From 55451bd93046867604f32ff011fa398f0fc0239f Mon Sep 17 00:00:00 2001 From: liuyubobobo Date: Thu, 7 Dec 2017 23:06:24 -0800 Subject: [PATCH] note bool title upda ted. --- .../11-Matplotlib-Basics.ipynb | 2 +- ...ading-Data-and-Simple-Data-Exploring.ipynb | 6 +- .../02-kNN-in-scikit-learn.ipynb | 2 +- .../03-Test-Our-Algorithm.ipynb | 2 +- .../04-Accuracy-Score/04-Accuracy-Score.ipynb | 2 +- .../05-Hyper-Parameters.ipynb | 2 +- .../06-More-Hyper-Parameters-in-kNN.ipynb | 6 +- .../08-Scaler-in-Scikit-Learn.ipynb | 10 +- ...ple-Linear-Regression-Implementation.ipynb | 2 +- .../playML/SimpleLinearRegression.py | 43 +-- ...ple-Linear-Regression-Implementation.ipynb | 319 ++++++++++++++++++ .../playML/SimpleLinearRegression.py | 85 +++++ .../playML/__init__.py | 0 .../playML/kNN.py | 0 .../04-Vectorization/playML/metrics.py | 9 + .../playML/model_selection.py | 0 .../playML/preprocessing.py | 0 .../05-Regression-Metrics-MSE-vs-MAE.ipynb} | 2 +- .../playML/SimpleLinearRegression.py | 0 .../playML/__init__.py | 0 .../playML/kNN.py | 0 .../playML/metrics.py | 0 .../playML/model_selection.py | 0 .../playML/preprocessing.py | 0 .../06-R-Squared.ipynb} | 2 +- .../playML/SimpleLinearRegression.py | 0 .../playML/__init__.py | 0 .../playML/kNN.py | 0 .../playML/metrics.py | 0 .../playML/model_selection.py | 0 .../playML/preprocessing.py | 0 ...8-Linear-Regression-in-scikit-learn.ipynb} | 6 +- .../playML/LinearRegression.py | 0 .../playML/SimpleLinearRegression.py | 0 .../playML/__init__.py | 0 .../playML/kNN.py | 59 ++++ .../playML/metrics.py | 0 .../playML/model_selection.py | 26 ++ .../playML/preprocessing.py | 30 ++ .../09-kNN-Regressor.ipynb} | 2 +- .../10-More-about-Linear-Regression.ipynb} | 2 +- 05-Linear-Regression/Chapter-05.key | Bin 5017857 -> 5028347 bytes 42 files changed, 559 insertions(+), 60 deletions(-) create mode 100644 05-Linear-Regression/04-Vectorization/04-Simple-Linear-Regression-Implementation.ipynb create mode 100644 05-Linear-Regression/04-Vectorization/playML/SimpleLinearRegression.py rename 05-Linear-Regression/{04-Regression-Metrics-MSE-vs-MAE => 04-Vectorization}/playML/__init__.py (100%) rename 05-Linear-Regression/{04-Regression-Metrics-MSE-vs-MAE => 04-Vectorization}/playML/kNN.py (100%) create mode 100644 05-Linear-Regression/04-Vectorization/playML/metrics.py rename 05-Linear-Regression/{04-Regression-Metrics-MSE-vs-MAE => 04-Vectorization}/playML/model_selection.py (100%) rename 05-Linear-Regression/{04-Regression-Metrics-MSE-vs-MAE => 04-Vectorization}/playML/preprocessing.py (100%) rename 05-Linear-Regression/{04-Regression-Metrics-MSE-vs-MAE/04-Regression-Metrics-MSE-vs-MAE.ipynb => 05-Regression-Metrics-MSE-vs-MAE/05-Regression-Metrics-MSE-vs-MAE.ipynb} (99%) rename 05-Linear-Regression/{04-Regression-Metrics-MSE-vs-MAE => 05-Regression-Metrics-MSE-vs-MAE}/playML/SimpleLinearRegression.py (100%) rename 05-Linear-Regression/{05-R-Squared => 05-Regression-Metrics-MSE-vs-MAE}/playML/__init__.py (100%) rename 05-Linear-Regression/{05-R-Squared => 05-Regression-Metrics-MSE-vs-MAE}/playML/kNN.py (100%) rename 05-Linear-Regression/{04-Regression-Metrics-MSE-vs-MAE => 05-Regression-Metrics-MSE-vs-MAE}/playML/metrics.py (100%) rename 05-Linear-Regression/{05-R-Squared => 05-Regression-Metrics-MSE-vs-MAE}/playML/model_selection.py (100%) rename 05-Linear-Regression/{05-R-Squared => 05-Regression-Metrics-MSE-vs-MAE}/playML/preprocessing.py (100%) rename 05-Linear-Regression/{05-R-Squared/05-R-Squared.ipynb => 06-R-Squared/06-R-Squared.ipynb} (99%) rename 05-Linear-Regression/{05-R-Squared => 06-R-Squared}/playML/SimpleLinearRegression.py (100%) rename 05-Linear-Regression/{07-Linear-Regression-in-scikit-learn => 06-R-Squared}/playML/__init__.py (100%) rename 05-Linear-Regression/{07-Linear-Regression-in-scikit-learn => 06-R-Squared}/playML/kNN.py (100%) rename 05-Linear-Regression/{05-R-Squared => 06-R-Squared}/playML/metrics.py (100%) rename 05-Linear-Regression/{07-Linear-Regression-in-scikit-learn => 06-R-Squared}/playML/model_selection.py (100%) rename 05-Linear-Regression/{07-Linear-Regression-in-scikit-learn => 06-R-Squared}/playML/preprocessing.py (100%) rename 05-Linear-Regression/{07-Linear-Regression-in-scikit-learn/07-Linear-Regression-in-scikit-learn.ipynb => 08-Linear-Regression-in-scikit-learn/08-Linear-Regression-in-scikit-learn.ipynb} (98%) rename 05-Linear-Regression/{07-Linear-Regression-in-scikit-learn => 08-Linear-Regression-in-scikit-learn}/playML/LinearRegression.py (100%) rename 05-Linear-Regression/{07-Linear-Regression-in-scikit-learn => 08-Linear-Regression-in-scikit-learn}/playML/SimpleLinearRegression.py (100%) create mode 100644 05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/__init__.py create mode 100644 05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/kNN.py rename 05-Linear-Regression/{07-Linear-Regression-in-scikit-learn => 08-Linear-Regression-in-scikit-learn}/playML/metrics.py (100%) create mode 100644 05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/model_selection.py create mode 100644 05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/preprocessing.py rename 05-Linear-Regression/{08-kNN-Regressor/08-kNN-Regressor.ipynb => 09-kNN-Regressor/09-kNN-Regressor.ipynb} (99%) rename 05-Linear-Regression/{09-More-about-Linear-Regression/09-More-about-Linear-Regression.ipynb => 10-More-about-Linear-Regression/10-More-about-Linear-Regression.ipynb} (99%) diff --git a/03-Numpy-and-Matplotlib/11-Matplotlib-Basics/11-Matplotlib-Basics.ipynb b/03-Numpy-and-Matplotlib/11-Matplotlib-Basics/11-Matplotlib-Basics.ipynb index ef814a5..2cff081 100644 --- a/03-Numpy-and-Matplotlib/11-Matplotlib-Basics/11-Matplotlib-Basics.ipynb +++ b/03-Numpy-and-Matplotlib/11-Matplotlib-Basics/11-Matplotlib-Basics.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### ``matplotlib`` 基础" + "### 11 ``matplotlib`` 基础" ] }, { diff --git a/03-Numpy-and-Matplotlib/12-Loading-Data-and-Simple-Data-Exploring/12-Loading-Data-and-Simple-Data-Exploring.ipynb b/03-Numpy-and-Matplotlib/12-Loading-Data-and-Simple-Data-Exploring/12-Loading-Data-and-Simple-Data-Exploring.ipynb index ca0e40e..610affe 100644 --- a/03-Numpy-and-Matplotlib/12-Loading-Data-and-Simple-Data-Exploring/12-Loading-Data-and-Simple-Data-Exploring.ipynb +++ b/03-Numpy-and-Matplotlib/12-Loading-Data-and-Simple-Data-Exploring/12-Loading-Data-and-Simple-Data-Exploring.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 读取数据和简单的数据探索" + "### 12 读取数据和简单的数据探索" ] }, { @@ -21,7 +21,9 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "import matplotlib as mpl\n", diff --git a/04-kNN/02-kNN-in-scikit-learn/02-kNN-in-scikit-learn.ipynb b/04-kNN/02-kNN-in-scikit-learn/02-kNN-in-scikit-learn.ipynb index d96af37..81997e6 100644 --- a/04-kNN/02-kNN-in-scikit-learn/02-kNN-in-scikit-learn.ipynb +++ b/04-kNN/02-kNN-in-scikit-learn/02-kNN-in-scikit-learn.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## scikit-learn 中的 kNN " + "## 02 scikit-learn 中的 kNN " ] }, { diff --git a/04-kNN/03-Test-Our-Algorithm/03-Test-Our-Algorithm.ipynb b/04-kNN/03-Test-Our-Algorithm/03-Test-Our-Algorithm.ipynb index f192a2e..9e35202 100644 --- a/04-kNN/03-Test-Our-Algorithm/03-Test-Our-Algorithm.ipynb +++ b/04-kNN/03-Test-Our-Algorithm/03-Test-Our-Algorithm.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 测试我们的算法" + "## 03 测试我们的算法" ] }, { diff --git a/04-kNN/04-Accuracy-Score/04-Accuracy-Score.ipynb b/04-kNN/04-Accuracy-Score/04-Accuracy-Score.ipynb index bd8bc37..da0eaed 100644 --- a/04-kNN/04-Accuracy-Score/04-Accuracy-Score.ipynb +++ b/04-kNN/04-Accuracy-Score/04-Accuracy-Score.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 分类准确度" + "## 04 分类准确度" ] }, { diff --git a/04-kNN/05-Hyper-Parameters/05-Hyper-Parameters.ipynb b/04-kNN/05-Hyper-Parameters/05-Hyper-Parameters.ipynb index 41f190b..d04c595 100644 --- a/04-kNN/05-Hyper-Parameters/05-Hyper-Parameters.ipynb +++ b/04-kNN/05-Hyper-Parameters/05-Hyper-Parameters.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 超参数" + "## 05 超参数" ] }, { diff --git a/04-kNN/06-More-Hyper-Parameters-in-kNN-and-Grid-Search/06-More-Hyper-Parameters-in-kNN.ipynb b/04-kNN/06-More-Hyper-Parameters-in-kNN-and-Grid-Search/06-More-Hyper-Parameters-in-kNN.ipynb index 583d933..8945bd0 100644 --- a/04-kNN/06-More-Hyper-Parameters-in-kNN-and-Grid-Search/06-More-Hyper-Parameters-in-kNN.ipynb +++ b/04-kNN/06-More-Hyper-Parameters-in-kNN-and-Grid-Search/06-More-Hyper-Parameters-in-kNN.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 网格搜索和更多kNN中的超参数" + "## 06 网格搜索和更多kNN中的超参数" ] }, { @@ -35,7 +35,9 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", diff --git a/04-kNN/08-Scaler-in-Scikit-Learn/08-Scaler-in-Scikit-Learn.ipynb b/04-kNN/08-Scaler-in-Scikit-Learn/08-Scaler-in-Scikit-Learn.ipynb index 464114c..2457d43 100644 --- a/04-kNN/08-Scaler-in-Scikit-Learn/08-Scaler-in-Scikit-Learn.ipynb +++ b/04-kNN/08-Scaler-in-Scikit-Learn/08-Scaler-in-Scikit-Learn.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 09 Scikit-learn中的Scaler" + "## 08 Scikit-learn中的Scaler" ] }, { @@ -22,7 +22,9 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "iris = datasets.load_iris()" @@ -31,7 +33,9 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "X = iris.data\n", diff --git a/05-Linear-Regression/03-Simple-Linear-Regression-Implementation/03-Simple-Linear-Regression-Implementation.ipynb b/05-Linear-Regression/03-Simple-Linear-Regression-Implementation/03-Simple-Linear-Regression-Implementation.ipynb index 624e389..4f710d6 100644 --- a/05-Linear-Regression/03-Simple-Linear-Regression-Implementation/03-Simple-Linear-Regression-Implementation.ipynb +++ b/05-Linear-Regression/03-Simple-Linear-Regression-Implementation/03-Simple-Linear-Regression-Implementation.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 实现简单线性回归法" + "## 03 实现简单线性回归法" ] }, { diff --git a/05-Linear-Regression/03-Simple-Linear-Regression-Implementation/playML/SimpleLinearRegression.py b/05-Linear-Regression/03-Simple-Linear-Regression-Implementation/playML/SimpleLinearRegression.py index 724b19b..e5f2611 100644 --- a/05-Linear-Regression/03-Simple-Linear-Regression-Implementation/playML/SimpleLinearRegression.py +++ b/05-Linear-Regression/03-Simple-Linear-Regression-Implementation/playML/SimpleLinearRegression.py @@ -4,12 +4,12 @@ class SimpleLinearRegression1: def __init__(self): - """初始化kNN分类器""" + """初始化Simple Linear Regression 模型""" self.a_ = None self.b_ = None def fit(self, x_train, y_train): - """根据训练数据集x_train训练Simple Linear Regression模型""" + """根据训练数据集x_train,y_train训练Simple Linear Regression模型""" assert x_train.ndim == 1, \ "Simple Linear Regressor can only solve single feature training data." assert len(x_train) == len(y_train), \ @@ -44,42 +44,3 @@ def _predict(self, x_single): def __repr__(self): return "SimpleLinearRegression1()" - - -class SimpleLinearRegression2: - - def __init__(self): - """初始化Simple Linear Regression模型""" - self.a_ = None - self.b_ = None - - def fit(self, x_train, y_train): - """根据训练数据集x_train训练Simple Linear Regression模型""" - assert x_train.ndim == 1, \ - "Simple Linear Regressor can only solve single feature training data." - assert len(x_train) == len(y_train), \ - "the size of x_train must be equal to the size of y_train" - - x_mean = np.mean(x_train) - y_mean = np.mean(y_train) - - self.a_ = (x_train - x_mean).dot(y_train - y_mean) / (x_train - x_mean).dot(x_train - x_mean) - self.b_ = y_mean - self.a_ * x_mean - - return self - - def predict(self, x_predict): - """给定待预测数据集x_predict,返回表示x_predict的结果向量""" - assert x_predict.ndim == 1, \ - "Simple Linear Regressor can only solve single feature training data." - assert self.a_ is not None and self.b_ is not None, \ - "must fit before predict!" - - return np.array([self._predict(x) for x in x_predict]) - - def _predict(self, x_single): - """给定单个待预测数据x,返回x的预测结果值""" - return self.a_ * x_single + self.b_ - - def __repr__(self): - return "SimpleLinearRegression2()" diff --git a/05-Linear-Regression/04-Vectorization/04-Simple-Linear-Regression-Implementation.ipynb b/05-Linear-Regression/04-Vectorization/04-Simple-Linear-Regression-Implementation.ipynb new file mode 100644 index 0000000..82b5ceb --- /dev/null +++ b/05-Linear-Regression/04-Vectorization/04-Simple-Linear-Regression-Implementation.ipynb @@ -0,0 +1,319 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 04 向量化运算" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "x = np.array([1., 2., 3., 4., 5.])\n", + "y = np.array([1., 3., 2., 3., 5.])" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SimpleLinearRegression1()" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from playML.SimpleLinearRegression import SimpleLinearRegression1\n", + "\n", + "reg1 = SimpleLinearRegression1()\n", + "reg1.fit(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "y_hat1 = reg1.predict(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLLSYywanAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x, y)\n", + "plt.plot(x, y_hat1, color='r')\n", + "plt.axis([0, 6, 0, 6])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 向量化实现SimpleLinearRegression\n", + "\n", + "代码参见 [这里](playML/SimpleLinearRegression.py)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SimpleLinearRegression2()" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from playML.SimpleLinearRegression import SimpleLinearRegression2\n", + "\n", + "reg2 = SimpleLinearRegression2()\n", + "reg2.fit(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.80000000000000004" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg2.a_" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.39999999999999947" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg2.b_" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLLSYywanAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y_hat2 = reg2.predict(x)\n", + "plt.scatter(x, y)\n", + "plt.plot(x, y_hat2, color='r')\n", + "plt.axis([0, 6, 0, 6])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 向量化实现的性能测试" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 loop, best of 3: 1.42 s per loop\n", + "10 loops, best of 3: 27.2 ms per loop\n" + ] + } + ], + "source": [ + "m = 1000000\n", + "big_x = np.random.random(size=m)\n", + "big_y = big_x * 2 + 3 + np.random.normal(size=m)\n", + "\n", + "%timeit reg1.fit(big_x, big_y)\n", + "%timeit reg2.fit(big_x, big_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.0021906106687366" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg1.a_" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.0000124860598785" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg1.b_" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.0021906106686957" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg2.a_" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.0000124860598989" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg2.b_" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/05-Linear-Regression/04-Vectorization/playML/SimpleLinearRegression.py b/05-Linear-Regression/04-Vectorization/playML/SimpleLinearRegression.py new file mode 100644 index 0000000..2d6ab5a --- /dev/null +++ b/05-Linear-Regression/04-Vectorization/playML/SimpleLinearRegression.py @@ -0,0 +1,85 @@ +import numpy as np + + +class SimpleLinearRegression1: + + def __init__(self): + """初始化Simple Linear Regression 模型""" + self.a_ = None + self.b_ = None + + def fit(self, x_train, y_train): + """根据训练数据集x_train,y_train训练Simple Linear Regression模型""" + assert x_train.ndim == 1, \ + "Simple Linear Regressor can only solve single feature training data." + assert len(x_train) == len(y_train), \ + "the size of x_train must be equal to the size of y_train" + + x_mean = np.mean(x_train) + y_mean = np.mean(y_train) + + num = 0.0 + d = 0.0 + for x, y in zip(x_train, y_train): + num += (x - x_mean) * (y - y_mean) + d += (x - x_mean) ** 2 + + self.a_ = num / d + self.b_ = y_mean - self.a_ * x_mean + + return self + + def predict(self, x_predict): + """给定待预测数据集x_predict,返回表示x_predict的结果向量""" + assert x_predict.ndim == 1, \ + "Simple Linear Regressor can only solve single feature training data." + assert self.a_ is not None and self.b_ is not None, \ + "must fit before predict!" + + return np.array([self._predict(x) for x in x_predict]) + + def _predict(self, x_single): + """给定单个待预测数据x,返回x的预测结果值""" + return self.a_ * x_single + self.b_ + + def __repr__(self): + return "SimpleLinearRegression1()" + + +class SimpleLinearRegression2: + + def __init__(self): + """初始化Simple Linear Regression模型""" + self.a_ = None + self.b_ = None + + def fit(self, x_train, y_train): + """根据训练数据集x_train,y_train训练Simple Linear Regression模型""" + assert x_train.ndim == 1, \ + "Simple Linear Regressor can only solve single feature training data." + assert len(x_train) == len(y_train), \ + "the size of x_train must be equal to the size of y_train" + + x_mean = np.mean(x_train) + y_mean = np.mean(y_train) + + self.a_ = (x_train - x_mean).dot(y_train - y_mean) / (x_train - x_mean).dot(x_train - x_mean) + self.b_ = y_mean - self.a_ * x_mean + + return self + + def predict(self, x_predict): + """给定待预测数据集x_predict,返回表示x_predict的结果向量""" + assert x_predict.ndim == 1, \ + "Simple Linear Regressor can only solve single feature training data." + assert self.a_ is not None and self.b_ is not None, \ + "must fit before predict!" + + return np.array([self._predict(x) for x in x_predict]) + + def _predict(self, x_single): + """给定单个待预测数据x_single,返回x_single的预测结果值""" + return self.a_ * x_single + self.b_ + + def __repr__(self): + return "SimpleLinearRegression2()" diff --git a/05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/playML/__init__.py b/05-Linear-Regression/04-Vectorization/playML/__init__.py similarity index 100% rename from 05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/playML/__init__.py rename to 05-Linear-Regression/04-Vectorization/playML/__init__.py diff --git a/05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/playML/kNN.py b/05-Linear-Regression/04-Vectorization/playML/kNN.py similarity index 100% rename from 05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/playML/kNN.py rename to 05-Linear-Regression/04-Vectorization/playML/kNN.py diff --git a/05-Linear-Regression/04-Vectorization/playML/metrics.py b/05-Linear-Regression/04-Vectorization/playML/metrics.py new file mode 100644 index 0000000..7f3fed3 --- /dev/null +++ b/05-Linear-Regression/04-Vectorization/playML/metrics.py @@ -0,0 +1,9 @@ +import numpy as np + + +def accuracy_score(y_true, y_predict): + '''计算y_true和y_predict之间的准确率''' + assert y_true.shape[0] == y_predict.shape[0], \ + "the size of y_true must be equal to the size of y_predict" + + return sum(y_true == y_predict) / len(y_true) diff --git a/05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/playML/model_selection.py b/05-Linear-Regression/04-Vectorization/playML/model_selection.py similarity index 100% rename from 05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/playML/model_selection.py rename to 05-Linear-Regression/04-Vectorization/playML/model_selection.py diff --git a/05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/playML/preprocessing.py b/05-Linear-Regression/04-Vectorization/playML/preprocessing.py similarity index 100% rename from 05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/playML/preprocessing.py rename to 05-Linear-Regression/04-Vectorization/playML/preprocessing.py diff --git a/05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/04-Regression-Metrics-MSE-vs-MAE.ipynb b/05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/05-Regression-Metrics-MSE-vs-MAE.ipynb similarity index 99% rename from 05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/04-Regression-Metrics-MSE-vs-MAE.ipynb rename to 05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/05-Regression-Metrics-MSE-vs-MAE.ipynb index 3b44e9e..99365a4 100644 --- a/05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/04-Regression-Metrics-MSE-vs-MAE.ipynb +++ b/05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/05-Regression-Metrics-MSE-vs-MAE.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 评测回归算法的性能" + "## 05 评测回归算法的性能,MSE vs MAE" ] }, { diff --git a/05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/playML/SimpleLinearRegression.py b/05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/playML/SimpleLinearRegression.py similarity index 100% rename from 05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/playML/SimpleLinearRegression.py rename to 05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/playML/SimpleLinearRegression.py diff --git a/05-Linear-Regression/05-R-Squared/playML/__init__.py b/05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/playML/__init__.py similarity index 100% rename from 05-Linear-Regression/05-R-Squared/playML/__init__.py rename to 05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/playML/__init__.py diff --git a/05-Linear-Regression/05-R-Squared/playML/kNN.py b/05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/playML/kNN.py similarity index 100% rename from 05-Linear-Regression/05-R-Squared/playML/kNN.py rename to 05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/playML/kNN.py diff --git a/05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/playML/metrics.py b/05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/playML/metrics.py similarity index 100% rename from 05-Linear-Regression/04-Regression-Metrics-MSE-vs-MAE/playML/metrics.py rename to 05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/playML/metrics.py diff --git a/05-Linear-Regression/05-R-Squared/playML/model_selection.py b/05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/playML/model_selection.py similarity index 100% rename from 05-Linear-Regression/05-R-Squared/playML/model_selection.py rename to 05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/playML/model_selection.py diff --git a/05-Linear-Regression/05-R-Squared/playML/preprocessing.py b/05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/playML/preprocessing.py similarity index 100% rename from 05-Linear-Regression/05-R-Squared/playML/preprocessing.py rename to 05-Linear-Regression/05-Regression-Metrics-MSE-vs-MAE/playML/preprocessing.py diff --git a/05-Linear-Regression/05-R-Squared/05-R-Squared.ipynb b/05-Linear-Regression/06-R-Squared/06-R-Squared.ipynb similarity index 99% rename from 05-Linear-Regression/05-R-Squared/05-R-Squared.ipynb rename to 05-Linear-Regression/06-R-Squared/06-R-Squared.ipynb index f5463d2..142ef2c 100644 --- a/05-Linear-Regression/05-R-Squared/05-R-Squared.ipynb +++ b/05-Linear-Regression/06-R-Squared/06-R-Squared.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## R Squared (R^2)" + "## 06 R Squared (R^2)" ] }, { diff --git a/05-Linear-Regression/05-R-Squared/playML/SimpleLinearRegression.py b/05-Linear-Regression/06-R-Squared/playML/SimpleLinearRegression.py similarity index 100% rename from 05-Linear-Regression/05-R-Squared/playML/SimpleLinearRegression.py rename to 05-Linear-Regression/06-R-Squared/playML/SimpleLinearRegression.py diff --git a/05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/__init__.py b/05-Linear-Regression/06-R-Squared/playML/__init__.py similarity index 100% rename from 05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/__init__.py rename to 05-Linear-Regression/06-R-Squared/playML/__init__.py diff --git a/05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/kNN.py b/05-Linear-Regression/06-R-Squared/playML/kNN.py similarity index 100% rename from 05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/kNN.py rename to 05-Linear-Regression/06-R-Squared/playML/kNN.py diff --git a/05-Linear-Regression/05-R-Squared/playML/metrics.py b/05-Linear-Regression/06-R-Squared/playML/metrics.py similarity index 100% rename from 05-Linear-Regression/05-R-Squared/playML/metrics.py rename to 05-Linear-Regression/06-R-Squared/playML/metrics.py diff --git a/05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/model_selection.py b/05-Linear-Regression/06-R-Squared/playML/model_selection.py similarity index 100% rename from 05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/model_selection.py rename to 05-Linear-Regression/06-R-Squared/playML/model_selection.py diff --git a/05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/preprocessing.py b/05-Linear-Regression/06-R-Squared/playML/preprocessing.py similarity index 100% rename from 05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/preprocessing.py rename to 05-Linear-Regression/06-R-Squared/playML/preprocessing.py diff --git a/05-Linear-Regression/07-Linear-Regression-in-scikit-learn/07-Linear-Regression-in-scikit-learn.ipynb b/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/08-Linear-Regression-in-scikit-learn.ipynb similarity index 98% rename from 05-Linear-Regression/07-Linear-Regression-in-scikit-learn/07-Linear-Regression-in-scikit-learn.ipynb rename to 05-Linear-Regression/08-Linear-Regression-in-scikit-learn/08-Linear-Regression-in-scikit-learn.ipynb index f2893a6..abb4de3 100644 --- a/05-Linear-Regression/07-Linear-Regression-in-scikit-learn/07-Linear-Regression-in-scikit-learn.ipynb +++ b/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/08-Linear-Regression-in-scikit-learn.