqmshK z-_c$6HFy?a>%eDTPQ=eUks{Z)gw|;XyggXSh_?B zIRQLA1bY|e3J0-*g7-6z<@2Zr{51V*z#57>|7*SAW8#8vNM76wC?IQ^F_!A|;raJ;50n)Dr}F0Gw%+88d(Z=$9G883HJu8tlLe zj19`dyfC~52K2)BdB9pLLgLE02^=z!ql_h-u_$DM)p;xdXqOkXo-k0AB6utrgdD{Y zfIy+bD7eB8%tAn1KoT58mIFgmT!-sJHe!JS5fA`J{1XCT9M(Ys4;X+0nngXSB>_mV z5>TBJ(8DKiMA>L0bYR61beIH5MGaz%q;RW0T#KMfza%^l?K8$tY=V{vfB^`ATb#jk z{|SKF8Gt45fN#{4062nBgo06g4iGbtpR=@VLd9n!#ARd$q#{EW{3Hc1p_wrOHar3E zDadh@#RCce1uGU27yu6}Mkgr1cwDyh(??PeM0~uQ;j%~xJT_&dK-*wMy3oca@Bm6o zuuQQc0eApF5r9%D0E83(*%JbOd4PdLfIsM$(yBryfJYZ8MJ=R;dfbsN)W}DnzKguG zn1jVA5E%gooKS(nz%j^}44Ykqnim{^nt_@a6o7pp#!~4(07*tSQ%Z~IL1#S5;7JN0 z1Ty-=32QXVt-wa}C`nOl!DDRm^Ek6p!pM9DK0Ki%n6nHCOdXoKQMyOWoS6Qr z%q@IHyZp)6u%b&L!r4@Z@xwW_gw3HTq}~HG5v01xQbf7BpWCF21T#&^3`*9VK-VOU z;Cwn1V1Ui!%}?M*$GjBaiH$#*ljpRIkBOz<+s>c3OzWH&-qX7XWF^q_DUrO8KM4)% z5g+^%AMtvu{>)GQ{LcX0PXX0W{KN>qB*pog&WYOvq7x3q5Mo1-VqOL=#QB|HGo_tRw20 zq1SZLN2w|8BsK@dKWt+T92FGv#Ji4E(K^V;AI+68?6~;s%#U;lB+XF;EmDk97zl;Z z`8dHQt;G< zScyH1aedfph>DMS0Cc5_W&zoq<=LL~S)c6}oGqtOInSBR1>fwu7KK?HIWtj}Q6${f zHi;tdu^tXPQCAq1kL47t<=UQyhQ6(+#;;jmx2zU0TB!HlsaGgB3LM z^sxX402H{}yv5tS)!V-1+rQ0QIuy9Gl~lO3gNSWg`Vi9X|K!JM1v$Agg2Pp9g!fUEpip7 zsD;|&k_zPg+EBIDU9(}y+d8=Jqp>JUKW$vI*VPYKwss>-{!sD0SMmy z6@=df;Nb<{0lwS7$zR(&;N?YN{Y~HoX5a_5UG$aU|6nB}QPLbH0v#R#CFS1$_TAqF z1pd8~K@j5q)m_b<;QC!+`!#|lhT zNvTL+;{`@y;G0Fz+&ZRZ61L^DO*_(E-+eSDKPKgl2;@+XH1y1(E8gK_Zk637U?MJr z26AIXMgdLfVPv*qYBuI+#^!3y=4(!0^sIwj|DL-p{$=g}V^bE^7M4#NW#P~=-$)>V zBYtH@_{LhMXVEoeC)UyV1ZQj5XAbe@an^@m7Ur}Cz@fVfZq8u>7GNY+Xxz;(AqL`T z=3i^3=xwfOZN_MBUgw6j;J6)VGC*8_CJl2|);03rs6D6py<|;ZRj$< zs2%Dv5NDtU4tWh_kTh4SZsN*4VfmX@ z1Xr#OqgBl69x>{wK8J|@gLqc!q(*CK|5j_kW^A$M=xU>{zaE2-=If(y&#Wf9Z+_kM zrQ$Al-brxgkw^rpyyqxBWQ2C&x%L7qc5I|WiM)=wpRR0Wm{7@1=W-?H&9;pnUg*6w zY!pc3zl~}|9)Q+v?7F^c+wLM3UDMeX4zCtw29v7euCugO23$7o?56HBb#2?0ZRbt~ zp|0U6&27OZ;)q6X#ct@m72NIC?sYEeB8Ba69%b-WjLRPC!4$i|e(x_>Yh`Hf{uXfe z?q1~v>Akk^vZ(EWCQ_5m?Y|HJW%k<%SMLB0@c5Rr41aJ$)o={2QUixr=62Nt7mobS zW5#rE4f*e42=EjiaIubWI^|=y|NU+fw}g6IT@W8;59jfyO=Q1)>IxU$3r9K^Kc61& za88(St)pxk?+E+`aZ@Yr{*K%gkAwgi-xoLXpj6c*XL1C0@}iJg9dE@AmvL?YM`ea; zh1L}8uCxtL@;LWqz$WuWan~>x3JsV92A5w!HF7tnYI_FsEhqF3x7a%07BI(ip}=uO zA61k_+ml8-tA=bOhjTL*R7Y>}MgItrK4)^dbUc#WNGJ6*+w4Qu^49Kg*S+hku5nI> zge!A&_|$D$kKT&BbTW1gN7rf*e^*#Hi{YI08E5rWFLZ;tV|*UXVg^%Hk?OYc{J|8|Nu3WHxvdhK?F$Lq*8c7?il>ZNy)*9VJld3^`FcX#-icTzrh z7$1cBv2fZlm&bWZb)3)niSPMv2LzcX`lXMrO+Wf$0OJm3`Wl}0r#A$ppZcultbkA2 zV6b|l5Q)mnc&&FZCK=AJw|BBvdnl`Vv=?`!MCG*?Rwm&+x913~m;1cmC$1kqyZ;Ca zs3?6*){obFK%{%W|K|w6ccQ{){H^y5I7a-9Xxhf7e79telfiW)t>|n$N&_W{^Xa0^IM(lSDo$G{_a;D1IT^`;{Ndm|L`|| z@<;#f2mkL^0QPr(@NfU}|NiigfANR^`Nx0n*Z=hA{`HrCATSh!#G$c>JSvmSrPBZ% zMxn&1K_SI9x7Vzf`n77i;Ig$^9jm2iw%gn;KcCY%^Zdrc?ewi(4;WYH$0cZ(C%6VR zb|^naO$CIOs{qR~Z;e8aKKmvPvQ{f&v>WJ4;)OvT{D{qC z#$6C(m7K+F9mtg|Te3{atKLV2{%UGNhXSY0SUX|$6!tSH&!IkDauZr~7t)+WnI?4# z6=$%eRGU^Eb~UQitxu%_`)MmHHLpg?`VzbEv6!(PrWUT=y?p!n z{R=p-|6pl%2OB<&II-fzj2k!4Li2%*|clhzKuJ#?%lk5`~D3)xbWe`iyJ>Knk@3=%$qxZ4n4Z`>C~%Rzm7e- z_U+ued;bnTy!i3NG>|`!KE3+&>}{Dx!J)nU`Sk1CzmGq^{{8&>`~MGMfC3IkV1Wi6 zh+u*WF34bm4n7EBgc43jVTEPAXJLjKZpdMW9)1X7h$4c6h+>K=uE=7GF1`q3 zj55whV~sZ6h+~dA?#N@0KK=+~kU|b=4QE6iiDZ&WF3Dt*P6}h>lTuDeWtCQ5iDi~r z|8B`;mtKAeW|(4*NoJX5o{46fYOcv6)G^)tL({xZ?WGuCe$U53soo+v~5!>MD=0!WN5cv&6ci?6L4f>nyXw zE(@)+*qZF!LvUu%zb@d|w$-t1+qTuQ&Fzj^nC?Q_YMARJngX5@!OV79 z6xir*TnOY;&jS{TqTPEOp;TFXx0$?18YpstXH2l4hvOP3-lj(Uow}2G0q?n z1GS_elpSLb2&oYyHl;8k^-U0T6*v@^M;~xMV=(gv5$vO@2+)~BDDOo+;$NsiEMFoF zksvW-C5J&$6vuFJQxcSHEI2ZD#|VX@0<_AoAsX?yaE%KR%pS=hI&I`AEz&~FP{(2B z7{_RdZw_!^1NTp zFTE1OH^D4Pr0`Upf|Aa# zyAadqjY)~0Ii+@XE_@1>av3JX{4HR?|5P-ed?H@>JCc>loQ*B}B*v1yV0y&jt(8II zB$#>KYQh2eIwczNGn0E$!ZT@!;F2PeePDRZxk-iKVZ6XY6eh-JzEfea4a^$rD)!> zOk65rKB>Z`m{u-Pifes7ZQP}V6;Li`AF+^i=2FUgS+4LGW-$+@>9-$lg;H$9ViC1# zxvXu4N-oS&nY3$#DxgBGCSs||%C%DWvO=Q=X1O-PwaS#PQfp!+V!5%x6<}jqsq+tJ zrFGo3+67RlcO9|P`NI|XTvi%sngxYY*HRT&{ht`1VW)kWD>nGnLRjY_-KCjqK{ zGeoXUTDdi3T~?V3z^>0mxHT5h0W1|F*B2|?nyPF8)&{T}tK)9XjR1hHedNaGnOjTe zCBXhK?B))Pd+Q)wwPS4L<^i>P+oWx^b1v-GiL`tBBB0u}CUWb-%DrRrvf8}|cKas6 zz4L&s#&afe`=P?U>%z9i`ycGTmvQ&*2SAPQ^?MN!5D@Vz7&sIV1rY6jlzSVnM3CU0 zCoC*13JS{qhv+Z)OHtS^4i@ zxKQ!H$T&WpVrjy0o&o6=5!l!eBDGXOnG~(*{#hmMK(bIZ6+nN4eh2 z#ASKPc+!+;5pPmrg@MfN7DY+q+*AcV`rPHkG0HHM7<%MNl%^;^kbOv{F!5*5mCX@n zmCCIZ)K!k7Q?0fV3Pq1C4WefAcuf@Va5)d`dN0|%Z7P%naieW zGaf+mvQy+`^Nt(tRm)zA%vIZV3D0+R`%!)5Rr^gd?sdoAvdneY)e%ok_tRPBMb8Wf zoI}q$2CYLc)P1CV-#o#^O+T1K*3BTKOjT_Unt~0}020H8!+;18ZaUbIouv~ANp9TT zIB^Rt*aQP%JTo$5mc(X5C_CKz4u0StI`9!?9)m%b#;I$)MWvC~GCU?Km@V`}Me}!%2CS{{6h6!|vPrqVc%gE7P4i-{%Zn zH2>p%SR?QP1d-Q}tAQ-oUKcX!5vx9i|37JrU9L)~&6yax&lYtSB zSxvf5!mk{Mfr*zWP++`(40Z7?f?+WqjEilMdd?s^oP2La8SK}%M`7ae**|owCg|UL zEH?lq=mTevchLcVSd8zZKZt@Ra9t9E@IS;9OQyj$FHs-u84|N}Q7+Qki3CL%BBL{F zKa_H50~BQ+u-3gGWLk(YYDsM(85|j<#Os){u>;i8FB7;X%#p07J22=`V&vWvJ~F2p zutwDa3U?}Lm8XQ%BCrw$zEp9zBg7CU-o2~svJ4Jp6}r!jLdd&SFz!9ihqxQiSv%u|cLTEj$Hnv76twa;U0_>E3~OuV@eYmHk)-~#S!|ECkags_>p8UiH%cw51b{V824lX%zaVC z`4RGueq)=FRP;@WUoLCFz3^i!#fpmuLo;t6R4(Wtt^d8a`TS^iVI?COlTD4+=}X3aeE<4TA6tMQ&5> zEVru*$vHGt>K7xeFrv*=nZVN;Lh3B{7r44*u~r$P%d8GCKh>4I_Zz&oNJr8L)-4Cw(Yz^*M8JT(D=>8uew+NRWN8uF%WEm*8KG_dGB zshZ&Ivs35xx+hz^lBw<7Cv;~qj^d}CZEZ?z~{@LDwO*RJS_4z(?*t80`K%Pzcyg z@P*s+STC^QrYGjTqy3Nr%$_$>jK4o7jBb@z21*Z)py3q%Wq~_FL5|u!AUFh|4cr0I zc5eeqcaB`KKM&(fGljX!ZX-Nv1|v!e`fH8tSv{@%4#Bna5i(Z^$PABz;sh}rEJMZIAh7K^!E-V3M2P;dKn9H?qlst_Y9Q?kdHFlZDa&xr!Ji|-ZwqekL5}z zEHggY`c_k}Pn5fauILjorR*xoe!XKjj(9b;+C6oHR;#(-Zf-&ewDzM;->9K>E+Z0h zYW~H)7OJ(`#jBmap5GSl&GeUDFK~b=qY6E)eoFSx47qM&s+@ z@sTH74bfw{qx%t1>T_mJ`@UYe{nXggb>%$szV=S=-1E=(#vActuQF$FP@wzHJnCbG zhwvsCQ}{?m;j>30_hEU4|Ea~maxQcGHV^Up-_XD3+svMilhB`Bdgg07(ctqs_WSwx z-`5-J7c>;7Z2j|J->-$9`%g^2^`HEg!VjF&4?@xpCe1H-*$?5x4++a3#l!C#rPUA0 z!yhuu|EFj#0MZt5R2as>V}>K3Rw960Gl0?~fI2OJwl#o$HGuIYfJW0RLBo)p(v;I9 zkUK4qw>6M|G!SRh53AK*lrl(&Ge}%BNU}9ZVl_zmBnU*)k|@m&|HXYKkXNMF-QV%= zw)tOuD9`y&<5P;i2AU!Mm?23NV0tfq%~nHVpZ^q&gxF(+Jfw!yw|IdY0(rKEdaZ`~ zyoCP23iIO(3(yP;@(2q_3kz!vi&zbddI^hZ^{Pzu7BTd+qzq+C^Rzw*$qEb4Sq&%g z_;d3dUbGsL&}W$j<|hIb5hxJ|7!6Xuij*4lROS3zJsQ!f83CX)WgL$DWzvv3?aOBp=B8oBTi*y9mRloq*O7P+w+y;&Av0A-@Rf{Abw zohKQ(ofczn5p!V?(drSdapc?L;gO;l3lRsDXbK{%2=W$&@MZz>s}{(U)7vV{CLJnx zZN(2SEaq}G?ySrs^CS-CH6~W*#}tnMPm8Wi3&PW~DO-$}qXbiFjVG1z;tLBjri_%K z42D`usC%*4Qc1wTN(@^G?2`0iO7|d=G)A9|y;B51@AZlZjh^>NShh%#EDsEYOrSnZ zkbO;JhEA5pPFCeg#^GeyR>tz-@HjGwiF5N5Rs~Dc2w_-`mh7edX2pm%4VTWPh{$^8 z7iRZbN-#6DG<6C$?jG^jF*9q#3?WIhcrc7IQwJ(74S{=&1J#TR;|eJ#OF?amiF{3S zJxz&nj}VTFP{c5YDvQSp^B~>M+gr>`D z3t}9k1#wHAzl&J$NEA2pCAm*0xQTtti-p}uTh$B}m5N?WOPbcoNLY)T#ZF%wi&=Q} z*dN6_#PVI21anP`Bshs48&2({OsV3`32pO;DfjS2OQlWWGq=bw;gU(AWX4FzoY%;p z88SA10wT>rB=++;UHPMY`nLxwbP4)Tv{X7YPBuJFL?$HmHwG72xu%V|x-Z7E+3JXL zl&P7*Y(D*9%5U}p-(C@N>H-4k0(_VP8HWPpodQYGpKiWF%5gA8uL7EONzuWAdn7*o zi~@qUpGv+0k%|IQuOfzsBEj)ODa9fg?Lz4YFxl~<^{ywjZea6n;LdE|wXWwmZ{Uk;a7@oM)Qs=3%%?nxfN*0R!!QNXsa3#jQsik; z)@f4pZc@)|((Gu`-e`LFDjkDq6r@ahyUG1tZms@0YqFYXvgv5H+h}%p{{f&|md?aP z!;%+Bu+A2WpI1EST?E9;N-!r%uw`1=tXs(=TPZ4A1!x*6aZ5RP8fant+shI2G;HQZ z>l4>ovv3>JGXi5^+H-i?_hH(KI$BG0T0ui9V)843S1N)^GiF0#de;FU@0F_F9afbc zniCy*=N&G%wU)3yM1SkS8)DX3D=2L3j8*N>dyV3G#}rSClT2ryb%zp7*N8OWRLd8x z5)&aZ50C~HzHXdN(>$Kpeiqq%oY{TR(S4QKDL$69@r)Rr5jV%#Q1IUUf!lNW-g5)n z``OW;C0?pyTDhy$7$c-Hn`|?;&-jhVm`P-k|D*q-`}ARC^nmjK?qpLRM8@B9118iav&lZ3auS#>;-H0VW66 z&3pV)+ajcg40R_;Z6+$BCcY~#EYhRO&2&?fg@Rx@eB*T|oqZk@}`-?vG`44VXK0ADEHyiZgwa3&uz zo=odvla44q4s8|p0 zRS&GAxxCA@Y(UKs z>gG0HK$6n*t!Db4%%O&JU<=g}C~GVJv}%>A`ZJqAx{&!AK;SZ8E6^cMaK6=cS2++P;g{Z3)*xSMg^83c<@TwGj zXQwP!Eq==NROjt}0hh1bj^(`v%1f$NCQ~7^i&6>2h1AY2 z#jUX>bdYOK2KZOrZVuDdWwYOJv%N&F#xEdh^}x*+rKB1&5>{cTFWe@3UuUUtupXaX^Nss49wo&GA7 zd-3}!qLz^#u#mFRTKSs<;Xz<}Iad$Nz3TuK5v5*L4>q%u+)|48*&2MlI@Zcz6uTgj!OO=@mD3DurM&u=g+E{EG)eor zNxx3ZH0XpAzdJUO;(&{;8**UQ1S4?wcz~oXZROUu;Wf!ab@C+S3~1_%fR~yYMV>kc z1wZ(N{Q3d~>m4GPKAeQ(_JWcQk_M6U{f1qRi9zICR^V1X7%kLLVCapO$(2Uv@0_9n zAw4Q@xW1>3eY~`e0o}2>dn|o=Bs~g(Q_q`|Tx0*x$k;?~@50V(qg-D*gZxfYU@eNI4R- z(;OprLH%xzsQ7eY=lon&4~AlV3<6!JwOW7ZO0To!8L2V1sjDVDPtO~LL7wBG^VB61 zeWJo+vi>RhEuG0;gz|3vYlo-%@%bdeP*>mg=iB3znL!zTHi~7U{^*~jtPms(3>Z9K z4hb3z6%oqPBpw_uzXD0y0YsiSzI8z~%~%r$Dse)0?W!QO*;_n62lcmzu^o9V;)6!@!?#ajIR^GKDb^h)fi`gmVBPVS z$1vX5K-=)_t9$10O*M;%wLI+2LGT)eM~ZVbZ+4n6)q;StXX;gYS1}DI z$VFaHCTr1hG;kldRTd>Ks0 zQYB-Q&BRd*U)6rYNsP{lpF()17V(~4#ZGC~KxTaJ-gXSmIXu1hVKdD_`$upn5Z71h zgff32@xl6z>yRv`=qfV3bta_}wwv zv8jTgM~5IJp2)A0(L)@|^jt7pBm5`15}v+wU5jmI07+J<#wazRz2;LNCil?q`}i4< z_%u%;1+$_!jYDAP%3e5X>N_k}aR7&v zF2pY)me?+UoVXmZWGwe;1a`O_#<*Y{!%i5fyk^`tH)J|)u0>fbQ+_o^6qH8mVr!YN z(k)mp%_a)Ag_N9KLSlAjk(I1SE`C1mUG`!@$7#5hXf@<|2gO+S@pBn;GKf}S@Xpj0folBVG1- zK4UhHns|M@Bu&Mc8dZNsi7}gd?!v5UONJV=Wpb4=It@l$GhFCRbPniNi54wYOytk8 zplh+kkEO2Bb(CD={b+6Q`lgt(8pL}PK;>=fBvH+eTJ_tt#AE{M!jl=A`5gH&Y7iBB_V8@I@EBW2zuSadafBw$>*fGt*6&&_FhU0rE3J+ z&C$jdj7Ez)@Rfso#-<0(B73y*5E6)KD=k_z7_s7@Yh9+^rCn;r#%CbO7t%INSZe1! zo4x1QyWdTP`%mnA?Y)a@@Y;`wL>gB4Es|gt*ov%75+Jv!O>uqtyj_%jnu-TP;uPp9-2kIER z-)Fla=M&FDkY}|AoUPH>7gHP5M;SKwz854*HULFddp;@W0h*f6QqDYMA>+xVlr4Kj z8e_Mn7^2D`*f;?1-3Ux6rQV|Wn+sQqMx!+FssZrrW36|bu@bQD3ZTfc;QaCVpO~nt z;x9W`GSk;4+}s-SKQCDBu}j1F3o0uO1CYv6!K7DqBPk0CBwZdg`1wFu9MTLClun@`2a| z^3)JBJ|kbr1XF<{3Zp|kqn~Z+ep7ZXLt?&+!Nxcw7j7O5yDHRPXW6IE_)tWnye8S_ zARrH99^XBA&iG&5*UzUdFOw^B$~xpBllCQ$jWUs7(Sgah;Z92naD>8k;f;S~oeMpC zt@PRLv2OTGNm{T>&HecNWV2jrw(gJ<8aYm_GkRC9_FQw&<2L~$s;fyK9%$`!oFtm_ z?Vf(j6jBZq9I<}Fe@lfu_~AmdSW*uhdpZu86rLxnznWA0+V&QIe%q58x&ZkZ zs4cPwEwA~Z_tQhZubQo@2J|QJiY5|>{qtzR;eY)|XlG<}F1rzzFXk(b^$i zf^NY%EK|?GHryb!AR%`s=J8*LmE0g-U#?amt)T zhf{BVVBU$o9kJ`e-?gn#Y8a7=9g$1tkSgQ3A{=&~rcYupvjE z;>bXmcF0M{co#F>?R3DR_4!eGh!b>Bm4?rZ05Uyh6%q#KhnR!7dCEv;q7|p!^+KZ9 z5sK4qluS}4%1by3dnbm+yI82H61WJeEq~hLJUH2T7|v6{D@SN7dvwl!9d z2bke0&;k_7Kk;{_cdu^=3_|xT@s8!gb@Xy7W?4+;dGY=0cXWCUY(@=$`rFx@+1+j> zvy5tFQBW3vYCWPsv<2k(**r*|eATZwPJ5*;sQaa9W^!mp_BCeiEoSyomFzq*djB)l zrh5lvXJW@I9``GjAr@9*Cz9K%lI2)^pwVF#-n_|&2|d4V?Ar$yy@;dWx@NDSW`8NH$c$dzxiG3dJqeq?leW5l>wooUvsYhY0rkx~Z5o?w? z?j$7&G8vxwCy3Z~h-*P|*R!2ks7XQb!dk6JL0XnXWjoe2Cl^9+G`$%$HT0A#U36Vy zb%6+0b0Bo7f2ul6>^e%as7*{t@bh{gv8Re64#G@hWs6ee$+DqDEapsPv4$HJ4|*j_ z1FJ3)`QWXr>?W?u4JV72Zz@oCtj593FmH`eUoLDDmPQM%mdVS#W{Hd-s*LHzN`>f@ zjdC>chQG2Wq3Rz5%g_v&E)hvl@deagr1Neq$O$VCxGIy4wo)u{*$)Z6-7HSo*-Voi zEtYuL7|mbZ%sZkqW*SV46?0E^1s2gfZ+4WYT3NX?;xQvf;#wjpwvrqDj z)zu_mRa9UeH|E!%_%O{t14!IT?yhR?p6*t5VjNymM#ixf#)rS8xH!ByQi-x$Pz|0< zSS-0{?&nq+VLW!VTJAJA^1wF|$wuJysWH!OmgSmS{&2LIzejrns(ZbrLPezft6E`G zcK1t9^~+uM=2+D0QF42=Ct#Xha+}$Aa8#92?)q?r;cen)E8pP!c0y;e1=D9mj|PTs z!%+1VZeLtxUuDP2Zt>Jx^)s*od3XQ0Xks@-W{=IBWViIk^W_h)1{m9bd>a*;+l>FY zE8+}0;zkR+5xcellfVWM@;Zw$Nz>D?99(a6(DQ820P&xh;9$gkZEugL*JbC4tKXKK z(ZzW%l~B!{*DeOFeur3kD{O*%&A2Ad6e!m;e9&^R=E9SXXs9!R|6&)L<)Wy2_tJpA zw(p_z=OAcU3Mt1h;M66!?wyV~V{|z6@-?FQuoV<`=;NQf7~H(a(xkZ9!+PB5{f%RZ zIXJ}XpxEya%dP?xT!6_jVRYlcTxMeJk=*52ZD@9q%Vjh_zfqS(tK}lW%@x*?Qqle< z%Ka7i*%VveH(w-SJV8``pkd7i z(jN8aI|f;AkYE{CC3TNt*4Nw?Pfs4t3}|lXEM!4PEZ$7d{GV=Ae=I902Yx6H%JxNY z5!IB2q-;VgS?tvfC!~Fnv|qT`_*zH;sMwU9t!AIt&I9A=*xV*lFXR}Fc>-F~t60L; zdl@nuGOcZ;9O)A0nx8>w!p{|#Sj@KQ(jP_Tz-MW#cS*KD%b^m-=0~I1L&V5%sk;0QXY6X4e*Y# zw;5@M9oogH%Y5tYwMOgaGu(Btev~fSDtMB9Klu<@CUDnUO!1QnhONzUJ7RQlqLTwg zG;wOYAyBrU)5h%|!Q5P?=CKORh&b>bXb@~#;flO8Av56`CtVuV z^3Gj(YC_HGE9Pw;sA)dVtFqLMrV>PP*RlUJ2{qUpie_qMLh}#DHEkgo7X_dPa=~;1 z(5)Su_?!ePyld++1&4Si3FkY6I3`3^N(gldX1vE;vu4Zdx)9Gs2&>E3cmxK4*dQ=y zgAti%SoU?J$8raI|JLO~cFdM83X!S2~&nR_aG3ko1WhoC&IEXXVOv1Ot zhA0Qlpj&??x?EqU*iGMx4E12CO;Ig{fAc|`e7H+)RoU{+Li&yfZLMWLDf)hNbuf(< ziZ&(Z$#hI9iS5%g0J1)JfSH|;#otJC+x7E{n&$5O1n}44^@vPf-V;8nx;iItm1iRH zQOEE;RokX9qLm4z()x@rioK+hy*3!5Vc>G$Ti|oQbyBPu3i~i}GzzCTo~FrY{@wb% zz4(+I>sbK%>WXc<{Oj71(Z@mdO&-7&toqFMyk*8sg|kcl!m=OUKNLJ+P=4ucC$-h& zI29~Vo)7YYVeL{y&KlaD8?K&z1kxs&)TSE`c$&cmFrtY3}Di;iq5e zXD7CAchioT=NvM3hvSgjS^pmxt5kP*{m6xQj5$F~!l@Mvku5I1tJLjl^v!Xq!P9$v zm$vJ0l#G_XtShaawI{t2Fplz&FDNr6t#m`uq0g!0Jx6GJ{c=AaZ-GcL0AF9^MlJlc z_naZa*Z82vzRveCH$k+FfQ$XxF!1-AK zfS8Dsgq)0$0%N--m@e`@g2|LQ`h;}2gc(vq}^?*Pb^@5~qJ4u%sudno7tRY)(i;Y7n|E4@8w6y0-Z{{V0+o zCz?|MDm}Tmq$8DPYuE=Cm42(u?Qk!;GW9Ag#(eZYK0o7bf5;(TyH+IrkI!$<5Bg$X ze=wfJpfl~0PISz`VtaIe?J?M3A=BdT>TDN;iz@5uy3_y^cV6e9-eClDbp!3nwKi;x z9?o*Kml2Dr5aZKE6=;r5DCv>O@p!geW0IP-z);BSdH$!TLxcC_c6TOIVdj8Eu4xw6 z`C=>6ym}QurZY#?{}C5(ybbgysMN{lAZ%p=wBM&uq2{n-bXHrpB`4K-OyJFuoJ#D8 zTTp5gidO+ypyO+snjKD2kX8_3L)$2ByeSnH@@sOgEGwFA&%=arPw$&^*Cc9{0+~xH zo=Bc$We_6C<% zL?lf=c4?OLuu(iNR$p2v4)LE=irl|mP-S6()r({fsQfE)K78q;6QEC?vpa_Ui_Nmu zq`bXqS!Qg_DW#zhIMn$8Z&X(0g&Evn;XkQoMP*IDw1n}@9Lzu3`1JJi^!B@UYrz5d zV{DySz%T8HjSnY1M$$OJX(o-3Lw_zRE6bF8LSP=nnvJ({K+6P|c_p@O^Q}SEaX}`% zYh)GnzCl^PcSUE>d}c+L7S@|3j{pJbKl!LLV^SjGAH1nI3E^7=nQ{6d0NwIRB z9m}qu{+d@>$;0zM8|%VaHPq~=d2*BejKgqwV-2j>IE>lHP7oz#fy-6LZV4P zKFu=a7Rbngn*K9cA+fS@kqpgmSUrT@kXR#Wh@#rC#BPx7I;m#TiQE=ch1a}lQe#v~ z%#cdSJZfFJ#Xe@gKjAoio%~|&OBqwE)-Pt_DjzSx5PfLpc{9HgrwmcOw3BJKRz4j2 z48^gL(7{)Kn3!2bxt8g?{fgJHt$c3MXsFk|Tso0uCdG&19a$G$A0O8ztCKj%>`eg& znatba=rW{|^NZ>_M6KhnsoyfQ^K_zcyEAP!hTl#-N9EgqZ``86%kwbNTA}TkNLr7W z=fkZuW^1;hti>AL1F0X1SQTh&-XjM zXXhD>Ghy;^!V4vfs7kw}6n1#h6UUSQk}Qzr>F3LVh(hk1`6ZiNlv1{ttX{|?f!Mhe zTTn1cTy@6tmXbZvr8tVHY|gegu*^WG<|Z4 zq2||me;OGa_f5YcX`Ffq^)RgP(Ue1y(;{?M03&2q3DuZKgq3_RAv!vPOZZ|x1&8IN zJc$a*EUb}BiNu(>urmpiLpC}*Nmb10@3ixHoqUV>DTeXOOhqhm&R-*9^g*%0Xehr( zKEwzg#EQUfyhTfZ#u`do0$H6e6hJ16^DJJRsAVn3q0^KZ4KNxpdsOk%ek#C8UkAa! z-VY<7D2YLx7BY|V)VNr@1AYfHr>@RV7-Qh8MU@v6FlK`IyM>57?%DMkX~(`S zIZ0p{Z@O^@^-Gm6YK!jz)zEa{+?%SuJ*a!v?5IC4^az9Mqo&)gpV$O zcj8(Eoi84D9JuX9TD*354Et?WLY$|Lt<01QQu=G6l5hKqD(nQ0%6m!*MY5iz;V!!d zpB4zxEP_69omvqWVkJ^xklk~q^>pxiQ?O(O2d(sW14jFW2Ul0A|5vJ}$Zxh=IJwDM z!I||_rufl?*nl~VArg9#yWv6hq(GW!z)v0GoH3^SxionWXnz=Fp#up+z2BpR0>!U5 zHeNxNaPUNJv5oLSlGnPJv?=P8*DO??=x*hlYgW{JYX2)Lzsa_&b2?RA}_?T80IE&Tn0D{(AOacl&b z`bx!qZ6*}+{UNHSVHV1D9KLl|06xCsUXp_ugS^fyBy#C-VC8|nIA zgNHvu9*rf_?7ximE3 znSA_6OB;?5IG{*&>+iHx48bT7MAD^|H`9svjPlkk%VKh`#lX$#BS$}q_qdOzp~*+R=RT&}vSIt@3g*4CxF@s?qTLJ+ z$r0H$I+Nz!I@bG}?S_L==K6jHlFNk$a&433Z$o*0H~A`i_;ig$^UxfMov}_=v%VSV z-=)0MyqVbzIC(bAzvqQJ-!YD@4hib8uj-V)i1uvQuUW)~ox*vCS^5h_TiJGUpHKffsp#c3a*0_jSi^Wx0KC zPVd<>G6f^vY8ChYY8Jcgduv+hwbr(=u?Ffny!?JCt!sO6UA*41cUVqe7NWD3+a~<0 zFPw3yVc@y|UynXsLVE^3_MCy3W_+Je@O8LpS%=}~k862ULFxd#w!}J&zyoLPAsnRw z2jTKTN3|5;yus(aoD=+1Dq__ay+|gJ#A6b|7*Y#(gipw3%FU*eN*pu@&fe(k^JntF zdp9L&gO^ytM>}%W`4;9}ZEMSG0ak5&%??c7!qXL*-BJ=xGfXr}pcBNtfi^-@ODECA zej3!W0LHiQR6@4d&YTi13By2N%|P-<$FWIA)!)YD%03j+LqAHvtz9b<%7?%R`_V3F z6$#siu-EkTgnDykZPV9(=V4@M(GA5ySmmH4;b+h(a-YKTd(jeTpHT>fu^Myeh>j4;{$Q35(r{r z@#=!6X(qB+8a3qWCH8L6dI@HGLXwJt#$PJV0p>E`=IOWR+8y(S`n0k4Qlxj*4d9Ge zpgW_T>ruC768Vw;e-hn zvNskTb8%)>nIDEimQvD&_7BB$40dqiEU{`XbiUwma0D}qR*^~S#R<^i<2%!E!4&bT z5{gAt84u**jEvc#wuRY6!D3>($3_Ute0;c-4G|$ZAWaHJPtk;~llRgvNQGMi~WeglL$w!dR_`b5>Z0z9_p;cUd98Ie3{y7&To%*7=G2=~i zt*$lf@ASF6bYJ}@K4LWLxGko{g1EUXpdochSdBQKk1}*pi->-I(8Aq5Q)3NN!$7g+ zgg&*A{dl2+c+$LlNHhZA^!)u7!0zGLG6uK5PRs(*0TFk%De?`eO*gjnu>1vU-%IpA zA@ostr!B?=lNG)VIQST59EvzK0=n@5mV|v(?b2f?gOS4(x3fduS;N1MSd<6b9t0bd zoXIPvi^F3?)M=Z;kBf?WAU^5=-XJpG&3Gsdo4hz$=%fpu{=ny9Y3F`L^s+_$hx0a? z1BA9B1<3kB=w(+)5HQ3!xV)xrVWx{^*x+YrQqx&$!G@vD##cYbo2*i&QtBvbx#1ys z-x{?fYrD(VXh~)8gOnAyuzP#9^u=e6TEadl?^2k2UIB@H5=i>y@zt`(R|afDYuwcN zJOK%Kt?ORcC7h0H*~J=F>8jm~gwk?Ehd>3u&?H4ekqVeA)?q>aKK0@ zSnJ8UB+9G)jk1)k7JK#%83&&0$?Url;S0-?ky($YXGJM2Z#nVQ6|0JcYHncTbEp>n zSrkIcrub`~(kZG_NuKmeV`SJSMw_M6rI?KBlWK}`>8%<=$g+r3c#Wi^yN7-6 z7AvlCX1QXUmh8&;8RxxkQYk6txdb-sw$|5&;f>rEZJNDk(5HwP|LWI{%uEA{zhJzV zDTdk4RdOs0@heO0s%rJ4|4LJ-2Zy*Gzz1&o|K+t{B+YBwjKPBnROijh(xpWDZDEpK z0ZtM+41w+(b{6NE#ur9S&4_iI3>?pYvCt2lpk25CpG~0+=q)ho-6Mo@G!{nr6@-M; zK_W#cIMx9oKL`Zcrzp!gs6fypzE_rP(H=qW24AphOJNLHKD%7{xrgGf{T(i7yE7gR zE=Ol@s!A~gJ_}Mws4pZyNxSl-ZYu;D{biYww!-uyM1SSgJW|buDnVR z60k^1s2a#zHmj&;Cee;gHb0k$v~yB_7XDzZ{h(F)`|>8B=EiNt{PEY$-qouaB)BB) zLcKlD&5C88ee=-u$GH9H{PpL${ny_0*V&KXasB;f4+MJiL-YfqG6H*>fVdZO4A-d~Cd3Bv?n}RA6MnI%JtqWO7Rs9!GIXCKSjz zN-;-tfjTsuVlR z(z6f{!u*JL$;5X=)ORI^4(}MbTig#@fCg?E7g3dmiJ*Hi&|x$!6cGlOU(OE_-Y$|H zjgsyUl9?`2g{+dXth_hLw3=&}8h3OP5_L$89HtV`4|8*ku?53SEYElVEE~o1^dEI! z3iVM5*Ht-}^`{*h>55TYq>29HMpVUBOvhEt#8o!_Hg?h(r_@m>(3Nk%5zl;tUj|!f zqd_RLyr)%9*xdDmwu!~yQMZRpkH<=Nzeyy{Nl$_9n>v@-V1v!Dhgrsi^4ZM^dF4)a zq!Cvj2+aPZQHhOTOB*8$#|{ro0&By zbM)2^sFOO`wb!%nOL#g6mx$NBnRn4yqtO*7_DO~#$XJ~nPutBA=f#o4-Re?MYqv2u z`wsP^NeP3^n74^;jLp`#)uxuk+PRgmi~&v7-GimsL;A%d)7`VsUAgi_Lda#PJraHL z(RGl?fn#WX?Zx-d-LG-hPv7Cs$IBmYhYzS%CB#>M9FG8!*8m!i08o$r+~?PKsQJa} zp#LKMfTm+?8R8D@S^MJY?&0O^5$64B%xUYM*#^LqX?8PziKu*4tz@gOt5;`viE6yF zC;3NsrWAAe8gq%PGmUU?MoT%)XsO?FG z!|rYVM$5s3y7_>1>STyIoQ5Hr9?PYe=NVt-$=Jx%i29JJ51uvYnYH+qwdt98=$Ui* zmUGG_0O*giZxJ%~ut4!*#d+_=pGc|tjvuT%j9y_5;ey%l3l$-FZx z^(T4Mic$7m4YR0)^&(d4|#Uh4BaioxAX;>D)itk3c} z{(?I~!0RsGG0@37Aqp`O`cANr1x4JrqT^(U=ac*TBcPqtl*6<=^u$Rt5 zxZ-@djqW>pX8X0C-g*1x0$u>Hye!DvhCC9+ER4JwDy%^+QCU7oF0652JlK-AjPpNz z{$OSz&oa#BA`{jIR3GpmVcZN++DhBtWpI1j?*YdeX^*dqgy7K zu0BH8ss#gc1=)OmAn>#vfBO8gxnkFv4+@IEq2pym&}c=+nrv4`e6`)}b|T>^AilLZ z5B7V)2{>}PR>a9aw)jKwb-5{-B*vir(kUbIG;WuVKjZTwD!6#M9t2@qR>%q0h{tQx z3Fuk9KV9#R5^O9{8DF`-^H`_ttw14mf*|NnbzYYk*9k%rbRDFl6bRM{-O)EO3bVcz zOruYH1K(xo?4{8r_(iSTmmx_Q)Qe*12Qi6ZnY%cO;z+hJiQ~F=#fuUA$+`nWK=IBt)^1#89SmYq(-bf8hd!1WMr&7gpMFx)^*(-5 zH$;1gkP6=*VjSm>6DbKo;`L|OvMeob(XuXuH*BkB$Vb!YuBh( zx2tvCcAFQ}Js&m@HM~RN-FCdg9R}Jp0pOel^ffpL>+EwbZ2PJh-@+~FEpW-*f?feI zlzBh^cEd)6q*v6vFwyCteWlQ0(0yweHBM8c0Hik4RQ-|y?w<>k^_mR(AM0WalN%FH zG==TX$Y1)FJ&9Q27IQp#ckd>J($fw3qO`DNW81@VB}^~=vUswJzBmrctbX*_Y04Cy z9p$omRW0*ZT}O*^w##KvTj?Z-+l6&Qb68tLnb-=3eufHsLE`tKmyFTwcS{ZrezNxS4D%B{i+caG+-}Awv+<@cH z%jTOaBy}+z*;`bK9@UDB9Vd9HCC+c7Y#(GTHI$Gm%&6(OU$2K9lD3`dgPr;)EeMeS zh9LKcS#=s4nEus;im^_9hsmSy+>oEA-NoE7Z^<^tB2hFFK+mj9q)zE_mIpXH#zpMK z6-*9R(4KfdKX`9+8v=Qox6s;LtKhG|0h=xh@mta{e&mQ_TQAM6XL?5t4c8JdSb^aY z&P6QEr)UaUZ~bdK(Y66P+aOJB{RXi$L1J_yQtl*OWXn>KO*W)(X_;*-z0lu5apMGr z?=nzkX}Pns$6zF{aA|Vp=}S~55!J$nSfl$Q9;KXiW zbwPhV_wfYS+iY;{jogj)QV3$Oxws1XB^k__%FAOq~Y z^FWi^1015EM~1Y^C_2B z-ONmLQ){est+sZQ(%NW=G5}sC{{`sK&eu}Fo)(^cu#%oC6*>-8j;6Iw<_X(pZ#6|0 zIx|)+VLMkV!?E=(HrW$VJC!R=%_b*5ZH`PRw zL0+6OEWX&722tlZa20hNpopmsdSKgxZ%w0XJ-!S8W!1-eK%id+vKwN(I*7MmXd9*b z*^6=>VY?@fio3zOTy`E24+@&Am=Kz@PU@37V^*_|NP9M4tx%T7kL&k9cvte8dH1!B zn?qdq5|!@mDWy;G`CS;ulJB9SywYsQX0rQ2nF-vyPXEz^_)8FFgofcYM@61qF9o+z z-vT*DcgGiJO#v_Z?H$T2udv}qFe zk_B~=oH34S?OGF=Z=$@Z)xL&Cle68gt4nj(xtWEN__MGDJmjoScC$C9Me<$Km@KZY z$}#wjj-MzfZmv0=++_Lk81UrAsm|#&v@XL#$hYFm-`q6GwxbJ*G0c=-vZp@WGg^uY zx9^sNzuMZM+Xp&t>^T6l^`P-XxUfW3tdTFet7MM{haN0%CFWfb@*fWEcN`GdgVb{H z-)}SXH1+XRx>i!B+H5{wP(VAf&oz;Egr--vQ7{c)-I7Ry)Ns&udYcML=?_u{RM1Z*r{Pb; zicCxx0K*7WN|_5u=nqO5fq**z>fv7mjM(YTwF1g6oro-h(~22YnZ**gp4orX&`s9Y z4dWvGPXUpQ1TKHGR{Av+gb@g#%pc?ygBLXd#34d%U3i|zAN&?bgfak;a6p(AD1fU2 zh_xQKAnO9O>e5?yM@rZp_IJ5K--EV*yh`6^2f>3@uf|xNCYL{E10yL=1mYeB$)4~c zjem?$3}_#uI9T6R9K4@4E29Wc6HC3^=a3;U6QoUyj7>9imk6^9+7|P0mv;q$OXO&0 znyO8pDlHH&kjNqr2-z6AHfsQ)2G~5{H9aU1d6SYZJ3wBja=HD_?IKFr+;Ux!a^^OkmKxG&#p%E@C0RbWuc73{hNQQC9yS zhy~$QAU7xlA&ThW9)WAK6=N%ZpiboTe#~WXOlMO>2ysLqYobDi5;sdEfJStTTa>|a z+;=aC7&Ab5EjI15fLKrxAy3kR$sd6gs6cTj276NZ42(3Y2-H7z)EcoKmZ2t(weEfx z6jf#vNVJkvER%VJY;UyGg~=3PBNZ-!D6ECZRf*X^g_nrTOJY#byD0M$Nc>xcPr4=p z$u#OZ73Y$aI_xcDVKk-oca$YjJQI`|e1gDmP#nNS?B($rgwUUuHIL3DCsYxSVT<_> zjli;&Y;VO_q>XIX!r0%ysiPre@b<1797&!g@~DcU6wjghMFQ{qp<>q7Gq{SAqLw(` zsR5PQN148`f&y5Y^cvRLq{!kPu&7?v8GYO-8Dseh9eGdB&Nmwdcqf_rq?r^O4%Ef*dZQ;Q7Z)j6fV%=xvICBjj5h#96DfIF8U>cP*TM{IAQ-u1^bFI7*~cE znR)2pFoeOLruG>hlX-Cf7}(Mf?cGptsP}xZA~d=$tKh@zH|rF!EeDlS%S)D`f86Yw z3qtDVFfeUr-;z8N>jHpxA&=%S5Sr2k@f<<0VpCf9-Z&Ek+5)65j%ShrlP{X8aRx(m z11z30M|YU{LchV~+-A}U6x{q;-VCzsSZ`5#Se3H+e*dGkA{QP#2A>L#>CemlB^=}$ z)?j`OP+ZBO&1VON?-|t>t#xx zTk-}fs-%3XnrDa%WU5^-i@e@TM%yuE%(5q13V^U>ES1F!!$mzNUgPT+lj>#zTPAMs zWm~j9JKGX(nRYY4Fs7YJ)^F7u0kRp>NqL=M8Y{l872z<^;h$2eirw~#e;h%4l`zgR z-oj>f&)ZyKQjeraa`C5%`!d8uSL1o+DhbQ7%CTzL^)lNf_&|{?thG||1;Hp%H=@I@ zKWLen&9fZ_t0>(II!`O%s+zLSiPbDn2DWP@*lOOQ8Z|N)*4IVY!!sk$ygJCdad?^L zXz3QiS(f0c1g6+=L;WG)>tKs38NnL@Z8cXLiw>??NI-@1uTaubG7U`XoPw)@Xq$&B z(A1ju39BX36<*OBt-}JUnJU?6>I_T~Hk$l88IUeo+DQ?O{_u=NTcv?$@=(JH z#dL+ic!(_k+ge$lHCAPJIAM7t#K1cQ~tSno`4}6pg6vgX%U^%+`?Te5gp!n(JPm z)9wSHc%_7El(Trs?r>fDet#ccb7y+r9Z%zkP3Jl?Q-U`V3t};PDj!X)477%xO*kmR zREn=tb~_ysT~H8(5l9@wNc>apBpUXPZl;BKQ@na6l5F=*ReRmo2)ibZq{R@rBV3CS zEAA6BXFDF{R>PiXfbnFe7d)Hb3+u)H0EYfvZ zta6j_+?ePsjPGhUXlgkAc=(ZSJ<)d?-RwBUmyaU`8!N^{X#;#b38oB0UkZG;OhS*U zga9aVQ)|<(z!(>aRq*6B<&h9*5NQ`;Py7@4)-0rxKo2s2gMlGz8q zyzs-D7Uwh!i`=S^Z8_*NHg!#t^Y_40@`+-F`dfn5;{)SRvAKRtIxf2`A3goU+u=jM zV!)SNv+|L8vA~e*Iuo3Mccl3OvS@}3PQZk4D+e%a%uzcEa?(gvD;1k_$jBY3vKlv^tgNZ zHDrR|K~gLS#N<(t_x{aLCqOvNp4hG$t8B0;mm^ef&ql7!@#k?*ZyLS1XV~u#PZ|_+?nan!b|(|uSxmmw><>I0>*p*H zsHmT7^r!sncUR^il#i?z=|25#Y;w*cVhSjBsh$?^8pyPvR&OtBkU?s1p=$PCYs#Jz zZ4kZn>Qv;Dv0~PDqvl6lKT`v!3ps(R;-2T?C(N z(ICz8lnQ8bXADyMB?yYK?W4#>9mzwV)ZK4DOAeA=PaxkObw+#MesV+@<&|9-?DJ{<(##oq>vBRV-hBTgK6PFQ%hIeoSTygb`MzR*KFHDjJp zpISTdoV}Ch_wnD_>ZwjHN}F&Ht1(=&(?7GIJ8-+(M3HITmE51S>>bN>gNObqrVNM$ zNeEJZjlL+OKXL7WdsOaO7My+Yw|)-55ly92^j-DfA_x_KG4?zqL`=N|(;X2SA=;30 zwEq1X;tt{@3xPn2k>(DIZ+5rdbbmzo&vnX z^Xe9G1wvqt1pUfN;L+Y1Dvv39v+XL|_u>D@5GLOpNB#`U@CZHY9I^Yd%%fQk{x&S* zlbY^wveUzVzz6!5t-IwoIX7k&z>9)8CW-w*NtqgjH9<}pTt@Md%kGMDapwqP1$#BN zahmtD=PLlb*I;Z`V*1*LjrYO5C8tg=|UMBz!vJxTzj}_ z^&+cv-%OJr1Q}i)vnA)1Ey29<&LDsQ7-Q1+f z#G6c;fWD#XN$1=Mx3Js!n&`RV_rsrk!A^8n z6yh{2Uy2m10% z)UjiSfe984{a?Cmk78Z_rO)q;$6|=fdjaxoyM0SEoJe5L@B8+2M&)PPK(FtTW<~M) z&r4*c8*{;85T?KY^Bk))2sC(5JP;;6BB2;Gd62;r5J_C$BJkHW2BhlNn9+n;FI)nl z_i1z)z86OF%Z>|mg;Iggb+<%87+p)7HqMsef9dm|K@b>2jmY_$qj8W*S@u6f$KMAF zX^@^rC1iy@RC}zcwivkPCS?Om6A5B1QmvK?zJ-_tC2=gOEhksX#;L zY1Z`Cm@Q8vT+6lCQ5FCwC)UTRSs@!H=r>^_+nHx&8u2+ofDfXWZ+NL^3%;wIXN6+H z_2U>uS+=Q&m@&judBmD&u+UH$`!d~$So*AC(+mU#0g8X`fWUBp*q1?Z1qKk|3z5*+ zxbY*gLT8XL4(0?w;ig&+9`SL!-716Imv% z@{dhwxOP+ObSNwOaL&u_!&(YG9v8&*=L9)7zwpJ^>^r-~xBM=z_O`7$)(U!aYkd}E zXR-3mt9y0PPSXMD3{tOqv9Y}^6iPjxMsEQ7pK3n>Eu~XhTS;ginB0Wp$YmBNP8%`b zG`u;g521|NeC;pau)vJFwO$vI{0(3d_710Qtb+RtFZfbE-#tD{+#VDkyU*ZnJ zYN00g*+QiCVSzmHK;6d!_EC<}5;ldiFs&hjPYy9IN05gdheLzB_S|QcxH+FtT#1Oa z9{H1pr#)jtsZBO^_($>36_n8uQcej;RYlO`O~bgycG4V4h6V4C6H{-NaT%Ta5ecQ# zUPZO``B8vW{tKu{4I}d~o2kvxv9W643`Kji`eJ%-s$Bk-gzzEKrS}t;al|MCffSn( zmSV*`#5lr4%s_2Zh4_X&@LSE^tCQCH9t;xT5%Cp564&L8iGl z%c4@g-|ga5^OtB;JjGcyW&M8NiHSv-D3@YDLXMq3kXN$ki4i3^4Q1 z#c|@UAZPrSZ}jm2D2l0$tHhen3*JHqIkdLt{8gvf?Zwo;3kZWR`*Dwaud zbxq_e4$|=vvd}TyvPJmGuF|s9%E>UxrBch~Dz+Djq8igYj=yM57A@tr8z!sclyyr6 zsOSJc*d#}XOSR4PAg^+S{E4nzvJYy-@tmNPJn=&CxReQzW<0}!Y<)G`1H1s&`hWlo ziZ3&qxSl9??h)Hca`+eC*Q+|S3er!XKUi36+UsX>Ld65+wbqynpCOA{@^m4aIW&S8 znOT_1xL3YvoH?J~N^q{HSf`tl%G_W%U?<)u7UnUH)X|t&EFBD>)k&wph1NT_7{|^| zW~Z$6gMR)yPNt60Y*?De&(Yzon=Glg-gzg~%D8Q7uWbmk`eoXeFlFcDy9 zj95vZ5Ph5WGguYYSb{aA7$X%KM}4Znt)bB8N-tD7QV?A^x%?5&nvIqe4fZYjF_=*g zMdyfEnsYoKe9y{MXUd@A(6}C_f#lEr@JaN8ciKXAs^sxuqt9roDVTGjYvoWKsyp0h zb3>+Kv(D3m=b-a5!Gn-Yv9F6{sOKB2M6=}F4Sb(4jW)SJo2F% zYO+{w{EMJ{el>-e@Z=h-CcIqv;QD4j2n8|<8o5sL z^5E^D*0gxUI#L#}fp$m>={Rm5LnJlHvBT@`KD+7b00M$Dx*{i9W{Mn$dYDC!N_sY- z^5y(VkCk2Xv|F{StFH~}D{`sRu?jqRnGvbm{YLt)?Ss__$sTdmORvQonJ}+*kyMU& zHDMF&@}8hoX|w;Zg-C{rw?})f!L!x5`+@Fd=yF&IYTavz;NL?Zkq%(Ij-7)NBlt~a z^chScyz`*4AMOtU%Dk5PYo9y;hC__!eUsSh(jbbOea-2JMG! z|IWb(-t4ps@kjs3>wMnQ>e1jP)b(oA)qzm_^fbUG&--Z9n*<7PKuiM1oZ!CE3CG-r zL>+j-#UEBfl57tfK*7%M_!lhhFOS9FpQtRi1Q3LQD6>S6Xc^#-Dk=z?Klz%v;5)Ii zK#6-4xZUTny9I|Wxv}1rkOv>RS+yx90aVDhe*m^bh_OXT){29UqFs`!y{b4RQ@yUS z1EB$9XgvrVumgk#6oi)th|gK5VP7bla_C>mP@_Fo>r>k##6M-DVTSt#5UW-@BrfV0 zIw)-{y5`=7W#K0N^u%Z3q#E*M%1YG<45JWEfF_}-6Ihl02)eTf_Xdn|%E(%Y$i_8^ zYKzFiHLNK%KY2HcV-kf?;E3EX*i4HkCqnULw-BthC{xUU1V|Y=3|NJukZ=hFd}pim zFw@b2=t`(amiWm1*NANi*rTw>tuojhjhJXuj*=wVsWpI?2`O^ynbizb?284yZYTtv zN0cFEpe|<=uw+!KC@*CgL1+;|ev8nyN6f)%w96kM~ygX?$ElDOkNgg`sA}q2d%nGs{9Y!o5xh(laB$fxw1$M+VDa|Z_ zQ$KAj!CVu<;5HU?JO#wkZM(!`bkPkr)mM%)rgDsImo3s(0NzqL$BRh;o+Gf#Fgw_?kmq>mb)&Nvc`fwmdQ4r-Z2jL?g8=Xk)GR{!hN2S z)ShKdk-+$(9*&y2ly9?2sR1`0QE%yEeVb|^AnSUY`j;w)7&3F+GJfB}ov1XPB{h+y z#a$UQK^@b>Y1nt-Ei!5#{?Ik+!xAyt+^Zitua7DZ#mr%~M2xzfOGPb1sXYUvFLZkx z0Wl*6PAb1zGY73AyIC@=o-F;w0T!M^Cpyfm|0ua`l+OlC$3!#4Y&}iJ4LbSFB{kD;I&bhV$Qu6oz(FrngL;i&Bq_N^)-N zg7nNPZk18Bk`<~L5QU^sY=~_vwm&5hKi9ic9HnB^)!zg8c&yoCFEJWi0mL22#X?#X zFlw*PiQD(3*!=|!Fd^3AWtURLydePAfMHb{)l@F*nCy&f3D4STY={YQh;nF1!S?d> z_mY$Ln3s!;3XL?ahP2Cc$J&g*E13HDfEqf<%HHD2wut&;82b-l0$l@wQP%3sa0odT-g@>F?=U`5Vc=9739)D~e186;RiUhDKS z@Dz;5My$?a@OR|mJu4{gXu`@o0+LAAvnqKW2!+h5Kd=zq(is|^4NV%=#Ylq2<<;90 z)wLxB5wPK6DaAIMET<7IZKr@nGn^)YN{WHev^5jwVez)5i`EZ?q(besvPq!`td9LB z3-Qa!%*yr!$MzA8db`X<+saP;a4}pXuwNtK#@s4{866Y?PqV4V4-4acW&5>CRliiIpzaly$2;Li+O6%OlyZm7hrz(4(aVoT=Z5Pw!yV&du zB5ldmE9#^JF9Un&ind22*ST2T}mU730cEuDwFTM1!v&S=^~ELzcg z+J4#eWBT+XL|JJ*SHyHWv=6nB=oIX~w=L21MQlbv8?=AXxTkM+GttI9)#u>BSV~iO zOwu%*R}NnCq)A-%ERF!`sGED!PrJo&@#wDtG`zYyGY4dO8)GznRWw`S({#y;l;BqN zuM4n^c|+7Hme5`fI<^g~h}q=7Da&`YbV>CoRE?mP44qRCI)8RN^E3^tVZM^rFTa)X zZAEz9rot8E8_SFpk9EuqHdj&i-da}ZZIV(Br}SkAJKFf6I*2#FkH~F}ypDN2h;hi( zc|k+QMa`>^4KVy{ia>tCyEOUU)>UOP)n#4%SXIN#Hq{eKg5;7g%3W>yi*2NEH7_Jn zb~Xb`U_pGKr~ zwzpo*TRLNO5IzDvW8oGQRF?KJUA8HqTu+_z9vlOTX~i!FAd#;=+Zptug7QZLh84 znn?>mS!`bx_O}*#=0zbsjA(f#efefEQHNaBXY8-*_-xn0^H*+YA#SJEjIY4Wf6*;5KYzw&N|PF2Ed{Lm`^px70>fLZf%l zA=kjLRz*8;Yr_U{Q9C%f7msZAK>hZBd+J;%B3oqpak2(eqRXbUchTtUpQ=4pbhl&i z8dVh3j6A1aO@^VMv(azzmpYcUqUSX6(wo7dv40KBK^@}Oj1)xg+dmg9k2x`z9~`I! zhExD5*dd~hzCx(X_dll1X?0hlFBW;fa>_1_cxNK7pewO;HIp0KAd$DbP}|AIP~L?77~KIbFfmA%;7(&eA`4Z&A!T)l~$L z6veO1&>Or&U*3HO1I&g}Up9JU{;6b~KT!O0frEU!zR7eQM?<{;N4OLMW$ zH*%dQxrI=BJsdN>h(BC1d|PjK%Z+pU3GuJoZjmteUz4}6h~HM!)`lGa{gHUfAb*Qq z<~`B+ye8+}v*x~|!aUxrCbL{#f7czh{BR7{jm|F;aWxL)*vB2c2Uy=q;eU^NemlKz zk9JKr_tg(}EB|QzagC@6=aC%uls#$23V+04nh-p503f*jJlPyWGOOO<7#c$|ykw|( zN!3AX?`0;gUAXHh7rDG#VZ6*>zRHxiy4DUzR=?=QEd50oE@Hj3-qjO)8dKK+R1iSl z88P_n@}&EjzbW)Qn%m0{+j`)Qk4fb|qB2OZ{&^>sH;-emL^gncQ!rC9zd--};=rRU z|GOY5da6Y}%uC&Z06;b%*3sx)H`r?;HR;!5}>n`P>@@~A0( zDjCiG2c2xAkwmdrES=tU1NB0=Tu`~8ih8L+ipn1h4dzJINTc3(JcZ5MO=$!Sd>!9q z6a7ZJ-SK>;S(-+(Oki?l`N{gl-k|R|XbyhQ$HT+ZH?FUdk{Yoe3{5Al9|F(k=iZ(yOMz&XvI}t#PV`V_@E4y76z~Ej zqREh`5ZuuaijoXd0vfoZBQmC{PdqY~sZG2XsxxcR5Q>+`tvE7{5fTb99^AdKXw(rR zawJ5&K_YxYR)Q2f9c8p+ecF~%9Bt^9q8L3WlCv1zG;O0)7{F#LeoAD8_d%8wFCuXU z?-UG0p7T2BNKE9yWNeHT=Tmu32%ZmhUIa}yXRahCr5(q@iG&^}k%eEVBRmXKZc~#H%3vJCHShi@|Fq#j2 z-6UBzMKjdM7Jb8_I6LKsjp#<-v}xW>*|h8aLf>*2#!KCDn&!jUc3IX<-FDmdRqr#G zkHgsUqDV^B^M2Y+-SzwW!r1c%$4}b}gy+ZH4?@#R+YiC>!#oHh%Sk(kpzFarjAGkK zJB;D`#ypA>#ZNys(m2OuGF?}kKgwC_gnb}oN%``XrdBe6B?`6w%H~VGB7l8M= z*PNZ{A;?Qn{VI^aVf%J0ZN2jfl&`M$epcR_<9P{K{Pw)g7T@u{=^y?6m@nD=ZhDBt z_!a`X~F>s zEZdS)qYXNxBrvye&yqP!5KeCHZ_)W4xabej7GoBKQ4=m{Q&L(FIWc|dh@5L(Qr-_aDIfKiQc_b&IR`np zT;-Trb6rZk2RWra>6q41Q(AimIkkQ1*qYvRU0VMeIjtY{gfU!G#uy(ZeO%>)IelHm zoF64)KIw$DTvOIs4<&Pb>4d#~UDn6HI%UH;EEN**xUnE1NV*O7)H0X!mloAs$G|;iJv2k>C z@bz^1p+f(M6PlBmyqx)KD;M#w2>!er;a@f4V?APXW8Hf*BA^ZV2L|2VSh_gd|9ZU! z002K<_5c5X0}RMxOe}LODr#&ldmLzIU2JzfYX15B1N7znhj2du6*}V$#gnOw#uHhR zjV05WoX!_pIRKSuroZcedZUNz2%(OfqzsaanGn%B%KuUodpr563+Q>3GPmjlf~39e1H-Vn?T4bMx*dSyxVjxg z6#sc7h^lULH;ifS9{>era&d z^)SQxa`kf_14;KdCxT)7I4?m_{kR~*as9ZcAWrwRq@r&7w5(xX{j{Rve*Ls+5K8yF zW|C_Aylzoi{k-9g&iHqexGy_k%L!EQ1`;rcKFK|@gbt`~G&tn(a zZR!p##vJkONL;}#@HinCkqbJl(Esg}#O50Za27i$;B``5h;OuQ5|-0(KvoxXuuqF? z=Y7yBeA;nQnDcA!ysvid&9xy^kryV4LQeQ@^!I8P!t7~W*X^w~~l&tXi!PAEf|5qD}}L zFD{6FEe~6U6A!Z{FPOSuAKJy@?^Zj4yMT@kSSaOCf54pG?<0_hio?#2;+YUuivrjX zb5QD(zKABpUHCxvpff{7KGvXvU(9VofB_nz_n5ZIB3QZUZrTc`msUmWY@o_n? z`@}rBVoGtz38jqtq^t%~YW496HELp@ny6x0^Yh%x`TLZ%sbYHfawv(4gw(KCQ|6#? zY$LP&v_2U#JX%X>Q|^cKxu_D>Qb}1S*2avrrg^r;@o77+hs?d8U(AD&GfrBzStl~3 z+^gd=ZXJ#6K0c+qr;@W?8xJ|JQ>FYb2tR zXFg>j6jJjMT8{<%Wdh)gRzG1^KwRNTojFtiL6H?=@O zycH`bs(-o6s^B8>kV~mRb2KlpR=gw}II+B9tpWu>OINK0cLe6@wR^u|KQ zb5ogYwUzqh#!AO?bDb-MdG_=A+KN$&Yk#$^`{d@%`*Uj_e2qh>^wt6POWT-ijgz

Te$iDu_Mqt#-ckAZZoa!0tRwL9K` z!H4W_=WXMq=XJW)?`85wP<-hH`sJX1L1Q3*$f@wlVm<(N%D|nrtsgO_|F1dIK9sfx z655VXNMgr6toQ5S*BN8jBH=DlCMQ1GuQ4DInQ_!k|6vMr5PhD3Da=jIUoBHi%Q{{7 znBG<+$NP8DpA-=-a68naGi%z+s4W;~vUvLB{S`9I!f{eLy(dA|7zIurGW z)PNMA$bvyd_01Fe10D;px`RZOGoXWK{EHZTgJi8U7UjlViYVYOlrrC!%H*0W)Tb}h zHpQ3f@B_;75v`GyxM5m**s4vZt+nNeR=Y=B>s-IU3_i4AMrQh|BKfWi{=NTj>+FsB zvR4WmI2!};0!7VV=M)Y+pu4|bP>1M1oW%RLPC`IB#BXg~8$Y&>@j1Hs`Rv_CKXx8d z20HF+|M`4$Ztvu{cYwzH3wSXHArWYULd^jV5f0c#lz&Af?r{j04mf~s^+08exeK-K zI+WjQ8{yNtOECXDARzdu0@^tx^wY`|HvGp>u6i?ztiJ>&imD zb7OVpxux^#+99@c>s0QgWAp3AW43eWW#*;lj+Pe z4AFmA;i>-TRQKOhcqAmG|APuo?C15rgyBn5&i*f9c!pli|3^0bj|!jkA7VQE-wlU= z{~*)h{}>L5ezpdR`G^=LaYU$CZWe%jRD7e?d{iPUP9s#Zl(GGAYX10xaGD6p!f?_C zsKQA08BCIBUc0cvC_3)Df|%dW9))pS_icx9l;r0m2?F@*V2Sc_=cHlkE0|>Q3fSYv zK?WdT1Bk{jie@n8$fNy;)*Q&AiNu((8s&FZ#wy+{Ck+r=}NUE58Gw_VrO%;rVs=7jW3$H|Sfeedl~rG1|a z&{j>~)4O(7jS_u&(V#Xv7So^gl6#6*n5T-M3Q8J1#*8MP!^=I8UlK0jvGP-mW z)39Vy)qSeWSd`N!#~&T%6#CSut#pCJx63)W^{wJr!d}{j1=3ufrbS7T?uRixVLrA+ z)zYko3A6`Z=Mi~pJoXvm%c+J{?L{BAGtFn+d}y4)87X z%H90^b*Nu!1lFeqJ@?0&CJ*F6ybqN5RvZ@20Dw&?2r7pd_^XRBiP)ka*r+ZLrpN$N z__ZI2-{CLTBO#2ShfthjTo4UwK7?+X5SW{62np&wtgD9re&AdvS641#Xc=@HUVyrU zNg^^^ng}_)Vz6w`0ZO67FqPJPxJHr@dS%-%jn!SG4pKk?Mrk^2&wavvxQ z11BJ8*p3OS;<=VYGJ%L+b?Og-|D~ck!pVO{BRWlrp>WMdk<*52?g0Mvx8_y&+de3+ z*jn1IeoV791=Hh=$i<7#ru5un!=fCkv6uvjLg4SpX%(um1Iibv=h|Fx-w&(0>EmQK z#G3;VYIL-F)WXdr5Qs40HOq;YaFv#7w90F+8X%Fie(g1efg?KYF#jdrYtrk2zA~HMz5a89+8g!Ajs=qe@0CB9)Gxf~f_9U(|9mMPxa(&N z9;euuj1X^eM(e`ZRfoQ-i+kYyKn3w8u1*>_Lv!=l zZ3IS$rd)n<7DP8$f(<45l<_T3g5aSf8Vz}QoAIE6{bOnt!76F-Cj5!I1I9L=Zz?{& zVk`no{<`abeg4B;0b49O#b&02+X3-l%Zi*~302H%8V?qZF#bRa)l3lDRHNicvSdZY zV^0*7YEtELm9xI#BE_|8MoN39dRJP;(k&U)&EY(pDaA4sV0yUxYSxy=_ zK`@HfW8?KG_+A~#q>E5bJyEl#`hlNHb2-0$fdc)=>?D2?>Sz+VmuF(SFa+eXY-Y4$ zv-bxF5J>DQb#+>xU!B=fOYHE`qKuu3yLE^g?x_P_JRfZ{s2oBz{GE*~Pd3ADV>WiO zLimYJy49pqt@d^2Z1JV%vNLfi;bd-1Py+4Q+L~T_L!9Af&8{-}Tk`}&cv`fd^Y3|m zDEKg4yPP4uunUr$@-t1JSF^qE$0F;idlS2!XVC9nO2K3${1~XK>p@t}{=1i5ac`Q> z%HIE2igfgU7E9IeQxzStpx1S;_)Wuei)MQl9YNcH)529fe(^V<3|@zh&8*SXtV7df zaYM=;>NFZH)Hs&_ofE;=IE&qT%4%Ueb+NnzHu{=?cYPr?lPOR(iL)A)4{lmpOxrG& zRfF5#H(;qtbrsxC3OicqDHzyiNU-x~`vblRq1Y`!{feBqBN((FHM%0quE16z0t!Ho@UH@~F>2B^04lE1-9PU{ge= zcPIF4Rfy5)z9ct3Cc&XZ^I^)Jh(TU1$VHyj8R114hPF{)BnDjBC`6hr?)gZlys4l@ zQpl`C_y9*_#xls10ZZ_ilv6icaW3MoH_#r8xIG?Pb?+}(?47}3U&v>IgcOeQWRy2< zMS@5ugy@yB0t`6`%ZqxKCL0uC3&hHT!`q4C7y+6`VKP2zO728vxw+zLn~Pc7XZ%y) z)iHxi1|vV4#Tv86fX$>{BY~sxnr;(#1Zr^EoiQ?V4(Qf6zbZaA=n|Ai#25hLvgzzC zn&Jz!tz(NLS+HUm{tbSvK)>z8FAv6J+(xK1#ii=tjM)P99s=)eNvWttsVd9!x2jv zcL7K)n?OW8VfNumnpTSnk3!|N1z3uwN}8rJ2B!)N0NKB#iZTK@x`86dX<|emscd*T z1tflCkVH06$TwB$CQZl9heiSCi4de24U+3lm&r~mr${#?N;gMNx6DrcfSCb{2#%I{ z!Bo!1ClZI=$>D-ufO@`Q^=KqRy$sW)G?&3lX+1=z(=<4&EFNS$7e*krZsgA_#AvNd zdGRdkosb}b3~Rj%TRmWAc6ORTww5a(ZxvYhg7~oul%#-Lo}F@T15)KQd#ggK^u?@v z$w}`9GEe~9v(ejqbLCGFi=%TCT+_>5GQ*3qWySMatFv1Ka+29|T2`|iqCuT{x%8Mg z(~LOv-8denzyv*{X}$c_oqTEWtVu=?Ik@1gDA#W;7tO3dqezc6JHa$FA0IBypr{~C zAvr4>93@`>9gMtS1n#c_>5|}2h%i7gAUNUzqwbSGfyhloCHdp z0smwIf1T!fhS(z)x%zhJrX>9%;q#2=D$D_uDmUe_m=%_ATv?qUQ35>rS9A%zGV9#} z)p_UmuyobnRPwAcL_n27avA(km6=&3K_+e@u8*3yo|vM`ySX?4j&f|c>gd7pk0(`( z;x+OVHKCYA1%9BS$*dR!{FJkFBYi$a5sW z4er_wSS*k0qYuP8E0>+Ck#YkpoM9~G;8ghGhrK%F&{h)&aJSpnGP~7lB-P0@)dh`~ zN_ba`3W8#YK?jrAfqobPjJ4YAHBw3S8ESQIJGFf|$QJteTY?}d#mWmnorP%yAUW^f zD(jwac~NlFhF;o7-5l&G#G^C3X+Q1w!X`>>*?U@Pqs*lFvZ{H7T<|@t;Id6FB0bzQ#iPe^e2e%0tv>CIv`33_% zVm3AX1Fv7(5Zsyv?6Ld>LC7~b~?FZ11H5`5uU}n9niq2udpyo$y&(c)KDsev~2Uz0= z{0m7-J#Ul2EaI6)ykgV8kau+l~BqR zm>dp1^y^J@Mnl>P9l)9n={h5za)UgW_BqHNY`GH48*;L^X9uCKh2WB@SVXCgj4V1P)D+SXFrHm}%a0H~tK3@0T066;ezq}0n)hxkbd z7pDj4`-&J#Hy8)0l05I13}~fQYWwLQp7*8*ig0dHy9w~ob_y25-lPsvVim;x%G_$|7ez!2dhx1g@#;x<1fplQsH!dqhPTWY6tFjF^WQ}^{I5#VZeSf+GQW)yCq_`%(IdBCHM z8Tq;Pp1dg~HOI3)Fp4ma*Zq|A&7e$^EsZ$5u)_G1;Vk}gL?WH_cJ8cvcF}W;y^8^m zf+bCr0{Uh+e8U19kNaYBV{2_Vg@Dz7L7(?7ZlQIf!-aiTw|87-E<+?X;vx>Q-~uSa zf-6@CRB!|_=zUu+|9+ddknq#+x^GsGaMG7_mffkp6QxZVWkHUjm+ja!-+$rD`H!C$ z9`RoAE_oPDkA(>_(Jx%TLsF4>|C&-kVJoZ(=lS)#yID(`uzrrz1=pAIO|^L+x?%anH?ygJ z{qOyam%xs|5m?P-yVb>x?d3d2Pl<=}!prH_Z-9Go_S(^9|58m}asOtVG6)hmghyKX z%G5z_v}dxjtBAQF*1TwbR;LkQMb=SG)D46~UqW|Y`PsXnBmZ4(17sVs6JEQ7AGrE) z6I6dT)FIp!O9yT7U;6Me?W|OUfVFF(H)0WRsPt!&y&;NbYCH;an@{)%g*8$od0AaN zwT&!w3mJ|ezy8zJ8mcJJqy8(N!8jxPvf|nSD|)}G;*_cqaP#7aS?&&m6=WjZpO<&y z*t?}W3G|-y1E;Cmclnm0VjeNRH<6fqBYloPh^5Q)}S9+`mj7nSUF*;<_9S zk-Ojb!TO8>H)+2At_1o+;8=tPv9G@WcG#0Cm{fe5OJV*p>AWb~ur!=7qE7)m{In>b?=A+5U4$5)p$cBT z8lP~GjgVoK+yDJ$N3ky|v9F|E`MWw(HfaC-=S>^&EgDtCcII7MKu1S*ZcOlz+TdNV zX)3YkU6u&qA*?%OR&D2{O|?R~_(gc=rC=Ms^D`*^ z=(%C=(OlwH-t<)~Aw=@a(c-#?%b~ZR-EOBU9y6I0;t6oRR=F+0e=yby`!XFy+326VdLQ9 zDcrhZ$wlRrkyH3ksfMlGtsEy5mGY6~rhtErglaFwS zN?cc9z7QlVFNKuG$^MUY73E1t*RRDNqH1N5XUC|A{4o@?*(dQ7E zfPI_>dYR`atQWf^bjV=SAj6Ao$r}cX+ZDE{w_bE=670_QxIXRhZ5;FxdApaEK97i- zk+jYExHdrlL`y~DqdMiKPN3r~_aq=Wy}E*^tqPh z&JEfy3I?__7>Pr;QdAK2LT%J{t2Z73SK2h#2gogfv4%g&I?@OUb;QmyqANg0#>l9f zo3dL8ldn+XZ-RdzQ~QnrMTHMOs8?Yecg-q*={L|~u{1xyCowTjUM9l+&9Y1`N^-+X zP!5vdkdhXfYE1K;%d3*d4LY7gm#g(5D)1{Ws)6}l`ap^Tlc=ABS%2|gphvcF|03qd zb#+sf8pvu+AZ7$1t5FZ$aV@I0SGUXr(t$kVX~j74$|TkYxk2(;?I`nEbhpVddac1c z+LaL6J*9lFB_uUof3%;vY=wlLXvikGP%JC0>~q~g;muEL4$aD+TIpCA@CN7P%f{9n zrQFjE3j{@UHtF!2z{^x&2YaigWn|_Xp2wyzX&tVdQNCR6Y4&9kJvOY`kJ`kZr$&{} zUEZd-UJ5s6))D0;E776T9%hU{8qPdFj;rdmBn8&h$;cnBgnW*gye}jnM(7NiS^ zsjfy4%zLS0AER^J?5hg;ugCyX2TE@YA(xxl+X+jTnNTgNvRPr!^c@oF_z<<3 z24>3d7z)CQp-^&F_I%MgxY)pXRA0>^V?etpZ#2)42H|%MOUq1nIu=xJ4B@C`Ci$TW zA6K+D3#mC>Ley8ZA$ZWIi24~gF(xJU2ji-ZexiBkqh+|CK3@$==AIvmO@_ewHO?Ff~1t*MtLsS-!R-g*aO--&) z?;C~SFxWGUqf#*xGbl3sZOqH%uUyc!4!fd7!Fu{WN?<1-;7wi}H~E9MDQ|Abk2eCZ zCnS$II(Rw(_s$pLy(A~WvCF;JXa5A4^783=I6^krt!zC&bcEp$`kr)TjfitGnyg-~KN-!P-0S}e7 z?5wWZS*zB_Dp{xXRjV1_6XhoCh+)+Ou>^le9_iWO&eklxkb@2`NdZcDE1{KuItNzf zky7U#)1trd&~d0w=x;Dxu`X9@M)948C-v9;hTqa0mG5Z9_Qo^~*{#-QU{I<}lJz)Q zg2-Zr2~$i_tq074#imEhd|&BW(1&v7QRQsfsiJ_o_cgg{EM)9GYHir58A#$q6vUoC z*iMGveYl3Dg(Jnss!HF1S&H1F_h#EY-y6Q5B0D48uA73PZJL;DHVA?c3f3P&T=l2Q zav?@3YYv^pU(aAze)?LCEuJz<^9U@rZd;Prly$%ekngY9vQ_6W7G7Z`rafJC``{-6 zk#?1k%HZ8UW7^2z0!Npp*lp^Kv|_30F93_u z1koKl%Nk*T5TVl2Z(7e*zlz-KJ_)wdahZk1d{X{U9Fbj{C%Pb$mjv9aww)hqwdr`Sx@8Yd`J-kEZ5=sLLbjIL@4sqE#zB3S7^owNH-|%X$Ca@Zv{s0W$^}=a@(fku6WZEDollKVWGy~z&d=s&{tHqh?| zAFaK1NR5|1r(u~Z!0IEYGE#9!)PV5DOZzi@IVAQsfC$vL;)#Fnqf_Hn1NA-NPrP4P zuK{ilC2GR6&gw2~zg-TV@Uf1wLe6%yp#R?eq*UtMTbKV_H1?lcbSCMud-F6*xBQT> zH!>LE2fCjH=}uNAJ@t$Ps3#t0-_Or#JP0}bS}he;MqG4l}ezpk_p}gJ6=B`ip}(3`=IpoE}+{(bAH_Uolbh*olSDaL!o}i;Mj4 z#|j5A@o0-txlW4=(eW40kT@i;j>qv$7|`T?q5MrEDBZy=4Pj3UC!?7pje@zM`ZHpC ze?#pJ#t!Eo#dISUqQMn8A?Po{t#`xKOg2oq@wIfro@FoY;ecehVfsnh=s7vSJdITxg*P1M*z9-n+#I8vf6%ykQv`W6c$LSv{G-_l2iazu zx!pa4Q6=~aOC0041O_As(mkkkJ&=snC|n$1^Ylkxj3k{IL{Rn&jpM4 zk$3ol%|fY2gg$pMqjvl(cEyu8A`XNZ|TwPp}3PYmfFeI_@VCp9`E@WJG#Wv>P zeQ66Bne-j8cn0z5kGy(6h0Ut`uWH}~eLcy{hTNH4jT~$<-5TFuo406+HVCX$I zDOBLaPC3*}9;HQIfDIx%%ifKPO0K4IIV?3quQ(ts{Rh{Aosm>y{DVJODP6qSxK)iF zQMnjby|YLe3F#wWq{?b6VH~b1_w9=|qTo4%)Bak{wWQd|O$ zLS(ujbSdtWC%(XgN->4rG=o7Yk48*;WDTBSyu9IfI}6gC9?y;bGLLS>Lre`GCLE6O zzLrEsI;mBS#sH5AT!#20Ps9w5DcU1<4qn9u&&ADyDVLRTF@v9JyBV3b@Z-aWehO|3 z4Wo|=pM*P5#Jt`!chnVV#{am7fFHOSGCa?Q2;0rAegUizXw5jHKBAO>Z6Bu%rL8l+ zf?cEd(!?$0GEgXfMyYf_m;graQ*0KCEP!zPc~;{q(Ja_F+C1q7rSs+tsTR$E-X5@_ z+MwiBu~W3x*UOq>Ow1T4pCb2n}sU&MBUU(w~|a^ht( zg^wM>8?}&unubrAt&L7v0vrv-s|&>o^K#AIv42SqX!Ej|Ev6j}!v_{gh7|#7O6^I^ z-1MAHy^md6trcNZjK%J}r~nORICr{5J;y__lw{g8WaBsO!26%ku8%l+XD;hIm>sF^ zLs!UJnQ_Jj+b=8p3=h)sY-9mNU(Mi(Ux`b~67IGD+Ut0GE=Je#YiB(trj!7wN`O1} z@5{SbOIzay08~40@!_UGQHuD7tk_vj;eH$#!(;sA4p3~Wl_=6F%r1136MPcGUDS~|zgEJ9cGTX)dbyiYlky0P-nZISG+m&SLa1$%~ zx~p`f{KQY@qW)z&k@=78GPn;?ZTV=^O&8Dx2u9;r`}#SZOE*;DbA*6oyB<0VpdkDd z6JazjfAur*b8Z2aLv4{x;tzj|Jp`6uOfS|opg!$mcVbVr+ZSJIq_qwjR&+jn6yq0P zb3HIA9uAYAzMwDK)?=xdvTy!DS@<4c3{dGnTuaRAj@=z&3RhDT}HWCWXIe_DRa)jzvEAJLu(idK`RZ}B5MG)6&QC3E`ne;y( z=X6pJ3mPx4Ma8`OLSWipVhWH7Vg6S^w1!ur<7)_Y zO|L1md;GX_8x~QU9!%nP9X%j>KIVlN4Rt`v6T0a2EYkl>-N)W@@O21Z9~pNrGjb%J z!VYDM8@%pzHUyB?q4rW5l2iBkmLtN2KOCZEgo%ZTSoEHK137MvN5ybterzm$a70!3 zrVZO5W6z^ek0!e4Tc+fP`4X@askeHbr?#+<)%x7T@Kj?pILFYaz!1kPYb}Xej`%%X(YYp+X%_cnN<+IGQ}C~f*swohRyU7={z$}o2L;8c*LUwMg$>UR6|ao%%sIiW`TsG*@9*f&ESfh!Q7cyE!=e-nTqy_q z;7YTW4Rllt1UCh&D@*;fi1^7j{xcG=rI5S1IJg*XWSU3nO$c0LZv5j; zQU*ygN`L$Hj)>gL@>H_Q2zQ1olXYyhP7JSd;}hYcX2iABY6Y z2NAKGKNzWN32q-P1MZ#Re(}+7YV15n)Mvy8KM(A9AW(pI@=!#*U)W%ig{HSMJ-4*F zJ|kW9K4K!?GWY%w_pKCG2JZ|uzM!RSgD1Cf?FIfs4nCu4KhM)W*8XuFdna}DE>LFl zN!j;s*c1tw#IlbRj99H+W2+RX4z&>X4UjBdU~ISVH*Z~g-+BHAIuyy??I>ERkpio! z=;H8N_^&E_rNHKsMj{LW5rU45m@rLLMgw0`mdCG$ETZxrZvl^xmNiDt%P$BTfoQGt z5?xSIfe6+8`mMfRhPGKXx|Ukj-riFAE)F=KiE0N7j0R^Haayo>m(Q>7kRVC#^x%`Q)37##?d+Eu z)mp;u&6Vv^p{gZ@q}VfR681@9WwSLyVQ6nZz6a|` z*I+U*Y2#`JsxM2XB6+jc^vHAyj6J#-|&RMq_m5X{HTas);4G0!!IDyH)z} zoGHkf>2CHD%PCrUymJZgWqMQj8g;8Oxf38_e04jZ9#%dT-ph7LBK}8)veaSPVxDrf zv$?$NVVT0RPpE=FE3Iih0sR>B{Fo|hwc+S%J)%$5s`A#Bf7Z1*y6>zo$&0`B!^>yQ9Z*`5iGNi#uX+)b%dyL%uo8NG<46@Y z$#Gch?EA9r>~=C4E8DH%s&z@Q{*z>aO5~PAqpuBh!^P5L3+BL%e_z5;L9C98Dmw_# zFmxk~96od;LN(Zs8P0-_{@PA<&ehD+iyw0Pj!reCv~x41ZpWLL(06oPeJsG4j99*G zs7D~u6EG!CfXy-Q=^F3}k57z)zE`o-tSu!E-RM}9S|b#+C{1q^@kNatk%y3QK%WO{ zzAfQJU|$>R32_Q=l3lhPk(HhPgu~$Z-rA$5BT{V~ls2NJfPvf0ra%^%?)L)|}!NwoiM>F8*N! zizu%yoJ2^0TluV%XgfRlSoUO`ihDjemSx17wI~~msr>mS<&Z-6j?;O*G($tTByF%t zl!MqT&P=?}&{bhn^$Sy4U*6Gb7=HEVKg@WIlt*~x-#$oakB0rVQ^GAkoR)D*&N&O4 zQc0s%fnQ(_$8tY_m+hYMx8DCi!x;`~KL)wfw9>h*lY7KbWCn~%iqDMFOOdQ01BKx- zqyWr5lWW?F2pPk{7tW& zxo0p$u$f~E$Fp2CoMCR96Je6ysg#LgF=d`o`zH7Z!S6@C!1WC4W&MeoHlN8}iYYj$ z&)Z%TsEgb2GAfIW-Db6Ogi~-N_|tl*kx`!6C4O$5>bFH62|HI>ikQ>r5^uC&ibvbf@6(^p{31`&wT|7rSaIpj zLZx=;pdqv_{PnS;-O0(t<86JDyt8YH?8+llX!Ah!sb|T_+56w>*JVLx-#OW}|A^4` z{n*o&2Pc=$cW>K&$h!tn$Z!4~$X%e^^Dv&XYb4k2U9`fkQD$;CXC2CD*ELTa!L6dB z)5wYeI_Wlglw|Eh;lo)8-||9Cl)fKXC?@N5lcB$fwXAm!^2hYQIb7ZC$%Cmx5+!{% zkVwRmUXQU^hu!!CNmaQ7&K3&%AVn&kwK_&;dILQ_o39=kLi5kfw*^-RM7>%wMK0{b zde`Q!9y>0vJmiJ}kLVu9y6?_O87 zzdZJS4!pL3z3pL$y=20Ckps2{m3g6K2EADMuDp<^U=BQ|e388F;jG98_ltpXx_=h%@ z^p06_k%X2hWNRE`9|HRlmm_v+qTH`OZ96!Av;Dz03UXHDh`C<;HFVyMg1{%WL>Whn zY{-Wu!3GPLL|y_AzJ)Hi8wj2OCaC#;ghMKdsfrZPYL9*f{CWe&rziWlthn((jug7b1RZbG zoT5uuYQ&;sUZ9Hl9dl@>{ga>KZ$6c%Ld-MH@gs5jfs8>b+np>tHMyLYj$hKO}PWC8^3JIS(WSEv0!6q$O!& zL=R*XEoJO!Wc4j&-4A5_Eaklp7q*aqWR8>FJP(0MqKGf8= z(l$TT_AA$hTIod4>ZBa%#2o5n9O~v+={wT|JC?|7pwT!>ur(~Qs7nYJn8_H81uIjF zz0$t-p@AuH#8JmY{-veG86?vr?(B(6_cWKeE=QvoW@| zfgah!R9HvQ*(FriX(NA1UO?qNoY3>Ev2}VkGPW2@C>Ll#bBx1W1{L>UF z##HjtR3^JrMaDEiyEOIFG<~}a?b8f%#!TbWOnbY`7{)9=yR4MctQ@I>SyKl_7(1DmCp86el=BI_SMj{s*;-Ol(Xs@`}n)4=&C+gpaI(1=*fGhBQjstakjQuBgufdD@b-`{2ai3wd_~7m^^1Ic#{!j$uhuMM z+AQPtj^oab6VQu^AjfZh7vEy)zE!YHrm#%u*AZNVC9RndvO7*P9!+P}b{(~hO=eaq=`XB~Pj=yI>$!d#cKJPd{d>XX&)W5$J(s^{*MDzaV6WFOcvk?*4FJdWAMXxF?F!F)1JC8! zZ(E9?9v3zWJmsd14FKLg|s#ycd|qN zn+o69gu2X*HgJP>?uvfbg!aUa{^p8_@C)<036r3??Ry@`1w)+I6-Ve7j+7g2=|{v5 zZg>X2@GRW$9e&|^xcwvH3Amcv@#)=Dei7#Waw}*iEdBK#Dtsmf$v`tnr5owuFVb}m z((Pu_{a@tgZts>k-ocvR9lKHB+)|KmQoL)SpuVMIZXpl-MO}&OufPe(C^pl&r7_{8 zHMpg-;G}nOrw_fQk9DU@ZK2O}XDGa7$h~DM@!&SO<2JbCwcz4o z=AsGp;E%oIUmQ}(YQ-X?5~#fsZ1oW8y%Wm)AUJaO&pH=bzZ2Q_h$KymOEVRHyAwnB zB#v?~ejYB2b1y;tN%GEFjQNw40WzN8KN5aIK&M68fIDCOUdG{G)`Od2^6Q-EC;7(l zO!hYU+y3Q=8kQ;nn@m)jFx_(5H$UEPIDL*oHU`T@_?^%cC9lrSOLyPgP*MW^6lt znx|H2yN=0&UT^zETf5!}kKTB@{y@9-vZuZ(k5Obh%y9j|P|CpQ`r+eKyME;KK8LY6 z+m<;suLa+h1+$mM2VP4dFH4O_O9L-!okwd6UK!- zDer(qKL6Ryz-7LG{imRF@6X$vpO2qDqxb~l@PEd5hJ~O3$V1Lgo}kRnAwoXTah}j^ z@31G&P%$50gRbyezDQMrK$mCVNS_e@uCVJT{-{R27>lk5DW8bSuGq%s*i`|NqrKMb)xqv`W==Rw&Qp zuzfkqGJ`T&XImDmTIHBF*p+7+esQhHaUWKw$n_XIl`Qc7H?vgezxGmr8h{>CQTz$< zwX)a;vUXCENL6El5^j82Sr%NNy`N~P@_Hag5QoW>Uh>LYlU|;pXj@ZNLrhm&Sr9{8 zS2uHJU&poM=g`pBWA9KqILTzwIQX~5p?T!$pPN1ObMm5j_)5XCElp*r7S=MM82i4R zMf|+3W11DEp|jT6->GXgqoX>Gxnkui;r(!L1B82zp|M}IMwcq~`e@xHig&Bl;>%ry z+V$Y?tMi88o4-?65Tx-B>|cUlb~CXXMw2=EUk1~${lKpr);A#M3P~Lh+^E2(ZSx=Uoe&)o0bO7)5;y-C?QQ<^zTpYc zabQrc8o$vexg>#uzbvdnd(`sc_pmK0&6$@|9c~3d z!?UVE(71OHN->APC2)aKRXaelA_=6)qEPJLJHYqP@R;OHVbmKG5D~&*e0TP6mH9PEHWk6$sk1#wj3c|SX z>#xM%I8-!*|DJfd-zCFAj^#kNNsfyKj9629s8JOn>UDK^O+IB+k{8>prfw1eumTz4c*s0MX{AIipuTYt)6R7n&c%sXZx zmPqJ^7Er2qya(F|(L<+(@)ukoAr(H8T?lgS5%!xK^h~H{nNBUYh4SiEsEL?^h`7*V zui^@%`)uWa4A_(#LNUEOts;)%0w5m_i$S3pI+rd;nW{x$Yco-;8u|bzXVs#dVrPOn zw4~(gNlQpBQmRi6;))#L!U@j`V5&;oy9ryxsD6ZM%uci+>GV%ODNXk0p<7i`RG-tcWax_Rs*#du`FfDCR7hnP5*{qB}B^OCyO|n9>Qlpq_zws{`nO_ zd+|^wY!#$uJemt@J`DNc%V2RNljq`kd^TJ$y>!z04mh1cGHW_}@r{f9xG#L9f=DD- z8>R@7mpv(Dc%_eXR;+MqI;B5Hm`~*Al3=d;r#U4cj%ThUz454C)aZP42tm-8@gk{1 za|-=ru#VU4C3}-&U-4sw$pxRUtD5pMe?@Ea{3n@lwsOA9xB=q*PsG0Wl2`S4Z(E-o zyp=D|ZlF35JBT)LCQl+Ljt=G9`u~N!uZ)X&-`5>xhVBp$5s*fZR6!&Ll}-@_3_wLv z2}L@F?hq;I6r{UjK%`4RI;DGP7-H@pb*XFZ<-R-4Irp4<*1Y61uZ9=D=lkToAbP`J z+PMchM5J6gLcQwDAB8oTy zNfQ-)SZAu^lf=NG1#NW9AaVE(`QYIV;ZE}YsWI6+b%pUjQmdwg(Tmz0n9epprz+>{ z$K<>!*#Pu)7lCoTj+{s9^wLK%+;L8WXb0A0?cmkTPSk|*#tymu@eM~Or%5U_OOtZ& z&OPEIq`EkI*{Nyw9?$WHI_{Pr8TznMWG__;R0{1E!~}a#Iq8!ug`epXG!UgEB~PQG zr4%JDhTpDrUeE#236WP*VV{ejAQH5N z87drID-zctxXbl;*E!hJ*h}z>Ah)6fw*VajrCPTokUJxv%V3wQw2u2#bJu9NdNUO* z_W^^Mp3mWNHHhHX5FU z4?V^_D7CGjn7N+G=e$fxU60wIa4$$;sh8tT&?_N`m$i9buO}kO%UR7U*nk$(fR>iQ zEe;0~D?^jS4yGk}kz%ciMv~t4H1ot6@DU*QF;(#{#5tA9&Yvu!S{&g!lIM#UI8!6! zH+atPT&;Hl4&Dc9>2Mr@rZlor4X{C}pF)@4nFK%P1pi`k|2~5=1AG2Mlm0dqnx9K4 z&gNp^^7+qM6MmAxA7ST@#Gzdq2vB?+xEB$KDh+(a8+bTyc6u)mj0;&83c~WXKDG|( zCk?_I3?ec#%eOWl-oHS;kGpJ5Mj)%7VgAaGG~m?WnbZ5Pq9$L_-PFS52o4|#X7@hL zY=f<28H|PfS}`G*)9~~K&DZAIy;fSFR?(D1tJ?6ZX@=e(4Aojt#oZ6pVh>Xf3e~jFE_$I6(FZ8LQ zzr=pnGHLj84oqXs@Z!lZ>#}frZyLS9@Y`nLaBmvhD-o9Fp)tsCiaiRSD`(sdBP^UF zu78XOGL#Q(rVZZ52^mxmU%(0+d}I3RjYQs?`29EWgOrJbIK4%YOt5elUQm%#WX`!L z@WV*-L}aQB);rDMyf;xsI#JA|pz14F6=j5lS0IhJZxC0a^=?LszKX6ci*CCT)2kUX zdM@G?Mobw;Oy6M4*nUi#bBt<2Op-(_UTw_8o7ly&*ot$pHy_5vc*ib-;?&|X7Mo&) zB;u~=V9XR??0U!LKEyzSdBt`(z%(FVtc6%k2~*S?FeNW&vcQMVEMABs?&VEAS{)3k z(h#DB=#O|> zNCkYTNQ__@AsCdmlP;H2a;1}t8iB#WVuUKmH_{W?_mf_d!m_uMg)hC5MV;2bOXTE; zlNTm~g!pilrL;B>K8ysP)k(&aP04<142mSt^9d8iK5dc?F{DZD;Z4;w3$eXRY}En; zqf^iDr5)&|y+3E2a^3D(E z8&Bt_IOmV&=IEWv=UpO!>K6#&M>1FV3Cnw3JyUq?YT@4X!mx7%*QV0M<*6w$h`5%> zO1ZD2p{K(-MfnYLail|2X@34mojwl z@9X1JJ&Tg|r#WkWprvu3<$S(-d$GAA+Ijxc?=ywI4| z+ZV6Em!zzMB-4&0+`1wVqw*uNJoTYRoo{)?L8RTiiYvIZ1Xh(ZAIsufD+whk@5w7b z@=AO0F^5|5`i4(68|#@ZQjZT~j~)bdaYE)Y@MbDrSzut0g6=$gUF9U<&C6G{m|Oj> ztGbA!daVo>eY}Kun1PMLCt5hbZ90WWQ!(^vxy`47NaaO%m%5)hS8KL?9Zx}5dsvOd z9KmRwP5rRe3RK$wubG8w<_<=BNz|n<)N#H?oKmP+F{sO%KwLo7B~Q4}9a5bZsSYZw zyqx>qcB1YjBJrZ%>2>z{k)S(Q;P2C5m$^Y|!}2)FGsJY4K6rFhyiBf7VdG@DPA$EB zR*3-re2S`qD)_eF2b~EK!^{Txhwt44B19F438*UaerLD6g0WUf0&O~3c63JMav(WN##+AiH(575X3@Naz%ri)8$&U zZmVeofzWT;$PI2Zvoq9i#J4a_+)G}*SI7mH#cYMeH_ah!)T1H!_TadYM)%vAJVA}@ z49%YyR>ip#Wv1$gRx3_akL5XffR0`u`Y1>BvvrZPBE>QYM37wBDL9G`- z!h?q-`t~Qbs#fN%Hja-1_p=n)%oJ%tKQWPXe^zL{>i>?;L2>fpZJ0_gnD3LaXzPq$ zXU2VDxtpRW-M$dX_S?@2YX}-a7x2MZkV*Ric4Yr~{EuY09Z>#(c#;chx=KVK<-t?&Da>rER_((~rw)Jx&HK1ocT~ir& zK1w3(04aS2W)_v(5*ZPd969r3}I`PtY?%-CAh*sAC_QgM9a!T6rTIO^>9;j?k{ zQOr1+5R!h>QX>k@allpI`NT5OciwEU?EXYGE(VDSCU$JFzQQYOMX!2r?wS@5uN|?b+WXDsGjGh7RsLz_U*Q+izJmr|WXU1&SPP9+TX3j6PSU4$7 zQge=*vf{z?odl(`0n?<4n@eNMVxAx$UvRO^(XW8TYvD@Kl|P`78(q8f%XtC=t^K98NdjBL7! zoN*H)O8|fH)}mDDnaM%SZ(B^-9M44@f<=OCvVf-BDyH6cP+SfmObl2|#b3(fb}5Km8lvP=nOIT=Ek}kh-DFr+)LB-5FU!X- z-%?txSzWFrT6xdS``-C#DFkymm|G!eC9`$q*2IdX;e|;P?x_IoQSQ~7pw)$d)q##x zw)c(pZB^lPYs#RtaPBo0r8Om;HI{%i($KYAh&41FCRjNblODP0xV9aOJjy=v++?ZJ z#n=pEM-myhhx-D4eqEy_LT+Nok_?8lSOND+Ltt!5)roGJ{ zuBZ{HcsEDw9&z7&^tKlLjwbQWW1gJ{+B*hLJ4VVo#-=+@(K{yeyN1NOFL-vJY42J) z?b<5u+L`X!qjw$Y_iTvwTzU2!wD-K6_I#B0989+Z(0f7j`@!P-A=>+4PWusY`;j&K z(c}BE=>2$lRH8U4SsM^9QE73g^cqy=I4T>B>Vx+&GaRtN4yKne6hsd!9~@Myfs3{K zO9R0*=mRd;p~cxl9^S($ZE#EAVRg-6`P$)yu0tBdBVL`ulDLCL;`RaJ!x7>m&aR_T zp2Jq2;~C=P4!`3ur=vNZqmSsLRr=#a@#9LKqgi^ijoK$jHX4a3s(3^UjuqlgG7L)% zPrtAjoZD9YLcWzPd$nv}*GPE$0@X#zXCj|foBb|5M5F>r!=2aH7m1r67}k8|J28Cr zEMBTuaeP1Z#qT+_i4v_@1N@$j95|FTbd0R$x%uhH(nacSL@J2gzUK45)b%XCa^oIC=8fZtPEUip^# zJ#E16Y5Ky-&dJr&H}G|MR9sSOMovLVMa}!h*3O>(;qj?C!0)+xfQAsTn=#b7U=cGa zq?w(2??FU=&5zxjQPS?*ZzMa_FG%*U3_CEQ@F9@!XKwxLj>69)3V+I{|LuqZ@E1(< z1j}C}`~Tl0dz^Aj_0hrJ=F)g)O%1T8fyF)nhf*3$IODLUP5e7M3R3|hI~q|CF|5;= zLDzsC1*jD3yXjzs%L~Ac!dsSFoLfFBGnnev%xA*XlxkB#AIPnC@ zayeY0s1UfA(H6y5Bx6j6I51<)7f)lx*;bz?Gn}rnRUesJxkZ{6M zCIX9d8Q4+4SA{T&=={l!Lb-%)v6M;cg}^b#zqg}McU*owXD_VDw1(*z|Lcx|0*dap z9feoSBd+x%>QD1DDb`w-J`n1)0XquhtOy(?UzH6^HqT$~C=fs~#E3OuT_CU`u%jS& z3I0*`AKX!RTC%b;Z1$xoxBuDhsP$ad?wI}V%I-KEn|p7fTh4 zH23~=h`I@&bLeO9&qiCV?$5=0a--1m$>Aobg|yUc)M94IDrzaWk^5k|u;1ihrF1U) zV6}30^ZV8Ah6MgqnnR{*qJ0qi&Lg~0 z-|^e~=iLB)eYqr%0L6+}J3iz+W9D+WHK)7@+FM!+K`B(gQHRn9FbxupqYw|KYC>QM zBb`b7;-PFZwRm@tF4S%DSb|NpM7Bs*27&|}X_-2*NTeG(MLXzLQypb_F3BnD1Ok1T z>mQRdJ%rj4h^(64)A>Ad=Y}K_d&<-^(yV*QC?t}Fr}=^S*S+bUGg73=d^mr1-AAJ> zk+P)e1GnwEuMR;HbsTd&nlEzQ&p;uGroXA-a{0Qy*;kTXcxXMqx-E%rx2aL=gk&d3 zX2AY!M?u$|A|539_Bu$=Vp<4?7lv1_5;1JQWr2j84{9kJ}eI^Nrar@%)GS!lnnClLLaf?7DkoCUw_IY6kh{n$}p8!vv> z$-49V9fi<4%;YCK3R^~pCp!wZzFw+@l$59BrFe{#<0a9rlNde>O1%*54l4ef#H#pC zPQ9f&tb8kl*Z-Y@zFbe_(AHa__IFBFEj_WQt<;3O>?)qZ!LM*b(_|FWRl_4+2lH>g zQ}K_vmE?mHQf-m0)}DT+q~%k#?RJI^VTMMdTwi|VcBX-1#@+swzT)z2;21xDe@?Ey zy!d*yrKIca&6fV^yVGfo4iGJf{6L)+M(+M;u6l~r*eaTxydeKfT{ih|I|`Y4f~|uc zwmZMtQSi^ABj*JV`5=m^5LqV1t;54RmrH6!vrIkl?|;TCDQyzXe(u_Of9kSeS?7c7 z7peFU7UfFH(F0Z4mPxG-mMjG;#z(WQ8u7I@d`c?kMRRQ5w`y$`3s$W?$g!Kl*G9FJ zRL_TI0Xqu#BOALlHaZ|Uw!#GX%pL+q2{{>(qQl~rQ46!?b<>73ldA23sfv+qFBv8Y z$Kkc7cgzT{(LN%bg4fb0<$0^OeWt9~`@kEJ=civuK{0F%W%sD_f9*cSvAhQs?=ugy zQJ7{w6lziy+6eNm)MdUZ(JV>%{8h{dlpQkIsHl}6k|Q$nnRfs~dn`ZnL-Z34jVq0^ z+ydcmMrPPk%i4`u1)^sv^)8BQwp(WN$L0~tiLA}l!RaKtqeu)+5d(t>4Y~2DLGw4R zCw%k`LxYoVAI{5gMs_PlY^5Z{FI?wI={CGrvmjUH=u|H zreKWks?k^4QIu`fzNB@4>PHY2=XxqGKRR?c?)AG)^Y>RY((M6@sD<6wuw`0Q@7B$qJdowy-rrmN_*5R?k@1onGNFH4h z1Pre?5tc>T4_038q6QYmcB=5tuD$Ri8-bWw)g|d5SzsdgBsqJeypCA@f`_KS-Cazo@aF!5`nR(HC3uR6d%JM(_7Gitbp&IaDjtqsICj zcQa}%H~Nnc=ap+v{ph;y)(x7!izSQA`M0Pt1?v~6@*(CIR7vw+hbsSMovURVhAxuR^34hyGWmP!T=ge_ax2Wsw3=zP zb?wVKm%@mp`8CBKZoq4y=p$6~VjrA zG^`V}K>)0Cv9Z9rB>$OpuKxz8^2wn>l_vK6oT^WKrpkAA+2L!V>VqW=$9wasIbwWs z;a$flWKJalcc#(QsU2GBRCBA33g&WrfFBRSmigyUrHK@XRUrWnSmvfIN4n!*qXAIm zdzvAnhtMGu?_TkHS`^X~MvzGI1y$yq<`+pMyA)E-BE0Uc;+OafRM{xgfad>)QRTZ7 zF4ACH2x#J5-nmrBo-*XL2K*eA4IwU0yqve&G#Jb)E@uRRkWmkYTn6SJO|FBtnFhi9 zIxWv~^Fzne5MVtUFv0zau-s%1F8x7HVEz$OR@uP0+x>n#FCVO#j=PqniXdrIH*Z$X2T=m_7*NXvBx zM{Xsv|0$~E2XiP{rN8ps*zyxTdZ*$k*PBSQot8e&u6mYK&HwyM09B@|rOJIuzq_5T z@h7PA6sxl6397tfom`YrETkI>TJjyb2l^+?Up(<@W zYx3OJcVzZ_e_5MDwndWs=*(TJa&&);iDicG=&DhF#mG^%^?UiTl}M_}xwEFWt-fPB z>HSs94msAE^5dx4YsEY5YiE%e-`2Tu;n?ej(LE4qU&Mu%Bh@QK;wBKoR%pdcKYhHxBTwI1s zBJoo0yd;1snc(O`3g-5C8D;105XZulQ&kJ>I^{i)vxRA#q6hq|Bk$I((^8WT!%gwhKOz;w%=`0M};j3eNu~yYfRcm%j2jhoWr8N*Gr1P1| zaU3e^I{a#+E9c=P0Z?Mbq_pmRuX2()+`56YdfnIfaEcbYtns?i#;d5xDR!#;hSBzK zsIsh0UuiRP_;6OJv#i6aV>9;P+d7xhRxC3Nio;O*5q&9Wi=3-!fzeu+AbHgyS$TAk zDZU)HFdHMg0I{UmSdL#xw3FsrwWN=>9eUrfl~EG2qQZkQ*q`l^pLDeHSiE9%E?}2( zIcAk(!fqrq+X|61vF4y|H%>}#RY6aO49G!!CM0ITj7DsnN7&#*cWa$Q zH%y%l6MYR9o@--l;qtgH$cth13EGY3tnDB=84iHm=e`;qhmAm|gSke>{fy3|9b@gI zc~7UUDP@O!@z|q<8ua1Hnq$rG_&$gl4iz*#Tuz;cyA1*1^RLyMO13 zWVpI52WEt(&uPpzx^nMkJxTq#-r|@(B4ML2?^~Fqu&lF5rLbu!)2DFQ!Ih17s)MD) z^3yKrCpzJwToPZ14H+Z^GnUV%cqkbez6}#z1ScDNoM(vCGcnYQR1Ttb@Z3v0%VvrDr69@vHLt4Hk^nY&V(0=uwoxV$b+j6r_R%?!WX zg@s7KIw6#xi*RvbU>8=AQ03x3ybJr^0C@s@rUT72ZPPnDLsm}PpfS@L@b09QWHsJI zcn-j4GQFtAT`S>1w_-(;pbz&tMG!~(S3{4xsb#d$SU(|8oIrfue}vCecz6+-_62$J z`T=~V7emNL0C|4lGq2yw&3z)iobVNSe&sVmF%T@mAFnIg{~mc-6Q6kw@R`ZcC(B>| z1oHfi&rD`Ck57?|d=J8-c7~kYC*3?cYG#{F#R{=`GwDH>3!>QK1s$R^_D0Te;Tl> z`2%_42^^&}K5gmA{d^Jh=m(!^=AZF}&m7v$wr&TIC%|W-Zu96JW$0kb57g5clHg?P zL%o97b&)w9DpZFjokilo(>V$3NOAT6bYVae!vgKS$nMwK7vJ(^8L}Ic_bBgeC5y%^ z-1IE(4QIUs@RHD*si@uz$CoDe6(2Ju!TT-&$kQCY^xzwxIfwlGC~oh=d!^$1KS!SK zJ#d`x_~BuqlG2}%r(z7IA7T^;pkPfau2})dbN2*!`mZ@I4UZolmmmP->2QX20-GK{ zo&iV?&XGw1r_y==dAi@D{Y(`HAkTpH0OOGfIR)9Xs1u>m;B%}e}z1!TtK9> zaHwP>;^Urj&{m3X`~ojrxW}LFWqKfNkrg3~RoDT})*fBt?kew(BihLdKS7@5-5J%E zMOUk!kCZF$8ccSIJ*$>20xL%E1zDA)!q!Zsg~yHpT&ma3uGk444lig~*9bT+db3r& z2J`H{SEs`a;gOit4BBrGjNcSM9?mF(Y)^%VVI`K><0}Q)bbC5tzB8@DRqaGkbscXP zcvdYvF|!+66T>XBl32TmK1lFoUog|g*udm*ow+WC)xmZ!64$v?)5(B(S>o82lViVX z>Vz8ibli0g0OiZ5VO z@4pUga>)>R!KU-tE-x(?bV+fp6!zXRUO^WP=nYHd579M0D-m_XUoD*uGhQv5f19yd zzFfStT7hifT&vvbGhVCOBg0=Ns-C^~sOC5T#|!|Q0L>||;)|>!5L`ySCy`DxBPN%A zy8c1$cAIGqwP2cgBZH^H0Ej7w%cc2rJl94GSIP25D{mv$X4}R7r21 zBJu1={wtLmopKX8A(9hcLyKl9!-LK<$VP`-${MpW+ zL2A~{(0>oGd9*zcE@82wcN%fDd(V_uO!IS+%JJTPoAJ8+`I5EcgZf-;mqTPfaRHbu z%@lnsOb!!AD-CL4$RNc*|Ezcp(42xy@KXTI$$JBe_2`7=RJo{F@l`wrXwEo;gf=&v zAL4maJ?mvAPbI%Zk9hV!6VFd*PUcg&|D<@H%t*x%?aW6;ON!_wpkMIEQ;V0oU(U=@ zcGDThKo#ST4;+KGtl7|FBRH%r_*kyF8ApL15^vAKS$nQkQ}wY2WjqX%T?d2Qs~dzB zuX^FxAOXHcKDdet1Ct;gev|ChnS5H-`(6ej_{;(jYHH9i@|xtBWcmvTT((PZ#o@O-@)dE$b$HedDd%GU&QloVDsi9 zj>1Ih_B5#!%PxOgV1&M6o?Yg}In{y?i)2ieLCKpf-EU%gt$3apa@{%qNAdiRU~`B$ z5)jYN+~oL5b6#TCuLQ(%+lq+iMWjlh@6>DlMm+xm*!1V`t3qw(z(b|AA;TWIWIMTD z4qgw*jXg5?0h$x@{i8{NfuJjWVz2#wNprRi^_A}w<@#s+0c>93)`8ZXk}wnC9r+C2 zEv=K}HV-u(nHIJx>wLy-kqR_X@dIG<;|K1SMaHAcwpJD6E8NzNoMRi$cPl3)d2Buz zk8PD(Rjobav7h4{N9FHUuYcfi*ft(NL|N6KS9sua!^7Y+5mfI*b6qxrCNQt=)sh69 zfX#<>qVaX|Bvc-*@sot_8RSlb_`D=}9}y47zh`Zzb-y0{nKq=f{=ywT+#9r0G{buh zLLGSlCty?X$%oUR{Ge1`T~dlGc+x;+Sg;6~fv2oljfj;P9H|8NTp0Ef29e@)>gV*ts|%rU9E2)0vs1m4oe;9WP>1VERH!SMVHG1!8xB z=>g*MF0blMa`4gIb%DrECrb2IBGae=T0sXIPATzLAlH!nDXJ$T7MynJtPzJ_WKT*! z-8qn{0$s*w65oUTM?k-i$0boaIxusrfz4nRw<1Aa~2V(cv9iZ?7ILs05bxraGR2 zdQE_sb8WG59l=>I9zeA`B?c-SU*?57KpzWA3<=~~QWl5qNUcIT? zZ$A?g0w)jA!b}C0WFO|*_H@Q?Gs3GDAMij1Un6!ngG5&!D<4oVi$Q9nomXFs+x3yx z?0irbTYD9V>gROYVZ}M#G+jHKr>93%*Ho`(DQ}Y+iXu7pj;Eh69CtOwAHHO(+&>`N zKOH}gTv4w$crWg>4-oWosp9+no#?GO^f4OS5hUbz24mjlz|#qf9gaERad zL7>ep^0#m>IRngj`y``B?pW5R1k;DbNmi_ z8-iU9M~J8G;yl;`aZs$>D)fvC1~vl>gT)LE;_8AI$>?Cn_QP<-z!(b!@x0I=VZuMy zG=B){Uuey5g8Da`=FfuqH=8DaH2+*sN1ymKEtIhVUh^Lp)PK;LRLxCN!W*xG{F0g3 zWSiygZUjfPC9?`PH!In0ypAVGVV9O|QH|UPNmEEUuio5pr+gzc*Dr-jU$*t`&_-Bk zTMD;TbE_6=BOF2Sme*6Z?GeppM3cf>{_y5DJ>ktaU4CybrUEMF-Ob2>wzro{n%hlm zH=`y9QiU32JDx{wM$apx3imhv5Y%NmZHG2v_kJ&^W6O29oCxZQX}?FBAARm_k$r)h z0IwNfy9Lmi?~shY(Hwu!)V|Xk--~#DC9C}lF@e7{wf~im&yTm~-^~d8&(hRbGk%{D z;8aJ4^wD@fD;6bGbB82Q9BRv;VoKCP0F@EE10)1{rt(JU*knpzCL{w*E(H zYN;3&+j?>)duMW++1^P{5Mu5oLh0^fdC{IE`Ms`jj1f_8YN7T zbniJ73&F}4Me1yny%A+bHYb$e-0||!<4|9h)T?tp9-oA?b_d3faUjAp*!RbWJx@37 zi>7vSiR}iP+{e2zg^83eTP68yJ7d3O1Y!oI%z=zR`9F{m5PSq=1kRHM0T}@uk@KqI zfTkvVk`a)UO-jcJDgOsD0$krR0{K8j;P%&yfYOb3jxT@C2z;P8__K_Fu>{~WxBPWR z;0w*ct%SjZ$ilJk#TY|fE$ZtS)YZ{BIe_Nq z{gC~#pmlV`wxoRGlZkc3)v-07-O6dn9GjljvF-AbO5|-*`{AqOyDhubTOV>9He0oZ zQM)x|6BhtCmnRm=-MuD>Sn#V?BD$