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## scikit-learn 中的 Linear Regression" + "## 08 scikit-learn 中的 Linear Regression" ] }, { @@ -60,7 +60,9 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "from playML.model_selection import train_test_split\n", diff --git a/05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/LinearRegression.py b/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/LinearRegression.py similarity index 100% rename from 05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/LinearRegression.py rename to 05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/LinearRegression.py diff --git a/05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/SimpleLinearRegression.py b/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/SimpleLinearRegression.py similarity index 100% rename from 05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/SimpleLinearRegression.py rename to 05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/SimpleLinearRegression.py diff --git a/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/__init__.py b/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/kNN.py b/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/kNN.py new file mode 100644 index 0000000..0b54a95 --- /dev/null +++ b/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/kNN.py @@ -0,0 +1,59 @@ +import numpy as np +from math import sqrt +from collections import Counter +from .metrics import accuracy_score + +class KNNClassifier: + + def __init__(self, k): + """初始化kNN分类器""" + assert k >= 1, "k must be valid" + self.k = k + self._X_train = None + self._y_train = None + + def fit(self, X_train, y_train): + """根据训练数据集X_train和y_train训练kNN分类器""" + assert X_train.shape[0] == y_train.shape[0], \ + "the size of X_train must be equal to the size of y_train" + assert self.k <= X_train.shape[0], \ + "the size of X_train must be at least k." + + self._X_train = X_train + self._y_train = y_train + return self + + def predict(self, X_predict): + """给定待预测数据集X_predict,返回表示X_predict的结果向量""" + assert self._X_train is not None and self._y_train is not None, \ + "must fit before predict!" + assert X_predict.shape[1] == self._X_train.shape[1], \ + "the feature number of X_predict must be equal to X_train" + + y_predict = [self._predict(x) for x in X_predict] + return np.array(y_predict) + + def _predict(self, x): + """给定单个待预测数据x,返回x的预测结果值""" + assert x.shape[0] == self._X_train.shape[1], \ + "the feature number of x must be equal to X_train" + + distances = [sqrt(np.sum((x_train - x) ** 2)) + for x_train in self._X_train] + nearest = np.argsort(distances) + + topK_y = [self._y_train[i] for i in nearest[:self.k]] + votes = Counter(topK_y) + + return votes.most_common(1)[0][0] + + def score(self, X_test, y_test): + """根据测试数据集 X_test 和 y_test 确定当前模型的准确度""" + + y_predict = self.predict(X_test) + return accuracy_score(y_test, y_predict) + + def __repr__(self): + return "KNN(k=%d)" % self.k + + diff --git a/05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/metrics.py b/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/metrics.py similarity index 100% rename from 05-Linear-Regression/07-Linear-Regression-in-scikit-learn/playML/metrics.py rename to 05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/metrics.py diff --git a/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/model_selection.py b/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/model_selection.py new file mode 100644 index 0000000..878e7ed --- /dev/null +++ b/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/model_selection.py @@ -0,0 +1,26 @@ +import numpy as np + + +def train_test_split(X, y, test_ratio=0.2, seed=None): + """将数据 X 和 y 按照test_ratio分割成X_train, X_test, y_train, y_test""" + assert X.shape[0] == y.shape[0], \ + "the size of X must be equal to the size of y" + assert 0.0 <= test_ratio <= 1.0, \ + "test_ration must be valid" + + if seed: + np.random.seed(seed) + + shuffled_indexes = np.random.permutation(len(X)) + + test_size = int(len(X) * test_ratio) + test_indexes = shuffled_indexes[:test_size] + train_indexes = shuffled_indexes[test_size:] + + X_train = X[train_indexes] + y_train = y[train_indexes] + + X_test = X[test_indexes] + y_test = y[test_indexes] + + return X_train, X_test, y_train, y_test diff --git a/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/preprocessing.py b/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/preprocessing.py new file mode 100644 index 0000000..e95f89a --- /dev/null +++ b/05-Linear-Regression/08-Linear-Regression-in-scikit-learn/playML/preprocessing.py @@ -0,0 +1,30 @@ +import numpy as np + + +class StandardScaler: + + def __init__(self): + self.mean_ = None + self.scale_ = None + + def fit(self, X): + """根据训练数据集X获得数据的均值和方差""" + assert X.ndim == 2, "The dimension of X must be 2" + + self.mean_ = np.array([np.mean(X[:,i]) for i in range(X.shape[1])]) + self.scale_ = np.array([np.std(X[:,i]) for i in range(X.shape[1])]) + + return self + + def transform(self, X): + """将X根据这个StandardScaler进行均值方差归一化处理""" + assert X.ndim == 2, "The dimension of X must be 2" + assert self.mean_ is not None and self.scale_ is not None, \ + "must fit before transform!" + assert X.shape[1] == len(self.mean_), \ + "the feature number of X must be equal to mean_ and std_" + + resX = np.empty(shape=X.shape, dtype=float) + for col in range(X.shape[1]): + resX[:,col] = (X[:,col] - self.mean_[col]) / self.scale_[col] + return resX diff --git a/05-Linear-Regression/08-kNN-Regressor/08-kNN-Regressor.ipynb b/05-Linear-Regression/09-kNN-Regressor/09-kNN-Regressor.ipynb similarity index 99% rename from 05-Linear-Regression/08-kNN-Regressor/08-kNN-Regressor.ipynb rename to 05-Linear-Regression/09-kNN-Regressor/09-kNN-Regressor.ipynb index 1efb531..ed27f94 100644 --- a/05-Linear-Regression/08-kNN-Regressor/08-kNN-Regressor.ipynb +++ b/05-Linear-Regression/09-kNN-Regressor/09-kNN-Regressor.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## kNN Regressor" + "## 09 kNN Regressor 解决回归问题" ] }, { diff --git a/05-Linear-Regression/09-More-about-Linear-Regression/09-More-about-Linear-Regression.ipynb b/05-Linear-Regression/10-More-about-Linear-Regression/10-More-about-Linear-Regression.ipynb similarity index 99% rename from 05-Linear-Regression/09-More-about-Linear-Regression/09-More-about-Linear-Regression.ipynb rename to 05-Linear-Regression/10-More-about-Linear-Regression/10-More-about-Linear-Regression.ipynb index 81e23e1..5326d80 100644 --- a/05-Linear-Regression/09-More-about-Linear-Regression/09-More-about-Linear-Regression.ipynb +++ b/05-Linear-Regression/10-More-about-Linear-Regression/10-More-about-Linear-Regression.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 更多关于线性回归" + "## 10 更多关于线性回归的讨论" ] }, { diff --git a/05-Linear-Regression/Chapter-05.key b/05-Linear-Regression/Chapter-05.key index 198f97d7ea326815c0da05c701739662f9dfb226..ccffab4bc7ea8bdf21d94aaeef5702b3bff6e989 100644 GIT binary patch delta 178999 zcmZs@30xD$`#(Oj*@aCAOAHAH44B;nl~fQ?MMXuE02QlLsiLNp3awO8X{FU_tqrJ% zqN0#W>J2C;9w-8y6>p2TB3N%l0go!8RRodne>SM?=l}ij%FNEru{+n!yx-6B49U5> zh?akL5hI6xDj;Qu{}ZlF{WK|c{`05q2=Pt|ap4KyOqkgtTV$dUZ zbT_VCNn@!3oB$(AF-q%Pp{i0uTW21k@UE|HPDC@z&E%n1J4@TFPjoyCsvz@IYidPOR z{cXe=b;-f7{jpVJYTNW%ZV$_?`g})i#Nr2v2kRnluMe-@9(kcIve6Ro_x(=}9T+qJ z_hGx13@zFly64u|Ei1-sRjsc4B)8OXbo21!t%~DG!=JT{*`>%${bcp^v32<)H|CFB zzJH8VK(A4Iv=Nr2IM@tNl9Dt$0DO2a_>dcXcn;KR$oht`4*O#&bK0(^Ks z_)rn>p#|VW*MJZ02Oqiy{HGPzi`;S>JCGaif!9)x9hA^2DJi8dv|$Gov>$RoeQ_bO zd_nknDxvEjCbtSQLd7BY@+o$pq1#vwg(Z)e*{>&3Eg6)C1@tb(a*PyI3oWI|@HLvT zTEWq_2pwS?zzVvxMW~QJ>VpQMNc?p}Sc*}Okeku6RN!MK=0aK904SS{@n(#7V!Rh) zg?Fi6BJ$sq^Qn$_(+^$?Au18!>xl@_IFWqQ&ya}N&*X{yKh_G){XSMllp7%zgs8-z z8YKQ6%|v)8S#G3;BIH@7$MT{5p+>jPjL;E>2SQE=QA2N+Au}T3afb);5BE&epKE{O zy^X_k#QFY^4?x$`B2c&E5X2%i9e)qB;=rKqz7;%B{x;<1(^35UK_} zJ zkiYE=EJL!^9Z*k5P}P-VA+2=8A|9i%58@(Utl zzg--zBaTBV1fT^$1Uk-_g)gK1#Z5bO@Lp^#qanmsA97IMzX;3xnuwfD@-n`1Z>r(t z58>r+sw02FxrxZzA3Y4q#W{~)aAc2e!5eB>fAZ0-NPj*R32+Un^@;MUfo56*mkVU; ztk6e$*(h?IwQ;#1v;yr7i^AmkKgU(@k6-%dFrAtB3zC=qSs#UcqtIWFTrKYv#gFRB zeV;?~20_O`C?bd``jxC3WFW}u&)UcG;nR^iV!i>=Ap~O?B0vsoE;-*oCHm!JW)jWU z@pJ?9?y2M-$K2};Wz)x$7uV$ww9qxwawZr7j*H_1%{4CR}2M9slINsjyRJXK|`Rv z1_^7>85jsgAm$U#l|kYm=#+D1jW7es(ILKZRra*jzdq9uD~?ps5P*7l2_`H@D^6AV z5hUa3%okqR3LjivP6N5HwUKjz)Vxz}eqI8yc;&516?E-7^Gc}OpGPXmbt}Vz;LE)f zi~bBNbYLDh!^b9TwLtM?=B^XjYH2J(p-m_`_^y*C2gAxKU5#mx+dSun$`n^^8eYbp zQ9ox3G|B1|^&xgSyO%wx{zrXEbBsHzDbnoHq;h|1o^t!uE$mu$F}s^Rsm@YAQ?L1) zO<~uo*Rh4_wdx{nGrL9o4>wg?MxFwoQ?mBl~vr@gEwQ{R8i@Eul zHny3wY94cC>N3q%?uh0$cAMrFdyu=Le#2U-9Ht1ET}*MPW1hfKwn42G&@Gk*(KT_m zW)4>UBzcZJ)c*~eyaSJ-lO3AaYM|IH=NbOrbpNj`pz3JamoyQI^N*1oV1#mc`e#zxl^o zT#)3=z(<382N;JH%s-s70JiXrq~RvJnNEO?lUwS5}d9hwL1 zUUjPap8CA{mfD=bHE<2;HJXc>Y)u-wiQUZ|Q!im(uua?vO+A;%K2#@j`!&1u5onXX zW49$NH1(neyxlPq(2JN6Xg50zWrKTwT~G$N^XxLTm;D?yvI9{n7NL94`ZS1dg8O6$ zuVKfaThJQ~5I%+}%W#R0*>{?3gGpKbTT(^R& z#cE`Q>qdOf5-s&HJGXQ@!Mf7>)l!CT@|%<(rnJNkc2l<W{7}JWg`W2iP|Kf z&$Hu+NP00V9oB1FgJCz;4*FeF$+eo*PuP>(LiGW4Id`91$K6%i*fZQ}Za({pt7b1~ zmU0)_lWc|h4cE$LX`XP))Ggd1?vT2IO~Xsj8+JNc3fD!@phNmNw2sPPV^AwQ8C61) zpMX0F-Efi}4B;K91#+cf7v}>Qm|^ z>N4&xwva1U&*yHaS7sFM(wkZ7C)1ZV^xuTFLBDZVxwG8wY#sZM zJH{SSzg4g0=CSKFci3_^m;FO?i9OBUWcR60YgV%vnsoLIdr^H{QwXmVp@%VPXl+ai z%E)Oz>8uONWnENgA4L47_eZDUGd~8MbR0V8lKvx<#6Cku*vFRf&Rxyl*guBT(8V{Q zYs)b;biF1>GTG8upSf-5y8WS7YHFhd(Zl@dGpwB1L;D3{RWr2X8)!#!d>}^OK#W*U z|HJ8^h4qj!9#ZQ0WokUM5W0Cg7nn$(zu8{0zd1GiHy8LTrMj%%so4#^JU7q$3th*h zvlD|L&kFW4RL6Rvo%%#HSDz@mtcLzgAC;)wtr<_s>2n(0UZiS(SH!?88sed2W9+@l zGztCsV^u4pjD?g|{^eug<+Lkp4T7#tOP(Z4Q>*DTb>JJMIjCt=FVyT%ALdTYKo8AK zg^+r4ZRUh2XrW$!4l~FJ?Oj2k9dC_QKhB@6`uv&*f~-48eg5JQ0WQCdOy`fwewmC04o5Nc;8(kblt8#I03O$C+!vyQOzg*F#h8aHUXKPN4HiyTM{J1tLI-K+Wf+`9jX zj!0pT(hzuY6sP=#Qi6_RCf29daK1%Z2VkU9a|C48fdWBL207vsN?mko6eGb3ptFIK zN%FPT>k~Ejjgv{~XwM;^sClyMZl@?4%u9v>JWakuZ&)()g)c@<$&&%0-m-IPevDi9 zgaWYEGc*KX8oVGv83eZ|Tla!s>a@LbCD0G+ZZQQu$&<--x7-$SKocf>gUT0W_UwXpM zBA1l9E$njJ5!VKxCt=Gx1V2cLRORnh4O%z7A4h}A?Grb7gmNCcR#s(#@%j%rk&Imkhj~y z3rq(|bTWKi-}*re@Oi0_mbVLLoP>zN%7%dwqyV|ZxRLy*{<8quQl>YLB>!0uKJqqA z%K(mv)&%Bn`e7ro5GOLRdmV*q;x(3nfZ1l;mYPlmn9BNHH|-hVxrK$6-E4 zN1^XvDUD%RP&ed{``|%nFdB~D%i@Z6d>$p}zG6n|r^f;dM|Tk*#5=bS^0?2ZO!{Vm zZ%_Zgk9!B$WpbP)V6?)uO_lUOaY(c1fugxiVXIT5K2TV(6JfBd8?D3smP?~MQqQ>h zI)$ZSMR$w)7%!`>1?vS6VZHDacO=)U*XgX|-r}K7kLnbq+>kMtPTFNHeTzA-N8V$| zM|JENlIVzqq_jh?G0Gpc)SE}5wQ8TSzgyOh>1t*R6>u*iXb0aP5kCJTMiTv13AFn` zN1qz+QkDE@oNEY6+v;M|F`dHI2GJss2T1oESlGWYrNUB`_U32gj#l zvfL2ZNKg_~9t6?l(csm3r}K`)?tDF5d!=iJX&p;7Yt?>jbqb&5V!^XRe~hXoOEtbz z1FH#oh)CpPQ;d9IumpZrNQKmx5nIE5DrnUTRazw~vk&N&7ag-xE z+`S?3BVMv2^`@!zj}T~~dzevN^c@_N@WVJEV)dt@$6!g>{D4v}Yz!86 zAGq5fZ=w%(Hm)0kQ7J_6;j%H9++z&1`zDAlGsC1SoB!{mn;xe8LQ6HbPr49s?ZO2Q ziVi%o7Cy@TT`LmNG`o_9MBgtEo-;D{3yl0@u8E~u`ta0mlICc=o)sJBmlzh77@ij! z{wX#z6dO`X3=2vOEyadKC5B;t48Pg+j8UF)dy7#ja+Xd>3z0kg;@mwX>l@3Hul*u9 zsspX0Z!G&J%3OX5RM ze=hh?DxFXDEJ{Rf4}_oW>8kR1XhDDf(#1u{&C1kV;J z2#ORS?nF^sz5|(7aw|XOtu5c-!!JJH0i{hCiOgw}Mxr#^NI}?0K-a~FxRC<1*sqlo z;~x(iZLQ>oUwkWx7DJ5|LyZ>0`-0(poV15%)=0F}L(E9u2$e634aY2;XpTp-Q0Y~% z^_ct@=WWTYj8!D1ou!}A(vhNs&j1h7kjbN`v`I+&NkwM&fux7Zqfy9=bf!jlR6B`p zPj)s^5-|+P%aqaR__DW z`G6`R^Ch$Yb0LD7i`swbd=Bre=#3A!;H?;9q3nHe->qn=pSh4guLBE-&=IuL5g&Go zbci$V5L$?keq>=GAs?8@r+W*~YaejI0$g86gcma9&hTPLY4j^3l#dtfFvzdx7sc$d z6%rqQ5qvVdwGrOh$iEftCCm#~ehqx!K}w{Bt}^+-N#@x`mhq59&*}i{^6$Zyq>6Xz zvi^+zWcV3`7Noc`m!z;R&*~suCM6MypVa}@W@`NQg`hR!muE;VkG>=&f1l51{9Ov^ z?^bATRtF_4(VOAh*K9A6c<>7}N4vlZ9l4uAL%cFO&~ixhyDHVnTs|z&9)~1WUmwDg z37nn!>5{6q+rFg{`j)l?eD7-Y{dlO*jJ~E(g{GnKGr+F_((w07?MgyBfM05N=9!ub zLT_3E&ZLK4EeQSF5^&!VaMBV`XbE^~3D})yO5GBgvL$rEme2=lLXT}UHKvE!3PRfo zLP1D&NCV>zrNM{C@SmkU4C&lh>1acQNHj9hYO25^ER!a>%Kf2q5J|&(z;C1+$Omh% z*s^S*Zx=|w44;4nJV)JZ>OiYn$u)n^G` zPjDCBRwBd&sqi8!WV%NT%ETXui0}ldD8~CE`lm_XchL6g5Q5N{%GAA$4oMhw!!CS{ z1LG0Rw~dnMgudjgTpn!wdo%7C>c##n z0iblyzQvq|jiO9*F+EgAUg=ZSM>J5>StN3PIl6a!1_$h$q$z6IVY2rX2LqIU-P zvgs0ezuEeu9j4G5f1Bqyg}ho2=L`ECU8wfxtE0By;CP)KhqPfz!sC%={9VK|`y1df z_VpSourn!@PVc7zi6~{MF|Jil==Y2D`%tVh=VCOdcIUy`Wjh|uJ6OAOnSH0isWjvo zk|E&t%nZT**)!+lAU4Nr-@YehE8lP5KI@dvxNR_iN3dTGmWe?b*JRW?s}MQ|Fbcgf zq&pMI{m5tBfE;;nd=93@&slB;^zT4^}+-XPU5OXf(ZfX~b5qEb0W!iB%MofA$diB|50M+a?5`*JcmJv0bQw#2 z%eZ~z&yqFwtFQzcqCF7fFY=604291Z79>*)vM8o@Hm??Wj-w;sdHy2PI5g2+B&QEv zeROwC>w%3cv1H-)d$-rlJ$5P_o?voE%s--_uMo1u{(dl@Q^%Rh+OksznDzLXTK65@($DX6C$}e zP@*O2$7{j}k?fy7u^_0m5u!vwL_S^chhFc}Y?R9rGx=4f%eA-=`PlSsx!;qzJRwZ$ zDs*Day=@K>$O}{1?7-v+#SoTu$rGZ~K=Ar-5L0vTkm_fQY-z%XG$H9lGcTQkKXOK| znU9>sS-q{j&mB;{oc(c#{Jy_1#z*+lI5I(uI^ds>6cWUuzc%!a`P2uVh-Smmg&H%VT;KSS#ADc|U2>FxTV2qD znAbMB#7i!bJb!WII3yPreT?Z1g%`6X?vWsy?qHUcK@DoVrBuUn2{^{A&WvN zi?UQ#xLO9zb|Nz=)M$yA-3jPjO`HC1oBmRp{(hVOcANe|oBm{*{){Dg_TRYF+UX{C z7u;ymTa&d!cTnW(tnNrvP7HiZ!rpA>aKcGQhy!@IFxx0$uk(>BvCxB`d+dW=r(h<(wLJLs zBToN`{gZW`HT?g@QXG8$9BvKhisc>B|HLHr#Ca0$FPH7tvo~j2s&B|FNij~=WxrxK zGaDm|o=w2Yb0T;)LEimN{~b!gB{(It6A2^{qEa~BY$CKT4@TgQ2P2~<+gE70gfhUr zX*PjQgw7^UwCQKR$0DO<^UF|0o4!;tVvdAIBHGZd66lFi&9JEm>829o5Ye!7aYY-W zA09o6AR+5lsAbqaYk(fh%qgKX>?O_|Ix>u#@C4@TlQ#XVN6OTQR^BY46PqBOSri-M z%^*e06_5~rIpdLlEL0Cj5C)S;#}gh2yrU7ioq*93?*#OOO+fD0aljN!8liQ#d0SVp zn3?oQRe)6wH*Kh0P(11HyY0+IB~sNTt*x6^{J_#`?k0GU(!oBiw0tn4i0~Xc~4kugn#*^vSl^nF9J5cR6^bAm<;N-!nuA6RYZnyPg`&M3(qCvhU{oy^x+bz(3d%4u`^mpUlQbSg$VO6Q& zRhF^YYCKeGxBy|R@t-_nc7?G`wbg1mq$#qR9$1b09vaq`8j4B{FY=5lN(~QwH@?m@ zF1DIhmKv6o8k)0=)mg@ECyZ~hdKxd48qSv*)|VRYWf|Y&LC6n~0`g$7!paBlWq}>e zKY7@pAsF6b$*Jov!UQ?U2RoDl;Cb?!S_TgXNC-9KeJgfAt0;xVb452i(h|0!M~4*b z$R|>c$O>+iP-#hmv{*~Q3XM1UI*)P`L&Z6s_5<&92@lx0^gjs3VMD3G`sg6`bY>UQ z0KfoDN=f}JYepM(w{|bXIsu;{rVJapNm#e`kJU$@fRB}imW=q0gzq)$-<^lwHmu9P z8zM8qMj?-cEr4VHijKuHph@YahF-CK?tL@*s64$J%LA>yRQ(3Tk|l=yu^7lnEJo?x zv1EFw-Lu8wAc*1gmj?)dDvz6>dfB8uS<3U|VR6dvfQ}(@weDkbhvnH^N5DfQeG=%*NuV<)fzALs4t5rR zU+64AZ1Sphyd?gBmr^9%spF-FQm$Rt;kz9`HGn3NKCtq4pb5kdS=+G;Rsaxvz@uYR zkaIBUG1B=}%ugxAQmJq}EHFV51lzvcAIe~V2o30qdr%>KZH{~QRl*xUK=Mv5wqmd> z#tsC0`;Ygq6diK4h8@BZb2RyXAl}*pq&Om!NTu}Qjy|!fVOodBS;iMxM&C%~gW;wS z`J`HZeVa1p&*KL9hKQ`pNB{xw!WXsiV#xPSrg_jgu1`Bq|2xa5BNz8h>+L*cXt!Pq z^m3=nZ}{yqDrkd2{+y*2&Y8?lHq#|afkD|>rr|sTRj|cDIl$;Sr!5Iq1z7A+{sXSU zB05|jcol;maTW9XomlEbmpMN|TSu%?9j_i1DBoStyBDBz^f>k=B9V0LieB>g6$G{Y z3ZQh(yT~-hQTAksp+3u4)k(P_!tEHez>VFecMZKVA^t?CxNTTpLPLhuIWT=XIY=NQ zk4nweb7%DH8-++luRq^dP}Y1UTP!)SqiM(M)A^@= zfaw~kfR{1@gagLwW;)3Bml|L?U7M+lJ@k8sTrztz8*}6b+f0WKzu=h;Xn)>7wExsh zv>#&mdl}QqiI$of+T$-FzgS&^`3h!Vr3N5L<7WIT3JiQDMAsu8I)G%*^hzjJz-Jwt zN{Ow;dTUXtvh$26qdd={OHQiN&EgXx9~rdaU?)%rL_ZPbq@sH1YccuQ3L$G)Dy4j3 zg#pXxomrH6B2Rqo?AhHJTg}NoO}GL3#zFFxH7k|Ec4+m2&kefORFr8;r4myq@`W`r zmFjR41$MX@I2dHqFa`$5-4~LhQz^D64)Q#+?n_lxL{=K)wl+uRIZgjTyJ&Nre%^-J z(}AfJbh|xMPAcTg<2@)GWQG^HNY}g2LYj74LDL{VXGSsp|HDiUMfgS}eJ%OEWz4?3xWoM^eOg3X!MJqQ{K&vgAkkGoZm5WK6{z~Ae_bL6uN3AW znOzb6OyK7#kl%qkQIOw-Dd;d(LVhWd{wXm@2-H6iJl|LeL8`=KrIOZNcNP$#Qjmiz zlxUM&cr1>89rZn8!_AXDl3b?nAiQRO(Xq8M-e7b2;v)N~G^eu3b1j|0!y{hWB`+k>vuSwPU14u;!=s`jNpN45pp0zGCrDeD5( zg~-!WWk<#-y>6~G%ICYB-hG>p2g=|>gp6jxOecjc5a1>hnCX--(}|CbnCZlBm#z_! zQjvT9wR7aYhtYi<{h-(#+ifE1HX-KdwWYBN5vmAMh?H|nOMwH=JD0rJrVxGjMexZ| z-gDzUh!2J<%Z!vqFPBI_=2L12TrM#K%wpzCP*RL(R2rbH^bImvK&L>8G(y7Tta%`V zXS~JQ7Uy;<3`$y{!h0EhCH&pHFNl4XOWs2*Zn=cVT8Clz)p%t}?3|CgD+AK!F;^0J zR|b-w4H6oXO|M1oXdgwlcuaKSiJ#f4wmCRRqI{VL(*@xA^K4~YM{9_D!ni-o zr!Fnqv3;hz%nQqQL|N6@$ZE@WOw4v9U*<(-JK8aN@=<1)lO3XyFY?l%MBn&|tCzpZwj}Jf9gsqgRYh92q037(t7V&VBlZ z5qZ$vu!Om*2pT~HtcV^dfm}ng9?q|BSn$WD1}s^zbbrx>g&CJOxs9MBJ&*!)&sLLE z&K-B{{<&5-*J`q5nUc*`lkarYnE@?e`b#%@v2QlOZ zk#=0Rm`($f(N(HE_ibm$xh|7|C^Wv;qMTZ@w5ybViRrRya%Nz*7*-8fdim_ISTm3Y zL2Z#s{YH0>jqb>cr43nTQZ>(N(vdYGi~IOa*YAiAcZq97T%ec4tmC zc9t6Ew(6&E6PG7C8NKQ|(eu`o^%98BPOH?}p6W{Y-u|1 L_48<03`MSM%l-UTt@68xz#?%j=Ws(u;y1xlr+XG z>XqZ^D5&e_%;zRT)$c%EA-yQRMW__1Y~`4o*HCB7d`VhJLD4-vLv#UwTRp zx~A&Nx-yh(05 zk-l3b?+fC#TMm)8Kx@gQbK|~a;2^-g*zX9qTE?%JnWazNhuAmV0Cn_FB+3i=iBvBA zWO0Zbd(nE4?I-fXFM>}_`3dDM0td0daL+R9y`!sKfQ*y{SGh0~Kp5C$^x4jIRgvh; zxEpbM1dLb%e5A?+BrkUfiqmGnS_1;CDi>fQ;F-%{ohg%6xsW^^(F&d3lM(4&kl_C- zz~ZjE03V6G?t+GE_iN(6TUCcJsWt$E(8Xshvmev~2XPav87?<5Q?z(H-n`e5IZ906{c>1+*-$v8& zTH~ok`jprJT zi|-m2-#0$YHtpYNI`{emYk@fU-r;@VLkjr&D2Ik2@FEC8Wq`IANQ%xz7BKUgK+;gl zAQDR@z*x541;$cKDbO8|X)n7E;Pa1Hz<8F|f_JJB(k@Ve=n`nR{{r_2Ts62la1X&f z0Cxl2HE^fEodk+0;OEN$80F0`~}9HMlx(55YYEcLUrtaHqhX2X|WNsDW4Uf_CUW;6{7$;Hl>t z!CMATMZtTW<@9Sn(IM>u@9>O1?ci`OVio?c%v&GC%e62sMGTX}Bg*>B z6}x+|``!_>d~&#G!p^DVK}62t6F|=_b-C)%fI5IrMYi)mVa&)Ja313AFI4!aVR0BU16OPSHD zoU>wn8*xrd{;0qF*Q8ipM=*FnPlG&sK~K*_bTPJpEIr#UsCzZ!ETyOk0pzr}kL@g# zaF!xpWyhVR#83=iG78fHSvdnh+3zgHOCBLl)LDwBD*GmrOYyAruQHz4tOSDHzR%33W7jx<_7Jjr^h}NtYe9QxR~~NvHdKhIrvquw z913H2KvXe7fhs0}3swkt#o;kteYpD=sox(5+e^a$fsz@z(qi{eCZJ0{BrE zfM6YnwZP0XYd#;S{Te`?*kBXjFaaj(vSUwD{D9ueHZ@P{RyM{3rswS!0HT}y)4fUd zjBT1@`!8*pBf1A0(LLCR?ghiR!MzJ3aOSN~=zWj+{8_La+;dE=)0~dF6d`&Vblp)|5*i#Lw>6!!$%qfX zXc>W?@@FH$!9i@8j3AfR27$l47H-GM#Ot@kt*z2A0ZPA(s&w?Xe%!0K{IlgtOJUw5 z@&elPnUw(kAPc0zi{7{x@-h7aj&FpyC?8MxK14pNv@E8$9h#eYY@UzXu{q?ig}Iy$ zbK!IU8s;L;zqSEZtY}W+_p=b5n2)3KG3;%b9Y|>>u9iVZv_A`#)bjgAP%`cGa+4@; zT}cR$zy5R!yG`u4Ye69SK6!qv9e3%q3@D-PEO%#5owPNvJ|(`5=&IdMpz1 z+Eu{Va*6aRf7O1^9Qm5+$t$K^~T04g{E={jtifZsK)w zpl_O6EBrrV2<=`5=&#-`sq+xI@a%WRT_dnx@PYkmySQjRSi(qk-CThGc5~tRF9an_ zoiwOt2YzRHwKc3~hoQ~Yt7-}_Cgq>PlG1-}?l7lcd7PKy*0TfPRe(=BU0ZkPPC1D| zrqrxGDN_FFmT^=r8SI#oLwmnE?>5nCLTBkoP|p(*yLw)G$_Z&Y49q+!Ld~^~sQD4N zU`IzAM6--iZWs2rbrOD%_DFk6Ra6SM9BO|A&l;sfcVpYFi&%$IM}W>O_(T>n3dF{9 zMu8SVOTHN;KzApM^1o{Y=?!+Lp`6rp`e>fCwB9k6YNm~8=PVaG@QSLg0+0+(9ZW+~ zY%xK$-eDfNqL!%|J6my)uIR`u5!ngz2shIb5ef( ze^i^(64@v^9gieA*-Mx48d_G`PiV4IAW+V%HI6mpS?O1sy6O$v$AYTHO2IGMN|Bkh zdV>to{c%TL*ws=H(Pe2}RoHH+P zHhuo9&zOu3L*@xUVw7{j<{{kgA%wJ;dEiapJ->MZ^rg-`Pat-Fux9=ASfsN3LwkXU zTf+R>Njr}wBSg|KJWcaxyI!p9UQtWqk)jQUu_XD~Kc}DlacO-QAoWoo?PQsrp3%QL z0xsPY{Hvpaml6UnjkyF%@;T-*m~PCO5O+zy?gME0t0Qlk#zWJso$S!`vKi8&A=9SX zUwPM#OgoD{AX87#f05~{c|0(k=jitn2z}$Wh+ri;;%NZe!5k*vOZ%gXQaOG~JJbE_ z1Jlj?46i6@XSz9e!%9fok1lCHx{x_{BTGoJs5>a4m}oJhQM4KU(G)Gj6cudA`hi$ElraD3~>!13NoPu4J3avvvF2X|`F&wuyT#K46sU z6xWL5A_Uc)$t&5+K6i0>HV{UqI8jIRLK`AhuC9nT$VW`dVw@Fpwg0->05>qm@8gAtu!FMaigLZYWjv837a$LhZd^N9xH`lPMK-bdAXO?CCYB4)Ram~e z1#WFAmiOM;Qo_qwW<5veGGY0@W0O%)G779$S1ELrPLkcPj76^?K<{LU$kuSJBs`t4e%+fwK$`j5+GM*i!8ZjN% zvUA;8l}Zd1JkH!g2ZV8a@VWK6k6=uaY`V*iF$eUbq<7GuqeJC zv9BYvY?>fyngF_RdRM*+pX79;fm8fBsR(l%LZP zPi3Y$xt$eCC2r^foB#f8 z`Ympi?xE?r@7&gw@-xn*eL6G^aS_-`$+S`uHAT4yROijR?)Q?LhMno@HCMxT*jbo# zD@&onTm+B~AJp;g?L5-j1qqpj-P)NX$E0$4L7!1Hs!(8yQ%e026 zK%~{p^M55;9$nlN@2n@Jk)nS^TKy>GDPTH@c-=t_gOCHaoq zL|5Lf!WDxB0@!;(G$>x;X;M1IH5iii7&!+wX+JOCxT2pIDuu_{J-c~@);VACPO0Km z<1v(1s+hH2mpyn33y*282*)1l9zV@h>_RWT9~7Ym1{rOBd@c z2FP6HH>0bnet=hqeEzTdjJ6qFKm1HHx}vI-6jZecTyP3mKclM~MC}hwQldMyB&A=H zQnIb}&nhfUQi>(?Ip(!rFxV*of{ybv<#)7rZtzn4ufX8`;BFIN0=|1G;pGKZmtMTd zT7v|w{>CmVINtPMS-~xVcGiK7rq=q9;zglX>qDyQLoPlGscAB%JPT=RGFH}yWHlQz zc82WBGo5NO+Ui4odltgW1Tvn5oNh8+sSi2XWXxX}TJbF8Xp^xT4nvoR+-@@NTok(F zRLH~nkcRq@%cnwaeA;9zY&KTDF+Qjd*?lGCVUzLFvyjWrLf&gQ;W_XL!ZX2#+JN6m zNfq!E2tB04s1i7Q6-W<4pgb=(U?_Sax;xMxjoH3FzksqRcAb)vDbFZJ4b+9F-cVia zXnC@$v$;F8%f07FUEkcI!o}4clHW@ z@uQ~SBtMN<;ku-Eb~l#i`#c=&Y9uzrdhsB3^L<_)a=ku8H0PZZpm!4ppKnfaG8dGOix>8=&E!O?q2J`ktm?xCfl(O)2m%rqkGtRPlM^R#`G49nvPWQ=Rgilo%l{?di;+N9l5&Csy@RE%6i9a7~wNQy+Ktn zdYVyQ<9ynXZXPU9zSEY9-0kX8C<5}HoUSAP75A*-t)5o*v5R}+z9cB1#$&&1*P(t% z@H*5liT}}|PWKAW1XwBc%y+*@!$%z}a+u`~`crp7yZ%(d455RjQvBCqj-N^m{(D#H zt;*&Fn>tA>*BXvo+FF=$pO>VWU&Bm&rHuF+sPbIUw7Gzz+kXT*(T9njhn zV`Wh4Jprm3E%}l+wyYY}he!YKD9<0ORN6}e?belJsK7=455l`r$b(|1IY*gh5!qTF z-9re0!E+loKmPmW66ofImQ&X*o;fq0m71GH5efwVfu~F>xF-Mn-BWL2l;%4Jrjp_f&Bh~e zrRjQVMJkUP*LIqbN|GCzlT*bimD`hXNcJc*6~Ozbk62IIgxkSPi>xzJaFn_S3@owgf-IXA>>PF&vT zW{#Brg8Z?A0aUCN)o;bT9C6H*>bwLIQY9a9(-EGQW z{xE6Y!<89zi;~QBYZet;r9sYOyGrf5N<$S47h(Ce7jytu>mLRL)xD%>kdNAmUtp}6XgP|cV;wmNPjid2R$$Q&qv?{(AvF|GM zO}QYdoCl&&ZqC}NB9IwN9Tlb?%$Jt#yA@`}pWy|@UQGXv21f#2%eg@F8q_<=s;?Ri z@`FA>$vr;s$~kA_dypeQhss0yYeOzjphCR^D%3lUiFZJv9(93g*P#0A9ownp(aZ}J zRKSslf=6qZhIeYyzgz%go^j?eW{(dCk{q_*_P=o$lv85b>$(>n@`N6H~qSbQPa|1OrXjEEG&6dCZvK73I{P{<=3*4 zgtDO=R`j$!i!;vA%F_oEG9)xWq3BG95hw8mYBO)C+E5<$Rtm?m&%xY3M<$*lQ3F#b zi+d|IWk`UQ^0pKi63{%JB%)68i`E{~PG?Ddc}Sr;x55!tCR>H$=?X`(zMN4jWDxHU zrr#iqk#ZRlG70N0JN68yTbNOEU|a3pC3S07tDG@io4LeUG+6au)%@B$g%9_v1!M3> zsms6;-1f||`B{u_u$LQp9>Zyi&91cK`Y0PGn8TsxLpXu0*fp)#6+N%u1gI|GexFe6 zO5Sc_Ts*v*ltB=F)ub(Um7bB)n`(+m2j!G?c`1q;M8P9Ya{@?Y#2)l3kYjLsxRccD zBTqCpkP|3Au1!vTSXefx+w!_aWwi@;*6d$UwmYnNc> zxZAiI5dEoYFH{Jl1ey3zdJF&P<5UP=s@AZ~C_fVWt7%6^z(c#d9Le3MY-TUV3NJ^r zn^AW@3fJv0AT}?@EfDnbE(*@2&`vi0V6Jk@*RKq6_P04eLVfbl&LR2OmP@7a$rZp! z3-j&w3At3vIMZ>OEICzpoCY~7Ck z#vRN?G1_U{C{BcHCA%SP0VRIu^d?Z64+IH>5lF#x@Isd}@A5V-8^zI(>qgvMA-%QP z=(kZUh0w4cKVr8@kD3|VTp|48=L*qQ=|~T>)s6Rb;QgYzD*#cUT~g?lEHq3JD&C0- zxhPNDda>7fF|fC(Kjb2ON!hbwr-oCRKMba)l-9CuIn$-Ulg>lZ_APcMC?j_-9;3d&tca>dv zW4zX^=fZuI52EB?Le;MeJBkj7?8T0P}KIt=I^@9v4CyKz%DdPKg_!q`Gb$-W)shee}Kd4JSAqn z@K`jNr^KJh;n;g=7@Uu3$cKQJUWya+jXv$?;M+h8w%3dm^hwmvqNDW_WjWC3c7qu7h8k z+_w15fj2pxl9l_8o>*G==)ry_T!`c#3uV6O5#;JlW;{zM5Ds1U;%#$AQfl@iESdM` znTGXiN}lY+}(fwO+Eq(UgFXdj|%#A5AXFyzD-DLu%OS z)UZRERjFZZs?Bdg*E|i~vp3YbH?(a}=*r8XS$9J-_lEA>8``obboJBFRZl~g-wj>9 zH+0?J(2TpG#cw_w%YsDc4~PRF9%%Xg^50;xO1;yc&Q=12;^WMVal!OLFQJD1zl;q2O&<^n&;ga+Hoe$g9L+>sBE%=5f@rbfay5Ggp z=Z16e;3W^!_tchI>(=bAUAeh-dw$KnZ2YbN=A7Dfi|;4R)iOL$JJk);NMLBL(9t3X zcA!Fmf`lSR8vb!la=fP*bR00WW4G}9K4!RS3vYV|o^R|Hf(Gu+W@9WHQ?#I=fe77> zBr(Zzrla98)5)iy(?x;P1z+-(cPB2MEP1%AX47db+1gsa=*XqH*Ehw?06?Q+X_zql zdFJq)A6RR65gdqGvNse+t6vFWes>}&Mx}YbU>Ou?Dghe{N211+fYzskpvI3oZeOoT z2(WiIl@Jmr&SSiHhn#r}_ffmwuUFwE|FLjK+7S|dx$*{FkdwrpXU^Rl`tNz>3ERy0 zA$-JZ#boQA=$Ry(jN%VA^Pjbt#N!PRgs)mmqCGJ_5pc+L6R|En_(?(I1BGy757 z+S$x#IAxG*k->BL)6b4;Gx*cbr@5(pR?LUXTvvQ+r5P61QsFIMa;QjpL1glEup0$0 zIbM@~(RL-bhh+8Em4y#qHr7nxl{yMU)0umLwLS3YEre5Fz1t-vGG^BQN7t7CG;wup z&mAQz;z9+4h}H!a)G8t> zuArjg0xoqyaToUu1naKE|GAR{m-qc!a}#FnOqQ8@mgk)F94i7HILcUp9W2GY!>|~E z9kjpw9y=(UqPR=IgS!;K1J4DP?eD^%)*ZLv0R-tB2V=5GIu~j!L3vcq&bO55`2m3n zo1J=Xqta9!6*w(*lt%OkfRMg})I@TF#UCID#=0pJf-pra>UssYD3F7Q_64&=3NN=C99-XtY39lBe&DNt86gyEqClBzmL>hq5^)sWCZ z{F*%bJ{2*`8cLrkTb8W}R7CZ1);>^POq2yG=Hyv zD&;%;}^a=E!jh#!(UAJRE{B1%5VkDnvh$G;ZzbkjimPhE1JHdNuWH`@ zr}yQJc~VQNy(-J-JUz;}cFA6Nn{vqcS=Zhl_``LNo;KVKTl^*lxkaR$r0^XC|ACn6 zZo{m7oxr~ce|9>nE_j~2cPX0iD=vxO)EoKaLC95%(-s!1s**J9-T33VDrp@ySEKYTQqRptbvPX z4SX?k;JLN&=hw!k%^LVXKXCf2ffiu5-%U@ z{|za$27yG*#yeZPIpeehRL)o=vSe{inv>wPDtd?!$^3Soxk%Q?agpw_Y}P=1mbKt> z=~K``8S7(Is}_)IxOV#CA&8NX2?ZhaXQDFKe7r1G2|5eOi+Ytnq3^njZqwdLwZ>Es zoncz>scI+Vf*(CN=Z`0!>1K|G|7WhJm<|6jb=E+vZ&LI89wGc_eW#+vf}(n*8WF-& zzRDu?lPZfqzHU-gN8mJmbu-N~M+FLo^y61|KU1NFlh#Xz$enY=wt?QvZr^g>&P9U^ zRhclF_k-H4_p1=d6Jc!5ATep?q^EzL&!3zvPZ5Qg}Q= zAlyWTQWRV_R)EhT72vaH4UEWAKK1x1K;h=QT$j>AX|4dz>%kD|feDZvg&~ z06)q(Z2V#k-gMK1!>TX`zWAFLaD4eU^&;u85aby^AFX*2*Fo^y+Jad#tJ2yI2btad z?zs-8O7Bzbl<2!lHr`pG|8)RLuiEvXZKbDr^7!LJo)IOd{)L@xn1vGeEMGDi(!`hR z?qp+cQYux>g4XI^Vxm6Yko(u;`x!;UWqXbv$jjJTxNtddq7u7Y#21JSN zQ`$hB-`*JuasEI*s+)yx8wMuHX8JilDWwf&rjx<54MWZLX~RtEbvu0r%u<*|fGvQe z+}bto*3Lz!T{V_WrgRcH1m2#Pcdw)bkPBuFy1jGDoxGifSHcOe09)Mvj{vI5i=R^S ziuE6h-Q&XdVz;R^F4}iSQWK4;@_t6ayWJY7mAwEp{D_X)%eXO;rC}tlRKFf2oryH< z^EdNDj?;bKAcipWd2Y$H6d9gdwmg>|eRMKcbo)83&o*g7DI;4jYaqPB_R^G6z5rcb zAxTjax9~r7N-6BeQr<0mCxHEkm#`m~SQD>s3BCYQz|u=8Jj^xd&+JT5(&je7MyD`m z`(CLo_5$wpon?VQQKEp_6n5*r$y!2`)QY7k$Oi2%Jelsr>v>1+$n3O%y(p{ z;a6$=uTp0E8VwE|lOEASv3;C!DEF&WR0IzclBK0+)KXCg9NjBvk?6s%(k+b*0YYwa z&aAMXY8H*ogT~3@HIBa6Cmi+0h?87*Ynl;4=;z*Rn+BR_8w1$eU9)Ztyqy~S&-(bQ zHwXTEb71|=fd|*eH{Tq1a(#UIt%3Sm1D|CFA6OrMBQZq7J}Xqwxp&@?y`G!5RNRnzqNFHMt)x8gO;llPh??L$pNCh(f( z!OekXu0~CRm+v)=tE+0GiQOsV|5G+SelRJU{!BJ=JSm%2_2lnFx3rI|rrXNY-A#ec zQX(p}iij7)52k<2>HfUKSa1laXSdgqTUGlr2n2Zh`FZowtxFaiFOy#?W?VT{tmk?-M6$x5=ZLjS;bC zee;iWJKcmWylT@9e6QNB-W;_>ICUeh+BTYFU@51Jd<_*NCwAj2&J`>!E>Hg9NJRgv zTLU|9Zx#Kj?e8W3cAl66`ypgxMDp8&T%sz+%}Z}VdR@r;TLYKAP8n}U7(YG``t?Zz z31brc?bp1}52v5MW~lk;ukCPvS?1@yG|T*~7e=Rum-Zp0UlM7r2^M+w5&c(sWkon; zlVZU`3+_va{;WLoaojuC)m%@vS|9Z%t<*IX4I;_4hLWX5RscH|H#9t!2uq?Zn{E9^Fin$slxZKlrebZh=w2Q%4QI~uTi!8@4vShI_a*<`n#rgRJ7hHr;kGP211Bu5%mL!H* zzgncYmNZfLU=dQVQ}jM*A|@xzkS3}~lU$s6@-p|O6ftcZ5ahH?Vs*eyxJpTUg9zXW zhR%r%BF0&|^RZ<4vBNvoJw~I3p~&WpVM)w4BQnZ?b@Bi41vHPJ&rZB5S`J0%cYzzG}7a(Wo2BLqC1CO>sT(c*>VbTg1|ctyrPc zF$+@@ECjJPj1oR8HRy(bI;y@wRU2*yl5Yr@tW*t7gJXRZ2vDhSK(=QS2Q;AtYC2_u9}mj2J>8LSDqWug5ssM_kk7^&xInH zi?C)|u>U%NGA|8Z`Hb(`sCBH(L>I$cQN>&)FD(eAVrSIrkTA7Qkc`)PDHTCqNPp`z zms}iDfi_oEa1i_A)(JjN?RgM;`fdrNY6-8Ztb6w8_H}pOIa;4H?^WC3#1UFp5OR1$ z$i4F5oPv-S<-xfHArH!fpOyz#tq5s67QB2$$c+2J|6UB!cQ$@^UlaJb@gx@3_SyO5CN-}t9{ik4 zz|Vy_^+Q#kuYgrCyCV3%e5f;Iy`A;Vx$-11XV)84D3aC1+$+~NwxQceXAK)CBgpUG z#BqYrIqzE9>G-5xtuOB!hA`iK>Kx9k2<8)Ayu6*wc`ku&3*9Cf{eRW^WKQ5fffoeX zF1>ot-flONdJx(tkxTbmaNI~jzGyn0BA@cw250*q<3%P1$?~QURDzYc&a4O~>fX^_ zbpy76udTuXkbp7e#g6PV`Ly7;;`pyEntxk0cmb}D?eNY~BUPxtW z&$BmuZ%jC^j9q@$U$OmBj`qAVxi?7ouz0tf7a9XfS)rJELwlaOX*e%TJ}+dlDm3SX zlCL)P?*Xn95>3kALOsaF^lM2g1P>N6l&bP2Xg(11c~|Z`MQC;u#!PY0nIwPPGt|SR zGZgR;!V^NIKP7Uh7|Tn46G;g3u3S6CIQ$n&$e2kVV5mGxh-RA5bHe}Nyh@>L>gV|M zvt+R}4E-#1ulhMur!F{1Pp5D9V;YYIjTS1Kj$tV`_&%C2TDdXfmA|5)yIi%Cg{OP9 zpJin}AK*O})X$Q7q#cbqlhMND(I6B&795F_j=TEhq|uDN!5{Zc1|f z*&Fwy!I%e2Hb$bHq)AD4FH#ic_hzxm<159Uw^<0pB02%C_Kf>M;X>uC`}hhkeP7@` zoJvqP*)ZpGRgrSRKoqt<-ZC>=ByyRHObL7y9XpF0K)uk0Q!kD0!pyp_LCw^lt+Cw| zujZ8Ssmi^IaAH(aAvVarO+lC+-sQzbyvq~cX0M`=;cUbI*&so>{ySAQrtyaRi;F-4 zsAlBxJ~5t|dQsUe$V<`@p{*W@wj<_2h3UZ9DmFo;@ z&IOfbHF?=rnA@Pi<#t-3yg_>y>~o4F*};O^-9l2^z?BfdoW;SU|$ogxWzeSDFGS|!KJRTVhe?C!XDicN|h z5!U{nYI+Z+1rnm`9lMF4>`Nt{-NYWQB=M(8=8-0WYM~A%^3UO0a{hd{V*AZCC8!E0 zE;?~((}9YC@@Ouyt&T!r%uHJzEfz|N@s$IqfkK*!U>IMBhrBnvqHN-2}wyHyHiT z765;r2`2bWBpe!urbXp@PozSI%yM_s#i z?cvQUx}RCAa_tcB8X+pjDcL^AG%IZQ+E)RLKJmmDa1$4Yl ziFqhaJ$;v!OvIT<`>J=&i)eZ!jRL~uAs6w4H(3eyjlM_;L?KAdIJq1pq%A8jtgeGc zhZE3B=JZ`~G2#To(Zi<&6%RfSCf8!S1fR=B)JQa=dnm6N`V(m6D(y(Zaun}6IjQy- z!xoM`jbV%PcOm6g_b%)$tr|pE=mHgY!nzT_P*`pUF$YU9yNc>)bmXk0bMn3t`%Hw? z!%_dGl~)r9SlC;1+Kw-D6`R=|Mf%Tc>8^H*{a5r5jlw6A3Q&KC-y9T#`qD@AXFBaL zf?QUohI%t=dzbr4tCd0RrUxnx$4pQaIp-7LGS>`Tl9WSCBsB_aRYi;$xFp*ka63Nl zwc1DV)t*G7&Akv-fdrS;F>avHvsG*n;k&wy2;X&eynxq1!uRa|uUmlP*&W!OR#Hg# zG4?!8N(4M+^@I>bH;W?5B;T2Jb&$M7yiW>OAafJvBQn=q#WCL%s27y$@TK)IGG6=p)H4_(>v=2_r{PJu zT?t9Ik-P1EwL9fe#W`c+GH()>O*yOo<1Ou~bK=^w{;L`1lmdL|xxMG~p1)doz0y8F zQQTxu8`$r^_O3R7eS~Pul!73GfSRK=AT27?B01CoTS6jNGm^(=%eI{gRTK>|uvouy zRx`%JB1=oi#%p3C8zU4%G~U9u1bO!I5QxTMUc6)+>PpzN2Yemdfq11I1SFEyK`_i7 zn&LOH&vP+3q2al>!*j9Z_}smJ+vC{=E8Q35c&G0|iD*zOC*#gpc?`EAhz0#S)s|b& z0$m$!^@Dzb1?{LqkdO1V_8o?E|%)9;I+FM7_Fr;vD z8T>2=7BXvp`l)N>kM6H&BP+OaZhgz*x`y6-3MX`xT9PnC1gr0a-w=^GF0^ile3uwW z&Zr=4Yn`$le3wH+u!6o84ub_aa&cJ*ETJR5L(stl$5JN>hcG9W7Ys4;pp*?U5|rOv z9s*KOcT@VaCkYUF3eDDF!4?+#<9$C!fL?D*fL4`La&L{4s^a{_294ASFON_94xjWp zF5wa_d$&9U5$JA~M)0uAy7C}&XoYyxQ;F&lRpxVv5OZFlX&3))mQbYK9}Z|w^l3Ls z>Ydvq@-QpY?w3ru)a$~Bs#M2=svcfdyxV*S=_J0E6?UkGdc~nx;6BH>65@p(-56i9 zF}}f7vUAJuz-CwW^zyL3T`jvpZetHd>?F?TMXB<{MpW15_g>VzfbAdpa*QJ-_gF2x zu$9Q<_^lS2i&7Rd{4=enMfD4)e8U2rW%2?`vMq9frR4cB8h zoQ#Jj7a+AI1kir&HsgBoKBjwLJBG#4PJ9vtVdM62V@&~RRqitqm$n%dVnvwXw{Nzh z?~0^^B%=Ivr#zG(QOEcc82v68ZLLFf*;}use|})m&rY6T4wzjMcxZ^9_@*iJcvEO& zQ|OhZ(6ddU2b)4qHie#O3cc18THX?RtSNL)OX&Tk&;w1OhnhkUH-%O;g`RH;z0nj} z(-fN89BOC^-QN^?v?=saQ)op?s9AsFl;l?@qdkig;t%Y_h!bMO`APYP{x4g)44m`7 z^W?zp`^YMO+7yaajFE88_v?TFvZ{)A5P#;?;IR)vKP2+wmIi!?(sy7e*n)cj( z`tI(kb+oMX&5K*Rt}Ix7L9FGI^VI!}UaGsw_m18sFZDa0D=7X<77&g2 z?1wH!jffN-l^?uRt)bORz1S4`U;1!6(T6*F!%H2YJG&$S%8$g;4mKqi8I9G=pD-HR zsN;ORgv`+|HhCh*I9O zAwaP@c&PRWtDF>8eZ=H)>}v@^((*y=5vmFa%*jWD%)S=Q5us%4vqwG?j=*JF&6Kxf zVs@`2rQkt2I%O18_~3{tLxRvVK`0>(#h3&@n$o%}y((WZ6)g#iEh=B>)ed2HQI$Q7 z1+A`JK58OJY$x)68`#BKbKP52-&X6oZ$4F>s1?DG($3&5>?#e<=7g3Rr2Gx3)M9^U zR1;R-lMpyVx<34WK^b}LsZ;liUiizCmj7nBc5yaLJv0)r}8<@UDkUmoY1%m zq|#FTMc4p8n)eV%Hu!UL>a93Sna<=PK1Y=-@uFS2S%Jb1AN(*mt;y@G97+tPTAT!~ zZPpXz;K>O5QMq!Mb7t4pf5^{COGQ~vj32$0oc~426S%fdnB*r6RZEI+Kk{tbUZ$$> z77qM-U@xqJT$`4)GJJ+Dd=5%J{*IIzVGZRy!dgB@ijNL{Y$PKVw#<+mcY_PTGdKsVWG1Z#IjQAg{Ta!H;CAMZw?sHvC9aR5i zxFB=7Ad~UXhJ39Q->RdWx7r<3#PSSVV~AYFU9cUd;TFoM6NwrDp2Htzuim#hZ~w}J zv}{evf!lR2_T=p3-iY~JOe7~|%Ke8h${EdAhCqq3hP0wYT$tD{xwnqsM0>uL8O^;J z%|Sm(s2eFm022*il7}$NjAl)km<3E!_71nq5Ndz+5Mt`N3LjviliWq-_fCXbf_E&; zb=)*}?(YMXw{RowkNnD`ER6MvFXp@hK041yptkU9b`Xh?T_nA`q0v z_%=KSg{<$_2}tWsYsLW>3sxE{@CVwPgAn$N?ROu5P-SZnh0v@Kc`o_yc#U_WJ*RNM zNR@LvWQGh;X@)Bizd~M_y?2m_zMsv7Ebjs)-7fk~j`ZhrC;dN;K<$d2g%Q=BnjfxT z754IK*z_Y|f98j;D+p`Z9rjN_SY<(&VRzW<{O~7N!*;F;J2^f4->YG3o`t*QPN*K zV&;Eox_^nLd#Zn{qz5RRd%j)E2Lq63?ibfAfDX>Yq*Y zML!Puh{hI3|Dsi4;N9`lgbFDUnS+c3Z$$%9%wRWQnzHb({A`cs~s z{U~Ct?W8+jF?Qg`r+73pO!(FH(wgZ0Pw(ikJT-)zu2() z4K4e#>|OPNJvS;A62k+g1j|l8;;E&0zFhp&h?Vj+ncMH2op=7Pw=42!+3MVu+b18K zIfG_rgjrpC&37OA1LcRue=nryefm=_v_dD|$6FjJOZ>Yr)cpci778+}o6_N@oshV< zW~iN<=LNU~DmtuJ1`KclY=3Z+lOVU7af#k92*N=JQ@TL`c4LyeG0gn}O*cj|{!O`0 z$b1SwF2v)yq}PJ{Zjg`Nm^jRKs{9IWvhv+-T-htVFYB;Shfmn$uShSlE4aumr215w zGlAaiCivfFEZ-}}HOjo(t$}#A-*cJ3m%tQTc8^-Y^eTGq;c{`%tVqAj7~7hDTljNF zG!xp4dy^E6o-)zvV#%sXV1yh8vOt;=v^_H_R#-rSi;ivUOdf8_PrQd)oLyiknjZO+ zC5h#2E+{Bc;$+5dL*k0H=H*+s_QM!rSs7MuYT17;-HIysq(gb1^!R7Qn$?}hCj)R% z5C*5T{oMC(ooK#dI`K)TlSpZNcMFmzxy;IYr6tv(&NHmEY+lKmT--t{32Cgs*;y-+ zNKW(ZEpf2Q`uHIH&^b}U@;S}_(6nsu%4@69;DUu1PPFn5WSpN~#T95A+52&CN0wDu z6r$Ua)umDDTsEQ8i0VL;S6h4|=Kb!cSAzl>sxc*ydTa<}k^>p$=~Yc2Be9IW)uZ$Q zHH^R}Pp)PL5?MS}_}~(#GPy_AEzNdB2X0-JFo^v@f2loOVZ`fEL;-1%WNXD9ogVID zYo)9?_6uqoQlr#j$-VH(0JmNaFk>IRboSq6YlYegTPqovNVpu0$4tB0XlvzYYXt}W zop@?8_lGt0MD1y~ER4J?WY#=`Man|B#a|Xy-?R1%Vz?Na+#vca^9G2o&g89M<;cpr z``OW(^6A!QO_st9+rhEcI7Pw^0bYb>ojY0oa>okN<6zhM+H-IA*WK$UXRZ0p1ESM@ zmpEn1Vf=tMdf&{dpu{N^>_6lDz!Zw_ZxFjyxQOdKXTaTjG|p=?`)cRAm?&Z|hi#)|E} z;UX6yamg09tseD~#WLWp(6&`%rJTn~sWYvVZL2gREPh*K#cWvxWZY<+$a(7|PCjit zhbA_&lViAW{R(G*ruH!$kpVW9n|&5AXye+&@PjDm2N5n~n>Ouh>OC35?u5xqy=U;X zW6yT%nz?k%WLf%wg}D#U{+%0i+mkRYs<_YX5>8sfcs~$%(%R_gUzKy;Tf@`OJ}=;q zYFid`lKeHEB6&i13E-R`<4>xrsRMG%AcNW0clp)U+s1{v+AMH1j3odXTZ`goLSwowTQ??wRTbpfqxt)EhQJ-DTL*`3OR2G)@`oHva$L$twbVU!o zbKA?_WmRphDXOjhpYQ0;1qy3@^LMmE+&kxOyCe6yWh{uf)3m!+5 z?usm}i_Cu=vFm)~t-8q5=OZ&8N0jZ3+_Wq5`1#1Ib&-c(N8GN9T=F>L;<-q(w#H_N zwoSXXe?N?->F*s)iYb%VEI6aIiPuX_X1zrG;kS3Q-sqnmTb&?Vd0}<-wzABXOL>2o z(6XykAaEm1-4dEceH_$$>@xqcp8lHdtpD>M)agvBm!95}}kA9!dVFFwQ=kQstcfiJUl zq^AVa0O_!(rf+2+-(DB#&7|~A?JFHCS@7=90M!szLKfvV^>lzj?md>0;OBIVEBhc{ z)|nWKI1I*x+B!zR{CnCyCtdH_TT+*?vUBt7>Qef_wXHoE*t&lq5nRZ>K^`<-h&%FVULg;P6Q@vu0fwvu1qjB{25a* z$mU)_0ZKb{cUH{0J!__!d@Y3{`9Y2Qg_K>vb%L079!#{;%f<-EaEwq+OCvr|PT9Hs zt;)&MpIPb+z24dXn9%ucV+7xgrRTU~JwM66`nxAH0bGa#D}URli@08kezpKd|mm}dy#7FZeeH@90H&ns{YofCmG zYn`Qze_1IpfBNF%#|5IXkbJYP684GMg|8z#_ld&!u^o;uXNr~WV+&~y&q~phIDLx`?WF%Zk(PZO`|E2K*_WJNGDM2b zsu#~CNCnlu3M5;vElT4GC4hHi+zV@uht|{}4ntkSLu>t>|AR*XjZeD&d@pIQ<-#S* zuJZ|63NM1IkE}?~_~+l1k+SkNt8X1xlYi|PVyApLn~G~IO%Mc}1t>mC0;{R=chY~%|87S1YliD!&FnwV4U{&1hsm6Du)gCzF`1#Z>rbO05=YzUP9bWf=Q}d>eVT5@62r+Z$yrzp( zzi$MtKo=>`R`-+e!3ebcGv+m&mLRX`w1m%VI(R;krw*Ok@v*-mcJ$9&keH1f-DHo% zcRwk~Y`VQI{u0NXXN|D4T*Q&KgFJDlUxdu@OQhhU;b3|pF@q1D=ax(Ca7Mlk3gxpy zWjZ7DJYSM)3Fuj4$;7`A5}WmlHZCb_76=mM}8x*SywDmPo9>>e|Eo z9Pu&+1W=Stb)Px>Iui$(Ire3om7VW>5p^}uk*(hud}iM6H7^f6SQR2$arF4*1Lx|F z7p=RGYwYaGLLCy#?N}?J=8a4KSaXj{HY@JJIjwrTZx`x*VxbgZT>Wi3zBf>3{o1Lt zy`a#RN8=piX=3j#7P7i?ktffc>Z075nIEY5_Kybz2b77;Uj!*GfftRo|2hHpf+!(a{bj@yzE1DH&LgMHvjtVtyw6K7B5o z42BHGHv=Z48|U{qqpUqQ3^!Fl-xW?;yPo4R0s<7j`1Dmn&2dh5{Iqt2>pa(lvDBUm z^0uT_a9TU6z@W8D#&a!KYaOJuW4Vd(xt~)~f}x!xjCMGrm*I0J?sH~)^Z(J$zT`+_ z*|qc1eYc~r>~>4k;Iz?S>l1FJqqbO5tDKv@3ujw$qU1s5a02RYeEIsDg;9o_sFa0K z1q-7ZOQM=eqTZH7wUk6%DT(^GB&uj()PhY>vld4ExhZN_Nz~$nQSVBk9+yO!O%+VX zkJeZMe&-epO@Y|=Q60`0{elJbUQU9;RP-#~3~`Uw7iZB^1uDOs%2h7<&}@2acPF&e zGqw@@*@UoXgH!O4-$TF7-we|1gEev3VHa`oSATOeK;d`RFCg<9T0cF9wsTPxeoz+o z&=0Hek)M%RXN<9IW~#nagf!x)PR^dYM*ApMmd_;gzI|aNFov8_odneA*baOqaR-xy zpwiAwFbHIiUDhp(LWolW=QME0GK5t#OK3G|mFI5|py0tDh?2%YNHx$~H5`+xeC&@PNTXvW*UpW=L^-p7zshgs}YVBvpN>frho#B_?u+s-*S82bcqK^gHVf%9gjFZt;`}hWtjU28<#7vKoZQzs|k=PyA?i(fb_v~;+v(C-E$MfHAneX3xxBur>kIQGr{4`NJ);W68IOm^6 zH9U9y<#Bn275?*Z>f6x5Y?)v1ZGW0nGUL$}4@W%OHMSw1SsJ?X@QwOL5dP5Lt#aci zRYsKALf2>J(Vuyk15{ia)P%z0Elw^xV)l0%#qFmOQkFMX@l&bq^z#?eZDW2TMLBj{ zE?;~a@hvd`=Pita0f-R>;FT%w4Zy13YR3@+FrE-sdHyK&7)tV%4q3H7MZ)0RF6;PH z#>{;^or4x%##ByVr@KlxIjaF*ba|+o&`vB|iZvEer7q0>-ry$0KW}gZmX~PVsPZvx zc;She={^`-v~G5qk-v=jVbb3ngcTnQd9uKF`6ZFbngl_kNBq2u(Yhr<4j+g-K z=@M#s=_yUT)Y z(axHZ;s2bPm)5bCobNY6NUibT2!n4Fo&C3HZ$;50SL>+91syZ39|76tM$5AQAqTbd-r9W;Jt9Xeoe6WE? z)cq&*DGO*o1B>Xi&sFqvqYNGRsVi6JGXGc<-@s4*eZJY3lVsD50#y$pXNA~Jy7}pc zXVYoqSc*mJmrOCwPK@78V~zIRjWxQvb&ZB@>%7FcNN*Sy zX|LVpMcQ;iwc8G7tRpvuF8Fi1^!3CA0|D}#lt<_8QMI* zxmYb{lBc#J#v{A8BF4>v&hhUV+8?YCtVT%Pd>7|yTgSjSYKaJpb73Z50Y?zC%Y|WP zHKw>=NGF4*3qvJ(>s*+gHvZaQMvfgbex!56Pd|(tYp`IvEf~t7KEdadK?i z+sa9oHGztS|LLfTVz(Up!S5H*s3_Ww00dVa72K9!mIE#F8AVAhKZ-i97{!Ji@EP~7 z=7Na1_b6eOfF4C%MrzpkM^S|NEDT+fA6*HHT^W~5>8QHIWU4;E;4awZF2HuRJB9&d z@N^ew!Yn9fADYU>bKBIOq9hMkyQ)9@gGJ8QA3@0#^;^@gIC#*Y2@bd{Wk-lNA9+C?};%N77XeR`1_vjPS|0B{su0@D;kVWr_r!4T8Z0k~>nFc5`uM8aRl8dx!KUJYVu?NgN{t&ld)dIgHRbC++YL|3gDQU#%)$Ye7+K_4TE+ zLf@}|w(?zVL7lR1O6kVVZi$k6njMoG+QVgOOBC@9MxpQ^&gF1uQya+-3#(xeD)!k28IqcA4$Lf zb{9PQk`CBBO+@#>JeK0RrzOfOp0{se*Q4vKckI+*>j8aFWU<5ZqZZiXJ~K9*O+oi| zQo!zFR?!(M*|HWQ)13zQFN2Dov=6OGt)z7oU|tc+dIdTN^H3wY@rz-H6n=^0X;kWY zie&W9o`>)W4V+VvXGgd_cB(@fJI$D>UFQ?Knvu;cO9XvOl#H5uXJ0_FIAn#vuRL|gIjM%r+QbD zkC|lB$;az6c%9t9DvwNKc%7_%(CXo2Z~Byo<#-Fx$@S>7_P%k?2ReC_i>0V*iwk7m zAhjnmSV#|w#H#pE5jWp*ZB@h|bDavJo0d_xEUD4;U5qGoVxPc|wA zHv>@$gJj%eoCy*|S}Nbf8YPMyC*!@2;=M$`?r0$b79$a`cH;MLNBWD}1jyHEyF^3m zkV>5DI>t5IW#hP2i znq$S9x5b(*)tc&JO=-2}XtCx&vF2p4W^1+PlD>F7y&sIw)fyWXv&n7YZb!rq-RYC` zLh;|k73OaYG4~Pemgt31f-A0kbXTarxvP`fjv}6)RMUfHkY7qtT%4K(e#xJ7(4_`W0BSoSbB8pjAYV zyUzu)(SS4E@8Qhp?)Q}EiZy)NU$2LQ^e3~Baj*=W z6J;)aAHqO?NFS!qrK59=7-k)5VM}fIdPuip6cjD%^-yXDL*YNvIk$)8B=7szc5kpV z3P`UmvR%YCrK0+%h;`NwapI|2KsF6-Q#cdM%A9^Fl_kNiz$w`zNJ zPs#t+<(G-t#IYm0jQi;a z{l;S2Rws7rM(lcR^7q&@a;#^#NZLm;^8b=Y{_+dhnLI~N95?ohyiOGLOXce_PZqar z>KS_JH$WFI6(_bM^^j-%+6iGfRwlu4Jfuz?FpJoYS{BN%op8Vf+-cnpDF$^$#THKr z4)5QTSO>M(PDu4TJF*>xhgmI_%`>XS$HkgcQ;crEJuwvnXe#tnHjB;i%K*ukh?9=n z=sUX$+Vi5Q?!vQx5fDWqh$#A;{$5XSrrUNRmd24gnz}oh+z+{-=szF zxTATzK6?8d&6+!!=j)@Nt&i3Z*i4^rQqkz+jCiWM>wnQYRNm1TX&uhIr*-)GLs|zi zfv0u2az|sPb->HkqE3Yl^g$#WLYyJ`-gwVBsR}=?#aVPufjeMz7JH4 z9A z^cSzheE#C8hW`45YAC_^>Iqp7#mx@kh_=$CuqF52s06`~Az&mQ(u$$3OYjoP4&Yn5 zAYEBW(u?`*;#1UdZC~p1_Gg&2cSi9QqGj06r{~cwo^_NC?~GgoAgYK4=F$ZCIdDho zrNo&`5{H%BvJ<>aB4Q`l7Q<^z-&KN0L!8~lmJQgjl9%G4^Q)PnxK1SJ+7L9DJ{+F}%DG#0pN;9Z?Kh;j3b33EvJsCf@)hdB$ve|M$tM^z9HWd!W8wH zve@oWwzls*Xp$*dTavvoE9-2*9r$o}|H`<3r*s3)%fx32K3ngnMM?4c@u)kL!>0Iqx-r?*B;%BOsTO_ zYE5WU-7oC3v(fT#W+!T$&_kO)H)d9C^pe`>r)Q&cYolMEjjpbZ&aRCvsf{k28`FF? zI;S>zW^FVPe=pBQ@2`zsH#g?`&FH`8#_X<*URWEwsW!T3Zp_=W(W$l3r)s0u*G50Q z8GW!e`qf#F=oe?Bo6bg?qd+(c%M_C_;%zYEy)oigWR&*PFDs|->tr}RYD2Pk@4G!; z8xr}+Qg9#L8pkjhZ=H<&JhX0Q#`VB9^>c?h!kSpKuzH`7E6jzyX3i7c^iiJZ+S+Ke z)iE{XaIuo!_~G0Aip-8GlA&_mxi{L+4k8!~X`To!fq(81p0~DOm%>4g-4LIqNT)_J zGbe3}8@*Ql{T@1qexaYxMqu|uVe(h`X(F2cQP-&li!PPo%BAnKB}9s89L#Yx4mp^3hdZm(tR$o?G#~(qp7uN`f2LSxf_d2LhrgY;3bFrT3+KP*#&|Q$>L==P-zbM9B?l_}4*IKBD|dg3 zu8-?R=niFnBdk4al;N0)BOIF5xXw@1hQk))4_mO<7iI`3R~|i32EI}*0NW*?%(ABiq}1VR~=%d^YfnV9k6O!7HJQ@*ODqr zA48R8;NdrhF=R=c9oUyTh!N7Jq&>+odvZ4VaBXx%h4Sv8_&~*&+g<4w%7ViO{S~Vs z^RiPVe2WrHz}3P`LKu(cr?a*0Ec#kF^@Viu+IL0w~>5T`74@5vxh}cFB2mK zxhIWZdUhxdnZxB-qn0(#Iyui;N6n6N7djuTkML1!JKdu@DIt7{jQ@W znrI2445jfaY$Ryyx^tS1a#f`L0emKV)dqE&bkWFH@)b6uF-f(U^nUd?K@w5VT5UGE z0>}K5+&X)zkn1Bctg{bVXOCLBw`V>4II$3+(tU|4-w0qRZwq}&nkldntQ4E z>GH#c-^xngoy(uTIVY{FyoMzO(>om7591P9=K9S9FMGTQFDRWieRci4B2-9h+r8!D zj2(vQtUQq=iCiw+uyzThmed~KQcGoOSy`as$F$>yQp?tV{LTT(sXa$^7ARG-u<)}W znO$?eOF7w^+US4JI+b$D&nL$PC<-k)XpbuGbKJpV>bojiCE`jsknWapl7G)ellGI= zQfj$}wN!apbJkyBcxTD=wP(v&8$U-G^(yI-lwy3XrC6F|n%fv^xjPb(k8UNQjzQ zIfM$}@|;+!LqD1|LI_(!-eL_XW!4(Pg~{YNh<$mUlcZPXh%%=iJYAj_F>n@ z!SUw(dmO<5Ohppzt2TPSqqKEUC`;{gYs%@*ZY_$D`6ca0U&-3~5Kbu^VDgu9v?$g1 zurIqRp7dq6>q^?~C}Lw{k>4WyjTBy#7U`XSrQ0b77!iWKpVZve6~&afuKD~XRGya%3REme7O85`j%S&G zskoM~OrYU+8-5d>=3iihZo{9Oe-r9d+erpaM7BA0Fy=Re_qSh*@%&YoJ{@39oRa`r zO}!rBf@#0Te&_!yB0uB46%oV`(2Y7%>a5Kc%Yq~#I}alGu4#X@!_nrPn@N)#HW`}= zOqkqX%d_ClLe{gfr;IafRh{$W@_7jLqpd)42dbO1GkV|L{S_Md3CsmQW=y6r3 zAE**iQtv9^v`P^24f8u@L2cG*Bn#EK>Tw5^m8G)+6v18_wHoJ1C-(*@`ra?~-`Rdt z5j{y`)c2c1HA07l#GcAk8;)6wCx^#rgl^Aik&Yq$FhaSTvNa$`@}DN~oob16qPz_B zli`Y3QUtQ047buV^%E3J^`FBADq1Qe1xaSp?NIw_WS{3*b}vE`k`cz5oegC{FB$3? zmaB<7iP=!5dC5qK_2yMX5zCEPQ zu*36C&~Co2+#Vzpky3{wkkiI~tgpwFwCZcM_`SaV1;Jr@6(0wXj$G*=WEZ=xq^;Tx z8=d1dw~fY*#cCstzlb>gXNzL+&KO~kAm^dX@4ZPP-^$872yINkH39)#B&5rp%h{#X zur120`~E><%xfj_f6)5ce`sepqB>Z>JbZtZPh|U5pLGVw_o@I>49D#6$yKJ#@h+Cq zkG(w`b&s}5c7Xob?L`U5$?iqkV|&a )FAsPeN@o-V1E2-_hQWWFk%GdTfklNnC z^yQIR(3~^RNK_|)J-S*qyhxfO1lBlIH2m38Xl|aPjg<3-7F%+z*3=a_4!=@_muBoS zc7hRmyjB#`yvZ1n`xOc_6e-z+q|LF1HH%$|X#(b2kvfff6Y-Q3qv#ZFN6})etF;U@ z2M^J)**g4UhgSiLvd0BP_;k1cBE~ac)#mLJk($JZMKQRz2~)(fyG1deub(28yt(j# zR2>Y-?6~v`YJ1{W7OEO=kpBNo`x$EJ#2T8q>sCYE#R^9g29GIXYL*X%o-Q~N3(5I6 zU|NQ6#F5{KVN`6DB~0RA&K&TI5^{J&V#QHNE=IBJ6IwMBf#N8F#?3?w&?5zLd>~*^ zBv6dufZI&!fNG|ZuCrpl*@h|H_n{3lDGnx#CQj%XDnzU5HCDVXu!G%<94}-_v3A!( zS~+{$=)?PkTM4La{fSd_+tEbyZz_zv(-5=1F!tV@*h@9B_vgg!X^AN)j9tau z-WGkqQTjXm`qOl+KjlPkFa-s*CV#w92)wET+#s;&}cpoHuVRYOG#e*$b@kV|le$n4)AZ&zfbvCMJ zM#9%Zyx~MHs-v99-pj}kwHdWWYSk;mE>p5T4^j`a8j>9dp+f&IkDbMi`oz+ z>(lj6WuW3=pcBy@)0?#chtM&Pul>Lrf0<5zGDaDQi)4ainSjN%NSQ$L&7;6=Q8Go* zut&_C*!V{zMH6nNjPJ7Nl+uq#!fQ2nhfC_qkc1OEg$F8z^&btJ;_s}Lt!1OvYDh8M zC5XPuree5jH5!zSe%0=psciI8O{NaUgNYXj-b>|G?`=Zro_eBTn{dK5*%|`%jN8WS zX$d+cQXXuH@n&ABUq{I#_XYn3OxPybTb~+uXq$;L;vktsy~3AyZTvFK!4}OSk>q~K z-R%>$fs{yw^JE?(9qEi;L{{JEdpyjN%1=IS8Gi5Lyg>=#=%^z;U=M5W2!^^;(9RIS1mTs6bFof1Ns#a5k$A$&uN>u`1y^R; zZ<9|F*!v`nKgR2XZhJihRz^<-o6zzGdzZVNWR^FoPPXFTC(Y~M{lrK3_sC%2-#P+- zAA*)XL_TcV9Y8$QRZ@ zdc@DtFFr@R=(u5=zewP`p%C}>bpI6pD3P5GRRXI!j4WkW|L9jOGA$iU@UO6TnC=fd zBE{cuTsr=^l-W?I`OJ#-k{ob3E~Qox#r}6;=4V#8-$a5q5n(X)mr?TgE|&1@GW>=k zf$XRHFR1D3hRbho0IEPe@qd-)l7F{J*$f>u+(=vil_U=mmkr|myWxa23PVQWaPly# zrn2Ei)s)s4)9l5orm~^Lw;L*ALaiG7S#0<0Z0Y?iNDmsdG1QxeJYF@~aHGUNz0ox< zCD72@vblE$KO5lw_HsVGitm-1f;$y#UyVflUm5>i_gDSgoh3@YwOOuBil5I#iW5r= z7b(TX4v7*Zu3Z961u5kiYW2VI{tolC@9mS#t@cTFJxNqh*BSwZ03)D~9>bSo@}a!& zn}5vP284AR3FX=8r(LA26E|B>585^T6~GqGiIeyJz^U*$HwPt}dtLL^e7k#2T*jVn z=kNJ;&78PxbK*A5i7T5Em$~QL;yH11_I!I}PTcA_aVIu^YgQtdg$0H^7;&6_&}n+8 ze!wMqoRx~!8BKg2y~|}%&EU>gGwi)g+v`8?BpB`N>cryxj71I8dKy{uu5JF-o0;c7 z*T3_3gY^GgN3Cx_ChA99yMd6zPs||z@8%Bx-nrxko9Ax?cqaqkB_Y#MSfGQ{3Yptv zJVj1^5AqU>cSui>4>8rjY=;lwn9x&zDu=Ie+kb5aceTMpo_XGtqFP$@&=_g7NkM>` z0OLUCs#p~&gH+Z&NAji%d|_3wyOBYk7%3pX;h%Vi5sna!7DKGDk>YnbU=0=JXuQ zGf~i%iOo`N9s99VL%s!x>J`I|Nuop$YLtip(}1_q2e;tup?!K<`yg+sQ*t z1LLTyLhlXehWZ_7y`f)r9lSGk^;$lj){T#+&56UhIzJ~4>#Fa-_v^|nq_u-^2LO4<>YG8dJ?bI*YXu-f9|Et{^(d?eP2r!f91tY9oF#6{ zv6Hw3wG_y;xydopzhs;Vv>&R#nG7$>lC9+Me1=+O;3aV71`5)qX`lC&(X;Lr2)K~t zq%*4K53@j(EXYUMb`Ea}Tfa6Yn!~fX{|ag-9|-)QXwUIx;vVEEQ$9BVc`>IN7R(aM zVjwTjO>jqZY<*%f7vF(5|JVjwb>IEf7Q)_0ruveK(pc(9)5 zL$Zaw_&0N+_VFpvDPT^V!aQ4`9TsG_Zb3$;WbGL6DE!!Si%!GxZ#%bWLCd*CR}RI# zs*ZhA9s8^y_V0$+`_-|3RmZ-)8rxhQd+ku{$?Dj1)v=ck#a^q9Jzo>M@KEgY>NcPP zHDKyNKE&`CCSDS28Q5}ekuC889%$?R8~#e{j$b=h<1oi+G}@$ z`%2t=_~0I_|BC#(!SEG!F71S`T27q5yyj%)9^1P8;9=YuKjIeerGh<_Zev?Cgv z5OT)Ie_NgJVlofLw#d$AI+c*fyqP#?Y0r=67&59T>a4uM@dXJ8?Qon4PRnDh7iA$vzdJDR2Yr zP=a)CstT!ffjoPyOJl8HPu5Iz3C{#uo9l-FGHkJI9xV1j)_$FO%W4PoNzV3}nC9MF z_U!8uyV>oH7(m1IL(yPhwi)&VTb%m=bR8fN-0SqFreAm2n6K6aJ5FAB%Gv{7K9naW z98T4odjl!8%Bcn!$O7!^u!P}()v*Au3k&}N*d?Y*`D<8+y~c6o)EcmQpzZ)i2IN;0 z!&v!MeNAj#O>C~p$Fb`_@cZ>lm5*c74;;rO<9N1Jf4~_YDUH0o72T*)Jnm>7Far{& zlILrZY#5Ig9<7N5h5#w?zLbJ$8&jm*lQps6ke~-2b`CO@HQ+dv1egQ9XHh*IMBelh zu;z3<9Q=XtJmTizLQk%^_$OELWKHdIDO7Id#a&wNnd9WeonG0uhoVOtH_pK|z^Kdn ztT!f+&+^{-g%GIFc*%tasx`($zD~f}Qrxr*CsoI5U_^kwYWw~s_O_l+bN2u7n&{!A z=Oy+?+@E{c(_GTiT*%`!F=;OUb5wa9C=Xpt0}L>PxR>UFWD*~dF`Gj!IW+mMPwk7J zBV~PWMHRjBS@UgfZ`tMz#7xEbvm$o;v*ZxlJxNfs;81inM>^w<$03PTAW9<(2ZED^ zh2!UO5ho;@!!Lsy=|-F~{WnM1vC`T#VbQyBUflP$V~gg+W!{c`aVs{%9=rN>Z1KFf=3BALZpS{m75n^F zY{Bi=&9`G0-j3ZgFRtu%?2>tLtrRcRgFb~K5JPQOTI$TZ~)m zN&FLl)d$Bvd-3Z4o3e-K+Is(qJ1Ox)2M*wm{9h&gircZQl0FAM!g<0T>v_axslQjuU*uC#BUupl-OWYiGjK8sX;9e?5)x_|rg|8&6{)D7h2H^Eh)( z@Oc)YC!bF^k5Om{M4d;S$34$F(X93?QfB%%c~X6Qwd@oP6WGO++0Flj~bH5$ieJfSKzZP&wp=Lrdhw zzc&yoQd1h78wfJPo|;OcvB}$89H|txZXt@wt5&kqKm;@GQpif~5Z36WX#a+jiSMl?A=Q?Z zbl|~Z&7$q>$x_>I$BK%5y6(9aDO2vQj~LhnqY8?_?=h%U+-4yZyAZDZc?Q+$Damf0 z`0Xtgi0|aFK->Yc+91}m@xM6T$}~Q5!mJpQC1DP;+}LBGJ9$98t9J6px3{RBJSjY; z4V?e!xy%X9&p)*JKZgCrGnxh2f6@&PdDI3sqpxe`&|wdGCw##%GHfB_4|uTEAMM6& zN%XH+3|DfS#c&VUqTIrHpPK$E#L)P4mogA%k^6I_V?Ti=UaJv~L;6c_XEkUli9pMJ7dM7`Gk=Wfx zAKv2aD7SFCgN|DWz;R}|ug`1or|dDs-cCAh-r$=PST7yZ$B0_p3`$7;KZG1DQWQB| zbZF1Aa{!*=FcM%LLjx87|0IsHiuEC_gj|A_m7B^)DeN$vyz&tr^{|24I3#pzO=Px% zPcWb0@oXoaV8xJwnnlOrZ256H`Ee`rLW9N1v4Lxv>z4>tIvm08Yd!3M2D zrKrbFY=9mQ{+Y!DECh10%cT){|M0suLMM?th+z?cxGR|YhtkuEoGh=XR-PANrsN&Q z21Mo_1E!a6gOJ@S@f$$V6^6sH@A8lOzd_A_9j%A+?Qr-Uo8e$}MIHV3;d~%D68r;a zmK=*~g)>%bA};@KNf+hA=YV94lt_kd;bno6K{;_Hi_-qx(827`di$xl*{ltIvc^SRA0Za+U# zas`X${MmfBzOnrAF}XqD@ct>;!ejlU?SxQ4sN=Pb>a! zOhFl=_Ho`jHk>_tV}3qM0{|iX{<*>}RKU%QRI`B9^!I}c%SQ|`3s^RyS@5sD8H3%L zA}|+$t(xD*Jo4SL)IEgX8v$(4dbv6`Xf$<5m~_z%DCC8vi*BtaK{2bFx$4Txlj7M6@f3ya1&C5yUxK`VtUm%Y!0W6ld$5*f&0 z_omN6ngm4y?EBrA{ce6utoz9T9!P@Oq5sG&<|Ees#8WD%3n8{H$&UjQ1Vlx2ar!}A zE20m87qY~6)4LGh1+fbV20EmZ9Pok&Ng(rTIjm%*mP2{FMRh?-qPjT9Je@@#brN|> zivUTY^Idl>V=24=!C-4ZQD~5kpoA-NJAt92pa)Co9l~I@1xm!W9|VMG&xzOgfD4Zm zfab?9(ApB4z(YeoM1TH3be)GbbbLH4nwNDcP7>bAw0?(mLGM)C|B5@P+3{E0-b-RHDo z$5_4*WCF3J=QxP1W2`P6L>slo*k3EFH29d4wpe;8ZgN*Ar!1>$+r=WXqDB8kWV_s25LssUe-K&S zv{poR{!wHsY3-xw4GH!s)fn+B(CmBoM@xZQLotEvKjj{c%#qU#*H8o z<4rEu2)uEUSNo*t1gZlCBq+;(7j8IOL%#*(>Q%L!oc_+902w9vs#mYi<7#F3zr?W) zICK|NBcqnHO8EJ2OTZBV-is7TS{G|8MOEk5=7!@pZf=p&4F~(OBTtH+NRK>;bMVCq zQ43S7X6SyFDYl(C=7(9jb^H?36=F{8t(@0sADjq*=Lz`h~@oEY(^?pp%9wB52vzTG`#g9_(J|zGYnB;jA;>?&-H9eyk!uVUaDR)uEGptH_g2 z>{Uc4+;FGz-9q|t$pe?|{kT>A#1839Nk5>~hdGQ^ZhLI%hxkqRJsrn9fsj}$G@ju? zH`wPO-#NlpMZewU&jB+9st!nd)>Y@678JCN3K2R`Q0_)23c7b{6@9-A1@EKm-EeW*PD&0Jf7&(z2s;~Di3Wo=DCbt>o8Nh-b|(Pgir)54MGxK z(Pi1_n~6Nw+9f2qlD{@5b!2&Ymzy0_M4~GYW*3{|ilN+jm`?UY*Ar0cVl(xaM_#lx z-%NzG0q%^@K^!i=HMi`}oj(6spCw>89ZGW5tr(=v<|PTP=#sW06q9%eAcmTua7#?dB)WC&C_+M3T~2Z&`V?RI z>D9JHPfOg|i8J@SeXx2_!=vX^aXWTbwr90~*y7?aMG6^PpXCGi#K$QxvAqK{7L7c4 z=ojYkoG{+al6Xn?_s|%aSI(}CKd8y5j9*k4UtSvjeP#Tcn)v0F@tKwJ-ZSyBa+Po#iG=Cb?&Xbt^P5-gWZl>o{#{XlNZ38cVGLgfK2O)qA@O}q3 ziD;&6BL`q#&QpK6EdvsvP|djm^T1%P(2jRr^!vA;>bQ>^16z%>g?F}=-`+nPR_LwV ztq%7N_>?E)+XlsA1NclD=k%H6Ka6GS+A8B`RmSW44O%;J2v9m16w8tMaMng}BLHTs z1^sXrz(AGp&?G1ZYRKS?=m2;lI-qg^gNQu%gqfl#5o^Uzx{pPh#sl3m+|FwXnNgW~ zfOSLUFhZh*aMX~~bA3D2=^n@fyCO+^t_09ARi$S@D7|a@jtVkT{Gim}@o!s60VZ>2hrl5izj8Mc-v32&x z7RmH>q-iJ%-G&lqh1M6XpnYM>>}nrsB|_j9U9`oqryN(+X4Ae&>hp-%SQ-x!rF|Yg z4rLmaOX~tj=V_!XPjld)?ng}GFqz3Pj4&o}M9k1(B4E=d4#NS!tQ|&RX-Xcsv9!p; z2OiYoOg`*`RvM&lEYKjBg zFBHnB8hfv(m=28Yb?UI8D5N$Gn+!v-v<${Nyz|8GosO@JB2~&}t~fN!1qZQxx;QEi zE$*8~F0M3ug4uDrq&EFdLOd%P7ygcv)}{>(h3BGzIPzj-`3;{L8LMCp z_Hc{H^6`mU5GhOj_RW$k;=K(4t62aQ02((HyvG#$DH5217b6{-1#frv{WMs|4M<$$ z0Le0Np2uzs`eA-=7Ak|fLkm>izPCuS$-}oaUP!*FNj>0##@6k2fMkO!!H)%3QV!7# zO^xCwT_<>1>MTniJ}>2yVf2>1-?9ueXWkp=Kva_u*2YqVHaq$%1+V%aNZTX>n_^)$afYv`PNE(LW zEcRuFVc2I@@OQms;SYw;!+1CLb}!0dDLh=TT7b4fuE>ObNbgK2Ed1bTuGrA%N?U-$ z%i*GB+F{aVu$EeOij0h}`a@2O2Wi!|0d+vfbSe@}~3lU1v4RxP=`)pl!V zK4>quId6FOh6lw9KUJO<@Sy6-y#i?5NMX`z7hq>KmxR7{X=P{8Q~UO%r^1Yxih=Tc z?V=5Y#ceuH%*@k{hOQ`{ipl1Zh~p5|zIKqEACQvv!PA^{XF+Lvd70CI}kt*0qncdQh+$D9|W;;BTrLzsH9#5Xs6jty$C7L7yEPUtEyb3pE-EvgF}&LbQwo_D`Wrd z{Y$5VyB`vIS@T*|*oSoL3sSuW+d_qdc<9}PVR7E)Fo2^LaE z-aCSu-FU73$*38{!W(#OGd*&$m$uVuw!~e~jPk5Q?7w>Bl_BP79) zoW=?K5$`Du()gT{Gv;MGp&(}1LMLO5?K5vUKFegYdJ|@X4qrOCPRpU`2ewDv#3YyN zzZhX&*~a(~cdRSN5=ff)xuZWmWBcQ91KS@Ew=k^M{==|J0p0wp_N?kkgW9*Soy_4Q zI~y|1j;&f)SSyUwe(=69E4UB9$bNlrF{mnOYSoTuSH2ybZv^~j)-AK8DG6_) zDBZd7aIf9w(0SN2g542iJ?Zkk*PlzLTkYhh^!T?Y@6Vf@=Zou}&FjUgBsJYW!GQ$D1G#8T z)KvD@y5*Zz;aqy_8{)SQbaIo^Vdcf76QCZDo5X|r3E-~1)$K%XH;3B^2gStnIP$a^ zW?pm4%)8Nn5a2&;_d5_?J=tkC=TUs#qxjm!__>ebw>HM_Zj7&Nj4x`8uWpQA+ZeyG zF}}PpzEwO2WdSC_ZKo>QauxB3RSdP=dDy`d^>5F19M=3tb&J0Vu%Xk*z<(^OxzC+@ zN!fLFC;3m$i7_Z3uuKI01eS*|@PCisdvWAhS>@_`#WoKOA*D6=UdzsN#Q#IlWHmIL zRhR}vlM=`Av%_iaIH&)e?Wk6?J;22iBp3^zAJjnNiMEG-V*q)+8{Lm3t_15qBLU|C zFkg+(^zA5!Jp*;CS~1pPt3Arg)Tw)u6fcA`rFz7i739c)}321(`W_wpK&SoTx{j zQmMEq@wR0X1`gy3wE4VSJBnm_Qb*}$u&4@nPj1$*rKr6~(FIxsrWtPViG}K7@a3_) zk^TX>juW<#PUA#ASxgzsu3Fr4jZf>T_Q~R*HLyIgYdOhc@a;EKEHl}~oKa#9D$}k( zW%Qah8B1`Hb5ZPTj1OF+a%#@N8`XFdi{jjT)&{u(PoiFtz!kMa0}pl(u>ne;KM@PEei zF{jAGF}qSe&fEk1>99G|Jy@#hW7afh4tqAQ2YXsZh$BvbtTW*4_6$9TCk7IN4<~R2 zXSZ;x1G9ixorQyw9djv}#Ga}BRa_GI)GDsn!KdD*0gwAI`VP5xBw8@w*1u8o#F#dQ zVdnNWnfQ`Xn57fDIMKGaX{bXGEZUCvwVj9j*9_T%4Dh z11bznDJ?1t_7)We8TEu0QpqLD@{E;SR?tHiZW5GLa#2}PB`QmY#A)_l0i5%KIQB|z zHG3y30G-YZU`?$+S*;QzJ(Za25cPQF$DpOpcXI#H;9-{^UGe94w$WXQ?Jk+7P2=BQ zwJ8FKAKJ5L0cQ9uUangM)@$$s^lWR2?C)zuF5OW^2KjU=F^>zFNiv(uTg;JgFyeat z`Kj(1xnKQUJxlXDb6tIl-lSPqA<9x8Q_rW5Gu6!I3eiJm7hT5ORj*~vsmm)wHadsd zt=XnoPOsLSQ7>j5t5-2qnitGY_1X&21!hBqsFq$`A^MeRWUi`f)$7!ot@IgYnRWxf2vsqKGImMjQ{7kRaUW4IjVV1UtucM zcj%%D(OFG_y3We1VGd}vGUw?6&2hR!vsH6eeTP}0`CeVfoTYCu3p7vYm&_`9yE<3> zJ#$cVPyL&ED_z69QUAourq?l#=qu{O>N?F^=BfGt^GyAk-lI99`Hgu?FH%3C->NrO zh;Gxzm}Yv3dIfWmIY?)#=Q3yLWAtC@1L}Enot3^oA5_m{mNM&^YC1EpbDiF&&eqIQ|ES5*6sb2ctJHHfjq1nDZaR~GMxRojP*etL!CRfv}zDVy@U!(VH7Sl`BIrJ=gjphl{%oNk-=!NQ&^iIu>^n7Nerit04 z{y|e*A!?#)H4W;cYU?KYn!1s$Vt!Va&^wvMn!lM>^b7Si<|j44ZsRncd!O6!`)CdRNjm`c+M>dfM#64Vsrv`KItpznf%&qc>@70a81m;D5f%YrtogGaoBQZL|_38(t( zhU*C^JsV1&h2LICufyG;6Qt-OKJN+MG@$l+sI>xDk@ptUUZ}zfJ-Z$1*`ddq;kTK4 z6z#_s$Xj!9CR&Vx(E_YRFX8tyH03T7oDC1V1-~EhHZt=nc0)Jed3)gZ8qb2y7NDn) zxg84U!tZDJzZQPGpyEDgi4CsDaVL0CmS^?mU}%l?6pY11sQwH_sTn+e7jxIZ5GznU zeB@ggfEwtQP4K8YFm-M~^$T!a0Izt1n^8Hp2ZCcZp`8j;2<2CEWiZMz^gVQGBi!2w z_2%FhlmSh64)xe6wFvS zxGB&J8fY>Xp2<#34TA62pd)bOFKFL2{44-G$3V+iU!WY`Tv!UXVSv7ehd+ceFukGu zCYY20$BXi?8dX8M3hHiyych7It2h>hK?!~0jyAxr0q#G6>uk6lgWqB3yFD-j)$|Rt ziMzuJYe)ezT>%qPfUdw-RzTs)klu*>(R!{wbgUTt3KciNZ#R@%lQoCD`YPfId|oj6 z8(O#s3U6{`a^boOJ)*jh>cygvB| zfP#TATiKPzh3@G9xdIrLPdtIC4Z~5!4TW!yhtc+Sz@9uSH zioEbW9Sjei1*4<^GZQXMdUtdQuB)LTZ12~>OkV}pHSmhfeIRiiGFQ->J>i^N_~5^x zt%vY&^r|EY7Q$L`)?2y;7HnSt1}Yd?E_@-JoD9v)g8EC~{z=RYTFdMag%W`ThbrLP z!g~>ZuHq2b2JYwDCiWr{t+mg+yirhyH^wk{sP*x2BXinZ{zk8>w^L%B;_mEw*&?4 zS^@^83Nk<+t>8$j87RmA4C!f#L%hi3&m&@mDvPa87!j7zGjtQc$ve-(3EK6Y00lDd1U6*^p$`Q{zA<_zM*FEl z0{LP$6d3k~`!%z~4aG=0wv=7m5%1b9$1|E7r42Zju2 zkDk{h@x4(u7&A0$$p}pLkVxVceq-G&J2>K=(2@J1hVnl{!6Bc4&)&qvmhVA-1#oJW z=^30ajn2%p1zHHHC*M-YL4mNVf6Rnnf$}~DG0LX%Y>5`aD^NE@Q5Y-yd z^Du)&PDX^Fxmtt7U4o2$5x_s;@Q&9NZGwNHUn1K&3z1IHt8MKgiP6@ucKOefSE2f- z4gRwk*iw0+XTFo5MIaVm;(IrG3&NAo@4k#h2|nmiv+rZeJpvLZd@n_Ri~-PJOYCGR z;fUEu(dhd;e+Ldli*-N2i~4nNLj{S+mKsEr0;*3GSq>un4Vs;hNG8{zd6M4+C0Pa$8MduUb;%NgmBcGhNx}yt_CZVJwQ}l9udp=kFy#glcS7ZbsF1e|q@sMRWk?e|Y!Dm8qGEE9OEtAel>;-mMd8xhw4{@O)~>ejJe5J7^5YcBl%$KbStWWD zEdN%hEoJ++Nt-SCjIX1Vl)@`)f~7ARaU7j%G+F-QBy-SJYx*S)wvcC-8PS&KoRmxC zDvcLo0j$cPV^JIKW>~TjBp3LmS~jq=We?1s`|O=#p`o5A*m#0KD}BSGk0Cg;_Ilw# zNMHsnpW?XG`ZCV{Hs4f7f;_8P@frojFGGcIw5@;`)TL8cavnKvq6ac@) zx7SzL(E;+s>B@e0aICOcOk~=Om2$Zw??&5lf+Bs-b=tDUQG$wG#xf*7x%#wj5 zy;P@fq7&S2>u!?z0C0+l*4-^j9#r_FmLt)ssN2HC(Uu-u6${V`G%BQ{mUbpmxd2{_abQbbbgb>Mr0`c=p6;L}J$(esRs>g6Y_V&Lu}KQ`}eM>Y=W0(uayIze>6 zU#N43>MlxfnzjrNmCmJgzVMK+E6kh0vFYBQ6pPjkMno2c1d4pQ#A&9ytvFf_8 z54_-b_--9{1;}NoNmAjlj&S!#XHw@+&F;d}z@L;(Y{8wKSS_VlZ$Z2I!2+Di17aq5 ztb5BN*H2orG7va6Aabp^<1Tng)8}XeL(qWMDiO<3bF^IAyr2z%wZfjgj5y(ZS+7 zDNqxxBJ>w|ADIJi51{369ma{mV;DDbd)wYFB0Ab8eng0DkrN3|l66pSOPWY{**1Sf zw71qup*?>Y{FB5#_zS!w1I`)lO8w(}R0(f70bfO-<@RWzN13(1ZyjmYH||I<2jiQ4 zM&gYaS70=Y_`{dyuJ{`Z26HOq&xh%cP%&%6o}AhqHq4a8IN{dW15=`*u2U!dl}_?QusNB|o~8CkRuz7@ea&b64RT z1inL{Cxm=F6?Ej*L6dgxgM%i0&2I-yeqwhr!(1RC&rb zOL=4*G7$)+P@hP_lR27*_0ow5E#gK@q%vf-j7@}xRVQtwVEqc9RaVQshyQ@6banFCM{q(g)F32HHBNMLeeqqL|O3UAtt z*u@i``GseA42O4uky0ak!7tNmZ%qZEBMQ}mKmp%xmalwpx72mM{uqVW7jhtcw~&Ko z>6*L|wl{f8n!L$Fgq6DJD?CQPs=em>DoDDB5WwDFV($c2i$5rJFFHtM{{BY0+0_}! z%&w3z%s>7!RMYn}vXf-iOC9Rr--XvbVbk_Mg*PH}A|_oa9GEgKE9F;x z?Hm^#5F_@X%A}#np$qT!zeETN^vr%O~ zN=`XSqGN_^KC0IZ<5_z8OF~V8RWW2(vNz%Anuxg~pQ=k&a zB$3fD?5hODK|C@jm|JLIuNHd{uPrFS|Fb(45*hP5wv39@M%#bKQ+~&+L-d|Ke?t%N zTDS7T1!7BF&()bdxs~Lg5WgQfp_+srI%$r+gBA7;B0c6RI(XW@Zl`=eQFBG|eLVXQ zo#a1svOjg5^3)YL%w|+P@h{JFgg_x_KU#8skbyf8oOy4fZu5B=W=3A+N$%0uedT_> zaHnaiwioge!5yftNU`{ogd3E8iN)ZVm5=pj@`=wV503%%-J4F36z z%pf<$EJl0nW^r3!Z@5$0;qcO@3Y$SVQlOFO=6s@@5{x3Pesexa=_ejUCWHv&s|^7e zoy2Bsw}U=rz57M4=H6mY9FF_Nd@dDAc{z+OR))^WV`b7USl}sXCpkFSaLC9{Lp;MU zS1^J6S>W0tk^EXRU8 zY!w8Lx*MxI&{J_Vx=z5i^Ee5gDCT#yZzc_!N#P()f@jiU79PLozv8H2u9syqMFs}) zOHp^fS2E;jpX=oe^>e+@a>F%uLjblwGEm-|4@vu8g)^Mks~}fv5=Wxdx=|9#9dFdr zGJ;5o_Ki_mIp3XfvoCJXK)?13n$j}}ouL-DN9z@hJaTP&YC#8ip&N6w2MW@541&>_ z)m{(+6Q2S+tE&iV@vwkusCQoAaY&35Sg8sRm%;Kns3VJJAW1_HL@JQNRTz_r8&-06 z6!LLO_Mcpp(Y@G3C~>h&A*q!iV%v9n36-mmt0EKblD48kqN}y{A}m^tg=?{JBj$qu ze=im)yLJz9KZmI+n7V=8?_lc5lo{OtArMrGj}S0|fGO}muk(xubT533VLk^ENkdS`8-!D{ z->|oxX!>7?H^|`3+K3Dr*)mBRQOGH(U_B;xaORDVxuZZoihN@xBXr0nA4Ghpk(1(p zgDAqRJ?t7`)>qlXm4}55As?W7q9HNfn3SOl0UX=yg@o^iuAXErmvWN|7jXrJT)ucM zS5U^CZgxRWsWc6V!X+7?T`Eb_pdF&+0nxjs0LgXru1PQbDZhCGwOtA4%5x>N4l8XR zrxCtZDr^99o4%bdUn;h5=eLC&+xduN`adGYc78zrx=+p82k%~(^aZB4!2-AymFOFQSFtl z`T#CkEVVSt?SJ{Tg&lwSp;go{RbcG&uHBfsGG=f;`(2swu59|?ev+=;c)?G0*t>Rv zu%l}?fID|T_xsUXm?)qny69As=VS>j*X{8RcsO%{S$jWgf?0q6n+eLNRO%jYu^jLoBwqdD&xeTi6kceLx%s$~MP5 zo-P$sE$6Dtq{4HLxAC_`~LPjX_ADJZ^Oo^p7H zfT4R*&Dt9&W6W0l{zb9bB^)3}jWfagVb_#mhK9}fLa{;bkA~Rw{%wJQ8)9mC?2Pq> zUwtj@y4rvBZ41<|z5t!;Q%+jec~)IOPgVULFkdq@_7dYODz4^l-kqgBQ5PfVdnE8d~{ znQJY*MEQ1mO!u~s7tMhz-X$7HcmNBMO>zjC0`yX+OqshJMF5&{@k2eq2MP zt7RA4rK_mm5lL0;>>asD9l5-3UeBa<1n|bs*Qk?qF{XJ7#wPjne-kQq1lU z)VOG!Ny{{KH0!&^er*m3@@JR)><(?Q64J2b9dX+eoe64ohk!F<rbwu|o(NGV6%yP|a@zz1odSeP8Pw(8upgC|&{P?Xm>4+{>%p10 zN%HMLuMZ*jaSY(a9+Y1wDHq`GJXM5@TA~-j*5+}9b8YJn65euC(8IY%G?%59vt_I~Tk^PwI<2kiDxwGRe1eUt zA(XC?KlSpN5n@}uu2O`J%q({sEO465KZ<30~qA9?MNCH(Cgj5l^*rgNeXksnqZ^S@i4$lVC ziKjueI-bTbCtLEn$P*|x5Mq8NQA|%NMj<>6uFM|ZuD3-h5k*g$0;X}QPsS#Xne?SE z<)z?0ny%FJ8~7om^e6K)I;DT;u`VWRskPlzrP@E>MpqBB*7(JrCVk43Lgh$#`mrvk zp7M29dMU`t_I?8*nShycy^`Gr6xatuwuRIIk%QV7yMT`4hf|Vgs0Jl}o-)M~tGJ;S z84?mIu7$mFRNQ{-l~i$K;L78wxC*@@;9=koCatwc`D&BCS7mYFEk#97cH!t1ZLt#4 zuzVb`Y7wTEW6@eHk|akWcU^L1kmMY0cLle*f!p7~;wO1sBf)V2gonwIisVRnb{O>{ z5(ZBw2?l{-c5-CEAJ<2iv_}F$P5L>bvI1{gu-vYKeHE}Eq{_!+y> z^a}I`thKN~cD*89uV`6njx;PaxH$?c!776+y`o;P&}5b7n6&e@$fP|3k^bDdL9c-VO14IJDO5l|tXdA;uzK~S{S9zeuSj}>&J4ov zF$QS&YOCF(O^U*1{oq_uSz!dv`;cRTZpfs5Q4f6G(NfVhB|-CCli^H zASSg_Qny%eiQMlbR=9Sw9~lo}_mS}czn8B0dVcgc+75SH!w%Pua4zxxM9KzXz>D1e zX6@aj{muG$^ZP4Dc2G13*`a+eRyJ6L>wm=0MmDh@F*A+M}c~Xmws$m`mqvjdgBJ85E3n5uQg$XTWt>w zC_f0>PM@Q&?Hse;3iMEeFuFmA+EYuGBZ^rg7oV0Hv5Q}^oLRn9E^uRE*fyE{QG8n% z^(elFsMtjyA!8>^8UqV~6YA>@>wsf{3rEH22NzPsiSc#s#Z_?<1PY#um;iQyi|xBl z2~V>|jwqc*9? zuCgkgeZPlgzX#d_S<_=p@>Np90T27>K;!8^`);!{^xJI)RFYQYw<{w$X#!AFKI46C6R_Rl^NNPe}y`t9{A2HdQ~|8rtSlC(mOBv%J8I>;a0`K zKK9xu2*tHg@W7L6(<2GPtF`_~OCpIgeMx&HF)ET}iG8rsZ&C=_BcBw)>md*tzL<_A zdD%Pt3CZUna^9MxwCORQa=shkWB)t^Lc!-D=!W62H;}x)Mq3Vh+kcI23p;*|MjL_P zH2nOL%zn#_=>c5=^tB-pWcHTD?qIo>E zfL2_~hL+7sH;k^Lf{vC*fuQ*%snpf-TeSR~)KKbbZ|Kk#zH8_J)iZa-9GZ!Y_7ZD- zi4|5L&syQv)PKrmlDYFKvp3g%(am_#%^v9bEYMytcznfRL{Y1@fHgE<{zF`sj|F;x zWMcAEK&2|lv&~2)DRcv#GqJ^RX-i6+a1c)LQGD|y9Ki|gC{0S5YN29KcYchnYMT8k zj`1swJr_eL$i-wSU7U*zA8z&kz&a}zTtpfQTns*Zutc%@@Y_O}4D%mZb5@M8-AKOEWZQ)P|Y*z>VPo%U>3+NUUZPqq#?q}A={xw*+ zpp#;_mIWOUTb&mlq=Y{JIvjC`#Ha14koXy%dBJX*24SUb8bA&pnFd-RMt;boDnw*MaV zexQC23MgH_9w<^VpzPhJLUk5R$oE#NHe&wbFvXOtnBWeUZtg4#LYW0)Y#9Qr%?9lG zgr$^$55eZ-xVON#C;sVA{9DF5$2~pAogMES_fha-7;Gq(<6aN(2SJ7pf|P`gMHjzP zkZ3^{ZHXMKJBuzH6#{-xP-gALE>q3=k2kD`Va{=n&T)q&u;F~n78?q(Z?SEKt2@>E zQcMo`8n)-4t#B1n-{1EO-YBgj1mO3N*>oRyNqTP7?LLk4?Yt$6MZ!TYaU2KJwr=1S zmT8M7HjNa5=wbntv`tD1BPSx8Y8~M*(4M}nI(=Kn=ZO4@59L|ra78tq{S}nByJy0Nl8g(ZV#}n8A7P724RmF^k+Bi zPiY`05O(ci3Z`a$%Jg5%4x7P&z8$d=Vi-0@EHMa$)LKkQ?hgJ94)l z?d}Y(k9IfoUtI80cfa__1HW0^C$3I(v;NHKG~eYQ&RUKh58un>)o{rxT;2^X?+yt5(%{_D_Piqu*x9Y` z=+rna@-Tu+6Ay`a^w{JnU+9hcsVP&&rA!^s4MdVxR4_8LJ=z$Hte+Y1(1Xvnuouai zaP7zq~GBaXOME zkEqY&f(VlT#<|Xc-}sX&n%^cDT+)_WDH?)YcU7ZL_Eod2!Z!#Ni-rU`=M5?o4M|#$ z&&+TY?%*f{wLdzgdJ!LpS*f0Rz*F)^&Jv3YI+WhqHhBWk+j=XY!eyjMyK)2oqXS=M z&HU|53h2qfLkjSjP!8MZmIp(l?Y9WSEke1=4NwA0$M148>~aej*Lj#(Ywa@v_#~G{ zS21umbeEgPop(zOT&t%BiDZ}Cm1tnk`#MgJj!a2Q(+BIvrX-I^nG!k4nl^1>`X^t^ zNK0|d8rb>y2ta!t81!(m8|->FyO9~;R0lo^PoA#|7xVIHFf=Y!xCy0B*@&Dc3<%Uu zPfnYblKj=UsUrfFZbG!J)&!GAvDz(QkLEo|?Bw$ezAivDC1xH&6Ejr~X^C}QloMH? zLP>vt@E>`}r&*mDf%EimuD=;JW$Q#zY6%Pd@5-E-2T$6|7-m8sIX7Z3?sBlkYf5d0s5Q) zs;XPJZjv;Cm_hA%vkjdn2X)T%>qL>=^omXtG7bgyo4pg&7DjcVY`+{O23XTYKxe0m z{zGS{i|qf;KtYZ7L6?_q0Y9V%zxI0e6d}}1hwRgw0cLGUtlF%9vS6z3#xv91l<6Yw z5YTQMLcUyXaG<58Jyw=K4zF@@avU|eZ~6_wXMlci`~!f-(%$Gxj*a zc)k~qeA}r)H}bYS2szT6xM<+CiK9}cq>PbxeUb9j7cd%WwAUe3C%`aG;>Aq*()e0Pf+$KW33&M6fl2%FdL`!B{y*N{1geSTT_3K5L=p&1XhH}fX-G%{ z1QWv+5HW$EC@2VVM@2wUK|n!8MJ0-gyW$4IjQcX~BIAk*uDGM(j^jA)I_~@4{@+f3 zL4R}aJ>NO^e&@VZsZ>{Yl1_JZ)%!lrQyy@cJ&1|sEvJI{F6`-E{;J{0Imv@_l7|mr zzM{hMQDLGWU^h|hN9>?uM}yM7V`@fj>d3SK$*Rt2gNKX^!TcP=Oa_*>r$n zfma10P3EWfuOjo)J39s06KWX6km?5ethRS=3K6aP%TDsj>UfaWdgrZ7zopx+c!1)oQE=Xk-})G%LVoQT?vaRV{S=X_$5ewARRT3hgYXL4Trak z0yqiyH5?SEtKmc*<1k)^lgBs~t31Ymd;A)f!|`o}YTC9!zPeU46dW}M@Dlrow{|T7 zFkx!K7d&`ohc@QaD}sLlJhjJ25oHA;j0dX}dw>>HPp`ceoCk1ryJ0T~nR~aikr}D( zzHn-mJ0RbFrKx`*m7fB6=OV2l-5zntbbBx(6bqD)(clf9Zr>6BAQY#T0)Vg{C12W3 zxSONGHi0&Le1QWeHaRmDBkWfy@TJsJF9PJa92mXdTtwf!vBW8NL;V(_4)F=|~)t zpmHT-zR{2s!P~?y)><07_=`2}$I3k>VN6_#efMFk2;(Pc1ZG@~l!>i(Ndb*lI?N7@R%1wkb> z-Ds8*P=@J-Id3|!rEn@kkXRwnhVhCwv7sgl+Gyy8rA(L$3Iv2yVd-_Kxu8_h@WeH@ zGWR+r7!e9X{S!afY6XJg&UB*4A9^5dHv|#s1#l#od^Gzde5iqW;n6_L=QQ*>@cHnh zH8;~Zxy@=TubBk#)M3k