Rn^Fv+PeCN#-`?$*0%PJ&aUpB=P!Eu z`UeJw{!7kHKhqDPVuf9BsHF;0dlDpqSTtJ;(q5z}BuGU|6{h!PsOB4twH9U!%U7S5uZu?<&tgSfbWwjF;?g^O^#H%_FVpgs8lH4~< z0jH&7WJ>eiwS}KI9B(hppX!2N_C6t7RxtA-^+twPM_J+A0OD?2jBI()!br)3x$%zj z;-!~J7u=I_6(#Tg-E-5=Rtr%7>TH38UVt;97HlgC=XN^68AJ401ViNgJZ$j@Ge5QD zNaJjMU2=1;G~H;&=aN%V78qqIu|`K(#AEK^4C}`ESTF}buL>JHNfcA?a!tCdJ=*}i zY{uf6!r~+~lN#X%o=uAmWr3z;L`Kf0HGegr3#5%hn&*&_z}~pTfIP+eFmr9t(HaG!K@m3=6G%; z{*7m5HS4p|%8egHcju4MykuP=r`L7JBWHeK^uAfEU^lPr#DG!$WeBdIMV=tfQ;w1= zNWtZLJmQP19hCeP^#ycSmYs3PR1sV_Ewh=KC5msNtXf1pv};~SoN++x|Da1M6 z?Nq=N+~$Ns8*C;F0SAp(cM}CITa68m;~S4i2?!K--!@fU2VV|Q;2!H1m$53vhQoPZ zixz9b>P{YqBaepF?UoQTsVX@2y1CeHV)lqDtdHQ((TLV#({=L^kpDs}Z-CYF%_hVcAHbPIJe7qKwXfL!BgZtUxN@BHC+|oEx8D9Mx&g(z*y) ztktOav;5N{WoLz977ni{`mBrFtjyht4Wo7>HfxJ7c37WO7{k@XY8s0JnKNN&W53>P zo;r2S6XRy+0;p6}!~n}Kq8$GE`9M>N*qpg|@XaCkM*W_cuoY3;Gkm3EV3GxxCIOAu%66SR#JCh~ZwT{|lJJOFGrO3r3xNYk3@}wizhB$>a_VFF{ zwf~T~?IT$XB{a8R6-c4Hre9n4l;F`2R}achShQXr*Qb*|wbgMwvsF_Lo9{U61e({W z08&M3iSC5cd)x>TgZ4WzgG?`blX!iuD_*hR0lk84m31+nGDID5(I*aOYzTVIWQLuj zT&>K49y7d}BK%F^?0Q&hZ!-T{nnE)MqhH-p)($oNzEQJWk9z%NtNT zm%-aN>qI~ZqIIMJY16B8DRw(;Ms(ahM-9X3bRW?cara8fkUAnBNism&FDS} zQYgr_ULca!o2D#m#XD1C^Yraw_f%a1X+UO5NZf_3ZaSRxAR~Mb+60pm=s1lUokAu^ zXu03CA-m9m%LsIj5duMkWW&*;AnE`hW1=jw?l{j!tN^tFARm)QiJtaoto&q z!INAg?+6S>H${z$Q(e@-s;ccr*{pMLut4j>+btUr{#p3i!l2I3v4YO9OZ9ULn3>W} z183n@4bV}Gsj%0O@E-Wk0wo%b6K_wUtS^((+ye@2=el)ejRa|0@KFJN+$$4SXFo1G z&qt_&pRrfBpe=l`<(AVSJA(fFp(&ahVIf`7THtJy7WPWH)?F!8Xm?1I+la0vh0p@p zW#v3)+L1T+E~sEZ0&=|ec*Z%3HuZ_fg+Vw9$V~!m&~;YltzN;2oTJ*^I}2IoQZRLe zF|SpaTrpVP$KJ)SGhG#mM zE1Fpf)T_4#kOW1DC$jT*sCEXgWijW4RibZ|)ef;ZaTmmK8s9$_KRk~tI$7`#svmR; zG^*w5IKl$8xC|bB7sFi^tG&n+UOpCPyFvI?7HWSCJg$nx6XWl+#4}yG%xE` zWS}ttibbm}oiIMn=18#Df4P3Hdzns9u#*K@(wMSr#wD}+lDZ4hSbcFRP@{I7SVgoo z2(e-xCHSf$mG|hq@r6^0f^XfIxjVxU4`@e6Cxx%B*JN;-!yX7u+v(X++CN&NXL|VZ zwYWX;GvAf48&oq~@^vq~ktj=HroC6%kL~)}jICmbAI{91SPxYOK~5Fy5t`bRKVc-Y z;plxhE2bwH)iR99p?B|SVztJQ)n4p^ZYevw z5k=be^F4NmJ#wN;(X{gYQ~$Nvo$=Mu#hnlSC*90ccBaJ1x8Efp_Sg_7Uhk6a43BWG zzdrqHhw)s=2+^F`aDwy36(aoleuLD%0gGC#xkK9R4)mETx5VvOy1#3f8k?CrVs|H(h8w_{p?k5N$BCwm4s^1{e-H z3BR2ca>ZT8m4?an)FxPx2{wNI=5(@)>?Xg(710a4?x(O|?KgxR88wu!V7Q?WGF5j) zCXlWwNS_G?McUwlO!mZJ7bHOAZ!SQV^`HT_n3e$_ki9z-M3UD7c^Sqq=t89J>awA1 zCgHKUrst#U0bbU#YxH!sh4H+-^ghYW!RqpA;**$WPoqsGVu`C%5}*zpX-X^?_Cbwj zs&_begTedUiL~8LO1O8IxS!7gkr-#>nQPubTpr5&| z|B9;nUWq@50+upG(CLxdejq831p{q%x|TSrM?kB3_@(``rco6HJ9jLi0q zPavy$K`vpCli0pcvq0wV0Pa$shbk^&Ljg!$cPYE**)K4*o`6>C)lAk434FD38eOf@#X&(DYcbZg? zzDEE$wtZ}$x@PHZ4QzGQnQ$fwU$GWfS-S{sNjFxCfM;obJ01~mipY4r$V9csWV^`J zh)4p8cy64iyp4;#li&iqn}Pk5eb8^kv2r!QA!d|Hh6r=x;-5A zVos_Cqc1y`r9B~?ahBwZVBn3m)RSReRNsx#I8s5o@(M1`$Qgt#LEw^>ye;?3xM9UmQa7rj~diAW!+NH?9$cxh(PG@o06fwQw z@uZ!KfKyWXWvwM;C53p;WKW0(z1;LX>kwPRn`=LqH5Ts4Um70OY|B)dg=(=q9+f*` zof|7wP)`|6P?{*eoy&(4aE_`_h^27cHc!zoACEO@OEp1uJ3?XG|5k?ol&b$V9DkIo zw?EHp;dpB%WQz)l1i=iR-bqVONK1ks5O6oASf$hpgWObn?sxg!Eu|1?Gs*XOOD=ep zSW6Xq&4t@ZmB?bJvhX=SGYE2IeL5H<2`TrxTN1_uSCwcE5ouA58%a)=Dy5Z(e>UgL zfTQki7qF$C(lHwz$>ci5;_FVquBs0+r7EUjvX4y+igyT4(s02VjPB!)%rCDnDo*5E?BoRb~`Aj_g{DZd%q zd_Rg%xJuAHR(}(mC~fRy@JMu?Mv)^`P6T<*Bva{*MCnL#Re4ML+DM8gZ!D@-FDIMy z0#T?x6l5=^8jLHLKv0&%pixm+dh23K`G{(5d|7mi#LXQ;S7%;lpD;F^O+5v)^os(q z7G=>w8bSPRPkSQ#q%#T^GyH`4>lxVU#g5kt;nhnCCfzoSiSw+N9<9GNUxlo3EocqK zl1NC{isuvz+S}60DGc(GfSlf}>?SXv87z5FUY(#{0-LM88QI`xRk5BC$R4gf?XS`F)FGT9Lj6%{0emag9Y-CXFTo|ek!j1PsZIG!OLibdoJ(2b?TF%&e09tU zHN>0z9{M3IvkjFLXCDb7a7QE59J9qG()`5StkhtP)1hpGWrI;suhZ30xB@L{Ruv%v zm94E6wH2Ajo9&H`?agdYtBLIO#GL8vU^p{c$D50wh_H`njp!6SaW-KEQWq%G;J1{X zQrWutZRRbrL@-Mt?@Q;L+RPDD3mU@m1E~(D? z)T*=dzRnUEdy=9tgB{P=@~2CK)59A&@al@BdeA7{C`!WOE5gorrf;;B>W@^MvMp2| z@fApaE@j*!gV!LRl`yDZbZso-JJ9@Z&7p#4Mj^} zRdHi?uVJeQV~4(Qj0m7kNWK{`i3?Mb^fyZgFynT2B@2cNx;JGE%=6`SsR}sh=OtwJ z_lyR-INkQ*eAlxy5MN@R+m@h9WZ6+_7;8bukYR?9p-k82kmIpojqSi@hjtmm-n#k1 z7QwMz&9SsCssJxR$!C36`Sm>BWD$p}D`Xbk$SkZ{YnAd5Tuk-u;qFy2uHmua2V zlxXs%`>vE|E;0Ro?A_CMB~aKN@SNCoGV#R8#C9gOZQITyC$??dwkH$Yw(U%GI$iyW z)vorcckRvo6ZYC`zwhsP48k#5>pj7sZYND%cL4H}q>?6d;jPHhzXi2hK&_EsVzxq1 zxdrFsyXabLf`~DXJ+1fBgLvnAR0R9)qr1wJzjbx?sfm75_3j-_ZP5#q^c!uNwj03j z>az6U}IW(ttIMH#aEO0dPL9oHl z+O)B>t(}b7(J!#wLUX-sCbOtKwO1u`d?>dxUAb#B9ZNU8==jyFmQ{2F+bYP_LRzyc z(7Wg>-x7#>B4xKqPPk9ucOVoA=~zM1{5hW)X& z{EThx>ETs0bMJxt^3Q3rW!2pCO8M5P?X!xEVRa_gT*B&mBV}%?Bsc&{qrthX1 z4`*{vNgax{bZ+DYkI$p8=F4wXr@=Brk0z5!k%WYWuaDcC5wlhJ+@*VsS9&m2ns zxXtUmQ$RUl`C8Y~$$UJ$wJ>=0th@M4G|a+gvXOhK*}f)i%`uAiM4MME$(4qyyHog- zFhjjUwx-<%XJ77fbHDv)taHj8mn=?v<+S=h;E=nMJI_^jOose2DR8J1^FVR)_x$U+ zY-jgY{#vT!uBrpGG~lZ4UBG z@Z-8|YHOR58)ugo!gWB0fIc=T>iM+x`2HF4;1(GU4}t)&NA`UWx@9pK9_@3pn-+st z5Nm}{>hDj5n|lt@&r0o~KW~~AdR9Z$P7ZDcUUoh%F#aB8s*y2q2}vnw8Cf}b1w|!g z6;(BL4NWa=9bG+1R6}XXkw2AHfA1mxRFoE=7eKCFmXW5HRK`t)r~i2_Mqi#mwhw`U zNd`NvB9d>=g>pKdVKiGjl|XSoPi>@(95U!dGcCp=B0@eKPNh_;iZ_OlA>}~UDZ6sN zAf53;^s^v2=~z0C%jXMoJi=TlS2TfAtuxt5rA!^vE0)5OVy#xC(O|w5IfV@%jkwhc z2L|c_A+Ygbd4;f{wBp|&3BfV~?F7DKoOLo3lnTMMxn9sv0B;=NygJ5ZC#lVg(Hrrg zg1^ZyGOo9ipkOK%;6)D8$YLX4#JI2-8}QW7(?YRg+i0@e)d*PQo7ZQD+Y%sY)6p=g z^sy%h$Ppx;uk{mSIZs)!J^cGUP74*#^L{#6E_z?@%<=KK*%=4}5lst+qas6UOZ5lW zYWmU$6thYc0?``Z!0X9L55u>>KF$$H0^TQa>3SpMCHv`Jkoh72m?A17ArP2_sD)4W z&M3vNhnY6Du+IgGa0q#{PSiyd9ah|m<~*S3R%{1pW-2_lpsC-Eirsg`_+HIQBg6rS z%8~`Y>E=ht6J(XgD#JSq`5r|2`++oMii%)RsNiEnah_;k6j0S9bPPXKBuV1mi}Mu& z0CI)sy)2Le{yyq+mg)h)nr>FwOio)vd@Prw~xXN&pJ1 z{C=28a3OdmFyC7`;I~cz`dc~H$sEu{9p-!z1poyA&7AFUrtP|kHuFu{C@-*ZZe(2_ zs!}~m)j4GuALn@q120S0tb#~5mg^uvijlj*N=aVpC`HShQVeDmqaTc#zaN_z4fk|H z)Y-|1lVU`1RsyPVlO0CT_tIz=Y_>jpSD((eHgUS*R|snW1Ui>Ua1{m+HZ9A=9EF0F zH<((}godBvN-|*x!kCFMB}Pla4GvGUMGlJHbiwbQK`nI}^>MF7;p$FBhRBJLcNk8> zM{~r&=)VaDxT~D9MNhuDDC$G)l2z@xjy-7|{&->Rd2#8FPcw zIQl8YoXjGc?h2($(lg{I#{uft)8;fs`yQQ!qqUEPAQ*di=n*-$Oz@K1{(9AMBak>X zfMW1*S9K=`FAK)30SQ>N=*||1I(3ls6;K>H^SuS5sR6qVyJV!8B@OwTZv*c-uSpF& z36@ebc1=UmAEfqZH6^tXw=5E&WjumL9Jf|&+E;6I7Nc$Tx>ap}jjeQ7i^M=Ka)?;X zj}*bmrtE-r7*U!+*a#ic^t@!7%hEX_`CefxrsycDOJYkI4t39v5Fv+|ryO6}=jvMi z%>|GI6e^^Shm?amK25^eFvV`AmL`QVoPhbbYYwlLFr;IK@exwxxQVIO6!^LQq%1Ok zt&Hd`QM^5<@7gbDP7m@K$vPlKUrl6)RoJ7`C);Ugt43##~X*J`^+;e0PCNZDzM_kK0szS6OQ>}(0 zC>Bgcm;eJ`yAM~{^1Z$^%P;IQP$`DsGTale!e^ITr#KsA99t#V3uOPT5-q+P02ZHR5Z z(eZ6U_~$ZrjU2rR1H#4%$8%Qd#f6>I#%T9-Y8&K{nO0NS%yB_Vo*loTHWGZX;PO+` z?;{$QgLR!VN|v^z7W>4nw`eeuqSmk+Q&lS&)zk5%e5rp~T0WS+kp=j)Q1mkK+#wI?U!(8NH)=Fp>|LmaLHw1bjY^gcM%2Lti_v03j@6hb|L)D`h7<4 z<0Usy1alr-3bqUZYNf%7c3KvYzp?o|rrL+-knbFXHw)vKn}*j}=k5$Y6mU3S7P$8x ztFS;F7Fsj-_#0x6y3061fi?N`Nl`TDkbBQco^<}g$6KG zwWY|oRaDA4XH;1YFH32XRZ~)hB+v|6{-|w}Q!(&y<_)9k=8$%x6@i%X*}T!aRz~Bz zaR+fa-~MqAzMAaj;(Xd#`}2})mE#yfcknIyOyN`&m^RDbjf<2wIJ5yKULPvDFK(Hm zCDe!;#S_kWv&Oaz?$ozA(Aj25RHxI{cFrkyQ&aXl*V%GakJ84|LI2VbflcIE0MofT zY^cb*Z2~X}CpGwk-2YP&h$8b9DJ(7NjduBy=SG^;Cd*2X;eHr+y^c5Sk$RiHr(+13 zKW;`kzCQS6gX>Y|UDz05<|4I{>%p3~->~s@nt692GnUY!5k&mHF(vOgj+Ao;&uNko zdB=n0*|;*?zp|Pyo~mK*i(Yq-r_+pF2Yp$gL^HNhIwb^rcRD*U!6KV6!nNMH{xIe* zJJD&$A@4%Qd1iO`yir*8+_UiP8ttc!S82n3?T-U0^;=R*C7@NHSlEu|#i4iOcWbkx zj}h+-@^7N!ALA2l#ju)ZesAyp5-8Zd((5Do*}gNB_B`Pjmr~okDOa>U@c9Y)q5N0w zy4`T|Ic769{Nn?;DV7Fwdbxp&46v)%wKRIAp8a!MSU3yCI!OvnNmfLE_wbQLrzeWm24_KbGT-_fo!tZ z(@_jaH-? zp#`n55Oyh`?lG`_Aa2UtP%}F=$}%CSfV;(^<-uQZG@xU+px?=F*^Z}?C1S)e+({-f z3nwvkUC>Ffx-jnIy*8dk7J$i0y+@O>J0-$=l9Op-JZ|r<92?6klCevX39`sRYR1uZ zl+ljN(3F+s1&h)~C?0Df-89cFDc%oPJJW`^5Xe06FqeU6@4+Vka{CK@^QaV4{toJ= zVI_RnHH{FVK*NA?%mkn3hnugIrrl%&kYhN*9@H^iI9#LO;?K>HvCaz!I|t2{Z5EzA z2{nSjIg;Sq5|cI+!7>7nBjV{`>|-x23y`x&HRfU8n{_=N`6& z<4mSwZWdFbq;FHfi*&$?XJxyX6jxGZb8}^)nJA;hU^Xhh_H3qjn!#9#8mC@h3BbJi z15}xI*;;1Z0k1>;=``l}$cm*X2r(hn;aZ^nDARCKUAkbD&yq0CmM4z6SlYxDa?!EO zCNY4y-03P`^nK(jk~dBG8rxCnHCZ9+eg{9EqTx|$Pi2?rk&T5q6!MX*ib~L_8EuDE z#0|9xSRh^bJKg>B+y{nS+rhsFeU(9n=wo}1x0 zH(vJ6iAILvr-_K13|mj81ow`rdRl^71Qws+;=L(I6|cSN)%{6)p;V#ZNy$T1rX*#e zRY58V)3LZ&d+*^=9Vxi-Orq%twGRtpi&okuB)Hs7yQ4+#u3B>si%x!lR##2e5Q{Xp zWr3$z-AY~q4o*HyMPO%<*d~tKhuxrrNgoTFu9+1-RZVLM16@@JfKMV+2%-J2pYc1K z8n+vooN{+B!arH4ge0q%l}x^}r1c{~F$JLC7rCbjU7rc2@KFakHWkaFHK}-At)AH`HfpL~wkNL<(5b0UL)?LsW0;3(6DfX7pN95EBMR>@ya6r#=~K~X`7m?~Q{jfBFcKXA4w zI0MaV%^ZTvEmD1%l?};N$zNiH_@yOmUbbML9KWH7C@eM0vZ4950gH^l@zwF*Njw$u z10=w}XIsIj^8;vJ0{~NA8@p1oMMzAbVt%q+{$Lh#b)1+&cMr2R{62LZho|_DB_HHv zycq=^qm^LpDWDxL{@^`e*&XcPn2%-^61m^gCp|C(XP@j?Y7zqCIA0o`S|%P$F(1MQ ztq`MT(RmAN9DPm#k5i{2S_dI5Qc8Bh**yvi$C2HISw>Bo{q9#mghQFy&l;}SiQUjM zT)bm;e0X5E#0oCFAtd!`IQf8f{jke)kq#lya4>{KT^?OEEm$ip6m4t)8T%NuG9;yn z+m172!&RdNJ(0gUR+t+f+Au((A2Ph%lM@2`qdk!O02>m_JlN2DvdA0}%=Y?TW>OYW*vbBz1fES{$%mJaATE z#}$xfltb!ihhYeb4b0u)pxG{8{auiNQ&OOZYv0pK!^xc(h1vnnk<{{rw}De#lQ|UL z8GEy8`=iqIZ9<0YsOAkEN{F2&Kr2vAkZ z6du59f?m)3tB`rb*+{3B_3~uekYRDBAo3RvMz*^5A-s37YbXJm;dg?}cq36DeDw1&O6)Vuw! zgm-^-9W;y1o9U&}8iFz#+WHL4x-wOkHP2r3uJ++939k*01#jAOwU#@zHqcT_6Hh_W zg6z>`Hgad{Uf1*auo_1sFFR?^2mNbO36r`9sNxU%2sn%Pm(^#}NA7nkqo-@ag z1m?s2Nx}aMZL1seefUCpCLtAku+g>$Fw^I{7?e^P;J6&*8`?25y|uYifw1JYbx*Q2 zImEjPnEsUp%3|?ZL`&3J?P=3uZJNl*nfRP=)YhJql39bpSykv<@zGnUYML730lD@p z|9u)c;2G`swbH`xVv$UzshhpQ&ocbUC)k?7-Q^w;qC%0qfYV(5^V{N*Ybg}Lu2Whc zquvg0_c;Ah7rSq>TRYH{_I7^Ji!YOsV-1M5x#(ux-}lCQ0a2EA`Hn_4*VNO)(HHQ|0=c=pLtN_0#D2 zif!)x1*fSg!AkW|PZS;B>~5RNs4- z-sAT9tX(kq$!(n~^4H~w4a>rlgjJtTN%Z!dz=qgPpD^epnd#_2XB5x7z-Y5*MxZrL zP%?7oHK%(6zv&^zOEs+rAfq>{M@*`RzwiSKAzn+Clqk!5`uD8C-A&J~S-COS=gQ^rm!%E6DS%N!zDaFGH-O$vO7;gZHNK8}QWYAkCv@>p?&5KTY;j5 za}ayimEX|8J$H|NoeH(befp>G*_})~ zP~SULTN*u4zpzr-tF^Ot@DKX+-17SN{_*+s{quPQ)S{Xbk_Var9u>|Ha#mtNI!+l; zUI`Ti9Sam3G{X#c7tR2fXoHZvq$r=VBF+~pD-(?-bQf`bl|GcXhpM6%)`k+Qf+ z{A8c!A6Tiusqol~I4F565f6tQMV?CJ;;}?YPw+I(6k~~$3WcWRHs2>w84Yp^%TUw` z)L2)LI$>N+s(h+MI^H@MNk|IB@ly9ITxnE((&UN6(7MqsC47s^>>OvJn=g^t1-I&@ULT+Xd815SbwMz7()M9E9QKSqW}#9F=l42+#n3HqMQ&M z<8&j{1*cWgur54Nb(g8{!&uIjaAA32MTcRACSy>?n=D|Rn&k3y`{_l*`1hdIqBz0% zhD?0~WmsM1<41MFVA9BC(;x-fpHOB{wPj=$kFKdl7V^6#rb*ksL=Sygw=IY*IY|$- zOs&b3OPo`!)>6Zh`{6A7k*xlhXBRMJXjtm!;v8tQI7=7=h@L|g7e=v+m&eA5;76qh z{Gx%47T@-)uumA@Hzvz$l{}4MUe~0J%r0D4Evjl1AEza*X`4RJOGz@~ z(5yR^;wnsPcWqb> zQdkq7T%NQ7Aig!v+T7|i&;8BuAuD$YTtAzO+Pq|QWjoe!>r^n=8k^N|>3JGx3jAzY zh2(@i4rV*Ba_&Uvp)wahMcyc@AIzMzH}IexMV~x}#m^MQ*XZ$BHKpS7+%rL#YuS$q z%W63&zg})0Ns&gD*^+ReKQC2T;H_VZ3#x@XC`#%*b$-fmd$4Aw^5WW~x7dC_^W^87 zji8oUZrq@U80B@~8A4iZ9AGVOoJ8142Xm$q0??ZY>5kicw6Gx>S$k zJ^Nj95y`fxufq!l7kjSA6zg!5+=AQ-8PnrPRKmQL9@ znImNX#QiSG;6el`y(D9@$;DMp1kM}@U4_c}em3I|j)}B~a9Rm1JsU*ERsfGB#pKAW z7{sB%i~2eEb759d4;2g%4@p!k=uYucwHb+cNlbD|QMoc36Ol%bI$nKzK5dY#vlQ2Z)pk9Uj;}IDLiI!&S;I~Vb7wOd@GLD87W?Mr%1c{OT!8)r|Yg-CBwP9n9rp)1KHO`B*nLv)_w$p0M z9U<-Cxvk9{cNM=h za`xWm{P5h9*?HgR?1OKq^LxM80fBS%gA*|YfDmkVA;`G~;Psh;2yD@Zw3i3abD2Wu zZ1)gMxQ6hznZkH4_fUekev=U~N66UjV-#@>)9N!v>0IvP3~~Ko$z_hQu{|I-;2Md1 zuZi`!JRpYP9u*;CNr*~rOh<9_Jh_hqD?%Jh@ck5iAvuoq(+GB`!`#zVm=fds= z(&T;nZJV?2{p!Xaf^Qf6Mywac{x*o5Zx7ypYsi4`DpZtjA3cw2n9lw#s;y%ecZX|) z_xdg_i0_b$n0rjd{ywRQ?}*lbdqU^>K5dBam?e*U%Eta7>wxcsXNP;n=h_8{|Kmi2 zm}f4^{;`Oh|4iC|XCdqQu}qZzTse-woKi2u@>D=MJ@ws{5fe?HhBo?@fa`-qP7yLVJAn=fN^Kl|7_{Mz*e5`W#yf6`b zU*8dU>ALy62@?F+Cl>rW;qdiP^e^hjK=6Iz=Idoh@asNL@bkg}^nM@+dfO2Mz1LYT zz8iqSlb8c`!Jf4N_=e!LyWlK_5InmOB8HICyO7F;P};jt#)daiLeS2JFy6Z`frhY= z`3$zZILW)Pg@*8zyYP*MAcRiCOuK#rZ5_mML!|XxqI<|8`h1VVq3qC9mfae#0 zms)^puZ>$tTB=t7pKnAUtxY&sK-_f#)4kN z5=e+IT|^{4%yzs7Vpk_;*EZoWKHv};=I}mH0g|)(6>%gMab=Qoq?&N%nn*_%@f4Et z4w{h7oA9q6@b8-loF53>n+U!g2!fjm!5<2tn+oF}3X_?N&>o7gn2Pcoii(*2ls^2a zY$~RGC}wObZha^|p9W1>fa^&i5qT(?XeyO?C{<`GU3n0+U{`ryq zy_vz=kpZ|l$PoV65Z&Ae|JaDk+?e**n8n~jz@SlBETU>+D?UJI~@ z46rB-un0Uh_X{vfEQL@1_y1&WUQ0<3Zf+AhU{h#L5PgiZSc*4lZtX{DTiI{dcx;;( z-~dhKux)NXPwAjf>0B7#giPhQUh14H>?A^EkAC9HQfAF_VsCC?seaHT<38|0qHKG0^|Xfc^uZ4M4>IodNxy0OgZkstw6$l1YIO`Q3ORJY*7@) zG%k4zpMCg2Gy~6FVXWY@XHh)&efvQ?HRTz3q7cyTMf|a&;C~_V z$LXnV{Q;=vg)aN(w)Y)nIj-Aq<#`H__@{ZlkZD5- zf_VnYb3^XEEQ=#4Y0FEJcxbJPrA;VnAPRDZMp1hwQd<6@V9O|KKyFkvBF?% zU-#PaHG+=f{CYTumtg#Rn5<#%#Tji-`}a6oCdB0=pYDOfl*6Cs?X0}4_U*jE3CMgQ z+>!fuk(h!E>Qcp3<>)+XqZ4~K>U&}QxNW|g*1rDT*Gzgd#Y{5pZZXH9)yf3HVSKp$5NAivMoow~jcBVEG))Gvr# zkR)pV#~sQqL+X5R7|s6AxgPjs$V}itn9|)lU79i?K4&f{_g>q&WAbEs~5}ntF34M^F8FKw573vR{#2iE$z8xZF zOn_8~-p9@K6s4hMjxfq6L#crkqYo605;`Qq=}R9XFedfEL&(F&GXh}c#=%qT77;!$ z^?#cJ-NmMb7g_#vgcQ&oh@${2COKh}B*kPw4&$RBMCXPS5+R3_02ZU+T8)xQCPJo7 znv!#Bjme7#BnC7WQ-|bBDFmX!=R=y(FmsP9W+o=(1s{=Wbd0OY52O~`nlYG-O=!H$ zr}Vp0&@-%l=R*!k?UXfVOdFFnCtJuEw=HGMqmd)iozLt+JjN~elF|(g$XZi9#OePl zY!zVzFO;@IuzWHR z2uty&Q>z;c^*CA@Z*?=+f4K3R_?$F{UB3 zK<*+Ba*MRO&Vh=E>k>QG`gxjPV8dk3aa9t%mBQ357`dVvoTZ+e=ERe-LAM&b$5J35 zHHbMp(v8wzPmWW^OO5%r8k}7Tm_y@uWoPd`m>8EW>2qaPls#0;W=5H5RlU}Tw>lgG z2>`ZvsH@lSnc(545Izq<6B*lM^DywzpPm5QIQI$8N$w0|5)W#*HMI5Dot-g$0ndwm61g6*jUVbsioGvK~dtn;Y!PHkCb7`?AF!2SvN)nD9!64 zu>VK72E}QNh}TLN<_6h7`->Tz@|g|xJNiI}Y7o{M{zcN|y$8+F(+%ciXFY_ANIQ>P zeXtqUPP$=#KZg9cuZ?>X?JNT|?)0q+rY{Q`xkyrcFcXGqH{@34Yb>gHgW`(H9u5f5 z$@E^YVl15vpbj5ke;$M6!vKy}roa|m6=5Y#LJ~{B^m8DGfJN>eDuyn%MV5$In9&mu zd613@-rZY>R6((D3b!cl-n+SOVlrF&8B@asPa=jnq!tVWQwybtEkU(Fmt9MWrw8T? zoh3QUfG71 z=vyk!0-KQ9j%NJyMG``oE~xso5!(brYo`=#v_}BT{jF}*A*i-wm)hU;klf57`7ddi z-q%Ed91TTsb|yFhYl`J=bt@!S<|o=4qN}ZSaWPlqgd6Zp*g_pONLLPF@9VejgB?js zHy#ASoAM;Ux)(Wc$A^ub&(`PWyQyH^72a)W*#0~$ebZ1@;T=UL&wdcYMI>*)?lUq( zKQob&iv(cTGoA~LtJhk|mf%o^MjPFGHq8uFBW4bC#ZN}A zc@ep+L;Z_Jt+V?p-D9YUFg61#>Rx4j=f@Ue9N?U<77Z`KLzKVd(#*JVZG={XvAN7h>w}=V{A?{C z!NGh7*<1~&LyIMBRosKOJc70)z$06HL>2v9!)*%60)KNlZHKyK<3QJk`Z?tLN|J>C zVg~$tgtGF4CP>$)MD>Y!g$pkYlOPGmb(OJFgGwm>D(U`fEwlL zVGdm$JuMz-e(P542|4WvY1b0igX($X9ysEzJR1(>tpS<4>ZOnmlxhoW#tw(Ui3&XZ zB^(~Wt`ROG6!j$m>6mVFgySC29?B9HV+%n6E0UP@2pEcytP@;sVGFlE5nj}|HWLxq({M@2e+g!+ykX1IaJX|0^J7dcowQ%G z)~vF^z=C_)S+IatbzkgN$e!m&XTuEm6n_H4Bx}XuLtJMU974@??4u)dw|v_p4Sx}Qn5Fc> z@%juStKuCdKz)Y`sWsF}cuoK}jP`j>V0;;Udx=0BjBlhrE4)Le2V9g#VIyiew=_7| znRwJ~iS?|vg*5zEMJ||95i4_kgiega2Jy!3e6bh|0ouu;UHn02* z)o~nBkpmKnq%5o7$)TjYlEfYaDHMr3Uikr5jb2zJvRfWk2^q^)p|)ED+le~(R(T@{ zwVdXxW^Fh88q)aPlJ~V*0j$`1pr*XCav!e71+yy0yO#OQscm@MI8s)_*bJrTi zdK`YFv?@H)M*>(EC0tEmSY6Lt=Rs0`2oHQttF?EmV-6^)84F6)t`{e%SH&XLv z7>B{am+7HrL1N;DN#$2-H8fTLbLcmq-nec3C@RD`YR_q*#H%7x;Lu7tbSV((&``zf=M(@eFHWb_@LFFwTQ^X6mkC&sA!VsgvC8+MXGFs z8EA9KApANPmw9i^9WDY(OYL|?H>X30v1ykCwnC(&07xr=2ptFY%}8ZnwA`)8P8~68 z$WP~C<3iyB%;GO!xFHKDXM zl#~V1_2CULHq}sFUnE^kw_WK~PMI)8m|-cw_JO~4?& z_qiK(dnNR@80LcD>D_oHa!{fQRNs+dx?%CEGi_%}`+bPtb=uLo#R0OAf$m{Y-O(nV zUD$}_77YUt@x2y0kjC1O(%$x(YgvUUs4u*OP^5s6s$$~XRQXxp^+e+1?9eF5P(<0l z4A_vmaHC#+v4Af(ZE$h-OBhr*rXn9u%@+3P`=E=EZf?nML**e4LysVQlt!CBhKdP# zx(H5uMDOpAn)Hy!x5HUQEi92fE{I6>AN}64u$MlN+uG0)Ru}<%qkl;L1X2<{J zLBgb~>#HB#lp%Ec!113P9qJ$Pw8@#JK{MYN%SA*m+Qi(o9xp>gw9JM|rf$QMMXC0M zY4L?^{73|mZjP@&jMG))m(n3QcLauX>!l;|V(d;NZf2N9p|o|E69O-`kTPqyeUV_8W%4WR5bBT?fs<<=I*nBfeEEd=4WDqRh`^zo!Ec)- zk&YfIzQ`jCm^C>VGgHVN{CrJQwTd>#1J!lF-Ga87LErGfrud$HOH?(gyrmrUoE+@4 z&y8A=b-cN;p2%8RxlOOx?NhWZ7Nw%stL<9HEyRXZve&JE3wWBY?1fLHPd)UD7zq&E zG|%l6`gS++mrnj+<&IIq?%36i57;hLLq-*s2mUnzhCsova3c{i5!1(R8P?`az%0z> z;`GC+&0`v2?KkkM1-rHZdV3;jKc21VEwPvwG<^(yA~?G(pFQt`+#VuGzDg*sLnp8O z9=#)B(jx}u{d1+m<}DITx&v^##=l_I+5)Rdh$x!dE1s3fs0qhOi!UtA+$4<3yG=B5Ezc68P;RCn7Aqn97)D8vdH|kDrLlR*{^?sxM zc9x}bx+7d4w~dmvjTZO|Cr<#@Q~!LwKqRRaxj?>%Qn)fd7B{2zEN$p)A9W058gM?5 ze<8_y9zJ)T&wS!kaGpG80k(f)1UPLb;%?PP?$>V;j3MCaIo}_+NS3=G8 zSQkLvVWgajMFLFu?-3!#_+0<3BHv z!A75%-0NyMB)PNm;f;$brX-eT@Sg!n1mWg8&!sQB3`?T;kBgD(4nRPo1?(o8AHa0gReP)UcF zQY(+|->!{;;Im=k^R(U4Z;VlkI@H%o+zsq|`#2n%zL(4Xd;fwLDcMfHI@q?&7df!w zNcmTkfLG+ZyAa~PiG5f=kh2@{-&hp%w7zfgKXBEa|0c~KW)Z(dDE)<;8imOFo0|W+ zfmg|;Nt~nbX2|kZR{h3d^wwC{zoEz7OpMnMhu4+&UbMUauk~hm_Nvw4BO&2qys!LV z`vWBWkw^MED+t#vh_`6)S=Rpn(0xcBKDz z2|5wp($&*9Ff<&aZ!$77x3ILbw($hqIygExf|Ha!dnm}syL|!ypfS1P^Qruy&?qNI z;sU42vQd>oZR#{#8`r$io|sQzaOI;E~=qoK~hN~5CsYc8+1b&3|VqFs|#~{AD-A0=j&z~Lw1+(ow8#`!$ z>`a^e5dw0J*vVJtZ9{gRG=Us%w~LjA8@J5=kf1mq)JxBYH%lEU|J+|bFEt}<{&lwR zzV9!0RS9`{eU+a-zb@+1?jh-C`ytQ}Q3s%$s^SJsv8NnGQQInt8E@y{O zg!zUCP^IYaTHxelnGrD6qCwC@wp_Li{McrbKilw~WJCTC%JEQ%tGFL3jgq3kv7`}4 zEdFVuQ1EhMA3!mPZ*~w3P7JgV_ra?_%VQ}GD+RtJuk(7O^xx5ePq#OoMWQ_ zT^{e3iOaNZd$)=t@6+Xif;RZ>!;IcEqDc>14=x+8FxHdUv^eQyppvB1m`XG!&6KK& zF6GwZfUz~4I@ zst;Ztg;Exum%#TIyD)QjTtBoE+GZgBNjqq}8ttO&{F7cIDI~VWZze>*_yfktdU>Um zFJjXR#ZO?dVF+aCwwEw6{YcraKe%&PkOuF``P*9n9Ja8mIriisU4V7J!qUrYWH>w@ zKs_x%_6vRaU%lJ&*6JtXE$hP<+}(l@))(pWjz8?>R$1Ax+JIlu8Sti7vGFJ)zy|=C z07{`t9H7tz`pTg$!45$VQfDLj zMO*P`~-n z#P`BPNcIDpLkFp};c4B_qD&IQhrbYqBPC$9u;dHbu~<$cgo441^i4(BD^g~MF8$qd3oe*c%kRu_R+EO5 zNf{Halq`7_vX=5HnM<~m>~&UCmgY%W8;_J6eHC(!u`1a|mz3NyR@089NjVp;Crlnz zP-@B*KzYloAVr$sC^<0P4+;rEK;;Z@&^Z5#qFe~gTQLMbxd6(|QiK40E{xH&5Ur&A zC$qOwjCOJn){~_;FZ_I*y=yV)_XI>UO44O6a>#8ljIg{vt9=%35T(fQ@SQsH^4?vno-pBdrDy0%AN!9xtL}H`U8k<%4n$IRtPGz0G$5 z+K7}Fk1cZ=s(hB@880n;SEKt{l&NxUJh%*I@YV=0R)H(>7(29F@~r}i&Xl{H$1_mg z7AN)n4jk)Bwv{C-a!2%DW4uaQoP8qO7juV2L*JDh&B^#J=l9DdKtJwF0IN(ot7yAM8lTKVK@u zZAy-qH{sC}Q^+=+JcYeGyXGbxh&2$^t@uDyROBteNqFu(sY6NT?x!v6NkY)v#`KAo zL@(ei>7ZldiXHEFD^4$p4aau!0;@oaFK-!IDZ2P>ii1LE4DUCdVGEP-g*w+kSvaD* zRP>P{siv!J+UGqg1IUnCnh)H<=e_a?e6IP5AE=~sd!-XvqKoT3u+>iYyvwkO-iTXg zR99$`uA=dKh`wNEC31Bz(LDt9e;ZKE6&AD<#eNAY`q1K& z?J=#vLGygDpEjRS*$O7^xs29Yn!HxGuI}??#r*6nReoVhJ~OWI!xO=5U3}z|$U3|S z^yht=1HOS4aT^b<&WJW6t+saSHoiXN%vXA4o6h37NossCvicY^St@=T+t0E!gvYMq zI!;%7qB%o$3udsqDPov9_$8UgkcnT3z0c(Mf1C z8h^(*bv138ajyH08_<$E3m5#@va$y|j1bU=dp)ozWD^H;iHjlBrml#@3O$Ed-W>Tx z)~yQ%o%g;FTg$N!-LawrReZ~7rS+EFGlMx>Q`arh4LHxoCOI!&&YaZKw8b}VNL4W*|_-4v2)@T3+VOP)Z#Uw`~Y+RVdClH$A*RB!4rh~;^i9s*NgN< z7o-E~ybI-W)h_-GS=o5KOwe#MU3k-UaC4%3lNEH+XK{K}NWg6IzCam7$3t+J2LoY% z;e)n3)r7%lNx&bB$zzEpgo580XTTJMV<=hPId;WVhhvHc12}>KY()f5mbUmiuImU0 zOp6vRgHg7Y_|}kxFTq%Ds`y`nf#pe{Q#9;jD0ZzZ2v$_AQ3Oy^#mVNu$%g=oEpZA} zaZ8JEYAtc=gK^t=z}*mVKOA@15$>4a8hw+4p@x(&# zB(3md)bO71;wcm2Jx74Gc!^&jNZ;_1y|*GWDkd{SkXiAP+gXu+E+%(Dkh}3xcv(^S z6;r?v6d}BnKTuYb(Z!VU2+Cw$s&rm6_bgBjA$CDXyK)9qwH0+eqOD=Ly``ACxtOMX zn5G*+GtNspZACLrNV{l7yIM@UTuiq%Ot*!gJLaW7x1zfyq(@oN-zlL-FJSJpB6Bu6tJXFHLBZAwlGAuIxoD;=slBF7ch#FgyI zm5Ih3rqBwS;p5sU;a+_HV3p{>WatC*(TI!Z*!v^g*U!n2p*+OIyriQ%s1n{(SME+E zMdc?xn~*HdhYugwJQOT_D0=u%;vv7Z4L>yp=+A!4-T$^9^ZPWqn{~;*ti@zTYz{@@ z{7e7L-=@(~RYbSb=)dox|L2-9zjtMB`!ON^zaR70>c^1(>c{y1hx;*RuD|**8KD1E zKV}&C|876Vn#;r=a@eOn#Oc|uwiNJ?M2LX!;h-3ni%q{|?@Rt6DHgLb5>XD=(TFPQ z>glMexKjDJw89?dxSl}sqv2- zsUFJJ8}OI{%&lnZ=8KIKA8x^2Ux!oFqftwT{?>7-e~tK>}=*eb5*Oi8GV%Az$ch#N{+5}iH^3dA4!N^F{RMi&JI zTl2WfbS(i0SX*!;RXr{*lK@In5=1$WchZn#^bm&@!jU4c-QMI|aSau?EYJrEPJvVt zH84^QQ_@rg0KALZ?g=6MR0D3sH6G{`%EhdjbS0CTBybO-hpa25$Q?(T>lFkGtBY_|*a(nXnn8WT+kitvM}4((Y1*bV&=9 z5a3t2Gt$di7bn7v%uN#v`$TETHter=loA`fCc)dI#uKjggBFjCoRxhf zG}JAPS;>g}an49Y%~3jv2WE6nm3=e@=ZznKdA0(}5M~@1dYXW4mNMe*nC}zYtXJ7+ zfHuo97|AiVh;)uh#Ir8E4*~ZV!i_bu{5>U}seY4Z!gyLf)18Iyma7dN*7UG=e^>MRjx@nZzL;R8n3 zyEITJ;aQ8p?O)r?*IuNtwfj-1Nvh*wyfjP6?7l#*p0|5NxyTWkX?=44w0BuWMSs4z z!z}qUPIF})UV-Huwdunso2vH=O?Umj&#enNDE7G&*k;a_Y?^o0jP;v)7Uj4u;uWnJV6^;aOS4bsYGY=Q9 zsT|3wMBz`PUKr#@X*WXx;RaN30yqkeL|g63@44~<&~3(A!BD8LEazLohf8f>ohFam z)@59340MQZall8KRdCu_{V3rB8_~G$WYlh*!bet=wgIkpsn5G)m96yGa|jqZBO_F~ znYqcAR(L_xJww5}VsQa$tk%;YYHpdReB^s`a8;krn-ZbG*|qVPpBXKfrQ)P{HXgG` z^==xJN)MTS93QLZ`ACP67zzKVL~_ArykD9^PD?G4X+IRu(Uok3vBjdH=kNDb8eI~y z#e%am60ZeIMM=5HsYBB78 z7K9-L7F8D8T-aU&Z7W2tW!liqO@S;v%hv;r`~|es?$mR`)4wxM( zHrCaBUpN_pK0lTVjE>p48f$vr;=i?mOuQ$BA*WI^63I=KNZ!1q@8;Bfe+V7Vc4=Fy zv1US;0fk=w+uWw?>zb)B{1d&jx?Lq!p>O7a_UF%9Tb|3x%*`T?D`v0vRn>$SUUi?a z9KBNf_F8(W`T1!*^$lEVSoqs|pyM`)6THi{j-BE)8MAB&VnB{(UBCjT9rq1d+~99> z_k;9C?ztfii$&BG>7DkH8jgqIBC0wBm*3SrPyCx)2FX(|W-c3O=uq|ah7Z1oH0V>* z6h4JhhkaqA5$E(ekU#w17`Nrzet~~iOgTa2dKvV&uYO4k{wB}`DBXB@X(aG#jS?)Cc7c?gCZ#+*KZ1j2>c7=pIve5=nbJJtGqJeJ0eU3O!Si>5`E;lUJBBQt_qw z^w_0L%WE;jQ#MLUZ_4W>p_hTqn_7g|Lc7;HR#%5N-bXCnMsoD)9o}ri1}l%eY~H-F z-X#50Mf&;7JAu&P&W2CUlDE#Vk2{5(C(yq7x_KJyKI;#UFn4F|ok?_!9a zq6l&H8yWUY0MSNJ_^0XkCk{DhMEN&n_&f6W=bia$7x`uQ`WI1f1nPX3SoW_1F;q@r zqw1@^`$NAsf#^z}1o$U^?_hnt6d7=rF(4iBy^jKx@9%xuh8^F&sqoIJn&{c;J4p1z`}F5=``&h}7>rjxIU5U`W7vFmY!H!!&W~Bp;;_ zIW=YILi;PaX&Q)MsKms(%;ZoBjZp4seU@no0ZLjf-7xb^oH>BIV0V}qG|Z+fR8rTs zraVlxI-F|L0bMfO%rHEkJp4W5j~VC>ndERqqc1q#Kc1rhFg5(~f|B%Yx0s$_1S+xY zONutF!8BQtET+C+M7L^$H6`{(T{0_q+$q^evlGuR*uZbyfT_qxqLB!@&rweuBWXyZ z+B>88B%%o4Mwu*|?0ZK=OjG;&sRd%o#D2z%H^NC|!zPmdoNPo9`Z+qwk33zTBsx0A zm=!bEh$i^lDi0BH*B~|m+y5hP?A}yN!Fg=HLrjw(Ma?v2o!{36Kl0AojdV!tJfmT6 zwPjy7ReLwtuu(v_VEoKE!6YS3OE%fOy#IK&{{SWF^!c~7>UjH;`0vRP+eUE=pA!!J z9A1;Tad#&iepcCvPLyFtyb@$os7ge!VV(&l0fl`0KhfTNP69iDF>F-BFvahPJe4m`kMW@h(EwYh*sYz0}DIztwDx0JE@Ug<`F!@$05^E z$ij9eQ@J@)S%*RE0^}aUpkYk0itX)VobdKBjvr1|>rfV!WVWhW)-rQ;bWv7}5ZSjJ z{E(UK6n65c3tRUS{A4|f2q((8nMmoP92g?I0+5?ZMbHuvBI2{Ml5R*6HL|TGF(0`FP=0qwekZCvS3hjC{z;s?A!g>qA_Ucs&T19Wo{-FnDvs7w^!cGpE9pJT*Rcr zqO&ZB86=gfqp$-}e*us;p$^Yhe}7)0OpP5RfZ6NdTIEpwkgy!3qgt-!S<&o)`5~9^ z)B_6ug;e>0Y;plsJH&REkmv|?tyyBbwK6_uN^A(ZhY2Nc2p2qA@d}p|R9^K)q9X9S zh7@@2>gP$-p>j2M4Qis6stFMqNy2~>XFyi3e_<>r z&IIz#4&XXgqs3Eu`-b6VSu5)Hkt9iDmKh`HSU*w#SnM2iH@8-mP*sknPC2-)<3+s` zv|c-=RF@5-gdDxwyWVcQ&H_;{2a#V=sAjWb)L&D%u&=wjgobC?ps`eomTh5YRsB3z zw@0S_-LzCViN!~y?KIn; zLhI%(n>yq=wC&JW6fl(n+Cj^jAFedRmRl6hJ7k;MOm~TmOv%F19zA(4$HQM|I~V8% zrg|OTx%>%TsIFa2O-9MEi)O3KKSWw?NII2SHaN~(I?_b4yhC2%VH{_AcZ#!L8QP!ur7tJ0zmF3zx7+_4P5-h;-^N`3 z;8p)B=fKv>fyudnP1Aw)tKQwKfv=Dr9SM~%8|-Uab#mlj1sDtC)eyQU77%Z!TyY3} zehBv(h`lF`#f3%qY6!G9M07o5t~yLii$#+^Yz7~`gEvfJHvH9+G4YC+$5u=mkV$5# z!8T7~<&Nd7F-pPMdMrDdA zfj2IvH2!Q4QytbJbzQBJKdz=UrZqpNKs$lb*c&t48`p$QXwR#^f{p6TPrQKj7;{Zn zxJ;P$PuSB=mWfQhucsbKsY!_=;-Q@qR=dyXl5wFpC5}E-{ic5rJbVHkFosdeNm((Xof36Ys>PR-toJ z^INU+<9qXyFtOEm(fN7d4Hr=plZ9p2!e0JDXY0bEndU+M{0`p2VZ7v)*&+hAxWPuw%T@%AB-!*=rd_axxoFbvV2R!U#rJ^{3qYv> zpmYOJwg4!f08|JBDt!g23;=1GX4(nY-W#kLx~{!TT2o9Hdb+v*EG7;Z3*cnXu`j zzv-+0r1IMP<;`ZO*jBjyR>aq>sD!N@$cjPJ*6XD$eYEXY4BIcE+b;~Z^<1}gleTr5 zwqtI#i|BSr#CFQ`cPhT_psEsfY8rOx7IqqLelDfAi0wMCbiBDL>@e@qxZly&ushJu zGbq+EB(^uAzt^w4H)*~%oUk|7u(uGnw^*>ZB(}eDJ8Z7Jzi}HwB<$}t?C%He9~A7v z#SW1A2Ybo~r{)KUgoCSwgPXtul>R{*oyMKlaNsvMC=rg+2nR31@lkLHJ%UIaLGl_w z_6yI zNd_OPCmr5!07MEgCFlWS2Zw9Un9@NQ57pE4P zS2wsxXjpPh7*udq(C?OUpgzbIKOhN{CF>#RIozG1kAeRzvl&09-JK51Xa$wKN8}Ip zWK~SY(e7#?tATs*1SEq$%C%C>z`dXJ{S0ec=`P^E!rIJtEsRtMUpd7TqR6f`=0C$) zxpsCvguhN-3Rz`WJGT?!y8$?rqEoH|#TSDJh*)KynskIbDk&zE{*p?wA@}br<5b9C z-=CK8>KFhIG9)-4jfq9R``Q1EWn3~1?OszlS3K19)de!L37jDX=D~Q2a~Rd7n86p> z-S=p=r_ti zq9Ni07DpB_P0Io2{m}%p>kXU{N;l^V^(2r|*554S*H495gfQI2+)_64Hc5D>&;un= zZmD$jSuziwjj+1frZGz!$;DfagnrdXXLT`>*Pii=u(wU+u`{xyfv6;qk>H5IpsGGX zfE53xEHxRO4y(cG)VH#+sG><0Z!9;sg{D zdeTJ`pt4)bI4oB$lR>*;KoiH#Zs%2M@MK+!UEx<3$=9bB+O&Z^lNJghmY4s%*LqYkd^vR;W&^x|9m6B}$YC`2{crVf&!8ow+T&${N&^*S=kO z?5l0-)7k~R1N-*bc|=TQ-6r7R^LVU2vgEXWA9mohHoI^>Q`vClb>MOw`}zWT+IWKp z{|cB}L_ct-2K|#|TyYua#aRo*K#{jV-!i`QS!>Rt3~p(Lw%ya`wVWkmt_3J@^ur4^d6s1ET8Uho$h^t-VXUD7hh0I$4NMvm(42b+j6kG!|{ z5?#Br%y~nL>(O)5@0>UFQmx~Bn?1vqje3*3zU76fea8Ic z!c!G8Cq#AD9>4R=t^WHT;pX<) z`fq%5kPkU3hWvz^Uu1)cf_Ka3)<4}4KU@EkToi_JZ^?z+6#h@-(&mh#h-jzyn1|?Ki0b_>CNm%6M@q0`-eNiL(Rvb1UK&wr82JJ|>0y1&SU1B+|&&27Xx{VDSoxm>eP zn|J;s7j1yU{I6%`Kgb2YW#0W4xv&(R{TFgEKVOTwB^T81=;B9=f3cbN;GWa(I}Cww z0~b3*o#s_LC6nftdsQ0+x4QAu{mb9UrH$M|BwK|3mRuBu2Cfc=a-+T+Z7HhUl8cA2 z%gL(g;PvT}!nVuVe1OW$`Fo+Dn~UAbTXKPSK0sX^P2Q3VMNSav=IV5?QK2<`^?NiK5DIC?+HB?&0d)r{{1_h0}ggJk7eh+=+`3n4|;|AAb5Y!SAzZ72I{{Xs6MzoW}fa`~i~N;TQl@wf&7vkXY3(JplroIwOS_NCID zc6EwfAc9=MX$)BMU6Oy2OLv!y(7zxTc~`IjM&fQ70f?dJc?>c<>j;bOeo>D`4f01( zKsx6~`Ch#lWJFb8I=8y*ExA0$##U{5;3MDnmg*O|gi|Cbl8zNe-*aTa*fpA9C_|uBe!$8cEpAFNQ*g3-z`o`%9v+Y>vO$S$J7a^fiP<80zi5!* zs5J4SEfab!==lwQED;N^NdSJP%E)tse*W^4Bmvcsw`4dfg{VAB(gi-`+X9TkMKh9q zkTdMAJeG3L<a;ITA}zUH>J?nBLDr_wyxbQa;^oQaB> z<9tgqmM7FalQr&-3LN`$^-p^y8!m32nep-ruoR|Rs7{J}l{lG5g3)k!w2Fgad4?;18B~kr(9~j+Tv2C?55?!F5WOt@V+$YLXq`8b#dS}Ke?8^&aT&5p$XJ#5EDoWb9 z%q)6m=T7V^8}PU-eR5}4ZYHW)q`9qvdgp$7>`*;`f^pks=FV-4kypp|7u@RAf4ws= z;T1Y|Dl8ylPU|+63Y{i<7fxzU>*3?M=uE0;IDMz+$MsDvha7I#?oEvs=?C8cBIsx@ znwkipJXjp9>gNc0PU*gGg?b;-o8Z~=vfPuFOQeN)e`pivsR}4CO?Td zbP|WD2IddEK&`m9xS3HMv}A|?-Mm$_MV$^IC*EKa5koMj8bfxyDI`q9?S7DJw{(MR z*dv}b2sFBjHmf8g{pvTom!Esds!Afn8P>Udrh8wKNkoswt%C!m@0e6r$F3?QT{=15 zvG*obMCo!yzza1yfNO~W9|LhbImo^oU83N_u0(Z0)Pc>05bppfk1!} zc>|nn147O3+zq@NaObYCu)MSkKt%^;LPZ7mLz?_RI{+mg*pQzB0H6R+@Kb04Xk_K& zlojRpDKr3dax!xAGV*fD{1nRnd!qgyp}%#3|I)=${{5KLA8nI2#E>OW4?EX&aaVE`Zn$oDTs z110{EA!`82{#90pELQ-O`wMfBac81C;E!iyEr3yS0vK6pTkFFB08=v~DN`HOzgXnm zpL}xL0Dyn-^qwNA52z^ z2K`5#k_w&qmp$a(p=3a3{fjx!=zlRk*_}VVMwE2aDoroCH!{vZA1 zo~rm;9{8twEB^M8JTw6SEbzbfU@87<50>(OFx9`diD9Y#;q#Hp()^Fie|-F-^FKcR z!T;kU7W6;z4FAPsu|M?392at8CnwPVsmK3Mynp050Km~n0Dw7yeEw%1{27IR=#S1n z^yl~wpW-nYyC^Ei%Bsi$0RQjfKeE8HB?=TwSJ%lLVP*ikrca*8A!87l={ER{9kiGF0KK$$hkks>E110 z|3I>1p=1mW3H1GgOUanSpKKHvH~+zIf8(J)_~zf3^p^|@p-YzeO2!gy|ATM-559HB zncN!`++>+c|I|x{fC~YC9M?BP83>2C2i_6Z(}hWy%M0t?^}6dXZ0PJAL^kCAR|<3u z{Y#}$kaLKuyRe>Xu=_1na(&X5gs%mc%769muKAQvR z{<$XnFHunZIisW?6D1`T6(yOdsA#CEsHn-9nwFZH<_}R()6&w?(Efpcl>DQBT#Ay0 zijwLN`~MrAbpu%GfYyLFl)wuB3RWN`EAXuE&k+7&#$PMLUp@h7>8NR_=mBINh@5Z8 z0s#Iokb;VAC^Zc=HITecQc=^e0@y@o*<~+i({WfhbISR}i0WjOamgdZZa(dqpx5<} zMK7KQBLluFJjgEZ-6JdF2a+rL-+BO4)RZ(p3R(aiIai$(03=sIc8vx|N%d#R`m-EU zv5HW$$!gPBII~~yiz$1W)id#xmP1Ylu_(%k-lID&UoLjj|7;e(KuK24O34b)1k4&| z7n;&&^Q=)??2HuT_;|&}Ga0@|UQA+%>6l_qWqn>0)&|RZ(Bcqg_VVTVj~dT;2iPsG zgA<6^Sv}mx)9_U^qV)W++M&YWF#}b6EVJ6q0c5)w=cO(9oo8Apbz4AR3qs9j8SB^c zo@g|iy@^1pu32s{zwv??xk}gm5*0n1iYf{u`p{?NmC~L&ynv!wF*VP*imoDgV=);B z+>lUjI$$Nws*qVND<77>Cf6KWF|IW!?@vhk?58bS=QwErH;%saRh>P%j&sU<968oC z$5;h6ec2cXJcOz<-fOPg8u=aRlyJfLODo}}UoEdZ@};dk&?pBPW|YuP@~wmPi+i;H z#D3a15=gw=^0;RC8I}Z#Y=PzYAnp$Y<>pQ<4!mXubMz#XHBwaC+nNulvz_C(fxlzr zOspu~6*3O*b(3AGTg~&T`$_wrKr=eu9Q`K3$9{%b8Tu5Z!ZPo=OlZ;?U#-! zl+nOhHbWuj>W&wFo3(G-*rZ7B+OB1E=~mcctRNGQNd7u(1oqUd>@~H=%FK-l$V7bU zK~+Z@=zFZ2L$wh5w-bHoY|o&bMd<=JW64zIS$M@O=?oEXmGV-hT@j$VtF5}FV>d-4pku=k)amX4o&#k)4)0wuCiDd%Mi-J3+NOR0MpAGqt@ zU=flhWOaj6?VR@gxM>0RAnw}q_&kp3V3sAcRiVpoeR0(_wfg5?_78bjD_a);U`XZy zAcK1ic?M``#H2K493>?=%U^l<w$uqwXjtSEXW>Fk#GMcC^0`oDEXeYPm$JAmOUDm6M zv_fm*r_chg!+LaV^j9@p0y)kA&n&swSP;yqmqmqI6RboM+H3G}Cu|yiD%mAo7R>BR zz!NLUONSJLnIq>mqd>#LP(6f2X4s*)sMW04bN{C7?}0O-y5skaWh#c>_$lcSShzP54W2u!S*^8zqj)@CW)!%$ti>i@ z+V<1L!+vb)e597U5^qx6Y<@&b>~n0DzkEu_Nzc{Pbf(%fsKncv!vK3Zo;@QjG=+RD z2I_vL+XnH|#%!WUzFI}!iSZ34Gt5j4GPj5%^vI1_HtuAH`u-bRV$@Rt8__v}fU{#7 za+ZFIG+y#n92ko~p5yUiV?M!~UL7L(EFvZD;5((%37&hrJq%0x53gH8#QAH)%8X>)_ z$uvC`_k215|e2`;zM$57t**)jI>cLG?}H z%I2#h{G%QnO}j0dU5R7)AiQsljipH`vb-Tg1Xn&Tg@Z~w% ztEx@!kulKczHiZs)i0YJl;f)Ls1sK)R^EbmfjaE195L}5qT%Tg;qKybZ8K3f@2q+{ zcXl%A)>-ZGyPCW@3G>UJKM^0y-`IN?DR$Me@WYeYfbcAYKjrAv2|LAsPARp*!m5@F z8&9f4l5o`e7UjkJNwYY`-LUHS9*WR=aK#O^nBZ}IIxhH={;8j?<1@l3G-f1%yxQk& zHdLvcWR1G`UokctTiG{ltY5|8=hT|r;{mP zHl@A~#RToimhFg9uj=`;rz<-6O1(ygKE*1u$3e3=|k@z-fyO#glg;U} zYX}C!5=*0#svyi(Txf4v*9(Ebi9$#v!oESpN#oPAxxGiBqs-ZLSjj>cx)e)6HLIL^ z!<2I%wUh4=p>_{;@lHb_9yj`u*w{KWn&bx>->R?R&Hx6XJ%Wlas6w+?F9Hm|ak>=Z z9aeq?eOr}ljLT{c>n4tkRNVf!k118Lifoy9^h7SAM#A1DOf9MOfuOJf?+uZsCrrDV zc}4eRGPMv1FbyLj;kpG0JqqK7cX^gstV-%6Fst%rQm}KY=_6dB3$c56yF7*;;njru z3C+S+IVX1V@>NJ^jX0r~r9~WXVguVw6AgWaJ3Od%US7H#gL^ZAh;@3{OvT1l7@J8y zJdz%0a`K=M*Z~nNOZBUxJ%3)B-onP-r|t`#HVm-*Eg&|a*g$0f=YEVMQG?22KIPnW zRke}?^*faxufaT!PfUyE?^Ge6XyY+uZh9-yVQo%`DEsfxip^nD+21=)j+m{NNFEBc zFH^Ql0+p6nmVKU+s$hs=IwYH+U>85wP@JFhPQ9SO^-n&xroW|LtAbxYoN!ycrb2h9 z)chl0QOm_m+q3dbDQVlv+Ow%zuE6ZAb$Afc_cj|*=V7X3>Vr)Y7`5bHw141U2mX?S zOFoZPpv_6z;<;3_MbK!^+l-|shtf4+rD1Sib!OzZCrT5HOIA2ct$N{x!^V3X7xG2L z&QTYGC(=4>cej5G2u$%;VJx>8MWy>?=ZNy}2=a$OQX#D$Q?P22_3;W@9w0c{KqrQu zMVni6G<%8LYn1o5p|sK!A-YEA8O+NIqk$fZv=*$_YOX+e?o-Yc8Pir&Q_kO62@|(4 znQ-#!tpezoq;zcd?Pu9Gz42wfHXO2VVX|rJp&s3A{Js zO>z*O9@-LBy6GdiJn-~$I}A}4qw+nX#WeYR1?!deD4xU9ifd3QHC4ObP)S=A9rj~H zlF-YRvAY*OZzft?B$n96x?Z>6h#YV-XRQ#8_oj?%#kh)U^cz~Io@3G*c{q9oSknJ# z+Wd8mvq5;k0dq%g;tX)%7p)DvClY~7!#ovK;F@F9tD3Z*AqG#L*z3@)8VSX zZYEu#*QE8?yn!`svW9wL554Ng9(k2e9-PyNkp1{L=nYrhMfWWX5oqRcTAM|XtI~i~bTk9BN&AoYWed}wHHcW84I^wk z^tG~(F0AIAupyIxNgFy#WQmVQM{7ao75`Rmz%xOs?SxW{UdRub!rSwa`ZF90a zZ(SAG@Q^p@#|Fa4{(`&v;5eJ#=pp5UHFYUdtWvy9hv4%-1^U5Ki}} z<_e$P0dUtWB50Q7=Q-(bkA}3b4jr6F$40(@13U(4E3P`$P8L;{k3UfcUFmQ5*3kNq zv*b-|*N;eroADEyIQ@R3j$Px*1wVDeYc)S}M4C%(pf`9_*KFA|1n_c8cpdv;v>4c= z6Q_dZBGhfqTJC13$)4-OjN71n(`_@Ey9>g*#gk?(=0|_;zTjkVn#|}*w9na2lS6M2 zxF*h7tl+tw=vTs2f45IZidP9Z249-$eY(|TmnP|wXy@sVfKwz`E@Qsc_VF?hbm08;%4=o&$8Wd7n zd1gzMyuEUStAq=&ShrxDC(CQL#(b<)yucMLz!|_7Ec!MnOXbZ&6LZ89&<{_RZ(juK zbX4YQmBV-9NO1(V)sGDBr^C6V5|1y{*a^E zr@UaxEug=ZJLWt?KHMFHzpHK!qm|H&$jS6&=Gntb(k|Vv#<wFwAmWtsmknFb(mvl)C(hl`id~ozKHI<6U)xqdb5@~BHDa? zL(;+-n??RtBc-ueiJTn&X(NrO0+lHZ$;-(cN8HsD^&MH6y~vMw29iN{;75R#+E36? z(|eJJJUUw$#ygL8jk-E*jj9_DRWbV62GE3s$h&JD8NTdUu>s4xj6YeA^erux7`R5| z5={V92N$U8-wy_s_6128=J1zn;{)uIjBoKEK7fpL^C?ScGt>oD_7(KuQ34I2PhRLf zaZrkDecz~6KsA8aJ*CXoY!f};P0uEH^bLK324Ac3K4t=;@E&cSNZ*V=^l#F#GePM< z4bumx$H|=Mzs63ek0jN1MQv~%)nN8Vmr@~az`mH+p!x4#u4!EYi`}{cBl3>~8C>za z(}y(c9~{-QkqE*Gxr*&;E*`%(LKbPmLxKxwsV=9kBPQxN&g)!e+gn!8V|(x03`!oh zs#Pv3V`{Fp(?`h{8x6*{mio35K~}|dU-g#qB!=M+leW_xSH2$& zyf`mX4pZT0?90$>Xk;l9bmW52w;{gdNv5NwYwm@fS2wD0w94a~9MU`ml_ofRF#--x{~p_}x@9sf0;x38tGS$Q5fyB^LL%+SdhD(Sk@cGf^^nwBqrC z+9xMU0C6Mzn>GxFn2gO4PIqwkE)J+I=B@M#lZXDE73f3x(G>MwJOjv$o~9+Gp^YEQ z(%Ue0q79?bbVQ*sVr1sVkA-!~agFA41X8w6gUZOxV_4raaPQ}9?QTC4W7N?!EKlx5 zn?WZItSf*+JU?z(^5DR@O5{k2Ye3+u0$H1L-Xgv@vc9E#`aWK_W(W+l~QKU-M+Nbkn)^tyx)QtIlS83qh{ zcVE4m@e>eTa!kzrS>(HZGI_qKLlM(YQ>Hv4-=ik6Ij6nY;{-?d(+#VQNWnzqxdkm2YKI;Xm^oo#i*P zX0rTYwQ8$6cpgpZ56MqOTG@GC)K$2HdUSx@JW%lz>Y&c@Y=M5PQN>$7CjFqqP$&<# z^~4SKA42b~-Z}~8ASG_=i$M4Y2Q6y$rE4Hp-+pS&moRaUxjKGnrZS^aWutJ#Ngu20 z_{JYiBIcOolmx!OGHOoW@8|I#Ly*^aUGZu@}VQ4YVTfCfDd zlAt$EBo@t>cZ1%P&9l3|r-Bi~BVU*l&X-Th*91X5JYlH3m|YZ7U`z{>Fn@p(_LlmA zHcfC7h%z~-_nCNRY^|J@{Ipsu*05LE;elzh4)Wvo$c$7LGwb<8D}T1l>L-oLR4UjU z2>lEP1rflP;HxE$DfCO7pXu5@{ps3QH#kFp!RL(*MV#)XVl%dJvo4!oW;xru-l6j+ zyhHbGD&9%Qx8Hnu><7FK*TftRgT)FLvY)^dW>Z5edEc9-RGR|U1HWAVYBY;24k%oS zObEKJezUwB^Q75eQRn4_!$}k8#8afJ@ajlImg}odaV@-1zqjj1BI><8lw zKQQ!T>yQN%L~G$2nz=}#}BS$B=r+fV--*yQMMH%d?!R*BT_;um8vJ3c0KShi7LSiV@@odyps#ek2H zm@*2vUt-HcqTKIwdsT|v~~+Xo_J7nj(aFp zo%@dp-H0XY_qOap-Z4GrwY+!)A1Sq*NAZQ*@5C!Oq+_CI6CxvYYXb`zR)EV^Hpkm@ zuA`;aH(ppdd-a-)k~s1>&@OHgI~>?TehCJDGr>X2E^E3Vh9mUrW)djcXx;R;lKMd7 zk})UZe9p&>gYS_dOWCHWtg>D^#!qb}&8K=1@Q(FZjZ%*t{@cG~2dLorO2u8xG3k|KY-=XEKDE|e7fKrv>E<9($;IAVa$ z4ub*1XMvPs>4qg+xL5ciHIkzpl1^l#ORVjZSopO^-8G`$kIkv4VaM<}p&^BNW8as> z6A)=TZA+wT~>KlcRKie)mt(N7Oq;N)O zx2HvP*S+32w)kRNuB%mLvGvq^egZzqD_ab#BF^k#)FvMewi35oMk-{QP`O0JJq{M& zk2H^fTK`h%BDo1~CS}Xg_s~8Q=+GCD&%L~(e$kDKgFn{nz1COtLlWWPVgBmcS*T`V zsKselE;^CTl?(vXOmh^75Qt@g02ZS8A z-;0kI+jH(~A+(PM9-9^o+g+N24ef|Xn9ye}4}fBXi0;9i_TtZ9|GQe>puqolgZ<* zhb(P0;6itzq`)s3! z{vbFo1?M-&HEx_@^RcwV3P?%2n;LbxM6&5A(yJ>-qkL0?|B1YhG>fyTyy$m8FJe(>w?sKxY}D?}oU0n1qSfhyV{@+%X~LoP7&=Q~ZV z?E~lKR9Sl`Vzo{^62m637%4E!5S!M|A8Xe3>0qx)-LMENH^iZ@S=}%sA?0zUTLWpV zLwXal%4X<3C3FU0o=LlH*zV+>63>R?H;qA|Cr71@l-hG};@}oHg1>>$x3)vt(Z<;u z9ZLL(AF}tK;OUFlr4<%o1D}anVDTXpTH5aMl%q~hBFF)T0YRS7V)5);lc22q?U>#- z5+cUKDkJwVzbZocIasKmI_#SHpD>Hb94;Xt?i_eRW${;Mg-SR}``t>EVi8_tnCG{C z#;q~h!HrsesBuw2!1&TT9~bLlPLIdWjC=O$=r)WXd=$K1SPIKRHW`|E>0ff2u2y&} z4~8udl&oU!B)d)ADKD~p*xOsJFe^ihUtCnfprFRmRHfi;6w$yn&-?*fnE9P!TI}WC z?4s@mgHLI<-U$qR>|49v?@|+sd09#fYDMmR^Jpt?x1!R1hv9mOA8+Q)aIh z44A51?x5~CRu;HoR^pWCt%%r_dVRxUROEB%h^uX4BZ!YS5Qu$Ms9hIBiP+v~m1b|7 zLJgSn)D`-SBHZCI@8?>P{xWLt0hllN6pl!|;<5wmS79@d!F4}&`)r@Z#bEbsiUum3 zqE3$rVe4Sc1YwrO<7%ZPwnq^4)w2yKnV@l;Z`gFNqo4RIeFsEGv;u&z)GQ1_nOjL3 z7dh)fO>@8V-uGjuX4wfFvS&m+kTML~?5&8q^h}`3Cy+B!Mw#)0I%N@3tS5%e#pb}B ztq7SWx@Ln+3Sho9_3RF-H5n&3MFg?57qY`;Vm{rQvnLo z0}HM*fL|5cq=~VtSp>JX{d0HC%IQ<`u~L?MrZii&&z;ILDR?TZnMUTiMj~ zFz%^+0iVv{Ya6K-pHUxwtzf#Tov}#?x_h-d48W%3l8O$UIQ``Qyr6K_POsS@>0hL{zP4RJ6e!>H2AS<%i1?Nv4mQ{Y(Fj%R0=hFzHzI}TapZE97s z<$YpZV}1dab$4ps&$H6*o3NB0rp22{`U(lpO$i1K9dc5}q}jUslsz=focFNzT_)CC ztSl#a_??@5on$1?@6(GyXK?q>svb>VndZAtqF;0I9&ajbiI0&`()jDq=e^oYtvO(x z-o_H)SY~eic&VLIha;TjNLf8^{GAGyg6M?I7Uhyf1r#VZ7>k3#u7tQOL}>=DF|HNI)~Ehu9)YnsyX6&o4Z}`dP6eH1Pq_~ zz&(;#Du)#pc7ycB(5#7K=h^DtgfBOH?DMocxb_X`CA`+pk?MY8^p#5~0})*EQci)j zGg>3eNMsbIV}=f^C>(NQQuW>i0VQnwR>_8eDH9E zV;*y9TM}wWSWF?7P16rnPuHcAsrMxtguEfem-h4Se&TieuU5;_{dAehj3VA@BfaBT zNlZPIpCfBXjf3Qu{cSyx5z3zyhmrfa=hNz&V{vXrv}UMD!Z!hQ{FoGToT`U= zTmGm*8sZSHEAJU;nE&CP>3L4AmYIO@a}D7=p8TgNzICVfZmfyA3o%ybn65irTPn@L zDa~?mV88v;$A|uEyJdH$-PPJnS*^x=OUfarrFDYD{$h}BUV zHudtjG_;x@xMg+DKOaIeUvmY+hSy?^rq)to?O#9ks;qq3n@G}ki%-c*YH##5^M`DM zoGh!)0N{H_NmJ`A?FV*k*W(raXY8{+J{DloH1opITYOw1d@~X!WK+U$y~vrHP}&*Ses#`TIb@3hKhvo7frR-($36Ny8 zy-!Rmf}iL;8b`cwr`C5#4;4iF8W{go7~vZvt+wPcmMMz>dQHG3=l0g zHd@NGfOMJHt~N^!Do?cYl^U91f}Af#dzEtY{Z8DBJ|-v$lMbHIYqumUci;V0^n@x} zMW|yuYN0*nBEo!IsYLbg(vdB6J8oaq!h*i%H>t?(#+1&qv&uJWsIAT?_wmYMprlzg8 zH6^ANt^|75)_Luo{TwFdnGB5}KCY+6QTN_MkI)Tj*eR)NkbIHED_g_T0`+*)OK8rF zD1WBVesf(vV}yM{a)}a!*nNhkTX756Xo|Kq{@)IfW@>xsy;U%Jth{9V@W_gf#LSbQ zx|xQWk^Yy0eQw$+z-v@(PI)tonvB7cMDw2)blB!X!R|3UmESVsTA53#gtSx#TN@5i znyV^jhe}MUhAQXSNKWC+ucdWml6Qi2MM|p#cJ5x8ZV88*vr%ZNRPx8G{QO`lvSB73 zn8)WTRaz?;j0JvC2UaImj4INUhZK7sJJ3TuBD5CPgs!=zUFiN?^x92ll0ZC94*Y!Y ztI?>p#4b0*c?RI*IDMT3T7H%sKkrw4xxJUyyOcorkOU_f8R6$fYom>T5jd( zcm9~9a#t*{pA>%7RN0gFtaDg(hTQhTsjOcN^1^X%6pemDlBMEMI+ zaEEEIuYsL~#l=^V8jZKD7hzca$^n0`*2OnLONpNFFBMU$dcK)#uZ%{L#eOB!Ox~xG zbp2X|#WkWa@ay{=w8B+cscSs@>dOOo4r-WtKHGAOBDO!0F360fHHC;q6p^D$EC;l^ zHSTTh0c8C;7fg7hjgVEB6i~B-sAMs8*(urp{Y+tNRcY6T+1co-3AoY3dzlRrN?g-G zdMi}QWG)(do^$fWii>9OSH<3k3~u%lu;;>K^Zj}3I7U#|3oH?&xkSSP7_VJ|bd3TTQyRK>L^aoBa1%kuQT(_w!) zKu@)DSMcf!@-yw&`K4i}*Im@efKkAr0Fh|bJiAO-Vo^+d!e7MLTu|Aj{CgpS_P_tIHs)+ z>Hyr1usDF>R*|)bB9_Ey)KuAYpH63NWWczH{G_23kU@_>%o7<)~sfX)HJm-8}c7^T!lEN*0DebO- zYJ49+OE+0{;XC(N^-$uahiYZ^ezMD5lTU_4E`{KzXgNZ=p`uigiX?F589)VS+8E#G zGJWAvL&E&|xX{CJ#*sIugO`Z)Ao3?L*w5kRPY6duqtC;rq@RXD$p~F~Ktka#l}l{> zM;ZCul1LRt`DTZwQtc?qAy8O!`48_ph)927HO1A0dq0*@zp>Wtl6JR<#O1)gH+T2W zix|Q`ddJo`T%u;7=lL4dSr;Xz`oNjQUhE~NUIT#P=(ifzMshNIPd|U^U!R9ldDf6# znB30iBITJ?>En@}mkr{b?BD9?J=#rMzm`*tWt&U(E%Vgi!ahhV4f&3KS%D0{%lp{O z&q*`t`J6fO`8@06S+T;5E4dW3@BK~%P&+6^563C``d23Yk5KB+lAY6E z7WEb=ve0Pc&?x5lay3%AVBT&Ie~*Y#7Va-^oh%ih^^=4c$o5z*mHiwXRGFImD$1U} ztih6({}_)Hm%jC*n)>n!YUo`%hmT52ISd#51|I+VT@vzxHSd-keDl1e+I{C15rj?U z6s-Q|Gb8F&#HJGlwG?JS6}%6d^(9Ad)h~BYH??F^Xj{x;)&LPeEc3z>Y~5UNzagGe z=Ubb=BzdGU=F9e?-a%T4rzDGguKnMRHfI1W?caV?`Tiava3D65nJT*>xzFskM|kX_ z(zlQFi+JSaizxl6?dD6zCUVxpt;?oh7;<>K9t4?fVp2U?VgAJ1y>*Cw{4&SqP$N+Q zOA1)8zPaRFHYZovL?Hlw5j#y6B(~scEXd4Sx#bZEX?(uj&V`kt|FjeTVDLaq%JhTA zn=DfYYf8mO$$q6DedmUN_Ag0y*A57H+Dh>GM;^i?ge|^rRZYjw#o=j94(*)D?I3|O zz-vyRx2cYuK!3al%tka(1|I3aLaRaFHTPtsMZ>PJgWjH~mgViGEZhu2)KztqQ1XnJ zZIoFrn!c}*FO%oGm2PHS(JLN-B1T1o% zo<@zw2n1M*=QzC=5%4Q0=?5#sg5Q-!!Ht)WwM?!zwn%Kz#+-_=0&Qgw*%UevT!OeD zk|-6qzBzPfcXVP|XwLl5-b&F<&T7DyeRJ0L{@qCbVu{66gf{d`rd7tn|vj;!vCwAUQmVb;{zb$7!N_Qwp8>{JeICXl3BjS1i zuaGn`SX&bQH0>j7t!L_(e&MHS5D5ADss2v=uHAT6OYI$F`P4UZ2$q0i-Cl~osKTpP z*@#57@}uMKh?hz~TVYe>j5n#ar2{hZ>jY|+aTvj<1*<__=5h*0Zf0A+ z9mCb#id5)ytZ>--(!OY&DEyBt=?5U)T7PybuOJNQLCUvbTD}ZnpSkWcfYE4s>}1B? zZ?QtN^S0(sg3g!n1y<&M3hiiqn@-o`925E00a9KtHlphvkp2u>7&q(}xF098Pc-vZ zN0$}@eSt-Tl#~}OoD_}GH&r&rd3yA$-;>wqH;G6+CBFXixp%+G2 zK|mr%%w>6__ti1ayUrpD{T})Pmy@gLym|j(ep7q*scq1V`t}vpjjysBgRk7X!5BLT z4uT`cs{@vv%hm7>0P)uxoa`myKX`kdq^*L->8R<34O#M=1Sb=fI^yEX~&WkuZ~(SS&fy59v_;T=(>w60gdxjddw6y7v*mS;YPlYKDt zWZKE$bjoLL$lv>RC1HB$sJF7;&-5zf-nOy#89?dkRIlI4mc4b+_vhu62cs2u^Xk#6 z$a7VDD@)fJOb5j-MWOsoo-XfWfBW@ThPpkxziF640HZ5qZd>ZB)pKdLdkIa~$6vuu z>G4u}(N8{PswJin9}+%08?``g{OnQ`zv;@skBb9FBT#Zn-94&Cs-tv{mo^-&@!#H? zKbeewF_{$D57ULjE_?VqnoDMS*~=CpQr?t+*#Q;X$5ggSxjMJzX+5}>+Rw%BqMHUP zu(&7*Gh!5hKq2&I^gtCOO7-6z?`OD?+{}~<-V5z=5|g?RwNK$i(?QnIZD&q;n0uFh z81h-==Yyj*5#xXd8E|}Ul_I=yBvn-9T_u#wyciH%x@1N0+isQj>lTXSe(oJXemdQn z(#d^|uO-P}i7~|~%*4O|jCDG9ZU7f3?nQV$n{)%eXUh>Na|l07WXI|+lYZ?H!TxG98^Bup!SZg!D*fnc3vl?wFoSmD1^E{^*E>#LxrO4QkRF35(hqkF z)X0j#^D>`mu-0-RYi03ZVd8cTs)~|H1WD_;)u6Neo zjHL1A`kLt5jBD?ucw;IDbGn65`5@>Y3l#JR98=m(*%c~4l7sRbbtk|g^c{;zd4lNz zurKv}EV|X^D&o}F8+2ks4NM!&O*Hrwahl3NJY8gRy%-*r0V!3=$~bK0$Z;!N*jK$? z!%!_mk);v#{oA?2p5NBh1XYD&$VgkeBfc-*-+?y`fWcc#6{M0wLOft-! z`Oql?H#YQi%XUgSj;Ki=)#38Kj93Q#dNWS)Gdfz1$x8lN#$n9B zE^loM*HJS&XU$vN4@GinJSW~6`r9SnK)gnp7*}C_e>u~8)sGkV_c`#8X!;3BPRdH> zk5x$)M;RB%Kj^5>cT_ng6i>7ThmUzEe0kK{FbR$QxMnF5YARb|dS3}}G|i~Hr1Q~( zV-&bXt@$&V_geb7A>~OF#4?s z!~VYRh`aD>MN*c(Iy=Ye46yIqRiNU0ct6WUP!Bo1Jgp@CB&oT)_(!@z3+h(W128S& zgIy9mpyZ}0aIje6)%7BmYU_SjM|M$lJWMFj-lT3Y6e2F1nu?)7<_OZO(5l(3&ueV< zAqblR#mLK(B&qt1cb)Iu-DhxL{9pq*Mqu61$kCL88crQ{m|vitL7pImP0AOEVR!1X zVI7bu)2c-E$+wv9_k2qX=k`L9S-6Ys)1I{(d-8O_DnE*b>*rdG@@HBgwV~GPy^@3m zyOz*C5B0^n*U$?-4o;6j5U*5;W7G#YM?l)^Fr#5p&Kk+}OYwc~E5^1Y@ThT0Kxb10 znnPIIIohf3ZM;hzCE$d@Llw%52V~aje@kjepvXAe^ zfHEwEr!Jq{t#0g4NNsV@}OB(KmHwL|8j$&GtHlug9 zRfL?5qoq}+;H9Q{?X2pb*cQJSulbF$9yd<2JoZ;anDiUtEGjgm@eXJa{RcGA!pxHh zg1tNB5D(|!Hq&g)uRX5XS2MeAQg2hDo#j`Pl;gkwzqAJq3=uR!lp06yMY%U+qA+f^ z7wE-R{HCUM6QyHhZCj!QC7Mwh2dXSvjvnnEHzUJ6F!7=?{PZGmKI#yNso|>DK`s1w z>#rEAY6WjTGkn|JVImBR+_n$bZFpnD;|GJs!c)>$+1FA}hOdVF9@C6B!rb1jguS$j z6ZQd$zBFC2xKPsB!g;XAQW&8qr=&`#s+YXWXlB9)GM28dHftjVUyF-N`0b#y7bH&2 z&7VWLyYe;AX)KAQAx4y{GN_QZr^jed~DvmfTs+?ydh;{d0n09jq?V` z>&iVim-dCRc<+F8BQxG}y;;GQ5Wjj!CQ()ov>3JZE(q7)RHrWUWKk8|TlRD1x86Rc zHrODj$a4Ls;b&Q!O+{FCNF<-cw>z^ z!glP6qlMyUbQVeM6rM!sL7~G&+cB)+SEnRSvkXVb<<9e& z9>m{87?H{b`O%t-N7}Jb!b?s`Ot~@xsSVuYlrkK42j%R>!bpb}VH;MPMnRsOp7oWH z=Y~_QukoMn-I(3}{$Miri?L5KG{&KBUJ9iaAE<0=KRW%!v%xf1bhH{R_G033gfYqmr|8K+m}lO_Z% z>*{`ZJqC7q%zug~&x&Qb$J~&r&{nMMaa-+2Mw{MkuVH3LgV9a75zU(1oXB>;({;AD z%_A%X0KG{xR~zwhHeM_{Kv1BsHvd)0$GLOov>Rp&mpEXGL2}Ki*7esiGc$nHy_lF& zFd%9+^MvbH@3%8Rq8hq+R$pzbby+3tAxAJun?L80kLIgdTaSBe_Y*QSPWM5{PgFdj zDYRH?rtNB^rbIgA*ye5}9HD6n1oN&%TJ=?;QTR+7cx-f!BuJP)s(^72OT5)(&3Yu{ z9_639{)TXyWMWlDV?dd`kuHMSUhWt+J5>8tIi2Rnc`bCxDYrJ#d)RmkvC@kW?quIc z`-yx?{w1KD!<67p;~P4M!xPCy7RLTm##S;K$lnE5F&Pb3Wi7&}Bx$KmGt@WQbeTXV z2p}{lZup>dIogzi?pW{{?(|D5_LV^CP*`7gWH+~9>8#}%<>)7IQS~*^PkOMfxXkRX z3kB}*T_BcnizCnw)rqxiUb$anHmYka)w+~X23yM|0a8QZF@mSnosXtO5b5oo)$?w2 z^*TU*^X3{>`M*d6L@F3|t^25&cvP9(qbZ6Wsusz5{;VC?L9B|M#i)w*{8Fu&-9dfS z9WT&zdT8Jc^^U_yD=TTPN_z5ugfX!h8f7c)TM+YUmM(3A+=jKK=}6n!+e%CDK%Myl zex`+Pb(&)Q10Mmqz$r|b!NWbYZ0M=BxJmu%?qJ8Jf@g4rQkhWr?R%TNnf9hiAzbLf z%Qwe;K?yLDd=b+|VCxPwG*9X@NX@0XzdgDMyJRGY;mC^j(ZQgv4!*x$r1TK!ai?YD z85A=kgMFE>AxoleZppOjwp|H5SlBPTMgCFua513N>+)t(D`Z4L+q?@7Z|lp>-Clp@$;vT{n$l)Aq*8*j*drgu z5<+gp8jTzU_6VGWTZr(j?)@?x(k4mfVo4kVlU?maL2{d17{Rbe_r!8LvwlV zFSW^JX%}q0J`-~v->rzq=4Mp!0@Om>T|HB+;hw=ygHO||(5(BiftFiGUMC2L&78^5 zH$D#S%s8;Zs^Nj+Q>LBkM+3iVX3eV9pq_hB{Wwfne)@RSd%ibFkCga^TzoqqrXj0B zg`qbIDmA{7V?B@*5ASkME>t!M4`Pisws(!_ajT^mOiy9#e(HFeZt^Z(>R#ubTRzWx-2BA;sosj#~xO92d z8F_Ha{6Un$L38vbquR4b}>Dny*iKQ+!uo6d1Kh5n_`WZvmaf=fW~cAzM(a4+8+;ar}3PKNq-= zep*Z^r5g~GoZUrfw}2pCERvGEKOl3uK^(~xiWO%5lKl&@Lt>9Xgt-KM9}W?1(v*A@r%o2v zMWR;v-*;1MF`kpuzMxUWD}A?`bSQj<40@y&2m^exvtUpSt9Ie01^)m}c$?Il#~o5l ziAk|1T3)r~P?N5rC3lTwQm)ES1$7z^F{j1@H#II>FlaKP!mP7Ft0#Oq#L6R#M|7hl zL8q1JSs)!AsPM0LoOOz7@;nxD+=DPNCN}vq3!znXoX0)FMhFJO;>u8 zI;Ve6jk%_2Q>F;Wa;X|uxAgS&H?DMuuduTHzfrWJ=_GGbm)0SzEf3RCZ{zBPpcW@cgB&Kju1MYSob zb}LaK7Nk_4g2GbwYxr#`YUHczlmvhWk~rWJGbxC5sMi{pQkIzX7U6EmC2!1-gpyCW zAuBqBlOaf$)Kb)DOAk5RY8uLs{4}W`g^&ulAmopKVS%f)uMKO11t@5!*Lsx+v>-Xj zY9o8k9^-ST`fJRkNhIq-iqm@c@D1hN3 z>#2FQ=iF0)O+48__5_VW8uLVwcW2+yb>M|k4FJ~AmQrC-8(LdT#tKw_KJn)tTZi*+~(rr)*5h*}iW%VGA)Ja*km6fl2BQ=!E4FXd9+&8uWBwS97c zLH>m&MLc^q5;?+#yU8?)4eMhtxsfGOTZciKxQ_n-wL)!6M3R+y`;Bq|Rt|QIE8QwN zI$x_c1enzUBAnAyD(W6{<)W#Ts+lQ7;YA8gOFPs0r78(0W-+H8<$~0T6*5eB)Xap{ zRuJMj+m^!9#(5bYJRBVji;`*cp*G`h%!xKy66`d@FE+O~0f#xtQl#!qdE1=(X}q2! zwhl#%$%T`cY9ATWXs>u!D2TeLH$y+-C{iIqpD8cEkn_osV^kR_P6Ea-mj`pt0DyhS z(`z%Mwk5}K+tns7>U}y5QM4NMYJ}s?n1w0?tx?=U72X7#016f7cp20^*=c21^go^D8^7pDg&Gn0pnPAZ%A)z8BElq!>2V7MJlFLDAHCLbxT27 z86c#Ppp-2{sRW=Wl2e1H^79S62WCZj`$c|YS!}9{)1)#LewW%&YtPkbl{%Gj*>Xae zpw;X4bA72v0F;-TDpC|UBWe^BKQJJGHRCSAvf7Dl!GUzULNthhv_`AKOvMF-WGSU5 z{_g~Ep^yN{ILTOH^*;6dAi%CtqeXHn%0nnc!t!2Jlq(H5>Ok1;cWh}O0!o#?l!K`% z=Tj(+&Zp0)qU(bupvy(+j#gm8ajxDSQk{;nLYq+s^PwnGa1S{LD|UIM5^Ovz7(+6O zO+I&r0-bF1=Gv}`)vGR^<-=8`mhP(T>XYkz)u)66Hl^^=xeH24bHN?}5OkX!4HA4? zmCDRotG1Q5K0Okf5}I0ZO(_aE00Z4~1c8x}=?U5}oh{Njoop=>*#^CF*WF=DWiz4O z^fe)vuP4v5)0E3@A0V5x%=!=-mT$O6II5fWPGP4b(O@Fvbf)gQxxD>Dz zwHP~pC^-oj7&`WwM1iJre{kfz@Yf=XWZCzHR;O=3k8sn7pAD;)Gw;D^YDYALB?#V<-qnC{irQM~RCrZed;C*QdR*j`7ba|R0ZIiR0GCeGf*U9EXKoHO1+m$v z$WzRo&r2sq*b(c}7^+H`@g*Ml+V&1ZPb5eR( zwjStvk=WR#R)ra<2?_TpN)n)V9m6UEM!PinmOC_%E!RPQTK(D~ZHCZ}`2_qvu*kun z^!jbdaJyBYK$$VQtjVXzhk3gdQCNODN|O;JVNIz)XZW6^4WM8Q9NwMTc8n{Yxb;$r zOsdl=O?GL~qSZ?35DG{M+WLEBsPd&Br~n)eRbHxH^m$huMcOn-lu9#o2Bot@tXl7( z=*uzCm*TCp+tsPu^FTAqe)IUt5wMhFi6aFTo^C=8r^POsO`Tk4Pv-b zIpm$nC!A>ZaVe=(cU4YzA_fvIKC6#P!l!XoW!&{DgRx)yR$zP@m1eBs-|d2PusTUo zizM^4UgT$3R9ZynH73P28_|_8;*_@HEiV^W!k%fc2|H3wKhvD~8Z^IZH7ch*d&`R) zI7*5lHMJw`l7A|HPEXfO_e3p(%}rjK^cd0|O}slbbwo&Yw1&}!P_Lpxg#CPJJl-ai zS1HV4+_oO#Kq~HtPHlT;RT2_hoVTKtH_bVz8+Ruh2eF;sQUM3*uQ_HqK}>3N%B|B; zREmv8jcU92e|9w?6yDBgoj#R~~YOxKFq@PQhu)H7qNLIYa7aZ;F8$96@BWwCZWne{NN=h1% zocZG*Y5+upuoPZ-B}0_#@%^-9sZpCt&LP;Yy4y$2&PJ*3QQ)b?sV&I~CxO{N^wh<& zi$QEmA@ssa0!z^(dO|_Rl(~*Ry0gltsme5jyp)jJ%{rx(bA+sC`xC2O!(-EtAjyK_ z*h2Ynz1#z;$+P81fm97iSEdW4AzXumlZ{gwbuKI`l_Ap714TT+i?o@Fl~it~rEgNL zYI#vox!Q)(+Ohk#2kolG*Bz*}s?0WmyGW}nps0Re=nDjX&J9XIWpBZ^Bmfj7QR`6E zg>${2UT7cx0F^k@9pyO+ti_ViN|8~c#C)Xtl(dwnfBjRZQ^iVeG3N;+fJ*X>DIaPr zX3>50go8_;4e_~NLefyL+txHaM1;tehtiSSL#=VUJ9!@ZFRB_Gwri2rg%;hnT3RrC zDGEZuv-I>U_Bs+nf~Hipp-L${5P2g9^!sX6kO-_u)d~m@O`}IuMyF0dDt1jic_;v5 z(sQ5qY06^7r(EVZqCBn72OP*PQ#jHN?@M~*b5Tg*Pi*#U^T zFUzVSgd{5)ma*xXR;@ZpVwXakaY}5s_zCt2Nl7IC z0H|q$Dh;aU#?X>|DsdgraepXUYgRp@OS}4m3T+0HQi7VzEm7c9Y3X&eccZnCjGe$E zZbu`ZuNqkTgVH-brC6OA`XP)}AaL506qZvOG1xa1avfXC&-?h`V@}sqXwsazE@`pX z+7%H&em7-ja<(zrR(SFj+3}II{Z4>=MXa|^yMS ztP}qLO&uzwhd@anK<*_AMM$gy`gQPOV0C8Ug+ql_olHyl3X-}rQ&LgnrC_PGV2^#- z8P0goI`jVkvo*U?tSzb?`$AMnw3)RCv}N1#8|^MO)c_C8EP}A5V=7WXLXHO-p6RDh zO@VsT>h#DdZI)-GI~^`#duljZK|E&%9OoQq@D~MU;J&N1=i#WuruD*Ive>9E3y&II z9xlef`Ul@92f-@QuN8w>UQ&=~BT4sX!tJq7?$hg)h7m48u?Axy^g7v3{{TrNfRa>l z2+xnEbUbU}ZktB0L8TkA?p0<>8`+agtG@}hk%FOum4%~QwA#Bz z{eq%|77B*M-~-3g+drnP7e&1pS3F9}B(oi;wEo+wOTZLxO4NRYBmw*VbOPoUh-loq zOH3`a?uWyo+mxEBr`2wmHHbZ#sH{AfohjDw4aX> z@+e3}X)U15Oesl2NLGDGLYr+nlfmSUN7GTwxTVyr>H?cRw`hoYweA@nkd%4*An~R; z#AZ64kjkA1Emb8Y(zT7i7nW1I>Bck?opDY9SR^pYQb>r3?WJo_OmxJfL19m$w!=iJ zM7pGeg>EM#jO26e&X((ywZo`886|6R52;Hf(xfAkz!}DV<4r$OCNL%2iI4nNQE|4F zsRzm%ZEGVxt7rOYbh#<(4mLg#^lkJYZ~MFo_lh^@({F(plo3PXFH$KPl_(?;bk zOi+H+0DQH8kmy4<+!GVFMXuM*TFunkTP(XimRv&7`A{71FL&6ZDmrR~wSKovl-5 z%!Mi}ua|O5t}AD@5_S*ljT*4mX>M>LRIrQmi=^4JL+k$lWRBrlj^vj8{{T&5rbGKi z`b!(J&IYSf#cm{mw_V(()sO;?4!)+~u7C&2pz*=T8YpD|TCo@kjdZtPtW8GO)j0{r z@e-Ez1N7E&6{_rJlz^qT6=6wHaf}_OjAvFmdTV{ee9K5J0y1{vIwDFmii>DLEp5&M zK*`kvHUg|I7bQ8FF%i@FYncL+?%<|k-0|6QJ9!D29c+bv>tqk#RQraIiG4q}tHBES znq_EH=kdx~b(aDTeDJtx9Q&(9D*_0IQ@QDkuei#oac49VpYqiXdoK9*^g6#D$60k6 z14h#7t-8`q>LQ<*l2d{lhd3!%A5D)tt4Nj;5}I6!`~`kdSp3gnH*;WV_wkB6CCC2& z4<<|FWLNCvrNwS1l(e*kAN<%lAJe{7_zRe@wqK1Cx`l!1bsK)4Pl1ELu8MR$;W5)nV3n(kr@Zdd`{6u& zbd&W47W;+(loj&rMO%qLPzv=rr5_$L6hB@xD{SZvzn-NHmz+iUXM`fow0E?+@M2kNp%P2Frsos*zwbx zd+9~GlJj)vty4n7OJM?2g=cCKt_WAt#y{((>H99DPoz{KRjTFsoidRQH9$1p)V%Ug z>UV9)#@)USc~(If(A4yi5XK^O0Ws`=k3m= ztXooj*Gdh`jHjNg%aF`vDL^Ge5A}G#JH7q1>)IVb>D>wydfTqsP1S1@`>w7RRDPD1 z+;FY+e=$ip#s&$-hx3;PH%|JUe^S)-Ep!`-Tkx5J(pykc=Cp>|N`I3f(4Gf^MuK)i zeYS&+Bm^t;(Lj^pHi_l2Npht&n&wWm6dxVoFq1;6F8#F<%TK!87?EPGN{6R%Bq=&RyW&5V0?1@jM1T05E?IRiSyoD?72-WVPZB%2{skN3RIwkwvY;z8cNB>*9%Ye(&eQ=SLF>F zc`F_!F>V@pOp8f^l`ZEUsl4lob8%QiObmhJmpu8-ux_U4kt~{ww_vII>Q>uGn*5dQ z$yfj-vybIT8O?mW@~#y&3D}aI~X0)98E@DHWCm5$#rhI zoDs1H1w0>eG~x9sk}2O0w;Wd5$KsNyjK8pKD?n*VLIM8($FTiL(s9zME!M86?1I|d z0pz8$B&ekdC`eGx-C%R~*1~V)Q=X$(k!opa>wP_3r>?aH=aiH^3ZBVz&`L;FGSKjT z-uldhu5*;w5;f37IIO`zsJQ^!cwa5HqbBXTs4=6Vm^Ov4OQrWhakXo76`+&;mZQ1* z9(6n>LwBnSdZNIQOpQjXPi?a2Z3{zfvdUai{)4!zW6Ad%>Kmk0mTs!wQERTpOEB)P zq)3{G=})J&0-9kN`z6J3_d14tOY<+g%BHX#Vhy;}G9YXamK%0@oFw}wsSIF!F|F|Y z>X$AoT|}F6KiPq&C>4=AP<#liXV=|JP-*B|`)tmwHkE)gy$zMQ{{SA@{j~o8TD0WT zZ7XsbTf*3-GF$;Xl_&y#xjNUyRR*_G>GcJ$+7~XchfAPxL#hY>eXyNu=0!coQDd~; z&=_GTP6h@5#-(^9Dv^SyrPZmF`OIgu6CnrGO7Wl5L$~P*OU?wOU@MPTwu+JrhTB?; zNKpimH+=_>8m2BwyOo%W2Rx2PI@zVDX{2~sH6KpAfpi7LTWy1dr*40~h)}L*MQLAQ z)B}x*<2o3%PEybdBq2)~3Q}={t0gX#B(@au$Wl^Ap-C7&zN>3wY6M%g5X$tK5vo_! z9i(>)bynt6-P$Dc%`OoV~K!%nz> zQ}zHO_SK^dB@*aX!~2SEDc+h|Igg|)km!@?G&*EyA;mjRnK`tqSVP}LH)T6LC&Rkdn9zCDKIe_b}6Sf@vach;%>vJktXRJg1pZNn3zrC0~- z=y&>SI^0uBwqa2e@>+#{T&z*5Asm2ZQ=V;=5$vG*O%eJJu7_Sm+6tv~^&{&AA@!`- z?|&#&63edE;Dx1FdL&j>pq@z#ws1%7s>fI@`pv@UP3pA%^yrW}QA&eQ3Uq}fao>>N zp9ebze)=f8Onf_UO)70KPii!W6SyQLN^N-@{{Z&?0IAhKs?jG}((Jf!Wxnk`rE2#J zrQmR+%z4t;$FdbC82vM^I^A1M<7U@ad}4B$c)NBg&3K@;{i$cuDOCphAb%N$WtAL{ z_f~SZDNgSLCI9A%j+sLP7#LXo4yjIRb&VRYNqc1ae^Fmn)g*@mX9)#L_XBeApKOg8hc=X{BCrhkDa~l2 zRc+h8T|$_|8Z31=Tbjf)I<+kc4k^Gs;V{)Lcqn(c>us!sE5f#|=7@N@+0Lg@Cz%XjqBmfV-XeDqCt-s1G0y2SA$Dry};J*?0MNw7GR|x!11P3@ikE!*A39VNae<2}@uQf1gHT z68LL!jO1-;aQ>pBV{KF3BJ~GB*LVU&*~QH|O43uX8jJ5?$nIj@c1w!_$6dD_=O)#m z+|@~Gj21HBL?>3!$m5lS`1b?Of|td_wVsvIV?#-$i&_-83)*nBEu(z8Tv14>DGu#X11R+HKAdUh>Z~>)uH;Y5NqVvVB%#wBnI~@5MUM%R+EM@* z+FW1T)uhj=s$t8j?s2H<3q@{1oj~vg>}2*+grnsFEJ2FSnNxh;4=t0=(n+uAir<{Z5NkEj>23P17wc zfBH)%RI}I|B)F_3dEo3}NBZb}LAFg6&b8w>@|<|a66d_bm~k$;vgjL!{{V0U^})_` z!dL$Qk19aYfFDEd1OnpH{K(DDzIuG((P2Si;_F?mtdBkkZ3$yKqEepq@UpmhV4tJHH!4cgTf`cwYIkpg6p6p{<}hl>8J9b-8samw^+i@ zg=ddG+5x~6ip1`%Npueg1x&diu!B=5qN5ZxsVgcZcqu-0U~cbmNN>_eaPm^-2>o-USw&*oVj-02eSKEt z*%d65nGdv}l$9JEzOVUd!s`T>tLr~OE+$fACit=Du<0j-K7}^u1MiaNwZC9oZ8v<| zh2*+gexinyR-jXb@#pu`xz)>!saDTG>yVsFl|G$yG{UI2oVeU+00znX9D)5b_Da%) zJd9NFR3FX-4a6Jz&2EX2AY80AlQs+1*N#N&f)%)IV)3w;PkFww&sVE-kO{ zzfdi?iAs3KVfR5-+xb7Po15KIWOUm7ap#oWwjoEI8+Ya;pk!y;l%KvvG`RIf5qqV# zbycQR;}uCXlowh^b!w$hd*tV3_M z0+z~TNZND%0NW_%^w8s~>{BW>^}XF?^~-8}_NlTFjjbg}jOd_<4yfSB_h8Q zru8Z5TMpG}ltjyv6_Az{5ei$F_9bdi&)@B&((Fp*QEi9;D+Wc~A}W{ka7S=?_VqN8 z`;AIbm}Q9>euliG<(EfOR_slu=Fv9iq&7~@0?LP{XgSVTjTCD%c(VF?cg1QeLVU}D zG9x;sk`Ha@iVh_w>A5IZ>-}{==r7JosLqb5C}i9BwGqc>a>GlQ5sG=RFl0RWoJ;3 z?^b#>0#X_!yS5r6myjD%MY5MwxPD}i5T$}8fmBuiLR5q~kTLE? zPpgdQA5B8vJwocu?QvU1wMVg`(I{87VY>A`iqlS1W=@3&Bs!NrG7y&g$O#!MF6Y2V z)q?mjEw*i$DH12DZ3&f6QEY5&^&N^q$B;JzkFnD%L5CTbD9#pgUN}(3Ni^ASWuuInJR~O{Gz+ z>u!j{(c715+4Mv*mt6iMi)r>8klIJOf=US=L!lLFwHlq$YUN&3kg8M9QYmPs_oq3Qs_4=UZm_vH3Y7z>r`0)ZA(r`ac-eN4hZeEme11~nsQ|` z3T~+s17S+ql{V@9#1gEnpt=)t@S)IrU_*Z0l4aa8B!sy1B~vPI$C6##ON>HFl$?DA zcpr5fYOO=M6<4|_rZjXI>_mpjWI2TLmcUU1&y&aPsF_u{67H+c65u+ER-aC;i0`Sf zxiu##l2q712RlnaM19lt8jI;ACKL+g7CgGTYN8?=E0Wtq30fOKAx9+ge)>}J4vK-L z1Uq0Ul$7(l9r~hyTdcmxWhm_2Ql~bu$OX@pODNn9JwTL?KKyA>s@VpG5w0b4@ zY=k)iuT`~EB6CY6D*~e@dr46Hv)VZNV^too7|&gm+Hh<+GC#;5G6&~NG}cm;AE_PH z58Fno#t#?ahpSts8vuWx|HW5 zxZ7lS=K%x^@ql%Nwc4~$o7j7U@`)7pX6RY5`oY$_PhpOiTya#Nl}c?!V)q-sN>5+| zkGA)S&^2-pEv6evdjZLdEVhp!mSX20rsALJrYg5kg;le!2t~vMCWQD3+&EgD$_75T zMs%{veFht7ib9)B0ZNVZ?n!kmr$0^;pW9e)rMW_$XXz12p=z85lr(<^w0V#rUv)W6 zDWttFENJ0l%2I;o{2fl3nu6RwP<2Ts7z!!L)gz*D8HHsj)`Mt7>B}IcAO!}%Y#;qC zjaw@(cHHiq6tthO7|<@+upp93o~#Qi&&xZ&Xb^+xSx*|KDfN{SS>*ZJlZ{@g)mGA# zHl~Kx73nzSf9hOZX6%w&NY@diO3WYrRJhki+#xjr3C&}6alQQg(al+P_+@` zXyZ|-sk*(bD7c^%z&}&3Wljw~3Wm~;V-<3b&7uU$)8J!Q;N%K&K!*-85UY?9SV zeUlk!E}Rzvk={v0eDJ*o?ppe(_DuR-<-FBa-lx3@wT;P3@!fBnA31GGA6+ljya+E`s^z1y%HDER>J3y!k0}Yut?W|BQ6LXW-A|lz`s!BJ(LzDI=l5|y9wKEsS(7e@0YV3FDnH| zN`NFQ>IuR3(ytS)kJWD*I-grx=w?j05^9nrDM(hs8PbpmJw+hNrsowCSPb01plv1ZoR)ym9xT|Y=g)g5c&WW3GGYp|$#VH=~hFa_#Q07VYgBSRr5~&Kc z%ydUxeanic5=w$f-;&)t$7vx$$L5fnA365WpQRC3}58n(-7(^{=VB5K&EqH#%5wwuLg0K=^iDwA`j5 zzTF*yV5L}AUr}3yUqx#mS^^Z9eCP3zPOJvNhRz>6*i;I`jS=*A-v(o(l1$q9Br z1PpKPsN|e}QRhJ7%uGzl_GtaZHRvh{^bstY+im)&*aPQldd3B=!%sg%Va%wvxGqSP`b)Br>n=2t^8ou~y!yEx=+K7A`8f1C z9eKH_Olx`!MOb*1#;=vWg{85zN^b)`4zKMn+)86Cv^Fr*R3`yMkO0O% zrm1t%*k#lpZwEV7o=Eq}){`QTI&QH7cPXflg*79(wIt;$4txFeRdSUj4lOA_DGE3} zz1)7fx719?#mp?BIm>xI{{T#VHC_42y0UvQj!%;IGxyYN<`88nFB&yN*HbA|kHn|H z+d0ZX3qQElWLlfcY&kxRw5fRtQ!f7i$c{B-p7Bv}A}ix!u;vlSSKMpPDjHt)N|xDD zeG73I!P1mah_tL4#zYF#Cf-X(iu+Mik%u;gWd5T}B@P@E^wObSrhMbC!=4cvIMMKja63`Jhm zIG~a?g>LPye&BN0{{T*`+%+O`38kYjNJHzUsVpE;-|G88`g-fDL$+YeJVN6x4#+H(YMoZy;r3frZf|C)7H1# zPX5_*C{vivI2_~LpWk14O>mnY;<}~HhSM%WLgQCsO-~3yx3uzCp9CGloN_&}s*Nf; zknRhirr&Y+rlP@RP7m{%O4Zvq{j>daTkIt(S_YpeSktx2z2K2X6R02JH6iF~i&&%0 zZrpMcoy0h((t~A6ZCO$QNhD`JeDSKy%U+8b`Vwi5KN1y2(x!%A&dth0DGzw@l?7u` z&)bjM5@A*xoVnKY>5iI1N^~e75xq$Sa0Xp#$G&*TI<4=GKBFS993i;vCG!ok*ve07 zE82nM30C9x2iqD_>nJjS0YD*(PN+>1V(m+~l`16KE3(w=2Px~=@*e~e7L54&1FIeB zdq}3-GFfegs%^-n(~y?sHWnNZQluw%BaoygpRRREu3aCE&2A)`MLwBuDY(BiArV^& z`FCTb2wK#fC21v)zc~b-eCmT!t5>TvTXM4CT3nMU5LYRWQD8LMKyak}LRLRq6 zWx_$f-?VB_+pm=oXk(*wZVzq}t}9yKtQDXlE7EDmTa2={%2pCea+8M?I6mBJPQPBJ z$W=bwX}6w_P_0znO+oibbLL-h3w1~By%;~Pg%RUdBMGu$o6P;UfhFG@uoWj3sudvag5+)ItP;s)0p4QwO=eDZ$T*PXF{S#*moXL{LbiPLB> zp;Kcaz3FOOQV_MsPJ9)Hmy`5S01W6sJYBaDlP-%Ml^TqSTasl=nG^i75=iynf~Bv* z2RJ^!6RhW&l$vCS(4n&P@37K4uCe}Fih{Sb!6^KsbLS*@I?SxZ)n}e(cLRbdDZsLKCwW%k>_$JnwtWTMxsH(( zu?>@y3&V8mwbA+qP_M0m*r-Q=0jEj^&?84FARlv*@W}g(0=^k&@@qX&h_c#RD~%+j zWjlwZK9WzjBz~W+h*jJ6i&N<37pHKez9!OZW<^)!$yW3gtwSj)#^b-}ILF+W&XmV~ z(Yf*5Kn*n@wIm)K{wJuX?UWpSaihB=rR0;yePCoQYGGh*Ptqj%qf$ftTdm0mFQU_? zx*Jx^mX_ctB>gg_t5UrLj~cJkn>nW3Z3zyQw%>3m!i1gKQ2Jz?pRR#-RdPi_rFK-3 zRo$yjS{-|CJBac*`)40*6#f;hxsG+Jk#Q;4ixev@#++xJh+D3trAP0L-hH%U5R8gh zf!$J)ke-pa$!@%z%u1;wRKyf4lpn8wLzP`ItLNnalO1+A|rZq~f)L#m4 zuu5A}ePhV}pHDgg!WJSF8Y(a=MYog^qQbW1r*Y5!0G>5dT96c=62SoQc+?eIvZbK! zE;iy4aC~I`+NP@KZ7L~IDpF1fI@z>j7chHylx!nkcSW-5Brat=)}Lsc$VelR^%&J{ zs7&_~tc0y89E@}QwReQW(dE9tVX}gP7nalsBzg0X?V46lC|J_eqpObNwtbI^s9o5hY2d zgOas*(PI0hTJ}ZOnsap#HsPUNkQo%(dub6IV8|*+3dZb~Ty0tK2_w&dzf~z0Cr@wd zEY=!ai(2=i#G6Q}#g3%1%c)66WUKvHN>#!49ylgTs_#iXL9%KwSouaJTGY1}B}?3? z565xF+;!egRIRAVJg8v#I=alub}OYhMIo27qPszl;ug-iZ7QwQ)6^-<^xAaT6)RG+ z*-B$DGw#LIHFmTE-5u5mar$d zD58%~n{jTBEi&o>Z_Qyqlm!A1*gr(zAJs>VLJ3lnN217%+BTwc#Dok2Qc_fL_u59C z4~YJrTTOJDnam#te?T+GK8gwjwQ9EybuNym!uSAkIR5gasUISy)n2i-jusp zp;2m8I=wdYNek}H+v$e z`_4#qI`F30P$)poJtS=^=RP&I3zp8Rw_x=Sgx$+iyDj=3Ox~KsKB*CsCPrtrhx;pS zSqny1Mn-ow0Q&1!y&|?}-#s(x+wCwWId0GsF~?inTrp7a&t#596rq#A19v*~?iDv8 zpdL*sE%Ww_N#c_8sU-(Pc!GfJ_ig9sksN-a%Al~rZ?cj%JXC}iR0e%J5~Un_on4_q zb#UiDDPl2cwmS{2o?l5movH`GC_k=!z1SX`^rxyTvFuouI2yvTx^-Qs#3-A6r5b{y%wE+9#qQI;kW*%eZ`ZPfVf36-l3 zY{X0qG##HRGe~6#N&X;Kdxb~bhQU9u)%K-aaEdfm!cf(>K@g)z1QjVLQj|9kIU{n< z{$r@Fl|GwdiF4kfuMSG+4k<9;JjPvG)=Mi$|&m{Al{k4ZVrkJYI*jZ9k;!TbV@iumk@B?3ZhW$u4kgz>0ZUr)rpX_D zz`>7h+5=%*xwT)sHO4hsSNN1-w z>!>Z1skFEG4gf#bRVs~H45%eROB+aVBxLccG^gY#rxc%ANZ=HLF{(XV_<(m92;7XN zY4S#rH*-icC`pRM^+Ewor??R6Po$&9hmWxoyy0(zDOmucK6P=EDYlm5Do}Aa^Z-FW zVXOgBr(kztr@4<;@PX$=IuJk=q!7xKlTaZFfl!#!Apyn73r-FW@_$c!YtmNP5mv;= zKo_&>b(~;+zg<})!jBE6T5=<+Qj_a<1CQyfIglZ|HWKj%!a*ZHsMP@k#oifjjzz>D$h|^>J5!jc4FY9u0q{YWtO{GIRF>N z{{T5aIKk&mEmx=UDwNeN5<4!0Wd&*FC)khET5A6Q;-!((Kl@dB4|a8qLn-OEPHN^A z$u6X_++-q5N08HxEj;!Fl}0Ndj3gZ31FMe>2IsK^p<_;dhvOB#AaTiTJxWjCINWzi z&sDxEdT(b)vtdNKCG`2msh6#~iHtEJGaFi(Xf}sjNGi%-3dgAJCq%!BTUc6cbXH85 z5^d_!c5Bqy?Ji?Iw}hyY5>{PKf6PgIf_>5l(?YJ1b#tdZA^7|1U*H$py)fu6#AOBQ z<)>7iObezvUul)^Zk~)5pK-(7aldCmTtW4y0%rJ?pkCG6ccNDZQ68q$m2*)lQ>b@E zDJo0}iCdv5Q)OJFDUlsvwR)130CGVmtECBOzTcI@j z(bYzy{Low5fONW@$;xq!*;fE(13uZ)A!t=q8k0tf7)uMg?AI;xQIPP%NJFS`OU4K} z3Bd9BM?4)sbgIsWX!QE>{Bq}NwK?m7Oja9tw51|DN&qFa4nk4~gOYKObUTu3Tj)@U zQ8E(Bl78zLNUEylvijFfq|^ze&*>z=IxSi7rr4<^ZMYsuP|8*Q&&eDQKIctGL*mb| zdP~ttH6~;_T~4`kRMd%;$iQuKRCC%dBz|Oq+iD~EPaF}YSEQ919g%ZCc)=;F+Rzar z@n{m1A488k%cY`QSRr8wX=e%t01W8S)ElC`N$HnNu2!jY)QDFFQl&|!c1uB+#cNRw zp+_kjT`T7shbP}s$+I%NMJ^kr;DbX!es!%aPacs3%GyksXjqyWi(cHm?F6orQEw?1 zQt8zC!?$A}fXJuauw_2jF&lB&3vs3bM&$*E2q8gO@(uN(0xNZDD zQH?fLcBInMx$oO@qN%0BDozyJ=|EHa5=v5~3}r(a5PS_)>uc&{N~J~Wg&qY`jNGco zp1h&gUNRDdr#S7W2uLK8jhXPSHY3zJ+m_u>Zt? zs{sE1q^sXo85}(rnM>ta%4!8bw?93B>SDJyHmM{QK*|+DZf{S&NK7v~y5Xd;Y}@@h zs5kx^>Gww{ZPDu0R?t^geVk`;MgmKXg5hx^g?oCq!GqO1riz9t^l=iqPNGedQkuhY zQrps9AH*zsq@BuG$=syyaqA;c-x3g9iFn$k(vu#WYQ?rGFzEF3p=%CBXr--z&M~nI z#z-J-Pd=f5cTui)P18Oll9a%NR^XLKg%qtjf;Oa$yaHBIf(M<$8Pa?~(zmj$BfC&K z4G8OAaCD;}pcIose;&WoGTlPHElYaHiPXNGSi}Qa}n) z@=$hUuhYMfG#j-q7OVYhu*FibCaCOsj`yV@e1u9!3JDzWqEvZ5PCV#eU%K6@Q7zhS z9=`OAibu**Ol{qj6q2F{R#XWI$-u@GdB-(gliZ(+b$WpF4g9;YDv`sX#Uvi;)|{(> z>{O*^9Ak|FP9FP3w$KobN@+{zeQQh7nnM88+X@R>%9Wrst+x3=3!wcyh11&K#NEqX zxM#qi(k`iVIy~r=1h%IBXS$`hg^}nUh-&naj1%vWKB`t8yjQlC;tEnA|GgWO zJ{O5OhNKL;Y0Xn!wy){sQLj1D2i59!4!1&b20$5A@m z#M(V#JMEbZR7RR&WH*ud_B^!u0U-n>M+AYZEz3)(+&z4}Dc0Sfx@?f7_@1XOi+BRsSN|PC=#zw&M}}S zWFKh>0U#ag&bR*jH-ea+WVo}MqiRC+YV?kEa+h)6?NyNifi9fmD5a}EFjSbJ64}KEQdO}VDh)BsFQJqw=B)H?% zr3LBb7Fkk&)hk#m$y4p)YlThi!<$v$ef3eP$CwlxVp-eC+Eu|A)XE=T#iw@g>OV61 zKfbH8C2Y!8^Jq~|r*YeX`e-&%q};@Y`b83<9%P3URozOVK|oF zgzHKij4M2Q01m0Zn#GEuuuhv^W+Vv@$N)D9wJeN#BprTnJ}Yg;dcjz@?+OfEwUkyL zdK=9WlIl{dY&?5}jD5h??mFSrI(;Limps=H*X0q#8OShgffX0V3X znJJjVlIGd2a<8GGJg#a9KDxFGl2rENmbEAL755TR((^eV0p;e|=Vp6BPr!Ep!C#BSsskhha zrtr-ePKD4BPnnzArw4ze0 zk(D|6y;}BR)>Q1uqpzX29eXHRLe-X*f$7Rd)g?btPOSd`1)micJxceY^qZ>{YkjMJ z=%LP~qUN{)7-0#Jl`FX6{{Sh~IFP0iq7YTR2~x6M^!27u~Qd)R7x z>?sPSr{&tji!OH*C;%i>jRL&s?k`9U^r}p_7ZPZ-8AyRoi(FbND<{xHdy&0d9G#_O z_ZibS)mx&W3WBrquhnP|P@Hm!IzugFwzQNior@$K^R+}MB}40=q^_HF9qS^=>#b6o z9Kyb5nDxqfp*Yi!Y6WF3N0@++QsGiom4F5u4!7kz{pf|hyTRMC%&xm0m}Ju?CWAw$ zRB)zt`clhzIpJYjbKo3jOQrEO6eVn%D{=_1*II5h-))Q>Q4K9HG`&tU{F0Q3oLlK}vz+IVXeX{top% z)qAFPw0k0#PKQ1#&=_@e=n+cB)P#=O_{!CSoZ~s&jVV_b%warI#uhUKx|J%ww=e|L z#DtSU%BCh>3n4p%IW(dRiBL!z(9);E@Ti*oUgGF~PAb(hl-3z;V{>MA0+j1%aZRDc z4`pE^(yl^q4~-6}F1p=8QlZc6NfFZAg}U)d-FO_8f<2N#2_DA;eZ8+Mfr@pHDuriL zr@@N`?x;QZYpYR2H9WNd(l-pHp}S}Vow&jK38^Wqne0lC<7sueF?2MCu%##*D+&69 z{eHS+)8=ik;r-XVW3fve!L_2m7a^L>Te|3N_Lkv6D*$#@=KKTCIq{5R9^N(M(o%@` zWU9&=amlTeOOLf-Dk($3LmyH=1NYT(tx$8am~A)|9dXB0`cZ}9#H19dSjooG$0I!b zbY!t<)=YTxdTX~VXgxu==nc6^i6Dl1Zn8)Wr0(Z&D8i083c%oJ2}opsb-YNTT?fhw z-FWI0E}>fV8hxEZ`Bo&=+*}3_&_RByC3_O2t2j_`;Jm9iDjeWz8>dz4r{Tw^)H+pe zJ5*c3RmVB1{5rd8%r~B1(Avr~jy9ZF$kpiQOCp9oa0TBWj=8;T;5-)=l|Kmln< z00fkhl#}B+X@*Qqu4M(GRjW#Mu-4urm{mD0!dXyR?x$MszSs1I`GwzoQ;8PqZW7#? zM1~++wI@Pei4iRYC2y!41vZp}gn&x7V12dg@vU^gvfQL}r=@*FsaNJ#V@H*6*D7+# zT%)bkq!pU4{foz#U%>P zMhdb{wVriOu0BFvaNoio-9- zeYDz;i!8b@td>)Z=i3K7Yne~Yc8`Qo$P|u^Cn=U+KI*&~)pQ~|p}^CK0AbZE`cL=! z>a|h1;jL>clK4qH?QoQj+g)Wx55?OdNpB|sN>*|GHCUN$NkWvi-$SgFWH-1RkLjHu za$v7hXn8LthR7gZGhVC3SP#Z~Ir^gqKc=INVPuk^;3V<@)HIr0lG2pYdrl5hfOh0~ z{{a4L4NO#Xz=%iHL0SI*j)W=%))<6=1Jqotqj!2pd4i*qxX-OA{d^r|O=6o;X_>L! zis4BGZK=?e0rVqNCN-}joKnz^)VC4o4!kp;-`ieLEsArC+~dqC^4J?$cO&nPf8pa* zP@;E(w1mIn;;ll7XVU32RNQpcCk04sxCUEnXWQ?OI@fI;h=~ldE}Wz}3He(SBmGIw zI48jz^QL3tHk}f+f5oT7sU?=^bnULRUBF9=InUEL8Vy)2ln^TD$c!XcA#cd!1@AQ!!98}r5PAfNcTzi8f}GQk72Ks3xX&| zLklrnEu2Z94U`Q*>lY`we|TE;I?OA*Fd{~xMpw+ir>M(u4w6AxBLSqG0zm{Q5OK&l zeZCStC~F-wxLu+3DqM@w!?^ACp**^yYN)vZfy*i_D3auGN|3Y-#0(VVpdieAKlMMP zmxXQxN2(OMRJqY9iiHY&MI}i~4q*+n;p1`#r?%%RWbl1FmFwcGq4$N2)feV;UX?E3 zw5lu$jX2W7O`-~q`R(U;0B*(tNzbKNyk>g(|g2f#i1^gBx(FJ!(<9ebg818={MMSbbQ$l=ZDdp8Jjnl@7`mP*X3E z94#T%*(n4CA!_{D13LPu^cL{yy=s|5r1ctw((BHjT&dMyRG+pM^Zx)MP_(@oOqNOu zfz%}{N)@~*NdRq8QPRz3^;T`N?FGAHVUpZ#%K83rwcc@+1f-vD8hmUVHNA1*#{(#d?F$8l37ic8@=-l-l5ORLU&F@~$M1l{uFZ z7Tc>!f%PF^5I7*8QiXpPomK1KMP+oRn?|KUx&=1efBbJ#rBhr#FNYA;$8&DNzsU3gnadWTZEBg&8?yH|%xyJRq+;xJHF-s9XrI0Js{?H@s|>{Epj z`nhPgyhFS(rInI3b8__Jmo*-myP9nQ@OP_m6N;J6UaO} zKNCy8?m9IJhw#T1lSr-Agn@WXmdK3DZGw`>R#2j)Z%H{B0VMrKu9e!26jA8XWHkz@oQ*!O*A{{W9fekH*}sW5EH%QZipeZJ1^>g*J3Z7wHbcB>@=Bn-DirZTODQf%9ooh2~mNl=56kN!n0?5(yv< zRDUqw=TS_xDi|M`DFa&@#Oyybw@>B4B-;8$CA-xb?=ecOw?{V3Q4m~Wsa2`B*md@T z$;yD*RnAID04E%A#*<#Gb(Vu{)M^p!w>y<;#D$sFfSv17)OlKe)Ij5UxBz?Tdwg}) ztJE2$iD<>D)F#XdM1xGjhA|@md;b!Vxtpiv}5jZR?+e&T*~ zlC;E3W4S^?_(F??1Aw4ZNaM)RSdS8hWfIh~02)+sh8T7Nryo<33MBG8;>R1L7mrrj zjRv0GW}dr(X>EesKKzFn#`Vct3&!oK=PD@!cOJmA{a)&wJK)EowwFozb#+a;YPG6E zkI$%FZ-u+_=_&8YQ)pID-*LqRARGlDK!eViDzC&3OS*MrGfJYvh^vAnIZRHF(lH^) zIUVFJWDEs36iyB>lzp+He~7D=w{~4MJE}!1yxmi}urMHzbPtpQoLx0>US!=IZ(~u#1ZR|b zQF7NcYiZ>-u}MY)jl4J?em}OM8?41z0&unzMidlC1pRpZwbA*pjB@wld2ygh0-fXZ z$J0>u!m%P!0f~t630hM2QNK7-sRtx}`igcjQ;SlhGznLMfCj0}&zAG9IH|GH$Wc-h zw{UUv@u*1^JFC3s%dp$*ZvGR=lzxQoXK@Mu{Rj2aKWzL+ z(JGYG(5BTRRB2NHXw$0*E84CBC|Bk}xELUh8cA5IK#fz6PLWKM%a1fu+-ZRGK;y!( z;QrdPn--5+iqp{$<5H6&cyXncN{Bi23~{0*@du>WR2qAHA_%4y1n(0EH8gxG6pk?ht#!p>^(-Tz3@ejl{WZ zTeVhWQ`ZI>@i93&mEFKXQZR9lqs}KDo=tIFmv}B zI9dIAdMohVs;L!9N@k_XjVh||aj6LI0^$fzBh&#L`<+;ZJtsJXg^Y?DjpDj6S(!%^ zP;;d0c7`vf-Ddcc>1`sLbx|xwYP~d@0z9Xt#BIg6sHkwIF1N91a|u}?L~hPL!0Jjz z#&=gLmjl&UtgZNxRJihAs+BY$F9lm1ac!OkaGd(K`bgd7s_8eyJ*jnCacEU*UK$yV zSwf-9rbTTCjU2g?(%(NARwVpvUl!7k znqW1Bp&iInx;P`(xMOP4 zc>tUq065_3<+1JWhYJdm5j7gC)feq_JSej((HRddBxG*`(E7bf+HgGmIMV+BE{X8} z0BqV78{w<=r$>=raruv1(I!DuBAeQ%f>Ry zjF4HQL?3uvC^xUfA6R8Tx4Kbn$dFrzmHfn~64D$>w`7gV3H+&9;2Z#SJ!7REQogE{ zC^blz1S*_qWu(ZB87f1stO31DDM<+m006PH9DQ`)SU(tjGO?{Htt!lgOOalQDa6s{ zxfKqqAzXy1U<9Q*inr~?`~&Aph2PhO$EGrv^>^NWdY0tIi)jh&m1LBqKg-DXtil1Iqf)Xi0cjpe@OFC=Qe}$f%Rp{5fUL9_$anhcU z{AS}Y>Kc-^_P!c$t1e?{MtEC!Q3UXGg4TW@+qR)Q4uZmHv0GASDzqfHN-fac44#uR$H^_uPw;qb{Q|t5#>a_U^*4y~!uk zdB+DQ#=LHeqKQ$Vw%^Tv8lHpvH6scm_0F+oGYKuU)PBp#K9wtQRuAv0bN2LE^AL$g z8;J@jZ*VF5>bMk2;>HjW3cblwq*SYqp{AWmx8NYMaHamf!}ZqoIu$M{=>?Y@##2iC z8I+J4-Z)4cJnWJogpeKY^aQov?~W6sMNER zc@B^YmJz$qP6~(Wbr|$H>?y<-SB&8V9|J#43?7Y=ip5@4Dg=g89fZt7sa6YV1OPty z<4`K1M`226$Z-X=5KyNGBlga%lK%h`WTi;jrG;QGI0y998r57{)U~$JQjSg;PyIFE z>S9Eoi^e^x)M`Ug6&d)?GQQGQ`olZ24}b{v&V}C*y;Old-GxC-J>|7gm=m=iCvr#B zpVwU1HD6?Ad{>+hvO{FT168Nm4^#sSVJu8#wJo5C$J+z*e&bLuB!}cJhSA)NjP6<% zK}a4rK6TA=R!gK>0a8E_pHPUn&llN{;#x}5pmTx`vHt+uUCqrc4>G5vrCXjM?4>|2 z_8$7?xvT+L$QOxZONk+=Gq$Xl>D*Q8tTC%H5W*RUET%_bkfosQ$@=}d*EP*( zuJmOWTzkT=)!u1rO-yyP8c<%-l25k1P+~U~r(a8LGF?v1&1uPH?FXrQQ}X?mwv4HO)k# zb4JQY?BG$<4xrsM=TO?EH1kg!Eg@>a`g(DV3tOpF>uOumn~wW!4g<}lTzSXo_WNs^ z=A=zXjS`R*_tGG0kH?5m^l0rxQ8{5qrg7L9(B!g zSSErZN=AA{H6b-rl|J;zEx6v|j@+H;Kdwj9Rt3~+DsDWM-)$V89c&SRIplM$Yntuh}yyB~X`wuGrpJjq=x3RwUz1dRUxZ0nll zrgYT;APEFPVjWHNwzaL)INR#VKZAphe}8>?zd5-m9p;-aGLaI`nlvx0D4uTo{R!4iSGexPV>)HCG*Wdp_S#OKw=)dElgm%mIK7i$0f z^gOh6&e`^;S3;fF7wHUUX+!_U`rN%e2*JF)2tK0te)m7Y@#u!)>4D1ec?zHznBacB z9R6eKdcPeLqKCY)nDyZ9{KptXDDA1f06JDh^5u1Bu-LG{beh4N(y z11(qVEq9OJOGoWg1vuBVgHh5nX5=`&Tq&kZlK?pPofd_ov`U-Y&Kydn;h3Ou|j zx{HU#xj>!=xClAt=$i5Q4WPFnuoMf9ghO%>CKMGW)IU%Pud`5tnuR4@QCXmG$o{so z6-3RvDC|WzWRX_w!V-#3djcU8_6C04boB6bGB58~SJUnx%av}QK1bM`A2?=H%7Bu~ zVMx(mfuThJv42*N3VNOq)X+{ip}8pLenm%Q>pct=@(gV=GS^O$9P z1YdeUD@SO10B^(l(BUO<$nn#1^U&j7{mVvFaB}kXby5zlBGvO;g_rtutvHmu!rCC@ z{;#lVAY@>!HYask;$9RfFq|V{8S1N1?VV6o%lwrr*&w>?EW2RYPb&YRPLD6$iqy4M zWaMcD9arQ^zI&*fFRqoGcLc}+7tTFzMfSmVbs?~F8@v%G`8;@ZUY4i#E^jTCI-s&* zrpoI3iu1RsV>q_xrk3@F11@VAG?d(&a>zF68*>=he!0r%7A$VxG)$Z{H?mKto=Izg z&az+?@f;Q)o#9kD+^v+wiZV} zgQYwnhxS%Z6berjk=Gw5MbxU%k>p1i?fkB_yy-q%`2p>S67;|UXdpQz#j&egtC<(% zTvD?J``PPr52kMZJdC+S=78fNn5G3i@#cVXj2b8V#{GlS7%ZrggIU^oTlL}O8bH6*KD!>k_BjwZUo^eDaT z?fC6s*)s!CTno#PGG}PVTtf+EykxZewXMamENafo$&pC{o(=Xsmy1CFkC z9<;#bi?WK#F=I4P-LbmA7ZqBj73ZSgUUq&tQ0ql}6=d@Yd>|4nay^S`-kcus+c?(p+xach) zVPCbX%qs*LTm)GHTq$}nBlqGhZvLR6mbQA2xN+&mY(gwxzR|2l7 zN20NQM(gUWMDVgUsMy<-Ca-7s%{Yi(uo#}O5^kI)9a{|SZNSgOVTd;T%`Vz{Toh@F zSLLh@jxVA-8fJi|MT$nWP1=06QR@`@1E8fe6DR4mXvWwz>aELepO?F|pjh0u))T0& zrab%y;up6q4&a9p&ax^=NEYfURx>o*xsm1ARP2(@^*T2mxwfCDucRl3JNAXV`n`Sr z+&Be|S8sGkmvlUVqNMBDial5DT6zrO!C@}M*@`^Bld>)5n>N6GoAo6vUik^^Re$`D`2kdY zqI7~VvNrsGRpGDI|L6zmH}plE=!f2N=141yJC#CSG}~6XaGLa>Gy>Uk*xZhDdUk%MFuk8LZ8b>3gaXq|CLN7GNQB zlq_jRBx8gp@H>q&Elb>IS9fOaJk8r8fil}CX+)Or$SmAE%ezmhhhIhtA!Pkma{5mu zT|Fx6CJ#DIzo3UTpPQ#+oXR*ndfth6n1u*C>-!$@oVsSamGQ>Iu=v?WJ4fjm#`)?d z+_N>6;1~c8E{9~EF5s1KUtizKhg-qmd5^EGngClNLx!=ctJC?WK{Qt&mZKBl0^;S+ zP^cr1cdV=}W~KmD)GhokjN?e0Hc?`^E_EN&xMs#)hwo?<`z&&1MB#Dd_#{ILQui5+ z!7}QBs8jgT=NN+%rI*8|+igZ|pr3`;HzmY_2pub73z|gvm+VMgiPIa3j%zCp28vgA zwIc3ITDvM6QH@%CuY{SMC19l0p2r^5D^!VK7t}w3IgtnCFRqbsON7XAJ;mVXwB0Zj zZc#<(S0l>7L>4OXQPOl~M=RiX?BU&d#F&U#0Y-OAVhP{bd;2@W`Yo&!@Ddw;?HrI) zvppv)W4`64A8e~Q95$4)9S2xMQ<_U>WU9Yd!3_Gn$7ii4f;X3{V1BL&aFy$(eLyT% zDEI9jt`0yh3$X>FxF5~|S5y)#fVY9VCyE$uHX#S>*U04UB+n{%Myy_W!f52y-9y(KNe=EqGNF0PB4p^w@g6U@cQ9EANzPo zCXsQ!sVqZR1~IA376Iw#bEaZnd9tSLhku3LH0IP4ykow3 z9>&CIIK+{4qbg26W;d@v@P~Awxr_*wPHXH!l?^1r2iPQ z)gM$Gvt0Pi6fjnN09&Zs4eNL5_;inx7_MyOnU+;eQwd!sd@&r!jxFDr4{-4~K_&6u zShpdm{WZYfy&uj~{zKQbzNU9lB={0|o|XPM@bn|Joh&j?LuM@y?Z(Amvb>s6(pfvU zA{&)nJ7dsa`t2po>-UTDE6KG3V}i-*sq-Hk>G78JEM}PKD0(cEz6-U#R1W|uFHwBm zR99_FG2&5^BJLU)7)rWY$vb0103pO8@XQ>JtGpq(HIz5Kki|BSw{V=XdfdG-|~bm=&%`y&YZNry7^R7 zbRn}cL};!Q=TaAQhkXRYCbgzuXq?n&M9zU61c^Oui>n%XX-zUJL!0fqcL!;5Sy%xJ z2Yq|SL>+HdqXhPveTEh=>htdjK87CL##XP)G_UA8`6qZi()zIB0ibddX z-58pn3*&+<>vRuf_`O;%pMrSqYs%_nHsavq2XBYe$+(edIS0GdmfN^LohsLAAT(?7_n~NtcAa3nlDvR%K1-(TY((KlJ%N*ZEWS z67k;($H@3^6po&jk@4>e*Q7QPec24Zbwbg2$%mUh#NzNV{Xa*hh+p8w@VL+UORxjo zbh?1rguy)ACEw}7}^aG;fA~b?KO!=%ff^tQif=PU8tL_V{Mb;EGkvN!zlpJ68jqqa>RS&e( zj5ly+G&C>Bb!4T2F35M<78y;&4A}vpZ0c8u47EXbKlgGxtRu!rHr{^fjrJ66^Im>fqKXIF^5MvHVq`EN5&H(EB6@66Ohon0A5}uC zqPFTWg^SPJ8UTG^g3e)NWIDL50X$!kOwk8OiA(BXU3M9rK~BV5=THURe#w&^Wbc3l z<-8P(3a&?8YAcPhP!i&_-tvSS04`Jkf*6J;&k1EtU(CMA?)nwcz7gLT1M7SLoAgD zAF-1Y;%*@fh^)K&N8+P`vS7@!16>{b*-%Au?>(oeddg;voJO8(JfT5Rc6;~v=#Q1K znAsQz`QeQEzTI1h4i{4^yufOFbIF62>lkoMu;4t;nZoL5L@JvJZQSx#kjtbp+oZU^ z2K&wNar+K4rM1(OE#t2|*80)g`sBCQ(R(Y(69-68rg%SQ@*4l1j9ZQ04ys;)x$~4> zp<(w#!Fi+at%&Rd?j_m$=$wjnx!(EGF>tW34HLJy;qtmS;0(F= z`$rAE6EM36Yxmj7w`DTMn%d9<)Yih?_o7=jpG*T~vIw(SicOG_Ro$h8Yw?j*STXps zHDLdHsT6L31LCGdqrex$TTL{Y1Fty(t80O>yXAXfp#8IKQ4+|ZDx1R-UME8HhVhqE z2;zj7%uHG=|1)i5^5_iIlS#;43lSFPTeA0&rC;D#Ywbm)tzzql!R1|R?_7GRuIpTV$(F*XGsLrSv!P%(tM?^y$6y zottECTRT0sTAPT*j>9fT92<(e2eP|Q+W6<#l*dE5mqDs;IfYg<36g@vME_utNmDV$ zxgcW-@2Pu~!!?q&G9nE6b+!uKJD@f)tUSST=c&9ScSyNMQw4Rqht{LB8A3*(>b8f* z_}yG2MOQrJDhapXW4#gaEdp3R~Po!Il6e5?A5hc;`7`Z-dQy5M#>}@yaq-} zaEUyIV-ohMo08B8R9bM6*0L-m_L0Fz#9RB!I}+DJ#p`YBT{C#l(YPRVjO-k;5Cg=q ztp29#lsa6Z26@zWu9#@2Ag5f0#{>>X%A4-(DMH8SxU-5UH_Q>E?uMtECEVybOk*be z%&SIEW7I0h8j9mN<{1)`QUZip@k{(Y^l>i9HgPvH`Qp|%VtXR@6sZIK`3y@8R>!of zwpygpHwdQ9g(r2PLWnwFc5hHRAIRGFmA!b!UkIF8afo0Bgpu;dU5zuM6x$G8py{+R ztuyTH43A9oGhma6L)hS}Fts+dD0#p!Zaf}Lx0=*u5OgPVs`yS^;T@A(L^yGc!+5pB zSowMVqv}SX*Se0|?Ku;(_j`clr>L(V5D&u~PdhEh$8v4W#GH}>fd$(8-@lH8`-HP{ z`s49+yYHvJ!;v=g{M%%}RpRfI&U-lkRJP$e?_nCQO~DIORcwRa)OZ*%rYF(c2|04~ z#Xj{wt|7wfM)rYFHppWt+!eWMiXsD154pCjAz={9&&sj2P!-(9q!Fua<34}$Vx6!r zSI&&6o&n;*!ZZ{>e`e)1Ir=?GZLtihj!7vK7Z%f&=SXKa6ETA?f%V9XGF&kT@{9wx z*)lGLj3tHiQq$MHCyH>MfaJ}ch!ZGWs(4Tl=+ojYmqi`&GsxJ%kZo!e#hsHYkf?+f zVP}L#T8k?$Ay^h>ugIP7d$H!Y593>JIS#e9+F)4hi{3MM-c>H;lQ-`}6KHzOtx?!}%>k;_1CL|F98Ge}ma4=oB;N4zqL#}{@u={v+{XFvw_I{-wuL><=;36ItDh@zdHycl?`b^ zmOq{+6z_HgU~}CY2>kV1&Vh*&*1=!DQq5N5`X^0Mv0pz{m8Q)TaQzf9KQ?8sUZlEp zu3AZtd4}Z0?_GK2mH_E^1(vR?S+tA07ur%(4!9UnY(ZuIjtDak66; zuCA6Cw?5Yrd$gu;7D`$0jwJvdt)%0r#E)oN~h4F!