9xyfVxQ3GdXIhvmwL*wZ>^S>KPo=k(|H-Ga2FKp-1{d zDh_xO^RivwY|q!&s-5jgzTA&5pXqFGhL3nVlito1-p(9H)>>J}iEzYKypu`cHK6@; zR6w2xZ?Y<=WW@eUraTd@8Q>8H?#-ou?=XBQ!dke&O5%E)I-1{!@N@-&CXk~%MgKPN zs)l!-03V=gJ;50e(DWJqRUzj@_z#Ey;c6!X$ENtHEg6hu1!KmoR-c10I9bnwv4(%b zWZqzT0H9USEFBua#5@>_4#pOwwIB@`SPkUv;cEAAVynV3+9sgJ(&ukgG!zWfkuB{t z#XVr)_;;^Jy=v@|-78OFMQn_&Ah#;CTNTvRuQp)n@otf4gi@1_NUHP$C`klnv6=`B zox{ev5%5~8Oz>B}lL$AvO9#oNeZ=Gld%qF(x$OWVh>i15V4x86BI4w^n(%bYS|rLu`v0^*6<~(mPmUTi8TV94fg{2D7;()pSqClYu{l zuO@9NQU5}3-SVL}g`jaSUNGtbsfxc#%d=&0qSOT-maDQ|HclF`V^)Uyw zWSp381#+4>rnSL`ifM_kb#3qnPD4y7o~!w&GfRJh$L$PZk8TFuK8g zqP{7brD=+0+1j&8(`Q8>P2Q{s%}eLtP`S&xQ#w`NmoS2@gmoXL*Q~CXs=Qvpd3^2^*h? zM&QMi?(fnB_jb@ZL&jkSknZh_P&$XP-3VVL<11gWUW_!vQUmgr3n`EOpL}wup~+H~ z8Z;KTPE2x6N=B*x%joatfUqIve4sf`GUt8!t63qf0^T|e*UJ}sIq6luYtFV+oOj{( zwkKF2nj3BV>*civFY8qER!kHt@Y`G+D+HDNy$4+C%5oo$eL0P*6txQg-#>nhhMR+0 z4zF`ILjaWAlVq`+JxOX&JL9tm@=!nZp?+kPI4eq=C}GsbyF%RR6E(uBwHFeTd>U>q z^Y(_}m8Gp^VgU{8nR)h1aUK#5Xr;vk0f z*Eo%FTby2QRS$51p%;yX4t6XPk2M=BZAa`Ap$+`~I+@ajN%1#QaS{Jen9@CtzfZ>` za1KYkHw?v*pTuBB$oGcjK*ej!-;OvI49{yDF%IJfkrzyw2PBV79Xu>&EWRv>KdT+} zukN7Z`2r;554I;mlhmO}TrU)C6NACrBQ@N#hLwW~3L}yZFU#V0jOVPPp$fnP9zGQ; zJ4mCQrvWz%J;ISuRzycD%y_>O7#4;;Vpc@_ZxAuqAFAvZk?J7q+%o5QJ91}elPPwF zqF=%f`u0@&Xbg`fq>rY_a32lYj_GjfIc)MLUsyG_5U89ZNz0jq^Jn{#v+yRXn1w^I z?O!s#S-57pl%QT%wFYAH=5RusbFl2CLKf?XO4 zrpA&M3dtxs88sD}KG{;hX5op)?X<2Kd8yU&ORe~qS|#e~wF|lMIdFA=&vnMM{3SW? zuHgclg=az8;$=6Np>v0s?M7%m8fjf!DvDabflZc!L(Yc{y{QWj%G92gKHhwAOB;>Q zzm;A-X2DaP>fZ8HxbUDlWEKtp#aUA2{vM2a8os{=ZiP1EjJhF-oR4#pgh25mKAJ2lYT4$KEu?8<(y4O!S!l%x z4^LKOlL0O|$YR>?LFl0Rs59zEm3;H+O)^d28^8L?3sb=7`zyEQ_MohK8Ty*|nQl1k zC>_(I;4{7MS6c4mfT_L6m%YKNUiOBsauJ)z&zX<&FUOPf@g}R7k3%TnUoyY>c*u|> z44gd|3biy&NWW=LibB{i2^JoLtI=F)UeH2~1uy`utS8r@oI^J2qQfXi) zfDgm@<@Oc^2o0{y%8rhj)xQkT%TIqz1t;g5Aw)6{t;hC_a&IDl5FJu9+r4(Ql`r!H zn81|PEgXCxq&0MYO{z?IFcsXr>aIvQOkSc+p`SIOBHU*oT7jzpUI7 zeC97YdPFDp@pJa^HTS&w=;S4zob{?>_ac=8?Q8ox5c~MX+hW`|M!mp|xnAKN$O_8YaF+N=ReAgJ^t}*2DG%!=u@-%4pR$XPK z9>z3O_9cfgo2+IS6Sh4C-C(td33n1-5~iM+323>TaYjdW{(d_7-b7~4pPLObeXMsL ztMXbg{8W{Bt)L6~EK#nTgiW624jc%rjVYL+709Y+Q8)PcPWz^ z?>EcUQ1(QYoV=9z-`hrLP#&r-4<(2BWDWCyfxRJ#2NSN2y@(w=>RS2YDc!+Kz?M@p zDV7sd8aJ>FmWbRA9x~x8tB?j#&E6`*nPISF91Yr7E+6U$;FceP=MD2wT*@?#LMLyK zfj(e0khjcKx6CBsqwm}5RZg*7 z?1~FD6Nu{e|O}ag0+iz3@JSkJ+)G*ys*6RRBjY zUQOlOwkP+6HCe^JFhtk=OXjyPtmXG4@QK~3NY<;?Uz5Iy2dp5Q8}@1p$U#?8GQ&Rbw!-*s!nH=S(8*8;sv4_qDft=Mu!I2_Pa3-T z8M@@Ii^07MAY9FB;A_DKGQOCMH^Dt!uhA*wb0P zr!%z6DwR?b^|DO0j(e->`?!;qx9e{Xs)v&rW2b=K%(tqe z9qDLS1Nke7`jv!mv}?Fkp~iAn9qmjm>z_ZMM?HXzF5R>X=&%ErX5K;wK`FN+>Q&>3 z6awzlB0hW{9h{1%n4=xBLV$KC*RKbn-ROK&O!5vj*&yB_{=%Ca3V|qfJVZRaDR#n4 z`35DzCg%g*5SwPsXXW!V#hU2!T%AdNW@N5T^>uJA;cG8kB&BZIW;p?6xN*(-%v@Up zj`f=s`wWFQ<1HqAGaf((^;fM4kr_>Oj%}%51`RA%-8pvFIW}B%q{um14eJ=1bBrw=?PO_Y$#)%N6QiB{%sF*#uADNIv$4yk;N&PS zozk4ptMzi*@fzqQT?4T3YV5s0c+AXRXqFRDhO=VMn;#p>7<{94xVjxqE^^FT=ZZ_IM~cT$CC4*1{`c+>NG*SmK8zp#kP!u zFIMho0ogP^14mE5jC$v9DSB1M*uj9lnCTcf(~;%GT7Tu_QN`E}(vwF~7wa4JsaC~15$k25vG569@U1>P zAf5sbQ(^SbTyms1vnhZgUa9~* zVdiKn5nVMxw)rdn86KOk{N5z#i-b9ce z0tF}9k1=*LCy`YOfkM_YRdRzX(mNRf<4l%s9}{>YCF_20M2^H8vGv#CLcB{0j2N* zF`*Ey1FQhnA4Q2J7`6dcBn7WyJ3B+I9UfrAWO9dqw$cws{C|9x0A4ta{b|PljRCzq z&rA|`!LQhLhH!aPWZ8_<=;I{2-eHqcnFmUchbea zED#>R7u(Y~%zYT&ModCKaG4d>#42wTAHaF`{~QMy~(Kz`u_MWx41Vc_~`q|*OGE{2|>5c}kS9;^BcYzp$3VJ=jZ z52nQsa5W82ZGXTL=*#3lpby`gXNBnA%BXeiH-VZ#L&R@CHRqnL9%IEb%R30t#vp&) z7%LRWUOQnl_)14xts89>YK~$8@wQR60jj~uMq8oUrjv`96^odf9R_iV_I{(IAF9RlVlkcP$a>>}V>=gVF3|mGJR6w} zGYSAKle|_IBfkU1OhFU}&LIsD56g;}Os|^7aKHO4W&#uf9FBsSG=`AQ;{9oj;HT_g zxh(c59cc_lO?2e%ow)RN;!!#a6bATWzFA;^c*Q4sv2YbUgeKi4kJ72;6ZqO!F#k zM$Zj#{)e7>#Iuo}8}K85u7RI>+7o-p#|xdjLbL)j(eJcp@n?jTxiPfbt|+VlL-!B6 z1zY7=^5dePP;i)P9ZK44yCtpu8m*<>2^+fEcEA<4&vC440IS?N`?=mw-GZg zGq8%5jCw}YA3uy$$6l*FVO>%;lAX44w)o)m00}c0Y$;gs8iicZ`&2x!W_@V$M zWWM+e7gV5A_-bYuZS?ZFTA0?)v9=MftvzPd18RSOuzdz%|0-CUOs(*RVD%}5FUJgN zhQrWs$Yx;Y-SU%ZaPuSs%cj9*Cewg)poM&zpSwM4q10r?<$)Z61*wETk%XF2dHxNk zJU}erFC_B876$!E|DU)uN$^b3_+e^4LqY&}w$`XKktHqy1r8MwF%CgLQeo!~L8uUW zZ0B&9OY!tgVi#y(cbOM4j6(kzha(Mr`v9HX4ObTzWo;8u{2BUR}9a64)8-$i(3t{OU=cp5ClbnsxuxbfQMU8^|R91{x zv^=pxZKgF2ep+G9T}0tD$}qIz*$0^grO_QAAiHV%(VICZz=tb2mim?j!6hb3ykF3u z-!tQ==4oA~UjFP!mR|MhQC9Xyv_AaUKaSh{$Efx>E6CLxgF%L8Y!J^P!&6x&DjwuaK(2AXyx?pWwCM=%$ZiNQgiVEAupNA`kgulz z3jk%v7s0&`@0yyRiVD~Uz}LzO*Z{AG;TWLcgG%a0gKQcg@g~a#jdDSL!WDwVQ7%96 z07V3BgD1@uEW(xW*P`XhSvnA~^Aq5N6IEPD_z4pIwZ?L*e19z|5|Dj$#eH>X2dFQo z_vs@wz#-uC1v3W()oEzC`}F7$*)9~Uwp}Pp)0WrQnuOAYZKSnAG@PszHW^faYxSN~ zQ6OT)*{F>LBIJnYi8v}>2&A)>SA}_#MewDjsCibvXYQ#tj1ECT*^Y}N7=MM6wFYIa zfs6ne5TiJPfo20UCwBz1`_({A;s_=>fDr^H^T1w6iH$;Xgo#Oxplrhkv;aHcdSSI1 z+5{R_w?KaJNd@Zm#u7z7d~>KoSdy45(}Pu&=>Z6}6@XCECq(D#pdWKUYO{@IZlN>CAUXW#<-^h_r=st?DjVlU0nxRREmo*8zZ2{W{?NI!MJ5@HYQ0X&a9A zdWUn&Ff6M`VD~6(IPQM9Ox^(kN@G`gcLWTUA(jUCs{!rR1KN|Zw7^&x@hUcTgknf6 zjb-ApCaO6t)NQN{x$XGJ6+pS~JpsKW+gMwyrj0e|5*fW?3&MedR1p5ZZKnU_BQ7Wi z&vWjLE@5`|Iq$;w0bB}-^e(K)D&K+oGWMU$)KnC{3)4)WdqXE5+5MJI#Ta{^$Pqyu zHJ5Le6Htb^yg6?=sHK3x0e%1n`#uCJ_sP)W`%cgx3w8k}ck6%$@4~1_JA5Z9Hf5si z@{qxuOL)jE6L;$EdW1F#Cre=VuAM3XKKJFe3t(@U!Z-UNe5h&0=Qe*p%Rk1z_rIru z?|)~Y#ajX&29M+9AlOw6-;Z~c(91iRBzo1(7jnX#AbY(Fi+mRb_u`r>hb16YSQN@& z8OWm0CL@YMK~iXzOnEVdQ9{SKompAKMgr4FdOC&Q#TACQ7M=jBc_>*hiM(ic#P(NrH|%-cmMNfifQ^BYAkWd(VQ$OTl`|?GUc!t%}IgA z@Nb)UtbzP!XZ6v}L`Dqdr8#E{_0(P#M~(S_mX;b1wrg8?@uo*QRm_1YudYC?DRMN2 z#bYg2mnhI9=*r+ML#E9tQSggmKx_$%P*SY@`Cf@73Nk_&8=;K8>Gj$-O6ufG)+o|z z6wnL5l&niqBTWrt%P@fe9x-;k8=w~a%eJzBCZvTndm@FgupTFT8%cKRqVCj%YqCHr z{`3Y3whR>ou@LenroW7Z9*94&J&dvQk7n`T4R3;5#B^y6x7d=+q2Lzy(-?FDYn_b> zBx$jpQOG~nGfH#Az8}!*K0>tg?(jiGKW-1tsFrJzs{P~z*SH{`@?PDxXYB@tN$446 z35~}1TVB;r(F>`2A(Eu5j6_PPF_$4f^}qbq^nZ8gAC4Rer-eqs5Alr3_lzo@!`%gW zH?+%Sd6^@iqDTxm_R@iTm`*%Q-vu==L}17*R}t*?+%t*~jlZIXJuN%_7dhO%d$A`H z!r7p1)7CJv18U88^-#8Hn;02kG+3dqymr&bbe%L^XCj@Zr8`ZdE zo|gc!wn#{2z+?~WH5}VJ75`1|-3pYX?uGxTQb*izsz2d!=UzAqkQa%6Otk=@G1f=r z3_;$|0Vt?yx`5@#nt>fHAo|J71Q3=YNrwE1BpILodwcBsV4#33$!@ZgCD|q3OX$GT z&;SKQn2j8Wn;yu4yy;=F&o@1aFL)rj6f%liP0Smpu#%yThk?yhNo9wr%2HX$+#__M z=}^v(ngV2ZIaqpkx#oP!(>nQ%#0s4XP5TZ+kbWM-3G?0GUEUxouTY?9v(m6RZ!FXuKGWEYl0j0 z|LD*px&uG@m%#dYZHNgOFlMI4-E;X31^7^^2F`y|)qhjy;nCyFB&@5prj?dDmZj@% zI0Pd8zZBpv+<3)`uZUYEwc?{V6KTb7G9}dff>n1QHp|p+1{3(?FPz+LgJgC@+vTX-TBQ_L<=z8Q@E zBG(QAGeZ7maQd6U@F8XD(pe0hjbG_36c|}Liv`@bK^edvfTgkOQ(Axu?Nhb?i7w*rXZ?wq!7kNtxBOMf+@eZ=QnihR+;y}&)^8SCuw=dg3* zhT}&@u|RGXQ)~gfCF=^XW!4pN?yjm6tk8?Jgb+y<^ls4W24~GQb>MG|Cuer}b7luD zosEsJLGI+>?ZUy^Q9AKu*YlYj@R=P%);3H#2wz3$=({JBpiSX7vP;l(eDgd!oy|}M zM(40OX*Ppx_~k{yi+iv`K1#-(+D-G4{!>Ecy_ZPOV|`LjXQSsvF&zcO!zw$iv&8hw zg&b|dA)4a1DA35LUcgluhGh&)Ev-}7<(68J>!J+nqQJ+xQAFoCvCc?vu9WR3dqY!N zQLCU_q+vG~>jDx!Y!SY9oABR^4eN>U4t!Wy}GL&<6wBTm*m?v8J}+p3yLpi zO5xQOx3M<~oo$gD?rf`EK9cWj%l2S|X9znTP{QW*mYuYGTj8Xt*HD3CCslnjp|iJ5 z@uSsUaOFVm+McNYM)^eJBd7N%Hu!xO3jpP0=Sr}O&XsUsudCn76b7)A1}-{C?qxRF z&b@HSO;ajHR@4N)%Ux0$yMuX3mwh911Me>=U3|3~#sCs<+sZGEr)jhRzM=doOiF zOKZ)3`~7X@uQ$L@Xv_A^Fs<6liQLP9j-wDGJ&3;hLXPf3nn)iF(Q>~r#CA}74a}Je zJQO*@^B(s^fmM%t!g;Gy2g%g=qDWgeX*c%*f@6H=@cf`ecu+zT9IzUKgG^IFr!I1{ zW?g@pF@pXcAik$u%^H5~50i68@aK*oZ)nnQXy9Ngu?cp>ADH@@8f5%HiQ}5O$qKKj zAuhE6ln11jFfJuJ;H{8}ksl!w^F>PPE}QI3%EV2U0`-Qo8cH4@!lDlVfXSuWvdF}(DdM(lPSjVICDn%66LozXm_yLYa#umY z!qP9|CVoXd;%KNXfvS(uxm1iEr7(Y#iSV+>M3|)|oPrvaA_PgWZVsZvB7z~Zp+cz5 zM2lPmGoI%g@Lwzs1K&w~~s=H{1usgQ>& zXh-}4k;VT}JE94R@ZV@hunq#yf%`v*N8q&H%trADoQ8x-7}SGQ{C|o^2ug~w>26X` zk3fy;5j{17ss`)j5sC=Fz_9;_mkR)0>hS-km_&?OOyWl&#pD_^5kyrE`aNNq6(!*1 z2So|E)c#dO;$aJOU`+mBNkRx6*#Dy@1OyE4SQS5@|ChoL=4%f;A!0LNu~8Z#{DQkY zeqm3&O5pHD@(6?>dYFYFrpwF$C`uS&pqWtfk1&KU#iFhI_*Di15jV}$czgDcMjEk@;}!T1gn^mP=pV$+7z5n+l9d^B5i|LV zaW%sXQ*h=%aEIc!TfrL1H=|reoOEQu-D-uN9LrZjG_=HxYR6W;2Y3;xe1L(W>W}k@3AaxLYePaj=-Sg zhisq=x};>JWsgcF%jwU{=`rP~pkF!oRLbe?%YmibKvL$hCaL3T=&pA>FVKwcmc;Pf z!!t(W5_vod(#6rl9=>q}C+R-~*Pgw7ev%$@a%C=ZS3ERv$dmM_ljIm$`WPC3K;KD} zBOT0M3v0zl2THbLqyvae_on)45SAP1&}1ni9exy+V_1ac7#3kUhDBJ8VG)*NP{ML% zT{-J8lp^M!bVzw(4x?mt9}sq~R>L=sZEe;6j2;Ly!zn}Y#`{N&~p-lK{A~at>^qqfG1h@V9QvrScZp^WsfTP zyX`{dIPn9|T%AtCt?a#rz*V(@_<(W3sIceN!RQMbA6%LmZy(a^UZBFd+uH z%OP=>gS3S`e5>-rEr3SRL8kR?KXVHm>xmn-5bvL29yOP2$D7-Z$2cWPfDOJnSQw%mugOleqjcu#66evC{=AcA zz&7&DeooG#TkQEfI&U#0#&9sp0l0Sn3__ZSk9KbYkATmV`MEsA=jc#91+@CIY zI%EO0RWNJVyD8{L&egBk&1MDuu23rQZY$u>eQP5UpIlxnWz z@feISlfwLB$t_iuyy+g6fe3!Um%+FKB051=DQa~kQ$(HsZRp9A+ymL1j0RJh{d zoD!#Mx?AsUGT}xK0>V9Jm0dvl;R}?wlRI`y#?VtDyF9bVt{=^n64|Bs!oVdM9Y%#Uy8Bh$wz8nkqyTk+r7{kxVfx0RW9 zZ1=(*V11ZpU^5k6pdC+aME1G3U@cwn_iRkSR_5wzpKw_K^0{74ytkBgrQQg}Q`5T;w$TjYX zz5R@C^yh0#?!q4quXZT?NQRA!hcADb^-C`r7@fLMEG zfW!w&Xz!bsf0IE;Cfy~ugFQt!oDJKnJvU#cyHHh zeh4{Wy*g~yDerspSk$UGXp8rc^w?}R*2d}7TOZ~)}v= zh-7A?63etnu*RscZa^r{yt)&94B#bxaC;pS%d_3%8W(xOqrzmzjzj?L`mn*gqRC`G zKz^u0y_yJqG#fwbat^8Y1Ti~MV*WhjUGn4zyo4!P2ucOg={9QBy zP$PMr05!5Ix&bvJO%K=X9J5a+-<`itr>YvcPsz2fbrTXYBWZSE!?1H=oTW(gQ2ktJ zZ1vBk#u`*XexyZzq@hZ(B!2+CjY&Ep2+%C8f{pOnunH4Qi3>0nK4FSCBbUVZ8Xj(n z4+v<|FQWiV%H2H0w0O<*aUe79SiDuII&%2%_OV&h;?Z*KwKE}gQLhk1@8?gB0`BisSO@1=kr4SV5DCdxkvdj{yb`vxX}BUq zLbxJHkx*?C!SIT8UXqr*Q2kPB=%_=1-usk+hQyara=s*SzJ!FrOKHtZDVm3kbb}t_ z6~mB7BVRGzzhdC9**tQs>Q94{cKXmk@IPJ`S-_C|>!M&^l?4vjh=#nZN4{)LRB0#!YRv;w3tKE#e3(yDGqE3`rV z)?S@4$lz_{+hI_ESX{;+i`BrpU)4OmdJ=B*c?+37Ofh`##0;>w4<}tsUumRXB_gpOl zwe~Jiek2kPv+LqmxuZGwOev{lfK_Q3&~QF>*^a1|p!3QM9rA^Y{~g0PVhq*=%+OgZ zAGV-ViQ_5lSW&JvLx-jHgFU~f57N~H!(inoJ!L1gawG{xlNAys2KuyWJTtOG1i6U2 zaS?YatO*p>NOHVoN8YkqcFPWZQ2)viei$6=ZNrWPiCK4QMFQM;II(E#GbtL#*LUAA z0|G~DX~JK|Qu8IY^vmGG_jAb)gDnQTqHU9GL0gLHLB$J3N#QOl7)8mm^eGrcHd;!- zs2@TF_>@r)6##e;!$3s`rc>{*ndW@~8)9y;F|Vgpg#EwO=UahrTslZ3YbW0Zpk%j{l@btcu~nqu_?_NkYu9GM5Yh`n_rjDeu$z6sCYNThVNiUb1=9f_Y~yBI$~NVg`Q}M#Qhw=JEq8NU`6ziXo}NFU~%lE3425v zxsHaO6DV(eL0t=uUpJe8lx+)981{M^C~oMg7jj{BK_*vvWFc*CkvmPv8IhJb90cW( zb8?1_4zYnX(U6jnH7qL?#=P)xu$H^{KAOzFk0u!IAv84at_hYtp)2nN;Y$ZFnZjPl z*vBAXSow+P=t>cn$AZ=j8OB3&4tTFuoa)me zm(F0p>hlwNBMqp`gDT11e0V4dQb1szo&Y+O&oEgCu~^7*w6VobyP^y}-RK2Bjn1Mu zQH!#+1x5G`R%mAABPMGMo`~0TQ|L4luHGCh;T1k)nlvG{IJ;fWSa(Cts1ZX_PC-0+ zk{jAN$&FBW2}JPAJ#26}hPE!Q3xJP{qbD#}G%nqd^&3_?l6d37@leutY=Fft#p+Od z7#AiP{)wGWI>&f<2=2fq7uwdq%yNMOUYVRz3O zh`Wk}3nh>Xc+|r8I5z4xl!=GUzWoU;bvn(m>P0tfx8gjF-=kZ$-OAmvIAQ?}8LbdJ zasT+!54U$JV3g6KCnLo8JQ>YzwIG0zTTWeN3-3kT?97!=cwo67M9z~ z1kYAS)>QRDaIYIv;G`uWNwI(nS6$sKOgs=pL=QwPMuI{-ke|g~DTL*0)qf=NQrIk% z&cu{#o*s}p7u!#mhpwm1Lv@k!tT@#)yiZP%6>_gFvXV7P)%cN<*b64H0T8ta>(Khb zWKO1%Uj6tzGF88O&$CKh+a-@eX7`ZBDPE(1Ej=}2KZZjAx(i)Mq`S~Bfz`s z$eNB_p6xIRIYv(c)*;gqmfH24Z^{Ac6N|=UoxY+52tar=WLB#nvyO3vGf=fDu-^#O zJNgov!$@c^#yo}n#^8u!G*z*q7Qn5u(uTGAonYx`)F=8aFuTZ9#?n+68GQ1quo?6x zLMNX8iR}J_fz?UugZh<=yRVJC4GY9G+%aD}K7-ArCx}=yd8p4A7SN-I7u}dLjWb*3503= zSgJ;{=QLg&9g-C!1|%k=7LcqVu^_P_*+8;|#DQc734>%0i3`aA5)R1`5)YCSBt9f( zNCHSMkc5z2A&DS~ArX+=Ah|=5K$1f8fFy$?hopey3CRnRHzXw_A4n}BsUWE#wSuI9 zFkb)ouLu$R7R~NE67W2xR*2$My{&jpXLgRx=;!OcAR>8rVlI@Fw zy6?W!yG=T6x6AO*&9=;__Th06CAT9z+)A*)Z8kK#&)yKYwWKOCG@zuqROV%}8`HIW z8CknGD(myY099sG+Ub~%7mF2{Y2M#f@9>UEs5f$|wO;4rY*Y#1Ny>t9@%B^e4i6HU z28}wuciu)#~)7}Jb^drx7yDuF1z$By|Ddk)dz+9ncwf;4Q+Go zj~gSZ-Yk95_SUD`akYC}f5<()>&3e`Ka<^puw~E5zk1Ydooz2k-)EhBEv51mWB#A} zvY)IYmt9&h`7ye$h9b zTV7uOcv{KHvhiD(CsDBQHJI zyW6yG&+`huFOhc@M}6Hoy*kqPaVgT`!Inb*-{=hvc< z>x<`Ii~Rbv=vmQnpU|%ZGp8fcROM{w_K{#sK0K`8ywCWcDY3Wr zxihBTVogfQHE5>Z0v5WB+sid!el=c`vWqg_2CRF-d>T?8t=QH3^tQU!_Y;T=Ej&jUvS zt|TvL(|IMJ1#9b78|!E_VV&sr{fm{d~qxBA>!?&+P8d9)hc z`Fpx4@F--ecJ6oj&r@%eRbLs{{-{=M3S3u_I`Cp&^^DOM!jJSFwNvmq{zQ9+G{=N- z9x+eW)-bMgj1lf9+HNao-NA1Eg`<9VvW#~f%96W2TQ{I?NkIIj^6n0gMPGwG>a2Zu z;#nPE@V&mqcUdrUS5n`+%ikj&FY14LeSR`?qetBv=8&Aed3`JU=k;Pnt}z*hO6yh% zo|=wpkFnm~^nKfJYT4;FwobV(vLDYa@J-uRFW>)S(&TXh&e!)(z8E&E=a31zugr~7O-;CUmNiLSGJcnD+RFL>>DcmP+-?z_H_hC; zWp>&K`Pn|#%O7kB&@M>fT$nTD!j-9-rOSBUUFsFrHNR-1eAY6&C0_$>bdXNHp4erM zAU}*_KlAppl#fE+{k=Kc@FTO14&NzII~@7_=*!L}<@6wD<{O^FGI7bl_Yx;ly>Lrt zyT~fH$352cDawizwyU2t(y>mxW@$&Ojw>IH>#}i6hq2RdjqE%k_i@Xs zx-H`e@87Y|euzBdj^|~a#3Qqv%`EKX(}@|^Zh8Bciq90Y#~v&zZGAo|v*V^NThiW> zZoNx-T)#hR!ie7ApSHNQqy3DXUxtk*PQP_D#kJc0aOc-Y+3_K&=y@}Q6%$&cWIOH^ zl-wfh;|{@GtIc~~-+Xqu&3%u(w7q>*?M7HV%Q=~IXF4k zAB#7<8+iqWRXbZ8>AH`m+1Q<#^pq8)cv_ARDA?_IwxeAnY;2N-_iTMz6tnR8rny{x2wJ|@k;e-s+B2~Awh{5`;a z?5!m|kDihHj+ilM>*t!j0{`7d&!{y0YrcK&`ndPUhruu3sroO8va{<^vUcv`nI|g_ zZI9!NO{b2(|2S1WTzP0lSpOLRw?1iQ=ezh%Uo}i}dpy_l?b)TjA1$gXnEBh>cDI~! z%J-6zW$weTKW5#GYIQ!ge)8+HYvLqM@&2(K`@0Z2MPQ5kSdzwG9a$I{bsjR=4xXdH$bU)X0si z_yfd6oi1FAFFrWP&))TL_R-nD&vAV9`NBozj^IM^P5fqIkBjRILN9fkwcauN#kw1h z6WhI)9yoU8wfJzyORf{NpGUl$Kkfae>8o1kf9ZK%TR(|-zVdEBbpML(f0#sPXXymu zIaR!Gyk4<+r{wHR{$D{Aj`OotO@6s4>1g$u-NWZy+}7Lgmvh3><#yZMwwGLMwWo_0 zKg&@XGAnT=xh&^kXPTgu;ZpYix9t8gPrRltvp?Tu2*Y>T>NjUjz3#<)Q(-+;z5Hy@ zYt>iT_imn#3P;_&Fd{)F@|P5x96Q~#e;NO7BKyy*6r_Y8iZ1d4TZv6}Yd#bAP>ZrSUw=NypaBkJo3t?|R zKe{OR*8A<+xqa_HRwm4v9+dRdYRR($OWM5qbJ{q4+c5hJ9=(#goFDP%Q|j9ZWq+<1 zeg1m~(_7z^B`eN7{t)chMLKifphHU!QuL$2Y@8)4lS`+b9 zFs|$XUD0QZXa6G~UVi)PLWX>2ntm~z&_Ael#HaKee)-0-%AE9PmkwU))opg!>h>2VJzDnYTRijk&#rS!Q66j0kIYGm?7QUhu^o)v zZa$fITYk%`?|3ySE4Se6xPuQT2yT146+C$STdz*rl16SDaOKv@{sRV9uhyTJ#oV5_ z#p+z|Ugz3x7I~x}n%<*)@#cm7&R(e)mErLu_3H2aGJkmJ3q3$~L1~J^J(T zH`fUptGe~y(tpFP71fcZrMflMo%E~bJ-T(_`=PkBgAq}E6@RvT?)<``!=wDqrl8N` zp6=+hZLs%ULT7UJ)4;shx*|fAW z``0r^f1ms0hPU%c1)rK_J+NxO`_{%hR=Q_Aj5LvoYDtNhRTp3Yi0=)r@5=T20_ zo;%ZVd2w-ili7xm&VJl=r;7;pAkv}EF(OYbEj`ww!>D6fznn{6czi$R8hgG|n|R${qZk>lr}TJ! z{#51o7++KP_8S)tKluH9UZ&rZicj|*O!~8E+vz?}2d%b^)P3^Wel2G8hEm(e1>Mg1 z1u{RpO^|e((q-B0m!I#ov_4hNj_p5u^3(qHkKYWs@oZAc?lWbT;wPzxTlJXf^Jm{T zEoa44tYmM^oZ#0Y?8vUw&mC9ZaI)R#sy>XG07T+8)@63|hE_3c2KReiV%cGIk?iXfsaDQ~Rby@7n z)F55y{q3p!vb=NWC48veJ-Nbk;ZDt+$nLef`+TUmXL>Q~a&@+0@s$JrkCC?kYCHJa zg+sC8?rw$R?(R~GySuxEA_0n1pganfzww z>~1E%-RC*7dzg1VyIT0C2$Z7iJC3l}nzUgd_=<9Wa~8O$DAf!Q_&GvkNn4=t(eWJJ z$eG8aaofr3m#oFE^!m|v80Uix5#}NNW@sirGsV?2g zIE;)h>6Lbnh$HJePE`E^o)~G zIXY?Fza!t2kp8=!kvwD*y=r9s8q)BK;O)|&M#(vAcF96vDkH?A2*w(g4@hsM^(?*+;@zAzjoQ@8Of4(aua0)_9!kC?3D;Eq z(_w0s$1GcL`Sxq)nN8>5X)+k^nT8Vd_m>n2F-z}eu-Fg==V)TapIHC!QO_ZZSgY9p zt9GauPdCK67|gR7`JJQ^GwAgb<|C&~``-;R_YP8_2-8SM6aHwES6R%q5R&MPK7yeH zF2zq|LsYSW4HJ;mKI$O@(?RZ(YlC?-b2*tk>EDFZLL|Kb?+)A$c3diwwOhtaaN|L@ z`(A2HIrc7bRSsC65pPV+rabQjP88o>h?|FGQcNOZ0rHXKyzd2K8735 zZHGWvbMyVp+XVwN;F+mUPu0x+C%q+b`@P|Ib0a|s!4mg8WF+$F2}!85RK3nBBOI)@ zYN+PG4qP7WW#PyM4J|!1Jp~e_`%HQ%@(S}R417(Il<;v6)U#Xmou?(IY|`~vZvG@# zN58{Um#eqTcOTHw(&R9kCl&NAXvB4{Y__s>HZ$dy`O5rxCC|Gp&eLNKqwVt_O{%L0 z?>V7BRaNqtb7nS|RPEH%6ESkW=@6y_;`F1=cwvo?8dGX5Am(>uU(Q%9*grX+s}>jt z$3CRGQ5!_8eIJtOxWD{yD{|EFv$3R^@;%4Mk5ucKOr6@WuYDRB}ef6mKZLumq;6sv7u;f~P21nuA5wGz_L-~U*4P>k& zrX@0i8>gGM&7eS{?)*p*d$QrcnaYW?^4jW3B;=B6qz}U|?Z0t6{B_(?Y*It6$|@|6 zv;InJ3v8Gj*cn+V%li$4_vwC24yDGXQBg;Kc1(KgfJ2BOO%$cu?3o!E<*R&Fp#moS zKv&JVHMVwc$<||nz$-_SN(qsHQ-4*3JCoW>;Q7z&4T(I~v4A&!4vc@dDN7K(=0&Kk zGl9cyt-Hf39~n7%xiHVkx|UZ@J&aF{=T~={dfNSzAnU#EVJ{^5w1L0DR)sTB(DrKlp*^B#CSwbmq6 z>c0AX{Sdlo65^pZOBK*6BmNr^)mzQLlH(NoM+g9HE@@MW-#_LDgsz{rxO5f*yD|Ff zL4MP26#7cg;t;?W4-brHMXz?%`u3c+T9giWKeo4*eGCZOav2>vYP#&cyc&_=GK$pFvOtie|2OJ^i@Z{f28e#lVCTt$jldK<=e#og>bQ+gmFx9B<3`)xHJk6s=>lp3n^H2C6`RI5Zq6Fs=eZF@9<#^WJqB}xkt#i-!7DQ5qoXI9TiIvT$?=QIgBVaW zc&}CzA9(XkKHL9NI56YCc0h@+=av!D>Wo`Z|K?r@sZXsJy{%8>#?HVk4KypXL5@r( z(9gH|czet^RbfNV7c<9BGlbJXOp(MGTUVP++Z!ohh*2dyJUExZwC@#+!ieh$-rnKT z_!@ba3Q1zTOpOd;+7ot<5w+ea1wF86loQM>qhXv!-ilg%%z@C)M7dh~+zz|$9l6r| zfZNX|?aU^p)5N!pDnYoFanA%juf6Pg7rDbS3 zi;>*-RO&!stAIDdbDoZE5QuxBnW*V0A=@DAEQOwDRf|2^%cOirE4v2sb3xdNcSA)!J~j9x!>Wt(%}2ATaYf$-A^wJe z8WHLTOKd+z>z^?-oj>*Edf&++Co7suS6<67`!Nz#S%y;w$W#|nsIFoW5v3@T`AOdF zPSN9&vS(E^|Z|sXBN4fnR}KLqh{pL zX)+k;3qcJGJy&~iiB6Ac$NxLlo!<*U92<2v#`v8lD1QB|X}_ZB%vy(0W&VtA-PhnZ zdg{^S?NR)lyVMi5G*6V~W%ty9)1%g=@h%NCpMmkyC#k?RtA^iSx_%moWY!7&u6(GBSvok+=4U|pF8!yjz@OlEzgay| ztCl3r5J(G1G&67dOr|&=N&KOdG#X;|6p7H(NZEMLR-29C9Ru7&g#}>QMaR(3$}27j zoHLwXoP%`kzsyjO@!v5m*{3CYm&YhVWZ0Jf>4$_o0k8*XF?FtH2E`zpUu2QWv~rn* zX*@;~VGQDNWl+A+?@@7wd@&NkxyAkwIra`6AYIO!$z${mdv~q}#s~Jku{mc$2UxGw z94yYsrI=}f{48;kAW)@7i$*WcKtq#XFkUfxQ9)B-ZAFe?de`|^`KoAn4O9FHH)VnU zx57_&<`Ij88>pTsE1P0arkVOfJYyEEP%J~v)@cNM`nAfeZXC#M&x(8yP=m&O5W7H)O{cD_cOx;!7z1ON{)!nhJc97%VrJ>DvdSD#VZ9;>=-@2wOb6ecp#f1Evs#J05 zhV$v^S{xO7Qn%-qI4TErrQ#2J!*Jwq^=7L6H|m2$#p_$tcJVo*!w0+}KjR9mUbT2Ml)G{S`cY&^m-i{1m`CWABPaR*zSsu`j1))_% z1+tl{pH*|arY5QugrQH;-(D^V$UmHk{goWZiiURPA8(i|Sg~p+Tn~S2m|5v;UBh+F zR6i=3jQM64gWuFo(>zu1R}+(rxQnn`zD^bYsMfV@`k{t=Xlr2eCG>!%WKl3A`8qU1rVwSN6Wi5{A9rz^oDd2V5WatQ)0@h=ed2yw-?pWhX7q;ub|rf?#3xm7CG zZ(ItZPoBIpKyL2t{bBxz;AMwR+(+DffxXbt;hZS$u^Qlv@UEB}~J8I>aU&NogFH)HKfrl_V4x`93^0>r1Q1#k+a%6p8TY{7M+iGq=hbc+( zCnhj4v8Q3=J-f~=*4yW|7*elKKA~?o6Dfl)YV?f}|CO{3{0f+3k=$M!!-y@aYdi5p zm!+RB_9t_ar}#*`WgTGSuA^kI@vl4jy0-u76_JKO{rG=6eV#o6Z;|-;g@wSgYh$uol0{>}|u@@zPyD#Db|E~sW7jbt)0TDs4M6y`?8@Spy z{F_*So0j`OA6j=>^#6L`78Vrb2Q%eRGk}kNijjbWidpa_c?AUc{}(+TUO^$A|JEiX z%=^E#!F|+%VFChTe!>5y&L_YJ<~g7uAmkSQZ@mP;+(P0qGJJy8{Px^dLUsaze0;Wo z+(NcCR(4iG@X5Kkh3)Mm(ZzZHzg5zq;)IAo{Jb%xv|?}(hl@m8DXpZI3HAqg7Cy08 zRn49i0I+8Td;F8+gJ(JDd_qE0=0%}ziS9{9DBJSz-!BQE0!kC2? zEQo*J#6Oim^PY&*`d=`b7X>hO(9X4ucg~2{<2vNKK&eZ!5{Lf0CIddmKkBC`@w)=S zVhiukF@u%|s5^>7w?9e6`Edli;DO#cgR|T}SDkf!xcfP8tkI>_C#v~%!;JJhQjbaz zqStl`nao@04dC%M{;3^O_e6v^@FEORSdD+;*`xaCQqIq2_K6Lj$v+n(#TqAFpr?CY zHD&yh4Jg&nSb5*^`;3*gQHafeRO>wSDklDDA(+9($!|A^O7In6lA!(LSAyfsRV`=n zDHXa8p7s_O(0iqFYw zT52|NW!_EN16#*wg<>1k$U7Nm6IY~D847ROKu?5e{a{JqMe+B0J8v&Km(yQbP@>+I zl@;@D$a%f{n$?}^?u4s`=`~GgZmTdP{0--iGZWyMrm#;U7!5upHbg1Wu3H~c+vY}< z950ZE@pDeTGmh`Hb#e29p6{LKhgv#4Lt&rpbasX`ca#cv4_1gpR4@&5d~nF_Ebb}D zor^X}xQ-)tow+rIdf(wuechzr-ObH9{is>Vi76dZKl;ME1MvL5u#fx62;N;1Vh|BZ zaT+QLr3nv~^9ZQf+%Vz%VLWgcyD3BU%fYwP4#6$wknLeee!j8l8>2hDfx2#@4-ZbimLmR>I7n-#pMwE zC$d3kt_11~&y2BC4&N0ODAf(O-p%?2+&k^IwZ{nV*d&Opcz?EOBBT3S*$fhU=ZUk3 z&QcimACY=pczIzX7^bFL2-YdXVm6J{a62C2NvxLvG8)-1Kd<4LB<;7J=HpEF{R-Oc z8{CNoHRoL!?AIZj);ndz#7Z)*NfwElw3+e&HDvmjZk5M7`#Qnl4<+uu5PzrkvOQ-= z9d^7dfbO*}rT)By)Pz)kq>%}={x8AuXN?MDm!3h@u^1#e2;aYc)g;G~R#rCdl z!WidUa2idYI|^4GF1r1~Z3tS6(c0e)0tJ9+Pdpu(k1%V;B7 z_wJo%LdVRqrV5!oBQj#@M^u54+MWX%LQA0j4orEM4H6g$ev_pM7D`rZ244$5v8ZQd0b={ z;!&5{xbv^0l#L8iETTkxy3OUx?!@Ihy>kZ?3Ho<2v`uY>LMA>rStGmeP40AEygf4^ z7=b4{LOKQ+j_nv9RbehDj6YHxs?eG-T@cScNFGQ=4V?pF{E>!abZpu zq))LktBc;aqdg%T0bi8(TWc^FP)$Sa&39t}ZjcJaw5) zlv69(Yci4!(F8t7{iMCYyltCkQkICI?$7&d3Mf5g=I6PzA=rb$_KM23Z0vW+^Q4eI z-gN2Y_HP__fD#$cerlpecF?%bGaSw?i++L5@%D@#wRI`EjL3W^NRRAbpq%c-JcoD|>VYitWvg z!6gf2v z?5Y}w>KbF;QDLA;3=}ct~zIPDQlacs8 zCvL~MA%Gp2)o0xdblMo36x%Db_sKS?hmo=qM;1jqm0mVLBFzerT?i*#^AgiwX@w&1~%4Z>1S*3*V+P`^^ZsV?6vJ zI?3f+cyg-%77g73Ei{8LFai(Lbj?ykHQWi<@UKx6zD+RwRSI!5kX zwXXCn@5}yvtiybd{~^~SyJ2}t`J5E*woNVnNdneGX-<Zzk0&3e!OpcVKbLoS8b=G7J1iukT zB#LxwL>jE(PSp!cP|4V0;Pj6|+;DtT@|>7aVI!DXA)mIfsW`7j7{)6q%sSBzkwJ>U z(bDskz)^tAB)jds0%57Z?Xt(4QfFY2F<|HZ51-Y+rv#E-G zBa%8UudO05%o|6(e~dH?vdi#D$(cf9EFq##b3{GEBKo^?Km%hz3Ez`K{skL-1*k9b zM|ZE3%_rsUV|nj<=+RF$cEjT&rX%VHVpiIwfQE25h{CoF@_1nba2E1^&J9HgR`!T~ z5pK&mR{otp^FDuIqmDF7Kx?p11gshb*;Q)Qbw+@T$N<9Wu}w zDu&sQjp%ebe-f{`=a3aP=VdV2gAUX#q+0d?m zx&sbArDcAm`0F4M_CMe8*KbAKHeBN9R2bjS0(h`?NNIE5Z5+7G4hPm;zo5x*)|JWy zdX=3EVYx|EL?6#;w>EVp8lSVwCpLyOPgG^xxjhx!9Vw$O=o)bBx+x8djz#!_LQF;?x>EI)&&ZY@vUJOnL$4pYhBjpxO z6-Qs~!3mdayREBN0P4KiU#ilkTE`da2GNWzKcbv=I}Kj@xBmf9q(A?YVFB;@B>L>? zA}pF8;6_huuM`OC5FhLnSa)jvzRx6w>(R|&%L)4-?LkmmrIUV~`I`(kYoPPCZoHns zbqzs(r({}i=kkGC#d&;5=+>t}l`u=hxBVEDtQ#`6Q4ERPAoH#8>Z_p^@P93$^p8(4pSQlcmo`_$Ht zJ%*O%TavVdG(&G;eTj(7HugYVTFsML2>k3~noFD;q?^NcNKx#Qi5hrKisPN4X|W z_5`M0(lqFyu_U*ppPjFAad- zy*RL%ASeoz*zgPPA~^_qhrQ%_ZApzn-iYc0EeO2X$iTpY{27xPNIfMjq3Gm@c-;J4 z9*pC&e}f78I6A4t3(PvvYl)n8631sa6XIU~FiOUNPslq}<_|C&>T-Mg82YV<3T|HV z!zv)za1bH$#jwDD9WiALuHR$40yxPq*>6qop~(U~tN@tJktiQRLtJ7G%~&wUBWW-Q z9WpXfvvGD+E}6rqW5_Z4jkY-pCrhNTC0e+q`zWO}-5!{wxk|udMHwyH@Ms>a11o?e z@8zb~J<%>owfH5x0tg(*jUq>D`|Ns`YIZx>XBkz?A{W3&o0SS6N_b|CxZp$jO8teNG;EY)#cj9)T{zrG5sgy#yo%rzoR%JX;L z+QT5ZR5-sz3~^gP-r6V0%FfAA$(cOYF15u9Hua;y_*gFGA4;yY(z=SMY2Rn@pm+DY zFy=?a^RZz`F*EH&?bH=9wA$t##q;swMj6i<*9*c3iBzUdXjdhgzp|b!r48s-XgCj| z30mJ7?86YJfsz=nl`8n;yR6UDcvPDRL`@lp+AVofye~83-CryDA|^+PS52a08VKq{ zpGXTaC<%qTaLqUI!5$Sr)u1hAd2-ND`I8ReN)>SlOBHS=% zj^DCX(2TT6VRN66+3#a~A$i%zYhF!~^0+{ zOp=*^_s3H=Y*B-mRGW!Y!%r=b7*9dan9;l_w7MsKmqaPUC9az^jmBl-w;qQr^|*3g zw8{mo_=Tojpr?yBt_JdMW7sc;m8AYCR;hI$sWV5@G0kL z=~8Zzz2$A6vgYm=YXr=D|3>&Xq!5bmr2O3b3UI-}GL^ykyh5>>JS0e-e#vFeX}qA8 z&D7qW>ckMe6EtX-n85BeLdHZzK~^URS-skO)KYl_Il~Ngx#F()mHBf*FZ5NeGDH}& zNYjj0s@cDpva#?gxfLAi|C+Gt40cy8+C+HtQ3!Q^54J(=XDuQv}vo^qhOM_GMJ-@albBqTN_1*omlUo z|3#Y@E6&UUi>&Tt+E>wu_xw((Wo$il=bVQX&-Cl}GfyQJ{g`dcc?so=J9MXkdCyG*9Uk&RQRS!s@_UCNe~z zDn1i9`elIzB$~I#Z?qPBMV`cZ+apL)*=(WaNi}?xsSVLCHTfO=FF4k+`OMl|ufGTzk!7qOEYee^gR=S37k*v4Y-Cj*^V0M0x3;C`U_5SSO- z_0msy1&r(6mk=UAEuO@)U(l9cK>&q^y|EV}W2ILBlh*%_4*ySmeNeR2ZYc<&;XxVf zG%w|lj2P?yiS9a}!IxuPx6dm*Us;X5m=Jb6$Up^tcpj#BTG2GpEN2WEH|>6T3o%9jf%nY-a9#8?KWC7apVPFL)e}ImoPvC`v zpTLhX7tXa^w^ZgS6#x2BMVU)=_hmIT3oX$tXlxx z-o;A+VdUBpqyRirl{cydtHB=`;o%pGlqC>vZb29Wk^zAiq-;-by4pBoHM%*Iwyot6 zQ>*6(GX4_ukoDW($V)#(NY&UYz?BC7Op*}B_O4{Voa-3!^shF}u6n%GS?5ehzm=p7 zVm#^JroUltc-1{G(4S;zxKaGwJ5*`U_Z9H@6@VMc2>fV4;2dy)uu{#~6+Z!8KLjOI z^^kK2@@Ls5;cO1Ym0C8~t8kJ=#g>vHo`+!U^$qo5^fdR9&G}x5R4*7_P1jUweoqY) zU(-WpS!YZ;@#H4!wMm=C4;F+4aC9_*r5Ce^8(*eb+^kq#8*$be+Nc$!pLaIz>o8yk zkIGIoO=cP4rN9b?WrroYln)Q&Nucb~rk46dv-@ogfc4RBaK7xrsA3>Z+)nGmP+c?) zcCgezjWMB9w@it1*7?wVx%u|0+B`?^a{2bA*~VY!TUs4LnL>P$T%abPdM1pol$RZuOlVYj*$ zDaWQdEVaCKuRdUAOkb=i1PM0e{dJ`9RE9Q(ed>Fn4Mi17D9<4uyLvmaV$r0~&8JQ^ zV7cLw#;-M@5r{`|!$L12Nex3WlY9lJfaMm~SM}P1x_+rQD~e?vY1Xk%w&5$E0~{<3 z!w>}SZu)oDBc#4q-~~JFI*E(bI63W28?o11bNP048Ll&w{IU?r12InEG2L-)vU+_V zr1VMKrKv}~vN)hgMw5&>z!0lSsdid`U8pWIrjTMGTCDgn&D9*o3#V9lTwVaPXmS

{!9o!7N+8Y9Kld-?c6P*qUpD~ucyY>jtar5W+^>M`Uzs!WiP_2M zF!LKj3p_KY*2Z%T(2@1op5pgFNr&{fw_A^WqGmsydTkCUk^;)}v9WrIgL#5jejh`Q zGu-xg_`N8E{oj8MjIF%v=lPr5gm|?5YxJYnO)qjV-qMrID*(;DWcLdDK<^H7#|^B} z8kEcpuQ~6cXyIjTA~K^Qq5cVuJhLW1rNIp2VRQPXMGm?p3fg93ye&qa>TyR>;Wnc; z*LW!KDBac189p;C@Cm&f7wE1pHV@l(C$1G27Bt+(D;awfT~JE8o4TPD7xp~zGlSWO zSkcJFcAK}Z15M{N{U_{XtQQOBuvhV9ckrx=#h}`H?XkkHsQFJTRqbf<-6-iS9bTFuuQbGDnD5ySoLn+(_Z(y-Z(zT47?8V;YEu`9vrc z42;dqq2>ZXyAOjJAT$?TV9a1I$%603qh6<>yPIo%wByP@y{t>d*zj+rs`0mBiuan+ zsR(t7)i^}J=*2;EvL$hy&{P$a95;@sIQ(mW!*31fVyUQ9s1+mLxu~#`y;e;IK_ z?sv^o&5_S58ZBFEC^`coSrhKR`jPOl0R9>4C{Yd^Pxt5Fq~HZvd4@KBI;jkVwuc}|=g=5T1}V5mw_!5Kn0I0;!BbY$_GAG# z@B&*nG+@yu89pR<%8Iwm>q$lh7u58}-fp4Rh$9yg`y-ZtwT^2dRDttnL3Td-1cLZi zk$h}|kFYVwn0{MJ=b~SBU{McGEP86d-$oU5T%I3fbSd6IijT^at25hTuYhmyPwcON zMz4dLXEB&)msE@t<`XJpa*!PLvn10w-o*=3bJOCb!xER#Nqf%n9RdfPJqY0_hN)MJ zq4tC#G4K^I{QVD^)NUaS`e-J*XWtWB9gXcI*;kuKlYvbuGm(ecJ!u-xdDEM$o=A4J90CqY)O^rSnz&)#s_-d>d5F?aG^O7iI73>LD#sDil@*#kPgT1wL0M=KUsJ8nQ&# zF}cWch?nGqCn3s8Mro7IXZ+jJuZBo&85!u( ze0V6`wLh+qi9GVgUk%t?SXHwA3Tz+u`#5#W(@rj&1#-`zXVnTJ?-cPs0ngtmfQ&FVsRlvSkM)fP{<}u`cz~jM234HQoHk7WVgfWq9~nt8_T(I)CsU|?`?14}=?*1Z|8 z3O=Kgon>Wys!Bh=k8$-FrR`DRW%=LO6&KFPl|KmQqLVXoUtLYNv8{8db~mN@@9*>l zSN0ETR_tB_?qHHtf}vi$_D*hJkNB; z+}jk^)0*|*0rKEOlN`)|PSV^2*Rd;6R>v2Ig=j%h_s7B|NrAXes!+Q#Gm5F^IOf(Q zwIa5iS)!K8(XVVxnWb6$X8FnADZ{5f352@C{~Re;P2i(YFdq!pZ*SkRTcGCDxGdI+ zK)+jX@E8ka)6~S+Si{M-SYE)zOT9vNFn%E>qP|y?MYTu_O=BS z_wVmRDiW!kN&*iJ>Djl{n?2}~)~TkCWGhIS-5n7(9Sh?DEdPhJN#e=|p|?42$qZ7r zb&$&nnqUR`$Edx_7Oj4S7b1TI>!QjDz7gU14<5xMx9##sTOxz&-pNpaHOoa9!BQ`B zgdn!bP=O~K2-oE+0Me%q>w~iH)%co`;axN8ZLVd=M+=bA$plgvuumlXXkv{RTBww>ONFKgRzPVTT{W^IN>iB{CwK>xSDK-<8Bu%dS`6BQ=nKl-B3_ zcC%jrnB9maMlg##i55YnKK7sRHhLh;3ncC zu8B)MIzN#>&8Cxb_R^OHC^jyf>WEhs23<1s-@2DJ@#4MpvkR;_TDRduuf3IRBpzMu z^YB=^kexe#GMH^`8mpCVoL3xy28kWoawi|C3$uVLywK`-Tf2H;4Xjtd zfJ8S=q2v80yX`Wpf%=Ay#e%JpwONw2YrppbxT$i%ZBDddjYiD&l;03m$(E3vOehs^=F!}e3M>n1zm~_J)03*it8zrzr{M^u z`>VzXt|OEq1`UaOJjy(YL1qWx(OW6}ClQd#J|1L!N7K!EWpIxvb^GRHqsbY2>FvY! zvRiXOmdSSZ_zh3RkePOPTo4G~?V^yY*{GIZhr|J?Ljr>vKj-*M(HOq6b=w(M{dG>o ze1aa~OsE6k8&v8Ay7mu?NFqqVG~0p$c`?iF|xWOSz*wXprImXB@2UF&)~ zj3uI{`0m{o$jG48f4U9r)sY5M(2!krqm_q5OPGi7?lbi^YlS-5x7|G_I?F8W&Dw%++FLQ4I;&HT87ugxy*&mG;9ue_S+v>r5J7`PT<4_i~c9*0QA|H$3I`k`Fz7! zT@(>uczIpW*^}YeoSkS!7tib>V|7j$4+*%s$mV&EzrtG<{P90kqR7Zy)mlOVTsPSiTz|^k8um~1`mJOREBcI>v_hQbK zK`|FhC*3n|9ycJ(>WyOh8bx-q>}_tala9 zSynFL-c58ZZ5<}Dn@YqsHeyOSeWA=`!UyRPnkRyt`%nmRVvQ4Vy&7BIx^6=8m&geY?q*H;|iMN zHYZc!rOPuBtCXhsMxh^avAKH-Mgbm-!6`@5G+^pHIXtk2krXoMqLwtft>zv-(Eh1uyxhukb~U-Jan$mKCgMh?)vo z7u`aG0_&ZiQd3#JDsAj(>X2a+BEBm~GAvg7Y3plUT^50c5+)_sE%X=|tkVJ0fRc1JF;eZE_AYB>L2@ zU+{w^I~N78$k>h7SM@vM&u_(4j$4e1qqiw^u?|H;FU4h$w7&N(H|ArO{Ww&E5bV)B z(SK43=g%RQpi!K|5X`nKR^iM_JdofKZu&w=vt3n#yF*YJF)~R#>LEnE1xynVLFi8i?JO@v%|tZ zd?WrE&AXp7lv*3=4hNumU@_$U+L|>_KkxwOrkk;*Y3SXAp{C8fIbMI+Fqbk?VA%okGJ z5XXsJ+z`0H`(a;&aq~8@*UBxf84(_tg)d2^UaqrV+62%LH8q5(WNJNXw8_cIM_^=j zP3KW`gfsQp2p%7etI;az7NRzdmTf?4F^LmGKkRd|fU$ZECx7mI`CJI&8u0(rKxHX(knygdRWEnjF8bW@p5@yZBC$MtnXp4*E~_Aj{p(3-HICGjvFGGy z?V@H^o1n$*tzXZT3`m13`{ye5;kL2qc8N=txgsK?t00@YwTt28BDKoX2ZbleS&q*m zmCoGVIzMfl+yfN6OKMAa$B#EVoQgLCx-?OTL+Rje3JfcfgXQgWy*b+^OxBH2`oYd? zZ-SDFb9u@|yw|(VFw&hm$*Aa=ZDlCenZgfz<^$G!?>2fQeVN=AfeNgCdD7e6py)Ba z-*R*398YJ;V2l>?HL&&LXl0ov%#}@gJ3hPE3{HuYAqR^J$q|6q4r$;F0H$LXv9CtN-HDSpx+;Ua#S?o?5Wr$b#Vx?`k?u3(OVWA~W6DF!O zhO=Ha_JR-V*n1`!mSkON8G)jtP$$|D)#lj*Ai03NoP3<{H&iI=$-qkOyn&6h(PAlV z5T>u5)R?fIN07~hRKw0t4Wda0^ec2HR$LuvwW0FEzpzD6y|D@(N7dx})}WPmFP06` zJ3(7|T&bdU7R0~HP^nQa7|XjNNYh?&(hE5ZtU2F&#Wl2kb>Ar<27FnScmaE_Y+K4>1O}rmAHcZ(GLh*>b(tLGGsMYt}?PkW7Q3-WNbEu2A?%TPQ{sOJONNNYo*l z>%ks{XZMSn1lDwox$E~+&q)*};S6Z>?R*6+?t3}Gi}yY-@T2nuH3sA%E|l(~^XR4O z00ZL!_oUA7_>n8PTLUfM_b_A~JS4>fo{(W<2T~hK z@I)ZT*(ej^DO%ZsI=<0-qy$s#=8USwizKl zkczG*>YZD0u=aBsJW?I@@Ts@t;8{sJL~>(9|55}V(iELdMsOIx?o315=q&jq2xFRPM_E5Rar z8Yn>L6O{#DD$yI2=zBLQt);EnmwA8s^u3lTwvr9TSX;SXwVsBnXh%H0(_F#lbdc*# zY$tdqQBDrj36|+t{%uC*=V)NGw4d-HMtw0qux8+8+E&TsNG74IJ#{yAVTjS|Tg<}* zd|BK=SBGdQ)Sxvj&r*uHTYeh2P9%aPP6ESC!>vLYsm@H()v_zw6G6(QESzP5C4uDJ zmDT@)r0Wi7>iYigNumKEJ|iN6M25Hr;1;DtK`~%mRZvl(YFlfywa!{K?7hNzKnP@q z6+#$c?-};q5cb}C^SgY1f4nem?tOQib3W&D&U;sQp!nm{ILFb1&I;VhWiLtF4gPVz zw>w%NeYQ0tr}^AZ{%dPO#HvgCNJ~~!Gu7~LQEXP#sTbR;Ud{D^JL*k5&HAg^GdoBn z#0FJr8B)sk3t{mSdKwxi2E$>$`^U5>zk7ShIi$Iudg7{T(1+i15|&zR%0Bh)-2zVZ ztR*V0Qqt~rJl*|rDRwxhF4`{T>&M7X&rY|$-ftWqqPyEP+2wrWBBi*Yywb$r#=AZG zmD>i?U7)pB=%m_}x7fWkZSpYsoBEZ%q$JA~Xw}C{dp4*;YU22Z%Vrex(`yrX$03a? zi9;F&KZ+BFF^2bh@z%gm9|*Af;|6$F<&B-_xlsea9iBa}leqnZ0dX@q;z;-)Km3ea z;&$ac=U;!9@;qfwde5Bu341h3>KVpH_nyjuyfx(pj2d#!j=l%?Tt8^hQubff$SijiYO;O6t zX4@4*2Of9G^~fN)-P}p@Gx@ppg{14x&b@!l?)04~{&x$1*AAX$%8A>C@27l<2_M-=n3~EZ=9*HpAW0V@$)M$V29>)Iw^e!lQ52Zw@WXIU3M(ku^!A;qXDD#dFqb7sRTQ&0DeE7|#`$@}h zN~e_0pmO%16kVfxeYMdV9(UCP9Xi5>ZU(L8G^e+&ovk|k?MwgTjT?Y#xdnv>HpEhedfc2zy7;boZaiO^;-GGnC0((bgmJz~PhrcU2+GI*GV>)%HD#e0 z6&FkXu!yX3>r@!bKbGjW$Na;cFNYrMeIwsv$oKxY;;QlW%jDHW{!sgcNkg9X`?9;{ z6ZsXc<0qQy#qp_O@7)jFP5k@KCWiW}kFnkgnh$zS!f(yaJRRBF)uw!J($s0DWv`q6 z6Ak~H@~@`d2@2IFXjNdVYt`KQ9V1_z_1&CS^`0CV{P*Ja$z`Ru1*p@ zN0QBI#w-%+PM<%jp-|s^FCi}Z_Yr~f+l%`!+E%80ZCP6aR;epe%U4!THhci?^XIcU z^(k)>qyKoA)=;n1mN$PUoUCCIQz$iv98FcU+gG8eam?DCQ$kzbZ?T0{U!fUOzj0 z0vR@K_D_rb%ko7eKO#)~n#M`3q&*_7T|0*|>Sm#qIInr2LwGw$mQ9`Jt10eC6cCwcHf03mPI-=i2m{*>E>8E;)JmwfE)cF3ZRE zS)4rTpk;JlBT2wqQJbK4_c;VrS{mp*!0?uq=3*Anm| z?$i5!pFGe!N4`8&wDXLedWPdf&0J{WLc@uCiSm<$SNFY3a)Lbkc!s>}PZr#%uD<3j z&EOlSo3yp99Nw!6<{w=&*QzF+eX2_~=`ENf68WUD(|3M4c5pi5$*W`M|NZwd=RK!1 z+WYr~&^gyoT^YjHPk!Ha?Oi3E;_%K zecPHN-f@-s%l9pUZ26qe2o%SlYeb={N+*Kohg+F zT;aY&%T=o04+Baka{rR~Y&oNHCpV|;cq;#T#N)?T_A|O3IsW@_lx5SbzfZg3RD+EB z;T?zECe)SF3p<|Q%$0b2hZo$tMz3|9?(_S`TA+2-sXx{^-(h@7|JI|{tHM@eU7Z_y z-jW_XJWbf5_ryFX>h$@D@PwxCdq4RXp4k4Y+2Q0DB(3mWM~YvzJ-JbKT=>sVC86!K zk?Pdn>VCd$_}{f|G&}c41(f#s+P439%f;WZE0&dddMk&j^^Sjj(%e;@YxdyD!8bP2 zzJ@1rK4E@)@<3YgS;3L|$SK`5>DlEc-%FqDSPlHTeL|3zaiMA??V7UrLlNy*F+VHh z)nHmuG4a!x*{pGjxu5Xx&S$%I_lFLy{Z{|tqVC<@{tbDSgT?Rc1_d9^{$6}q`Spo& zh2*ExKio{)+bz}gbnBx9)GQ`c-}~*6)0{=88-%xg?X1Qs5~`(e57!m@Zj-5@8*x5 zcViplawPl0qOREeU6OoH=%+YcvFqi{PBQK#c^lbm@XM#1bg8aH=aCci`fmTnGW7?m z*fpvd9_JBP?Z3x`5A4*R9w9@fTjtol{|5i}Vd|!+d2LJE&77s3+Q;pVBpfLp_W8-I zJnGoqe-jUk%(y4~Lz*`wS4Mq8Zft71JXEDK1`eJ5dD`pCGnJupf+$|Xqk;X`tS9ap zTHNaCuq0b&iwB?Dew=TYofrpnd6(UYa`k z=$(G~?DDaY&L&vK%=2h!Xbvio)6-o!KQR``W$mbR zkU1|P!u#>%7UGMdY|hax$#1OT9?2UKQ90-IZF0hBGwHVbBC*=oQl%$V4c%h!?H zd$lHhn4FLpFM2HG1;iTl*T$uuj3XGIRM_Wz&2 zUe7-GdiL!ri=eM_AL~ml)^9t_kKfg9;uU%IX7eYn@4sHGZyYf+`>NZNek>*NyJKMX zgUzNcZXue{ruUJb%m=4Rs4up1j_u0-96hqyk=XG56`8MBbI)c-yi5`%_{nkr=7|6TRzDI4<*razm1)05Zy0&krb$LD=IGz+Qe%=e}FlEDf~unP#fQt zWb^S(*QMNlZ~bj{!d$976VCkYsr}wbN?K_4_+eEPEc@o%{gP4k=5UY(2kH|qFU+Or+tiIo*& zkKkuC#U|z3M9DF1rq`p=iha3dy~Ui8%uw%dX)}v7%7nkG;OGzakGpz8$HrgXqn#RI zx1|>z()};d#WcNvJoB&Stnb;|jU_rqr#Icv$s^U|F4D+HJKyt8c?ijy|uqrl8|)% z_G1In`n%aGwL3KO&sb{@&{6=!cCEM-G zS9%k+&feN7!u9&`vxlZ``aUgds;yqDeP#Up2i?&`55Eij_Iql6x|;2vpS@cpyQ3~>VcXoV6K8ERcCG;`Yqy@t z%9)yD@yFn!Y1-k}cxDAL4-4OYQdxN?-g9u%)#r~sC%%RV^ahFFVCPVB!RRA$cH>Hm zUWuAr-m=m^|G2vCqu&1*ta0g{OnYm+gnrv_r?4Bn6#b(n`S76*hdzbGWJB+>*av2t zaF_JA*c^U%Q0c|n-+n))m!*DF<4whh-(-HHg2krmtg^yb(B=SIE01ai8~XaDyaJt3z}A-~td_QYO8gAR67d8xt$F7Xe}SwYZ^S3Na1 z`#hvNf6M(#ZbfzB8)xOr1R7kg^z)O4mvRGt^$TE868J$*>k zJ^I<5@I$vA|2zu|y|!_-@qkayqxcc zM^m1=XWzdDg>MN{oiNlp$8tFBuoLG3-TPk#z)hyjn^6m<%RvNqT&TOE{t*<>xKe;t ze=?CrulX7&IsP?d2(GK(x&|(z#J`5Ff3qS>(;SVTuzNF;Pr%T|1Yq7zR!d!K69gUJ_|VycYg9$R2?IKtVQE>K z2Ka%)Wb6Yc1Vqarm=GOlMAl}X&K6h|w>T&xy&X!BJA_G4mqs9aIULk1cOD9oQ-#Lm z6#vZJrz3@1SJlCS_7utR1u0zIX7EvP8GOXTG86yhU%mxBRQg|^}#(J-rnyE3Kei5TqG7&*mD!eFk;Uca);I_Ez@)k}7jQEUK zBs)izq)x$L9A(%tGs=j#G%$6A^8@1D)-yoKno2njTFk{>Ae#hMOq6G*i@EJE66(|1 zUOrhK;0&8V5unAvU{RxZXq4LtBVpm(>6!_z#g2_mQm{hv^u(&lB(EY~EQ|!$wuW@h z`gh2ICb?K$lL9ABVO%(s?g1lwnoU}-us3NLegIWti6+c4fgotcg_RE@X|rBV?J?xU zu1Qdqj(uQWIl!!JD464MU?gERsYo;>oR9`LqhnRfQzJQ}XvGX~4MvhC`wM+1dpuu( zo0VhDOh$4UG0rjW3?7UGl{rlh53a5Zf$j^ix<+=T6#KEEM%HE|U{&lnJ-w1P2CG2+ zpgl%VaAX;^ftd@F5netud#$OP`2b8+f##L>!s;}BWP=<1XT+;;-DjDDmT$8dkX9N33FVY6b^Ow1BGyT(vOPa1_&Z!Ekhd8;WZGNjeW>(LceDGbTCi!o-9%S6(rU zq|CGWQv2N`ZTdv00Qv!X3z=(UGB&dx_cZ$=mfP%0e(6&EGr?gDM3R#{} zE)$$dP}h$-m()Dylc5hm9IUQEV#mNTYu1Z>6Y)(Cnzrj|r@UxDue>JRQU2G!I+wXv zGfd;@A{36}#DZPMjQ&4hJKej53SX0UVh!Is--$y@UXxD2pZ(vEc0X?2f{W+=tS83{4|^e&b}2+sy~- z&w;s^)dwF_U?P0MMASib@a_o%KYbu_$~biDJL#;<#ugjq{>%^;p*m#J$-7unqp-%% zi1w*KZXOt1cX4Qn-x`;5=XqGd&p?)}n81bFYnphsI&UM$fQ~Q2vC$4kI zvp!^OmP0^d>c;Ydc!AAbUW#|~0q(D~26-o=t+{d$8?Hw5`u(w7RC#XTa>3cy3 z+OR4{{gXv&S(76?ZNwH`ut`}+>?p8QfP~l>6Z^QnoRPQ?78S@E%Y)DIbT0{jKR_|q z59XpltCD2TM!FbAtjcnzzL}o%7ofdbteN?0n|o*Ot>L~9i;^vp@vRc$rZhsyUYwDXMrVeAh8MJ3MHMm!Otllj$sp0z;W5HWUS^5qNvI!t-XJB;rjT10%QQx!7TE)xb=|zqKs3#Yv>O(q^;V?Q zdzEmh*tceRQ7AgnTFAbN1T^#%IF@8Ye*|r(V1GuRT9Xu2%CYCoX#BB)n)n5dHeyG$ z?{c1qAKnYZZbb7vidd5rz!l+NEyc_p z81b$vO>N8Xa?Doyb;1jMAR_4=*9RKDhgne>SDnV2f)OWLeRWlcDE%rJLiytV3X5{e zLu1yMbQp;gpxGkQ!9U=C%xm2%ZO1y>*vbf_f8G_%to45nYS_-h|0vEermZ4llJMtb z=y7EsuDL>v?@vJMIK}7?+0P&wtV$C4Hj%U&a~X6P^++TgCuU;o=HWiGvbxFIqCi{b z8zeHfhv`ZeE^Pu$CZkP>BxR+a6>yn@^(7)Z8m|UMC_b(&w)R3a8a928$|aE$FC7P8 z?VMA)WRz~#Nlo$c;QoR{ceA2$JlZ8(>(%EjpwkLCuH7hgJ!YEM1tW3O87nMqaiy!8 zIy8-1fF{V#msa$_m!_!EmGl|`!xlyayucV&w%?LJtP8DUbY8YxiK;zi+<{dUGtK+l;E{tRhI@Y*UrPcid zT0Dgfx6(bFo-&Q5b4ezpYSM**;0lHDD)ho;5SsmLp;xK)AC-VoLe^Ut zMJQ12N9{o{*7Io-x0G<6`@lFIW1Sc51|oT1k&N7y*2|GIjRnc@!`-+JH6YOyzO?3| z$zIMYB)va3+EHXzstk&zz%#74R7r<(VP`D;5aQpKT<7l6(Y+ZjD-EBCLDj-YJ9NPk zN2r13Mg8M8fy`+p5D&V$jkU9X4MAbM1sH<@Zm40=&88-gH3+6>oF2>OIVDwE?wh!b zz78X)+~2qdHzRN%EHamO9!aHE&2yb|qDi1#;YPc|wf1hU!UFtdyp}KD$=+>VRQ(!s z%@001;a*=*K+AO*j$QiVO{A3wKEGJL(q5Lxxrzk$+S+qlbK3Af$XKj_ zvYoh)Ng8KKLgQRO(*1f|S8JN5)2yvAj{Wd?3mT{1Z#623ehy)x!~Ij#CGy-Kpzniy ziugw|MvI)xEQvcS0*tI=k)Ar*!&rweK)u*^2FXnXwTX#sMCYJU|`)}92&&$0uDe#MNmVyUH=k3jDWG~hxr!u zCFS|+>0J6Uj0Orw2$^CMxL`F@mQccD!iXrdpY7Pi$#j5C)tqk0<9fttr~@yKy$Oj( z4j<_r@R+f{cgx8~Na5Po&9uWHx%_ZN;Fg{~r+w;p&UX8c8)v;8@~2$U4$-#P_B(Gc zt))%7)UG*wXx;wGb33aCV8?Z5^IV zt#Bs?%2d)Auwh85s|&+3+c9koHbu8YlTMLWpU;Bt?8J4ASMvv+i~xZN&sdPGyOuCdAU^!w__}1VU|cN(V-;y>YfzGv zJvvo0%YBa|R5>%URdXg8_-()dVb2?Nagt|qJQsPEh%HAF;L~SkzpiG8-g<7Vcuw;d z2nATWB!9)%G1rIwA7V2Zg?6^53J7=^Xc22_Zky0I9nqM>u!9lDk|5!9059=0kY1Gj z+<4a(%Vx}MgrzN-`P^86>+tf5W)?u2zUdw1d=ZpU7RCY3JA z5KnH$KiH1l{Wk9Q4jec|Q*O7?E*$X$4q_2+;^ZEIlN{v^k%>M#DJn$j&W&R`iRA6L znkyHSep1HNUa`kN=W{o9*6gB{e@4UvD+xfLhJYIXzPXYbwLdZT@i5Uuur#w8*k8s2 z3fPg7IqNt&>fi-90xvA_)_{M#gIiN4XC8R%>uuH4ikbpn7;l4z;w`@$jd}I^#!uAo zNGLy)^k|czDY}(TB9e_f#v_|q?RIo+gxhahU)mb&&;&ee6kBGpAoB6z4R$hGfPIRK znN4pSb&Umga@9OwLXS@NqmFU8V8hZ2Go9Fh^{rW;$Qpamgzs-#lUcpS1o|~1vZrv; zEoHXF^2z&fFfe)Cat5Qwqc?%^6yfwY2KUCzlNo2gBCTY>!>V~nG0DY|94-s*vRiRE zWpR;PdK&Lbfa2lvM$A}IYIVynhlqHzWHk76WVc0z@o zd=D`CcMt`8!3?~H);oVXoS})hwux(_-J?3bfLjG>ZZ^*!ab`Icdb5Euz25`%@m$NT z46pzS%mZ6&!s1ttv)ziAKz+qfMBYL%rN9Y@t1*MLmuy~GmDfBm?8OEaJ5u0Mwz!%$ zXATUbE7-bI;~~C*ZXEUlB(2+4P(v-6`4hjo4f{^9#n!_kVZ8~zyj#^Szq&26D*_z` zJq**lWJC!sjrA#0J>8K~Q9eE?gm8l67r>Pc&)ci`0t2bthVM^E$+=$;Zs zQ_ZBro?TX1??nd?I7Z+lDH7F{`{-{)u}siElk}p|fWZ7|UJ=0J!;8y<`OcnWgs7be z&~pB%SH)XoPn|z`<}!b$wcd;NHSw0q;w_Le)*iUhoOVC7alm)Onai|Y>2>g)LDj?< zYHFvFNo5L;S?!R2WFRrYdxs$!iXax~EhQ3V`E%m$kQjteE2Dj!@s1AZSn3qBHH zdB`7@AskeLTwxhV0RF54WQQxbsNlO_l%aL_EaU=fK;GbAB6v6W9dJu$Z{a*)5A$l?+S7uV&h(GCC+SVuQ%bUAO`SB;n3rPf>YtIiLrFd&9XSB9E-!!LFSw zg3mwqq6!yW9lTj{Fyfq0I~2yI2C9IHG0ukY`5)`t5{p(Ex!Vw1_kfk^ma$6w__oRk za6qHO^kk`3D5i7R4+vARVl^92%4EsUE;$xcdDn*eY_#U!t9LcH8j%LMu`A>XyK zw5m4T1fRJR62te+yggSr{>`bt)kFnp>xD(>+(+QXW7vPp^OC3Rr&xtd0+KTAlexlf zvrz%v<%{7$^MR`Hp@nP)I|%TLy6xxl(Rjwi&mjSOd7 z9>ds=!|#m(sn%2~vx`AS(#QMTLyKDHnE*cwYf{V;B8ywY+A>(%>Hz~3=bFYDu3UHp zdVwz4l2nvcjci)SqeI&>c?w7hW5%1(6wsHbRszjymY_Ozq*I$TFQLENk&bWb+=B+# zkyKR7SI0J{)MhShXn4jA^wG&j+*DaoVuvqLgwQHGlIuy6wgi7ZjT6ii!H7#|+6>b^ zlzNy@y<1;o9=cwh8$4x2&jG@_JYN=6zBc+12zC(aWlvHe8!*!{21PS0t|k(?o*&Zc zG|0u{rJ-6w19PFn;)-8WAsf(GJnQg~oQOr>FDv6}z*KsL$47*h7Bl4$uab$zk`{Un z;p|SRM{}Q%j~{C>ufBx~P=J^7h)v9FiY@*NFh$sCgQ*!eF^k#H_yRESXaaau?I_{V zIU>}Fy56}siPYqnI&B3*udBTh8h;41C-V@zPU@bAnt-CLt?ON>817|n zMZ7yR-9xxxl4gKf8nG%Cy=~*Pg(V)R7Od2uXGjgDwM-q%PW_VpRg~yRQcx2>{)W#@ zgq&i}xI|apG*H5v&OG<*#-KI$0j73I|1kR2k+k!!3MQ%EdY5A55{olh>w>?tN0qZ! z5}ec)5&jULv$ce_{iNrMgTv&i5XG*@T4IF``CCi4}G z>m4R+Gw=#(Xrm*^mJD}6bzsKn4zA1gb|_dTkJRRc#+C>_0(CoZAnu!Y_s=<1?0_+ItKoM*lyPh8Vy^y9d#M zwoHz!sz?bMZf%E&n7lM#?$c&H3d;QFH@x5jfxKb2z_31{KPaS(gTj!hl|_n`BOSPj zwuL1Vp~3MZNiY#zaRTdMnGQI{AJG^m($0IzI0wU8qXt)cUa)%?uNxTc*(B$Tfy#co zSOqFDv@mkF4~|G08fU*kJcJ$5>9$Sf$?$zBF~8U>gd=nj)h%;BAa?6bE5QK{9_PTu zi+?fqGy0b^VEL2?vcIJDDjqe{P9j7cl?VsT-8cl5SNBPUOv zIeqTQwq3+O5JC`+*rGrz!Vxv3iIX_>N*r-QhFFOZm86N!rHMMyxQu-llm-tSZ2b{v z+%-M$(E)VrI#9c5IH(iehHLxr7CsDTk==I(tyln^h}Ji=Shl?j^jksvgkQY74RajC zWtvhGkg&*J#)@_4>?!@?Kl|zg zpP12-wCv@FV34cWdqzWJ!JXcWVMZE=$mD0WCVHf;;9tl-ACJ5XU|OBPJDNhNWsv)T zz3mTn9_$lFg~DEd9_1U1^Q$IBo)XrNhyzPdFYH`eX ziu}AB2mQCWqP{zL|7}Kejv$g&!HxsYwS?_IS5J>jhs`j418P{K)scv@nsOdb70BhV zyH8gxS_kB&N!rYScO#22T)=1F1+HXkVqWfowFf|OV}QtZ4qcdy9PwZ!0<%tCb8l^R z%3THATmy(2bO>x4GwNvU^9WT?=Mg*MS3scPpdrA!pxc*7JIF7=1f+q#+G`UFt%CYC zXwYyhy3+iulQX!$@wIYH>R`>z<=+QIybbu@5z$QHm+^oKbY%I6 z*)d6-+3ipOcF<_Np})wtz?pFxVRkMr%%|D9cv`9fra8f=J(N|KGgi(uMiMFt$+Hcm z(Mjg`*E{7I(zxLE8+rqq6m`ym_~JQreA`jzFpRxk3&6M0cKqAzgodpfSXx@?cDr8s zCScqpTLEpXw2eUgW4pTRc8tA-^ktia1S0r{nk;d*tokkjacnzeb6iapDweah{7Yez z{M)Na78(|k_8VYb+eBWdd@c!j#5s(y?ErG-JH&2pa_gZ7zzCJ*-N|(K_Uu!8@b^H+ z4X}BVYm=jU^IVyli0^EK>$H7&h&s?EA=o`ebL-&(bhIDXa;H#!aA{*1_ZohSj5(+U zI2Lj)>Dng!IJ792WVb2$F#1y->CI0TfGG}&iKLIAK$2`Ep+i$KnHj%;=6bMV#jfej zs`>tOeEcpgpOj=#OSrc>m~MI}d{42e#xdB7orKpsxF>LWxSrY&8HM*bhT`%`=XaUd zy81;mhq9SnzytN0?Qx3{w%EWIQPX_VNwN_^bF(5kGUhN_<%$1g_nwrxWD0+>C(imf z)CbmaYCJDfIGD;MB36?#$*Bu@#WeUmaJRe_T|@Gz{S<4woT93)XHyO*!LhU-cmP~b z6m3=5IMq;r|4CMr#R=&Mwil12S}$XS?P>>%mg%0%F1JX)xJC_jgfLN=0+Js2y~~ua zE7mHW83-db;elfBGM8W}3qPEaI}TSAdi^pRBMV-Ee)jk|#g`q2?Gz@zLgVh=CVio1 z_xHq1g!rc-d9;}xt=_m%-YvT>HY^!7;_aS}O5(*W9otqVQ?MC^Ww2hb@ z2WS)z0MP(EBM}@BC=mR;2J~u}Zm$qi8;#$)&15h|)EH_T!AJp7-1*#OYJ$+_vVO8z z=ykB@GmfIjNk1C>cMu;f7r5qHb>c5be_loVEsRxP8~D?DGn(q77}ALAbX#H3WE)G< z8`IDa-#1{npOuw-TPmHeLtYu3#{J!NE6y+XliB-7S$msX;!` zYJ*TYh>-Q=GxF_%dl-8Vx3*$-S$B;8q}m{c-3XhSp>HjXW@H?%+MZbeBd&1;xqkMZ<0D`#OElGfUP`bDSxM&c zKqT0yDSINic(%~!;T}WPTM9UF;}kQ$I*A?w=3snknd0ft)a!$0S{f^pKVteq;USYT z2hTR=I7b#h8L2h7qVl%v!F;$35WZywg6;@M6wRl9LBhKGLTU5!E%@)-p<=A5i7m@B zGb&cZbAk~TZ??fV!)x&#{&#gqfd78dC~MNAs;_dDaUKyYx4HEWNmi8bPmf{WnY5%h zdr6ocTwuVW;tsT=JG-t9j{sk)MiVu#U#HGbch)j)0#d%MjheEK;zMPj0Yho@`!B{y zw5KIq;_F(WI4rqQd3eDrTWwhII_9Hgq)QISoX1g@Ci-3ADHKF*_ zay^=&xhPQK;<(hP(uUSzwOAsix?lfW(ozK)G1pkl0ruKzek8JFZIQME2zLSc*E8c? zWc>3}kl0ZAbB!n^)V8sc+G5HhvRWJ z2!{A*s~@D~Cr`n>?IT7iK^bzYlpl%lI82EPaqs#sdr;&`ocW`W%5Cp z0xpQ{ZymP8=7C&<&_sbp_dswy3ge}zyWceKx?1y^i0mwJBuX3 zIdx1^HA!PDP6s%xvMTw9iT*OUrHuraD!bd}w=WXMe3D;b`VQx95mKB9;t-st;V0*YU1D8<>Z{$%>ofD zU)xMSemDq|tAztdK~x+btMiy(+Tr)Ap?@4SK1c@G52U~N3D#@rCWsYhI#VD@3cY2K zj#Fxv#ntdH>+QlITIbGcpF5s=Ml%ekX+_x$Voae#R{fZkUN}s=grgh-F<=#(b`EAz zP5Kcq>Q8VKB7Q}da9j>Iv!H*NhSQz|uiCr^$TxQ(<$}GI>>iv?3?9}p3Y&O2<<6dT zVzvXWpxd59T?@z}pgS;QLVW!Zqx43rfE4>;2B30ijSMC*239c|oUEE% z^#*h-SP)iZReSSVD*or~AfH0TJcnCO1Ih0!;J5MMp40f(mfP3VX7T zK~aDM4|9|(=C)>VKO*5i6e>@c*+ft|fOg`Hca!yRV%%fZ)D>3;Q}cQ}1MoK$RFfN6 zQDKvIJX%&Oo2EXK0XU3n1d%kTE*|W)E z)=Le8nGgb(-;Z74XdNEJFhTfj-T4K1(d+j>B?d4u33fKYd4ql%1Rp!jE@q1BX=m*O z9srCoSg3JLiDWc#pCZoPo<1&X){_Li9T=Nf&|J8OHP5y`fqoc?X(;16Rj^BT0db$h z{$sFQStz1}rZWB^BeZO%qKt8`c)Yn1RFCa3u#2o?j@6~|bdXd@fH0Tt+uLamIe|kp z$C6WAqqF_!YDk7{^ISz|V%2TXIVv{7fL&-`msuCg{EpbMIvw(Ra5P%wWDP z*>y5P#QTgybo-AxEDfjPhh(5t&5K6)$zjwU*D$6A63aquDyMz>d-btUG`19-kujDh zZ3I+o|! z3JU;ZD=_iO?C|PYx8VZn%+GOcVR$$RtmQ{&0qbK_+r{fGsPyFihVYu`t<6cT{iVQt z2*>)E441c1=gRC^6kz>x&FsczN1CH{s7KN|0PKxlH zT_DMAk5MFVn%@9mff?f6QXYXD>R~sW!S7H(zsVXa>nO5&J;joMGJJ#bK~{27;B;w{ z&+~_S@-YV$aK05&&f(%IP9uJYykZ;Qah2bZs1}PB%K|Xr2Tf{@{w~ZLX><#2sgop)!=2LBx~#Ex?dXm-M|V{HQT5A4W{dbg;%gjHC_}t~ zBl_bu(pjVr)gRq~N$TpXH=*=$*i1WXW(`og)&at{*o4t?0P}pi@S!*}H=5gIBDals z7C~9C@xJ?jf$YMk;*0`@0?Nj+<`~|<BHaOJ$9**l#li#X5b z7P`ODO^WAo4f(X;lNoAtfewL2~8T94KNWAkh>T_Qit@7;x;MQ+= znio^-lxc>S{0Nw%POnx;zAcSg4pgeGWGOqK(Pvd{FH{Iv`nrMid5L2L{YNB~znWR+ z?^de+kh}-y1ehp+$YXuR+m;K$8Lm}b6&ckl-GtN~z{MaMjWGwPevQ>U0Hmz5JDjtE zY-b1;cR_jBG9%`4r7yKDn+@dE-Lu=HWPPF^PdN(&?87YPnctQ9SFSLBb%TXga)#VT?GGIoXvBIa}w4V6d61uu3BeMkg-?_7hr$F;*qR zx<(0<+A>B&Ec-L!v_4%@Ih2>02ei`|_JgXJ8oYpr>p(eeQQqGjt4Z zre_k_X1APH)5voMOlw7pb7ai;Y?h@yCT|rVqi4RdVAsH^8e!=oDY>*>PN1Lg7cl#L zKo=XN_Ba*C`^11KqE~7RdBsV{tHPE(A8@$`U~zW=wZ^kBh5@i&%sRh3y~>%U0niSX zVkGe%YqqUiU=R>$V6()YD{xxVH^U^1!xW>uFx%o_W-h}O1ii9DldN6l<_$mU?*Um@ zogOXDDNAjPH5d`jdRejB+Po&uKW9pa{emm)x8YWobl*Tf+$U4`t6ND`&o$s^de!7>T5(tKiadwEpE z5_dOoV*yK47UR0eV`fhSgA#!iC=PKwYa7Cw@H#}*Oi52siA2En0A4;7#Q9KRV~y8> zhzW>Eew-+@WvR0}8ur0RO4KaT^v%X+|J-LX&^(Z`M)lwTQ4Hx^N2{FrnSCIWYeX|i zHDPV0aIK@Bod6HXTdh^3&A8xGWH3=2*wmJSHL=eF#GN6ve=zMEWY{*2-{Wh zfH&5V&;A4PT#Xdvr~6NBV2D8%_?#JPxdpf#V0pbYADQGe#xJK2mN9_sWy~~`r1&<+ z!T7_<^8Qk|RaJtH-dRZQIQTes_&;s<9k`Ef{(3i^qnK6;B)**wuC~HE__V=LKojBTg@HU>ru6D)} zm=XJ;^opqJ=ntTSY3lga6GpRapZS;wE~p5C3^qmMoh&?lNE6b)>ncqAglff+bpDrm zQ`eD`;*%fA1u<7%xK&Ofm|`=~MvOY%d%r;vGa@FQ!F&gJ=W*AW)r^&C%Up;DyBZDH z^1{kX*#Hl*BbSCU=TjO2;XRe{8#zqO=)9P&wHP|MamYH|Cn-HF?>m^MN_8+Ap;!BW z^>7rs9|V+EGsvupo~dpcA>|B`vjsQpaMkvL?3q&_9b#dd%{FJ!}ON6 z2?bCHpGW*8O*|-19Nlwx>Iwl-gyQk@yPyQ17N+qJ4{~y#RCpU^<{aVGam)yc7hEuj zUy#IgEJ>K)es(lTAibYfJ#D!QBXYzKT`(#oO9rb_n`peN2&cxoCa!gKrV(swkN~-7 zO=4G?AsFT1pXq6F1`7+QAmvjV%Dduwfrw&f3^SDM-GVbO1^ECFqp3urF;RJIbRjaJDdnm!;Ne4LRZs zbkXJ*lF6Sx0a-LP=$)}0j;dV&A#1_1V_~CpRR(^aoL0JMBT3G+NfNqR)rkLP|0!B# zd#9@yJZim>{lfzWAUW41r;}C6O$SMr>v^1|fDG^4{9;n5=ofPl4RD{ z`w*nILRQ#!M&Z5r;mbA=024;|iSx%x+@rpb@rf!BsHNze)a8{KFp9T7uIisUxWaL+ zDJ_DveE{aYOa>A;Oh!N`mk*rny21r;RMrfD zXg>fenP;DqT%Ogy`iw9t7`*wI0ggY2N_b)K|6LKjz90;8WIROpf&o8+60g<5FBap{ zN)#;4Y4x^V`VQHX;31W@KcyA^l-|frS8&*YTlJBD*#KqeRY-+6NJG*1QDwr<()<6@ zz^v&JTF+LZdhsO1i(A07p{uun;Kan$jVud>8Gj*EN#;skN!ntUniwcW74yOvm$}s< zd-@#E+WCP=cCB^Rn?W@;N{J^a{JeS|_y#J9aUt%`ei5`6f#%`aR)e9uQWdbi$)IHg zTu~KoKFX~m`^+A8Bw)>hrZWj`$2a2JKcY=p-5rjlEHy+_;pZD1Fs0z63dLbdP^|=# zJXv1|Fr9C4vLn5=k*$HmSm%ai1GGaPx2-k369#xDobFAk}R~>j~5kKmryM2+{gqNBclmZ4> z5}MjulRU@-=``udKB@jSuH?#NV3dIPH|eWPs`DMoXDxupE}Cmy(rzcw!J8Xkz2p~) ztP`e(@E49~aj6CIL8a^lGf;;H`dw7(6`l*8VmOMh=S%wsN*#JUdZ*+mTX182rh2}c zWKW$uciMl)B`At`f=CSCc6o9uQAw8Qsi4oze@{G$Bg)8H68GV%-c>!TiXxT}uCV;siY8DFPmw7#5X8?-9s08*LiniQH_7CD2rzmALS zH^qDWV6d1K5!26P7$TwhtZqjyC+d=#1A1T8c(0;rb|^*MATDDGv!5RH4{1xT&ierj zf{D7R8t>6I>W~CRQCMZXLZEOQ(|sF*vU;o|pL6<6!OEubdSmIjsoijdU;(8dXOVb>Q9cd%Ope>c^Oko`lkEYONqZTp;c1rnD-h7goa{A z`OeX+e)R-{GY|tCZBpwoTAne%Q4V)K209eWoD3Yv=gcpFzd}o|~f-y4@ zvN}tY2uk3hnZ(s_P91t^VQOjWWzy)9q<&*UU76+stABNBR#{qmYq1ds;I>28Fr>PP z{-pL@i7Bp{nd?~?8J(u4Qizvq9cdRE%`ktHht4y-Zp$_N70C@;(Vw-tx)nEhAIi4^ zBZqr)dU@s=UkFQ)_z7P{d_p&ipl16#_)XvN+6&p&p)-4ny9oAg z4tCc_8BV|%NFwC9>P*oQJikA$bGfWLnmYdy=7!eyFo$M`1PkFIGVnJgj~4qiq*d!t z7s7JT%3kn`{^nr*lJEzBg#cD)L|ZZ;DwI}(gEx?u;ohVeK%ZJ*69oNt2RjRtd=pDY z!o4=zIcY+*mL*TM7x)n0{SF9ds^?xj;{{WRRvJ1FW6+3^bATnW1DyEQ^@h*!Z%$?$GW33d=26Sh|SfABjst; z@)J;@u>jjC9bc}WVAUES8!D|JvqZq_&46idH;i=EMH`z*ct{)$xWc(KDb%S%U%MEq^^tCa zh2yPWO^&FMR{V)>b7sy|$E8%}?Epg2eZ4qO6yVk`C8c2@CTYyEj=z^{DU;<^?3Kt5Sy}hiK7F3SAR_5%qm+6~XNvTN8wBQ~&l3@l*;pJo*bvB`lM7 zLRj(}c#K@D)8)qW)sd#`C!y0N7T0FiMFvX$z%%)N1-*;xKaw&*tab=Hg!Ax1@rK8e`Ws_DfNJKz{9PS4C*bPBCBNeZC2lqO z+Qbzq+Y$?eMTc9N_iBreP7eJkzA9|KVN$nzS9r%f>UmQ)I`!K&{AMT3df$Fbo_rfC zNq%_!jtRCxu~9y>cG-L9p^51c(_l2TpLRbpPLtVKEJR|4jjXC5BqnQcM$1aYf?26) zK{drhM<5sM`N+I6DQ|qN*8wo=okkRVL4nLi7~mzg$0dR6gc9Ef9m>5+9zKT5-ghPn zL_l}w!JVt-eHJT|dL=L6tcr=8)CG;+h}3T*-DeK75?YqR74m=MQCStERqLMZ_fQSh z*%qe%ZC%CiMwXxSBA#F8U%9nDQWZ`YJcbe-G~J3)PlsvWw`k^HehNSX`pa?caZfrl}~(_mKj2IKuyFpb#?bpbh0`^0U|7z^g>Y@Z@1W`*zPI=05DFWk4VB%~O zqjj2QCmkit z+E|!24M>ukLp8!|D^+;*dVYCS6q20A>P@cDGTI|smYSr;E{vz&V(|;;ovdSZ)Bf&QV4UYGosRaqEf`f{qz|l z((t9SjwgR33;U7j4PrXN;R9E;$*(j+`AR}&+%&2?WXIuW)s6*-ON|7kLU4q6uLR7G zHEjxx;qIZG!v$^W(LJz?PJ#MwnPC~qs_P`+01227H5LY>1))AGtimM4xg#dWW3o3u zVuL4W6^o@^y<#Kxpu{AFDeYuchQ>sSz#Et0U6?r^WEz)L;SN^8CqyCPVCnh^GbW&z z%j;hjUcx!;%Si%*uK6!Qy}A2eOr?GgZ;GGWcLr!f4kqtY{SgFo>~EP+tdCn*s}Yy6 zs|Zekl{&q~$rO zg7iWoT1Dyi(7ui_5fL8bClejUJ$JqQni@M7JLwe=J^YnXpE*_#-21XV5J}1`}A`R7(Ool2dpD{F0Vn67G1d zDl+Hd0ezJjI^VeJA2M+S#a|+vY8AfmR9hg3U8a?5 z=O;S!{^;Wmt-|NMM*ULSi_rHc;Y~lv3{6_?im%?1!7J+(8&;gdTUbM_$6$Ck`gqXW zy-uL076SlJtc(oP=4Wrb4Sgm;4m?56^`Tndp-jOFESGn?r+Cw@F=L)Nm;_!~eRjxb zxk@3h$8$#O{1&*i*_G6;1LldQrZf4>>n6{epSg7L{JFQbAKlVh|8PM6vGSh&E#(i` zyyd-DY)231e}86+73sb`TYLk{dTr%pYz;j}`;$(+2n^y)Y!>>Bkyt$fhtV4ugs#|O zdeWY|-(19W014awCDsF{?2t^zqgSYtpjlVIgz>vBcYbH2by@xco+XsGhOYNVQA76r zRSandO}+Y6IhlLN3-Cj9roQ8lkt#spY*7i(mF(Y&9qYRK00m6G{kVb!E)<^$YM*o z#6#P>4Ssa;Za(RXvwM|zta)f0jK^4g<&1JIaPn2S=Q0GnSE79)lLTCe>!*0Of7qCM zBy&*MOE&b7>S#*}P1^WsIchm%m6a&<-i{b-r&1_b_=&$T=2wD4E1R{V=kWYcu6Uqv zqk}s98a4%hk*3v}v;@CxKs%_qCr3tNLNtev^Iqr~^_&g&X?_6p(V0{JgV~uK;j35S z-C=`~RVM0A_H-@dBkZfy<&fo%0(y%svGh>(@ zW}gYblG&l{iP@118AKT3Cc>%)M`ApwffvZGd^YJ5#JzIaU*bY;HZkYEFigG4Bro-lw9IKkT&bc*EcyWVQ75HUJ&dVVW!l?f zo40J8>T`=btJ}kcu%ro`0eo{JXuV;YmoH>#S)6aD;rgaFH} z8!Ft2+bG$DmC-OT$cflr9S&KUSUD#Ih3BlTMT<}4ex9Px!6x@83e-ot$;U*?uMV^e z4}h%i(by5fpOmSgy}2HeD36i!J@&uA=-U;RGLjJ82AJ8*vZdLGyn)G9fNocq9Q}!) z{{{wJ;`63{xegvw)5~Yi-mFGvKDV9Sr{pWUlq%(ra!uKJrsHP(n=q+JbJ5#4b6B1o z*0(w(BI9XV-|5*=ukEHM6=Y#9VjOT9TB^?sWo=6!?3I}(mj$+ahZFWPazZW&!=0yw za;r;Lxbl~Azl^LYm49>6Cr|=`$=OdB$r85bbjz6dKe#x9*OOkG=R^JUAW&34aT;`6 z818J7ih;$KRn^!M8q=1bCjCYXM>`z;q|6jzVvlIG4L#|skX3Zk(k7447j$TwdOt_u zCtx66sZT3upOy)L9T=|3t<2(XgR!*-ta@jrIJ_`lTo5USIBxp3bZ))De}`IS3rnG^ zPDEO?gZT~g6LVkh^QP-R)>ypp)roI#SiYtr@-zsd=%cRxAO7rLWCh*q72`4%3)8V| zTP%)WdCrsq2fB-)pMY%K$8(@vM(-R#8~d3nM0N~YVUX^}^ZF;Ee6lKb6Y1&agN$s? z0AYS|NwHYcjbtyH=W9p3c}i68f)S^q9B5y6;Ftuh?`QUJ$$DD#9ugWJtI@TG%xl^% zAl}QUf$kF4)a$>*)yrW*$rQ6=hsBlcuY>6=N0bB3;~LS%=z^EvA9$|!xV~ICHuWj= z#Z8i*OR^?uFj^QV3IcXxe3ZlS=cvbs#wZw@pH!nR+$m!$J~z8zO$;l@6k)5Oxh-)i zl~jgxBe646I*^#>rO1_E!&#c37?0{S@2e;u$AQ=u$GiRd>)_A6c=_fl$94jq|1scs zvVw;`e~qDQ8(`PCovRBXTKRor)Cb-S#rh7$;O zxyc$tgSvOshP;VvBhSWHQ<@=|;B5x5z=v;gl@=73VOa9hprU4%p?#mUegMgeZ)7^#TY=^~(nR1kn-l*YV7ZOx3{BMCl*M`c>kt z&cWh^iX#B_hxh2I4&I~Y7fnY7Z?8G-v%7rx(#;Dd*0*sbMS0@cFV^EPT7UMEZIhMq zq4I(?@s8~aUn{?}W+J0R!@*YE_U>NmII2;B!4f&2^E`~T2OhTmbnlcO+V|>lBQJ() zQ?r^H^y8UdOCb@6s+mewT4R#z5bo~HspU>L>^y+- zhiFMwjD`Zuc3N0CAU=c*>ImgFy9!zEH4WCji#~XT$sf=62`v%>RK+#6B&D-9Y}`XhFKBcZ?Iw2bl2E@L zHbg(p)Xs#CRnJOAtuWYnZsbP`q~lcWmt@W;V3|9Hglp3I4G|1GMODR$xU&Av5mFeo zcEYULLmJS;1y7r61P~GC`Aa+L{=I)UzLfApb5s6+PnXvWN3;j`$*WA9T=t%Fg#PJ2 zN@`&E2J6b>^GZZ7;QXp_x4d#rI8{xr6ElNOR>YHE1*PIS~4c82Rn~j zTqcx?=B~j_7EOM;!OIjYhaz<1Bez=vN})UXckj#!J=&^{L5rlDgg6a|a_8&U+l5kS-^3KD54h1< z0BWx^X`uBaG{(+^ry`#VR%yL84Ia}orD)U&$Nl?0I&zr`6m{DMt}05b0mA2?V8&!2CQq`O0g!rE>Us;axr~^ z$7DxNHh1Ml2nxWvHp7~&)|8h~g>PZS0JQL8Z~5kyMhN!eaZ|oIWp#sfc2E~nz)%dE z(2G2`ThM(=E51&XSKJ=qkN&s^=GIZ#NOT1b=`eQFh*9urHsQa01iba$|H&wdRPI z$0T2aA?dED4DafN>SG5;3H;=AYee)uKC#{*8MFXP6wg4%Z z4nbL=LA}M3!M9w$2C~v`F2yTRDix6VfiNM`1vExQ#|@u^su+Utl zYr738wehJ{^h_-4)@_EYe8_7xsz&lDUMO~tOHU?5)X`&D`iUD1mFI|}zaks3r#=&9 zS+QcXnJO9&Bp{-|a* z%sr&y@Aj_XG?UL~#gEEWLUTOFJJN%nSfRM(3M8m2O!oH9PIgF;lme8ErPc0j&+N4) zKVZEkbxe8V=0aqtTnt91f*%>tQY+I_&z=T;)K!-Wp`fRGty&7}M4qc^eRij)GaEr^ zfzIKS&Z>)z_Nfra0jFKI<)2tJnwABs1|3j+8-87b%iMASxTRCo-b*1ub`ljG118fW zW^86a>Ef!F5v>xVSRWmq9MV211$gdJ7iE#hikJW-3&f$7ljSk%e)`)m5+t6mXY@3u z6xg}1!Y|fMxg>dj zM_296u4Ig6AAl;CpU^Q}d)2+og&CW|AMhOM?slE7CWBh{A=YFP>{1?(y5ZL&5R^k} zWNf!eS0lAlxT+Dlb79tchOS719v-q&bElTWyq6SLAW3_og_$eLm`_fMk{tzYuFcA@ zXmRJR{S$!oUSWE~q$&i1^RO66EYkIc$5$uTkdC^7W9TStDKJ$%DQHB?$Lu6|6>vblzcMav6;brC1(qn)^YD!A?nejXG=@Dw3DTHx*;%j*uowee_xV&>oxY#w) zJwShnTx(#RVembr3aumX$-X zC$(j>a9mTGiYhE2=?bHxL9{8>R|>A;q3!cayyoyYst#d;C$2Mn%iLKT;&7ujSCL{X zcd@!Ghfc<7Pmur7#TKs?2C60B;l9e0itPHzVJjo$3)U)iakulGu=6PVJ9AL@Lm=@- zGCBCR+0Os=e*3?@gj_!Gbn7m=NPB#fXXf+7 zfV)$-ueVCd)2e=jX6%KqCAYmep+1o(`#)U5pG*nj3d?A$FCgoDCz@hx-m_4bkLJ%Z z^9G|fx}(-zImx8Q-KLh+WK(X>?a!#D7cO7C^X=y+ADy>O#=&v>YK3*gVRFwgGyJ*~ z2WQ93Yqn>ssMq#d_uRIBfzeO(lGtJ;rCFc~i36J9$4IwS@97BfdDO6~7s?X>G?bmc|DLlu4KWY=8YAf;S zS2Zf0+yblilLyto!=7`kjY0_tmnp<;%bZT{yPsN}IAL?pw7IpRHc#J%0MV*YL~O?P zv?hlOr4ST(L~GqiU*n9Wq7Tij#M_$1v8Ko>>W$M_Gf4X>!b=Fh(P25~03d?5bG*kr zdp+KO`U^KnBS=j^&->dWa6A;$4%WqQHK7p;EA>ogp?i934@?~Z**nSzYZS<~dd0#s zc$)X>aPS~+ociGdqeqGv6`Uw-mrP22!4>}Q@eM0O86Bi4a$q0*hLgV1OI978F62YU z%;+gcKhjQ`p`57G%MYJuuWDs8tSKSd+% zfQVW~Jjt4wH74DTR}9MmB*6>a0Ug0|F}3wJ@nVa^`6H%a&ss62G+hn-3J>Yec;-y! zKuA*W>hKL*LFXeVL^|Y;JlP(i=Ee@|x>{O#}x#^xh zt;R@TM5}}C{o6eUOfTA9IQzf%Zhdvr;<)SChx_BbKdeEB^ox5zuiZaq_LcIv zhcEsw@B}USWEI&LRGc}@#@?_P3alGdwR)y@TPJ~;lgT=*A3uy4B zkoe@txm|%Po~~UEu9XK=QIl_wGmNJ(TQe3}mCFY4NnEh&v$g9#8~7CM!HMQpheOXD zdWD#3bvS$9;wY8_liui@pkr0wCWPrm-Z}3R=Ur4C2sT%i(I+Y1SQ{IW%3x*ANsO!C zt*co<7p$=W=u;cbvdFob2I+5jhUaiTKXper4_ZD?H4e0oS`R|6`^{-~yJ|?R7RbRA z;bnA}CbSf>+n@Ys3;FJ4oZ|g-dycF6zscfVO=^Yi{33tK!t6Y?_rI zFl}U@se2r$-z2&;4%UYlvX0T#+}%tVV3ViDvl9lUXAy~x5tKG4)u*P!$u@^eq@Rc{ z+Z<@80H&5?WBrje+4LhS@jLm<`RhNL-K$n!zxjvRGm%ix(Z2zp~sSL6sIDpmC8omebalR9_7~48IoHrX)#k zIDtIuiR}iEe0u7HCBZ^UAWfVp^CEzm5Yazfsp#sJPzteDHb{JFfDYM~t-y^=(!ZBWhwcCZ|S<0nGU2w5t6!Bi1?=1i33>fiB8 zc5j`%^hV(k>OnKxRC7J$3qJW~7x|3*Ow^f4?j(2Z_f#^rj6%$*1&^tT=GYQxzfqEb zDl@nI!~9=sid(R@Ea;jVirLPS@BreTJTegLURLuyOeW1iurf=~1aiDe17&aG>FTZV zaz*S=*Av&u$Niya;KIV>>X_}ZG#RYgQdu*7>#XL*5-0j`h!(9$bDH{U`%ud*EB`!o zR*4gbWC#GcoSeAYTh+awTZFLlD!{uuOY24_SZl)HLC&&I zyr}M*;X;r*2~vuZd9~f$Tqy)!zu<^BM+W+G;?QGjBWc)0omrO0o8%ZVQsLUr@rVI- zn^Bs|7y?pp>peC%+Ko>8Ea5B&wT6x$-vd}Bb;X>SzS~${r{M|$0hXG~uI98AXwbh7 z|3uV;fZTwIRgQXPW0adofagB7#yw(SSMK%(y#JL@^n<2Tb6v5lV3hzuOIb5h%Owi_ z1oizrV5$c*H+m&wL`w(|vBYX6E8lOhuZT2(l|jmiVLm!Jd&bE7E!5{{M#YwIp&ORu zT?HC=!mNyR7i=blis`t@lgn|{uws2b63$^#bljZA>711fEe#{(Wt%YWKu1+(%xL>? z1(>~{nHSOPv&m1AnBlzP`tZETcsZG%P(eiNf+T0Lm(C-MCP&JI6jUMe%TDmK&)C4us9fL5ln_5UC_bcc# z%uesIt`efei0w;Hj_7C_m84P?