}T z_zKbIi^_oJ1tH_kNUACYyYUVRNg%Y2k9iaAWQ6nQWk5uzly(c51h?A9!j~;tP6BXB zHEx~qrqMsd%1+gag3^%B0U+m{3QYtVRfG!h5aUK?8-hlEr->)}F0!ssy|zUs1U)0j zU9nr_a?uGCbIGlkNi_-nu1|)`weBk^58G`bZ=^O6%qUa9Uq3HXaMrPm9*s~A6`gL( z4F(nn)QlKMWt29Txmb5jG{-$h?#E0c(pm*(kQ0IuC^0M~ z^*rXf*h@2+wk(uZxBV(qFvE?RMt8FdWlbC5khWnRP#XgR;{T)Z=Rb*^UUEAvC7d2Qbw2gx7|g@Cf6|BbC_7 zeo0qHuuo=eB0O!Z>hp!ui9aAL9(Ns1iRGhf(2;+kOpR;6OtUaolYJ?o?*?{@OK%%~ zY=KkdnRFEB93e~g9z~riRW)j~%k`dD9iN;OXFvpTI21q@Ov=W?C+Ou$@3H`TEjstZ zY~95{>&#|b5Y`2VR}w50SBL9}yL1ytvlm><-)+)oiW(P8OpAm<9<;s$;9+YS<})Ft zK*t%gUfhRt&t780)|AD+0nVI^z~he+BxZmG`Q{Cj7ynu&g&zEAn$vf90cFB;h!&+4-o<0Q|!Hnxjz@iuP zE}n*f6q;kGZHj<_SF^XZ%P#c=W=liHg2!ZuM%uluoNH6APYB274=Uf|3hS&$6D7kH zHeBMLDMkD=iXx~#)g+RwNnW9*5Q4*_5nr%SNwW~N@LD;u7mC^FouY#~-XOXLj3|2| zlashcJcf8MLwQvji$!)Y$9gH$;-uG$z2H`tir7VNNL4UtC7~)u;MavhqMzVyE)Ae4 zL(r2)zJ?D;;m-gNQ(WUp4BKOZcabDoVU0RtI4Hz;6BL{dI4jSk>}9xtip!IBJ;qm4 zktI=`W%MSwzvOdI)|FAq*Bsp%4XoI*=pn@A5s=vHet_U21$K0|jf5W}|YRl;ch5=!5*d2A!OM*lRo` zlWkayWdPO!UMe{VjU9IZcV{258Tor_eVd|GJTbl- zcV!OxI(Qna_#r+4T|nP+R1o2is5=Y6c)?UGEm%6vmIlo+%b-YM7YKEA!ZoG|3vh{An(z7E%|Nnr0oKW~2MO8_cgIp}H>T4?;)TmC6SJL5R;o zohe7CO^7zm-tGR~rHdT-OZ6pp^9cWpzy8j-DT4OC?nyAc9B#QF8rVj$GOf2j5b4*c zlF!6TOzh1L?#9bQn-~191n>^}SA(vPYLCxkW^{=+WRDNvw(RQZKX5nezu|6r*8e#C zX~jud4A4Ra-@GBQJ4eRXFmK@kr6=<1ZV4~YpH9^!P0p?ki@|)oNF2@%05NmUQ>ev% z<#Q&A!|eKKOi^Iw#)+$5KAE!dM^!0mqx!{qs)kx`(;d7Gg{8?XriP8lsh{}?$d zkIWUq_#0-xcOed8>ljBzB zm=f_QnVJ$151Of=Tc1>O{Qia56%73k0JHrofSKw3u8mr;Qq}>qa6vDb`pISGV7BX} zkb#M@^ZCqXf8qgAJ#v%%tL;gLOqUKg>?7tLU0g|J6Jz~qq?_ArC)HJhLu0jAX;XfUKl-HhdE2S>TvZQ#F=WTpK#NHVbeM-s0UuVWEF z`)6q9>yO(e>X1*ASneN5#aq3LRI1CRb1RZcIr)!So1RUJvjG5j@4L)|jEulyYIBZB z%1=jwmEK9|fGaG`k&FvptUbiz-4CB1gQnH! zlIs#D?d;^Tlp2Yf`^M#Qh2bJxdbD^^D7i5%yDD))?2+t2_VG|waw8>Ee6?J9C8W4< zx}iUqWCi!G<0#^c?};=3Va_S)C!+g#jAQ&D3Xa0udg6-0@NYm_e5PV1v6vJJZH47Z z?ZbcM`Z#@|oSo0!|agwZx zGyY-Y=>E;dF*5w;2qZ|!{2z|_LSplWI~Pee6jdTJO=Il)HD|ZC+_YUPxIlgZ^YPN? zR)rP1C@zEW(S*f8$$T{IoB+nNIjhJRCSal=QnGi6j^M%W%p8h1=R7rd_#>qg!>4L_ zaaVOM7D%)7QcZcI-I61qv%%W_Q+V*!;{2l1;Z!Lk0lK-ZC5!<6P+Un}680X&1%*EW zfY-lP$su)(Z;id7C(|;q-C;52^h|2q9X@`ecw+ZilzmBeAW>3hJ-YNP z%7;8ffwJbV?Z(^u<&rI)dIdWrbCrByN2e2mk97h`6js9cTP%~VinEMl7O)hEt6$nb zTX#g!T^wQ--K2~JoU4j=Hi06xFAaoGrXGs|b(UdqEgFf}49ICPt$rI241x?_A}+^R zAGlcn=6x+8oX-NzQ(RFN4;0ByUM5%!4_UC75v-21l%&$vo%}g0^3OIO0l`3^>L2qe z_y|4!Y(Zcqa#LA8Xy7rHxGKY((dAtw#)^RmJtyKr-PnLVmT=DtyBI2|R>>JB*YpMl z2Z|5)2Z8!W2a_}QpaWWJEnL?N#c}H}>bSWh zEHrq1zM)Xmr8ln`s3pFY!nj{g3UWOttksU>PG={Jm>d>G6(^z2bSMayqqsy!L0TrS zX`M=Xp+~IvYgKp)YAcbLoWn;SXyD=F^S!%!57l|QyY$)Ck!EoWZk-0($r}D;OFKLB z!>L`VqlqsaK&&TCe1QwYrM;PYCwP|($sF0%z_mPM-Gb!u_rC8sAdwpK(fm>(ErQ4d zFnhHJVdOlNs+uuS)8~szk91?!>t1wiNl1{`**)cJ?Y=8*klxE#)MD{ua_jK>z_lms?n@zUf}_=g1=H& zm;YY1PlPb|1~dadhdiKwfdThYKZy z=YvZMf%RH*e;u7petxcjWk!`)Lix?4Em7SAoIUT%B8^)Q1s^KN zi;4HGM17uAY^zPy6QbcTcvHi~TIQ+x#h(#CCrUhmcn1}!poa5$*0oNgnH8&tiJ*}J zLY-3pxEuNUHh24$0KdJUxsdzx+KV?9YxF&zu4rSZy9yk6HI|^V9bo@3wIS@ z%80PbeZ{!|sYv<@802_=;f}G$=Rr)afLNwdpX(d&f@!?|-mb|=wcd}n%|vU0BIx2} zr9+wB6!9?&Ju#3Y%Yis|v0S;So`)4MVbVyH58vzSC;_9zPkl<<1oajqCYX}BshW6J zuWn-(AaplvOvcEj51;AgqkCulgmt^g`YXx%S5U{! z)-dviSuQJC$6#;L7R+k^-DrVnzBa!=zm{%5TO19}enG9{L08!kXG~GN+D@!t(o0ID?Mv zpPmyx6YuiL|1fM!|3;kt%K-QN<v$Y zoXaOomhb|Fm9R(mnJjLS??8`4D_d+ zBtGs(foPE261X$qXpfJnw-B;PKfg(7M8(L^b=@ibWq>ct{D=Ml;J>9q|C-I{=otQk z&XnS9Br%*&M{Z14uzf0}SJX;6u&2QXixOb~Ee%_1b1er-DbWn-SCayq8&#H*my>;h z0I0km8Vjy?OQ{BUSSP_06Qp$C^}FXLU5slO_oC>e5gS@Rt1$(9juuaeUOw+TPBLyD z+_FzZ`N@ey;}sWISh6|4h9#PyqfW*f*JzeDpVOvx7#KQSgLfgtzTYsveFJ^e#ceVZ zztv(Ja&SipIvVbF57tUO0YvtNFbiL@3GKz`ZCc7}MHxJ-)+X1lE{~|Y+NR8zHME?U zC)HJ_=Z4ZUE2pYibQU+%Y0{h42hgjORV=O?HzcowK@}`X^~TG~$zkZ&tD3{vto5vj z1F{X!A7KbA<~VMLCK=VCiI?|`!z-d-L{8%7`~KNR5>gh z>Z>HPk{oDjE~qF8n#P>K`baN4s03h{Wk?l!Lj7T8skz#{a-_CYU zpMk`5ZvS5qPqA^x$*3LL&ZcW=gJO>56y#b?VfPE~8ChXe~ z3ROUSlNfPwq6JqdZlYY3i0IDV;B2X*6f0rt=z@9DqN1f^AFl+FEiKNXMgk(m2p^b- zz7u4RRS`mzzm6tL4BGMk^;5CsgHKSB1lmGb(x~Afb5C$|1?(&C^HLrSXZ=<%;nM3@ z+r;c(Th2dOnmKO1(pzq|q1oY|@cH^T1_Rut3Xqbby9h%)Ok3FR`iJhc2%@gOe}Vi| zn#Z!7$ymMU^@HxdBuGY&E`T0mY9gK^_L}j7A>VXKz8-S;B8Mj{O7X#hcWTHVb(>kM zLW(jD&n*{)e)gTPG9Jheclh!#$1UFHvzD~qWM(K6-|IuPr@}x(I$(zyK#TM+^nS*T zdi~--5hR^tE2136E>bL#?{z!*%X^U)q99J2@%i+x-U0@8roUNgsLUWK--t!hDIi+# zt_#_#FKzbz#<811yx{Q-p=p>;Vc=uP4*tD3D z7(qJ}i9hBE15`VfBl!$NLzM|Uni}oEIto4tXbPQVMDl4tnnbA7IS8Y8b;L(e0*T*9 z-rA5`1#rdcenXEXEXc_t$Ncy$s#V_mpYbkKa3~de}A#p{-X0pl_fvwM@kMgR!ZD6LzM&TX5} z*M1*B!@e7WByH1ev9 zf{FEXr(gp)ZIr_n;cyF^)vtjTV~|x3?uux^3?vX+1ACzc2|T&TyvQY_L>I_0ONBt2W|@Y`W z=G>e+t01xD7aIf=wbK;vnlMZa^-)<9(qa4N&w?}7n=?gDzUG%_+}7-n8{CA5DiiYc zbYVfb4+HpX;Pqs86L5il3Vt4D7ejVVCT?DCj~)oXgZy#DT+FN3qB>@% zgfaMH_1N?236ljjar+0r=naMACgL@mQ~~kT|IDGpeUe;Ch^PkPlXeHO5MHRM#UD|# zkuyJ#+Vqd>JB_-bC!hcz0FdrF#x2NYXs-~@!zrVE_d3aF{*YA>yA&3EQk>{FaXOadIImH^Pr zI}#jm?{g|&7gKBOvxDJwFRn^RPAzK_iSH^$PjFMuuzkWw%g#b{ttn3tlBj1MI?zN+ zii1#!L`BwK%E%e18A{j8?CEdyckCj2X>4Rk+1E3QBk@J?MpjHj#B^0=@i-1N#4u*+ zPf${L(#e0AgMSr%&@=ys-O-Yr_@Df*^Mm3!wY=Q55I@`yuSk{<$Fv~c)3**KTrtvU z(yyn+$`poc^&>q^OG>dezO0YmktxA+mY;>x%r+aD08af9R4D$>A?~GikWQp#LTPE+ z_bvhdVD-xJ{kP^K6GzvkjZ(bdptZoJa#ZX!6GetoGb{a)6ffED(C*A#%PEMEh)i|Q z`z{%RIjHiGfi6@261B$fKKP`d)I+yeiROesLc3+n+`V!U{sUG}btN`FqMxZ~jDo8{ z7M4Kl9ZdS@1$+`l59l_?!0i3lj$I~a$NQ136+;uy@$o39?YNCenr9d;D1->Q>qlJ! z+MyjDQcu<@k}I{nF90zlZ})$|@^59_f6Xa$j0{YFC+4IC4@m_R)DRi7ES&I3DrW)( zkMnw?R(Qdb$qi~eTwyeS-dHkYs-jIZ*rFm?Q!}%(pca(+FRGTy5S?f5`@; z3}Zn8AKvD&G0Egs$`V(`jX0qeBZ=fA!k&biOrPwX4{jVlgF0G}fI4Fxb#>v->=y)i z`DZJi=e+{q@piwZdc_|6Mr=qc-9YBxAlAv*3(Dzz?`0c!Jq)_YKF=WO%eje}`@VIP zHyA7$qwerJR477))cyVKn5c-2WL)BMA|c=)dFw`92A7NJtPO+Kjs1OR`-6$Vc>Lcw zgHn4EkU>VCWL~64#-YGM{ANrn?*sg0iK|UU5t`I7M=45!;Y7eVHqm?I5rsjUj(S0| z@??_-#9>16*T22fVml_WJ2Jud>G_F~#9PVsIr9Vs8|s}6+*IKsa`9GlJ!-#H>7U7x z{jqvs^!M~o0S)x-P={)Ry5OHf)q3S?RYg-{PimjJ@h-qrJP61zR<% zZs`g;2NXmTgkY(MiEWfx28tIx`dT13s>7U0LKnX~mXnv;myY@X!8Jv@N39EXJzb}W zMZ6lNVxnSPNoLKx>Y=`SVgYu`y)drEY5)sIBcMaG=U8DLtw4fy2sr`~48Zq`Z&SX4g5m&@=-7_S$$0LkA5ITQMyhEBL`R;n9t)%m8dj zJ-jMHvb4#PkqjLdf^ad)<$;5;CEZ5k*vOq<@dG%D1h4t@3_fh+A~B;aE$ZO;t5!_7 z(&5GW$mqiES@qkb_sr!HW~ZU8vPv1HF(15dZ1S{V5hQ3FP&pcO(z#-x$JN*sD0U@} z$TpUFQC!}%SUw!Z@}0X-YuG-Hq zbh+r(4q*4%{9etnWK1yQq}W;=B7_&#Jz-c@qGyTJuGsK?kB)x$)3epxO9?ARloKj+ z_Ib|28dM@-$Fiv@0MR=apVQOAXJk~?Vs&A!02bZB6tElQTc@NqJdwG1eccIrJxpopd#p6t;T zV+^s-X-WV)tvd#;P0<=%HaN0Q(%;iPrMNv}9vD^IK|p3?q;`HgF1a@XgeYPURqj;` z1-q+{R5A>qe3uc>sQfCO-#sgKYV6>cZU>S6f>7y$Jb3$pXcs>(<=$Yg8mkI-*!GYdk4e&j7SqVV{WsxM!I#RjN3Da0-l`Jv=ueT5Kl` zDCYwh{vov=pP%<3XJxjtgPDzF>wo|alPj9crP9c)4<0)`+6x>%Npnyn^oo#DZ}%4m zPcjebi~b0)^gAF4!QXbAU3etTlNR=c1oddxSw3z*Y`esC83VmH{v8*0=>EPY8GMs2 z-micgArp$UfObtk8W4Vu&abVQ00Heo!Mwosl%Kj@Xl}{tK>j>=Ro2YMTQDNzVK6_@KZ#BMX}A1s zDWEwN%-(M6W*iW>;ve|_Z$aq)|7$*arvFPj`>g+u@kVmkEH)FAT92SxGneGFth%sv z7e=KL1NL{ly`eCDnFWMmc-THT5)#r{7H1FTt~$nIM=eA^HtAB0o;@H%3PXg8?hbT@1Km^(h{g2Ma=y5+UzQ@BfF%Zd*!__6CX1bRJG4G!ElLfv z$0ZRIV;jYsjWkVj9_aD@4+t{v? zBsVD5^HJT*8R7+cmyo;?F!d!h0>KXDq0jK5N1C0DOGR_2_u2^wmsDugs$~!|kHk-4 zlTlHPnMANwCsx%y{FNg+*Ah1@4sJ}zYpSn4NJm7atgmGvO2r?NQ&2i~Yylg0sP6u$ zByo69YmqY7zi^F1S$`FNZd|~tQ!?h5Atpy5)OB3fszRWtB{m_TVTJ2I=Nv2>KLB8ucYb>K6?#m;FPc2Ol$`MV6r|hK(;FchBZ~lwYde9Lvm=R{Y5a7EE|cKhBtz z_X+n0IJOhSNH}foT@WrvuXQH2RgN1j01vg>Ml|kZa}O13IHAJOQi;;wZASBwLG$P!o|lPYa0g>E~b?VYr!cJNG|n9D1g z3Witgp5Dc7hdor}eU^v&84x2DaJKtp(l6O-OAX1*h=zhtbhb}nx!q9FI+>MiP`_Tk z=YVE=h$kjcNtv^{EtRS%vOGB0_mEl5(hBw+5ZT40h3-5hz9R zpKAdnDOK#wT6A{xn(awrfc#N`coOzuMu&gzpWZ;qhQDPq$9Hxzc&e0Wc;{{yi7qDs zIdU9MPX55Xu-pB^T>LGR{9l-b^*^s9<2wFw<$r=*c!tmvl#qf23FF`pf^gk(Swa_) zE&+wehv{h#uOh7C^8&7JR)5;oCDeuuc>-SYM6~yztZ0IU%`_QBOlvQQ?f~Jqa#$v= zJxh`9=JShGDSSZUXy;e>#CKhz1N z8@l_b;SB<0j<2;K7rQQXU8E#D6sX0&_I>R^#P?T&AGD-A|FD*&7gQUC5au%mlg=3U z%YXg_aZK?MPZRMRw^~vnNQ&!`%1GJX;{EpRp8lIIqlmd1mohgSHySqw_eQ3M<4?8) z1qEY1ZNvC&wWCe3EW`YW;9LIFdU;j{R{mK_%IhmS6ZwJB3QnkGsNO%I`?t=+zh)ge z*8l7WdL?>UBEF!F-0c7AnP-eN-{xnz)+9EqkOPw>_g4ZOZ)ZxJB`hM_+mgVv1nn7Q z)90}J#O~oT8Hv7X$Xd0dW{!T)kB!XoaqXd&{;amj3dP9 zFCF{gEcw{FDV%xW+_^y+5tpFD9GS3yRmLh^{~F+0T2j&=k07aO{^O|=MWdQ>)Dv>l z6LYeXd-BC2S)m8LENud^@_gcQ>IrQCKuG;gdT-V);(s-s;`Da9~<2N~lPh(lV z{RMWCdQDtbqI^CIh7N+&TDRAR@Z9qF_*MQEM40e0sd9MvP@-Z!oWkb>+1y6Ca9ZGe zgtn)WxZF8b28%`0x|F`q2658yp^WxA>HIipS*i3q@m!-sx*(4N8QGk79Y4N%fA`s# zL5z4Fx0D!TzPVC@V8NkT$`$Ea%$WF6D$Gc&(kjEMx+Oz1iU;CGh?2oaoqFYOjzBI2 z|2VCtE5ukD%D4xElvY~i>bstiGLdgXb<0!_uj=yn+P&D6ozy}n<<~XKb_|O0W zerMPVaV`FJL-18>0xm3mhP3JrbHy}cqeOWSE`C| zDhw7577opdFzOdY?%b24J&Wo4)jmtVc3WRqyKN30kOBsH_4HzbEgg0E3;1A`pTDDP z%dD;mn<94_FaRR0bq z%G5_7O<7y(a~PbWWO-2wJW4OIyZ#ip@xt3JMs|jX&>$promxI`cALbWB~So+H|}zV z+?z*Urum**8?q?&fKGA@3?+RG0)Y291yI2fJ<;?z3nZ@%STM57*d(ScNG}_v7z8tX zUmJUba)9nU-C4L})zVsDDGeC;eHJ+h1b&yDm;Ig1`pApQy_w<_geDak1zluZqs{qa z0rm@8TV_y7pccc8Yxk}lwxd!?mp?0#+JSf?8zXNx2A-VNeB;3&t*}f^f7iulZIT+S zI{x%rdw^@oPzoJGJnFzc_Yt3YAf;)fez-(&=db|V$|bjVzW*~WdTg| zw*ei3eB%y}?|2Wn8Uk8(t$FoL^6vHre@b2k0OAj8U-Od9tj ziUV8T6SOrkg!93mqjh(Sj0Grl$HU4;1ezY`zMuGPz<9cUCyqNpS4j8Q{*vnHlgc!TGVr~gXEhHcrJ;8BkJMY4&u9aX9 zf~zf){o9hptaC2Tj2jrBj7jm!v9bg-m9r9tH8{yEfaUbw2)KQa+B$(IKV4~2+b4rB z1(exdyXFqJ6n?N3-U+R$>;Hs`}^RQj)@p{*Bv$X2(0=6u-Z6 zt8o|q)Q#f4c5cgF-+89bg!?rtt0PD|b} zKeDW&>0=XHe*nZChZVE&##B4>JKDt+B5g{yXi>krX+Y){PuF3BclxKIWp9k0j6Qaq z73DdsQW;Cf-i+2DKM%f6yUXQM815R)u30g)Vl^vBcXcgQUn}EKbjs~9X1aDk%G=A_iTltI>utqa z4>@OMjvSdIC&KXdJ;hb60ZP6DHZUTm7JrkoMI$}|X)*Ky@xaSYb9QJUJeTN>i_3TW zK0d0F8pSEWTW#9%Nlv`DD$b)J$Di;{MPg|_(JN~dZytJqyuF@@SXhYJQcIp_{Ait! zdb|`$yBLPetlI3V32VAZ9&bRu%`#KtfS8RI%5yhIcEz&!7$Xn@bwhhc=io`{6Eu9! zt97Ub`Nx`86sM7ecm@?5S&kgy>HZd1?pO=Id_5c*1@5>A+E{@m9U`)lfo}J53S!vK1*4FV)AY*~Qk(3G4sq`C z3`WFwEmU-GXme@195;Jxqg?0MdeXm55+;ajYQHvtWN0v{=Oh3aHhb+LeSj6KuL9~2 zJsqODTamJFV#+}1WWEn#O8I6eDq*SomX1^2-3t_?n+Oa%aszEJqx2X4JjV^wOW^H8 zb~om#r>1k-!!uPB@{n<{fAro?_m06CJY3tkmzruT5x)i3t+!(SCv*L8XkI49e`9$K z40ZMNbPWv;9_<|A?4ahJV4WXWz#&sAU+P7IALpt?DtHYsyhj+nVhr90r#}QTgp&OH zc3TPldiKE+;Y0X}8WHrCPz>~pjf_ypt}kSzs>G=$WTY7A>QKx}`fQ>FNoo87aj(>8f$DY3Zs!2M6RJ$7Ci&Ns5%FD~1UPD5|ID z$;rv*Bu8lHhvTyN=$)x!(uV)fIJNK9$zL7#iEKC zT#vJp5OVWf=*@4n>^k~yj#lL_pzLsdv(`|AtDkL_O@lj{;rxG+5PeVdv1x^EY+d*3 zhQZO_7jPblh1oU3heXnpO7Sz~Fn)r8S37&f0P(Pp6O0qt|Dj}1K6I`)6d!=!ub4;U zRK^Pyu)?DO@o{-TJ?q$MxSNI^*QxfqdEQ4BA|>N{3b>dKHjtz%+f^+W*Rpm=9)Vgl zNc~(E6BVn*x^R)q_vn4s&&Lf9iX!oEUWum3q{0(A+;tOIS!L3Nt_)4+ zW@N#(@+kbTS48ox(ijePZ_!p{!i1@5dm6fNohGAKRj`K`I0}j|*oH?n>O$l2!htIb zxL546O(L7J%|Q*Trn)~}1NybM;2r+mxl4-!T$*_rH*EtErU#i_Yhe5^w?$soa+b7o zv~XYn#>vft7x&A&wdFDJtbeV$)J+jTY#^LI_;un(c+c;kK031}pG}|L(t-1Kj&Zv< zd$$7-3Yq2FV};~m-Rz;q_^}eA9Yv$r2PhGO5>7zc_)1G58VhQui0l=q&|_8(w2B2k z-9m@h#F_#1XSP}S?`o$4vVk>0TF#I)gYIp=Jo0DY8JtVl(01E;+)prOyG2nl1A`e$ zFbG?>5f+I?+aDk3YXX343HQIZUM3@6P1ucn&-F4i0+dATwz3Lob$@ksBK{K0rNevc zf54>xB?2h*O#ChOqodczoB@|(Wt`y}f$gv6)f{@OuF*%Cw~b#c;&t^z^2zGc5lyHN zpS4G{X4=6triP1KfWj4K3@}M$_zNB|v(_7{##nx38l+1PXCRy*Ckfsljx;dLUWo%s zJO>JSHjn-C0ISa9rvg*6R)5y@cGq_4g^m+cwk(sz4emjyOLu`^lU4a!r3@uo=kA|;3_x5aD)GVuoHB1B;K zm!*eZ<1?x*(=s8&G}*L?ym^=SKHdB}EIxnt2uD!%Ih!CcAH05r> z^3-U%#IflI*Y;?aMwe_(7{HMwUzdU!4k52}+Prz^4s#5jnVus~2i{w|{0`wPwvFqe z&6ZcL`L7&kD+0oGGTZqPU4KF{k;T!B!^%)5tjW59(L?(Lqc~&euEtN^u(87ZfAa7D zjAUZ^cNp~(Eq~_TJKt4KRv3c!dxqdh>F0_JXS@n8ot-R6Sg4!qG6cRp_1PY30zll| zW#*7+&aJE*0p4~iE$R7+Bk$PPMkNB#Jggwb`OPqwD2+HEL`>ZfuB2cf9^O0NH@dfy zLpI^Z@uY{txc&OB#5tzm2zAcg*Cz~ma#=G$ryv17)k&jzr)%8gng-kdc6tP9r{l2} z*NKTTaXg0urvYG6gfT~H+5BYwlb_5l869Y%2G~&s^{>od8P*h!z6GK*Z>j8!->*AK`_)X zGD3+rJWkNkPEJZuk4{WWj8fB%h*dDt(=Rd6)7wwcl~9jKPLs>ch%PD8H#9IW%h5B^ z*C^UfNYRW*N>3=<{QOE3)J#fxLJnd|W=fK#RB@(el$?U1W^S2|j&50Ef@W!)PP}=3 zL5_TydQ=udoJN|4QbJ13c6^#j?nYulO3C*{0R9ih@iAILQUMyp%TaLw+9BZPCf^D4ftQPhOR`~q!d0ui=i&XTp|{GE z$@XAlxW_&5|AQ(@CysYNzGOiF)|FE(|KZdb{C?9MZ`tx0sC3`n87z5K8tzLJvTGZJMne6-6K* znSt6MKQ^j;VqIFHiI7Lkm(~=-V5%E86vcM8@`Pes zgyrLPer@Mi!OGv~MuYTa_+qJ}ZiC2d`Esb2o13MHCv9w>1RP=Gk%RB)9rtpHd+>38 ztbYHKvHqK|;y>nAnf^aq1lGj?Hacv<`3W|P860wD>Ek|0&+Wqj@f_YP7@skM*D%$4 zgyCNf;&C!~mmMPZFO1yzgOU5;iFAH2vJ*isIoUu@-^hrZ`l8wYuh4k23Y;|a-T_)% zLOvYD^Ikzd{LVK@AEYfx4-**q*RSxUXt*vNpzZM|dT)~#v)+&TBahURi^0wCsNXubd)ZGCE8gQWCdvEySw(NzAr46JD)8{ncvajR9!K{#01Vg9 zAw&Rk&_)~obRz$)T=}1><$u?u{aoKbdX$cL)a#Z)>Z-JVnJ%h4O>ai8x|l_148hwuNvs7(3$Ir4nQd?423A2WezV%*pc<8wUd)8Uj}s#t zj}zmGe_eBHDoKrdmujyZD>T&P|As~i&kGl#v&j`&4tL@_)H};yjeKk{`rW1*za+u9 zobp~DNk+^gt`ty5>GB0IZt6z~UM4WJ!?FEBm~uT; zL>MIC(leRWdC&ycv)g%#e}>T0&W_@}p2iPxKWPnHsjK@~3q3q-iDo6Jee4}>7yfIa zV&s5N^OR@~E;d@-N*wl}0n(oF!~#YddgF#u zvBC>RDPF^P-ZgwPV$8xn8T`N1ApgVV{kIHT{>=*|+)IuDny-rz;V(xIH3Iex@T*?1 z^`HL#zhR*N+P=#`z`(>t&&>WmXqkSbfXx5qErFiko*Ijf-|f#`oej@*O@?Z5R%%Jl zTXq)%Vi}n+VyuJ##Ke4k;;N9?e+VLy>Yjt^*bAb_s$uHtJZ7lzFLZWc89Z(2j16J zDpl(~LXNGmi2lMS?Jt+9?4qZ5?3TW~Cce0tF22#MUye_n-IGD=?YS)DHd~H*+)Gv? z?+jQh9G@p!Zm+n&{^sM`wElRFgOymSe#yG#4b0wuP6daApanMq3F@A<|MLl-e006L z`tk(s32*8Ta%RK^_&nqY`;v~J>`7w$00)CaBM4~+rB2@##EwtXLq!0Y{f6fX!;|yH z<{2~~2I9BW=d-)W2olTi0;|{E>x1;MJi^>!X2{#c#@Z|Of?a`=830ElC>RP7OKOZL zal5StV~kHf?7F?LS)c*)-u-~{A2QBW18n3 z##^UPJjx#U7ei7S)(i)C*}UAhb0rF^=^Ut#4F$^H@{waw%c zhSP$rK^(HSW*9$@GyOyfE8q!0l!{JrJS-k}Z_n}qr zKRV7=#@6qB<9{7<$_O*{QiiEv38;lArgmCh$GoONdDr@k!sOoC# zjuX-iaQTvi!SP4uo)tvi8qk_N;Ugz)b%(d<=+Nq8`IuYDF`X_TrJN~7-%NV+vPt$T zb+oo0eEd8LomA=d<`*&JMT`|$r(G?@I`-6E{M$I;+)EiEepywhl~6^Dab{rS<0aHC zj*w>jd9i8kf(9DBqFUE94mFuYa+_!i7<~=+szig*s+gc=%qg4tIQ=p$&x_?E8=4U&&oIQ{niOqIA`%RUBpUzeeU0 zsNWbjMAY?v+kj7aq!npJLCQJS;1H1G5IqkyuGV6$4>hSNKBm1@%06r_vRJik;yL=e z4sZ06u&bP6VT|P9Cc>KRI<$E!^RPeuxVVp@a1T-E8;DW-5A`GqJ6yGx0cs^q%28 zAwVpE?J9(>NL^Ho<5p&tlV4feEY*7p^9F6+$SI3*RTm=7kyOL&C^k)zQ(d^0tI4|4 z@!5KCB&G7ts9ojq<6SZEK{2^}NyHVDKj54Qi<82IkrE5gJ=IVJKin>kR$!Jejvr#! zT$hdas#-wNmFwkVt3ROW+vE(Vtg4dNcESPMojK@3W!f<^Ra3M>_)%~$W{O|Q& zXOusK66xmWAl@2eLFD4fPrmft7Cvr;(T1kuG>@=A z)gO(Z)u@Pw5sA|Tex^igf2$ZOAC95iONkC!9^YwLDhae;*@-ax(h;KSTO zSvh(jx4=SO!dwaeiaW(QP=XkNM}(b3#0M3_e`zRaiW&F5rzE~$k) zU(VOi{B8s4^cC%sPAKEV$$@?gMP*q7x!YcW?h|U3y#Z5Zat91VB2A0CVyCcwi#MrN z>0DYLcT1g$PI#`FB@q;Sn%^;0W}GF{Vm}UU2Ya2w$0yG>gUhscs8n0!pjjYD&pa>o z*VJ)Am<=Q~m_C7dfWaZ$TfweeFsx7yQTgni6-BfvcTn}0vvANZUVvvdC=R3#4rUol z{oB79dX|{3Yrtq2b_RyG=bCNpt}$gA8=%zR%&79XOdH|GL|8qo%yFW}X*Ncv(F{^y z^5Aszwu7_!(zr1oK*<71Q;`U7uHgV)u~On0yIm+-6MHM%mIjhmk3$_KotFE+n}KdY z-prmJhdzm5)T{aBE@FY!O2;1}!GWvO&Iq>B zOD_;LL>>gE&^*;j5h2^rS--X}g=?Op8P^l>u_j!LpeDFjfBQYjNRliL%frR%hsrVe z_K^y2foF`5tlt~^5Ts+Mv$E_|1_#q7zj{Q|=2+VWy)p$WGVoQfbebC*5jOP+y2@{E zi}D_cDC~H6JeN;j$4LX%T7tr#=oDgTHlDYp94w~|UAdOZPmOZ<{aFR8^LmdUth$+EIYIpRsrAxW|K{uN%_ILn0Q*8x5jBSw+4 zko45>cqzy|8CD9vLHSI0Erx}KAJ{4$S#P~T- ztR9nb>x)dbN;aY@xvt^9Ee9_OvDl$UY$lf9`Rx6qTK9im!r#Q>CB)g-6|7Lfk_|1W zboy^z`cdglRUT?#=r|I|fW2Ktj1nRnAku{V4j<3W1DyOsDJC@?PG(L~#v!0Jh%_(u z)EClNR>s~n%Q~3?T^tGBk=|t!y^L?J77faERC<;=e)Xtx^p-}AvuXG)-~*$sV|90bbIaGB8yj}Jh@#dZms^dZs?kBBQ^t*8PmX^lbELsElwVQ1 z<&`)@ZsBp2!K9+azDnd;0_*5iU659@QTI3@#2Y;NWvnAMWovCiPF;Q<9+arDADsQG zX&>qQ+)CSPwd%ml!702-bz_`uLft78h4fsw=mw1rp;!q_WwB<)gQLXX_x_hEmY(Wb zmFNCt=^hRx4{HRiKyv?eO+gak`rYj$F?g;YeooZhxsu#v5NQH*6jx**CF+D;pK6$! z?!XLvXrrn<>BsYZiyueX(05IFM^B**3S#^@I8%Ga0g7^~(CT5&lXx)iDz+^LQj>tG zdVPEViM5J_!YI!r34LKh+L4ds9N{UPZAE9&WtO?q-;4Q`cMfT(1%^J4@3x6Be;`P} zGu>U};8;N-oWo1&Olf+M9g53;YNeh3bI)CCgHSuMpZb05?R(eZ{ zLHaqXE=61&))Us2d9Y^mddYpeGmmJpT!HEi-b!37!`YZp8jt2`R&j=u=Rslk+>l)# z2pPX;)D5xTXpAs#kogQQkj>cUJ2*YaG@={09#Sj@%uWc$0ZvfuzwtL$xnuN$wMlYB z%LKOKMLg3qz$rGJz5qjD{!k@X(ATQ6Sp%=b5PZA%>XEDue~7H|28yQ$I5ro~b#%8n zH*-EXzrWE(Y|#XgcRtI@P4$J0>M!TPkIpVtJYAl9pW$SZmw?Y4EUlWeF$Ad1vOL@+ zz=uEiUx@_~aAL8vLcC#p2q;7O^}(L#?ir*rg)daNVP=}VCQhJC3okp3ZFviucW)s) z8e3Q6xFwlIg^>!B{Q7m@o6>KNS*>C9Ud3oko!=rs>o{fykMja~@ zzGH2w>}Cb~M6fKhi6>5x-_dcneFj(;1~19PUPGE{%xlj8)UKZv=1<|0yMTz+xVB-~M`X+e$W zU^5;0%7@;czHF93MmF_NT})nTZ(%)_W`g4F42OGlKJRH9Qoz+@WuHxT#4j-WKW38q z^W_ZLU2wxDN`kPnu8x76(oo@9jR@7oWVieUL#AN727KUN2#HW*@x-{gt_8mbTMZ+) zxe0`)P(bnjg08)CjKwF8-J>k1(N$8NGn^ETg(p?TxMm&~sG%#0N9a~S8fuqRk!Nr6 zs0uq&T=J1l){No%>9~Qvh#hiUK3C1w&q~~g=oh7#$t~jfupwP5DLY6lPVN^aV0$Rq zsxYbzJd&mu!LUvuz^-g4a`AIKQ2ou1Rc*gpmN6a%+n=f-tI>i*&8+UTj;igxILSRF zK;Tfpgg&)pOHnp34s_8~1*!&jg!lVQermRm`p;EeW22=>@z*nlpF?=$GqF{pZ_N7;l)aPcJ0BzPZ_P#o&xQ-l{PMD=o+@Hg=o-&aNIUUkp!AY z1*A*REcmeUCc%FMC)WAqs*e3u=FzBF2N~ccv>ZFhvJ#8Sw^De@d*e*Qgk%K|;0f>a z;%n7aP9Ib`QazBX%^+2`jd=aROKee@$;jpO!|k$%)S&2T&kZ%E+Io=#C_S_qj+9BY zJFD_LrzlLZKIn6aewu_D9Kt2AZCg_*<|BV zubbE2;Jo`rq&25&Xle?LR7EPa6z5x@O*@N;!f09X77v)X@`BaLCs0G3pDBzTkL31= zQ@r%uZM}SO-Z1efa%2dakm@86?KEE z+c3rt9`dyy{gzubyA_k^m0FWXR0YJP#86{p{)iRXLtJPLL1s}%oCX>fU<9nyQ|}u$ zC$%U1FO-Pn_BVfC!1LUa6J@R<3a_trhzq}C_l+E0uiO9zDc~rgkIe3|4{wm9-=rL5 zg0?p5Y9w1-tn(yn`p5zHRc+3cuC9AHzcG$#h~&fzYD_K(n~;i4zmqY;Q^=3VF1}4X zjTCScml^x^W&$^|4s7y-}IjxW#3vknLb7${ucut>zUi3ssW7zUD(o%jKcQ68# z+D6)o2K_Ug1kva@kmZUB^OO*^UI~ozssAxmTKew7R~ay zcvxoK0Ily6{{$-skMjoi%*q2eXb(;ge7YQ-V7{n)Ag;v%nfOhGX%3`BrmUhUtUz4v z{dmU2W_>|~*}GJ}v6X7ddbVNl?yEOS?=sFcHi~l3HL=AZ5-L3xUZm1O;MQ?wSdRJj zGN#7D5kIZIcA)&Zn=q>|8+3EcZY*jlKLyQk0A%1Hd1L@!v4wK#Pt!-pN`(7%i3O*M z&+fG<#G2fLm1v?J$_R9Lt8CNV(w+u?>Y_6TJlb}6Lo1x~82x*3>=T$+IKdBF!U|D> z@~lom)-<5V;oDt23>EYI^0^^3T1QxRz_S8aMi&>tf}@cK^}g3ercrXb*Apv6s?n` zYB&aWKVq_{=7i)Redf=7wrz4BAhbiK7;|%R_sFa-I2P~lh^ZlGR{vLrgp-9jRv|dX ztiz&vG3$!)Ax(y~Nr9}g8C!dI3934J_YRCmg8mFiXisVc=?xi74a#YQ+k!{=DgDnvO`6H#DM$SeoU7`Xfq) zOdOIiR!F8Ny^GC_$Q^yTS$L@Ay;K#(CoPqfA`~zSG(}`7dSa*SIWa@Y-((M_xn+da z$`pNvKb+8RN(v$?`9efZsQ9iDeFg2Bq9;;R&Y;(0Fmrn0?Fy#sAB-4BVg(NV;RKes zz-}4CJ8YoYjyIYo9+|jkPG4H`+gfjj@9)~LYXX(HH6e7NsC!c z(WO*323`yp!)eoD{7^3&45V8XqNUwWe7>{IMH&BST%WzC zq5C`Gz^_Bt&7_88|Ilq5rUF&*a}ijsxqgEI<4SkcmqK$Ld*t)}d4|$%%y%9!Pm8DC zG6rS`iaJs#02YG_V^`&oY^t&`;UoihK2hegvDa0s#UyPn564tW9<1Lh+MD$W?fGpZhBU;V;|;?|UdJ@+X@X`R-zn*eC-A6mFBT*h1hbvJ)X~RRQ8xo1Ki#SP@Md5 z1KQVIrpQ*j;c!&>6O{^Wtg#aa1>-Jx0PsATF;XIoz!_d7I2NdMlI3~G8yGSQ>h%_| z)cf3zE{G#Kj!ht|9*hLUpI#e$;3}N+4Y0l15Hbf`{jgDcpikV$b?Ut{En#{sZ*E ziemXp4^yw$doBtzWb@}^qiq3O&S6hDQPa55o%)JU5uvdA2wB z9!FzZnR`8M(aHr>qG1i6loLQu?!eZam6T*l6i!r0PZ*41{X-B2 z{pLh7Gt)_(NVZwzgyimRV0MMfuiXRuuwPOP>7|A2GP;Gg&R5p#Ztd%TgzT6%#eZ!Y zVk#D^Ah`8NXD^B(j#8(yqxljKWgDw7 z$Tf-H)Ho~Lxq*^58W!hOso?+e{D|*=e|vuymszRM$6m+qi8f-TU}xH=p7{RMEcGad zW5wB;FZ4OsP+!@w{0PsiJ(yUVmXEyoSXhji?5GfK>g$Vzcv zcs02B_mmP(oHzo$$*^tz+bgrMRO4!L$X2T2mxSr&H+$06j+!dm8#e8U&z!gd56cc( z236r&K6=}3X<9uD@oJ2=4T?@__100}*FR=x9ox!T(h-_q2ES|$jCOidpP>5EKfZUT z;_st_%FN}G$(BIFSWPLRkhn=s;LbE^Dp?kL4C?3F*Ydsvo*+6Z8FC$KJ#+Gk8b&Sa z?HV>Z4_L2M95~TLhaHVSg4_un=%m=xEWKyZfxpS@fBCq02t?44pFMIi72J$Xmkhs8 z(!ZIQW1A(hZnx%pE0N+Mat9RixW_uaBd5zCL}|1LIHidl@_sGZrh15*C?C$8&cd>L zfB28+H_b>^P#8ajM~W_jl4r}lQ1GN+eD10O##=vv9lRrV=;nQt)oA*^${KVaQi4k{ ztTX!=K7=wZY@&8)tkF;C?50%FxUvMjHGoUVT4)0)+n_h@h=YCHxrYTe(`ypcIGZY$ zp*x(eA(Y^U!LwRM9oDFVbkfq_XY6NL?ZSWI(fN#VdOCQO zQvT(Pd)vIuO3-oB^2r8kpCx^wqK{Zkvg_ldsQJmGr{gb() z94%c6)Gb%GbC}SBfm&2uv0jplHZ?rUy@hh4CB>PpSfvsgb4N9k`=P#`JvU4EKY9*=uo6OZWNI4;{o9EO+cW(4nBNF@Jc>h4PP^Zj!9u|!CSyIO$Q z9aav{;>h2zT`nZphMW&<_VGj}-tEbm;>73E$t;KF@{)xln)mxbhgNia_;_X#2r&&S zY=Li%b;)^rlX`rgjOKoWA4IMorEP=}$-+hLo{{~)Uy4L!9}k?Q`duHTs!B?q3{1DfwzbL#rbUgEhgYxpN0H}=g-ETNT*>=o-b`q!!|9RWIrA+$gTH7r)2<}?R2`Rc(G(BzsfBucWbXVR$jiq(Um-AmpkV`|fo3wF}8 zU@iK}$qi)Dpz)I9P{6F*yPjFc&+Oi2VnsaZN=5lci{^}QR-3dkC6m%*G#PIEk ztFz^Cn5c3_H_*Yt!->ot%uaoL$}Ybpl_7o6KWm>Wh!Xlm{Iu*>tISow+B^Cz!lEJ7 zLN}oBiiM~VO z1(_qUD3cAW9Aq<^i^xpd`*igMB9e$F1f?PVhAECVR-VZ4jB2!%LE0_rQS@&GXrXk# z-R}~mtdPjy7KNr0d805ZapSVtoplbF`O5%)VO{n^nGRnT7rouJg6~SazWwQ$wxvAf7@sbFK&c-!#9_p;T{;a9(dG)8za@R2Kfk-c5l;&tTU=Sv$Q zrwSzV^$rMwSC>@Z!K-I^2D=?3lOBpx3ZS{ZvNeFyYb{OPjinXNyB%WoxZG|f~X zyP3NXpeK>H4w1iV?F93Ba!9GaeZ{LrFJQY~uOq6Deka5d0+FRWM6GQe_5m@iD$wa%TmBnM?8YqD52X7rv4xeY#3$Wrd5^ zWWSWqy2tIB5H*Pb4=Gpq1W8;pBWvg;Q;N!vl0e^ zv`D2b`5f#L>Ed{1CVNA4F!;JUKnTy64@3#-Wnl$gW2{>#w2P$c_r<~Y^1+QHh3c+? zs`U^IqqRPF>FnA&lEUqT)>>fDlm|*3;L=6Y+=NN3Ne3_rbM>N(MMKIfZ$- z3|pM7oU*u?3(^+2(@8YA8c)mKKXAKV$a8y1_mf=^LdV@gPM( ztL~*8)d`;|PUZ4e?$`u}ex5)Vp>uGnB^CZRGGC;P7F47@qee}@ZMBz+GJIH`aHlf0 zPG9%PssirRisWi_METe08eOTGn+YrDh^n))S7N+rVn&P#H8pAJ#9jHciG9o~-ZlnF z%qNEjgRRa;8$NrQ-@1DP5-!u>7hAZ!Z%H_r(bggP>a@J&cH2be@K={|q%y#aR@Erq&FR1!C4M_5|5RG!|>fYn;S@kEE>X9L5d$&!PMc9txrX7b0x66wimmK zc;_SIhYf2+^hXCkje5f;8G4Mg!*0LI1BqD+Gmj=MT6`MwT)gW9ZtIoO5Gf<4GbCk; zWmFH1Aa?My&FBMtsl?|nY>UaB2tZ0h<%gXP*CHsyJJ*hdVoG}GM*5qhSV>oN}UTIM^TG*#e_wgh-FuH_Tuz#v#j=@(f0s-IKaD=oz z#=d02brou(L^9@IN4rrv7hp0Wrh~RC>>-7wzHw%XAp9d>a2Ar`=nR!b}0RXr52 zrHERh*=TyVIZa{(cq?s~La}X&$fHfLj#U5iRMJR1mr`M@gB3}ik$C-A8ADu)GrUA1 zNW|J4XC&dITt&ELtVvO2^GQJHR zil)*Wtx6RDtNwE|@<6iJfT)}!uZVTnw{hjb&9O+=^ZdRP$gvYXuf>&R)E#!gd#!Q_ zu>O4nFRLE+rlGE1rTA%?Ntsb|Y3_9T@0-LFOA31x5ey$rEd*=kP@`pCA$08kmDa zk#Q=}DhC3qo3T*m=)1!+-Fh)r+Ol(ifiLV9As_s{b;oKsr1tT<&$HpYWW=8)PvyX9 z{N1luhPD@`*I2t#)R|t+q1^!9X_E5rp!e)JG1&`O(Bqkntvl&@Q$tY^Hnb>T-F|ax zkuoXdN&UKXBTFTo7Qg+(Xj}S;{PhOX7P4gv7Z2&VtE?-ipU~OZ`nn*?H0k9bUl6PR z?d+qNTDyF3NC_mXfAVPGx9`NLsnB|Nc7{N@bQe+9O5ic6cV@-%H*1{-qeoG&t5Fm4 z=%guVm>~aRjdP(dWMuvJ5zKRwsWXC@aP@a{S*X7C2(#S7rJAX^HGSJWlV_SXZC}?H zc%L+g-9yZDTZvF`$r>FB%TW*@0|jJsvr(zo{%;-?71S736Ch++k<06mWUWOQkhWOX zz_<7|v$0%1)?3>{ghBQKMF>ggXxUQd^dBn6tU}M^JW^O|hS)hNPcl)Z1>_3ESYRno z^r}Id`*Fr%B5V9@b(Q-3@fv)4M$v)W<0w@@4In#`2<&!mujnrF=P~e+ZB7)md`%1; zZW0Z7gY0FjM)^8jd*7~DWRQcrDUYA^XbIEj18tkzU4i+g#9fc*G|wowS`prW-Ps8~ z=>Q=jy(cfS7)et6{0qA^HwAX}p<-w>sxVl(vNN6H_nXk%#!Ta`Z0^!)1J>)NEwc0J z=^X5I%QTf`Hb^*m{ZE=5$}^uxe>L)UssIEbpXdnVgi2n&bfK9((CGuvEs%`_N*g3< zXf&PIA|LO1EL`*pRXuO(KsR!?-%S0G%Jo|_2r`=M&g{bL^u_ZOY!-3rl~`L`U<1<2 zsmkIGQP}Q4QG~l@?<%w>)bK;HkrjNb@eK8mst^zjSlM59iS<)3ug8U4B*2WEogh`O zEDqV5Q&15y&Hp$c_w5^M3bMsBKtkh-JR`(d(Y?DJ_WmY(C5O63dv)SIEMy+%L~$vd z9&h(_SF5h~jZQp2)1de``CY@;n$wlactU;b|2WokyA6{mpK1$^zi#T#gc8Lhq;F(ZQN-7b4nI9n$l}6#E?!ZGj9OJ znJPHfmugWOBvu+gTXb?_H)L{%`XZ9Pw7;P-rFvZBMwNh*!lkhv+L{FZK~y>w&xrl_ zC20~$o{@?!ON?mUr#jXFxa>}P;h4#D>;&*d_ccZq-1S~TQ{<|7#fEYrF%s>rmUsBn zm_|>x3nr0+fO0kM5~J-pW?vb&H3s#$OuD$Cip6Vn6dm;Psbp1(bb6v1>{8!Zg>+pp}y!&`fMrl^R#yt>d^Q3Ry`WL&EY7$am&ZK6fd zzmbkH+>LFqk%pR5S`B?Pexz5=Fcu+pJ>=~AKT<*v_UfDtKf$dlXHs?!bY3AtrPSZ% z<82StYDqXq(_;GT38st~60#Fd`_bDb3SStH;A$b0CFl>NGY>-_9K_CS*x*lWGEyYt zn9jI^arWcXoz!m~H~~H$8tkcIzn#xY%`ftw^tl5*Cw^XaD}iX2y$qm*GXcG4BF8#~ z+~YI-%{c`|Gx)V1YP3~rocc$!0F8)@7@0ZjA)@pvr3q~xEuuq%Y|o$$)Qj|MhvRC{}2x7J&SDo(nu<_ipek* z$E+F*{vu}c8Tm+&Np7wh1y!`c>+*(%ww5r@eT~{HkC792UJu>GzFV{;pbE-I_>o!q z-9Wg4Y4&)*ex{TIpyn`Tes}8#9WF2cJ-ufj$ixrTLJ`G~jcqhmD_NQEF-x^#vmOff zLG#OCzC@iZrIh~4L}0&(EA?8+G>z&geU_?I`EOwPRLRjSYPIzN-)kXvUg+t&okG4L z4q~6R%Nk@6cg|+_$N0y*6XM5KyULIT@jf}ArdSPz;Ovk9w%Xlj`+86}uub5RnEmyy zJb5bnl*G=U>gOE`r^bT6Wo!9z#bt8F+YjmNYpu}n!kF*fgmkGp4D6j) za@++Dl=ho1o<(w^D=GZC8}qSm1S;-OyvZkFPjW*XKBrVB4c!{m!a~-Io68%|*T5|O zo^1zin$Hu^tZj?zw*Mtr<9_(mS79o7stf$)3?MFKK8xV#7DU)LDT2= zqVg)Ug&a^F|C@M_n6zzqnEx4;SH8k*{a?~GdihN83p&?v1~{AoGU+i>cY}9K+FXmHDyj~QO+y%}f1DI-ZJYE|Fn2u2%lqXlSwNJ5@pu_}lK9?V=B!pJqV3SVH1U)Zy0eTOJ$Ca=lZPQWX3r|$g=0T7;{&tk|NnAifn ze{kMXoc^1vi>O#O;q&EY1m9p14%wpMAdY@xQkFD&_IzxJyU`nSRy4WXTsP%YDUvxK z4tKwtPFrt-cU=NHqrRamDi_BH)lR$D)GQW>nVa($YTebT|QK=^PI}IC11;m=g^OobqQ?pHIMvF z=b>XoJF>~ci3P`yl0l_3mWSk7XR1O~txzB`8XWs|w|RE^TRIn7Go|VFIfxuCH|l*FRfeXX3y$S&C9G3fB;eTs#{!X3@{ zJH@OTrKWQyN_?A&Qu1hF)1ywdZAG3}!EyAY=qaIRqF`GCA3HERG&^lV+EE#V<3`&* zD0kft(8IR-EHf7cVKJP-d39Vge&upo6M~i*3*yC{c}17CH5iWAzarkKXpDs&Ro(5C z?qoe^_7NhR=<>&S(z?5sb@Lx{hZ;FtD zEoJ4B=F7Lrye6gV9o-5Q2vZ#91evQ0Se>_6{>-hYC0YyN%zxd5wgS)Bi$n_{doj&izIr6rv zE&{Sz5yBr#QsugiE+;Qg<{t174oe&J z+rK%r8)I2v=IwQNRgR)9sWQMNM{YVnwwb&^@VyLwS zl$_p6aj_tfB@+`n>A8#-wPDx_y_d6+3RfSI%*Kj159coF*5hcz+z>~k7;WIh((p!_ z!8EA;14g}zE{z}tz-T(xlZZ=}WZ3?J@$^zpT$aU%K^EkMBXWA9Jr;|R%!>K*Ph7Dg z>`atlai;CH-Q^q-%OPp~tc;*}NuM)|uf`YW1X^qWkqDqsMxy^(Ny$dOEnPeOiR1&(tYzS9mJ) zdMTCA>rB;wauBSpNJmQ<_O9D*`@^G;s$4XPvHwB%a-rK_EsqsIKRcN`Ph{o3T+ zh(a7I-40PwKv&a&b=$a2^PQmSjPueI;|e&xf(SSg@Ck~d*vd_zL>Wbs<~;#t691AE zxajtNzT*oJeW@xLtyhHK?{7bcWtB&JW34);ar+F=`pa9-?U5Fp_eT(DPG@3G^)!wt zvu91O$@h~DYyD&_QGzW=!#xe5sj-@pHei}BDyj35g<>3>a9W7^!T))l4S2Yv%_Umc zE=V9I-V~MUM)oshC3>@`-lzjOf(a}Q#CgQ;IjTDo=yJAY-Mi)K6`z5FEQjr^vs zh_y3iaD^qhzfQ!cj-6EFhIvxvpV(NJSgjn*xOqxpa}RT8wxsTP|S&m?d>qvj?mFxOvF=sH)6)wZLl zWueHO{h8`Qp~er3LwP@I{@S2l)DYBuz%Oax;MvRtLRNruya`TC>Q>1VjbgXvJMNA_ z?L1@d48bZWm?&3z+3V}ws1u}18d=r@U`SSOGcQjPu9W#<<58Hgb%v$|HocaL4`16_2(FQw{^_)hny2 zY8j4pja=`vaEW_WTP_`4hw*FkG2tSieJA zm8bs;mm6exN^%uASY44UtDu>YPoZ(-UmDlkH@XU)5C2c=MeF;S-o5bvrqH{Wx7)GA z!BItv2_ivfF>DD$W!%V~C}a_8fx{twWDo4eVdV(Le4w|!MiY_aI_pAMhBlonIwVCvCUzMx5PK7R;WwM+73$`sg z*dxrj=Kyx3wJU;tM3a`r)|_g0vC&J>BY00E+9@~7@CxbwI@%hL!Psc41n9|~-iDmv z=oYZtf8n+{bPx$9I@WqyLkLZ0=#oo&bBv>U=81CPrhtW2E>!NHV<%}kaSH0CY1=N; z$1;xQU@fP+_NuzhQTgM^1o%E$s& zh0bI+6Z9(A*I1%@le>HokO!)(DynGi9Mcm|opWqlPEMP-a_K8u!X&F~o}1GlN^BG5 zL^+_sAqS#qv+||a&Dv(JCm`V&eFHrUw`;kjNvG?XChp;|s2|B6RRyhO*NOTg&*z`K zQvvHmHR01ZvPZjbS2=ab=vnCZ@HL{IXeQc;ZmexvCY?F}R_v#_=J7)C(Yfa0 z#Kixn{mGC+FEQfC%i4GS?xcLf{nY^xp;|EL)mm;M(sdWcnpyd)=OTUAC9eh>@XgG( z>ntQo1};x(4NtA*+ArP`s$qo-ssdQddoP*Gh7)8|ER~>G%Jf}j zFOr-_`{CL;M!u^Ck~iYZlegf@Lu*_%imI#v5v*$Jc}W#jtnht0LyO8MRcijhJ-QV= zr_C1CY3IZZjGa93^MjoxiurHwH1RBu2^$F(@h%-*S{5Xc1xIlb1k-w@>*v8)eidJp zht=*&)D1$O7IwDsFzCY9fAI21A+PyC349R;_@cC62)j^ZRd%*T>rFb_)KoRteBNvx z5TIncOL;zzw7ne$*>mg=7^qFvBvTao`fq>xpLgH=lvO2{Bl3NbOVJCMFGlcM`-x3j z{U_faqb8G!?J;WId#ouY-zX5CFss_AiYKoO`4DVuAo+hJ`6e)l@ngEsGS1}V7QAr- z1RWa{!CI0u8AV&Rv0B`@u$$&QhV18lCEx@|E%Y4k*HJWG_BJ_1P(JNzx0aBVF|?mz zua_Ft!`*t}vXpUb8j$Sb7+XtBS-8$(VF7A_%NUxpOM5P>lF#^?-mMS1!D+*LIa#oH|>1mx^iO(HZF1NG2MHxhmtDV2$H8G@ioJflT(l zH2E5eL{w$=#eiij0M^06K&94;bU)3H{54_q`;wn*O6y8e&V9F5XQZjs9kiF_y}v+1 z6yv=-)r^Q+*@%@KNM|Moh=r}_(13;Mo7}O*1j&)?*&FkWRIE$v~5)!!a%@=3S zWPkmy6v;@OYv$$i(xuqV8Q)O*1;5C)P_*)XHEi}I9HM>LuQ*S(mC9B<+rJ0aO>2qJ z6eT_oE$QhLUGbqxHO9=0UW4w0uMo+}av2+D`mfo4bOR?J`9kwa+sOfucmGLwJMW=z z46lZ{kC)Y90{#v#r&~A)TRqrRKQ%$~v{9K0AIHyYYFJr$v9=c9?yuE)_;-ySz`XAV zBBoBlh3Uy8SNl5Sagx@uigFZr)cDxgR)x_%V6ai{^t}DkO3{G8d#i6&=c)Z2Z^YKD zFR@5SS*CpN!z8#YfiSUm9FC@TXEYNk(SlGvq5*Q^iNU7tKhKL3DMc`tY>WNX6UWd@rO^j?Cm;n_{npz^~^XE->ll6q-aQXEvTzw z)S2M1 z`uR0_+3sJ^0*pg8L>Z0@U#0ww1nAJJ_CS8#^>D0_;r-V3V{ZhE@+alG){UzWNVFK8 zj?VIH7;bNkyG$n<&pz{H^8L)gIdyNCt{j?TNzH-8O4ksW)tGniU&)gpQB{ z+0~VXrj=7wElO0=*h>6M2WN_)c4zlAEIaq;V)P39ng|ndZFXe3mLbWr6kBn~QWF-F zKTEDyddwB;B-&9lkqPs``2(oNX42K1HwqeU)o>9j{_-m7Iw~#!@T9BFK#`f#gL%8S zEOzxn>IIGt>LDqd7My+!b$)*`XY@Pp+oOS2jIa&UX5Mt;hvDhd;DanT@@-UKxhp=0 zG3ab{-ukr-tY0QGemJ0d@vnaMtEX*rd{UG-DyGQ4ss}WnswW{Z!5vH-TDaOyi9Xp+3tgQLdqbZ8%@!-+<@l0_{ z=%Gx9P4AX0-SB;m^GQuQ9-3uy z@k?hdJw^FH#M;w=xFt~Ax`dV}!^rBIc(BB3;$==}fp=gblpoM3p=lL;*ioM}3!K+J z7(?uphFf|9IlU~^wn&1Zx2)~3Yp^_0N-@gYz^%Nm;(QS6!=sq{)Tnw89y1-S#c9Gp zGZUMEf5sz&qL~!b=qDKsb%NWK)#xOVR>Jd&G75QuCly>r*?Ab9>9X0*u`q|t$A4W(z6TiV+9Nb`4a3vofh+69eZVQjX6F*N^5C(R z%7+{;U-$cj)cM{cS}a&Ux&WEsS405oY}wCLKl3dka8hlC!FZ1M1PK9aj)!!z56;cn zl+%RGyV#|3yr>b(^|$l$lmjH#s+)vA^X{A`4ez`6mY0Sq zGU+m!e)E-A-hQEZMJQjFjgPKGFTu|-0(TO~%_%z0;*%|Ovpq-@y z5Qd~L0on5H8P9#2{2qGn4fvxAzyuEf>SwNpdMmwq;k6+^r&_J7aMt+vRBFMV3Y}qNQ&vAoJ5I1b6_r6?%y(sv zI<7%;bHy6ui-`ui-X&3GPVgZkjFirs!A`A1?Qp(2M)V$xLFP}aO9U;Ng$|=$in9L+ zb+U~4#K`ad1UY{N3u)sg?WZeme|z5SXfW@;x=QLOgOzUY+4~>mUFDnPyv1;ow%Mbu zket+=$}oTX@#{uz$*Z5;-&$2s|2fUHF4hTpS^R&Ly$5(4)!8<@XU_Dxz4yM-Hf>dx ztlliiy?0!2#~oa7!3GzK!KNA0d+&tMF@$Cyp@bx)5MBa-0LdE&0b-5*nb}=6n|$xD z>l)2U+Lg33=REa(?wcZ5ZpuQ&k4DlFxn`nm3ANc=D1ixGsWFO5h1|?H8Om8Y*>q2f;B0?RJ z`;RhaN{zpSz!}Apk|KX5wx*7J+l1VKMrc`nUcD5?zh7W|_hSUc-`CW{ zQSUc{Md2o$gVKaEhDXFZd*>|EX5t3t#40__Lp7p{fPNQW>(V$l+T3Q8y9I-5;fu(C z%3Pd;m09lADiee9NFvXx0`CBN3)29mH0kE*ZW&HOq2pca~S-!T^6NCeSLE*En1JyVyJ_%Za zdp=8kfdKi_ zucL5tGq%vRO?*C}b-G<(Zg`-ja*Fz)zr$QZjeqvpXCY5AUpY;Ot#uS-D@;qmG6n*e z>)_$p$=`xn9ZJ#SHTUe#MyJsm`9_K|(3({LV?l%4 z9+M1t7Uynkb0-PrEUG)LKWMK`D_Xg_KI@5t4#IG|AkTYniybVwHRfJkva3_)wAJwc}vY@k0O*bsP z;ujti6RnKeizAxODF>zzHvr56aYEfv*%<btp*w5h$n;elV~2L0xHH&^H7m7)lLC*5l;;STvW9Zb-r1?T%3375^(zyA4uh~J2Nrq4b9Hxw(r$YyCA zCCln&CfEXw8vs=1d%<<(&P~ zsTc3@;UwvF#Ve%+#T&cZH)9}scGFbx28#JzF5+R$R*hP%Hhm&F$+ljXOj18JcQ3(_ z!pv@F*E-(ORuMGXrcROkrDbpid{fGsjne9`lcF{i2r3O=rD2p)l|(X3V{`(>AW24< zefVae+=%MFop{~HtMEMlY3O3LRQtE*eaZ;pl%g#TPj@SA%M}4>4Yz{j{w8voxB|>W zIPGpQd^7Mel3&D%xV}sA&uHIw8Gx4t8$)+LyE_iC0A&HH8?^pHR+S22DLl zTJ4vGvyA$yz(-}`sz=d~l$q5`b)Y!({c)2CC1I6a8}g^aHt7X@4&?=bgZ>Q7e>!nD z+D4Lw+F+96E_n!C!!Vb6q9jR}XU_^GBYM7Rc7zM~-ZfyT*S16M-OJNVvjZrJX*OhY z41KIp{H9@k&ty!)o4TS^y#}WXMXPEqx1dOj)-RPM2$psFPz>eQr!q7>nC-0!B&z72}nn4nuJiYzW*xG*L8? zw@3a=7>7BvMq#FhXg*?+^%h;$yWYN zlTpfeEyDDh%5svmxv@;T=qZr%Ra5M3iQ2o9j9#5NvgaN2#OjW-oz9g$Q=r^?k;}Qm zZwEw!_)ATM7bJpF2#va<>%l)P+U-#(i}0iYUxP=kR~olxDk;h=-4AZ2{AfdaS5!wE`S^sjVZQn- zUnDn<^rGXsDe>9Xv({RXS1M9^2c^wbT}e^W4|2;~>2j-DlTmbG_6;tCd!b4dFZKV& z=Dnq6)EIp?;`9LX49vSyY`M*CsN^79n}xG$g@H?Cv>S$YAI<5iDR(3eZt&Mp@3{~d zVm`x^soA>M-PP2T&ycug;NF1OO?qq$CumH_Trqf&At42k;I;~Iq`9whPs)yxnsjF} zPf|~7b|<|xI-aXrJU#r5Z3Yq6}xDr!rE_u#4 z0N}}olsBuO>xcSBFEG3~0YSL@^jpK9t9p`xWK`%qc-|G|N&#IctFwSc=*=>^%9 zPRxccDieEQm58k1lwuaxHXbxg!g|IX&|}Z+t;`_cAyZo>bMM4O$07H>him=ci5|W`Ii`l1r<8a*B8@O3) z1y2nhXOZ&w82EQ4o!BVTqn0(u84*86mO0v(l)2;01K(GJHEY*ivSrH!t5;vOYnQ_5 zIv>6yt(!{Ka=9ZfPmy3F`L|^4z_dc^UQeRW%u^2f!y8 zPQ06N&uOkEXeZY;!*L+)7f>s0S-m@Y_I>mN3*Fqzu-)U1uA@K?flE>LcW!az^L&*& zc+vnTCUsM*85~W%zgW3sThVr&HTHz_ton|h{dRf_XR*}#!8arcyjSg9xFv~W2&S1e zy<->ka#vz{nIXA#()=0Bh6Sr$r*PH>P-f%L{89vD-nz(=d2XiolF#iX>~0OOW=y~k z@#)a=$)C$$uGWb@f+YAGDyvxP*PWotm~sjFM4ds2H*ACF!e1c&QAOmAeQ7t2>e(sR zSl*L(v1un=#QboBu>@BzVWV2v0)STnwS`O^*%CLyegbzLosg4)QnR<}hQOTp0z;wH zK=olbp1>R({v1W$bR#P6>E=)jhBv`3hPE7Au!Mp_HBS3|$i2OJmkg2-FS}@MB~AiY z<~;ExvmVFIsm!XU+{l`)v=0(cEB-B8LlNRZudvpvk^H>{yxWzQiAe?dz4`}tO7Hde zlI4-vR0^3cJWTSGM{rR-e1w)rw=G@?d476{)-SXjV$`Y%cLb4D>`gP~tTJid&g{8I{@T`E z<88^{7{v1r)O1Mc(#eF@qZRZihZm$Ce7IjQv5f{u_oSq$CVD z;mAj++<*m3S~)Er@!>oGEs|N5mih+kIXG=HZy{Q<1D~E<#+gXR1Z2BI8)Ff?tQzUA zVE-*$R|ftQk*R@@>Q8US9V|d$7A&>KF`P&J%-vs_>#*y@J%|~{5j>P6=hxL@I&GYB0F_vK|4pOOL&yp7eJ`mzAg zTl`1m{0;2jDeH&fJf{`k0GU_|s}tv;Wzwb;?1n)62T;hNX%}b^{1c_@V<}xgMpi=DPm|%A=t`$t(v9w=$!e!F&fE4CX zk@1-n$6Qtm4E}t%xw6$*z*Nna?A4DdQl(QhtL7-x>XITPRsyIOGlC-YMV_ZG`ouzr zSERl!rFt@ssvtT7vSUJ`5j8}-glLzoK9X*2wm5L6O5LF0f|_o9XB>0xA2d21!E4l>)38ZvituIA z*vMnlnD*%=vA9~ZXM8wR794^wK2Fe?W;Q9_13;LC;?H2r#PaSqCV=*L3yNu94ZRKK8EaHiS$_Ra{Tm!sL{&XXZ za8i~s?pD28EU?@nPnRK+Fd88zk+aq%)GoDPSiZJ5t~NR%Q!A#@KD4Turl$t3F&GS+ z4MxK`H0f(73t|+Z{f*OUrOalIr)chX2T~b?S8F!yzr6V1@ST;_sG!lL9obbK*;p*g z_!YtpsHzy80AG~ikQP;+YUW79&FFl)7-R%aqr)%Vi(*VDQ@NYQNCOrUofrKfBaU)6 zZiuQY1w7e<%&0PoUuDcBf#<;8MK%#I7wr&uBS?j7IE}a_QN6T2#Cw=qH@_u5+SDQ4 zDH7Mt6l3LmPJ@+0g-HlwB@VxKeBhhB%@VPj1PyBh?mJxp21~uCjNY}#9E}vkA4;WI zT6=KihPmYeOJDI)5P6pKxI<1xUlaSz(j1Sw^yc14(vEjZIqV5(UDg-*?fa#uWsB;O z5nR7#^sptq+Od=~B@3twBd1NpYJc&pClugDwluAuA4wlvSmnAxrZs{abZm~MMB!)b z^M9$Qqa+3_VXVSNtdf#t3N9t`^-NWHyn;SZ+eul>ys+6)iI-QFtv1vXm+rNd+ZJ5C zDz@;HbU@^5uSQ$TL2nYPis=X%yTsE!jk>_nYcZO9YG8CU;5L$d5`X|k!CRDXKEBK7 zr}OqIj8Nl7VH4U!VA{@56;9taHvs;`4SW}H+MQ-jplRWQ^%<>KFbK7Eo0nhGLUsP) z#k)Exi9bE&lrlKMX7kB0YeTKqhhkS(bn2yCWY?}6_V3?6z7~9JI=|hG8SH9CPUu}j`NY5o~o_M80iUXKQ6*V}% zvqJ7m8YJKMbBL(yBUpt>O1)#S5!%vJJbtF(J~*Z`F&bPV_a$0bE0>7-2to%#3<{?- z(hrYA?k3r7-82S?^kjHet6IFQun&F}`kj=<1lb4t3IX8djvAu>0pvF%MGGsYYf&6m zi>o@PL&3!Lr|Q7b<9!6k{_8T58R)fCF;172HE6WRMKaz-6pdRZIP+?wx-!XF)fLvh zt8*3cL=q=N@y8z(8(<#17(NdP$^Xk!s4AKNahO6v;h4&4hn8AlSr$Qt?qb4{KD~fb z5I_saWt+1ikX1LU5h~GuPN+7LG!Uut*0Zy2O14q72lIHr@BFPq6p=zmSNo&l4V@v_ z_LbE0YX$Imr5IVf%yk+gOHXX7gfn@7V7hWsaoo?gl<1lSHgN~1hklZ@pt zTAbC=qQQk46GpkJz?R9*RCx-gQ0+lWs~o^tH718U~oCS7WulU z2|HtSmq{ZNK9-sa#7Nft(OsuPew!Uhz%&Y?qC6XXP#|?lh<8!)q~ew3t|S*9xnIO77xz}f)D(C;EnOAo&xUZ ztLDC3ETxd!%lfX{;akY3Dn?~g)fF&$BkP@|4p+gy21=JidbdPLOKphAy(EPKeO~E` z{A3Mir4+~>D0op{*+6rm$D=l~>Z%}|#0cWc8^?onkyfg5w%2H;X!`GU9cBs-MDYq$q)QvKxJW@uWwF4MQ{;(`fhRDBmLiEjO~pPpbYB9-(Oxu@ z#tBR>{#Dyr2~33;M%E604PvU0l)vp&9aJ4v-6(m`635yZ`dh_9v@&ZBeKJ`U_S2%B zBS-^-ip;0HqszZQKbcz{ zw*;64(H6o+>C3(gRN?Hx_~fbdbB1t7m&n1@7f{=}dlj2>HEbsc%lbeK!M%A4qot{E zw-Et=Fj}rRS7D@`Di3(`0%NeJOg+EE9_g++%VTbeSPhQIY#o2ceTm-c#C4?A980hj zLGhxhN;N0oRLx`>nBbb8D`)W=u3rDU`bzx6k3uqCUS>r+FPW$>5A8sl6(_eI0+HOj z{gbG()=D<*i9m&4?jXFCsFZ?-ST(01xT?qo0S6GlbA&r4B}C9LGa-abcAYQEceHW6 z?M`KT zrcFot8VHY$T5w1`Z%@F8Ll7iLhPTX}poTc17uWSpK(#t^PrMRbd+jU=WW{~6yLiZl zEjUW(173j5%`i**!J?{qH_8%f@yfjyOLhUJnRC~R@0%@{X2yDH4F?sTX-rii#o!ZF z_oyCHJzd0@mO}6$9K(NuHjUsMHNg_gzsx-tEaGq!*Ex#F%r~0JtZ-d3!#rk6#+4Z& zHq)5S+`A{FFe;r33=7vvQ9JXLjCugK0^n7HX$ob-DrxnS`deW;NgC#cPJPeT z^fe^PF%mV1S9)AF%51lAdaV)6%$3cnHCo&g+V`!bW*=W@2u9LTYirVSa1zzMYr6Q_ zMnR*l^40#SHy0^iB>n9~Yj0!vh`HLLbsHmfrea@XwxR`)lGZ}UP+#Np41Y`xpc#P% zDzw`QefW|n!xJF;rc}%M`b4#!5sm=*O2WTq5fwOUGx;ePNO!Ir05mmQdec4Ypx8#Iz67TlSd~ zl@X2JYlzP+S7MvF@J;DGH7n743GwKc5szalUqkF}W9>FVoQBWSDdjP5j6)$Se%HV3 z0xwu$Z6HY(8ezoUs7rv$w_-oO-Pbek9QKYmt&~%+TERkZBN^23OQ$^egZNMJ>b8aF z=EdEAM-3)ydCmB0n=g(NsOIWe3!xMEsvyDgri)KTz3kL$nvU)|k9y++A4br!m8~L3 zDS}?zv>5~Q&+VH(@amUeD)+B(a6Y_6%H{eLwdf%(fzrPo$dyV9!wy^uX~w{o2*qbh zTNW=BFmMGv3x{qfQ4&+g<>3a5G&huqIl|zgmdpW;nRQhdWlq2O1^9Pr9zJcSM{5Y` z|H)Ud2%66#-AUao{dNkC)IV|I*I|@^VRyqG|5xXM$H9{mPMm#Fiq~j@7xev&U|gEV zXVEA6k!J`D$2~y|M>t|aEo^Q~VYug_4SXigxjPdfP0nZ%|KayINwY`It68HckPO~1 zdyd9}pf!kRTgpzVwG$izhr*pHkH)I5S{-#_B&7JOV(eAtNVcAnV!ziBQRP&ocZaGu zC1YRgLl%rZHgc3_8D@r;A1hmXyA4Udvt@!@2 zNQ;!;nw3rP`acVMf!upO0xEu9#t>Gm`>K}$h!`bFieozJqgIr_G~%}Llhib8lA+O; ztXV|?>;Z-mZ>z3mWc2|sOa5dx5nR4G#*mP3h`+B=5vs^w7kmYxDw`@-)DfSjxiG)^NfF1X~`%tT0H6Cd|bH6gGn2iYD-R z;Xs}sdGTKWl+g$f|86*VHQ2jRQ>Ze$gEtVk4q$*sng~L3ZwOJXzS4=I2&}ZqlVCv~ zBWPlQw$xtfv0Z1bPM=>-9lzBJQABTZM4$JjrKQVV*V+g0~9v8G(@qP29w5?iutk&buHoG#sdz?t00CT?)PdoCY_>4;@bE zVJm@~f0oITq(}??$WrB7Tx4Xd%DRzN0rhjNhgY;K`e(T+4 zz4Yt!;f5-i57a-n6rMnSR5VrUBn#iG+AR0Bi*?x%JGYR&;-zv``I%Hm;E0hKy-7E$ zYh4;Z%9}=5#3DesXfN_I(70G3gU{fs*bMjsOHj}Zc(NIm< zDg64!{Em(rw&|d>IKezWf!ETM#WFsY1t+$(QS$*Y(~gr`{d|3O;1NHIgk**i^A-J_4e;m4hf=O6#|aZl9g~rl3&9LU^j0V>Gw>LSwX}=H8&l;PJPV$H zRAJJxG@LkcvKS#oQKOzg{AQSmP>aD6EoKzbH*79bOL;y@!zcbtU3k|7vA_um=KWPU zi)atWT24mlq%i3n5G|Ma#4g_ntPt~H=UgjAQ!~rkH8Mlp58|gs*kw;$BAFT)_H$mF zj7L;&&R3D_iOOn{6+bRl=7{Df{AgiCt#4TKNeX>5r$g+Ap!Tx7eQ{Iy&cxGMN)6zn ztXg~lf#ozn$1{}ug;2HhjgKD))vy}z+mFIxw*}xn79u|uc_SZJ&L>}0PV#j0SuEXD zIhi+T;twH#<~}cmW16dLYdPxW+FF)=uNH|212>#hGiqUGwagRzzI4bkicQUZJ`7j- z>zTo8;j_qRs(6Vnee|qBF?IHhnKk$cF#PGa4_-+!VmOZx7WK}v5Pjubs$*lqU}R`5 z6ql^?;}jNhM0#gNzA23M?no>l=u>}^zHmpt+|QL(mIx=2gzKGXEkTQ~f%*h;2T2B@ zl)0+U>k}sS(q(h&%3MOgVJD3!QHkr?R=3DJSEo)&(VrjvwRD`7O!=W?H_y-366CL| zl%DdvgR|fk$(IC+8t1t)agq#ktBiPSP*Ioi7-V%ZpR6#phGJYYZQH=}VFn_w={vNO zr!C+3IPu>}@du<)Ie~8pDO(r!jjx<47=&qUtWMogHVN!+h-bDp_k~D;)IFOPPyS8% z5dQ)&@jvpR;DYBXd_L6BMAGQK>nLXPk^g#TEOYq~$j>thGXv1T`GU(>Q-(ZCuwqxn z33zi8Ln@>&VsnszuyLo65g##|JT@PAt=`p4QZ~&TpbtMFHiKsh2l69cpVI29T1<}; zcwZ(Mz)8#~UJ(t}s|`YZTFpCVHG%~VzF1uw=0Fxq^r0A}^h-11k^TE`I(YDo!-r-6 z{=wj8m`A=T>br$Uu!H=Yls zA>fXwfcP1DFdF((;+hDUh8vzEy`%g*$*u>6!8}8L@>bN!#FlRk@BI*a_VRMw02c)ucO-hHA*dyU}1m$9LEP}_oV1LFSUgA?jbljCPD9Co)ZW1p6>!jmn zgoE43^pp=Y9X1*mZPfQ=?Occ6&IaaM=Sopbrzevfk4#KS>5*hY;=et5^r2(NkTlL9{6Tv8GAvuAb#PTV z6JoFThs^d#EjNl!)l|2xV^RrbMU|Q10Z*uPU{yNMsB=`N-700R&xWraUPaO6Di#~CF=`%2^7o9S@P@l zpc;kjbN#RG|AcyV{mY6^`!eI*IN5;1a#QV&t{Pl$n-8YIZ#)yJJCZuH%OHLpB?&8Q zvw`cQt8Tl;T9dM9j3|zfnuxcig}|rJ)6GXQ zb=PFCu>9itF$jf@K0W8#)p$EbL+*A=ZP_-ts5dbmJ|*SHGD@vLrC3DlD_nzMI1>0T zn9<>YrwHkXS-2n3NUTudK#tTZsG>>}F`oJIPv_ z7k>d9=>|$VGw$*J9t)3MJEM+YhJ!mofHqAYz9dCn|BFO;i2PP5M*e;OxOQ%Dx{I;1q)p1^qB5QAr#B}CoIPz; zBSEG@z_DerO6;BUr8{H@Y8KrSkkQpfe zfrf^IORX}~5F1f$D9nU~FN?}?#i^3Qka`fl3j{V~kdlBy-Z|gV-%PCa#3THY>K4W! z2!YRijRdpSJZ(wr9+Io5X&v}wf5IwIC~GYPlcd0Lbs>cA2#J5Gp=~<4wl+b}d9Slw zt2V2f67Gss3#h|0V*OOU*Bh+CO`Ox8Y15lXUh7{;BNp`P?8c44!L1vAzp54g3oyqC zisaL0W$OuC{ABM9NTb>M-r6nT6Hg-H)TX1J+X-A+a=EP`DGcJcX&ov2f=k^gzu%bY z^NSZxTHQpiyCc!g1gqOOL@|P5+FHumJuZuvN@i>kZ zpd11=D&bLns7p3V%yKxnlJ12tiu8*p&6t(0{27{Xc&Q1e8$mNR+}t=bov0^|L>T^W zYfKp&*CQTw>*5YUt&dCyKo(*X_fZ=<=i@dOLCP-NquiQn&}OKC{v-ant9rI`D-zMe_?Hjq`(#^Uaaey%cxqYvp$wgiREwe^4y4 zZO<;N<22%}Kl4^dX5|NvNFci@s@Lg(7|PYw2`o#8^$8opn^T_M9PiFGd)H54=WHZt zl4a_rT77nzhohz`h!7}X>!RY9tEG=)G@y0pG*7z0#r90=pV^uqE`2^s5-6qbh^J`s z!v2XMV&3I#9C(M6>y0xsvpgt?GW)-fzR2bo>a17=Nw3YQ6i(Y|@I@)Vlv%CkjL_CB zI1U<&B7w|~#J?9hWk~+NfG|eVJHTTItE26?W6kVpS`OWTw7mnH?SH8&jhz88eA00#Z8nm1ilsj zR}@z;D*!bhy~RCO2XKngy^+nal&H~aaA2qs@_W(r=^~uTj-Kq~A1JC{l*JX?_xsR*(TK462Thy?%&O zi_@L%Z(R*E;g*NJ#4Z??p=AvRw3zrzVcGm4B0gdwTEDmpyXKuX*haf|e=KF#JX?S` zjJho#{&i?( z2l9oj-E9mRa~)oBfN>KVbJvCyr8rxZy8R~zhU@wBa}!me>qbmCB2$2va|jAHGc;P48TLS0b(swH`Mpf|JSC1h zZ&kBuwTgHc=ig)RJ8s>#Muwv>L@|?)Fn}aXx;=Q+&&WoO+(Ze|4Ii+u?=?#&C1NhX zd#vTbqj3L$vOUIle#>@nWFT{r5EmvPo2wcTNa`4VYh?O+z!*4HCIow_Vr1?dnz-+> z?qJ=W4G9IiG3Ozzc>OR$Fc8RO>R=WTfp;3@W~9Xo=>aq!Z`Pi__Nw$-f168FzzimB zkowJ>&|0D7mVn)kaZ(B-FXx>zM?TOyhx7*RT(Dv%1!A*%emp>=9O2mJm}kG`AF44u z>5ZM9YUXy|kKwQ4>B#gxit$MiH~%Q9g(bNca+tiHeyjEjh*@C-+QX>bTrqThA9nBg zZG|VXi0*mYa&A42jLPZzW^T?s(4I)bd!8H+q?kh2&~4Off|C!r6C^x(caC@HxC*#> zz{J_KJQl(c&q-)%;#3dGC-*?ac>G)(r*hdFGQG=u0jsx#t3zs3Q81@Ic~kUA9IY?R z=&S&yW&UCCb*ZF{UW&JIH-WsAnpg&5ufJ^BsT$0IbMDkm^6Wf0)KW+X}zP6gYY*v<`|`-hu5lv7Cs9&+!6Z(q@#~TQJd83G8+cq#6q!OH%SNN8oRq zf3q_2KE}v_(hrVEA+A-kO&~hK<)7{Qo2;xm1>>TaCT?bn?Kehoqm|4w$xp+thoBq= z<)y|>k^!^2^u0Sf0@oHLcyB;@O>Mr2iUSACZjySn8QYee!iOdV7oL@iEdVj7s8--C8$n|`N8 z?3U$KoR>?KS8?x28EpdUAqXGD*N+z~pOjflK0%ZZGPkG0xG)ch&UY|yD8KsDt#24~ z4!v5lBe(O>fKLkH8r%*y%)~rBZ2~fmj|`difz#O!lXxeY-=?h|J);(A0L)J!Z3Ld}QvJEI+s2xzMd zFGtSxXB5{C{Gk+)G*YG0|0S2*IKWr3r-EQE!9z)MZ7=AC#gda+N0^D;b%&uGi&XYf zRA~YQ93DZ%+O;o_pgm-UGQu`Yf5Sr)3VPgW zTLvdLz0R>FpO0ydR%}?tarh4_#=|Fe;8rD!cRm0?xZUFG8uV4l@@O^?nbnGiqVSY@ zJ>|L=E4hSJnPNWT%sX!^hhuRLA++K~p<3o#Vwb04h19;wY_ z>k{MMmKKwe6`@V=@mTmmimI#o@KS<>UF2w5oet9jAx6q~$v8)q_p_M-^%+f0_-uB^ zM@ZT@4PAUm`sXo6970`suq2AOD*epX-GY6a)d6bKexnq%;~2zbKncb3k^wf3s4z2* zJSr3V;f^-K+qgv85h45=rTV_iK}g*)FVSK|IigW>$5-$2UqO3jIWO+rZpi+J%;#z= z>8>Eg2d?_+x>)PI^L1>tY15XILUG-s=|M}J*FO`$V}W%BB>OCxELO>zF*SK=$fA_& za`U(Gs#25DxAwo6N9cKU4Q&$d_kIpxZadd-CKYlQm_Q1 z6qYNiS@fr$&9FGO6I3JvdPvP258nh?GzGm+(FhKp8Fc+ntth{hLWH6M66=)0mOqN(}m5g7bz>Lb@FN`SGhj%b1JAskV6p7uEJS2v0LGgD(YGzPAed2;CtYyM-;_o zqs(e@n){SK_DR?Sx7R{cV~iDE>^aWWVYgA_-@F1>g+4FiuTOOQz2jS)@u?~g zV&ihP68_nJQG*eKnU^o4rHF&v3qWmJp-HbP)$7^93t86*OH6Z@BGJ^c)7~=`w~YG} zb*COw){ASl7FBBMv-GHy&B$r`v+1T5KV;LZLp}MAId+xstGc057nB!d=raDy!l;i& zJ8LFM$)wiOj-iLZI}0C~H|5rONsjdlYk-GULy3_bS7K7=Lv9 zW#9Kf{q!E}ntBkROK(w=8g6#@#-ltM>;Db`RsjIkFnOalA>_&ssX7877UkHZL~~EX zR1p;u@fr3I9{N~rM`E22B!ycvjx`;p8u9%|Y@LzR$vO#!zANoa#94@1ssjYH$<}PI zr?nol_hl2?qs?$Wxci7_8T&oZssMpzpOLe~U(a)}CgGB(!H`g}oj-1Atz5t1D~`#O zZxlz53mKuprr-Li;TlD`j}cL#VD~bxX<0iMS*(;N1U_XH| zmptb;N&Qc#Da#Tx&VO&;@14m>%2dJZ-i&hB)TW5>+E{!DM*QVn&Kadt#S2FG;urCu zacS~YGeB&NP?r<$74ZWD>+lh?b4J#%|kStubd4VD2VHa_fRR zh@)Kc3|&JvmAvWnNOrldz2xRO#)YH_@6oKrX7VO zw8atn?mrDs#rzmdfj8w4Ppce&O5yOp^^IdZ^bA){i*Fe0M-?wEY;N!Vw3oSEQf*~E zIj?jGo1e)ZS?9bcu?-*pH800o(S*DagV5CsU#-fw+8qJ+ZolmOxX`Ku)DuK!oprQ2rzXwuJMFXr`XOF;2JJ zaI*Jje`v-mL$67awd3BvnvovGb{edvbX78oWnVp6qcXsm%vPAf3!wJr*V!I?uj74Ulm$2v>?~`JAWoR6HLI@Pcsd&y^)x3B z(Viir&~;IUa_m|9VLo}HUqw>&457#urPa7mrtaZ;*g&)8mFmtak zMQ-<_5PZ}raz&1+$_WE$tQ#*p)L+)pRPN=?Da?(} zGi-@vZEu!b)83c^g_Cg0x8&GdD{9!xzGi-Hvrz{YfI87@jz}zhWceF>TCiSCr$Kys4?#>j-hEJV&d;w- z4}4k-N~T-JGP7n&{%muLmY9o*TX24(3Srf+hR0LWTj$91?~q8|KUhHG5UYODO}%xj zSk0cgDDtZBW_2G9`NU zIZ+s+?d9^z3ptkj>x6U>8^&0JT`pJ-Z^uXvG?HysBktYV4y^VZKdttC$fVvb`gmJC zEVJyp;P>D}dLZcPsVixsyfI`AG&&2Mo3MLntJO1jWNW>vY4>A;3FamV#hA+14>@%h zN)?4!0}>9$ztqQ+>4lH?H(s_+;s!DSgxS*2uyST!IVU^HLWYS`R>vqYoB-=-;}<=O3PXg z2(fgc_j{BA{x%TPf}wBT%I*0sOy<6q_^{Yo zMuOi0)EDJbe$P6+gwd_yt(snOtG46MW$s+rr)*;v`tub(=&%>SfjmDDk=U!qNQqIE zg)N&Q1g#rG>011oXMc?!(hLg#$rulY2{Nf?Us*iH?^TXS0Ql;sd0hMmC63Da<0n$1 zSd7tnm$QDvtlp5mSp_jfbCtg*py63kjOgvV^aXnC=Ub6xx^1fG;3`qZ;`y^b4*a$Q zK({`HsiA$VtK&EOS1?2*VY4~}MA4W3F^6H+2-4YVEcl_v?x%xGnBj1EBD=oh5Ng)r zgB&$#_v{Hk-J$H zjq>u=!2o2+Ea-zr9GC3pby*o=Ox-z%&I(3q{FaA~%`P4DiHCgIQFl00=Q z#qd7iJ0Md56#PM}DQwc>wf_MOssTye%rHzL)u6`da3e@K({7JQ4FbUUUDn-zVdmOi zqV{Idcw@wl4(Ft{c-Mw`UiHxvNv-+(Cg`$+P!knAb^1F`%N2c{RhEkf@fj*f-HGuW zyD~-)f$;vq8DcittV5e;^NSd6V)^sVc$YASh~|s`xvAk~1yRLmm9_98aTKFqo&Bx! z*tF@`R-gr|$Jf07&zHSFwI7ti!?J6$j#ZQ#ttzTlH2bhVfj_O&-Iu(v$8*jP-$~vu z^S^I{k0KIfEi6V9`i_2NS!haQJzMW%8lCrxMlHYQO?Ij;gk9FN;z_`a`m;)ibg ze$}5g`AXrt{gG%!o zo(st@iJ6c?I9ebtt&8jg%Qx&=m=z7gz9T1}*Plv3TYgcl!c_`CeeT`kvgx2R9$STE zjaB$@>GosPW0i~o47oK{_1LL}57{G9`pK;>V^4SHpg zOzqFyFS}~(Gp0(b5OG<5RMX}dp^0B2zACShnl_#(e%CeAvi-yyF)IhT8^v3PZgtL( z1%24oonZG#SSY`&f_6}0ZBy3~?}Rx>J80?$FCE~MU6Gnxvr*?u^b*HlCyPCCKP0S7 zrFo8(lPW&z8T^VXnU*xjHv6Fy6XdbS^y)TxAV!t0k^OCSA;xifS}CNCPUer{M$@o% zJKk3JoAJdo`MB5%e+p2GJ49!tyA;Vwe5{KZF{dITzM{_5m`oUYZ*X20$XJwMvPb-b5VO*tybDlsZnO? zeH|Ema6i;gQ{7~h8xJ*NOvfZFCEMA!LqZ6kSjMEnRE)OhMcC;Ta@OlDivX9^)dp8o zw-It5WbK2n`zl8%g=NQ64RmNk6X0N7;hP)0_YXGVl0}EDocRz6Fdok6)H515XmYg5 zSA!dRrqC@c`8HI;jWY_+>n(kN$N|L^-<89NYm2}ki$tMn#` z>M*h#F%@m8W;;-Zf&XTjX~mS~M_d4vGD6yj>?&3f5Y2WZ9tpLx()C1p6wu4h(=vY@ z&dE|N$|t$ue3LB*Fdb5xw9qTdE4dZbR+_iL)3iU$vILcL?GLp8ULAq$Zq+h6Q=)5F z3I<2$IGvZw+s4SVJ9U*-r@vIC(`|l71wiAy|F*i5?K`5F@7`T@m!I{~OEPC+&PrfO zI$t!|O{SS@HPY&6;6*cclR;1KE^?hDA=kH-QY`ABv+IfA-L4kVc7 z(n!Y;((q)5dq8&U4}~?@`L6Kt7XPu#qz1hF^)@@bF}A9*uBxu?uG%en9`92m;M3FU z{Bu!<6fPZtzuk3`MId|7@;GG*&P)ElH2k5!uryuP8LL&i7m7I? zReL`-ge6t%6!NbQ4{@`y)nf8@ojVf!f&b{EAy(ZWT`+6M`v>0zkIZ{yTz;z<*+#Bg z(bkvHN8`*0m}fByDra4CjzsJmbgjhhzyz;=FQr{6zR3spBrG;+ZuG{BQuioDAbola zpAY4XtizpB8h^~uEMJamvL7kHkR^|LV6q72g2^(2{ARPi2e$hWdok=acZZO?rtvR> zyfmGOW%W?+Sm{~jQ|}5b*ltAxr~q|w&sA%w&Kfj3b&tsnfsZ$Hc8R5P2Q^Bm>ejSS z0As$jh9t)GWIyzLu#R35au+YFCzMd8 zwOYrM9^JE-MA-5V*UnhuZP>|Q&RM_W<{oP7=(lWLQ65)MnI#KwhWrsPQ) z(h9;|7luEbq2^KU(DNl1%tyv&5#jri-*+6zWq@}Pwx0rixAH6wF(!f2k;oO5-tLE+ALsBMSboV#lCjZ{lc z(c`sk)U9J`?01CGJBH+wNmZvv?(4L&6sknu$m8y5R?b6*3f;w>tubolb#auMr7!!# z!8_l<<@;-DG>(Z-Ia2mis4{mw#4GYU3^#fqmgNENGtv!n$M2OR&A3)sb8UDZ8$&Wn zLnGyXC0R&E^Xc}Tx`*Gr7EMe_Y`7-Oor2TT9p2!N)*h`6{IB!I7p*YIWKV}ad+(Wt z>d|yNU9Bp#4=tZ@_decG)L{E9-iZ3HlCT_dQ(fzNE0ek2Z)}_($-fh%mu_~jjn(yg z0crrKf+-t}DgDw8C`aQ2@%`ULT7%|qU{8lG`;Hpp&^8NLeQ^zjwi>B~YL`;Irt+4O6RDic6zf)nDzI`P@G&+C??J-d~?CNSxa_kdDLusadv-*Z=-e2v62z zz(9F2dR=$Ys6RB#N5nw&S0mF)MRtZ8%Pys;G?D1EmwwL9zb0Vf+L&+HO~_!n^hB6h zN{k{-Ke-23$fUyI=L>sS`?WaW2j$4A_{hCi;28v)IH5TK11%(lA$Q4fR9$R|zOU5l zApHyvdeg=VsSzsHN4565-sW4Gx{Kv-!7^QGZTw!qYuxhkC97d5ZC#-$ z+TaaD5KTO74Mfr@T|9-t4{9-1crXVKYfK%n)ESs*aKleJogNlwG7D0E=nGuLkjUpj zAmPI&Rm@?kUKKfGs&qxau;IRevye#Yyb8NC4_UKZaA}BX{v&&b%k{gZ)*rg`@6;=d zQ22 zUZ2S%1&^NnOW^c^==NL3)3aEOW{yn%sM=hEPVSsi-CXxn1rOy89S?%e6@x}vsl(J( zr!;%Xnpt*8uuxSM)NY%D-(11tl_vWZ0PMcg-KnPB{xSB2ixvCQJx=8WH7p7vjF}%% z0?MkTs<2+Hc!`}3h-L!O5B#)JSkvQDYirnYzumjC(rBf>-n*!k5LYb-sexXv4Kk*N zz#sUgovFdQO7j&FGe5}XDfN*OWq*kH?GX<6f%yIIU~0v4HnO$mvkxBg7{?uv&aQ3Y zVaB^jse2qYLE5v}#R47Am=o^szU3*TxFU0HA=i9PaS*vGb<+pxijyyh8W;rxRe@lud^0%0UjE?a!F+mQf zU9V~gVe=sz)6qO#)qrOh`B&f)re@{hViRcvs-N@`jGZw$?euCQ6yFog$tI1c!7oru z5b*n(x^#9!jJTfVd1ps$G*Kr|cd+6c(MQBX?tSm7TGdn++#lv#Ry0v5j9B*UPL_GN zs+W`99d%)|s8Ay8kMbhWQMYGJz6a25HLGE|lzV@tL6%}n^Bn)NBl6Ne@u7A+GF;~f zSEC1*yiF`29yw}05@0Nxk@64kqmp2wh=?tu*|Zmw5(Zm^;in*r{M95|M}sN;W0q!UQjJlz;&OqZOL>YLd?q^Cvs z4cMY$DrdOq4th=GQ}ug(Z|G_j7>2^1uF^~sVQRTml%$u)&jNo-FjtRx{4T;Ynu#W? zHSPbt7CE2!lX=cI+-U>y)o7zl4n?YzKt9yDDR^ne0CqavDreH&eHSDh^75RxtiS{-2N5cZg`zH z>T6^>^!z5Kq48Wo96xh4;C1q6-T?mrDc^1&k)M%aNLIdmxFVe_(V_qQXcnDQ)0FS4 zK{SL4Ssrkts~&+|GlcAB{TPZ508srpBrRfDL6Q3h2*Gpt%)#V+@Mus=jk=1;W)6FYDUla&7) z>!_$(?WUVE_qm>P^L+;SaOMf{jb2ZhAs`}!85=lM3ntetL&8dey^`6u5tTM{4#F@0AbZU*P>l=ezp1r+&^tB8E*;27j@p5wRZ>6d$^K0HT`X5KF&i=zzI zI51ak0ZSfBy(%VbR{!K54n?h@TMHV6MlIo%;bKT00D701DpJOurtFqX+D^GrInCBp z;vQ+|7`NG*LYe5P>o$uTOm=(1_+8C7hQRtG4a;T+sCK(Og0c&zO;SeU(p`8Edr<0B-j`IGp{(OzTG!AT z2RpfPtm94f%hi-&Q?HxGq+wQ}%GK+~;B2aNc88ri2NkPkk*ARL&)w554Nclg&}h6q z3H;PtgBuFXBchBkry?v{55@-@yrDUhX6zO=f&f4ID`9T0iR{dVkyEwtr(hIf?`w&h zIJNVKs#OwPW0-2X?FufKB}_cI){!(Rm%-K%;P+1%z-cg7qiPeC!pz2#hO)@pswAI6 z%*b4}3m!htNi&HrhaT>&wG^&@H4S;+1n}VLo(omyK32T+n^>y*2TMYb>Y7 zOHfnK8TW$)k5~gd8d$Gl&bnIuwWZCX4?qi!cua0WF9(Fdvn>4G&x-Qt;YNo?`L+!4 zdeB!gmKrG9k+x&65xod7%^&HskFtArv68-HcbUu1K0;3%G)z(B^}>$v1F0fX(461k zKh+YJiVh!|b{;~K%AjcKkLm~Zn5|DJ9LP1~tK%smwDdX6i7s7W0cQYtpw0-2e*RvF z-Rk0>nn-09okH);s20Ijn;W6j1_Z1zP~2!TS$LC<=#?&Ym(i z_KmPiH|VX!+{nD@$UpdJLfI9ui->JfIwDQvvWyb3@A@%J z4&S73N+-`D!#!=1qhs%@5_hx}YxLUdp`Jll`Q0Gnshsz>uTNY-Y};vc+eKbpMOQDI z74N*d{Cg{KkBgX41GXDt>N{6s^UqZ2DX8C*42EP!*nWJ%AEg?{E*~?TBY%&!qUB0X zi+#T{)JGf-EEc!iS3%uYa_=VdwfMRn4OP zS|n3x<2Jx_jNV|UNEGWV`Fx0Vr^~XzZo-sVS_yl&LS5M_iUpjSb8R)19BKk?=-$ZT zi}+4k&NbPfx+P1N$M&Wb2KHgg>*FIbiCETKpu(Hen(&gyw#K|Gq~}Y$b}%|CRok#8 zv1n5pUjw>%4Hc@^ap<3$nll7wFXnkLPk^EWw^xkA%)hjiZ0~X|E8Pv&w^j1*7ZyS$ zC=Gi{y8|76uFxX3sfb8x!g77z=V9|}W4LS|stMSgD-O%0OO@j6USqyNtR8W+vmbF1A^~*hS zcQE;%#$+#g84QDKxf~p-tg8elS(l_kJUn%fs6vp5G@T=IIno?Z!esCgKu7AnxYAI+ z49z~qmt|4jk#fWy02(CPg6upQCkAdoraFvo|%+mwKKf$>SdYK3IheURF> zSe)~KkzBEULZu@G%h*Xzw#+=0LsY!6G)`YbZV9ETW}`#ciGz|Mx3yw+4H(ymwu&lZ z`&if#;#{YBU$z-$p9O|~mR`Y*Z7dR2>SBQcbt>j=jc#I&0NnS{T5G%g?KuJ)Gs}1A z+9gv@pAFKk!Ea*+#=?+3a=otYp@?N7TqEof(<A#{-@ksR}Sp__&}c zVt(_qV%5aLyMVSGXE9InHh26fz6GpG!&Er@ab6-8SN&&}Vm**f*WJs3SRP@qW!4nL zouX zHLN;p3vPp7*$c~gHI~L_pQkI$--RBoxKB^cb%#CQdA{cbYyMx(Lb@Dt2PYXh#nq1k zSz9@xX_L2{Bc1(h7c2-d&C~2eBaIly^ys%Q_4r(%;dSGCIf-z?QAEqSH;qKmp0(MM z*wcP7YissZItbIy;ppPT@k_6(ORv*@3{9L!x~K?awuc?#bfn&Q{1JQLXsxW#xJmMT zStPlZYA>!;S1RIZ>7^y<^dtXZ)!2P2#wZYy55)mZQ7KJ@yi0 zvf^t!$X(0$v3+!Asr2yF+$%1x`!^)!`}YL zVVYD2cc(|8jYSqCG@&kws0@sAGUe0zv&|-OLr?NB&=^VG)g0$)>f0@US`_XUmHSDVq`Sr*1?J>HIYeG20al)ggM*0rPFHq$MqL;)S zzWNc*lC+V47)p9Ekp4$oM3={I)S-cHj{M79c)fsj5?s$R`6!{ic+#7DuL`FRNW+XN z#OIS5A#cJM-cyE9oi@}E$=9PqvN}9+KYO1_SnDW*T+H(ErktAB@=8)$mvUo-W80)l z;Q!g!e9sF`cV@8RECc&cQMR>4?H|=RCq3rZDrL8 z=REjET~eBWf}C!0m-m3dvsBaluTBi_s9cFw35~ml)3SH(JwCJ+#$}rnrEl?*aCe`OZ2zx zbc}XWS%_sWY0jnPY9*hV-fZ5IqqjL^A%Uiz?A%IYiR&Sd=Z!u&uI(+TG6Cz|Y>M|; zRZsNx-dm+EzWJ}|7ieED>qX74hhwXJ<7ra$&AK`563$$(y!?tY1v0Zag{|?D-B-z@ zL4N;szIIG+K1113x(cro@8MwzXZW&%ADrjTPi2|=rKU~Kgv2J*3 z0e#o08@*YEv&T<#SNOa3#0%=X`qQ7{6i&;h@va}=jbmZV18Fze9*@wzZN{dMZg#K&$%xEh3e@*?@<^SLIXZO+y1>{fLkh}5U zBuA&T+`Lh|z&kMzpg;iv1bu z@}2x=Vn-OMOye--Fy=9$Bf_KZvLol=ZAecasx-aKH`+UG`-WYEEe2e-Z9kzB$v3>j8LtW2f7E3?AF<2wgYL@r97>$% zWYi?jvH1BRyx-0Zi0kxs0=YKmN9DwvjFE0fC-)OR#Am&P;p9o>Q(gpe{&&ca!BC2c zegbgweRW46UBjD}Zw-`RxzsRA;q-H?(&y#T(S*M7OLw_T@_0Gg zP~@k&k6(DYl6h74ANRb77T?WvHZ*#P`TeSv`7h;oc-PrrWrg;C^D;DCP!A|abT)LV zAI{dZrQ->cC@>?ocKkm^|8c_p zN9V)S=1Ta#&HS&0|3BTx9_|;Szp>rkYs!c=GxJbfiZQ@28vIds0|FV8fimjI?Bq*y z@)tl%u(TugI7N+W8{|y5>jYb*WkYY1tRanCu+35iTsNiNFgskgcpG5ZsN57=TxJ8g zNp`^3ceG71Lk@G3?BI+2G+QiX<8O*B*w1Zv)2tELd(;+A893aAngLn@`4*23zkXY4 z24qc&EvgxC`T#Ky2_!l`xcVg9fJTo_n`6w#*)&^Z?)Gnn zi8I5@@Oy3(ECVlMvMr7>!b_8^L3E_q23e!aVTFxyMw*9C8|F2}LywI$BX6f-n`=hU zHtA*!ivMGP&G5VOlL_`%epRY1hJTe_o8fmQ+eX+!xn0t~@n!d0_fTo+L5~Cl3S8GE zn=AZ_ew(F7c(tp6MaPY`_Lq*WFK>2O76}qo0I(6Z>TB=SDXL$s-sS}s{*)aQ9^5R1?4haGV_=NYpoo46E|doQeX84thy3H*b5xLLAuCS_NT zkGIi;+l}vRXjp@SH1^m4!4oXJ;AH5!PF91BJ@nZ)UBDW16L6)~2-snUVLjXzW;^=1 zpT+jR3)~)U4SrCKZ->~=9dlwVXu)b!tU=$Rn}F3ZPVkKrSol1A7h|+lTFUpn0nYC} z|K;}dIJnv$(vTST(*?Wocl)v)pEvg8#_5u)W^Y1fZbf-Tu^8DW;LgV#c@W4Qw2`E!L6K5AEQ$ySTu9}#b&MSZwrHdZS*%vg4c*!oS%I213v&wiLGXPPN0ppS zFbyG+>oFS%f#^pjl5G$m3JNKh3KPY$2rj-ccid{!+LqQ)tt$?z${4L1m(A`5x6N6O zrJwV+qwar&V7@rcW_*}PSWprtO{$(_XxcR9XJVu0ieO2}dPyV7ppru<3P?bJ5G67N zLLrh*hEfz5H7WTEVSGCkt}{cl#6(%31Wn@Bf_(3;7?e0gHw$g2Dg_HvKiH7af+i9i zOmLVGBZcya{3lVEPW<6XPn$cR7k#oCv1&~nyVlp;lQf+(M=dB?lpGrypH4x%c~VP? z(=MK(G`Q7GN}gr-T4lsd&nskB=?cZHz@`;CT?%(q1R6nA*m}dL4lJO>F==cfGqWp; zo1kNHOwDOUQ(CkvkZaG*eX2qx%V|?u6Ur9VYG=xnG{>Y$v7ao$iYw18q7E&xs9LmU zp^c4dNWpNe8AnhgaOlRKqeezS=0(fvCT8N~^s{<6oKK8$TbHF!8_=lo+b(0tyc(+Elx7;Lsm#$4J$9>+;b8B1_=ij4zpS@%FtN ztu$f~P@l@8jz%K;XM>zD{E&$Jn1JP$BUGU{+CL1v0e+hmb8K9a69d9Q=pEcJd3=TG zj)z3C{IVM0o&fDVTaj&Q$ws2-VJU#!$BjVirbve7D0p(+1pwf`A#`#{?8lRGx#5z9 z*Ol~$SE&qY5dy`cs4g~n@WdVxjxvj@_UbG1q2?ZV%-8~rX(+7@F0*hg{-ueu>}}=9bg_cB*8b8*0q~8ty@z7gngt{3WH&l_K_x_QwHqW)=m@Yem1_K z8e$9?rJM|k^Ocqz0v zCtsv1*8w^Uv1hXDJm%K)lscnafm?DJovonCj$l_j&~QF-eKzATbG1(p$tAs4l;?xq zc>wC@n3h*w&ot%GberJBVFL*5@~+MlH;!)$8{<|eh)sq;r|Bd1=68g6*ZnS6;5WJN z)6He%W@Ly~-@!e>E4Dwrwmab+x};k=1#^Q-mE(sv6S`b})M-bI?4u2hG&W;CtmOi{egoTt1C{W#UoMyWqRZ=!-sa0kXeK0Q zwB(|$M6stJnP{5&N5R71lY44>N#yvFh-8)|KD4F+AoceXk$5hwSktWlE9z=Vj7Hin z8qi%^faH7G95CJ?Bd1P*!1A$6UT<7%EeU(KwAfiT&?Dv|n-Bb!8<9P*T6Dz&=qFlh zK+SZ}kMp(^wU>p2QaPg3SeDmX_P2Upx_ghE*WYxmh1tD(=WaZteU+twAsIc|k2WFa z@!ql%2iTHK(s8jvW`mt5TeY*irC(G2$A|l+>l$GqE5*?SMo}5wTVKiVcW&t;>R)rX zJ#g;2ZF293-OU2umRb@AKe*)vQkP07qiCSymgiO2`V+RnHgISCKpELsvQ^^%ryTsQ zUmWtcj$FI3vA6SzZKX`b*XZPn+joyFEo>CTAhdTeG7CPy<*WSc{+pQ3#Q2{v|Nk7_ znf|xfZfyVn2ntRH1_}lS3j0Si-yt*qC-VR8ZNkC8`Cl&+RV7;qWJjEzy<0Zf zdd<@!w%)($XsC9~SHiDAD-w+}C21(HhqK%}+c$D|c5>4U(+#e6Wtw96Q&A%$FlE{r zh=TZDi3m`i2#WYoMV|}fzoU?@#SmV6-+Fj?`1~Fo3<3xM!wor8JKmuPv-Px&cIX^r zvZ>V{R)IoFRG=!{WkSK111mg2PYLhRNg39wNgrh^A0p9>001?t0^$w}%^zIO|wnhbt^}|Ry!DMB$c??EIW`| zUsZEoVR`8IeJt_4?J}#M7GPy8_N3|$9Ti70McORFqn46{7+>2st@#K6xkn#oOu z6e-+}gr}hQWPjsxvH&yTh{u66Ss))Lx+(F3Ox4DV+GBZxcyT=5cxqo|&qL4BC6=mY z$CJV7XXSEq{S;fv6$V~baZ1~i~7Lb`ntTI+PJk!>9;ISd$}w1#B=l0h<{SB*q-mdJ_|J^#B6a< zjPeRXE4o4fuWn3XQ7CJ!-CfPy#ndftugGPSwG{%T*oJs;XO8dNUPSXQrCo%%c1=|! z>AH>4&CQd09M;Ka<@M;e*Kjl4TboDAil?8e3vG#Lyhcg7X~$b;H^ER|+$YeQNd3|i zG<$JPH+O@hR1N;;k2QL@j0)NT>Vzj$X6}@b#;ZjSJKkOFiylVDa~Mgo?~?GDaWL@1 zx&c0?zHipsQ`rgoH-qr>f9Hg(|LKJPXZL1g{jc6;Z4dw$`p>liAo&0l|2s_f|9i~p zUw)`CLJI(Zu$mRl{|=MmKQaI3i;|ImiJ6^)}k~k zZ_(np;U&#KCL2Mx}pn|F(Df$j!~Jn?PL;ur*KCvRsFDel(a?AAS>`K|x= zDlQI|03ZPD3jj_)zm1L4Yv<5T#hJB>Eyk|fg4`BZs3mX%QP5(0h8Ni&k zN;eA8%n#x}IWMTdFB07@fn~@41w7|zp+iq!LfAs|qfQhWO$M^gYH;sSa58#tt z?5{7f@Rs-~-uE}X!Uu*|q+h^bcB4NCh*!R$2*9?=M5FNe58o6aq>O?zguW=W0h?*J z_t${WKCt&gEA!GmMIT!20LZP+OFm%0-cVm1FRU)cIxs*VsyA|N8V~{LM`?rpVytnP>FT@{!$OS<3MLL)kk9 ziPmh(qP^O-?Otu$wr$(CZQHhOthR02Hs3n$y?giGaldmTPQ;86^Hu6wxN3fsmsvAY#Xys@7U zzx`xsYdih#!vShddvf^`*rGr|C?Cn;FjDQ`iDq$@arlg zCCy?I5?K24f4_%m*UP89JP{k}(jLjScpp(bs?hu6PpLu+b>Y}-D4{EU>})71wE_lKFSA!n(rj%&w|loaR*ZNjdJZ! z=B8%+kX3P1FyioDS>mo7v9Um+F=sI%{=KWr?6RFdxz*(1{S66OV?DEDrl@7ZyJ^ij z#Ayr{noiAIrjLVlRr=EG`Zj@HIkVMOG;*^CalvKf>DVZmQpxS06{gXlrM3pJkfWZ} z9GqlCLv?&*BWk5{@EO-?OXu^Uabf&2NACqwb)1zIjFdg&+6r;OhKcJ)igmDA5cNRn zXn$$%bbMT2rV`tTV1se90JgyLg<3f|n%j7TviyimJAn0~x7 zheD*s8g!tT3O8MPzFduR2)rmIps-?MNO=f;xul&O(%y&4>8JX+(bBh?yZeS0%LyWm z#M{v!1veh^&@m*1|J87XXW$rq;o~}RQ(Ua&g@S_GuxW#*Jrn|59<0EYMnYdtQwSu`0&tX@Z`uL{gYNuJ!O2(XL zwvNKfEIBeJ?;rflll0CqWwzd-+Pf@(`AL9p?n~`D>?+_B0?jx`XLeS?~f5#fI=9nH;zT?v*9 zNMcPVA}SDyc7oqD2N~nZnn9Zc69{fYhea!b@zt!{nO-DgijJx<2Jf?>oG)}A%v(I zyFpMLZ{Zgf9~E2XF9k3VTP2_-BDW`UX|v&0e^BY7+tiu>Kr($rqG1yA9g*MQDYW!g zb)=i)h524kt9~Dc;9HO;^@(SiXak|ZJW<#62pF=?gHg&iwWvKD+4R>W;SIqmMZc+A z_8vT0B2taz+)VpgyZ0q;fsJ%QOB>eWwCKU)2pRfF+YTY2G>Ua4zpBs^w5v zh908$v=1XS%T+tlzkF)6UQK_luuwy$WF}+MegY{AYb_AD8|k!@kW)2#cMoyt!H7d2 ztkrdQ8HTSq@OLm+Ya_x;H#3Y$G(3ko&H=dDT34`}%dfOPpRB~%pf|LT0(oh74b5!i zVOIxxx(FRNt*m>Xo$*8f-=*_>j*N<;96I2j1OASH1WPXX1@oTV*k#R_)!Z3jqKp;s z%#u8Pdb}I}F>AMwWCAUh3a;QJ&>0{BDV;SiQ-|sKh9I^=N6{MxaY#o0o0X6f@*%{2 z%VR)EzF!ZWr}TPjnXf4@p1pjt)yx;8pT}Mq$=~g_c*KvRFV2v4J zX%argm{xavfd0xv0Q*)I*sPI|rF|brDWHu>ND)zxOaUb>Oj*4Ikh~ z^)OAQ@J2o1r(~xd0)9p}Wx9xXRB1KltI5-diV{YCYG}a}W;4aPXh=fJO#Z3@Ct=a5 z5YrKxu(AFEoLOjReF^3#1V}wK<3AC|+j*ySk+ggYaT)Ls0q3XxZ{PUYyj{)l~P&Jk64r3&x;399^#?hK-tR2!TUA8S7Z`B4Ru&8<(osbVz6&()Q}vHKr7RC-L^p4O=yODBdywTUilf( z`8jo01EMOzyHT6Z=`DrbmOJzFWFlu~hjWiCnGJ=+F_i1w>y!{dd|8+lZNj2zRMuSz zxEqv#eR(r8=`qrK9S2~MXX$cJl&!z%x9NV{O=^1?BEt1Qe3g7o zQrAcE{_12N3sI@BrgV7^H)XV{maK;8vmulkTn!2%eES@Wl!qotOuFfh3D)sP)Wxm!iU`!Qd#8_6BAM_#EF%Ibi>i&!jBjzHeUNOe61Mx+uN3~4K6 z1nI$u2w0Uc6Tw~x(1uhN4)`Vb+S~!jWYJQFbt@n&2>#K@iTDI~gW|4sb)>bF?C_l| zxgAqf1zeeBwU+7qN%5RK=Ic7Hu^8LA=&22DnS#6C%zUVTD%^Hp~*W zab&HyDiy^I66WzV^v(8yKNPS9Y&0y4LA=q~fJ=Ee*>uxcnUFPb^+oU`7d;5caprMN zvoPW)He#ts)5tUaq=T-N!>mv-@XKAa1}ZCS54K;LBvbSCbyJS#LDET9&$Nap)h)C1 zRmI&7%q^^4j+S~lLa4CEt-V3ryLL0Cm4O$iPY$AW`JnYHKBmK$FRQ=>^G=!!18i)J zKk&d~VP>Uj6K67N+vtv&=JY?y`<`0nAp_`VErwOpfVHhk_d&r=ORt|oybpGrXO+6{Y zq*&N~i9iL~Z$(P0=HgW}cHNj_xQ}5Q>zv$ynVoW{{Al%0Y{~UBLGU=Cw_oS*kmJ+M z4|}w<8~eAWFxJPRfT=Py03Azp#9SaOzn{v5p$1I~O{xwrju3awaPrWOE{$L3JfK## zUJ52+^K34|00bKul6(VS1M<+}4T&S^A!Z;z0bw!J|KmPZ+>-0K=lVV~F(ZJdzD z6#djCGts{A)yVXuR_c?RX*kuU^r%dOR}$`XqztS3QZlNMANranYr(31AGQs&fU|{M zNyl$>$?c&4n$#Ct7)AUXGb*t2$F;Gh8-28yWm976sH}1KJ^9##DwB{yJ09N@xH;S4 z*gAV4!pb}`J_WoT0?bfa5t|(mODdo97N|<;W(I~Dq@b#gvks3_28pF>i2f;IboDA_0n&x1fn7WIwAi%&UaB{m|Vo|dA(^( zQKv*A=6u8>ON-=2A(x`k@jmLPJIBJrKdc~lv7kN$+7h?xcXn* zvYZqEEvEK1`$)U7^iMu+W@MCS80c5lN!nWQ5BA!jOr20Hj4PIl`bG+c+G|iSikD8G zoqMo1mCwj~obkg&i{=KUQ=KB_C!{~klWdmzBN+;BtRAn0)V!7?pBq7D-dhJ9?a7bv zO{2AZL=rAsuh*OBK0}!T2T- z*PBoj>ORc;*&7JaasM;RtUc}ib0G$)63wmZ*t5rR-?43!c)F%0vx_sq#-X^#-+yNr z6bVsPAQ5}L>yz-`8J$dQuPhdqG9u$bDq2|inZ<#Qt9$`PPOum6wefcI4TE}=D{p**Nwtr>gD!sF&-*vAYs*JBrYr) z_qC||ffQ72S}{31wo4gp2K15N8G3b^sGA87Txes=AQ!brEVM{cMYr4gFeow^ENhel zw~t=KsE)tg6^$v*%c_yASw#G55tas-qn({FBr}5lYDGSanj6Wz&!f!{YlthtB$jWO z<}AMB4F~4FlCe`DZJk9GtC*HiR;I138M$96+aT0maP-ht;bQzo0P0E@8YLHd=D_QI zV<_Fpk!F7({HmAa_&^ucE3)Sx_xYOReNx*^4~N__VxAJEqNY>jWV96HYr%Iowk!47 zd|^IdQt&;dyPtX(J$T=H<-rc^j)!kw6P4_~&Xq%BgK&wFD`C-~S0pycKw>=6Wl4T> z2OLqds%|@uGrj_yl&=G2YneVX!f#w2smN}reP6C3dgYrnK4zq0=d#VwjT3id;6<%y znt&2AR`upf29MbNoCth>EhOwGIbxOp8)6nKgpX)O<*H~c+Eq*xLk8<0sWd}rA#D?G z5qAo)mx*wyD!^I^3CsbnT^7b85DZGKZmoJ| zfZ1qW)Qrk(uY-o4c|e{CPRcGI2k4dG_AHR1RPD97xD zLz(jU8EAFUgFM0$dMQaiOP`QhYNQ?lo|E$ABTrWN|DWv4@|wW_M^X@;d~GQ&fg8)O zMZ4)cRqu>P-_?Fc+9BR}^`V3eUx}huU&$jpMLbID#T~BppUa%wqpka7;C!Pe345D= z!TrU}PArGfZb3{g6C$CI50`L?QIHOw#^89Yf1Lga-Hn$Gse8-C^!TY2f5pKQEs2?d z|N2bC-)~0r#*Rnx$q0k=hQ^_t+sQaR%$1D##3*5vbh<|JyrkvV%KQHSl?wh}Y>w1X z?D_BerF-;ipohmDy*<%S8qL6^$>o=+XMaEbV!&ZP2xv@nFoL?}K2p73AJA1_taC)5 zr2gPG40IqKeW{S>7C+kOz0lC|xr(5}et^-v+reylc{_cie1FpXA(V2N=pZKR#`=)q z^-BHC^@4#wP5huoU?u@kbS(5>mvn9Q7(K4hU?zdcyr8RLGo;F1kw3|R1o;eEG0^XR zb^hryyIS1>E$Q>RBmjym``G|Zk^6CVp3Gyv>65`g2gKmD(Sx3S4FnzLNBgexm(GKx zeJ1lWb3ji6=20y6C%4;NG}c2HEm?t~`nCQT6JqX7U7`poVoA_rt=ELQj{#KJ3_pW` zULEW<)MrLrH1W3>?fU34#ET8iRpS#NdnXd6D!th3Ivb?|bs@)&1jXJBS<-y5})W?`l0;J%({X+3IznL+i^ zC?8WzEf{K{!PJe^?cizi@w^#i+mh9-N0#BV%GzXqa5x%#Ah>YQ9$p?ZmM_hr z#>T^xk%_*(oJq-LR^)rQZ?5YyGFx&NK9{p8WCO|1q*1BEPTxb$%C)aaM<1U_Gr7RS z({8>2W|5K~DlHWoEfp>6o#$cXz{Tq2GSxSF`1o3qZ{2e_9j&-DT0!Tw>sOXD z@62;k*uyH9#0lJpK~mOsW#K3o3uD6ZT1^bKJrAyv#G9C!+<-Ia|CnFR{Lp zoaWeA-(oT_XOvI*K8fIPL|xjo8x@WOU@SjF?%#J_pHgNLx~PM+Tdg0*Jyr;o83D6+ z<`FDt^GR5c8TWIHmKh8pC`?C_lRrRqleHQD&>3K)`&Vb+f7(W5VqyG`4nedUgc{Py zdJcR7zp&EqDo3HIfu*LZ&>TgJitvzjrQg27bDh{~0)7BKKX?!}A`8C}1aQEvpC8rr zeveX7s)u#$a)e~Fhi2;XvL`6qkN3B~NA-;LjrX-wj(Cov%=An4jc4ymm#I)tH8lZZ zIJRn)78c4L9{ZB}y@s$@)x7S~%K3EczNnyQA5eg)aMxxC9?|hm{m{)uq~@iy=hkh% ze8Oa^8bb!Y(3#+S4qONU*oW(1g9zM5y*Etju=bIQA=445qU2@ezgfh%i*I}rw^VEIv$_n<0)#8MP}$8}%n$qJDcs`(4)98p zIKK#*YOz#=%LzY|gY2RSw+XgMh7k_JAqIsE80dr3MB3mPAyoH?_K^%|=wt1OP?03V zjs_(RVCqwD@wp&q4RH3Pt%$uKcn5O9@sWkl>x03`2*Z98W~@pKMh4eGtq>b1=mJ`W zYZuHFILtxJNoOjvWK99pD|jur1YU`cftOb=O7#fK5IP^ax zuf|fv0u0Yp*G1)szefJ7Ns|Hg1fVJ1DsYNGI*;8^|r`qv8I1>+C7l zxE{tc7Hye+WCldqFi_m~i|{J~ywhF3;;DzJIQvV@x&1+GLY^^i6R`2+9nYA8=ISkF z2(NjftV$eez>5X+?}VX+5pDN)p<>o40!$Es(Ags5P!QP`7kv$CF(isLF-1;^WWenG1-^{=CJ_S{8z6 zRKMG%?u1X~ZHz8UV(yK_$ORW)OVv0=Y#l#c{CbG*)T)KVebRGV;;+1oNU(TQ%_25f zyoU1ld%5@-TvSr1*c_dU;N)zSt?mrU^m5}WNSQO0en}fMLE=x*Rn`G#S@R_74q@9w z$t%?_{VHkx)daL(SAKLo9+S%JrTbeu&i_7^H)i|6)vti}U)L zn@9?r0L$H9uQg*N7?U55uNgtuRAhLZ6H zTt6xUzFMk5S>d~CgmQHwa)B4&j>aUW5(oIi$;jxG-be1B?m*W#eT1LkZ?bK{*?iGJ zP~;CYdqLjQTh5aBQKPG1?ewNN`D+CNcKdJU8@7ob0R<9UVg$;uVX2Vs8 za(6KkEI7ty2tSK$UYO#r^GvhEB!uY>@wadrY4eiJ1c#_$*5A_ zNEsmzhsH3Aj=AY+)je_MlAFoJVv~USd_{f8MglwC#E@tu;y&=Wg5jXUf zOa>LV`Cb`5Vh6UUK@%5pO!7bE3QRmNEzZ0TT>y;y0u~It*c+nXRl*2?|V&-(|D6PH^{b+<{QwEiJ3~vz@5zTj9kNWhCVv? zlnI}+UvPEsUsRe{P3F$O`vh$zcs5e&dy{&cim%R_W1gV+glnZ(e78MTFravDcyw3n zMSoWjI1)2&#E4WO#(Dm7=n4{CuszWf8f|&lf{o`y1K+3D)6Ih$b zqtOQZTb!6#Tq8!n8*0LuZ=)ihH z-a(&rLFMQjI4k+m0@dt}PipD5a9`Uv6fX%3U3^O(#f-!M%| zZqDPbs(yVD7vuJhjTYDPlhPAtb_Wrqn(gVMR^$7&d$b%lC2pe=+4H&1oj()^ zD3OXZn>Al@(P%D+wtmH_v=Gcejd1>?ZHcQRAbY82#4k+V8zgXq9(jw@Ud}^68@O}l zM~lzT#+k3qDA;=5^Nu}RR1ggSlOSnhG}`*QM=P)15(@zC@4uQ4gs`6b?0PSn71!ME zm)pO?o1*stPr0Mmp0D@b1R2l!w0a7C zAt1XdNdNX7tbBU-Aug}sjZIVwp~7CG%{w>FUPRNBdot|J|kHTEI@+AUfDOvszEYBB-D0@@o+lTJFep{JaOby^kL2 zg95GgV3rt)H$k$2qvuqBWNUF&b=-VF(Ta0qhm{4^DdC4=vC^GGw}ti5*~?m5?A{ZV zhtxHG!*RXq`&mOSx-SrIDhsddw{0|NK-4%zX?#XeNb3r2t+i>5wnIN+e`q|L&&9+b z+uXu~ffH8gnAB{V9EBM7A$rVm-WZbur{Cr*JQFnXRfq^ucB=k-v6OaHxvW2Hi}>(< z`eT*=*DG`i0N3IEmNAHwO$+%=boiW${xOSD!q#j-e~uWTm0zW)mbktX1_lTBB-2Qv z>~J!To3$~H-Sh_sZsNJ z#i&>_2SbB|wx*`CGG$y4My=7Z_VS$0BFdn5ZN7Gz_j! zR$Q=p^y}2sL7mj3dQ@e>N0UHCnf^OS4&3Lui}wW&L)sG4NS}1-*$vAx)JEaDh(p_)gVDEQEQ^m_z_;#*Qv%&)ZI?=eJ%?L*lG<`TzCGEZdkF;(PJ+%C+D3_t%I3i8oKOTs zAKc&NJA02(XCQFUu@bqBJ+qX1DYG z9Zf>AIvZh-&tTTbYq`8TcNVg$s2VZQqi5AjS{`_vR^|Hf??=&mzogL~Zj@YncMP1Z zJpGP&!#wz&Aoo{g^@_}S4es{!Zlvw=B9Q$Uo9eqOq|r=%h5OHnswbO~ueDab72MRT zyRn%BE$~6ph`K=G)h}WYfA8I#TDw@JSRrl3!2_y@dZpCps|aaPE!W?P?oBbgi)=N5 zk%;a}z$SqR-b4eI$0E!8!W+t0f~^j7{4AC<7H&%R2*1wDZ*ZiLb?^xybc6WpLB@ye zp4fB!XvsUHDDP($;Nkg0lTy^i*`^W^$|YgbrQz5N^hkSIVJCyB84mjW*sdIug)6X! zD+3vsN!i)FKirA3yS)9N>m#`1!2WkSRD0!#O}$m+(KvN88Ot9byQ~W;3nPu0K^f_3 zEu@195i7`rN@$l5C1(@NL<=#-qS25vIM>5AP91iKv09_^66**EW%5WhCR8GE zg&O+qF!J$j<+!PW*4b$7O=* zz6?}x5q=XF7VRzIsUMU3G>i~PsH|B^1#gPGsAvb>X}OgJ<~l2^3F8w@iPLjyl8m-h z90VR~0y3J`98Oh`SplD#LkDM16^I2eOUaoHRC!0%akRx`ybjXNbRWh?%G(3e8j|lx zi&pef0G3T|?`hG;uFLXj$NtN}mHimT(jS$(KLjl`lqbWik5yX@?soMq>}g4DECZns z?~Ct-T$SD6cshBUdZypzexT{S+s4M{oChQ6Yk+WUt{_*lFZ)ivXI6W8Gw{POylVvn zu??v|0~C^|nrKpU}<9cOn--)c=NqQZ#{U-q2;wLN!Tow|xfgN&9Ldzf!)njA3>T%iA z){|VnF~(ZUb^HpnDm(r+=H1YkKythm(w_~fN9lvW@L_a8Y)nC^N%n)se$NA>@ZQjy z&-?71)E#!+d-}dBQ0PCvp|LTerV7ESLyYr|^|xVZ)JKXDj*dZ(@z!Bb@$mS7f_h+U z*Mwg-9f^+B_SY_1K5HW~&+UC&vYjdFk66NhTP&Y<` zR2k-AjkcJNq;I&bwd&(TJ)p)rnGoSLJ-eIR2O9I{cyy}lQ7S(kC-FI6^_tAgV1OKi zyE?&SpCoSkN^P3grMwIPSU^6RKy|87c~Xrx(h_qYkJp|$_B;VGr~q5+Nx(&W`i!io z?ffAy>b8kzuC#JK=+mAb)cjJ#<3VW}IBa!}Ea^U?P`LCiv>tpXz#(z0^1Uo9S8p6u zq;KEWc}SYgvIzQAE>sd(=*oF~)g8UwO9x+C|D2eK5WcDv%Jz( z`*}R{`l`P81bZqz?(&<72eYdFGF*+%Wc3xG-qyALii*k%h+Vab!??i8?yudaL1Ra6 zIwigDepyf_4%WfA6lMQ-VWo1qs+qNsbDg)`?g&+RTXHtqbXZ(Maj*?G-vii=1){kJ z{jNFT8DL}*Yz)(Jd&dwWvj;Ur$a!TH0-DOM6`0@Sn$ZU*PiWy+s8wOg|xK<%I<@b+tssr8^o~% zk?sj?udPCMeWSs0(JcA2el#Ju(=%efEN~TB9PC;^uLZt}g?_1Tf%{8u%y3fAe+z zFL6CRBRf0G|3zHSK+pUi)cKXBWfYbw3XiJ^*FpWr^K18W&+xYP#@hP!Q`MDpN9LAI z78t=t*uFGoMpL<~>$1!KlU4UNR||}Ud>)Ka8Kk+7Qdt1Ll0d#NLRgE~mtxSX;(KB8 z>n}h8+yDh-t{@47wWCQl7jXsPPd>;zcGH{g9rsPg8SWRIpSmtSfIdhxKhQLC*wGae zU|eQdea|*6&eqq@)|g2GA2h!=OJQ>At{-rm5B|r;GrBfPamR^9lEdra5l7N5s?p*rzv%rTqbK zRQNzz*3pZl^*>NCK_DS!PQS{?5NqZHPm%gShrSjV?eN5~dW&LhnfA=z*{=QkZKgzY z3VW)nL!tv703ONDxi_i7=niArJ_xTz-Osx-!ODlHX7*1p3Ng*HH{ASvLOl=|>}aVB zqdx6)U|+pu5RU*ga!K3uS+0vb3fA`M6QV~N9PFYn=e^icpdQWrqK6x{X*6)j7^aH~ z%qhmrJM^JZqlTE{qAeom3xr3)eRS#gp1jO6@J2bXKTLl2Q?9BrB=3%t;#66itxmVR zoWN;j@Bh+2#9Dm6;562K>>uBKqx=)i{X}yzw$LqTtEJrF)y5jPisv%>D>T$)^sMGv z8`tv%y*K+I{-h(oX?AFh+-JpcqQ1`S-WV(W>rfPXzPt9n!x0Fqi5NrwH8;J+ z^>!<&(4*nHQzTbJL9Cf`;gxaQBtZJtI~49hFDZ5r85#WGN_sd^vGN`$asL)gXGuacbCN92flH8Sl${{{xL%ucPF zNAS|=?OkU#tw&gD|1u37g^XGhm0Z@Dv$-(>Q8BZP?0nNRh^4i+(G#xZ~ij-L% z_qNL2O3Au0TFHG3xgwNQ)|qfZ^Bo4}LZ!UJDR`sLw40pK$a29#vq!oRTRlLc))})# zyVSwpE$C~#bACsB;tuNrmKq@RbG`66Z58PSUl%NCE*#=CJ1ck;9BIX#%Et@#SzA^- zQ6qFk*vgogH#8Dku8I8CXs%rW^5z8k+rV>qHj(0>=8RQckJT@F^`9jU{`X2m}`Ply`tV(pf z0dF6qRN#3H1%vwb8ch8dFK+DsOVsuri}aK!qV8hzxtc0mYvaX4?Aq|uArR$$aa)fC zUw&$Sgy?*on<<{>4j=sd>e5Z(0Ffo*5j0~iLaLeL_0L}B`LlO4%8h4s5XWV(uH!@Na@QV!zl)KXIZI!`S~WXV5smAJl*M54P&I4|GVtq^w_hee@+`EO0%r}E#Et)=LhSwoYt|krTTI|(}|yfH~b%C z9M4TLv^)Eacq9gs4Fj>zQoq1>S?OTt-A4ML!-SaXK&pfo=%8#8=;**YM`KWjW5{AL z({?u_{|XIcYtYj~axXwl=#F84H06FO{MF${FF=p`gtwXMP`VDuK#%(ceQfoxfXUbU zTyEv`fuMFv6F^<~!ZP}{5JKjjWw`b9Ak{3U``UCX4D=AZr!iNfdC;7yzGjAu&;M#9 zxaY0^eny-OTIvsRHY*(v;ui#v=Il>~KYN?l4qY8MVdL2iC|RTG9~Ev{ljXiNGRMun zG#o}#y~#v#bo2+K zgCG4Bn$?pdf(0eqn^i2VA`%E<#nSg4cLhY^MeT&y6EP=C5A!*@S-c|}JBroBFhZ(> zDkv4iEm$O=#udu#B^1zpwyMY~j}#nH7O2Z4B`vhq6Cz`)QZUB@lrl0cf0tGkn z!g^@lU;?wR_h>Ar+Lf_Uri`xWu&X={n>SNAkz_7!<7l0)Vo_zjLRBfE{?KWzZ&KiX zxZH^IpmJbP>V3c5$V3!touEGJy+IxLrPUg-T+w6j3pT$e>S9H1=QU2b;}1_j1~jx` z7JpOJQoG3uPMr7D`s=8Ny)V@#?xZ^Ax!#~0NUAeO*?gJcp&vJrA9Lpl zQk_4ZIKMFcn@9P7dRwArXJz^KD_XS*lpWFv zine;nfG9e68HC2_7W%$kK=fM@pI8Y&RH9xTPT=ohIm5LCYxNf5qNR}(Yw;8+sA{XP zzxn&08*2BWEd9B_bS?D$^ttm8vr>snQUqg7iAjIQJ>c9gYbUq_Zxo$Lm0n5hOm}&E zo@}|FWOcsuOavez5uipkd-*>95>6KDVJEVtrKw0t8H{FMw6K8b7yJ!eAcq=EA}3p4 zekgR9Nab>;>ki=r8OuE_>7^!?t3Fl!I)QBp16&_geCO`Qt~MZPq5@TOzdQtku)Q!F z02~HF9grd*%U7Ad!_Pz+-+a39;1Y>4l+bMuj-9%{q&d&X&~hdJyHa_+!2x?CA->+( z&}%!qJ1fRGT*3%4TZ42+$bmj3ImWoukR1}oFxlV&#i2?~fu@3L2)Q^-E+N)@5iuE) zQjwfV!r6j@lq$7?K3jm~Pg<*l0y#oCiGdUmnxqoC4o$xfx0760cR}32s*icNP)&-S zxjA}CiddZkwkl7rIZ_R|q-xnXOEQD!VkX52YdP!C*SyZy6hg_>PA3`TiJl2Z%}BjM zFeH+sU3`;5_IE9y??-l_oN_n?fk{;e3!i3QYQDD|OA;6a0eMl7o!E?tk>N0+nYdP; z(CC!L=z#hTu~+}K{ttP5ZlL|=rquNcoGMAW7)7+v*B)smVZTPtj(}P;Y-kAryIScE zZLlo7Hvuie^K&69f6xIW!juiaZ1e_Iql7i=VU!MPNrz7pfPFgPIUq6&coC z(L=_nmPQl^i`RHgC*2F-&Y6RU7T~}hD^XCg86ClgtD_CdQE+UZ6Fqeyb5s2G-4chN z-yc5^3eqo=fn_riDwiZ5`dpnJTd>c~TPZc-kA(#LraJvXXRAF%9@dcA?d}dA-gWoacpLGAy9d0&H^db1)M%G%55|#r zxW0nq!ilH0xa8lv{RetSM-QngUf|bX+AkjaM%GA#t-o`p0;!#+d(1ZMHo!fAKEn?1 z%$}VgXv7JN%@sJ7P{Fp3tzg^Z_Lfgi8tw4){w$HUE61u_{nnl-Ph?7W0<^cio3st> z2SsZDyeJ%h<8C%emQo>K2xd@I}NdYPf(LScP!iq7QdK#IP7!8}Lt#`lV0>;^;tz(33<(Qa*%i3OH9bpFhOqGVq z#^?!^gMV+CtnxMn$`onyp_|nZyAXLHG3!y@%}>d;t;_QEMjm%Al2GS9ut+qp=qvoH zD$t;JGNOFm=w0 zBV9)QW#O_@4`Vmb=oUJGeVBH>D)ER=z}-jx7Zpu(H!BXvWxngIB~fCa;jPlo-Aa1y z%?N#+y-wh!>sk_8)Lrj*_Bi!#ip24Fbwho*Cp-uiM9@mW;&wPF>SWZ;)%uElvD0ds zOtdR3vokyngQhBt%Cw!FR)cM*w<>7)! zFSeP_`r4tj`Afl>K(1->ou^ou{*zBIBSMmHwVqi1FD#KTWqLcc5jI_8pmV(72s0F@8@!O6^J})JWF!-N}vFnudgr!zzSP z+k4mfBkVCHq=MPIqjqDHXlS@+c(hQlgmL!NP8d|5%$W>|T;G|)Y1pcJZrv;A^@QDI z8b%ua`{-8%c$`KVxH&lQO*hX1@546?EXNm}cr$7r5Y6i9WFnNU z7Y?xy3^t>+erTk9EAq#3@!`-vh?~UfXgB_6o>mplogG$n1iVVP2$6c(3~UQnYzLgd zIe?aIjQKs1CwnR2@@OKGlR-i7i>>E{+4Zxl!CiS;YVvukM5@dnJSd-&1n&@^2$%yH zE`_;|Q&G`>fVADh*VSg_BK9$|r~+M7X{=O{@-dxeS1`@dgqm|ak|i_=e6VuUuyJuN z`Cy%7(+h4>(fsl!x?Dm-4NZ zMN(l~)WJhxp58qOzrJ?O>z>Cb8x!%GAkibDp@j{J9P$dbP5dgSzRPf7uq?OZ`a2`% zonW>Td-59DPesIc_>6$Buba}un_SrVn*KC1!;l90Z}aoM9P;nYZJGGDC*J~RP3fS` zBb{@yLMHMgRv;|}Z#>bzzTEiXJr;=H*%)JhJSe2;0C^B>yKcH`2`YF3@@-+0wvQGF z`N4aMYh#*%(t~}3W2`J>{Sr;Cq>T+-zEt| z{sBKGRD#HNE5d<^ro1Lej2G!1oL%3KkP+ECpUo8&&^Hm;jlc>dr~E6LL&bbhj4Nb* z&(CfF#S|L2WtulLods7OD57DA%XN4Z{Xm8^lo)VOKsi5PFCokl=4J{VkcUie5BP55 zbEzOA_lxK={Kck#PXH22oFiF5wpoTNi;fTAB_)a~tLPW(K87rz28c zDLkuaKN-dNn^+$xX8QLml9IUOt|M|*cpE?(Bn(21R=6-gV2!H6`?`$=y5E%^L?stD5YBbxb8EjU7a zutl5}p=Yv`76JXp8?ewV0H{+D!4c=^0Emi#<58XZpyzVL`Cv8xlm-Bo_b1sJ7$IRL z?BYTk4JgS+K)yhH^Dx!GY5;lOB_;ilT+I+S{Rx1X#iSz`1EO)`^_hsde6qB>vQ5Um zjTDl^U#=^PIv2d|>Dhmq6k07Cs`+>2a>;Ux>Bq7KW_mkaklIdjK6bw3QMC!!zQT8ZYM@=SDE(ZZ_p`iBC7`uOY<@A+i8>8y+YW zxLTd*9JEV*$mV>)IC9gFl4$qwnK|ZQOU8|%>77>awUkNZ;P(uUSyDx0t;(Z-+!atr z7zimV4F*?