=g8AB_K#iG{paR}o05&1CZRK1lfA_m2IJy*=EP@= zu$Z=qnT;jD5=3;n2^O{sOOe}Ma$OLp8EPhS;-h2rQXhDlAuUZ)JyEKoUkBddbEzPf z5a#gWXH?cp=8I(0PKn)>(&x=DUOsc??8Sn|2UiarJZSpN``JGsV*YFhi#w^l>Pa$X zb<+#JdzM93(##$LYw9+|)F;Bu%<|bhR)`G1AA0#@siQf#RsvqWiym7MgB*v$mrKG) z17LOr1$!m-`9#S(A#BZwGi*Wt1MUCcV|At-baV(n4UI48L>72aNrz_EvzWU~zf7D7 zhKbWflGU0t8xtTNffe>VCuUOJ7H`x%9f7GfaC1UC8`dT{fs1vi<&zCj-YWb5M^(XCvWu9L}S@@P5RZ%XjNbI0*CFy1Y2J~$Z8~&@Q`M5`Oa+BypEsU?f zGKE_rZQES2075fvFpK9UuDiOSzgdwdB|vqZPit-E^d*Zw!~KiA%3?CT3jYE5SciTm z7;Ok^l}d$=@yzJK)aHq*v}ov&J@9%2`_~D%Wo%G-27T z&tWM#$t_1LDP`*-_4M9*w_2R;N$(Y4g&(*YX_r_3X!#tgwfqZC-MVP=r_W3F&XwoS z#$NG(rjft%ryA~TqY-6TSrR1Q@nwnZfL^;jpj;^|nx%hF?w*B#$)il;Qzh&LJZ!Fp zxW3}>f-AB%BTqFVrz=eL4m(m*kR%uf7wL-H&%Y!+FMwh1Nqllq$@5wt#*64y%b>1@|LZ|W=UPDCA?-`v!pv#%=KxRR53mZ-nT@4eO7;D z*|H^iZ68)oN@DJ`&$tc9y=5=s+4`8NoREoFPk^4znk3Phx;#fSV)W>@b9P?g5`VA8 zUD2O}zQ9$7qc@qH+%m&lm9IP!qCE5RR)t?#DV2DKT-rqXjZt0VF&b4e2Vo5^e`+^l zyswga-57^*b`jQ96sm@&jKXY$ZWT75NCgI5Dx)Bxy*sR8S!{u;w^Je`V|Hh$qwf)? z3=W5%`;|t#XK*;j*Pn&KMCuJuk}z_l~agHKS-kZQGjUriL26XHgQ>xC&->u9N0#K1(=HKj_ z&rU*n_Cq-MW2^Lue0j4_E<{UvX?)kM_3n&j9+mM3D<)lbNziC&bnGE1%tQ%_Tu#KS z7yGZ!XG_uMIa)-au#S`NjavS&VNYxhRT&~D<51ULY!3c7tBSRwO5PeMgvU>52Yk5Q zY3JZN9_g7AZ+$sQG0K&$gCEMkmAhAN&FM*(urhS=7(-v(m9ff60ZhrkoK1Fl_n;3SLMA8t+zy%w(@H|w z8<8TgLn8IFBYpkyh5^#!0W-@;7?MZdyAJTDGZ!z|oqeN+qIEgrqksL3kM%I+jNq+m z%Tp(Tplv0Bo8>f~u^ z?P=-;g-S+7;=w*{`F!N^smUBGNB z3O;%%y(MsXcgQV*0lk4*4Urtzx5&g8 zFn*&)#N8{oVWM5IGUxk?!)2*0o?rh|o@jK|uj*qnqaz!@!6;d25%^Zdik?7S@0d(7 zORMWkGdohGLtx@?lUgTq!SmFb7+@@1ed$tGp(f%uI!*)Iw7+MH z6PuKQ>X{R7yv=)b)hq*J+3nv-Db2&i=;dKCnol!c8BCVk(0UZq>q{TqJXsmPo3mj+($eWo<7Eo4yHd3F^ZpQJA#Rr z{InS~;AWQ!(}$}eGi3ZQWHkV2fD?l|5zV4zaURT=6{TfU$M zM3-=HX{yF+T+|DjqGFyWBAj9;eDl|fhK$V0!2ZnYK=*>K2^JSZM0L*jX))P!^W(4JqC2}}g{3CPV(Yq>uuTe%ai6YW8Sp8k z*w6}W&yr0&*p}D+g;nVS_mvz!OGaOZ`aZ!Fl!MqX1m6 z#GRYrSOkq_cesx?#grC$3^wN2e9i0@nM)@8q(|JRU5OTSRkbq z(^HOOO_ax2ILsg$aB(f=d#r}?3YG>pT!G(=;>`m z`NsO+_K*o2^Mdo#a9$tfb129qtP_4Kg=^UGxdUn5aIXePkEGniB=G-rNK1rcm~u%u z24~Z-6?&8Dw(8cauVd3tumrjicMErh;=lR3nH6j}Vg>3t#;2=GltVy=apjg!(gL<6mziW0JbE6!G>P?_Jy@9oy{>1vl!&nHE zIe>B+@@9&4(Akie(^%#K3lf_=sRPO5Sjtswlf(wE;v=))F%ME94wzBM$j|SanPXlg zTN_v`yTa|aJ3oXUiYRlKFU19`pxnXoN#*3yUCWl=U}K7($^D}rL|{vl^H?M06x0t6 zSa${%b2;dH2f0&X zDLsIxNatN)#rT2Q05sWoIO#mrOaBntIsGAAZh@6i-iOUuPGe$tL_g^?RDcDhfny7P zD~4>Oz#~Q=Z5kf$58ngfHzmb%Uo;&Gxok>?ztiW;WLPNu3$kkGbS}0=xnljhH|7pq zZ)EUYvs2hO#nl>m&A*_kaJa=|jCcA0Gz|?(@Cvj(4Q@w+-ax}5;7EbTw7};eeCE^d z8a0N@{s8Yo0J(gP5`gh3PEdCM-=MHDU;1S%>GZeIli!EiKl$@_<83qTe=yBWzHjyf zYa$_X9Pf0ID=^;>4cIKu&ATWcVqKJfz#bTWrki7T%#27iWZYo{`g|4TYitz`86^_x z=)bRkwiUFTIKT-CnU0&C1*Z_;;V54~f4_;f!J&i_d62#*kB)y30=0GU&py^gT7x%L z0qtx7W&aGTrMtdQUh;bSE>=$Y0V^ZjBX0~-7EA+e&m!0RW?@(z=?*prsIfBW69URF z;LW^4j_d#69M(axhF8@ZT5yV7yKs6xRuB1}fW|Ecma1oaU^lR9+{uAe6nBhE|CziU zdioH&jb|bI&X|@`kL5w`2B66zTuBVFR!Rv1{h5=0zEAN`g&veQupu}@Lb_neF1T$r zkL|*tJ z2|12vu)(rPr%YGcK7wx3`sbT?9y35r3MjBO3Vbd=LHO|v524`Q6f5(E#T4TKNzz_F`zqhvs%+`|e*6TO*eDEZsZTCI4vt|8bmAvhcq#?s!y7Xqp(H{VdqT@IieH7jiySPD zzYX7tZUO-46ZFu|=56@m48L@t!*=AFtLWJW;M^WYx9zYllAU?gHAq@T|9J!tHOHC( z!{G^frpxd>9m#&dI^jzqoWB9$rf`Cj?lPQSe%%%RhF*pnKZY+lk}b6At>fD3@WU7I zgE#3bj18gp7(EA9Gy;yO!|EFA9XRU=9N$1{ z=e4_tfADdW&=D*;-gb&0yFNhpJ+Sa&Sf%N@+)(r;s8^$_vDD`5unXbl^h=tHS{4_G~>L2#H-#T0CY zdLA+IH)6zWH;Lpi9`6xU>azqW_J`N7OzOJ~+KON(q`Pqez4(fa&xC%yI4rQx8tt;k z6ExKI4nvwph!h0S%{hvixupV?<~d|_5^G1FTyl{I?A8-r9x^}xNqbi z>7}X~jCVl;RBEmjEioWVdBr$dXO?4JtuIH>o{$ zc3~lWnEJ|_*aX%0RVP_lEPqJ7Ap+-LPIPbgYvI{GG1DZjT>|VHWno$_79=#pBvRMu zKDwre#PXuj3t(7g7Tg9)oM;$!IQ_z}7s**+^xp~6h=ZLa7EYgJbh!7<=WmpW&*C0U z*=G z{MIgH%Aly&*)1{dS`tUZjW}36?6YU4*A)4?sbzvIcoC7A;+2;w`WN~tlDun=hF@ps z19zH(%f$c1b9haYGn2#B=TSGz0O-4yo!U9IsTqAELLPuAIK29p&UmGml!&dR|o`nx_B5xHW*cE~g&C`SL6=MFRelP6fe+ii}`Mg!e>yN zXxL2zDldD~;rs(y#-uzqJ8=YEwX;+DXY~131r+}X53Huf3u(i{9bM_#1oYffL4tfH zuyZOY;{~`i3G%rZFf(7YI4T1BS6;O}Ra#IjH373()sJKr#5-d!ETS_ODep8NF~49?P$y|MJ(oh1}@wk|H^{ z36qo~Q_6y}l><-#tCA1UXBW(8LUgMBJf!}wRm|;r`QW~DVu1&2< z62(*R-zB~rcQ|s~J_O^Vl6y`;yWGU2+Ga5Xo`k+)_pl9qiZNWmrDA7Xh`4dUuu`x6 zld%~ock>SG6uIEh;*pjO-gF&0ci$zs>qF>4+wqMNCBqSN92C)F*_tVlH|b+cOa1XS zu`upn`P@6#hG`Gf=Q!4oYrw{R{nv?xtrh4a?Ervnq(;$BC8`3iYi(l)~D zeAzVwV%@RHign+q?v4zYBUNI()LS->2ZD2@G2ZE-e(<^~v_t(ILC0&*c;k`wmxSq1*qi_M<Q%>uJgZ%Odf1@&pS}5@FFD#6vBGa2#@{`}0jjWs;R$IEz2G3~e z=DCiS%7ZP?sUOkY%e3J_y*RnA3+4|Smfmf7d~KSOXg_Y6s=YJ(_Ki7ClX$F9hU0-% zd|pTYR{wBgu&CXr-P-^QRK9*g@&V2j_hpK^N-8;|$FPH>))Dq{q*ARbERKKl>%af; z%`e}7^Ubd(mybP$`I!vI3vduommJZz$bHW%&zU|C|2Ku>0F`wNn=1L4Q8AVjuJ_hT zU&o1w5>?;eNaTt87>~Z|RGi4!P8p09??Ag|L{6@WS(~x+e`0#N!YLB;1)9Q}q=3}T z=B?&+xOoh$+dsf+o+MNgFI{##chtVjnH#f|6EZ&|e1>P0WhPg<*VTUujo0-=1{lT5 z;NCj;vN!3dlc%Vm)w_Tr2RJjE@7tR@ERSlT{{!YlUL1laiwpImAC5t8EMyC9yRPSStbDxK!Um?rZ7-BV%$V40>aF7 z_1ifqY_%BNin08NhSuVhP?UZj6P@^wF;qM3-}Xnf3OBVin((>mXmgO!HKrX4<+q8?;G(Rd*gU_*{NX%|D7xx+5q5ns zTy?a2!4uQcyC2sPZ(MVv-9yYh&N;nhwcefCA{>va^Uas3YlZt^a?+K&>|Eg2#hqSN zNWRBCIGs}?{n~Ql9!nMUd`A0F(O57)T=)Xc((?KzqsO5#PVyEFxG6y%qGK*HmfqCGroequ6FKK&> z@*dLztzsv&`HK@u5xVmmtzWqj7fIAoZO_1xBgv{|Ff@M{K)cBQGpqiLW-&*@m)ny2RHPB~N~Y9)0>ajRG!l z_w?=|Reqx&7<{F|jhvYI;f_{%5H>{*a?T_Ye6@aRu?^t=IgQ%&osmP(<|U*fjInUP zrYb<&eueXDloPIPg9-r>xq$ZY5$Axx(T;85nEZL%zhQM|#C<8#3@*~!pJ#AGW6He3 zby6EVw}QwUWf$t6n1e&+2(z$jW~+E97OdP{#V~(9H&k*J<(;RWVR8z3ybLv+5-`a_ zLznV0>ZhluwfiydlQS;vLz0q)K{uH@7}l;$y@JdxO~D_~@GbT}%z(bq=)A6Z*@v*V zVc=RcC$?H?Z-FW7Etqu^`F)|W?(!1QI|~F%fFMgjt=tEiUzcec^E{raEdwq4+NmaZ zoT(L|{2y??b&}QNyruxXUq+?`kO?wQ;&{AfVA{A_%D4|Qf8%jS)Re1iYkE-d7A}cx z9g+u^Y#XIQU@I`x3p;`iOJ{f6MfY%jdG^%8P*ecmh!!rPpAmCx*du$9fbA7vH0{kW zG`D9hP;Y*X`M^M1uNhE!B}B?#ft6|S7fx2zgmnXzXvqHWOqs`4Lw~JW0ujv6g3zvv zl7uYkE@>~ZbHkDL7kWPyOqUZ@_Kt^10mKD+$MYoEzS!RJ$OlYbiFit<+LXa8kkg** z>zO8*LTT^7z&KC(T1{1mXKO@xtom+i}#+6PS#Co>m=N*(2zjM1B9Y zOE3^(T~a9V5?F`{o)ji=;9bWTpQnEP8}ahHj`uIHX{r*BMqyUb!In>H8s1#)kfujy z)X=`noa|f`=CT@%;Ss)CYtYT`1qi2L1@>o|gc5FYnc8KG38h(9S@q2wdE8PVD!Fy4 zs74Yp!HfPLdPF$=A#KauP%>NMjy5c;+I^DeTU&g_K!cgse%JBPWiZ25SZt@Uk_rFR z)j$boW2tANMytcthulb)u?G4Pr`_hZtrWw6Fdjzwr7n=yZBV|0<{uDu7>*Z6@q{PC z@s9(?&cT)_w4RPN*4*MK`qayYu(;*;`&s5nKz-+Ymo>hSF@@{2QK>+pS9irft<7FDtUsF1@Jg^`hgTPdDIKOn#Foc@+yAbHM zBaKW2CI<2PZO6+88S4u*|&I7XLGWi<55O6$sqo7+wmn=Muf69sMoC*0~`>3m)R?=%u(R zRcA5!<03|U_@3k8yH`y~7a2vJWuf!AWgyBHGBq)_Fl4Aiqx-QIdOyQ!fF+8qn>OxL zl&sF`a+?Ku+v`9aRL~DI{8>Xm6S*^>F6$R4@Eh=CWmDh3L8#tye0qqX*EBTf^)0a1 z9*5hMSE5ZVL_42h#8sx_MMuW6I&QZ>ksy8@4=K<`wr?d3BakXgr58Gd=T?mkr)-J{ z;JoOR(ARh*sFqldi2|nM`6KdMq-V_Lxw@d} z#x$v~Q2}*hBfqU;gv$Ds*!RBU58pHEhNic|V++Jez{qzu#|KMP9@Lp9SPcZE^=ZmMi6F7VU&0Dh(X%{tUsKzq_Pt zK=2~KO^a%~+?7oz-VXD$XSxhZ!`8F2CX868przU9!Ig%>o6vmyboRn^;ynk)H>{2r zaYHZ#_hkiX#v8?gO|<6oN~`~fXNcQZ1jhm7a?at5*s7Iu9>-hsZwOh1#n$G#&ky^; zhGl5(GPAtTdu491!MGJ^j3K2zQ`zl{VyNKW{+Q<8nZ@P>%p;X|Fsr*SNtZX-u#ebw zaHPMw#fOH{Hy7&KaXfZ{ToSqPq7-OuYvAb#Z>b+@fP0Ll=CS9?uZIf@Cd)xc% z%1!U>yk93yP=2X7>hxPaVQuh1cJH+pkI{tBz&Z zL=Xa~Rx9S0**4BKSR=&lVoz3qscyMCQ~19qwqs7-&Z-)sI70!O`i^H%bU@BXs7Xpe zbLW~^3(dPq#Pc9jY(K!H?|6H;c=Qr9)bq48_D1qX^*X5f=eMYaSv?gw*!>{vz`NeA z=Z@35LPok-jBOcUTj(*RDeR#kJS<$Y%W!0bCzSD1#wN}xO|8;Gc5d_Qa6zz7-}Syq zOvYm0_5S@N!A$8*^hrsxPW86Lhyl4(Ug+^wp_@IclVO+|A5+QQxIzf!- z@4yD^6cjbQWon8#BftI=+xMRL)nl~LxUN+2x;9pV=LyVdfW`GXrn7UeV`)+iKP<8h&G?h5_(Z( zlvV(dP*hCXcpf8rAeuNvV0&D+nNyk^XX}8-JTR>@yND@nreq%^Xo|Wp*9wv z%`RRmqjOIqg`Z-zA9{axLGEK1A2jwi@x=yUfX#I6L>1Q5UcCQ~-MEviN>dWqmX3V) z+S%wBDJy-wQ||zuR*!x4k@xLmw6ct~6kfauXILd#75vl%ER@pm7N+~i`+a}UI&KLT zY?i^;EU2$eS>4XqMwq7v(;lIoHR*F1#e)k_U&?PAW(|NoGr|By0dd;1K3kOM(VyyDhhUCIkLM@p8FeK+~oabIuu$6>d^Zu)wk_unSu zQ{VB;uuK&!?zZuNMI|YPTQS-7Wp?liCZs&=+qDrB(SV?HxREZt^e~_`?u}xoZ7cWm!{H}zv91D42W@pVJGfQYhGCc{qREy7Q zXI|KH;EFI7wC<{-x0hLAoL3QhSI9G`J4OdrruzA(P_Z#MU7X8m)_Ht|eep457QbM> ze(e1e3GsT?6HETs`yGE;XXQXtY)1uu6UONfle-issG`J>p;g=96Fg}wE0#xy=K(uE z7gD#rjAh*qJOH8gX5m!pd^u0Vgg}>M`gUEGjWfRY)Wrpvv9PXAE|mkbOr9 zxiIGAV~gghCQZ^8(Uh{Wbg)tA5mFhj5Pk1v*$XUIb+LptWZw}-QPS2@Y?2+a{xzW* zGkxNH^0rfXZ=`Z?(}q0j?G_WoY_n+M*560`pOu{UW7c2`;?5WefRFR?b8NjClCoQ{ zk`U(@(umobX+0+6-rL%S2D1tR4Qy zTzO*d4VW)YcC|M#_NU&*h*nJgsrLh-ABOrt$c_}e;D@~gKlvjMpCsjud)9Wb1eoOiu(^OVX!P8&Ze)-@egzin%vD@EGHtU{q_6DM*0@BLX%jQI4Rf_Mq|zRM z%(g}t4ABK<=sOB)TXr;4YXxt?y9y1&>of+pNIq8}60|}LCfLZ0OHW>>ocf5QTOnTe z%BS zl%Iige&IZ)abB8Y6#j+==ZD24W_MNn18z&%3T|hd5xd5pEmjCWN6W%?c2s=^ODqtL zwm$QAz2ehTPG5+~FBe0$B?_BQO5D*D96=V62rI-HADe<#!WfPa!NRTCswu6Dv}DQx zy9qfUfcnnoVBCwVf;dU$+py^1YGnKAv#BF73DJ20t9ZSy#hvPx(?6?GZJU7Ll&xB3 zN-D7tyc3eKN@P3jnj4}!B7#90!6jp)K`O?UVvyyVU`FtfUz(`AGAc4xoC#|q*F03T z9nHdp7oq_?-mx+;)D&1I04Oa#rO%&HHI~Fg22KDWljLV)hDpHu0jP%Ztt4*qkf!+_ zysNT@_=v`yEbAQCDy2||VpfYdMrNfM*`*Nb-9Mq_2*-u7L5(7~tmUSbHF}b!1hGFu z>M>KPw4$V(9e&Y>6vE}$s3hA?DqBpk9tP1SUz)I^b4&FKYfZ8r);H@yDyx5K9asb- z?!P*XSvd6qUIAi4&xVQu6BJ2nbQHcw4X6&reBph>|2jcxKYO#9ZeEiN2%beXWBT$@ zr=n6#NyPorcYKCxOSnQ1Ely&t+GSxP_p9p%plOJ?vEj9$nY6Xk%P1&rvjL^Xd zX!<_b11%RuEi*b5>;s^hqSA801Cysr&d8iIc#Sj#tp|_WSh%l~gsV3wLU--bAA@g$ zReXUP98Df1l;84nVpPV34;A$wzwUR7Y*DfrN*PlX6uW;pc9H>Tc8>YWGatO*blwh% z{!YXfO5Y$DoY$q`=f->m{9%srFO!l^N8CQO`vxG2sIDhHU0?S6=hq}Un=~En?056; z-;hW-`zW<9kitTcx>KI(eeK25X1(xjv}D46Zm&3fSA`6}=ogyzI*ij^brOHL8xtRf z_F#qqn#ds(&68j4Jp+(&zhB~!mZm1zCH6&C4+8@iHhe_LBncl;&0>MR8 zyeE;gZ?`N0UY{fhLH_1MOR_f2Ft{~>*HE=)A)!xe%N~b@Rj}Q^Ju&}~+OYaMHOMU& zX{wAFk>L}Rd*8tAz3wSUPwm@^Srw6?YG1v;$%+l9{PZF~7O#6sla#XCEENFbF1fx%%V;TcmP2)f~p`6R_IFXvBmiJ>AH zKNeYAKEx7-P(LH&x!BKzQCM!N5FX`aHOdUzQ^L_m3I zAg3{7$g0Mht$TJ{r~bipjjlQmsdR8j2=17yXH4xP>32xjS%w#$3%h?e$1O&s`G<~+Ul_{;4ev2lHLPK}uOUfRt2DrCuKlW;b zA-gvcu0x4dz!>chs|3O>c{SI)ou-})iQAeGLCG^+$MWCE&k9$>&_8m_v%|4~%#R4p zt{z^F7tUU~bnVLb4@m3_>^EGa$TwakvEL`9o{tD2WI6N5H!{iWWT375ohNjRz>UHJ zfj(D8#-Tdo@Ef<0uxq5?UL>TNwvayE*4w56HLuv2`M!b?OVI-LXA-Ly8LalPR;+FL zw_xkC6<9|1>dcWNbaf#0ucYW+1U*m7EV4x|>Gp)D(9l}5MZn0A9z=dV4AP3*@(Nz8 zxd_21F6uy`qG4^li_&lqjKr_|#;qkU=(BUA9*}49rZHA+;jeJkId<1wid%c)s*<9_ z$P(45KE#H#)J0RiI80#s+o@>%O=%f>v!mjdP~j5Ru(ej&(?&Itwx@{Ao(7eAPLfk5 zy^EID*9uyA%kl?-AYkW9%iAc{EGVJ`Rk#wF;Z_scvCR*x)wb2i$F9s{3c+ z8-7H(ob8lOv!?76ZDkU&^OlRUk6x z5wCm1{dknDuT`WebJwNY&=zad_w^fA)4PfH^2pAk`;dXxUe`Q^p1*ea^0_R{V}zvZ z=l6eDVR8m#{|isJ{_p0QGMi{RX3d4PlKzle1C}GU$-B&_Y86yfE{c_#v9vXyP_+(KSya`r~#ke&f=vRcS?;)c@Zo zw zEtRw?H+huu_v5g}-u3J$;YE){G)pg_(ZSp*t8J(h#QR7=YFJ5g7ZVeNNwvZq7^{*v z{cLPq_*+Q*%fM&b4De41=ZA{LM^ScdczXqw)(}H%1jHsa-gj-Iir)eXI4_}5mNBbF zS674+zgRF>`$c=gpuRXEggAn*oO(@1*CgWPK-yIiA9=Q?S~3QV@!~@$OCsMG7Uvo$ zcZ0x@;kwU|A*N`xSSf+Y9#|3AZb)hEc}n{umYL~w*8f2Yf#d#~Pi}SaX5@;M4{0pD zvtW(8(otcob#}~rlFZ0|{l=G%JD$CI_1wj?-+%e|!}rgGIZ!S;;AU@)q}LOC2|=z~ zT@U?T)qbabc<9=M{5RpiK8OYkZ`}yn=bGq1*+#D4eMlBwx$ZpjCDiF1{^#yP!X$F} z=7TEA-G}}J0r6$rab5cZsV*N0aB#}pDYC64w<1o=i^7eS%t%Y5;R(1sQ5bUSQ(851 zRN6GOE`&mva3DRp9Lvn796&&p;MIFA)thye*m@cC8$uIxm}E!LhT8&1VuwBPY zAR$kZL>-9#545nH>Q$X)28Wfz56rd}*KP?Yo3E0xYC%SDd^J3}cC!|=$K>1&OH#t5 zm`=P)s>nxvxA*L;?Nb-$*FfAZ+Ubi7E!Axzod-d5_bx4audS=UIgby`@W800NNal* zlXCV9DFnc%?|N#Z*_vvR|AOpWG$(~$#~JPuB8&Eay3);V$5l2ca|JJgSw+HPr7a_j zl5h|_B1p7pe(n&a8kZeM6R^q+n;?9%p2z~h0TyjEYB$NEF$!J=LF0_Id4`tZg(TjE zAypr|%iWc$L@%IhdR5AxtZr{M5P|u4(kV*0%l6M%Wgw3`UM$LOobHRT3ci3_QJjyQ zw)bgWuypjSHVdIc!Hk$$WXz9rFWrBWPy~~_x+sS|x~s#TWCYe-#q{8aH4o%%3fp9c>lc3648)K>BGbnQ}lWg%|nJhJ#4UA|5A4Ox}YE^8TR{x4rlLGCo`C#XM z^m5#X)V>010e15T`1uj3Xx8KZFu@}TbxxAjB-A#icE+YPPisYTK61+vh$3gYtBMXF z4To;=d?t&ttGjZua5L}Zw&D7kX6xKM;HOt59?#L@XG6x8LrZZv>^Np|c3U{Rlk)C) z($t#Ae&0Ejnl+WKlhV-e4T(BoG(v|HMpj@SoD=DSb0?~iozLCmuL%;=v&{*Ed(?b_ z$UWb;PL|pn8>WJ^Mj+=$tYZ8=7Z`>TFjL-JU?#*(VA8Kqxrj5nn>{n#2@Nr9=o}anfD!Gj&30i`BEot>Xz$YfT=lHZXuNl-6`MA+Jt4D9O%%vsf0B5!j zu6E{H3@4I4%MXSgt9~#kR~uWjLA^;xgdksdzD`8~k)(5P8mT$pmSY&`=w0IW762jM@}S%^ zf@i92j$Qyi?6@i8`f_{KBIO4Zq!a(`Hy$U~Bm|dA7|>SCoDL6aD4#nCCl2ymG=ZXU zDXnW%S`Sr$o$;-%QQ0u^(s9s4eS(&g927KE7VHmP9#vy;QbJp(=r`gu&^<30pNZg$ z+9YwXAmtYYZFD!qAQ4Z2ZqXyBl=L;Va3K(hK7BT`Y=SpgDWty$pVR?EHYRvCxjU%^ zaeL`3Ppc@>g^jG@95y@>-VU28$%okdLsVHiP~UB2D=9&^@AgSrTJf-dUQ67r_yJn3 z&9s_x>!(^kHAfGUkzLs=Z3na1m44LBy+PS;_Q#c6$Xj#ZwD%Dd zTTW8G1wWkrHz7Dlji=W}H-!qI3LiC>qVF?Qh`zCfDY$(u!%@u+#3PWpdnTx~={)*cUuyab-D zTN~7NTJDgce9>AXhSVw|Wk49)T2xHwd7V_#3>SDZNRk}25+g_fOjDvxI4YcPsrNVl z8S*@B(A3bBF|vbuGDN77TKRVa6KuE&a;)9FuT3`EIoUWa_zLBOb>(+zQwDLX(&k$w zo*bdAz&0Jie-CtKLN=5^JoVHTaHQv5)N9p&%MlVG^7>y~X43jr8N(7+YQEi1KVc(1 zaB_7HKxXnf{T=zzl}l%aK6C!xqmbn-cU10E?b<%-IM3u}yRY_Q#W;P*Us-B!(v`y8VEgaU|>3IhRWMgc6Q6H;Q3jNzO<#d;jgT3;zmz%%GbwAD$ZWUh@mtDoz#6iTIA=%29Q!*Fb z_pVmKTaS_}N26mS<{|{0$TPwm7To0V-o|sn%L&=#=);q@_jTziF1Sx~P))D#0PND9nDbVRxym*FxlA zgFkycb-^Wg-I7zO5DJmXXqT{w!m(b_@cYP5DL@%f(PY~TlIo0IDQw+I5msGpi@{29 zco}>77cXZQUtlmc`y{kNBWfv51Q^pu(?Wa-e=Pi!`ySYXU%bx#O=wTrU8Mfu7%!9z z4%JcQ!)}UIb-E?FBzG?GOTWC{cOY%hutQj#D=m<`<<%O>>-24MM9Uz=x)=DQ&jh5W z14;pqaM;K%UN1N~X_}X!iUR0J^$8bQM0B~{+_Z^2Sw+IAzj__tcfW&B<8H=0e)T$W zl-9{8k!{w^i~a@+Ys+ADcW;Z7coKW~E683rZ4a}1Y#Ix)bIB#5B%^b#VTSAeU)W;q zImPI>StHYB$i*{fgPBu`h`_-VT<(|$)=2%9t$}{vh{GCDytmt`o+&JN8Ts%vO0JJn z-;^-Y(vg9r)x2cQTbH(n6yvCkHrP}@#jZo@`r zOfHDy#cLS+2_bWb0*zb)Oy1Cet-hr5CKkpsoRBZy!4iM-I{O4t5C&?NF<9GgUYGn?O-y~BI&D(+6v`iKD~VD! z&Hn4&oW1k2!0@ElfAr0RpWpxK{!eFQCvK9-5JV)r?L@pyz_GkJ_DJ^!H`Mly=g(ih zdj9eYYJ16tt}h)Uq&WZOnCn072}{pN9POTSy?p4@=n2-YCeYJ}C z2tpa)mFE{MfcPkK|C~#zK`vY3l(!<@Cn2nZq_-n!q*q-jfT*>!Y;&!xcQ)$&BB|0! zWclg`%L+z&xh3SNvNeb#zqemPp%*a2e4A$IQ0%<6$O2bf>D>`u=Sng^~G7rrDIsyF=)%s zHwcEm1^Z5ROh!b>A)-xf!?dbtD+?E+DYX(gPRp^Y1tXxnLp**~k;_buiyr0Sj(#(s z*uK6NmBg|oA-}!l5^HL*Op4;g6h{=&JT)yWBDY4p(|-oKGSJgcpMo&1#S|_W5atxu><_mXen=;r^>Iap}g_~R0)1^YVE7e zN=XYsbl2RJBNo<}C37R3nn+lKTOQUh%gJJoBJaKE7F#5Ukk{;~5-B^U!7hXPl^bRM z+xH*+^x$9bBNu+Ukx3%tGr5FBW+pHm$po$Qo;}+?h@HglWa|iA=S02I z-ivfXvOvhPmKVA=pjL=&RZH5hAS#OSft)6VlHhjw%0g2KgM?ew4{D%u&7^^ z1yQlCoOseRSl_=F79B3S?vKiJk)7LHrDDpP&-(3_;~sExIVoz>WT^C?;Bysio>S#k zLo0(|1_$8OjNY-y9Io&kG&)-pDXrR?xsE*lCOpCA(Tgji6GU&LL7l^+V%t#r7f8XI zAdvC_jcKuJ2CMl{8;hj(4;s1>TE9c?1>0SPthqLG*WVH(bVt*((-|tohVl+_`jGpt zG}fdp|0!y2%$_wwRr;Iq^nTThnxPxu2=1M`JrEE4ko++C{Ql2AO`>1TU&5p?4l%-Xn z0(s`PQ+>u@ZLcwfsv`8w^v!$Xq4 zp}D#IuF{FY*8hI;>Isnl%yLRzAGCy7rjd|$Ttc}sb(USoqJVd9akq2g_oV3pH5l^c z-_Oe0Qak%vt7~3@(^|H>j{R5#8s34g!v-GfTi!OiBT=S6a2jFiSg>~R6xU%C4uVER z6k{@XI6qAWbi1UsG=17$hBbofM`(19r`0oR;|ysk=>wG27RlU}j}OcdXCWtk)u(Bz zTC}v6!G|{$O_gW_EcuFr(t3haVvpp1cH?CdRMo)v@@iSFKc)3aQjpbIe!}&t!;Oay z*#&1BPtfnV4nKLSj(Tdo$Q5{)hL%IF&!dRs8M}X{O^`obdUmdkS+J8czw|wjx z>PTpMp}>KDhkoHJ7xD;(x5dJDlpA&8Kt9CbJfo~Wb!rIt{Sd*~{c#`A97&EZt!yj@ zbaIFuyE$iEP8~yDbG|2rHy$BR=B<^KbuB^s#_6mS7}M!(q14~ObLgaBDT}`}rd*Uj zp)hl2X?evaE2P1N#N0}}&Yh(H6SCPXT1|v7DmpNYKM!~leOLExWdKIG?SuVL0>L_m zFbbR7v}|EDqN7&!J(|453WrygilDE8i%}cP7Gk>AX9XlQ){q}UPgZYH)MQdNhBO}c zENq*e&RkSO5>-}hE6vRvs6wv1LD0a=nV!o78Qf{Xt7vfMqF`%Plkg?tOSb!v);>_D z8`_aUa>K3|X=`h8NQ>fnbmI~_zSyBsufw>{r_^qmw#XFr+6p)L9Y8+RZ0k!>CXE!I z{n*V?uj8-$Qw>e+lTJ$`qWL;QH=^HmDb2R!%8Q#SkZ1&U9$&X#w2N^{oL-(Z>Nv=^ zQa9erVqNR9F5VxReG$tq^E&(L6Q>Bn@HNAu3WhQVbdzd1BVV>Zy6y-@h?`H5*lOh9VW;Tb$fDc~G17PB>s%Qo zZI0Rs{TB=`jv7y`r1LS_1zw@_H^S(rgdXu@%YR3+t0&C#ct&~v5ng3gz5Ow~EPA$} zp|@&O1RGj9T~QUMsn+14G?8$OqhwoFb)Lqc5dgOYiwLsil!uIz5aA3G;8{m<@u)$o zkcWUPO+Zv$fZ+g2m#@?n7DmPv5%00d&bj+=VG)Ym``>=^)dS~) zfBy3_s7al_a{d~o_+PJQ-0jKG?z1N!$a?zx6GSJRWnq7aL_cMJh%B-=+1ulF5_@NC zfa3N;d$lya*LZ=G^vaEtAIjFn-{<8PGch7*w;hdi|H+G>_mM6li z`eFJM`cmoU+i7QLdIHBhibrpm96gy?;NkS;Nj!a5K-xqF&bUkS|yf3@i1#F zuO)K5+6K1}dLef~%Ib{w;SZmKS1!N;ZR#9Nt=<`zPQeTFdAjb-#84IWCP_O2uF|_p zwUPo$g8)LY+_u4-wVI9jHlnLXFc^dEg)gZy)*5lAio!9iG-YW@Jx=@?3qRw1@`z{M zY-J;BeOvSjTD&7KD%y!&dQgv*obh(`_en7BZ8k>y2{nn9_lNRkSllscA}M5;+Q}LY zh-Ea%h9wtJjaAlGAH?Q++^Zrxvq3lG|Bp8BUnDsnJb94x@|FL-`rsmIh-yzJ$lhMV zm0<7z;sjDFZV%rDVGa~`lYy}FyWn5`3_GhJn)`-4wqCT%84=2^L9a6is}id+JU($I zVqd|WQHQTDWmfUO1wpj_fNq<0pp6JY;3DzLa>z`5+g6mZQ+OVY-5MH|OY}0_#Yu@f z&Ll2$fKYsba1P4nC3@Xj#oiXa9AL?>cpoRj`v>r77b|-Oz=Fi@3-c38d%8E*#AN`7 zs~2Y08GJLErZrsHZwYsYw-i?eS4WMBAseD+j+YkHPwH;L z=_KH9qc5&ig}1K=y+C1aOC8s)jd})uiuy+bcJ7e3 zcE`47z%(2*`KkY1_QGzW-j4q8u2nZUppYS#rkC!)9+kS&Gp7n!Z19Iksl*-Zx41JJ zW&E@dV%8Mxo^6a#yljK?gilSR@xtcwv^%}BJE%A!ZAG?`RSa6agk1ozXQc)wrm*^O z)>ziY)F?~OYdH*`JOPNuY;`9?&Em;!qq#%RC54U+H-~6J6mNxklxFPi6;G^pOQ~p4 za7=q3gVW#V(L_k`@bkrXQSamao`SmkGTB&>$O*u1k$OXfrusn_!9skW#_1l(*yeEf z&!D`W@+M_?Ykz0pgRfGbhVP$RuI;C1Pe`IcYdm5hZoNCPZ<6TonIpE3yn(%abedhs;U>MZ-Z+~a?zfJeJlVZIz^)+G3 z{0=GTwAt0M^g66|d5}&(QGv92)%-F6JnY@puEL0SA&U}_V`QHkW6H2Oz8?4bOVW)l zv5RyeHtIprHikrzX}!i3RT+DL?~Ue%P1GbW@PLkTk`$CcJo$m5M$kE>!KCk@CDuGu zsX~uo2fc3`g?`b1L7J2RJ)w9>!bEYqu_XpdP{xDa&mtaQx$%^m?5gec^#mdpqaxnU z`#y$}=g0Rj55(K?DYyj@3CPFxz7-WcTQhzAf)CLMrJ`FGIl6=+*sz}v?+cIJbim|@ zx0}CTOjyzM%5tF;;HK&M!9zi&&9LX-RdNWP#uuw3J&IW|4J~8#D4UE%PACxPQXx2t zA1@qeY!peMY!|1G2~VJ}XW$ay7EsCVDr%2z-^;+WJOwvgl&)TGjRcJ|DRfS!`1Vllpa^zI3qC0?eSS`#i;wf#%@0eSg;Wg1H1mS9RWGB{|VB$v;TFwrMojhkeNsX z?b|zM$2&%X;Jf_~pMH1&U|voZN9DH!2MX*$!S@?{bU8cvv?hZ9R`7^izP?#g8IA>B zCF}-{dh+Cvg$tZ6(LYhStYjG2FdfKIdxAu8jMgPk&DRyRLz17toeoQPPb-z>Qe9sf zJq2S*yEPRVx|Sxm;3kjb47JK9w_^j-34wxdv1Emp({}=qZ(G%H;`WkOa1f2ltt^Yn zGj`pFxfTPI&TwV8vLV{Yzm1kvMD7Gwq8Z45J@_E~;KN=FkIC8Dz@3g+b3vu1wu;>} z;`;>USZ(3p08f}#Rw?}m4VN!=SZrC_IB~oNPuDRwB?JY5yV$Er=%v$l9q0Gs;!v;e zk`7$FeC5*XA3OmgH4&rp$%@Wf&##~BX7}CM$KLvUnnZ1+hd`0Skv!X{s_s+tfaGx;=)X4gSJpYgDJ+O^wF+$PtoQNj zK5#bGy&c<$Yy)l*owigIP|m3BW8+zP9US8*S*}g(m&(IMF;Fb6&L7_B%+1KcS2XOE zb5QR2vseUnYCbhB-Howt=m>H&HMRy|j+F_42&ZS&;?!zM558{;Y6q z(c>_QB_=le1~HmV902~gp(5Exb9JgjWAoE@LCr8VY+K$NlA=llRoYIwMxVy% zM!is)Cs05z(2}^w>t^Y60N1FTAU67GF-6YNzO)I^XQ)!8>fBWiwEYA}oMM2J;AiK( zFZ=uGI;~rQrc{B9hz4woNP{Os72hIW2=wqq@~5)cYyJF-XmQ-?RyZ>}jYEtf@q?&t zAXA;HSIx7eptKSbRa?I-wh>)OBfZ3bRrZW<*A%8E{`Y9HCa|`-t~9|B?$YW8ewU;L z$-%K(IXH1J#u&;{w5^T4)9fYKBd@y1*xGF$sg9^xMWOb~$zD`D^l1e9tfAQfK zm^0=~(vFTD6)LStO0$2bZUN zgZc}tovT^n7cEN9qp3s7>=Isg=_cS6__sdyOl>na&m|hf$I--yz?F&NkFsVE$&)0e z7+B1lknG4Jt{DkN&Zf&pGHj(OoA1F9x4J3@i~!k z(ff`+O~8~k?^RfEx&4Bn4in3kXh6Oo6LO)$qFzdm98d^w^Y)-LUUP3^b+(?^Oqjd% z)-QTxnX)Ci6L$_O%njzqlj?&l#CtJhXOOi9fx{anJM`RzE0-^ynRA$G%+?W_OziCV zY@=(@A#+igvDW3(!Tr!#sBrdoAiJK~e`?5qkkoQl`_40;;Z3n3n`Gb_qXT8y;p-FR zBonT;KN>4;ls5GX&!A;9=I~7Ajxvnu@RhI-*T(N%@7>`JXNsU46h2auTvBIXPD14k zgZk*mx^Zl;DJrnhMbg4mgm$oZZ|&UUh5gyIU0|>ninnCAZJA<985NgVGy%@^>Dv%i zTRPaPF8+`h0CI&D>!#tT@XAp*BE#-upS4bHQ^i`dARkw*if`S>)nzcL>wcK}G%PUG zbwZk5D=j)KVP|}i10ifd{r1WnvrxwZ*eb7+XryH=Ce9?+rSV@xnMGRz5&FoE5ZKOT zg;3R!PiPj_mrHPbourdHHxSrd{X2|YHdq}shc|4uE!9f_9<3;;EUgXVPK^*%q#X^h z#V1TL(Y@IlE(#-}Zxzj`lX9l|xdx)^*%Ua-qvWvY?CwZG4Dy4$Te@VocBwy_nNMsX zX$rw(Ew52imNjJ)e}rmw7$X6h;jPFNnULiEIyUO=edHrGi8V@8)3id#RxLoa?xE58 zDRx(dHem+JAgOjOeqn1Vpi;#b;k|uJ|2U>h3BYmUsqUv~%~`2qBe4shW0ImDpEj2k z8~McRB&!Bin^&IkKH=|ItHcVTx{E~+lyk83hV1!P1MYW<+Ybzc)V8LiOTqJ=iRH0} z^18YUAupoCvKTVay-;ft3gAY^S2s3Rj!MFCYB|pY<}J1Db$PQnld>kL`B)btwECca z86ZrO-EaC7ri&QaQk$?4Nh`2Ov~h)5f=6x4`dX7Mry6@}SdB|Hdc5^w#(Q?3sw3DNI@3$rMy zX?mhwlqYcj0}|hFu^-_5{$P4E`8av=`U?lnUpoByJrY57oqE7^Yd`xQXllBVxYP)i z>l+U2ui1A&HPMZb5_k5f;1B_!bl4LjkjnkEt*Z9e28&PzCb?7TVdIsZ16<_0{osRq z_JD7jBr+*xBnxo=Ds$P4f}R!oKXBpakc<0$YElI1@woy1gAxE$o69H5>1is1#}>he z&{0}oWJ-6fX+riS$}(iw;`(~xt<={EQ@|kFE)lI-Om&eR6pGs`kDSrrm2 zVvab1?L7^tz$*t(DD%X&d%fpGJ`47g`;qK9u)D8A^^cva*1xa!)<3#rZ26s(@^quq z(ZECQy(F-i(H@~$Ix}U3rD3v9P=Sh}+S+SYA4irP?Oc4TcDAcrMfu&$h|VM^Y%eplk$e? z3G~91vsW&jVLtx+htJ=i+Hwtp&aJcQI4~fbM<_T(a&CYeWc9Fr5nQv2ExL2Xt}h_u z1;*?4FSx!*KG%8Y@rR3qrE5kz`kfQcrJje_@BbNeI+{JMKYj`BlLKK1jI-MhLL~U4 z33N^fVA2UJ99PO^5I=$D=?*NRi$q6~;0lF$7^5EdKJhs9ZaencaacJ&hA~+5 zr)E>_s=R%CKnWUNnNymw!tq7JIPuz#(x?w0L~I#iGZG^hV!$or2XUJM14^HV_v!7f z-HQ!P;0BGYO2?pTWZ2WR_t)t@fyr8HAhLWC8`mOv%qTt#p>X&7PY^Kn*lIyQCO`}`9gpORL)h&s&G+56HF&k9a!vv{mjd>Foq*9Sh~lG28?*cQzTJWR-2fvgS|k++a5Gb4yPlZo+Q-UMbqTNeZe96ZqV%D?&)H8 z_o~(+@Be|BoV|}zsh=eGE`btG{LNauG z$|@#jPqas+5?bA}L7gmlF-aoNHcEl5T8_Qy;%!g-4|dDN`}`d}0`>Pf+A=R~T0hI@-$cuc zic;y*^Gi37$4}g{FHEafOhz}g^FIM}DVM#_pylFxzzi61N60qSO1U~DmH$70c8s$2 zNz?K~)EiiXi}%})!N12&g5-u@+JJF!E;AD^*NUgQbGQ|gMPI@J_;8Mmp=rv}sSLs2 z(O`YM#443@agbsTcq(vLhE(*PZb2V}+w48tvb<_72%buWFS;f#Y*Q5TWH-GAAlu)ny%#0`e7Ws!bO7~D_C z}TZsspOBySC$ea8w6tAFg72!@3VR181*Z zdA-N6?_0w8+CQLUBuDfuuqxX->BX*U#IUZf)vupIsHdKz>Nm{i@Un~bU#}aH+FrLH zfJgb01OEyJ)LRF9S8(7{W>bkWZ>Jl0f~hi1npvS1Q0_YTHBRApAG1u884+7Ad>M7iW5N&QxP{I?~y9! zo(vp=a&S$Wc_@{&#s3`@U^QWauFmAQ;b?o4#7AyDgPV$hnLseGvA8{l>2?6FCHN6+ zR{urQEtD>B($s=3U~ls_vH}}6b%^7ktATJ*N6DpX%}QUMTG)#09d*hch$$Pg(LJ66 zM#5cR+W;eKqg*L#fV;xXtIuP!ehM>%4Q#GDn=DwGV!#bbG+{HvDte5DQb8pNSEwI* zs@J47xj{RUH&K6e#YjX$YtNkEp~vS?ewCXzwdM6WQfNTu8j>4C;wH|&;eZOeyDpZ9 ziOtQt9VzA5Nhf)6ow=1;cV9pVuxqBVi~+gUpe%j{fZ>heu@G%wB=Y7Fpjn*sQ>_Mb z>*bAN0RCnzh2*m1>FG2$9=MhJ1j=Kk#m5qx1Q3;l&Fl;-;_g^82SEx_?5^wc7 z;g72uzkc{}^umR+moMC?JAP;NPQPo?{yXDfBtn@!^l#F`OLyiU{?&EM{^0}H&mA7V z?fRJ0(J+Sturm!JxyJ|-M7sz3C{@Qm)cHw3_}CG8-~oQpfby}UOxROgoB-MLBBy?Fx&OD3B{5&Uqz4kupC34qs86f4PHT}r+G zo|~*uQQO3g*$5?mM6#6-ueXmhTMCOqQ)K@EE7sUJV^>Dpn=o!<7F<3UeD}sS3;8k# zf{J?#-8)siv#-G+cj}3Eon(XYV-0m-NZa!#-4ccp$L15W_^m`8DOUsy5y&-@*b`lR z88k#p%*o27q-q=?`d^!uv#%>@Wf&6f?3k^YijpJ=-W!%ztky(Nn&Um>q`eYi94)JN zAZa$#Dmn%sY-|s6oo88v_(TpV(nbJls=!twT!)K9=Xb4C$>mVSBb7k>f-TwL=J~a6 zFEg~u<1z{mIeME0N|y7_!1?Uf6R+LVOm{JQl6U#>u$abKr`qN_I}upNVA*}0W{8^? z74VXUKcSidx*)u4sq+zX?-*Fz4pww;r)?<2J5W%_-)pKaA1|XcoPZ$wy6^CWI4`_2 zLiz-n5*IqQo>Hc|^8_4E?!M@UvG=@=U9YE7eM)kSnI%1Ofw%yN`=p$`Eet*2J?U%KwksyzO>d*Ml(~b7yp1VCw9$4X z{~&inArX2qDDm0b2lbPL9VEI0h_dwfvz>b$FdJq9o9D7B)E>88LR)eI%&-tqN)F$f zgy)WsyPC(d%W_n*U(i5$gRF@@&6K+R z&=7vr(-7XRZRqWiy@v|NH0k**#j|#5!VIiI*jR$s;j1{@YXa77n=LD+Jt|!WD{Vzz zKv_p{U9dND_#~uq7HOTiR}e3OEnX6sq8}COY8Qzu*h`6C7u~LV9KspQVX3`lb{MX1 zD+8z4DqBapD^h*Z?)pzyV4~NNZ)WYCW9)E&{~PZ<=6K=aHCVSkd$&=3lmZ>+GcUiW z?{}T1+;MX~{i4U6sf)Pd*O5c6n-ue3pm3dXM+qCEtL^DqZ~g)vvdZ^hGpjEy?d_!R zO0T2bIcZ68W@GUc*E_IS4TO zYqyj6JaOja9yF5UYeym?Yu4vMFVg+^Jx8*!JabVtxeacLthTzQ>V?dT`*8F&yQ`iR zONrLn*&47e4l@ts1PpSO$oq%CnuPCkl&lgD<(ZeGr5Hpfti#?8mz6lY({s--mpwno zkUT``yq3*KNqGb1??(WccbC>!Fw|(C3=}+vD$}}Jmy#@IAH?4UYdh@i?Ej~!4=s6P zvP!5@11GXj!;Nmqv&AR?l{g36uTnqF94;xllzfK<#f(R)&4%Q6k=g^e>C(9P?HioO zpigx9{FRGuavpo;)f2Ae_BR;zcYN>saz}V4z%}*2sq7MpjTxGT7zSQG>iQ9xu-UU#9z+PcQAYE>+L)Vj9RYSp%G)z+oeYPD9Y*6%yqcusT9 z?~fnnyiA^%XP$T7cjn$CH_6=VeBrbFzJ4)Rc%I7^h^WoycXfRz+)h3}d+h(WZ_q?n z>e~d|A#w>`)WFY%`)5gnxMQV=?>Fo~eMim7&pz8U#bYPllW6hI%}*q_BF~F{^-X)z zxVf{g{1RSmYrMAMbmj4nYQ70EQ#V9?eA&B|cdvi)?~PXc<I|uHk9Zpfw7&+HJjz->_eSzw5q!`}L;lCt7~R zsoHw>N^|F{6Tj>8@CP6-B<$9*?bS7Ht2X0{_|G@*IQGlMHHUu0{X#w#-SNxWb97hp z)|)#vSK?<%FW2w*^~vM23(&zf-po^{E|=H0Ti1~LsjWO(vFqi&OUuaK<-d_nZnq!# zWY6!bo7(~hcx-Q7^W}|AYn$;l-@Y2*R}f@HGocQm5Whm$I+Y1> z5M{^6_Me~1XuDfTOmx;y+(XhM6)`Q7h#Ru88fwAy5qhg&^nSe}=& zB-ztz*3^~S3xfi3I|JYQ`Rru$1=vE|%+CWDs-Jxds)C}#5X3B6@&q?9OI z^jQ&%FJXE+uH{qrat%;d!UXap(H-E4wNZWbssh}7-%9t?s?$6Mfn-qU9n%*-HZZ2SA16wJXTB=kT;w%b7 zoKhi=&+npWG^*~!IS^CE=-kd%ODPYjMy-gGw7`dDj9A*@fFJF*c~YzJwR#F}T$?vn zxD{O=z5aUJvY#FWr!3z6qCVa^Zj+m9w%|MHUd~9|19G=y77v!Rg~;XsU=^*jdCW%>BBfuGXugFGQB+Xw1Z5O@QW7}tk)BR!3!C@`4JQ? zWE6CGU)Z{k8B90q0=j}p=lg6DL1qQhpH~6vDwq^nDTV75OtFLLqhWI)|6ocl(bAR> z5+)@TC25uogX%@N%bv5BMrl?_RUI3&TBXt~RqE9ilfj}jYyA)P=o+4zR1+6}dNo{J z#PsD&g4c_fXFO{ElS+oq>-#%~@6+;Iq5oc^hWlRVlUFc&*x?RLPywxI{dMkCrlK_n&Z1 zgi?)i`*a)w=&Bi=Q$EHm3J8U&YRvgK*jdd4(kS|MH526#tnxoD_L!bOp|?20j}nar z=Ncx>b;hThO8l}xkW<4jbZiiOR>NF##dRO2^?BcuXxG&;X>|8uxLV81>hom?Wfb-3 zrP7wV7Hl@E^#-{`Z|Kds zqEiQ{f>+#855Dz`(y!bz)S}nOjb@ojYYclJ!guvdNbtCen8jmwCOutzWXJK?-ml+i#_ig=Xy?7yzEv8@u_ds&i0!i={uoMP z+GR3l1@f<8n&KQD>5qMt!RE$g#!Qqq{v0zma-E=9W;B=-X0t*eRq5kQqURz}M}RC& zB{eCOCbPw4(yQ^VE&e2F^F_|Zn2c*Fo?f@7$W9#b-Q4r_6e-`&PF`ux?2XjME%<4dU|Nd_d9&um%^Z` z#P)0okC1RF{MEpO(9vq}ZDfM!?fH<$k1O%2n^_H!%}h+sk-olq6|NJrO7yjt zmqu&QXbhe??oiOo#Q6zDlv&ijuS%noT8uK2UZqrNjPkJl-QY+wlTY_^2Pt4F5W#w2 zLg`|;ne&z$vzM83` zdEg`2Fq?3HZf`WKWf_YKSMFM+tlv@*?{lwYnd+ zx*xH+@3Fe?v$`L$y6?5Re{OaE!s@=?>fUa3KVWq~XmxiH;vEVcgoms=7cacyq;M}j z@NmTkhXpPk&RFij(h18WSPEe3dM0dvn-H;czK0_g`vqQN2P{#|gQs!xbP+CgKQh(d z#aGA++`UV#lkC~8&`J00Rq5g=s!TVU=fPWHh@xZ%_G@&K6UR+D>7g$Y{GuF=SS?YM zM|oLUvIMWFNO=P9A=I7>Bwo5WNGCbgq1Q=w?uhXlLhZ{~5JmBdf+dS91v=^Zb1c>! zLZV02Vn^M(zU9-k+I7_or~?KLF);DH0lwxF^YzJnJ<{+!oW zF{LrfBH;1{=95sp-iTj>S81dMrO6;wS@d$LL2Z^v71}tHOsQ6=j7kHvZe+6mznJ@b zwlKGriHM7`szpy8`cc$FKX8m;v+%oGLt|JSJs_~j8tVnyV%S)EUod&x6dWRe=P_&~ z&mBTySrgqWvWqe=7AeDH@v%RgjAbL~he~|x4NfvPh90c#>iVTt09i6@`#Y(ttwF}d z@_r+0-`9g-21udUR#y-M`4}rt)lW zxG%?XjRP+QE9tdzP8IV%^^T!oe2OCG^N!n99)w{E*2wDt>)vta&v;cl!il1Yb+hAk zz)b}k)Jr|DimAoDnI{M-ikQ7%8U!j?BYnF7#wgj);1ALJoR7R_H47;Gg#$(Pv{SrZ z+$5Xl2S=5di_glM+ROZ4pMv!OFBR+0+XAsFHmnz0T*X{z8K1URL{Y@-6@G?7Bn6W( zy;)e$Tj@zr#Oz7CKY}k*tfY%|J1uTJg#b6=jn-Zw$hj9`0 zPird^_T$nfX0QHm5p=#|b$j@Cgb4FP%${|%7QB;KNeIz;-WIa`Q%8y-X3r8g^FY>$ zQO!!irTuapY{WiY{@-)I!=@vjn0=qb7P#|{b>-?`#<9pCX3skK2}C4gOar$=ezHyT zxAWC+hr3f0F?)8E74{&jYqU>}wfpzSHA2ju<=u{>J6)JWmsi1at z+n+c=#OzrEZh%{gjr9Se1vk_oX3v^)7Y3%_QrrIr53c=#{&%L}Gq+qdUm&;tMZd zGb`s`Ywy9ejWJ`}Jx{wd-aPfD9pi~UN`84oSS#K!&9=|j<0c-dVngTe1EvYCFo+IX5 zwM-H_!AnBO4h-b{C8nXjlRtJLAJE+obcC8TB&=@=;uOA4V`cPEra7HW| zK}@I|?E@b$IDk8|@$|^1(tG{j2Q2wF4u^3a;#m|slhc@L&?5-YTRu!~fM|4+*)JsXNjQ6BM77Z|UCk;71A&mgE8#(qGz0^A#h zVqag4Cn*ragyGopR6qjPbIWk-`8FqkOW~ixF~_cJY$$OAqJO_nAZZap%?Lbsh2yI+ zxxo5*zLuhh1=yW9CiF<`N;6+8Q$f`THij=|6FKD@!HG_AaRd(Ri$%>NF|pZ4Y%L#* zL@yP8Vb3#(V%RwnM^_r%4??mrCx4E_(dowa<1&<(gQ#t_t!)uObZ0-Xw)IoP!yN4A zCrIL^Id&8)ce@mqM4566b7Q9!N@05m6AJZM%`X|B#EJhf3g>xkGq}Ca=F-DXLIIZi zgl9=`?^Kc+oIgOp4fw?p_IZ*DCKJ@yKN(W`B&*>(K{MwiLvR)%*=T%nBQH~zwP!Hn zBPog)zJdAAU(RNjlFP>8MPIoRqDSLf0q+ZtGaCIKcnwFfjK!pQdZcjZ3qA zu;29X;s~-MC*f*J#iRv|_bckw3*T#?*(dFqive`6^)V!C3J9Bo%Sjh$fRbz2eHnI# z*OM?oymSyxMh~?UU;&o=x0MDsGt{64zbWW}JQ;?qP1yDdpW%qvd(gBQV1$!VM#sy+ zdkW4{=o?P zA~pbITa8YzvH&U9ox8`<2KDg zZiWLqnZt_V=UHqI7*>b@%Ee~**8wm5>?}m@HcuXF*<70ZpQPMS&zIBO|0Wh+NRnRwngXKl6F{B)4 z@7}6KlQX?3ikSWERq-s4^w1Q;$IHdgQH0OJeS2ECBo;g{JAwCH3}{8P1v=iEdqW-~ z`Y%1y&&3n6d8h@Rlv>147in<>`a>iZO|_6L2f$IC#R&$Is?FtHRbqHN2w5$p>Tt7- zb?