~g@gPyNT@X#s>@97K3tl!cZl~UPn^EmCFQK50b43=OgsL2Sd^6HqNIs9 zG_y@hRrgZ%!hslGtV{D6@2T?Jml@2WnsL8OEtE7Awp2`0tH8_RBSPs5n#tuI8KS~9 ze&g!NJX96VN`*+X_x|#M^ghw+bIT$-()+Z}$-3@kyX^VVn&g@0MP7LMSWxFdRl~oL z1xwu1(=lm$v6b0BJAKzdt2PKV4zh!{yvdNR(t{e(x@_7odNlb1>LO`wts>mZak0D^ z0vw}KM=MaK|+R^`lNNDS{ZXq%)hJ4=5Tn&$){ebbY+}TowQIFSiV8_79kfAgCDh(kd$hz3ViYw( zczT{!=f%0sdH?+fKKFfJpKq6LqrED&kx%ipbmWRBRJ<~949#(hoF@naRe#!sG0UAF zuDZ(WU2t81TGn47{GU3Go08xkoYN{Z3~zY-UO;8Y2nRpEOx?0DHqon6+OWe~NVRkm zTm@+5&L0UVU==L*#RX{7o{nJW2s$Yis%m88&ZL0(Ic2e=ZCHxo2!o=K6?vr#FJBHa zfj60r{9UCokyt*PQ zz1*VsF)rycdEawIy%2*q4k<1jJ5wI~Fe*p*f;_YtKa1VL9PC18>UP945F_qdw=IAAJwWw6Dh3VWqp#KQnrw#w*OZv%8&4 z&noLzE%x+UXiPuo_6*)DPb39L>75^MlJ`czP2Typ6l3d zMW4auiY@x{3G=Aie zA%fylZO|LJj?8&}6BSmHXHHbH#2lHT*?-bp5>BOT!){}L`*;*tI=%Jdbw7u!xyD?1 zY^}L@Jiz$1AQ6ln(wTiYO4O%4UhP<7imwUFmbv}-^|QqA*A%>TuWGa!**CU>QA258 zXQYs0xWfEX4iW>#y)@S*5RGUkJXV`%Os$5`j+r^%X*?c&h`qW9@e#4~g}>wB=Fy zyGL)fdB{|zag4+PMQ6x;r=#6;a*HY8Fd$#==ziKwyEQQI%r3s#2_fXWHZ$-wpuphm ztCxVlfJZ|)2Ik%Zg}GW`tW308XKCCrlvtjA9&H`I%$i9*z^4%CM)BI5>PAxVMh-dS z7&yT9<&RlQG%;DGX)a^5BD=V@wojfn@}2`N&(a!+hY&{hLud0NeQJNN_MttG?$Dg$5ghh7k9z3fq$srm~c^@GYco&3+m@6 zd91IGLBIz0vV5^7_1o?1LV|y=_~H%mt0tnc_1AwS2p7rS-z=}u1h|V)Bs6*a${rl~ zd|r6KekWYCFxpdz77^tfxsEu#b^~rdem^a>=7w9CZ%SfS^QJ~}?Box`rxs@mR0F|| z;Zj?~43}wa*d5Z%_RpgaiTpp6fk?RBkh%q;NX%A!qNkd+_C2}`HI_bd7!@CWh;OcV z%TjSDpMIE0k%z!fiaRElUy=B-&#uZNDpj&)3r>!`_FkMnt}!}hwa^1zJG;UY{DOcI zQwxyFbHg3|+4`%7cYE2y{>v%Acx`*f@l3Au)R2VhHBYLJWY{G#%S1s5w}M)S2Z(jD zjgpaCjeYB@#I5;@j}84+eLAyhYuU(_VLD1dU~8RJ>_%Y0FG#2(-MnV5MP7PlN!pU- zI>B2?FDE0u7s97HgJ#x#21>`?wTHpGvLxT{8>so7;5QD^U0+mUvg^~Z5aF52K=_-N zEM~0Lc0@{=;<_;->yZ@cBa_VR_vk=;*TLe&ife)TJw;w-82&)I-MmEf<>HY@mrBGS z0qwxAgkhNK`u9g0c;$F@u|j)7!Dr4#M#d$MJ`->Prlu+l@8nkzL=#djq*-u1k~YaZYk}!`6~JGi^=)O~1lEe6c>J3sAI1I+LX(9-Lv6YktYxW8JF zp^0>`trD_j)@IbE(GL^y9@OkP51`QZs)c46jZQssLN|kY?hXXW(b{*x; zdAkOtD(rEQ8AZd~4{KVvIwu;RdEt4o3TdLJfuEP%Hc#|=EKVtw$Q%X57fX?nic7)*Z zn`XMOl<7l|&2ka;t5AH!OG$k@6wnregLLy)Hqo;|VpY<2#$^WS*kX5E zx1GCVWb3^&@}lqDITwEJX!dc_vS?>_rQ_Rd(@^opi&PTsQo z*m;!qNy(MDozjbm_E*|^axTw)J^-bAu)xNwYpn7%BV@HB&-&PL+N?rRI^1B>SjoN& z(zL6YVz{vVO>Ya2p=IEvWyql(MPmbBS>}hw!gPd^W+mP)#p;eU%$_T)FngD;7xRdyr7=!J+=c zl}){n{yR)!8%`=TyWVG7Q?s=W8{H0oebv5@r!>9~4qdj{iQcb^xma7; z7X;6I!k+=cCYO+dXDT`==)UTjnaDje<)2f*{(Hh3F=1^^L{*#KQ9qF?KD#eVe2NKk z)Gn2qY!xonPj}jK081fyHHgSw(9~id)@q6l2K`pmsfa^sa1=i zvqrgsPi^Tt5NP~MX}`u2jYW!9^D|*KM$uoPjQ6$$y{BhqpLb#gl)fu`U(2?~^__}{ ztj7!v$}5Nu%1p*?PsdSBzw7`%e+Q1s^}nW6=Oq;%A(hrsNy%NsiQHr5?J@Jto@my^#Z53Z1$n{9dio&FMKmtNsw& zT$WXvbyYG(#gXSk7m^PGj$Kj!%GwvNK&vmC5q1smg?ILd*R;)u1$E9WVi@rNvS~@w z>AT=k29~B(^<1YPvTfV8ZL`a^ZQJa!ZFkwWZM(~^`g)$3@11jIdL~ZHpB?pMM^r@K zE3eFzSKgaMURacdftCf5fin6OiP5r?*qFB~)iEx(;C&dDV-8XSBX7-`7)!{hDnDcPL> z%xiBbNGJibn87e72LNpU-QFT^;$^cIzSI5?QTTrE78sggGhF9t;VI55Hh?2QP0Z-` zTP248SBTu7LB==(*U$7Bxr3qxPm{bqjzz^2Lk@|=#8h=0D190Q;J}^s_e|@BY_s-^ z@Dh-6FRrlt-k6_$_Vr+L?!;-I9#9I5vIkisvugEsc)g;V#T-MR2f4QGJlmpdKvA`L-y;>sx2PsW84{Jr;$5V_C@E%aG^NGe9^gFPp#Y53tS*n`2wh%;JCCoS;D zYuwx=!5B+^zNI2uqEwT~^cza21n}2JCXRF?Ur8ES2;-zg5-gNLf`bO0 z66%LM8|;dUv&ogO1Hs&KJ>)03@I$mnu@oAOpx;2ITt4V;Gi&y}#ojXPd$0ITq3c@C zC8FS%P+#^!8rvBC2M>S$^>4&wX8b1%W~67N z|0{(rHKk&SSrEJKsBTwil1K^PbtW4D!bLP8h=q0GCnO&>`U3_sXFlIP-bbWOiz|+2 zC&Pf#%gQL#3UOkd_ag1wLRx^~g7~=IdUY{nyLZ=H+&)UWx^TLDu)Cg3u~%SYmwW4O zX`u_4#yI%6vweL;4r1VJalb$*z848o8B%9Yb!RjXAjuwtolpyJeXsW_jHJhTF@t@S zj0u*N_2^!1b=OmLe^j`=C}2MnqP7fzQee*+#bbFfyJOnsM&0C?h^+@9ft?mr9cnA@ zjj+`gNi>~)U*N8%#x^=a^uK4t@qx8T@z^_Ep6A5XYRQ$>++~7`A zBQWQU?C8Q9eB;U{o~*YTnHo9jdIMG6l1tgH;CF=_Lat^4eJFnR?)FnbyuW|<_MJwC z{#;zEYT0N5a|xVbm+IwO+5=TrZ()2xjlTfkv?LS9%?>GiJOG}In@=R(h|oLCibUhuAZqqGNF9GfKNA#i(WyHcr?Va$f#0@sDEA zT($FA0IV@N|Hd^fMLR{xu0^g+Diwxl{itBl=zytEjM6Tj&0*(uvIA7Ei6KfuzhJRU z_4R$wB>3g}ksOi|eN)e8^}SxFFMjL77gQMU!@wV#sfNoeB-JZO>Bl|T$-AMeK%8j> zlc7p{`}9*qM9&YKb8d~Q9}CN2-djWYjp-aDjMj-yk{HH2XLV^MetSp7`XB3Y0cIH!?9#>4{Y_*u(;d7 zwKhl8PScl|Z*f==8}=M&^~_1#lqJ~Bq&EYcR(cVEqB#B_?QU#Zr0q-+HX%-ML0Nx@3t-8L8~VSnc8F=Z_D2ueabTVW7X_#eYm1gnF=mxF_$T$e-?i&cWq9YOI_*?d-xz=jC#hWAHuQr`PeWL(k{DxeP?aWafIk_?16(tGE$2Y(h}*hrz-|3&;S` z#_gy!n#_r8pxsgNPaKxP_E1^wA(JkWFwKwwF4DOuaf{MwVc)*#4FghCen!AIr&IG$=a6|(UnhbBgzNV7WbPMjjA zA(Nvwr&sbS#B55|r$sS(-?1pVk99&SXrRAyg`B$b9z8|c`PkZArhE+fow;=R6NGlY zf-inp)R607VGdJ_74bH+6ne#tN;@=|LPeRU9!w6rmm#?kmqZSU6KeEtMB8WJthip_ z7YceyNNP^6)zHDjue{HNaPy!`72&0+jzl*%I^=rW4&h(6l0B1Crh8h|AQ@d|-M{9_ zI<31*bV>3$OZj4>MD94XTwx?z*2zwf;Jdu^BSJj9H?C>ZB7f@^+QLVZ}~7 zoqIf6qY|p2rr`;ME|c#!yT1J#@Nk!xplo{wWqHWA-Dx zw_pjP-sCdGlKO+(_D6o)@J3a{sJZ~&4M)N*(*jpKPu9)mj&TE)HuwB4<}FK(<0;#O zs~<%Cb-FBbOc5tx!&hCLR9n6MDQ6fFIB~MYyu2eLs4)Q<$S=<``r0{O9?V^+rI!4K zWuG9LAmA1%TZ`^>9c; zr26=(HOCU)8Q0Vd)wPVqowwPTO!a(vK6c=_D)D^sNRu1C_xVtdQF>y`qPr61@x|UMzPee~f0BygyUux9e(~z&zL@W~O}%@1>u)(Gw02F`IsJHd z&){sjwb}6P+Ae9?eD}D_&SuqqdRBw^^wH&Qr|Um`W&Bw9d~)WH88_y2)$J?V|FSHU+s2sURWUF*Fpu2%58pB z;oMa64u8G-tGdVBiWMi3XN{&yB8UW04r0oII>z0ppI6hfC=a)1jyPy?73+Kw{VGF_ z!o)DA%={q6p+L2Wy~pK96K>|h#MNxo@D@lMow_0x6Wa(O1JjRZBZW9V5L$m~YD$@wniW4!6 zGFoyPey(Ed=fsRMB<~C=3pdF$$>^AwRCco3bd}W*XiMhR)Dt$Xc zVU&Abn=0#ct*rkdX0~i1^eqHvU+4Gz6Z5=;l#~U^yMm!Ab+9T&(Uzrs+)ASf0J%d9 zN3-l+kNaif8di;ya2^L15h60+@|cq)`vj=tH4RxgVX-NUfra!S4MmKnW3TZUv{CY2 zdeW=uU0mrbB}M(~D8<|$S>Uq8y%1!HA3&$*4anpO_EVP1tdGC$<>{d}%F|m`l?P^y2N}Duy&YRC}UO%u;rcWN7ztT6w%dLrlNt)#sKG;C|#2HHT3I& zObJcBthKb$9*uRndmidurol8Ka@{7YZX~TSI$ElX%9z&_3;|(a%j&%9@#udd5G{it zmw}3Q;7Jb@_#IXxiTf*yLj?KLf#zIErXdT+#*cMlnZ-(b;`nmM496Om$)RM+a|c{@ zwoS~(sy(`NHYq)SfR!n=ar}Y54F80`jBFf#<8Qo-We`1l$n|FghYdxfu67ZAUv;G3 zX|u62#XV}`?6)OiVV>t}OT<+nUp777PKBKn-OcGXBuT(u;irR9o#L;!PPvJ z7%>s@3&Qs&#=UJ0BV*2oxR8%@Ic??51>M3}&e&CF_~Njwd8q@lqjSB7dozj-PRLxG z91+w-vT4OJI@+|gI99f4I#Jzm^KzKQMg^VgLUx0=)fii!<_8;A% znEwm5iP{wz{J*jNK=E{!glKEOLIdg5)*cbbXg)&rFn3CXB%>VCI@oqKg+9&?@E?A0 zGYw%Y<5CW_SC@D-Olu>pJYbCaK)jkaJO$ziJ*Ov4iuXBLLff@f_Wo%#T5^mH?s=1Ek^RK70lRNZ_~tDr{z~=O zRWqL0k^JEVtGlyqf7;I&rFQ#xh50_mee^=K(f2cfngY^FtmU+=4DPA*vTrVCIqst2 z8QJK1Ux`@%;w#dzH93oJbK52Sw1d{rLub7n;MSekni+H~Eu2{EDE?;zvC0J;u^TbT z579YPgA{A$H38{Gpi#G|)+#9tp-LYGP>=juXmKMH_+;2{gXt&=;%b5+ss$t<?qlQK(+0G z3)!!BTBs;U_~jff@|jN#v-8^+;pdn37RLIF2*>UDRQ7qQM0ujmiWl4}kFqjG=D+Kw{J6ycJ#@z#mD7e|3OB63Ab1kB6!2#A0bnO* za{`N%RRMeGySE|PMII2w?>L7!V(d)O{1E?@fC$rxo}324v>}fF#9ld_ghHHTLm^mA zdZWIy!~SiMEU2`~xBY7W;Z8Lp{Jh06djEFE>1xd~!GA!XtffLkJhrWk`TWAJ{9X@# z8iT)abm77*c)p#Pr_1dkgE(Q1D6_2|LcBr!tp}nh@CS;BS?a|)1d;vk0L`9Ka>3A{n z7oiUl=|z~gf+6SbgfcD(Rr9OUNu*UzO+aw@r;+YrC!uYyCim`K&GOYdsJ4{YwEpP#m=kp)Y-MNnyhMh_U5~+C@7B zxbVZ1ihKNhZNHD;ayQ;dbLH5^9hg_QK?JZdg&~reagxBq^jm=lMq8JFuLoWXG`fGH zdKXE=At(Ekc?9h+eZ0!@*(BzVV05-;GNA?xn80w*Vd{6kxNFkx2YFYg1G19=^tM;A z%bNIaCSqH3*xS~K=ASAw%VShJ83>;8U1ClAyB+i@zcS{ig zNq&ENsx?`NelCOFy)Ys=C5R#FgPV>iV+q1j70 zGW4*`*(#A~qBc5U6}34Cb*|z7;#E z9}GhOODN93!odDloK=*(t&ohdyS{^E&P2totPng>LI5EQ50C>wi;|rs-7vso=qj$q zG#j3)+MEwJKYCnNEq{7kKAf-3*%UD@S5-#Q4~Z4$i;_^9fiM$`A{j6zJjZ@Ive|}j z;SW7e-yMA%K6PE+ad#h!#GhG!h|H#c(6wN@xo;=J$jC&?El;at+a?nFMo-J%4WNWQ zqf=Ux3u_VZDps|=c|2^7l@G&%Xg52-&JHpX`ckL$FEUQpYKBY*&4RLcD_{Jq{=f;W z?)pq?dwqq0S&}W8^qLShTRvH~$k}Q%-{-sxd3}{xLtBq#ZO~cHvz|jBHEfTGV;gSr ztn_Gzx3gI0wj~Uknmk`#zkKA>ehcTUxLjFkI&XAg(w}3+l0&!V5e{N8%(G;( zz!NX^tYubT=W2&2kXbikLASv+naxpnU(DQAB{}r*9o>zAGbXUzcHDqzFlzH!FhWV$Z zwuYQ+VjyvjxIPP0V2F}Ik>4jVWJFqYfY6{L1ngYgqdhU(TV9+>`@Vo401-vRfdAe} zr7pFk{zE17$0s0WsV1YuO*(jOT=+PePQWd+rl=|Uji-u*L+!f|$o|}J9)01)&%pup z3DQUhl1o6Yv;dG#^RR1w8@&K;0@3p9&8n2P0fKEka%ujmMz5}{gtr9x0dELoTAG|H zw}&E z<@?p*^bp+qL0AJ816**W5l;hHv^n zeFmpu&OgHA>WiXuJY0HCx3CPFgXlx$uB3n?Q@f&*BwHlMl5ZNl&_H3i!C~#{c&I1G z9K*?`9ZIGkV=G$o?1k&Vc)X({JUHod6=P zvy^q0V+6))-E90K`9#vILnf)X7bNewU)Lpk?1uT#KPk5p7u$t3DRKuNjI6cI`--iL z%k6lyIX{o5-TKTsfDdg&jsqM07VU z8%Mg?s6gIaBgBu^OM>z^?U_U=cmdTT>9=$E3x(wvO zwaUacwX_^S%Jgd#J3KUooxW~-`SXal`LBc3TQhFBl>_s6T5K1MLQvTP_jLg&D!u66 zY12<^aMpyBR<^HU@7rR*4La7+eCdfA0)ZM=XD45)ktRS=nj};y%R&`PKHIiv-JrV? zGE(wH5s#!iFI8PVIdDhMUR)sCqc8JR=SSR*8m6hC6=KreKFGzXo-A(I`2wKy97M#|#4B#X&SKbmoXsWh6`$KV4(#fK?$YM%}Zou0jRj ziW!Ti1S%6+sf-CaikUedTn(@QdA~io+seh}3@=&OFgE)(skL@z!mToiW7{m;?ZMwx z*__#=0i6v&qecV(%(!H6gLd~^iLBw`5k4N0co>VWXqVFxY+h`ju%rV-B^hI;Zn_|; z?j8K(pPmdW)U!;I$6g|bzRyKwCcd1`KIwU-JjlIQ|)GtbY|+ZFwHsKzjJi4=NjJ6&3!u;>h5nfH3qEw9$mg z6|g2{tMMQHzPjtV&^TVYK2P^sBqG{NlAPkaRYx?OCq;;;WIW$vW_IyWMj!EsUB9Cd z;iVBs%+lXYi3T0GaJJ|k59gboEti}Zjm6;C>LR2L;$O6M(XJaiurHM_^HTtdck%2V zTmZEv&fxF{t%jnQ6=CYR(yXzYn;QDq3m@W>xZ|GIs~|1|k@d4{7JnmVmT}BgNk&rM z+uqjSJn{JKr_P%$5-To~3+lo)xJ1euZc%?jW@mNMgKEC6ezB@rMzTf9`lg_``{5;; zQH!#TH?e1b_1~f6_)8k_k39k4) z(xt`PvS@SGeMUtSah3uPu(Y+azTJk6E{J41$=kFqG76^CG)6n9pS(IGW7}z7B3}}5 zZPm>-o(nfp*+*e!T}fTzGRNs~SrfgLDU9)mY7@(Gh?&(d@8ymhZ$(e9UON5c zW%S6+3C5llyXjWo<+nQ30Z`A(ViZ? z?wB@Lmo7BBBJI_x(qtTuUrV+Ch0KvX9^;;PY_sbe4oQs5>ORTKtdr_GQtMWs5O=E*+ zVmaTX+D6L;T`$*F)*Lgu86SclGlpb(i zItYSAb5X>*2O#i`35mo2qJB^~9IZRaV_;+H-WzjD06Bj`c|td5`ByfW8f)`-g8%q8 zyVT)Mtc7$Zw>xaqK~ zy|JE%PfzGtrLgvX7ZR(bTTrZ{0S31H*Tl5)etQ0V3369aR-Ay>i8f%Fnt>XHk+ooe&g&N#@e}O< z&3GEwwz6`DKT1{gZ6*?2*%*s`I(PIb>!xrwzaokDH|#FjP>Y7Yv{zX;XWmyI)e%Vl z2CzHnl4;V=w>zK`DkuBKh#egVjGf-`DA{TD5lJ+LAs%Pkg|q2m5V2qQJ)}4p_!|WQ zMxk*UDEUiwi&4di$K!lD4^xC$l16a~1P58l>FoK(K8w%3Q%ABs1 zk_tM&FUPexoo3BJd5xZ?R5X46Bq@#h32Is+`v}egXhig=!qcm@xks1#t%tP`agE`% zhx4{%7vrBSG^}P#Atn{1@FBJxdcPLQWF8HqfAyj{*tDYX+z4h+CKF~9w z$B(KzydT|l-Tpk8nHf1*E!cRR^859^(7>lz!IflFxKeAdOi`(`YFKOCY5F`~c`gcm zz1oD6mTE41sn)!Y#eBl&iGsm!wX(>PssZyWe?&Lk1@svJ?*KG>KZb*SiUT=4BE%cF zW&qdesaEXm?G3g;Hs;(k7VM>V`Vw&kA@$%ekT#qa=)!E|a=(b&)2@d~Ldh1FgK)gQ z9|ajFulBeqyT9@xvExEQ=b#_KCjbW)0`V=6YNSDv4b~bH611e4gm)q)i1fLZ|BwrQ zD>~B*QMd4(P9B}i9x_V|ZHC>z37iP{On_`gy92J~d}}s1DXB<>u#WUogy3}v5V4^; zIae!2aAHe`Z73gqoJ76h`-s}Xg;K|ZvYc#uWfQ3?r~oo(9_5n7qQ#_WV(F&LUMacj zm}WWep_-*VMK=iB4}*NWK~^xP(F3nHe~$*L6!A$xAQOiMwi*h!h2-kwRnQS2C2Hgd z7jk09I>m8p}*@t>zZ2q49XM%#{Ak!ZY8U?X%?eFGo0Z+qlkw`=AT35W68? zIOP%r9A#ZKT_w*&9YIq@GqS0#Oh-{?zS3ecwGo}6{K5q*k+e$6E=E#+yobWPck|$* zOFZzdt|SeuAZ%;sy=LH^ED1c*1vzPYK%Xa(nx1L7lH<8iVy(am4s}^R*{vt!;d=WY zU~mO7X+5ByZ||bN?7ae6v%uEw89UQo^z17?PoK(wsQCj45=nois^2XWq3ClYeZAZb z@whz;9#)ZeMHEApa#ihg-FHQpHl<5y-`+0w=rgBQ?(X8 z=otNMQeLW3P=1~3W3&13@T(r~M;iOUW%{Rr!+f^`DObU1nFTlAZ~2H{Tckt!NHE3b zH95J?EjKN=&*RMSaHw?d)eK0W7Gk#W+_H=iY}5)-95q3xsOtSL>a06!bWVStJjqp) z!NqtqWg^zl&}zXte}lNX_Q8gGTIlx&y8g2S?7wEPb-(A|Z^MYfR$NXAEy<}N4gntS z-$?m8OB~`YEzZZkuh&bx!y%1t97g*KFaiKABy$uAdSd2o#!g~5xBGXh%TVkpt1q2sB_I)9XD zJQXC{>OY|Nf62Gl=>H}nByqapO7_UZ*UooaImM5mHW+6Qr0NljB_hq0{7Rm4p;~FE zi}eg@ciS%O8*3??Ushc6r|;X&N=jrT+K_qBc#QDnXnD&g1o^oo{DfDFo_K4wyI!!z zJ^s^AJ3kb|ciFR5XXQ24)ivam)D)B|V{E6)4ja-W$Xub22BD=V1_moZ;#I@Mk~Ppn zKDg13TR!Z4IN-^Ug!;~fejpCVFRoUp<|vjelBBM!U78f+r5WF*-=-Nv7dOUHC{(aW zyGL$WSu_jj!=36jf(H@~O{?48z zv}V8Gn^b(_Ds3)}F*dcK@-&!Mty!wT$#^h@>_Vuh8%ke*sD@A=(sP@ng!{sGnsZU^ z1V44u_U*5~yXvq{e(j?475)m;407J7IxpT)If44w!vk#gt+;=+4`>wd*zP$Cw@ohJ z!Snn>oIdV5f_m;U1Oae!xmY=HwqIf-o*mO_AHr>`?TqlaVbBM{3JwDLCbS1;gE5}_ z{JQt#DL`meAU%y}ICxb5j1zt>by6>V`U!-)7O)N9=JIS+#ZM*MwyQayIm8s%l`+(< zaLWalIfT=LN+t39q84PdbYH}5p`t<(i}YLIgvx->015T`pjqAg$l$k`KqD@QkT{x^ zz!;27PB~n&EVFp|!+ONb?3h~Uo_9BkN8{5%bO7EY2gvR%!!W$RaMz_cWVwOS zp=m{eL+;%K*C4uVY9{kqfEE~A zn7^D>P4Ao^ux5-2Ct2H-a0v?A6AvtI&v<>9x& zY5y;ci2r}1`hw!Pp%^hMavA`xLM2{@cYd|Sf>9-J80PV7n+?wej)&OY5C$Qw`4e?|;eJ9!=f z4xP5oTB%5W*X!<2xAZ~>+47Z^oy)A>M>CO)8vO4#GtmE~dh(B576TLW-)xqQlDV|9 zDYAF$YW4+vSAfcvboyE@p=J0UExfftL_iZ|J|Q%8A3)!XKD^Tkn2p;A?YW;`6hF1I zR=G2U=B^k^Q@AG0w+agN!77-Cu3e&HCgJ%{j?qrGCoi&NpU~m~gNS1D5}3RUqW%_I z$jB(zUo9*FNZ@=b78D8KjuiU1G;XU9nc~0TJr$5IcT7ainj&F*U7L2jsKhNcC>Ugz zINVV_KLxrzKmGMF(q1c*jG9zWvugP<;1TNw#4t{-@$$7Q6pV|A2TG`j_M0q{Np&n~ z=8_mNASfuSbWS@3s}@aY@9ySLow{z)t+t~o4^*JMlG>1~G%>2iRE@o>B$cbj#g{3& z!8XVh(+X6KDTtU5RWwdjs~BxP5Dv*8i`5kCl(A(L8pu7z;vI@M$Xz96 zz4_hcv6})kMQ{o;FUivpl{`x$8>3)LYSt#}nZkHcV8StO$oA~)6ZD)=xgoYWPz>{R zboF`30}+7f(?|TeFL)cX3RRq$}D^irgzSv^v+-h}6xr?~X(xK0&C@ za8$QKW_<;aNPz~4TnP78G&z$uFJJ>G_A1d`iI3*g25Y98+mwLHUp)$fGnv_-=S6mx zzC(aWNX@m{FJ?tcA1(6mtr}nqDmwV!bX|VBK9IF6DzB?F-ZJFuTbF+w?Xi;vcl(J_ zfjS!{;^U4rs_2;Lg6kfspyoaSq~O!_gN(LXGh#}A`kCK+#WZbuRXcd#FU#XrQ|axh z{-<5G5aPsjD?+QYSvmCIN&(#~XV+j;3ygEM^u*7%vEb^)Hqc|S0&c0-sSliZja0P? z+Ps{nhJM0h+Qfbr15T%I(y%FCbV$esB0x!R&X|~dKE`0uCX!;sjoedIEFpIr+iT?m zO@_mFC6f$_js=Fyn(oQY@zS>ZF-LrbJAD=pMczI9dB^rj#KsL?bCk=h7sQSz?aA?+@6{`Fn_0^Z zHT>F$XkL~C5h%B8BkwH!4uer9y9EUW`$xD>Ool(6i4CNAqqCp=E>rYj+I$?-&O?}r zv?-*0fG#A@r>-q{6nrh*o}Q#etr$~ljk*PSMWjc9zQXfO<*G7ndmsq+4(87Z%rj_H z1i&0pH^I|)=TJXD(fwVHe6}kXs!^tdY>hk-tpai2q1NvbSQPAyHET%#kAKWAOY1gJ zqiXco1zEe}1)M^hw##kj!)M1=U9`I$P!;D$-fa)}V#vX7aUU8M&u&roarQMF1uOAR zPY#@0cU|}@ft@ptC=MXj1RdLYqmt&PE}VtZ&%EqFMnk6yk9;Roza>apu5Nh^u7A0_ zL_E%eZEQtK?(r%5b8GNscoaL5dfHTi;w(`f!nj`%+Z z*G&J#Q76b*2J*uXUi(Dw6es0Ye<8vX%zmT(y`Bg0*gP={{yA12>h*TUJDLXt*`1X( zyq?Ce&n#igLx1;Y+d1Zi%ofPu9k!9%u8MT>rT`u1Ordxi2~E$==9^h z;mzZNJ$qeLd|flA4D(vBswOq?vLQgyNEa7}q027aDE9XvJK1==Z$@t-bL`AV9U1@s|nL;^x19zkAY_LdFF2(RKmZ!t)N?+NsaMTtXsTae?&)(b&In*{THu79drr~%&wERo zlMaY!krAPN~B`FUZ4o7s`YW%CzB?W(63#IRfkZJI$B zC+GFrrm;#@V8Brbeg~#XnVsKv?`dUX<@6sb1rGui4~K3qfVk4+SU7f%eo6c zcX)V-9fJfRqJlww(n<&A2U#MqKKkR^3T{j6#m(C+Pj)yzBTlGCBewC3$c1SVI zF%uIFs#J)i>DUaGC2et0A}UQ4fvpnhm|5|{fw4D_jE>qVxx+S(As^&Drx1}0#wcND zI^&WdI&EvH22sQ^JqapFubp&+^)8cvXXQ!LOZm1vuFKtW60cQSI`-3p^m!0Tej$eD0A1U4yG4iK` zcIh!f+XLG8c|zizgf6zzF}{@m&l7z0jJ?e)07dyN&t8_AWMK6KNDH}qt(=T3fbeJt zZ1_Vu?}C1pVo}+QG8hc8Bk6uNjz?2+!@_%d&G2#7CvQ^4h^M^PL*?Am zo&hvV@MUFm=ngfXYa|~(Vxb!C*7LN~3VWrVdritCww^>`jB#B^wiv;cJ;_apPqSrd*5*C(n zbX(oE(P$JyMGE_bM>*zW)d;2B|mdm#_h6)V5MjqRs-64Ep zzYt<1Ca)R7Bc&kQhoH&a=N$>*?~+=x=jBb4Ui|5GZlm%D2pI~t-^>}bpS^6{J_T5^ z295f=OLX7Hk{PJGYp2*eoEoOxAy_jB9$IaNG)FtNX)lQ67tbwsSwAc}N12%wcM^;d zZ#U$y^E*mmKGU^UyAOOv$^P}^V940)9p7G{fO5&RIXd`eZPO;;fE;QWIL*Xyo=@4y zXTf95@F%$bFChvG{ohuXhDLh&`g%r22QUv$_K)CmE{_injQ|iU$X{1)4`-%G=WymB zc#KiM-wN{?VfcbKjrTkmyv+%fNb&dI&B71!nuH_Ff$|e~#_x3#3G)w*k1uE}pYQ2W zpYG`y;pon-Cuia*5EdZPQ0kqTo6{2O9qH*&>}6nUB4^@Ykn3fuBPL>Ds{-hel#)@f8=t09_$4(V zqXNLC4JXZce2kiuQiw|Nd{k11dI*R!cmm~=jSGxKL^R%yhvU^v>QwV`;|jB1^Ne>b zTw-&Ue|L?V4TfofQ=YS1rGC!Vw?hgNtypu&W-lldF)@OU9n)&f2{!mymIbJ~cM)irMa) zM@pU!WG{4r@G?j|R<_<>w$wJ~=^MT~m^>AlBbB_*e2tRM&Ody=nJz0{ zm@*l*8I5?oig@fA!nkE>Q+u4c*kzx5%=fe(F0_dWXX>@7O1M6$zNkK@{{80lguN7n54I$lu$eYB?nd)DEzht~qkno31Md5iO#Ve) zC^1vw6YjN)B1?%V71$^l#%x}ofVl*FMlgtAY{4A$xB%tuBkh*KUJ8lI_+^?L_^79+ z&)cg{<(gCq-)6P*BQ#}@Wr2;TukzRm=NVH6xDm%C2;^9#GH~jFz zd+^Zji-Qusci53g7GM-qh9r*}ZI%82Vc$kl9t+ zb!YzOGFCSfi0?7@^OT``ab8A2XH|nrS9?LbqwJz*Q-3#2yDyp37i{E<^+(1&o0_4L ztEnrP*m=;DPbbqU`1CQ_70jO0sQb}FS4rf1)FC^S_ z+A4R)e^9G?8xas-8>D*YPsidPU1AuS{!2BxPWE>-d-Dzj7mgr_6_{Fue(*aaLb{0_!h5 z_J174F)^_HwS)7Y9J;-CczFCRWH2$zU=S-y?{_Ks?(dEW|C^F^{#LSnI6__Ue<>L` z*+5U<$cTdGqPd=4rKz6YL8h*}Mp9a~LVj+1WtpCtxp{Sgo{^qj+0Ks)&7`!Iw1b8R|d>2jn2fWTwR_%9Lg+MoCG?>Zj+asj25AN2uqAXhrMhXXHtyDMsWVMW`jH z$wkHFKM#+S$)8D%iYfgztHDUK?i`^cr4%EPz3!A0BX9j;3_#jq^fCTT$s(6xVY_sJ zw#OgoeN3Otd*2(5Jkw4t1~(&9lbqB>zubFOwKuf28cRK6xOH##avr5te8%NWQ}+$B zi(hj>9TDNw;NYHct9dp&kM4c}FkC-{5(0$U8vh}NW?=Zsjpcv7gERiGP7G>&5F|tj zf5xf6yrsdADowvGdLR4tDROhBA2wxn-ZLS)v^2Jf1>wZhu6z)@vyOA;;3yZK6FZ7z z5Vujme%wL1;65lq^tAyS;pFMGf+Ny&R%=VgX1UxAH2NdUPMf>WXZ+l-T^eC{?Gg6h zj9C3+hJm`?Q?+)e9K;(qW?&ugg-!mXIG5*FB+(l9@79=&+6J4V?EXPfAO59Z5R)oU zO?g7@;+I86{`q1obP!%d^61Jd$yErcio+9q$r1cg>kG)L0;UZ$Z}mZzT>1Ma064zY z)SnJ8>wmV!{`moB{#z^l{~ch6Cy2WT$EAN00k9hxD4(Z~*T+9=05<|iJlu=Gf%d;^ zz+@1*Iywf2B;^_mbkqYhbX4XY6lEmiJd-3ca{>zrG!4z9GjbF(G&Ksgqf#VeBGMhQ z7m^gCq9c-&UnX|&&ilc{LV_eHOh!~f0uYt=$L*~{=fH+R=X<^rmkdtu?L-1}aPGq1 zLVo=MGHAyZ!x!s53u!-v{1mEk%$W6ABJF{XJD*<{`@`v z?VCM6VoATi|F`X0C;uvj{e&rq?B!Xlxiu%zrD4V0ks$QrLuF|A~kaYL2!<8 zyuA6!<1P61lJ0uTXr2f(y3aeOcF*a31+p!rU>YesQP>fNnTR8DUwnMN&6%%kokz|* zrNN98L(Q>*`A1xP>;0nk8&9Jw?LF0Mixa_HrjJ-t zBf5{1(^zbbb5k`*aYq#Sx>d%VRr9+;4c#+6VReNLolX5Z6l>TEYlilQCfSQ+1gw*bdR?oJws{Rx=wC;#3^EQIR)3l3DcF@J((TK3X23}Ol!*+D z5)G^*7cDMLkdxVm$(U(#3P>h6#K=;hm4BNMMnFR>8#Oony2xw-hrp;5L!6RktDHK`^RIzc#c=Wizw>a+fIg#Ln!HB;W4bMARM=-axHFaOw zc$g58UnWkxaggkTbo0{$T=L%#o<$B&-hrE9lB`SeT2^|%`jXg$ zhHCRf)mN`61E6CfJ%_L1rKb!(HOqVSBxg+_K+xF1h%iNd_X zDB*AiA?LQ}PA#GMN1_+jITw7?)k=x*(A&Va4#5j2ffX7fkgc-faJ|;5j3{mxYD<&mI8`pUjWBAv2|#WXjbvpReCP7sFm;?}2))6A+y?T-TPYaBH#J1x4u0VXONI z&M^wgC}xaLyy$%0n2^CJ>S=q|=s`EzZ|o;}cV>czOq@?$=4!(i1vxoI(5Z@b?}@_X zc6;ix9Wx0~9xyRkuJmi3;_rje)v@40^#R;|#R4IhNbbjrOsOxZ{;km2^wX2yahJK; zxYt1zyF2WhkHX!UE3~!UK@uJmlItyYLEh_{5#5j0cltNOndW-XQg6kbP_D;LOcwih zxIHfEE(>ZbZlE4_)AwWxWd*0&mC-CX*m3d4%hyYo%dAMGS7&*P4M-=1p#U z$AzE|bkt{vuRgtK--^Ot#+2cvh2EfIBaoubg93^XBU)Z&*f4C&Lode)U(!an? zJlX$}xoeC*c2uz=lP*CckAbz)eyPfreyRV#CHt%Ylh}c~?AU5qa?6l-iiXy|{l`mM zkO~P9QoO;@QOC`7Ynz799ut|)x^(?Ft2*odo0ef`{jcZo{}==RKS>}fDCr3olw3=1 z`d4!417uu-Rm}9qD9_=}+&^0meWLK>nOuMZpvI-cBkeyCiA8`QD>t-GPyQd*-$ENn z6}AI#hl$=nUp2ese+Nr)wtb%PeEfRv%Ywcd@d-J8G-kb{ue44ljemW3VT1Y~mcS#A zKrxOG0Rs|Tx<~$Zyv7puwH25*MzwIV+ryi!l;Y75x~uPx#b zt1|<1FkKq|yZ`oIWX=CD;rEXeP9J+oD{`Ci}dY3)g2uXgjd-AucE zi_f8R-(g^E%*f78o^3628#WV79+pBFOon(@Selq5?a&?^c4JKZ?I6sb#9g-e1GmJ0uPF+4#$dyU+k=ix%TO_1o`2&K}b+ZWTP-x zLbQVWq0bZujZ8isiH$g|g$D{I%^$NOIr64;8D1b6r0I~AIgL2a!G8vN4G>fADkUfN zlr@9m070Q7{vaQ$CcPPNC}bZQfoP8}_0GLh(& zbvJzN+;~*{)>$#Nff4bLdkl&g&W70g-1YjYNbyy9r0m1AVf?5;5^k`&-+#a zs5TVlM=3p{F1gLm3KVp2W$pSI2)(U|<4}+_20ahr-Y6oDYgY184WU`;!^EVovV3cSzIj61{ZvQNF8ZL>C|6625_5!X#m4fKexU5fght!l@ zLXu}!VF7>vBC(PV$$7#uZQn-mrV3}Yw8J{b%_1@?>C@eSWb7r-W4yYOO`=Sbmgr?6 zbV+nim!gXQMPx(5m0!_k6MikBE29#|K)%Q>#}Un4%BxTDB;aN^0Q7Ag2UPmei4 z;Y{PB>XaVxMVY~T1SyP&c2x~ZQV4rCGz}RF5HRd$8Z#^APw*bvbF6WTq}8S^SZn;o zW`RAHf016|iOjh~h=~3a?ENK2y;3CByXpA3M|KY)9pZ{T?TJ$|=#Ucv>lJSpF8sG0 zDm(7(sE|Q?))K{J?cHHnI_sSYJ1g35OGWUvpSFS5KD2S9R(Mo8#Gwp^+#;%#fmtcIUcrw z)EFdt?WNKyAt0QUj-JC!Wf5+46ybH9Zz?vA5PilsBTR-_OAqz;(uqs6MTP+x?90=w zPsXn43Lf^pxP{@ds;7CD!Z4S`k%5kxxV1h~-PW|{3a)+m+2d61oJoLRB0eRWIOali zA)#12Zae6qb$Q@)D=$ouUSFg$$&tu}0#+P6eF-Y!w(b<9tmTC?BMWqX2l?gxq2~0? z7v}qhE6JtIV( zaQ|K|e=@*7=A2*N(0R{()L#WSCDqE6XKat5R{8qbl4Co2d61Kc@W-lS`J4- zaQ1pAsvZm6BDSE~h-ez#%e{mJ^AL3HOQ8amd;WLBjVt)k`#}3(>jJei6_c}Tst|ro z(r?$~C4YfROdT1jNo}ylxr(huIW)V~IoaaUv-w!%*JeC;3Qz5>Mn&0?$}#G1Ui3t1 zs1-qj469D`e7XAtlHG>cnN_M5360D)4D~d`5W5Ki@|-O!3qC`u6xZg1 zu$`VnWv21C{|o*rA_1px{WK{igu_t*b|a#$wc%nqD9;@?5$&63Yo-wsPu+ zK)P25e1ymlYY)g*F2C4qXjY~eJ#o9KFXN2yjGkDS)cJ_TR^jfTacuKw5KN_G0!{#V zY8m_*Gp{6Q@A~;mGEh7#H zwbZd^Z18JpL0q`|F~O#W$6!#^#uixKnw^U$=lMK;v|bCT5{@@Z1X1Ku;IJs)_35Bk z;jaF~Gz}>Apl2#WrQJ-PVWqFr)wr77O>&wF=&(vUto_mR+57x-6*FdC&58nIi$e@4 zoh*~8itjeDdNY!Fjw?v?75f3dM-CLPJ0ISO(j;Sv%eP`_Id7II2-i{?IMKf2@oN!p zP6I#WAs8!?f=hk=to-nUf&`6)`-YQ2(fIBYe`f+>jUYYJ-7OjxuiDrP0#*56+{G~D zv>i_$mrvVNKMM`inp;0{eKTlY8I97ugBrLvdr$;r{i6VBL~{a1Kl>G)F)l^JR5bL6 zp`!;9b|`DaWhy3t2$Sp_s?)5bkJG#hB+P!;oUWQ7&l#68TJ&IbU7ZOZm}HF~%00z@ z$U1wV>SQcQJ3R94JE&J+@$U8v*_-+y@~ydkR{~FK-TR3KR*wkt5d-4AL*uDwM#`O% z>}u){piFlI!7+p>5l67~{^+l(7!u@cuI*K<5sPOqB0R#>{{86ei9i>~E=ypvSQSwF z$C|a_8RiMI9{X~zxrQ5l2>X0cyyXvXy$$6G;M*Gyx)J`Y>`mBl2!YY|C;(exW)VI9 z5wJ!28`>&?-$>tmv(`7Z?bju59Lwirm8#_dN{W{VV5b{KEvRQ#s|&Q3&NVTzOR!#t2Lp&Pq3?=Gg%u7@ zCe6zpQHaX{-4wDnUZ)roOjmDEc<<#(Hf6zhpwMkJ-Eh~4`jOtw{a3sV5R(FoK3dCE zr*4EK9n)>82!k1w2%)|G4xB)LocKpE7;32abNjJ>;>Olyg-sTGM8`1tVL@Y@nmC6@EDPo` zLuIhK+TlAjJ!VOZAOyqlzU8EnrF_$cee$k0-uq_ALvuG5Ak|3#?1p(QT+p#mEmD@! z2sr|uxW~J{1tLj)t^`1EMANX%6>z=yLzZK(tHvW2lv%tb_WHhJ9yu9RT+{oKJX8C} zSc7&rp$~pfci}QF`#);8W|aUxADoD6XWY&XilsY}z~XVgX$L!4r?4<%c@TfEw}c0( zUzARLn;#Dx9<2RVO2X*wY>9_g~}qGEXUn$Gf6 zypZ=-Ge*z23%9(4#Or6FIM^EX`wZ}XR{~F=4d4}0KP5x>TEdXuqhgwExCHm|9`9uM zHyHY=G;KBg$yfjmLg3lXghjMfamBMUnfG6ZNC}~-Ge5jyM{0#^M11l>(GHf|X+bzs z$m3x{jE*lv0_9AU3D%fqC${eZJ>9Fc7Ucx)Se%3&AGbt!M=RnR^Z9xBMlgBG6c@$o4Ff70?77f;LVI>-|r9_(m zQG6%;HS7$!z}U+hnfQP-^|?|~fN16Oai+R!kzwhVcCU)dg^YePVHA)7Ib($dj1n#0 z#d}Ap8?~jQN6M0xr&YhnNUr^oOUlBvfuE=tM+XIMbS{AN`}#0%$&QkM>VaQk`yx@uzPcDur>aY@;m(80Uq7!_UUN}e5bAi^Gd~bv z^1ObN#G{9O80*S0L9(~U`a3LiNML{XeisQSq~)q^6sA?DrPF0%A?i_ddOnp#*X}?Z z18!jU6BKd{&JsO1=WiUT43*C0Q?7(yh&N7Oi1AD3ypCg-`@hZyS*4V@((nn|N3K`! zabNESSzjFbJQt2aTS6H@^CF6Ocb`j3!sl4&OhcxJx<&RZ(+4c8B(qq>o&-6( zu0#$pWh3Bv{;MT+tx^YzsdHo;QIr6zfCeEe8=6x6?qGgcJ^T4V2k&7^*ncvymz%lc zdsnx*?Dms5xnj2A$juu5ChogpCX9+^fS5SPt+mOscj{AMjmUtcpIDX!SwHMxH*7?3 zpO*g}rM!7GQivqm)X#9h2AvjfUU{O`3Qh;}eVTd;n@Dn~L?$DtbpU2!SX3i?WKoHr zAHicV=~M}uJThI{rO&T9iu;Lo7&(V7h+L}td9?*ICXB|jMJc0< zrgQBFVJD$2J6p$96f|#{d*G|HtnC9|E|kg-c@C)=5#5n}#8oPn%ejc*$d+6CBsjmV zDvp?c;lWd%$6o6O#t!}&Ks$NwLUotAVcxoVds}PK@`XD^nE)URe-G}37DB7Yp2R~T zQYpH3Y%U1)&RYDf{N6@mfj|3wu*GM8CNptJgsjPRHsI;$TBkA0S5Df@-^5k>HNbUgoyHJY?)Y&{DK?{AJnVOB(QX;ahe zt}LP#b9-nbp-F)1HA>YhyrVQPVI~Z7rLQ%pH-pBBN?hBlkUUiw7HS`ACX?P>EIdhfUjmN4v!$5H6Q$R)Dp@uzYnOL&4 z4!4z?UCFxbL%#5q9j{L&cwQB)&Fw>su&-7M#;PH&^o6(ZL3f^08dLqKq?=GU1yQX; zLv8{=4Qd$~a?<5_ATK`3d~Rx%ANpQlJfg#-(q|7GKEfhUtys{1pFr+KA7!2V1~$u- zUGc_vEMUcLyYCTq3TY*#9uudb;~E*of_?Q{u0@(?x+rRe z))))cbd*b>y^fYHE#*E~^-YsBLD{wuDG{P3uPY2?r_-##>^Muh_srUug|)KTfn)@Tn(K zxzfjsRruE3;_}l%LkyNCCe@CZDcR9y{|c+j$~YEG|io(%G}GCl`2ZnS!c9=PC@5+!1CTk~)e} zvjXD4k-L0#EArZU=A*=#@mB}*OFNNWC|+20HMOx*pzdl8PV}u9$R0v{5We$3sc)C2 zW*OV#JU-WtgW|IdwOtcRyj*P10O`7-w&rLr{-baE)(RlqRb8l(rsJixtHtX>x*aDc z80RGIRlO-Hx_2z+%Fq8b28EPrxI=-bGPnBUf?_xk#idIXiTP3H@#9=StipEarPtFj znnNbs7>pa;h$M0Vk;}oTib!CC_5-qW7(q!TLx5~*nKVM>4EcpSDnU>2P)P#-J4A%X zj0Hd-3Q9;JLRBe_;f~OXxv>moI<5zS*7}^&52IZPvkCux3{mO2sevmPQATY{$PKPS zn6$a>CuDQ3$*-?)54tMjObN0!0wek(X;pjC23+0XST0HrRbxF(e>7l@3OLR18X=r0GR}`Q#pF$QN0Nd=3TBWnl?&U0 z2uYkUffS^l9K356$!#1 zV}BtSl0EIuN3KFWNKi9G!a&+a&sI~NHRb*r)edgSAd`4tv*ERqKhmsgqCM@t@( z>XzfLt{9twdSD}Wz?u=HlEjm(uOXY|RG_p(4%^z>8==F_$LayevH3?-U;5h9tVZz5=>_V5-95hFw1eKi=I4*{K#YGi|x9aDN z*7j6JH-+jcih?2fNi)ncR^!K;pi)AUaPB>cA>Ff^Ksj~D6aYkrbj1JXMgGW)0HCYY&)TU^Z($kdg}vuE2;g^B`@@H zmEDSfM!BFc#^q|I65Yr7D~<&9S|o62=KCnd{+2Uaodo8?z{lB`qY=ebwRTGlSFn~{i!_wjXR~cldE~$>*>Ydi+-Ui&^Js;frkO3?M3cr4Oz0{8O*X)3ZE$(rx7lu zmD^*zAYqSD7SLvlR;=HL-H!Ab$FR`ivuz$h*}v0RJyz8u%b%PuXE#EP8$}6J%YIDZ zNdRT&h08^n17A)}dAkV6B`==I=(&cXvmS}waI8<+h8&rvyBl4azAR5wBHAZsSQ_Qw zt>@MtDo?Cj=yR_zHiGQSn7;+_#jPJv)P7*#ZqAgH)eUl9|JAgZ&I+3^ z+oA2wIJqU0f6Sfmr|?L|6o8n!YM<;#4Kg>iJ8!`!Ge!(uMF{nQEi{%Q{N*W3E~E8b zRg#@W{{5r5Jypo!Nt27of?P+awVD>|RwuS6d?|Y};_i^4UzHBJLgN9awLXt+0JF|d zWn#NDpm4fi)wrrR7?tidO^d|8 zCdNW3pRO$dAtE(^Zp?BtgGjB5PN9?UB5#5g{y90O`TAXBbofMQfWcewGeu}vi`QnJ&ytXNyFa_*p zIg73)1&eo`R~}#*#u_OR1UWg8GZFwwfN=JL!?rCLae$66ix%-Z;4-K{sYbeD3g_6f zLhrVUKug4T_B!ih$xe zb63-5!A_K*Q~3#m%*4qTz?w4$^-$7kQR>e#)K5(N06`OAqAn)~dgJNSJuA9)x4s{T z@sS=INVJ)%_v#9Yhl|rGncB;WP5menJU*W8@bC2&ZICQf)+bcshWjx#c+f-FT#BT#lFgLH3SU25> z4*a`S&S1%A$97Ft>q`NS!KQrnvI_&`B~26LY9F8VC#lDQc0Hu z@SQ?c!>pL2P{267A3<-jy-j;!tNR+yVdJDAfKlFJtzoCAfN_;Yoi_bpL*R&!_)Ug^ z&i@`ewrd+l>&xfyqv}KIQQn}S)8b*~?mN zf?NC%r)3RFfOXuI-<6hW?hwCn)!!BL-*B7CCW=AiN0A?qz+7Pus&>wJESwl&1f?)p zhSa;6)|{_j>Fe+lV}uI>?)g050yEB*7^1(EPwAP6L-4%aVcxy?xVhGbW>Ymo!b;72 z-is>yRj6h_zw!tt=4XzCI2wCG!R3~*!++4#n)BwVYZh^2J`v0T4&~^qzj~jyhYe71 zuR}aVBi&VX>ayp^u#B&|>b1}TXCaUDTc)XYu_XjndRO;+Ubq9vHK4g=Diz8IfXEqX z7^)vU);`wE@s8b^y;p=WKWR&JyjR?U&rP(|SX-Y%fnxcsXRKh8P%H=Xw{!5ofc3u@ z#=l{G;%|JuUQdqb5?2LXQFRvj`BFP@^vN&DEn$LtSd&n^!&r!h`ZN?>L^I zXg-YmfD8X_I~;fXm-_s68-5i%2@ec+5m3e%EP}nwfEpjS^h0bJ)w60uckX<>tvU*P ze>i8C@n2BhwgXL9W~9`UIY@WL39M>GL)qJ8;xe~gNm!}-N1TaI(Nl9uC?z~`~7 zgB)j-T(R8ZY9tClFc*^q*>U?4_>6L1Q!Gmd7&Xv!PGJ%}#?ha+=DvGq)6sq1=aiIK%wK?RF4)c6d03IWS)HFRU zc6e`{JrfoV;AY@3-oj0WU3Zrf$MEkkEX=T`B<$j2#?Dp++_fadP8QlY+#KjYXXClP=={$*s$i%~x zizH}$MaR@INIK3G21y8?(fVPk!ZX*yE$li^uczZ$OMdj!O;_=9MD}aAj6u2~ZKE4f zgWd3_LT4AhM$|l$K>)$U9KuQgQ?emC2i$bY=fNS>z0k7dLP09rVLb&B z`9(qSLjYGs8R1X=FRJl%Kd3sM?=^Zp#FCYqsjErsyXVkp>e5s1lUt-0HM=>S1vwOw z<8J*B$P1cv1<9)GYK+X;gg(CFX5h*~vgsXzm%#k``k$mLnIE~)ICJiwJmKc{U+21F z_t@5u@%!O6_2FtL`iqz|&L3ADD!^@-%<7?2jkOT-KmQmLS7qJd+d&ZTVy>G()kRXn zwg55AVKAj*-&c>EC}X>{thPC?$wz@R5b=59fXuqlbneqthsHCS>J23SCThJ@beo`?2UYt$Rw|xXawMbLjMDw!56nu1hSYxA@9bJ-{|aE+&pesotn)W*k5^TK z2KSp>n$Rj+0lc^-hU_nM32lo#;oyCv&IZ!q#@4fOh5A+vs;+u_kob$cxnZtdqGVt? zFPLOW8EM7JfPUuccj`y95iD8zkS~A^^Q~k!Ow_FCQ*n7y;&xEa!wjlwP(Ud8ltc=a zp1Kre?AU@3O%V3;}SzFIR1@DbYRxAf4P{kvKdhCAZjL z=dpSp4CwfJ#=f2V>*ikoNlKgh(3Xb(p#7Hw*^7t6%|Z-uZlHCVr$M}RgWnb0y$9zP zOs!VSfE^b7k_{u@@W(lJZ(Qz5;T1_g>rt|?p+a3N%?vM9%Q52A4p63$5i7sD!(EWfOdVMi==MqOS(L5fLJ13=I?4d zM1gN^J?X2H{b0SbkQIuP?*=}Im#@nWhkqOTk-~2;Ttm!_s#?Mh2vkLhtqsxCM_;-z z{G3yO7o0dLjT8UOpwg5b1`O`}xD;@9rDpKUtvH%IsS1vQ?jo+Lmedg_I;d9=fd24( zNYRfOi+j$NQD4G2D7*vXY_ag2Uw@HiEmGL=nLe+9QwUWHXB~u{$kY{}3W(Wvd&$~tICh^4(ImzH$+RQbeM2ETjd_ruxJ;ijOe0oWPBWi_*q{!AwO z&Y`{0L^onU%$v=_&nnR`g#bBRqRZI|0pkEWto&&8MO5W`KfD5s&f8qnuT|s=#^IZG*VGS+kPTjq> zi<~*XzUot|))!Rutm~1p5mQt91A4itjY2GDUVlD3jGOGP#cabUIwCRx%{*# zlw|#(Q@qsg8PDaK`=}Ooj!%b67}#L+g-L=oQZ^#8&%4iw;Aq8u#IxeU?L3&Pa}o$z zTj9#ySMjYfMK61Snr1bo#x-CyIkph|N4mQ5W$q9dc5D*XWDWY|P@;o7*040XRf2|W zQ1l?W23FKqb-9IHxdd;M{FK<(S&PWSqxR8XWFx7UoGUmXo*ZPtq<>UHp@p%Y{cz3}vZZE`_Z9K&u=L#3w>>>`SPw17 z^3T@0QFRBUJNiW0ky2U_H2LzNH9Gx)kFFd!3HERLVwm^uo@BCoA{Oqf zbHuMDV%^f7qqf-iU`<;?;NV+4KbRf8Sk+NWtz_?G)GgW znn1EoN?TEDrg5nM)$B|6<~cYr!m|{V%T)LLq|-5O{F8_)uQVbae{~8@f!nciSXHa~ zvCP|plRxmQIW$wX^1BN6tT-n=JuDTi6%=C)?o4UOMByi?rOLNU>v`@aioOmFz+kr7 zgO)bQXpj915hyv(ZKXNWVHGe#a?PK>(+u-;+w=IVPx6q>B?kEn>l#rT2WBV|ll=+u zlXrqRrKhQ*fEC9+B?Ykia@U1FG4+1@XjMpQV@YiW_X^reOjer-m#)F(Mf0yY?t-Zo zY)(HK+rut-r+MA_^HM=e><{u>7_zaSTTnH@6S^h}7uqv5b=Zw{YJ>%NNn9YPU8G}L zEUT%2E!-}4@FlhD?*x`rm7VC>)^3fqPs}BrnQ@#QQzlR zMCG=f2OBbICDa3kzqI)yc*5wI!hpKP=aDdOTaWOjYTieTT`s0Z&WBONwZD>_@LB*niM{&m6@5Qlfqo*(l{~nA5PoEY3 z+b%Z)`F9TX$B?44G}V+LB}e-8x*S(#HCmZuj$?HP$}{{0j&&O+XPj5yi{PCdOAIrs zaL@wucLM)VCm{=+*^Fr~=blLoVx2#QY=M1HX|gr7dhIP2*59Je#)igvC2tW&0Uts% z$lH!%QBypu7KlAu;c)g{MvxC)W;KTI`cbQq?Can>dRqgO*W=!8!Ir3!I=1bCqZFsh z`PY-=Buc98j2;Boei86(%8{2+o2Vdp6Sy{hsyd^vR|`+tUs`t6drzXAdmL%f<+t*J znzIfXE6pI8JHkm}$ADXr-DUl)(TDk!AjTYcRs~R?Xz0gNVQEvYT9tbg-aQ(B{FxKG zq%q#Q-Z9g&Fn=fmO%2J-3ZJ;Xk6GHsMEz?$g^H`H5c6iya`I2;PCq75zql&Z?6Mi) zqhLZxOV?%cq!FmA%Uzf|R(D6g>kgj7_HVhFJ*{6e3kD8C+ye?5Y;ykQF&YguNPj-N zxUlK;qrb1zeH_)^BJ0K+Zgor^HPU>@!!!OFcHbEH#Ejc0#VXXG>A-Itu9 zw&@7fZvb`!QC_Q54YuJ(NkbKk@=Cye|EtEz=t!2^uRkOuILw*aJIuOMy;D9xe=aFW zNF~yu{YC|Kp4ziLxn*)cvaVTxn0>*s29j(xxv|mUL3A5f=BM_RvgI=>EM7wDw(E7f zo(QC;tS&e91(q&D6B>R`OhQ#%ywZI&N&I^1+RRzAY=9F9U)37MjRxFyV_e)$7AF4P9n+w8PxUep zj1yx&EnW|7w&PRZE7z9fTf?iqU4p?a=a{GgAuGa814s zJ}Xpkj$!>*q9R5=!2L~19&?eyg~k`fH@;G$v}?2{?Xfk~cf+n5ccBn!x(pSziBZ#q z&ZdC=7JS#QmguQX5uskWDb`=T3EWY&mz|gymSUb1x^jXbbXRw-1;`uU|5j9AGZbdT z=Re@^)$J|Q6A6Lp;3!#e2K~LX_Y2#=OT@pRY2Dq=9QObr$)dzy@h^VW zmd0Hon5ch1^GL0{r+OBXBQxJf&m1gDMbsYJ+55gRsBB zB>)2T+QJMKnD_WQ+W(ZfiNvcKYkANipN;Uxp|ER(oAoa#r>NScN>FoIpFcjHrQusC zeE3)+8j`}3PiKmk=t+NMTMpTCR-v=CIp5eDUAIiTyNe8JY7M>BCvRkOpy&CNe5}$< z-Lneo%7YFL=Qai;`fM5~s5KtEBM5aiu=m#NWH4$ir8gi!Ql^+A+owJ48U8q+56A2x zPcr>!TmB?7I4`eFm!&sK-PSihmx`X%x6C z+r+lr!edlJvWtzFQoob_^28h0AzDHBml!u`z$fNJ=Yt^?Pq2P))|PSaX%hW#NQvZO z*I6NAkc*{U#%#B*Vt@M{*WmwZ9C%D%r2($py}dlrY+yPpoRAf2Ww`A9UG~*yqB>JM z2zq{#Z!vZm_*$NQZ~1xZ=BBgMyJR`0)3{~0Y>A3XdjdhUTtVAB$Scj3y_UfE_WeWX_1Q4bwpN9c<}OVk?UgGP}0nLvc#|z|QRN3c2jh{$@y58U0BC zM;{1{lMtrcZJUl|+?-Wzqa){%cCw`;!CX?3jRY|%4FV5mAUOJqJnSO#>y^-hm_l}{g4v!~9Zjw;i(ejYZ0HSg1wh#S?Q|{feo#LTcugILR z?t!ces0qavP?9d3q0V>m5I1$qCSP?0rIcOSUt*!fM8nO+-DN-`uFa8i?f=9k~Mt{ zN5&acje)<#1}&G|vTlzEb4EyRM(J8JdHg%p>)OiFfJv!EnWl#Arsk}Fs+pL&Hd0fo zh*r-C+Z;kWQ67uh-b(x)=nEx8Xv`@oCHe_k2D&EpZ4`dT@=~WeyyQ>c*N08x!cN!W z7jh@7t&{%l^x0D;H-TIMTI%B`x++QK-|L-v^W!WQGrqU%4tALF9zkiGv{Qy1Ls{l8 zDSUFxk$jk`#LJC!rBDieNWKT5DqnhOMwj_Dzkpx?44atoXGM+Mf+rj=m$5qN5(lf# z-Zi*2`SBS_d`{m;Een7Y%5UM8VlSiS@Szm#?QO#PW!t)x6z@j&3-u>>6n&d5JhvNcDvmwv_I=QL(pNe4D5f*RSi?ld2zdgEXTIAbPN;tSxfWWM&OeozEX`AvMLFo^sFay%H08$w(`jRA;Y`h!zoK2kZ1v>WZBF0&D?&Q(oayBj3TZ+V53+V}dm43r7Xpo^5x{J#W!zseQ z<2L|(2w$|SGTeypyf!vVc;KP4KTL@{R>u|mLQ$<%|CVeoo_Hs z0VMq_37ha9U=_{UQiM{vD(oM`E7D83lHG5M4`I6*ifH8oLUAKUQVDjdCMBj`*dIKv zJcFpm``J592G!0A2m{K8D`ZyneGckoHqHSFCD8huK@03Dl!|!!aMN%O4T%YLjychn zSoSA2iBlc-8;<#EJG{9>FqCbig{w&g&zw5oI#TbYn%-sRy?&Kg>iIG%wMLPGFXon1 zO#9d}^^fyC!U;P8e`R7D3GqYx;dqAPP)%qxAnBMlXuEs16!;7Oh);+vw9KyqtcHGA zhaklj4SS{sCs^k#JZP(=9H3+n%#pJ&sB+oUMSI3#khxQlss2QoRjs2Ye^z!bfPfSw zHe7W`gQy$v+uFCV_8j7~YA|`^{3-dP68`YelV=#P+^&-jkOpN6nBZ;XFRI3alS31s zcT%|Ot$XtF7S)9>=3q91&KsZ)fcZ)t7cKFwV?O(Q;>vseW*VVO?eCEI8)%e764Ob;_>)>A6|WGl)nkvAN&S*KTPra37>`Loz^(Yh=X zeNYcGW);3TCG~Ua*Mm+~tEOF}@xnH$Ibrw@O}- z$EpOdX%m?cLd+wYr0U6aJt%HgHDJOdONZy79>Q(KdoreZu@=!?_hi*+JRw~f-+UsJ z4uzCvv;91ac&yegr+8N6{+1p9??K(h^eYoc&0ZPz@1Wxla0>y&WsELRrf}89iEexO z;d0$WnBjP>`V=v%nB)nwI5S;P%pbPBqfe0s<1LMYn*VC6omQ9>pv87|7*FEuFCJ;- zHuhn3wf{GzR9A#_rm+O~yIbS#?k3@<*=1;y%=4GZ{PUSpQPU@jf)vmqQDpTOvm_DLmF>^G-=!=?2 zQL|OPz0ghR_51a^uY<_9=#g+J40dNgGb-!m-Ma6yGq*Ll^_GsmeF*squJ?5V5MQ6O zWU1v~3hwVQNQjMr3u=^gHBVozgkkyihgoZ+xTFF5{8-%ddzIUU8P+ZO*kJokr!=@5 z{Oy(v=EW?;wezpglvM{H*%Xc4aaG%c7mjs?cy6sCS}G~{V&7N|U(sFdp;_$RveSGT z6`EziZv-EUMDf1>%DArjZU&=$7Aah>=^%;lfN7z0KgHA)$%Yv?qs^0z~=*Ls*7rMRn@(RUU#S2j(oFD_u@rc?97Ns zf>HUG3gub$8ktH?r7b?eb~}Etd(8hIV&qOzb zZia53&boLGx4&^xP$=^q!n`LUWaA@i?T>+wo@C>nNj^Qah$qm2y|Crd8ESZAo1eK+ zyA*xIJ!;U}3>WpD>NVlk+EZ1|+T#{^7OIo+C_g`D<8U?v9k?5$p^d~JfqGvRS+NjWM70NbA1^|W!&y623mM#I7 zVT4Kv8TN)M^toDlaiGRajf!?wQax{)mH zcOVZDY<3h~`QH!86zOSO-t{9WXT1Zll(7xqxO)e(z$-8`4EOQxx8h1qj5@r36Y5wL z80_3eRY`*E^M6q2yVtrLM*ulk!?K0uHWd3r7|bo=QK`LMl^L+qTcuDm9*}`@aO)+sN~>LA7cD-A24kWk`0l;#5^(CSYkj#Hr2E%(H;F} zQHAb+_@U4MBe6O6R$t*tsbq_9QTAAx;IaKJ!)z!nt?h^Aln@Q!Bly{zVy)ZI^uyZe zONkbCJ={IFHP@89(S!lgN!kv1uJbx-SyB!3HvS7_t#h?c%k-5wfnCr~qw`AUV0yZg z^xKm9=gua^KNMltmSVYPdA8O@ZDco4%@KAQ#Hxk!(zaNn=of91pEhEc*@sf!Xmzp|&c*c7rDSH0O%zpqU*PJ@%pPM8VAY?{M{EPq7^yB`h0h2l zJVB0lI883vLaR`~acEa^d9_9NyFXm)JNB6+84I=(8Sm95xn*oh%SxkLpB60GSpqSr zNs_0uRHW%%xgzNZP-Wy~R3?i+(&2Anc4iAj)Oplfs;fDtCJH@IMuw*OA&FEpF-@Khe|jU8gupb;hP(S9AfG9;l9A zy2QS9r@&+cp8f20$K)FNHcu38hfG+MceWHj`Q~4f`(q>6Bl;??DJa$&F(ibpU=@lr zwPdW-;Tgv)%y7OUYxI3^Hn3z2`8xNUmg`7UCT)WnFspmWh{fkhiiV#QL6O#~!=Fw8n|^m%4(}lggj%XLDM!jOi$9 z9|9M?73Dfd+XXW%r&qKD9;acwj&mWty|9v&rK0KkZ*MP3D-s-=y3n@=aTAaGHTO9}TG9jKw>qW}?LQ6IpO#ZgI-J zsp$hb5W?XkLZzk_`feF_wIlF4IrSIUWPK8Fnk_>D_R*BIa2moju7Gs7&Lrn@ z(^NCwnA;l4CMKSkm%}*7sC7(U(DQ7}ntBnt916tYPI{i{e$!36M~1>on7Vk%d#SGn zST`aG8YTLQv~<|2JBv8?!13cR6C|tXiWf>c(+|6-CO?2MWM0_cjzQTQ-U)`+z*ke} zF2T&y@uTlN+$buaVgTud3%U$`!`3a~p&zBbG{?DT;gsYbvqVg{9C@kYE{4>(R-=t} zJ=&U3C&#L2-ws{nU@eZ-3G}~~D!A936k8gSjXd}IWW`bU^K@%d5!oF4wHzr{Xs*8` zDJkUrXp2C-Ck}sD0(>r#zx5MS5H-br7x<;N>!}vHcO%aOgLCA83@-{A@I?^1BjaT|2_xmG@xJ~vt5f-b7EhgkU7D4k z=j8E)S1qzmxOFeq@_7xFyt<~q+WD>)%AuL=LJFQ(f(XC7hUk|1`4Wi!L#T$aU9)Gx zzA=<8pFc7AtLJeFiYIn=a!<|Iz0mLjQg97b?&&{RIgcnqS!X!iiSG!>@6}qArX+4V51MVpTcW{F&&(80m!ET~*&P z)Na51(En^J!|>}mjA;nY*rN1yPTcPh|UvhJdiW2T?%6?h(E>LLk+*0lJA}Zb}BKiO?wrF zOy`4qy6)C`!@Y4KBhY+r&gx&n9@#_4Q-_QU|KFHuPnKQ(u+CIP9E2>_7h|HYqWlJ{tmkDtK?`OmvO~QOOy^{1s(&X_k z%e8izcs!55v>3kWUqZj2-r)wb4wkoZM3L-KG+fzG~2Q5O|V%PO6w@hY?L$6kKf(j3ef*k-yY9 zm0}<$kzk}SsdncWawUAL&NB4Wr|*&O?!yc;NP9~O@DN%y*!?E;w~o7+PdkzYJOM(9 zID5Goz2>W;ux#e&@jw+>b&QkOz@F9)16nE#@f%=@ee+>=m(TYv?N*xmL9M}dH0_c^ z)b~dK+U#nRz0LV60;8%g5I~VfoU(EXHKAlDpcBV^@Dia~{e7q$QIAkr=UM*EPr2be za^O$V28WtwW#jqsrhc836*MF$`w;B{rDW|+7AL5YN4W!XQ_#w>O?pSC^U^=^4kzZQ zfUcq8Mn+>aPUI=KI|uv@!|L)_5CK0dT{w;Ra4$Ok=Y8Sa-wviSgmKPPCDnY~O?=O{ zhs2nFV2)Hy2K2_ptMmS!TI8s~pJ)C%n=6k`ve;*cez&`)pO*9>sNAutj$ z-R}aWSMbM>srX}7(IId6ue zUrLu|+btRr_;#ym$Xh0&p1-4kS~~s)SO!BU{M;YBU#EzyIG||s>8*}I$vRcTu}gZT zv|rF`>SHx#(#6ZkxLO9Tc?v49u~@;&Ntcib#eoCZM9-?Cw7nQiuOlBaRjmF07HHD$x=ltOfJc!bJ@S7H?b7IJcaFYhurUU*V13BlacI>#2(yLS$kx=M^Ea*B>tdb0}` zrQfyNSv);;LMTwH>_jx|J)96|M7qjfV(7u6lp^a9@VRE~+e|m)fBHQvJds8ECnl%H zh3;-8Ym3FdNcXCC6#w4Bng`{Am(H30>gE@Pla`6((V*WT*+N!I z(C=oi+bn!a*V&El9<)UKF58%aj!honpr-g*|31+NQ)#-bcQ)#1Svx zzOdlIl#sPTVSB4K@!ZzExoeettP896NES?>3qy_tvAdfda z@KP|WmAG&4i{lzkjg&q0&D(p*rcz`|Jx{Ocs$G2uNQMJc}hXTMbO^raDRY{Xp^V63$Li#bxEFi&XYzoLqpdq zcYO4m0{kb!!t(pXM|xg1rg1!qSR<-BKy?&WYaYoCjL2zH!$L9>14kiMr1XM%yJI&= z!D-JwfK9bB*lL;Ubwd-!OiDI;$_|(_vK-Rfk7P!+tcb zTh`EGNlF7Gv=ke*V0BPFjp`Z?BVdy`uB4>miQEg(t1xZ!@3qNu5f4F#2Ncp>vDQum zFX-c2no3p+kV`=qnDJNL5XP2_v$$#Q;=73D$!`PHR?+;WSs8KrN! zediJ(qiKePDf!V`wyW+bD~_&81Ze~QVw)t#-HJ*^2S|;$8b9DvL?2)_Gy!5UK=2AF zDlMy^>v+@TMGb^7;g+hVqgn=7{G{lxuiTUJ^bVRDafk4PCJnKJkUE;mu)Dvy4akRy zE&ewTa0O>i7NNg$^S8>;UJwWt36n-t)M$F@xfQMJ)0Z{a`^C04M)=>>qD9n*2Ap4c zl?9bQFe%;eH4l+JJ04RfvRuazfBJBz9lDkP{pANTU+>O3xtrc-QjSb5ouFSJRi~u$ zJ-RX0A-j{Ra)Ln~ITeTL(;<}12X2<9i#IL?gb!wlZk4}F3p1GqWYAdnvFI@A>@3gEo zPG9Dgq0t;BYWx@0dv+cLWD9{WaP3*U3{U;*31( zaY@D!`KW5~I~v9V2j@HH6RhqQ)aJDKxPx2gVqKn4y-zwUA1)7=%7OqWVc{*JxYKuY3Kb&CmxHdlxN1D z7{~4pMbTd&UqXyC_;$uX6Pv8cil0O!Z&Rt1SAa*gTz27op0D%}3so|~3)0Avo-Zx` zgu4z8_PuQW%etPaaHPlbIkvd;SMXb~D;tIG`a$a zliM`9+e(>0SIWY23jc>`95-0%OpYxtJ%dV}Xm=#Nr*I;y{($gXysS}+2>(CnhbH1T zf-@nvb2@zo+Z_^b$;xql6{K`$5nfjKN?zcU1oH$B3(Of+)9D!;)+uw^?lpUdL-SU? zd$L4_5*`*~?E+MnO}|*kJI`?7%ABPjV;0$x_FS?LOuTQp-iRQ8qAjlb*IBOWxW8$kC;e#=<@3pt78)az!leKzy0w46=-8MAErP%q-BsGJ zApNhQO;T16u)eKv@lKly%@E(Nz<29IDc7(}HU8Z6Wc_G6w)nOyfG=))48uh{2RwCw ztK4IPQBk?RySyWQ_vc3sCKlYB3Oms~08wk>@IH1WC~ujf#lQis$S+aBsqrBJhXajb z2l{tbPw(mR3O&v`4w9p3T{>)@fqEf%_u)X;)zq`kL>|7-%Lodlf2t9Xp6I(O9!jPD z(^)>n+B~Im(hMtYs9G3>D7PorkE&>1-B~RCjK)m_ylxkyk88qK#;~1?z}?;AG%Uvb zSu$C_xY4RpEOk2|=ZX{JRwI!tXoxm-`B*ZOzFwsWl_uC-Qi144MAoWOJuU9f?$CNy zpGt};Cwz&X>8g|D-O9?u&BlMR9NW7yzEe)4pQst%Pa%s@1f6&8ne8k_q%FwoZiJ)oZ{D4II`DnYF#^^507)n?75DfAH1N4f`nn^} z51q~$6nu({Ql0j3UQtfuzP=m$h_Ho=lZT;2eP-}>&7trIoQkpceY8VF3V$n&fT7>y zl7`1md0s-SdFb^;<_L?UNz-<-JEo82{@zjI!lS6JXfOy*FZw1i_A*}+)5v9kNm89# z<<|8VxX^yfxB1*kjETv@)7gD7GrJfY43dMClluTpQ>|i*H3vK8pmtDAQ^JO~Bv%!P z)Fg)x(9vKPoqls_s`dwlHYpoxr7Y_-MSIX%Y}_4P`n9d05w1H5`EG2&6-z@R%H<-Y z{dJ0z`W+^>%CZ#_JRW348p1JIsjW^~wNYD==fOK8Sl3eh8Ay;N5__5Ep7-|7^T5N; z<;f0!wt&O~Lq2f+Q5KwAAxU{|B?;@Rgm(t#;ghO3nP70Z+26r0KWw(|;?}_X-6>Vf znHm#TA&3PxjPWm3DC9**b6cVTC$Ki}5p>a=0of_kaInlS^84-4w^2~eO7oL!fHZEk zgQ`>*-QwcVW%RMlP1DxI9eMQ#FC6yQx8i@vBGLJZi|tW{zihv!%5pWXEF{4k=-8=v z-vT!F>j7u=Fvi@?EFwZVv+*{JuDH4+csTIh`Gym~rh=WV9+DE;>~hk$DT80|i&aqs z)gFU#=;ZbsAKH45NYd{XFhwz;t6$KhFQLYQr|(`tET057x@Y?>l(b`Clvkoja|`X` z>F{GuV81>I=)c%swm=jrfj^7*!4UpuJDV>BT8_dppw5-trP$Z|TdG-^EJFYMsWJYq zh|dIID=|>_S!_7frvIP;8o4{vCCqfbth7|@zEgTmF!}BFJhJ-c^T3HnIs(VYWzEAw z>xP-)8%~yEJvQsvkgej-buQTV;B!ZZ;D4_1v8jTq{s1`1{QelB=NY<3$CzsYN_f&V z-8?HY-1L_Maxe2=aoiPS5k9osV-7kn{(zurv%L({-71K|!Qa~y$Tg;V78H{Jg07j@ zVdszDbLa2lx|3FE+_X)G1V=hIBxETBTp~}uzP%+mOYhz8V{#iCusn5Lm`Haa2=2DM zH_|%7U*>i0m25dvf08UcWdCLL;A;~wvM9yHp^2sDj15$%l2+LMWaKS~@8n_;1c%@K z`K&2j=!YMaw_?G$bfW%EqK`_Q5Fc7olSm0qa6rM24lrMQZ1MT+?nY|3|Fu*dN&+1F z|4&<@yBJWqzKL8x3RT_P=A-3D>aNi`%I}NpGi1U=JX9IY38yOfuAdbECORZ_tq5~# zg_ZG|0pUBe&Xf|)NEoDX7-*~Zg7?O0x0v0@hto+=7vnGg&DYe=i+q>BnT%fJCB+Wt z_zX-q#$atF2`X@tuNI*6=SJVlkhocw7*X{MT=%h=93tX<%Hg5IGj}{f)aOS7C;;PZ zT?qX+Fy1!l?1^Ib42}lceB^VpP&D57-bF}`#^Pc-&>XM#uh*Yt{$E|3x(VfOFm&OY;9@j#nT`U}eu$4;Ls` zRD5S9$>RzU{5)4`JQ2AYwu!t_4X6K#?{wNtjwZ}f-o>o{N)qctbC$gv^wFlS6zk*? zj9|?DHYPAh_2-ERzWhjm@c_qnsjQ6m_h;nG5#LbQ+g78YZz`M`+5F4iI{h46m{Zd+nu zJf6Qlp7WqyThf?d{DI-mlnZ3iECgXP{rT60MAj_^AuwqES&fA~??U!ue zR<>z?OW-)~d_1I*N|v`I9uejuy=YCDa$u2`OE&Pw5$ZtmK4Ie&bG+Ht<=@S4RsIcD zcRwc?Fc8IFw@+xOtEpkj4DOi?b(he0 z6^b0$eP7!-`%XxpQ)j)FZ$D)Cl{#COP*x z)z`u2X#1Dc^vdzfU~Nrlxr$bN&TV-Tdw0Eyln*g;I^c$4H=$GtknSARo^HI|olQL58KZ+2i=^&SzbKkio$5@ro#AcFE4o zX9C$FotQrdPo0^=+w~)vIZ7-_9MWWVgO!7iachtJ;BrHu{oCO6AhMa=65+jB8siVV zt#*QSXrFvURg&>vh~zT__!6loYytH7IMIP54h;3fy~u1eu!x1+CWg=}(9HotY!=Y3 z7ZMXGZDf|X!ZOLWBfsE&imOwlgF%iylKhzYL1xJpEBsw}P4>^l=>qW&l)pFf_m$Nh z1x_E8{4y|%XP{<2{^y+TE|Fr9cUPITn0p^o*u5$dIbVdZXIG8QX9QH<=^iS-J;oB7 zZIu%9E3@f1Mn8+|de=(M^{zHmIIWCKcu)Un)lnH9bq1b!EUH~Y^U=KCl@lQy+ArRK zC6&(xxDb}6q1g!^*3_l4kwkH$K_y8zOnv2?QhYUG{%)?aUp-Q6xq?NYg8O_jekTM9 zJD9`hB>jhUAImOBQxszFN}j8`)0@};U@4#5QBo)+%FsV>0~6I@r7B9 z9(3&X*Pg_-*CS-Dw%3;0j7onVQ?O4W8^`ma|3t$75B?<)DN%8II~P??2Qwy-{{s-8 znU$UGe-{^+CHwx<&)^PU6*smd_3L)foTYfzOud9)2A>>C>^`Gn2AG8_X&tI>L!>y_ zpU~4Et9AqEOG6+aB4@B>oRrW*fAl@~WgGE0CfVAx4xtr>N-dn!+Z^?~f>zUQ{Ler3 z_^A~9sE)Far1UZ2ki``-)k=yj>W6sD#cWh5^%SjUG9aw#nH0jo;Dw1%14N-|B-0tu zu%V(N;K%YwpI?5|+2<~>kx7%GLN#^a9~0E{G7Uj|$^WR)#6``-vM0VJh7uEw2T5|F z2k?o13Y(Sf_C)R8t>Am95CYR54sSJWWhb*D0Cnp{j6c~_>X?}wCm?;`I=ETK@_qR=>2~YU2Ac zBVAzz4eBIW5+lxqBT+Gw8E)1N7+(d2KjgZ`8-c8<3ajPXlg>U>}Vu5ONr{J)2#n5wXl15r#m< z&-N4fP@#xIgEA!p4o#XALA05d?)TgN9N~8l@+`8d5QK-fOo3te)7k2uetHj@wbMJy zh2Z~H1`FA;$R=}EZD40bI$Vv+(zXI_ty=3;K3W1&oqmPaL`jz$ z_Nlgr)(ejta%Nf8j~(gTSU^is;7%?&6W;H39R(DI?biX{`cPkBIlK-MBqi7AVz9i~ z54>$t!Q9Uwu6Hc-dL2^{Av+y1iJJb#6C{0G(>SqTaa8(5-tR?iITGUoY zZ9gCF-ys8fy9HyJm{`)Tn2!hE2*JbR5F4He`Nkgmnl_kR&}E%A#unr;#32g$x5oIDHV!ZB&iKa&sQI_Sn%s5|dodmM zd^rX5wavHseMGVS%UbZP4=R}L>-5??9t~|%O6HJw!kz0oAn{0t+NeW7S2dTfktAxE zPIJTV_tvU;YS*a>n$@O^1aHLP(%-Pe`r_Y`rr+~Eu%~2&sB1czT)iP=59G_Ng4tT- z^=KNds;4T}$!aRb?sXVTCVcdk#pB#3)L0$3i>eX7DgrboZIu|tRZ;=#0^d$MN7m#Y zlRZ}|aN-_y1>7Nfc(XCPXm|yjS*b5E>6PVw)z!{oBV_M~c{G~vsI%md(<#5*v8O;n zc8?z@IE>C((anP?`qn0fW3OQk_?1^-wVtx^=Rq*;NPzHrw`n1cdyPiAvFCjAT{Q|_ zQ!G*9f=7y)2YS_NZgL=U!K_!oqgy$8^{oUn7leh2xyY)@YAS#Cp|qXFwvUxMY?pHp zZ|u3Pq3qDR#?U{I4{qm7ods399a$Uovg872r?UE@puQ;P7dl0_>4`p`eM1+y6MxXD{ zh6C&eZa1vm7D@|Q$CCn4q4VI6)(?6_?}?*Fxl7!SmBOofqZORZV*4v1em4gYG--GM zl1Z)acJJ}$&EZ+io4~pNr2pWz&>)>_SSIw(TxMB&N9O}PL0Cb9;H^LXvcF)Hr&-WB z;&zH@VQZ1;{^XEy0Od_M(XzHN(rexQ-hLxOqU`$DY$1K_tzhAbpAY4QDae>;>ci2@ z=A(B)`1_fo=4E<9zN@cYQzIHCfJk<&YjY5Cr@>kDRp|xRrDquoOHD{3OZp3Nk^PQ7 z4PQ9V8(Oj&Xor|`J|BaEOHrL?DR)fPZVGPs4{CCit6@iaxi^9Eq&lBgFNgXF)$PZO z5QLjO=581_KaB>QG|{YwS8Ey0iQOKzGHpsik=R+Nu+r$6Jk#5!i}!FMk%J=NGMu!NuPGlo*f^MyZ&VYeo)5 z%`%Ctor~4pc(xQ->A&Y_sjm^zeR<`0Sgp>G0scfDS;7sS=1h?1~+eFhy|1^WBW_q8AevKt)VBgIws zUKL^N8yiWo<;lVW=`1`e=~kdx;#Dw(ut^hiOsGL#xBCNEHM=IN$u{=;g)GG$vKzbF z0hx8Ih+Qq?;zIMe5p|Qqy9j}2{GR~JIjPeYZWU*`!)0Vv1*g8iC1G`Au9W_1ls0|V= z)x!qc1Z)<0)R@-jODyY;LV-UK}`ZO@o&GohKxT8NXr7XEpc6Lk4 zYc~AO6<%}C4&GYr>#PrfUn3roYjkWakJ=578EPsy>~2DAV`I3ek2*lz5z_Uf>78=p zNk7^$l9w=nflWtRoh^E^Ff?2c03!0vE%Al5h4yAO6U=?!&g*@ZEPV zBhFzqmT=4hK> z66A5@%F+NIGbLPQ`6sN&r6Tha&DHbkqILBs!4yM&hAiMM35(ojPIZc}77rEmQc3xP zNiu8Jgoo4Y%$~s}`|0mv#EcFZeJ;v@hNFm{fgb3i%oMec{#IhBydI>QOd_$gdum){ zLFu%M84J9y!qA8*UN?~#F9iNUCRLA!c?HN~ zNLZ-Nr7o*m*Ax@s^aKs=t!7GKrE=jA^PQf_(;d0h=+tY%U(&61LP7W(pd z>=)Hg#Xvie)1)0)H_U(~*3_fkHRpT^7usXej;aqB?pCN?@3zR-QW%yJJN7e9$Y&di z4Op~*P87|URT|3kdzbOj+Z2n++AxS4=)XU4Xde{kcX1>idI0!5wzS}B)QyeMb@SnF zt#*reSWh)wr~X4(xm#4@|2hzyK?;4)g%V)W{8PaR^U~JmG4Q$OAiY7Kl0PW;Y(2v| zINZ?OfT0i%=%dc&~hdO>DQvS zYPl{id*Fa9><*yhEVUy2f8re3VD@Q_>Rv5Aaoh{)4t=^9~P=CQ;%fMg@IU7k9E+mG5`8(JNhdWAIhCh9trZ0O3E|B9o zov9bGCN0IFM9a0I@?GXnrDp(W!eyN6xtkgOQPu+}>?M&`Uqtloa<}yB*UqGq`CFKv z?kCbs6dvbt5iRoeFtJ!fr7?qo$`(P7-La~qcq`K^--7<9Hd(i8KG3S_Cadt!&8X|K zt_ZsbY7uewfT%WFPO{|ms=#_|2PT8Wv)I~1=+b**N!6sC-Xccfe)8Rk)b4Cuz#(ud zQK%xzNUE}@r#8Jlqf@E5hypA+7sEk*dG8={<9iZ^r_y#whjizU z6^(bu-<84d;x>peNt1Z+Sx-1SZPWyWoRlu*BcN*jfZ29I8S~b5Wy6<=Niv;UG+9Xp;&Ey3Wqh zvuQfaHy4rt4cr^@AeuVtcUKqmnz-;rKIdp-wp=^7t7Bs>xCdmT+Z$3*MnW=GT^OT6&!;xwY4P|KN=?i)IhrqU_(H zsE3VB>Se@x+9SEJu^&0kr+!}0!fwo_3+reA`9>II)_ek#6Ty?i3JGkSzicz2Pct$( zmg~u>5IIEClS?!emUT!GOQn4c@*XHeLK2H?bouTO+*yi3ROWVbXL6UYITaFhm2UPg zz(G^M_t6;xO`t{Pls$(kll{8oWVz zrOP6}uF-Y=ood#uj;u`=7uDXi{ib&MW(D(RH9~LKlVMn+LMm5iNiy9chQyDQy`L3? zzc2h@Wk@t#3UxHRHG94l$aY)4Wy-gKc}ji?Xz3*oO;@(n3i~LAr4e~eP8=VN;YW8v+)8YhJ?lMqIn;x~zAN=T9eT z#@?o&uxT09->$i26WX@sLQ_Sc)#(AKvG>KWkI+)%kxvyAK()|W*umc#nV;!G9{2)J zV3DzDb|B45I3V7;PXL&SRi2x8D&^a2SC~A7Ba?*!C+#S5gPZdz&4E<4-i%eTx|l1| zuuy5O>V;g&(T4`u?7@u4=d@M%>JR?>l~w~WzYz$Ru*WI1P`mDjoz=eo1l@AuuBxHm ze8X2w*>2x0wsm_S=NG?+PgK$-tn(qMA(*qAi2Md7U3J@-*tpA;5EmSB+ufzEd|xt1 z+)J+&&@N8XtC~g*f7NxEY2Dl6JY7dS)$U+VWnBk@L5y?f;W)PR}4W7^GXN;Gs5741*;ec(`9=d7B z2gyavgxNC+4#Sx@;{v>ilay^;y)m*+ja83A3@Q7iX_A`Z0>_86dy=GS-R0zSH@Z6B z8@jCbXBJDJ#4w6P8#;#^n?WsH7x!)6PB^k~Dze9_vBl{_n64c%s_Cs+{S?fr^R+v; zJr`3Ak)q>W8H!+!u1J%!dBo>;ScytpVa80;$m%NfQB(?D(}yFm&D-ZOQw(axbh<3J zKL(IiV<;WdyUxDz!6mu#2T&c>?`z`wpJMzOt9PplLrN)i$mh7h1Uqn77a!exldZ!= z@Gh_WY`G}dM^`_jWR~>OzDtBMeDbVk@xfK&G#u_y6+0-vg4{?C&rOCTVygw zA;)G9WEYUU3}r$hKC_Rl0sPS(%lF;LGQ{lkmibr79QM}&GWB301Tt=mvnNtko%AD7 zbX}uXvY+qiLOE}B*Q542;RRqKGIp1Tj9~(ZjJ`!G$wdYTXzxFKPAF z=fnePeuC*~;@e;9a2g_iS9|uJnULTX(VrsgbzBcXq?3Pq-)KqEbA`)ePf%3TY62hG zVswt6mDoh-UeHj)1AfTO-nw^);~)T3-@E& z=M#{IOOw`k#CVb`lRcXKmKpc$$oTgMtRh=J$|$*19QlH=N3qrJo30bp$aOt%KbD0H zH$Sx+EsT$NlVP*bk|#g%_nIpC&)@HJo1FI#4-BkTopm+#5nB|G;NCqWOlSEq=o;eW zSG5_Cy;?H+R<<+MUS(rPhgDpRnyqumC~mL9 zoc`&xW6BWBA9D;e^pR%XJeiU!W|4`|3>kE~Jx@qM@B55b$YNHRg9;yPMrMu=H;YXh zP00@PW=(o&UCbTt&o^m?sdvYVa?e#Rfrt%NG%dDznr_^a*qikN%={S|4M~hhML7;W z_az~OFQSQ8=4C3>Jz1=44_Uo4k$eeOMl~RFG)aB7!`PK`>D{d7sF^gIq0R7(z>NUk zqPaJ$u4x=U+t8#XY%4KwQ(IH+I*+DE?QBN0lx+_y&Cv~=U#^{KUf^9&hu+R4!g-Yy zY87&enKn&!7AR+>Xv4&;%KgXx=ozC{g0>g+d@Jqxiyk_&0a>@kQ&!j`deOBsfcgN# z4vqNKMLX~8Hm13Twmt!vH!JD&sY2*t3KAUU=4|UCJp$bO)wI%4 z^4T9n;R(Y7LAT8+rh$A-!+YDmi=!{tSVIJ6686%Z8}*7cvmO^RA$`?X3wJ%<8UiHrR6@#WsX_Dj-XzEOL{ESOBq#vrAp+Oul(@+YZ6>H zM95d67}Lp@ME}ClQ?hEXy?x`Z#Q%!4Nu+C%)ucrxAmWiE;I>P&^Ei*cD_ez}5)mA0 z-U;Bdoa$)x?@hs%*h*coc-w5g9atdqA30a#!zUx~6+D+7!2+Ao*cHtirDgk?T=o=F zZ=dHyPb|^YURtH@F;3kV?=Wcgymf(KbaSAwH72LehNA@hEn0l}O*0zlR5&u_T)%%3 z7GR^8U$y%eCLakAu@#|PwY5j^nH!J5{S|ZQJnFG5Q4R$8vEt7+sa1$`iKLv3i7cKN zmGyyK**yb)^!Nzs8Z3m0j;Iyq>X@FsU{ajDNUWd6k@xY?Z!zL6&Z-qK(I~a!FVXtB zcq)YI;z_|P1;jycXyen0u(P9(e3fRDU;pP|)0iSj5$r?U%xB4#t5XhK1HE_eMLllr zsA%RsxTo5$+GpPj|4Gdc(--xh9h zSrO<;0X9{$9&NsQoNW~ z6Na?4LWqYD*kpx_lS3Y9&nKtnwu4O2{9bKEhW2?`2M@T4oHD{=w69-O)b@##vQ;nq zG-g^yX@k%8QxrE0gl>jN-&{mn9yI+Z-RmiF|G1at&i*v(#HJEyqC7o9eRgFfm#Cy! zTa3%o`r-H-C|o!xHDxxRQ3bmu{JY17`DK@k?CL59)T4!YA=@3kl?!Yo0Oz=Bo?35K zD>9Yh3dv&-g!~`9eN&KV+p=ZZwriJdYnN@?wr#s=mu*|SY}>YNyQ=rQ{qfFyectW9 z5gjkTR?JwD>u1b0GsnyvX>cf;^bP9v=p#FIMVw7czj7`(1QnasV&rXL^LvWUm|Pj1 z^|}WO#i9DG7(Lz!JxPGC$PSz(xEW${4#F<6o#?hWN@Hu$OdQxsA>8l+Y_hyqf=C|QYVX)DdlS>-mEz@=Z z2K2D)=)f(Pb|Ws!u2jQxX&HyLYYE&6|gw5(5z|ALWQ@-0wINaQ{H&%)WBA=qy~R4+B#qUMA1;&915L8h?})nX$- zo8wj;?)Sze`rHSZn*!XCDGcySA-H`p2DZanJiNSEIz^1>w2Y}Ck+@+l_KO8bC-Esl zb+6?qX&Jh7cwXqnoA&IBYC2u)RkG~&y9y_ShufQVT58;KQ&%o>myf0J<8lbk_sUZ3aexyRf$h{4ERKwIF&P3&imMS8L1Oq!U!xjL-ddz9|RN{482e|#W1 zXMb5r1nlE5d*D;9nRWU&3q=)qw9p)S)HyV9gf^{L+M+9Z<>$`bFWWeCjjJZfmZTMA zyIqA}tghmRHP}Q>EkzV2hNFItzJm9NDSfC*)?)Qj%E|Tf>^N5tMOE>7-G|AAIiy(z z@4P#)yv&4=)wsuCU#~$eU%Qsvl!Hm&JwG`^JWFfQi(?MotCV0TC3L&$$X`0}+V@7h z>bFP9gi<~cWjhs(CcDq4YqJ<9XzwFko0Hh}H)joAXBK;q64d7oIKI0`?Tf%1#q6Ax z%eO@S0FmhUt%|mMNR$=hHq83ZWd$L>VW@uWX8yZ$Zbruy&GCbpd*_f2roBj6k&^ak z#gm0RzI^ZN*iDCMl(xbI+jOn!)-6z>ywAcXsoU65 zWJ86B7hPYFZD3W0%BZEYXN^tRANBa-O^@>g1;0yeL8|G>Kp%H3Utj;iD$;;k%=%MBC*j0Dh_>miS>5B+_&+!{I~Lm|FGAU8$T5;O$N z(F3))5h2yFE0R2e)>El0DFv7Bf%9AB;7UbQ^jaS) zTo;n3n6r08=u`Nvn__LjvfX?n-j-6P3y`92T}5?le*&{b>|`gN$)wqGXiAUVYC3tv zyfLUoAN+z2g8+sGR8L#ik*SmD_y1?^f^fm3r zk8-Wrj<={0#PR3duPxHxdNhnsaOS4r%ko!XV9Pcks9MI!ZtqYNK$f zN0euKZtWUt>JXVULz2QugNV~~TF23u<2Tta*!Q+;ITBPL*6sauPY~xX24M=G#+&z$ zU#Ts|s_Yw9wAb^5Q5%+?+I5q-Mpm?v{zY~(%y}-{uW%$uUk)J80i! zNnJ|l_{H0`c_E00V9FWpQyA{i?**6{z}>dfkTr{Ec~`vmqv9ROr*Y=Z(`3?KUzsPy z!P5sXKhM=wy=l*JVNz1;1I9=c-G6mGQhu!sg z^mJ&12bY@&*BlJSJ&)_mly?LekE=p452Z5T7*eHr8e4W{%ezkt0xc@zt$(y@Cb8gc z!eW0Ky6N{bu2CA=+6*4+R=S8(t2Q?qbIV|{y|;iNf{!lNv!RK(Vtv+SuIvLhSXP-d zShUmeLswX--X=GZQ&sNZGb0MX9?E&CNbg=08X4j^56>ShaMc*=`m&}gulyoy@B?-8 z9wS&XJ0z1pOV~IE<_o`>*b!kN&WxsFrm}&YE2Jn^2kr1V-r4zK6ALB1hG{EkD2Kq- zK8BdqKzZwi=LUy|AaU->oe#(;gLhf(NS=vPuvZM$wEa+y1%Ty*I^beb4JNW!!uh?+|^&;z&7K>zeZtl`|^t@Y+lPnI1*H@KH!4 zPZf25`)IY)+%6c!X&ehqwSHEx7@GECfC=D{Ej{8(JqC#fC@u zR!oOW_#m)M=fJuAa3<%VnQU5)Zw#=XH*&+C;Ey;-&!A5+-#wK z-V&%z*@I4%Q!o{@(2Ip0BYJAH$abclvg%m=gx5TcI&O9-8>Xcj*X^4NtAYKzM1{vH ztH&}{Xt)eDA^NhKM<288ZPOKSH-||<;iA8CdAM{_2Im>gVaAAD*bpFMl`r`b9qC79 z^GE;r2Z09dr&)8E41Mnh@sR@zR)Gg_T&3fSR^eK4_JUFT^$n7h7J=*aR&)-?SiZ(+ z&a;PP0E-RsDX}-0M(^!Wrd}STj)!c#rRr5Q<>sL$6io!(fgJJZd!$(+WaHTAxuDf( zexjuTCIikKN_Ijo4^#IpdANav_T-M2b-E+Gje`e!Jj@jo8>P9brO%P1PIf$I=z2So zCGr6Q25;4_nZH4>RuDzGpbY1vodUR&I_BsGV>sru)h1^<9*jPIj}S~lGk=jOfA7fT zsb+>(2bo6qZ~B&pwKZC7856Fv_9r}9y`Iwb>?PT4N}4y+A!OdU!y2zUT)MOE?`kz4Q>`ER17+Y-GyWv{u39OvZkZtvh_ zpf8N>Kh=CSl-&{C^iQU1)=1JIH3YxE7kztQsIETus|H@TTbl2EUse@-`;(FR0>J?R z0e4w|u@wOOEWvyV1G=${3Io3P5q?1-{KLMM{rM^R{zvU4W2kDV1Qqcgc553TspCKW zT?B#k4WRpRA7=XoeNQ&AUJ+=nLZOPL|}muR?V9*cWTi8Z|u>L08c0u14DYkm|0CH~H?+_h%B#cZ1UUmy5YQ z0pTC(QZXAuMAT*a__?PWx#o%RZ9D&@BlHg&__qGN9Ub;RYA?l>4b*LFH0<)DSAh$U}Zg%A~trTFS-rfWMWDu@d-fl}+fO)fAJ| zr9hFD)A}!VjFgXdzu1(G0k@tzmDL9_cM@(+{YF99@Bw92jQtp1CY3SI0DVQ3L#AW8 zODN~nzm=pRFhDn7&>#uqi(5-Q_2~=(C&82VRC}KIw<>13Az=M zb{l?8D;d8~CszDf$P;h{b8vQcX1OUK03LkP%JqCc@z*AEk;Q|9k;O^H;qbBJrf2Lj zeD)vpPH2w-ZzF3+>xnq6v-&a9YOAYfVX%C4D(GK!E4Z&HIy7A0p8)P6EejIT-cI@) zJ!uQ_P?gN*O`*w_j6L1lgMD~rc^1L)+9tU^(TIUpc2R?QRo!|bQ2;)K=Cg3J;HKwc z;bi6YeX_76=s%j}dqJnmP-p4%M*lIonehHBiw7}b3$N>fq2okN-{$?k@Ddk3dm26p z9GWZ@eMKLX9X_j_050-em07uA=4JG;;-vSoa}pB{-2O%eFNGIC$gR2E`PMTKGg^1c zckB3OMt8el2MH1T z+7KM3=KhT*jt{tMqbVd%g4u_A+%Z{A+$JM3kW%=gd7I%xq_Kod%ZCRK0<~o;4 z9rpD06Kv(t-Oge2##1y0CiICW-FH&IF6U>%Z3FhQO{=A8m5;Hv<<;0S?6kJ~;oYL- z6Z`oM=fxgX_YeyU%=FSV7wr1!^TkkGR7GrOUtG^e9UA$vA&Hw0?#5WJ%b{XK3~Poh3}aX-A89^laBr_ltDf(2$P2V!==Xm|i;tc`Uzscb#obUa+{; zaYgn0w??clGLf+!Mg@oa;$brk%=GA+nE%{$G|H!jU13Knqk_)s*qhj@w5rHhU(z>n zMdx0?-xatr{hv(5Rruto;-zh+kpi$~zY8gTBevNwU3N%?NF4{e+eY;YG@|4)Po}CN$*~FZBOq?P z0zbgN;5+S?+uTV>*n`amKlimh<4qm*wPH{}^cn8=bPm+fk#Bmct0Oh9fY zrrj6I?ne^1^HP(c{A57-5=$&7`YKU75WFU5^hfaF#?kYBAWMTuuQ@P~a~UCVVho~> z$k%5MF*pG~+o#8SaWzpfwRF-cX`&Z)mXI#8DO7JgOBIptQKEGI)bN|P(+mc+?i`@( zFbXg^ugðvHDVRY$I-$6hj%Z-DB7`c+b~<8Wq2k8_m#s*HLkoFEv?L2^?eNKi6^Gb*AA|hzS8Nl>Rn8uK;;a9pkz;FY)^4+2@uC zsBbcQ-`y77`9x&Z(o_FhL6t^_uNybAd;RBc73}Sci;M1uHC(zao{LE#tas0Bwx1~6 zHbU7XDc;|+lRJ>xvhCoEpXHX#8Q^4l@+8wEJ+zo!=%1`FZC%GD%azNTx)AQ`ZucFF zCvLFU>Is=|u<$AMf7gq{#PXkD5;3=OGIpR7vC?-k7BV)pH8Q6A-v!h^7#RPG8cRJs z08#+3Sb)I4LnqsRI{bIh$xhGl*Y7ARSc@Us<9uyju}asdALX-leyXCO+Ay69J^?L? z)lC#8qde_Ra&2y0%3RyXjMIeb zkz3&Y*NbF)s^wDrYw_Z%P-GndKqU*AwkH}PAMHHZ1|M2+xQqkn2t5FdQNU{tP~{F4 zAI8hO5jN4w3RKA9q2Gqi9wn{LHDdbuAYXxQ2+82!dBj{Jij8Y;mXo(!m{>1Bp*z@> zQ|~6N8i|k-D}X8__d}gex}~20@IyVgo|=I$Bx{5~i@L^TfQ~O;03tt(KxZWN@Ep>3 z5B+p4Vd5t>^>+6(^f-u4NRq!ta*EoClK^=g^~1Qsy-2er99tVm-Rx$rB{AExC~@n& z>r_3DvW}^7u&L-`7cOn9bO>w!1g1(caOT0=_Pj6lOdUE7fb@^B^Q9AdAj3agm=#dt z4mw)8;)H}mbcqQe2B&{i3zmB39MpmwK#w93b;~OLDO<_SusP1`JPvoJ#8EYen$R8Rsy6@-bOe)Ih{M(^G^peFeCO@ z97v-XvSGr@LJ!C!O}vP0=4XgU`-9c{<|Vdl^mJ_^i3&D6DV%N=PJ8D!k>xBw-~}ZI zmD6T#g)xD=?0){7PLdfUK6&ke9Yww%5rh%4UBd!?yQ55)}Iz0clO)0 zm*bsP*)%M8x>?%L=7@&N6eMeZZdhza=t~N^_!{G=9y`ky*1EcN^VgTcUn0U&<@%Kwc|=D+k+{JR^QnfafZ_LSwNW&a#Ioi(_T zeZWG-dC49u5{c~i`3$p3$#OsxNh7H(jF_p*Q-%ES2(pIzal>Tjk zC`SvM9c_7!WaeLq7RUJS!-IWV@|x|;fP8ziQEbCLbDrw=Nn6unoZbMy96#(ZL-cWM zdTqrZK00sL4ymlRjPo82hkom;Pn)<|65U~E515a8ys_`2tFhYks$1VRnZ2C^(b8hH znCV3~D=rR)au1*$aq#21<61xA8TJzTM~4m5+>Y?A--9-}FAV$^q1KDhqaDf{Crrfa zZ*?7KRdFM)JFBUeqhD|q>c#L-Xwpe9j=~0u#WLY}gkWl+hh$oxr?RzZ(#gt6tD>34 za?m!&5`?{M*#aO7WL?Z2ELetuv8ppbxof9LQoN7BCwG)7j|e?nTc z3bY!sDq1!|JioBgP@T)rR$7~O<9fu7AUX`WMQj#HT& z$GoaR9GnJ(aU(3`>`F;U6%TefxRjDoiUZ}B3jj7)&qz*SI6dql19fm4;|4ZuM7;g# z8;2L{XT#lW(h48QbncM-Lcz!v=d+?ny5+3Wqz7AEejsWc&OIX*lI#y@2zkB&ATNHD0Fo=&&IlJaOw|PGreQvBY8}1)a zW{G4^3{mc{HgB%zvAG0GkjW*is#B7*^CzQJi0LUqTD4fQWE97hu~_A6Bqf)-FGj=4 zN-WiKCTUDTxi(4>L@ti(tuh;TNKINK7+uUM>+f3mNt77}#_tP>g1GPfs6AApM~kTH+ZrUST~s4R3mmPDPQ@8V zfzCr2La~bADUDf?L8OUrbeq)AU{}`qf#*W)@=-#}XOR3s&O_E2IX!%yWx|e&$z&?U zWZ}3A;~|+0ySVk*v$y7fItZ)Xgrv#7X?>T-38Py^J7Y`DS&y6R?8e5OxB>|`D7sW# z!~?tpTAbSO#CpweT}5jZNolQd+g#pbrbm}mjB@Veeh_>`ujQi0#79Skne`9%H1eHd0}&XCK9I8 zfEKD#+~p*8q>W#s|7h$`TL$0t2?xKhE8TO=yEvsrv)JDInNu!ly{yTEqe_VuB15?I z!)(=%_|@e_v=)PhP;h@agc#6g&sluoD<9Z-p*3w$Dq}v&>^bJWcEd4hqCvh)g>Ra{A`O<~g%IQCG_`*!6o%0~j#a+8KbR)1{N- z*&tvvbmiIFm{BHFelbLFQ|n;&49qU@=^*!Z%BbQyMmfzz_dUnA78XiJaK#M0sMx}I zy)aU=0ZSxS;aQ)&Pt$sgzTuJqBg(S;^|MN8Y4xRO4)Ircm|1$~-WlCrL=GNK@Q6>_ zK-OXP_U4?3XWhg{2O|l;Cl8kPOw_vEGXRf{0KYEG>V^Ezj`za{J#>Fn|4N6$58ZTf zb(u{v$BwO0mrgx0kpat}noY+*p+r|Hf^42Huoue27bWoVv7oqPv@a;#UA-SMDJ z$PivSY#KVxhh`lB3RrF)97>-vYxeW&7S=Rcax#&0IT|9CkSA(5h|Kbz4P%+UuL1>F`d04Aht7K_oCi{Rk5 z-GJoE&uX?$%qq-=#AE+?CtAbb7qNqaji>he6QMucevf(jj0EaqZz_NV#}{kNxLJSe%O^&cfwzt&YKEs<(&<;vz3!cYR@2Hk`bL>?kC zkV8a^mhK>a{TFF7MJKq+;bse-%Vt_qwL$Ko@afl-%O&2mI65_3 zHydpOff%rGSl!}KQ4EwIWFB5EPUqeJa^*a~=~uzB?G(hh+;3iO5{;H6-n+Y2Q^D^N zQ<^_=JR|1S^Dg{irwddDHoGVpIM4J-&WsxXTOiRIwcKuaiStk!USL-|Q&Cq#$gr(= ze6++a?=&mIuA2cNE_nmG2Tb$6V@u(9Fk!RkUO&wPhAKIGWCf}nej`m5|Jvq12qn!G z&n?Enl2#IqE7PkOR>*b(uROwaaK9BetD^Mz5Z3{Efi$)4(iTriNu%^Bz_3PRb|pe~ zmyR6@B?<>nB7ml~DT0oOfP$%Q`I*qld(O-on@V5c-wj<0ZE9XRFs6tHTCpY!SXG673V3%gi5vrm?ZK zx%gRSUQe+mYya0@bE-BKmCVV?mjIdOg?tKKiajJ2ZVzDLH?B4`Uv%1f%;Kf4c#$`; zGoVX9=zgCVNDKPrTs!pyM@@ae0z>3JQqAiK$O^ILgvq<{uI8I7P_keZ)r-&1%`Get zF7SKXabjHv1acyhoz@4oo?@onSCvY)K`)&<(F?9L-dej&(E-E+Wif-Bq)yiQpz~Rm zqJFdG%D$5*=fM1I6|cn^k|xwdrD5<1A2)CSaHu6Cz4r{KU=eSN;TK$XBp0$_XE^77 zzLceksvUrUA!*x?PAn%_uOHUfe5*uun8yyic2U=Ezy7h!Rn9d~Is<1YCN$AG9GOB| zsZ#+g%}yzb%=MPu1|3iHgA1-&mDyO+;`y4}iS;dz?PZjEGU0=CD=HJscM^dt?q%I} zMro)ZQ45-=0f}EsLMbm9PJ*Mo-EWi|tmZney76a+q9+R2dQUb;iwErELagKnWanJi zkdN;crGSktzrM^6sBXt7HvjV1pE%+I`{jh`Y^X!AX7UE^cFSzktS*g)rt>_gX~ht` z@-!DdN9ulrMyHh`U0glGN-l*x>A*bV{H%w^c@M=?3He+`2x;o!)cza#T6Mx$m<{F6?QhFg)NfKJ| zuAte3>+le~k2zhJ)cXz|(m{0RB0Ll&-b3qH+b#S$vsJ%yMrm2c+s*c9tFXgB%>V!$ zTh<9~#&!Gt&L}K0l5iUa9?XlqTRwle-vD-SSD|kj4`O^oDe`27evN_p$Y93!&SUqn zkZMOK(bSq6cdvQW8kh*4+{+U2Q1Qrq1>3FDRef17=jHeA`tzSTc$dpR3${v0y>}Eo z9d0~a%*H%8zi`hxr9^zue4Int0Ki={0nD^M$+)VV*7c4mJ&GA&Jiz5?pA?^kVqCHb zGPCMHpB#TLvP|~9E)y6lw+cfIafVc64)Yz`H`NL5Qx^>>6x99hGh@zjbZNq4O~M|R zCY^t}V?4h71_}_=Y5cn&_AfNZe;*Yy{!_4Osi(K2r}wL+mQU!DFA^{i7yx$)1mN$S z|0TWqcOztGj(_4yA*?}aGOmpN z2pb{0kXCkv?TE8k+9@N@@w^ZPB>9zObGzNmwTHdHpYQ};_G$~kclEz-y}#hWcfk`0 z^JDCf-ko7tnm@g6V6ku}9|;|xrX@GvjgG*?t5Xw@#tt54GRp2+lg=O}itx_h#q7`e>e8N8iljJOKr33&mIwE( z5?b1F7SAHos*z`M;66gzsRyH47mR9cG4nS#tI6vt2SYguE(Ik_gkV{lso<*NmOr35 zu{*P4z@7hor9dr*O$Z#%Bn>)|i?ql*o2hd?^D~oc@o?;fA~As`&%jwkmwPKf! zn_5QNmld(@mB**->gNyl_4f8(c_IdCXVFojx47|42SOOYoan~4j$@nggXn_qtMgSt zq(w@Yn2#eXKOUVg8n53sMSXU_ueXrqd@p=YoIUxk#p!;4`vQwl)p7m}oLK&n+5h)g z{jVILA0Q|IXazvt-#PqCO8D>MlZD}*1SPcP`TsD~2tIV}q^#aeOM!UtqzU;3y;cH^ z;GpoV)Fm2;t;R#A53PAef9mZQnZM3HB>h))e8KpX}FA|wb$ zbPo`#3G@1BeI~&Auy=B@z#!=Oc~ZdT#3%A`=wgj4E`BN!SaJ`LSv^wfdxiD<`niBBvLMdp6)b3QD z7hrMPC_zPy+xbl3?{BrP=uviv8FTnOD!zQ_ofbMy`aku}N8q z4}ws_2EGEVMOe+(?<(J8oCXzTVE4F`j&C?*}YfT%?-)p)SE$_D(#9KMG zbRkGKmUOgR!8*1r@CL4Ap7ENI+!||;Kfg76XT$MrgJ4{F5H+=+SfAiGWeOcney+yC zzmR65B08)x0Y|^bd~hFML`=vmTUlR&8S1z8h~-GWt?%l7dTKsO(`7tPUdje_c&}Qq zo=sMX?5`?19Dzh#He>!Bvi`yi{QrO|<6r#!hxQbmtbv81lQo^p4+aM2KQdGfj!r)~ znA!e?AQclE8`ED&>q$*>S!_wP&!64--LT|++V6}Jgn)4V9lwHTunnW5Hd(VVGECVZ zJ9K%ERXod@*15R=%>%?#U6r@XJ+E3NlcMDyC4;0}oWm2tZ#d&97KxBEZoO-~xn2 zB4FPd_5|vK&4#u_8n+MTHX|k81O@>mp&l}?oEE4?CFD=BLsA`ioFh>oiHA(a*y+#9 z92h(u*i!+(u9SjmBcsnl-cbah?Fm8%)d8O2mMjc3!L#-3*ptp@XMXr8AHc6j>d(gS zhfRV@AILM~M=Vo(vj9*E1Bv8F1KuVtns)limX%A3rm`zq2M2sB>2({v1W(gAq zAjeS)L0W6X_6u~yGaX!Q4m(vKkiD?G5o5^yF>`4GNi;vNGyzIAgB|qUZe;~CeS>5Q zNDYVwKF_J>qHq?>uw6u(7H}et)`%bXy_`1$vgHbr zf^6bqTqpc*edyxoK(Tfz2Nna1DRlFJyFW^xaX_y;)A4@k3jph(!b+}$ssM2Pz6p}m z=^>)dGn43RG6PeJBz4~^G=~_?7xxjKRIQndEzm!w9;cg+eGGiyZl9hn$S`4Br=#^8 zJS@FETjZ@>xDQ>Y-o%9oarba>O`6|q-`eqPW5a1|m?a56j((u$k$9#v2U-$yyI_UDC3{nc>Yn$tJw&`9MGW!NGSAU*dpd*9U(xr_2SlO zb9puQeFn#=M6$d4+DCT%_0v23d-1Y(li{m?r9aMUP0-CbhOT<`9;JOzl-P?87&J3NOT^r@_ znp~#tj)}JDIs{GFr|(D7DrXA(lSuWHAZdHJ8)>guD=PZ-(8$3*TRW3J-Ipgk`}w7Z z9Hl*ya>nJ?(S31Bj1c~0ko1$N;Cpn{A0 zXRRgS>HCuKMyxNXj&QfNCyjz$kDnQJ2Kv|)Pc%Fzo1)dcD9tOid?M;BUduLEIW_k2 zJD*+@Kv_z!3L^Cf2c<%_!FEqmYPQM67s+$_RONeMuiidIl$(Wijw;$YYVuyx7bmmI zRu^rFbcwtwFI1SDwRxJ6SrX9`Z1j&l$CgT6;=^7%4$r~V1(Y74&Kkpp90v_{eb?~| zElCO*>7I$cYOaLJqO_D}=@9gKwfc9dV|Prvqg*+9VoBO>z^T9lE?TQXc^7xD*N%6Vy65pd!zG18DowHsEvsZuj7xz~pY9Al^}H~yJ6 zYAV%;i5$b=7+le;Ua_B1UDRrR3gBOu^0uCv3%=DV-)GF~d)>r{&us*;{*=~Vly$Y2u6848Kj)_hqqKZaiFeUU822vvC zLo1MJxV^Di7#mt44c(IS_7+0QEITH(g>~47p&O*`%rA#p6&Tx7C`2fWl#GKNcO-A! z!l7grFDL~X{tcZ|!0GMEEiZ)PUa2OC=!JD^zjVd&9P*r}!Tg)-(IEcuNmQK)Kc;Dm zWx9cGbXvzJOH1&`EYZ2CEXZQJv3_>R`(5<9X|uIe_Ny~E9gWNN>Z`L;y91VJF~hw{ z`CFCT^%OiY?g-TJ+vp-^eNYJBrlHrS_Jnv3@8M2F?d`TUs|bDnqF;OK8a7v)9Owil zFhn|Midu3^h5+j9n(f}icZCGmOte1dX&9`S=V@Q% z?cGg1%Cw^fLui9wPjjg8!>@i}PvWBm;DF94yPWa(p)1`O_Wp@Wf+T z*I^o@9hd?rmfx-|2B(`yBTh_-vEUR>L}FCTlGx2HG796JW!LM`WPqOyFyNRCjI(cA(h zSU+)OHd2-~dr?gYtKC?3BW4j*%_gGoHP*uLp`x}CA1M4DocgFQNMZ7P)04iEFzcbZ zDM*MPn3+xQ!WgtHplV>tS}9q#Sfjp=_! z5tumSa=|kwe9DB~S{a8iP{J{+*k3}tWy+i)7;Gqpq$=MCBNne9Kw*5c+uzbg~Qh|#IaadNgz^@7B^Dw1s1La zbuIRyJVB+i5DK=2XXS#!G$uV|u&G{}tQ9rHStWMKb{B8YuRlzqIOV8!7w(&MJ-@}u zhL&8LHW^PJdJdAA$6Zt0YIY4TN^B<(KJkclgBx-tpkSXPZKInOYxsmgbs7emA`zT^va76luHgyjNBqyCt39h9BFHqw`GP z*B|4Sn4Uh5j2aj(flfst**O5RqwSjbKz64RN96!t5s|IGYxsUweeJziUAI8lcK_UZyS_1rl*@oHuR^}i zQYR!f2tqgZpd}7jK5d4miU+eSIFvAZ1^ulgBYQ^orv6C>EfQ3WtwTk>>9VL-pd zXz*K*N`c}&5^fTcO3+0zCk$jMSf#gZ{U-$172ELgsqU&-Djc|a`ZrE-)>bSv?(@}r zKb1f5s;yFI*ZEV^=Qs|7FxK&5GF#cM3!kvP&-=@a2;1xdiq(&$*@-a= zH7fiJsrX55@7~aLGTwCcaNW#UXAb;z*t=WG*NkE#0yITNQ?G=~33ZBQyQWkva%9z% zfyabtbo87^2YG5wdf%mvKNUpc+|m;d!OJAPI%165l7qJ58IQB`#t#!jEYZ;t>5=f) zPw=w+RyLTNw;k<}s%hDazl(RRFx!GF?Qu+3#F8HE9gR2eB(W&>HZt~~J;`zeg(`D1 zy_yR1sNzFl!t4*ai!RZREf1m~`qio$8K`BXO)zA-5!98@hJ?pv*Oz@eU_oac7_1i> z7K6I#V?>JfPT`RtM9+mV1=ZzIh6W`HN8fVG7|lH5+~lo8pJ1A%uYclpZ<9eQ=N9Kg zx;B-oA-bHEJ*Xl@4lo(d$b}0164t1UO{F0^LPHM9AOhn}BY3jEHhSK}KJxf1D(}&J z9|)?_hF+(v9TD$u3XD;$(#}oQ-7Qw_v|)2te5G+dYL-X0FGHTsW)b}YVB#TFeM%?LA}6bURTV&2 z{p3})HlN`YQ7`aOJg8$orA7HPK<8!UdE55&bYs?r^%tATh zf8@t%3dSaM;zF9-9IPfBY|I?2%m&6LOa}D&hOCSn9L&sYj7)zPjZD~n{@>rwrcQ9^E? zVJM*pqv#1KBY}V@TL3wuelSANQeW*=x9rjeR|VJA*5BdR)-u+`O_c^G)zJ^BsbPvs zMFmIqno-+LB`{6W*=BpOvAsIf5Km5#7E(6qQ#I+Kx$Xcw?c3lC5Nre%ut&Y$AmH`% zyP?GHLUIR|NKq!OFn+q@d(vQK588M5rPu)>tNA(JP;L#Jv!j#UCYS99b{ONS=yA{v zAW;tpt3?>Mz*yS-EVhHB9Y$4)hNcgXtV2pMKt+PsU>WH>F>8G@~3Q!egMifv_qFR-Ow?0QuA<{T4IG)zl5@>(^rNV}cW zKr(J9yNpS3k#XUU-m*E%e40~6De6xY_dNAMD4JimACtT;A=i}hhNN2+m2XOa+jhfD zjf!W5?Yd`V-i70h*)qj?y)b6RH7+?-XLU(AeT`jdmr_*c4UcZmxFcYB0?Jq78?ebmRr&u!p`(+&gOi(su?Z9_8w)Ed6bXs2tO(Tq E0{zwjg#Z8m literal 0 HcmV?d00001 diff --git a/assets/spare-time-research/cross-walker.pdf b/assets/spare-time-research/cross-walker.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f0ae95265de4b4b3a028a2716eae916cf039718b GIT binary patch literal 92614 zcma%?Q;;aj!lfI#ciXmY+qP}nwr$(CZELq}+jjTtiI|DGH~te7=cTG1>Spp{A!{h9Ew?y?TXUV8x@uvo)}Q;NqecF}HFucAyop(swczGB&g|GNzR>wlQ@w z!=qv>VFyBZehzv_Aprr<#`13olaY-Iu!PXa=c zp38cF;q3HMq-1wlKq>~&BpJ@m9%YRsK3h9C3`RbMRmpiot@r}{de-2*>72P3f0-P` z#jUvU9f1&hva5pYvL{lG4kHPx#>r^KtZM_=V2caG;{>_@d#wY}hvfmdg!P2;1XzQ( z#5;BNAKY_$x!#MuKZYQG5V2$nsW746*PP~n?lUZ@0*R75IFth0YTGz-vx>D@u^);d zbSIRu5H3NElnh@M!W!vU@DH75XA-7t7i(5#7+hH&ZI^ zZ!#&3iCuf^USR&jJ8woJYTzwP8q|^i8wr3?NFb$^3{NA9TQATm)JjFtok0x1_gX1kXB-I7#oEn zh%!!(`JRq}tsK~#+LIm0E$&I+VWM5jS@1If?CtDJ!>-1{qRlG2JvgG0fuxS*6p!N~ zvS72Zczy}Pjn4j(CiLtQERm+EnWF6gJUvyR1~J%BQwM7b3N^=m~wjLu@mbDy)>_@d2f1 za#BL0gbI#kSc|TbS68jMiz}X|lnRaq$U+-IH#c4v6{&0zV-W;-nxpd2?>!3iJOJ{% z0rorq5v3>?jtp4kb{V}qZA7iu2iGgfprvEV36bHifxXW3f(45mG5 z6ZXX>6>@sGT&}x(yJtbLuu=Eo#M|GpQXNv{hi`VdHh%7HjX3+dGq*hXr#gHb(r1aJ zW@i8uuB6(&no>18+>*uq3#G@8&RV)kmycrkVrJOmYh0~2$jS?_we0ErM*iYyr>KTg zfgVlC3g(x@zVxalDR@aW$>lFewC54E!3g zbWh!YAX-6%YWseB56_aYF-L$m9vwuK*&xbqbEWWt&~-(d9qnq1jMU$)N3;XGPxXnXBy49z&R?`BR@0NDv&#?E9^OE zW4PGkU1!^{E_Ot~G_KU8?>xn71`6sFP7!gUWJaHEqPpxPr+1u^zt(GxU(NhFW zkG4DZJDAr306bt~yPHc?QJKR`JZGS}Oj{DyH^^wu{8FC>0X*KWUyZWPf1(l%t__$I zKJ6-p*Rze$qo=qxA_*SU)$gz7Dcw;g_-0!|9OI-d2Cp?T6cbwzrvBc1TiAr}R-gHC z;f3Ozzuf|!onQt0q_6K#9vRntHvIi^N(tv?DY8APu4HP5NnGtW&`hl77t)~SUJp?r zx7}_Zen0CE5QQwo`iRp`)ih?Q3+m7PnJTCB4o!0bgDbtkv)QoB#F&=XVvLGjVU{rb z18|auTI$bxS(EmPRygC<3h3s$PfyLj^PVr;y^_BXSjR_u1`PiKN9gzZRo=#-!AxUJ zjGmi0Y5RR?9O6HL0kL^9Bu!4IkA|ysTs|GtE#CWdU_YRP*dFIl2sAw_X75?q%KLq+ z%n?NYM8e9o%yt4A0#FL|06$Hfv2OVjjBq=|>|m0}sPSOZCDK@Aw9Kw=ftep+l(U@P zQ9UIw!X|3mU>Qhsvm#b|;HCSZJzEC((Y3TMge~#_&gK9=LdTd*QsVnU)j6{{oGrFL zLmMtj>^{Z88vj@kZO%32nwsmWS2m*|-Rcf3wQiau5xzo!MfHsA+HP&5PTXvOrcJoC z;<3M)qcrZb|E1~+9H{WC5W?8T=>H(^@6-Q=BqPheqa_=|f6{VGT{3o)1?n#?U(>Lv zipkEGu3^@HS^I4RUFHif1fD2c`2k)1^gbpYg<4sfm?q`{26(R;&JhXwc$sJTVs63t zI31w(E@FL;l)AotSiX9ydQGpe#!hX~YG6oDu*9B-aF!OdN@J>po8!d#cDeK)1Ux)S4O}@;#c1BRm8?qN=B|nfSm@z;kYJtAE{(ZAqMuVpP!L$Hfn2CdHe9ls%yOI&ehdu1(3IJ6p{MYz_OGMyuCCE9Pn zQD4%XlN66I-fxbVp6t4U0PQPK;7(Fv48Kq)zGHg?YAn`EloxqA7aVFkov#2g_EBwA zXNp}zO8Jn0q@~PPb1|da@Y^adkvR_KLuiB@7r=H7&=7~;Bk$Ud0A6(Ze2b-zX+8zO zL`4`P(`X+uNa(60Ppl8rYFr5~GH;otXR$a}+rLP||J8fHCfN!p#PdAB2zv6Dh2DDk=AXh zGhw}k1|0LEn7(Dz8#1mC!T--`vAjS%<_%i#hKTFj3`~tZ@*u4Tbm%-z&IPj^B0tj$ zM(+{?^}ru5i(2^Qv#L|(9Px1D*nHGzf6y#QQ66h*qvS@^Pc`AvoTZmkrxA*k@Y+Q*HOnkgs{Sh+0CF0*=NmPZ}w=v z4C=jQY;4(uj<{`=SSL-O%)y_q@R`t>*0D;D%d^KVzIu?jq0R(tWb_u6(PUJ%PgI0s zI;CBPJ7KbQGV_FiYurq3NVVrQ-V_1 zhr8d0M=HXZx21uHW4zQMObGxd8^AnoC16b#p@p_1h~ARl1tZVcYgWaOG1}&kF}~1l zD^tb0pEEITEdmDN?g2dqoe8~vyI&Lia(1L$dB$Tu#;Uhai&PaszM4;Zo6OibZ?Y|0 zA1gx6$hqd<*|s;5;R9l==wr7DOT)`>0Y@slJQ{3_+iqaqWJrdW~N+4KwNw3WV!|0pK$f%A-0My)y(rjsP``S*s{ zZAt91xZf6?=rtIkZCctTxM0ud(<#``=+@F3@aVP_sTy|xtuGnl4LOAK+ld30&DLOZf{uvxx?C7VIlkZg8;EA3G z?~7AFdS6C_Z?K%ZN%7E$%%%j*#aYhFnH!z+QA=%GJELs4;#_byvh+ZbKQ`${4|y}tV^51PmJZI(uuMD)nB(F zi=h*Jl5*6@68*n~-zQ!a+C(rsLqpF#Ya@WNr_plw`#qw%Hf%heq5M8w|DaT=y-n-u0iy#p1+klm~}xa zUy0qkAKvbx^d;!%cXVz&FFlxY*kOz=(GcDL9r>@uE)t0p;JT3^X0N)sZk!HRzO7-_F-SBM*43jIC8A~O3uT1}4Q{J8 zs|osB|r~XQr*aJdNbh$Ne|<`#6%N) z7z&Wmy9P)4MIjb{jSVOOKAGYtjRqI$4{?QMk3rPWoVp%>k6cAU*HLs+OXbBdfwH<- zfE3W)vgh3teW$3o{zoti-jWjVV9c0_5!AiGDUOs9^zGXOIY7+0X({kay1xf@RnIE+W-HJe*4zKdj5eYA}NG65DTD+)lZP ztl$N43gwA*e+>-RO$0LlNDT2Ud~pyQ8OfR}SITMm{8VIJ)2D>iTWLUsJA|X-H01-u z7j?sq@0LPK2n_wI{ZI%`+<`>9=iNN^E6vj(9A|`XMPM%uzS}B=EWTfP0&Ce{-aIi31#($_oTK<1Vq-kzRFiJ zYc|QqXfgdNzN%+;+8?aedKfzD!C2pK)bIn3Zz~n==67P^%Lg1C<^xOxxs=)qOkb#s z14p|aYj5RS0PX}jlJd-4+oM8TTi_0Ik?K=Z8lHeu##-6 z1U12}c=qf{3fCX3?=~0x`6NFGov&0wIAv03|{zCn0mMNM2P0V>fz|w18Vr z{sMYxVk!TX6-H}7zCM+6wTKz!W(es^Z-1${4Xz4FmxU`Q_I%vXBE`(;|4vb4t`c z79f}-p~t>gr>Pj0w@sQ16ul#n)W3MQ!tXV(RgdH+C&wWF`;X=z>%O6Pmi z=B>|q^$FcPno&r4uwV8)(1T|}fhmW|c>cDqre4`bAT@YeDIZ!Yi`a)ba9w!#Qqec# z4+--Oqi<%rgsiN*uOn)Yx;fAHt)XmOmP4~_&2%(!bx*R#ad+NUCPj>wpX#_F`chqDi$Pkw3%~8g-nXF zzgEe5Lp}v$L=N0ChTpzcJqhm90;5na?6xP5C^&|Q@d(_&U6QQ3i1Jr#$W>lqcjs^9 zZMiI^p*E6hF@fU9x2%T`u!U%@^_lxcsiAt zy?KBFQ-3G(j~<#`L+?|>%Z~R}`f)l)tRm=eEo%o&Ca(@^2cAOUpxFiSgM#b(=`r;S zz3m4rrt8@92In7PvZ`>#fEqsq8vhX0Fns+Ork&P?n0O9jeEutK>9XQC_q={Dioh%f z6zEOvwM>N3q;;tLTX>YtDupVcY>{hZ+o!BSV)v{ZIIkYUUUfku#h*c;_(CO{$#lEt zhZIKlw#<_$J2&!VH$^ZTdDrT+c{XLm)+L%Y{uR=+cY&Is9$drG7Q|UO%*ZWfVw)MQd3I0GHy-kOsS@9dp*3ZyrP4Cr&Nqx#~ z+P~{T*kS5#IQz*H^>mWQI27TTO&c~Jj&+nef#*pdN#2WACq+=lO_Y8eW~=FGD>H%n z?^r9LH}xSQR@MSgLvCJ1I}_sAj?Jne)fJ;Z-#yeXqaIUEmh*zSddn)@nIvWLP~f9i zabPJ&vfr6-lJnF6i2*?KGwKeV}eF)0UaO$lu8#D(@0db_>9zm8PFXdI?7M^Pvuh4dujMI>^@M*(Nxo;Qo! zQaI|7>Jyzq?5&V{-cArV7{{AO1342r*WU4-IjRre;jGADt-gqeH(5$aki*V#a)xSK zpYgs~$PX#5y*-(=x*mP1eEZVh0b(=e&+wrIHT}2FcV}psE3i^e?dT8;TqU-RPOb+! zyljt9?e!ClDY5ToKeMGA4SUfpYX=cPmOL85p$h3_>V});Bt^oi^ghO(@O7|oxNsOY zVFf+8gF4Pfd#dQ#)l`d8JGqJ5IursbDT&*JJJ%~HiK99k8nskuyv!96L5RPU8xx=Tv7yrmky{|^eVqCuC zfQn6fyOSEySYqs}{FqNuDYDQ=TxF_$H$%(5a2pH@WtL8N@Xqb5hokB)3raY1Lr*1i z>}(aOpGw4IsqIV0%~I8SnMts)mxPv>(J4yGShb5+3#@-=gyRnuw}sQ~*T~bzFG#1b z)&@FmY^$N?B#J|*XBGIn4u87}xiIXw0-98o)JyuIbFaRt^<5!zUlG9DTb!m)^R`d} zEWSyxBx#M#8R@b*%YwoSw^nEy1r4(FlUf4Fx!T(!-YtoT zVK+@ZlXbWaYk7roUvh|!m<(?j6`ZIXu3);GAmBihF_m{^5iY|;xmYl@vNdu(XK7Iu zi|!@D2GgP$IU(}Y)C*=Dcwc_}k;tAMpSFQ27#s;Y4mb-{)o9s_=?sER7`>*CAf-&KNpRtzBU^V?dRyVj^`@qsT`QtMQRy`r!>7yxG&MwS-n8HkLP?F-xwu#}gZ95y9j{b5R<2&T zVxlL@Pu7J5ihpU;A3XPy+eUOFy{cA&gBHSA7##GZRY{rT-@z_)Tdjq97cvkk=vUAC zxF^FVFxjdRlRr4aQi`qQu=gtjxNI;c=IG6JIA>0Ae)!RjWo?eH(=Ap|> z=D5nr>e<JfM_@V(5}S5llVlKdZMwZ&wY?j3HV$$fjfqMnv@b14(OnaXDe( zI0L#jMD>-#7>-7#kV|(zRc<1ic>uJ^V7OyyHr1jut zr8e#+E{&N54?cD9o!S{oq9x9YM`L7{Sq61%%*JJMagd4b4E-3ad>>AyA|G%*rkxqLQ_ zG+Dujr1->*Egjk(P{y24WL}>)uV_9skAaCnPxB^Gb5CZez`~A+`n$i4rI0ngh&|p* z+wo%Oks-srJiW@|c;TdsB&&hj4S!B$(O~&H1y1 zM_g*3t~5;65>&3~0kE2=6xDdetN@ZVXw&rV=!sxgBs6JBtdN$iJ2+oJ4HEbnj2K(J z=d2g>OzsaG`cplGsE5g!Z4&qrh@B~&1nEhh*Q6fkLQ+6nW1I_2AN*q6_qu4 z%_;&=Mc%IgS@IH0X$;#yq&p}DfCnlA8q>?wE6^7>DCB7D=kCmuxQoePI;OB2i)V0s z2w&p5*2qMA87hV=tMI>jW{r8&7}KkbZ76qN3PUf&Vco4aJ+;8GgccMD-~bbSih+}x z@#7A7++bHQoDe;PqH2MIPqTA2y`|oyubF3fQko&2<`6*)BG~Blj%0FTg0pxHvf!#g zW=uHL&Ur1_yjE!h1Y`tepFV?9ut=w3bJ}~D^2*v%%P-CQ5F1(WQfGjqp;>_~j-quY zR6%Y1l%VyTSgeM{qAGxdS)ZUC)q^F}httOmMut2_p}?-*D5v(a^khOD3C&!YZcLWR ziDK~NhzisQRO`Y5DdDS$k^z3-&~y`J_97 z4^_J)C85m3tTN;qbp0WJ>2X79)B{+h zao`{N}r@Hp3u%LPBsDgpF$NWDT(G zDW&bofVEkewKxNkDoJZif_ED>?DYx)E(#>dlfn3b`p=eA{~>B`@LjKOzZ0uA-5bdD z^t)3|6VM+l$1=!tI8mr9%q(COM{*sYbnsn#Ln+H~s9P{>(FNi#af7g#aYt6cK@o59 zlzsSWu1kx{6D+$Mjd1clB{?4b3GOv*)>79TpyDt8{p+ynj*Ce@?h>4_!;q8MGXJ~_ zARK;SVOE#yoJ#ou4=0Vxr(3cXaT}=|%Z2LOsI!#M)P-um-HiV=n{>YH=5k+rBg1Lw@Q z`B4U#?m-UTv!j}5V~O{B2)A$CG=iCAJS2m~6W`&}&8!25gV5SDa-FoiRxCaDUz)60!R;&RsgKB`1H2*&(3MoAA-e5&(Vk=DV1f+O$E-9LRT8 zSNJGx?AgWv_#i|$;6wSIazFfd|K!4cTkz@*j@D)b;vL&%2TD@u42~zKkRHS`?sCUn z%<1@O_r|{tNV1d2hiIYEK&;@TKtO;mqkAlJO0LTwipy(2k`_L>81jAvorfZqle<|F zFBLbHk%LAmvtrF-lRC$$6)>B2VLzKk1`95SS@26(xu4yUbN#N66eR5+>G3lH^f$$^ zCB6fT?RPB7I;NeTGjeXx8|oeR8TPkZsRI|gEi+FHC`97xAz0osdW7De|}ebdZvH# zVd)wFJ9%oWY*=WrBYDrLW{tuKh8Go52Km*%rCDZAds^fcg@hYoz2y7y&TAAvF|XE9 znd_!J>u9#V<#T1ltQPuvgg*h|g zw!XcTKH$pMZa856e4o^Ny*t0Od2)7Z#p1fY9oUYh)~>|n;$}8Y>U$nvkKUYE%Omn8 zZN0o)Jips{_-I~V+oT*lE3$t3bbIOY3=M9iUZvjcJ)e*#Rz(sY*x?b1kYQ6Edk%UkdXQ9U+%R8p%NPC)?MG;FC6(!YHtxZXL+BzGSjM z7E1p+EmDx;LGd5W>-(uWOlYw3_hl!C{aROr_0qAxU%U}tzd(J~x zF`Z0c)bDCOWGdnJ#?7`|KdqJo@TOGK^@&hbc=5kVE7nIoY5MmsZNqN74b0991F@J%a3HXF0l2~Ynqn} z{2OTX8lNby$MPyYc$EkiBNf8Q=rzTKc+}NJ1O%BXm&U+^&2zx&!CdTboapr1LpoUI z?=~~kJB3X0^e7DL_3G+Iqo{AEx0!16rVdJ?V=s|CZZD_$9Lsi@MB@QXoIVSRlEo(y5Sd%R^gSjB_BcmUDlt@ks>cC1tFO zkxb0VNhD^E@mr`l{8l(G5VTZ_0&K(}(jzwFwiFi9N3Jti0-Gd94Rf1vCI*_b){xJ$ zMHZrzuyNijZ(r~?gJiD{5w@n5upypXW=0UX(ZOpt59b<%b@hNkraS|zK1JSG6p0~$ zXg^9Ol4z9%92mSal>e^jBn=4Ff#-v^Oc6H0Oe+ItZyVQB5en0=7&^nd@6b3rAzO}? zzEElM+3mB3)6NBPu!~dR6dvdQ)hT_r+b4u;_Xr2&$Y%tTpx=RpP#;w)Jtlz4hzENt zXk_Ry2voJZpy~Dkq|zlQuSpmtcU$qhV5mN7`2`TTIi5I|orK!$4g{!OqlQ`H1pvUJ5vCw){#q z;N_p)KkhM|TKG-@*^0B}K1{QGX!I(I9grfzH*9LVWIi^};2$8eQ$(L607pyaP! zXe&GMLxO^>r+x?(TKvyN0b`v-RB`=*v~Tj`3Yrq+BiT)jF8KExLH3lDa0z4x(P~ai z;IIl{MxyCtaLffzzhI+fyJ9Hh-+Q%UNUz)?f7~K&dbMf3^rJvIb2bm0y|}D-w;xYh zAJ~F#e0k^#R{qIe{}neGSpVxhjCS0XMIas0=#6)T;~IU$h;pYtSha9m%|_W1pn-#v ze@0LlYR{LHf=4~D_-pn|mam#psYC?$0B)gLG@_G$LttSBw4hl%Dgz$9U4IE^dnU9J zsJ?yvdn63l-kTQA#PQREgEDY3(Y8)~?#-fArlz>U?&{m+MgjajsA{PPIw=;#8u?fQ z0G`(55L-G33uujoSACD|;2hZ6Uo1-GvT+Vlsy)+v02$A{aC@0 z!`Q^qJpl0!s;sy2M!l|u)$_(jMmLYRjd?2DIyN?OeJs4_*_`5~nJgBurz|cHN_%?j zwM$3xRXIjxw7RR^I*0Qmfxy0^PjyqZ!wGB`tDnt3srs+#QYI$W|6Gk|Cum0&(jkT1 zd?B}I8IzOH|J_#PFBH&sHC5+?@-%0@f>1=Zqh;Xia#adyedsekpc5Jfs;!qnCNl*USy_b+tYrYvJ8^Q}uKvs?pi`>G^rx#>zDB zsv4}R?