-wA_4w8ZgYF2Lfx+xHC&sA%zb@Rxe>kj2Rld4$Et^kso>u&RSnAtiqEnUF3(3PCeMb# zN)Qd5n@ZvqLkpAY2=hxY_&GK3X$j8wstvZL@KW@-dRHnpf+B+Ij@v{|l%mME%c)#G zw{J;xf`A3+v*^B!aP%-%O~xvE;wxxgfX_5vxxu%UIEA8{sY38C!xm8xSCdfj8k|z5;km6GJKviQf0yIp3NI&=K>Sz*PiCnN9H`Gr zbA)pXkv6)OQ|M8FvLkjuY6Z&rb&yIi9IwD7wyTq4crHSQ=S>de5}^5m16Bfz|8n3h z0>0Eeom(JTmFV?{00>@;L)eIbzc@0TBqb0!-=qoPStX7^8c*6Y`A1XJxf!cjjM8G@Nye*!x$vWmmpER zzDryT#Y=D$x3<_^omzsfmLIU8o=XwkJYi!_Sc=Sj7i?{BHl;hk;iV{5a-%B*F$k)W z5dC`>ArJ;v<1zHj3tQ)pv5lT2fR0+6)5q1Ap}XA)5JO50X7yYk2bL4CA%de_t3jF} z4!YOkBs8XQjJjH69AF5@q?3klmC?(v^4Mq&%p>5B$s9OCz>`7__|+k}TS`D6$g(pW zp`Z@aGV-gP_y3xY)0d+l& kXw+F4Q_pJXH5OP~&nD43GT?`LHqeDXmZE+h!lK&$0TMF98vp^fTCng|id1Q}M;lO4 z41!9Ocve(Uz!M^#MX{c(=d*%}3aC{?D+pM_|JmT7@B96(&nq)K%+Bo2&dko-_x(KU ztG~DL($;L_jTrhFpHLv~pVEEyXD$tiS>3!4;({FV!jr#_|LMcf@5WD=7@z!u|AZf7 zk=6_C{LgU}iRDTNe2fIjkvi!G^=0)X_2Sc#SGx1+1tUgUZesGXT7DUmJkgXFYJ7sP zJB~B!l#5$ThwR1$cT8JqBDT#P+++)^X*2As8nfxz=j-kcxwR_1Y2A>bRfE>d{?xvI zV5K$caOzN7-KesK!|GN>F4ru(^y!NyBi0p+S$1R0%FV{wf)P1e_1lzB+eR0wbN?K+ zaO;q{GXtMo7*et;-n^#F_^N(LYr~*x>h1f(sy9WhIyPkH;vr|-B5D_pIp-KtbZf}= z-NVn;MjqHZdd=nGTh9$mD^@zJ=F%lY&gOl#=kn;k?tQxT^|1MSMi(s_ZND}2(1xKk z<)e;gN8el*Am@|IHD2j_n-zyxppKj%;YlDa*@Yz^!|fmmj{xzqOIS$!bq@;%!}Gx3 z@PrV<6GGhD0NHRaNJ3XY49$bMbO}^xS_jdpV-PLe3el4b5Eb2mXx&|iUe#lv3VIMq zpLK7;!jGZ*APt=b@gdt7UJq{)9u6Nwm!TkZ6J)=50_C7bAz5Qv%lpaF8>#0Guwp*B zO*tPUCCTh1&`)SORNdJV zs;Q8$?nY*_|_Yn>Xz-#U!B)}=e(_Y3DWLVpCP2W*E{;T^DdR|*UC*qZQ zA>X61pIhijeW9gm=ML8M4)ldGkgA`Ah@V{HG6(v4r-b)TJ5& zAt6Y)aUU@wEaZ`Nq2N6tQ=JwqX%<$u&)}V=WWF0BqW}fBlC2$5zbbR;;#Mo ztWWj4@?f|&q~IZ@^F%2`d9X16SMP-Liof;^)bnQH`y?db*1l`dtg!p2dIH=RdLZ8# zrRUix3rRw%9>&Nrldv1T?}j%~JxJ&QMM>&VJug2tfrNx$(xU`E$`4E6Q~jJL>uX2p zd8hCl5)#lmhcUi`PKDh;R3mp<`Pw#2&r9o{7Dm{HIbaOa`WuI0YKRDi7#{i5%1AwL z+W=@dqy&?KhvLa`#5T(S!QdroZ61c#S-uRDVvn0-!=>~NIx9Y^dB$wkl(6Yck)~Wb zQ=6&Tz^q{AGfTC5Gz*z4nkVd9&1`l#v!88YZJN2-9n1md5xYWjgWagDVsh9;Y@s%j zDP}X-Hs%#GQ&Xb7&F*4anN93z?J3PcZMh~*bI4b7M!QN=p|xvIXpd=gHFoxIHeIts zvrW5_`CBuO*~2{5{K4A7$s|Gst8wWrGM_Ib)@rD46t=G=*Ikt@EG$Ly87fX;3zv4o z=WO3gKeo{L6D0G&9Rj-RcrVm?90O%usG}x{71J?~jG6D1C=NioFzP_2GjfV-_V<_| z9w^Z9ZZKYa@&==UAon5b0z{sJ`{?A0m{R6ByF|N|-L9FXoyE+;|DaNQ1TDfJDHbs- zpDbls(JaP>mN1cU{9~}?IXj3?u4NA008wgLaKnqbeK8@Bu*ljqbSjg)5>0)mT{lB}6*?~4 zP~%&Vt}?ED$$5goIgYzVwdY5@K7B-rl?~zWE~syfH&Zprj#krY}d4C zb~3e^YIbSt4MD4-MFU;alGcP;3?67HZbb!Yqfu>If#RA5TCtOEl~uD}3Fz1t{;f!D zc@4K31Gjq3HDXMABQ|QeMl`{had4)IYs5Hcgd&p6WaLAp=o*YWux`Li<`Vmgt!5h8 z<7|fJfaWoKls(6s)xOpoW#(xfGpE>ltb>`uTG_ptR`xY}fw`c`)h=UKvRUk6?VZ?W z)EXNQgt8bDngauJfT7V!vs)~KUNfE1B^aj15RPIoI%>Fs9y1@IS5V3dAtRQt#kza& z;PA71AIrr4s>Rwt&II?H`)e+H=~u%zCDoovm3O>x$N=wV=7NA?RFMAlkuT^c+7yJ0Pr1W1;We z&;kf&7#X}=8&MNpk7mO}LwB9+azo9q9j8HhIeub`bL(l5K2g-O9mq{=Py-MB#cYuM z1ta%Ya08F1W%F)y+pgK6y{O4%r!!meZF9r!Yw*UMLbdo;v^Dk-nhxQjp#f!=U6bw5 zenrp~H~brT>IN8;SQwOs#LYYu>kkoK{Q-=P+5sm;tArv)!WE zqB+QB^xU?4d5sli7`mZ@cq-bGwg&CbTTV1-N|vi0FkfMs{F~MLV|6_|z*o@D`ou{X zedX_u6%ph%tvr0nsD_Y@Sl2g8yFs%~Q>H1=tkXWzv}um8rP^!EQ^u}YsClGW!fs|7 znK_!5Y>j3$`%rU)DYCFL*qv+!`sTTl@U(2VxizF1LJig+I~>$nBw zGb*$SJ8U0Qeeq!1WJ+P_5vs^#Bgv;h(=<_vq5snlF$3Ns~@xf?qJ&BG-^qh5BC?!S%6qE)2Y4uQE&*&gLfuyqIhQ={E29T^pd%jT$}VtJ%J+5#+ym(3 z!IKey;i#mJB&71mM@b#g%&?@6)YHx!G^xo4^mdKsghYRT0-rI(0{neM%D8 zh#rb8fCI0X%25#uZq!>QA;Bb69G0V^q%3`h16CI|0j#a2Hg+a1Zfe@t87_gUJvMgs zKZL0nOglo_UI1-qqVic{dqMpn?0bl4GWbS%s8xQE)GM|f0XA>ZbNK8o2??`4_;((P zTZtHXgBRK;x+_Yd2yZn-ZnG%mB9fNNuWAWb5#=IRBGk}d29F!g(sMZwc&lx+o_Ev` zK|&&8F7g@ViH`c~csN1fK^Cj!?mnzrfL_PjsMhmpI>4;l7`;y5!LUS42Vcg20j5GU z^dhd?s!jp!I!Jx)MO2-t|J+OdxfePZ_PLjZ`bPupg&V!z0%-FRRpL!TDp`Qhr7%bX zQS)@d%^5QRTGujF#Eh9u`D*h4RO?p-uQ#<_>tBu(*DpZjL)17Gas5I{IYNj0`>2>d zWJ+LK=JxupcbfIQC)9X`gp{xN#%Usa8F~_C8P8A+zH~X)@pH?d(?_>)}r8xk3-?{Q_`10drQ z)NLQ)WP`^aoo{eV!3E&=iLl!~l)5VbVCBsHVS3)uV9H_XLhKLoJ$fsaKm-(7`cNRc zAKsg~)}?)*_iO?@`X{x(o7l6-V}UoY0Xzx)=~3n_n&dZv+TOK&sI!hio36%gBeIV9 z9lmuJ#V4SvVb}P?%*Eq^Wbj}w?d~bWOS>ZlMFAH9YU}A_8i(2<^cJ4Ouz@(#R)5}C ze%=>3!Zz@zh;BVc$Y4ZHFQ$IgR=5(U7e9O$JOZD0MaM&2g)ld!ck>^N6gwR-kIzy) zNn)oXWiUc#J={tEI|P;O*G>?Y--1@%WgZjDZ#Dgb;|HL-eviXr!p~5v{o47(lHJ4M z{Nn+u-$gY~epU~m3lR^^cy?!tv>x-1~d8CAZL`sQn(0r0`Sc5!VWZSJUkK`pf zV!O4;!v%@c?x5>oB|2(#_nyCS(|F|)c`tX+ngMEd3Mna(+ec7<>7f5D?1 zJ=%x7>K-gr>G&>DbuaR)bj>hVxo=mL9(ET|H+r;Bos8G;!sW+aAu?XquMx}Fh=C+s z;Zy%`7l3wJ_rNVu8A~K#-QyP-yLR*B83Wqc_|j zf$pRmxdD@-$q}Rv*_jMcBN_F{N8RCcslrR$Tgqu#KkrLk=8h3^w;3WkVX19gWXC>t z=0%GM5@H`LkbscI7j>Gn2y(aKr5*o@jkd9)^tOh(Ui^o(N}KdvciYubKDHIV zb+XAu%k5`hV1+N7U10G9DOVmF!GojmU*dU);!ouKuhc!dU*`)g`1+h3!*cEV93 zAWO_6g?dsfB%z&36f6?EkodOk;XRFIHVG6`ni(L}@$c6v;n^Vezyd-pqt~lLbi{P+ z4Gl>MHXxn*x5N#NG!-H5RC2m@sCO!;Ffyh=22WkrQS^@>OhF$?=n%>n{9_zgR$r@p z%7#G#HJd`^2C?r-qSd(4feB|W*=qFK1Anwyj6vMN812BQ-q%6Y*D?-*?}0`AM!^C} ztkeg-R=FlknDX+tIh-idMh?g1AhCEtGzq8TDtJU&t)T+Fny9zOeuTa4-+wV!Q5qP%RN$Kt zJ?k^y8{zH-7lgRr2D7eReI1@O;p=#(^xDtX@TF(R{WAlLX9l*Z=g$mWGBa@d%)t6m z;{k2HP5o8As}@USz}*jY6y36wSo_(&j#csSdE3O6{(J^sw?$-nbX`0%Fr5`wVDVNg z-QFF&dG1iTSc=oRc}^(NtnKJy+nEcj0G?a$m2JUIFFw?=5A(;K{0%b$Z699j;XHnM zv73}JB*jd|vZrj$%)lV~hn_t8BVQgqj-Cch=K5|j7O)8QnGAi`8ax@JRw#^ed?yn* zGnvWGfr6RRbFw|VFZSutcPW;NT}dQ&`Q@7)17nlF@AnG~(@Aca%4Y_a1)tzCqb1$@ z?=YGt;0Lx>ghrtUu3N`UOU^w5QyQSC@4;Uap|`Px#dokoH0%*O3RMUa8Y`J`JVD zSEa_MrN)`tjenOK=WI7VD>csAZcN{9%pkTKvp%);7~c{9ZZnVfPhz;$q!W2_;tFCr zuW&{BV^t;;XT)oH(lsjl!+sOJJ<*KUsQmBkG}1lp?VR?L1P0G5YK0*7C)qQ`>jqBi zPv|bDU8e_-UWakkhOtk}ii~u|&_si{3rWBjeeuV6Bi*{0G|aQz86RfZJ(gA|VWouI z!23)FAP+2^_E6SWM_kqnnLnkHJER3g3jEV})BZ%P?|r1|S%|WpgfWF`;mcCvA2wDz ztw&)+nuK<(@XKS&pJDegpCuP!B|*YDuaA8Tk^e9&?oW8Bd#uM&fqY_-idSPB=F6+JC=D=K5qyPpyAkg6^9bJ}2jsu~C63@D zE8NfuH?%s6aab{~J|10+iKfz^Vyt>JXN!@(QBdM&Bi{XD+6dH?-iDgyK!DsZOB+F1 zMA2;o(O9aF5~)587!XSDPTza72*0b84V4<98yo!~K&wKyhRHp+mcc7Ag0K4Z;c+9~ z@3M#*CE8OcbPOlke>uZR)C%ouh4!_!w~x9l=~Ild{IRP72Iobo(ZXU^mCuFZKj`12 z8)HXMpGxJc#q!~#oRDtDu5|w#?22Ca0zUGC03+jozZv;CDfBA&jG5sdC6au9zt*wyMz?GAO)qMxn0w>pa9By|6&niF&`x%YW#= zdQ<2|gf|5Xf3!FC-nx|Z<*d)H^eUb&TW)@03!GhK-fRnO$~K?MHeV|=U(Yrl z(B88J9<>F|Dl&swcR&ks6G}te2HR}2K-drp_1Q7;EfZ{Q|M}QH^d2PNDq7{p;H-Xstbb<45b_QN+lERc;UbV}rcnnW&;EuhtK#~VC?yq+y^A<~Nk zE@+m>MFLH7^Oce!lJuKE0v5pf0J*CnDM=msgZlI2@$u3+6+&#V8qdL^$K4_Z zC(9Km3+sLo9wDP&U4L2Oo+KNS-OZ$=lSp{d=p^(pg1vvU#_Jo{>5(qZKLn|~Mu;h} z^od1dajXQAJb?`Mg+Vd|F|CHpl15lY@<>5QC{PH3gnKyGBCNzxiCj*em)@H+8|wtN z`zFI%XwkcF+2-2Sv!Cu;dVl``^)DC=sM)%|X5N+uGxpbPou?CvNfIY1p#}#!@Ga$A z%<;^2zLU2FDPpBg*s+S6j#V~pIzs#gcIYzw2qvU|Dgw;G#Flf5w2R+! z)ltlnVnWRG`&;#t-3ZsI!2V5GDFGuFpbp<$#c2Qqs5K{!#|Qv;^lJhX8It&)CM@_0 z)KH;wQ)_a@lP5%ZU133UP5U)ATZ9MZh?6U;>jUgk%M4EOH zw9RmPK1bBMp#U6g(J29-#zC+lSkMlS9Y{4AOr#9 zmcbktY6x0DKpe4*hurax61gi`E`5lKONL7tzy2pEt&Zp=mlhzIz7j#p5{3(QNBGjX zPvU64VAGZT2r<X+Hjb@pDly(T8BUi|t|D19$L6q~I2ZR-^i{ll<(IZp)$Pfn(TWYA$Rv%`}4%G_RY zeA3>_k<3p{=A)OCRRp;b@zu4xVv}V%U@!kQtP-K7#0v7~WV#O&i%Pcekq^}@4lcmj zbJ^x{t)95t`$~yI{bE$FP^b1{y8-+d#T~#j8ADHMZ zANKz`)}%7^+#X7QJE2SN3e3IDHww*wYLGk*3Re||EOb?T@~hzxtOiNsx`i{mlZb1D z2?inJ2Q73J6ycCWJ#KQAq@1zb8T&7EMQfk{8qO|s9cnXttF$<_xJGPog+Z7`1(yqm z)7i=8f`RD;w->H>TDd+-HgET#oM$s1ZyTLoJ_wX6hElu5B)LfL!&VTS=kFhLuM(V6rt*bANmnTRfJW=Vr?*y(= z4{G*jdt^5?V+61Q*%weeg}r#}U~z9WQh=)58)5=Uutm#1c)Ojh!n)3f+YD{$TWyA; zZHD`8hEr{ZJ8g#ZZ3fsg+YEKK&wl;OYl(9~6eS*fyC7nr5*CajZ3eqxGiD?|kz5bE zz@Ea)whg-(&F9Vl9q8z?LQ|%_&}Og&Ui^U19lyLtTSmCUnhM*846!a>$B&;dF*b=I zkG924#*&L|hNnOSROsyz>#lBJVqw$D1!nO7#~LmIYq;3M{VoX}<5b0#94oG_^P{ z)j9p7KM%FbRG8LoLhq(r?7VkVE~gidz}`6DIpgx}lT=u1yKz=wVaU2R!(ZrTk7cMr zT9UtA_PEWkS+l!DH9O)p=he{(mykb|#H9@Ygr)>l9;KZG{V=&iKy23RFA;?hsfUvv z@R~{l=&|_$dTe-rJh99EE!t;TC%lkJRo>E@#~=4vh}E^JD{5zywy(fX_sy-@ys|EP zYmIG)#gjL|(>B5Kh1%mh^Km8xqJk>~F9=&g?~PW0t`T}+$$OqsDU*L1ebxbcXo(QexP z!1#B*X;+ysx6HVr%($q`csJKnQf6Fz!L+K(Shv`;w9I&*%($e?I1duq7Q3l6*VK}0 zx>#mBUuJxsZ>qDKUgn#sb4^bco8AD+P9$W)!U&lV!}YNI+F~vVcd`ZE_|U#A5{pR@ zCI-xy?D$qoBL>AUU`}AT;^96 zt&)VB0s;f1I7vN3Cw!D^dY)_Q5k9nTXmlt&p(cQ1{dva@8|k$Xxu)!JtibRb&vRpY zNucN(X>7kV!HFLJ$~AEtlC@W6FKN=yZarriXxE&tO>l*%;I&5jnIOaHnIwT5dPS81 z^z-7&ISk<)q=pR&>H>l=xY{N!QQAKni8XHO!_`BA=p7e&^^Ah8>5)BkBvx8j-x5+q z-W>9qG7GaVV!k;3Yqjw4Tw{H%30Uez)!GP;KcJ}|%tk|pcz558 zF|UsWS4e-k*pp+cAwK*b-;+R9MX}sA2A6nGkh^mP`6N5B`;^XbnBJK`%?&B?gcj~? z?!n{U=Idofc$*=Hx7j=S{o5SBoSp=4^B_<|0Zz{21Dy2969#+oiOomiJ;^n_@+Nz# z2BsYhrCYP6#-__m<9ZrFQ}LY$dsv5rGsF~694K&Ngw037JozXu))TF9c=A)YD_D+1 zdh)yV$sWI*+qQ#Xk1Ze#<9d2m5*v>sg!6v(6x_yrpm3BYUjjpG5B3$v>g}dS_7Y!J z=c!R9I$zj@S*`N0`GwLWg4cQfdDa=|BJ6QPQEJNA_zp#qI6$J-3Is@xij^hH@Nk{1j)UNH@NFWvrW^Am}q5dX#t_ z|Lg{U#El;XC4Hz97Ey2+IH$cZR-chLg4%*kv#Q#_m7#R@Y(*@s@~K>5qG!6D>{pOT z^PioegA_2aps?|bi_#GUP^&G-amFS2j0=|;amK~BfKwsGo&{s36T2TId@1fzK;M3Y ze%z?75>8)iy(mM6H9UqB_QH%Vld`JZ&D?@fC3CJ{>srTzFs8Bh0#Nd2POa1 zP+Ft^h~Yeg26B^ZOvqFME1(R>Nb-InbkQSQA~kS2l2?C`ZApPjOwQQAujnJ_h6T2R z1;Lgs?owL8A?c$aGaLn(;V9@XpcsYR6QRoy-;08HQr-6=2}`ahOD@Lff`2hqPcJJ2 zbU5R*N&Z0EBN1eYcfWqc=mK2l0$k?;WWuG8mYUoSn7ksSfS49Y{tGer2q%twzkiK< zw}0gpQph{4*`BJy-n=7m_Lmu0ZJ`3>`X2-&Ea;9O1Q9<7021zSkCC~{(%Hpj#vqyd zTTICK;F=@*LB!0JxfAKEUgj=8BLg&;xI>7Jr(M*|q?|IY%pGK0h!&ei5R1zwDEmgo zWo7OhKs;DxEYoHYGA~ZaWq;F30U-|hO{!d>0X3H-D+Z8IB059*9wfF%?UOHKg@r1V z2RD+$+6(e!Vsd@24L-}nsQm+?{GAU6@}5$7f%)RHdlBFUlYPg<$7G}#R^ zQ~({bf=`yQheKBIsZ9zJAX4>D-~&8F!4a~(1l867l?B1MOa*zcvneqKW7a^4Hx7N{DW=J5 zOCSFAz;a{ex&+yxx)u4`DjN<@$J|9hL13xIPU8-vEU!#gDz%eL2#e3!X~$HBf3Gsp zt-XIU{6R{ya;F?)`c6N_54!IL{c?(6P$>%x-uH+;COCB^yMZCzDZ*m1voa?j6Rh7`u z9!kfL3u4y2qtQDyxwgL)FY?1SxuRSOBD-UgYsw~9s2jP-)ybc!8Y!jih&cXCJkQUD zI(?9rqlb574{u~~%lo2>%@ut?L6jQ<(I-I=bx(ju3MV96|JmO`zE%Na6{_C)Qa z|IT#uHNjXfu?Ly^U}km0tbOYnuxwG*o|3Z}3ofqD>l_W<@NRh%J^!SVX<|v4qt#8< z>Lz)ex_Z9HIBw8A81GYg4~e?PF{jYSc@GDlxmewBq;YS-A}lMq-nf2gWlcrj{D(l{ z-pipJwjIAOJjD)n9=jW0+Ya^v;|7Z@$mWK&j%nCF65N_i^3UI*+wDA^XM zDf5nL+a1&V8q>UcrV~x31@}zPZksainQq@U?QJq0ykk1uWO`6-+Sh0*zGKR&F&)s> z+&0a)V>;1&!0G$xaf`vngj70>2cwE zq$pTK=tR>0HF=^#o}9?HlWX%$>11U^JI?hxFWaoisWJ6A)4S?Qawy%nzAFdKUA7JK zOGZj&FG3c^F!c-uCf4taG=x}gOoTtcD0zlkft^Q)qaiP+hB>2vD+S<=*rnf}ir<{N zYv7*)d(^JpU7NMJHeV}4Z3zXvx|asq*TAEQ1WNo5H96koq$c&fa)6ph z<{pYL86K*4LI+NTx`2#4lZX>dF&Y8KO5T$as0E}X@8=OR1F+wrhG=ju9FAOPUEdx%r&v;=*}=d{l6`2VGK?rzKfoD5%tB%#C?mawj zQ4>{5a;rW=wTfagNb)JWJ^~IPYR8_3&o{b(WocUc)ICDbw5#^eA&J>Mbo!y!luw+3 z_8uWvX(3uK&mf8QcPNPY9u_Qm{i0paKEL;0YD;4qh%NPtg#@6DgRY$YqtKHRs*e308e~(_das5;$l=h)Ma}D+u5P5g< zy-5q~871B-)mKUFTgI+;TSm?&!ul*XLn%jVy)n9|vx z(Gud$chq1BN;N1AY0N;9^Ai{?0nPCo|HN9rm1?&>Qng9!(VJ2QUD<7<{cl{L{uZkv{lGx5 z_Oqj=F0=^UjZ^U{OPWXt<>5U%1a`8!5Y9k2451FfSqK*))Izufp+X>(z|B}ePo!c& zw8_#brD|an+>$dod;K9&{qeKwA9VT;CcK$EHusSHtO&l}*(?E4PcUNAOHM}BQg7|h z@+TzeZ+Xk@*HTFAQAf4Yd(IGDRb72w0hi_s;4W2u?fia7)W~7L?<0rtqRl)oes}M~ z5veYnD6J4!(lL1Cb-W&g>W8X_Ci+R78!)NW^=AznT_@x!3U;vMcYMlMfG$!uUEOeB zfs;}7aN!7*D@Uj(yXZZmijlQ5s$+nEj`u1a{r zs8kL22bt)`#&3W#z5B&*C;x{`Dbttgf1_jvt4)>F3tk;LOImG1n3bwO2X8geOH2K9 zf0GH8aDLh=RGEH20;OP$4E|C?T&|XXDMAan{6-0qNWaG;s2QYed8r?_EdE@E4#k!6 z*)K(JN&DsMFs?B5rO5FcHT5?NYDa!4a<3$vVg$Fw9fUQ`|4R|4L?nV50Hr~+`FW>4 zUZ{9H*J8X{ZMqzvt4H;q zLLORgCWG(su}I83m+W1bOd=~&@fKg83xkMFn$W8Pb3cGOGcim>N$BB zS)9GkyAo9t4C8~CGmIZIj89FK{5(wGDv$stxwgMm@~EZLA)hZLlKVZvLOq^P3cfGL zTc&?0;YiE=R_MZ3a6mT~qHEz0px+$uH!EKuwM6r=1m3PY{rIXm{l75Mq5nB(*g~#I zSM}sq*Gz}j#Yv$ye6x867|$JGJa-&?45SC_wi_wEL@c>iZ7OFaV%3sQicR#H9$({^ zs(FhB8|mGlDxHg4!XN=95ugY>q)AW~OK8>c*{%lqz?vuc zwY*hC;%}uoH`j#MsElqO^qN6X+L}kBOb0DU;c7fPyTjNgkl^8*K&pm31#@Q~ImK*pB#`fZ5!`7Q^`kKAN4Zglzgc-e z2ku2Z2hxY?i_ZBb`V&KB+Oc=NZ=aFg z(65QX$ArYTM)?)@s$=S0-6Ip7d@8ccXKH6M=+&}*=M%ofmygN6?~I*la^QyA=_P(4bT6iWYGR$lSpdtvZ?q5}KKHSJj7 z`R%ZSytl%jFXNDFqU9R6L_)5D+1joP9z->9*S-966|h7cRb?2(`=H$dd=QDK zG2PnDGj3G4Zj7H(D15<2yZNBtAfO%}SbfymgJ~J_+Lgce+-_dXtk1rjmA|V5l(`bH zGj_IYlA+~s4Y}!m2iz6QP&uLvve9 zSL#DgG@Gu~haPPO-5GO%Iw)H=9k>&8E8gexVmngf4sahe}hQ0d=@Vy03v3ycpeW=Zl=4F?3!fv)OtK2qq$36>lod6TlA|*%W;Icsd z&Vhr>d0>4F^#U4Q5K+hh;i8C=K$BTKMJ5MX-z~h?);GGo)4V9W-eS1Y3d;T)@0GeJ z8g%PVx^T=VFtTST&E%@Vl?5RV5Ev{E01yx|o)Y`oz0PA<2axAm3|=2Q{Zv5o=c?F; zmSSH%T+=o`*Jx2P1KNp&AD<%@%QDPMGtAPLL$9oz9!ihhGWHF_0(EI}s7de=A-sY( z+#K@~IjtbeG7SGnpaLy$MQ(J01RQNv(&GiMC9yAmG`f$MaMZ$cJP9Kg9gXpL$;u4Q zPEN=>^*o9y`W;mZESoiJGo0QwXJO}ceE12Sgx!5h1!vK+xFp0x!`trl4Kte1#km)O ziF>&b{A{9*K>s7o>9WUVDM##Rm_kgW;2aL$lVwXk(80pVWlpuH<}}A;L|+kO#7Cxe|F(b zNrz!KO$#!EdI}N_0 z;}Dv57goNz{HVJi(D{}GWe6-FgBD0Q9z8^W zGX!Ys1#l$UTu^|Sw{{gKeq3}GDccUus9BRmCPeZbS>(wqlGuJCZ!ZbiR2In{bXg>{ zBa2k|KFHhfpuAiy#biy+T&YE@Rf9HBvvc!l>P=H7HoCgK;Abb%PmJPuA>G~polA}>Czy+L~*g%^hdKPYq+XjEHKf(o4%qx zB;|YwwBB1V^;@A9&cnJ1MYt{8lMgb^iWU>t14-cc(FLyPMBEe!nCwo1eQ!kzwMt6D z=~z!Lp5_T8-;@6_NAlkaFP5ch$4b{OD_yxO273s}zhMR6SLH#1rXjBtMSBPnhT+J4 zE)vM^9kSBZ;UToPmpZx61)x?B9@MSbXSfC@qCAA4`fiscu7roK4~A=2CV9ku$A0Mw zx5##8=G}uca%U3qpoj&`aIW%Tz||MR3!PhSR+5Sx?`op`B92m5#qai7okW(HMEJyu z+fmsCfZ}iWTE_u0`2dM7OfBSr7y|aUKG)IFw>TUCI>;CwbqEfX5_R>-q0+&5D{fr8 zlCfyrZY;|`_3`3c7f)Y)cHJXX8s&wkuI)w*FJKEIYR4PzY#Ei)!TVRI-_|5)^a1JD zHoVKr!U^Y19lXa;K-?BQ1*fsWE1&<W5f1+=Cw=F zp;D@gJF+-^xenz(jXsXsyqMcO;`~#87ar%$LH$P*{WZ_2)I2}BF|&1VYo51k$?ii( zvNk`g+hY)NLX8i##v@q35ujaHLiNOs-eo@FZmLq%3b65=G8+WS0bRlRStH$ZpJ<0S zyRL+VyD7@J_k4#V+|7~_?ndmo5($;A&+*;?dR8jsq7W3I`<(aPjw>;~GXHSS*ec*f z3Bb36nypN*iiyT%omDLV2kcb$ODg6=g3`&l1b8Hr@Eun1NoN7dDpoW$zmxaa01t9H z*7*l|9DF12ITb~lwAk0;*e2C&1B)27)^ooVKJC057blFJF>v*)%vb3%?FGKF?7cUd zuiY$K)Hq=Vh~Y>{jq?gREs?BkF;&2kB z#bm5?BLN%3U+83_QUIX%du93eO0-&j+9E-#Js^Lz9->6Okv9+^@sgS?yYKJGuH7>4 z{;t&fyNW!1R+4qocROxMy4-|I8*fSoTZ{argkvAihW`sE@9ppoCnM~mhhB1Rhsw5= zFsNy*9u5>_xJ$}#7q~#=O^HNmapGmbd>f^Rz_1W^$nFi`_VK^tUfM};bq z?s#&#yX=0!nL7gcbaz;UB0KBlV5@xUkh|;T?y^1o^r)liuj8S$$3tt5>mPL_*Z;osvSo&0YnNVKe3mLA@)c_E(S1039ysVa&Js(`GP8pYb|ju1mnV4Yirh)1<;KY5 zBKL%;IOr^4&~ko|&yI(AiycMo)*^Q(7wIjg`idxnC_2Ft)h0&rg3l6gGNH&F`NVbw zpGVZ-SD=%0B2_2%!=BTx05!m#QD8bz?_pQiR{z?;`3NIM0}r>=GK*Ae5E_u z*{OUsF`#@x^iqD*6&yB?x{@-^lNU7CXr-dv*UaOYM(y?fgCf?U;T(G7m1u?D;?N{M zW?(!EyXeQepy!4zjuzqh7D?sR6ZamThW7UB5_1SkX0@2ogAcv`;OLONw+2uiIM}5P z|K)dIl24`w9pXNnIfR>bY0xaW*%i&A%+Qv%7HX@M(+~?=Ktl{X(*CK@e$Wstk^3?D zFP_wpa4Op0>%E4!%Ip7h$$QYux#U$go65i?FZLtO=1c96gg0^)-)7&~kHFvy`IvLU zZDBEM{D{x_;O@{s9I->gISy3De}o`7&Ad8Gy5}1!Z{T({ z@Q4+mx)6g**>1iVn#uAy_587QRTp5ViMn=nI?MyusiW&#cKU{##wg!89xy+?W2ZTn zImbD$)H+=?ulw23nml;Jly8aYu#Q1r3y5p=j$@L@V-iq=c1VK227Jjw&yrhvZ}FL@ zP}SdF9!jU4>dMd(`;!Hx;L;9>UrBrnZtdI1r9paDxrJM@xAyjB9ecV)@9Byz0VoLD z(^c}owKXVytdp3+!dUi!{HY(hn4@RG+^-iRnT1;4?ezNmsU+6(KE77Gm z_YQCzc(1N0%DX&U+J{e6N%#m?o`K);<41hmZ!0s+ZR(>|^CPQyNv3(D z)qKKg-kW7UVm0r{GFMp5+pOk8R`W~v(`w#gHSf2YH(AZ;ndW^~^NdXMMXUKPl((7> zTg{8-nh#jbshQ^8+2);A^KfgXc^5cYTg~=N^J%O3g4JAUg%3&ou$nV6%}eH*FI(Sz zO9F*pwjTjvd;kIn-b!c!0-fUuv2un)pr2zwz|MS*BP@b*oR-UDF^gpCj`Lbw3re#u-xoEmP$(f-s-FzUXv zf+6=PoLwTKQ3f3C5aLgWRK%`qfldPbEW?L5@>SO{{FiRrN2AE;R4>Ef?UbzD-Ici$ zxPd^7--e7gA3ktKtqm&<=WfqhzIv!^epN=r%Jb8Uu5;wfY29F$Q}$KEaYsQJyEN16 zwDIy`=5UUXJ?))GV3B=90`8=Rb3l~;_aoOk|EHC=1CLo^Z;3Z!a@fVk06xL?C?;bmczQt{v z!te&Todg@E(<}15{SoSLPLb00l$iuPX8}M5{~sD>fIQz$ovYia^LZzAKL2m(OcY~j zrTQ)43j%WIgnJvU2{s=3W@NVWbBpXZj9M1^e4K!T&3VPqNBCcJJ}3)M?@GT>ej>l4 zZ2JBg7mqHfDEF0FurU(W4Ywn}en~R?24~DmTm0W2Gtm>?8uQ|T=l+WVpYVF;8Fv~D z01C`~pW>vzZX~?1p3YCB^7PRY5YRY?KCn(eGH!nqNE0j0(id?eVOc!4{cEQU3tRpG z7*yS#`vmHu)tM>bu#pJ9YpIwMT*R4j|EUg_a35t1IrARE7rle*TyLlZ*UL&?N+pk2oEbSwm^U19+7*BZ zj7ppeK-Da#PiZADsuEa%?@qFlg}muSh~7FTcsv#XY`kVQ`#%)HqtGB@8Hf4cYS^N# zfVGYqD*_`ncCc`Sge<;j=1FT(_1u_WnqPM~G-ha$*{P?DUf?wXZ)C{n;B zoh}NxI*|gtItO9Or%uGl0hWL30pfu7asbF!ELa4fq*p84`V2%qv0lM6pSWd}FB5SB ziO({T>a9ZJp!pMMbZgKvFc(nEL;%*8iBjNrD^C;lOknt!xgJgPLA{{)v0hL%3jXk+ zs-?k}0u1x2y4ud|>463Bw)ASdb4!N_1E1c!6-heD6UF*-LS>oN+-fx!1)URe@cqI$FuNZ)i7aKXuoqRF z!>(`w-I=hr>YPM*W2A}c6TO#@_Q&|gdcBc$>B>j0|Kw!ID2nY5p%a@)1Gvcc7 zUtqsVc)f}!vWE164~r(SRaH)a&hn?R=-eQd@2C=5tAyy>1(uJB3Rr%c(9uf}1!aBY z`z1lg2{hYdu`7o>E?2!p9u-wi8fjz zgHp5%e8J>1X%$q2|MTDtkY03}!_mjA<}$6%Dpv*P>8TTGy<%z3Ape^yXOOqkB%Jr3 zPU}->;+T~h&)k(O|fh*2hf=^78adb20lF*{%}-lV#%M2Y|88+A*$Y zLahhY$&HwvNiFh}6kE-lRJ2McI}59TCipw4lh1x9Mf(!h|3B8gJgkYcdwV9Cz$7G- z5EDdToo6NiY2WMm{qyx|hLBl^$vkJd&wcKLdYY#Ts^OP&wFTI@ngSH{I!qT3 zi4IQF1*pW+mCxo)t`cb$nOt3jZS!0NCDr;x#L!IZxuVZ<*!9BB99H=km#IxQhAc9n z=89lF%oQcW&&F|!Obn$SCUxBgscV0%XH6RC??fK)80!hqbY5>Jn*LJ^(ezwVXEfcP z?tHRZCGHHT)xX;qTc5o4@1~1ADd%Y_FI)Ut!i3Tav55sx0=_iIvIV=Sp1o~M0L4wo z^x^$3*u?<7fK)*<3IM(0=U`ECc41VdNCXF24H0Kpc2WE`pm?@hlO5idy z2LMzB$|f*0fRgcL5r_s5!HFJ&c*7doJ~4*~tW|l4*zAmw4mo?XvwVJkCvp5KhltL!<9jm+L!hGMvY`LPpwcVF4oWfD$mQ0`wI=+1 zOMEWFPZH2W*B_}t8c9wPt7a{BS=>xv`zW;WgyoWF(TnHMOd+VxXIeD8dN6hZp&ZId znTVEpUO+FNzL{DAujkF~#fx4m#`dA5-c0RorsTV#JxT0^GL5ZH<|B3y{E8NR8v9fl z8+#F#hP_CDhYS4jtxFp4_z~tfD;9`FLr80=pa`icy_ENQ5eJs&U-fo))tf<9#W6Bi z!{svNd;#E61z8ZZLN_Ax$I0dnEu||c>Ps?I4nPHzl`l-J*Y{<-Z9$grtKOCkDABnx ztoDN)e@*zz3H|@VpUcSoH$&+o*cIxp}kRdE`&8u$VDs= zt?3U>MU<^AyeX=_A66Sn|MYwH^7WH{o^9P6Axa06@ST+3KdC<-f6J%+@U7$ zPdd*U2iH|l=ljQ0@kCIrI)?}VKsY|$k&{8?o(>^Aa#QssnlH&Vj2r5)J>hGJu|9{*!!~XG! z!TzCOKll^}ubx<{(yOPD`)AQ&_CLsf8pQtlV5V1CD-_nC(J&=Gp28meUM!BMNL1k| z*2h!3(MxuL*rSAE?2*2h?NN;20-u2~A0_-Y#nmMN^BoYIO>P1t0~-hIeU)Z*0tMZJ zA0=3QN-Oq0X#t0$aQG;pVI8dvz&fzGYBwCas#>7wM0IpRhS6rF6Ltf2b_fB~N!=k# z{KWy*#-stt%Otj4zlm_#MDP)AXR-YY_yBJVT(^mWJ=L+B2>2OPviNwxs~1fh)&SuA z;9dD4ePzWjV%gq`S(HG? zUzdf-h#)ip<-x+NB5^+~Kk*b#zfpQ*qm(GjqQw2k!Ym*70lzri6JbBNs0D*QtNN{7 zY_U$NKO=HDBa%r_{)c267WYJTktdMPLMzsi;XY6p`CZgi77;IVoW((f5e^#_M)rui zvi3ET76y*4tT}Q3BCZ2mL{rX7I&P-f$Hmg^+joT{$u)71Fcm^ z$~!Y|*a;RL&V((T09!Z&F_b;W@_2c}uSMns)h!+_#lK>d5bS?LN(i~PjY1-5?m78tw^LJ-*x@m8NsFAE!hS4H|@HgQPr|y=YXlxfBMNLepb@= zKPOC2vS&)TA)T5ChdVV9E-{)2BKcVZi#m=7<@vNhcV;^d++Ccrv|FLG_Wbd^4|m_& zatar1>v*=f=0fVVEyl8^T(yK@Q%~xWMmR3pQUTExz^U#hjZHQxSNu1-1iC4hpX|!Q z{~;pM749c-7mkPiBp!PbC$?0`PofjMqAl0cG-_D^(Ux<)hz_=#3s9uB7f?&*2C}%q z$LTQcvJ)qYE95(|55X>4oj3H;sCT$s#EGr%lP=;xuP-huy?TP3R_fAyBG++iv|M~<&LlQ0akOd*I2 zues-t#0?x|HAHol@6g#b7{#78hZeZ8dx4UbHJ3E)&WTGw0@ROI5( z3vo=M8&CHRrlWPXt^%zy*#5hB@bYK9gVE4IC?sprP?DYCgOY5Wu6vR_Yd4)_YZl`w z{l6%)wK^uvZpawhCUj`E~mK&n)^ zgAEY#4mMI}a(*VA;i$)7aOOwDuB^Bn=s_Ul+r3B>NaNnYlFtpK>n;R(@529@%)xTw z%CQHn_UT-PDr4Q8LE|CV<*Mv(;7A^%_C)iGNfUTu<%Zf!0mT$F!r?Y-en40kO z9Q{+$_bDlYZpqs|N?#6G6TL4d#Fqp9LuS^IhJ{d3Tq47_Y@;%YOP2`OKh0X2wOv~= zFHoRqPKDYaVpePUO3DNd(^DqllnJJdr%Xg;iVYP$%1UkxMfbCd?aXvL5OTknpenhb zo&hHSaDSGKPjWiTh7S^;`%D5s_n8C=mN(Q=7(5v0KEq5ho9@rLAT0a>3S}Ud)w1@0 z$Nl`R_e+ZI?Js<=L))@v1**&!8~{cMGx0i`iVYhv{BYJGTM^B6W&) zY@nrhc2uDIIz9#j(JOr1;0I`TsAJ%^rlmWuPl=ISQ0|CfOFi^4?ARFS*WH|nEz@P9 zVD9%A(Cmm|=e3>gm)G~Pkl6R$-+a%Y^V7K0v$%zUC&c*;>p`Y&y(t|OR9`g|YC_UHZZ zO4JX}hP`TLt8&bibjR2ZRc+p z<3j9pD|2%sWkq%iyrhwD2FOWS*}MMU(uL zl#-ht#;9@8`iwDvDy{33m(h*Z?NEUl1~hrBGleD(HGY2r>Leb{qVY}FFuKnJcAbcU z&3ZdEdKf!BT-7Mt$TStF`C4Zy9b z1zfi~1W~mw{SJB1t@628rmxKbre$@I{G!b&C{s%FR`2o5wIZL3!NiLr z8efz#re2embJ}9sc|wMox8Mb^Ms(|2@Sj+XRX?8iH#0EyTQbHt{c48bWh5;Gfj48F z-Xsc5_(+VbYNSC~DDJd_H(<&euCuW%ao4de>gxt1bJkT$5cWqX^2{bMSc5cW^AJ!R zZcjM%ArfoMFlpR-mk&7cRO|dfMjf2tC2h0fsaMG?Cggfc_w+Y)|1;iHApgLBszvWG z<^wKzp&bL@+y}sd6@BC%z+&Ft9|eKHV{QBZHoOc5^8+3WSA3zReiBIFXxjI8*-le_q43suW!bkoA+4V@nTa$Coc>ni`<6314H_b zF{F@EhrWigo1%THI|*9AU54}$7}8sJ!HOUaS zn7lMU{oOGy?~X~o*J()MxV-20H_HdWfyj`;!PfWy5vpDFv=vI$2E372 zo*IL+EErBDoZ~5ETb@LA_>>#SRU`?)pQieS2-ySR8cHc(T6BL5mW!g$#Q@7W3E6aA zg^{+9q`dog|D9@o0oBK z%(OSi=4nRa&CmGoE7%htg};7?)ntF){7}Nlz6XZIX)CBG|I6GpCvU}3fA3b>*lmSY z84EwsbrrltL<1M!MkTapI3)X?e5(YmVhna&i;T9^?d1)I$Il9G((^-$l^5LsV6U4L;qMUokfwmD)mPxsb&Hu6HQ}%SAdob#3 zDgkwr2VS&|h~pqH+JwaoUDpQId<+}Qi5r9EsK<0toM!nW=lS?9IM0~@j7Hm3q|p}s zj)ev6;*hW>I+lwFPUxQbAUrvW!3wArijGXIEV;lKy=`Vg(+%Wg`n}jp9Du`x_X6gc zAmGqGvzCXwcc?O(J=X-1Vc^?&BxZtCv3n+s7+xd*F@()RyG-<;b76<;JcFR)qR;wY zU6(>C9KIBHT7V}mwj{ccvqZ4%ZMpBgjz9t9NZ#T3Frev~nWmb=mVAl2`(Zv-_wN2j zm42(L{Eip;zr5!6xYF-KrQau;Je~i7M}E)F_`Rz1J5=cZu+pz!f&YRkzvVjr+Cu*~ zm3}L#{OSt*581BN`LEFV8)IkK2e&cofGu1Qws10yo#iR7eVymf_NT8k?k=HSfY>gx zeH_Zv|Ew~ub2mdj#;^TB#;ANzKFTYMtKExk$N*gs01_+xz)AES(o0zgfh(L2fh!VA z?}}WnA&Yt4jV3cN8lt!jd>T^uY^@wx4)gfW`6{Bi!wC$+qso{Ym<{w!GqR)RU>88q zp$ZE}I+3bLOx(Zu+wLM*Wr~eee%fV+ac5@?b6>&axF8V;5#S11yAXDNwvvr1=Znx< z&f9ZWq4mtbdkj4(TGuZWPv-W7;TYHvTxtdhcZvng{*Mbqs_yU=e9r%m>xEy01W$Y3 z6z{1?cVnWi6*jP*#~;%*989qWYJjym8?r6p&9%4~^10iKnK41h_P3zPbg~culFi>j z@1c06Hw3Y>Vi?o;=9({LU(eMs#0xh_#gZUZdvnb%B!-RH9YdwPzRyDJ4s&EXUtY_J zp}kAuLYC%nZvu%jReC_-d08>Yk-6P>1_aWZw7+5fxcs%ZjD*G^fM(g9>vv? zZ{6O6^_5wdf}BX}lD_I%o26qKJf&@W7JBaPYe*h49{JXSf~Kl3_Ez7QmE4zwW#~+O z`zZmm$x-?8|er?k~o z48?f}eQ%v4seUA4zqOz7g^%zld@QYokEQ)gcrBZpcI%5-wS>0S6F&K8XL7pLqWhU? zVos7^Rz6h*oFwUbM5#q43ASV6ocLdP6o>(|`JP0-C;b7$RMG>UzxPzq+i2K+s-!x% z2yKI!rQ#&X7#Zsm`~HS%{5(8=`NQ@^i3!)k-+@uufIfE zUm`6}ugtv(C4Moy_|VhQ6kGJj5gGbfQ;2g}dS||aGap+N0Iy$CPr)whr?8W!u(3ts z98KrKj)%FhBa-qJq>O<*<6sX+lM37@4!L20Kh-E8b4KVj&PC!mJo4=5VD)$8uznV& z=0HP$C48K4$S{vafh1=Hm;gQViJ})n;OKT4UPeJ}e=i@bnbo*GlvAUiv%)W-?g{B$ zj%R!nEag@C!5s!$2$t5Vx`HLKnP7#IxYnm%fRaG*(mN!>f{7gLY50k9G>^9D{*ZU8 zt*-_TRHhNwOG?7mrxDB2B&SlB9>eFSq=C~?n8)~-h%&4Ez-duJ#3f(}p|!t-;_<|f zfaZZMtP<7ufXnhR5vyqpDIt^jHMr85A7qXv;0jo#7|zbDs_`-AehogzeU;fRtnwRk z!H@P|Q9N*80RSO^fRweZkc3^a5b7F%ljovSr|A$Vj4T*3%FmupxvM28#7Hm63g!2 zo)?ZLQ+CyjGN5kMP~iW`rlr8YHZ|bV1OJ8x{tpZM%bNUO6!>=(`d@tDUzZwiJT>4@ z6F9pgP5#wQ{-;{}H#Pa6EAYQo;J>@6)Azwsa~d{sCaws1Lxn|PS#S5Pm*ayYMJLU7TW0)H5j5dzJGAYOFJ zzv>K$WwinSI+YsWLTnvT=@z_B=G%L|x3n&DrhKd{AE6E_R`1Cji^~j}EJ$n`3Sx*uGQ8JdvVD|2*AAst z^_hqMVp1zn3e9TG$GJZuY!II(jRCEqA@hy8-5)+$A>bRzLO&r}mhFH{*}VdPFlDes zdEeVEQ-Nnw##MvYU3a@AYm;o8ISzy zc=k9r*g9^EQcn<#55T={9Ak8y}#^W3^}DQ0F3yh19$*KKR_lim0*N-|JGAqxGD)obWr6e&O%Rr;oPu5b17S z+19bTsdYs9azwEd;(^dKK7m8R_pYD737NprKom!rm?7?Hb(6l96I}}$J54ECr&<^# z8T*zPkNB@0=WewB-KH)4MO5|X!|j&x7gxvHIiu@YbM`5Ruz~e*w8`IvST!QwWe6K9 zS$r)@zx$e@0qba!FTA!&Jp{|w4`C<6^P_SYoJ*2(-OFbVk!lb;R^5~{1W`$cu*boE z1yur~lh6p=I@PFeD*l6SV*&_9eTzTu_xgph{d*>PODB+)DYyCg`zt*;H+r2<`i*Za zREkM1<^=sS=Cr=)Fg|FY%;Oud4pgkHZ=wA761Wx=D>cBzz(}T6Y4w)(S`Wp_0KIAK zU}#*Rss+&EM;15vH>V*lZhf668~xG_R7hGf;1%%W#alqj^K}{%Fcu@7jU3R~(Ce@B zlCSfyV(8+dy*M!RfZPZ^1>v>DEY#d*OC<{tS4?@x%8QF-1sDGdcPQ@kU#jBHVn?6z z@x`e1f-28jwx=&kL64U48Oj#iGg7X80B$JHj1hU9wHhUu ztJ%;(^9;&G1^#BSo6PWV67tLJVg$|#sl8^(VWvb!p?;WY_%PEw+de(#Q237v17FE< z>>Gd~(LggKv{fA3Oml&YeROU={{sm_YRGk#L%6;@;FHbi_JGFrfZFze%k2T@ z+5`S>4|vud@S#1Rsw3b|d%*GbfYj#!N7@69wg;SS52)-2IMW_*$o6b|z@zqno9zL| z+5?`p2h_C()VBvzcLW#{Ke#B|25>nsVL`&d@C#fIws1DOKiUJJrsAnBFu}_-U7~9> zwCEZf-pkGuy3ha17F}nNM>ZV8MO#vi-fwzSoks`r;PGLV$@kH@(j;V0@qOLx zsdSnFu;wNYL^N^3%nP;Mk^W5HtijCWBdyD z1e2^bz&{&6DM%fR$?EvofaGE;#3;Y&Odz_FRrnGe z&a#M;?fSE4Cb1Bh1y}k%;|TeG;|P(CoY;$2m#mNN z#Tu`*CL!5XS)x`|iS7t;YJy|Psl9?X3Zv!Q1Hh?4-~e+jyGDLB!|aU%;MoM{VC2_1 z6s4b|IS=n#GFU`qhdzTfF@ujHQs_Da3DTO4F&QjTQ+ohJ<8Z+3>8jtb`8r&sNY|oJ z9Op#Kt6{xou+lf94C8Wl-GYMg_V$1>+pxt< zw_FK|#Y=D$i-)ZvVVCy%23(BwIGj17vnDp6)N7BC|OG zy2>bRZ(}zkFlqaPcHaaO%PJJ0RFBXnm?R~D6qe2nUgU4xaetp(6M+gP`KO@)I>Ce% zZhhR}6r%6#%$SMR{&95%pH1!JYCI3)vIWl}V1g{(+Me|OcN#A>uRe@3e|W)j-@`a| z2RaalyKef!IP|Iz3!aDDlXM>Md{|mE{4jPT7Y-i|d&j}C)>Nn&UjPt2Jl8;E_M_c z+BDi-gvS)&)I_dw7BooP7m*P6!Cz^4gkYrQJLE++#<0)xn;AYRvjO! z)ENHERW!W97}Cj$05e7*9d;7_44o#TKQfP0LSBEkL)=?H){Z!KVYf^?tkp}p$!|i< zZc;WY@YHVLmZQA>aEI>;XwiUwMXi3fN%C$J>@XF__1$g4pZfZ#a@h-LZcBxmF{igc z>Sbh^3n{KZIhcpls(#il5?U`3iV(2F79ZfFpkl4L%Q_f34gDxiiCBMlYD?Lg)AZ=p zg-n{}VCBN?a&z-L-JJWT#Qp@Npd%jmxD(BlSpc#ZyO0$l%4cR-eyh9*;{C~XeDd`VU!BT=h8IK^ zz82sDvxe1KScN`|os3RUMfzs3$;)eE6n~J?qB&XEv0N7rz=Pf6vew8UZvk4U?KncVR^m`J|M0`f*FcO&cFv2QI0AMNXO?wWf zp)EW|aE8N2%7A5r3qH#u6ww0ydKVW`d`0MFDpXz({s)4|q_KwKr$;MTICIvQ{BOi;cq6U#it{Cpse**L@Y_Cd>mFe}YWO)A1I6Vu2H&J>_ zi-w=n z)~B1xzr0>(E2>;`XH99@;bYmlBn)+-btStirY;Qp=E;EXoOl@KlvlG@qOBG}1mM8K za-G|6B%*oL?DOp$mL*EAZU>pkiI%o{fPy`9Uvl z1s>D|&OZ@&T^HD-3oLpa_^~eV&-|e6uLBR+Zh0M8qYK=-G4Q-Da8Z7cc4MIaU|`3= zz_+&ojd1|%6cY*({sMRaI2E>V3~b?C*uq(`g+F4924vb3B7D1Rpdop?%sAPOxrU$>qOR_;Mzq&|R)x%~Xl@|I4c$)diLz79($`^PA7S>NlNU z^^(D>f>ZrSJJpZKsqSZ->Hy__+N zmY7M3CCR%U58Ie8zdr?`{y~$mOuqE$maip&Jxj5KBlVU}GO!}kpLO+FOy&e%>>8y2SAu^$GiwlhepIDFZSf%H z5VjoBjNoDnTUpG~5XCysrXwEdYHN^<4l5pJIUUp`v3m7IqB~6KEWEyP`|c{ArJcWTAzp@>EMPsUsu_oS%16fgXgTY)H*eUOTq!sed#hCf+#+;Y74z_sfKERv2f56 z9Gp^niz(1qlSQvR_#C46^=3Z#YQ)Q3e9K3>Hh4?Zt9@3;HqUMIlKQ?{v2q0qv$Fb0 zz?Onvuk?IQGJSG5pEF?C$E|chekhurf%%|-0#}0x z)qg0r5hPe){ZE4aKMC@;f$9HK=r)^!r6$kj1g-sh?dkQ8vUHiy3sJhZ{l>#X=MNOm zMuIetgniU06NoLZlO_;B%dVVjep^wvqoi zSwMXpZVuGP;pT|?*eu0y(fAF2Zz{7GVU8&{6XLT4-CPRDbY6|E&uYH(X=F>r6 zA5-kc*k&K>rryUi8GiW$Ex;9$xnX>`c8-rJMChN`kKuI@HPhneTnb))c`IhF2|Nk9 zap=nXf;ZbY0XOK+vQMXuR^O>we)2lxcja$-;dMi)VG9-py0m##vdu7zZH7pZ+P}ka zGu9`b_GuVyIj-zr$S0d!2SN@vh3q^K^7L8ot)`H=_rV7mL-OAT*Efb-yAradEqG~L zaBf@h#m11Fw%~%c;9X52`woU2vc2CFa<3_*?OCwV!^0)Oh2Lr_j}FJ7!xoZJ3+J?_|*hBue~+@nhntt`(fyt^U$!(L-O4(0GEbPgXw=kO)}%He-B z=I}GR&8;jjWbo-jFnetLwVGFZaGGysiN9rJ_qac{hX5sLZ&OHFQ;2awWlbb5)!vN2 zZ8eAywzo+&S_FF`y);9E3Js%%%9}z^Moe-xAYTeo&hd_dY$d&T=aq*%xNmd zhY!*U23AUpDs-p{4JZC53`uc^FeKHzTNN4%9)*LNE1G60#zmY#9$F_ZZYOS9ysiw7 zry1p_){5(bB&?S0PrC1Hes&M?{Dzyj4o~qK z*c2is4>W}!d3T|ILXbhFdgNb&iJ5f_jtqx+*0DR8o^|Xb=G>4v zHcje$57XE8z!Op|~BW(Di<0s`Jr^RX!N8g~-D-Dq>xDR&c*zUg#@ zNwA27#o{Jn5vSk#i1<%OwvG%IN!Da}gLFmx62A4;kk`y4pwZ#X7K#3ErOLZ?4*?F#%pQN-W-_o_7NJQpDo zR5dr|9*121KG^9VM@G}Ft9cnI{be-U8pw+7ZrG#50Jhsb4v>pR;hQhtxyKQ~;oV5- zW%tOKhWgDK(4E^n9>5cLm;jpE%M8ukqnPAkjhB%j+jtcE=MNlVgn`G;=Pyk8I9>Hcx5P zlo{05BpEfO{ZVF|%1E1g#cg&I(X6@VVRYk*hMAY8<+h$dL7rI6!$%Uw8k;L5aKX;L zm&;6)*IEv>=+>nW=A~{n?N|Z2ft1q0lsMife$FG`kNmL9N+x_!Q!gP9!N`{{e%@cevillyyR@jr60HvkpAf_GD|146~p}B%Kwj_7~I#8^lAW*FM zSD;v76xFSD=!_Fr_680gbxUBV{hlzQ=S_f0z?fT$2ufz;%~(WIvK4K?bROjNHPpmu zvYdLN%t)5Y-HTC61wgEJ_?m)yc`?d>elpPHGL1AjUwZcUiZ<#e5?u{iywKEjP|5m+ zG7zlmHw0;{{>Pvn#UL15^N3ep4!rAcDTroP^gzVxHbr(@u&)|wlW)DKQKWr8z!+|x zpM9AN{0Y#X0>I%N$1cp_GM5f!DufWsz$V*HjUEivz%uYAoF^HAnY>AJI2s}1OgN6e zxK{`+JzU~8NL4ryOBIshB*nloRZBQ>boLit0r?=Qb0n@wxGdPIf@kDg1;w7*rJNzgwNtc z3$b)PiWAqPDRj}fbc@iMo{GCdH0#O1Ec&hx!m?K=EVHp7Yy?