=*Nnb+sMMAfNAawBzA15q(XBHGXKTzV<+yL0r2b6xip@e74rcIV8R*P5d~% z(MjE=9(2Q}wQcE_cFaA2b#*?FFiSFyGtBR>Ip4Cj;cRU>7#8;I$d0W1PO{YbGU$<32*-F54~VXAYDW96rS0Mmr|ePZDS) zkxEr*E)B4d<+hj70WZJnn@N3?y;6O26zu$Hu!0Qa z9-(-zMi+T$KYw8QAoKbGY@3{T`KLkfuTEw&u(15sAc&K;9HfH^x%o!saEVHYovRZ7 zb2?)Hx=_hz;pA*dK*!i%o6i67smJz6>kAQ`rwnJMxbUV94n8$QvYZtlC1Pc(7^e$D z@x&KT07CskbLh(=CtYyQ_k@ZKSFknH{Km%Piz8!^=g`Tc&%0Hot~;%q060p+lzW4L zuiduI`ZBjKHz~uPgXm|L5>YD{CeoH6H*A@5V}-sk9Zvxx`q=9$3$plx-N;@bd`~nEzW(Iev>lI=HS2 zWKSuw{uTj2*bzBSX?yc|IMUfls%mV0DsXk4*Oz9aL_t)dw5@D?mx6-LR0)o-X_W^E zY$gTp$Zi}e(X#sF2qL7QLmU3R6KqBzikLrHYN2pPr8Bh;HUntVM|X15%;Wf}o?g9z~g ztsgx^{VonZVD?6s!F$!aI;0vxwt0Ro8Za#o!JL7(f%S}V#rh`|+5er2|5a^i%V}E% z(ZPAm)UJ+F9^FXH2W~_d+lD|M?GtjsCwZKU!hR5>pguCwWuDIq)FqmygMNnIh>6kfSDq zhEE4L8F71^=2vYJXT6U51 zp%O2PxcX!cUMJiwrDDZRV4^-)DU*RG;Nb!T3|o9i^DubSU|qjt|I z@=Q7L$IBPy)$Qrm;^)Vs6z7fE(Y8${=bE~rTTfu7JZyEy%}%DDVxM?<)^n@oObWrJ z&73fG%{AAKqg75Yl=Su0f0|TmtNEZIczf<2F1BWBI$ig89s{DM#3E=!RSS0t5$DSP z*nMhpA(g^zc|NK#IXF6c7h=|g@{@vb?YwZ|a@}U+U(^Pv-)^>Sn5?wV;1A}W>~>@^ z9<#w5Y&xeaLe_>*>ka6TXY(q457o4I093LvNb*weeD9}xSGxHDOSQGfu-O#G8|OfF zhTe&UzCkfKcY0VOxp^{|`Q}bOqp&RIoY&`VzjgKY`Zj#Vch?D7BsHHmn`k3VZ$#%^ zv*!SF5td=fWOH(Xw?Wud&a2RpR zeZ953av?A+Ih;GGJCKbGw8p%Guf?J|dr;Q2!6W8fmNBz>E0cZ4n%`ep*%g??v@4SQhH$Izagzmbs}`y5%~Fgo#a5zX2>^IpnGp+BsH<2* ztGkI$-WL8Hsn}LE>PK8l+U2@fa?^YPOwLDTx#6)uq{@zq&6jjyVB+}X5lnpK-`#U# zrA*X6K`9k6ZrpqWru`0Y z`zOKwqmTL5wnxvz%KV?J9Ooo!D@A3r(HrYddt<|b*;Qe4N&-6KLMuFAenGr0MldL& zK0gK;tJUVGmf|L;^=9pzob8&MExlsQOgcV3Dzc#47&>vGII|&GI26Hs(CF}i_AT^N z@&z%2PrKZQ%|y?cANJlKM;K{wA|&YrVaHV3vYf`_t2Id#C0T_d6BDysm8YMStxVFW z{2*3y{VFjuQWTx|F(rLQrS||=1eIJXv@XA-@qU7;?-*t^%jJa+>=XKrHq!V)FY+e@orgD}_7556s6;>@Ww(ie~4qn#b4)aasilk(dN)_f4>d;iG zx|Pcmsb$g5R)OncI!qJD9qS&;X7Vw)@}^AZrLtLOESZu^&>;%gtxw$v;1Z7A^)l^Q z%ypYCE{zT~GL}jz6_{#Ac$xG4`Ykp5wggX%tLP*l$We664&WSX6)sHg;#sv%ecl#>ioe4>YlKq-V z()gAkJ*0T{E?5l`8;Wr2C12M~c80aMZHZN~| z%2u(Q`}btGUJT*O1ds!2_Nef_nfv z^FZ(O6}NI3V8ViNSW5PRg9mreS%cOL zl?xX@q-+BC)W0&aa=U{0J&6u)CmSZ#hlPkj%! z`FX`Q2KK=IRt(@bQBYaJ)eYM4u&;jg?2Z7|@~#8aP6lz%Mf7RdKBP>j8-_7KTw-+1 zB4~SPHE+1>-y>P$svn^dAIU?9i+STH!-?5%sj}E?=+@lclper9QuDuM+L1qbVu#fl zs(?bXnLB*|R7D|PiU-_j?4OUz zcEDntb4_rSqYD5OFT_cVJ9<#&E=VrmW*cu4CN2 zaq@0FXsrHde^4GT)|c+Xb~@>T7J5}9o#=E#4Tre_zXQ0ELPB6^M@?BvwOt=M!<2f0 zI)m|yrQ0X+E=J_;Aey#eCwS_U$wf8ktLS_}%~*dTy}Hs)wJF#u18}G$>AJ1w-96Cu zGVB9{!U1fwi_h<9aaBD@8B9j46u?SHq8&is`X$*j@FrHoN4U$WwCGHuxMuRMw9t9p z(21E)ml}Hq^$lblhoLe(I%p3_XS>AZ@p_Tm;~9awxBsUQcc>bag}CalPMgjdtOAOm z$Q+I)BDisleqJts$sjD8^MK{e#;nEt5?PIQQ1yW_ZhPxE=4yHiL|S@C?KapI|9c#> zVYVi&5P3b1cn-nTE-n4Wr6Q^_1mNd!UacuomHRir*3ylKN!>&x3)O^I^i37vF|&)m!m->HFr&u2-* z`wh^D$+!l>(b_wg-7G{27I(tWCjkoW)a)~Da8^BAbnPN;d20l>tf;Cn3t!ouXVUkw z<>mM{Qav0A-4clgCz=zltLVlTXPL&O7>~$R`q~#aJHp^silIxxj7?y_t_j2gm zgu8!=WP#FzLC#q2N8fhkZyH^!VaK@oyAJW^#_^B?a~htdc)Eb5Yi-79V_X{6+?!Ne zuFCGjCUji?<>XjYNW&~qNEvKl8;u9<65sXxMWogaX zg}O$;rYyu+U0A44>_SNm(W24cks&|?ei%xW5CqW`mll*2MB*QW8xQAWz*pCVr0U<` z;!16!&A~~mdBJwDcy=w5eswKlYI#$*lD;Lnb-kH>GtK=n&3%${^FbpmUi=rt=*G3U z>x$3ojUd9pA1o)-!Y)ejDY&92nJM7uNqzG`sRU!h1BeRGHu;ad4M|cF1?|a_VJcx_ zU$RQz2KGEb3G#TEWXnm8>e) z8om5B@|nu_ff9-HYL!)Sy;UpeM<2)<#h?A04!BYv9@TqE>gGwPXOu}ITMAQWixd`~ z65z_><>eLjbEzR)Lz7AeNvQ?uJ-s1PRCYxRX;G|AHXOR3< z8$3=#{&DPdxjXWMF{9nt)$@Q;L^UBv#C_5F^(c!cdwIA^l=ONb7m{~u$mR}6YWO&W zg_E5KCJF+}Xgav5F%Yli5WmVo5_V|o2EFY!TAxnbNR)Wi1K-X4?e67q>1t5C(60*X zAa~4WFu^aa4CPz(3}Wnmo;uNh=*QF?Zp)Siri1wjI?*R+7u(}08?e(hK_vCXkv(3t z@RW%V{{8)n@;X7V`*qlpX&W_h_khP_`jtO;#9$G#fSJ&W)2R#7#`5mNi-(UVw>2kl zs{$AUdM48P4$rg?J8bhCf!34}Wk&fCqEP-l#*a8s69jbu2MPo)fI!-s>jGYumF;FG zZhEO}axXx{%*t64lpkKT zaG~_JGCrjhj&CWMgZ=6szx+E%c!Q#`xzcU9iq*+$4ZLEvok^gVZoqH@c9>nN44>77Jc?-Fxl z)vNTeRP>tLgob5h%Nam&&i51>s3Le4N^ZEUE=Dc@(@Oi+u>UG>ttQfFD=+&m-fz_R z=gVSsa2!po5uuBj4CoMyz~;u9UfVL;u&G{J!*#@h&x7hYKGMg$NoB)g%w!|$L~bY_ z7APLyT`MnrFEb=LOI9U&xr-|24Q%FKg41lo=ZxRbiv_JB%8HPNZq}M@;9Rg-jv7wW z--LeWS$jM%zXP(pSB4WzURMbi`E}ov0th4DqF@K0tI(g>EHbclwjou9Lh~&rRu1*J zQ5w#BMh96r_p(W0zcrZ0WBT}-KDr%mT6KYW-*pLUHxzYM&8Sg4tAZi3u^vBw{Bh!O zE`EGN=Zb{n4)~9EJb&8Kxrk$^5|SU*wry_{U(NsQJ5z-x&>Rol?P>CEycg2??l|Mj zHs=?DvX#{tkwYpI+m^*r*TWp%(rw=^EDbpB10tk&Y1bMP^G z44|T%1)K}RK9|H_9O3`?wT*#sI-9LJ1uy_sJ9J_9Jka0nRf80xVnK0!xBTVqbk5DUl?_7-Y65#xBgpDTf)ty}yW(um27msWX}gx%TW9dc1LVIoH^5&vo7 z%_TreT76Ok9I`Be0PZ9n!-c;Re;mrEMW;N;z62IZr zHM9y(Un`9GvQy7MGb_#3SIhwLcd7h)*B3eoN-2T0KR66F_YN_}rj|oX$y)+@>SF%Y zVV9#&2S)vVlXecz0Im)4wE36PvHVAx?!UgqIsSQzqsQAyqB`P^e1C7Q)nt?$QI@%3qFJTunMUvt zlLR>_hpIC8FfFs0XSUjzYcNSzA=czR708MvotjOt{#1S-3^XxN5Y^J+L@6LHD#$DS zuCBE3z7M$0ynY_QB&o(QjD}CG7SoBGNX?`xevRlHuFiS=q)`_T(eh6Y(bOtZl1*k- z06-Bvkg@f-JELStOF3BLW(ZhHMlsRh@eesxI&<2kXgLrd<2^}7Of{L-)4;;qHLj}R zYV=}sc+43#syAX(s*e3lfADgy>IP2r$w;hB!lxu2=%r=SOgP0Z9*!Z4zL!+lsJls~ z*ic>X4vBp5w@8+yuAo##nWK(#LH`C%1Bma5EfHVr4_O7*g%+|8KPoHXWJJv;K%cTg zkat)D!Xeb# z14r?gF4KEVsK=G2A5&>IW&}sQ0nuxYa}y(Q)eYleR9%}i`M?;pG>UWZ5?-v(@!bek)5g!zAQH#p*fdZreDx;+MK z3-r|Be-O^Xl*;`4BOp)Nz$yE%E$)4rX)pRBmJoGN?RaO0U0L$``P#&$u49p#{m+IM zc*lva!Ymb(1dX~61CdnlE9>VXSkgL$n%vFE&W=o*fdS>2gX(2=n-QS zbZesPm`kA(XwTk}58aY`&t4LU{OkzRayw%kC}BPnkMy2&?pm+{3NTyQ23*C-%c3_Q z8NpI*oyP>Nxz$}~2$80Nc$19cDMTzY>eJJ2VCri9oqvPce<=0;|0|MMIR2>-CT>Rl z)d)lW&bWWNX+;Xmtpq~pRx7Tw$k-C}o}Iw3NjG8sdSA?%je@82kvhs6n_L+q;v01{ zdWt)n$Rby7ZBS-?Qcyzys4PfNJZdhcCJ}uy0F3G`4m9CP3rNf;mhVq9e)$qG{L+wI z*3vKY=*HnH-Qec3S}C34t)WjD`cl>N!e=M0kMGyUBvUQzodwsdy{sfT+j<{5*^F z!MR1hGXf5!2BSm<3~9G_qm2+Y`)6T}j;%{410Z|oO*v7jd>?)?w>Z!`DMfS2w<#h( ztMv8`3Z5|7@^3HjzY}>mnf}>Y%Gmvn$otGcM605PZcxN3iJ=TqV3bf2cmQO8h*pj@ z(HpqFjF=&Y+0u>ueeV*V;z<<-9>~CVi-UOrLB%?~P{Ab}^+_ltDg@`VO6PuGuS7ap z6Z2*x9=!9Uw7mGq22fXed1}L)Lk4rxbKFJ)*}P<~ZT0M{Pu>KJM)uERhCUXvci@aF zAHqBbSO$2-^WoxaUGhFw{6UPR#DtQ{=x|A}k5B+HUv&5rbCFQTC>ww-CaoChXMfFK zaQWh17?X%&ibYYHTz6u@#hb|~t`J-PxG?B!^t$(I#QB8F^S8IEIm+RCt88u+gC&W4 zwi&8S8IL zsw&GE!+(wL8e)ojzl;_$9~SxRVL+Cs5lqiiDwU~soCOs_C4UoviC{^`r_&jVBawm` z4fzLxi~cGQQ?*)L(zbonay&s*wZTj6V8DM{0_5p_n%BBMwVUT&e>~}JqbnXAB?}V% zKIxiYULLWpDNTz@+P5$=gqrJ`#^18+o62iT2Z?3dFA}z^c$JMrk>B@-n(b%6| z>X1o^972t&_^@&H!QnEKTyU`oQ{!>G;R16Tm!AdFHOZbsq2nn`oksQ8j~wIjjA`>DXet!ZL*FlLwaP(Y7GaiVA`Q+IePxAm2$xTMsmXc$zV+ECmK=BsZ&ttcUg(~;j13r zDun^cO(|PLmNZ9>vJAWi>V+$g*fcz*2FOQpaj~qS&zu4(P02+a6E{kg53Yks)kuse zjSwTK?*?>$oFo$KmOs?4{qD!S7R3YQXyTkhr0bmX+8u(+Yjk#QERKhKb*Q6q`3p3qIk4c)H1$kSwxp@!r7CiF)fq& zKpoNEFtSpdYBq&uqS*%L!0f;@KJ5FxZtB%YmAaa4TWd^RL@A^u@CcCtC)5@`u=cIK zN`KULpb~Clvc0?wgYiHa6>Mt(_lm z6Ivyb^(uO%nJ!I}u0FSW!SkVJapRu)@_Z@WRcqwqJ z{oCQuEryYlE&U<1&uwuv+bK9ciEpvh%Ya$_>3Kl1d#)G%~uz(luBV&XfAHP@OZrAct+13k)n0K#|QeO>J!dc!OMf72h10?OS{%Be96; zVT>`N?USmeSQS5+WDi~_Cqlwn{B2dnrTC?`z2wJ0t}^PuQ zhfw0t%;&5D;22G7wA$OROW~&c4zuEp@}6 z8s9WrGP5BX3WX$V^Z|-E5{aDX4I{gxS(tx==5vNIN_P}b8L$X>)O(2~swo^~R1%o5v}*2Yu! zm)%@!D5r0gu#zt%9-kXwyanQYUNx#Q%#UQH@9RyH6{lKAw1KO`{6QBW{g*B|K9NKut?NRM7P@<03eB45(etx{0IWCLdPdO zKcBlK8}4pue`g*e^o;b)LSIOp#X?PrM?zirJ^Sa+%F3WLK4}aTc6i94^+x0HUewG>{xBXv^}N^kakzYNKJ|D;FGtO2y+v1_X94UPY5gc^Vd>9J=g2GWF%`EAtV~;9woQWpum`{qpi23BX2U2 z$uO@II{;AmLR6p<iDE=81E*kY=RwDP{Aow`TcnaSxE3F4(^At z&FF<1qdZJ1!Ke3LcDSw~;`?YtDiS;5DKXWi-Jqrq?i5c?qw*(kq?rBmzg6vjXBfct zPv&N9Vqj=!U}AFM{@@DZ=rr&4^!Vt)%nAg(y7Y0CWXN^X81WcJJAlYFOmHVFfcD!j zyl#~5!RU2nfOMj_ca$2682crFbbtXEsT_{bl@>C!$E||X8 zvGj7X6c`+KY%(%%^|!af!$Yr#_93rVu~WAUZkWS#GHe*3@}Y7u({d^pyH`~hEY zau~(j6CumvkBz|j#6QH~+aJk)3V8D>)7!9v{Z)C4AwgMCXHjY4Ca_X`U2Z-vEcL!c zjQIAauP-JAu6$aNe!XTJ?z%5s@yDjKZOS>JZ|Y{-qNC%t6BTpm0syfg_;3O{Y-}Z& z`|kbrCEMaXVty=}kFWHU-yQE)sh~fO$?c?g=B6CoE~mj+tO1z^=N;=E>t|>84cy!S zu1M}4=gGA1U+1mS77p_bjdz>Y7{AQ*JY617lW3k?droqmGRyTFOUneh0d0UShQhMG z9>(s%w#=aGk-4MCZTIW1?jI+k_S+nO#$WZH64@v2n1_$PPVAd!y9hm|#4gUh6D~TA zAL?CKuc}u+pZDc3`M18OdoBQu&up>V1b)s@)4UxItK*+hEjCq&4phkyHS?woG%qeA5gzPy1e+;uiM5hGTXZw zoocU-cN6xF$|sL^FLrm|zZAiM7Wyt<|LvUqcS0fOKh{U+Cj6%t7J2=$14GzA4hO1m z-9r0>tvQ9Zj&oQF;r01m;=~X#Q=*paRyuZ`m`0UH_`%joX%EV^vZyaVH(IdGc!9c~ zb5uQA=D>bVEkpFQd_Gq#3~5t7EUv*vUSZ@%;a{K5bPHiU0#%w8$qgBOgA=~^1&rD= z(g+wK_j>Grg_&m8#8<3>{5vy>TqTaC?!r9HVbLRlTbXzssgw^725*GkULH+Ai86fR z?|HC2UIi%X*Xx)$MW@;!1yjjMUFu?=G)=RB=hWryp(_uEN#0|fiA=E>T!xOy&6~W^ z*kvKV#*dE1NiO5q=NwDM7ET9@O=bcBS`w3+WRGJHKZj-I%`H{Oa?N*k8c^$k;s=R>jN*RbDt(SIX~BcmZG&K};*N9BGF!Eu2v### z*k89Jo-^JP_xv;WhD8fR(e<7(T4SMdnHXuQe66PGx|e7Wuh0UuejM!z3Ir0YmQVLScm1-u7u zTtmO!_JB*F@l(){Ww|E-Dz11P@wf-?v zK~c3rk+UemQ3Cnoqe17Gg!hn)pKy|Y*G-)6JzbE~En%Qg+_q7sc72d8)S-~q7?7Y} zxWreV8B{{kkVaaHri0R~R@Z8M(WTyx1b!h%Z78($={1Zz5n^gHl@y!5{E5O4mb0Jd zvLV~>!nnI9qPU)};a9RE{%H+q*_tq2Q-=GV?YO+M5j6>MzcR!^E0&B>fYy`$TN5A9 zonXp8Bs+nPvR^NcvcL8|>hBsqDw;}mdM~3P2ueoy1x8Z3^T1PAfvAp3c`!NV_i{io z(7C(Z#6%FNE+cok=2R92w{mbWeEvYaQBvLYNgYewy}HIr)y*=@tYt^PKHjkMwRo|? z4nD*SKPjcjbIdAj%V+ZY12W4?^~T!gE~H7-082UN))mP>d!=tl*mNRb`bwUQK0=vg zSDT!ybmjtfpl#ko3_Ixx!?Bw0ApWt+@b?3fuJ%2N6JQVW!JXko0zt)+@ zl_>@g-8!(f)}cWg%^G@|m=rGYM*JH}MVX`kK!^r&erC`l`A2xX*Ll#WO4W92xHm~r zfI}wyBl5fzNnC`D242!c3UKO_^5h8pkfW4Pp(qTB|Yjq~PuToVbl|I%v>8*wKrIHl4QRY_8-u?G_=NDsc z+!T%}W=%0Ii#9egg;k-#xL|UGQ^at~M;Y$pY|AVP8w@6cm!~ZW%5{&-kV~ zPHq@{rv4IR4Aq~vbFrCn8u|hoKJ9x4I9GK6Q-MidIchk|O_Ua;eN^ z82|7Le$ z?`Spcf-m-UI99&+?SFo&gHJT1F1)=*bza$e(f)e=8nm$Ewb;>m$#WcJWxfyEijIEZ zn6R1;`Gw80GrZvkEHj!~`fq=O|CQFu%=(WU@c&Gt{@UBSj%kkCij&Ji=)jRXw2JU; z(iZtHn8*v^|Bw!P++151T;zw5vLrp@U&EU&w$G1)c5#y6Jj~M2;mMo1f#eSeStgnh zrrdaA+A}%HP*%2o?va3)UVeJL`k1-uc6Dv6G4llu`ie9~iH$yWb8}1_I99pX6V5;b zb=3qWxx?b}7oFZvO?GFCmOcQ5{jlCEO0WJLLT(NVMiWbx;gIQ<%%a6SX~T~{kWv=Z zO9dCA`~EcjQFuOt=uUIjM4Ys&q8L3MJv8h?-9sKY?i(x++? z=ZEI)2QX%xed50rj^%&D&d$#GkFN^+KTOgUAp#EOX7+!WBr7EJireR39-02}KRgm{ z08wk0z)4o%Al)y#@jrOvjS7;e?=ED*HJD%#cf0{Js*!=IiOGI-#kI^N)u<#ZBjXYa zBcszaLmBP3><6YGJC95miIExH3TA*^2O4PWr3fjiqy)@bfin9uO zFaIoP()4RPcrjVI7)Q23)#eMRs3QKzc+#LO_Tif8lK$LU*oO%!J=4 zgE_C~_4}grq(F zDm&J@@10l7BCWJD*^1qqJxXi^D7L$dj@*YoG2QS5n9X&cFR#Shl73N;yL8Ax?eDzj z1G}xc&tXPyYtdJCOn!V0E2z({KEmF^-oe~gm?hKc)Z4r=w{JuHk%zY|H!r$tI1bv# z^F8>!ySHnxoOST{+g)4P+EdoYDoCFmQQBwLD|UO&6?v*)$m_D(t~M2`VAT3833S<8 zZ9iO<;{p;nLM;ZrQp+ncS2rm*8Ug0Q+fBuYt+m^;Q%v5{&H+B|Qr2<_43PS-9|Y4X zrSji;jJcQY{i<$U^ceTAyje*eZC)O28qS-$dYdx?_n-MtK#~e~75{c<|3kU{|DWtI zv;31*{zdy=&soG!33>bi)*&0bntGE5L58+9slt zTi<)(>>y-nDeEcEDai|*p5=^^JcNeH>b)5y#1@Y|Yb7UMk0hXmVXY}rr*C9eq2y`} z&km(WNK5Un5UWZ!cC`G{2iXc0A74NY*S0kOR}@x4zlzWwUX0wlnU|^s>%&4EG=sa4NMFS%6EQeYA2^>{Vv_f)J#ms$kYTm zIG_YOrZ6u_Ri(CAF-cBF(>y&-OG`T^JHj|W#4KL7JfloDPc@+gE5<0rNGUF%Y&$$o zp?o1bDxvn@tbruYzITR|mQjvE^SM`1j=J-YHJSwDo{0*GNJudKA5;_2{8;)x(!bBX zM%{NG0YqIfeJj3<5qGpX=^6T}3#otgXMkI)SN)`FJy(c0nXI^SYp=Mfd0L9Bh;Pdq zwTn$mU4=aaV9Nex_uM*oO*&Tiy((b35S4yTF_X(#=#4OPwKByo-Pa=qV`c8H5TCiQ z$zs@F6_Vy=zr8fYWUnpq7bf2By4GScrdh(aW-@B-=5l5_w$`@p=n^kE5BvHEewaGM zBN`nyVfRgz3*E;IChystNxHF7L%CtjD2N(}h|gX%r5ooI_cuO%lpsJ8PsIfPb|n5o zLHJ)li1q&iq5tQ?L}L?vCJtbaGB|B1zQTXPN}Bt>Jse6;vm&7!4EFf;?e9PE*J@BUyLh}XsFfq^O*Zq312(=k<#;G`Wzv{ z9xD1Mkv#A1tTj^@PWF;kMKv(OcRl#h9Zb$n%Jp551O6`I+9{wg8hg}*>FLkCaB@L; zEE%^U3@Po9Bvh0xM$km+8EjS8DJY!B>)H+S4!tj^9vUh-N*%}c-Tlak!DBKxd;oXH zQ1i9U#OgbnLWkTMYv?@0^|ABPQ2E0bP;H`P&c9XeKazC+HJI4`+2Z2GDJY;Sp$%=j zK;TX&CaiE$PIks12PY#N*L}sXcL+KV(WJshH`NdPNe`G;wxkSJ)*G?Xq5C5oppGgP zO&|T^9sDPNkzNxCb&tbCMP^U~<2h|3)A^b!4FnF9GSUjKo8#yf?$JwJd<5c0kj|VR zB2W5ub2fP;tR{$Q1Uu~fl9u=ifl(}{4kl3Yr%TWSm9V0{^$l@Abt@igQq(2hMA^0($K(td*}=Y7q^+6wXaqU)@pe19qKvC#0Sm0P=mupR|2fH{@ibOT{7BX4E8x z6_~Rk_T7{O4q*QVN8-`dBY+0e-WhqN+&s3<_lxm>!{?^HYGNnq<-1;Xb*&BWs) z_WU=#8nk>8ql0L6d~>vIVYSN&IsYZ51muf+7y*HTh(I{;@WDM(9`?KiCnkt2Es!ae3iP!hu{md5VoT(*8 zy|+k-xuiFV&>f#d(+tzA*(_&W9{PaplkaJF7|fn@ctTrNZr0GLAd4kgjC`K?fLzer z|M-`~$@U-iqW=Y~+5Qnn)K#4LzrwOKPrsD|3G(wHNh~f(urk;OP(*AcZj_M#M8M22Fiy z->su5H{qB5xXy6ei8lfWhIqhHe8Zpps+*k8YjWx=QP@KUBdE^K4r%M3+R9OVk^Ez^ zueJLLoHXXn_-|$W@0RoJ>0d6){*T#vawm9}j@p`l?+n*683#RTW}6&&(ikbWd#+na_Sv6o z3`$kYC=A>By{o?u0xa!Ccik||g%O|^17j+CyPac9(s29vTS4HKHR(P}qI+8c0T?RK zAYv1YI6Q%?e9fAFw{=frx_22J60gHrcV`tgZZJ-OB3!=*;CngFCeZ0IK`GRE&+1Fp zir>?_fvC_s(=#v=bk1S7ZrRhXDTQ?10k!ubK;ZRqmeTFAT@9xBo%H6jKc1ZlQ5$NG zoOc8H@j5=BZuj$@Phg+<1Gi^}S60x0sf?KN!+UAR56sc<7C$G{-mmxBpIkCe&kfZ< zLDg=!=kIEJ8YXiCk6;T5>WKZ>#9Q0JRSRf6U@4Eq=ia0nqQ}}@8q!!IC>N*?Og%ag zBoF^*91E-RIO$bWMLb zYn*X1DfLRcXU+x@KY9Kj9V<6ZFK`>RGGYLVSX5`yL(aDo!#00cvNy4nsiLk4+=%Kx z+aKXgg)kTXB|W?u+GK(l`rUFk5xNr5RB)a36wF6mN2*QJ0N-GO1aXkZpDdC-$WCOF zDbt9C-t4IwN{V1hgs;pVg)k{2M*VO~qUpp^^?pGMIc);7Yqw7AhCm`LVQlr{odz*f zYc1w?PuRMpyl3$Jq@9J4E`*)9ii7voCtyy!(gtM`FCv70nTbECefQ=y3er_Zo#1Xm z1Uvt_RFbsciiXdOjxt~y-BIcmA(LES+0y+Oi`))&Q4?6GNtn;_qVeCg1hQ@|{o!HFD zkUAQ!eqc_JJ~F+Hh>%f$6?AF?*$eAs^}u>0e4mD@Uv5ahM&6ZHUKMP~UJJ8&W_~A} ztshqu75&bqpWQ{X8QsiHaMCoi*QGOxOCBGVk12cesJ-!Hg%Vu4yYWay zb7vyK3ugV1Pb=5L^5*lm#@zgp_rM*nxH^lJC+PQzbP{tAiU1AocNo^u#_7hr$Ig#e z8F;CjOH9-Cae4!OuNIHBBN%}1Di8rFCVt{z#+Zx_4i31l1Y!uKbSW;P@JsbCwr0J= ze7aUPHrUR)cehS;(ct=PZ+vJ`nmMTld5dBO{dt+idpYgK8KZ$n#nfOb#f=SUisOmG zME<-mu`UoDyd5Zo#zBp652EmjD|0y|JI{xbOojEI)iOEW6c*kBy^ge{ytOva7R+$b z41x@Vk}k+B5g{*eX`R@nRA0J_EE(0sg!2U%FiQoAhRN_nRpexR%m)>9!$C0U*~Qt8+zJ#x<~1bB_``|7dW;tvOp^Qt zRf+6dlmYZ~$q8qb(16BySFz9F4U>eRW)uPosk&R6O??`$;w`9R4Vbgr zwfK}ZHC=}*OklZtBeS4l(9OKE;-%Ik!qWY*P|0tSqw7BEc2;I9r+1iNr-MEYxvP~R z9aProbIycNNQt;s|1Gc2f3)PC6e_mmmH@j*$7OYrz_F{aMXkVD(c0oVLUaC0$gj=t zOAFU;WH%y4jyMYzN<@U(PNx8sBPhO)$>g{q|Yf5x=CMQXJ zzNI9F0Jtfu${mB^iPbsnb`5W6xFKiOZ{tJ+Y4?Dj3wWDt*-8#_!EM zHpXJ_k^Xw04RLt8x2<0gbdS}6a;lCXXK{>jjp+z!zCyh}(HP0QuK{-^D1d8W zPcb$ubQ-~XwEEI7)Kx7Oq)nPNI<3;9d%hLS@hy%kD5cR{`mgWpD4Vb=PfY7U7w_9$ z&hv5S0iB&*%!$5~-KLL7@GTDQN>vwLHNCt+W|imL0yj@PnR9B_1?q#fltoW$)Fr!8!t6 z>@Hcc)a5jSLDT9d<)PdIhOjGnRnTeVSk##yk8|sFf}J%?o6$ySSGYE8 zS&GAw=5OiV*iPIICe8 zw^#+F4z?sM3d_~lDwExz#!2r=NTfdZpqpU_!Gtw%3h$PIS=F11a|n-#N&u3#{Tc|l zQ7WO@KY7$v)Ne5^_OafrV|_CafD)Y5>*Em~1GFB^#9x3yNpDiW+qU^q8l*0AI^+=% zi#sDQK)4(fLrmNfg-z^5tkHgyzh=~6TD^myiDZ6lt!DMlb~ij z=zCfUCLg{6eTR3^{}{PXVL9IaH6F_#=HBZ_9PwN(vq^y?f96Cps^T&ir<4H-CHGPv z|3=7)JQ3g;*jJE=@{^FMB(bL#a{BVmG3*k`&$yxVX<^8!vzFvmjV5R7bnHd zpx1BV&hl-WdZ;Etw1-U_G+B^^9}o;0Ii(+tj&uaKuVmNJh`w^Z`93W_w?GEB32n|# zy78nE3vETb6;(*4&_HYh{FjZc|0b@}mo0DAxl-HJwq;Q-_pRrQ!}~jnQ48Z92lEHp zsUfIB28|AaO#uj&d7>&(uFDhNyuc>)M`o<~Xe9SwUv%6_AF4Vdu|lp0s!}mu>(Aw9 zz;^~CAJJo^j?dW#yOMsK>0+94WukZ=R9L`&RnD6pHd`}i%$ zc>~T$`!2Z1rWU5{gI#JwW|$?X>5O)`gq_hm6u_Nf@Vhz;&+TlfdTEP20=A@wf;fyir|ijsV5Bbidi|i1 z=sl-;!l$B9jIXf-FLV_@M6aDmatXi=An0wN%_3U!l$r zvEk%5ekgb}ABkw(Fwlfn)z}4suI!aT7t;}&eZ@RciEQ1j>Kv;jSfUX^FUD__HXhMZ z(Gg~TTxdddI4HB$$ky+Ct^uB(RrH9(@f)PfKscFz-H+8Lo_am7enc>CEU^Y*tl=e* zC+0dNW6c1}<2b4CViQw4`?4`Y9W(Xiph^X7vw*K4!G8R*hvny*3d*eCG7uh(L!?qw zTX405?>X`+AE)Afx5r!cR;eHh$t+6-n=F2|#xe{zK3d0s(i5j5^Fa5jMq_#e`1T&H_fk}sA&2G{E(C0#aVd2z>Zek?pQ!gK;KyN*Y3|L=-h`O83^~xC#Z0vA> zGO4LM#foK)39tt)Twt0LiLH<8E7UW)T9cd#7Xel(d+p8_r8tkM<)-~JT9?5_zhiu9 z$tOZkwXx)9GYY{Z0>@Cds+$scEqN(UfIYhbGpp#aaKpho#LlyD(=KS({ps~ zCvcc-kwt6`3hY1$Uj!8F!W>|z7vi+b#Odoj5+};g*MlTa9QXRju%@chyZ)$!8qP{AtZ zKLRq2$_SWrk}1thn@qqM;4>gpM1n_F7C8-++pzf-y+4(rV|H&<<{E!5uo?rXj+L7C z`dlKJ(vpAiG2 zbE%PVzT#pSB%b@Pp=n}I7T4$rezU7)W2!Wn(LJik!|k>jc2Sic`ktf}@ z!=M54IygbN!o9hz*iTZg6g-v33b>vHnZVpT4c2f_!!c!X6PI|XeWi@Nt(NaR*SNe` z@8$7&?ewbMTKahBTET1|;V|-kjYbN$!+kbKvMwF|h1-!14PrmKt_n``mf&OrFcH+$ zsRvIvLjmrAtFk~rwqWhZ>c|BHhoxE~eXi9R+-w2TgX}bpsN0v#Foh=(Zm z{vvI2Zqac_C!^y+BNutN>3&-u~;DGQv{6?2391E zlU-G->7#j}SMjO&HjC46i=u!j_MQp}EBrX`KbV218*#1hAi23T-rj3h27k(+tT!F& z1&81*gR6@tbxJh0x#f1GUnX$%JKu15etZ1$YXvpV z-BEv#puL3g;|SX+hF$tI;S*>*P6i41b32PlHX7$w!yMNNKkvTriCQoeUuwlLpudyW~sOm3;&#t5FCOYnO^Htp{T5(dvb(B&260ZsQFU~wr7=G2Lt z%j8s$BM;M9+kr*cd#0r$rxVwbN$d4(&uV>qU%kJw%+f-11r07Tu6~f-aQ&8)M+DHE z1ROHSAg)m*&V66gi;DQ7)>PBDe+IQ#JDur6%(i)nryE;rN?XcsE!MZoV?IS^PX+H% z!C4#ERwa6hmt|UxXv~gRTGd0KM2emVHwER?4-OEdqrNYBNU8kMQ`e!k=aIbmr%0~= z0uY7Ka3pu5yhqWe@L{*y<#2(U$jVsfi1M|e?$VDg_#5<;&8qMfqXt?>xCxlI_I2k| zkAu$F`&L@5hMfJBwCIk=CF)B3)S}B%h^~|(928g@Evr*1-=xeo&k z4uR6vZ==D`QNdtC(V5uTRl;Ul57GN-iMVUg)&T)S?9yaO7H-MVDtU}^uw7g4Y&(eg zpy#FMr6Owh?&2s7{lr;tO#78bHbEkouqk^2L;RXpM%Aum;J&~TM&Bvzwr}8@V^iJf zyg4588ueqiID%Ncux*rkRa+?Zdi;;?RDGs_L>+pZ-Xbppph8nEX6hH%6sP^~=J8Ys z4#BO-HWrP|&NW*(Rnp0F`ad&{OI>xjrquMTj|)vRCgu5-OPLbw5RJPKK!GSg-gK}_ zk95yJEQYFlh~7O@V>j8$$a>NetZLdg6sOLo0dAib)d{I*Hp%ph2xgArfEZRljlIRA z3U9Sv$8KEnFQP;ec!B2PLP^4Ewec_U+V!I4`^9V8i&x`TI?MW%^DGuUOGSFQ4oz*F zRl4l{Hh5WA3e8E#QNUU#2-?U=k94tzkY^eExiHH5x`<-mhw#3dDl)1ePad(*VkSl- zM}QGNCR#Bx1xq^Wqtv!&$YzFw)ev3^9;;Wcez8dM%fYPP;WpYVUd!Y;&&$k3{qkW> zZJuQ^w06-Kc?QB`501;E!Rj~+2Pe^H=xe)$Q-DcP)UD=AOTt9%Til(T-4d_+f>r4O z(=$80AOsEHT6?8B;_79|Rz&f?ni?I!4) zc4VR4Qj!_on16N}LR?=mk=kkNk_%_lZxYUKs7*ux^0WHTn3VY9;?8JhYwCsSF`sKu zflz(9u`*5P#4Plv^`UQ7ka2#{mxw(*3p{6R+uIE4c;wUtj;fgijx@xStXsg$adN+u3zzN)zicmtL44Q8Alpqjr zE4Kw#I=>Ke_@+38hqAVU3DULwXuNe7g86xAM$=B#9ceAA!yrwI1+1gK5LX#)T2h1O zC+@yneswO|G&(lb*dO9;#J~d5Bx$^uyOr@!-qee=>DY5mVgmi5e(o~RE5zSIh<53* zi@?-=9F(LJMQ1+Fa5T-*+ID+uEWF9m(soG5d+hO^PM5ag6XABdq`}lBjr;lFTbK$s83XRCQ@URz#XD7_$zAH)mLVfCBKBZ}hf zmABF_M4#gjm>^pO&_sTCMIWW?14lf3A5>T+@S;>aeB06i|!MVI~b z)F?>DNM;Zei*Xu124KGpW(aky{u-87^X6_;`*!}qdLCCHN-O~*va~)iIr$!InR^&n zy%-^=e2w_?w|D#bQchk=ZNsKLRG)1B>ZuS$UC&IZ(ic|!Cjccj@2D;#`#Rb{JJPF9 z?2E{(ecqGF2;>bGe>aUk=led|Sp3qAj{=S##J)nY+p4xSy5WzK@vIs`)8~q!Zf1Eg z)}c|IYWtO&sEE2>AASAvtLM|nMUF*NBF8mfhT=Wc?Jb!F=0~U`iY0LriN5tM=E4Fu zGI=5i*6#`dH2FYxbQ3VuS;bBc7K_YMxnR`>*r$W4@ns+FqZp{7Tm6x9nqFRw71$mKLP zaLZ5+2;4(dI%;w>x4Mhdd-P|j14R)O}=Ar8rA^E$zF z;Ob$r#cFDlZA8-3#e<&9UKtnJPz=CAReT3vHJ#H^YpOT-2jfGh*R=J1YR7mrFwj$pYo zRP5J=et$=De}g;u`ydY{qk5@N{0YYIKmgd4oDCT(R3w6GIdA;H5d+25aQr_2ML@d0 zAspa2*9DcWG+l{ArlK0dY%z*xzU4uZa! z;!P*V`+}JLws4FTOn?)3S$0r@{m_Qi2o8_>(-W`O_C;xqGJKrKVY4D_iyx1ZC{yXk^%VUNwq>$7oC zJA0EJ6RKv9Zpa(dhhp88-7Fh_bX4H6lEbHmb5V+A9Y3_T37q0ba%awunBp!!3<)}uue+c2I!TJtMvqH^p zAAj&Q(zK;9aPdE?-vd8<{q@%m(Bu+RCFjs3MjK;c#^*IldZTR-<3Vfibvf-ut1TQW zi|wu5_UHo63lFjeNQ%-oXBs$aK{$;=qkbUFn)J@q(FCSEx;dGLR^rR2%a`w5qc$sH z-@Oez0^cLrrg)El##zcFyxie2wX!pTsIe-UvHKwN=mIF1*vQDGO?AEz%QMe2k6mw4 ze$+Zsfro!jdjL~aT`aGhLJDAQbt^^zcO-W#HOnGT?e^zG5~Zs*N7B1;Nvl45 z2CL5@$EoDIon^P~XzOEXWxLmjA#AjxmLRmA%|kI4{{Tn#0b+5vqp0M>umMgfKa}kf zPzR(@vs2QkQ-Vz%Fc`l?T2awunrIIw7CDP;M3!ReRjX~H-EM%QB2=CMAS7b^+X-y` zR#q`6O0|I^QS_GPfXkV(&8pYz=%HXE#a`GL$WiRs7lEjWvdy^ZcxL743j(N@`4ET> zPyP9IGHRzNnG386=^1#HMfsuEU1!vpHiH4>s)*4qnvHdyIFN^PsZ^3?3O^lv^cgE(8ULorg~1`f zz*{lvDbw)b8V>P}uR|}vFNqmAp3ldUT`|GC)IOUc@hW2H>6OD=WLn3Kb+U?4E^=Y^ z<*QX&OUz85E}~f!b~xD9a_FUK26J%3U(ZM$rTmiwrlr{?sb(Ep{uEp1KRq}xITla*^T`oXc9 zt?Yu<#2&Z6iiR3@>WNHsCNqSE)z&KU-Hp}N7>e8PZ^@Ddy)JovzKaA89y#V4NgR3M z?nU92{?80Boh@%Cuq6yj`bH%u675nXDFnv%I{0=c4(F*7B_GJ;}0 zxWrngQIc}ne}b;5t@fdEB_E?utqzF&HKjeknwg(Sc7(LzL7l3OuK-y{=}9Ck>C!WX zU6-12i9tV{>8VQ&fNZ3>~06&-Xw}f9iyKSb=T(2 zdIu-;`>Lh07d7)?Ds-h2G_p573;6KVN_ap^ByeZMRx^BHGQ-yQ_r!=-@%16%UHM_58l=%9R}!UQ?kil z;WUbJFx3&U1nm)PWw<4oV_zK)Gn|$0j-(B7r)&}B>QLd9mf=jLKDRE+)pk}_M(Y=o zBh40<#opP?9CEncofxcFb=Wh$484nxhND;E-P%*;%m1}esz_gc#vPHCg;U+eWaH)p z$I)_7rM-n}HcoB+&K+0=oraona3v>QR%6eztPP+De+OG3LDA=k4=J8$A%If zhBlEA8G=kVcNqj6_nc4dn=zc{cV#eo2-NFX-h9Rd;jZL!cwcsm)O$#lF+WmM`1+s! z+$lj1N%r>ocF&R4pSI#(jaAH}Uw9~v((BvPnT8ggRlYj*JXonSK6C7G;L`}h@;cMv z5g9SGMOi;ILK$_ofvPMxbM|~rDPpRc@dfA+%-2&y6W)a)XQiPI6?0vg+MF>PfEwX4 z{oH0klL#hnDm8s-f-Sav7WsN9e~M#JIY6O%SS|>4qA6AD>w=sb)Fx?@mgEZ z-VtWDYM%wkIQR*>4BM7*Vsk3u4El6>(^4>hjq>ETa}8_ugAkVPMTZB~DTD>|y{}1y?p5tQzKp29;0%L_l<))Tq*Ew=SVhP7l7 z_+d5p)^ut*(2Ch{?Io+%=y}l&Zb)C`=Q&aBU)z^Urw&v5*JxUQZ=#x}$G^iDa2Lx! zUiU;zt-$pRrwkrlqRXv(wIR@E(ixXEb^~JHP294-jADV`ZxGJCPlpkK66R(OclCevP?Ma*joNEdnhut1u941>^Icp;Hjq4aO_(ufZEAof-*TiW|V-#21>*1YVy-qJ%z{kq9O&t_|bS7A$ zoYT}s8Dz^DV5735FV=39jh(UipsQ=7e)Vh>#S$gVx&U2(`Ffm46T?~uv${CQOvd?A zjLGGTT&y^2Bf~aO94*QnIHLD6odjRgjNdbmpCKDWF3`UCS@zkE_EjZ6?j=lQ^9P<9Mf^<&eXJHl~N#c}h%(XFv;G(oe4 z?;$KGMA0rc#!R;4l=s^pzMi)`gB;ESUT;jy6ABS+hZ z?>Jdl|Ike%RWnkiN}aQ#=Elucp+?!{TsjD5bdBT>?pHgyM>h5xdV;cf^d1d&t386x z!ymBj&(^%wQnlZ{+~1C==Y*pVU=TjZ%(4MXId3zyj6cy>R)XVdp?M0C)xyH_&RP>q z2`3+&)?*da0U({Nd`cblYPIqeUU+2;9Qr^>ZBVZR!?|>30&+eqJgrf*1-v-$@?^q z)&@$R-BgkX#4O&&_(~~6{9y_|%Tbf9b=Nau;i%IV@z2d|W1>t7QtA1$aHr4{ZDGV4 zk#k6fbZQ1%ILm{SY70f9o*Lg0t<7wEvId;xZ)ceR*O$CPSr`B>DF4`o{R1Cy0*_K3 z0)OR|w{z__GfT29@OXx~a|ZkIjd6?u*p{p^$S{9wXlK~&{v=!BHp}{Cqlbav*h}gZ zk|CK)Gc4t}uld|x-I`9D?dc}RLw|ghvNk21I%_V6<<*99u3B^CF)PVod95LKPwD^F zMvt^Ad)}wDq+_kgSQ+1xVct-2N=fZhm{OE3PrOZ4sUjoRdi2VC7`9C0Ys;;^_s2)g zR-V*1LMtnHn?q7#p&5q5?s_k&hX6d@-PFvu^ybZ9xC#rC0~LBf*5^Yo=fgI~L*-}` z(UB+*HoM!{Pb!7>ZI>-4x17BsA$7B03D8+9TTb4Zme2@Ac?=`x#`QG();Y^<@`%>q zj{P))*nEyWGO;X>7-$LUx9*HmEX_Igg>JBB{2^DvkXO0HdbH0THtU6+7w;P|7;L%p z!r@#v6r;E~me#8d?zQP+^A9hX5&V;6^Ho#3#jz~&xrxDT z&HV~VgDI= z?3V4qGtc#b*oIvZk(b1tYtFiz0lCfpE*8_cK!){N_0=!XeBmptApOxn#i1;3yn*K5 zy(6lO{E+rZG#LS>z?n&!fvoP<3r&*8W}sRqePCz8ZZ^`bbl}sb2*pB1R(_NZZ3uNH zosv<%cKE0v{?50tlp-mH;Vky9!Z|dHAvlm!xZXz7%Klv69KAtL)-EQB^EWHeD{!0; z2pf?k2BvpcO_{(_AL}MU^+cBx^}qBlf}OPJ5Z7+#roy$jQ%0?E<7y1Jtrwv$DVV$@`-4w>$D-f^GG!iEi?rCvqpbOnH`4tRWQ5-P-0tIHengvgV^T(ia2_wGHXK<22a9L-Y zcvw@T;Iw<+34=!%;n&8T0g?^N;qqBFB~bi|{p1iu**Av@??&4kCe}#lDnoELLz&!0 zk24!{H~4heGsyY6W`@~U*Fvi_Zy&yTV`<~Q1s+=9D&lpG4BZ@%ZH}h&s&4kObKEpX z+pB8}Pc!rj5vPZDI1PHqWW5#tw?wxe(nwcVx4>8v3{;p?dG$yK&EJfnXAwh$N>%S) z688a{Vp7!-?-(j!r^)H`13zo6&7(U+`KP}Z)#&h2$r}wxqVsPdb=v$HP@SCBZpA^X z@1qrq2doV@G3(aodRf*ba2@BNK2fl}8}Gz^?78L#9t4+(EY_u4@ijazh50ULT9K_6 z*jwuhU$AkWG+XNzw>`5?ocr6m!X!nTn|&82KwvoMq8LU#uC-m{{=n(6g;kF4Lch{{ ztOZB6x)Lf{O&m*{MqH?QU2~uuYYIzdV>-sev6X##jA+fxF+_@yW=@QUHqi`rZcQIC>Rn`27%>1wQu+QwOtK_H z_K%Dw#oaNTP7E7#f-d0*pVVTHMx!LNcJbmP*RBm!B&x7DQ}%|w8V-pykTkj1*7(Di z97xNYJX^a`JYTSH7Zuh7>E-=0dJq%w{XGTG>Oi(iL?6eN(>E|S9 zgD;}8#*!Byotd?=!=PMSG{bGmH<~HK&O|e|^V>mP4LF|Xlm%grm-YM1I)lj$PR0iG zExtB(u*|p3MZR^+_!6`aenEtZT4I)FJEh@+iP;0+0rlykCQR3;a=tJyQS6(TmQfpH z(J4M%yChJKoE z=kO+b;qcD7s({_9!#iPz&lc|7YpFKrTsOxd(>0Pw*D&1ef?7Y$e}&zL=^UTlYtrdz zq6S_v2a-?wqsc1e`xjnNd4zfVVDu9Fgy_NXsmLXYbu-J)%H`IHE{MQnp)iyEh0`l! zHK<1pZj5P*J)CU*i}FYbvqXC&qq5>1PdCSTsv^gK zlKcz;d~=J$-Iw%7c%Rp-Gnwo+G_6`o8f8o!8&vp9b&b@Wu6Erw3&QEuDT<@5%FB&A zFTk)~RxQ7J3rLDvt0H9omYQ6I-TcJE&ju2NZKa??5rVlg~sM!zq@Ih-a*Z?J+(x<-N| z(`0-*XOHm)W8N3L-#Hwk7>%D-j4wvNhTjtrqDngj#cKA4{Sy_8Y3<=fKx@$AJW>le zp(41MKs?%vcq=rNk%0D1DmVszr5KyX^BlOs*UZor05WdfV_feHp{WPtHy)C_7g2~~ zr8^-?3g{}@f9MWw%i;>qdh(emigEfY_Co|53HUTcQEcs&V4{kmN%QgkiX{F|lK;Fr zXYk!$g2=0N$w-qTyuGjMbe2_~7>IVr6~>)&K*#mBpV2QZJM&%OZ%bvOtxYtB!P!%1 zYjuN$@p6keurDb@Ao@)?UpMpe*10g$v3Sy|^IrLa4-;?9&0 z_yLdhG*s9aKI{VfS<#nGOKpYSYX7sr)@797wn#m%Q?BK7C*BhhI8)U%haaX~K!Q_y zl|4m&a$$g)#W8Nt@kzGu!m>V{Nwjo_5=}EKvQe@&1>m@&y2>xr)H$zac}PWC*v(yo zqF~TPHYchSQ4pN&$oy==)Ny#t{SESJwIFcWUlSBZ8eUt|17eQ6Pj8VEE#|YV)s+F8 zuDac(>B!#k_2_K)Z>_It@E7{frutH?53MMl36ne^`C2zAB6KRlRzg(86^@TU7NK@H zKgbu3hchtbD^ScwdYeuPoM_#(iQT$Eyjs0uzvGnBD#UsqM9Nv|91 zH0Ye$N1=IjI$!hC*YL$cBlwV^tAiKKGuh3)B|BDM(l0E$?<_UpzBb@PG-+w+$gAr+ zWPB|;8VOqWard+{vHn|w!L;KRQ1NIS741){-fas(GA0#Xzs>cCRwV-yYvpeK8~--z<_!VlU;c_ ziR~RY5Dh5XecYPMgxH~elh0sUKNn+1H@4|#5UbT-iqW`CP)ozm#lCwODJDC=}THTC!rE#|M3wk9Y1{3p^B+^nyTRB1&Scy`@267`08ZR<%bT z#u3+PXNJ^Z1la%I&kgxGu**)JW(_e@N*(3HKo}ia?zx8fUoPF2%6sTyi@ryMOj|Qr z(WxiveL9`aV1;|TMj|v9Fz)hKB=oWrFzfZw z@-ynHQ`NOJ`{rw}?bItDc6;h%ldU(F`Dkf4!m!HKy3YI30cX&q*Beb$7tFu*?rv$u z9cK%Ea&R<4(v&ghsjg;4&4z2o4?+*Zk8#vY6C=OeIWe_yf-3eyQ0f6ffVQeF5Yvag zCmP03+=n5i2$UKOg7nytcY)hHy{z(yO{iOa%klKO-J?0LX@CQV0?|rU&3k6Zg@#zR z!W8J*-s~XZl_sUI#F>^&hEu?Razni(qBpr}mI2*xt}b0ibEli0e)jZ(V!Gt4x$9QF zu`NWh%GR;Gj3}{F)Fo;F6$)ZApv}rx9v5qyyHV5s_s|P)r^eZ*a;Lm$s(Q~C^@U4{ zMrp0O7KiYcicdaB!zL~4wiJ%n?z_~Pp~~@7(cAFX*rM8qE^Q8E+q90W$+kwz&k|`< zaUlEa|^EsWqo`)M)?lwqQLgoKxq=V%~GX7$f4v-h;1K3bNTS)cTL6 zRJ1xlv6Sh%+5se080}X!G%~t->LGbEzC3dqzC3cU(?(IXbs&u0>i6pCM;$ACpUTjp z@=2X)&voNV(QUARwXU4y{>47_Uua{WJ~lno)TaUW@}P}+I@_-}@z%y}t6X8o1+g}Y z2zG9g_S6q*i(NquiK1h65K1An{-L}c)FIRd44!UwiSjzAD_)_I71lbce3iCTw?lb; zL$J*tYemQE+b&}N^e4=!7IcjSD4x+>TN|_$J}p*2mJjRIQ$rxirL$EjntkPk7v6vV z`G39tzGi!&@j2*mq$8T~>eo*1)0^1qsVxSX?0;#BooM4zX>b{Md|Oc8+y4quSZCK-w}??+&AgVT3sZC z;#T81dpRJUqr6;=we*!a+=^ zDbvDS3&ZZNYh<`xnFfyA+|}FIgrS(e`AnbYZ|0&G5yCM%qfJ8hsWrQv~Wq_`DQscz@G*p!!V6^4nGFH6)3hG)aCIRq_v(rG4nUey={l6%B z)g$T!j*sXeDV!LXeKmFVjAY*EbKtkf{TtSKX3v5Tvs~fZh`#pd*h0o2 z+ZsJhhcvT39hvdLVU@k_zwyRrZ@>MHi(a?@*wMDk&b6k)P8fLQR>%g)nyi}0S3W## zQv+P3>_6!e>@RnZFGN>i?8Xscj7Ap_i`CA0I8kgU4;@ctGs@}bpC6-8Mo57Jb6=Tq z%km?cZkygES^D6I9Oso$VV12N#%>iLd?W7;1!GG{$4Ahl>2Sf-_ z%U2Z*^pNsz#M)E-n8n}Fv67Z3Lt#UGEKq4R@j6bnz`L*zYR;0C;H>nZQ9D}c%&w6r zVlOw`*6+{jby7pSBp3#&IR|VINTPCb6k@E3#Wn6=m>Swajx`c})c(P?w4dCcaUqT{D z_T0qa;_&Ys%?x9QC@OxT<@EYz(61a)pKPxY=MA>9f=h4vgR7b2Bds%6-E!9_B&_Wm z2z{|#`KK?Sqfu;>?BO}f!VdMnqWX&*jSS-?S&x)!_eEIYOiweC-pb!WkbC`eTg-f2*^9Obsck91AE5nF^VNQZzNbv^Q3;`ykR%!rO8b_ z3kq+2^wE+rL2srSjqh}g1Sy`v!P*3FlJVChot`bZbUIc=@uXqv7?1h2`RQae$G_qM z7pU1LH8&l=cKQS&h^mbJg8YYjV};W@MA0q!Lsbl8BBK%nz5T+8<060c!Z;SI z&b@1{I)e7kjSINb{~jh8!8B`K->fi&)!?ptGspe29y}FhSW58B8L7a?SyB!eoUy4 zC#9Ka#xni*m}#5`Yvb#|AWMqMx!)}Ft`Hk?9Sm(jY;}X$os_CLe^is=dZeDvwJ4aO z`8(G6Yboy9wm>Z>ojvcZ^Ixl}q$Ep&A<_otRT){Hyq=$TGPiMAm-RMRvW$aAMsRioL)-5Wl8_oqVWtF!lGBkTj zT>XR9X^#I8Bkecj1zV~r8C!)>GU>x>`cJ&9N9;Xkw-6v>RWzrZX4zJpfM`ewoM1nB zESHYNVkG*XpdEwU`w0Xp;US?p1~zEi7ZT9B~}iz7LG8JKm(1Nz00k0hc$xIx37h!C?Q+ zX3)7h+U~?oVyI71l)t_)TUhxP*m7OIuCX;5{dvc-hG( zFNjh!K>CfdxYR|y=WA6VH5(yVZ6kSuh7Yq{xfk_IXi9*%LT^0r8fr%{XJ8wI0G|V^`-f1h`K9K0+cv;s|qt{!Ow=_U*v@?~i zrPzWC{-F>A%Xy)KZ_O>~<>xGGn76KtKl}O$l3}b>u{x3gq-j;M{|jbDbMtGuxK}dp zjgcdz<|wa|yQ|cgO56G)ip1mQ~D$OgkL4d@x=4bX4@epB$=jta80&+IcAX zTwMv5=1t60j&ZkSR8Fg7B#%6}4qOo!VYiJs>^c*vyn2v>=18~2JG;;EpjP?&;~CoB zwP*&8o=YtpiTvZURFIyO#o z|BtcnfODg|*4LdoGk5x^_ulJDTCJq*y?UG1y?fn_jSKF^7;K8c*rpqd=^bKPsE0h;hCE-?`gVuzr3=d0p56oYwt*S6M zr_|^f0je=w1Wa}b^)8KrXUv^O6;g?#1Mqzrr&v`^+4oGBG5s~FTaRaKlip+W^-9I1 zlZm$~mP<1M+!WnHncR+wTHeZAbOq*#&wZl){P8M$rLe*sDpwv}Fe~}XXMF+z^LLr+ z=>BJ)eHIE7`*)}5a%%%k+lpOHFv`mDXRcd-r^Phhgbj50ZZZ>suVq=7SUwa4ZPaf- zy$+`t>DnWEv+zq|_#j|~JG)jHF~|B=3|YJ$8$ zQ{!!VdN3VoZzr8tQhG#l`tn6R4Qi%o#g#96a6+=OYA=atdZu4I6Ws&|3nY=cy}Bm^ z21z#_&ynPX6fHWPt+ea_}KO)KTp>u0t+>oCyU( zLWRl6n;MA$>4SMUuBkO5=mFzq5MpvuZHfoM)Q_ei8xe`{}Aq*%U7URh3C8%$nYos@9{PJa2x zC!4B+77bB7Ted$IIUafof`V>VgQ`VQa4r|Ccr7c>rsg#A)fSf1UX$D@xOgNMUh!mK$JxL0TP<_j?Ce700E?y;nTDw)D!O`CHs~ZsWulo9b?O6-H?3tu<*?qHoV;URV;2YRGDtAF; zLq&}Bw~eW;z~fRVIwgYw{(l-9@*ChA(5j6ZNSxfCxm5Zm1=MHHp^Tz@N&oRRGPJjE z-dgyraoTL@BbxR2t9@yMY-DjJx99=-?wPH_%!0leby33nGk=wUo6tFv@0_k)bI0AF z3nP7avW}L~hIHSq!`MFQor6~aH3e;EuesVFNp7#o@~o-75K7 z_lz!v7s%MPq7a{-1T&1~qmP?|gFL6`BRkH@!?WCmY94a+Svap=9JvI52v6X>2Xnew z+8wC?H~Aar_gxqav40~9-8BubyKCv`f5R#?BliZpZpve0c~N7+7D&O13`vb>0(Ydr zRc(XS=T+KqN|WhHC}d^ zsadleU`~PG^WIgd0N3NLCn=p;cMjd!`L36buKfuZFue)Uee4nZ!(+S5PYeO-pD zTCr)aZ0PP=kRUHT6vio>@dsC>Dt!b)@)zcFEO%eN8VTQ8MKL#k;q0=o-rhRbd-Ts* zKTXm0nv8XGgo3`SKqc#im1%;;4bsP^)(mScVm{mGZuq8b<0@6Tf|5Y%3BCB4a$8EN zyQ2j3&^Xs-Vy?C@TI5BVJNjf{^B=%kj?krMSg?q|u?`wp7!V05W%6a*)4mpxbPfb= zl{&yv)=q1q$snu=BB{>VUeYAdZhMp*pCQDw?9WSx7>_N=k@Y90mEBlH^^A7TeO^p zVlBz|eb~JNd6x`^jM8Nnt*<62;Ho-Py2Y#~Npoe@ny1{@x=9%yL{KYzo~@&iw9hN9 zH*0Xb#sYphDWjAb#3J|QboeHAw4mIn=q93x0vXy9dV8ymY3>b_1^>#l%Tu0$;vv}P zhZ?=3hXq)&g&1mgs7=@#^f@=9D_0Vihi!IG_-+8FBjkZky4%swuk+nDja6F{g-beQ zP>=3>cYa@!Q=r9328f94;RSY$&1s+GZAHjyp1NSu6Q6>A>!1LF-r$3XwVR zlTx=HSb%qnf)P}P>v)Z{E?K*xF(i1{+qb?gJ<{4Odn}67&XE$aL8rmWXj<4`S;;ZleW!0)5ED7(%9n!Jv%E(} zQ>?x&@tviuqQa#&4@@oS6)%)+$PcQxDkGx^6)`p(Z$geicWmc)vHMSHwJcU4Cbaw; zPRPdq_~w9sQTY$|EedS-DgOAZDVDZwX6=p^+QmY>hIz!^L^00Z-nthb8C)~+?^hhU z;Ls2-pLQ{?Rclh`71J}_9BpdgBa|)Cp1E=gd)Dsr4_!5vc@W%NK~g+RWK-rys-VX9 z%T+_Y2y5w%U%qSqhu#?((V(#pwft=?Qv+7D4F*U`HlDc3F*+T-0x>yaoU7Wc+Bbn` z@xP|M17o2^A)|D{FO)<7(g>+yY34-HxA7{&#Fhb2ic1vX=MkxZpq|-L2s18&0|?nK zjdce(UjY6^2e3X>!`-_y9>bTf#L2b<;)EWuTxMH6_84c;aW+M~J<1ET=jr zCrW=VvXirTH$|G7LQ-#UgOSmasSwypDQzV8$d73il_5yt>h(%7{GK}P%5L)D8-7S& zsG?zW+vE@=aN~1TO$7Ntn=tFvmEJ~;+P-7j1!=by&rbVH`VS(d&&Lw3oW}Bl{3o5U z4i7H>$-&w)0+nf7vfEdfZ|Rg{*%u*{BaZe`zFASCe0T!qc|y*)#L_Gyl|ohhm=@?U z1664F$e2pJl+v>v6^gFeW9d`5iRB4hF-n}ES9W}SiB6*OT&x9sp=aV00W4u6Z9{A1 zpqYj%P`;6^iB+VTi|c!6i&+r2TB^xdb#$$v5nXzLEoNJEXiZ}AQTYL}FTEOVJrBJp zq9&n33~`BP@=W@C%Yemb@~MH*(L~xP?g;<_1PyO1eDks0Mn99c*APfe8pSPmDI_-J_S|sNK77+Pimee?9n%>6|V%VX!M*Z{D7ob?fS=)9*koEF8hfk>5~g zNvAO)h{h>(i{)?b3gywxwPtyz5PZ_+si<~960%d%btJhft>p3yqjTYt@|m+w=yE@m zR@YeP5$QWg=Mh9FEt-}J!%Cj2owM@E3Lio`8L8lKdNcD-3-%L=JFAx=Aj(XGOFPuk zWknnOUg#qmfI;p7e?hqA3P&B9`~dbLMKj{+Sz4SV)zX@tSx_|blPep*!5an<$bNen z#f}VEYFMYs${93T>>{OBE=k61L(aU~sIE@2R(0Ascqo^yNTx_6Nk9Bh@IU6!1MvAm zUrd4LuIToRPpZj#ih1j?tybKY#UK`Qmx9=nl#Po+Z2}5>TN;6!x=oGI$tHZL)<`ix zqR-sO&AlbnNi!b8;{_l2J5U_sO_Zza5$UF$5N!UPrwJj4BCINz=KbZlCMOT2of4L@ z?)_VT8reJ=K{Vt)-v9Ipb}=B%_TvmLP<5$9o?xW8?d=*;tTPd`s|IYF=B$j#kr%FA z9T#l8fscRaH&Qt1>{~hQo_mV@4U0xs!Nb^>g$b^i!XB7#FEt7PA7cxkiE6ngqqt`$ zHrJmx-Uh{>r|h=lOfvU@lQfQmUd(*kbsGd=4C{(^P9!8&%tj zC*hO|EV>D-fudLTO%Tu+vr-d-`w2bjr7>l`CgDPLOvym0gD(XPgSKN6s5&O z@(GyK&E7j5yE{@vV%Yxs)U-abKjU0^utnTI)QleX|{cw^p^rBbv`pX}|K>Xe#032!Vc46-$M6;UJQ;j%5^3s_DQwdRTXpeS-%Xjq9 z-vI9DW2D|h4ppzqaDB^jYdA4%Z|I+DNN%US@TP!#{!B@Ku8yWcQ^E-n5&GROotGE+ z-;b&O7huR%f;QYBOu$bS8x>gHoJLMJNXOw_|s0vaM$ z@-3$d1B~PGj{HYSMeCrfj$Q&)ClN(ZBE_7pVDZXS>jI#Fui+XtXoQg67+>`n{_%p^ z3QK@p6mLg1S|9x`P(yNyE2hn0o->5ICrLb9dp>M^%QtOiG9o=&*yzT`k{@_Nc@P9(W> zP`aq5TFr|jT{n#ZCb+Ke>bb(ELmNM8tR{c^CxwnHRIRSa%cks${bys&^qV{OgGg@S z-l_D`^|I}IJdpO|1TMUttd;}ZL@lpDd`)DNNCJqFIpj{r-~}4yB*l=)uJgr(?oNK7 z%jwQ#Ax3)%3{TZ;K`XSzTC55uA(zNeorAzp^i{M346pdd{M;8?L33LY8Xyp z7}LSQCgjo4i}tG*o)<8Z5Cjp$3YG;!YDglzv|(Tf*XqoD71iMI;kh)(N_*x_5}**a z$QV^0@B(5%6}w_GSW?sI#yO;xuD;-aY(H>@-M&%!mDxgQW^XL`hz0Pi!kkhiDpCbX zb2Svs(D961&v9e(Cd5Q1)P;40+_N{qk{(m$m`or|~UrE|Z+4JKk$U4O03S3x3Nb12b{ zbfQobM4Vtc@Mhf0&A7Jp;O;Z&H-7CS5ToqE8bryF$lBJe1Q^~vI6U&|7he=?p?`D@ zdwXi9!zf&x&6SQpe(b47|tF0TV8&eS*#ksr@HEx1~YuOGBH zNw!Biy`{&hHuJ^>qucDb0F9!BP0YaJc?)|7Hig%WJX{PAjKx6V&Ju{dC|)gtwWB+f zP5y_cV@DsHJ*YJ!O>G7Cy{j$a@pjbMbsks1?x?JrDs7$@Z|T;g!VRYOMn5OudIxxY zq>iH%fZnNmQYnE$o?}K;%4g}xEC#eukH(@2B@G3QjbV9xeo$pq&4meyrxkP$OP!>} zn+{8BP-*}etNv(B<+)}GScMY|4m!ounUas?OH}RvyjljFV%2{|haaczo!^S2`Nb7@ z0`?+ghW`rYSV4N2$n~W=nK0AVUcF1lyxiEOkuT4e``C(MA?{T_4`KchOCvS(D#%D* zuXa%g4}td==4R)j>Px#eE#fzxbrHzPtMFP7r*N^QEt6v@>Dvo8KNu!x(saxGRjqwX zu+2iutu`7uY|@kJwLW8nGl>qbsB_fD*XGjUP?SV3KmYvIwI&N9>zd>^BQd%JUWR>J zs&Nh#PW33Y7=;mZ>6F4!Ih=n{8r>9ILbUi}S z(w_hpVKMNQQYpajKNNPzzhDo`Sl&{`w%Q(!`GSCAO*Je=R7?VcEq0p5q>lkcxdmAK zbu8uVqOlbu3RtvGc@<(-hb!U{tejRI&ia%zRv_&pWZ*udEs*vS2x+G@N*`O7ABj1< zjLohSMbUfLV(H1{z9xp|Z9ArccKJ<;Hftf~w2e-K?_eXcg-NOE3LSD26cESfdz^9- zSWf3E{#fzc1kz93C1Y9EiE5+p9Uux7Y6$5K)17S;X%_Aq`HFM0Ofr?EC@a9?EX0PI z*xP6PzLB%i#6@S(w}bQSjK7HkWJ{Kq(dA^o3!3%Ul4orwaeA%pdJ1e{F%!Py$X=^L zSl{$>&`lwl(G5?t$k^2vUVqk&fftKM;X4hbcY$mma7hOQK01Dz z33SP6EeZwN*)u1bwWiNd!78FOXl` zb>`a4IgRuUw|gOu>1~eq^WF@OAb)*FGvu|RiQxqu6X?39Hl18HIJkWBZ(77%Ch4dSwqO{|Dnvp(|l98pDPLcOydHOTjmQ*O11F{g)^8umh3i|EkJT zlt%0Ot!Uf0(xzn)4)y^be#ZmS=v~a7KkxFA6p40U;sJG`nv_q7_xVPCdipFQMN}JH zaWI>JlotbdEKN|jUOKdyw|9mZoDJG>((VSc<#-A*g#M>zH_87B(C_$(Sug)NeYmMc zi81aSoeQ_g>lQ4{m&~242XtJ6?HDmlC8_N(fa2s^4O~aFE=BfWc#ptX zzVY$W_bKT=SaabC{0qs^vb3kadWL8aXLfQrb$4_s*xOW5wXU-!3c1GPFyRS9`2z5XU|57Wbz}0J zQ3RMJ^}c+HTi4NnEG%9F$Z#9QUJ#o$_qjJ;(E5Aoq;Kv$(?$}JINtDJu`uzhTMp!` zm>eiS1N3t^1F@}n|8(xGvzL9hWfJ`t;7j0$W9Z8(YY~z@IOm)MHa+&6vlh=>K0QRH zt^OZ6`y&5feRw!2<2dnPu~pC^-K>4%b0*9aZIVs0v2EK=?2T>Pww*V&ZQHgtwrx9k zV&DDMy??^(FLORkO;z{I^wgX_-Po3n`}%aImOk1`Jskx_xH)e1FN-rUYG6L0e-tSZ z;uP&?xI;C^<iq=6xK64F2Z26(joSJfq4~!Af`XN0xDtLm z>C&Q=NpCw>hdx%I*z($M1E198IQI z^;0qt$+$l!O$vz95(4v{r^DLRE2Xy9@YRT6xf#d{-A1f1PcT_>d>12QO-f_`qs?X`(y_3y4ZiywjDpb4$?c^T3Izi*P}VBMwgA7dd5C)>Jowa$*;FxP4;*>_V5{OK>C&D}QL{1GdlGaRUPWd1t$Bqw zkkIyp)@=q^Ve{~Dye;<-F4oz7dhUz(C?0R~P74mESA1Vdx)z_Y-&TPWdX>((m$;av z{dv#h45`kZhO~=zA9Fu@i{)XLP>&B>Z@x&t=bX#&=2+0M>GEsC-Tmc~v_ovm-}IQ- z{D$hV^ZuLbm*2Cdd(Mn~kBS>~4RG7!KHE;T4v*qjzV69UV9QiAO_r9ju&~gizF|6V( z^?boGW`&nnydGq%3@W`q(~X~ho+uH*tervrS~a>5cD%q(nRemD_^iOh>%Dqt=v;y} zDQA%L_GhU|Nt!{to4+#ZP|rf;W6RgZJ_;2-?_AxHmU?vVZ+D~H2`Hk%O1xFzu+K3& zL_R$#Zg?Z!Am``06pNk=BN?W{-zyrQ$*cd$iN&RyW4eS%^=ESJSns@)-Qi!~#^Ti2 zV$1PbLAx^J<&V59CsSw02qnU`#9ff@{ONZGuUyARM5g9B@P4j-jRcloF-Crth=3k` zbum47TSV_){FQC&gQQqjyo6nTTkvPq2=rvpp-mzscGMAA*QmOd=W21`3DLRtsfyts z>QamC@J(Z|b5mZhlq{l00(n8H4=b1g@gwx*m^WFvz^1raC;6%_%n>%(8)DOpS=NDO zEx;S%d!jBqotr7pjqYQc`{?7yEgb4F{NNS!CW#+nu`3YxCIwx? z2>{Dyk6ywCR?*`C-K=ybn!$~_uvVhyt>x>uaK?mxW92>~a+d+EA0=g#&CQaW4@M^x zSKOh+-5xQIpfSa*mFa*p=5X#Hc;3IS2GgYQh-{ho`!(`JgyIwISG5mkX~}rTLf=2T zv0uWXlkPT^Rxws}7lNLCGJhJ+J>)Rd!mSKDgu%Y^tYXMhPoR|$9(>uB4g1X&LZ^INc}2O@0ympEO-~W24<_oZ;<%*U2?xKCb4}EEE=xTq zaK+6ahCny=4@3jn3}z)@{d?;YVr6sr;U4{OWGI{)kw5v0&~RrH3HMb>LIlY;*ia73 zn@|>ZPhB9O!iF!vA0&u&e?`Mh&Jk!9pPtH|;u_azWgg}rryfLOnpGw>IQ&O;%jr@c zFTU|BFGwPVzMNuOiJpE*O;9u1g#?Nry-6AEIc5}qM{&myhaJhO7U_im+ldWlZnuG> zmvqsm+-3IEHUI>HgM9-&JCwXCkS9r&0q2xfrWpYKP5vdEsMb^k%15#bd_aJZ$Xw}3 zn09O~p0|>)u+xg57et%Y*)mbuP%VD=C_M}upChyf?{Y^}?gvS4A3weK78)_LR-7~; z_xbf9Gd%X)q}!s?;5?#)4*z3&HEHjK;lseT`)X8G;-jxE{#*hMaNnl zF0`_D%}@D`lirO#eMy8%=-xs^Q=Uuvc9KmYgfgO=S;5{iy-#?@I`49ZQB9sL3c`Z8 zRP%=Sv)5b!8YHH--xro?5e5CSy6)b6x13hMwY_HE%FxDaGUe)Bg1i#LdU7WHlC#{u zYPXi2ixy>qp6^*BNy^7|%t{%;fwk?&lor~IJ5=EjQpmx8zX4=sy13KKNMSP?omfXS zQ~`;bJc*fWjKb(T!R~LhE}d2R3~_a#`Gf#xsZ|8NRjFXo_N0y4WE?KYf^%0KiA9V^ z5h$Oi(D@k*-sVyD7Cc~JUs7t{8gVqVfZ^>60q_gYHnaOD~v? zMA{&>7HckmWkC?AVWYE-MWkf23s5_FtC1duQy>h)> z)0m9Ewz5Dl`blA!md|Q!@@~P*_q|K02fZL{m+}mY$SDHr40>Z7hbC%><4_$L8%mp` zvRWL4XifG%?x%xNHdA+$0}{FGN^_50@V_LE$%ZNZ$#X1m>kbc6lk zgdeaxWs1vta5Kd3bNcY23X`y?*^_|DiaLAZ+gUvJz(oEG^bp#4p*WwGh;LbIE=*nh z@4v^c4gi-Fs|%z#$Zb?m6H|+U=De?C&*4hVR$agX?L7Zz3~8#NP{haqp0lZbFWtw~ z+o;uQ+@e>CG?si=9JOkm%Jf0-9XUt9Fi4(ob#s9~3@80UBNgQk?r!)ltcgZe9q|T6*-lG8dby0Hf8ROk zpag<0;1QW; zkDbMi_xF<=KChh<8P|=n!_v8yjN?|$wUlY7dumR0a^LAHn5GSE>9V!u&bs1HERlxh zlIz+IF3*JEk&!No?5e~O>{yXP@nX&?#;~$zvU?$lRs-!ir!z?Iw_IBD2JE(zVy^7TJ~=7@^?hAS9f%4bYFHeXa9X#kiYsPL1&=( zMxY{vHaa#-xMe(wox3d6R|#2z>5`>er7jY(qWZ*cZ1sNk&L9^zWK$FvS1Fb@0PoaY zGgVK(8_Ik@T|q>!s870!v&B)HB$})=5p47d3}A_;kBW;i!bLf(%GfEFGO8Y5N<&bBds({ zCk1>N$8YU7ONmF2mIrdEqO@8p1ngxp(8C5Um;l^lDIr#4N4Kl-o; zj@5H9*ukujNljCyG5L;`Y}Pc5yY$S3?T^-1=W~EbbH-4)0pyZAkWIvV8+0gr5U_DM zJaZ?`hSd0x>Q$!u$IcFu7&OU^<0`dB4K?BuO9bKRA@_)Dni}j>2wqzauS5NvEnK2+ zB$r4c8afz(PJ^>)KwJ~AaBRcp$+}5DZj0TRs}#LDD~!q5Szh$&%sCKL-}%d`Lx-iQVJlNlq%DMI+oYcY{T7yKow{is5UY#>4Bi7p4N2jMGYAtC?Hw=7_#9*8Y zEGuvBnzSRs!8+fq4`%HOl-;=?-5O~OX~}1z=5>&VuUoj7(6niFR*+mdb5A>=*@10C zr$NUt_-MAe3U4PR-(L>GSGaRgrJIX|mPI(HuG|csf!xfJz%))?bOub6JxV7E2gNI^*c3u?C1%s5x;VCn zq}nQXJ2xRs_Z7HbyeibJ+7|b&JhCFh>~=rgmk_7x(!(}@JZCvO)3|%ff?Z?hVE$;w zCrI#CI)re8Fk+8%u^IM0WhKS9z}FF#E4GSv-7oeT5w9(yj%(#YS|HdjuX!CEyPRJC zHHiY6s5wG}Sjc=Lq_w?>M}91!Px*D~~2t6pZ#pYF|1Py`@(Pm2O8dF&?LyinnnR0q6Zq%pi zE7@^AD_)sHtpA?q(uddJvqG)+`J&vF2wJ?Rd;c^)u20aOx9_hoGKS{gE7vDcW|xlx z+!ZufT8!5D_)A~fdKeP-|85wdiyDgL)6d_f6}(?*lMR=LJo|)>QtQyt<2jkZ2fmf< zHC_WO4ZcQ|10N;yc?vMNWJ@U!uy*Uiii_*0Gm*j?z3j$AX^~_}+!n~X;$i!rCuQuSmrYUXYyKnabb|$fvRKSW}x@0^!lTt$oiTHzlr6{%))d ze_+nV=`lx{)Leb*+Yr@x`6E9Q3<$C|m*?(2);B}W$JNHVTZ&u;tRwy$7ZAIR9NLd> zKB$(AW!dLboy#vT_xqmY&`RKtt}S<2h0yv_^GPWnnb-BKmECx}3L5qf$Z*M(sbDX6 zG(K%}%)}9z_or5hzA0x;lH_eT82z42zfx?l)4+LmM7b89ZK(KBSSb=0baYJ99WB8E zgH;)_%iFU;hC+$k=3{TE%_(hR+krcH)(bJEzL_+A7K>C1|5N>lZHnoj(RScEy#iV4 znTl);8Puwk*}8`;)`^EwH>elds&`qHRts)W@rb>~rQSJo=&GbvmU@@~W!3VBG=%cq zzW@&38uxMBk?%u+TV7GVtxf4sbw0S8;-bknK&xe}t&HohrjshB>0(3`!6&h_><6X7 zkE0qphA>(M!Gwo|;$9D~HGGowVKH8pTut|9BwIj&xW2FI$Zf^E@SW$?EksZ3f0e?q ze@+PqLvpM6dXYe6^2<}S;V4;g2mdv{KoS~V6j62i4}xoaB6E1~zm+^~?Rm6u82*&% zHQ{QH=CMprvYi>gh_45&xb+VXxkS>i51`H9eQawfes;_nX+FFEW??(o+3XR_ehJ80 zQ}x_TFjJB=Ks9sKvlocV*eOw2m~!H1V2Rs|#455tU|@&Kx}R*r#8?Tz8Q?Jgjn#8W zC?oPnK ziY?n$yJxN3q*ClV!ySP%Ztc3TLYe;jc=sznpfLQjPLwQ^^TW2HHZ;~_@WgcMn_^Bu8W!y!sb0GMwBbF zk|6dil_od-mLp#JGx8W=VT_zulDBWX=XlRz{yq5hN3TCe%aAsw|1`NI#iJK^no2E9 z?iw(&>FK4`P#Yn1nNiz6oW>*RL|xB|^`Bc4tp*&1(s~Uk<(|%a+wCqRqvw1Gi3r0z zn3c3pYvM-uswwJObf!#a0%nDTOcUk*-2kvxR42UMQj6y66>-x$3L8O^Dy=!j_bb$j z>ibbile|Snw*Ee87(CqsB^~_~W}S~p+I(ra?Cec}6eSR#c}s##$#(gb3`*lr>M~WT zmq=OkmIHE{(>50b3|AxDIaT)`H()thu38`-)xYy{4(<@1rA8QRune4~>HN$4mTLFU zsAVm$S?m#xNvecr}_O=9dzDRri z;-{*7(};VdpybL1rEJWE@7A&f!EA#MMe;-!YCnF$R@voQgd6_|qIlU;{UYz(_QCF} zG||pbdcx?`k>eA!ATgr1?!nW3rD;md6x8g8{>G#wm}ei811v^OS20W9qRARz?hGxY ze!qq@3yj;aFxzlL272>wqNrg%0%%3Duo@6EHj#h=2bmcFC`d5)fLkuNBh)UANIZfb zp8iEHJjwhfltbanMbG_1Gvr^Ra~(omm0r;<7dgJPC85Dtl|n@{W3 zjuF($TnhcZLdI7dH^4q`T!wNfFc2{~Gp7A*@5KBP%#;Y^XA$XCv&oLU7sNM(4Y+$Z{2|P7JpJ1^p~pK&y-;g zlxJ!&3ny2rKiC{X95PwApP!IUWNO{Az&2u+p{YH}7y`ra2plG-I^#)hs5EDkoj7*p zpBisJrPzwOm0fq3d4F*^&<@ib)8})A7$lkT0@D@VRL&qfSendi=++v#amedZ)sM2J zq}bH=q9HrnYbKz~aiMWkz3$oHx^;E3{k=G@3aB513n=91eI2QHX69I|9vjmZc3y!< z{7%X28xn$x%d-Zm!O85>Y-!q+zKJ zI`B71x)A|gE_rD$UM=OBPBoX#lRq`Qwi)i;6f#6&#U+Gn(>W-BWoslwyOcn4EL8`W zS|3R2l$tH=imA}Gl1>#@+k!}dqTn=7tb~X{IO?#FRuOcxEF~S6{(4DV9OYv{G>|DJ z_tyyX^~qK6fKNyReJScF9|o_qqtm9w|c=M1CaP! z)Z>y`1SS5iZIy~LA~jH&=@vAnp?vQr{^x}c#QKlC_UN9Ags&@p>S^#ClC%}$T`W*2 z0C2NzR4DSun(eG@CBKc%#>Zn7r1c9(WPwjS`FjHV@>~HBEnVG(tRLcKP#WkU{g{ z5CdyKEat^o-h8!stb5_6#FPME_lBc60&NhVvIE&Nqh=QLxy8sw_vKQzGe)FLdetNf zaX%^k!DID^NBfM0Bsyw;*^KS-ELgv}Euk2@bnv||PrzfP5zq7{nnaO#%(k&I2g8&t zO=c$ZECjZ?=uCTnM$&?BS(L|7{`FDlq~m#%X#Kvbuf^XsL98rp!`qIW~=HgI;Fe_SoyU!&a3;5brN@zhwHL(Zm3+9XfOqo1wl*Ydys%sh_Y1AyW@ z{lS{w1#AQo$`bD$cQdhKG4fTpI<&qFMXJQ__4FCdO`&7GScGT*PH8BNcSVzn&-$6(&}lfv;AB`OWvQu5?);EeT?|h}-ksuLO_% z2DzF@Y#%h)+731>qU(}(hWQajCFGquDDkc+xn|2Ofj@m!ll%uJ zHxh{5v}e4B!5_PpppT(*`fcQAl6fVEy-n`HQ`npnKsKz~Lx1;9zA)Q3%{~9Of(H~T zG8nIXAv8r}>hHw@2FyoP_hSgo)TOBKFCB)ONA9ulIBDwE;=wG73-|;UitTi(i!e z4UWps7ArP^3Q;t8-T6n_3=^8qt()yOeJ4pp$`R_r;I;-r6?C9q4rSdVM9JAxF;^+K zLv*p6A`Y^Qf|vSZyG)5+mg8v|Bh-merjYZC?X#6CjiX|huWlIP@H)O9f^m@Otcr5Q9xkqLxgILBw z*4MxQ5q}?bgRM}eI!bSwFXZLjCRZ0>`|d-OCQ}Oau5(SkARf1Rm&5Um(Ei0qPY-M% z!x|foj;6eqTd9Mhsq#N=o=YzCwh(o3lCZBMj76&-TAI(eBf&0Hoxmt6TO-zwBy7wz z7EhN|Ik=M{qYi-y@li(ZIS{?lI)JB{v(7+#fE9!RK|*1IyTmfN)!h7}pcVvbkV|m( zyt>kJY9pK{t>3)9Kv+sIVz9eNdk@b+2VMC`;DF;(s#wNr_1o~S@-5@xiF?0L{+|#W znFea!ON(yaS@y!z&PN6zi3HE}J!Eun=t! zHYe(`1;gD*Q{h>0e!k>R@ofXWPv49zyZF$VMAfA5hlbUcMylbCfGhBr=F-<7s41h! z)+0K#Ra65ibw|XX^*Bx7nWXzM>>p-0QG&}<$_>FHScaH@l{)qkRVY;e|5?;d$BoH2(xobAky z$CT)>X{v#MY-$YBcGy<2Aq9T*bcdnUCI7mghW7M_dUmcIkbvMpGrzNbf&2+VbXojA z=iX9hFEDyJDT`I80mBr;J7udU+d!#jR&apWN=i6%tAiNi$s9K62N>3`wOk*6ff@u! zh9(4i?L~L0^(6&%X5|)xNvwlfM%{uaIQf2mNRGJLDGe?#Q`vB zL{6o9#T=JPLLK8SJ1@ZL3`MzGA=mB&{2p_Lw~8$##8Q}C8Q`fmHeDOs>&?Yha?FNy zvkbxMu*P&wvJ&&EN==W}vBko*yI8V_iFT}P_SMY^4IH1X=Od$kn*1XWXSiTHoYkaQ zv8esW8iMS)AzyMEgS(Dt494D85dY#oygr3eF4!gH-|EUWigu|X$ix{dIuppe$N;JZ z0{XTCvd5Q3Up_0>Fx_hj_f0$IkuCnHB5M0w6~mwc`h^!V&%PW0ix!2&3N`Pv0?~B< znc)Nnx^I-73#1QWl8RW0b_&fDs#46YO*9oNA)0nO*s(|$3*grYB^ode0MYwzZw{Kw zzVI0$kIvhEWa-EI$p?P(xi*Jf{QwgacIDtRERdm}@)4N#&sC*MaF3QNSOa8xHPMX8 z2eVzgz?HzOfAe&6pSw8Z;9W7c@3EeDX}{HdpHm*;_nqS`zU@!MFRH6QzzN0o!F36D zNJ%E*SG})DaU8h_F_f>I9kTrfRH*2@k80afKNGWdg7e4umRBmWjcK?P4DzVb+^q$h z1%X{ZVwEfzW0%5=Q)nX%FwokJd*}+bTWNYGNWj+pSbRWG&Q5b&7>^>$Gy zdGYs5&-ILIjnQW1X_vRBq)T=Lf)UQco>Ro zD`|C#kKvr@Y1L^Uf4ZR@H#4Y85X5lL9zhO_{^)m+5$v{4f{?nE;Q`s8FHlT@MN|)B zg?w^Zk2RG7jEZwc1`7~|qu-$C0i)Fvy^1kW%WswlHVbms)+W4Nyn+nguf6qLuWUfWgP^R5#;p(=KL#PaLD z3!_}s2}9Wx7(~egA8}vIKe;X94d$)$e0Stmd6n@rr4yB@x?cUhPm@ zHcD%?8w3=N`K}xUZi|`hDcFojxf|s-XG_-i<1KK|Osp2n@!U5)kOeZWcOj^La>G-v zMEz8&PgHeo&neC>^wv^a+v#39+$vvtXI>H7cOpb>KXE=LG!v>6b)cmhPH;7d1 z{fpMz3tVl{tRK0uy_edgt&}dO6(_QB#dKL@8bg_YxXP*RS*X(}l}(uB*MEL?C20^K zhgsg^x&ZcH2Tqm?1XrIa3(^%BRXcy2zUnjf`5CvCKeB((y(~h?M=I+_(;5lQ54L6f z(`(J*>qRpKQkHT57+bPhVGDxS6T&y7Cq1#J$MR3UQD@s)wj!u22HO)#H0qV`;U;Vl zmg%@0mdFx|PvMhD==6-#Jk{e>*-yXr5Mw(6FP%=>iC_k#{wS2$#&j7y7EklxH%Z{9 zdYlCYH@_XHHIRq8aPHqVKh74R-$x`rs)uf*mG7N-Izz`8@EJFL%9?uISF2J;%s)BP zGN^Eb*zj(~(_4s(nRq|(f&)FXNe&CID<4$T(2bXj+Rf;sfL1cONzGve5m;rx&y#&> zARouX$H9)(1EV6jcv#fJxRW6up30CTp(Epl@IGJ-&o+@&gzE^=+d(SU@T#yDYcoWL zw?UfNmwlicHjZk-kQaLAbNU#p-ixJOhOo02vn{0%)0d@jTR1viu0^p6NE;V@H1t!? zk=~(S8k8imCp8<8eG+bNh*lb~a^$E=Sd-wKdaDCQbcO!`WT(HbqOv;YmPpe2^L%Iy#^l|V2l=D80X0>FU!as@btW}y>r5)X89DAXv zsZ@2XJgH2rv{T!z?bLRyyBIj+)JAQjDm$=Y!^h<&5UBAx2!M_LqIm6_Nut9IQl3o$ z-_*SC$7oI(XTgG58W_SXaRP z7d`wflLwf@DvIz1Td33#u}@W`di^yViv}x}m!t2&?W2()nDHAR(}LCrIyJk~z!7g0 z9Jd3Hu#LRo+CffHx2I=d4y0qKUK0 zbwg>5GK}E2bJn5i*}x^8H{&nfH{p?p)cNZ>wkw`xgg3O9lAF^YiJ1+wj*bn0or zt)zfu%U@#Bd6y@T1eVN-Bq~`F;w-(T$GvX&trt>{W$S(PTS1C#_dO&J+s1gscqFDP zHdixj#1m%P{{HQ1yrcv!Wfh;Y?tK(o^*6H z$p)I(1B1>CiU=ztju)Q!lt8q&=~?)`D`uB~&0aQ`E_RGUFoGCocWq(?ZsJ!Vu` zhjKaN1eO*Dg$!qO5nBgLtRg9YWJp2x483wkNy>QQuvLjf&uUB#q-GEUuR#C%tp2Rs zuI=so*dEK(QhYu}0_3C#pC)y_|AtqEUEnCUuj zf^od{N}};I5}(KKucVDJPeM{VH1oZ1E5wMDDHjBRU}LLY-y>}ByG7MrKGBU;wN9aQG5)vOJ)k`r0f+r zSxs8mVp#3!*PHNO)7O5gr5Tkh(K=tWw&jFef4&5G{qT1CSnfRiGD+^8t)vGnI-iSi zTBGoT=Zr)XqJl^4nvBH;Bx`q1500M|X=9J**ix>J zrO2bA?cQ%+iAP*gdosFA}n2vbm!QfrP()(4rI{^g(DNQ29oz#ji z(P>(?|GpfGBuv(s3++e|SFz8lH$<1z{P$=Eh3^_CLfD8X-iywLAae5;QvHr-dti*^ zc2b8pNh(9;npm|BpmbxiP=<4)q>EaS$XsM4-ny-%nS2id(YRt4gk;=fc$q-kfm?9G`8B)a?5cmL{DpI+aqmSK24! z#DG}XSw>JTXLlhraa&ux0V|ck_7~4^tjq%6EzhW7q>O3P2XHh!V)8fJD#j^e7cL2~ z+m|iXQu^7gnQK@bJ)A`vMbnS=@5b7miVS`~REr{hJFQZMiqtM8sxxiBU&Y{DM_Ol(vHU$SvY7dl#Hq^3xjg97t(>_jKX{qH}|Sf)mxbtiT(2>H&=Ou|n-msngokhKy8W614Ml=QZr=XahWpKfdU#_JQrqpsdyq(lFh8o-Mn_U>(NHr^YHb#S*uy5L6wwhG;ykYkl=V|uj6~dy;oDKipBeK=uI_Dk1s|LVsES8?cz8>JPW&7 zLOO1`-d-Q;UwB|lqg9^NObWB$QO=IF!dSMGZ5vgJ-Cs@Qk$fI@l?n(GKO=&cxPYq3 zK`?hY%6Rx{co&g`V$`*K!FRUhDL)M0=Gq;6&x>TPGckk&&F@3-*MzreD5+hyGqtoB zku!v_nVK2S!wT1}KbM(;3Cynf*R5%xaF#F?0~du0aF5gY)_rD+2n1jJ1Bg7joq-AS zrRM%SYs-}6gzqQ%D*_G;9UB&_>MD#;vHRXos{@GfgnP*=(+e0pZeg)i4H2^fwsKdP z)$Ms{6}oDHG)4j)vQ~M`xpRa<6q8av9m^19=<33t@B-4|aCYAX(7aNYZwMLBnr z|8b*mTz;_-nGC-8+Cyue&@(<^g`~?lA_UQq@&rjw)3YCU(GOLVlge7HFi927C}n1y zxS1?)BF+$V?33sXc$y7XAaR^Zm$J|Bk7CE@e2U`GAVGnH1qe#Z2bDw3PE)CCNQ=Kw(GCbu8q)ugXY+6( z`u-XXr<8kyCh8S+R`Ef+|K#8}vHUo=G<-X7oA1#ONux&3moeNFffhc6w%h_tQxc*_ z@tj{j>KBy12ZPj(=-=T=bJkYjN&F3rep){?E-NlVR4@- zP=U^+TL+1#&+O=dT~pXGIn2FwrFpJVkD9HOQjOhsxy`kxCmBhX%5Ue$X&FtWD?Eo+ zClnp_37sWHDS1kI2eC}f9!ji|)3^T2N zbr+S7OSxvqX(O<uHMDLOQ)$iJO{U_u+hn@HBX>4 znGO*?HO~|c^}Hp2{PUi;C9?o>m!>b=$tD+(jM{_qcwBirb=eLxq&8j)#J1`Vb_=Jz zh?)8u-Mm{HBqpNLe|l$`ZU#MJQ`G^v0pM@G@FI2gaAK&axr86G_?h+c{y>Yr~6Mnjf~T&;jp-;icA=NX%`> zloO5ox1rnJkye@Gtqf2{61a`^7Ts?E*JYPDL{fHLhJOusmHacyx+5Dq7$Et5Izfe# zF{sH!8#gU`pDPXIl^<_Sw4G#4x{5wfGMtea^_|u6*f>3Uyh?V0-ct2SQ_n@4l~GKM z>oAXWit9I4R!OEDSYI#K;SY*4R{5&9ke_rnU=XX=;qtcv7FEwpCk;IiDS7{sJRI!2 zB_EYi2m5idyts`n8+gKYj4w;*C6kqX*YvPrP~&2p>?M0M`1i(%sGjL1i<=H(qdgsv z9&dE}7__YD0GFQ@wML!WSSm&4=Un9V3kGt)f{^mvfc^kj!yoFmm|$3^-vTj5<+U6v=q`X6odyPSGqet7i3P^6)>qNVe1qg*-*7$Qwz}^f6u4xe|?KKV<$(Jl~0r48zS3s zu^a!=51kR>Wl7s?i3R4O-Hnv}#wwSrrg0}APdUz8Zb zTOrT?EpUZ|t0$=qoA~R|Z+_%FjSkZ`+fOpc;_y*AQxvyMe}R01^DB|(f6!@GazGuS0T{&Wo>WH^&j-p4Z2_&^La-jsp=V_X^&{HD+|F z;H`o~vwJZg79Wd$n!kDagYE4#Vl;v-Iv#wiA*%f}k3AOr}I$viNOn5P6%t#l6 zk`Cv8d2rzoKSsffp=Z7oh&YjM8|MjOe!qK*bMAWVYH%VEoa$2A3UHk7;=$<(gvya1 zbSR>a#6%|i)*oQ7aV$rMFVbU;44t#HftcrXdnf>LgDzxfhP4&-f3xsPeAId)N1^ z-DY#)Y2tuQ2jTqV&S|jLx zehS=l9lVE}-z&@Qaz0*5r2oR_SMfRQt>fF>k6I5uTs2Ge<7d!$??b2mY8stN`!>{U zev}`Mp8NTw-#H-xV`^vO?BZlgDI#WX z=c4itGYK<_S=zXmIx&jb7`m8>m>S!gm@>+k+L^mp5HYiGvhwr8{J$AJHcXRkWt7#i zMsG`!qZU-fhb`;2yhpYUqR~!1w1vR+A%87JMi|RgKPqLWdRy8{S8$6Sl^j1V7@-G) z6$U$PXWLo1WRbLoOp5@vPyW(HPHyqHbG4cf&V)>!*s(bhKKppgj0^nyaE;#{@p57i z#_eQF3~EQcb(nII~yj7QiwCJrzA^(((}cQ{c;h<}?G7gs*JH)rtTxVxRg~9RWjE z0u>!@7&Qv%_}h=zPH$_r@*0S0tJ)0QUk)4dfSY$`=RYd^BM;1*7bx`KUYy2C1kQI+ zQ&}!+WH$UA=b}=PIx97})#cn?k|KF>FS`EYU!J=%Y*>%H!mjk0>h6P}gc)~iCxB5~ z>YC+!k?D(cfjIci*UT&EVd$$(g=E1alym!2?fxI$1?>)gDbI9(k=U#tX({qu;sEtU$()TxEut>sP)5ku-LIX4mLngUbW~bHmdyi|&4UN?Q zq3oT4Gz*$`(YB^-+s50rZQHipJ#E{zHEna+wr$%ybNK%|;@dmUj;M=u^<+j=WoFgN zCo}O=87k(W9NW?O@=-~8K^jbkU?^`R?*wURODVh~_OaWdji3u&_)y1^UJ82C&?8J) zZ<%8npp%24R0#86mmx2LL)V0i^9%H5G5r)TF`_rYL2%B8-q8rn&vvoU}B<}D=Y1`oCRBbl0`1fLpvMDjf0Jc_3X_lTmz z#cRp*e4buY`lxVKRw?6KxkhsLw|*GR1@J~RyNYQDj)Ozbp{&%tJdvN1&w_yUVB#*2 z5I@vrQ&QNax0-B-u5K=@+zI--va4T&$?~0>y)4Pw$MeJ2PHAX$4Zot(-NaWdb_Jto zJ%Xu88t;oD-DFcL%BsYcl~888y&FQGt-ePuG?&t6iSO)kpVk!}f+tmXsRW*vn)$bB z`a3~A^Br}F?Tw=g^%uN`t^01Pz0dXtKNq3DrAQvode$%I+gXGKBDaBj7y+xJALc^V zx(S!Yhz%wEl)r=q#)OSIl(&slJ-O~TS8TG(sA{3<+Pl*5b|KveL%x~6Z0qVBX~=E?|2yhz!;4S)0OTx zD-vt-3ev;DabF-)ddOsM`lDJ8oSLb#L~`UpcrDRJ5s-m4*xq5Gzld#B6u!ED>ze`g~v7zj*|@{lx;Na99-i`&mkl>M?D-7j?H z1#c}vzcViEwU-LkD zhwNGQ8k4B!DX;EthVAj&cS00AC0#m!AiR@9m%Wk6kH+66bzg#9ialvqV#+qGFB-70 z8x|N~K|5;vIqTgQoLeZUL5N9+I~ppa413V6D({4na0Jc(+uR(n?J(O=nmEJA>qs91wFgJIc1fKL@b5dWD-_)D#jqVl9e zl()2)ufOmR0+WwSDyWvP$)QA{f)@)9QFuG;Lu3?o5Me-w93!H5BFIA;mY45Z}b$n}J$3zyoZRNBC+2!q>^ZfNmu*{?;6qa z=twn2>SvVnwOUD0F@>~kTT8+jwj%p#L~jsxl(`sG6S(3mj5MH_&{P%Z7v;Ho`bl$$ zPmPV@pgl6%$xIdi4ajo)2>iAuKacRM*>CgaHb`4wTJrYkE}hw=HGxjHB?o%WL&iqM zvHC^uTmA2FujV62M3WyeU6`P6wpvK|LJfA01+oif92);_gcO%fX{8wbWem-Auy#Gl z=11>Ly_=P-?=M6Mgf;zla?JE-Yw)TH)!!UG}3F%-+(UJ%-@QC7*a1pA*MPT@=Rzwrk~$IlqIX;RlMt zs(#U3?3V0fk9Cjjwu*&VYWjQW-y!#znOo6caHT|=q;UYksrX#T_+PSTw8-PA07`j3 z@!IeN_@!Sm3DgN}n3Mw4DU;kBiEXA?$jC@SZC7j)X^| zVrqtLOAp^3>F_h)MmfU)jC&RL0kzo^t*4L+e#y$WI}Em z>#wf3?d`m)32IG!mx*xT1eD}bjD&UQ4djM+={ORUF{Q85!7=Fm$qyWAqO#pBHK zc83OuiNbRsEYi_JuB>3rxbazRfFO+_zAUl!y|ogTKBcUM5)Z;n7+4xnzn~+&wbX-P zDX~aC{$YdXtA$6J4O2D5IY>4H6eO(@f#}8pzB=d7AXZuXh!}JC=nNBF*c|i(n)bl4s?g?_#v-J=w5K0 z=cnGkwu@GlIKq)2IF??uYy|)YUG&zdH7kx0Rdv_TERn~XOwm|eLHj7iDQX%HNO*Pm z>gj5!QP<2Qs|TBnmX{zF_|)bkTfEa;`d-iiq@PRpOU_3)i*{iNSk0hnQ8q&D{4y@p z2BLML{g0Cf1nAI}cf8{;oqTKs788r1lk0NUutf3%qV}s&zVwb=%Ef(AXB#ckB>U8g zhS%b=Vo!i9z$6}`vOh#m2=g~7#irvBM=%7nOh{e8Q9GLRdLir1A3X^ zLj?6geQ4#UNPs1Bb}9#TpK|g*W5#AqN<>2vFK^P<*NUJQMzE^f!H&sL)M>p|>rft8tli><;+j{-_ ztC8XlLIHn}8y&1IJTke%=@IP)ge5Rth$(*lWoBsmVfQ7JVqqdxS1Cp^@Oz2vFy3HU zo}FM2Nnjdimw1xc^Q&^xUx}-$XD$v1_qrTbz20aFsM1I&gN!a6;CFtHpW?;`!Tg{U zon#~|N#3t!)}G3kH3MTOknXCI?nbdc@^!2|<~|Q%IhsXgjk{|)LN3f*7GQ#_KK^cQ zAmg*NJ|9-akb<|_N1`%@l; zE(UvC9czOMR7vvSRH?Sp3nP<(dOCg1O1adj+0<6u-+uquv*({vvzS;#DeRfVNIuT*Ex+ZA z@`<-N1<7PB3dxsD=>mb5qmQ#fy^{7`YCJOHEdGnuOuCWjg0t;0FOHn|f&|vhI~B&z z;9O3(5MXET{=ocQ{gFE|>Md{BMlqLaypigqA6#`+RCSO&5FVI4ZkkSidJ^5+St$C8 zOt1?bg4#QW_M(GBGtlyZi%m;fvAlW#`(l&n(&re+p7Z>)W_Ps@^u zTo;i5j1B>SfiLj$SlJN#*RhE{fJ;>frwSGp9EiHa=`}R)+aVoU{dAZq?a;-8zOyC! zu)`S0_8@#?$O{R(FE(x~Hkb1QVua@LoYspQU{Fh`?oi1BdH+N;cQjYxqw~uRO zpdYvF)MZL`Ai|}80~b%R{1&J&6pc68`~)V#Ynkmv_%1coivo!aqn@!_Eh%eXARJCbMzB7p;%6!*olu)w9A2<`l*F+~h=B`MfwdLSCA21WbJqi*-)07t8+1^RdLN{`x?)e7jfpuniux@ zpAbEF+V47kW}0G!iOpy7_p1auYUQ=Ji#csLlugFa7C>tnRyv>Bra+(I$n(ABP~^Ur zG57!nG}KMw59W&N2dQube3Ch-Cm^>IQyqi%%h2LJpw54;1=1TR%-GHu1**Y1>?K+k zI-7X0w4+1775|>P;G;|~7USoC2JL?c>_ryruQZ4zK4p7e)`{L|7C-w4I)a z4O$#T)RKULRsYG@fc)sB5!$$d)8x{utB1{!`7KWS_kGuAF%25Hv^9O~bwbimb+9zG zj&_8y7hyt`2LAp}_YJe1ZO~72Sn`UXsR}dC9ninAI`I_kbv(b_N;2e*gjr=M{vsjM z{M)>#`64PQvrR{#*_?{n%YeV1&olnPFAasu*mV`JL(IULB?t+UT?{y?*&H?R24a|n zIHuw&WUkQt>eJ=P)=syf%2!eoWDFvwJi^@9Xq+)7WTh-|D9lq}`+1QRuW8p^3r*d% zYqE@axuVnw^rP%7kn|mR%6eDiGm+>kk5g(b>VO9DO>A{k$15E_3nwYE0G-++>p>Yz zgRx7#yY2OyN*%>oe}OVrZ=HvUmc=T6`5qSrlk?}h{1LLqJ7^i}c!l5Op#$YLe5rO& z=BdRib~iaDeh^j-*})52A#Ie9Xraa3(;0cN6KO#AX=@hBuGUG&t8Htm3hl^6rjYt4 zRU-UZG4pyMtiHcu0aJQ0zVNkiV#Kq|45FbYys$p*GdC~Cc1&nS=YT!FZ&kHV=*?5&v%X-U8p}hn?r&^g|1>>O1{Z%fn zMa_p4TKebIIFbr{sB-I7*%p-Xd@~nv&!{})t%)*Qm_ALixZH|p&|v{!n-zP1?x?Xw zaMlFpUQJPY^@1tl*}x{Xz3b}?-+jRN122OTOlJ4;5ZaHQMkB|irK{;G7X$wk8H8AY zXf++DmTDh&v1L}l?H@x9-#P5#y3u2c>U&`-s5VWvE&vYQwg+ay56 z6l&-`UC;%1K-T<-N&u~pEo|jd5;_X&M=O%RENkk7^jn?$a=QZ02q@H*GJkwRt@N~*`uvAS zDhY()`+P70g`j;ul171dGqYkp=j}m$(-2Vn8#>{!QhwI=*t0VjqPGI&B4;eFJokD zWt}S=XM&yq@{ZUo*DY@A(dY|jqNX|@lSl|N3d9Bb@`X1O|(ak!eF+R6XC#W{DnHq%@glQO2Ix{oGC?jfo-Gc^}+K#F2xhe`UY+D=UO2T-~$r3M-jRy zmzoS`QYNtE5>TS)Mkag?BWN9)7E0cs(vaN+SZ$y`TlKfvFrLbpY!wV#^ayae+FW(n zxutyNIx*JJsgRENE6qD6M3#2xkioYc>R|?1Z_WfOhG?C@bm+ho`&$l3?4=~J!4ehE zSv1qAPz`E2C1Fa1kGbrzSQ8`;J#sIEij)zXma1XR+{x{Gk#;_f%S!mvx7FNAWSi!W z@XS?sgh3h8Po zwB`=eoM{7=iw&*6e3Y+s(AHrzX04m5d@D~yN|^anU&i3p6&>Co2S;9JPQ1Iow8`6{e78)6F0r!09g94W8;;=76!iE0+KOZh*h9pJMSOm zBtNgtjP$++M~JO&$BO;(&Zx>*xOQW&1qA$Sqc6^npjZC}kf#6a0KCCEp?ral6IhR_ zzkbd8O{nKPV>z=}fOyQAhW>E|cX$kA;YTEsT~bWTiqAs9B5PJB^HBH2S!K}~!g7(vx)eFz8dfcgro&d1`Oe{TS3{@-)DxcylM! zijDN+FT9MHyBq0`AQr=$y=3ia!)VllDKjgTSS_`4xkRXQE=^i9Mk&7zq-)XCOhy-0 z|6aV;u^>@bTV0zWSPhibwrK+!vf5||lJsRCOs!MbSB^`u&eoMU1)dom!w#!=(`5g^ zxSFbwD=A>EH0UP`0=`A~sv_Y_jf3nfdeL?5--htKO#6ZI^;>Y=;NUhSX|7^NPi~H! zyEJOvhV!LyUArN6WYYlend|Ze{~%GgfszQm8b@mwo$iuSa0}haj4piXn3q=WHxULu z#EN*$@AXG|_l8WKq#Lz6R65i;B$vRj@C7A1;Y(W)WVhv4FKSfcw4qm|>9BE`Hr1}S zg`gwU|5X=Br~^|Gd6b}ZtD%h&vHoB-=u*4L$UdxxYYdMRP(n2OC!gTl1FmMA)4|XN zy!Whbtzb-{Zp9+bcbUEu@SRCJ*0uWtMV6GZ?Fg@2 z#n1bN_Er2x2B7yRon=;oV9sJwy`{Hh?~k;Z)v|r`f~obTScWTS8z5dmRIc~!xGimP z;x)A{e};#N@~#$dS&+18RN58Y=eg=DMLto2FijTJrP=KHUQ;eP1=UgEj7Dc|>6FTZBccQc2* z*UagT2Hq@)x-&&xkxG!dW*b+A$(No;$x$bZGI`>%6Pu^N@+R_o?GM~{9WY3d(Oshk zJJA-hEIsg1Pl&vU4{2y6re$I2tcVgv6U&L_L;o7!)7%L=SE~fKH8C}nAd#NUBxuWz zVxA!5mi5d4=4^x3U{XVA)wkuXo_?5=S}!jSog!ooZq_ENtO1z7=fW`JSNsoFZzIxv z`(=F;E|1IxbE{i4@I46Y!J3iBTqy5HQhyc;&dmcVa|{1Mc;D9(?oFChw&4(`v`XdY zj=Rz%?&#OCOjb0O#W#@ob{K|akKMeL1kc2@^QhDSjFSU8)@HQ;k-HLm?k z&d!XJ<^6A^t*!CZzRz6JL!WvBrRsL{njAiYe&D7*i#KG9^a2cqP^h8|umSARH{1@{ z75^$h757j9VJxzR7JQ&K@D?s!gJ6TlLz=#$KjbZ zE|o-RI^ek2RP9DWn72!~wmvB~$4pJv?8IvOXfaU12Y>~)>5IB)RHmv(!l_SDSv(=0`LvG=q4dUdQvEKLj zYtb2&jYz&lmZ!QjoeMk9^HQ928+mR5`V>8P&XnRhQ}dmddiCN;CZPu}HadzGQmn0( z1*y^3Nb3(&%DqaB+Vyn;otVN9MDq5*U4T}EDH~$;R(U%JrlA-Y*V^q_5C8)Q#_hmi z0_F8n?#4OY75HLmi`Nuoiv~vPNAf^uY)C0 z8EKo%_Amt1ak?jGx=Y&?Rn9V$&Cib3#=wrVnfQPqJ}iZ$tH8TeL6yG_t@?Ad{@3Y8 zZ>#wfIMwX!Zs0(@$fN^|;2$I`S_ zGd(?5yPf`O*hEit5M8nQg3xQ(tj;@HPnE1XQ+KxK&1(rHmR{*X#_Hj%oNl>pC*H7e z2q{?-TPC}|x-yeD)Q9&Yzu|EQu31%;;j|OC6T^K?NQXKxgN8yjTVvE_*Km2qbLqdU z*nOm{SYT7u(6BQ&f=@w26LM;M^y=Z5j-D0qdp1Z<1!87gZWbKv=5t`ZNXQgzxsYHz z3^bp`1RYf)+t~f-$i{*kLX7m-iWW5^Y@M=ix$H}%wr#Syy^5n2oa7Ou-b|9NlmZyr zjhvO_q?)q<@1Lt1=4-w7Aqu5`z12nYev)bLD&GV11}o6!6MA6UHESLYa5qLJT19<> z|A=sg%wxe_&=>8tZEr2_bu_%JEM8CxuL1HDH4HgNVx6)HU=$K!x26635K`^>z?Wao zy1B78t2=TV=Zf`L!@tcn^SQ(}vY4lsv=x#EaS~Cf$Ws&E)=PC;DBV!~l*|L+#=vN7r6)gWB!u*_%dA}IUV+uF>rv<-OSqw+ccas% zxkhpTiYK*UUU4(A1_%YcB9#d_qu`@MX1LmbRcG)4rI=m|BkB70w~^EKfkEvxe;Vrs zhVqE4Ox#@Q%zW8&2BHG%{)AmehFBEs0ibeMT1#9N&$(+LcI=l`QNg*sKX*i`zehm} zv((nFFj`td#x>^^4ZXBc>GZdY@aP}4E4e~c>GpywtOlkgQ1Cwa4t764?PAS*^&AiZ z^oFhxDbW-xB1P3$FRjj|sAZ9OBID19pPQnCHaF6@c&My<<4fdM>+|VzeGP8ZIT1lR z8-rrsMFOD}XG6kv*jD5vyRsk=OwUFC2C~P(lrwy$UyDf^m%-G6CE9hR?8+}h zFcH_~A;NOEKg0~FrHKldPAs5QSAwyxq2uQL|oOL#v`mE5SnxPsFbdK=%$W0jpQF}ewsbto! zm+-JN-^6#xesErn=M?tbjtfRl{>&ev4;4`}#IB5xEibTx-9aouQ!mlYeN$^M=h~9D zYpDd|o;ye9GGU-NB0mZ=bn+RsBr%r0J)-jVjyJi=E%n`9!LST&TW%GrpSwffn78V@ zuz{GIHc}?F&O_~OKZo%eTjp- zI1H|$Vt+72kd{bp+-z)=Iw`L# zE8G|)>lM+s)R*~e7q|ES%kxe0KAE^?c~I3t>W08`RDD=ngS(b~=ZNa3T*|9SZnG&TGkai;UbUCa7| zlDepg zr`c&=-S(Vnl?ZfKxzHv3_Y2q)L-Nn+_Xu6HMBx7^_o>Dx0qpTQ^u#E$pFbn|J-qwEexPpeH-PKE z{n7N^oPqA^{0Q~KGpkPx+nIsqHd=l z_6kHjC;~j@h`W*mvHuBu%?s3Ng^KzEb>pTGieZR^{(r4)DuXoiy&ou^UZ@**1%0vV zUaaE$bOcSKFLJ1^p}LUD*~+)??KdW%f;~+naU`6Eo?v4Ms5PAd+wkAnw0pdu+iVDP*`|Uu(#6gt!*8 zd!)pH)5vl}Zj34emLkBN(i}mjyBg5uhCd(D9FTb*bI8*qrn`!5Tn3H(3uXN)(i{Sm zkEO`)XTP`g2KLtH5YilwH6!^n2FN(R&B=5^5A<6du%|t_y;_1nMf&aN_9%r63262( z=R)Ql6 z%(_31YR`f0)tL;p7Tmu*_-`{}Ei(Ly5ZLvTDNBY7jNcMDkyg%A^A&amCVz+ZeZ0NF z%i!T|0;q9Me?49&Ir)ohEWur~tQwhbRjGKDPtUUNhmUgSh`TJoqihTwZWb30n-(i0 zClg=y2K#J_jnmHQXT%JT^`k0AC3DeQy$*?wLJL>QSeaAC!^mU|CMNB38N|BMFSCF0 zcwdxAl#P4NDiY@Ezetq55#Gt&zuk9ymagv-&V+AMHppLY^0IHI@(^?!pyasDan^c# ztuAk`6VA4hP$0QW#oRO`KCTn)#v&4Yt0rb z;BeRd9K2p0i5lJU2_B~OZ_=~Z{Sn(S?*5Sjj0G!$mx#xd>{&mbiEKydO~5h)h7*bq zvqa$gdw@;YFEd0S5=cgYO<IG#LS+niK~o1E(M zI$DqAHN^r1(PqEl$yES*w7zXxa!mV};WSKU`aaUtz8=@H3Uy&q^?k71(*8Ob*YrJ( zY`B$z!GE~rHvej^ZOuEGa)#|=rN_-{7%tmB&XI|X=^-l-t4?{}ZKDd06Y}X@YF#ND zAZ>U+kb7t?JID(ueS{~hFs5MWX?Hh(XJ-XB>Mfx<)=^NlqqG{=p0TkSr*9~yIx+kH zImw|}_)l~y=KrEo{qM4CIhZ*9J9SG}N!J2Z9knNEjUdKYiKOBWj=6nN0?gW)D4j(? z0Cr>Hn_^;(0*{fP2oXVl&NX1HQl6P+Hb<*tods#WIEyyA;$0Dr&;fW z;qurbV1`e7+s68LJ2K=Gx|j*q9#Sh8w)XKer8X^fjC9Abw-lupWfKK{3V*N7Nd(WD2BO zf>>7qfmaIBt%70qX$w$hYJKc*>qD0KeG9~6ER}OL1wDAVH%oyEI{|PN_u%W?%^R^^ z`nqv>FgcKt5~XNiK#dUb4-F_FJBy10#P&`Sp+4Ru1fT?|z`lG4WGK6;`~J|9K_p+{ zK8hE@$VfTCVrw3Q^X1YlFF;MfkbP}m};ESoa?n=jr z%La2w!g~ve#q1+}Qz`M7+_Bs3^4kpnTkPOD7%x z17j}3#s20)1Yug=9b?4#lM$^c!2OD}3GA=v_-GB6J2&y_^=~hP#>@fRFP5BUCrtyc z7(Lc`+-WIm&vJ3}9N-^Ikni%+wM$XY@u~Z(=>`*YUGw%__VgF)fmIOpWE7CP^d>a@&(^YR#q+?yopkc#rO3?l`&@XmLnAd8D|r38A7?DDJkgIc3fFA+>>?u;wcCz z%+0UBLwXBs1kFp*Et6;Uf6KyFqH~|lBq{FJw!7;Kx61GOuOdO$vhtF&jDE&1zMhv~ zA8pR=g)AM^FjpR(EuS6l=978^b^>Y|#Gik1_Qc#F7h#k6CnKIQ);t(lEt z_!vrgYU>)Ix9SP*Paams)U>>knbk~J)2K7l(a4#=&B*_Ah+F3AdCt!KGDk3PI^Un9 zjoXd8gWtd<5ahr>(A2=J{|S@rzcBxIEu0O&{NF{X zD(y%s8)AOPp4c>cW~0&1pFN||FmJ9k(7%%v3lHT*$RTx%vdpwzwH-`zolII%8e)-- z*qWy5r7XpSqrMvN#X#wbNPvOsit36zLi*@u>$->`J?in?eDLuwF!1o88ej@2s)(w) z=kW|vOaopsO(iLnY>Pt|&#SZAfbSH*Qsa#Q6(-Sy(!J&xLi4M&^~+0)?6l253I}MS zUEWZj&uyG3uz$9RnWl1qT95?-loa5z^RYjH(n0+50MJgD&A%uMBGyenF`%-4jgLu+ zMh^p45uvhc81}(eC;Q?3Na@R#+MwQofw(zVr~2_ZZ5xPr$S4djhdii2j-X%*h|-l3 z3J1!G%Mz{dAcdI}Lo78Tgd6|81-l}_(xspz0<>WJTLQijZBkIMFOkI+ghXdgf)qrd zh5>Y*b2lqWigId&-{BRCU-JYB=M39#T6NFCKDt-^skz_ia#^zmB5L`+0eZ`F8Tq zJPrM8UXATX)Lg7wLmd1`4crh#JnstoRq2BW`RSTDRzb{^fjw7CV`E?2iL2Rqyqkl{ zEuJR`^*ucu$t2iVZqJMEfA&$4F~7zg^PW6$t6h(grpfsA^!Iwk$|j5;rYQ8t#r(^_ z@BD4ODkaC(QgpoCo$bYmruL?;4h#n}XwNW?$*h=;rS++O>^$qRYf4dOMsVLqJ`)Kj zEy@uQVMmL&JL>g)L0np`H3xd^5;%u$VuMMwB{OHn?1be30R!LPZ0%}udj4y2Ux=+S z-FRYbV_cshyBD~){Py>MI^7)qb-Mp|EGFb1a~TL4ADHPsV6y)=it+yfljXmg#y{S2 zTR%ULBVOLle?nyXFD?IH((=FP$@stEEHiO3GyQh~R~f!GIObS=c`w&KCvmSnZqxd2 zJlwH44BTTw^-1KeSzNNMY}WG}c*-fJI{Q_=i+A87k_!y~njx%(mRcGaR{@GspjAS_ zGK0&@0r5bV$U>KK(BuKHkVO6Ek*}b$3MH;p0l?F;M`6hDDJzkc_qs-%4K|JZPX_jQH!s375O+Lto` zYk)P83^kv#u?Tm}$$_kfB=%HpPX9dN0M%Ol)l+U+p)>y1Bx{%WSlZN7_G`RRy(h*E z?e`GNtbNi+f8fbj5lELxUWK{CC!+ZPh%jtB>|zT3$|1<{>uu2H-;tADLJ4mF;xxC) zTb}MNS$CBpe;NT5xElO2K7rqJ*I3zrrhA9GZilE1C8E2cceUZlfU&~lH+`w!t=Bv zp+%Cx$q6{Jv7_lWDyE|rQqK{zD}oLZB`5$jgPPO7A&4BQ4{t2P%*68ls=Y!`7A+Dx zm}+Vb5%tt9O(&|;DX9~)d;kjeGdx=B zUJ6BRc4o@b!d(dYux_12uwXoLgg%7b)O4<6Vw(>)L4}G*&Q2p9qw#DGHb#b4((dsp z&>bCIA|KrBYF-fTT2?PV)vC=Kl3YE6M!Zfiwv2OR*$nSbX%B85lmk?Z5)nMQ=Y0l` z9l(ay3}_8datiqukx>_KqP@2gqu`E98G?D(`p3f`;(oE5m5-259G>ib2~AG0V)3I* zUh>HKM|lxU=O++}<#ibCX-P+aue=}j_n%63&y9igd&nHR9qeIFV5P7gN@6_oCcTmkU36|)DE9bWy0F$Q^bw;} z<5!0t33d!kiC&>mjCOkStkaw)rfDTO1E^3&4}H5tfMi1@Qv4^E@App=mmwb z=i@^G#YAv#F5~wjUgp>_mZKE$XrF_jY)u7lwid!T?^H|fd~%XK1#n+r?+6DBq3E&O zfdyN=lzfD~hw!m3G5T#ZCx%Vonx-K;nKHnT{)`!+lwJ1Bpdd&xEx%JF$QyUbdC8p} z!lPHPAaU9anEThuWJ>#_d(4<)I9FuN9H!W1Tk?Oz$s1=y{H&NE>F;ThYG!5p>>J>C z4(-V|`sL@yx%-5h(>KBNtolqSz$&P^@C-2zt{172s0=F5lJ0s`=1hQ{TV&mgr;o64 zemcDZ-W$d|#JLQZ!Fjffnc*5;#!Vnd-zAgi(*37Q;ByOi0GdDnYg6u^Gn1G$H91L| z0IZoY+KlKjV>Ov!XXby9*^{1a@W`XDY@v?PS%AnMT2#RRX4GAtMEI=JiGWaiJoG)> z>Y&J6QCxK&a;%{XfC2omQ^hkb?H){67@JJOrHjS1GJ|oNG&T>5~;NcG`8ZY z&qKA=lpZ3CBh{9Qb=(B$Y*LfQYpF7xg8|ucut#C4o*?eYVF$t$Z9Go?%XV^h_2^@! z2WAF00_&m05=)VZ>MP0PSd#o-JGowJG?YuSJa%gO+6xo&xj7%7rAmqqi46@(imiZ> z%Cn=GjK~J9AWK=QQ_~U`ojUts`pOMes@B?StD^xDFU=i+L94&M4b?U0o~oJDX-`(Z zIn`>KbXx}*BU9r`g&hIx?He^}0AByr6UAnwCAE~qNBz%L91z4rnt9SnQ{xrP!4 zT*7VZjKhbSGi@2sZn!5ZSEVFBjx`@Ep10pxSMV@?s*~!B$|22KS6Gi{4)6ZkWBwa> zSC=~Q`xx{LalBuR?VGjW^WAP+Ag>tZhWBp&DX6pjS5W`oy;!rb1OA7%bBqSG3aWZX zZRuI98d6FjUJY~W`XFXBlHfiicHq9=u_!xk+JvS5Az5-p-b zKN@r!#b_{Ql0~%0gU&rNnz4&r!i2XuOroRHHtCIwYL2$+b^8;;&ezY)PnAe;H!l%# zM7CP>qw+`?d0VIKgRMkQ57DOwDZ!<0IU(2_DpW)$$jGKM z_;@8Tjw+W$WaChmEy}9=bc=KNUbmZus?@<{wCip93st|Pbdp*qsEC)aMT42C0AeMs zU+fn8vein~`@*Wh4l;zL$hCv813~Gs9>~tn_5)!WLbPOjglfn=!32BqV2IWcu7eOp zC`dxV$c7?d1*Asd8pN>@=)Z1Z!U7dwL2TtO$#Nq=L{F|#BSylDu2$CksT~tcq}NNB z=IzHkP2eL;EgQ1_mLh0#`n=v2BPomdTr+MI7$2r5u*NnSBU!l|#z0uZgpK28H*>LW zitO>S+bq)S`Rn@$9>~92HNe($mcanQkZSMEm7_ZVjEvXJhMgUE8(zng*E>K{nm-zF zg6>yKgKWv*WHyGvv1~}&``bp_i1q%J(lzp>m%=*ZTl1aq`CiI^=lcviAcW=`R@VBx z!bP35OjLBaqYv7wp)R{z`&cvF(}Kl*Vh6#o@>$hKz`qne#SL~rViPgQg$-}Db85Et zu^M`6kv2{rfMrIQZCPHeene1JM!>O{4c!#B;?J%usihLUFMgbUcucy;?9Q#eRs2dM z>Hy|M1s(YY8GVZ4KmvJLf1j=8bNumg(U1LP4BD(`$NZzbBw?Qkr+6s$;IqKTcZy*PR=J}Txshc!#_)h6EhCx^G*>_&#+ zU7dfwDn3qCWhKhZ{pVOBl+)YYPECwH9rX%+AtPolOe=Bqwee49h8Ubu6}TF&?gwUE zf5TZ)aDv|*8*#z`6=|(OTEU%DHod4aOm8!uSuTb#c_5mby!s0NIJp(Cx+^@^OvD@E zV{X@)gVY*Ki~1Gi_ip;-LuyN0$C)?_eMdK|d5?92r?fR8rKI)Ts**_$G|QLnX#_u= zZvZL(<2N3y2>;j@FzWmNml}PbN{GYzw})l#X`Nfgo08Dl zPIDmaBeIGOKXN}bUK5B0Z{}tU+orX;wy?|aSP%VesFSIlL?Wf=hy8CV{YQ~0q*j$SZV zZPXjbA=SzDK6_HiABPb;5}660*KvVpkr3)_yy*BhgDfd4&Tk|eQ!VcNJB|rkl9Q8E zK;urrFHTN2se}Xqa-_liKURnCXDY6mtbt3GOLC(J(v;cLMxdhDuO{1~db!Jp1qjnH zzra!10HL8;F3}hJLpPAxDJ`~_wK-$;b4`^hV`u&6$!+ltUi}L|hvA_=n|@VP&A!5T z<=Q8|)R{67)6>R=kL(YyPkl6W^`IBU<8WxwZ@j(iS}rZ-R2svwvVOrcF6zVnfzp!c zi%+tZC{mVM7>}fhtOV8zhxRO_vMYlqHYKh2o8fM#|J2_V`o)%d&V0F{tm_{A2H%r1 zNZc8Kbl?1oT`r@mt^43HAvFozLDLIi?Qe#VjGI6#fxT!#cI6WE+7qEEf@_dH=0w5; z>ur35==UM-Xho)=rmvMeaIR#2Ff(fP$>YpzM91CUqq`yk2YJ0_t!iRx{yQwP%=*>pO@1nXjZY^4wp-BAxIs#g8CT|`ezzgJL;!{X#9rg6AXCM3OC zDG!xCLOCrpH?+my?+a$b( zr021wMv-jAkkQflM^pzKliv1AAz+S_kB(3Lc_wi);KwqRafWmRF$efU#xafb1Pzlf z*Y8L})sZxxqD)tuadw$|#(w50``@&lG#<+9eE;f&xSjB4kO}-2!b*7Ne!61t7uwU9wI&{JD7@I;cQ?j0|_nhCL zX9e&FsyGby`k-ogfq`2-6J&pz$?noiMw^5e=^a?v4kZ0q4|y5wK8y`qZq{eA7@U!h z&(7gRkJABI`?WRPdk{<11bU_b<`a{hy?wQPxt$LxAyc8)qDRIy{MITkc)Ll(cJ^i3 z!84V|f$@W~_v0Bd#YplN_j0Mj4ELvtoIa8}$UdYn5K-mmB0kpZI-YL5YC-q>v zit5*N3}!G7bfUc|(QZ(Q+6kh56TihE2qP34)n>XMm0WI0Fu`3$FPd4Qp|xyvVKsreeBfG0)2y*s59hK%ta# zZkCu<*nz;^v_)mlsbGifR-D#(aOwq??YTQ*ZU>ecAv9%MQ*UY`Y_I+7J>FoQ`~H(VQ>({aJPeN6huQ#)#%`5NYmAhxU$bj#ZDm}VvhqVA;T|%X1T*h zmmk==zhZLa5ofbFFzOdDNGG51~Fkz zkG&))DOx1vbc4W->!$V{O)1vNZQ1^*9EFuNGXR_|w9KDZ<}8D@_`(TAT+KRKAcb|c zSK($VQ*_KewbC~gN>85TtKRpRx|^wjTuw@=UB{hviTE#jKA~q?4>h);23GT=s}3X& z1j3+$Cmj75jkjbjF%7ifm-O{ny~Bz|gvUoQcYocKGLd##U*MDGO!uU0q*qdFZsuT1 z)oXL?uLipbY;o;tU05}>N=3_J&QDkaXGzk;l_>3-Of2MamPGoU`Z)}b_}5i*%Y63F zhJ1Vu5CWsd)W3HpOxbWF<)zKMrWG5u!1R6WtMLC(*;xg}!EE0?IDtVzaEIWK49?&V z2@+fe4L0cD!QEX#@WCOtYjBw0Fu1z~hY(x>|D5}DzPjh0d+$qEbyZjQ%X-;s?fq-( z2MIgrAK4S4+|OT%ico$GQ>@5x6%QM4!)3-BfLOcZ;7P2Q74p*uQ_X zu>~vw#xU5-^O#lA%SdIipO*K6aq_Gw{Ldi4_z&2jKLx-0!zlOO*P7W|%i@+N_HS`U zD%-FwKYTb41Di~~)g8`tWNjMYVK_~T>^shM6_P6*TLYVv+On(e@gUxew=)MVn)S!)wlg@xA)+O8YINkQD@M~9 zL}qBh@J(W^v5&Tkc^&fAs5x1Gad^SI9_&>zb)oC^GoB1jn_ZKjIZ>5PGJB;+1+{I6Ee!^Pv9L$8e%I-HAmM1hEk8HiJ z#qLB}e*8l6uq-xyBxW*=JsB{cb3_wsRdVmKr>mNXhyva$rS+ehr(!iN(0EnnQepVZ z#QY=+AF6)2-ok_7{}$#t1-?VuWyvd?U_*nSpv>UHbK#iw9^;s{*@EMC2zKtww>ngm zb^~uie@aF7sjH@)asH-JpX%%SPX+M5k(vI_J~{V42u!x0K5cx$=WZzh71{S>BBNux zpkGJB{!f?x8^!hs#-R8op>AN3)7m3A4Bwj{WtwzizbqpxTI)M<~Sq*C=>7$Bv@~eIFX*B zX72ioW{%}w$*P9g=r%tn1%o&lUP>AT^4Z@UXfS05Uvb!N-bs4E_$0#YX!`kxXy}3z{L)wwzn&Gv&~`i}6L*@2f|4 zPLDUk2F`cWx&mLv_ZilG3wC z1Ld8vWhumAlX=&Zt%dIlXfm~#`_mEF$%nb3a~ElPJ~aN9J+;pg?w7i+ZM_e}e9cs{ z^jrux42jwzfeX+ccd^vMyRYK|7h=XyD#aS5yk=1w^zEVS+B|*wY3Xn!WF4u|1!^0- z8qFzb<-UGktkRBB+-zC%@x2q2BzHGX7imn_gRbF5RMuW8A+PM9tm0^Nx zzgd)daFl*tfzM}iFt9SEUPfIaB_l?5OxYY56C(yJA=?)hC?in?E_bxYBZQ z3H&#F4llRhKeDb_gGJ}%_jSHq#(~YR;B@)dyJ7HGdV2P;yG62|$#)Ww38SP@I|&KP zr`27|*ald%w25Xmkg5gV6g}>X9X+&~P$gY@gWgc3Lgm6=k(ZJEI_Ez~6Is$h;lT=^ zZO~zeODTZ`m&~%vT?o4w!5BdmmE7+T{mW_Y&5wtF8Hbzz?Z}NaW^{QvSyNehLV-vW zCnz{5vDYTiBjtUVTd`Avh!ayHZ0N_-t7&k}pd?~)Qn&^^g;9}%3P+`a`IR{`qL5I? ziBdkcp!-!Y;FSH8AovNZo#IkwACU%ZmHr{0wWD_^Lkys}vO9iaij^^q8+ zLG`HgY^4F%mwDYJ-?a6<|J|Xef`Sz&i(jvt<5TDbad(qgO5|{E0S*%7YTjXn(%~!-2KXdKj1l^>eqH<&w&}i||UB1~m{deB+(KQQb+KP)OMP z)NS*D*_^tDDlQS!<4BtGnE^OsM#Z^3(S_su3F|1&5O>6h7sD<}PY|$>*e8*S4l9_Q z+DSmaM`0~dO5*5_E9@uC1`JB`F}%^-1-#k{;pUQL4%%T@A(E#dMf-|!>?uM0BN$mU z5G@$Bfft3YnA9oawX%q?dIX(Hfpu1{ep;6I;D-w=Nw(lpln=kq4FVa)P|A0D*;?ou zJ?X6?g_r{M30gnBTtmhSzH&6xCZ}b^bfkfF>u`YpJ~&n;Y^RvcA8-d)QSreb(r$VG zsUS#93muNE+QE85`CLey<5FYjj}d-uQHMP7;SGX>7me()X_6gF`#c zdwDNV_I3RMqx8ns>gCNPuW0K|%cs@L7jU72k@G%~=-SAW=lTf7wpwPh=TTqurAQkB zn7j$at|u66MgySLmY>jt;FsYvv;vJD@qU8H@dl<5h3;8&j9;MDv^_ zTc~1SSVBe=k4hAdW#Qx9i{I&Y2`_pdH4}eEX(*Gke|%e71o~Wf4v30_wyqw(CNUBg2XW+rk_+!l z7m$TtT~Zb_SIP+U;xuyO3@xD}5eI%Bd-ae!1C1964_JZRt4-^svJnWPJEJ)O5LnNc z)4Gz4xANbb>Z*&Fo>prRr`7x70fO#rgXe`V&_WLL7i$pC1Z1sP%@<$E{MGxuRKxd( zlAxc8TWmC*B&l9}d^}~X4*A*NSjr(0XR8?1pxsD@7uXc*Y-PzrB3H;XBaLnmYA zUf!XI4w3P11(%=)u@(fvm>MAr!#PF2J9a+v@ab3|@}6$j(uNB7PPdIHP`O5|?2_gi zUS(TZ8+S14hiRRarfkl7w_3WriE6S<&y6yr zbRcVMC3w57t+TOGU8OlvH=Aq^HiCn#cq%(shA>B4cc5$b!J6J9A~SVmuF?&5J??_w z#tLv(bZ3*7j;e99ABnFo&irR^t+U40-4cq;+b^HKe`tV}K`mE3wNfyCJqlXO(TN-Mbz2`IvoD(qmZLWPGOpC?udgK=BcjA7 zA&x&{R??qj`wECdf{?8=yqLupP51Zei5JE#z$pH>w^E<39OR5OCv>=YAmRJbSodsl z#?P(Kkqgg1dEO-m;L(fk1;DtraS7_WUpE8ToU{hI|KV&Ggcd{Fbe(s zvy^ZAF1zrU{$#e%49$!7pl)%v8|zn^@=~6)q*{6pJV!GHE@`-UpFxS1+}CKBi6=>Y0v zd|iWNb#FDI*0H2|YFdjwcl4QNY>WLt!kC)ca8f)&Yd~vHx1et4h*dm+kUJCqg*J`F z(5R~Tc;%Xb(x=e5v7v~+k{>C2CT3ce$`HR2h@$|!IfnyH4jRPCn9 zO#}mAhl&{O6*wnxKy;>lCz;w`y;!~|nfqsCJ^+m1I%z^G5w5WmLN#WisodR0%%pdy zb*=b=B*>d}ZAz{U9bG;)&aPfc^E0$l@HGzXN(_IW7Lb_#-1q$$`R2P%T`mp&{4IY{ z!fOW>kG+J_XuCoMKvHsIqNk6r-Nn^|eF&xV-N~mE75`JJ%K;rQyRV{(1$x19$Fvy1 zZ`$WYWR#>K&bETbQB@;qf53+TNGoZVh^XIcW??i!?aRAq6+Fm1Zy-<1wPNp`m=4ED zKr&wB?t9aub)GE|E~Da{pL+`Fmm3c!1Clh6U@nqxqJ^5BXM9+T^lw>{SYJ{uiJ}xLY3}`E9iB4@{~;GVJhBPj$!Lb&HFfM zdiS_%&N;f@hYK!!tvFmDY==_$hrgBj2I-k#^3VF7$CWoN-#0xQqi4gI^?3CCtVs$k zyvaBKv+3q+c~WrF%{am+C;rUq&AV%pmpAY=R}A7hh*#ehO4u7pMe#6!gt@y)E@BA1 z*}089hn#%Bly3@peo-ty<|Pt#-h8mR$7{s}s8YxiFZ-WlrNUQTp~@4PqFx6sJyyrW zOjEqie&%GEy3zX0#2tB!GA2Kpn`y-TMcB!XH$4`Nbs8Ulaop|Zf_Ne63sIaRi>a3$ znPkmJplQ^jDN`T5QPQSR96sf)$W_NCdl2M-)8*H>^xke;DA@yZ40qr3D$6kG9lKh8 zeLsttCZ$D9(>lrJQvMX(aEqZ_I@4`Ft(gq#AZepAby<$zGHJc8=D_yV3UdXUEt7R zo$tATc!#)(8j2Pdqx8SuUgTQ%ez;rD$L@T*iCH^EuV3O*ba@=xpGa2DxWdS^K%DE1)t0V*`ZkmM9OUNclq@)dDLF~}TI9Sz>?+*61f#Y#T z?qV)Yair^nT-!TlX-LWZ`akp=B@lI(LZJRmJaI(8m@Y?w;zlXAhkNkkAC9cyV*xdLM%_#;+hB4F23?dIKM7Hp=iH`MqWkcyM)l zT1BFn{FJ!%E!Z_JZu$eN(}$m9bZ!$}8J z)sf6EswGlj?NP^%yW@;?{ua|tLev)4PkW>V)wWCz5A;!O$l&LnZ2wv=Ts`II-6A=d9#*%uydwV4YW)N)7q0Cj zNO(N=p>hXWz5$QP<*yyAbsoDSfP>se`59hp)jXe#1FEL)~;M* zLL}oQrHx)%${M8u63Zd*wPXFP=(U)$;sYFYMInmE_m+z{c3;uKQKEElN)s7z1G zfCCZGsx0TFM7(cQByV|*X^beT!!Uhxi)lN)2aR4^V<=Y6PAUBIxIp3M7e1?Og4o#=A**O z3R8*jcw-Ygp#s+);LW)PFiI1)X;w}Qy)Xw*>NL2gP=OV$qYAW0@?%vzuRJRJG> zk+D{WZ1oFecFERFEIzJIpkG)D#Z~8wum7R8EBwY%qoU_3Xr$wME^86cXE1x3Tv7iZ z$&Qd`_vDvXNuHe6x(v`2^#KYq)2#Ucb}of{PCsm3d>+C1&QejRhj%{wbu&6JnsJd5 zq>ql^tDev#bREYPr=j{ITESrxgAiZ5ADv&KK&~u)#tZ5epVQh3t=7+xWSa4-_wO$1 z>PfUzl;)Hbqfga zgN(iiw+SZ*0y55zT7dZY&CN{(KxUj`|MwGyKy?QPSFC@v0jmQ) z*h3s>|221`4%D#rvY_P>Ur!%a#DSTAClS<6iK&S^nTdj1F9qVoQ zd)avK-D1VPjrKE-ZN}r{c!>;2#SF3MfktU&{nYKGVwZx5S>erl_ z)}HEWXVALnx~0~}*}c!kypC8+oe%)dYn~L<088fle~D5ZA7{0eEd7GtD9@(-fy63% zc@{2ZbnvBWKGg5s@h{}~#G?xEK8(5lqFx&aza`As#P$hwaFpaDg01FAdH?;3S+ ZHF0+JaJGP83I5d#KNcgStco1g{{Tcl_5=U` literal 0 HcmV?d00001 diff --git a/docs/index.html b/docs/index.html new file mode 100644 index 000000000..9b212b6fb --- /dev/null +++ b/docs/index.html @@ -0,0 +1,107 @@ + + + + + + + + +Docs | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + +

+
+
+ + +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/feed.xml b/feed.xml new file mode 100644 index 000000000..eb6355840 --- /dev/null +++ b/feed.xml @@ -0,0 +1,937 @@ +Jekyll2024-12-18T14:19:52+00:00https://kkew3.github.io/feed.xmlKaiwen’s personal websiteMy blogs and research reports.KL divergence between two full-rank Gaussians in PyTorch2024-12-09T08:03:00+00:002024-12-09T08:03:00+00:00https://kkew3.github.io/2024/12/09/gaussian-kl-div-torch<h2 id="abstract">Abstract</h2> + +<p>In this post, we will go through the <a href="https://pytorch.org/">PyTorch</a> code to compute the Kullback-Leibler divergence between two full-rank Gaussians. +The code might be useful if one considers using full-rank Gaussian as variational posterior while training a <a href="https://arxiv.org/abs/1312.6114">variational autoencoder</a>.</p> + +<h2 id="kl-divergence-between-two-full-rank-gaussians">KL divergence between two full-rank Gaussians</h2> + +<p>It’s common practice to parameterize the covariance matrix $\boldsymbol\Sigma$ of a $d$-dimensional full-rank Gaussian using a $D$-dimensional vector of nonzero elements of $\mathbf L$, where $D = d(1+d)/2$ and $\boldsymbol\Sigma = \mathbf L \mathbf L^\top$ is the Cholesky decomposition. +So we will assume it here. +Note that the diagonal of $\mathbf L$ must be positive so that $\boldsymbol\Sigma$ is positive definite. +We will enforce this by taking the exponential on the diagonal elements (e.g. the first $d$ elements of our parameterization).</p> + +<p>Let the two Gaussians be $p(\boldsymbol x) = \mathcal N(\boldsymbol x \mid \boldsymbol\mu_1, \boldsymbol\Sigma_1)$ and $q(\boldsymbol x) = \mathcal N(\boldsymbol x \mid \boldsymbol\mu_2, \boldsymbol\Sigma_2)$. +Per <a href="https://statproofbook.github.io/P/mvn-kl">The Book of Statistical Proofs</a>, the KL divergence between them is:</p> + +\[D_\mathrm{KL}(p \parallel q) = \frac{1}{2}\left((\boldsymbol\mu_2 - \boldsymbol\mu_1)^\top \boldsymbol\Sigma_2^{-1} (\boldsymbol\mu_2 - \boldsymbol\mu_1) + \operatorname{tr}(\boldsymbol\Sigma_2^{-1} \boldsymbol\Sigma_1) - \log \frac{\det \boldsymbol\Sigma_1}{\det \boldsymbol\Sigma_2} - d\right)\,.\] + +<p>Plugging in our parameterization of the covariance matrices:</p> + +\[\begin{aligned} + D_\mathrm{KL}(p \parallel q) + &amp;= \frac{1}{2}\left((\boldsymbol\mu_2 - \boldsymbol\mu_1)^\top \mathbf L_2^{-\top} \mathbf L_2^{-1} (\boldsymbol\mu_2 - \boldsymbol\mu_1) + \operatorname{tr}((\mathbf L_2 \mathbf L_2^\top)^{-1} (\mathbf L_1 \mathbf L_1^\top)) - \log \frac{\det(\mathbf L_1 \mathbf L_1^\top)}{\det(\mathbf L_2 \mathbf L_2^\top)} - d\right)\\ + &amp;= \frac{1}{2}\left((\mathbf L_2^{-1} (\boldsymbol\mu_2 - \boldsymbol\mu_1))^\top (\mathbf L_2^{-1} (\boldsymbol\mu_2 - \boldsymbol\mu_1)) + \operatorname{tr}((\mathbf L_2^{-1} \mathbf L_1)^\top (\mathbf L_2^{-1} \mathbf L_1)) - 2\log\frac{\det\mathbf L_1}{\det\mathbf L_2} - d\right)\,.\\ +\end{aligned}\] + +<p>We have used the following facts:</p> + +<ul> + <li>the <a href="https://en.wikipedia.org/wiki/Trace_(linear_algebra)#Cyclic_property">cyclic property of trace</a>;</li> + <li>$\det \mathbf A = \det \mathbf A^\top$;</li> + <li>$\log\det (\mathbf A \mathbf B) = \log\det(\mathbf A) + \log\det(\mathbf B)$.</li> +</ul> + +<p>It follows that:</p> + +\[D_\mathrm{KL}(p \parallel q) = \frac{1}{2}\big(\boldsymbol y^\top \boldsymbol y + \|\mathbf M\|_F^2 - 2 (\operatorname{tr}(\log \mathbf L_1) - \operatorname{tr}(\log \mathbf L_2)) - d\big)\,,\] + +<p>where $\mathbf L_2 \boldsymbol y = \boldsymbol\mu_2 - \boldsymbol\mu_1$, and $\mathbf L_2 \mathbf M = \mathbf L_1$.</p> + +<p>We have denoted:</p> + +<ul> + <li>$\|\cdot\|_F$ as the Frobenius norm of a matrix;</li> + <li>$\log \mathbf A$ as the elementwise logarithm of $\mathbf A$.</li> +</ul> + +<p>We have used the following facts:</p> + +<ul> + <li>$\operatorname{tr}(\mathbf A^\top \mathbf A) = \|\mathbf A\|_F^2$;</li> + <li>$\log\det \mathbf L = \operatorname{tr}(\log \mathbf L)$ when $\mathbf L$ is a lower triangular matrix.</li> +</ul> + +<h3 id="code">Code</h3> + +<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="kn">import</span> <span class="nn">torch</span> +<span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">distributions</span> <span class="k">as</span> <span class="n">D</span> + + +<span class="k">def</span> <span class="nf">form_cholesky_tril_from_elements</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">scale_tril_elems</span><span class="p">):</span> + <span class="s">""" + Form the Cholesky lower triangular matrix from its elements. + + Args: + d (int): The number of rows/columns in the square matrix. + scale_tril_elems (torch.Tensor): The Cholesky lower triangular + elements, of shape (batch_size, (1 + d) * d // 2). + + Returns: + torch.Tensor: A tensor of shape (batch_size, d, d). + """</span> + <span class="n">batch_size</span> <span class="o">=</span> <span class="n">scale_tril_elems</span><span class="p">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> + <span class="n">device</span> <span class="o">=</span> <span class="n">scale_tril_elems</span><span class="p">.</span><span class="n">device</span> + <span class="n">i</span><span class="p">,</span> <span class="n">j</span> <span class="o">=</span> <span class="n">torch</span><span class="p">.</span><span class="n">tril_indices</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">d</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span> + <span class="n">l_mat</span> <span class="o">=</span> <span class="n">torch</span><span class="p">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">d</span><span class="p">,</span> <span class="n">d</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span> + <span class="n">l_mat</span><span class="p">[:,</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">scale_tril_elems</span> + <span class="n">l_mat_diag</span> <span class="o">=</span> <span class="n">l_mat</span><span class="p">.</span><span class="n">diagonal</span><span class="p">(</span><span class="n">dim1</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">dim2</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span> + <span class="n">l_mat_diag</span><span class="p">.</span><span class="n">copy_</span><span class="p">(</span><span class="n">l_mat_diag</span><span class="p">.</span><span class="n">exp</span><span class="p">())</span> + <span class="k">return</span> <span class="n">l_mat</span> + + +<span class="n">d</span> <span class="o">=</span> <span class="mi">3</span> +<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">5</span> + + +<span class="k">def</span> <span class="nf">groundtruth</span><span class="p">(</span><span class="n">mean1</span><span class="p">,</span> <span class="n">scale_tril1</span><span class="p">,</span> <span class="n">mean2</span><span class="p">,</span> <span class="n">scale_tril2</span><span class="p">):</span> + <span class="n">p</span> <span class="o">=</span> <span class="n">D</span><span class="p">.</span><span class="n">MultivariateNormal</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="n">mean1</span><span class="p">,</span> <span class="n">scale_tril</span><span class="o">=</span><span class="n">scale_tril1</span><span class="p">)</span> + <span class="n">q</span> <span class="o">=</span> <span class="n">D</span><span class="p">.</span><span class="n">MultivariateNormal</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="n">mean2</span><span class="p">,</span> <span class="n">scale_tril</span><span class="o">=</span><span class="n">scale_tril2</span><span class="p">)</span> + <span class="k">return</span> <span class="n">D</span><span class="p">.</span><span class="n">kl_divergence</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">q</span><span class="p">)</span> + + +<span class="k">def</span> <span class="nf">ours</span><span class="p">(</span><span class="n">mean1</span><span class="p">,</span> <span class="n">scale_tril1</span><span class="p">,</span> <span class="n">mean2</span><span class="p">,</span> <span class="n">scale_tril2</span><span class="p">):</span> + <span class="n">y</span> <span class="o">=</span> <span class="n">torch</span><span class="p">.</span><span class="n">linalg</span><span class="p">.</span><span class="n">solve_triangular</span><span class="p">(</span> + <span class="n">scale_tril2</span><span class="p">,</span> <span class="p">(</span><span class="n">mean2</span> <span class="o">-</span> <span class="n">mean1</span><span class="p">).</span><span class="n">unsqueeze</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">),</span> <span class="n">upper</span><span class="o">=</span><span class="bp">False</span><span class="p">).</span><span class="n">squeeze</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span> + <span class="n">y2</span> <span class="o">=</span> <span class="n">y</span><span class="p">.</span><span class="n">square</span><span class="p">().</span><span class="nb">sum</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span> + <span class="n">M</span> <span class="o">=</span> <span class="n">torch</span><span class="p">.</span><span class="n">linalg</span><span class="p">.</span><span class="n">solve_triangular</span><span class="p">(</span><span class="n">scale_tril2</span><span class="p">,</span> <span class="n">scale_tril1</span><span class="p">,</span> <span class="n">upper</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span> + <span class="n">M2</span> <span class="o">=</span> <span class="n">M</span><span class="p">.</span><span class="n">square</span><span class="p">().</span><span class="n">flatten</span><span class="p">(</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">).</span><span class="nb">sum</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span> + <span class="k">return</span> <span class="mf">0.5</span> <span class="o">*</span> <span class="p">(</span><span class="n">y2</span> <span class="o">+</span> <span class="n">M2</span> <span class="o">-</span> <span class="mi">2</span> <span class="o">*</span> <span class="p">(</span> + <span class="n">scale_tril1</span><span class="p">.</span><span class="n">diagonal</span><span class="p">(</span><span class="n">dim1</span><span class="o">=-</span><span class="mi">2</span><span class="p">,</span> <span class="n">dim2</span><span class="o">=-</span><span class="mi">1</span><span class="p">).</span><span class="n">log</span><span class="p">().</span><span class="nb">sum</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span> + <span class="o">-</span> <span class="n">scale_tril2</span><span class="p">.</span><span class="n">diagonal</span><span class="p">(</span><span class="n">dim1</span><span class="o">=-</span><span class="mi">2</span><span class="p">,</span> <span class="n">dim2</span><span class="o">=-</span><span class="mi">1</span><span class="p">).</span><span class="n">log</span><span class="p">().</span><span class="nb">sum</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span> <span class="o">-</span> <span class="n">d</span><span class="p">)</span> + + +<span class="c1"># Randomize p and q's parameterization. +</span><span class="n">mean1</span> <span class="o">=</span> <span class="n">torch</span><span class="p">.</span><span class="n">randn</span><span class="p">(</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">d</span><span class="p">)</span> +<span class="n">mean2</span> <span class="o">=</span> <span class="n">torch</span><span class="p">.</span><span class="n">randn</span><span class="p">(</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">d</span><span class="p">)</span> +<span class="n">scale_tril1</span> <span class="o">=</span> <span class="n">form_cholesky_tril_from_elements</span><span class="p">(</span> + <span class="n">d</span><span class="p">,</span> <span class="n">torch</span><span class="p">.</span><span class="n">randn</span><span class="p">(</span><span class="n">batch_size</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">d</span><span class="p">)</span> <span class="o">*</span> <span class="n">d</span> <span class="o">//</span> <span class="mi">2</span><span class="p">))</span> +<span class="n">scale_tril2</span> <span class="o">=</span> <span class="n">form_cholesky_tril_from_elements</span><span class="p">(</span> + <span class="n">d</span><span class="p">,</span> <span class="n">torch</span><span class="p">.</span><span class="n">randn</span><span class="p">(</span><span class="n">batch_size</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">d</span><span class="p">)</span> <span class="o">*</span> <span class="n">d</span> <span class="o">//</span> <span class="mi">2</span><span class="p">))</span> + +<span class="c1"># Assert the correctness. +</span><span class="k">assert</span> <span class="n">torch</span><span class="p">.</span><span class="n">allclose</span><span class="p">(</span><span class="n">groundtruth</span><span class="p">(</span><span class="n">mean1</span><span class="p">,</span> <span class="n">scale_tril1</span><span class="p">,</span> <span class="n">mean2</span><span class="p">,</span> <span class="n">scale_tril2</span><span class="p">),</span> + <span class="n">ours</span><span class="p">(</span><span class="n">mean1</span><span class="p">,</span> <span class="n">scale_tril1</span><span class="p">,</span> <span class="n">mean2</span><span class="p">,</span> <span class="n">scale_tril2</span><span class="p">))</span> +</code></pre></div></div> + +<p>Profile our implementation:</p> + +<p><code class="language-plaintext highlighter-rouge">%timeit groundtruth(mean1, scale_tril1, mean2, scale_tril2)</code> (baseline):</p> + +<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code>164 μs ± 178 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each) +</code></pre></div></div> + +<p><code class="language-plaintext highlighter-rouge">%timeit ours(mean1, scale_tril1, mean2, scale_tril2)</code> (our implementation):</p> + +<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code>46.2 μs ± 71.6 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each) +</code></pre></div></div>Abstractvim/nvim 中文分词插件 jieba.vim2024-11-10T06:53:06+00:002024-11-10T06:53:06+00:00https://kkew3.github.io/2024/11/10/jieba-vim<blockquote> + <p>jieba.vim，做最好的 Vim 中文分词插件。</p> +</blockquote> + +<p>jieba.vim 正处于积极开发中，欢迎关注、Star ⭐️、下载试用<a href="https://github.com/kkew3/jieba.vim/tree/dev/rust">最新进展</a>，欢迎在 <a href="https://github.com/kkew3/jieba.vim/issues">issue</a> 讨论并提意见建议。</p> + +<h2 id="vimnvim-中文编辑现状">Vim/Nvim 中文编辑现状</h2> + +<p><a href="https://www.vim.org/">Vim</a>/<a href="https://neovim.io/">Nvim</a> 的中文文本编辑体验不足是广为人知的问题。由于中文不用空格分隔词语，Vim 的原生 <a href="https://vimhelp.org/motion.txt.html#word-motions">word motion</a> 功能无法有效发挥作用，因此用户只能依赖基本的 h/l 键位逐字移动光标。作为一名常用 Vim 写作的人，我对这方面的不便深有体会，经过调研确定没有已存在的完善项目后，我于一年多前开始在业余时间开发 jieba.vim，旨在解决这个问题。</p> + +<h2 id="jiebavim-简介">jieba.vim 简介</h2> + +<p>jieba.vim 是一个基于 <a href="https://github.com/fxsjy/jieba">jieba</a> 的 Vim/Nvim 中文分词插件，通过增强 w/W/e/E/b/B/ge/gE 键位，使 Vim 能够按中文词语移动光标。jieba.vim 的<a href="https://github.com/kkew3/jieba.vim/tree/main">初版原型</a>使用 python3 开发，初步解决了按词移动光标的问题。虽然（可能）由于其过于缓慢的词典加载速度并没有获得什么关注，但是基于该原型的 lua 移植版 <a href="https://github.com/neo451/jieba.nvim">neo451/jieba.nvim</a> 在 Vim 中文编辑圈的小为人知还是证明了 jieba.vim 解决方案的有效性，给了我继续改进的动力。随后，我发布了 jieba.vim 的<a href="https://github.com/kkew3/jieba.vim/tree/rust">改进版</a>，解决了其速度问题，并于近一个月开始重写 jieba.vim 的核心逻辑，更严谨地确立其发展方向。</p> + +<h2 id="jiebavim-对自身的定位及路线图">jieba.vim 对自身的定位及路线图</h2> + +<p>Features 依重要性排序：</p> + +<ol> + <li>jieba.vim 应保持其与 Vim 的兼容性。经过增强的 w/W/e/E/b/B/ge/gE 键位在无中文 ASCII 文本上应与 Vim 原生行为<em>完全一致</em>，其中包括各种特殊情况（例如 <a href="https://vimhelp.org/change.txt.html#cw">cw</a>）。这需要通过大量测试（单元测试与 property-based tests），以及对单元测试的正确性验证（见 <a href="https://github.com/junegunn/vader.vim">junegunn/vader.vim</a>）予以保证。</li> + <li>jieba.vim 应具有较快的速度（包括词典加载速度、键位反应速度、词典懒加载），以确保良好的用户体验。</li> + <li>jieba.vim 应易于安装。目前 jieba.vim 的<a href="https://github.com/kkew3/jieba.vim/tree/rust">改进版</a>需要本地安装 Rust 并进行编译。未来将通过发布预编译链接库避免该情况；同时针对 neovim 将尝试直接从 lua 链接 Rust 核心 crate，从而免除 lua 调用 python、python 再调用 Rust 的额外调用关系。</li> + <li>jieba.vim 应具有较广的功能覆盖，例如在 normal/visual/operator-pending 模式下对 {count}w/W/e/E/b/B/ge/gE 键位的映射支持、以及对自定义 Vim 选项 <a href="https://vimhelp.org/options.txt.html#%27iskeyword%27"><code class="language-plaintext highlighter-rouge">'iskeyword'</code></a>、<a href="https://vimhelp.org/options.txt.html#%27virtualedit%27"><code class="language-plaintext highlighter-rouge">'virtualedit'</code></a> 的支持。此外，对 word <a href="https://vimhelp.org/motion.txt.html#text-objects">text object</a> iw/iW/aw/aW 的支持也处于计划内。</li> +</ol> + +<h2 id="jiebavim-分支一览">jieba.vim 分支一览</h2> + +<table> + <thead> + <tr> + <th>分支</th> + <th>简介</th> + <th>开发语言</th> + <th>许可</th> + </tr> + </thead> + <tbody> + <tr> + <td>[初版原型](https://github.com/kkew3/jieba.vim/tree/main) (main)</td> + <td>normal 模式下按词移动光标完善，其余模式下有 bug。</td> + <td>python3</td> + <td>MIT</td> + </tr> + <tr> + <td>[改进版](https://github.com/kkew3/jieba.vim/tree/rust) (rust)</td> + <td>normal 模式下按词移动光标完善，其余模式下有 bug，词典加载速度快 60%。</td> + <td>Rust + python3</td> + <td>MIT</td> + </tr> + <tr> + <td>[最新进展](https://github.com/kkew3/jieba.vim/tree/dev/rust) (dev/rust)</td> + <td>目前已完成 normal/visual/operator-pending 模式下的 {count}w/W/e/E/b/B/ge/gE 键位，未发现 bug，欢迎下载试用。</td> + <td>Rust + python3</td> + <td>Apache v2.0</td> + </tr> + </tbody> +</table>jieba.vim，做最好的 Vim 中文分词插件。Conditioning of the variational posterior in CVAE (Sohn, 2015)2024-08-27T11:03:07+00:002024-08-27T11:03:07+00:00https://kkew3.github.io/2024/08/27/conditioning-of-cvae-variational-posterior<h2 id="abstract">Abstract</h2> + +<p>This post explores alternative conditioning of the variational posterior $q$ in CVAE (<a href="https://papers.nips.cc/paper_files/paper/2015/hash/8d55a249e6baa5c06772297520da2051-Abstract.html">Sohn et al. 2015</a>), and concludes that the conditioning of $q$ on $y$ is important to predictive inference.</p> + +<h2 id="introduction">Introduction</h2> + +<p>CVAE models the likelihood $p(y \mid x)$ as a continuous mixture of latent $z$:</p> + +<div id="eq-def"></div> + +\[p(y \mid x) = \int p_\theta(z \mid x) p_\theta(y \mid x,z)\,\mathrm dz\,. \tag{1}\] + +<p>Since (<a href="#eq-def">1</a>) is intractable, Sohn et al. instead optimize its evidence lower bound (ELBO):</p> + +\[\mathcal L_{\text{CVAE}}(x,y;\theta,\phi) = \mathbb E_q[\log p_\theta(y \mid x,z) - \log q_\phi(z \mid x,y)]\,. \tag{2}\] + +<p>Here, the variational posterior $q$ conditions on $x$ and $y$. +At test time, the authors propose to use importance sampling leveraging the trained variational posterior:</p> + +<div id="eq-is"></div> + +\[p(y \mid x) \approx \frac{1}{S} \sum_{s=1}^S \frac{p_\theta(y \mid x,z_s) p_\theta(z_s \mid x)}{q_\phi(z_s \mid x,y)}\,, \tag{3}\] + +<p>where $z_s \sim q_\phi(z \mid x,y)$.</p> + +<p>What if $q$ conditions on $x$ only? +This post explores this possibility, and reaches the conclusion that without conditioning on $y$, $q$ at optimum won’t ever attain the true posterior $p(z \mid x,y)$, and should not be otherwise better in terms of reducing the variance in importance sampling.</p> + +<h2 id="warm-up-proving-the-effecacy-of-importance-sampling">Warm up: proving the effecacy of importance sampling</h2> + +<p>We assume that infinite data is available for learning, and $q$ is from a flexible enough probability family. +The data are drawn from the joint data distribution $p_D(x,y)$, where we have stressed with a subscript $D$. +We assume that $x$ is continuous and $y$ is discrete. +The goal is to maximize the expected ELBO in terms of $p_D(x,y)$. +However, we assume that $p_\theta(y \mid x,z)$ won’t approaches to $p_D(y \mid x)$ whatever value $\theta$ picks. +We will drop $\theta$ and $\phi$ below for brevity.</p> + +<p>We may easily pose this setup as a constrained maximization problem: +$\max \mathbb E[\log p(y,z \mid x) - \log q(z \mid x,y)]$ subject to $q$ being a probability, where the expectation is taken with respect to $p_D(x,y) q(z \mid x,y)$.</p> + +<p>The Lagrangian is:</p> + +<div id="eq-lagrangian-q-xy"></div> + +\[\int \sum_y p_D(x,y) \int q(z \mid x,y) \log \frac{p(y,z \mid x)}{q(z \mid x,y)}\,\mathrm dz\,\mathrm dx + \int \sum_y \mu(x,y) \left(\int q(z \mid x,y)\,\mathrm dz - 1\right)\,\mathrm dx\,, \tag{4}\] + +<p>where $\mu(x,y)$ is the Lagrange multiplier. +Now find the <a href="https://www.youtube.com/watch?v=6VvmMkAx5Jc&amp;t=982s">Gateaux derivative</a> and let it equal zero:</p> + +\[0 = p_D(x,y) (\log p(y,z \mid x) - (1 + \log q(z \mid x,y)) + \mu(x,y))\,.\] + +<p>Absorbing $p_D(x,y) &gt; 0$ and the constant 1 into $\mu(x,y)$ yields:</p> + +\[\log q(z \mid x,y) = \mu(x,y) + \log p(y,z \mid x)\,,\] + +<p>where $\mu(x,y) = -\log \int p(y,z \mid x)\,\mathrm dz = -\log p_D(y \mid x)$. +It thus follows that, at optimum, $q(z \mid x,y) = p(z \mid x,y)$. +Hence, when evaluating Equation (<a href="#eq-is">3</a>), at optimum, the right hand side equals the left hand side with zero variance.</p> + +<h2 id="conditioning-only-on-x-gives-worse-approximation">Conditioning only on x gives worse approximation</h2> + +<p>Following the same setup as the previous section, we start from the Lagrangian (<a href="#eq-lagrangian-q-xy">4</a>). +Note that now we assume $q \triangleq q(z \mid x)$, and that the Lagrange multiplier is $\mu(x)$ instead of $\mu(x,y)$. +Rearranging the terms:</p> + +\[\begin{multline} + \int p_D(x) \int q(z \mid x) \left(\sum_y p_D(y \mid x) \log p(y,z \mid x) - \log q(z \mid x)\right)\,\mathrm dz\,\mathrm dz \\ + + \int \mu(x) \left(\int q(z \mid x)\,\mathrm dz - 1\right)\,\mathrm dx\,. +\end{multline}\] + +<p>Let its Gateaux derivative with respect to $q$ equal zero:</p> + +\[0 = p_D(x) \left(\sum_y p_D(y \mid x) \log p(y,z \mid x) - (1 + \log q(z \mid x))\right) + \mu(x)\,.\] + +<p>Absorbing $p_D(x) &gt; 0$ and the constant 1 into $\mu(x)$ yields:</p> + +\[\log q(z \mid x) = \mu(x) + \sum_y p_D(y \mid x) \log p(z \mid x,y) - \mathbb H(p_D(y \mid x))\,,\] + +<p>where $\mathbb H(p_D(y \mid x)) = -\sum_y p_D(y \mid x) \log p_D(y \mid x)$ is the entropy. +We see immediately that:</p> + +<div id="eq-main-result"></div> + +\[q(z \mid x) \propto \exp(\mathbb E_{p_D(y \mid x)}[\log p(z \mid x,y)])\,. \tag{5}\] + +<p>This means that when not conditioning on $y$, $q(z \mid x)$ can never achieve the true posterior $p(z \mid x,y)$, unless $\mathbb H(p_D(y \mid x)) = 0$, which is unlikely to occur.</p>AbstractEffect of gamma in BN-VAE2024-08-09T11:00:44+00:002024-08-09T11:00:44+00:00https://kkew3.github.io/2024/08/09/gamma-in-bn-vae<h2 id="abstract">Abstract</h2> + +<p>This post discusses the effect of $\gamma$ in BN-VAE (<a href="https://arxiv.org/abs/2004.12585">Zhu et al., 2020</a>).</p> + +<h2 id="introduction">Introduction</h2> + +<p>BN-VAE (see more about it <a href="https://kexue.fm/archives/7381">here</a> (in Chinese)) attempts to solve KL vanishing problem (a.k.a. posterior collapse) in Gaussian-VAE by batch-normalizing the variational posterior mean, which casts a positive lower bound on the <a href="https://en.wikipedia.org/wiki/Kullback%E2%80%93Leibler_divergence">Kullback-Leibler divergence</a> term (over the dataset) in <a href="https://en.wikipedia.org/wiki/Evidence_lower_bound">ELBO</a>, thus avoiding KL vanishing problem. +The batch normalization procedure includes a fixed hyperparameter $\gamma \ge 0$, which controls the lower bound of the KL; the larger $\gamma$, the larger the lower bound. +When $\gamma=0$, KL vanishing occurs.</p> + +<p>Zhu et al. (2020) visualizes the distribution of the variational posterior mean when $\gamma$ equals 0.3 and 1. +What will happen if $\gamma &gt; 1$? +How does $\gamma &gt; 0$ solves the KL vanishing problem? +We’ll explore these questions below.</p> + +<h2 id="gamma1-introduces-posterior-hole-problem">$\gamma&gt;1$ introduces posterior hole problem</h2> + +<p>Posterior hole problem happens when the aggregate variational posterior (a.k.a. average encoder distribution (<a href="https://approximateinference.org/2016/accepted/HoffmanJohnson2016.pdf">Hoffman &amp; Johnson, 2016</a>)) does not match the prior. +When measured in KL divergence, this means:</p> + +\[D_{KL}(q_\phi(z) \parallel p(z)) &gt; 0\] + +<p>Here, $q_\phi(z) = \sum_{i=1}^N \frac{1}{N} q_\phi(z \mid x_i)$ where $N$ is the dataset size, is the aggregate variational posterior.</p> + +<p>In Gaussian-VAE, the variational posterior $q_\phi(z \mid x_i) = \mathcal N(z \mid \mu_i, \sigma_i^2)$, where $(\mu_i,\sigma_i^2)$ are typically computed by a neural network called the inference network (<a href="https://arxiv.org/pdf/1312.6114">Kingma &amp; Welling, 2013</a>) parameterized by $\phi$ given $x_i$; and $q_\phi(z \mid x_i)$ can usually be factorized into each dimension $j$ as $q_\phi(z \mid x_i) = \prod_{j=1}^d q_\phi(z_j \mid x_i)$, where each $q_\phi(z_j \mid x_i)$ is an univariate Gaussian parameterized by $(\mu_{ij}, \sigma_{ij}^2)$. +Thus, the aggregate variational posterior is an $N$-mixture of Gaussians whose mean, at each dimension $j$, is $\bar\mu_j = \frac{1}{N}\sum_{i=1}^N \mu_{ij}$ and variance is $\bar\sigma_j^2 = \frac{1}{N}\sum_{i=1}^N \sigma_{ij}^2$.</p> + +<p>If $q_\phi$ is transformed according to BN-VAE, then $\bar\mu_j = \beta$ where $\beta$ is a learnable parameter. +Furthermore, we have variance $\mathbb E_{q_\phi(z_j)}[z_j^2] - \mathbb E_{q_\phi(z_j)}[z_j]^2 = \gamma^2 + \bar\sigma^2$. +If we follow Zhu et al. (2020) to use a standard Gaussian $\mathcal N(z \mid \mathbf 0, \mathbf I)$ as prior $p$, then according to <a href="https://kkew3.github.io/2024/08/09/lower-bound-of-kl-divergence-between-any-density-and-gaussian.html">this post</a>, $D_{KL}(q_\phi(z) \parallel p(z)$, at each dimension $j$, will be lower bounded by $D_{KL}(q_0(z_j) \parallel p(z_j))$ where $q_0(z_j) = \mathcal N(z_j \mid \beta, \gamma^2 + \bar\sigma^2)$, which is consistently greater than zero when $\gamma &gt; 1$ (<a href="https://arxiv.org/pdf/1901.03416">Razavi et al., 2019</a>). +It follows immediately (<a href="https://statproofbook.github.io/P/kl-add">Soch, Joram, et al., 2024</a>), that $D_{KL}(q_\phi(z) \parallel p(z)) \ge \sum_{j=1}^d D_{KL}(q_0(z_i) \parallel p(z_i)) &gt; 0$.</p> + +<p><em>TO BE CONTINUED</em></p>AbstractLower bound of KL divergence between any density and Gaussian2024-08-09T09:03:39+00:002024-08-09T09:03:39+00:00https://kkew3.github.io/2024/08/09/lower-bound-of-kl-divergence-between-any-density-and-gaussian<h2 id="abstract">Abstract</h2> + +<p>In this post, I explain how to derive a lower bound of the <a href="https://en.wikipedia.org/wiki/Kullback%E2%80%93Leibler_divergence">Kullback-Leibler divergence</a> between any density $q$, e.g. a Gaussian mixture, and a Gaussian $p$.</p> + +<h2 id="framework">Framework</h2> + +<p>We may cast the problem finding the lower bound to a constrained minimization problem:</p> + +<div id="eq-1"></div> + +\[\begin{aligned} + \min_{q'}\ &amp;D_{KL}(q' \parallel p)\\ + \text{s.t. } &amp;\int_{\mathcal X} q'(x)\,\mathrm dx = 1\\ + &amp;\ldots \ \text{other constraints} +\end{aligned}\tag{1}\] + +<p>where $\mathcal X$ is the support of $q’$, and we’ll fill in “other constraints” with what we know about the density $q$, like its mean and variance. +The solution of Equation (<a href="#eq-1">1</a>) will be the lower bound we’re seeking for.</p> + +<p>The <a href="https://en.wikipedia.org/wiki/Lagrange_multiplier">Lagrangian</a> would be:</p> + +\[L = \int_{\mathcal X} q'(x)\log \frac{q'(x)}{p(x)}\,\mathrm dx + \lambda_0 (\int_{\mathcal X} q'(x)\,\mathrm dx - 1) + \ldots \tag{2}\] + +<p>Taking the functional derivative of $L$ with respect to $q’$ and letting it equal zero yields:</p> + +\[\begin{aligned} + 0 &amp;= 1 + \log q'(x) - \log p(x) + \lambda_0 + \ldots\\ + \log q'(x) &amp;= -\lambda_0 - 1 + \log p(x) + \ldots\\ + q'(x) &amp;= \exp(-\lambda_0 -1 + \log p(x) + \ldots) +\end{aligned}\] + +<p>Finally, plugging $q’(x)$ back into the constraints and solve for the Lagrange multipliers $\lambda_0$, etc.</p> + +<h2 id="example">Example</h2> + +<p>In this simple example, we assume that $p(x) = \mathcal N(x \mid 0, 1)$ be a standard univariate Gaussian, and assume that $q$ and $p$ have the same support. +Suppose also that we know the mean and variance of $q$ to be: $\mathbb E_q[x] = 0$, $\mathbb E_q[x^2] - \mathbb E_q[x]^2 = \mathbb E_q[x^2] = \sigma^2$.</p> + +<p>The Lagrangian is:</p> + +<div id="eq-3"></div> + +\[\require{enclose} +L = \int_{-\infty}^\infty q'(x) \log \frac{q'(x)}{p(x)}\,\mathrm dx + \lambda_0 (\underbrace{\int_{-\infty}^\infty q'(x)\,\mathrm dx - 1}_{\substack{\enclose{circle}{1}}}) + \lambda_1 (\underbrace{\int_{-\infty}^\infty x^2 q'(x)\,\mathrm dx - \sigma^2}_{\substack{\enclose{circle}{2}}})\tag{3}\] + +<p>where we have encoded the mean and variance constraints into one term (see why <a href="https://michael-franke.github.io/intro-data-analysis/the-maximum-entropy-principle.html#example-2-derivation-of-maximum-entropy-pdf-with-given-mean-mu-and-variance-sigma2">here</a>). +Taking the derivative and letting it equal zero yields:</p> + +<div id="eq-4"></div> + +\[\begin{align} + 0 &amp;= 1 + \log q'(x) - \log p(x) + \lambda_0 + \lambda_1 x^2\\ + \log q'(x) &amp;\stackrel{1}{=} -\lambda_0 - 1 - (\frac{1}{2} + \lambda_1) x^2\\ + q'(x) &amp;= \exp(-\lambda_0 - 1 - (\frac{1}{2} + \lambda_1) x^2)\tag{4}\\ +\end{align}\] + +<p>where equal sign ‘$1$’ is because $\log p(x) = -\frac{1}{2}x^2 + C$, and the constant $C$ has been absorbed into $\lambda_0$.</p> + +<p>Plugging Equation (<a href="#eq-4">4</a>) back to <a href="#eq-3">⓵</a> and solving the integral yields:</p> + +<div id="eq-5.1"></div> + +\[\frac{\sqrt{\pi}\exp(-\lambda_0 - 1)}{\sqrt{\frac{1}{2} + \lambda_1}} = 1\tag{5.1}\] + +<p>Likewise, plugging (<a href="#eq-4">4</a>) back to <a href="#eq-3">⓶</a> and solving the integral yields:</p> + +<div id="eq-5.2"></div> + +\[\frac{\sqrt{\pi} \exp(-\lambda_0 - 1)}{2\sqrt{(\frac{1}{2} + \lambda_1)^3}} = \sigma^2\tag{5.2}\] + +<p>Solving Equations (<a href="#eq-5.1">5.1</a>, <a href="#eq-5.2">5.2</a>) gives:</p> + +<div id="eq-6"></div> + +\[\begin{cases} + \lambda_0 = -1 + \frac{1}{2} \log 2\pi\sigma^2\\ + \lambda_1 = -\frac{1}{2} + \frac{1}{2\sigma^2}\\ +\end{cases}\tag{6}\] + +<p>Plugging Equation (<a href="#eq-6">6</a>) to Equation (<a href="#eq-4">4</a>), it’s immediate that</p> + +\[q'(x) = \frac{1}{\sqrt{2\pi\sigma^2}}\exp(-\frac{x^2}{2\sigma^2})\] + +<p>i.e., a Gaussian $\mathcal N(x \mid 0, \sigma^2)$. +Therefore, according to <a href="https://statproofbook.github.io/P/norm-kl">Soch, Joram, et al. (2024)</a>,</p> + +\[D_{KL}(q \parallel p) \ge \frac{1}{2}(\sigma^2 - \log\sigma^2 - 1)\]AbstractCompute accuracy from F1 score2024-07-06T01:51:59+00:002024-07-06T01:51:59+00:00https://kkew3.github.io/2024/07/06/compute-accuracy-from-f1-score<p>I encountered a similar problem today as the one in <a href="https://stackoverflow.com/questions/42041078/calculating-accuracy-from-precision-recall-f1-score-scikit-learn">this</a> post, where I wish to find the accuracy given F1 score only. +F1 score is <a href="https://datascience.stackexchange.com/a/65342/153995">well suited</a> to my imbalanced classification problem, so I compute it during training; but I then find it difficult to interprete. +There’s a surprising lack of relevant information when I searched the web. +Luckily, it’s not a difficult task either.</p> + +<p>Since each F1 score corresponds to a range of accuracies, we may regard finding the accuracy given F1 score an optimization problem. +The process consists of two steps: 1) find the minimum accuracy; 2) find the maximum accuracy. To find the maximum, we may reduce it to finding the <em>negative</em> of the minimum of the <em>negative</em> accuracy. +Thus we will only handle step 1 below.</p> + +<p>Known constants:</p> + +<ul> + <li>$s_F$: the F1 score.</li> + <li>$r_P$ and $r_N$: the positive and negative class ratio.</li> +</ul> + +<p>Variables:</p> + +<ul> + <li>$r_{TP}$, $r_{TN}$, $r_{FP}$, $r_{FN}$: the true positive, true negative, false positive and false negative ratio (i.e. divided by the total sample count).</li> +</ul> + +<p>Objective: +$s_A = r_{TP} + r_{TN}$.</p> + +<p>Constraints:</p> + +<ul> + <li>$r_{TP} \ge 0$, $r_{TN} \ge 0$, $r_{FP} \ge 0$, $r_{FN} \ge 0$.</li> + <li>$r_{TP} + r_{FN} = r_P$, $r_{TN} + r_{FP} = r_N$.</li> + <li>$\frac{2 \cdot r_{TP} / (r_{TP} + r_{FP}) \cdot r_{TP} / (r_{TP} + r_{FN})}{r_{TP} / (r_{TP} + r_{FP}) + r_{TP} / (r_{TP} + r_{FN})} = s_F$. The left hand side is just the F1 score formula.</li> +</ul> + +<p>Python implementation:</p> + +<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="c1"># jax is not necessary, just that I don't want to spend time on finding +# partial derivative of the F1 score with respect to true positive, +# etc. +</span><span class="kn">import</span> <span class="nn">jax</span> +<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="n">np</span> +<span class="kn">from</span> <span class="nn">scipy.special</span> <span class="kn">import</span> <span class="n">softmax</span> +<span class="kn">from</span> <span class="nn">scipy.optimize</span> <span class="kn">import</span> <span class="n">minimize</span> + +<span class="c1"># Used to avoid divid-by-zero error. +</span><span class="n">EPS</span> <span class="o">=</span> <span class="mf">1e-8</span> + +<span class="k">def</span> <span class="nf">f1_score_constraint</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">f1_score</span><span class="p">):</span> + <span class="s">""" + :param x: the array (tp, fp, tn, fn) + :param f1_score: the known F1 score + """</span> + <span class="n">tp</span><span class="p">,</span> <span class="n">fp</span><span class="p">,</span> <span class="n">fn</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span> + <span class="n">precision</span> <span class="o">=</span> <span class="n">tp</span> <span class="o">/</span> <span class="p">(</span><span class="n">tp</span> <span class="o">+</span> <span class="n">fp</span><span class="p">)</span> + <span class="n">recall</span> <span class="o">=</span> <span class="n">tp</span> <span class="o">/</span> <span class="p">(</span><span class="n">tp</span> <span class="o">+</span> <span class="n">fn</span><span class="p">)</span> + <span class="k">return</span> <span class="mi">2</span> <span class="o">*</span> <span class="p">(</span><span class="n">precision</span> <span class="o">*</span> <span class="n">recall</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="n">precision</span> <span class="o">+</span> <span class="n">recall</span><span class="p">)</span> <span class="o">-</span> <span class="n">f1_score</span> + + +<span class="k">def</span> <span class="nf">positive_sum_constraint</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">n_positive</span><span class="p">):</span> + <span class="s">""" + :param x: the array (tp, fp, tn, fn) + :param n_positive: the known positive class ratio + """</span> + <span class="n">tp</span><span class="p">,</span> <span class="n">fn</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span> + <span class="k">return</span> <span class="n">tp</span> <span class="o">+</span> <span class="n">fn</span> <span class="o">-</span> <span class="n">n_positive</span> + + +<span class="k">def</span> <span class="nf">negative_sum_constraint</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">n_negative</span><span class="p">):</span> + <span class="s">""" + :param x: the array (tp, fp, tn, fn) + :param n_negative: the known negative class ratio + """</span> + <span class="n">tn</span><span class="p">,</span> <span class="n">fp</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> + <span class="k">return</span> <span class="n">tn</span> <span class="o">+</span> <span class="n">fp</span> <span class="o">-</span> <span class="n">n_negative</span> + + +<span class="k">def</span> <span class="nf">accuracy</span><span class="p">(</span><span class="n">x</span><span class="p">):</span> + <span class="s">""" + :param x: the array (tp, fp, tn, fn) + """</span> + <span class="n">tp</span><span class="p">,</span> <span class="n">tn</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> + <span class="k">return</span> <span class="n">tp</span> <span class="o">+</span> <span class="n">tn</span> + + +<span class="c1"># Ideally this should give a feasible solution. But in practice, I +# find it works fine even if it's not feasible. +</span><span class="k">def</span> <span class="nf">rand_init</span><span class="p">():</span> + <span class="k">return</span> <span class="n">softmax</span><span class="p">(</span><span class="n">np</span><span class="p">.</span><span class="n">random</span><span class="p">.</span><span class="n">randn</span><span class="p">(</span><span class="mi">4</span><span class="p">))</span> + + +<span class="k">def</span> <span class="nf">find_min_accuracy_from_f1</span><span class="p">(</span><span class="n">f1_score</span><span class="p">,</span> <span class="n">n_positive</span><span class="p">,</span> <span class="n">n_negative</span><span class="p">):</span> + <span class="s">""" + :param f1_score: the known F1 socre + :param n_positive: the known positive class ratio + :param n_negative: the known negative class ratio + """</span> + <span class="n">res</span> <span class="o">=</span> <span class="n">minimize</span><span class="p">(</span> + <span class="n">accuracy</span><span class="p">,</span> + <span class="n">rand_init</span><span class="p">(),</span> + <span class="n">method</span><span class="o">=</span><span class="s">'SLSQP'</span><span class="p">,</span> + <span class="n">jac</span><span class="o">=</span><span class="n">jax</span><span class="p">.</span><span class="n">grad</span><span class="p">(</span><span class="n">accuracy</span><span class="p">),</span> + <span class="n">bounds</span><span class="o">=</span><span class="p">[(</span><span class="n">EPS</span><span class="p">,</span> <span class="bp">None</span><span class="p">),</span> <span class="p">(</span><span class="n">EPS</span><span class="p">,</span> <span class="bp">None</span><span class="p">),</span> <span class="p">(</span><span class="n">EPS</span><span class="p">,</span> <span class="bp">None</span><span class="p">),</span> <span class="p">(</span><span class="n">EPS</span><span class="p">,</span> <span class="bp">None</span><span class="p">)],</span> + <span class="n">constraints</span><span class="o">=</span><span class="p">[</span> + <span class="p">{</span> + <span class="s">'type'</span><span class="p">:</span> <span class="s">'eq'</span><span class="p">,</span> + <span class="s">'fun'</span><span class="p">:</span> <span class="n">f1_score_constraint</span><span class="p">,</span> + <span class="s">'jax'</span><span class="p">:</span> <span class="n">jax</span><span class="p">.</span><span class="n">grad</span><span class="p">(</span><span class="n">f1_score_constraint</span><span class="p">),</span> + <span class="s">'args'</span><span class="p">:</span> <span class="p">(</span><span class="n">f1_score</span><span class="p">,),</span> + <span class="p">},</span> + <span class="p">{</span> + <span class="s">'type'</span><span class="p">:</span> <span class="s">'eq'</span><span class="p">,</span> + <span class="s">'fun'</span><span class="p">:</span> <span class="n">positive_sum_constraint</span><span class="p">,</span> + <span class="s">'jac'</span><span class="p">:</span> <span class="n">jax</span><span class="p">.</span><span class="n">grad</span><span class="p">(</span><span class="n">positive_sum_constraint</span><span class="p">),</span> + <span class="s">'args'</span><span class="p">:</span> <span class="p">(</span><span class="n">n_positive</span><span class="p">,),</span> + <span class="p">},</span> + <span class="p">{</span> + <span class="s">'type'</span><span class="p">:</span> <span class="s">'eq'</span><span class="p">,</span> + <span class="s">'fun'</span><span class="p">:</span> <span class="n">negative_sum_constraint</span><span class="p">,</span> + <span class="s">'jac'</span><span class="p">:</span> <span class="n">jax</span><span class="p">.</span><span class="n">grad</span><span class="p">(</span><span class="n">negative_sum_constraint</span><span class="p">),</span> + <span class="s">'args'</span><span class="p">:</span> <span class="p">(</span><span class="n">n_negative</span><span class="p">,),</span> + <span class="p">},</span> + <span class="p">],</span> + <span class="n">options</span><span class="o">=</span><span class="p">{</span><span class="s">'maxiter'</span><span class="p">:</span> <span class="mi">1000</span><span class="p">},</span> + <span class="p">)</span> + <span class="k">return</span> <span class="n">res</span><span class="p">.</span><span class="n">fun</span> +</code></pre></div></div> + +<p>Calling the function <code class="language-plaintext highlighter-rouge">find_min_accuracy_from_f1</code> with data, we get the minimum possible accuracy given F1 score:</p> + +<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code>&gt;&gt;&gt; find_min_accuracy_from_f1(0.457, 0.044, 0.9559) +0.8953 +</code></pre></div></div>I encountered a similar problem today as the one in this post, where I wish to find the accuracy given F1 score only. F1 score is well suited to my imbalanced classification problem, so I compute it during training; but I then find it difficult to interprete. There’s a surprising lack of relevant information when I searched the web. Luckily, it’s not a difficult task either.Leverage Ollama in iTerm2 AI integration2024-06-13T14:46:53+00:002024-06-13T14:46:53+00:00https://kkew3.github.io/2024/06/13/leverage-ollama-in-iterm2-ai-integration<h2 id="introduction">Introduction</h2> + +<p>Recently, <a href="https://iterm2.com/">iTerm2</a> released version <a href="https://iterm2.com/downloads/stable/iTerm2-3_5_0.changelog">3.5.0</a>, which includes generative AI integration in OpenAI API. +<a href="https://ollama.com/">Ollama</a> is an open platform for large language models (LLM). +Starting from February 2024, Ollama has built-in <a href="https://ollama.com/blog/openai-compatibility">support</a> of OpenAI chat completions API. +Putting them together, we can <a href="https://gitlab.com/gnachman/iterm2/-/issues/11455">now</a> ask AI to compose commands for us seamlessly in iTerm2 interface, using Ollama bot locally.</p> + +<h2 id="configuration">Configuration</h2> + +<p>Here are the steps to start using the AI integration in iTerm2:</p> + +<ol> + <li>Install the AI plugin from <a href="https://iterm2.com/ai-plugin.html">iTerm2 site</a>.</li> + <li>In iTerm2 preferences, under <code class="language-plaintext highlighter-rouge">General</code> section and <code class="language-plaintext highlighter-rouge">AI</code> tab, enter “OpenAI API key” with anything non-empty, fill in the <a href="https://gitlab.com/gnachman/iterm2/-/wikis/AI-Prompt">AI prompt</a>, specify the model and the custom URL.</li> +</ol> + +<p>For example, mine is like below:</p> + +<ul> + <li>OpenAI API key: <code class="language-plaintext highlighter-rouge">abc</code></li> + <li>AI prompt: <code class="language-plaintext highlighter-rouge">Return commands suitable for copy/pasting into \(shell) on \(uname). Do NOT include commentary NOR Markdown triple-backtick code blocks as your whole response will be copied into my terminal automatically. If not otherwise specified, you should always give at most one line of command. The command should do this: \(ai.prompt)</code>.</li> + <li>Model: <code class="language-plaintext highlighter-rouge">codegemma:instruct</code>.</li> + <li>Token limit: <code class="language-plaintext highlighter-rouge">16384</code>.</li> + <li>Custom URL: <code class="language-plaintext highlighter-rouge">http://localhost/v1/chat/completions</code>.</li> + <li>Use legacy “completions” API: false.</li> +</ul> + +<p>Remarks:</p> + +<ul> + <li>If your Ollama runs on a server in WLAN, e.g. at IP address <code class="language-plaintext highlighter-rouge">192.168.0.107</code>, just replace the <code class="language-plaintext highlighter-rouge">localhost</code> in custom URL with that IP address.</li> + <li>Don’t forget to start Ollama by <code class="language-plaintext highlighter-rouge">ollama serve</code> before using iTerm2’s AI integration.</li> +</ul> + +<h2 id="workflow">Workflow</h2> + +<p>My favorite iTerm2 workflow after the configuration above:</p> + +<ol> + <li>Press <code class="language-plaintext highlighter-rouge">command + shift + .</code> to activate the composer.</li> + <li>Specify my need in plain English, and press <code class="language-plaintext highlighter-rouge">command + y</code> to send the input text to Ollama.</li> + <li>After a few seconds, the text should be replaced by Ollama’s response.</li> + <li>Press <code class="language-plaintext highlighter-rouge">shift + enter</code> to send the response to the terminal.</li> +</ol> + +<p>A demo:</p> + +<p><img src="/assets/posts_imgs/2024-06-13/iterm2-ai-demo.gif" alt="demo" /></p>IntroductionLearn Bayesian Logistic regression from imbalanced data2024-05-17T03:21:31+00:002024-05-17T03:21:31+00:00https://kkew3.github.io/2024/05/17/learn-bayesian-lr-from-imbalanced-data<h2 id="dataset">Dataset</h2> + +<p><img src="/assets/posts_imgs/2024-05-17/dataset.png" alt="toy 2d dataset" /></p> + +<p>Obviously, this is an imbalanced dataset. +A dumb classifier may assign “yellow” to all points and yield apparently satisfactory accuracy.</p> + +<h2 id="bayesian-logistic-regression">Bayesian Logistic regression</h2> + +<p>Denote the $k$-th component of the softmax of $\boldsymbol z$ as:</p> + +\[\mathcal S_k(\boldsymbol z) \triangleq \frac{\exp(z_k)}{\sum_{k'}\exp(z_{k'})}\,.\] + +<p>The likelihood is:</p> + +\[p(y=k \mid \boldsymbol x, \mathbf W, \boldsymbol b) = \mathcal S_k(\mathbf W \boldsymbol x + \boldsymbol b)\,,\] + +<p>where matrix $\mathbf W$ consists of $K$ weight vector $\boldsymbol w_k \in \mathbb R^d$, $\boldsymbol x \in \mathbb R^d$, and $\boldsymbol b \in \mathbb R^K$.</p> + +<p>For now, assign an uninformative Gaussian prior:</p> + +\[\forall k,\ \boldsymbol w_k \sim \mathcal N(0, \mathbf I)\,,\quad b_k \sim \mathcal N(0, 1)\,. +\tag{1}\] + +<p>The posterior (given the dataset $\mathcal D$) is:</p> + +\[p(\mathbf W, \boldsymbol b \mid \mathcal D) \propto \prod_{k=1}^K p(\boldsymbol w_k) p(b_k) \prod_{j=1}^m p(y_j \mid \boldsymbol x_j, \mathbf W, \boldsymbol b)\,. +\tag{2.1}\] + +<p>The predictive posterior is:</p> + +\[p(y \mid \boldsymbol x, \mathcal D) = \int p(y \mid \boldsymbol x, \mathbf W, \boldsymbol b) p(\mathbf W, \boldsymbol b \mid \mathcal D)\,\mathrm d \mathbf W \mathrm d \boldsymbol b\,. +\tag{2.2}\] + +<p>Although both (2.1) and (2.2) are intractable, we may find $q(\mathbf W, \boldsymbol b) \approx p(\mathbf W, \boldsymbol b \mid \mathcal D)$ by variational inference, and estimate the predictive posterior by Monte Carlo after plugging in $q$. +Since such procedure is out of scope, we won’t include details about it.</p> + +<p>Let’s see the decision boundary and the uncertainty (measured by entropy) of the Bayesian LR:</p> + +<p><img src="/assets/posts_imgs/2024-05-17/uninformative-db.png" alt="uninformative decision boundary" /></p> + +<p><img src="/assets/posts_imgs/2024-05-17/uninformative-unc.png" alt="uninformative uncertainty" /></p> + +<p>The model learns to be a dumb classifier!</p> + +<p>We may apply rescaling (a.k.a. threshold shifting) to the learned classifier, by dividing the predictive posterior by the class prior (i.e. the proportion of samples of class $k$ in all samples), and use it to make prediction. +The rescaled decision boundary and uncertainty are:</p> + +<p><img src="/assets/posts_imgs/2024-05-17/uninformative-rescaled-db.png" alt="uninformative rescaled decision boundary" /></p> + +<p><img src="/assets/posts_imgs/2024-05-17/uninformative-rescaled-unc.png" alt="uninformative rescaled uncertainty" /></p> + +<p>This benefits the minority class, but deteriorates the overall accuracy <em>a lot</em>.</p> + +<h2 id="strengthen-the-prior">Strengthen the prior</h2> + +<p>It turns out that if we strengthen the prior (by increasing its precision, or equivalently, decreasing its variance) of the intercepts in (1), things become much better. +The new prior is:</p> + +\[\forall k,\ b_k \sim \mathcal N(0, 10^{-6})\,. +\tag{3}\] + +<p>What we just encode into the prior reads:</p> + +<blockquote> + <p>I’m pretty sure that the two class weigh the same, despite the “purple” class appears inferior.</p> +</blockquote> + +<p>The result plots are:</p> + +<p><img src="/assets/posts_imgs/2024-05-17/precise-uninformative-db.png" alt="precise uninformative decision boundary" /></p> + +<p><img src="/assets/posts_imgs/2024-05-17/precise-uninformative-unc.png" alt="precise uninformative uncertainty" /></p> + +<h2 id="bias-the-prior">Bias the prior</h2> + +<p>What if we go further by biasing the classifier a little towards the minority class ($k=0$, “purple”)? +The new prior is:</p> + +\[b_0 \sim \mathcal N(2, 10^{-6})\,,\quad b_1 \sim \mathcal N(0, 10^{-6})\,. +\tag{4}\] + +<p>This prior reads:</p> + +<blockquote> + <p>I’m pretty sure there’re even a bit more “purple” class than “yellow” class a priori, despite they’re not sampled as much in the dataset.</p> +</blockquote> + +<p>The plots are now:</p> + +<p><img src="/assets/posts_imgs/2024-05-17/precise-biased-db.png" alt="precise biased decision boundary" /></p> + +<p><img src="/assets/posts_imgs/2024-05-17/precise-biased-unc.png" alt="precise biased uncertainty" /></p> + +<p>Pefect!</p> + +<h2 id="conclusion">Conclusion</h2> + +<p>In this post, we see that under Bayesian framework, Bayesian LR is able to naturally combat imbalanced dataset by adjusting its prior belief.</p> + +<p>This <a href="https://github.com/kkew3/bayeslr-imbalanced">codebase</a> generates all the figures in the post.</p> + +<h2 id="appendix">Appendix</h2> + +<p>Features and labels of the toy dataset.</p> + +<p>The features:</p> + +<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code>array([[-0.46601866, 1.18801609], + [ 0.53858625, 0.60716392], + [-0.97431137, 0.69753311], + [-1.09220402, 0.87799492], + [-2.03843356, 0.28665154], + [-0.34062009, 0.79352777], + [-1.16225216, 0.79350459], + [ 0.19419328, 1.60986703], + [ 0.41018415, 1.54828838], + [-0.61113336, 0.99020048], + [ 0.08837677, 0.95373644], + [-1.77183232, -0.12717568], + [-0.54560628, 1.07613052], + [-1.69901425, 0.55489764], + [-0.7449788 , 0.7519103 ], + [-1.84473763, 0.55248995], + [-0.50824943, 1.08964891], + [-1.35655196, 0.7102918 ], + [-0.71295569, 0.38030989], + [ 0.0582823 , 1.35158484], + [-2.74743505, -0.18849513], + [-2.36125827, -0.22542297], + [ 0.28512568, 1.52124326], + [-0.67059538, 0.61188467], + [-1.08310962, 0.57068698], + [-1.59421684, 0.32055693], + [-0.58608561, 0.98441983], + [ 0.91449962, 1.74231742], + [-1.78271812, 0.25676529], + [-0.30880495, 0.98633121], + [-0.80196522, 0.56542478], + [-1.64551419, 0.2527351 ], + [ 0.88404065, 1.80009243], + [ 0.07752252, 1.19103008], + [ 0.01499115, 1.35642701], + [-1.37772455, 0.58176578], + [-0.9893581 , 0.6000557 ], + [-0.20708577, 0.97773425], + [-0.97487675, 0.67788572], + [-0.84898247, 0.76214066], + [-2.87107864, 0.01823837], + [-1.52762479, 0.15224236], + [-1.19066619, 0.61716677], + [-0.78719074, 1.22733157], + [ 0.37887222, 1.38907542], + [-0.29892079, 1.20534091], + [-1.21904812, 0.45126808], + [-0.01954643, 1.00443244], + [-2.7534539 , -0.41174779], + [ 0.00290918, 1.19376387], + [-0.3465645 , 0.97372693], + [-0.38706669, 0.98612011], + [-0.3909804 , 1.1737113 ], + [ 0.67985963, 1.57038317], + [-1.5574845 , 0.38938231], + [-0.70276487, 0.84873314], + [-0.77152456, 1.24328845], + [-0.78685252, 0.71866813], + [-1.58251503, 0.47314274], + [-0.86990291, 1.01246542], + [-0.76296641, 1.03057172], + [-1.46908977, 0.50048994], + [ 0.41590518, 1.35808005], + [-0.23171796, 0.97466644], + [-0.35599838, 1.05651836], + [-1.86300113, 0.31105633], + [-1.06979785, 0.89343042], + [ 0.89051152, 1.36968058], + [-1.64250124, 0.5395521 ], + [ 0.19072792, 1.39594182], + [-0.68980859, 1.51412568], + [-0.66216014, 0.94064958], + [-1.98324693, 0.36500688], + [-1.77543305, 0.48759471], + [ 0.99143992, 1.53242166], + [-2.03402523, 0.27661546], + [-0.98138839, 0.86047666], + [ 0.86594322, 1.60352598], + [-1.25510995, 0.40788484], + [-1.28207069, 0.55164356], + [-0.50983219, 1.05505834], + [ 0.98003606, 0.56171673], + [-1.86097117, 0.44004685], + [-1.09945843, 0.63380337], + [-1.44294885, 0.18391039], + [-1.60512757, 0.25456073], + [ 0.5505329 , 1.63447114], + [-1.13622159, 0.87658095], + [-0.18029101, 0.98458234], + [-1.48031015, 0.3667454 ], + [ 0.94295697, 1.51965296], + [-1.94413955, 0.257857 ], + [-1.92812486, -0.15406208], + [-0.28437139, 0.8520255 ], + [-0.95551392, 0.28517945], + [-1.44252631, 0.5455637 ], + [-0.22064889, 1.33439538], + [-1.52749019, 0.50443876], + [ 0.757785 , 0.42124458], + [-0.49536512, 0.9627005 ]]) +</code></pre></div></div> + +<p>The labels:</p> + +<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code>array([1, + 0, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 0, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 0, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 0, + 1, + 1, + 1, + 1, + 0, + 1, + 1, + 0, + 1]) +</code></pre></div></div>DatasetA simple numerical method to compute matrix inversion2024-02-26T10:57:01+00:002024-02-26T10:57:01+00:00https://kkew3.github.io/2024/02/26/simple-numerical-matrix-inversion<p>I need to do matrix inversion in C recently; so I did some research on how to implement it. +While the requirement later proves unnecessary, I want to jot down my efforts on this subject for future reference.</p> + +<p>(<a href="https://ntrs.nasa.gov/api/citations/19920002505/downloads/19920002505.pdf">Pan &amp; Schreiber, 1992</a>) proposed CUINV algorithm based on <a href="https://aalexan3.math.ncsu.edu/articles/mat-inv-rep.pdf">Newton’s iteration</a>. +It’s fast and simple to implement. +Here’s my verbatim reimplementation in Python, which is simple(?) (see TODO in comment) to translate to C.</p> + +<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="n">np</span> + +<span class="k">def</span> <span class="nf">cuinv</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="n">maxiter</span><span class="p">,</span> <span class="n">tol</span><span class="p">):</span> + <span class="n">n</span> <span class="o">=</span> <span class="n">A</span><span class="p">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> + <span class="n">I</span> <span class="o">=</span> <span class="n">np</span><span class="p">.</span><span class="n">eye</span><span class="p">(</span><span class="n">n</span><span class="p">)</span> + <span class="n">s</span> <span class="o">=</span> <span class="n">np</span><span class="p">.</span><span class="n">linalg</span><span class="p">.</span><span class="n">svd</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="n">compute_uv</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span> <span class="c1"># TODO: how to implement this? +</span> <span class="n">a0</span> <span class="o">=</span> <span class="mi">2</span> <span class="o">/</span> <span class="p">(</span><span class="n">np</span><span class="p">.</span><span class="nb">min</span><span class="p">(</span><span class="n">s</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="n">np</span><span class="p">.</span><span class="nb">max</span><span class="p">(</span><span class="n">s</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span> + <span class="n">X</span> <span class="o">=</span> <span class="n">a0</span> <span class="o">*</span> <span class="n">A</span><span class="p">.</span><span class="n">T</span> + <span class="n">X_prev</span> <span class="o">=</span> <span class="n">np</span><span class="p">.</span><span class="n">copy</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> + <span class="n">T</span> <span class="o">=</span> <span class="n">X</span> <span class="o">@</span> <span class="n">A</span> + <span class="n">T2</span> <span class="o">=</span> <span class="bp">None</span> + <span class="n">t2_valid</span> <span class="o">=</span> <span class="bp">False</span> + <span class="n">diff</span> <span class="o">=</span> <span class="n">tol</span> <span class="o">+</span> <span class="mi">1</span> <span class="c1"># so that it runs at least one iteration +</span> + <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">maxiter</span><span class="p">):</span> + <span class="k">if</span> <span class="n">diff</span> <span class="o">&lt;</span> <span class="n">tol</span><span class="p">:</span> + <span class="k">break</span> + <span class="n">X</span> <span class="o">=</span> <span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">I</span> <span class="o">-</span> <span class="n">T</span><span class="p">)</span> <span class="o">@</span> <span class="n">X</span> + <span class="k">if</span> <span class="n">t2_valid</span><span class="p">:</span> + <span class="n">T</span> <span class="o">=</span> <span class="mi">2</span> <span class="o">*</span> <span class="n">T</span> <span class="o">-</span> <span class="n">T2</span> + <span class="k">else</span><span class="p">:</span> + <span class="n">T</span> <span class="o">=</span> <span class="n">X</span> <span class="o">@</span> <span class="n">A</span> + <span class="n">t2_valid</span> <span class="o">=</span> <span class="bp">False</span> + <span class="k">if</span> <span class="n">np</span><span class="p">.</span><span class="n">trace</span><span class="p">(</span><span class="n">T</span><span class="p">)</span> <span class="o">&lt;</span> <span class="n">n</span> <span class="o">-</span> <span class="mf">0.5</span><span class="p">:</span> + <span class="n">T2</span> <span class="o">=</span> <span class="n">T</span> <span class="o">@</span> <span class="n">T</span> + <span class="n">delta</span> <span class="o">=</span> <span class="n">np</span><span class="p">.</span><span class="n">linalg</span><span class="p">.</span><span class="n">norm</span><span class="p">(</span><span class="n">T</span> <span class="o">-</span> <span class="n">T2</span><span class="p">,</span> <span class="nb">ord</span><span class="o">=</span><span class="s">'fro'</span><span class="p">)</span> + <span class="k">if</span> <span class="n">delta</span> <span class="o">&gt;=</span> <span class="mf">0.25</span><span class="p">:</span> + <span class="n">t2_valid</span> <span class="o">=</span> <span class="bp">True</span> + <span class="k">else</span><span class="p">:</span> + <span class="n">rho</span> <span class="o">=</span> <span class="mf">0.5</span> <span class="o">-</span> <span class="n">np</span><span class="p">.</span><span class="n">sqrt</span><span class="p">(</span><span class="mf">0.25</span> <span class="o">-</span> <span class="n">delta</span><span class="p">)</span> + <span class="n">X</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">/</span> <span class="n">rho</span> <span class="o">*</span> <span class="p">(</span><span class="n">T2</span> <span class="o">-</span> <span class="p">(</span><span class="mi">2</span> <span class="o">+</span> <span class="n">rho</span><span class="p">)</span> <span class="o">*</span> <span class="n">T</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="mi">2</span> <span class="o">*</span> <span class="n">rho</span><span class="p">)</span> <span class="o">*</span> <span class="n">I</span><span class="p">)</span> <span class="o">@</span> <span class="n">X</span> + <span class="n">T</span> <span class="o">=</span> <span class="n">X</span> <span class="o">@</span> <span class="n">A</span> + <span class="n">diff</span> <span class="o">=</span> <span class="n">np</span><span class="p">.</span><span class="n">linalg</span><span class="p">.</span><span class="n">norm</span><span class="p">(</span><span class="n">X</span> <span class="o">-</span> <span class="n">X_prev</span><span class="p">,</span> <span class="nb">ord</span><span class="o">=</span><span class="s">'fro'</span><span class="p">)</span> + <span class="n">X_prev</span> <span class="o">=</span> <span class="n">X</span> + <span class="k">return</span> <span class="n">X</span> +</code></pre></div></div>I need to do matrix inversion in C recently; so I did some research on how to implement it. While the requirement later proves unnecessary, I want to jot down my efforts on this subject for future reference.Piecewise quadratic approximation of sigmoid(z) (1-sigmoid(z))2024-02-11T08:52:41+00:002024-02-11T08:52:41+00:00https://kkew3.github.io/2024/02/11/quad-approximate-sigmoid-derivative<p>This post shows an approach that approximates $\sigma(z)(1-\sigma(z))$ using piecewise quadratic function, where $\sigma(z)$ is defined to be $1/(1+\exp(-z))$, a.k.a. the sigmoid function.</p> + +<p>First, notice that $\sigma(z)(1-\sigma(z)) \approx \log(1+\exp(h - a z^2))$ for certain choice of $h$ and $a$:</p> + +<p><img src="/assets/posts_imgs/2024-02-11/dsigma-softplus.png" alt="softplus approximate dsigma" /></p> + +<p>Second, the approximator $\log(1+\exp(\cdot))$ is called a <a href="https://paperswithcode.com/method/softplus">softplus</a>. +So it’s natural to proceed: $\log(1+\exp(h - a z^2)) \approx \max(0, h - a z^2)$. +Our goal, then, is to choose the height parameter $h$ and width parameter $a$ such that $\sigma(z)(1-\sigma(z)) \approx \max(0, h - a z^2)$.</p> + +<p>The height parameter is straightforward to estimate. +We need only to match the max of $\sigma(z)(1-\sigma(z))$ to $h$. +Hence, $h := \sigma(0)(1-\sigma(0))$.</p> + +<p>Noticing that both the original function and the approximator are nonnegative, we may match up their integrals:</p> + +\[\int_{-\infty}^\infty \sigma(z)(1-\sigma(z))\,\mathrm d z = \int_{-\infty}^\infty \max(0, h - a z^2)\,\mathrm d z\] + +<p>where the left hand side is 1. +Plugging in the value of $h$, this equation solves to $a := \frac{16}{9}(\sigma(0)(1-\sigma(0)))^3$.</p> + +<p><img src="/assets/posts_imgs/2024-02-11/dsigma-maxquad.png" alt="max quad approximate dsigma" /></p>This post shows an approach that approximates $\sigma(z)(1-\sigma(z))$ using piecewise quadratic function, where $\sigma(z)$ is defined to be $1/(1+\exp(-z))$, a.k.a. the sigmoid function. \ No newline at end of file diff --git a/index.html b/index.html new file mode 100644 index 000000000..ed52e5784 --- /dev/null +++ b/index.html @@ -0,0 +1,510 @@ + + + + + + + + +Kaiwen’s personal website | My blogs and research reports. + + + + + + + + + + + + + + + + + + + + + +
+
+
+

Posts

+ + +

subscribe via RSS

+
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/pip/alfred-fzf-helper/alfred-fzf-helper-0.2.0.tar.gz b/pip/alfred-fzf-helper/alfred-fzf-helper-0.2.0.tar.gz new file mode 100644 index 0000000000000000000000000000000000000000..ef83f7722ab35308791777d0045d939f797defc7 GIT binary patch literal 2605 zcmV+|3exo-iwFpO1ixhh|6y!qa%E&KW_o5VXk~10WpXVrE;24KE_7jX0PP&@a@smJ zzx@>2_6M*F#(bt_COba#T4q4vorTt#0UVYt=W6W=%U#@Y4f!9Y*YubLW(n#0?268G2PW z%0GJkA2u4vZ?myG{~tbAYBi&IfExRp|DSIj$Gce);{JU7um2hRf3>;m|7*(s@5TRD zH~zobG@8bnH@cxb|BLtk-OjPu8<{%4uRNIljS9E~WbAYPzfk{w z9E2-I7fX(+MzxMUV0uG*bQx>ffH03n5eFATaq7$V7p|Z!jZ(Y$F^+fkiRULv~=r9`QNmf}cZO z5}`a_67=gY{~4uie*NXY1CWGx~uu&E<{iBv6&=Pr$wMPyS!dLDBqj6|VDe9;PYDF+Ni#B~J) z3bIRmH_}NQ!6g(%<*At@-9sFyIU3#Tj*&U=K6J=M-!o z22ApMsHP75&rCGxpN=ovLlbpIXfW)5?3|b2kmI4r(x&)*%+PmyC)_TzB56x_Pef` zumYuyyY0?-5uLQp+wV=;st;6#5-pYP^30S)z^@H|$Ky`FC)7CZ_r^nbErOQA@qN?F z&d4mH_OLS&200z}fxIv$wCGDB(5`1DRD`L~R<8hxc)u8#8(B`wb{A-kMB^;7u9gBn zH~cBq|Fzog`oE&q|9e^gAAU9e)2LU~%zw%2|G|g%C5VOnA2t6US^pc=#>4ziy$(NW z{l5n|Cmh?DtT~EpW&QsIYD9RbB{GW>dd&vLQD@~REQ}Mq%G}|ZV zrtaB$i2u!<|Nqn*&5DZu`+(P|Ek^)?5rEPtuf2YaIzDHC9m_nLrj4iK1tGHOZrp;!vIgXZENW(Q7q>Iuu z?T`wA=OAGTG+j?4VS}%$Y!fU~dgUx?;Scw;x;p=%&VTIg|0|VxMXdr}aQsior%*mk z%5}0>l&J3n<^OB`KkNKQ)u`7i>imb=|0(~!&;8%p|Ev9<^8b(c|7WL$pPm1$RvNXM z+W+kXRQ~s6gNpwu{;T+};{P+^|EPa4JT^y9KN|YI_+P6$IR8U1Q;{P6idg5b# zWCgBEgp=NB)8b&Ei?}Tx2P3R>FYRN{gUcHjP zLjsH=j#A;!Or8{%2fdR6>WPerIPzAAL{c4zn-e~h)lI-`aWR9WHYdo#+!7Zt-~|@v zz>~A+P%iF0n9XD@kcWoiG6aIHr6es*k*6q}a+l0zlAb`LPNp4=5S~ZG=L!F9f*xK8 zP8hkMydW>GpYRuvu1R985Hswp4K444xO0-%Z2j8sP@gC*Od*Ys#Y&Ann~hma5_^Rh z?3XK*WK~X-q{d9zF~Vc!w=&|bO(ofE^@@dko7$L@2ps`k7Lln$no^$!(@kw&mKKr$ z1BI4sz>+={n~}U!ub3fNOhixGBr>6iBs00bLJoApwfMjwrFNB$)-1`d4%ZC>Ic7J* z4kZ5WI2AbC!}5uJmF0@To}rw04huYqpD`o!2B<`Cg*-vV;?L<$vGV^$SH?aC;l!0D z;1%R`AkutWI*A#N*+TTtBnL0KtEAtYl)HS(BI=+I@$LM*5QQx|I=SVddII&y0L>K> z6I~^U5x1cyk5DeBUkB9B-=e>v+`s&s>}6qzjDeCC9ISmWhHwecdgHlt7W?`8>Z~Z> zT|k&4VLZ{}Va$&tb20EjuoamGF&Cu?28?>^vwSYxlVj=7)g7=McHKP7<@LW7K-{8~ zLv6Ji-cLHsvpbmS_a9R$rxw|{+BSe(MK4XF+J%#E3gUr%Mq%ywiIHRM&yA^ zlcb+S7jM5!Bf^D&2+yZIBkp|>c7=u+zJRka^d!2!A+QuxVsF32=jw?VfDDR>`fdT~z6ev)jK!E}U3KS?% Put)eG>H;u{0C)fZ$ICF! literal 0 HcmV?d00001 diff --git a/pip/index.html b/pip/index.html new file mode 100644 index 000000000..1fd515ec2 --- /dev/null +++ b/pip/index.html @@ -0,0 +1,96 @@ + + + + + + + + +Kaiwen’s personal website | My blogs and research reports. + + + + + + + + + + + + + + + + + + + + + +
+
+

Index of pip/index.html

+ + +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/robots.txt b/robots.txt new file mode 100644 index 000000000..c60155e87 --- /dev/null +++ b/robots.txt @@ -0,0 +1 @@ +Sitemap: https://kkew3.github.io/sitemap.xml diff --git a/sitemap.xml b/sitemap.xml new file mode 100644 index 000000000..f1351d7b2 --- /dev/null +++ b/sitemap.xml @@ -0,0 +1,211 @@ + + + +https://kkew3.github.io/2016/03/25/manage-vxworks-tornado-executable-project-using-tcl.html +2016-03-25T15:33:31+00:00 + + +https://kkew3.github.io/2016/05/01/banker-algorithm-termination-condition-proof.html +2016-05-01T02:11:59+00:00 + + +https://kkew3.github.io/2016/09/02/validate-xml-via-dtd-using-java.html +2016-09-02T16:26:30+00:00 + + +https://kkew3.github.io/2016/12/27/apache-ant-extension-tutorial.html +2016-12-27T07:23:04+00:00 + + +https://kkew3.github.io/2017/04/23/relation-between-truncated-distribution-and-original-distribution.html +2017-04-23T16:29:35+00:00 + + +https://kkew3.github.io/2017/07/20/matlab-r2011b-neural-network-toolbox-note.html +2017-07-20T09:50:56+00:00 + + +https://kkew3.github.io/2020/05/22/pytorch-crop-images-differentially.html +2020-05-22T18:24:21+00:00 + + +https://kkew3.github.io/2022/02/05/align-strings-in-en-and-zh-like-bsd-ls.html +2022-02-05T10:49:30+00:00 + + +https://kkew3.github.io/2022/02/11/python-align-strings-in-en-and-zh.html +2022-02-11T06:27:19+00:00 + + +https://kkew3.github.io/2022/02/13/list-imported-python-modules-using-ast.html +2022-02-13T14:25:18+00:00 + + +https://kkew3.github.io/2022/02/17/python-tox-usage-note.html +2022-02-17T11:07:47+00:00 + + +https://kkew3.github.io/2022/05/18/python-cannot-import-name-sysconfig-from-distutils.html +2022-05-18T15:02:51+00:00 + + +https://kkew3.github.io/2022/05/24/sync-music-from-mac-to-ipad-without-itunes.html +2022-05-24T12:09:10+00:00 + + +https://kkew3.github.io/2022/05/26/develop-python-cpp-extension-using-cython.html +2022-05-26T14:19:31+00:00 + + +https://kkew3.github.io/2022/06/02/pass-dynamic-array-between-cpp-and-python.html +2022-06-02T08:55:34+00:00 + + +https://kkew3.github.io/2022/07/24/read-hdf5-from-cpp.html +2022-07-24T04:20:10+00:00 + + +https://kkew3.github.io/2022/07/24/set-up-github-pages-macos.html +2022-07-24T10:20:49+00:00 + + +https://kkew3.github.io/2022/08/09/notes-build-cython-using-setup-dot-py.html +2022-08-09T08:24:19+00:00 + + +https://kkew3.github.io/2022/08/31/vae-training-trick.html +2022-08-31T11:48:35+00:00 + + +https://kkew3.github.io/2023/03/05/learn-applescript-for-beginners.html +2023-03-05T07:54:00+00:00 + + +https://kkew3.github.io/2023/03/27/pizzahut-free-soda.html +2023-03-27T06:26:05+00:00 + + +https://kkew3.github.io/2023/04/26/how-to-decide-the-type-of-a-pokemon-quickly.html +2023-04-26T10:12:07+00:00 + + +https://kkew3.github.io/2023/07/05/connect-to-wsl2-from-another-machine-within-wlan.html +2023-07-05T04:59:03+00:00 + + +https://kkew3.github.io/2023/07/05/connect-to-jupyter-notebook-on-wsl2-from-another-machine-within-wlan.html +2023-07-05T07:57:59+00:00 + + +https://kkew3.github.io/2023/08/05/compute-svm-intercept.html +2023-08-05T08:08:26+00:00 + + +https://kkew3.github.io/2023/08/05/dual-of-dual-of-qp.html +2023-08-05T10:54:12+00:00 + + +https://kkew3.github.io/2023/09/10/make-use-of-openmp-via-cython-on-mac.html +2023-09-10T08:49:00+00:00 + + +https://kkew3.github.io/2023/09/24/verify-permutation-equivalence-of-multihead-attention-in-pytorch.html +2023-09-24T08:54:32+00:00 + + +https://kkew3.github.io/2023/10/04/estimate-expectation-of-function-of-random-variable.html +2023-10-04T07:36:32+00:00 + + +https://kkew3.github.io/2023/10/06/dimensionality-reduction-by-svd.html +2023-10-06T08:43:30+00:00 + + +https://kkew3.github.io/2023/11/03/map-estimation-cov-gmm.html +2023-11-03T08:03:17+00:00 + + +https://kkew3.github.io/2023/11/28/toss-coin.html +2023-11-28T11:55:37+00:00 + + +https://kkew3.github.io/2024/01/05/type-assertion-numba-trick.html +2024-01-05T09:04:32+00:00 + + +https://kkew3.github.io/2024/01/26/attempt-fully-differentiable-nnomp-alternative.html +2024-01-26T04:14:34+00:00 + + +https://kkew3.github.io/2024/02/01/make-faded-color-wallpaper-for-mac.html +2024-02-01T03:22:51+00:00 + + +https://kkew3.github.io/2024/02/04/host-python-packages-jekyll-github-pages.html +2024-02-04T09:31:26+00:00 + + +https://kkew3.github.io/2024/02/11/quad-approximate-sigmoid-derivative.html +2024-02-11T08:52:41+00:00 + + +https://kkew3.github.io/2024/02/26/simple-numerical-matrix-inversion.html +2024-02-26T10:57:01+00:00 + + +https://kkew3.github.io/2024/05/17/learn-bayesian-lr-from-imbalanced-data.html +2024-05-17T03:21:31+00:00 + + +https://kkew3.github.io/2024/06/13/leverage-ollama-in-iterm2-ai-integration.html +2024-06-13T14:46:53+00:00 + + +https://kkew3.github.io/2024/07/06/compute-accuracy-from-f1-score.html +2024-07-06T01:51:59+00:00 + + +https://kkew3.github.io/2024/08/09/lower-bound-of-kl-divergence-between-any-density-and-gaussian.html +2024-08-09T09:03:39+00:00 + + +https://kkew3.github.io/2024/08/09/gamma-in-bn-vae.html +2024-08-09T11:00:44+00:00 + + +https://kkew3.github.io/2024/08/27/conditioning-of-cvae-variational-posterior.html +2024-08-27T11:03:07+00:00 + + +https://kkew3.github.io/2024/11/10/jieba-vim.html +2024-11-10T06:53:06+00:00 + + +https://kkew3.github.io/2024/12/09/gaussian-kl-div-torch.html +2024-12-09T08:03:00+00:00 + + +https://kkew3.github.io/about/ + + +https://kkew3.github.io/docs/ + + +https://kkew3.github.io/pip/ + + +https://kkew3.github.io/ + + +https://kkew3.github.io/assets/spare-time-research/chem-eq-balance.pdf +2024-12-18T14:15:35+00:00 + + +https://kkew3.github.io/assets/spare-time-research/covid19-test-analysis.pdf +2024-12-18T14:15:35+00:00 + + +https://kkew3.github.io/assets/spare-time-research/cross-walker.pdf +2024-12-18T14:15:35+00:00 + + diff --git a/tags/algorithm/index.html b/tags/algorithm/index.html new file mode 100644 index 000000000..b71e0c264 --- /dev/null +++ b/tags/algorithm/index.html @@ -0,0 +1,104 @@ + + + + + + + + +Posts with tag “algorithm” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "algorithm"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/dev--applescript/index.html b/tags/dev--applescript/index.html new file mode 100644 index 000000000..5241e0ee6 --- /dev/null +++ b/tags/dev--applescript/index.html @@ -0,0 +1,104 @@ + + + + + + + + +Posts with tag “dev/applescript” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "dev/applescript"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/dev--cpp/index.html b/tags/dev--cpp/index.html new file mode 100644 index 000000000..c51598d24 --- /dev/null +++ b/tags/dev--cpp/index.html @@ -0,0 +1,120 @@ + + + + + + + + +Posts with tag “dev/c++” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "dev/c++"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/dev--cython/index.html b/tags/dev--cython/index.html new file mode 100644 index 000000000..d6417d493 --- /dev/null +++ b/tags/dev--cython/index.html @@ -0,0 +1,120 @@ + + + + + + + + +Posts with tag “dev/cython” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "dev/cython"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/dev--java/index.html b/tags/dev--java/index.html new file mode 100644 index 000000000..e2cfa568c --- /dev/null +++ b/tags/dev--java/index.html @@ -0,0 +1,113 @@ + + + + + + + + +Posts with tag “dev/java” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "dev/java"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/dev--matlab/index.html b/tags/dev--matlab/index.html new file mode 100644 index 000000000..89a695090 --- /dev/null +++ b/tags/dev--matlab/index.html @@ -0,0 +1,104 @@ + + + + + + + + +Posts with tag “dev/matlab” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "dev/matlab"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/dev--network/index.html b/tags/dev--network/index.html new file mode 100644 index 000000000..866e3e036 --- /dev/null +++ b/tags/dev--network/index.html @@ -0,0 +1,113 @@ + + + + + + + + +Posts with tag “dev/network” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "dev/network"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/dev--python/index.html b/tags/dev--python/index.html new file mode 100644 index 000000000..169b35c0f --- /dev/null +++ b/tags/dev--python/index.html @@ -0,0 +1,176 @@ + + + + + + + + +Posts with tag “dev/python” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "dev/python"

+
+ +
+
    +
  1. +

    Host Python packages with Jekyll on GitHub Pages

     +
    + dev/python +
    +

    Feb 4, 2024 at 09:31:26

    +
    2. +
  2. +

    使用 matplotlib 制作用于 macOS 的渐变色桌面

     +
    + os/macOS | misc | dev/python +
    +

    Feb 1, 2024 at 03:22:51

    +
    3. +
  3. +

    Assert variable types in numba

     +
    + dev/python +
    +

    Jan 5, 2024 at 09:04:32

    +
    4. +
  4. +

    Notes on building Cython using setup.py

     +
    + dev/python | dev/cython +
    +

    Aug 9, 2022 at 08:24:19

    +
    5. +
  5. +

    使用Cython在Python和C++间互传大小事先未知的numpy数组

     +
    + dev/python | dev/c++ | dev/cython +
    +

    Jun 2, 2022 at 08:55:34

    +
    6. +
  6. +

    使用Cython为Python开发C++扩展

     +
    + dev/python | dev/c++ +
    +

    May 26, 2022 at 14:19:31

    +
    7. +
  7. +

    python cannot import name 'sysconfig' from 'distutils'

     +
    + dev/python | os/ubuntu +
    +

    May 18, 2022 at 15:02:51

    +
    8. +
  8. +

    Python Tox 使用笔记

     +
    + dev/python +
    +

    Feb 17, 2022 at 11:07:47

    +
    9. +
  9. +

    使用抽象语法树ast统计哪些Python包与模块被导入了

     +
    + dev/python +
    +

    Feb 13, 2022 at 14:25:18

    +
    10. +
  10. +

    如何在Python中对齐中英文混排字符串

     +
    + dev/python +
    +

    Feb 11, 2022 at 06:27:19

    +
    11. +
  11. +

    像BSD ls 一样中英文混排字符串(Python3)

     +
    + dev/python +
    +

    Feb 5, 2022 at 10:49:30

    +
    12. +
+
+
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/dev--pytorch/index.html b/tags/dev--pytorch/index.html new file mode 100644 index 000000000..092d62f80 --- /dev/null +++ b/tags/dev--pytorch/index.html @@ -0,0 +1,120 @@ + + + + + + + + +Posts with tag “dev/pytorch” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "dev/pytorch"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/dev--tcl/index.html b/tags/dev--tcl/index.html new file mode 100644 index 000000000..f4cae0442 --- /dev/null +++ b/tags/dev--tcl/index.html @@ -0,0 +1,104 @@ + + + + + + + + +Posts with tag “dev/tcl” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "dev/tcl"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/editor--vim/index.html b/tags/editor--vim/index.html new file mode 100644 index 000000000..6771f2930 --- /dev/null +++ b/tags/editor--vim/index.html @@ -0,0 +1,104 @@ + + + + + + + + +Posts with tag “editor/vim” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "editor/vim"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/index.html b/tags/index.html new file mode 100644 index 000000000..8cf3dfe54 --- /dev/null +++ b/tags/index.html @@ -0,0 +1,258 @@ + + + + + + + + +Tags | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+ +
+

Tags

+
+ +
+ + +
+ +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/math--approx/index.html b/tags/math--approx/index.html new file mode 100644 index 000000000..d243fe378 --- /dev/null +++ b/tags/math--approx/index.html @@ -0,0 +1,104 @@ + + + + + + + + +Posts with tag “math/approximation” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "math/approximation"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/math--la/index.html b/tags/math--la/index.html new file mode 100644 index 000000000..d69b0a2d3 --- /dev/null +++ b/tags/math--la/index.html @@ -0,0 +1,127 @@ + + + + + + + + +Posts with tag “math/linear algebra” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "math/linear algebra"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/math--prob/index.html b/tags/math--prob/index.html new file mode 100644 index 000000000..69f428bae --- /dev/null +++ b/tags/math--prob/index.html @@ -0,0 +1,148 @@ + + + + + + + + +Posts with tag “math/probability” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "math/probability"

+
+ +
+
    +
  1. +

    KL divergence between two full-rank Gaussians in PyTorch

     +
    + math/probability | dev/pytorch +
    +

    Dec 9, 2024 at 08:03:00

    +
    2. +
  2. +

    Conditioning of the variational posterior in CVAE (Sohn, 2015)

     +
    + math/probability | machine learning/bayesian +
    +

    Aug 27, 2024 at 11:03:07

    +
    3. +
  3. +

    Lower bound of KL divergence between any density and Gaussian

     +
    + math/probability +
    +

    Aug 9, 2024 at 09:03:39

    +
    4. +
  4. +

    Estimate the head probability of a coin

     +
    + math/probability +
    +

    Nov 28, 2023 at 11:55:37

    +
    5. +
  5. +

    Maximum a posteriori estimation of the covariance in Gaussian Mixture models

     +
    + math/probability +
    +

    Nov 3, 2023 at 08:03:17

    +
    6. +
  6. +

    Estimate the expectation of the function of a random variable

     +
    + math/probability +
    +

    Oct 4, 2023 at 07:36:32

    +
    7. +
  7. +

    被截短的随机分布与原分布的关系

     +
    + math/probability +
    +

    Apr 23, 2017 at 16:29:35

    +
    8. +
+
+
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/misc/index.html b/tags/misc/index.html new file mode 100644 index 000000000..caa608654 --- /dev/null +++ b/tags/misc/index.html @@ -0,0 +1,127 @@ + + + + + + + + +Posts with tag “misc” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "misc"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/ml--bayes/index.html b/tags/ml--bayes/index.html new file mode 100644 index 000000000..8551443d2 --- /dev/null +++ b/tags/ml--bayes/index.html @@ -0,0 +1,120 @@ + + + + + + + + +Posts with tag “machine learning/bayesian” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "machine learning/bayesian"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/ml--dict/index.html b/tags/ml--dict/index.html new file mode 100644 index 000000000..e1fdf394e --- /dev/null +++ b/tags/ml--dict/index.html @@ -0,0 +1,104 @@ + + + + + + + + +Posts with tag “machine learning/dictionary learning” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "machine learning/dictionary learning"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/ml--svm/index.html b/tags/ml--svm/index.html new file mode 100644 index 000000000..9b32599fd --- /dev/null +++ b/tags/ml--svm/index.html @@ -0,0 +1,104 @@ + + + + + + + + +Posts with tag “machine learning/svm” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "machine learning/svm"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/ml/index.html b/tags/ml/index.html new file mode 100644 index 000000000..c2f504b49 --- /dev/null +++ b/tags/ml/index.html @@ -0,0 +1,120 @@ + + + + + + + + +Posts with tag “machine learning” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "machine learning"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/os--ios/index.html b/tags/os--ios/index.html new file mode 100644 index 000000000..64f97d12a --- /dev/null +++ b/tags/os--ios/index.html @@ -0,0 +1,104 @@ + + + + + + + + +Posts with tag “os/ios” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "os/ios"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/os--macos/index.html b/tags/os--macos/index.html new file mode 100644 index 000000000..44fcf28b1 --- /dev/null +++ b/tags/os--macos/index.html @@ -0,0 +1,120 @@ + + + + + + + + +Posts with tag “os/macOS” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "os/macOS"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + + diff --git a/tags/os--ubuntu/index.html b/tags/os--ubuntu/index.html new file mode 100644 index 000000000..babc9fbd6 --- /dev/null +++ b/tags/os--ubuntu/index.html @@ -0,0 +1,104 @@ + + + + + + + + +Posts with tag “os/ubuntu” | Kaiwen’s personal website + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+

Posts tagged with "os/ubuntu"

+
+ + +
+ +
+
+ + +
+ +

Kaiwen's personal website

+ +
+
+ +
+ +
+ +
+ +
+

My blogs and research reports.

+
+
+ +
+ +
+ + +

Hf>ra0ufQL zC!C)9?a!nHLbu!W#HI#2pKA%kuC&Dwok4xLDOBi76=QINv;3o!I z|6@kryQUUx4tJJkcxLb|Bk&u|F-r)M;x!=+IRlwf5-jU~W@4E%Ji2I7QaLWVX5Diz zw$mY4x%acX!RwOWEeiz4CVhZ9)JLI^4?GY_VbNj%fidU~;SuUm(oDLaMg1+~mQ zJr91F5%{jDiORxpNMPWY$M88e|pQ~(lURya^;1z^T_1b z%hI)&WyAi15lEm#&D^N0rMSrWsX&+daKt*7naH#>!~SW7*mbtFO1z8ouB|-Pn9-*8 zvlnW>oxWqxSmGmmRb|`WaK|lv9f#$Iao|rCu$`Dx(GH2}&HSABU8`^mBtE_Cr2g5J zdg802`a1SSJmU*(XoszYK>I~1ZB(6d^-iGE(W2G(?ilg$E@qs=(rfy|sd2}VPc;WS z73d>mpg8XJU!cqXJO%BGi1wFb>wh7&@gI#YZ~R_FQ#cXPi2g5*E%N^dj;%jImykY2 z09}gxeRN6rpM@@2*AB-)-_T`@+W$Os8GeE;Pr;9N)U`WBHOG=jj(6`Hj@Ru?rvi?x z`gm=ZgXPA~=U}!79`w;=VvzW;(gS4>?!i>tAF~2J6JVnMYXY@i0i^mhD{w+>P=yqp zKFJE4P#b&Rr^?$rMSjZ)oKPE&1dP(^S&h8B0TJzYSpjQ0h7-pYkU(v;rbM#`|Fa3y zWJdAp&UjqUX-VL4%o{2g(mrr-;1(7Xtdk<8wW0kcvw`)UuCuJF4mgZ}MUX*9oInNi zIvx0eJa4Op)^!k6xixhP*|}|s;SEhnrV^L%SMB&FVeqd1-_t5pT5dDvhC)dMKl+& z);Cxu)W%|=JwM>s`s99{$;a0_>_Z|&5nB^Uu*|QEU&$e zBcNqe9B5@%atY_-o#j`qZDWMJpyz*}}Jy&x}+Hgg>R;DavHZI)fLt*T>H-@$O;FlGd-@CS83-7jB!f@Pwc9V`r!mq;LAp~FYe!L9y`6_Gx_T?_VC;SDZZv(>nzE_O5V6yC9nbNq zH_yS$lGeTq)vKPRYL^9iEv&vAdxHEp%SvPMRkt{d-EBI@9N!w$oM6rFry7T?$LIs( zn&UygxYJ?}8nqpMcrcg)BniZiow4B`1>v|*4LFuHob9`0M*l-HJ1H5*$HylnC8egO z7T`Mjo#*`8h4MAE`qj>r8aDsEZTxE^${!L0=u)!3721IQlfO#F|Mv-N{~_p;{Wg~H z4j`<#sDY+~ZmPjCfV_aYZm-OYQ!<;N#&=Kieu#%#71GWV>n0Q_<28-!g=wE0fjpyo@}CL9U?8B zU&QF7{{-cdY^QbCFe&ny@Iq>U$)aIe?A=B1TO+kAbLj=O3$qa>4f}2xhS{f=G784- za%NN>hd&7mO^{1Vix)e`l~}L0Sf7WPKD6{rS5wLdlB!24@NdGJ>KnXo7OpqA-X4;3$8&)F z!QC|{-2H<%(6(ST#up10!xmoJ*Zz}3S_sqE{u8GthOhl6LA2%v6A!Kl(GmI}-H7?l z;q_muBQI3p?dPAszZrjRw%5#EsO@2io(!0-y4F*ed6aOR@;w=dk7xp)@&0Pq4VJsp zAZZIm4a)H1b5e~ysz3Fg6l$;60T!-u|2#hfS_aCVll~KP5@WS%wBs_;hV6NO+JEw# z-bw_paD5ZjlJ9|-n*C)}zX@v#o;T#0UrT{l*rajK$p`-?tjVoh$_vd6>EV3*O<3EC z=6G=;tf?AR9J0vV;Andkz#h>62y0bdZBPDISi|LSeJ14=F}5Ww`2KH%H4Y4*|70*m zulqz;(|^qX7jhu02kmUJiQM;ucbLaR!0p&jye?(94;(@Q08xB6Tm4J8CD|uzC{a*_ zmmXS;USDKNdN>b+!wgd(9)-*C33p3F3kmVP7I1~)y9sj(Q+7xe$ds*}9UT!6ngN(r z!vX@oo;Qtt0Dfnb3s>h6+|>wpCFDu3H$QlD%owx>+9g zb3P(VshYo|JX_ghj~B$7+Fs<)0S1(65;1qc1{EGzYK0 z*kLZCn+YUU-5R&H^MY=XO_2>)H_0dgt?mgEELZoNah~#rq$$T@{M;oRIf%&g1`Y(&5=&h*ie z&2Yuo-Z7|Z+riXv&TbsEW`#gsK)L|j=CRTq0vHqYV6vYiF}1Fz2P|9ww@K8wSAWUG zJm9hY6vLWzlQ>}E0?;R&@_y58ljmVc_A|U|rA4ouSKmw}%w876C@bUTjh;K4bF>x= zl|nGZ|778sD6Uv|j=a*_%&`4Vc~Vw`$GISL)jj=%13qF1)n68WJ}>YHU%3-C*x#{J zTyeBw7FaPdM^|Mz>;P4EsvDKe-DTgZT2tA(I+n^{T}|$Y^iZxGCq-i*mSWZetgcO- zakBm(U5)#?vts&Or}ZQ#0~|*zGIxr{w$kGWpsht(Q!Mm-O+9*`uG6oLHm+aMSn$~ zI1zBXQaHf?+>IAw3Co#C$eBXJnbO*sI>MQz)R}g`*;vw;K?r=#%b0oIh{?c(F~Wt# z+J!64g}u~;d%%TP$dyOKmEXXXFT(YrwW~;)t5B({*nlfc$W2_s?V5p`M1ri_<67ta1@X)jNFo^IlD)o3e;9){d zS|J5Cw+6pp2frKuTd{jGB8<7sJZ*%)j-{TwNKZ?4FCG#vdW0tn+{>p4>?UOBUkdhX zdg`I!*bZG;o{&IK|5|3CBCa+B>nyC-?1u_d6Ny>@@F! zChvkhue)U4MF!yVG+(X>UnY>>`7U2hm>)lbU&R2pAp+cr18MT|WAE}~WANuj`U$}N zS>XOP8h-sk{v%Dkqe6a@5&q*c0gV~~9rOOCX)NuO&$48E`6dFwr~@t7y|>vR8$yO# zdp^m)&QJt+pWPS99%SnkxML7>h!b>N>VxMU1StzzYYKwm`rux9waNa9WYF_;SpedBF?`7ay^gP<=*0?nTt3A#TY30-%{Wqvynj9I=M36|vjv0smb;%`TS zJgF6MB#737e|IG0VEp1pC^G{;JvkBzPL72B??-~=Z$|>wmm{IjcmlOjx6*N7R(5b) zVOmFwzPH+t^VAk7NmOp$==ffe`0YqoJKCLSyk@x_e^FTJ%U>$7q zo1%~Q=1ieSsNFT-eIn55gaV;rBZNKHmy$%-+_~JZC5dTe*s5Pk61Vkgzq;=p3Q@9M zD`&_SVdhG};|Q)h)sW)O44>4Vl|qo`!#qCLCg1}liKYuGo=-uKh(+0MRIax}FV{oR z9uZ+#7hZW2pM#MmG=-LaH1p}HWjys$N#dk><+qZ=$IZfNUrG|)x*m}a;4}(9_YJW8 z(~`s)1k?8;!7q6zmc7|XCI2_~-DUQC^*Fa{>{n&w@E_!Vci$bahGhHA1nF>mbKlKO z7`*%9zLS_@IdR|7;T8PKeV1I%SHKZ;^LY=$@ZsA(y6=YGN3Hs$TGw%Wao_O9fXgdd<+t^_g*9PN zsx*+wQhrZ4;i)Z|79M<2(r!_f8b$dMRc;nqeFG08rGs23)$X=QPvREb}9t zVRR5h4R(N6^N%1|`sTHRAOGY?I0+SBW=^d77AmF;O#$j`%<~5)X?9DS6uB=>r;W@C z@0Pu6%CdK<;8{$(Q;zOx&$cXS9bL8El@KXdwQ7_f+lbt)oL2;DMOw#p%Bk+QIpo;S zMZuPVQ1M>-+Rfz*ZDB8fq7G|xf@DG~0SBd`7Y|^7(78n*bQQZV!ew-G0_!AH+>z@c zT9LaTY5o3j1h1F0!e_GI>TD`WpazH!JbiHRjV=)7+`|S&1Q06bBBTz4HHtW12j4+} z2z!N^Y=roO`$5xW6q*h4de_0R3NEbDgM?z)8#?z1rXbX2O^opyI3e~kSAZkIC_X;| z0-2@IJ>70-Ef7Lwtw%^r(DB3o_PRgQnaK1?BREq)XXvTavo{D$wOYQoPX_auT#?vD zbZCj>_go8dw@}?Q5f*PRR2eE5qk5vTic+sDF5ZkP?@6P4nJ!f{utfyDL*V*`YNfn$SbaWJ?{(NDLO=Mw=Wx}#51-9m(jiG_s5u_-- zfaIa38OKyEt)uEddR#r6Bnh*kMJ3UYl)LVKJzwtEi>{RPRLfRUB{U239TWD<2FEAMcd%Y(iEQTtU1`Ae z0glJrYX(ek57u}O8iWVegomLJX8z@J^a{NnnSh zTDzu1_*{9o=b9+vo|opDFXNl8;hSaPnQ||3k}rl5t^c}IHc$cdCx(*$G`q6KSGzLR-?b}4mqm2G+m%E9=NU?V z*p=~rX;*&w&8`goYFBpnA8S{Z38aQ$xYJ^XQNWw7&5{!+@=10dkI2H6K;=h{9h~n*T^;OOcDFt4f0Nletg%DLH&E zpUl(YxN~Z~JJRUoFDlKyr?Nv?w5v|gy1M0bQI664`4hD6eWNJXWbcI1AK;|DEbfz{ zp*zkr(D29d$!8a^c){I1e@p5At^()-%hyyk&wpwvTj)zFdkq2qDV1GK`mRnEN$KGP zq_Qg*z)YY#oEx-{i06P*c5$t{Z1iWE+&wUl$vPpo$Y-+FAE|7h0_a*oUXV2GF*|`K zR2mrTeGQaPUOnA>OJn18sK^smafud{FmM=;$~33CO^ad&e|YWklmElsc}6vv?`t~= zgbsorO%wzLq()Ey5eODQx)oFeEC>h!B28-ONEeYVM5Xs8gcgDzy@~WL(tEFgyiWif z#~Ej4@7ZUcv)}D}@zbm|Yd-kg`Tg(vx{lp^BBw>4Wg;*MI_dtT_P(!a*eAsy(WJau zGs(xaIo&$PyF%-Ydrgrer$?n2PBoZrJ&syCJ0Q~~O6Hr2%ZNS%?2|8BHwC#l#RzY@ zC`sM;_+rZ}?yQ8q>fIa7%Clw(vUcNFM`T)HM46=82ku_)3M0x!e?gj4@KP;%s9`5| zkmg_O%3qP@;lh-9CZw5m->`5_isn4Ve9+`=x28Ot{D-o^Udq9vahyN!ZA zP;oA1O=8x8;dDQt3aVtE@2snM;U{V-R2h@xoV(iT0lEg%`xCx%J~oA)*@{t>Vw#W4 zzDJt>wop>YMM7NymZM%Ir`RMsFO^TS5I{u`%W-QI$mJvvMvz1;%s3xry*XwYl4M{v zrcrF&o+Y`QvR`6cSEQgxp?@hesej^*icMQ7)k;oH5!Bq$hHMgT@%rPf8ScuBo+^9G zlC%TUj&0%tQJPj5@q`&)R@=dgptZeMBB3veu_QuL1a&G~gb`}eqj&qCROM6_56}ALebjw3LZXtN?;>r}i|y9* z`Zg%SSS`oY?AFUGww9ub?S^%w)*AN|FBCP{%`+5ZD@7azO8PdJqO>*#Dr~T>D!BD7 z+}0}BZIT}pm%pove0vrCi}W8HaEJN9KR;)2KXc~a%b9;h|M?+ma)O^T0Ql$6XK_Grne|J~1i(N4akIGX;xf~p6qhr1i_5gz#bvF(QC#-^zffF0e1dyc z@Vt|=y)TO_lt=Z*mGeUT_aP1w9cOX`X__)K#KQ@>ugBo*g!WULJrANo#$5L0c#%qY zB!W>NOnVLkLPhW8ySqj~eg*N2n;RtXJ}3OFT$QNJoKGcR7R zKaJmHtHzCG;psmD2YD`PsAlsqq>M^P2dU!eKRQfxx8$VAynF+G1Udhr&N*2XElD{p zBgz9n&fgNlftju^X=cYk6A z)H$0ercVpH@#>sfpVY@OtVHh5V{7(>o#ow0x+z)9L;0w@4E7sbHbq-_cI04i+`&Top#8QwN`2AKUYWvb~JBxWqogA1Y+B2@Ffas77> zt+ZE4*`Iml&gXjME~o-PO+It19pq9GtG=q7NgF|-(@*{MotE;Wy=ZT+Q1}xvU3%%T zH|fJC&c3SSU|R_Ptf+h9OKvJMQczp{mV|=1^txI1!2Q%fb0Ai84!xy8QY* zR~X-;A|H_|9x%AI(MePoxsO1Y>Wc`6hR zFczcAIqDw)d&1AGeW(gqD$@Wj;1n#CSADkL^tppZ@1GWz~cPX3lP=bOM!WTM1sdmz=eUwtjI@up;W;5N^Z`QoEifeD2pYbK!zHM z#m>AIQ=*`Q+qF^*pI}c%+_BEGNu|?0iB71081fk0ZWwo>cBhrF%>)t?c{rc-6i4w5 zmLdL3jCrXm9(4}Y!ebeK{phne?dw#Hm;HE+kP#&!pO%xCCY~IHv@dxTg>87kW z9~1(r&g6)f?8qsN6LP~8k?eP#UjQUK&*dGJPwjJ~4FTwrWK~g3Z(b?T@u*dtY9T$o zlxTy3Lo2IWbT|IwJG2{WV4%=! z!WasoSGZn&Z82?sb8+N(}lWMT=JZxd@HW=Y`)0?`x@3AJQR zz;Z^I&RN4_;s^qOBM%KRG^R8GK?>bB#IFw=>@Nl_ zPZ?=V+#Dwo$tMv=Ie+OvNquUoefvJa2e_Mvo|D1ZPcbuRXl-wFWLlsVKF??!o7MU} zom;wo#F&Mpwi9BulKbBL;T@Zr+tuh+G>;L1gJo?GsDKee)Gvq|F3>voS+wGmGM_s+ z==hY3RnezSUV|mCJA|L;$#C@wkY|mK5K&$-0{dDL<~`)s1Hj zQzk@VD7?B+;R?T@*la$aZnU^ZY&Pk6qClef+OO1&U$6|{(I)}P&UXIXp-(!W0e~90 zB#S;^`wj6vP@g4c1GsaNWBUnZQ6;qX_&aAmwVGAge&EijfE}Q#K)n~P$KN>z*xIZr z#U(^TJ*mAZxe#1~9X?)>SNFKy)CQ33eCQWxbhq~)qW*?H ziBrC=%zCLglsYw`4|IVYk2;SuPa=Lbu89LT=N+^-=>Kw3he4b)+jlwpOLbX!CBLia zm}&*QcSRD4<}x6B;_lS9M74@$*qZV1d)H4axLQgpIp?Et`g2seRfX)(c9Jn6?hiWpj3(57pT0k>m_J$GGm@vz=*OPnR-Zvg z14`qcFD32GsH)_Q)cc=33OF2e{Cbt4c0a`Lc=QWVK+>BjxB#r1ss>3m zlE}P9nkKQ{Z|?ak>Y-1w^voBppWdO@14z*;j{tf-z!d#n(pk?&u%mvz9F}iJa{^Gm z8(3dHJGmGKcRea8uwIH}Hjk5lmR$@EyKE!c{1oi*wI^|j|LDazHU!9QDM^!(SG|I# zH8a3G`NEVlsCE2mPU=#Uk$KYf5$o3M@lVNSb-bD@<5vqhU!|B(CKL6ZYDf8kToL?+ z+O!jG#q(DQ?i@(IeuTW^!1&uVpO&B@&#RLUEqQOc8oqFhe`#p&A@N2l)k&J7O)leyHUQSmGB?(hKvzVe zbNhZB>0`7%GO24MsI?%bW!fV6W>3zw)|9%KX}wb3-nsdl0&X(_+gDwhE2hDDD5#*# zL=w^FdRqb3ywri%whKfaf+6WmbKD5;2MexJQZCOp$Lzm7tsL@hU+j!4^mHGYaXS^$ zR=P*S+!f|B%Q9{mIn&F4`u(QPdjY)qy_=fxqZL(g5kRk33}9J6QG&1;{_eKKtfdv@ z`^kmuy%h&Jf$5{FZ|3&&@#b2!daMUnCVhy{X01k>Dl4QyaabsP4VXS=g|*cVpDb9b zGx5!e7^#&3#HID@m@J~j+7a;$u?C0U$H)ze(KFrNx;)_-W$IqW4pd z$pcH$Ky-GjaNXDi8|IHuy=L*^l;fAYI-8><-zHwJ8^2h<+>)kgo_v#X;s!7^1$q*R zW3>~SvS%C6RLh4D{JZLRpeJD`P6E40)?;n4_ci}R7C>CuhRz|$zBP4FwV(@bax$lc zlF;aJc()YwN{+0Fk=ZxDAG!*Tjn}V`G*d$DyfA$iL86$AB0&9aLk1DC!t9fr$z(-?uz$96c!|)_~JVT|^2O;mxJZCtynnXJ3tTVDjm* zm6wuL949o2^V?!1m$?x|lXtiZIt$QCneLmUx>`1!9m?E1*<7>!DIOz#vHaNES2auO;%COJ%M4=GJ@&@E@|3mN-n8pf1 ztM15d;s`@J(vvvuA9duwIC8Q%F~gnsw4Dx-I0?X=xI-L)UlD>5r zL-<6Uc^aKyR?fVuPLe2Rcst~5rSnm^ix{`#84nk36PNSc&gV&7#YUY~JY24|J6;}j zQGE^K>UZSrg+EYr;lf%k0tkP2`Nz^lq#51M+X|%f6Yi_S}53kS=uZVarH94=0Rj-0k zuN*y>_j*q&L%gd|-nAsZ#PshZQ-A%;{~eO#w>*;Hc1@tTpOUGce7wJb{gb=Jx~e6yBqln(Ms*%x4N%1uv}C7-?(2F#m95_OPlHjW(P1 zqo=QD4yz(g&Iu{J$R5%N><}lV?pGp@KYWrGS$9X?8S;oMjzj$qJ{n%{V!wSO@%j_-gt|+wD_8_$o0JN4KE*0-1|2yJtGa#Oicm3 z6w#=&2^VfkH@(PT{KGo)m5b8Z@pAi~R{Dkk^yPi~AdJ#i&cj;bw)uDu4qQ!aIhP$6 zt1*?RUh#*LseSV53wWbx%K@8B17k;Mz&(2J^H3a-gow;{?ITu5jYH|UIprKPEtf+&V1{-v58%$CSz)bo7n#zejUij7-H| zi0*ar;8E3%s%xo2LAew<{JQXJ#bu!o_rv!ERq|>zB!z=3x?Ol3@h-CFBPY6tBm_fi?a{(f9kqlaxV$>OVd0lOg`?+0tQ&9_fjaXO7S{`LAx*03i@t*V zP$h#?9|N}*X;1rX8%>qjPQ>v7b!KPlme+t}N~CW8)sLN(htrpQ9@QBzH(0k7QRQs& z@xl+4S1Ld9_Nkk^|NDHr;&L#p02o!IH2rmah(Gi17o%X5E<6vLp=jRdod@`MOL#us z-y)QVZA}LiVE=@Vr*#C(4hNB9{UgCKQHU{R25|Fj*iszV%W*YU=@zB*B?_~bP^~uW z)?1BB=?Zp}nzDF4-g4~So~eg^)}+<-7W+aZrcAiRJ7<(v3Ud)N<|@*CL+HgK;)77c z%0}mAq*Y$ufjLKq!WJe6D=r%Jyl2H}G65|}eHLONk`+9vOKn{jrM<`lx1*4cTBDD* zUx?${BvapGLz}*}B#0`Sd?>ZiUISk#Ua=!HnSu1DX|Brbq4_w1b{b;PB&v_HrFiXN zQJ{dEa*6^k%|+U!8WgYft)Q3QOWDny#jTH~*{@X;+Ye{q)~4LCYgK{{D-}|k4iygb zyMz+hS0vtdf%EV8nm1RcepGG#890CTO8!=_WG8U`w3`03n*KLgO_^Ar{eI6zsX;V{ zn5g(@;5rP*Xc36NBa{3kLi%(BXNhzSN&gJwHOr9575Zw5dzW5xhaBQ7{!|1G!$9^` z>hS1_QO=C{5u$332xiU6(`dtk%tNE+4t881yTT@TWwJ+5Sk;l_v~XzUM=iqSD|NRY za6IoiK767m)W^gZ6gt>Vbn4?buBoc?I!zy$J{0Z-&M#KeWZS*l`?==H1VHy;#z0}G zC&2!I-cvp>^04sed684XUhBB}H!MD`GH2zR0{#%l9Dcm%<+>RM(`JIII{;)R8uG>i znT?5?Vott}JM=K|a-4ii;vWH-FGeS}=HxG>%xm*%bb(s%NW47>yqa~0X1vu@yOGy+ zkU10GDVvS}Xcr7M>h)k!$R54P{Xs`MPQr6Cw*zNQN4@p(AL>4w0Onf`JLVygSxr|L zp!+Ds>psZ42guq`WfG~TfbQedDTcg;TY&C^yk}g#4bXiQrCI>Gk1=b8g1#O=_d(t} z@7Y#3D3N9j=sxE18H#3Z0lE+JzI7lOFBYX)>jTVy`7^m&lqLs3d;pMnSNEZasuWTu z9k4c`X6L)jceH z+&uMjBv&Y)2fQ#97ePY)z#@ztXGM1Aq^bXl(}P@x*D5brnG#t|-s9vAtyGPie*x$| zIK`!_ui#atu>0Jq%e5THG~tUr_!$1Ti8QhE}V`&+1Aluxg{Lg zH>oQra=QW1`uG)XPZW@UKd>WkW<-Z6p%-qhf4Gb?i#`SfPL;5a7iY8Mcqzv(N=Y{( zIhSJ9Hpi5M0U)#eiKMGN<2Nqf5MjEXk!oxRxzZ5UhADSUGdS?&F3fzcc9POdz2obC zZlklk{u`_5iUCU_h}QpR_o#Aie%mj-l4qp|n&z8?EA?>n%EOs$-3O6qF-~a~!C;Hm zeY|53m~~?XbRX`brL4+x9%{CD-AB2Iz?`oZ0AwZ>tB_Kj_Ybzk1DUJU1m=UHSOyn- zf4iTWiiWD%XQ9VGU7G?c01HD9ZuZK{p0p5Nc zW|3yu1HCO+(9(bhGWSf~_dC@#bZ{jxm~F~L&9Spf*)luJZpLcHh8z^NLPyv;t%9@p zbP;YFW=}|E$=MP?(MI=`dg{lgqH4U_s zDpfRomwJPu`5-jiVRQ0)+D6OF)=K6|(TKtxY;$=3@_S>6Iln%e&mYlig}P{fT)9+` zhFpId3|(vZdB$=bmD0F>Y(Qt#5s~VQcd! ztHa6yD{e!?!I=v|@lg#AWCoCUzi3Rq133IPfbKw;zhkZa6S6tr0QwW)@H2q^tpKWy z2RQ5$o6r5K*nDKW*gOPPJM(BL=!$Yl%!^y{b4P-1%N!dHxfr{4Xs6iB@b4=&e=9rP zWinTvzlVD(qv^%(*J<=eveS24`DfD>gFKAU9Md&BvQx!nD#Kmh-0v3?I58xwUexnY z4ok!NANb}d2*IcJsKXmT^Av#WROAGr@%(qPQ?-XnE$X@{OaEfo>Dq9FB_6ltF0hUp zjSe>2Wilt{P6JHl3W1Hu>^7r~Dbz^n#&qGz^u`Q^SP(l~#$b${tK>?<0=Ts=OlEzo zV$tG1PPs3|3mqJvb%+0A1gRcn-5Wf5=!nqV zQ`K*cAOqI6@$Uuju2Tw*>-V|KasR07v;%=CrY5C=4EjCmtPB7TT7t>BwV(M%5D^mf zbIM-31O}_ZISatx=nT?8GLwGpJTO?^lkY{M#t~5-wi-E}{-EoLgM^2Xm88u9%zIHW z5Ys1)Krc5Kjn(l%wTo-|Vj#3gxMl>ZKwJ4}7y}YP7=4}L{&;=ZwZy&9^n}_6lbHeP z`Fo+L>&k|5+Va_kBPTii70s%@k(~;A^)fPMiuB$g#@{`R4l1QR zY4O7Q=89$|(rh~b-(0H*da*9eZpo`}GoK+BL}emi%i9m>a|9FZ`sTz}OKfaFE-xBW zNO8z_^cLWNbLpSR%|c3<>cMVj4GBnXLdrx}XP;gyB%pO(eb4tLfZ_oTk5n~kKhvNX z$t38d{olX_4-s@!$kET!c}Co07wM=}(asErVH+aHidL%_%|DAX)ZxDyTBB-l=0zF> z3#~Y&_U5!uNN|LXKwMt6u~F9Zw#i|^q_z5cM(;v86i37>@){hZa!0U@2)=`dK;975j<(R!Wb^t2>_{PU)sldha<=Dl?H=4a9m*ULNKDaPp z^)cQ4ZSv*h@k;<33@A3ITJjUo%3|6uIVZjh>nfGM12{aaISwj0g0gt~U9oxLK9~cZ zOVVrywkQw>01lSh0Ee25-o^6VqJ=s@<^%o|;J^kaBxWmV5TstD zr6?L@7d=HW8)#&P6zmz}(9S1~wg)F>Va6}I=aa|#E=3y@jcefn4$6yh!7nG}1i@_; zsZOcRo0B(j`CV;PEA+K5r;Z|RI$Z@U3*Yoln={z-fTJvOaR+AHjMw`&sbY$RC1?F) z9X~6;p3p0z=Q&VV3K;7et)3<{$`3qpsL!cUp?4u%t7H@qetZbuf~Kn2OM zi{mzGN6^dfrLc4Rqp=&K;re}!Jcqa3DSFy|2_Um_2i^HQUw^cogZ}Y)?$f`2J-3&Dom!tSo{Dc`ayMjNGnm4?ZNIM| zN6;xy^)Of3o_tsQF-pcDoj;i~FZF2tN z09wNh#L>v-RL9uQw@@#Cv}U0J{%i4vqR7w~*tLwOU4;YAqdI%6ex0Aw=A!$OJ^AVgp6OdAgOi70K+Mz+NJUGw zs46iTlt=_+1lb0#iy)ENVfuTm=B_obK0< zNd+){53X;AOb-ZK89VcwM|3)9Z*XN9=Q@$wSMA&frgPr(bV>g2dACC*pq&H6A3|Y| z*l(VG!>kZkej1_% zJNhu!g(~?QyW)?kDrM{W=SYeeZrKa+i)>$+zA8e=FUGmyklR&MqDQoY*lmyS=N)r| zpe_V4Qr`w;W-B~WWCI(9A;R7C-`xrL9Kx9mf`*UPKFD!{P*-w75v(6RSbln;hu{JP$NA_PE=4+n+PDYZpNziNmW8R)(9sjPEAicCFi(xFa8LVeVgi&vMn|4+!cS+ zFt*Px=X$ceHh#vY(eDY?jXjZS8eF3>MUhM1@G#XZi>702{RHr=?sL|Z_;uFQ{ao_i z18<;Ur*1(vk;1+s@2u3C&cCE=Gyw3vwzm#}CQtICYd<90spV)+#l!qpU#1~=7t_JS zuYqUv($c*_+7fK25?i(==R=d)WDB2eQskt&r5*c3Y17Vh0BFB{%k%}>uisudSIdR2 z0jZb|a_}w&7-MDl+ngR`We}@8r=0ohh4GM!eTwHX~8jgD9pKj{MR;mmGLgoReMOJwCi0?{%T))wi+^*gk z`!hu&{H}I)K|M;dBA8G%6YI}iy*TLr5;|Y7n=lI*6{~bv3~bI#!Io@anrN9I+Qe7( z5MWFJ=4nQcJZ&^StANC+&TGyGNdf=2_T(9<`+&o`@`-qi*Xk_Mt`Wr%yH`##YA%Cj zIhAW4aKZJ9vErL!s($&+amq`HH#f)C8}eIo>zA5Nz;!rQt=lS;movjRC-qbcI`QI< z1w$|gqJU)37o6WEF>MuP(>sA)DVW%tu_Z3-BT!i_*^i#_V6Yt^FJ3L>-J0`uFZ|4* zvQ~8yJr@#eJIq_WR%5WW5J6lta#m&iLpXXNo?&yir~WrgUw{{E*|5>O@rCJYJ8%F_ zNW@k$cg!D4%U8U{ZY4<(J!3lvtmin8Xwqyy@N^btqoV>%j@q*|>Q%fkg0o*QZNN_C zMr}3u72r6|u zay^8q6NpROkq6;;1nCIFI5LP59OQ-^LOHT>19m0|7Yf1=;>51*bPVIf2y*65cj6g! zI-u^%spovE-AOFOkqza1SPvou5PVmi&v-aXuR6(DIm@cs9?!I$&xNSUA%tMAdl?C? z>Dez?x=u47g#BGtMqImATrbJF-9@?TdbsMS140nD8}V*>B<>d(-LG)F@2Patw{m~1 z2lQSY>_%M>j2=#+9xm~hf0Ug6;(7L;XrpeQXMYNte-={zP9YVaoW}@%Eo`R13!Cfz zMA%I8zaVUWF!*mRq>^qIQoaAMkSYxnQt7`IQYrs~3#m(>9~M%Hb_%JdcMGYE-xpH- zzMN-OTrx>-0LeM|EL3NCog(lziY$rI7i4#`$d`eI*9#=FA1S{KsOQu?YuKYsEp_Y5A8g{*Jq1h{8FKLFrP;0vkpAFMuPy=JV7m&vne#BiV)doSm&YvyAL{d6+4CitRUB%_XN0SKtG_gMib9Ho4J){ zGeWMlUY(0xElRWhT%)zIEK-c?Npm2k(1wtsFsu7goftGI28C8j9JE0$Twe>RBOcM8 zI1x#uXIEh!I&6+Kf$D@@C+9qD*ar4ZAWDx~Jfgbe4Q8&fB4&}v@HDRdrjUB??ci!9 zN98d(e?ADOY)O@}rfEQ2_ux@@XtheYX<(Ge5RbyE8b(#2;J4m7M{UGvbq+3s=AJ$* z6m?yc#U36}2ZZRG9d+jQnJ@d2hfinak!sUF4qu7TJ>}fdXeD#})xN0_aoQV=*b6`* z)e_8C(;d;4RgJtY3uie;U%#=<(DJCW|bNzAx^|9cqccjwuu2RC>70X~sLawx*y;T%-Ow}n)rWj<}f z8G7l$W3U#9wz2)pIwM*MIIRO7V+RklSrw?&&;LmwRg;;}qaSn_c8X}t-yRYpe2Y-o zUAj5k-Yh}Qj_|UGbnCHnb9%D_6Ka+vt;JMJ>5qH13#q|I<~eDbV@DVZIWmN=Z?1}J>CGR zdu&e_8C5cJ%)zNK3A1>NadYS2Y?GT7m@KE0HTl(~HP$ zqpbUBU!Ifq+aL>&vSNZs%^$O}?---n%ptHRYRcVMdh5G6WC_3~h#dfVA9g(4Vg2(S zhxHd}Tf=F6b3+VL*bdy*!b;Cp#qMrQ{1_qV&>A6>1oX3wTK2xYqOz*GrnauWq47i0 z&pT~F?o1!XnVeO*5HN^UN$=TAMZPfp&HfjVJz{nkEWIX)#Hkce$ zb@_Rj8>%3U>cm%J-l}%uL_ty#Y}XM-muKawWSDHQ>-^4A|bD#FZGV{g*E#4;@-VseF)eb)=8iHn#BO-HaT%XeO-P$Uc5+O zB|N_|{}aqv7IB+aH>{b{_XL&Z!w1*9cFF)Pu-hby>upKBZ@1@9`!@i}*{{>)6f^O0 z3}I{RH*M5hAZ;2A!n6rT=%w?8)2A)oZ1jw~i4+V?O_2YwtpROR z==2O?zbya^1KOymvu?E5PozK_^~m(B$4%P-hBTm!nmXru8T*+j*eXv}`OnG#_WQOY z=Ij$9ggxXH?JYtXcj=}TudT;1B6frdBGS#mFmw7V2gX$_OPbSs7n3jdOk5)tZ*`wG z%k*;QXcM#dcE)eH#rUk_&MvTchr{jS*SN_24M`Qa@Jgw3@?4jh5v)17LH&r%l#U z>Murz?~142bpn33b^6bpHGdXQxi9}D>QekHp8ii1PwD?c@w5zdYLDF4;^~q9PxDKcs6P>NWz&eC+BuHz}PzaNWrTM=QXt<)Qy9j8K2-Z zs_;PdGeg`Z7agzOe*>W=L4Y9sAX+&P1XUZr`|248T$`zeEQ{f>6!W<>?dnykfDjlP zIM>4@tb92D4h|w^xHoNd59-ev6nmleAssS^K~G1dD536==~?B5<8i0jzAm5kr5tTI z-1<%N6j(l)(=!p^r}kzK7V$<0YcCg}Y>4fka?x|Ca1Y%pNU~lkJO*OKIC#b3=?x3<>r&FC}1~aI3hq z{8yGw5AV~!Af29=90m+vbO4r5%lPF}im^Mn#sC>$bO4r5&NUi%qr*RY*&Kb50%T3{ z?)jDCC+Z*svEuIXX||s;N&ARdQVHA&=Awl-Omk%w!jLoTV$Sx7vJX+hv}{6ohUE^; zXG96Ja>i4&Z#n^mbaY)-gxqfLe9otT=3YcqoGQ=oe{$NDbx%iyEYUozx8l8{ur-Jn zaM|=@8RR@0T74-eGvMVc0O@oup#nXAk(NBfuF_F`*WNU&!Fy2Xjabb+->l&9Mjhb- zv3dja7drl)tp%PQ5^(MTo(<7)>+KE= zOSuhft2!d~O@3)M!-5X04aD{fHY(V0;N;#|VLzSKU^BJya{U9aZz?jj%L(pV9#tt` zZ)@11cl#16nL&I&-~$;FK8LsffBr7PDc_xPCtv^-vs=)Ayc!q+VjG;RM=* zufgnLpH=FN?FFuJ=vmW%DT8e-AYj)ykRuky3VMe zZx&^%oYpn7T4>)evw=f6Iyt+zy19Ei_4M-g@%8h67VtdqMNn`^Xjpi}%g89?tJiO$ zV`Agt6B3h>Q&Q8?GcvQX-{$0^^70D`i_pcGl6R#)Pnd1#cWWY*3Ua2pP>&~i>;CVa zFxCH)K&#Bsh{?>_lfSB(9@wLibT6lKz4BphzZ>tDs%dP}^p~nB?@ZxhtHLBuFnwVB zbbVUl}NxRXUpiqk32#bUhD3E&ulq)>^7k{btVai zf$Dq(cUho8dy8=t%NHJv^dz!2yb;KsKCVcxZNsfZA@cX}fBw zD$BpreC7Z8o~c<)OQx|k+#J5#eb>is<({3N(`x_Yw|3-%!D(CTleEw6NoR5e9csuU zOt!GAeHw7=nz(Bb_;9}#jz|szVV*^h0MEt@A-;c^;6wy0Me=8N9?Vf}F&}2#L~FMn z%vI87b)+U=QM=1+S55H`=Ha(XkDR)AR>}4?U7Xx|o*TOl=AwSwrof)bEP`SC!8~lv zTkjuvFvnL-*MJv(Q0#Gz2~KAW!nO%c>nV1B*^L9=*` zu($ckAPWRQunxITRyJoy?}XIP0yr-WkD~cpjAau z&%AwG;lO#pCk-{di#e7>(>{W>BT2pM=r;8HdqKOInm+8ZW$~8Jj1jS-wkBaNhNQmK zk+!y<2-q`G`=+}P1b2{feY#0c4*|N71nl~l(u4HU9%6>hl+Q(pLl4Y7)rZ~Lm$pi@ zZ)=uB13SRnh2Jv)pjF_(e1FV4_(5s!DC&DObYf((l0tL=e1k_}9hJ&PLV=S2nczrqP*T_gWqPo7Y7nHci6xy zT4e^IFdItSLRw;0R0)GGKvxBXv_Pz+ReppQ(lSJ$-i!D?@-+a2v^Z3yu(GLNFn}Lm z&8t%LH4REC9D+II)m~P992}+5C)$u#Z&|+(35XhgHK@;T`dT$DmWP}}fc7fhBDgA5 z(vl_Mlv0YBxDmJB_FfW_9*&u0hKrLoYg%L$fTj#*^1D7tuDoq4no?)A>7A=z+Kbto z=J62k0X9T=vq)+c97VnbOwMwKV5dFJVZ}r9qm4 zF^e$x=BO^xnkIW|F)6rY;sR`AUm0i!ivm197wE47OYURD4#DpJ! zcv_8I%hp0KJnh5wTy|Lf=(p~XI=!;bgmqqM6+Lp7%|4IV9&2rkrKpy&T8gsU>;*2G z4N?yC6;jyIhT^p;6^AX$VqE`-L%6#G!;%OB$Awsrvm%YRqi9FqMGYipzm_-m{E|hT zfh_v9yy^dt`Oza2yCW%L^sM%~oAVDiWQjE5K=U{}-lA+%G<`|H{=o z4nat-*Y8Ne8Q<^p_l}pNpZ(xOM+g1S(d!RBljBSn3{X5dHuzjs=IBu1m23J#FVycR z3Gd3JfzHpEwp9VKF`yhjil^kB<&|FrE+}n>e1B zoHIV2lwQs=k(}N7U?K%IoH&tMxI8|Qh9TmeOfRGVb~TUtWzhr-nv$k+x-I@_HNUt! zXqrJ|mnU{s^B6*gFRS_8hjPBTGCDQu>Ag)jI9jC2aQ*Z;ZduqzLr1# zBHcTNPxnI2jn4TXRBeoaWmS#l`g|~kA{OR;q4o~*LP(`ztWa=O?fp{=p^e_L$Kx*4 zJ-D$D)?OQXGPkPE$a*2XpCV4Q;=70PgGPDNp<-TPX>CXr%-QF4)Bpl?BlM7gkDkHW*+<2W>u%KACwBv~jy1LZ%me zIF7~R&og&O6!k74Ay1wS%$SMA7~DZZXfgM1MUROa z-AIrJ#s|Vla|%4S5+DN_TqijZicjvJeYyPQ*a5tuK{><-I?sLg8EVQugkJ}EIyC@a zAw3vT;>DXLI5R%hsdy>JSfyuSbh?LHZpo{Rdj@3wF|NA#wVV8F86}KcW^beLb?}n(kRZgA(=^aMc`gz_EiD@`*ke#RxMpeFpTkgjVt@e5OrfCN##+ z0DZ0Y6eEi?ps!`RQqW2{WAT3C*1VHt;V8ecbwg6`GJtLy_L;FBn$TQ-XNg`-F}9xp ztmwcS+A`&=J#h!H+Zif zW7(-yn5Qx525lOONWfyw>yiJby?*d=;oW1$#%cweYW|{-;vh})D(QLUpl5OZ_b84t zktx{=1q3G#^2i>lzJfLlikT$jyUA32vtB49rFMwZs-sGgY9ZK}pp!WJNv$5|@0ub z_AW*+WlT!s%&ng>Z5-s7}1K%d7G+_n7Fn3 zhSt?MaK{hzzVy4kmeSXCfYwI@aWJy0>pLr@PXzF?*29hvAsSSgvFsB6hu+W_qO8h! zedl})x<9i3$Bwhg^FHA$gG{=))qlDUNOJ}xa*lh^q?unq&rN^J zyg2xbvFxedOAQ^`+M_0O>R_X=BhH_8qvuTPfu=-%L<&4tbqXi)rLe`d z??11wrGqC05^4Og!Y~;_I#gloP)AVcP<*+S7VfmQLH=t}U?qm=)T|@5HOi_(EL7Y2NRQ%0@{0#F~hzpjG>}F0W%MQe4=jM^YBy{@q-V=dkM}Gh2 z@hgbSU%h#Vah-`R1uY0ii}pt&&fNj2c@`2uDf&6j`Lcnodk&s}!NJh9S2-_0s_OTYD@~}`6aMD z9K39CB+YvTl?o3C8|XWVJZTcBTI@M~Ue!_8A`_CxH+-B=RpIJ2WSFsatZ15ay}1R! z%L=o&(<5IMhI_LTR1PnHK~?YEJPuqtPK%$SUeU+e0#j5^FON&vuZ=QB&o8WHxEcXd z)YB}HGSWQcegVMEL+K9`=#kZx(UO#jGN*W&g&}Wur>M=biFcxv&C4!IleNVE5vuw| zTlKY&EBJ9hlE$aG*1Y`NiFi^VlT%yKwFY2{YRJ4^9hsj+vmWUJ!Y1&t zmXc;aQ_zQjLi=-2;_OcVgImS=;Km$C2z}bWxpz9&JM55eTMwtWL<< znocRiH^8DOT6QE>+T&uxzG7jxWUfZbZ-Iq1PK!yz~LP588e&=C>+;n-BXNWQb zo}PB)5ClkpGV`<%wfByyiV;Xh0#nq8K^}k<2y7+-Uz!Z@5maOzkje6Xh8U*EUaPx| z$RZhJfu8!vL}qbNI(#m9M6yAw-rnLdat%9jhWrNElat3^?Wr4;kUI3iTN8IY8s`i& z%uW#mqmR=GNkEhpN2aGOBumCFKc?D8QIddcl5qYQR}9RY&N?3e+ipukKhD~ z$X_cAftNKIDgv2wW12;A0vwfSG4Zsq6G3-BL=g3E4|>)`82gFJPxKvEuZic`?t#5& zsB%H{ocCkw=YxC1%4K^W1vqyPvJ2)_tDxrtv#>(~eqzQK|%$G zBxzbOyo=2K9nn_GtUa@YMoi(QolpxU6mF}#Pv|xy^o6;~A?;J|C$j{mwzf-Z% zldI{J+jR?S5>?RKBd~(mu$$$FVf!wdSfSO5X1!z`2WYe`%Tyv~9D}g~!h0-gWDm-d zib{`Og{|)mJV+GBut{-A5Yig1xg=yFL3*zk()JO(ldqmjTy`0wIM0{Rc9P_RnTE`q}XA40k^Rk_hd!ZVIO4F0UYA+)E&{0i`aQtK`mUCNpa7oMzSg|rf=0jct92sWyQ8Q-M^k<`CcvTg{`L`WJBcE> z{tI8@xYD-R}9)F%&;*wI6tY?18{FTwgz;HT;}MvkYj zu*%Q2aHq#5BxgNUqlsk$WJ*XBh{gs_Gtx1|kX*J_JwkEy{!yI(0lf=DK|)sgM?#Ky z9OVqU7rEvXdhhkxQ21T9(EH&A^`vp(kA|Pfw2-C9q%qmDP-|e%vZQ<@xUi&r?QXBEy0m}4taWd$sJvk*n5}%kLD0H< zgu&IidPsSG2VT`AuW(S=W25k`ZcM-ETRj_izPSF6i%xPbPibOilW;8wXA_HWVO9i7 zeBZ0)n=|svu=6#Nla~9v`_lH)yZIxutAP;C7G}QUlL$81P`fr_xQ=}|7V*$r6b=6E z?!Wr?tqLD!xmj%_$hq)`ya=4_f>F0p^+G?zQsk!;;ffc0bVwK%$pZ zZsv=ce{{1pF3^o9a(>PbYuLR;)z3QQr$~txeLEZ3{pcX|Gi&T>(XH3sU`j}}++o@G znbMyiCl{Sr^}D8R_vhpams|?dHDFUo{LYB{%~%T-#W21M!eaq zT(4R7A%==S^;mXt8K>2TbV0QhW!p8<<4(0$-1}Y~_6%2l=;QRfzsO2&GqJQfZX;D7 zOQ&Ju0s@0!U@8e30-Qb=P&vcv#ZM>!O`-&f@0aGV&+87eEZU^!YJJBFrs3#o#i{L?>_`~jT;CaaM)6q5P z)vNJ9xzIJNA6)N`WmN*ThT6~a-zQQi+xc_5c@uM@NW%$*j6yk^mI$l*dR`e?GHZxP zQq2Fw338)r?5|S3cm;dr1YcN*3{k*k`y|PDc;1NogA?Qlba%^U9ui2AmH!|@jSG-AhoF2pUKFn zCJN5K$CCKDF;EYOxH5u(A+6w??T4LyUov&vlWG|)g@RLoiT;c1sx(Oei*OIa#1!f; z=J%pOAL(NzsD57Za~=l1`!;}=AN;i_=C)9BupW}-@wK=^jaB;+Jk{_CyR;1#hH}9I zY;}Q^1ptb9_bsQlSAQXyYIqqM^ME_He9Bn_HW3&0X38l)Aq64H8$s zH&O%t{0XgMt7o(P@j_dXgocXz1ZJTL!TgiyhgiKRZS_M~WS-%;rn$Qv=&hg|89PPU zOK+vo4qRAE?yP%FApd=wdlB#BbOT(7gnhU)M6VtL+_VKK<4u@foO_#qw)Qyk1tEHA z-&~U-BkUMuX+CY^cLL~)@U6!n>moQhp)FJR7(W@Zu*FYIa+ve>JF$p2h?=hY&o3@P zx(7N*$N-Itp2cd8#P?~v-4aWZHaTZceT1`4T52h*bTBZueSEsayF+DdRuj`v?2;n z;@jZ=93@(FvpVY?J-3TQoI|En>20O`a$0OC!p8i@nNz?fE^*L}c=SrIUxf-=$?Y59`{f+TB%uw5FoUYm;ftFco`cSx*2)x z1H2+LymT0VuM)B8wTNCKi%xHPskeKtZhCWZyO{xeq`7rGdtdO?V+lIplaPQa9K2%y z-gV{X-^+cvRRR0RzFDU>(y|~W6!bR&AgLYf%_%L(e4q*nxjYHlhZzEGCoCOve4ZN& zyB?5{ES^E&i{4GQI64$@rx#`dL>4=knlmIeQ+_6@0a!Q0PW6r^0E=HF0c_j>^Adq{ z-2M)ZNG<|6{wP>seR!hvAViwLhSR_|z1rwZppYFPq&~pG2#}fxj7=nn?|U7{B$Oj7 z5VaFD^wJC7G>)M5ys2FtoL_;kREto-6vDL<+-R@iuj=nB71HQL(JX*m_a@Z)Whg^T z2)jmT9~0%kO=!nz=vRvkV+>ZztzS8HpD)ELuUng zC~1?z2^ixzps}BwNi~y1Xl|)=XXD~d<2vx;(|O{*HpE-c#?R14+a!@&CPlK6CO9}J z_#q`Y-A234CMawrNa6#)4Z=RCR6n#634-DSgGhcgB!)l}!kNheNRvE_;-khA%fU&4 z8A%)5NwNLJ@y_@uw@ErHN!dxn8G_-zq7(SSUblxn4x%59&z zK#DX^nzo^xwk1aunMAPSoTk8)c5s_^LYh7rl_pz}HffYTL7RTpkp7@8aN$gF!;B2K zmW@3^#YWguYn@4FwTJ$IB3wI3AWtF?oj}nV$;h}ea9ku%xS-g#=`X#~F$$50T_Uh8 z5!7a*knV_y<$+id5@e`ROS>eTF0sso#N;bb(#SZnU;s)a6qPiK6F2jdT^3eh)}9Xl zt2_f_NyQsX)EDHwVidwJ01!(i3hu{!JwRL=sKdU8fQ18qkr1n(;YsY_NxC4_?tDXp zX&YD~CCWsqS(4 zsA~Cow?BS;KnvK*2O<<`aplI#V}-CF#Wfbl+vl{?7fxpArOPX%6co^}X29P?8tFg_ z!=wsX#|xmJi)sgu^IVFs+6x=!h^yy{BoT{X!O{MV#TxBJoqHgPWc;?|;*mL&1{XVe zv*OV`%)SA{N*2)M=aQhY;)MbH#6}+RTZ{SR*fsmlJ}kLLxTTLtB~Cs#n=HiR$rJ}@ z=%+3=ygTkFf@OVbW!X7j-0jP{^Fn(2%DT)cNh3=icNCW_5u@kwEosV&pylJL$_JE9lnC$OZ{020_T^lvFyNbu<+(o6u=pf6zBovSd^q+*H=Rt#Yt05kmc3 zGhWFxUo}fpB}QJ2L0c{FO(-#l&#zD|_0mqRs9M6}t=JEgv~OMoG~Y=C4!TkVL9jbn$rt!r`h}5322ER0LD9ky^MkbtO+ai{ z6#3kiCuXEY;nokEt#M%W1hlq{v4%Xm7K`y#H?OuJ!!}~=7P#(8TMn#Ej1>VN=TjXY z4iEzm5!$)~Z5t|wWl6x=pEoB~VF&Z51lA~c#h3s$Qm?D_5B-Rg6lmn3A|w=;jEX4q z2eL#5XzUNDtcnFWFB?d>JH2r_TTeO~!9htGon&s#MM)iF;7%_SYH;dlxsj3u?zN`o7H{(6YFq@|6N5OG-yIG~phX$2X(9 z6`?2JPW5i}rS6v=i(9mQ4u*I6d3h@b3EDapM@K!D4bmkgoC(%MF;%^A8;M4d$l70B4Y!m z&H!_0e?c*EM)M#fTU{Hf)XL^BfFr@Y(#=3K^h#ndSVXt;HLxQ^TXLnhcWjUi)-M1Z zVt@@@+z(OF46}e$ri!sOkTlVu!;G-urlJw5mEq4)h?CYB6<-mP*Ae=xfmEVTokI<+o(Fa_Y=l31{k$g9vvE`1rK^sAgn9^m3_u~%il8^!gwP` zxoL*r#T96FBfw!`mLekABgW%bV4sNM-2x(k`=AJyE>0?t=y7<>nBaP0glY_cjWgDN zfPlxI{+<%V^$oZ*IYGa|d)ln1@LeFC4H3?msx&qPiWWL*{)nj3f@4Kl&+iVzKA93Ir`B{sH|d&?rj=RN z{XbVjGY=KNyH8#viUL)UCK<+N>qUn+0Q2Rl{q(AI3t7}@k_c6gKrE$6deuMv-_pGF zkY;)363aEbHa-=H0nwpzwZV&EUv6%rA)%GISE`FWsZ$&5Kuf(P@vx=sZ%ccNO9zij zyO_)Sl*<>Q%U6d>mto7-?8|qH%kYQCT6ZK%?|ROdsO9(_Hx0ON%Ua78+O6=AFm2Bu+H zkI=j7M@C}R7+>y|NAgOx?!tM&!^fd}O6}vw!+VCfD#@+risX+4r}9L%5W2R^;yd7D1;)Ywyc@aF9vIVMt`P1A((;oFhJJPYnL zJ}x!Dk&?ubqT!JO_(&dlBnLZ^T{)5g9NUj@tI{0ToxW*42VE(H?!`clV#61u#|YF% z*t|$^D$omT5bEd@qQMcSXGL_{p)$<|-ZF^5b6>^oG&=k+ME{g=>6AqLl&0;JRQ$}6 z3W?0~jDq^~rR^z$?V()M8Q1aQ2F*F2=lQ7lxj@^w2(|7t_qizbMF--Aq>7@r=Y{my z`TMpD#pMfS_=PIZ>o}S6Sm59GKf*(=R*I zuB?}@Y~WXR)Ysp|uYVd`J9u6@Md+!#pLe5Paxa_kpuPc%-?(z#_^I4@dfo)5--O!U zghkwhQ{P64--dAB#;M#!c-|(b-=^5!rbgVRQQtwu?;xCaIVyMQo_B@mcg41MCF$4Y z)c2L*_tggXwVwC&>GzFo_sz@qt?+vo^+SjFLzlrrkLN>Q`olom!_e}>2>fA;`q2hw zJUMKEQR0yn{Kx@)>{puQggq`iFC|huu}VC>GJIkNJS}<7?;lT0wLKnkK0y|rcFLZP zmw}hm@J$ss{Lb^~0UMaM7M0`df-ac3JJ(TaUid?&ijHd8*7n?7Z1JR;mC~m#6DL1* z6I#AeW!dtjYL2~b|Ixd1jl02GENf!RJSgnDaEaZ72ud06xr$q}OI_Vb`w1#C+1Y~$ zt|fgBpFTSam5{O|P`*_!jllF3&!5NAbr774eR z)m4@CCZexz?;oFE-@_3xnCxiUy^*nBDdyX~?DWT?mJDUGf7KmK#Q9|?-=4NNoJ!mq zgZVpMKW#LFN~U7LclyD24ug(R<{u2h$^5o!Lj^w=N7KYSftYhV|HeoDS9AIQB$WSN zRrXwqxvRnXKe>EncL)iuRlHck4PHfxe>SZa}zq}ytjoBX{)E*J8nXIC=KajM@m-F5CZ7sCxJI5*=b@?Bnr z6WZKPX2h#PGju=w-MnmY+NbphUFEwC8RAeJmblD2{=&GNXnFI({6aE@qP(PAbeBG>?nSsCo9(5j;IXwRy$eQMyKqT@);x;j>Qun1n+Cm+II!zQs` zTszExURqaV zQZw!NO}~|4;?9r{e7mN;mW!-KBM5ZAUj8yETZg7eE~o_pzu*(-p+8H#S=Zem-FEkY zs0!%)l!+AFcw*ydUwgjQynrvg`Z#jCtH~!Pgqk(dRJEJmi`BDNIo;ZmUp`;jM5eaY zdVj1{9WEISBNmr-hqQisIJ4HJiaj2JgG808WsdO{JCwB_r6xK7cXmVzIISq_uBsll zswv{$ck1P~Pj?^ck3H^AVhq|$h;eKmpN!aMMX5$>Ln*}IU$2@#N@6~YY=1ZO(dUU#xA0i0J}g<`%$ zc}FZ}6hd&YhMEeHh9_u*2Y*sr$4RUuV5Vvhv;6zaPo7&@xRVHw3>~poGkOoUr~bA>^U8G^s7I9f?r*ucz{rBJm+-Cf?7g{Eo}>~?l?GIf;FoW% zm%oePZVJawXM)0V0|iG{|NO}0&!EGkL&NdPjAcP_FTm%~M)G#>Pr2jM!q#G$AgNW% zq9jCMolWYFjK2VhxML`dzf;DAou?q4PKv*LF`1(qlmAkV#mssRv2;l~hfK~~MeXck zqJAfbQ-B`ehk%QRnW%^O6LxBBnPHL)))aXgV2^!7h@H|0VLI8dw= zK@u~r81cy2UnP{ub@)3o0Toh4Y{ty25xrPOWk@LR%}p|9?0`AqBBR}u*a@nC{z*`mI{q=lHb59_sZ^Dzm$279YjACHZa6UeDMs=pkO`VEF(L#ts0&bpk*P&B_ z><}QO_@%W2+U4>7)I+0q4gWl@o1qlL*TP62^*X1`9G1^aNZWqA>eLB)PNQp;0ciYinb z@}d}dsGOz>y}lVm5Z*b6*nX}$RE#dPEHOIchnZ4>U@lIOOfQt?l|I|Ktu^P29&7^V zbwO^4MTJ1hu#+>Oholo&qQLxZ)+_LE1)5Sx&N>?lI%;*T zaAaG^hU*GS*-$(Fh? zdT&>i`e}`C%0_dalZG#3_dS*mLQ{)BE-l4GDb%imrl_~i9Y4CW>P=Jr78P{pi+gmmpgzZG z#R@OK&OX#J=$@^?yQT@d+LYCDeSKP5TesaZNXGrJy3V~AJoCuNZtyUKV!+?6pf4J4 zE3?Jf7T)t=<5Vn2WZOX6x$K+A#fG5hfExTbT3C!N)9i6TKK=Ed!6)I`H%EtzYqvq* zR>q3umKgI<5*W45QRIG;c~?pZB7DiL%PcfoF2*&6Y1!q4r^iTUy7Y$l(Otk#F?c=a zgVM(~x)n41tKQMC$BZ10egtrv!HBT)7|>IX&hv}tz6WeoJo3y;bVJ4yo@nSvd+G_x z^0edwBho^Wf(Q*H%V7diNc@23)vKSVY50Q!&~Jiy zd4sL&f@)C+3(R?P1JLoygbIq^fgv?yE5@zR_^p@yLvu|eE1p_~~Z^pXBUeV`F1 z+(B8qd2`|4PGL<^VJqg8%d)b`um4Kn$s=(l1H-2c!>Y%^UUde+5F(Cd_^uNp?&>2R zNKh|kA{N!c0fLdQX(B+*ks;R+D9)6?hDfa2$k#F`V;IJw%-+Tb1d+ZWeZjMf zXFn4o-Ay$%V=q2SS}Gg+zCU(7Dpou@=50revLLBygE(B>ndhT++;beSFQCfF#B9>fsH7?6Wb2cpY*OOP zB$VlzWLk*?A1*+BZBqG5h}s{*Qs-o|$mAemNPQA=ZUG*`7~~5SGA#k&GfauQg>*C! zbtU2V%|ZqmQhp1jPTo>_3lfe7LB_RH7iLqJb}6Qr31{Wp^(#`Bozr%b(pqrS)VR}l zpa^6V@mtK;N6tu<`DrX_=~Cqg`?3;F~4)1k$nem$3-%F=gcH8z9Jx?MGiAV?d>z%+7TWK5ENzs42>DLGZ}AIp-ixJa@9<#NGLjL zrbop$M$HT>dx%U%X3{v|g=vINdnWGNEVpq4OdNoUIRbFS&m<#Ddx}`n1t?Q!+?td9 zS}xnw2tg%Zp8}SB-yLv6+L2n(IiD>jlfTkjph5`#}|qV|f?%{f@-$ z4$(#^Z(KFc&@R?Z9^07=$(1aBYb(-Eo+2kc-zEW3IoZbL1pFD0kJg=UWRjnlTrg%> zklcugK35RHoe$mPjSwotNOsI|G0wF_fty?6XEqj=7be{?#T1YgA)OY;!V1F7i)Ky= zn;Y>xSa@sZ5FMloV5>!r2s*yp#r(L%{)I(waB&K(I2oZNezmw>qU3ExiJ)Qe=*tq1 zuO)F_CG~dS+*eE35lhE?^w;D`H!Mkrz**VIihGT=Ekwo^u#yRyvhG{pp=BJ)bw7yo&UmGk3KL5}nEk zXaxhL@-3i}MVOdQ0qf3%h-$tP$KH-tp(?Mxve&7~`m|EuzDk0;nlz(Il9fmd@;YLm zDiEP!3tY*SQC(tR-3X{biK>R1pwTJnR7KNW+d)>onyf>V`7m!v#j zgVkPh53a4atEn@o{kdA3hfo)+YVI^2?fkVg`!%J*KG|7ca)d-()NEbh>slm;^mi*N z?xtGC@;c*NqUga|SwKTPq~U2!OKQ-nJGVgrx4u!W0jkreFW1;T(U7Z?_VaE1G`O*d zys6cwz68*uVMS1=gEJ=E6x-f3MblVf@88ut6Q% zFgS<C=J3gZ`s@`fjqvaohC%M9GmKj>OjSZ zF1-~I1B{;XH;MeA*x1{RrT4@d6g*#bfl$KUYx>IXINfvQ-3yfhR6ISl7)WMaxC0Zt zreJ9Ywk|5JE^jv^H#h8W7^*>vFRs=4Ho(0)b^sB>{v|np`AKg?Gja4nzomux=SToF z6yH2snR%rZ&MYxNi=*pKp)@6m`?h~XyiMJ zfoSD}Ok;yk^1)XtLjn@QwbodrUlEIa2Y4iuDBc4H9)_p@!+HuzD~dq5A)uVGphz?7 zv?B08VUTtOP|7y)YHWC6p%)7<#B(CL8;Yj&6L=tuI7fk4JT!y~0rZQEuy83Hv8f2z zt1uYC1du=%BB}V8x>OQMHxDBlvExg|1nBI8#KV9yT_8eOIw2(pR}WaFhzR8!#^y#a ztWt0b9iuNFWE2Iyc}&fA`#rC#%nHGu!O#|c1PWpny%Pn_i)f3l{ARVEOd{7+X8&EI z2!!{h;E8_tGxrlX-KC~33ZxhwF14QUPadBpP}aPh5Nw~6T^v{z8BJ{-ZBrG!yZFNh z1B@I@zJ(0F!oZjNh z;^KVj;=<$N66Mkc=F*nv(l-0jp5D^V;?jQVU(x*0b1sj$d?mVk{kXu+HOB-%fLADi z@`q6y{Ql6}O_j3GRy{1Y>@GjP!?UO5&{G6@hyv3vwX3pMV%>oVODLineHxMTH$khP zXr2>xaj|kC|8JGA!W}5}f$!boS(lJxB!_k*sqOI?eX^ACJwS($RfD(lVq%1QA6MTh z1IcZ=6aX7gxeZz92Kz7IOCDw+4(|6)t!Aqm8m0K4v`xLYYZ>oWS<5$d!*Q{X5WX1; zX>mX$^tWX6F}`q=+lC7oD-%9$ZYBx${9!}nTtb)lu=PWk#xZWo6N_bsXXh)z>u+M{ zGDAQQstxC(9!}Uh7B$*1G0?UB?q}g1Z<`%w;_Z|tf;jz+XexY&@*e~JMmXQou1X=k zH`SgVWUp`ukDY4Yjg(u}a9;(ypBzi82HjU$*;fP{$c^mRDIYZ095iuowS*tEc?s7e zB5g!-DB>JSDI7Xju&Wy$&W0bVK@S&44#%*LR8|gGZ8%tryJdm9s^FuY)}zR!BNf=u z9@X)&*s(IrF_rRhIL7g{{_*Y7@x9Hl68LzR0}0f&t$Dgqs=Tjee}Vx&sogoj5kDpH z)XDNbAxuBD^gSgr(2PAl&3PwCDSk$0aK_+y#*}`>(sstSe8vGk z-6O7_b9rxr8_$Sqwe*|dwwuu9n{fC|B=v2y_-(AgZM^4gV)|`z+ilA7Z5sR*N`03p zewS@^Kq~ZI1};MV*9X&{WKpjw4VO>oAYUS z^kFXjX~Ez*oxdNZemY2(Q665t#2%aQg)QrWw?DykncuraqLXEJe(t!ahqco3|5Gl%_qyrOqjUXCu*Ifr{rpa} z?O5Xm2@MO6h>YqL7BG{okuO?=>OId>j$*v7{*rmP-N@G|u&J|4WMQDt=T9D`U;GQh zTYJXP6O&WZGO}{=z7ZCGC!?V9K~u-T*v!iIhoh^fPe4dS zOadf5E3c@ms;;T6vv+WGVtRi0Kgs1&h=Ko@XZk;6{{OK}|JSiiAG-RLc@y7f+eZ6@{%o5*t5b@1RDZKgpXZsP=oWmsa5Swe zvMugrY_|0VbF z?B@T)eN_E}`)C5+J;?mKZTkPFf%(@MD8Vq`L*KJ)T8=~L^w${ZyYcMef3r=gg1`82 zAZB9!lWm%i9}3_(4Wjz~>c6v1pVg^rPArMt!CBCE>83dvk z)b~4!FB&r8V>?OUq2ff)E({@Xml=wFYbcM$B*C-(WoS9I7;x1Y&F9w;1{|x@SSUv3 z?`**Q5`CVsqxf%Re&`=JGyKheYheCeos!@8f5OO@c!4JN7x&Q~$SC;c{%v;?z-*yjPWlrzf-UlCWk`o?FC&yY6Hl<0-qq!Q5e10hqe>7dKojP ztdiL!c2f4VdohXtaRP3-n3OAm|3T)<2$qM+aIG;8325`Bb%b%28#5i$_wtW$hX+vj zQKLU2@W_>ak@?h&w|&YCmC+E`SE~J+ekH7MW6JVPCLQeoP2?Z(389;uwAw?aSKs6Q z=$i6p%?_KEawm6bo!f7u44B7 zeV*z6fz0>7M7-1SHetM<9s6f8pZ_}n7tkgIHct$wt8aQH^Ar9e^XnR>!)zRinifx< z$@~c=TgU0YxR1J)>o8l7{ibCAybgA*WamjN@=WIc2iufdcb?>V*Xlnf^Vt9aZn5hM0DGGBn&WvXK2 z98cnLk0ns(PuX9Dt{laYNHFR0;NYzDn zWnavR0HqZaVAj5hFYetv3O@A{_gdHBx+RfFJ7LdnUZscM5b8d!FV#118PME~1T3AW zB)r|#NWUWpT|z3VbK5tj%7nPOBh>~pVSGQnCOOgHGdgaWnium~j!3!4E9{M zTpmbUoSWR+S^ZbO{$C}}|H=m$E)n;?g}eW+a1eO9gbx~}e0BbKmTU}*-avK1M4oDv ze5!m+;h!R{D$B)znxg44!_Htzh1%lTD)Wg#y}{a&`8vDxfmDUM(#0mH^S#Bvy0Yaq zFd{mYVtx5)XCOYS{!o3zdT%7HLYiVj<>p`_uhr5}L)G>u^j!#*Qe*Y*ME-{&{o%%% z{r_ptrvFN!gRchA_%p2q(#4yv1u^C3uLZN!?yQAy^)Ri6@=ckqhY4)We17rngvmF; z9>DxH;s?epZPa&?0`F)$rv43bI%c>EELG-YA$y@vAVBk;3`tRyy6WgET+g24KmU=7T(7mKlIH$CUAnq|hw+ z-$hjGw*&tWQANH<{6j>=a2{Y$qQRMZ3laHlxQAOSnSp@Yq+Ic~OzMFppqvHAimlw1 zg4MUuo@sZ3bO1`1d4R1VTRkFN+v?Rn@(C; zZJRGftZZ9umWpg!pN~Ck+W>G@I~WMt+O8diy4bD*gY&?y6GxoQzKcM`+P<5_pxC~L z!uG(vm&TLrd*4yKT{{wC{@5Y@&WHv=({VD*KfC+?V-fX_06wnQK({?&64Ln=FN&X@zR^s0CFm)wNTC@ zfwc%$tlN!f%_V`&1RW~ptrXiM!L4*Fth=4egeAeZ|U+=O)X~ypo=mB5*GmI3kDk!N$8_-ff2rt zC|0?{0PVV_xaY`K?bczDe!BE{mF6JaYSxGq3`T*B*`}{zFf(ic)A5hckz`T{gb9LY z9fVosr3eggrrwVD5$By-$AsQ}S6&kic+{1}&@8YbwOO`7iD94^v?cT#i3^p}-=@kT zQi_t(GqE!a%RYb#b8Sx&O)6}y(zT}^s0CHv6+uCX6+<%^{DSL4x`M{MJT}=>>s?&9z~LSuishIs)oCh< zsG?>9K+N&f2BqS&dhv_~FP;`3Dz~o*=lTo2=y+~$s^~7q+kNTr?^vE0mz$>Jc~wB1 zPo~FgFhP5?3HRSviGuXBs8`OTKrI+(mjL)hlSRjy%+U0MUN){mlWuxOd_#&KhgHtJ z_+AHR&G;`4i<1wZ)Z?tKn=Fw{mvkeXkwBF%$L`l z9vIB+9@_OYUiiY$rq!by{_O5AY*0L12Ufc0p(Uf~CyC;xhbx%7HYCemf0`P?Qm#r4 zVHnC{Xz1bYv=Fw)U9UOiHGM4&pzvcIcF@1g|Dj(6eQ_uBJP^3zF&`G=^W$66NqPhVasE-XtNzp+0|uF=s^U4E<5_}k}= zUAsAr2?@g-&GDsdu==HqhDmKjY6<+Z^vC1=FxLGPexg)STK%_eB{JqJtgDKq#r-b< z_w(}{*Nu!2i|L80-`6A8t@n?|Zp1*E7gdWl6%QwzGR=d;)aPBiq}@!PMAm5x?0b3j z&l2n0);Y_ZYZ=FEz3c^6WK`~cL!K@!i@iICy@m73su~?4gcr>?@8?DruPWMFj(&`~ z&K)mZxAcmh1aP`#5}u+JVWXE*k^h<$hTo1wv|glc7c~rto~4e8ZP&Hk9_gfP&s}@m zbk}#ELelS(WZ<`?+p|5W$dTZb)`x8s_}x4;qzMt@`~#|9J}MmE_5$2a3Lksz-TjI3|R+-2{#QHVYt7&Cy|pENut+m_;{=Xxxd`_ zW6Ap4&$xc1HB{;IRWsM7+#yVnM%KIuaC#BwEfA>D<>yc0?N{--G~1Us(3i0wSZz^KzV*Z#mtYd zFGW89elfobY&3V9iqnHX1c+j6N^EX@3!@K6_~_6S=z@?Z6)+R3Co5tk5b&EMY*Nb_ zn>YAwm5I%DgG^-VSP#+}A7uF*XVW$5??__r85Po>7>V-Q@zz}axFcfc9RMvr{N}yc)y*&b{788j z00TgO#~g@P00hB|wKqZo^1s#k28SmGvlIlYUWFg+gbUU<+|HQnB!)BO0i=3W@q&Im zTmV2gv3PR82U!4hxiKsY1!a8CJc_{}0qS<}TXNpKlU%nfw%GBF?lTVx6Nd&N*jf<5C1;8ggP9JOSu&WgJzx@+b-x4r=5AbCk}%xXb|;1q`dbF@!G znyI<$B(wQ#euN}yn#l)%=GW-R+fe3)IF9~w_Sp zl^nmFz(DxAwsC-IEPir2a&iVqV+I+TH*m`000pYYocYMCjyIc3(U5AY5s#$(h22t( z44LHE+0RZJG@>mpU}^EDG3%XOmMqj3ESQEs6f1C-vMUFgXNqMpM38Jysnkd&Izf0e zK@z!3`Sdwk>vN9wT$Zj&j#zL`ST!f_oZ)L!okv;WtKCFOd5{k=Nsmub0%=}{b{Mdb zpV2PQDH!O~nCCW^=W&JDU*uE1 z2N(Qsao4_(#gp|iBTYplO;z2_H7@jeZ3%Q~EM$ZgM(-7tkQJ2+6;+ZIIa=n+SQI(W z@xvSM3PTzTn_Y?mKNnShF79$E?ny50Yb>sI0j@b0W+(WOv4DaFQma2^&d6uZ4Wz%` z;gCWuSRpH26Dr;KT)O2_>e%RDo)Aa7mwq%?dLs0WQz%4D%WKTi>pnVfkfpezu()`j ztfjCFuwR78T8^Moj^g@!lT$V{SKc#MhE-I=h!gtJu}qG!gn}jGN=U{o*m`Z!nrI`K zLjct2k{=yh$^@xoX{ux^DqZ|+r59H~SyaF$tfy`q;4Dyv%$!A};8}oH;XY6l1CdPly6Vxr~o&a zhdgvuS~k^M&)2f-d(~;jD}Ab^4|I=^tvj|1UL!8NAPaGHAh9B=CuObo6|VQ!sSk9m z4~Eo-Hr0pkXVB49*a$bo>NLbas=^=*5ls!r^9?EY4Qb?!(ECJRueXxUjrowq!luUJ z`R47=h)7<0Q+y`kMXlfpsZyvdC z9~x)}#B@6Y{n* z;kK^9>^;}E8%Wz-Q(N<3&C(~52XYut1P0QD{B!`*py-fm z?$&K?XLTbfKu>!U)NS^b#(>l8M^U8h*4eBonTyJ6vaP3Ra&>6L z4=Nf^04k$5N9`AdxOMjw_qQwLGeTh!i(9E<`(uGe#K(Nw{nK%^CLwRu|wIJa<`4##y#90Vx#}u_K+n57uKc1$nscd9Wt_Hr8?Uq5k=WaVqzg3=tAl#eu^4WQU%v5(|~) zZu7gz-=Vd?xk^+xAAj?RPH-zt2n_!gbe|AfoDg}OcuhIkOh3tS_*;y9Ql@1>7IT8P zWm36hQZ;q*{qUsPWx_5CnLPU#On=A@SBj3@hy-{WL}(u{x0OyKZL@ZwD5 z<4knwOswc+C~|k%{4n5Q_*+%uMKiyHqWsv$Sn;8VT=w+5)HzA*xuV6n(}TIQ+qp{0 z`Rd`hs&Df(nDg~5^Nox1b%*l}kMkYRw;#jvo!=I^F&7F&7fJ{FMjjW&!iGvi77E?x zdP^2&+!yCk7v_}~XNMP84i^_67uTN8Kf)G~Rz7#rHN9jfDNy)b;Hvn(UsKXewaahr zMsM-9<*!cWb0zbMas?o^0@Pmtd8{C(t)R62Rmp^7gfF-0$&ZV!5-4|+9j=f(t&q0< zqmxNRwMHYhcJs}kvS>Ebt#M_ju^psou@G@By2N9%#H+u=@3Hhce4Vd#{Y~1s*vNXB z&Z?x?1_nlxDAtC!$A*0Ax)FlTE)CxhU4Ha?f3y}%{zPu5V2pk1VdD5Lt5_Za^2U~J^8+LjMa9G z13#%!?%GXNE)d=8J`(p7OBcY8ucRHhlRkQdeMBpMBwxJlq5FF+?X14(kV9oRab$r- zd_FH^{&mDzn#Va^+c|^EybyIaXwCu{-;OyJzxq{8281;s>!8QKU zq22M-U$-A^S75ip%J*G$N>@euN1paAO7P2I?5qC{)kT^6Jkw+yGVHg?|h2->D|9BXv+2wX>m2$yaahN`5@f! z`MjFn_wyzG1P2KV4G$3$6&D#B9UmbhB_}Bn^)4|p@$7`|I*s@!)Z(O6C^+#xRa03# zTa8>}VP{umYiVC^b#r-bdtnjQe1~V%oOWFcntqXSeHT z#mC9Z&BwX7NzT*H#oOJ(xz|77wy>G10(4eE+t`s=$%`jBn&enOT7fnxQSP!f#11w*ivm^Bxszv4pFe>H z723#V(Mxf_C@@8VsVFA~|ClC_^2SY7s#mRM#j3@FhplN;U~v;n;a95Br18NpCfO{1 z+Dw>`w~y{NcW>{$qc^WEzPQe6pkl%VTxLXwsA@ok zf~*rH-T`gdDl`OUw;<5CL?mk0T48Th!zOlZAscND)xDc{Z{NRxJIcw&Xz@EW84gKc z>I#D8Q%!-~(l!Zom0H?nx|L_u%5?PhK>{*6<`?ctst~?A zIIBj!&cFasJoLn)|B6Knkzr}A58|tFJmhkVOUE5|RAac{fDBT|A&LCWxZ;rN!U9vK zY7#065_n(~Bsd%8G-Xss5|jrJ2;(Cuv*e>oBFM_}sxoK0P0I(gG_wym9#{*^HO*6D zEh6GHpw1|UK%h=L&Es%fyj4;Ly11Q#AQDv+^1S6ZQvOKDc zLxt0f2nGWM9uxu!4C3VTIHfXEfK4hHeYObDG}ACNH{xWJSv)b&Qw>4Mu+xt#hL{fn z57Mn7PBreV|H@A>i`duBL+@R-PAopEv(PcE_>)~W{Y9k|73g)Zjn}Zk5gSr@%ova& zIqulwk3m+UfhoCz z`-&dAr8^K9L8ECf$S=QnP?aZGc=#3;AOC8d)mK{~d-ZSycOABHy%Wc4R{w(S^)Ch; z9G8HIDg$jc(MHQ`+<_!2J*+#R1-G)JB~wB4%oGxLA`V5c2qpr|lLiA;tbY5Vk9J<# z&M&-{|C)%fd4BYl-i;{!YUGDr!+D_Nwi@f9B_$iJrCoZ_M(QlqM1_pW583?l(N7!RDc5f@Sc-0;FLg3jV=9r9dGcs`0S;P;F9ItCH_l zcsI4&p@aCsi>Th=H^B4_F(05;x8`Mm2WX2;Ok5(Ho~SJ+GSLEz%2cnryF0QeQZDivc!H7m`xe<+3L%m5jbv^D4H|$aCLl>QfTl}BI935ZS(UfZa1Kioi8S2s zHmJ!#XV7@zRC1@5G?5_~W`hRIA}Bq)36B~P9D&!S;!6TjDr?lBA!mL`HdIb*Qdjv% zaWFa*rGv6)Tc;6VTmD8cD2VJJ;-4Lk%$fGE%jl9ov!WkNWoDA*Yln~~*a z(doo3L^1%=48S}>fSLgo01XddVinTpaK@tPY%X^4`! z`EyyRkU~JOh6iYztUeMAX?*gavtmlac4jM4S0D~8sd?gMG=deV z#G_FkU@BNSZXCGb;RF?l+jM0R2{NytoPK)JeCsOWa?`Gi9UK*5V< z2o@-W+b0f~SOOTddSMCZE140}WT4G~9F@W^S6B@gszIO2;%8an1yE^trfqQ>s4_PC zN*Y~d-4Dd>a)=iKrr!5DC#JV9Ow;!-vUXmNK-;{|7B~UYc}8 zhb@d3Df2ss8WwXJDx3y??}oIIV8Esy0Aj6lM5@Hl#R6gUK&*mgpdj8Vatcz%s3xc3 z!<9;qLKMdpXj+#N`;o1LyhJ8RqoL0sAT&hCOd7f+Nmp>jGS+}yjz34S3c`%OtQ&)2 zk1%A@JWLH;p;^0ds03$$1*B`JR4=hCT6NCL$swI!Yg#tKH87K6RkoUo@PPxN7>2OXpFl8yIc!r(g)+HJ` zbg4&8iD$QfWKDk#7mIb<0*<;=OpiKl%Dc~GQEQ%KT(HWIjoa>A|A8-1SGs_-HJUJ< zY*1Qv!j-8=vETLvs&C**8x>Z71^5E0dWhIB&F;st^@q141L##C_q@=03(};Oc@HCyF2Y7p9TUeUL7|lDXi0aSlGYk< zu`F$kD;Ef9)8I}aeNgScIZZQ!vy6K$`QGimV};`6R=071^T$CRa!O!A0DmZf69hnj z1E}DeY9K);wSIC^Lx?hhSIwdRIdt{|1ZW!TGS9gtyVF3O^w3 zj_YF)AH!`9GcMZy@$iQCGr3`#c-q>aS6Tt`cFXl;E||!qxIf3aBivZVmARznc3fjv z{1rrHULk4`1r~i_{l8^V!<8^d74t}4%tfxUzwNX7qN^8p0WEb5Ny$)rwVuq)bi*@^ zl4faAQ{=@re(|fBiIf*Wxhz*e%AtRNmV=X=$vAxz5M2sUD2GXuipsJ~L8IqJN6|O` z#Q`Jj@7vg$WzB%716hVq6K%893qd6V zp3YArOr&V$=E-6KvvB9vChT$4;g1NT3GR+@vMmno|E?UyYE*LS!<@|oF_7BW?i;QR z+vLFm5FiAf%?0D(+XM@A$c=XR>O#itlEftk@8I3=05m+~;@n3M(C^;LqW=b~6=Z}w zIBns82lO0*BQQ%^Jb|SaN`cM`;YJGsN~=ry3Du6_g;*=%(&P%GVMdIwwvOP;!l~n? z>GqATZ?0y>(aDZI<({AcIBi)x?& z3qB}<9EDv9Q7t@W{r+IRKu`4e4PP3_1300+>dW5%W$3aXm%L2Ch#-PU0lugOz>vx6 zpiJsc4^g@-P;TRH%!6Jehgax<#Jr*HB8-m||HHvv#T$02stn*9xCq1)rymTba2V%r zR;53BrEi4oS7e0*_-HT`uf@V46UGf&5@HAwLMdD)T*fUd-ccBAjFGG*l9ojQltL3> z15G?AzeF*W0HrJ@ZiSeIff^`F1d?9bC&2o^KB@#!V()DZ?!1nUh1RcyhKv-ohc-OV z%%DjQJGhQivpsMul99DVyfMP{;$)|AJVEh!}C|R`O;qtdScmKpFa|!VEwLi!BNW zv%}UZ9n=bN`cegFaPay;8{dIZTBQW>;oBrbuh`88#pSOw2VDM&uD-={&Z9H`iYQ4U z>&j*|6$0O~vLw7lI{HltD=RGyC9`-YDlO`QD30qa(wL00qiD!^POtu?@+_Ou;@r?i z@MPme(gaL0I;HcP45GL$g(g*zB?$mK36TqGE*J>rc)~N(#50WEOWv9!m0C!jSjm-A zQ4D4%hAd@1Vn_~ZZ4OxPcw8xx?6b-A$LJ=$e^C3aO z14PIii^v?d$OBmA1FnGXz+tDL{~)X?td1BjFAl^pP4pk=;X*4EK}OUrMkF&MNs%&B zAS$WHh5#QesVy2L2Ri{DDZ}^R3x?)14f2x=T&X{crV3ckJp+m=nDi!*jDj?>g(xUV z3xGZSbA;%#d6vLF-Lq19?;{H_Bt??=rt?hE^f!`^n~JL@pbrlepadLXJLyypst@CA zq7CV7Px173Zile6<3rYCAqY!P{mf905Ku3n-|pZ0R+h*4nob0G>jg`DpU6( zQ%BHIIg~%*z)?Q{Go?VTK*Rl(Q&9PIJH~@h35u~gZ%{9;P+t`_RkcqqZMIgGwlvNt zIIiQ;G+2eTH}H_t?%++8|F2FlA?ARzS;f>@q4im%HCm~)UnF!7C=?&AfG+%D?h0=l zI#tA!NPwb?P-O5wlnAKQHH^ZQ*>-B?I`CV|VOt$F6ZXYCj>S5rbziHsU-|W4$skPq z)d=8F4}`CL)Bq)ibzvD65)>9QZGtUe1mn5hTGaP=lLtVmA zA+~cSfVn_6H9vM&*+XNY_GD$XYDM;Gsg~Y?21b-~YBRQ1i{e++tYOKvY%3vA-={kP zc5MfiZQZtQ;kIK3|5ZTpE@sDJTOWf2b}C*Mq(!v>jB>Ud!h$o#0gZ|lT$d#VO;oE6 zS3rt(r&zQ^&0!s0)RH*!V&67%<92g3w{yJ{VlUxfHD+VXwscMR5YiSK?i6LcHdR~q zb+MLpW7l=DHgz#UR9&`c57%WyRUCk7XtNCqWbk+0p~4CPc=^Ku4D%j%_e4RrWMnsb zX;*q-mwIQndfl+|3U&{k^K`xUd;cI0ZFgBcw|qJGe9hNo8TVk^+W?TYSR~e1vr2S7+SX%4@8$oz;}Teczl=jdLh_)C3t!%7<(-^ zf^St5aQA4z|MgRQ7mSb>T%q6tq>76|_)!BFXbI&UewGeI^?6?ugD-f3XSjl8_=ahi zBMz8{x|e}{xNPOjf#GL>iMW7`xQGW<7TPx+`gf4P;cz2&!^V|(@y;F@#xaLfV`>clT7>8{*hxIs*vzLz9 zpk+B&euFoF&`68%VW~n;FjJTu{xa0~h}lB5cmvrnVc0nK_>M0bk1?5#VOM*dvrOSQ zl!H}#{kSI6_>|W;m5+FRd1#4?_k9KV1C;keb?St}VM9fjekXN>)74TntiozAeogd$ zsTP%u|5=rhnQeFYQ`}gTo%u{l`8YIrnlrhYIhmTT*-(vQgPBbYM%5hN)q^$c3WoMw zhjxEEvp0Sypt=XQLVVT8t_@23+Niv9|nOTo{pp&_v-&Tn| zRhR|$GQm|unRlJR0gTRpoKH-Q#i5HJ+HZ@Ei7i?M$ylBZI;07Dq@xx1iXwq`%b!(R zrt7(;wb_rkd7-Hdo$=u>A(~P{cmyB!c+25_<+q(F*^lqpre&I` zX?m$W*;ku+rK$SkNZF4CTBNm_q`4XmSea5>`5g9EkSpwj5BFy!^_I;O90*q%&N|y* z|9Kon*d3twADY-Pi8ueV^CQF;!mda!+qef;31ZE~ptwlVR;)GXE_v@wV|@bTDi#qj0Z~?JkM>tSsy&C!CAt`Ji76rgz1jG(Wo$x|68ZxNL?S9 zu0520_v6c%jl^#~+G~AaRh+;d7S^#n&PXPpvsTp;9n}$?rfr&i(SMXBaTkkLz7)YyU2^_+;02B&P&|jN&eu0l+QI`yP=bG1-|7eLD2IZ zN%lS5`Mu_$8mDi3&ZD5HsQARJpx%@FvgQ25>Ko{F${c2{=S6VmD~;D19p6pe=4XED z`yHEE9UJx;VO@Ufc|z95m)1)@>`lJ6S(SYw9NwE~<8|uX;TPW9|6G`j{+r2M$2EM; zm8e~be#BoDbH~2##lB+5G`16#>j~cx9`?ocy6S0u@u~iX#~r`#ow9u$esea&p}1%n zUIcSomfQL-;eE~{-#}uX@fE-ENgs#*UGNKk^(TSg{r>g;9@o3v;`br*HmD25+?IpRcPvgfQHKUU^^!X#^A;k3I-}+CVIa424qyPRB!Ru`o?3Z8pZyg8- zgo1EbJQ7r-53}ifLZc6aC2GAk4G-qjfG{W!k4II7y;=E;=?sK1xPXPFhxCUQRyjbrO)6go=)es+d-ormC*8wz|H; z#>&pp*4p0U=IZY9_WItUu6hm=3vu=#`tdC*Hyb%4M>9WDOG8gvS7UEqcWZlRhjV|E zi-V7wm!nS?3+35a6uh6cRkbO+na)e8L7A-~C_v`JKPV66?TZpGAr=+wj--pY?i@vR z6(wGrXmKM(jv70H{D_XzLlvY>hWe#)CCipBU&4$j6XwI3#x!NhiF2pUo;-j03<`8; zP-jaRGCBHz1RkYG@AUgp@XFLRc&O^Lau3UtCQ84a|2f(<>C>ej_7F`gbgkO9Y~Q+# ztFwT^hoDfBQYB#~-@bnT0uC(LRRm!+ACmN#ak1jYAsIh*EE4i$$&?R2EDL3!W+q{n zh-p$4>D8xiti(HQ8ewN9buo8}EW7gT%a(7~#!Y)SWq~zK;vF@3IPv1fk0Up=_cd%! z2jN1OD?K{(>DJ$RL!zWL7X(kIj^+O3pm-<$(x@igkGm&n*WXu<4}ZRV>WPcp4W9B; z^8Wt+0~nwR!Kl(4F~=+eh;6ws$eV5pI@lnD6E>Eac%0QS8bM7U;GJmj3`Ea*SXdBZ z6BeYWPys2L*CJ}HwZ>dK5(T!XNrNtJV&3C z^*tFSlv6HZR9Rn@mJoPqn4zHs3an?r7hfnK;u&HZkS0EGP;sUkorULALQ9~PAeDDY znJ1om#zj|6`RS+Ek%JOisG+Sa>70%>F3KaLJ2o0Aq=|M?9)=lm^`?e*6j0^|X;6V; znwgU51rwk)aZq~yoVVf`s*ng{XEHA7sI8Jdn(M8T>YAXB!vGoRp~Dhe?0?Hqx<`|I zGOMSv%|fdnIoiotR(P7Bcjg;eexL;#BN{Yfwx7y@#bUyY~7ot^gD4AVh~*|0-))9ln}Hxt@6%1(;X}8A>!P={@%P+%>%LRtcsN^gM< z+#wH>lfA?o(0~LCA`uN%v+|iMO=S3z(T3-~PbtoWYnYe`iI$q-sW5W?quda?2)-hI zv5TB*2g|6}!!x4MFQj{$>13|+Qgmf94IaeDvmK0ql}b9Cqo;m93@FGoD%&e^X4doI>M=m*t*{` z_hAOAh0sJC0;CDcqdaX;bfPNFnJ$Ge$&)xVrVY)cKn?m%g4PrnplpXcX9XrHCS;X) zP=We{=ORuKEt@ae|6)LIYEzs#HK!x_O*v(1)gE3TNdU!68&m4lmA(su+0Y zq(OctLeYoFVwDqWXqBg#iYe_GmhQmtEMBwISNjUqXKnQpRlO=<8CaMIvN5WPg(_p8 zN{yXjraa`S=RQz*o;0nmgD%P@A?;~aEJhQpuw+PJXS7(yO0}^CL+FnNTiDlHZ;dtU z>R)T?*XfAW6ByOZ6o5L9fCO(0Yn?(CKXr!AW~?E6OB%XNI!lz=HoCWsPfG=hwp0)Z zw%QdPO;4Lz)Oy#cp`7RcKJYg%u&6{TyyD~d88j*?)nlX8Qpm!qTKj@`oqwpVLSeey z|ALM{!;~(8|EEhIW!e#+ZC!&F;-T4aod&rU8&m(BG6sC)V>254V?yF|CA}WZzy%($ zbo^wOa%vU8DlXPxg;_fMemBN2t_)-mCZ5SQ#J3Lfi~;Bpg;t(wR1#a?hNZy19zPh1 zWf0|jJ<7%VLOH)u#u00Q<=Pcv*;umW7i~rCWfEf|w<{xShl_loHYibwW{@i$sv@S- zfQqeLAfXn#u*4E|Hmz_5?h18mhZZ8`q+k0op~1X~Kk+iVSza`;x*KH~KYGR_8!wzj ztHd#+X=|k7Fch-*CCnn(4HHX4`xIy9;RPf;IA$_aYXa#hOB&X_83KQ=%;;MiNx%^; zG_MU^{}gJFc^`l_F8-eBCZLW%AtjP?Y1ZoJ4V## zB^4>gHM#xMVu&U-((0BqyE{^2^4++}PK>4*{MZ=@R~DNm;^-?|O{rG{Jk~OwG<$H`Rv@#7pJI0CmR|r))Y=gP$(4e*fnNgtLIh-& zI^Bj0>6AAm6Zc3YQ5Fi;c^_U-;VIT5Aj}d?Y0OIcf%S6cfV2st;8n$67>cW8i0T?`u0;s?UG0qoAau$QCVE0mQ)=#9}P+qBPVF6N=(N0U$Nh4&4y}ED8cPWt#<#&@;s1 z1kwcpB!kBI$sgJYJJOzGbs($d+c~Dn{4vcIz@D3ko#<6xEX^P&vW^mvz(7WzNGg)g z(1kOxLp>^ig3tv$4nl~fWP%s~3DDS69>VfygDFVFo!eJ6YRI;TbFeM}?012EYd&&MAs=7 zT{(?RQq3I5q-2Vo73L&q)mIJX3Pe4Ca2Cj2BB3b^q%aO-|6=+ zAP{7H0%agX8&FOokEQ}sC?i2iB{I}bj_#;^>f%5Wq#`E8k0vCFKIx6Bs6Jf8DduBx zVySZOnnE(pE3R3W;^!btXI(lcZnh;+E#p$MCtaxL95Uo~ekOo2qy-QHW-1Ar4gq?y z=VQJom?R_<;$<8ti7_fBg9@V}nxtXYW;7}&Vk+ZyqNy{%BCYu;6TWCenq+ic;}{B? z(THPJkkDy31(`^U^leBNV8IfYfd&;smzW?|q$5N8A4T5Yohm^R0BA#!KpgCPa2kQNI%fe4FXuw*Hg_M?lX8z7R<(>y1gIRhP?C^8a(7*OLfG@}r3 zq(W}zL*^Zf{2g&Zd4ZbBwjCcz(0s=-bprJm%l0@oB^ zG`eLH=;sJYV@PU`R0x82&LZ9&5ri^Cn)umhw1KIO0n5hExBLx;;hEyxq-%C4eesKf zN`#OuYmG81ltv||2*k1eB0(l(k(w6*{G=*iB)9hKMZLz;I)v8#Xi*M#%&@>rNn~e|3O(PyvA#Cex=+Y1|W>3!#Zql)+ytt z!WUv@A^5A?+Tx^MWbK53WOnQ-6eSq6>t!P4f1;%??x{vP>Vm>2Hl;~O66&ME=b_^2 zGzNrQGU~;WC1hS^{CF;{K`Jq-?CSnz4TYvS{#mTDrcA;^7_<-W9B-+mnQQ)8HlD#s z1|YFM<6-_JLk0vf3MXCOX*~+6T82TMb}u9FX6z<`c?ANvIum3@B=&Br_F(I!25WG_ ztzn++$kHvg>MEvkD=*qFL8xVMp4f2?E|#jC9D>2FGN&GPieYvNW0tH%sshYfESGxc zZ61RbM4S2mCL+ElNe;oJ2CR!_Cr7^S{|CS9WeSsh@})x<<-~d~dtxP4<=gfqJugj^~GT9bYsIr;ygH;9V9UfHXbo3t%E>RA2{uZcF4DOr&(g9!~z28 z>SjHH1GlQH=YB3Snt>Smm^>WAu9EGJ20~P}nHcY=i*jp^4eCJzXMWPA-XdAw5>;@X zMa7mw;I_;G4=yW$?<-D$90sqAmIx~_u0$>Zrs2aN3IZjYsU!m$5tAsezj z&MR1Q88g7)y*?xBNbp@sM!yoOGe9mcvQAY}V2xDgQQorf)vQaF1)hx%OhT{eDc3+3 zaYO9n1}au5&X_*aYDcOAME49Ko6$M%W8ot5L8?ibd|bCx<4FHnHh|vikf!>@@E)l69(?mCrcmCOM2mz_Q}rMlT}|6Ga%K;hP>CnYbWE=Wg3+>8s4`Qxh^uO;@vF|J-Gd;#33#Hb)eL=wa94w?A_UvR+ zcF#Vt?<^Z;YxZSx_GWu_W`nk7SN3R=c4=SOLQ_SexSKye*7Xr}O?@a!E`vOFA6N5r z8wz2fz)xNCwqMbU)Wu}L_2&%8Z6~0j8E#GBB2W{y_FaO&;8w06wy-VqN^gd7g^+&p z_kR0#e*^e`Gxe&0OfkIoz=hdsUk)4wrIi^ldjDYd6hY#dc76^mk|B1_GJh#Fqn*cGlI5ER`jLUe8!{3bC_>IT-i{to?^Ei&9XpaNA zjsrQ3uj-KFc#9jRce+AlqIi?1cx98gh)emDQ+btJ`ITe&XlEy8l((QjIPdwjgp2u@ zlX;n&`I(=&01$whtGN)c`I;9&o7;q(r>_T+7Iy>=ri7td8w4hH2AwYnpriSq6MCT= z`k^O_DLnX>^ImQv`lCa7q)Ymw2Ra=|7HTpvQ^z%*UtEj`I;DepsEhijOL&)?9HU#F zdXxI9vwEw$dZN%descwC^SLD!ZLN=opKHdazk09x`mZB85B4CcM>wz>`>`YYq|3T1 z{nJvn23wKZ|E3Q(rZ-cvTl=+RJ8YQxLlOJig?YAvd$>osoRfQ;o4cE1My&50uE(CG z-a5OdimsOhuZw%V+xx2v`vG=4_&NH$`}@DYx|}aNT1z`pFI&M+JHm?wz%zWqQ~I{6 z_r4#TsylqeTl_=NJ27ND5~#bK!~4e{bP2Y`#$SBNo4kSK`(8`@_nmypyF8i?JU3V<@Nj5n?2DByrm$o*0X&k8ZSefecZP^#E<>SQM}ya z{i?q?|7^T@)wj<7I8NIO{%X8?9dv!(BfhnVecivERwe%9zkJO510G`i;KO@BY$)Vw zez(l?H~H$gFey~M%mkb z@ArDzvp(`wKJ2r!m|Ujl`F`@ddgteU(kcJ*^UL0+yXkv^)yGJX#gDT=`}Y5L_xHE< zgMavo|M-)C`Ex(C2YC9U2>fh; z@MAF;3QFeE*@Ql&QR>uM#a^{p?iFDX7L8+axvV0j)oXU!{f5Wob9&u=$LIBXe&2s5 z|1l99Bpg&ZL`+m%WNdVNgp8D&q^z{O#LU#(W^Qg)C~%gZrbbvs#-6^Wp0)rR>fIF|L)*Je zMNd~>XK$}lDU28Vq_4NX$IsW_=eLYdkpRlwK!ODg9z<9R*Eoho!Zm~l5dngT3@sG+ zR#Bs_ha1Q6IhRo6NRlP_1d>;%-%6G(UA}}F6Ou`qHEo&Zr(TX<}Dpu_;BKpdLKt_PNAt=v2({o zkaV*2=hZ*BPM%%+D9^x)e+M7F>(@lv&7Uvm-1=DqMcL9`{~Y~%`g?v`6`x=K{+IRr z_eLy0JzP=GqXN-_4?2wE0|&Cy{(~?=Tt3r_KMOC!@RHL6lCVP$*MN;d%YJcdEy$24 zK$zMb1PZbbUqtV|lrp5TMjIW0F~_hND}}KGHTrQQB$`+vIwRX_Plf0d|4`BZq>fy2 zA|#D0ph_i{5RonHbmVfd?(n-YOfmDj05uM~MDx5LnbPNhF5cYYi7BVFKp*+i#8WdF z@3UoykWFXFdjW3Qb;G2w9*w7h3i3`2<0@PFK7HSR8av# zty5Do3lURQBU*FSaZZIbsy*XDq=Hdz#Z{|VcP(g3I0$r=#bAdm!&hF9Rp(Pab7i*K zm25o|S!r)lfdpc&#Wt>Kw% zP?lD5_vJT}Qtt&gJ$bKL{Em4`6727$~oP9zoj|p zasMs4={f}PIckfYZW`taZ&o_%TdC&yutcS95Nua>?t0pz7uGuMT+3$r(4fVJo2|A> zw)*2k!c{wO3~d&4ZmN5ZJMb)r{?+eT&yHDd#lvLU@V^CzTtvquuDjO7FRyX(zu%6$ zbBM^+yi>$0#JqG2Loa$2&OK*+7t{f+TxQc}A1+X6UvIgU)m!JC96Ug`3wYes7~O8# zk1wwA;W>u7cjwPq9^KfHr+zf736K6>0d{|$cj2?ovH0r8|1V8>@DFajd-XRuU)t%( zhkq~IqitV%?$_@ed#|{;HenMK^E%6T=YvJvIG#qi(Nzj0hr+`B;yMu zlwpTQcmM$|!LgBh!XMl7lYMU6Z{6)%zo6X7wFc@&}_g@DV*wGu?GRFlV4xlBzw5t)OM;uQHP z86?b+lC?}x8gzz zc^s$86#Alb9@M1g8Y!pTnHzZ0ah}n^r7f}OM__nUnEgD09id@GK=w48J~O5)Qreq> zp7f;794d^WxkVp-0jH5ms)VL@J)<5ps(D%||4_|f!&SH^pjXYHGOK!0@}Lx~Iul$G z4%CasoX~SYJu7S8hqtk&Gp=Zr+C$dLREOMkK8K)CU8{;zzxrpX82eE!)Y>95WK~s# zjgeSKCfJig_C*sETR56x7BO^|44#dgKrI`UqEZ%-Wrg8r4GTB*DE17D^@(HS16S1w zX0E0+Xl*4lL)JQkAsqoNFY=cr(Xy?yxJ4vkb<4kE{*1A{C4z8eyPoADXR64xYjq7f z-OI4`x6cjk&kjL^#R^ipyg4p*TZmfPo_95e)oNou8{P3nR~+1}PJ7)umD{RUmHV9! zZ~4k9*69~L#VuQU{o6w20+==M9dP#?|E!wpE;yAFHVqr0tAjj0X_AIDie_v0!Sii1B!Ws7MLdm zRjg)rVEN3|12UaoS-~576oq=0ika^mKR}}jzbL*|l?%-WI}e(6TVAw~@zab)_3i{A3AlLF>e&)UpM{kwGub+kDVZPW+n+yjnXw^P4E)xqwtpm)6wMBlp4 z>^_R5&s}eOH#<7izABbi{}Arpmb>2_26&sBI`0x@ydS==ed3F ziKo1{>K^&HbKZHR??c~153+Ucy~=|(y=)GDZP2eCR{gfRc*jq;T_Q^C|ZSOG4 z=V|t6()^VfX({GY%K6QQ{`0GiEzjG%_QPiu>2=Ke-fQdkdH6T>`xW`ucb|2~Klb&- z|EGpw{re{~zvteMhw!gISH-vcjJco1_}|yE=x+!0v%fw;4fo5xblAVM_=Pxw3}Jw( z`Ll!i8$eNMJ;2kyS91jc@G7*Z5^Qkf}>Brp?z4`c`| zDWw#o0|_+2Kf%9={~5ve61)`@hmA4pB6vK^w_E8te%l+=Uk`gEjJ}IbsET3a2#q1pyF4Aqt|kkU?_NLOHO(D;$-s*}=iM zK*6y9FLa$YfH+;l5h(kuaksQprJDj2){HaM=3k?(kAe2E(%)@U8L^3GEtx_2( zT%JTch($C-3(3MqjKnAu2Tr00B=Evc+Qhf8s9|azHKHPlkj9JP!%z&Il=8)cD8*pR zkP2ix1S`g%|L~(35+Wf`0CSYZCDg=RnxSygrcZprR`em2*+z-EM}q)HZxoMkLBRt= zg>lqH{xiK%goAG6#~VStl~(mDEY$utWz6wBayOOPBYwp5N%_(=j2E`(D`i7dgq9FwP{!M}tT z&a=xj{}@Zd6qClpmyG->yL3y)8(FL-*8Azi7_*e1md;P5`}@bi7Y>Tgvb((24|z z@6UHF;!ET;L%7MQTM7-?Ml-)#Ro2B zQ#bvfGZi{G)l;nS(?X4*JRMYh=u_S_R0R^$M1=`nE3OU$)Xa;}{DjoxY0Vz3)JCP8 zj?C2WAh$a`)c8cyP~8O0^wgdJg>$JaSM5>dL{-3$xBfvtG{DvS%++1h)n4V*U-i{s z1=e8|)?y{rV>Q-fMb>34R_3@=7M;~C-PBd}Q5EeBYkkmcO^t2ER&Kr4Z`Iar{}oqo z_117D*Ksx1bS>9%rPei=&1m(DcHKP{W!8FC)_b+re8ty&)mL6US8#RHQ-xPcP*r)2 zC3Ia^gjLvoRo8`WScXklh&9+ckkx@D(~0dhdga%R?N^TV*p3C+du0bwO$d^W5P`K= zOF+z3jo62E*_MS_hmBc@rCFE7ST}grl;w(>M+JmWBrOk>|Bn)mHTA{_-tJPX;H3*X(2(RrBl$F{@SlOrT#qZ16v6Tt4-GiBZ zS($~~qK(_Pt=U3pywA&0wRH*Lv{1J7+m?x1z2yf~bUB{e4!1?zxlP=<|NUDY%Ui*9 ziL!0n$wiY#g6 zg^}o;UF*FGur;`gTwdnIho;ru@$HSY1>buh-}HqL?1kLVRp0kLkKaAtMYx?5Ud^rH27V;NQvIV}} z2Cm=^jg@I*z;N#<^WmTRP6=>pHE@Cwj<~&ZT9AE|NiE12Ip}W=W-_Jb2jI6 zM(1@_=XPf2cXsD^hUa;f=XxGzydVK<0p@yumaiz2fbhtD7U(Q%07ekLfo`TmIOx)0 z07PhLetGEd7~(~U=tQV!hsNl8xadcS=#91nkM?MXnP^2A>C!1_eCX(mwuh8Xgpm$u zO88}jW(ig*=zAFHlg@;iRso&nX@2PGL-=W#7HX|vrJD)pp~eKdifN=~>aj8te^vog zZfZoxWl4yDrJm}n2BTjVW2&Aksn+U60BdlGfP>cQutw|ZX@IU)1iGr~w1(@rmg~8; zu%NbUM7V39#_PS->%QJ;y55Am{%gMm?7}we!$$1H|5oh9X6(jx?8k=e$d>HMrtHeL zY?_Jb%ti#wJ_OG8<;@1|&JOL*7VWV1?8`>&)K=})X6@E??bn9w*p}_trtR9c?c2uf z+}7>g=I!40?cWCO;1=%TChp=k?&F?>vQloZK7{3NZsw+A=yvYte(vg~?(3fJ?3V8B zwr=h2Ztliz@b>QT{_gT7@ADq-^cL^+HgENAZ}vuS_;&C3e((CG@B5zb{Fd+iwr~CJ zZ~n$_0Qc_z|L+1P@B<(4=|=7aXYdAh@CS$R2$%4;mhcL<@C(Oq$ENTM=kN~q@DB&^ z5Et7UMF(_6R{=rSibH?&L}zqJ=W|Ew-9=Db(chrq?xt~v1oz->!5xA-1b2c4cc*c8 z2^u`OySqCH!Civ8TMz&5o0_Uw%w{&Tna!=PTfOV9Ter?RzvpdssffQ3TyT+hzxf1z zjfQYr32^>Md#kpAtS$`x`VUFN!c|oYtf_RXRebw3$5nUORju1qfBIH6?ADSd}px{^*zqb<{Zfun&W2o56S-i&KmyS zaRJE@-rZ^A&J}uR$8zr?eD7}I?rMMURqTe3d*ve)OlNWD*DUOk3IE{5 z@(`@~5MuEV>i!TG_7MK#A)@#pGHj1}_<_vcDeB)t?EOO={9`=sV*<@%BKKpG)MK*d zV~WLNs{7-Qu*b9?kLksa8O@KG!;e`DkJc&hyORCWJU4gXw&`&>)&Tvz=dE%_{_@hmRw-DLP& z;`iJX=G|QU+}iBjI{e(S@Lt#O?%H^6hdy_~`*hR1^m6<3LZx1MG++9Ze1;5P`u$&q z!hD8{Uq+jKMu%TU7GB1teWv`q>)~H#a9?L>Ugx-9e@ngo(R`h^c>U}Cx)Aod_~Uh{ z_;tDYb!GTVgG-|PDQ>jwPWChpr7&D%Ej+m6)RuIAgG#oNC7+rO~4gCB2)-LE3r z*2nhX6Dja1%i5d)_^jFbT-fYV348$$mF9t-()dfWLT`nG?`TfX;{3lzL!}`86&ldT zYJaIk=(K)^^M7{ z?3`RXeMKc<7E&~rnxOm<($&;_HvbQe8pm+KPZBB_w~<=a%wj)1*6Hr^Hh(RptS=UP zy~*T*5TDlzi8_&4K z0sqey2+RNOHX|b=<6*&JV`Kk60i2;X6OVVH|JRH&9JJ@h|96}JzuWwOcAE`7S%YK6 zE*=8o93E(QW1Uf!{^K@3eoAztE&UcRFZ39iBroQ#uD8ZTym-L06BVIe}vV2U!s6v62E` z96rm!SOVF7ctMk=f?p&KNbtqE=1)|Fd3N;HX|~DBhoz=fd1Ylebx6mA)$agZX-n0+ zYFM`{`@On#z3jN=r?lk}HS}a~j9wjepI{Pn%Z%hT1l7cHINx zGTcOh;rHLtpl2VCoA?LXg7UrxcN|S2S9eMkdb6~j-!TNYD;CO~_khkb!96TwHmq2% z_lpjlz~{`G0px$j7lRnTSAzRK2w$@H;@PiWc4Ki|UJlEVoeZS$)oD8#{u$%l0E^Es z22ZkVqQFlHEC@(Vb3Ze}&+sA>!_P`2{riN(Qdkp+#L$3o`&&)i_V$me9BSj=ukMq# z3+h3gu8ZH|Y?~I$3VfRut(zzBR;>Cv-Bw+uZJSqIcYK>yz3wOPH#}jw+&6>K?OHZM zKKZq5>KmT&%xiKmdv3>R{(RVt60ds43f-$7_H(8D9uLBt(fIa#qlB9OQfl_3!Sh*P zfRGskDxrZ$Oq*5SXC23W-si1Qzvr_q^mn&;5I*PSVvKwG<+@L*``xovLw~(l)XaIk zU3Q;-z5g55{mxq_p}##G{K$EGJZhePyB%VP>$thbHS~Wu&tws}7`U#6K0%#Hpl}F1 zpf-E|SGi3fYML-CpF;qK4H=MzwijvL-mg)eK zf0`l}A*|8=X^Qj{EMNSurpVJpm|s6jFjqCV(P>0EYY?pyW zD0_4Yqw;249O*MeJ4Cm5ldSnQ8H;MMq9YQl>Lal`1b^w9{t18Gv)U_UC@x z|7^>rn02RKOrvL{IM4m(dW*#!<%`7y76bxErUaqyDdCOdRXa3RFC7x^5zixdkFLch ztlz9_1|3eE#(WMk`*;j9x;)>Ar40Li>=1-O25gbtgmsT8`*OG(2+Jr^M$aRvYM47; zjK-1@3bevHYYud=vIavdNabUU0)ln!>VBjgTqw>c7iYxRBSOd}kG-Z~d_L5dC{$Y4 zTkGt`Xp{#lyr)RW)MEGR^VmB{kx_P3x0uMAEd@c}K8+7hg>R-CD=<6#$kf>5T1Y0I zq>)6=odr`u^5q48f_0)guvu^0599;D4a0HwxnV-^`-$}SXm)oA*)5%|mND_d>@B4~9& zYFWCwuU}!0vPq3;boxFXps->)Se>W!bT6|71ovh#%4V$JYX%LrWU{XGd^@*O!5N##0Yak$|Ny>0Kys!-I@w9lI}6}(;tZf7dRO-Lb~p+pi-emJl*=sCYk9@au~`67;MB#KrN!Q&=NFqBUw3yzACRqR(cv z(%HnUz%K>__a3#yM2WXu^)e9>x3Y)xFQvL1`Pd$b2iSQ}>;f3)US? zk7X`j0}O%4$8f8SBUANG#+0us$e%~ACuG3nDwGj0?)!}A&!nuj$ zZr?xQCM-_*WNm#s{644zwrS$3>zOztu;}T6phGM?!=ZinwS5~`NxJ13cIk>CP`+1o zA_6tQ?ccb|?4+MdLtN)Iuxrl+cjj!%wt1hG$ko#9@$s+o`t8r*ral-osn%f!XWC?| zL;UII?iJ_zW^bBW3%sRuLg<62i;tnx+h4HPydNj5;7Jkm>1d^H{WivUQJ?qqOgHDL z*533wz48U|(|%+3?UsTIUkB91JL+j#@Q@(2`K43cbCq(=yp;0c!03YPW=7PmC~ z_zK8?3djaD5;AEj-XnOGGR!*t#V6`(mig zLn!G;usKhdqI8&Sv7&2g*j#Fu4}watinlIaxB%FvywNw%BmAcu$hRdtn#Y!h#?Z|p zR2eT~WhmI8CD1M{;zvnD7LSILR#+}i#NB4-eqh&C;MtCk38*J4D^LsXx%Mqx`-Yj{-tfxs{6sA$Wm+J|Ugi}0V4;WIoz z^&`uJ$L;lArQ(RdF&;NY*sCE@MPpqNzE{)brU1H%ox*qaeOQVZL~ z`shims4}gXw*w{8B0H*NU}2FMOFVGsS`k|+2CC(VNCtr4GzDWMsC)%{@DyDb38(0Z zL)MJD4v!{zlunh7#l8W-UVu7G6KQG!k3IxS{pI(Ejbl%bxPgr&^Gtf;0+jvbgw1{b zjv^QW5InTB3ypkQ3=0kbt}e#QBTBnBdeJEZU`3RhKLHVV1t^rA#T^poB*97MiI2&^ z^04nHOUbQ6%1|6n0E`1bkQa>WDU6>UQ@j}BZtQIup2YQ-;MJ*SCa-gMC_L$dHz*c7esO&3~XiFRCshv*lDU?M8*5mbn%@vZ0NOo-s^E`+)*Us>I zpAxzSfl4!gAB97?-0K=u9w|YvWWb1KfM#jN8Jw@EM(VF6tAbw{;-l#~A<5cSVC~T` zae$a-ZIHM_l$TYyhiCd<7vTh65!84fFeOFBOp(znWx&+3)fq&g{BtK==^q_9I)cCL zQE`DTT}mtI4}SKw)fYr%01R0QNEslgk+6TAJ~o;VZ2Y5JJC_^$6Z+?;*o+;B%CwEw zoxUdA=SUyrKPCadtjP#9siS|>|H0%I zj3&sY=i^&vNM5Aq)mTb70EV@}2pGR2tiT33V2d*Aczi^|ba!nXM?9n-C0hBDwBU)y zaM_Gvrncg3T1mAgu*Gr_g_OQ{jimuS$iL`kNLxv0Mp{5*iP=#}QjIA6Sh0+CsiC^4 zx{gJrwUT>evHek;BSuM2e0-iP0&~Td!frgnKz=5`8V;HGO&egnW95^R9OkM zgP^o+xxD+Ryq&(Hhp(a~18!K>jGI12!n1TPqBQBM4OF+tSDH)GTIiVh5)`7yuJ zva&+N%HQzig3?u4-y$sOOBXRJdaZvk-Bes0ReYy>-*wN@TCNPVG*IiQ>W_q9wuXc1 zz|DnLA4yfegy;JQ*?@UBHeuEi@a%P*~6Jg9BMt^F{c za;{#d;9U3K?51t6qhG0`Y0qUquBT?GXVk4{MpongUeA|V&ns6i*j_J^Sx?qpE1}yU z>D?gxy+J&)L4Ktniylu?=lz!esOdJUdpBxiHfpsu>Z~;CJvSNFLD!vp-CsI*+I7{*t^A4x7jkP zMJ=j1qP#iyxjFHBvj%dru^d2+p;7;PLe_Zd&z06(1{JHrR@BdJ1?|@VahrA9%Kw+! zJl@tI*VgpCEkCopF{-`sxG7+~F-@+qH>%Z-zhg+Z)pfijvb`gAr6c0FBkH+hj8-EV|F0D&HmUJux(2QI4zp`!=5T8LKB3Pp=BakR zw|TV}&!-iGs1IGBPnDq$OTLd*uMef84{5cJ@uiQMsGl{ur+>W1=KiY-A}&ICddzWq z!f|`jO261kSLAb-&dv= z$v7JE1On=?AL9hhYU>tb$58Yvfp6=$dpZ#J4l%F~d4v|2kLvEq61rL>%@&=~EG0 zpvvlV_U&`cUU1W&Rui1`TU&sm(a$vEkzIxXil zx^*%->Irci35*+zlmg#z_Y;=kCeG>c&3pk!h|W zGflMWO+earq$lSG#{W!p%)`XAeqme;@cob5?CU#;ojmCmu&Dh#jb6Fu#HMLipwaaf z#9BFpB{UMcQuxER>vUoit-}>v0Dzk^V68jnBL_%F8w?tsI(=PKM|M*wTJkUd`k_rJ5Wcd)2_zouxN-)W=Y+fUzWZ2&0z?-_+}nRBi^ zK7%DUu6?JksisdMh7UfZ*M9yFkt`3<-B*6l2eO=p82g8$?gu5M$5_(GltfF9a`)@%#_LLstC;6(1@Tyz zYj;5HCXz4!Wux&O_z{iZmx@_o*nhn-gx>i>A9A2;Ij&e=|GuGv;mO53$k3vO#S)fW zgz{7llb4|a1WDSvIOClLc@nivx^FnhR<{{zZrxjsk68xI8<(E1KR50_VIaXFz#$`| z!>g&Q>);U+l4}}J(=jlyuyK6m=H(X@78U;@B_pSxq@woK5D5bji$EU+BL)it$Iu+z z0QBnP9}pB077-QmqbxB!J|#0dC$AtUy(lNPy0*Ttxz#@c!5kI7A0G4pmvEN!E2ZYz z#@5c>zr*8GIb<*fF2NwWyRHZlZGdtBE_@r6dP}@fd zR4{avwr)o{iAp6nE+-APygI^jjWA6+6XUY)V z7AOIkax$`BP?~0~`Mhi~!3XQFU2Y%wQ!A2cOq+jwZU4Im5|bIE`utCNjiUX;K$*7f zhrMC9|NXxBAF|YPAS{TBcI03%4~}t3GF8A6Z!noMM-K-}V`m^GP1GN!GMy7YI8V<0 zS4W2HcYYR|C;nzN3;v#F$A5o2b$`!_*Qn!Bi{xV3fLK5T+y@z+&i~A2A+}C#94^NT zrOH3{v%K$9ImlT&CnOztwxs|4Ejk|IvcEsy8ZM@3!4O`iN5kMz@$pB-je*xP5;#X- zWc~F=QcVVNI#F~+6qa0qNh~SNW9AbK+eCaC435zu1h^1S#--^nCsX`$S59T{qc$h> zs8Smvw=w|+j>kw?Qqg0qMW6FzR?4R8cNJf?A~sh0r=W(jVXE|9dLX%oo;cf0Mwt`D z`K*qC*zJSm>^MvBYE0L4ux=l>c!jm<VY+_%R@li(9-}_zJq4EHxkl+t#?U}G{iF6N5BPD^tYVZSvR=Y= zNZvyA>;7*|!flr{bbg-#0R|>w_;DsHZUM6Td0QN zc_O9LAB}F1mW*b~>VlE+)oX}2dX9~$tk-!byPUzP&KA&vZ3<7zWSWUIs2|pg z*MkX+7BdP-(Z1UY2XlpM2a52wYal1bVazCyQ}Tcc;!B=A!%Hw^A-gtKRmy=h2_$p@ zMKGW91Hf~DU_E{Sko}k{yvNkocIY-$ysQ_M+9u)qmxe`AiC&SN<}LGDRfY62eoYB1 zyB%0K+O20!S^2IZ0J!9=A82rb_i|){k~R>GEAO!yN5O^A8;l`V@@t-sG2C+xRkj8Y zImN^(l3wwZ<2GW7TWcwBW>lvy0E5e;FF+?ft@F-83wIM1*>B^M2fyq+)GLvbu_kwy zkJ_;ZP*2?AmDrbLo0Zbh*g9`_o#jP7eBOyJJS=k)x$<(Y@@Pa7yFh(y%8k*|lZgEG z^V?;Qf9>0&Aj*5*5PU}y_SQ)T1ac0I(PFj^clJO$c*LMDxPb>$F@cj_`o|~$zS*@= zKpsc76zz5^`QD)gu1hw2Hwqz}wj}3-+W2nP?s80LN>vow3jp z_WrhNW0{4RwZH@;F$FM_3vZ1K5u#I^B{|~%^0+z_Dc5Nk<;oz1`a=XUk!ln626+dW z64DK$C>9=Zy>YeeKt$1`f(Pc=zK*p7@i`SCy!Nlci+{nvHphUv71Be1iSQ$I-)daT z`qi-E9{FZ%&(x=}`u5a|`7QO7V}%ETZXpOm+<+tesnfaPzx9#b*gWAJXz)pZy^KlX0mqnLZ z6?p2l0Blj(AS{vgM0|jGnj9f99Bw_X4a5t}V*|NHyXr3!#H~>ch7eb|HK?!`fb0Q0 z#cL6Meoe}L78e20)Hd*)fO6mDD8jfdlsw>O9Fg^CuPBS)0j=gzX= zKNC<1J%~)G6arKFiTEpPASe@@FdT$|U{;zb1XR@^eW-}`ggj4hni-k7CS>VY><0uc z99fo0pB|e+TUscO5vFNG42FFs4@O!9L^yJUS7XhKZ6gBu{4wy1o(7a=y$@jb(eLtm z!b_|Knt@NYutxA^LyL^9d!F@SrnDh#SAqHc?Z-qfyofw#H<{Jy;u7TdE#VZq;b=Tr zuYYHh0@-U6u-1C6(AuVg1gg_hw430i&IJvMkYKZ_6hZSRrE+KxfX9)uLFhtS{!_(RVcXz{TeB(BUsBjFkp z&e$7eygCBYgI5|NPZINfu%95T3jD>$(ZxoJpGMs-(6n>)EVu@MPUz|Wrt7p{=FqF^ zHCLUCuttX})-Ut$8MS-mDwR&xtQ%*V%oJ`N&3A-u)Akw_td+|!ue>o5soHlqxZ^!Y zXdytD=84e7B6jONA}C(v3Yl`w_^ta7P~PkRl42%C0QjMo5;S+HtyCSIX{Dgl2Qy|% z$fj*956ZeqewzscD4%xm7-`m)kAc~fq1uQ~gK>UBoe=zu8g^=uDNppX9KY)WLmrfw z9tLL;5O0)?z!-P#y*`C3p~VU85kW*)!+AB^2)kvqJOu3vS5Cp}?2eUpETgzlZU6Bi zPZodfk9n?|Pu?ez@SIN4aAf=W+;HP(?E{i&*$mH`{9uU>5vi5jx|mjc64Xiv!HoJb zzAp~A_galb-j0VFa79rxN{Oh$4}A)n9Bh_p6c1b=@Gw$>A&kI=;=228np=8s`;QzQ zb23?U8S&KY$Dard2A35UhykHhOa0%M$XjEkoM{qr;`mnqx-=r+NHbR^s9EIp6>N?B z$&ZJ+oNEayzr$TUE&UN&!%f0_YIQ0p7EZSSXN6j*yvtSr<<)`1lP`7XL-Ak;^)0RE0IUd&|s~=UP0B z5d-^*fha$JN0>yXw^H}Xe!#k8xn^aq0>;1FzgywW!tdy`(%IMTpNExc9H(J9@cbHm z9frbs9J2}=pTw312&X2-EBzrOOd?zICEVRC#nKwE^MmXfOdy`OZ6UWBaG`Ar+^qi& zDyUT*|E(bOHO+V4x(-o}Gr-!J=0*Mcvw8^XE`rC^*0=@>DGqCW{3NKx2KdQgYy=f_ zO>+Yp@j^qo_ds_*5JA;}TCK|4KZb|jkqw9HoO=pgTsoZ}TPk(Ijd=0d_rAsDXqew1 z(e}k61bLtyTE|UA=LsCa649TgGFO`1F(Ymjozs%1scr!e`rWmRkWS&}m6<>#H8f~| z`B+%ANRhuKl5N2d`_zbxi%2Xq2nyR)2S&+)-l+co8aB~5G?Do>(YAA{5^X2?=H{fY zXZ++MJiYowBE2Z z{~bF``NLZkpvD2Ilof;*pGJ0dLFt5(Ws*l-olc~L;)}3ApV!8?)znqKfH3ZFi4FnG zxG2}atr*=KC1MO;Qn6J$cU7UEDiba-+;^$;grC;w*waLvFW^~H*~g)u9bhC)-q<9b z1}2gQs6ZtqoJ@vr>sg#|3K5K^fHqqV>WusvwP1qHpb`6>ndFu_yLtEfCXc+-`(`5JLqtwmQXt-r`8(=tL-Z z_;chkW^s~s-uC`vrrXOtVxJ98MYh(@7Ak@SVP&OWQ`9g)M2I4vvmP~Y`y%(ZR}-y{ zE2QYRy0N_SDeQ+_5WN#@(?zmD4>vhGEQS%rdNHaj^;N7C%I_J!vg7CzDO9F_Nf-Or zKm@eInbihNI4dW*6}hEV2pTc#T1yfs`2@yb()}Oo!o}0Iv@@({2ew<*Xll7b01evg zwLnqKVO9l&n@S-4_Qra`ZgehZBS7>=5r=whr7YPI1^`E?UHGbh>zLEir=9 z&K7s68<=nX5xRgS!vapZ{BZ+PSW$l3Fv7*#lo2cE&6eSd3dQQN!kRcxWXfaXRf2hq z=+bI4q*U)-95{eu`QiAB`2d80>TDu4o; zI?kO?>?8s(M^ite9Ak~r(+u?V0ha6!Kx#8?viEQtrj|_nnWO>+{jZ=am!&uvJmF;>_y&oS5nN_XZzx*4|x@XcTq+t<;pEGl23>q1N{m;WwtCe2`ycn(~c+qkUl>Ojumekb2_pz zj|FIOEDX2};}HY!lN@(YoNwo*54fhPmzAddhRcjNU6SF=E9w<+divZ_8M3+DZKb=b zA`CGxHw#^?pb?Z|mFoy4P8TEo6k~mnPBLaLm@2aT|0=DE)t44gX`d6Cm!-%8qR5!; zymvm4e>RpE&HFfY1FM`%fzHCS!TAk#IxRoSiXjiTP>$~lwSi^%Uru|0><XTDa3>^3+W8!1Q}}Y%RJ+R$`!n;cte=McW*QX^3{S6fA-U2UMB3=tCFtLuW2P zgJt+v7D^#lnL!X`RPmv|;xoZZ>agrTE%)f{r-LC97Y^#!Au(z`4JxGMg*cPOkAfeP z5;uc0Cz#6{S#F20X1;zGJPf4=vT35@AmgF(Bhglt>+>qx$lZoxZNm7YTmL)8T9BR_>n4xsRM->9-T`dA|@Qija;w3m5iDTKSZ#{J-!>v{W_Ia=zzp4 z0=())BE7o6TS5x^WF~5ka4?sU7SI+gf|xu{P#DYKKM9AKdf#w*P|<8QbxjpF6`p*G zmQ*F}%90YpnWEGxB&wa7-IoOR|GAFXy z5;_aY<=v8yqHsftkB{A9M;mdwrFa@ni_uO`7+SnK&6KiBmxDpGV?LlQi{WoMK${QC zM^*X5>@V{8(~;Lv7XMJ$GsPcY%HJ*dFt2kSKoMBX;WhQ>?~?upwD~4z>j^ zK))+Fo{fNeWC45Zh6yYJR2HF-vIQtA0ML+-lu%9ZxTr@yFX&Yl&5qt0TotKUt$iav zGvY%Xz)Mk|3Af`bw$Dhh^!gQHT&$@KuYb-rFpZeX7vE+doVZmw3uw~1O7KWYOwKF) zY$2cxnplSX!E-?E;X|WPuE4LU;2*msC<%ZphwcJOE};nM(Ov>UPq!y+m4|J`u20dv zUd5VxctoiPq+CSN@g_I{CLDaVVIWhLJfHj-B(+HlGTlEfqGt04b-I0P2V?1Ug*p`6 zxRaY9OGQ>L>m$Nv$wat^Rp&*~f8a z*v*%L&9l#3>^L76i%r!h+qc>YHCnB6i@KCJDYz&YYTG~U2aBp_RtlMWmxx$e1}4qlfoFz?zy8 zWmiHcIMg1xQvaoo2`JF3uj>*gFdo+1M6=rA4yyGQm^j=T<`u;lAy=!Am=h!FXzZB$ z=VD}%HMo`4(=OIt)H8XxiaxN?KMNDD0G=2Wm~j>#S!=Jmewn$=ZDcqY6(!V_WD|SR zReJe03!hd0K7_=!hDNE!Lrc`cs5c|3|8YbQo9o3R{&}c$cSxmku8a1!zCN0wfSW9A z;~r5NDfi#m?RnQVV?|#Cs(oe@?_qJ@MNz2nA93;#y7n1IGn`1D1rEVcmCG@jwRo+S zMj1=pz)*EY{blj~rOq|7riJnI*u_!bkI}F54+3kaA@fo%D~7}iI~{+MMBlf$j8wB-eUyIgFvv%3CQ(L455-5h}VP@Eb{(SyfK*O>Wrl*#X zy%$Hc{Fu6uNi~*Jw54>j9JRiM>UTKW^A9t7oVRmZ7qb7o>u5T=1rTNs>Aj}uJDL49 zqadWMBGmp>sI8l1dhprKNNxDJ^Jon!L_(zdFJ*0JdVMloXp5Kd(EouQEH{SVHHRt` zQrLO6=Cds$aU}eD`u%O6A@7f&2&sr)%@@BK*vv^pVTV2v8TF1S(jV()zI!at5q+Wg zEwO!PnM-K)B`Tz;Gg(Ldw}0)2nkB~I+D%nU4q}i$FAifSPpa2^J=oYIHDsn z@zo&Y+Y~6Qy6~~_+visv6ULl}TdM0pzx895_@TF{)9fc1J?}q$8%us%Ke}I*bkAVd z**g4(&JE@;*I!Fv&)vHleEp>Zg&s6bUgcIVQ1gD9fe}=z$!jeID3Zpg{>yEiqieM8 zG%3%iP+>*z=?8*5^r-!3_o3(In|}Q}SG=8e-8OGmS5=bZE;0XZ@9gd!M?n-!7#l^JT9Cu?>%DfH*=$b{+O3;v z-}T9de*N6Jum3q&NnZd0gPi*O%YnQ<6b-(!gnE{M>0=AC&ctHiLa+&ma3Bhu(=N+5 zxh5mJcymZv3Ugj3^xzD}Q)6ZaO%UipOTj_AN)yv6}p){e}Qr_ft3sjVU8)jKfSPBUan|*Y4jc z!((F|7h0-9akCx8Z~S!UIjye!Xv}&%U*~J<>=f2rIj{Gpa)fzPZM5qfH5hdJxqSHV zhi~xE-;n)Eh5G{kJu-#+Sv?Fvmwnw?x&>d|*UoqR2@)#zD$`kJi6y8E8iFH68f^|CQJS!Qcm>g> zRMN0Ii(6^>5&TzB1T+t?*Oo>1OJXjA_-kOPf#DIc%!b!3)8B$*wL4LK{|~PV+vY4T zTm?T21MxF(ODku|tZQpTi!#2?%^KUwhaCJ;bljFKrm@)`HFreM2+h*)@51|)8-ztq z%sPhQxRWv~??Mb*-or0VmZ0`DNJANRbcrIHHhn!(Jg z?jzUxo}d`KyvVioSnqcMl=7chLCNR%R~Y5>eUpe8f*(RZ@z1 zVSR7XDQ6$D8x-|6`qpitdtkYuZCUibY$m=HK12<2_+hoUL6)=7* zDqwHDY9GdlvZL5XJ*;YFDKEDh<3C zPU0!YZr)s-X+N00GiWedj^a>E?QYG$=e6!cGw`HS7mp_Yq-k%*7>Ycd${UuNWH%Nu zl>=1laO z?w+r6=1y#N`{`RVNr4+P9s7q&B<>8FppXTAipB}gOxZZ_q)HF+P@cnLtNaXWLCaeJ zYp|S07C{$$O@J|L$R0LvKXb59g(Fi4ZsFqZC(25zrEM>Y)x0|sZuS+nGC!ImV<4$? zGaS8nAS7tB6>gh-3OLFNZ-a%&!qbWRR2;;&OOD&9NuWR47yJv+@MB(c-z;%ah)$4p zsDVc^`xLs3rX$ANNN56+8(UnZY35c9hX~J+T_hw^sW_NhTF$e~{a8F7<}ejaWK1at zs<};x&l=V`E1nxoGB_duH%|v2mzK5H<@3;; zxHjeBueY}uJt88-RT_VRXpW6o*8};GNId+Z@Z1BjlR=R^3YtL0RNh+6;>8lZriO~2 zjo++V$C@(Ym1Z*#foq?NW~0!)aTF-2@V$>i!v}2i*)3wKij5;@r*@hAA4PJ8Rasy^ zcvVn_X0%bcE(oXgn*d>Ck&>x0H!{Iz2MqL2mJo{g2 zr}F4SQkY=UC)tlNK}6X22qO@E##|Po#hO)%py-I`}4=Dn~&gQsVp%AZenVP=UoC5+a7)I%_DoJ25ZFU zA~KO3dXfxKM5R7Itu9s@eQ4t6nts;rAIXknZ8f6vy;2Ci&L3zwPtk=&Dd5Yb;{dck zvNai>L$L&AkQ)GOmDt+H-_k=Cj7VzJq>skOKx1*fU2bW1jo(FO+d1<0>%4Sq=FPpm zL$t{QYLsXvt1t*9$Ry{R#;t9h2=;|0egD+XxaK)g{e`&Jff-H7a&H0)O(hV zY~3fM`De6fbjY06h7hZ1#vQQ~{m9*~z*=r0!(lL6=Gu3ac;2?|D&K-NMAM^N$Y*}M z{V#$?uLU*Vu6R@zb!QQwM-T)_hbVxAZ%g50FEc)@>LGl>S4^a;tFHRqePZC&{xr^( zk_|9G4_eff=VJ1*$o!!4PGg^u*9spZO)#+_cWbFyZa?VmaiixAE6)@%AlnEdpyE#o zvO6U{qjYl}EvXmRSKu*ciSwwX_vgH_dg_ZVi(H3K_=>Ycw%b^-6}vOXGtWoUnW#^o zpw7On)ne{efNkJ-8%EY#0;LZBY0BZ&#TdE%?8wkMr4MV*U%y4J@_}kdTC_4X4E>J! zk!HnV+SWN7Td5xwL-Sd)znXYe^~B@UP>o+S2|IhIQVsms0+-kMl+gXk8s^yf*}Qx+ zRn<(z^dMPhr9E=UsX)BLj$UTjZg2hGd*t-|%NzeDfV8CtS@9w$$$ROx(>;!l_*4n` zbm;PosWb{=OF6^)Lqsp0<7&d;>;iv{BCeuMSdoI}w_>I#^6|jd>Xsq=N*wk1Y}B;^ z?x(+>|M|`GP6tt1eW6(K)U z&>5fYaZwPA4{&vj)sv6M9BtUXizk+)u`>u7eynvqHI8oHrKD0lblyoXeg5J8AMm1z zr!Ccd!>}K{_s}++?>>_MmS@udljkR~G=z{0a`E}yyYIan4cNT}lh%-uFm4jPr%d|- zE)&p+S#t>)dq`DCiET*d1ELOZ@vpwECCtl=W%VH2NJ7D&KIANs+ey)DPf{W+BYH9s zB!Ljn84wjyYcV3_RUhk(u6HRy{uDp9z(;NeHQ=(SXJ;OGO((i9Lqfz!3bGCa;6N@r zA+RJ65dG!>CU95Z7}aeH8Nm=YQXFPx^U`+{x6ByG2@z7yz5WORj~Kx)LWpEV@W!?< zFbs*A0hGbHpI8kEWP3<(dN7REaqhN|X-x>N1249W3+eQVs0gjiwyEh?ZHWyDri|dG z$S?j-iI=6rH#V_p(cT;^@zCLo8?C*it0e(Fsi zYXKt~JmSwy@r=Y^ndlMlH<7AMil04*mhdQUdF-j%bY(kIc3X&$T|%NB#KIm#`5h#` z9qDCq+_FzncDqP*Mnr{q_q<#1Xh4O!+m{%A9g0h_AfN~it@`hx4;LKK}1J{=O_Hqo=w0z&nCG4=w&zU(t&Q_x)`K_tq3 zKmicP2sXn^v~HV^4+LT~1RjwPiEKkD&hqs9$T-|`M}l*;-inA!V91aRSF|_zxN>CR z3Q7KwMFf-5nE&c49T)kmJ2pUNQnrg*whI#2x@ycOR3-g_6G+@9iv7zJ32dg!toMGO zxT@gNR}R~a(mvD_MHWK8Peziz3p+-QJC}Qz-Glo}WQIlhl6>P)07vx;F%q)zPB=H^tCSMgP4gF@upc0`fen z)LAG3FeS}8V^Tj>{aZOTxSIr$IOSc?kz#u6ky7``FH(WHww{blfs7j<+D*D ze&phj<5X~K=6&?*m0C2vCgQsEr6y^SW!DMmjpFEOWHKl@Kn!Gk*(p=o$&&l5zo??S zXrqJ<28`V=2;RI z*neO}s@02ZyAHGK=s4<(;k#%*B5nGT}7-GHw2GBFl)3GaCTAi)Jk)sEz{VnRM2xAiu4-**z6J)Lp^XNj16Ix`X0E(*s z6*Lp2JK5?~6HsoUq=6MsfZX|4VS{2hhQo>Twt16*C65z>3Nye3NwnpPmRL3qLyrtsSn$enhNT>1{q}7X{5_q?^VF*EnxdO)`a+}$|eE>$SXNfle<1HrgdL; zbR+|pCQHm2O?Qb?&DxNhk&2tSUdA0_U%EHROzKEJ$s#Szc zR>T|!C{nXh6!95+kRAxYl6m?A?wW#iX33MjnxH2K86FWeR z;j+I!R6o%;QL0^0>atTB)=`>XQGa)$(PXFbucNVWq7`N*W2vJ%CMP2`hm!^{v^z2M zUonh3G5)?{TybLBxneqIXOc4{J-cGrsk;GQv;K2p!@g$QVPE~pPS4@Y!Oy|LP)8@_ z45d@Mrq$)3HLRyKy`~m+=J#z2_kGyI%0TUWmqC7>08f%qa|Y7WLM5oR3{p4Z>q{xuOgMvlrYt(W0}L-ZX@>c0^gZV;WmksH4e`N6V? z@5tC#Pr~HL5*!V>aFnGXS1GtrA#_#!bgRm6n}PwM#uQPH6IE{yR4*9i&}*b2{=p#f z`RniZSxtb(Xi)1dVYlc4k`k_BOs14)Z0lntwTg?5^B)Q53b3P3P3p6Ol;XEvs6lO^^gmx8NtT!S(9jlFJ&rnk~( z2~J5ucSKE2B;i|0-5aN3Rw)Kp{mhyI4_DVuO<&=6cRBTFEG-Oao2C|3y6AvB=H0!X+k47xFYzQ4C*~h zn|UJRc+{aLklzpfD;_a&MSRWp{2R^w#*mQ*QiTl{!SQSSe)qu!7jM#5+l_i3t+DRbHAeQ`CYkIsk4f{;vh$wvPS}j&Zk+_B`p`jn2*X4`;tX84J3D*m<|#wrO9M}JGt$4y;D3GO*>n3cc)9X zu^anv&$b1tyL*ef?d*Aahx~fa`?;r_d7E~;vo@5~cLrlSEtMUj40W{QytL>1&Np>n zclUr-#eyrigAcvE4?v7dI9_*n8v*>BZ1})GJ;Fmhj3fM;;CjIO8^cq5j8pZ31H0Bk zIEwdrvb%U+bN#~eeA?^$+M~3N&oGzFynhiFpyxZG**&7idy~_B|K4L)O*8qBA9PJ4 zmf)MQ*IW5C;Cn<_hvEBsTu1!DB{$Zixtk-830gRuzd7Y=z9XQtQ$4%dJ3Bq=xs#`S zyKfTUmptF^J(M4M>OcADo9|9%R^0bbqh~=--~7er2&S`r?}PrPYj?A=M1d!sr-yn# z0}QEuwMv+Es>ckgmw5@tdh=8N^CJZcKmS}y{=$T~vU@*NkGkO~|FHXY#dCaNlYROJ zzweJb`~N2 z3rjm=L)#lxW1c$Bf(B+wqYg`6ewMDA=59(+0dE0U5ieI+c}Z7aXK#0ZhmV(^r?0oa z$IsW_=kNE&|M2f!0RgxS>Oy!>VM2xr9X5pcP+~-i6D?N6cu^sN0vrMT3KSCL$Tz|` zp6plv&`DC7T9OL&>Cq;dFKyn$X)~rJm^pQx0?Lz4N|Z&3c9iuCsjZbqiw=Ey66#c` zRhK%&iZbI?jaua{Tw-QroIMv)T*j|u>XDaeeomeFX zH|BeI%;0b1(1sg_j_!K)?cKkJA0HpVunLjaSDqjLe*OLVACx000jmmZv*(Vm>Z73s z;H1IV9F&PR2yv^arw1>L5W}5Z%P_Z5V3Y6wS*()fsu34sYL}~AA&|vgRGh;^s+KxK zLI1eA@5cXhU#)+B8u(*o2@LJ;S?#H9^elZ{TEBBanmJ!f+EyDl5QRyv3-f zoSLyjZ@aBlTcU6!H`j8{^{*^a*DXgaR^Np;UU}oP>xGUWDM z7|QJilTOTjoojMBhKC_3$28Ssb4@kL|48VxIRE5$wV9A@&{=6gETuPQLHRA^NK_7v zIIt+bHBoc{ye!~?3FenHo3q;v=beA{w;P0+tTgC>MMW>^bLM5bX{Vo-hrY3Fm6ht3 zXErx$hpf)1h(@V`qu{;}ToD?NCPe!|lI{Eu!qlEkyTiBH&NCCZPY!uxyGN9f#H8N% zwwJ(FDiqsA3x9EN#Rb&5Ypfq{98((!_>o;wO@%sh%{NCCFHgCQa=OJdrBw7RqdEP! zPDlT|N-D}ky~`~zoiujQ9;H2tlAN)HVx50C&LEJM*jVq5)#j6JQ|hk!Pvr6Lcuz)O zJne8dT|so#!?%AdY=vFVT^lZo|Hk*y+QoNW;Tl&DA5^}gY(rFW&?}X5`|rn}Jy-38 z6>|S02jKq%SPNQkOE14739qJ5En+n*Z+LPE-XwUk*c2;*6f|C)L?kW_sswP>>fp8( z=Qk3XC|ukMU|y0g z7!beLFrGD$iJ-Ypqb8=qJzUIIy>mwKq8B3Nbun4eY91IVVKNK?$BZmH<8Uz1HSe&n zTuC%qzmV8Nu{rTmOeCV1iU=tmR;MxpK-#G0x3n4-(vXLAhtw=`zW-Q5g^zS2B&qPV z1Qp0=gBcfrye5RW-ARmd|LfBizj!QBwoOBwj2rYa=m|{lZG=dfWZz_2qUqHVaWN8B zx4<^MNSdaXlHA&?D)+(`U=ESTMCScGC%#}%F?M&nUHLf0I%bB6k=OiO__T@5YTnVC z-9#YoXfef#wdt0B6T|~o39^qd4=Bi6o;tT!p)#%$H@0L7#$IGgS#d8=Z6wjdQmS;|f^ZV`ga8crHpmPRtJ zQ6qQ|YI6SQ%sSFhX9I&{&#)sj@$k@KdaO)U6%)vbrbnrdg=~^GYM*RQj%y9YY+i?| zS>qek(|uY!C^ff<(AGUvo0jFScDZR)FL`%T zaySz!$O+X$`NFJWjAs~My3$XcHMM%1FIqo=Pu)dvpXco7e-8&c!OAYYU;y4X*QYvg zE^!FpODKbz|M}2OMO0}Ng>Hs39FVqXw13A1adJbPk&tSuzrZS~uuj^Bj^IS5Foki9 zF_>SPe!`|Fl%k4%YU1F|5?nhrpoqyOvk}j%sKkt+hLs#y4zmR>PE7Dq{VH0nZq}$Y}hSld9Z#YEHZR4);})iz4gTqZ9RrxFRpoQEtQ}n(6}4n)OEjiElrV!%Y_0> zwX6T4Zk4Mu%`Z#2k3P$;RF&8;#!A$&ONMkZo7@f$tYxxe4zJ{bsb?W`IwF(|gpVC+ z&Rmi()C{`YYE-#uxuNnUvW2ZDVSGH>`gB3O^Kl9JyXz5=c5n^3Y^^$tTwqL2N5Qtp za)E@7{|Q9e*@gsxJSM#l&y9`DBMo$93L0SuXWCZW+%7o7Jw$JJH@oF6_vp~;1nym1 z!0vSd+$soHNc`r4^0x16+zIEmsyfbWCIzoe@@_!|nAg;#?zXWEP%OV9-9xmlG8!yq z+x2YR0g#`g>-TJqU(^HBruK*TgKSR^yX1;0UDa=g zA9G*OY|B@_Y0-`c=I(;E3CpyAeSIA&@=&!@1V88=Me0z>z=e@t@*@KSDFGiCdjb zSwHvFw$bRo^og)cVK@#M11ct{L7?j~;WMEfn?D)!D3Uumr2`VCTfr`z z7wy{z0l>QNQXc@)r(=0FdpZR>vkgTUKoJ2# zl}LmEL<0URga8CW-xz?sb2BB3F~8#_7#uS{GrYnBEI151JPMj9<1#apvWCMr^AMy* z^TJX@746f!f1r=?^E_sfL@NY6(+UYGq(z>x0tS>ZzI%;1lPg(3ghU(!BkV)Ep*csC zAm8hokSMj|TM*x36w^bTTHKWdgGK)Vx93w1Wn&j+GsSK^66}KqFsujZ|B5&=^uYER zuMM<7Xlg@rBSCIU$7e!A>{<+U<24F&#`;^93aTx48b(9-!y*JkfFwYcxD5tLiQuri z1oSu9Ge&0FHGRTI2}C*Ui9qTpiLVQ{)akZ?V!wq0KhxPj5cHn*O9m6PoD}rNl`N7L zRK*vp##fZdnR!AQbUCltN1IbZe&YmQWEnyvLP9V?l&CYFe8`t#LKE{jn}kAUR5=o1 z%9NPNsU#|5f+2NiI+oPRArZ%X5JN))%fFh(!^1Acila`nGI}gDO0s-Ef(4(@MGK-a7jrdY zEE%?=J;QVZ1C~wVr;8*Yu*wO$Y^xlE&keB!{VPn~gvjB9gL^ax zBC`mJ)K3@53ymBOim0XKT3+qnlv$- zR4M$Nn>Z0sBwQ^K^^l}Qq2TLK)T6}~{W)sX&gFKv1Hk(aPq7!_>zZ^tS2fT>Cqfvx_ z%qQ(WCq+}n9K5%5Jg?Fh1_3p|B~>l8}_ z6G;UN&vfI+*%40ybxiO?Pme@6@9Y9hz*IgL`Mm5$vT-Tpy z*A%6~mZQQ;oh1-D*Krxwdatj)_jtq4C=K5`veCwxt5lo2RkJyN<&N6kGF#l5Jl z+9WJlleID71I|lTR^rsuK}|;BJ6cvuO{Dc7Z445gW!ro3*>*rxiIY}YMW6AU+gr`R zk^F@uO+O7xGs;bOfU7;<|(!_OK)p&seXkRW>T-XDS-n9vojomSLoie<(iVfd3M6BvmQy! zvQ(%1S``V~UK3uANKEi5wuj?1qb;r)|6T&My_^KrVdquFyY<@xwWa}P#~*&x1GBR2 zEMi-wM|X^aU%A{A9)k6iVwY&&bl4bs2?~3`;zZbDo6Fr1CItS%E5kM3`mkIm2D9+9 z*-8;&TXn~5eX!2esu5&RJ2+i#-QheAxd)Em2cBIID0zq#J(KaDUPQs&0;eughaN_3x?!?3)4t^T~4eSm-XMRGE+pO zWtfGs@b#Gj*33CY;84cVQHF;G|90JR#X=hHM;PMU~$MtYWrl zUqh&8NFC8*uBi$>VXkdfUKm^CYhhUGgtiE{D|R=5FrcY5m+KhSk6YT)geN zakG)qjmNtE+gbH!t~017Zr1sY-;z$>ULNLp-aBGu+~$xu*aEOz8Uuwp~L z-Iv~H+BK;dwd70+m*IWFrAF&mP~ICw>YjCrsS{tBI|K8o+wO@U0Wyq_<#&qRXmF6^c<~3F2B*NyRCdIb?%nz8( zwJ2o=X6n)&DyuPxf#y_o?$Siv%?vhFMub{^bel(ZX|EPaepUsqP;ZR*$>htWa4DELCW_$UwBi`t{=1w5CR%*P)MQT0?!`1TZ=mZ5n{6%A3-DSb1 zsk#&9*_IHlUR2z+tC$ui%9V(kCgY2oE+MV%Bqm}x=I@e>;~~y#@g(XCL*3;DSZ^ln zv{rDV`{ND`WOafqW1UU-eHK2nP51uln>szQUfQRgUDL)!AzN!uP6wbh@P?k=H(gjj zgVIX$x@g|%cg$N$|CDPsoNHTFaX2dDT3JMs_Hj8QY4|1Sq68V+#qcm*q&$n=X|CD- zwd)+maqUeEm#uN|6^)!7B!)h5%LDDV7;U8n@dZEa_fuM?twpCrX$Z=_#eO{te{FVt zF*c{)5-zPMUTyvKZPhl;7>-42+_Wo9UgXYU<=*mcY;JaVZtjz#Z2j&ZZbghf=sx{u zz0T>-o$m0K$nk!+j{R}P%@bZup7ae?5k7J;j_-Wr3i_5Akwzy<=i7@OU34tTTAgEy z3&B?Pi#tXOEiZI$L~t+{^G^%*UTW~4dazIjxQCo@b z-4SmAF6?z~|AuR8{xT+wZk~o{8RtMJU&G6eax=x&76+)owZ{RgSjq1@+UN zcXiI4^-9-hd3#MqXMgWaKlR>9b!G)HO>YH0JNTmS zc}MSWGz@z3K}Q9}?n~5l6r}ka{dI{C^CF8x4=?N5ZNRnqV39Xes@LF|v-%7_Ay|OX z;KXE1|CZ$6o%`6;c5Z)r9sYJX)az${<%(5e3Zt@s$8lzU^1TM?S|-v1!WuG|cgJ;e zWH06l=X?6ycbE4xm4$M`)BMV}@yxe;e>Zr|PFV6VU~T60$6vCC@33`9@WmG@<4VrU z!UBwEMvZUnUtQcd*WIeWaFA#Az|ZZV^SMDid0HwQlqY$i%jIEreS_|im@lU11b!8? zd38v1ouBke_x$ekZcCs4E=#cL7FzfZd!IfpAQ%t=1EG*WI3|%xr1Hsx7Kw*L!HT_V zv)rw>3;v41)$z58POHsWwVV5n%jfjEy$W?knZ!WzpSNTrNH{pCX9&1=sHo@IxI|<$ z|KK;3M2T5R8F{Jc*$HYXR5`>cx_L_anabH`TFRQ58H!rlXG^;Zi#wH~^4s#O5=^YJ z@`9YKyv*F}{0to}JxyJ0eT|*1z0KWy{o(CgAW&GIcy6AKzOLTR{_Y+RKQCWTe{Y|U z&rVR#|L-p#z<~k_{u8tYjvO{+(41*==gpQh4Rg8a;|MsnVrL{aJDq3zsXXyf#g> zigi`iAzN8d)e1HjS3g(DZY?|OR@t#^*M1cn^^@DPbj{jj>y_6|b(q-r4FmYE|KKnM zCemRDF^*x5j2pYb2X$}G$vP#~ZF_mH+{hbry|1%wae(3R0A^)#jfa$0L;7qRl3`tCOJ2^nOz*jiCo z7u{x5-W*6`N-iDu|_kmbtRnQJ+_+PhM<8yd9BnugcCn+@WLnU%B|TfoNDN^rpj zAIwZ|$^52nx(+uC@x#P1XX+9Bf%<92qex0dqmXXihlH2 zsbkD5_v2i~E&Jx38+@EA|#R#hiz8NRNMjwszoD*_MBAF^;m?mo@aya#g7lwJJ zieEZyW7JnSs~5jbOYODQMPRaKl~=A!Wse}gt!>ymRO}k1l%Xgf^$CsHHZ? zD9MU(jAW#-!_FwVl-`YU>H_hxx9XwJ4E(5~>hAldrIU{Qe?6a5bpXPaBgJD z|IaS;WzBJ`aaQ`2RWEqW>wE!3;I0DbFL?mWO_&>4^)86P3?f5eFHivJIP|~c)nj=g z3?b!@RSt-LQv~zuD7eb8@o;F|kk!;^#`SFxUyW-d zx)Sj|L0nE4KcV6kKM6{LeNc&{M4~B68Hpko(PG6b|K1d8rx87dEQa|j87%>sJKv$M zm53rD##%|dQX%S;#7tuQ7!fK(IB#ezh+Zh43C%lQZ+wxQWCFuyuX-^HS-&dZvlOVl z0#dV)4zwow_NF&K#V?QS%oZPqBoXj+YnP3Gg=*ehGbfUK5pa=8R&y3PTO&aa!IpoM1U$RgS0iYcW@mWJz(({%a zxnVxZr9+LitcWHd zEsTqE+#1Iimj+Tbaf>9IIkh-dsBSf#sXU!c|Npj5m8un6_jAl2Uy3q8I_ajF6wu!= ziAW|1Rgz)-qWTK=RjH0Cg4~=OUZFIPO=b=#NoA^Ip9zkpVAQ9S^{8d{M6vo*LYS_! z4n^W=sly2Aq_uRZMcxY6lLa#-z2ofeM5>=ot=6?PyR2<%GFMi@1gCpADuSH(*x*hy zvP79sSLlVNf*MPJe_h}~!Ff>SKG(U@73cZ98CXa5Apq^m?Q#aNR<*uU4DWPnEmM29 zeUh-Un5C{kLDNl!g73Q3)mMD|#ZNssl#{X%u75vCTxNJ+D5GTWZ4YeVeS)`QJB6)v zCUsAR*mDe|r7(A7XrA+e7QN|-DSLQG|J0h&HLo^Xr zP+Tm6jxmA%>KKC{h(>_5kwvj0F1uJA@{qwOSgtn9sz?57lZy;Tz>4*fgB-D5!Q0L( z>rsX&DUyaIf>I7!M6T$xa)Is|V-nYKD(CE~l>4_l&{{_8)R!ue zv2T1YQnJ5 zP+Z~-8Nj8rKz5I7gv^JWk6i_KXEW<)o4E4Q(q&=NzE> zJ?QqJd_(TwD|COKSEW@|e@JDMHwQ0|SqLGks@N~W~1L2n1Ir8aUqWZ+7 z9$s`-zq`m=_SC=IPt2RgOz0(J)`jnVtauLOZ*C30*dxC26G}d?nvZbDO*eGeU2J71 z`P~R@ezVg?oULo!TPOuRwhI%0Zf*P_X7_s8H+}kXZ?xPZ1h|0M41MRjSN_YVeqoz$ zXJXRZP4@P^|8>K2{N@e*25{XaWIVG_q``PV2YC(HUZfx;1A%fc^JUxDbrN=Au;YF4 zp>5x1dfFy-8i#FVFoNlq5g<1mB1c5GH){3q2&`8`vWG-h!72HnW;e(rQN&C*_J2M2 zAUgL9z();1)?LTP|9*lpAe~@@#itfc0%c?bCS+t)dk1w-*mQf>SCr6fB;`IhxHgfd zee;81TTn6JmIPjRKV~O(9zlXkPzIf6f_A`mUN{_A=YDdRNJhtZdgo?Owne%YNB*-m zCM0;R(tkdPh`Vuk1DJS6RA$VxI>1z0l)->9=zx+@IR`O$qE;yKgkfNqfn!K%9TSJ8 z7zdRX5}Y`Js`zrSM-rBJLN2#kwPlB1cy%+UdmEI9yT~9ySPd8;Axg-EN7zqU5kbW= zHvcqi*EB562W-#yeD-Bs<-=WNCWym9g0m!T;W1wIQ(mSBj*mfZm3WDg*Fg5SZp2o9 z@6|QKNRAED|6=juWW{D9AFKIC6N%BsO?*u(d)URF0LwM6$?{8flVsq=QIRbM?rQNdbh; z;EU2A08e#TCuxfSvV=nil9FeIQpZJ62UL8xWKPCNN@xgGR*UnIc^1fhP048#nSOcG zcsAuHXx4Tnxq#3(Wqo*e#^zPN(u7w@S%s)MEoqjwA%NPTFr&nYt{90oXnTX`gp5a! zby*zlLwRjE5*!0A6}Xh91(l_Uih{6u3mIblC_HWnY6fYSKNn-Yq%uR~f;ZWbfP;&# za+aB?{}eF^4HbY4!1w}<*q9>ej$YYr%jH1H_iM?PTkAz35BHjM*?Tn8jw_xGD)`5F||Uz+Kh+rXLEFl*!BkA_JdjWA<28IVvy zgTSe3w@@7z>5(;Mo4hG$5%!m{bej&hn;mgtDj0*>$u`+3Gyhm(-Zh#*N0*NY5ZfuA zwV0AO_M8KH6w&z%xt5eSC6?a_mNY4pfE8ByIfc>(XVv7B!`Cx&m7qFuZ5KF0xe00Q zIgwJSp(Iw70{3_S=__Khhi}GwKnaDquqL;F4tJPfWXV_rs-tp3oqE|zlj)xuN|{dd z|8jGgV)>a5$q8+nHHnqyI|=cWnHGv7N~P{eDyc|Y*6BkkBw{}5DM)H?KjR!fN~A&> zq$GBkL9wH2`VHOSnZDtjI#Z!xc_PZCRft1;lstg8N4bw@aXDX^H8jt|F2+p>X@gS%Z z)03-;6Pd^dXK0@|vtf*3VTy{YYlvdv8J}iKR}8r$v)V(A8dNUlM5F4f$y#GlL^Pc0 ztkmGC&ERvyDluW{m3XIgMMqe%`4u_Igp$N$A_A)@G^7!!p0`>qFK__JkgI{D|DXz$ zpeG7=Lwa?{*mPS7u2H6R_~NP_g`>f6h|emp+wdF8imddCus~FjHcG9@gOFJ2rSTM{ zgqoJbWivUnJmzM7`ZG_WuG0@1n*Z@MrI zYfKGFr*oQ3$LMbS>a)iNw39jn)p(R63y0i@7=3g%7b^!$I|uBl22P8yj0&bNri}6D zO~;vz%T*dxyAGN93jqtWyePB0;Tsrbu%xQCY0I_&*PY~Ow8xREayv0}1Pj$ktFI%5 zop!N(iv~;!wSVik7^|x;1D__hwn5aT*eR@W8Mh?_V^`U>2TNluE4E|%|D0tDr(WAp zr%`+mYOP&4XWJS%TGdx+0#a62t_#7QYA3Z8@w&K5qIN5ldt#Mwm$qa@p)op?yn8j5 zbgEwauNH*4#Y?c{K#K{RxRjf?WlEn$x>uZQEksZq3#ORlK|6p6SLzzOb}+aYi;C#P zv3Lutu6HpZD}kelLIok2raHO7%3EpMvcP4$I;y$IK(oOpy$H61sfk>6ny2hIXGHrV zI-z->$YI@^1`15LM?$qWyMFXHU7q{D^M|t#Yz|;cy!D%z_xlXJv6g77yzfiGBW%L+ z%4YjZiQ{^39SaZ*TnDiWxK+Twib{Grb-3|+!X8_nh`Ep~dMb|_|D1}uyhYr$0qQE3 z%fT(_!7nhaDm;5C=Ac)&yF}KaQ#J|&Ojc}*vEM7Wbnv=foU0}}m1ZWd!J7{6JH%Dx zW_4$w9zweqYzV`v#7kVf1-ru~%)EMhl0{{zP&^zI!=J8*aWHJie#A=<%UN1lzO#6~ zUfPcY*+gVYq|aNbJd8+-`)av|nRaZyM)AaQ40*(dK=%bKrrf7l8%cJj#k6U_hYZUt zg{tNuyN)eOTx`mQBfyToz3HHl^kDlDd}&oWANO3JV@NXPEHsUD2S zLxj%ByvG}DM~|F@^n4?n0Ld;9&;m`R*w&VcEQ#csm=gGUEe%XU%&Il`S}0g*H@VFn z4F&VNdlqfc^UTX3Nx`B~r$3v@TC1-KG#1zA%C_s#Je|%`ox3O+rbEpSyBxqki^_U) zjaZ$*zRX`?3)J;E%tv9&B23j$J=JYpM>}0sN9vv6xl4?kayc?;Y+auyw$?etdTQp< zB;A6@Dnx;UxUCqM&FnM9k)n2Z&VB9H1c1aeXLDtZ|A_Fs4Dt-tcFEAk2#s${bo}gi z!k9{s&C!u<+Ip?b2K}y3J+BIlqVbv*pB=hW_snX8gs)wW6>ZrBiqXic+Js$un4H=) zMticgL~}dJ8S12p+1w@@TP01%t%ttjdze1T(vcY0G7Ylko5&rt%`a_}3me>P z+e<9e^jyn(>c6?{jG&vZLu-KSz1gNi%V2%AJzLb>WZ#pa!F8P8I(F7Zk=Esn%rk@F zdX2Y%TE>=0y$Na86E4k-OX1s%;TB%ut2k3IsLjM}AC#QDvntmP+t`eY+9?j8>rB}L z-h-IksRMZ5RU5CiEN`OwbXBZSBVF7ozTiE6|Jt=kt_S^gx-Gf5OJa2Q&<>sx6CJ0# z?cyDbYsl+@mh9u^4CFtqLxm}!GH6874d&Gy=3_4AWlrVh_7vg-yb)&doY3tX-}=C!Xm+ zj^9_9A56v-dmikrr>_ZhK}$X1?XK;oKv;RHuBU7FYzl((@47CT-~jSKJo4#=>{*b z)2Y_xF7PAo>?pp1r>gM|t4gE3>ZR`TsNV80|MIGSozXn3!VThkeIFXm?(p;PBp>iM zsq0hZ@tE7^-44ar-k`}|l*qoX#=-0&U-Cgu^&=+jS9iuve&hjJ+h1kN3ySm-G}e1o z^kbXRQs2Hgzr$OP_P=`EjOOVjbP`ND?{#1AcW?K3|J^q2-KDPY!SnZex!4=4LT9SU zZ7;tB@3Ljj=NljPMsDN#9N!jf|3EA1_?JH!`7P{QD}089`H?Qx^~U&|3i4Br_@)o^ zl?>AgzC;zTsw>Z*GavIbFY~oe`?vqsHh=i~7YM2tz*%0zUfn zc=VrN%fx=cJjwKR<|O=-`qyv#r+=nb4|lE|_gT%%*Xr<>I_;0I4&T1~n|k)xU-j(o z<8Pm(r-TT4Pycvt|Mg%0gWUHpUurZJ_&`t~2#G^u5lJ8nmQCi<8HEN0(Bn0!Y$};t zZFd{ihQa0U*_$qy(`2-}&4xEqEtMUA*SAtH{~s_=aFDRj@DMRkagnjn@ewjoa+0$0 zMF=WWYE!e5^V2gFbX2sI|Mb)}6?Ij$6?A|qwkd!>wu<(4304<(HZ+Gp-ZtT?H487Wymy}v>uZ;4V61}URxM1} zaAL%Z2m2lT_MfY(|5g;!&1N^)w8@Y;yXB}=&$>Kb&6YNO8g=T@`yL-|t@t%#*Rx^M zmR&JPZi!R&dJbb3OK{!8g%>A&+<0>2%au20{@i(V=+N;-?|B`iZtTo)OAlTR`NZ4f zW0$v0v<_FUeN?x1{~msPLuh^1?|k2W{O`~<0m!E>k%dw2~I}pDF5nNCjrx<+j zt&INbWxu+YJ6@CP?p8zLTuxLtoDB7~pae@VOfcEY6xwK|C1lfg)Pxk{U~1072j-Bq}$uw8Z^-7vIzE1eeKd_$~u5DzRt5m{1;9XMc61tthe zy}pUYLL7s9*hq+Xl~Q7gBffazic=CW$}9suHm-!nz*wk`9KOlmlnFjqi7(ab>V*mP zotftM|3El|-$<^FmuGo&Wanm5{dw!q&mA{h3OSw=Y0y;{opqx> zZ@tY`1@uVR)opK!-bp6~JM-Rshh+0V{H+9F$JtgJ`Qulf(h2^Wy0K%DHI|-w!L7IW z`suS@=@;w_WLxOLl^V{`@{pYFwqDwCU z|Ktk*Ic7ZdrO$u~Tpvbu5w*4W?-Ym{h@Q?MwAWQ|e;I^E*F>WS-pvn$Av{Fch=;Z{ zAOvy;RG|V9xIl(jhc~T&UX%J(L%-P&hd0zA4yzM5?9Ie*GzlWG7MF$EG0uoCY@w34 zr$WiOj}L#aoCv8{#TVR9XByNZ|G3yZMhTE~6q?}{$=JpE5YUVm8d@6JSdH9yjU85$ z(+%(ywKJJl)SZUwO+99(!o)UBQD+Cr7k-s*+vW)lf-x>+z6g-6zm!Q<;|0m_Z zC<*!of~JsQocaSxV=jY(ltSe)LrB6q@)4T3cG+33Ag_ zBZ)}3BAyc}h&v}BJC;uJ(MEi`q$XpY__E3|6Q5&a8L`R2qmrsl4tB(J|<2*Sk&5p_wp4Z{zqC7%{@fi}Oh)n4sS4vKn z4r!!I`dA7J^3F;A5mkh&2Nj<34`cX{R@q%_Bm1<9? z3Me@NWhlUOgD|sdwb@ayc1u-iGQUPtv(C(pljzhad|K7EQdLykVG2q6|3X7>eiN^E z)oWg1=nLw+be!u9tUEE%&MUx3Vs2IJKkC`6XPp(Ym)a*HDiDZ%iWRd;#l}}HGbqhw z7N8FW?J?H%S<|NCjUD=6WLc}4$v$F=#ak>-Y5UfW?#N`1Op;1@3s{%_wxz-C?Fj+r zNJ+*sAUDnA8*n;X+del8K;_D6TU%Waz4j27J?(Z!>lz7Zq=C*AFI;PTkcB-)s~e$O zWV}kj(Snw&TcNIX>8r1`Qe~&mC9i(VyAbaz>Ni!`>wx)6U<2b-aeoEw5OESj!V*zD z=D{sT!8%^_KyeR`t?!20gWW<@Rv+9I@q6jE(5I@G#3=?H0mC|C{}-zmwG*vZMLAsK zvUnID`q(Icd2HbxyC_Ki@J6z%V_Q*v>vPgHUN#q7fWZ`S#5G;vFD)$%5KYoLB z!8BhRe>p5TCWLlj{Nh*=(?U@5@tXH5PoXg;y%S`sS0UKqGXFEaqXF}trFGvdv-!_$ z_HQ|hlcY`FrND_k@S+uMLruiW$P5M|q+v2L!hj6WTE0qS*TZK|hj|hpK9QO4OzOI% z?i+UAE}iC<3{{sp6KFIwtVMjmOr+LcpVsv|#H@(e?l{xI7WAKuOXNozQOU_xHLJM+ z#zrL>+D6_EZzd+26V~*}*q(CquB>TcmzUFB-u1Ze(Q84F|9RHwZk>0r`o9VfTQ1&` z_jl<%Z&`agk8^pqoTH)YUnaD@TUGaqC#pO7k{jV5@-w~z-Ef9$+d0QRg2Nbnw`-ol z)&PDqp)1~K?F5ikk^Yshh{N&b!h5#+Zd%bhDh zJ#o_IE*b62n`>fklV2-iI=P3vWG5Xy^%in@4_3=@3k#G9r&lD>YxB5=Zmv-atw%G{{ z{`J(08Ry~u@$An?Is#tUKuVG(+Y&+~R`2ZG&jD`(?_fs#CNLhLkNhqW9R6*j9zszF z=BgC$h*A#ms(_Y$PUY4o*60o31VdFIZ|Jz{`!cWmmMYIYhyriW9Tx7|9`N*fkY!p0 zgRst;u1tU&EeNwI_Hsz~=<0m*s{e}S_h5x&|G-Y29xNv83W)@30T=K6q-;if&<&LD zeQ=NrCBXt`5Do1ERm88LSi$?K0bUdj#@^6^WKCTh4+Be0=r-^C&H?nw5D-s<{lKvO z3ej!0P|041M7mFEX3>p3waVS?i%pq2+^gfaVGF+cc&`+QL!4^kkdpbtI79vjlK z25}mr@f|7ebaW~m$!F}y1q#Q25-(Egu;+0+vV2l6>}CVgN--i+l21~R9v#viDF6d# z4k2ffBi_)XDo+}767}LN8JAGJGA-9qEuCN?!%{30jsqSNDOGYJ z%Ya<6NfSj<0Q<5d{qiFN6JtWs9a}@W<_=-p?k>Gj4pbqmwkH6V}YZ;5x()lJhuk5X26E zzf^7qhf_Q;$N=MwRRj|-iG#mWdBu$8l&qr`HJejLUv$EUvXf*$1 z9zApwy|dL2RK>*67;G^?|H4m0nUqSW)HAHJ^FjkjS@E6v6Gf?NDdr$P$Mo!?tUmv$ zKCxumBvE4&EVyhmFsG7|P^d<&r#6n{D3Zw9=yN{R^Gij^^Ez}((@z8bKs#TcK&7-w zqi^t-ZSf?u9}ewcB9uWZwG1S6mo`aLxd2ni%R(&=&d8xcT~JX!br&r)Ytpa=3w2N@ za4uhfK)bY0O_HWwNJPE#wtQko53Lk@Xjh5P;)E1WWAv_q)K_)1PW{FaDdsAFReIcX zaD7jrXLb2pcBJJ)kR z7j#2cbVrwT|4Y|&PZxDlS9MpHbz9eUUl(>`S9WKYc5BymZx?rSS9f=pcYD`&e;0Uz zS9ph)c#GF~j~989S9zD0d7IaHpBH+gS9+(Hdhsc(suz2+S9{^ZU#@q1zZZPNSA55p ze9PB-&li2uSAEx)ecN{ewG(~~Rel4MeqSJd>-T=`cYgI3fA=?k|JQ#5xPJ$je+w9Z z3HX2wSb!B6ffqP|AJ~B-xPd2_fh!n-DfogdSb{YegEu&XKiGpqxPwQSgG(5MN%(|K zScFv=g;zL*57m8RScYeqhHKb{Zy1MjScfAQhIiP9e;9~^Scr#s6&sg`j~I!Qc!s@K ziJRDo|DPC&qgaZkn2M{|c}LHRvsjC_n2WpEi@z9*!&r>Rn2c-KsLB|P)7a&(SdH7* zjhTs!-&l_4m}W-c5A4_v@c54Dn2-B-j^fyl16h!vrGE5ykPjJ=YsQdYV38Bqksoc z|IZnp+nJo**_^pKgeG~9^SC_(nxGFlH4K`O2Rfk{TA@)xp&$A*BATHg+Mz3YqAwbu zEgGRE+B7J7qcggrF&dyN0i+kYq*Hp3Pnwcd+NEC_reivYSz4xR+NN(Br*m4Tcbcbr z+NXaSsDoOlhZ>*@*{JilkcnEUmzt@Y+Nqx!s-s$}r<$s(+N!S_tFv0Gx0!uk)JRI>3~jLt`aevxQG= zTOD=MF*|nhCLPYN+eXJYx4)loYqF<%P?K7`+dNhKDUs?^cANBM+4UAfitiVQUum4dKnF*Ref3%vUJ{o0s zn&h;am4M9>Ud=k4%?bo9W?C&)AI&yAEds#0kIWWgty({VwjiyxFkoBMW?LLVdy-ar z8n7L>*`7<#QK;2X3j818u$G{+QLD4M)2j0WrE3$V?*nQG*wwq)HTcmr%F{hb(7mbE zy$$T%)#^C}_N;F9?0@u}^7LL3^nPgdegS(yT73{%eJ`7RV4r<3y!{A-{RG3PDLW!{-h@0nfgncJ+H z`>mPBtl5{X*-OH?C*HXa?>Uh697^^a+V&hq_B_t^JOa@I7T*Ga&jPW|0%P_9^Y#L3 z_9DmjA}!Gp8{ZO-&ys-7l3ezZ!uFC<_OjacvJ}yZ3g3#B&x)ST$}R7dlMh`_i{q)m z1WdpLSJp((7fNXNTHH2@FW-6sk!ps{I?!jmkZ7ayYrS%Ny;f(Vns2i{d!t=vv(smD zkZ5c4YjbjYb5>_-ns0kPduv^1d(&t8kZ9-hYx{D0o8ney=bCT#K6}Sydly8s_ZYGY zk+X-evxo9yA47K^Cug6L1{MGyeS?I81uy~V0RPGwG6_87-;02NfR2uiiw=#8i_1z! z1SR%cQtZD+9aRH;ZEI`mcpH2N2m1iW1|JVcGGEUUzhCwKh#3KLL4m#R}Pmc{$2$HR|7bRL92J=El1BW>iocI%6*P?A@z#mu3LYo;7(++jj2WwRy|dZr;9j`Oe;cfcygjgMvds!@?sXqoQMCwRQCkjZMuht!?ccon75My?y-ygG0k3 zqhsR}lT*_(vvczci%ZKZt842Un_JsEyL!GNLh-u1{vcQk8tt*V{J}6(a>*?5`hwvoTvp4ivHHT%I1-UaLWzc=@gypx z3hnWR;>k27qlqku#*%3ur_;sOcw^}-C|58Do=CE(Y`#!DiAHClseG|izECn-vbkcp zQoYe~d!o5=wN`&Hl1QqhYQ52Xu|j9ErFyf~{%|5&sGp=>$#hn$ovHT5)7dl4$j2y4oL4=L)5AWxG3`F4r2Zc4xXfUvBpX zqlo2ty51ho7Ay5;d%8bf?hYq&<$8O*K3*R$cV~Nh|Fr@%)t)~jw)tKFEM?hVAR_zO zUJ$An)qXIhs`-8hu4&nRD52{aXg`c3lL8jAE#=&o*$>} zD^vfM`~&virK6eYd_Src{5&P19rB4#mhhCuuWY8ZjNlxJCJobUkx#s^ykKbVKl%QY z+-3QZ@bEAN9xNT^g^8Z?Khe@+Ez;9TjJfroMEq%j%b4QfVam%wx&KrYR?xsy7I)yo zRMqh(3ZW5u3kH^k>3Gs2()R5MqYc6{U)BG?q`g9&V4u8d91-rcZd#JHs%~61^r~*! z_}A90>w%p%ZAYAb+b^mrH z1b6))O6|HHM3kz#K_v34n*kK5Plkr$1IhnjW9#*;>oJKh!TZSls_w?9N~;>`C<><< z#+Z8P8Yh3ZT02d#9eO`b@tjUI&Ip3&nr8odv38ylCHMI|C-rN(X+d6qzIjoi^s`|` zP0OcoLi3M|%OtAE*55VV7ee-aW4UbhX|r7I=S`*7?b{7!FZ!2Wm&)m<9sNc`+i_v{ zXxve;wm#u8H}V?ygJ{MZ_rrJr29Kj;Ia`n8biEpnlPtR%kJCIq2G6siI9t#2vfLWa ziz1GdpL;wX*-q=kv^JoI-L^sGhnv>R9iH2Eh+D6_UL3j4`@vs~pARFnyS$HMBDdau zXVv7so)*m*zn)iCKY3QxoQQp24y@$9-wsRddfty)9!B-NZhr81u3daK z?tnnw2>}CDPrguTOh@>z= zoWf|HbHP7(4dB$u2Cz%+La3ri5ezs*@H*x~e|PP}MvzeUQ_WbTA{s)5h!2tC*N0n+ z9H6C@4N-T9yeD6LYq>5tw-ym>2vKXAvP(dL$UmYIR z-ye!ZA9B6`7j2@bO`ifGGB3G+N^W#Wtau`jAo+U0lb@6^uog2b;s| z53lVHPD<6MPTod=7~IYjr$M3^P%emI%s~&Qo|u@NEV!xaKQ1@J0N0;c$o|&C(e2O( z#QCIL?V_IHR;|wZ^`9B{@*BHrOH#Jt<3VrmTRkM9KiHvjMm=HtxE*{9EJLRWJDSBG zB1wiYJZnN>`Z9S!mL&&-<2>Oo`$@xlr?f%LKxpqbIs@*!0@}fB1LPMb^UU9w8Pd4u zkfKbQltQT>rjTN3BW`Yg_4z@JYZ&BS%bRxTsn+qsi1+OjOok-&9ehC(glr4 z1)Xq@(nB#R7LX8XG_aD1$|Gv4cYtBGZdXZ5AB%v02zs`@Bj^fee0)-rMhXmuvyX9; zo4$p`%4(wGKo39}P?4#eslP;{qhhtRg8tOZ1hq+z#}u6N?Fc?jv#xy_8ayo-)iMZq z0k18ky@ub~7QR_MfY~<-DXnkYrA<2oSt`)yj%YOd+lC@nr3#58z@CYda7?=*I2?be z>&yjYF0|OG`;_xylff6L6_(-OiyxIE+D9eNsyS)6-GQS*3BCM^q6w&suo%lam(g&9v(ILX*b47zC5M$PsK zbq1@{*^1-m06DKXNNv-w5WQAxgx0U%`^a2G<>>C@bR@C6$AK*qhRwGLmyyTp)+)1v z0sWc~@>I0f2;QN+=!%WupNW&58ztYb^Mawy;Ex1VSvlzCJvvRO)^Cb{MV5uUROd1f zsrXsZNg8YqTVSw?NBSjy)HrOL9>#ak>=$-FWZ%F+0M^tcIHUV&&q*^+*z^oDic^n` zsD>QM-1LS<&*7%8X$(tpUzrO)|3HYL< zU@ulsfVoy36Fv&qP9b)4&*N9SAo=A&oK}Af+xVdmLDnuzS`#pFi-$DpH`HRwI;v-x z@g%!Sl=qB#4qMM@j8~TL-c2)O7(wT(<6?pUEw=XHb${$X76oD0+o;L6qri%$XYjqh z8||Mtql6{LK_Yh=G}*twINiOdk4680ZFYq`-DmP@4wc6%P9)qsxjmPzV?om(muk1{ z<3EcnYt3JBx7iq3gRVzwtFbe+cH5WsFdv)8KU(1nJ_ZuJJ9Y|ZUb;WJZ~Z}?4roda zoTfxmzvaBAa0Hx2+`Mn%-8zpBWlu9Xz8_L&yAGIp-z?!y)JiVf_aNln=Yc(c%LKan z;q+F=7qcH~;&`vjh+Q2je%uYkcHdYqeysNPIBP8<z#pq}AT_U3tTX z%xayM-nw5n^}OSwWcIfZGv6T4>Bcptzjo)+Z))g0uJ!i3&x7uPZnJX}aRQGixOHzF zOxn-0y`MhtL8p_&9TFtEwq~+Dt6tD;UQp`7-$j1jYO=8I{#`Hr=(qtOLuZSA$ABE? zfWC$RoL6Q3CO<^jzzA~Z05@YY+(4=_J0P?^?OGrKE@!o=@A;_jZ+BmI&LCqG-y<_7 z>t!E)b^F7YAfZ>EQ?j5-x1c}aL6YL)Vy`?gMFH|-0g7t@!h3%H34!YFfpWphucaXx zuOXVaA^2y3O_+2))^KKj`D3R0TfqiczlOH_Ql=EQuYwG`_#I#$9%kDX2K5xI^crU9 zZV>=xsIMNbn{Mw!<@eJ)JXBrVcr1_+HzE+i(68P}07hM0JxHo7LSii{GyEVL@Go~mB045KZWC1J+1J=_2gDZ?OfsHT~$4yNSvndNZ zbC0z-^A|RbnO6jiy0bH&0xF+5xm@XB{Iw?C!Y<5XzsJJ*#G(Nd09t==Fo5Doa+F_N zV1Rmv|GoDTZbF|p*Gjq(n0++-o#9jp)5aMiGAaNZ6|eydarYYS=L&#C1$-WXW7x+{ z{EES#PN;MO{NvfL;l@oY#MnHBi=l>uff*izxYmnD{dXSGSmvwH7*voBAf~3nhzCFd zAjp{jgDe0wEPB{-#Y`v&6n47a|B@6vq8XUL70yiy+*3hSV?MR+$s!iXq8d&dSO&h> zeDLQ<39upEoSMw-X)F<3(iwnP=V(d^067ylxIZ%@KrJ0hZ;%CS4Hg0)6#$n9W`||N zKmt(1i;G-K%gW&TZJN6HGbDZ-@{m&zlpb5U9tVIExibH61`0w!1HdpBGqDy8T1XsV z0mrWcwriw%r~q1%;|3K|p)JB}N;AvaGbgA$_*|l?B>+>d?wm?#1#sbg3*sf{xY_O5 z-tBbKTtJ9BZE`pWoHr&04LZ&@x>0jrFc%%Shd0xB_Cp2}n4nZxM$YZH<^EVwA}mDm znTX6-D)@UU#6_y^h`z$9d!`#262OtW$7G%Ec2=8x>BEGWNb-&;EVE zDLg8@bH=z=rtr}oz`TJo_EuDmS3HR)>tOyLrF;C*fOR^n@yK|rVrG^;d@;*UxkE8l zde1cfwIUB8usNzCTkaw#m{JFdQaj847&?liDoVVB3gU*<$urgUlnUIj3#M3kKF5AL zbR>NYct4d2-e8vK(Uin@xX?M3NJxeR^_RFvmS(S)Y~mGVb(EJmm78}2jszPdWL5}1 zmL*mQTekY|wp3K$`bKs5#dHX^uU1rWmxH=2^;6#q5?*PEaVv(n-J9`^wO~c_Xex#` z?26y3nw%>F`wjXeD^@hCSK2MWVdyqJt9K%+adB(5Xlhp9!;dzq_cCjCJxebtYR)EV z5Ho7-@nbJ(!fo_xh5c)3TcF+}p}#yKL6%T7bv4(LbWv zYYkLosVkTvgna^jXFcI&{g01&5`qS@kNP8x9DJ>YQK|;2sD__j4K%=pBfLgNtA^je z2DZtDA5o3u1P$C)jr^Sr4780bUX4tb4gYyHkrE_IA|y(8Hpxyl;ov3mY&I!>G^uJe zt9vyo0GqYFnsqmu^*@>orJ9L8nm}3~^+uJ=f|d0a1TD6eEuvNp!dgvETCL7rt**dU z_s&+&%~tP^R$qcPf1b8Lt+pVkCO)1f&h_8n_bvKfE%F5IinQ(4TJ1&%?McA)l&E%~ zRD0G(dk#TIW@ob$LPsHON9<-x5kUumS4Yied#zPR-DDFrUSjiQTjgd8I0>M6vXkVz zvqh?NfS{{$v$K`9r4QIO^3mD)PcI?>OiFdl{Zoykx~G60#*@u6wB5_VmI<%!VT7K= z$?g@}?rNUSj>+aMt&TXU_H(cHo2ZVws1_xJhTEv_myhO4gl5`1aE85Jz-KRbG%j9L zlhsF~SX7^5WgntBV5FW3*_F=CaJMM$maDCKpBd~KFIIP<>tghXl$2*u>Io#kiVwyFg=iOsf zHEgQYu)W!1^VuQS*=KfhUjyUpLdX$N-lT;$dQ@TeFVQiMC z{WNOCNqQ`qZak%GM4xax-FiH$Ydq&_m=2?_po(t&4F@V~kXC!BqH0{udWfHPpzLa} zI=V?7VYtS-51n@s)L}izX*Joj)o=LO)|NHF*fn^EFwSc|HBQ(*v^8ZCJw;kIwa_)u z(>2-ZJ-rk?y^=M()iu3?IN7^Z-@d~7EoB&dKQ*a6c1G8tzy%2(Kch|y88kJlNzf}* zIi^CJ0>?DX`8l2uJ+nn6{cYX+AU${_0qEoD*=p-tCrDXFXt$mkl>#RAWdNZ3=l+>< z@agAuKDzP0x^a=ZfAB5%5{|8^11L0_x5DRC5VEK=roy5-hJbVPm-9Y|JwLab`lUxc zDm!eq2A>gUv%NbqdB?-)M$c#$8M1o6X!{DaXRxDiN(mbo>%cdrCNrraC9UZg=awn9 zrjOow?_h^OvWUY23(Mv)DsA zif+uRh*$Gk*~)BLJ!BrZxlOv#B*5Z&nIKBboL-H0YT|OL`OQ2=wR8OwF){4A*SNht zpFYLCI*}=U#rt}S{A2m)b3ILKK!9#iLVHu~y1&h4v(cwtI=YYeYO{}TXs^ndLu9z+ z1g8kSy__%3XsQDU+~|)Uv5IL3-5LQ!&5G!ZmuIhlE|+JiR==m(2LsoBAdJt`&y;l; z{u5@7dHWFgdOc%S*vjjX`?jsCmt}x+EuGue(<_o6+m}8gPt)74RRGKGtwGpLudZ&4 zyt6!}g&SkoqFQe^J4&C8CeaFw2C5SDWAcqN}nt^uSDVmOcvd?WM!1RptcCgQMZ+8DaEggRR z+@xZoQ0#Ok!Zt$m&L8h(o#{13KpX{7W43*J@N9y{V_S!BMF9C^m1thpYHyG%^;^bf zH@kpbYxmEOE(L^bwsC7lCa{UEMcWVU*Q+KZ-=jOi#LvIrA5~yFIw$tFG0AV>FsO;? zkZ~OEXH|TSwbFwoz_aVi>1E!FR-~0;hKo|!i;|uTBF#hsYW=E>}4%bBaIo124J$j_$BLEBqo|J%-<+qaxs z#J<~4-`lU7t54-SNWVMi+`F~dJH*^Oq_{hT+dK5#%e9&t6uY}|{(Cq9Fwo8|;P##b zbWfIh`{;XfkWcefpTztwX$V0*n7dvz~+zp4Akyn9XScmLb(@p9&oDejRE;r}&%QMfe>4evwCH`b`F%L=zIK6Ldv-tiKpz9dpF;wlk+~mZwIAcXpA);E zQ*obz%IE4?hq5|fkW=+=fCFV&y^%nz(QxqA4)mA{`s@XLqd?YyMU(u*j~YBuh;U}lmp)H?2W4qi&R?l$;bOw- z)^UE)$4wi%WX8DW?q9a@?$pd)JNx9sz3hU$v_ZGR*CRKh!eJp{5aAFLkp7~e#bYFA zre=)N2j_(l78Mdu)0Q=m)lt+_RWr~xGBLBTvaxe;a&hzU^6?7@3JHsdiitCTfJ_$9 z%1Fyc(AU*0*VE54;fd3a>Wb?b>>nMT9G{(DoL^nuT;JV3+&?|OJiooZ936Ol`T79+ z#=wo=6AXev`=Oj3zb_nyM9MJ4!AvX~g~hD9l%8-X7Dv=M?8%O1?r3DpUI7E8gY5)oO#@R3hNBb!de{ z;Yv2}#dfzm#`p4s#PQxFA2MCCUHiClbT1ZN&Jd?*b8hU!*UOr`!92G?d(G&Bo{X#A!c00bkG;*icZ<+X2B`A2^ycqY(JNaFj@J%=i=F zR11VP=CL+uRf=-i<=h~O5TZj`0%qL^zH)qlSct{Q2k5*pUjIr)%)v0ZbVR)+-(iHv z?=qoa!@r4sj5LJq-)`SsdSR3z#X3>K36rw`0R8i5BxypNrM&$_9esY1u^*9@62Y|p zCP_~Hw?hh`s2(~sho4!lp9^nlDC^H_B#j(5%8^q)KheJ2+!ySZoxBJF5|cvXr*)I8 zAnBKq;vW=e)Bzgc7+syrETVphvNGH<)9Dc1@{*E5N-;R@nD(CJjlO6sk9r3I+;pU{ z=fb#-%XP{saSYJg&O}Cs{bp4ChVqrenKu`}N8uay9MZ z06Z5|v^E#Lfn5^MYPVUp)0KAcHknv>@`40$3J7!F2kZD{&KK-kZIAnE`ei2wNw#e- zq*72alWIEuj!{v+4^>%>{pZtW4A)H?B}-C*%8`{+A{znWYP-V*p+e8R39W`Nmub3! zZo6rw({KhXrm?NYX-2>^*I7=)x5imv)Q^p`*#Rnj#8RNI=0#b#tEXjUWhnk-b@R=; zWo_fP=2hMJiKlhrBs9Ul=!8)G^WuF~&70O!+02{H>lq%~u9uZg+qqAE&CD>D8FVSR zW}R}1I6S+pdp$wqRcSe@)pAE!>eM757g|yhw4yt3A_5QK#$$pf)<~K`a0>p~uBd^Z z&a=PKZlueyL$A)ul3UoNA{o5+9-#~mJ?KZWoG86C7B05>)BS0FoUcl}UUMC1U)AuA zs7v||OloO_xL|;}oh$YZWH9l8KP0DKSnUf+cyIVqr%=Clv|uN3jvqhw3dj)bRRC-Q z+WoUl{M+%658?zOK+aOXF>_d82@%-@bx@(%&?M{3CO(KLS+vdApu|z;im^Zt2m6c! z@|Fz%fy*h_ftd$*?uMXsW9fsE)(7C?_Cez42ZH&xrGf3uL5lt^0E6xmAx6Fjhrt!@ zw*M2_kr#ljc$AHfV5Vmp| z5A*wAT0~MS!AzM+%LD=eFt(xOu)UojtC-fJWHp z-vb|6Oug9bf`l^Wx!K6}GNfCmNoiST)PK(ZqeK-}48yjqIQ8B z*VY;TvF^)P3;t_Y7c%`X)h9!J=!B)t`{{xONo%c#pWScpla}e1)w(@NL_<17i4iM7 z)m&^#(pK9`XtyefWa7oz9n@?x$?`ddUb?8agtgk63fMXI9GQu5;BJ{WzzyG1N#73NtR^3 ztDi80@gqczFBPuWIfg=7vBSd8DdxJ5z->aa5$@DRm(VJvCkM0fkwpKdF1oB!xi&A8 ztMiLJnk&j@4a@a~|F@jcc!X7Cw6AxYF08Tbx5{uD|WWz z=0XsJdMS+RKM@N~U)Ml(c{w(d-eFstIdjEXd6g`CEfx>$W;`cWGMBtRhi-<29j4O5 z2upN2uWjfEFoHFw%>jtCMHVa`z>Z#^Ko=A(;W93TN{je`_ROhomE4rQWmhytpg=PKhI{-R@A;KOc>~qoch75>UYq=~%9c&}%Rg%!+06 z_k-=Rx`b(A>r&#e2n>a@iB$2f&-}O8y{=Ctl$SaT>iZYPSyZUl ze@<=`I0Fnm1ynSJUmg#rE^!E-R+NkilqPZSrg8(C4KeBu2-x$x4PzVej(e^RZ?D(y zk>JJ3kxajfKECT|xhOwl1L6$(A)@`UjrNC4p)3f0`X);wh}dFt=Obj$_>zE78Tv_m zj~;rPLTCC;pkVG+i@+j&#QXiUhuTMj-d6a*5kI}*z|1Da%!*1x(fH#REA;3*^LPRT zo)Y1G00AEYghxcvSpxKY!nN(3q`v5gYaI;75e&{WtpV$Q;i!18vI`?n*xDwGkhiG( zNM!Bt8fUO;ne;mP{$~GOaLQb~vN+HP-J=d73FIvPvM~F(SqEo3#Ep|*7!A#JO2yUr z$U|_vr)bH`cWlUF%!N$OzWgWxjSfx8fNQAm6a3IIQiLC_ytFF-4`J4HDBAQQ~^z(Mw6 z(h!kyTWKn~10Bkc$MDANJrlG%bIfifv9vf0uLdrMWG#DyER}=F$w0So-LzEw$z9{NN6b7pLcXoyfwlxYc5;&ubi|QXOOd4*wP=g zr)SsSzlvG^*ez`#3-MqzE21nbVmv7t2=YqJ|C~zNPaTyNWnIlg2$o+mjsRxKcwK{cC!47_47naiX~RMQeA}=T_x3v11wz~)h1Jl5GVY!*sUTdVuNs3F*VB z8X>S3gJW5is#=1%*?TQnAiWr%aYTc=Il!semp{XYkLt&rD)FcqT|GM*Tv$T8N}fb_Tr1>=9|#!_vR)>o;FCCX7n^~ zw3udP=7!scjVYcQH}n!P=qA|d7TE13M2;KCoc>2WZO$H)+Kl`fWJDTZWuRZ{>MlgA8qLc2fvgT)&9)cp~A;n2Mn}n5&8SImeTe7On8ve!77S5+=H4cF03U34nMOIkFuOApRfHFN=IJvdR{AASfgr6u3E0pO73-% zCw-Aqf>G-6TOm+AO>{$0sH2G0eJ+rTB{V}Sa=l( z*Nvx)q~5UnSf)o-?o&`c?GbFQQE&1QfzsJB>)hh78Q;iFOuWg}f#3XvRwc5A>)T@Y zxMrvEw=qSl#xAVUsiV=0u`x}ngSEM)-m%~jzwNrI)=sFLEwiwiqjmTr(5AD?!li4T zz(qk*SS_=;O1;y_ZJwsH!7Q`=8rV^b)sgGfJ8#n=^3ju^$~&#OpNYfwgx_Pt!7(aY z?)0h(%hOG~)Dubi+=>S3N|123Yfb;}i)RRIOD?N(XxH=o?xR0z__1V@~`Yem+=t+N#%klN5`fLDwWHmqAV2r{V zJJ<3#=6k)u@xDg=_%vp^wpJashWVuFv*VeF8rpTt;=FqxI-;TkozwZ2%lQUgx7rIA zQJ)BQE5CN|e)=P*PKLd2GpqH>c@!!=tt=94C#-Ez{J0|d-cO-k!^$8=`*!5fF{<}z zJ%QR2%~^l>T9^9K1J1t-rAt#oWUi-eh2niE5#4DMFoM?;PeZ;%>wCJJu!a^OnMn6+c?ZI;=UNK1c(AG~(U2Ly>MQbqcV%SN5>8Me;QOBf=VkGaJ-P1-nA|^L zpgYi3$3F|X5aO*G8eK?$XBSYr5K~73`i5B`aLe~ml<9_b_YW?xFy@C(z}!87%y~%u zdHvTpgx|5&E;2&z1sv$9Y3B(g_cAEc-(dUiU{8tueM)b)=lsrNgg`nc=ykv9HAR5v zgnv-)<;FuVGnmKeC8z46M`@0`-Nx^ulJ~ig@7YS=Q?C~ulh_=uH>?n}Pa-fJtQYPw z@ql*zn6}H9(EAM`^L_8WwBDSTENOzG@!VUuaDlqnvYT6A?SKUE z7}yJTr!LJuNC*j91GL!oZd-GC|LEO(eB$elI|aR+!+|41|G=ljW%l_BL^QT_b+ioh4E0S-%!w_DtjVlsX($-z80lGA*qJ$*xY^KrR|Qvs*ZW4s!GIwr z_(jaYDuBQeEaRtA+t+5?sc+V6ZWj<16_=C-%#92C8KA6z2?ZNH9yh!=xjML;HeUVo z2>L*Pwa@DdghauY4!6%A2t_33j)rw87>dMXq`WG!C>)6;6!1iZb1WK5{3(|y9pP9! zkxHjmF+{aUHl4w4bhfZoBMWk)GEVnx9=1946XXIR(l9a zrwk#^z2R^uQLl~?($y-9Xrses2`0hvOpZVhGCdZgD&6}*{!E%@v!(lgknrc!o2OSB zO?I0zF$4vZJ4}8b$jIJpcLzgiH!Ib=T#v^yK#@4U|90m*X%h{1rwqe+=68C7P>407 z+89#i<;C>Gt`0|THV4fJiCMm09^jyEfS_Cb@Ar>e91?$s8ACmvN4#{BK!hDP{U8tV z$7N#--NG1CF$2n+Py)xbeavFKeq^j|nXtHsC8!ibz6HKjGG~T?*Mex~XQQl`(d~5d zSe^@z`Bt>R0&G#d5IP*1{4Z5E4Oa=I`Q$J;VZ35@RcbIYEY0H66i?&u5Eu;b*?c776_3ko!UiW4<5sY`&!3Pq(Nf$tWgd=Kh0<)xXK754cJG?tYh?Tzv(=wZ!E zVLDmNO3{>p@FN#V`u1tp2z0Hg`onm&kR*}x*5Xu*(D`G*kXLel!WDEuK_V^#t5Qbj z{sbFh2y?5cG;o{F_#C%}4}`4S3AkI}{Q^&Icb$8uZI8Dvtu#T3GXawkcvq$ks4*Q>>SNXmow`Mvcf)w& zw-G%eVqc!%8l3-iQqOsdQ29heRd$&3xhGdDDh+Yo_}F#M^sTnj1HIku)3;CUuIIT9 z=Z<5X2ZJ`Y0>Y)J{jW0jLw|0s^^i<7?)ycc)6N@uOrWit<+6n2f8!!qwzQ=`(-^|m z%4%n_R=~@vBET^anFA&$231`Jk(D#KuVZmYSrD5)iY{lT@3*>UW_fNu9|TuHMIBWu zMz!V7^-g}>&&@4-@o3v-ay`W^h0#qe{VZHnr?-Q*It|KnwEs1#a!AMEEWqcpA=2RH zBX1XA-btIG)-}tJf*eICA5dGJu$Z*G%a*p=o@<+ZB8OU)92#V_XK}D#_A&Hc!FZj?YiBXZP>SOfWo4{Ku z(+%Lmhj)^9p(!DgkfEWrh4S>=xKlg%gU&dE`3C5$^`yW{Fy{n$1FvI2!um#NL#qD? zfjf9IM*jHAJw7gXBc8M*f`=%7$EGx+fKf5HC-6`JsSOcRqwYcDR1;3>OXo!>9p}ATt1d4dSz7-1U=gC4tclo^Dx}35!fI z*~9zn3!ALT>)_smzHcN$0MdCZLLdFKX^CLvRA(5v>tP|5&iGSE@S@-$p{SmS#kQFO z$7HssKK9ZPWN((tT}ku!veXu<@|MlfP#*mih81LuYs)VOD|R%eAv zkmz{;mjWla@FmR)??1fInMn!zh#L4O7UDZH4=zNAyJM0i{tZ~O&bIESsK|M;RV^`K z0fZFMg6C>-;Lo*WXcPt(P^wZC`ZlUqf#3l3hUWUF%;d}q(vUpxBMO5OVW#4h-&#ZQ zp0|LK;H#}FjnxHPq^vV(fA%;)-^j@XVjTQL?bfFxwC!AD8kVO3Xfo#4=ydThRhJrUDcw*n*J~dU1S-Ntkh?J;Yj7!%iz3Q(zo+rp6!ds1I|4SIl`ofvUU1z(7Rtjb!z~H?y`k1LO zhQU&{m7B7HrCwg_32Ysqw#b6arhV)p(>fMW&=^b|kD!jey(n7c=<;ZstwYk%xbq{2 z6Tx55HF0eav{qR~*e-`G>jZlUSvuzLHqG7A2y4A%U|>PM)_3qWlUK#67i6k1^ob>M-f7sKM-PVY-F9D!=x7MnhQ?;32|&6C1AsWT_I|vGysg-P|FSJKEWd=U@ibq0NN7*Y zKE#B=6IUP9hYaV%A=7U5<}9Dd%r;DG3snfM zAqvM~F&AqsYmtZoEDNzyN70JcZn2G(TP|kYY*UtSN>ilZ>ElvKos{8vJMnID%JHf( z%RTfs^@+`>^8a&{uBlozpe0cD_v9V=ZopbIA%oeU-pB3hH-v~|IohJ z=si)v^_&gbIR(o*P0$5&Bfo->tUag;`M?t=-`F(87+@1qDa|Jof?Ldbr4I z*p{T&iTik&`6QTq%Twyt4)Yvz283b~u<{X{e^qZywE5g)NW1fpp7)87;gDwbNZzhv< zm=CCtz>g)PjXa>0Rc4bQVf!yD21N5iZt0L20{>z8QF-L?2wt} zFp+|sm7$QC+vvCO;cs?wHhv=zo8cjwW#MmAat_-W z=8BH}e33LXPUX6>?8=esg|Xbjk=(nnJh;hslNc`Vg#3x|new2uf{YUPv68TfvgEO{ zVzJVJh>9UaW33Jo?SW(M2?~Xl zeQXox*!CmcKxm@G!3IHp5T143t<4^9IvO78iNwjip>46Mp^2d|r4h}EzND!kKIQTd z1X$S!j{2l2fBxW9x~Dw_o;jtGVTp<=Wjsa7KUK|`a#^jQeQjBIACSn3ig>mqq75o%%* ztM`)~PA}3-S^EI(ssP>k;N79XQ+S{5A-SUcm)FRtcLT9cO{vd>nfZ>H&qR?%qKVOh ziPsMb{~OZ)*&98!JC*W*hy}dA z=|qWbXqi5~X~OqO!tA0TW+)T z4$5?Jvkdssj0$S!#PST5b95Ke_zS9y;`3}p>X;pK*OPMScZ=K|>Nx)Bvh5Yg8uJ2t zNw+>@|B2(UnqTt5G!f6GzR<6sVh1(vETXR)Sc z6{^scrc@tb@Kuu3)v=adrZncZWjdi1HL+B(sl`>6Gz4T6C6NIHClrJ<7Y(67da;8< zx|H$4rf!mzpcKu@rcjFJjdMQp$_VGnW@u_d-%Ec_3$sv5leTgk&e9xPE9HjEy!V2N zgL2+Bi*EMv%AAt!91D4G+M=pT`wg0r^UE|c%C;V>T4Sqb8tYCLx=yjm5k5mnTWBRF zt6@zc55s5-%762BMYyo}sO?n|IPF+sReh>;jcb+SGg&G6ac~1=&wzD+E_FqXWp!#r zWg<;A|GvkRRo}aHkf-%rDBZvC-MO5r8ho31+u;cC6e!KB#Y~YX^!^6x(&!nhW>xBZ z_9{#0irxc*l$-N@#nVB}>X-rQxSZ+*MKRNc@+3=}Sa8ea4%#`_>s92^u7UGJ^z)q& zi`^M(P{qUbx}!yVj%jj9br$l!p1av*{H6?r9o^% zkrK8!3luASrkRX2m&v5NfT#WLGVxBeJuk7n#ID-zKDn%@oM^F}y12QyF`d4+y7{IX zeYl!MzYWQ}nQLIUqO3lTrK_De(zZ+p`B{k*Vf&;CH)05;PebiG!vLdu^I}W?8fo*| zF|xtW;6i4hR#kZ&Db(?7>X2g>Eqn92aGM-^j@!rh-E#g7U3z1A-UEJD$xjVJFP&y6 zJ*WwP9kI*ixBjBJgGj1<6*6=UE`8FpN7H9S6Te0)IxXV1i>R=HWn_HFxq(%pf%7W^ z0ir6*8g9+SsE!|O5ofDGJJx*QhwMaQd#+B^JeG>l6)HAlG)TYvW3>yeAgjyfu*dc?v8#KCH$Q95L|+Ba-FIv(=~ z$%{HqCMpEx$AYTI(1u!ciiVx^2H^)LAVg}YRj*hbrbr#cKM>llNBQu|?}8B!MK5&+ z`~$Yg<0m&OE3tVTSzYD@gQKq#_-T-1K{oK45#^E@te1s_^|2}Oo^|q(N6SLp_ZJj~ z6MvEj%qa`nM;#7?v%vq6cMnmT1lpE>D{WNTwr$&$wr$(CZB*K}ZQEIC+xk0u-PYty zdiusOixq=d=j^jTfV}`RV~NzB0yI#mkQ-cfyC3w@x$#+@hQtf802LaBoCPK_Cy_t@} z+|CC4EYyQlv$@VI70hBFHZmEa{mS^4a2d=qwT~fL|UtWu6dFnoPh9=OiO`=gdAmMp$F+(Dxs7E~3k}** zp41q0vQtU3*eg9Mvbp+jvyB?MdaO44dOgxawt76A42r-;Qq{X+bHK`9iSD{OQ8ybZ z)(6?qsy{drWjRO{G7>EY$$GtLlRwGDT?IbVgm6Dov2&p8UIG+)9U_rk19e@(PE7GP zOK{X0?LZi!`JXgK8n+@}<;@y_8}Iw2+6Y@;R+*T9aDb(CDmh1tmX+t0bPJT zcJUGqIDcZ<(_c5*)=35U3&OER{a#IY;r-DwkkS$ z)UTN9M|ng5Isy{g%M~5;z256*@3R*>Qi2|<^Dg~_JpjJY9AIoVkqw@%O4US4#p-?> z1wR`d09`{|{d7%Bi#W@H?W@-ghboBCcSXJV#jQ^xi;VC)YiCJJr$agtw@T&fUZ`g; z_fshZL(GAfvs7C|rE|NM!}hmD{30z{o>&6cK^b3QpR*TT2hnw{COe3pqqleE%yP~`6 zuo=5s4So}`k5XbsnHP63cXv7ZJBu`PKc6L6X>BokhrCyHCpr5uo@4nYNa+Q4IJa5J z%?-L57uRN2pIT$ACm8#KhqIc^qFQxI1y>Tr7a*XMOXr1&eD!@4qG^HKYY$*4lEpJo zO6t?9IXbKnBhLOk7 z_wo^G=ha{7ZemaNgnzwZ<(JmdW|!&M71gcm=t98VRRq)Aj=;Z)?4eQF6Uk=P=Zx;B%DzqF@MqST83|n}+3C5SIfj2hgTQB}hxo%~NJLi3<~8hd?pw0 z=cTqD^PzU9Bkb@2g5+{WXWXk}Sj^@TVY)NmX2&8GdQ=xL%8tS3L|Sx~KWa~gd#W~u ze28QspVn@8{j7IQh3dYT(cwbPT!;(zpe^QMtUi4`*&rVrj(cQf|I(aR6yu zo-UEA)op3NJPv)Y*QYb3fn31XS0bU{H$aa6yMQV`U^a4zFMKFTx-Y`*Ze zD^MHDHYA@-I|fWCFoRa)w>U}tP%)o;Ma4voVSNpnUNCjj0#{OknB;MJLIaK)jSW-J zCG-pzXg2{J*=i(Y5U&z z1{LZ_-i9uQ3d6wdUt3oLlB6d`O@vPD+ffs@bKR|aKEq(IoBo3;7me6pWKMhha!N|g z3hGL1h7sf?ugM#+fJlY|a=`ntqF)5elhGeSo~8Upxsu!d$+e%*}g4*MoKIKd|Cz`1D{K7Y)6lDt?rXzMWZz6k(SD_ zi+qYS-e`w=J>jO3SH_||g@NE*T{1UyNvCb6masy(#o%F*5sC( zpkC1F;kHLOr0r%P>?xf|ugT;cV)k4d$Jqjud#CxEZS1??N)sNLK2&<%Mn>6HG;kKl zH)9mGn-N~OZ7YWrL;c`0DYZbQhNs2Y7=%vuqc}Z2596XKu6H@?O3bJ*2AqAfyw=s8 z3aCnPUrtSQ!2O^1d)y}kmB$c&-!J75;y98QekShE<14eCOumQRlJ9*G$ka_xiK=bX zIe&;?phoriPECO*`zqn>^H6fZS&FH^(84`1i$m0euQ8!WjkFn&wVL10RYc(PICgXP z1@p}ej`)}PFoNNNaHjF0>z+EM*6wY~j5Mq{?rZXh93n(`w}xW>)S(r`dj5J?8;@3| zc}kEElas~you7@Yq^h!3%vVLd5s1CCv5PT!((4Fy5*?+gmlK))wzNImNBegw%4z%C z>Y)-#Vs9V#7EozG!OS_a;2u3NfxtrTnr{2o~rfVQ9-`^&TZTw?pk}Tz6Ko#_()FXY_7tqdbZ> zIPk!4JqrcIvwBC+<9Fz-PC zTs#2OIyd!X6`b)mLlnwh9gc_c2%9Q;O4qOudJ0VB34HzC(b+i1+G z72Ya;!!MS~Sr=Pp5SZ;!p@W)#Q{v1uC(#YAt5v7k_ zpbDFUvnMhVm~fPOIoev1Z|%d!k7%b4o%yOF{NZ!rGi^o*6)56KaMF zvu7Kt?GI0kRbf0<@-``^dLu4HSdF-ayz8s-*O*Ba5>_uPhaK&)H;CsR&48x?_Uvy@ zyM~OM*j56j-UhzLN-dv)U-zp^yS6kH28?_2f7AOz*xWjhy{}#P<%S9_29EsM#9&sv zicybmLostWMJ8LCzR)si??264KiGyL=<6x8E*X~nH~%5EPpYr9E`|HnsJP)g*QICI6Q)Te`In`8 zZTL{AmvtjG8o%%>@2I#s_G}9tVX?KkjNze=;YYDUMfkW6 zlb^5MS-aLs^SvcyC1hJ}X0Mfadt7d8Jxr+H@E$>3$!W|!bXPpfMTFVJLL@(hnKcK- z2Rsga^WL_uZtv*;(Yg?4&t+M=-TKrT?lr2H{B7S`OYJZ!xa_tb2gL~-rw z?zx5O`H}pAP`9AuW?>}0{DGv4nbWBI+k7y_}>@<@$s?Zr!#JusrxtaZ^v*G23!(97`I+;s3$ zKY@@Y%tp`CV&X+V@0I5j!M3P0C_!9AGc`b+jVLrA{M8-^gF`?LDq<2Kq`Jp@b-{Zr z%&^QoB#Oe<1~TZO#Rn5Kbll0FY(NbcF!V)!`E;?+Rcn}Nj(q(LUac+ zq(VcqyT-_U$sgCrp~licAlZnWBmmt6?mgC?Iax@CJm`$&|9OBZKA9GmMHOb=&L-9O z>vFi1Qh-)^FiWt{YzR~Pt=)KNI3=iein_7Dt0z+toeXd*JZw1Zgz~$z5Ly;mh?t~5 zIIBZmM8v~eyu+&%vawebIY=^^U213uIkE@Wxf2gXV%DMG^|GTDrYV?5VuETwRw9P9 z3)i`5tQZm~oC}&8nMQqRKzoYKcxgZzg=40!8Dyx`g5c*ic~A|hp+6C2MtU$knw%|} zKHYn8jA1;Tq|uOqFD{rUR=aksQfMTr`>TQ%xMHk`1v*+LL{K|KXp2ieTijJiWPUDY zIvv;}d7=ZPUdky@Pnz%eU{tE96^>cV6KYJZi&TzgEFgGvl4+<7R209_capa4qRuXA!A_YZ1*3u0Lpfdj37xqy zp3AX2n(2E`srP+kF@su8SaNp%sTXBRqpFOj3;3*0o(vZHOc5-0?YzCQad#vsJDxws z_mWR6VZ6cJ>sqo!mowlxAvZiBJu+Zru$`M-(|*RGRoN5OpnOUVd^!G8bvV+E7ws}4 z(nroSZB{c!pBOOPb5)ByC_~eH0>jI7ybyrld5w7ay>Skkq55YpBD56R`ywV{uW~2z zk(xm8*T-gqE`HEU zWon+y1rD)l4pn=sEO`=LWh^wggF{6S;i+|(WRgFHU3y8Jv4P#cOGGVk7R5)-L0LIS zM1m_vdiI=|hc}z&ND5;ZNrAg0!g&#=`{#rD14JuNguBdK7@-JO_9y}+X3zHdi14C3 zuKrY$o$+VdYB`C5{@HmseQB2Y@Q zrL}pbe0fY41(!iI?kgI;%EkEm6-dDQTy3&S3h<1?A;ydFk_^g%sLhhYG!6W;>P=%O zF5$Rn**tpGijQm!MYQOkW(K1Ve+AOwQ1XDumjvcHDj#V0R4{yUFcZ1S!pBA6IL+GI z9&2>BV%XC{+4usdCo0`^Ar)Aq^Dprr(Ow&tKM*MDwjy%umAp>L*uKRYh5ky`S1T9U zGnLG(ZlFR^tiuXJ1pz_*e8b{MSPD`kGY7~^Fw$zsA>|@AYIxqAZm76uu$sVL1XZGf z7h4)U1C{=&F}c^aA>kvAA=u05gLhs@aGhy6#k z)4iFqO7XlUlD!X86AUD_F+OQn$Fqm2t-rJ&xR#?6LMj1;2cLbVL9x?Q^`kNT+wOAS z=a36Y!ky}O*87)3M664_Pr498ymjT1ahkIu$VW~QPh2`LlS-&@tz%4;Q)$t~nJ`^R zO{!-oz4XAl-YmP%fZD*PEf1G$v|Fvm`K1X*xBWf6F4f)PiPLs^DCq16+`#B7r*A5!(xWH&r3an6v<xhWZuKfEBDW`)IbPuT$k1L@ABx_apoT`UVSOOUD;s)VMS%j>!e+cm}dmyNPR<3naUa%H)CkohPmBgeA32L15X zt-RIzJ1Tg9ks~|bhT%~1eAkm+S?jTx+5Rg7ZLJf68Oc%FvjMs+_iL#+kh~H$sfnWt zvXv9xos(tNtCee-^YBwltc&HCGYs7Ve3^@|o{cqItB0RcFEYMpJafmcN#)>!#plz2 zZp}eu3x8gv<8IL~w6kO~*|TQ_m-fq(>ID*g>x>x-v#EuAQ{!B+n^f2MJlhjGR6E8C zEKOyN7t`~Z)HVT2y7?XiDMsMZ8G*x^b%mCtJ-Q>_?(+^)L8G4r#~dX^@KtAcjs`8w z4K{tGZkwjqn;q~R?z-FUk#j(iYy& zjbt(lYhB%U+gLnsJB-uo4ByMNp1V8WGhwxchi_fNm#L?gg?rJRN6~f4rQ}owEN&rf z!Z|y6*N06dajiBIfmPWyUz6Gq{c1K7gxx(=)q2G~N+vy6g{6C)nfv-=!8eL2hE*Gy zmS(12d(g0>8onpxmqzGPTOtC7*y~5Tq_U#FA?B8MTyA$3Y0t^-VKy`W#$X=l5Kiy` zy?3|}FWHw4pRW!ap!-Z5Eo(-1wiVABFnC!Jd1M;<2IX5OejHOFKpcOrm`~jH#2$QW zWo`DZv@>0t;Ny+4P*(<*x)`aghK9ZB(|J{} z+P8_AssQZOzhQp^#*NwEi>;n_BRGiBJn~jQEM~nztAR-|UK|%3Q`ukb$m6~MTG+U1 z-uZZLLo=CEGmqA0FDSL9dW0+P__$<#su=zq?P-kOt8R?(Pq4+7Dj=_ZFE5K~N6Z+n zx~|sPKe@N!>{XXn2VO54{Ed#P*W(RX@uk|HL1~kh&#=u`3g?Udnfw9o8#U0ivmT?w zv1?ShhdD^jU+q0T-^!<8+4#`2GF5zwti54=JzV>>WuFeW5H)b7g7AeD|b=M8Hz=Na#~)tF_MfW;7cQ6Qs(a?#nH$UL#wyR2BbokfXDh`?3X9qp$s6g4#{+k>-KEd7jaG`k~NVIuVBGRyz9 zP%dTs^=Js-&Kgfz|B3b58hxzLuC?2rO;ks{)a+1bEbtO)mBj)ELt$a4i-;8rhj@*2 zfPF7Hn0|(GBwD%Nobp@KuAC=NU9FAgU24{*BRt1tRhmudBNNcvEtl&}R-54S%Nh85 zF2=5sZy)%#-UCq(tC!4KJbgR~g&i3@?+=SUnObSzF%jq_BN6y7@OT_RdpnR>>^%N; z`r-It5a)b6e4lT-N2{gyc)eerFCPylc8k6r^CUw4<9sK6SqTJZ z3$QgE$uiEC0Y$uy5h1#zH8H~ovfOY(6?_razryCSO@u^|DF-6z#q%zO>KuX3s+2sj zXqqwRaOK3P>dL0Z(ViU6qxuds&frNAPhvTVs;UttBCi1B@uL(&8N$eze^p1s>AAn5 zVl^!$*7O}2>WDyT8k<6wEGc&)%yK<5)3NCnD3}fDZ2Q&sWH9ldM$JZIe%SOL1_s`wIP44E($?}u*$+U|S54;0 z|32S#hb8jN_iYBJxej^#J4u}tCHvw~+gC$;A+-WfuF?<9YniA2{%GJ(fqhhR(y^TTMsnyz99<6kG0v} zSfC~AwTpWDDL9OYcII(J(l%4lwVUxc8I$2w$+!E)shka>9yi}3QtR=&FzemfOKnJv zwbalL#yU@iT9E5F>p6M%y6ICZI+Y=Nz`Gd^hRvI=scZcHJlB_HLD^5l^m2L5wVU;M z8TF5y`cM=%tFHF)fK?N1b~v5AV(I+!V|W@(v~DLR$@{0t-g99MApRds+o zol42QF&}MBGL5;bMpp0q+fxEo!-=jnQ)6pDPR+WASQ50S!dfBDO#~Mm)So2hb|h;4 zH(ETTh6o29y?ZfnRvF}-P|Pi&N0Bw47(wUfP#>wt9SqCls!FAsvFqMYAGG-5GN6y% zI6hHc1bPK8V#;`jGI1o`m^3e?zOoy;&@O1hXUoT8i?aY3QugLG_6zs)yVG@SFp zv|A2*2!~1eFMAcCD7~e^FI0mR>aAi4BCO^}cm>~38KO}l(42{g1C;?DZ93WC!g3mnQUX{Z$9sG!+%o=P_T6D4aijhGic&XB&y`Qw0#%3bED zX*AAO`z99LnwFNU)GaF0uCHrBh4OWdpvj+_U34824K?N?*QcI^s)y{!wD_aM#}evu zHj_Y)>22vDB zCs6Zy4Q&@>#=uhalS6Z*WROK8x6e%33z3hmUB?d)&Y{_gs?Tfu;osHs$Y>?Y_fPgv zyfV`9l1lokYnhy&Q*s=U8qSYub%Hj;i42~~#F{OEQamN2f#h0-L`(l+@MwX6sOJFJ zoa1MJt9~1%_ZphOXx5 z3y!o+jn!Fhb+uKrAy1}kM|1{v8-==$KjYLh@OT*`3zL;a3(|5|YisR5p2sL$Hzc!% zZqk=dHmS8}rCJ@DSY5T~KN>e=?Pi-YijTCdfE~xzCvAO(BurAW+RZn?G~GaB&Fzpj z<-t|YF@&>^f&*I=Lcrxl6s1X-ZOWDFCQ{(Pq!T9EAMJ7 zr(B=-Lul&*E2aA^Z8cyVMPG2d%#O8>L}yUrTvRozW+j~O6-CV%i0%t5O&x1O{$)iq zIs3cXF{1CH3caKPu=?m{0H-OmyS%ao(fA4Xx;bk^(!Ua+ZTBPH*UxWmh)~pS7)acg zCM{oj6T@!w*gG=h%Ut=}*$))+GPjdx)o3kh?ZJvuETQ3zYE~jodU5WZV(}gQs^U!O zS#BNWKC#mmz&U7pmvf1Tmgnx}-Wi{EO5ayIO~=K1 zV7Std88ArWJ;G>;Z38_#hUp84D*1Vz?=Z7gw07$WReN8AIJcQg5?U1+YS`Ld9*@n^ z-5L~rG4;cLs8q@ig`sg@h^%s0jdWO7T=0s{)cdl`Nx8)gC)5` zZO4THUMLE|LZ_ae;=~OvM%Sc4I{IE4L0;76A@coRU3)$~w_bRsAvMpgCS;-WrOoBDlB4fTWL{K5hRR}l;zK(9!@A}G zAqr(?N8tuStf4liJaQ6Ij~EP%V{wMYTHcRw1SDbI#Xc9|@e6^dA7k-Ba|)yNQZ|fk zgvjA^X+q|8;UVb>VPy%p;|V(s;5eiao-TfZB8*8KEG-_>aefonfUFr)9hW7;0S- zqsGH{$(_Ft6R4nsCQ-q|io@|TGV$9ptJ@RG>zs@=5?M|YDnOLQiSe%cW3Vuil!`KX zGxVxRv$;6aWi2R&EF!oiGmtTo`8~86Qv-6x)4dDR7dbVNMpRZt@pvt=<;x8z#!!@@ zvJc8(7c^os*pW{Xqd3wfxr0-Uq4LZ$Qg6=G9NInUJV<3;jOf95vJMR?UQ&Xp3o~NCi$xrl+nuK%5s0$`>q9vJhMT?udXm zW@jo946bTVs435+g)Za}@#7r|YQ&7F;FQl=lFu~9^eoGnbC<nOQjuQ-ybIeafE9*iM-&v1?e7+tz(|Jq2MvP{cU z&EKFZ@|LWc3HS9KuPS#+k0`Htl&XVnEerK5#s;n0(#W_sj&}~PZGVX!lCJ~RQYSF^ zJMlZ5SCXv_v#>m}g7BlB=tHbtGLihOx(3V170nq~oz0Pp@9Ye+O-k=~r(2OLtm;W6 z_he(Er8`VZZ6Fur0J-%vrxogCwQg9G-6Pcegj(N5PO7=JHdV?5SuR_a-P9pNM?zB+ zRpW9)l$)l`!A8l6W{a6sjIg`I=2)upS?Yslo{)P4pIfkw6^gfKEq!=%!Ah*fk(W|b zQ9z{&;gX{ndtDicbx@#pf@Leno4zzm^#)XPu!l$rbiG$4z^m;ys&r=+NkxUsVJ%`{ zCb4u!sb&WOjK#*k@P>$nrt$^>ah>l*A*ubsL9j*!6OEn>FvYO;snEs|f=Io?JYMOp z;VAw4q|^4r*Ax z6H~$G)eiRe4isX4pA{#(hQ3amDdS!(0BnC$(1_KLI8D{MYc>yexg@1S zz+o*BY*?Ihe|}a0WLNQ;758>$zks#gKWbD(nVzyz`zy3siPN5+8eog55vexnTx$A< zpBCQe!Dnn^)38CqPe{;>UWWWuT^wzoY%q{)7%(3GVajw(o~keCHn}q^Q=)`u?h#E& zFkr53Eax`(7PF}W2Y9axe;F6Nspce^2|otKCH6|HstL-e2?`!_v4#$E=~kxb#9VBJ z-;|xOftViJbu1SV`JbjjRj_Q7X=4#XqnDKu#PUGPjdLMwqDVQ#H2sjrZK~O0(3y^l znZtM@nJZkB+OShH;3MM%E}k^gBS|@LWw=+9fElZ;8Otg2IO!uwPB!c zW35ftPnreVN~U%SW1{ha>gwW66S%u0%JB-to?@nRI*=B?c#BRyB^FqWfi*0ONK6S?G4D_6a`0X{~;D@odwPF745-4irl>$JEVhE3)5IE%z* z9T?byu`QENTWx$c>jY#|gSUZQ9ZTEU#p2aVojy~VI@RsG?Mw|O%9m@)*2^lqO{+ZN z%=dbI)pPf^%k?=LhPbfm?JXJIWgZnq(seC1-7A(~GrPDJXH=~YxcTL7(mUbX$-}(> zn(e&{FJklVjIFUH%iZzmK7|mqO3f{m?X^^I4nLh;ol(`~ubuq0-OsT_UjZEl4eG}I zbt>KsB)Nb1+%4P76rVL$durIe)vU0Bg5i5-M4Nq`s<4aIh=gJChaLt&Ws?N4fiOdHU^Q z){Hbb@H^LADf{3UE|(jpKEYgFhouS{&zkFEv8p~k%WS#3L(f|;yayjfuA|cdb*@pX zU$xVjdk0IFCd7Mm{aV(p?dCQ9MtH^1>K=Ci(7)j~>bbij?oL&naZu?tO0_51X{6P^ z2Wq({lOS8Yc4mon8-sn7$njt)@v5dOr)F$$3kP@ku@4w(_Q~D4)Mg{Kys*aXiMz?ll4*z)^7wL*h(7}e{b)Q!4{5{{!vpp(&p~`q6-896K z-8o#P8+F3$6${UM=BYJ=2b`-UuFiZ9`$@MAie8qk30lFg2Tkk--R?rGx)(EWs8X%B zhng;2pSY*Wg;#0iZWUbXD$UKnT=117^br&@5sV6-QMD^FICs>iUA6h>q{N;&eUL?; z3TM{*E8qTi6q`)=EmAjqtF%hgV}5Bj)1{M>RPWnO?OLSHi<#g#Uip+{^7oHh?1VWa zdlAn~lkaAb*RV8AWd+(cJ;Fnv(Cs12k>$9w+OI*nt875pQQ1!%Nr){IZzqoGlIOX> zh5F8te+Myc^=kW45#KU2yDxLAPxj_Oj(5-Id(PSR8GG@@7eSLFHj3Ylx7YSn(PwSq zs>DuLryxaZ9f>Q+}|%thePYlzu%{ML};C0O|p@QBAKKom&<=e`X(S*V309>u}=aZFGLdW_O55I&f;~C4du65kC zuI^I~_{%21fiZ6mC+b#bW(dnWY!5-|ETRi@+y+osCTu;w^){tzCU>!reS0l4GK!^nGID0uyqh z!!Q^M_>$;j2p}1SOvNRodHD&IP1QBEW#t)-UCk}6b@gSnRj4`X#~E4U!1T~~le0c; zAE%M^7btt*(ER14m6fF>5pB;?uie#kzUjr=*}bWQoBNf+*W0{O zgzueOJbs(+JqEnsY5bV5?{7+>t`pn8!_nC2noXk#8e^tJlCe__1Ikk9RI)%$Z%C#x z8O#Yapl|Z^QPswBq1ZjT4A!yYikEcl%k{R!y?0Lzq0rg9F&qqsJJ#4# zKh_+K>j0rhItlLWL=rJOMf#)^*AvVk8H{#hJ{!)K)0NVVVpp0*EX~yxy|!@cQ6h33 zv#*1+n6Edcd7zCbT^JsYN0S-se^Qv2XX3q2p!HV3C`rz}+Odz6abpQCSH6Cc;^X}E z^`5QQy6w7uB)>$5=Rv#Rq&R(jyuG~8S9bq8L5>&59jP~Lib7c`B?L!r0uObEw2vQ% zrLvwIfMwje6@;h1v=@To#+esflkqMa+ThtJEnKFdW@rR5sRAk9x3)g(#c|n67|jY! zfT!&a?vT#!h(?4lwMxr7Ij9ZRS88jhHQaAJ1b&+%mE5^J&8ZJmvPKzwm zDgZ8#X_E1_y^&`)%+?cUXs)6`3B>A@?nE{}m1AZFejd*Wg3+QV2%+*i&kOn`NwkRB zM*T+EJ?~N$+mBX~oRQ=GdhEsTU%Z~AGdr|GP{#h9v`pVTX_+s0osGJvY0BP8?{8K&bl)S!Yx%J3_8r_Y)>m8s_F~wNT)u`g{2kk!Y+e)0I&)DprLVdTd zg0>$<8jHcC@s?PmF`htJjS@F zpEJm~te&RBzH&$9Bfh-2?YmY>2-?m+@3@LZUQe0b;l6TH8!BT$(5N~c91#7K7>b5P z&%U$3*4w%pLk`xy8}yK~(Vj*m$I+TxO=&vm{}?geDRbz;ep>RN`ISio_xbW%a zNJqvMhdJNORZRfG5FrpDc@2mgJVd#FhTNeuj*^Q&0KxZ`!83}$_?~^>ayZn0Ai#< zFw_N4YTuepLSS_u5{S`CUj+fZo6ZM3!B(9JRAz#enX*xOEQA=lR0Kgsl+?rZg9zo$ z@3Yg10eoK|II!aAgugfclsi-$Gn$Gzkf^#<-~NLSn|yAsOrX zxG2{>YErf_H8AHd!N3Kyze~dub^}tJ?TP3W&hRuQ<;W^aNU1ynM*vzAL1|s71^&*% zLk382@9Iat&E4UF0kVL@~DZH^EbDr7S>#DGfn>q+`i` z_OR3m7do??dK+_2rGF{?K4p~Wb70PlLn)6>{j4wiMef^uY1TbdP+$*HJ_WWJD8`0- zs4Mc{-!Y7u~sF(UsTIz#%X!Q{)mxh>|>Z5#U4GAfi#*|tble%b)8OxWZoSW;%{(X%Fs8{Bg zFq(6TXwBs+SC$%^nyWo%E%hl^))rb?n>%Q&?Zsf*iv3y`uV`%*khXRqTH5<~FRdf8 zbdF)2+9z!29TPEhPQ_X}=ejTLE7NqYrJXuAuIODGaP)4&TDteSFP+D-^q!-gx-Tv0 zJ?Am>UPoGb?>jHu&(rk2C!KnL7PVF&v|E2DZG8}YjD9H9+d#}M;$1e3f#0dO!Iatt zFm4b1=qtCOoLdG6ei%c9Xm{a~+J?w^7{ipRcaa)fh5+q1Igi!TYyg`dz&F}aP!pTWNQiS@@)*6A}D{*9$kBKcHAZmrNM-w*<&f;KBh%Rqc>wIKcfr=S#j9+Wq|WVWkC)DATsu#C zvz@yd_RcprJGV`(-B)n;-j^%8ptR0SD7DuC%pLnMew-h6@pXt&*C9#|=Kyo{b%b-r zAv?FsrJ5*vEy9Ik9)3=_P$iE>r!de6~u7cN7c~tr0m^yQTfY@dIUbGA!_@= zM9phs{rjmU>+8zO?PKeooLl=U?v2~3*VdcuOV7#Ijn~V^9?&26essLMFg5QzOuN?+ z^6$GSx6ebuKOW<1cn@i--iMrj+?$fR9{_6TU#F6Ko{M>SPvvS~=Nh}7tG#&7^=V(1 z7J5ID9o|d(>esc$uGcOA@3kNO`!+()`v4#RZCvg9K4aJWgdhKXKJELlT+io15C3C* z_4~Pf*XPC$|MMR@;B{Qj_aP7e>r4&szP{`G(u@Cnmj?Je)ARe-#Rt5t0>0mRmu(dH z0IGz)KH`1_^`mB=b7}_|D+6huF#zEsf@8%4ks|_=)&Wy805i@3Gv5Mp$Aj?Og9yum zh|htD)`3bQf-1~`D&2x=#e?bDgBi(#nazQj)PY+df;-HCJKchN#Y6bnLj=h~gv~*O z)ImldLMF^XCf!12#Y5%ULlw$H#g)!M71u$RBSP2DK{wt)cgDl`)%_Zr%jkmw8jSdu zsDlN&{iPBByFLe}Q~>wy7H&Eo{-6&2WDfqPn)XE={^J(@OCA9z0Ra$?2vUy-F^`D+ z`!~7*BK933uEKA^gx~lHNW}F>QdF2mg4+KgRM8u#Ak1{2ycahgSYUm48I#A5QuIg_Qq8DE|jf z{*RpeA2#`aIm!P8j|>LTCyO<<$ThF1vA*cBr$hE@xB4{<^Q*^kpce|j{M)m zMh5&>IP(9ejeM9W!-lyCCMQODl&q}!e{AG$cY!qhP|D+U<5Y{|4D*um<4o(8v*RrL z5z3Qn=M{^S9QWh$lU(oTvy(i3aH`Y%U^L6qf^f2m)4$Pd=ck1Pf>38g$*PuT#p$LM zXC>LL=Vzt)p;YH(MR+Ftkfo^==M_$1edm>RBUBevO_~SiznYILE^6K|`z~txz^O0m zhS01o>&M6{FB_)VE-oAA#Hg>DmQ<~-0L^Qrl~*lWt{2tWz~0o?ZHK8=bXK6*mDe4Y zEf?3Fwc<5c_N&K5d2!mOC1o|6r)72NAAVIUYR&~*Z}9eMO*`$Xd0l^2 z{CV9PqTUtOuC&b&{47$QeVcd+Zg9&pZ>|-xZHE?r*Mr~T+G%j zA%zUz?m_BDya!BH>8tA&bJf=`0E_|qjABQiaPHtPbx}{=h18PHuM29FUtZzRO&%X8 zomtlkH~Oj9)X>Erx~R7lbGEyu!W4R-V9LQTM8HIcv4$NhgYn%NGuQydyB({L*Jt`7 zYwMPf&C6x$$4#bssnzdq#a! zEb;+1AbO$StGr|i_I?;s`QYqhf@;cjK?Eqtl@w3?h?xx7#5@JiYGVUv9k(G2(FL$( z5`$P9x1k(Wf1sSkgs-1&!vtXeB8Eu}1s2zZOUV31nynus<+_WIkN%5->NG^Dc^8RU zPK4GvHcaO^kFWXp7h_an1i+Me7i}(6h@~?(#M*He!wpG{ldvZCd)XmYq>C8u#hrln z{w~fR))@VZVoazdB0eLbkPuxGLWHS7DAv1(kBD+yN^?Ocxr>CC2@_GyGSMWri2z6V zP0}sCA-OC#nMi4TLbc;Qr7pUd#!PZjbK_pDwCjl7v0R$G$`PgOvX~)EQpW2mG33Te zk1@>y$Hb8_edwwv=O3a>g<9A^WszgKe>$*xYm~ zM|&Qh+X(y*!m?9tM;kexQ^Bmydn4WbXQ{vo(p&&lVV<0jIX;Y~ycVmn8MMzSH3rpu zq~_yajOj8l_KEq}5dhU+JUB23VJXF8`KBTY*>Wkh%;CcbgWarL9#Y^{PNUhg_^zPe6 zYxir4o$p2G?#KB{?#Rl#C%pUzV5dZEc#!ZbV(L6vtuS)-~V%;dHS zYwTe-as2`IBY`AWE(kdIA~6!I#^exgL_xtzY}+(n3Wg>G1?$VWqE2H9BG)0!vFe0| zkzdU2_rr$uD)IgNe)M9#BNW08*fXWO?1}fI7W!;y>=U~*m9AsfQ8gI{jC%s}iwMqZ z4jK2ydxBUG6Q*N|U^Ib!2`;y>P&ml@+zYF{4@k{Zf$g=q?4#y#lqplGFSYrpmHX0h zOH=8mim@7=zi2C$hAN#LOAMHfG^Ys>YukTg*{^=l9dDj*d2uZD{Ay{)=R4nn>Qog+ zvTMrsxcGX{q_#l*f_3OyAnWG*Uz!warHc^ zp>+x|N3azmdUg6x2=xGC_*w~FXb{@p{w22#Xj6 zuB<$_C{EzWOv-mrw$cf=wC#k_%!;|6O$59k~Xy*jz(*IKfA>R`~d2C?>Qdwd24 zp?Pcq(Od|q)-ECyyEgUCUD~ADw>Xy?Cp5sW#lzsM&(YBPU-hpi9{CU1@t-G^J1%D& z)_#|!B&ZgLCSjvYJhSKTvi4H}-0{ny<$w$~2&`&%y)$DeljgbK<3MvH|1 zffg|_F<*i4Pg<0b6t}Xn`V$zde31Vc7&B7iXH!wPb5Rb8(EbF*hdOjfBj)hn&*!@n z$bSZmKnVDMX|XzQIFZ$8DD6W{{%9(394f1|~@FGppKf6!v<&EbEW7Ec;Bg8rn% z)299W|L3$Q1x5M~S}Z8N{2$O_IzBX|Fq7X5p%M!0tfo}i?-?Bp0fRZ+U=qN>yO{JX zC`vGs-x6WvC?~RY#ktec*Ll3#B}F-Uzcs>hfd(XxtCQ;uz7;*LH8%XHJA|-tGnZ{a z;WfVE1xTHeU_1c`5NnVkoR^&c)1JCXBWX>sH;;Z@Rr9Q9}Oq7l>m>SQdV-H2QSd6QRK9CV@P zY$(F}YJZh#c0tYUOg_e>H!TKDyT=`wHRecooOX&V$+!Js+->P9<8Gut@OE&Vy{jg( zCW%HEehJ$b^BN42FBFx!7!TyVrbY2A6c2={4pI0EEoLAWPe!>xu5*-S3NjcGr@l7_ z2LeD(cGzy4#v+;R3zl^cMdzC#Q)T5&6|b@a``eZ^6c(rcWxY$k`PMC_ z3b*l=wd?BJmZHcCkI{>zS6amU-B#gsJG}n#aN7Zuu>pWd10tZiAi@b&qSLa%z=d~q zp{TQBVlsYui>wKYUe1ca7V!y%WwRSCsxnwgZVNN@u9sG!Doi7S9KFQ_Ko-;;F2TA@ zJJZ<57E~2w!5>I;w$LZkcY){%Rj%5X?K7};Zb?1!O* zss#bcphd-eCqhuKu`vbAC1iak1Dzn>u*pyk#AKVN6v4H*Oso3}Qm+x<+P8eM6AK0J zhnXPLs$z}NL-m%2*~+N8QZxA@?d6BL#<99`=g}km$A|e&)cVR``Qy)u;xHJj(AANn z$NxQARA^|PA3b$y`GXdn(+J66;9`8%2rF+9&dY2t&WYe4YtC)Zg69~36#)FaaJN>a ztv}uh5W%Lg<4w7382ic=>Nr;yN5+L$BH0$chHo#!m|cj9#|{~bE0PlFC3f!0_N}1n zuyUt;yn*g7j@!Edi?z#iB;q}Gjqk7utlx03+W=C*B2%%Ug8q5ood?op&B$N{nBoek zLv`=w8KW3Sly4+J&5nn;c;=g;=;vc?u9nHvsGGvnjiav>yvytQP7Mxir^W>>tp)*S z(G}pccdv&Xy-EGM6m@q3)*FY-3|+pnkZwjm+;_;MU54=VFZ~o-chS7>hn&~WGSHs( zTr*sU<4CV_)}MydI$n=rzWlC?er6K;*A)2Anc*u1{&!--zk}eP$>HJt=KoS4KKqxI zfvTMTXfm-d;t$oigK@Mf|C<>ibM9~Wqf63m24Jh3ZwBI<7H$R+JMI6=%rF_iHpkru zpinaWg97gmfZPwX|KCvHKV^n7lJrH{aOkW>!T7rWHZ%PHEd~BHGekrYe$5R3XB7Ci z%&-B6)o+%u;YdxH&G;rFHxe!1@!D{H$8V$^Vf%Z`B3nBOnj;?WyqQ?X8%`H&K03&?u( z5%~7kyKcSCgUmR=Eg1V|(g*eG9E1mGIv>GD)w+t#2hR+&ixv!Ak7OTEWsbSUB`a&k z?s-c~uKTqn%IOnQ!lnEzf&+xf@Ad?N?DkG_Mu6vD`NrD+VWuIV327sT?D6qnvSM$S zO^&5y*Qh7h8waxeW+^|B{9I&Q2F_~z7*yCp3e|HusgL4nfU zm?`H0v~pR9zVTf+%`x&!9{5-r0Yi9ULfnH=)p;R6e*ai5M zbRYi>1-6F1QlKU|$o3}%QvX4L+i4pE1Pref==e&3EV=yxmpOl-z;WP!$Wl%W z;FSUu^Q9R%z6VF^?(qGQ8Gadx`cEh@3jI$COqTeQ0!e{lkAp zf%$BSgCo(C)yW-(Z{BO%$YH8Eq_j3tb2?{@esyzTo_fmXzQ7!_W6nv{6E*XPQ&Moy z?@2sGPUhVv2zQ$LI|X_@TxEu*&1-|fm{M8TFbq7O-)y3R+tr&ajZ6v+F# zNGT7AKj#k${9UX$`j5=84oR{n43zr44iUh5r1b{{HrIW>a6cm5qMzq`r9h{~KPfPu z+IRh`ga)cbpzFrhH%Ok56}xlc)x=d5^Gbnx-9Cfb|A7MYFmosUpr!IS%D!j}YuED| z0xEDstT{w^HdhF)hvVOws($BDVX@A?gDZ%18Yq@sa?A&(tmBpifdFf$kp19_f z0vRxTpZ}mh)Jh+CIYSI}aHrM;hF>0d0|>tfL+Miqq9XnTPnp$)tI+MsA-sulF6;Hd1tJ0=S?g-7YT_LlS)L)4di%tmPrvAc??<$)VG`qyf3f?! z4%%2dqzxjIAuccWDmOZW-lm!HA2p48ys%@xFz(Z!6OQ}euxG!5v>*-dM7R^AJBwu0 zTv~;&FKMhcpKJ6$!Tn(xj9OPHC4cxa^b8?}tJJwQ){GA9t*J=+fq)I(iu?NUDOWqN z+{W+faph9-u4`V;&zndW2=%71`HIph=WpQex*WVsb)IW2)6)0ZeI$`VC4wJ*M z3XoKMK*}EbR>S`cTGSE9C2u`JJ_-Y#E7C7`Ni7e7wyD|uxaJS*)iVl{7@F9Gl^H# zPtJ{3vQ9Qhw9zdxNz(mz@GI7YcXK<1&ucS~bCoR90;b zT0X8G|9JE>ue)l|sL;*@>9D~*gn^lO*DoBx+_={s%iOeCT~gk1+1Wk-@VoUTOVss5oE^;oGke;&VT$y*lkZX+O(w-w(fSf4nFnLVG$- z?k{h>7=-WO-)n~TZv9=z{;pw3%!Bt%Pcq@FFA)Z@ay!mmNzBWGLnTYVqg^MO5b-5i ztl;y_9;E&L>FliI;Q@97a>&&Qg}Lbk=K%{1#P5I_Q}jiZBfF=#6MDiq_e1s|!=h$| zM!0_cwYZ-F1PJ?eelYQn62;sQrA|C9f&zY^?ZPsoB_wROMc_0RMHMpYAw~TZEZPYL z_oQ0XPJ+TDKIQXEE(8ag6gt2$G#()Us+WkqD_Hd@3%6!Kf&n)xOwAY;w++9KBf>7i zmU|m_8{Eh22OZ(;lY_Ig|MPu01S8T0Y(y{%?&rByMpyfm_4y_Vjz@hn`nAs@JXw(7 zZ-$PIpxUOOS(KJge|>VjHa)?|Wo!Gs2$F*FLpHCj5 z@rPlanUA1`2r*^{gkU{Xk%YFVJXSj%WCKhU)V{Plrr@Fxqr>mXtsY`*zD2=UhR9*s zUHKU5(gB#A-%}L0^9(wZrRR^8LsA(0IBT>T2@q={s*iWDJERqrIj=IzL#b(OTx9Hv z?K3$eXx>7m1~C^Z1K6l&c;Y)pYdy+h6wf<9^)3RWwyxNbNV=g*CzQ&~9YQ5(v#{k@ zVczavfv|rM(K(0syi;P&gT(m?W3zq1JH;u^E#I0i=42Heoj}i5f-3$bo&rcN7KRp! zDI|(Bl#dCLlO{14n&$MODzM)S84G}s@3EgMEjG-NMlZ(TY)UHYj!TBC+>^MP;$-vK zD2rMw#>H1sq^hlDqiwWQjwPF?c)#JU>mMPaHladksK$ZpV_`t)Khta)n@&M0I$r<= zMwm#odXa&-US4$d3nyWdEQtmCUp%f8e!fctE=O?`80-%HJiP;zSBhw*U&OD?w|sa<<7yvB+ujpwYHr4?e8* z=2I^2%#Tdoc*vl0!4F-szP32n54v#fR1pcV7R8s3Kbnd*J8?$i${R&i5q7YvtLyr*m^o-u0(Tyw(K^0t2=>u;ZZ*dgzFh- zjFz=(DdLC$H%4F(wUn88bB*Dbt}_Mo4s6_bi;=*zuch>3VNqQUK}6vM;g$$to1Od8 zkTF4{DtRmUU{5ZdCF zYWlvivKw|K@sHNkC#qg*e~I6%GRhtw*{^ziup~%r>Yhl>`34Jna=^R!(Ix>X`>@Jf z-a(USUDx$wZFnEO$Y-N{&psr_tC;bNCI`RWl*V_)`Bni~aqe2^#Jj=vI|HsilA`u% zh+HOm|G+NnycYwtp)(7)bVWQos7VWAd>em!XAVJJhp#`E5b*kyDD*_X@q#|X0=U7; zdK8zwyBJ0TUdxitEv$Pz%y&R;u7qBO@SwW-Ja29R`;y+OogOEpdg}>a=&sD|!CnXhj~^^$>m#S+k4WnyCLF9q z2IWHQ-*y`$V;kg?r0CaWT2JHWL>3YT4!KhDmo~KWGY@_T^8d+&6cOU8X$Y;o@BP^} zl;}3VH^g7^+$KB3|Fpq>$Jt}xCols)2s996kY^JI3Q}C~Bv=UUmI|9R_2}O7hZIQz zNk3Cz4}??fhe&KhN_57&dKo2sVjKJ2e}=?% zC)l(8fMIF)F0SPJdk?S#A1wnFHE15GI1nL)9!>ienBfxlnJkzvDHz2CP!IA_77nKi z`5|!+FGB|}ZI0_F9%E`4E3Xu(bsnQy8Gh7YquvCZOmN}&Ac31~d$0ZlvK8{31>b5T zBz9Z!`$s6T{ziXwy3kd;(1*K_@x&i;P@YU6Ph*z^GjQw=%_QQ`P&06-4mb`E3MiQe z6Mdf~#R2Hx1jh0Jo8ptDz{&Izc4D1S-w~1}I+NuMRWpj<3g`g&vv!GefU?D8DfEKN((?A9kAj9 zpt%XyqLto1m{wx}-x3O3cZJ_vOwT@ulbwhWQ~m5H=JHV_Uj95jXV)!+4s&KF!^z0f zvn#mk?z=coCOmnPwqd3Pw7Xq0Or$G-umA?(F!Sv@!PGlk<=8_HRj6kA?!|%*8sS;16 z&F(P=xS3~%+2(vC%SDvQiSbDV`vyq=jCEuxNcY-s)1q?2s1Yv+I!aNNlDPXNSsxNYEPN-M_(jV2VOjH}NR_Z8MiV4@i%M|N_ zb0sRFRzqsbp*|BM;ll8mv<5qTIM0`n1@MH|LHfvQu;_vBA8|N!ay2SzjF)3ghf#!= z0cVG}DTP%son; zM{1h!saLD4*PpC6BmmwV0-{TrMwJ@mY#Y92B~3TR%i5NkgafJ`;k_-J&A@s7I(+!B z=5kQkMoKLbN>w2~&GnX`xE4LjuJB2x94^HCfxOyIo!08kCe@85J?Lg5;oK}qy>Pc& zoR-R|N2J~oK=Cpz1xrgcm&buZa=eTwPwZ0I_c?b(LvRwL`y6X_NrjN@-b zrL_VgwBj%v15tE)f1h`M!RRUF?NQK0;Y5bxw!*o2Y*9l-6_f)CkKl;%H$E@_9I@?9 zFX^_Q=ru(~Q;NVXMGDhA|M_(UNu#y4g%3wZw;!U^2Q?4))QTgz65!#1{-G2{R(AmZ zqR$MYzci^bj1lD-7e`=M%7>&)%54H)cO5i4i?G4JVX%2&-$rbaNm}2M}j9 zR6a4JI+xW-lwZDr=GCh1Bi95O<*k*c12*UmZ?Fz&Di3uYqZjJp79WR|>W;i2hL7hT zmLdB&l7`yQI;hb&>~=If-HO)jfz#VMieNWl96KV0Jhl!s43pabakF;SYHV6*R0VxN zH+J-tAJw_E{>uuSmG1aD*_f?J>;A}irtP@i`G}jx;FrpA7y%^c^x*;7g7K6Vq;zBe z3h+c1XMq6@QDAa$V?1nff;b%krws_#HU{#X{7^YbzKTfZ`K6g3*ZX#ufdrZI1VAf* zv#txI7nq*jm<*kq;uk>RNC&GI>>|E zPWY=mCTd5z+&xju+P)cYii~T|`|F`tli=9O!`Zhjq<|MfoCrOc7QJj2+p$Un-_3mj zFD3~f1~QrH`!2W4&)B79lRfE(mCuBQUrO?pR`MTKR2WxhNLJ_CmN%eRQOZ_}v{yef)M?u0ZLGq5 zTK&`%In%mSNq5pFsszPw=uUlD8N$1MsJAZlW!;^q_1bg&_@okuzHTC0+Eo&_T0#n3 zD_kkg8);b|Cg+{6t+h`b3D8`(P0bS?sGxz^+1T=B9o}n0j%-7ewCWM1O4_hc zu6+IY-Hsx7O37cUY%v?(VmBrC=_nl_GCmGi~Cwk6e6R zWno@-Ma?BC-}$hnDc)Wdsc>-Oxiw6_`TKbt@h~>SYm0<=y;dSO>U2k%^Z@E^gIHlb zx4k5yeFP$0Tp;dN)*`T_sl25J)hhE?4HRyZ(4X{k-Tfe}p-j{uDqNRT4w&#Fwl3eB z^DG+=KSFNVlZe`jE)KRQZOHx=>4}>0S!qQfcA9xO{{!hS(N3K#+>|OL=ss&;Suqr1 z%nWZ+Drn-E-WD1eJwmvgXyx!soa|#>IJn#k0Do>np;lEa)iz@S)t6ue$D+J`0?;4B z`{WfrR$gp@3WQs4B$UWl56j|3g8oLDJ*Ib=WW6V03pLG5ilF#|Q#T@Ou7Kja-Dj=c zmTX^MWIr0J{qAI^?r3d=J~Ahz?1+7k7iE1>$-ng9)yUmG` zZ9kSGfbwjM5YmpUBZ2qED-8ij{JIo5Qu>I*rz`L77tvXGuCe*(6GR(wWwpnvlqCr#x>lU zg>3Y=^P6tCckCQoJY1=qZ{jJMM8jpWL=}TYr8GiSBMntzHQOZ3qHT=~_}o3cef=*7i`_2}Q-492uM3h&-A< zo|L%2z+gzEzPLB4MIGevT}P)@ZH)Ou=6q3kUcwa}(dvYkNF313tQka3Oc;dCb2)@X zyY(JHSzSUKBNULMEL($?nUM&4yRu_mVwj)K`vDGz_nVSzwz|_7I^SPdm~m2&EXl9< zrV*LBAFE7fo8v7tDn3>WHC@MBEh@;rBVcVw_^Q)jv)Q+rD{rmWqT5ZN%oE(D*WnEf zkIU~;D1}3YK!f_AiXihdn*C%IDcQbzP?t($PR{rM=k;Q)4eoQ~m)N!)s4VIfSCHk~ zVl|eg2=w}dMI@U7(q|e@Q>rF!#e-)T?#eCizEgFD%PadmRX12~LC=_PI1Obg-f|l5 z&Oxp%Y5Mvt92m2URZv3ZiJ%8MzIik(p@7z~-#@n-ZWWyB(Qmg${3$wUFBwjSV6u?P zTLX~AtUBNaK`03QWFF^i^YkN1Jt%qmBVoHCF)=+DWwi1_4^ZN<;=-u8knDJ9jRX(*QiGV0< zW1NW?RG@PiE&0uqZJXK7}$l)$T`C#!DE%-v7{Q(N*)EF)L#FF{n^7 zTRdxp5dNFj8s{S?qTOI;J-GwM$08xy(V=*~pDvynYpw@C@ddXQF$kW)uj}9W>oW0V z&IWKogm)$81ss~2zQ8r-<-p}j^^YNRyNByxO?G%j4O^=VB|&Cw3)`iqB+1nZ5}f!b zb}C-8>M`v9e@9F8ks3nc+}Qo zz<`WXvgSp1y%%`=%p%H3N!Ie@+?f-AhPbV=LAtxk<^+t>#LQO-+1cj@-9jE5Cei`N=1bk<{~Wt6CD};Ef)-T zKOjG17v}h5=k0dC6!(L&dD1l%?kO#mm<(HNW~nHxylb9hel@5B*~o-qP$o_pGc4i9 zFD7{>vA5>ck^1~Pw@O76pFY1$xTeoXw;K#FhS^OT#tvdIK^W!cWe=$}&SokaY%*1s zOZ>2rN9ak{XLZS#WJL6fQkF--v0XN$$ZC%lXR$6)%OP|jU{8I>qV25{R;)s&F}Ins zVwM#<{e3T9{n)|4H$+ugWRwK4;PWvv0_^Oa8CZc>b44o5_jZrQVL~hjN>M|Wxu&jL z8nlFU0nGMUIF1LUREL8}eHFP65j3Az-NYl?ubDX@Wwb)^$pPlRD#%LL7BmV&q#2kd zd0|!uAK%TtEetcxALgewF4xZbp%9P7!?C5{pQKh!ahPfW*w>uYF3cyrEV6JsN-9o~ ztIDvV)$uGTYULHLJhUx$mQc|e9}sJKh_74+`S7h&*M8nSWD_n8Se(JD7%DFa zx+^_(IL&%~ZBqY+ENz%m4gAAAa`ysrX2dhoo^PUWJwpu*7`75a>99nt-pZwkkA`?yn6f2S{Z7nFyj`m45`=#fbWA3fPAsI@ZvcIPF3vB330v7E;bhOE?a_ya zMmeD9brA6eAzYc8D^N@39aRU%PKqW0Gk;Ll+bUhn!|yx{QtBe#vj%!tGHu4Jtfhl< z`1_(l7ss?#Y*XH7nF-63^FFxP$6p!l;@VfxcW+%GzggWw^Hu#GrpJCxPXpp00ZkgU zqU&Cc{1kW6o)QkbCVsHQ6E?b>LJcyJ@qid*8azbKq;dbo!DbSbOl+R1+l5U_c2Pe; zecxBcIa<1odB_-*GT+hqoT&`xd(B~P6N*0_ z3hwyTH5v|*Xo7xcVt9s1;_==8Si^x7DB7JcG)E5qqQ|dLF+GIeAzd7Q>8c$UIg-LJ z)(T(pY3*3CijK62J@@L3Lu;2Zj8a}Ec;m`4lI}EMI==Q!*%@X{@A4E&KMO8OJVvMe z$`Q+_n)c0)ULw1TJm=?F{Wp)+h8eqOQ%?|X7WdW6pWES#@-W8o536Wz5KG>CJ_^lz z3ZXZUq&4OURT6vrw6f;aWcGrcH~yFrTwB-~Eq}xQ!>zVk?|mN{#bw3WJ(-AC=&>T? zO8_LT=Ogq}GWg}G_>}mf!yApF1cLp5`d*N(RbdZ8WdVume)VJbl{3X!17YSHsq4-sg~5NI8xPs}mJ zrsr_U<}s%%Uc%_`(NglHw&)5mVf+?APgaYG5@o~Juj_Nrcoa-JD`F^GCI~%(3TYm` z(Oe1qARgPPq|kU8(i!RaG7&d}9<;!^13*NflSGXi0HK+)367#mpeA0Qd(@+Q?w@an zo`uMWox>oawuq@n$Chsl|G=yY#I-|IP-Z87XO@P5=@^3R9{6-R@z!tLhIVVAnhtBQ z{~?CVUVoC=SjtOR88;Dvlp#17(kF`TIEGkLjQ^;ZpspM+GB(GH(Pb4IL=m|4K8Col zv|y_OyTUfv=fXYUU7$S`uK#8L_y~QHIzFP3Ab6j!D9>uFi-d)Ny$~a;`NFpvgScpP zb_VVMDxdMijws7d6s~h2#3WbU6rV15f_ER&q{r>f&M<<8(JfGL0>y^)enbh3J8Ka5H6B$cD%XhV3(l7501AJ%vX^L-(7K zkCv9T-#&!c7*>1on%Y4ebBHw>iiut2CrlWW{SnK(&--_9EO|ccLJkaz#vBBBtTmu_ zXgQe)UGGCnnb<}-9I+6Isooygh*LRmiTq?AH)ma?;SO|IFJ@CvRS8asL#&?Sl=$2T zBf?u0%4;;m_|XugZURF^|GwAOGXx9hKD|mD%vEc(({lZ2(u4OqgQVgUP$sv;+ zy+mwO{hl_4itI>)>Ii!O83`8$JC{s(l>yIKlza_|fsg}p&3_qW&)Ge)*=NQ4_2zK%jZHlUz* zs@FpmQ4k!&@4t}})R4fFOd0WrU_0$lGVR1p?MSdz>;N>_M<*1lQPfFEY!uav9aUKE z#r93z!m+qhO*qd`s;G#kHfwUuv947O2{(>2+)$|kN&m=kbwxr#WXeDVD|85FP*Os> zR9Fu(`{NV`kpiq22d2MtloiSn@wMkSPzzpiNQ~IfZOc<-dk;fe|4D-Z`TI8JST0=( zIOL8aMAMPeU=Acn_qjy)a~FqMhof1ru$g;;nOdirKdyOTy?N-3xi_apu)0NLf<>&8 zMOM8<&W%N0{gR<~rtg>7R;JNAS^{c^a@z!e_&-*~b z`-IDTH8HDm9&N+<(6*WvqhoWFJX1^8>9edmtbj^Uww|B>wMIvkWwIt zjxE@qIDBNUIQ*l9rRnZG%ANhNoE$=-Qrv2c^sXaJ>y4^0O%z?yi@SBGP=&j$6X@#$ zEfU-wonK49kVu!1*d*`x#*nzA(8Rlt%*N2Hh0r3GurkfCD(hn= zh44X_h*8am)W*AZAH(fj|41llM~&(TGIc8#P#?@28<%659gyl=RF$C=510qvC2Zx& zB(5OHz!N-?7IxLeOMaCKnWt%`V5|ACDzW2Jc-P!`;2GTOh{8Ev>O=M48Fey!xCm8XlJ4DW|6pM zy=l%Ocgud;oK5hMO-YzTr=7#ZnLH&4$k&!9Q) zlUu$?bH3I?z7a3-ep7tgbaW!vxEnJl3yO&xJ4&sy5XDKhVuO0LDWD|;biNQ+ zAiftmMH?G9nc^JVnLaIDSce_lxRG|!9N5kai)td30TpMag19ox4*eLjc2l|Tih#U) z28em53*-#la18b-i^)X_1WsKYT_R@@fdC+9xhp7?`s_%<{$dW zKiWh*GOjz=z=DYA>iibaYk=rj2Bq<9PUQNj=AM82@o5a=G5+i^@up=0NHT%&Jb@!H zL7?Z0)i#MjGKJQLi2FRrBrx?WVd|~tG>hj{5qRpIz>LW1bb;XvkKPQq-ZbCyjQr}P zvghn4l1T&4Ii0o%we&fy=kc6hbf`elrkS3^4;+D>t@99~ceUCjb>KOZ^cfqHnZ)Pu zD&fUck|n*>#R7rp5`o!@)w!DViA<8^4uP4T^j`*qUY&x&*fy2>Uq6Y7LwIC zlBrKWKyU=YJTA5eaGaH@0Kfkme`?3%(Sew{>5V&>_{_1AcKa9&bOkCTm zT02bkI?8!DBH%u1B0Vg5Ih0L5%3M1d7CfHxI-Z3Ho{WS>BFPj?p?o1-t6;rJ=DB;$s2vm+kImFdGF23k--bs%fprT<1OUz@eN3|o4m@LpCT@G z^W%c5K-?6a+R!KU*m=f=qi4UKt#?gUf;rQ#{lD2lhEtH;rY;9$K3BEgL<>=>Ze(oTD11g5*aSZTnB6Ulatt^Xfa9$`lj&C2(d3m0LI4d)0*v zt-)l>30jXGE_FX_RimbQk?t|yQkVe~U4wj)l~vjZ)GNL^IJ zk0KTFL#F$f-lsPvnJrgjKR=YfY|tG+=djDlJXgHG?0A*`<2${}6f*rc+R1FmXbSnm z>L~G0nM~2QOWy`mUDVWc9i2HWTgp_oT_HH2o05g6DKorEd?p3HhTknHF%8 z3opiU>OJTkW|pkhS);hu9XnMSEayiO)mhJ;TR)nvF8@B;ERdj7Ecf8K+8xUji)QxZ z{e3uBVKiRu$#;9Y*5QxF;>CY|xjUYtSm7n`cyqem6V2i+`228lwmn|qEd+UafxzN} zePA&)!M^YmNnk%Dwgs?1nkar&0M}xa%03WwQ^&nD3Wu(%d#!z#wm&tmUtloFvZAvf*QlFU8^A7c`Laf!~Jrx zAk!O$un_Ezsa=>AOp#KU9nQ8?m=i5ZSd<(0QM)KF@pDR1eyaUaQ9-63;b9U1vPdy{ zez8w+abC6Cmy)9P=Hil?ZkdwOx-GYo@~X=(mK9Ae%_S8*FtVkUKPlWxtGn1Nt!f4Z zTS{xDMPuT=J+i4j-zVyWm>{lqg$tLh_iSh3^Bbs@g& zzzWf=9;C@hs~%#I`oK2Kl8ID}&eo$_Gs?A{#y*S*!hpu$FWI=l5JqAGOzIH}d>fZ$ z5fGn}F`g5?}Hw-O*rocJ9xJZt9%bZmw9NU6) z@fB0Zlhdm71k>%j{q5JAC69T5#wnjOrodqd#&U;mk!a9O7~e~Td2kY>P~mPV^z7I)^@B(97kcH(N9?6 zt*>6VmUuSe4f6@zEUE}Abo|DfRrL0}UexZjpl zyn8rrVexu69)II>`FOS70bw8=_ks|SK_i)W!cwsMBI=UC6735k0->SE?*Tv%)PHp6 zVPIhV-G=h_eZ)VnAzpV7|8WHIszUj5_3&Tp9sbvy_pi1M|CdY~{@-`!z0vC2iR0s@ z^ZTLn4|m=_Y$(;zCdrc2KCkXPLRZuO!kyR5)14alS9e~aG9Ewut2^)XUO11D&F9sf z2j^^2KF#f0Ryj0Pe zQMXqc3R9r0wHq)-$*1W!!!o1kv^>$e^|(ux#qBC3=B#afarn#y*0}Pl;}=k_(iIlj zqtfMt89AdH^=Jm_9h}tD>p3%Ft9J@Hh|}kNypG4=ePq+`FIaIBOR@Ue0$R$4$l{+PhpQZ-8b4wi@PhJ@RD|en*+3z`B=ab*_hQUlX3&x3GZx+o9%5Ijd8cuGO z!Ow`dE8h&romXA<%5K*@ZclF4ec+kzHUjXh?>0kd%I~%!xK8i3W2Bg0$0i!q_rH?N z%I|m6oKNrfz`@K9kp0}mu}>2OVC!aW9Qfm_!%7{GPEbwax!bY*WJHTj!`UfcM;l}; z;k3H|rN>dvdAX8h|8wwfx4^PhLHpD9#n zdnpK&k+}J@F_p!8|K`pskp4-3Qy8i~vXxy4N}>945&k-Vi)f^kgapJ?y}I)#7sm=E zeJd~gzh18rHN5X9o_iPd)cESoqh)0Ii#sou4F1D_DB)#Hh+HlO-k>zWT~%yML@w3+ zoivP-&G-I7Dr%8S0fIxjxRWk0wFpAA^7qRhv#f9FHU7OjFF`@|PaDeRL0tPk+fee^ zSaOCH+reU-9sZNUDYxbx%+c;^SloSLuF&m#)>Z=pt9m)HYub0q`_ zs>VGMiZfqI0m85{O0j8`f3czbv4iEk&O(nY6sM7yq_(Qb#&;Z$U>}+cvif5OD={D? zCNrfYZHPk2R3!5|b}GL4I*&E7=+&J!ow9VD&&>e@P#F3t{`!H&|LZ`JWOF*pD>rX! z<#jXpPAMlLtLPs#6rw+DD9O!gLdNk~20#m%(U|sfQ*>xk`9Eza&A-dom7sL@WagWf zaJcMoMD)*IZ72`FD}1r&4F|~0+0n5f4oWET~%>;7&-c{$C^ zIOzt6E(0gN*CXZ&Fk!rkNan&i>&n!aus$;AP)BgWR+ceg+K20`3U1a{M3&hE%dTww z;m(sUw@*Z(+Te8tbOv@iNU*Nbsy4jZPy)-HiueMLtmm88f1cX(JpLg@X(b3bb(v() zr*Xk+dlgu_-e2k8%Vf15I-Yr)AnD&EIJZ50wZS@H{y*%!^+S~V|E)bU3>|`mgeW3i zq9QE<3eup`2x1_e(xAc+(jXlILpKcFFm#vFB^F&G9nNzD>Q=Y9_x?Ql8|NH<<1b*= z{d!;PT4Q^YHb@K(#N$`E6WfggH6NX`T-~VLurW7kNs|$7=Y3w`U%p*;;t|AydG|Jc zkZL_cqnW3G;~hpH)dr^fXMG~1-%yThHu84n`q{LYQBfvpyIXQa+~8XYE$t#90U?jd*2b55S~M*{A=^ATO`lU&7i9VUL~pG{>>@>dUa zS~Q-IUTU8b+^_>w=3H>htSM2{P&Z7REAB|g^c5ca9zQ?8oyV9pEp=)5d0-<~(n;#c zzv#gNHWVs?yF7Ila4auEw91hK^dN3rC-!+QZ<>K7cadB%#5@V1z!0OYHHHbdkzN#h zsJzG;Ba+?NAjfHBID5T760~SeH8NUFuu)o>1vAm58XHlzDSt<8YU@okw64WdIO$?manmXb~FgKOaS4XQ$a2N<&JTBjSL&D?S zAm;bpKgjV7&5~`)UF7>(%Y`S8meifN1!ul;*cG5qgl)3_bbG zPT3r$G?VR_)RgS)+00@siRtX7D*E}n0h67DlBw*S#fpu^oh4+@hTU@gvDnq+C0con z=2ogDN7{~K6nh_fRZRER+GPCq*8TLm_BJM-ocVZ=(zd2k4pZ94o#m!8sNI1cIn;ABns7$jS$=f#^-yXlobYM6J_s|^LN_^dg4h_e&lkSgbCb~azTx;Vr6nhLxyvM8Axvw&>OpkW z$LL->U@H+5%nJ;MHq)Q~)>#+15}dm4toxMG3VP7)92ky6OWKn-#1Ji--#hCLY$f;k z&zlE3CUc1pb?9G@3+r!B<}Uuja2#UgWWH}WmeIX-loMi|ewfn4(4Fms;$qehopt-R z5+-esFeVP>XJ;Ld(qzTpapFkED^EDvJh$QTWX3g@#SqtUEm6S<6iHz5%j#&3kAf4= z@XknHV?pz@w}i6l{E^ZC!*LjGPmCWjX=67{K@6nGxEY*!*|+u@J3^6(tuReQEL|~z z-z|lqFHO=d{aU_#U+Q(MbTMO?QcC(sY#(GMtuR26;GhGB-aTfcyKe39)oy2fB*Uf(5Ra*=ytoNBm=WH=!mnfFrQYON;9 zIMIdkx(S5C-FK`Dk{^odUv*ILDpM|ii?JIjv5pKBkrkCx&db@fjf`)v7bEer&Av`) z-x`jS7r-b2POxR78g*!D<-z;XD4NtuA+yK!_YdkCdwn>hB&bl1OpUMbaDjJRrFMk5d*Rmjikc zQ&o_Bm(Tz=m=YcSaW$1bYgRUAyD#3lFo6|+P9|!iw{Vdw%XG{@BdBa3bF$E1;BDto zl94V$zna|lY%V%cTiq?8`8dy_@87*VGTc#BRFE4DF}N|(Iedbv_~}Ix^B{+j>xX{YFgB2bBHLIp zy^Z=ff(b&~KUWz#VPs-LPURt?UYX9fU^MUPriE=30C_K$;>UA;*0x#pVcgiCdLVQ- zvp@AP7=ZhH+1*0z6oHM$32MrgCxSl-LbL%!-^qJ>$b`R}diWbbNJ38`H^Adw^C{vq z4>9rDr#{C?=uUg`0aFjOKIMOs_kJCO&WRJ+ex7h^&C{a8f1bF*F_}1? z`S4tI5QJp68}g#!FM|%J9`c!9lZfzl{c*0E`Xuii?T4(i$n$c+V?p?-!kALsFpJqJ z40=)MonefIs?$!l46j3H`C2K~kHR_QibhFU{7G=AHC zN!KE@rF<>#mEG62 z4fmJrPd#KA=}M0b53d)MbYz)yOgcRdg%_897ld%hF?^7vv`*RRiPB?J>O5trfoK!! z4DYc;gMsqVy=>b$>G6fgV--{TQxD$b>*)iP^AB?zfvJbJ;bT=B(ZJM$_sfs71J%2G zIZnXT!yY9$a!V&0cC38@LtwLp&=29tDDw(OW3!gL6XDL&{))h1vyO%!*TW_bL`3HV zr7uEy$_KnA^@cZaI-T{FJ${$cU$~J0nTu}O4mt61u#uxX*Z&sYTk2z_O;GJ@nK{$tOVccczdRcreCSZ%Fi^* zKx@gqzuMg@M?-e*PMi85QrtQ{sKY>~IAXBo(RyCAu@Q&LNbjeq2P9x8JA95K|M{Wk z%QC^=y!HHL%0Wlb{2nLxJx=gXw6uTY&~xMGhaNJY2s*U?>+{XOb?CYK&7lYL7l)pZ zzc}>VBM}yT8F2Ur=i#7_%Ne$341 zlO*T9$u}rTcvQk4`38slhxz8MGTMH=na}@{Z%lxE!!8Ovs_v?Kt{0Qwp&l-w7uf5% zBJ@}Y6CQ0kFlvq}h^LMg5kF6Pox+hM;WUlDq)O}a(9h3tWx+wimQY5wT3Io~3#QeA z6#j-Z1v`GXSc1NktLU@DK2nOzoTO-cng-YXDSMMeL(;DoreA-5-kHc!33{tRST&BY zKhNF@=RW$JT2g>=ZuSKnV`Ememn;K}^=nxVfZ5qGVCd_0U-qLhL*T({Fn9Y2C&{H5X0cNl@dGMzxtH#4AEAM}8%4!)_+4d#hd_7L^&7ns#^E{ZY5RY$M4>wkydL~VXz2|VuP@pQEO9b zvkmQ^p6)b!1=Vyt>=?j)in0OxAZyA4?UH@7X|BECJt^|2} zePY|lzF@7w49T%s*%$V``Pt@A`qdy>18VJOm)D|nXy!R~ClE`1+sCZu6h}7-@NQvXVp z`rojx^sQO{-+HS;eLKhbWsURS-dFl&jq~rkRdob{aA}M`t#L+Ua60!Ys63?aQ~o7U zWY)wE5JdyV8^0imnw+e@B8pJoB1HgE^xcVuV`skLySJ+EPBc7AyC1|@@b^{^-l_(5 zbN1FpZGLv5*?+5A9WX@!L{SdvuF(ZRkF5`%yF3sI!L{HJ}TuimQuyvF%8QFO4z z`F(@|);RZxqE8W~sCa*l^S!tBVTSp<#`&WY&FN+g1W0K1kGHBXL{YOi|H=VT#3%`@ zajpc0|9M~O>l4k_Yn;D0(Ew)s``-~ohi_Gv=s*99|Hb_tU>Oci_+LPVuR+tV7n*-D zxc7x(0RH$5GW3hDf*;dfQ7O z3xz%)>Oh@GD<};s7=FYfQu5Bu5L_}9*fv(e2+vrwnyea$E|_oK(X3cExhh<_W%0zc zdgwi_nKg>QC>n{Op<-71;#B*xCGMrsn}xknGSro1C!d*H5t;go77p3}ry#@X3wkD8 zV5%AIlvSVVfBNH~g;VC?Kau_Fwz(lV&+j}39|F@y!4CVWd}sgb$czxXDfra39cuc% zxtzUPLTq*jI6cT}3p=ftAao|rh16l8#AbGLvGjos|3c-L9|tl`-`y2&4CLUTd5=$i5$w@f4b4{*~@Aj3C54%Mgo46lPwR}XO0b#fZWF$qfabHDs?*koLL zy6pPk+$;U#0B)Km;>NK`hQ)4ejJLico;4Ae;ZDJtYA8vYG%4ddoaEi5n;05Y5u?}_FHLxikEaI zE{0G{I#Gxz{*dK}lYw)x)CElCtXU;zVWnh#t3Rfi*E02#WK{Ix&=Oy14VUX#^%w4H{VjKly=Hy{AsHBYmi~1Vp=xGexOaugWoBc-qzG%O8VvY z@J7{U$Km*1-V@+k7=Z;f0z;^Hkyt1G)>QLrqNtKOCNgs`>5A9H8Ji7k?z!G~W!_MX zlr->$zW3T|`vq>Q;FlMiBJ=J!lQ0yUrY3|v;2p71X&de4IlTIL9X9`=_R}=^*u6$z z?tEm2zIZQqX#i>+TWeui0IPh07q|R!ua28bv>xckHhqxCS!~2X4Xbn z!V5F?BoZcieET0HoTb*ge2emV49ACL_N+w7ApRFA;?8N(2m`XrvcA){Yk1nxv&7Bn z=*52EtZQSin;FCX`C2vEkBwoPJKN}uz*Msvz7Yl8$WVt|O|Is$k>=I%R=VLlxC-1@ zstrC8?*}efxH)aM!}t6=`9@q%<)r0F6X4;`Xj#ujZ< zppBb4y&37jY$`gOY8HfjSt$N-NIIZBfA|RS!!{1ENAj~hy5Aw`_cq=C0Oa8DKOB+_ z=X0AGGJuf8{liYq+`sn)J+BO+v@tr{^dB!28&e!E6q6||tSX`T1Qdc)Y{q86r=2uK z`?Z2}tcJABeb_Y0oNgfc6ynGwt~$BsCL<*{!tie?b?s9oheazE!c>|Kl&{ zN7V&6OOL`9Qr!1;R^^Ev?~!);UlQ6_0y;U!=O;l^J=LBhW=^LBXd+0+1;Mn0C-5BM zQ0#X|>_2}&6D!pa?Qhc=sbe2N4&5h+4j%y$vzD*&Wd3QJ?i20FN>cZACkOa~PHaB) zd7=2z2Q=zeU(koNCq}&IBRsmxAZ7`1y{AWA+34bqrb%2mp7%6hwdwS)LsESg+Vwwm za`tJ@Zy*Pm(6f2r&As(!gDBi2&wbU&$#)%D_qFyc>o=Rp}oz@#sa;H)*Hs~u@ZA0PPia6qh zNEvVbUiji_s+1MWjW{XAT?uWd3aN-PJ3@)cXe~oE8lqZAsm$yXlA+^UtJXE!SCF@c zZ76G~(ITZ%5ZRYy;l`>p$FEYpU6}DP0*M7>h19Ae5el4{cQ6Iq8puL(uba)^K1GGz zBE_8>Tscq720#u%>-j;xM)w8Ehk9WB`Ej!BcQjjn1UY>F2rzKxh?x_1pu^}S|3+!I zZ}yjvq^FO>Dqw{ysw2xM#`c`Dw@=GgUlkFS*#S1w=7aU2qOxzW#4wc3&M zaLxPW-ga>{s4B;4OJD*;#*2i?A)HBlCeQ^+Y6yi8t`s-5=hgoNIsEAnfbg9R2>Xr? zgfi#`^xPw7Us=Q(velBN^Nr>K>;ZR=fwmg2xYzi*Il|}})tY1`&4V8bzB}!WY!ORd z2}-KaVb>jMB}3)~rU<@e%NK5!%{~{Q0=myRpxU9yk^e02xGr5(M2A_`gCH_9h)@Qy ziyp*<2OXQDAXJAwA+U_o3D7&r1wamuoVenTQKLy}AfGdNa3wNdoR&Qw`2rrZnu0Q# zR$v{5hI1DtNc$Sd$Cf?MUbM`(RS{M z{ff&y640k2@=FY-tw|ZfPN0bFKy0yJME>U4z|DtXXI`UK?wg9sm(W9E=Le9TFB2RO z$%lGD`MtI8E<^i8fD9JCKUZ{n%WuEo?5qmwcGYmwLI!0E*#{Ejs*87I1!1! z!D7k6oEOY&kKBX{&@$EFkhLBbk-sG$U^p%ez#y+mI1kBT#YLFuu;LP3_p{IwR)RzM z-DL>R4LARrSA)M1dbY0-$?Yc45Fc$8VTcb16iz&ap42RMH2$fdPofYx<1e2Lbew77 zz}x;`JsXta1vbjurw>SzVc^XFrik2rKmF*Z&{KfTBlacqB+|g;7!dgfMdbaPz7)B&)Xm%JH=^N6aiUh~*OO+ID*2TW>PneF z!A9|-yt5sd_j%feI_=lNWt`nZ;pUoH4d|eWQE`{fte++}LuYO~n-Z8T)~Z@%6xs${Dva4)5m1H-~Mi zHnPq<+5jpp&o`>KLQKsuWhNk0n@B7<#Lvi1M-OxlVKCh?0$tbd zT5Jntrv9MMW0iU9tOv%FUR5k9lDckM9JtyeO1@aC=!MD}MkTBREs&noZO_my{A zA;j3{uOAs{uk62&=lO8{mdemjtY1+&($W-L|huFox1gD}~a zkB4b&3xZ@+-Ck;7y|Dyh^2V`TpLFd+lO|p z0izEcyi=JUIt4f8KXeIWvj4SSh5Z(A%3+5MQU)woDGzv=Wo7CXXR!js15MFklQ13Y zu{*iG8{-AfJ9t!WP-7wEFcmA|R~ju3VJ|&QNo`s0T^ip!<0@~$mt?8?XiL#wx(Y}& zPae6W!14R3#vSRiJ?p3}=Q5kwbfRD`Z(xyep{mB@b8+`ms&Qm2JDKAc)^Y|ot%e)g)NNc@{6-bn6q!WLKxlODhFSLZKnf*aao7PW? zyTB>OG6Wj`Nv{IH5Fv;*WBU(L6L=|yeHCKuF~L7hId~ZCZzQ{}x97(wO6W2#*~xU} zf^Tl(9rjfySK(Nis*t0HdKEo2Bo-Y`kC*ytJh^c{^qhg4uLWu~f#%bD7wi?7K{oBA zLi!h;Gfm7ng1aVxTd9`ofx2t-N-)L+QW1psD&Oqs~RhCtsutrzp zKqbFOwtdo^=AQkFs!63wq~s!Z#1N|ZTx2-DzL|GYXw(|zlyO3==5-PRhT27~^J5;0 z>hkQUwM8oDhoiIWi)9SI2qh~-Jj{H|#t9krLKaaX*-6aWMuz3$ii_8>NSvZHUWq%G z)Q@GE2kk)j-@9sjP0XK^k4|wP=v5Xii!(+LKYH&PUoYFJT=vaz{PNzFwC|bOo7|`d z5g?qtq#8~u8cqm?H?oG(3E@g5^9oaixAs^J!i~r0Hi2PD9nD9C$9b7MN5XjP8BgST zs`%U?%P48!e3a{RL+0+W0p3QQm|R~QpSvgKN}7Z}<_0{Fxp(rVYRy-Al~3 z{BXrc0f~14vYnU|9C6F(K5;=Qy6K|_5q*NX_?biK7IOK~w+VImW8qy6_w!@N1oe22 z@psXJR-^H$^+b6hd%VT#3ouAJrbGwqdf4Eru}6$&NF~&t>rSpFoRKvU@mKE(UoS|# zF-C{+4B5xxWQBbXA5Fd59;1j%BwP2PA;o+ov>JHta><(0YH}K+6z0ZpXE(Y#P&QO$ zT~y#ry`cKWez=0$IWHG~-q4V0cu0u5BzA9sGsq*JUf3p;ni|c@R2^ect{{C#Q=hax zs%Iv~rs`GJlKqkZ`bL#a@{aNBAU2_W%^q{%t(@9i0B%;8gko`UB(1{|`_oH3sLvOZQc9 zDocgNxU(DtCl(rbO!_PkoV@%%*^Mm!AUG)-E};GkDN^GaoR#L&-ZCpKOn-+WHD2wJ zV9feNkt$qeU+aBO#0l%8)z)HS4Iw z<38&#%^u$kMU44M(qYEw1si1>pi2451x0HMyn&^!zwwn<;(h(}itggU_7b1S(S4ToW7w**$TQ)sCz51`t6uVh=qs~Mgbv&xWxYe6mktk zJFV)E&0h~Axk7koQ-{lkX`~I=Nb=7AaBJ zz|fmehLgE1GC1i$FB`brC4gohzNd+BaqBnW;oo*ce`6^69y z?|bPEDN-fHe84kN&r{dpYR>=sS^9BWs@f}Gymb1TZFaQ;z&U9D4NN{~;sz8opK?(2 z-49N(pFkl?9b8-BaMSJNxgVT5QpI`HGwm%>>W!ydOO=pK*LG~}CE6sxktG#TOyKNG z6YWb=4VfiLk5o#x?n{@SNLNmx>BkYgka=riR;kHAxiCH?OS?fHcn)(dHMx*wq-m(} z%3h^vaxKdNpG`ALTP5%H1%y4j;hiJps@0I@qyTgS655>?t#ZnF!Ihah=W*TIE!MGP zLX33JvZ{9n_U9#x8Rv75Bp;jK+U+5hmtJIs|}! zd>=T%sOMCng4WLd4tV#-@zkJKIYa`3+93@7$QBk=i>IDGZ%(Rgp(|tyhhC$3#~KB1 z6EP79EtYx5>2KF6A)X)JXY`JfN3BD5Juh^q0>)cj+G&>jAo88e4cWy3Rl8X@W44NKRCs+aA@rTo768z|4?%*V5UzkiR@&(7>DxR<=D zL)DXO`3ZPNdKwNxP07}|Nz}%=x&lLelk0`xi^gWABO}EJZ(xhoD2~su=h!b}&kyfK z|1tf8j+*!#dw$2Be>e7gbuUu-!*Ak&@juK*9|s?!F$B;bL~rNS9D#e0>F&--&MMd5+SCz_kB2&5S4(MT0(|rzqPI`6$M6R20s0dv?|pDDB0q{c9rzy5@g{5`Q%`fJ|19<}pa1S& zBoSP4sN?-7BksD-N1yv?dB$V~4>JDw zUbHWI`{P~&=y<>4qumJGA8r$q?d>ui3t;YseTh8^H>BWkucblzI$kezMGjnY5%Dvv zJ%09I-HZ15=siue>#f&CG7G-wcnRj?xUEE?7PC;Zl~pXEy)=9?dvN?wCFoUB0|HpO z;>r1fRM~eT*Mlhgs0B&WPQwk9KHrP*GgO<@BQqkcpek;)YGR0frh>vO1F?*oL;P;V zoqbt0Zga%*QYy^LYY=^)|GPvvPz4D^z%FEJ?Kg+q zT1>ccq8He7F0l?Xx~}IZ^ko`cY*Tw4-(QfeX>6b-J<_t@AVy|kSvr8nMV*V09SbC| za*bC~&Lx!>Oh^K}M_;lOm&$8rTSRM&&N6J2pt_<>Eb|RDXSFuUtLQThMQ@+^=s(|! z_W9^r?xH}2c+>RpmwVCSD_DLLaM49z(K&)~G+d@CP9ome;1jzr>IJsB*<3$s1J3#Ke-nX}BU0z)E&L_za;&<2}qDyK$ZsM($iKq7T z#BU*coa8KHPIf?Kj@b7^YB?vdSKe2Uw||k!y_&Yy4pf25`eg4QvF~L;fW5JPPUKpq zF5Hl4b-TYjv?fQAbDng!Y_N*J8ZY1>_MJUQRh4p)68)YHZPABWnC(=SKAn#L`0> z{)zMxo8_c2%Wk-WUC>yY3ZhP3Pl3@c;(-l3oa{wEhut?cN9@oq|C4&zZ-{7mW_E6V zVR32s{mO^cwe^k7t?ixNy^kmm8qRSE1iZ!ti#0Zu^rb_dpN#zW^d?W<=#p$)3wOxEeh?*C`Kpa(@mHy)<&z zS$?wh$e^#u6h-#oC16h3{!sTASTmT&{m3ZnK*&jp$u`k^6pI0apvxJ@5fge^qULg6 z&Y!!-qAHq*gR2p)O)Y5|;K^lchTfF`Jh_C1>=i$Sh*Z5PzJrMFi4pvBh$xqIA0j#i zKtwEu5D_K-5jA!`4M@a#L;K5m*{A~a?~v1p7XWg)9w4V@Ty?%Cr-7?crV=FY(32}L zl#Er6eONE6Ab~y~a<%%SUS@d?9F9UX%sM=~=}zO43Wx#_7a)l)WiZ7t(JO z8mKgE_och9WvUxPR6=I^@?lnKrpAUhTX1N+hWiq)l^9BHM5NeHp>txB{e+MEmU3YpI3NOkB^l;xmL}7pvt^^o2K@V;l zeZ$XF+NEh?8HGDG3ydnDdMmT7^V`N|?2nbd95b;k#~oks8mM@CF~|Nz+xYvkW0gyq zrj8@HFSmi&h1JTOM<3c=Zfzf{eovqM$8+1yAfn5;AR;CwD0LC?i9F$JB5!y-r|?Yll!)4>oWF!Bfd?^IL?l%F6E$9nz^?NmvV zj9gxj2B8jpig4>yjI+U6J}?$}isl>ZD^DXvby$P!8g5VK1?FW=o++k4H{uX^rbal$ z=MV2ZkN6NJ@1#q*%7<$;`^?<;1JkZ{EI}ocbMVrn(cP zW92H#*5(HD4PSOvmTxRg)Onwjud3MkF#RIqR##Q!&i}?x^IQJ^&qK}su>AiE8QomI z@u?10vtI}EmHZVM9of_QapzW9Y~j$MAJ7y6`oUn zs)Hf_gE|<_S9P#lpbnP!r4F|HS9P%Vuj^n8jLdE7!z(`$sz7|7Hp(zC0%SCEciwko zbT+}~I+)}ibuh+c8hGc|WOVvI8J$A4oc4u`W+ruZCVLf)L0Zc~JPeT0!RY8f9gKaS zjJ5>GXeRt|wQIg*K&YW!)59Z_>LGGf{DzFi#}U=#hXe|JCZlgKEf*x;*wmME!Rd{o zv`P^x6qYxQ>`meqNtL3Xy%s&&narSc324$Qiy@S7ElF`S@iUZDXq2=4lyG#`X4Mh` z`U_xIStbufH3qho^M{qP^xRlA-=zja!hRfk zeyje6M@GlSf5)CT%|WcUIx9*){I88YUp#hQ#o#X+bYeEQQMmb==5!DgwrZ7 z%@yD&%>V4N^btBODAk}JHV}JUYfobEd|L-|#oAMgFW>ffC7KT-WF@2mb50o8xRq3WLmQ2p}>NT~<@mFnN(^50V7KIH~fxF3#o zINtwO_22OUQ2ob!R^bx=O!aScp!({ytOIIM;N zTEw5V!vNIhcQx!c>htfSKBdGMKOmeB->N8lBJTYs)v$kK(=imyhz6P4&K*UB-Whlm zgnf*J6NW0J)uuAGZt()KW4|!L9Y=p1xv_xpDqh3H=50*CV%cCcZjQ~1B7rluE8}g{ z;Pu%N&8m+E1E$Dfu*|X*+R2-ml{lthW_8_3hMe_Xw>8)sa7~35^T=;(m^HOY;^kQm z8wmXKe6#u)^&t`lP#@X)KJ}k1Z~vty*Y*Pat+~zDI!OZTO#v!eY>?C1TD9e&K zM%M@c!nxW)j$b`C_EG3`x`UPQoR0n?$Gm=$T)ArI%WQ|VK!5G+MU^2Ff&D2XK{^a4 z2cYo2PdMvN5$vsYO7EX_rs}M|_vDfo11dzT^sXPN5K*Y%+!G+o=F?!x7ANRoHO!F) z@zf;-87w&^&V=?iQ+0?XT9 zs$n-onH*D}Za7F^GP(ynTz$*|YNum~5YLZoO8@hSG+fTuA+1g;+*n zPhguSgHH4!Vt;uXP$AmjMf~aE8V{>Lb;k7YV2kWexSqTKkEBV~;VZ$jt=KfzsN(EZdMdlG#X= zvh}`f`H2jzB$`3|3SiT5VNMg%P_=rjRGW7Ov* zz^ffp!{{l&SmAIa+INNb_83ebWGyXn8H20+6|Mts-N|t?4*|T_N4*E@>4b8+JnCKkC!QBzkx=VNoEh#3E3!o|bU2M}IbH z`Ajx?Mxi{iCySvV^;*ZQ8jmNK5m|_1sR_}lLk^V2fDvMx^IDi17!3>}c`6F?I>bAJ zXU*0z5`AI!&r=OoS8?a%b}ZtVBkmskZ~ZdjMV z&&rvL>K>msugY6-Rc<9PYWFQQ9{5wkp5>1i1-zK;j|S{dV}EYgql_ONEk^vY-KmyRS?W21nbvI!_SF*zTN#e1uIU2% z4wLei%O#F-IU`G(6_2`>c2G{vFc()h_a`2nUfw>we*OVZ1A~G?Lc_u%BBP!~$Hc