(Ydcqexe*WtEdY1S; z`Y1R(-L|ucT?dl3v;00jSoT5t>ddAX(S}}EH|6dt%h|Bbe>Q;;+A;b}w5P_*<*;yJFx!7n^FIX93jZGF+*2rd6Rfn_?Sn+P@7V zJMzNBzDE2co8{ovRvNZ=c^FIyFAe*1XIOh_*t60weO_3~^01E5u%$c04wQx!Ee~70 zJnUm>*vrzejOAg6Y;Tr^>6V8X<0m))!jHC6m}Aopn|5zFk!HwgSEb`H7!0lqQ4x-! zBKv4MDjMBADiU0WkJK>F`*ydus4o*2!8~scz!Br;-^n>GXCpU)KWBi6L~YVSd`@2Z zJX@_<20m3Il0(%Tjlbc}paBqgE3W&X3iD`DXWu3&R^BPP{Icj!RnaU_USnC&pBdY8 z=0WNSx|b>!fJLyjWI#n453b2+UVNr#uqY=j??{LKW@Uc{6%oe$;xdm#+$`14V@;el zaQET$bxgD-BsJ<*R3+8t0ip>*#;>(M{Df2nA-skmgTN8bp-cI>%fnDe_Qd0CgP(mNJkLiy&G9BXeWyK*_Sd^R*NK00-$Z-WV@uW2AYdFUHVlIU~8 z8%ze&3p4jgwJR<5q4LdD7V)t(r@>IaffL|!FsteTsh0R2Ke`8pZrjXUlBM6Ry|x6W zG&(U|CIfaAGUdVjktxpt(*tb}@bAGnHz#+Qa-XeH8<8d7NRvObkl>32JgoP)6prLh zX&7V+3P(ORMwcRS(4K?ERxH=y!wY6R^7Sd411TKhPO17XcBeQ6o;alddZC2PH+^*} zWaRXp|N4VtV+r3~FL+q#mINf>8^-aWSP=yjX#k>1{=l;8KXnf;tj_W}fhhI6&Hy9# z57Zo|8;t@CYy7G9YA<|%AU=0tAa*~AZ3}g8TWxz5OxLo}in8(E{tusqrMHE>KOOe$ zblAt!VYTPNw9mqBoDNGl6PDQ))_OYZSZmnpvtW`_pM_mAH=l+zJq{?t8n4p1<9jV&v|lKy0o|_O7%vU zI(tdw0Z5YG+;c14f`VC%gC>Bb1K^CjNh>Y1Q~Tf&Hk@mapC^?GxTx`I*o~*o31r|= zrC^DOCxE35b1#U8PeEv2o6+$cWA){|szcCPZ381}r)aI0;=ME^sV=kx!-nqh)LHER zz*WDeqYU>U^5F^AbccPf?moQa2=d{>Q4@`7EbtIM6S7m+ni$>quBY&6jn7M~`+v)~yoEm}VjvguPegU>uKC1acowPuKX#;93yV z)BXR?7^gVX)Zi4qkDZRQ8oovt;X7RUwMpU~a0|_M4e--9$R=JPqpm>oQoXb@dO>oI zCu-8}uC95u(NVOl;L)c&EjNw>hz@*kFqPB@(!eqOiW~hM_N{hD9(=nNRRt? z6u0*IM0<{CJ$Ht>CP-xH}N}vY)Fg*PWchpH*{@h(XhoGmZx(g%_aHI?+vd{tWIqnAsUTYt^A89BE>*nwhheDX5KK`y35zP}PfF`{uNG-zV%O$-` zMaNDZ*}=YV1z1BqUrCyY9-R$)a@LwO8}^PG=Pe!6dIEi@9Y4f+kQ%e3#~eO%d7Pz4 zGd>)L`XXbwMEhBnST6r(Z%40MY}{Nk;`Q11nQTxki{)0+dsTLDh?sur)Q=S&%N^D^ zaggb!&xO7nVX%LEBR|m}4dq%8{a7G*dNvGfsN%6e#ywC27T5EHM!lXq`jvxyI3c#g7HpQ#)Vc=~?k(0c@QLO`km$Si!4uaU?JLmKl-p48mR6-+L1P z5a{kz>P8K&sr@v)(fIdVu503Le8z+d3V;!7snGF+qs(*@`nvkT4vk9L5 zL)=u4BW5oqA>5s19s>#k>56<00P}87M@*dg@=0aWP%-6@NInU|98ht^bRZUnC5D?q zoRjXS=nJVc#5%)xz(s>iel3n3bf80udyv+tB8Djb=yccxHk~Od1|y<)_@0TtL%Yz2 zgdNd9^y{1kSIqw(O3p%XnQm4l@LlMwOm14)EiC8)>H+W zEL_oWZ*7JaAE0&IfD0m<%sp&i0t!XqZ~*8!!F)14f@jSq8RA^LH&;Y@mC6n#NbQ9L=6Pt}~h-0Jc7=(3x=b&J@x+AR2c3r;&4x_7MH@m+C z@xyFgTvuam=2Ap-a&98wD5oaeg-)TpEz(;B1x`ip762v+ z7OsHx@r?rhSwK`%uz;ho7vluLc)d+N3iL4c>X&_CuytWJ13t5LVJ67b1%E-{mQG)= zoO-hoU$S9nMNKv%#>=&2L}%)2UNG*09dzP%;y>;JXy@HC)%p$;Hq|73Cc9wtAflKY zSTfu}?g@g?5YIu#6q4C}2B_wFXm@{-(GeeNicQfa-Vbz@CU#NJVc8(+d9e)&M#Ro! zw+WeLnFdW=)zW{3B4QzziA7*yc=u3*svsd2(U950Q7lpc%Z(sm3$X~Q%dhSVN74_j z*az`Q@Sinl%l46}wxKsu*Zl=X?Q3pKBb$GqBdjf;k&V!|luQgun2d7hOhVlV@Edv= zQs`ZHT%G$a8h(3+YKgEp5Z8zv1e*e`kGs1eP`Dz~E|sw?*@=zp@^@?TAU36gMB%)? zPjU==j4_Pm@gF{TkdnrDqD`_g zG-1?m8#xJAqDSsVwSW6BD^-3fyvs^eM3i|+T|!+^9$`Cfh4zyUcah^T$~V@@1B>jm zPd|<|`x5f-Q)RS;QfSZ5#4U!vg&2!uiRLniU5DA!F`4(ees;r}tTON^KmR<#?W?bT z`aa>ugr6O!#;KE&v?n&haQmqoyCL9n;Dzs|A*bUM#1V`RkDHtv_tQ_H{pB>}=V?>> z{gnG9X8Y6k)05+9DKNP|39)a$QJh%UFBZ1fOXNo}Q~$x8=EnZ0>~cvsZEl7iAJ}Pb z;2)-Xg{&(wI>&J^I_{H>GJ&{;y9Z9*i1IOYs7W(nu*lCbk~n2QV=HAApJfv8W6 zj7S)W1*uKH)vnusTiW_Ggg!dB>fw$}FwM9#PU1OG-#kPjKK;Xsai?`!^PPAPP5vRi zhsD}QC z+T58pfY?{MO9G~g&?jKN3D726V?z)#*=L>!*k^pR!9F*ygckI1ZwdYt_@3O}5;jH?ElznWVMxVb zq-&~S;KN%&;4y0nep>mEpiOoDTiR4lTVeqJ=PVIOBy|7pmAEC?74;I52LB;jTk+Ny zo&JMyXMNK!8d>UTkr=LVV3W$xCW(@AV8IN(SEJ!DK;fdXN^k6{$P%dM2oWK4IvulW=F@L8C+zoIY z5qXA6-#+s&5yTT8;6)#1|DYYP5%1Hpdt{XM-JRBPV4ucm&ldrZ5w2}7!h3yL(Gvd2 zrl}?T^|px0mhclT;ceR@4%z;*E#ld>h{rAAAJQULJPhB`5?t*jsm+ra7+W__cEG~Ha zdfU^SjpexL&>DUAjT?)O0?N+JDU-`5GGWG~_VLCd4^wOgl}z~ii0(#5VA|_La0P2? zi`E<#2oL5{v?*ZvTn|E<;*9suW;WyfUEz4JUq~(=Qa>Rk9$sO|%slC5x38P}+fkJM z(T2zAD7}nC!!JRXb_V)pYg)kMD78CX@gcox;CrfRff08G*3c|E+Pw)MNOqQ05BTZy z9qvB1Gq|1h3+l4aq%TJqyZ=dqx~rSIXY8|-1}=i?M}w0zb`+#nFg|j{dbH{eZq?^8 zQyE1m{oIzbiMDM?%h^E_h+E@j{w&0w=~psl=`(S{@yh&Y2wh~|LvlKQxFW4KfbFO|Hf#@h;NQ&P#}+f99MtN zpsL9<@-DSW4?}ScjAJ#&wE^}xPjkWEw#MxmlyR*GD8+q>zWI_5ce_=Ly~$PEu8;=$ zzrF?Xta14Yl~)>+X|>D~T88jz{Si-s2wD;~z5GaX*U`5SaXXnHvb z>kYMZx3<_7(IMWnAXz^PwU>0tqY~h;8vy~Ju^Y*Mtu1h6BOss;VkZRwF`y+pB#7M| z=7qnur3H1Lflj+Q4jgo-#lp%)SZOwwA$Iq5+};@ur@ZaNNBf*l+>T>?YRt8h*5cOM zwZm~U?cH9ub@_x6T*;z30SeqHSydmO3LqvXNV<~5g83&t%@@v+b>7tHbfXJUvLR<^}LktRW)La%CR@K8J+#9-3)kz~|9C zb*fd~w=135XfF)#43WzpGhi31GpMm+59Azgh%gX&aYvIbCNHPV$mCsV0x&ERdzpf- zVj?%fDl%HzV=q2e10A6752ZUm)hG;CTXeTDQT0a8-ej;a#yR!rvl$D+G=!o+{OZcw zFgnc^sZTN)A~(_Q17q8*)hPxYOd8JJ)j+S|_nOfkMmt^)WwmC&G|M4&D9rTT092Zl z<9B-IT>n>A0w=*LR$cq7e)b-%;t$L!j(-jFLEK-{OIZ1u&P-l+*T@Vj7wuYg+*K+c zj9{+km*cB6>~D6%0^V(axvX_!SWM(!nUV4${tMM}m1B|Yo5W;qsmC!-SWO4NPV$x( ze}8-*T1yfK0v!k|*Yddv-o*=0<0X( z8<+#118W23z?<8|9$E!#qTjZ9)lQW70Z$q8%e7+b?n~ept7~}eI_%P;WdeHod;J77 z{hf!Vzc=^n9RB`J$jpAvxi2Jg8pM7iY~5hn(65!RpnulCSq(ogG{pLmK+P>|h)}|> zP%;|{B{NmE>d&}05R~VHaOoLfXi6#9Be5OoWGX?`O8A;jcq$`IVCz0yx*Wmfg`j6$ zi2e@kUx$l(z+W+z&axXK#0$9$HP_Y47?E2~AW7I0t^JI8@R&=xU3CH`R*WZ+*R83G zhPcd437apMj3-4~mY+Jz5`P2Zu&L)}i3{NkIW1(%{GFjQs-MeX`>WG@a(qd7qJANp z`F{yI#3vZqF&Dy|?}cm+_+3F|2ohm3b~T!$omy7rE&VaAUhm8?{;%Q0ICHRS7^Gbd zgS4w*j<)YMoH*40hr`r+2@F2p(Ga1SN6Ahk!!*jA0djQ|nYO+fUg6Wj(dSWUIJ(0; z3edrM6t=?-W_!SV^BpkU97fp#1vgbh!}j-3WVRW;a)N{{WXcYYDU>GEp>X8}?xjjmt1oY%}#I zKYXe11w0i}#o}IxG%I&vkLV4iK>vV^W9$Y~!iL}fqmX|jwe>wUPBLHsZb^ctKy@@L zH$GBqdvQ6Ut|7vzkD2U2XtcL9;r<}iY?-d^n5T4O$jX&Y{6TP|!2z&^Bk75>ENqd+ z{|+ApCJq%$l?`xRsFIrH{!lYsHqLFMr}Q~z(ZoC0+gKA;)E%Z5X;Hu(mgSP6U@|g? zins9f{-S7q5y*_(VGTIe9ITY?yExPp)mi)h4di*KGl4SKMhd*}9Tpq{2=T7yD-twh ze*evA*~SoyqwvNw7V_+1B`NQ035#zu8^yrOeCXo$4w^8Z#4Vk zIyXNYdkG(@=VU^j0()cN=dO4-q+s1-*~Re7o>KiMQ;IMrD@mcEhKE1I#P@q{m`uPY zhz^Q#!U`5o#tPs}5BOa{J+yLXdlZT>O%{wJkwwjb7NE_(1Jp8VjaXmU^*=f!3zl*g zEafbZZ8+?M{=+|HZU;&1?BYmr!%*F_NSR*>GzPxUo-N-b@|x)C36Mm7WIWeoMI`Rb zq5olL10o4bmlBC>&_@!<@cit!NJ2I|=li`HG(jRIl2b&gCc5^yfxXI&geDj`3J!q9 z5Y)5(U^8L@Pnki{D{KbF!$ttF^LKu%>S1+7jAg{n7h+qLAN%m{{P6V=>-j>m z(PqTDL*oA2_@1nko3H~u27vRo#!0ZP3Gnccu=VqW02mZ&GM%b>Qs4H)iel-Xe)Tt( zW#uo<+C+%{Dof2fl`_B5UVMfbz(+mo>oyb3sya>mV?%Bkx^?DE*|+`Ycu8Zz7E<$h zFf)mF{Ktta;-hipOg8h4o(_PT$`z(2f9%nN}9(jHv|hyD#a z$H7hobzGi!#01;zbi_oKJqC1?aBEU$tv_PY`F{x79k&D9od6Gy9cnzhd^%^x zmj}m!!x>95@#!#U=bXW_+)@_#$)>z0@?=ru*`mm&MUh*}BF`5^))hrI z6h$7gt@=B%q%87aQRK6t$X(iH)p+ADYZN}x45A_J(Fm5^UKWY+m=~(oDq~Gx3F$5E zsN$nA$QWyQYReAc1N*`__wTt%#Oa39APVZPEcRN9pTv8zpKqEYi3B-}W<0_m*t(>7lP0L}F`l)O6rhT)07LGbDF z8;&40mb(Tr=LIowxaeq6BuLT3(cDfQW&Z_O*4&wFc^tqzaWu7aC}9`14klZImF2L( z%EIQTT^xGQHWrX<*Ej>r^TTH_59Z*LA`*YaCV}Aj?ZrkG1om)CqQKt23I#E`u|vA6 zwy9J`)i#&=)0j~Hbp!$n=iK`13zIQT#NeDw61B3{X$%2wf zgb1iqK*FL@wP-;W3l$Zrwr;fA*5|PS6&F-o5MotSRB%^N)Vd+yzFYUIRIzof8?>&~ z_?|lf)IRU~{q_BRGk0!g?!7a)%Q@$sRaB}-g{ZPCbYfH&-IkoqY>_%`GixNUqxPaM_47uh(wXDh)uRKbfkvX6D_0Z_ss3Ot}naB}{KMDj^n z%l`B|_fYd2iL@p{At(rgPx6A28*MFZ*kl+|*Qd+dlbCeZzt*|}0w4iV{~IH3f#N!nNGwqK7I;sSN?Q+ZyJ#YMT! z%@WthTH*qEWzl=Dr)_Z5Yy(SOIV|Vx*JHLxlou@a=s@~*wiitQ7YtE6>AOwh53W=@ z6W9)lSI!fNf;0(JXN0<4M|>f=57Aahoce)I^p@+~KqpyY!~(Kosi~M2>Dn^@EX+N} zod$c1(0dhieT4l#L62Kvf!DBr9q5D#Z3CUMgv$NPEI2)ptA!pQga;VzmJ{pp<_K*N z#-0J0=InfvO)B4UJsuo(rb#x=g~ELgh(N8SLruXnlCE%6M4<-do1-vrVj#sRx_s_uVUZci9%_mqJjLrS)&Ezf8Zg;~l(-F;}S*@rzuUi^rHkuSq7>WI;H2113vK)8N9fgsOo z5mzIe*T;SPQST_%)b7Iw;#@Zm?CM~XZl1sXoiWt6F!7nphOKkI!)`9}95hj*AS|JKd1((t z)~?5~_mG?y0ut)A_49x8p_e@(cnFZHzo+2L1jz0P8D#C+N%LiPvuof-cMSrQgCHy( z6xs+F74&r*1%2H{0c%4m;KM(J;%`}>)MG6;`zu);vJHds&Zup;r?u6&*w&nWTVExr z@$gC|0+q0B^Ml`7N1X)69yJR>+-dqjUaq_BO@u9CBrog zoH{+oi*cvXn;duWb>vQG36=W0)6Az2q6*zz%ZmR(dHGPbE2ur)KM#~ISII32-4nvzc=Yi>SmeUy{m%ttQFSJ<)eyg8o}EUdKT zTp(C@wiU3jl?E(qr3EZ(T1?Z6ALWEWfEMT6Yj$eEg^iX5-^28}Qrl-#>SsP5fh8sP zsWf;3!yI@M51vn$R}nAg4UyfW{)&XlzWPZ~hbAy~_74;=Phil?oFV9yZ3vw;1foX2 ziSIkX!pQDzzOzFO<;s%xfObLV9_nQ@bkh#%{ty~E;esq}4#YLr%n0*hnw4j2xO9W~ zI#HiFFHN5Vcyo@3J1HUBGnei0L&sSJY}>Mz>1*&_$b{I1BRI*hMbD|7O;&i!Je^tAhw5aHHjMzMnX#nWGLclyKA^Jp?=Y z#)#+OPr5TSSX(+DSoJ`aA3Ns&QR;vgC)oSZLud>=2hM$ClO_G5hy9@dF#pE&7I=T? z_J}!>U(YpL(!bkgoDfg@M2X&n9&kV+bilzH;Xo;@b53LF;A#hSzs-{+kxXgc04}sy z37`=h0^WM>&Ks~gZ@|U80W+!+^QsbOS0!%D8*n6Vz^c3f<#_|P=M6ZuB{9D$v1oPT zKHavw0nNw&>Hz46I*>xOf`%^#S_hoLBlU6|YG>8@c79Kp$3^cT-~|uC)Z;Vj=}Wk? zLV(l)UC8qgPy$S;BqOXR&or5CjQ9n+SszwofJm#Xtxn+fvB)L*wCOZv;9G2`ao5xG zYfFBcM(a<5aH$hO1^Uz$yM@KGimG}sSXjs-1g`N<*tZ`8M*R48f))HX9-E7hwe>mN z&Z0;kMCPd9WFlWJHPPTu2CSKi;9joA#DISO2*?71ks+G^;o1!@DU1kJ zWH59^UV0Okk!u|kO32s4c>};Vw^Sfs1^!}eB$k1ik#uAmh?qK{fSJKt)VXJgQSa@jf(7FTdbxM($*$6@2fM7i>l?nUO0p+D5ifjWS~at^)60na7N zXsX$6L6S#{{Q+VGWx+?sMZga10Fh%&vU9_?KSW0~T0# z69=5H_e^sKwvXm)-?oBh@Zs*I`-mtSY)C4=l-`|m&1JB*@VYE)QQXNE1(LHF?&K7< zD8=y#yP))>+B%5FZk%ipc9t6598m4A97vI1mRcLW#GR>qm~*6X_b&Syr?jjooaAzEIM<8A9}=Zw5}! zW>J>Ca^KA&-ds9OAY_xT$zVCC(*9w7*bK_7m#F)jMZm7euQC=o5~pfxD<-ATQ3(CL z);jGxh@I5jHYQj^(bu;`1AERqtDmU%bpv=_*ci8-jLg^C$&s$L9ydeVWoo1eO~JIU zZ;266Xl8^6&9aH8EXZGH1Hq+|*eId^{)_0M)%lR?3J=qu>1}!S6O0Qb3@phM5ydT( z^qe;7`0}+!R-VUlpOqC07u?#j{Z**jLP_lVK6RuH(?0pCe4_siARcd6yE{;>)(ID} zbl5cpRr@?y(Th0=Ydf+TR?MOdo&TyzeCvI+Ht}+8;xE;SSE~}AUP-)EoA|OSaZYXG zv#P{1Rf&IACBCjoY^VZQal9(=pDT%PeobtK7*Gvh1r&l5Y6=je$0hu|Cy$fu+v@?< zA5u2As}ijdn=mi?O9+HVgjoEFf__(1MC3_7BgCiwy()2=uAt*NKM~{#+BW)HyMwhE z3#MK($dZqk0YQcC30i}ew+k-+dG~((a;bdT&R-s1+j(WP;NVlx00DmzLMRA{V4xpC z{flmWXQ2OqlfCG_?R0Cx6+*WPP)C4f%82332Ks~ne5g9{V0EHbpO2ER_`HmC-SfMk zk>m3##P5K(u3$tl^&`saQ3pDWc(>fOS9vFMt0A&;9WIzXhS0xMr{z<4i0p86BCu3Q zH(mAH)NI<+>kXJT9j{JIeHAfEX6L0az)SHujSda|8b$OYc1^GJ&Je}x6*c%3Saw%O zyi!2<7Sp8{$|iMhG zV9RGRvS-EDgaGowmi6F>WNK$$fHCn+Fh)`HJptq++Y>;3ttt@!Iiz+#o{;_yke8A` z#jqXoA;v&P9}AW0hFt3B1|Op7IkmP!bnzj1!~T6caPA?bE^Ql}P0`nCqqAk}%^S>p zvU{W0_ED}ieR`5T!N{*&qFkR&I95EIK3O$*INdMXPKjKrjmf5z>j?`PJ{eEQ-_?iD3`vxQkN``5mRvX% z9OO9E+VL`0TU?_*Hw|&1=hyyn$g}48#Yop)x1;%2p3D9_JIZzaYHIKE5w8R?ets>P zDVb2Ts5WefgW`v~?zIHa(8Ybh5yG4ic^Cqc4RMgHV~YDmj+g^JJsVRcP_||WBnL@i z9O8f$KoJzZX^4XfBik5bNQwQ!UaOt+)bQ**&eOIPME_-l7!@x)0wjO> z+~6(Zuju1dwk_hlTYSEk!k2vFoK}lv+cY`*Vr#LW`>&Jw)`GhK#DvTm5nl`Rek~^2 z{|O@fmN3Wyxz96@g7*l*YRTD`ovIZ^scfRm+Sc z9hpVAm8n1?5dLp+z|bq+Zs-M$<00yt%IQN+(L=8mPEoqmm>=m{ zH}u^6d!nZx5h7G%V^z#eM>MbgCLpq#j#-dzOwWQ_d?we+1t?T>d~g+Gyh;4ARMYnd zOJUm0mcOywWZhlpr&rQ$Izp!R@=ME(=j^bq+znnyPcJ?9>#6+*I&khTL@uXcF*w}u zWYl00FuTtg_KsX|ft7tFQ97~D8P8e$Koxy%c87>Ff^UR&+yItD1pPza?E8uhk-rxb zv_w9;HSw}*i1b|o77^K3(%&keDZw+s-hFnr2qRx_+X6ljM&1ctEjQi~6)bz}#`Xdf zws!f$&TqiF`HiEU-aR?2H#i`Icu%XmpRDiAJi49u&axShSjb!NhTDnRw!}3vl4jmX z%(;{J{B~l|oy3wENh@X~J-way>~`Y(8A)^Q00vusCvokJq;+=^7u-o)dZz`CK{=Q} zP!3Y41}QY5N#+vGeWlX)tn^Xe6xhD(YwdRfe;c7D;d2EReTveqIK3LLo=)IN6N7%o zT0@j8n|qv$V>3(SD#|2!wePSFqg7rUbTPU2&`m$-gc0BQi| zoUkk8?*Pblk>Gn3*cHjwfnCuR*cB6(*x40JL_j$9T_Un>tOp`5t^sSQ^f>~zA{n^h z3qd_jHuX;8wph3lEwbDN_%1OA8YaT)03aj@0AU^l`+vv+KoHUt(0QB+dUR9ofF4~l z8$PKS7$i6C|M_JCEJ%m_e>&m9r#EroGk_}&!!M}2oEJp<6(75@ zDbp1MropaPh>*H|e99FBGHOWt246wMbCfTJE>2qZ;Lc64_!>Av7Q$pz zGhs60nEcJ{L}2P32JQoLB`CmJ*@RJt_eqs;C4^Fm-Ab*X#K4hc9i0;P zMw{3}3YNCwLX}xNYCc_hX2E9VFLthE7YtD=$fL)oMujB(sIO8@oH3W9~F5-S+ z=xM2uS>H)>w%WbA)Nt>?E|t{pPr*aD{vYBE7+MjeQpgQEBktE(cHrfAu+X14beV{Y z{Q=bGI~m$DL|=BQtk4$Rp0Vn0!*<0Je3t|0AGrfb>NQRJtLzgeukV1@#)+I$zC(f? z^wa6f4xi6ovZ|*%=chj_PQH0?;Ssx(vHPT3DFbGg%yv65Hzc|x$Rd9&=dS)g_E6Fj zt`QMD#M^M>o(oRtikXZ#-8NU|JkS^<}N*S5XGd$-eqL$hiGwRYzta^Pk^#F3OyPeMKq20 zd3MZr(YYY!nHyE?aR9XI5rWZEa2m#s7bDgbmKAO~4sU|<)2LFoF_(YomlR>e;)Ov*o!w4pG`T9`Du zFlk9)(x$?s`i)7`3X|p)ChgPBK9aPkFzNEfq_+!_3JQ~c-Iz4BFlp|Qq~=Wx+<;Nf zKLTzprWRtbs)mZNvoTxao@15u`@8sC2%#R_6hb|PgitRoOlpGtu&yFq#nV>3zpRK! zwLL;$K}!gAs3C+%NE`<7fi;A9H`2SA?b$G+SWU9YE=}x>G5SglDlTg+A_5n7v zjmT0oMNA*jEI`HJ=@NwyA0+s(5HTGVU&L>O?c8w7?7bmj*V!#+O)NNS3=Np$(& zcVHg<+72DjlYTcpgpcxw!Ob#6vc*epk{~uKbQ4?HMVscV`TenV!UNpOLiTrHo&w`5 zFqqz1i}i~2EH6wF%r{c|cs3i0=^yG(%Iy)=aXKCQu|<2^hdTn)Zji8Dv$0% z>b*12Ncfa2lB&WaaDN?VHxKLQNEV4FERue%p$t4Swx?2+E$gJuc5D4eV3OvnPaBJ6 z^Py(QSb)w=LS+3|bdsNl+D@!O*;(MkVO#K6;tFRh7R&{HI0dK>a90&kgie9S^PxPP zEvRd3GwK?RxR`w+2r7~$pe_rbuEk(iWm+t<3y`Np0_OxKyddhF2(FO4KU}FBy<1jl z#JPVFuzUw$m6n!R$9iII!IjerH#xJZFrv%Y+eFd6J}~9BNbuERJ@XL$C{d;-fixC} z^q}cqH>RbdoF2V%@@f~?PTs!iG?s5Vc>mYOx1YX^&+S2|OBcK;ST1H@$=T%MopJ#+ zRmjmiy#d|vyP8p{6l_RbnUcw-EJu3&5l9(}C6&Kjo8>5*eh^HumJJVUD292K*F2!W%!e zmfXj!GYa3^L~=Z{?F69S*?o+61+iYWSmw%H-Wal7Lf36HMN!PG$KhwAK#ILl_>w5t zMQ+>#4=-=DMNx31M!}5;l5lYM+D7Ac37QfNUKlQEsg4$z$r$Ks+a>{dE>eT4KH=|u zENrRs3X{l|8b~_mt64{)>q{p$mglK&6n-OxWAc43%&W-1ZhbeMj@Djtdk~DGouFD7|SBQz0 zTk_tXu<$t96CS76ZI!WB7t>Z*&I8+4S?pFBNNh`Fg!?Ad6SW4zeG zxtDa>C&5MAw>$!N*dseTY}qp`?Q@?&tJ^&p5X0nNNaDITv%}tEL*SlEN!J^a-g=*G zOse=RY29B*+b$#>ypXizucW<~lFBY5t^X@2{{o$7M0kIwI+ z!}hTIfv&zJ3@mU5o3{my&me%ExDO(%hGrI_b@~geFIfJ>(RyPab~Hkz|Je@AB=q|% zJL~p+@gv`ZsPP08TrYJL(R(g6g_S-0URc>{4N1Q=Bsm|5JM57d(&5o z0oVldmt(SNzSa=&w+xDD#CE?Pz5W$g7A(v!GyoOloTU$Le`4b);?$#0EFY;idt}kq z8#04&^ZrlYP4z)M*>}E=p#j0Uhb!#XIhUZ}#3SUTpiIvw$AOWAki>ttuslLDGyg_> zrtDG!S!ZB?6*LH9^$hY9pKlNlrKyN&;eMFTV)V<1K}}8|lNZ}*&&9+gufE!EG$;ZS zro5{>BMB}LlE*?O=6QXA0@`Z!mJw8-{KAe3eHSFD2d{TW(j6*D$;?}+`x zPlSc3X-wCmgP;on#h}Aed_{`mjY-hO<9t24Ef`kgdat-k`eNo!^YC6rhzWn^QFp+E zAO8$4Q$7~+?!msq&z`S{KHiw_3rPk^Y`!8h+}hh10-C#3L0@P1GSS}2&@_FrF%A0i zYgtvJ0JD58A^@L<86$0ZogdrAFNyMtEOn)=!v?Y5YPMW-32A~c-{(DA|=58AtpO8>xCpBT_A-G z*c-2R8?fNEv5th7_`R5@cC>W_e$Y^9Q#|0Spg2_fAvRTMm=<(eGPVVs7L6qyNL&QP zAraS3Dp0$vbh2z3u8$ z5N%K6I5cC(@R8|X!#F8e6L=&&*=W0pL$AtSmfXA-a1}K82VceVk_$(Zmn% zy(*ZR0M_vNuM?enA?*uC{;CDoidP9KBul!fe88O~YyeMILS$VJ*0U+H?$4Ru z5mTG$u>QTp>E8*gPG|54mEj1SjnLlXzXJj><~tE#b@syzDy_>Ms9$@5)LtRPCFk^E9~v#~FVOr{nJk^yv_BgB71-_ETi=5q z!5nFMq$_?(0G(y>r)J=dO}%Sv^$Yf}hHk}jgYXzw=}6_>EeM#M$d%H&Cv$$m-J zVuo_JB;gJKeJYdTWpI}uf-{sNzcLy6D&dS@80zVJ3@}!-1u$%OW!V`DZxDwgRsIDK&&aV^_+ZieZ?r3->RD^1c=R}?bmC3iK2S_XWonmf8|03C`fNolvJ}hiJ9#3Ni z9;Kdk4L6>qENGqHtO~PsLW_85u>^$X*QH z+{G!P#?v!;R-|j@e_vbX*HHfoU(K*@K8`qg=zafaoexm$d3?;Xcr6I&DYhLABlc?;@Z{7Q<5KCi|-TCw&nrNS=wAU zj%re0D8y4LlNN}^l`f3biNNWp6tM7rLY>lF3FKlH6qi0uHJtp+~znQNHw z0#dAV{oB{=Bj*c(mA#AxXY`ax<1((N7trsS zzwGX&jdylW29$c+GJ8|PYX)vVdQE)f>}1l^jv#(nQw811~jK(@+`$Kf#b{1Q=5J0-Xp5q-Z?xJeULk*;qmODiY>Bl!1z-akUux zhe4tMJMsn&%8;a4r${qiKquRDMPq7n&Fc1*?@>u zxlcE#oGggkfL8?Lh(UDrIzKlFahn5RH(2F_<)&b4UkthWV3f-Tlf?kKph_n+(DVtT zl-=Go^X}%tkOc9oexM)0?gIW8K>CNnxK%Pcr%wm_D1m3@tODBM;J;{xv5c;Tc;Lsh z5D)Y7WWX^i3AS_0N(GJ?9x5mw^XwQFTxfxFxCJn!JtqbI80FgiK|HRI-T1k46z3`B zjBIX~@#7uQCV1`~hL()-a(H%-Mhl{O#ezxzXyE(-d~6i%_x{%4aCRoU@~M&=&w8qK zcQ;S@WA~1j?#>-RQrzPE;prR(3Qf$O_bUS>jUVTTM$D4JHu|*?Yk2luLP`BoN|b6L z1xjk-+jo?dcugS&lQ2x;3>&i%5$!m;vC}?5zd6_cCPwHt>pT{4%@u0}OSNfp;7an` zYsrOIl6PH6-ghOr{7UkiYss^(0lqn7y~9#lq&!ZvOCFwBU%5~}P&^g_zFMtB$v)G% zSx$vpyT8Ql)}hm|T*`<|GSJiE`ERVsR@7+nSFinMvd(Tr-L;^&rNbz?@Jht6{-;G? zPq^$#a`0)QVYaWR!Cz5e)pMF&b|w9E^Q2E0Nl2(w zSCWB2^pyg9ZSFBhMuIAtE_6&QS3#x6?>`JY24nq+J6f1TBX?Nh{+Emb|E8H^F=*3l z4I7I~x)TWCJ2v+QY^IlX7Xy9N#3~XLrpKKSB(K+qLJcHafl&mfu<(h_|5zE(sTud{ zdn-R^JfV=rW8(;n7G;Kmy`ZjUy`83ATMitefDh;8$-;NDGT}Yn7zsqi8L>m~jbV`2 zj}Ruia|Mz_Ol;z7*AHuA;TFwAP;lJ%j1^j7&$@)Xx3^0d`(;BM7Pm7duPqlHa-5xeP9Lw$~*u zuS?!k2SiaxU2;uba{lAw%DUv~k72e})g@1PoV>9vc}-n%GdCFu144z{f^y6kuGDAV zGN{56uNQ>6Z~ZR?nRRu^b_JP(?-XRd5ENv{6Ht)x5bdl>7Svp4?)D!eC`SA= z033vY`sB)pDE;^PgW%()fnHiS>M|zID!X2G4x>9q+Aib4moeI-zpQ||{XfQNt({dJ zVBrGu*$MRYinT^1Wvy6-Tc@^1iu8?S-2E1laX$#X4HkWMWZYpDxSoGE^wDb*R>6+W zE3e-wGV}u$Qb?Br+5%t-;@;~!a4RYMaQct@BdNgurMt`2KSX4{uNS~@#>)cv-Og=t zikl{QgqwedHQ2MssFb$Z0#+x9w&!}B{vAlyy@BPP~g?A?H1lV6Vfw`5tBPXuIo?UlWue>)c4_v?*e))uq9RM~r21dhp zR5YR OX^EP#NKzvfDHcK<&XGRuR9JJ8b~LsZB95Y|hqfQaegi)K?;BWvgkQyb*7UZYw z&rdm@CamG(XuWd^k1$zUujvL zwepksDIksA2m9*}q_K2S{-}Kz)Wkyf*%@N+11S4_V7y1JI^k!^K8#N4_bH%_<|z@h zS2@Kl6$+>#T&QFOk3m(w;#|ZVh zNhbJXoNflEsiBiy!>Y`Hr9viyKcX~9HtQ#&&HQBhv?jPJw`n^+`Ms$PVKPSQ?1U<^ zR7PL!zlfG?&rit>SwsVh&dDc)YOczzg}aDuB2`Bu;ppQ)9wr^zkZ3ik9&Sq2{ zltfTOMk)Ju$s7!yiKV+A0fn+{X z*84n{fWI4Xl;u@MD@7HlvU&L_s69|8wJN1(%KfF0%)$6DV zhXHKp_gR;%*L2hp2u3>XlTJI|erqa0$W&sTs;9J;`YtFtoBlgXG(*f>_U0ywnRy~k zgppXe5l34YR>ah`O~^1+7o;pe^v9Yw~nkb+;|r z!#}VX@Avj;`i`Y-o|g^pJ*p(cInn>HkLb2(w1wN zmpeD`hqZre7efrhLzrp@8c^3$|SbZfL*`90c3%@NH-ewD7Q+Jg`t#-Tipk|JCy>7Se5MQkMNmHXO zEqAWep4Fbwz2I;2(=|smi!`;`NxI3p8r>OfuC7R1r&*@kqnoYWrzzx5XrJ&`w68P= zH0#QpPiv=YZ(20#%bn-(E6bg)X&bc1HC39W<<8r6vo)*Ao!68*uji-mvvn)A71}A9 z4du?O;Td0`U88xTxv!niZ`SPA{=%=+EY}8ULj)UxE^81tye#2ydY=suG@YRsrq=e)$saimi)g%E`0(ks) z0A#H^Bo#VH-jFtyK^qok*DDeWt&BW+MPBkxVF0A}PZD49m&n~Cr0fOKR0H|BjQj-l znTR>aLqX_B$QF{C^UjbuyGi?dNby|qjWxAIvFXyw2)MCJ3E5|x&5%7u8rZ9mTA+O# z6SewCJ9yOaC<^YbCvSO-#fnM7=VK{q1cS?Ia4v-N6%JI+0rf+WfAL;uA9h7m*obz3 zo3(3Dayj1(t=993t>h!_VinqneNj0)oQz*9FAE>B8+TMbC4F-EG0s7j=h%S$fpZof zrUY^Ts;$K!f`+OGaX7Reh>k(^dDsIjzh`X8?)0RmmH0 z7@7p1xF4&bf*4i9bqYLQ1LqYuuj53N4~ zE8c|Gh%M+gexqD_E*d`SJm%46{2N*;Zi8y^$LIm}M(f1hXeRE4e$`9R?|1~XFNU^1 zp>y8wYIGm|#SPpYZ4h@y_aJ`uKBr z@?!WqF7OYe(C7tpM86-p*cTneozP9}syzF)AAH1`XiEltt`dXO5F7wq>Vww7nGbd5 z;8-XtMQ5O$saOjiB1U)NTm|i)68k~FkWGMyd4kiFQ_IQZz7M^B8hWJyO4Y!yorRLe zV64FfF+4qlqtG94_o#R^s)XU52NS1=7a>b&bVN^URZsXBvc~|kSLkkVm7rgXR$@Q2 z4bIj0b75HPgukYMVHLx4Qox*(qN{iuIwsD5zcvu9)bD|pdczQSqZ82ltLQ5*YokyD zmMhDD`V>Cm1k9Jkco(ul3&-Jn1}YQKn^JThSJ7*Wa3jivk=hAQ4&q1{7b*N*Dg13I zS_;U9|*rzL7mGOm~im7obAcq(xq zz42Ux8m56OTFU}ggg+2FtfU#1CW1-`@`$M zWLEEw&sha69D^ng!Sbkr=T*=R^Px^Xl-~j8emGy?amuxmd%}m2u|5G~{ucjEFE3C3 z2TjTdKx?5#j>Fp7h1)2PUt}#%ZmZZyKNoIzqZ~M2z&kdHufP->gr4IBVd0ZmwjI9Z z8rFGEeiH!$^!sDH1=dU(_?#%1bYd6@JxrD`s3wJJy^=mu!5={tIiulQjp!s4cnxj* z4A&*_-DE{>gX>S&(uw~2MYb)2RZo`UK8W4MWi^qh1BpKsr z9zFC2@6Sf2>vy61A$~OS@AFx)pW-JS=PTvI7GpG~V!b4R2@K#4j#hF?X)EyQTjQzU zD^|;3(?4^f3i-#XM2ad6l-GzWP}i`}5fhm{CL&ShZ60k^2T*}tbZ3rz;2beJouj|? zGcKmnKSgKe2Vy3OqwDLeUk6Za#F9nEm9%ws02M0nd@Y22&DWzE?qoa zhfFb@Fxt)5O5Nr;p@7iW;t87hPN+ZkQ7al~L=Uknzyxo4;(lQS3IJnxG>yfwA2Y2< zL6pJ51j3^;Zuy51Tj@kEE8lxV9gaTp`Fj~>q-~^L?M*imxo&mwIi3Fm7 z-7 zoo8MrV%td3)4gF&Re&C?Z-Xc|WxlysgaXp#^b<`mmZ~4KkfNy(zgYc(DG$Gpk*&}^ zuXE-(sK$hzg&NInbc8#at~YWn95VSt0Ban;#=(-YdxPCuTfYmYMo}eqtapN`Ar`MM z%*hn+Mvi$!#Z)0!J6F9l=D*0D2CvMRgXGTdp%i=^aG~aB1oU#&%#`PZ!PiaLwgtZK zP^zQ3R3z^V?boF`7H$FPH_vbmUK-oh2^D#znEym<8Nl0AXLB6J|3Q;eQt9-AXa@JY zv^1AfdRUKkrqq@;=%tT4tNPhF16<<(k!47S7K+>ApHS)AA?!ep&^U33x(j#}0oo=d zod%E3^R+*vqoBfcw7R75$77Dj#DdUeZFya-Ig(0uL^twBlY1i>dSiLM8w1%029+7V zLuMNlVWMC1Tn87v4f5Z4TISbxbh}Y}0xC{*F?-T@JDN996*^G=m-35%Ab8*1`InKB z3@Q+b*1RrM8+_DS)&&?)=tam)1u~hsvFPlmBKttz(r4;RQJ}FDbN!`YsDmm(Vz^dS z!Mhz4lXy-m^%VC+0TbU2m&p2!8~rW+H=5;j`@$#qAUfc6o4lMyCrZU`&aGh*LUM|G z>e4)McJ*}>M=VAUygasbg>HY#SqF5bTrI_8LO1$~XN++h%htT6E49f5$OPxUz2~>( zlyq0z;kouwUO(8(DAj>Vx1%h|;jB(O{ZNqGe`Oh9U?5`ZQx#@^I-(q%(W|-X5<^Ed zdr29(+WeO&U4(uebwPv&(x)^(#F(FnGA_`IbsieC6PX=HW+buySd?6&7YZ^pQfQIa z;M5u7HdCrzc3p3e$~b z=+nC7FHr!T#i`=d^?vQx>)xTq&HqI#(9e%~O&!}OJ^C*B^tXmqv!yZrAd;^!WH8$d z>36JSLnsdmt2)62ALmd>Zd7vzmPI%EZro;(cY?wPyaHiD15b96*TKS*fQR-Ex755a z9G203y;!{f3;)U;BAJFd2Y-gp3q#*l$Y0|G2L9Y3sU!d#ngk$}H*uc%EeNilxxC`O z8i^D}yD?B33M6fK+CK+%$!)RPDXx zLo+hd$8qrr^xP*ws(Rc;Tt;e(r`(d2W?1t+rc{;yE)AyB+Sjedqm^FW%!@@h6#qsMNHQiuf$3zzP*+8)ODw zsfhhY3b)1^NE@Tuk+f|GL96aJ_B6od{SnCwP`~0ZkVdjS70i)#95>6y!WcSAx!y8v zvQV$OJ*oG`homor#yy2Q-wEyQZYQp#Yjmv02bsh&pbu6le$g0Q;nj21p!UB2djamY z$Y9fFVCi;17&@cX;%|Uj!SSBwDnWY;_G94N8r*Rj=3r^`J{`?iV4Df||0%>iav&bz zwcGv3%eQs_;`|MEK$FD|Xp-20uAB|7V1fE@kRN><1qCh&#hgDPh1+((=fz68;SrWG z>&`{vD^O=Moa^D-2@ zQp`2LM%H^$16@ghv)}A+RX?ec!CpIbUBmS|4PC?icJp1sgRqJjgk7;?2PN`Geo(Hv zsU3tp0c~?7(j$a2#Yo;Bb&>Xgb(?{^%d&uww+%%xLlIqw@#nG?7;TvfAs@khyM_i= z{tJ~#Nfq2-k5XG(g60)^BxnM}(3ZS);3 zOOkqWh7r7Bx=jD2B92Z8ma6pW{s}uW!}T{ZhQjC0O$7pA{i!MN=e&tswiLN|I@VG|IlA_m3;ku=ad5Q`XxtRAXM-lN-1J_ z*cgf%kRRaIAU@K65HuTylF%SD42=UCa3U6aW@9`Z<6?|u%He>;V4DE}Tp6wndX26UuvL=5PNb%)(5^>i=dNCiGX#7KDUd`D45ZRAMe~3o@0Yd0-DVQ|f+t|9p8El}AX`~yl zRLQx`ZEqYY?KM@&q|Ao?;*MGd%p*}@Q1?T>JCv-Y!!@JsiQ1#=;z;P;<=wq;eOO?) zKk9-ED2_?-l4Dc3EBIcMyqhSAlm`mGU=*lSrRjic;NF_dwQn!n3Guulg|DfPs zSrD+W4si5mVYz_j7>4{omae7PFQu|06ioP0QpSn7)5oBgOG$xi!cBHXt{m@V_^*sx zbl$EPvSKb7X(#Y%6HUuNd*Fnf8+qBKT1Qwz=@j<~!1DU}0n!-G@hyBS3W z-y}Is$&d~iF-UUpwAj-u=OjHd(ucB_jOZJE1bhn{@Po$q7d9_(L_w0psB_o9Y*}Jc zmU#SMnCmBHycHkW`bpu~)eknh>HW|u)n-;+*;?w(sqz$>iq^w>1x^~+Ko_-^221U# zUj`poe4zIQvhQm4V`s4CkRugVdw1{ddh$f?eFmC8j<_pb5Tinx@tr`O<(QibGT1&t zF`uD$Q|lEDAh_$1mHvZwT>6-dEbGfu%3CE9dy7)s4zPi-BgTj6PkcK*%L9cq}uoOue=)?rk^xua+qJ)&-#En zGH{z*ZSr+ORLR!}{V3y5qjP-!hYsxDa#O6RC?26#@OutrhPV*i)HR5nB$B*Ni$}q) z5j?bh{spD9&Y4NMdj|KWidJEIi)h9OnfR3@oc*D-92V&di~7%2*3_O zTQ}&lyFF`mqiz>=Um;&4_Kiz>jZVd3dbXII?JAoqmKKX8^5tUbI`Q~$hqYH#U&y)p z9!_YB^Fn{4wH~^Bd3~54S6Cm~{nS1A*H-yzstp)RPx3)dnz^l%8?h94LqW!);id{7 z!xG-8L~h-j7*Wb+6Utfz*NKXJ9b|E$6lL0|R%FWg`iz&M_1t(_Ot7zHnVe3UiKV_z z(|(~(rQ(AdkSgmAj*a2u8YE}#vf)l@Y3tYtSVehp-b&*H42?^!+9qJjDexzmZS3o2 zoG3RBbavaMf($qg-QeDTA+}AF+Yc7*vFrgJ1nv?ywM&OjrG8RwWcoLtGw#i)dF0Lg z?u9tjN4(L-``%!1il=Ils{eQHfJ9>a7%8({mFFz`PU^~q4EGcF@C3y7IT&j@ah@)g zEyrX<>qHQLW0_Gw8ArRA=W(`bkCx+9wFjy+reXOhO6tw2%JgP{sR6Cx{aQ&aTUxoYq`Jb=UMR+FI{SR9v;|V8K*}~r4M))=HQJs&RDF)4 zm$&vg$7zP?kDijjUzub($F&@p=U`8>!a>G4n6rj|IqX|@7mq?rt&oiJMrLvqd81fz zrM*#qxLO!sbE@`nz3b+#4AX1s+lBjePMi=P)TvXa@ImT*Tz^mUv?V2XypTQho{OCq zV%c)AKH0}1XTv_u-{lNuFJtxwcDajL+dj^IEQQB`>^{yD)~|yffDgFge`;7#n0{6l z%k(h6l3^V2Gj)#1#kb6nt;Ee;#wu)UP+H8Q?N z_I%nJ6nv9~r8pmIk0m$ZI0Wz6ha$rD`yC^~{r1|rtBsOZ@VpI1u3>+=kp*ZGsiEi^ zWL!i3RZ9k5YHz}OeB|md{gw?Mg>zlB4_C7zmB&^qM!+9(VW0IL+}BAR9H!0;aI2U4 z>~`w##Jx*5y+_%xFuw`^B+Sm-?F6HGp&zU+HSie?YN@72fZJu3jM*`pS}GiFJp$%?l{A7Mo$4Ixv0W{~u&F^6Ny9;;5LtPi<_MOyl!q1lE3daCQPxxh> z@I&V(Jn&R)>1ux92>{2pr|p5~p$DEYcEe+RGGwwrQXOZg8>r5Z(UGGybps`9eTK>W zsfr#hS&KsJR;0&L)fOG%`p@8Hi+=J5ySXJqJbe7= zPHrh3!9Z-HuiF@{&VWoP1jVr_9_)8rWg16L%$*NVnt;mc4%{uLen0}r`yrQvbX0v5 z(e1e(Zvz9ujg`ydI;X5v_v|d|9$|3ST<9w6n=vkf>(hDDHxxY|54MOy+(vh`Z51)V zRk8iqHSN!?nz~Nhqpm2gMlp7~(dhlASM+D99!3;rDDG(6XEN0RxqX&Ox_n*H#qoKI8dzcpEzD+>+>-jllpuNpSrjAvDP&3 z>RMZ9RBmfcw;aW-(IMkY#<-0#A9dXMxn@;R+BT|x-A6wT@EO02LU&mz%vR9}jzbll z;MZ^7XsN25kNjjCse)4#42Qp5+2ht8IV`^|ZElGb+$LJ;7^P|*(`_o2I>i7<>>UX< zHyK$R`!)m|nA;NDBUC?uvqUhkLjreMTvs|f{MOuCFOjCd8lzaYJ$Srb_&(e9rb4)ct4ts zoToDY5~sQnoe}mHYh6-7b)~Az){0LlHN%egjxGXq6RUa@rIW=dC+RWj$?LhZU9Ejb zQJ(B>CvL2pX(f(zL);j5>-VFm)t3JC3ha5aULhZbvS71fhQR6wc}L8~4(*9e+j1;f zgPr8;xWuIoI@*GjEe98@MDy5@a`mWwiZhf{#kF?pm1yceR;_SBo7s^a;LocP%(k!k z8NcdBcad^2pQ4fcRb~Rpn=0#9d$J$v;ikwAUuVH+*96%0p<_Eb&_^)aD-OKXocL5Z zokE}rwuT$t51?Y;z~p(xdROz<9x;;?wnHk@A(ic9EBn#^WGgh;819~x(-n1&K48>& z+QQvU;qJDvO55lC^FQy8TC?#J5UbhaD?jOK!n99aCr!^36reYdv5nd6YAcUvIR=-< zba7tcAm!-9(W8edu{RF!ash0J&2SNU<5;-R-nhS)OEUNX7az-kme$d3)1Tsn1!hj5hF z_y@h*;-qr#2ycZSyQDiC>%?e)V0DwN3S3geClZ!M;fYyB5113++Ed)m^-|0}cUnuWEMnT=&;+q1|~&m#S2 zrA-ghSKY1+^LtYEm*KqR)E_eSHI@v<9w#UQM-`;@;l9R>f=9w|!$-nry#E#zJR;*O zf}2pRXS}ZOc_H$GYVzM8h+SkiMU2NCm@(iIMyi659c%|LQ%9@w-Wm_>Vnre7L92I)kYm~@?ST9Q<#3;AFF}HtXl20#&YU}M18;sdKk8Gw=|Q+ z4S`=xYiqe`6nwG0vxUk{olQRG{f{8^?R_njYU*pD(Nlp^_{+xSD*x&Km4@p@{^D@I zORdCEI}=(_uolZ)AF~JA=4SR_f~8KXsAz80T-Ax$hPLfF2X}R^XsqLAI=S_Ub_?@J zd)75DE2vkveovlTnBSh%9ocQnZ0z7=yJN_|V}MGcDLyOX z(Q?Decuh^3<`09dCavWtt4TvR?0*vQouJB#4@^qC5vDJB86NI8_H|B}N|mU}9!n_N zy!e(>4SAqwg_O&SZ)q4Zui!n2?Tv};ZH_LZ99_sx;jZ_gFHLGk7qWEjI6was5^Y&I0UIjn$aUoy~CGKr~~7hMiuVcHwNycX`8zX9R5pG zY`Fe>hi}6DK3%=4VYTh5D(0#R`Xj#r7*BtxW=^M<__AFlx_Qn*CWGfJw`Z)|x`Gwi@31-?PyyZ?u_ zcY$l-=>EoMLjs%ICM;or080``gh~1o< zGdp|E_j^X5>+NekIQ@u4|L&Y47E@FC5u;Mk`jn*4RIxdT$w72)-~XumTOHJ(UX{dG zM~(2Ao`a$KkaqUB==&-_9L>*j(Da0al+gSyu2gDnP?a`fVpByIltJvsH zWzn5vD*VGRWBOVmJ4^{C#Ki(4*_W&xNmMN->PC`1!bHnsv&4D7V3Gn7R&e8}hrLE9 zI~KlT?H+_kIFx%!V6VBT@`s zjj<0NHfnMdJo=6ktBW$qGNV_$BN|OyH*0BKS*Cfh9s0PVHePBqE%lN_FTh%M2C-$C zAjYyxm?{xk2N5`$cx}tnZ_B>ftODEcRSd&{`=gs9h{HDZsR)~(2NQ-O`jEnp!ff+g<{2Xl16?TH#!-*~RTj_e@B3_|L@GJX@wq6`)pp?nu&c0tf|PS*1! zP946U`#<>V_`lit|8(CUCTi>-s%%mP&bu{JemTOlpiw5+1OzAIt@5{$MWD9C;NeTgK1&QlHg8bk{n2!G%q=Zgc)r!nb7XD72OEq;NS1HcLw;2 zG{QW!)8QBsn`+fR*p&_q_FJ|!j&ns0$Li-43j(km_1YZ*&N(yJdIoFn5x_c0u#4c4 zKu-T2JQd^@RbW#W^a#e{g&GOw@9*@1J;7>T_z0T*!95`SmreAeN+W?6d70?U^!0-J zy-foDQRucH8&)1}H?!>Ot2~heZcwe!-{}Pvz*?2aKf_P_fFg1{YTf(Evne1r25Xwr92hQT&uniW%Lf4pVSxm(z; zypzDB#DCx%Q#TbncKqp{^c{q7Y~cBrxOMG!6#?8 zb6WP>9^S@_IxqVrFDhy%+vwHhB~RuJFC09pbO7+4uZVg&{inBW1)+cO6*~B>+d7c?0{_jNk4rhiRG^tsTsF3N%CH!tHa8aD zUMgR>x`L;|_~s&js=u_Ek7)z@Arj>-jI&wX1xquW~7!JOdXvaWl$ ztm_^w>$(SLT?ga3hgu=++4uAitNza4k1VD-%ODG9TsJ7B+-$c^PJ<3}UT3axys)h+ zU^zIWLi&#Lx8JBQbmW$``|*x{Z+O2G**!4rk+H3;nL z-+91ET~lU-v=sEG$iW%bonN>qvqD+~d%=9!dCC?zdV8yS2@c1Dsq^L067Ep^q`8e! z0JCT3uEb!eM*nycc*tg6pY`A^!dndG7KK#!hZg=K+5{&@X7YWp%mJ3kRd6ifugSS^ z=waeH3MmercJ`_Sq~@vw?I9rBs=g|DZmYT~F`G>lh2y6d7fv5LWf)k4I79p1YlYAy z)fE!+ifN=(zhV|?HLWQpXCICKmyntR#A5-mS%Q*a^14^TO?Vn1Vya<59d}szTV?mODzw zPF18&Re-hhfO-PBUy0v*$q7<+jj(zRsx(ejfJ=X>f}EP5h-?;c1XRwck6$c|rD6XA zK5!JosZ$wL2ld=C3by)eP3WnX0YG$UjUbqJYgH@EqPZ}weY1~`)s(x$e?^0^NKKyi z=XzeX!kyEgL(g;O>{@kOA=av&d#ZRx6y-N__fQE;n%Kv)j5dM za17{)&b`cs{!X&$7ar+pHB}$)1FxRdii~OnTDWzsni@thYt;zlg-Y!|1<$EgIBM3a zoo;{U-#NTiEqpD^_>&TyFNG|gnkNJI;yhWwAAv+5L4HOMkuo|&cdr056|jE`^YebW?8}pc#5OUY=O$@Uk#w5No2On z22%v}3e9}$QIM}>6GZ6=@Q|hQ;gP>30SAWxo3Av&hKnI37enCH?V-*XPNMwya8hM9 zjhZ;IJT=@w3IQW@hRE0wHp)iA+te9im@m4i-l%0h2EeopvbeOT$9AwEV~rnU=2%;B z8$-uA9UDPX5hQFZ`51$pFA)(Wo$t#uQ7F2qiHe-v5pYts%z%^14`=gybDJoBjIcFP zCHbg%knbo5RNcmm#$f@|B{s1aSXNrZy37FN&mI+l*dbpbC|My;`r^PHGsaNp#Lv?1 z;iPs-`PdQTX7rdiVFI`!n6o0P6D5p}o%{^#q?f2=CpbUN2ECH=(k|pRO)qd${(JGDtt*;;sCTWVnCQtBH|FI#bgjQ2+v;;kt3ob z1{$+)Fz2oofY>3=@GHykLmxBqJ>e~_qYOn^=6epPLPxTzBCjSJUm%C(vD^LAxBIi| zaFC1YaCo!7t;=778q?NviIF%Y&oSuZ$CH|r_0Mjntpm*HCIO0NHwi%EHwh+u|8SE) z7;8%}jF|d8wDR`kO><6p>Fx)_&!bC(UdFH}@;hZ^a4>ty3*_D@uN$X`?j2zx5f}{B z8wySVxYzQx2fv-qubqM|E5Xzz&sZT~NNwH<0lQDb?9=3e!jI#gcs!|9J@bZ#0Y+TV z3jgvp2C3i~(V8QHN&s=HBj(A`o9Zb#C1>;WqhQsLXj577sN%BX(hMbvc0OehU7L#vD|) zqrPRiAj$z_!4+nV9=%CTQR6^0BeK;(QcX@!+dPA@AnLe^6$OKgf_$`^7_CO*%SNkl zU;On;>p~25p}KV;XcD_F#4S(&m+=E)sG8mx2cC1tqClhi)4cC|XB_)nM(vCXceL@H ztM6sPGeDS-N^y_}p^f|W&Q7Nv8ms@e3hupL+nv!#7LVZD0^ic_z| z!QH+JU^VoFSk_ewt21ODw zgG#*;$@PNoDAqAQlYK5T=VylXD=dSl1?Os0&(D;5zul3OL-HN;v0obD8?c z8&(--8m9V7a4-zRf|X!dEU`NcedcyBh+qSBS7L@YCW-_^2{P7aZH0)hH>66%K1}(Z z;fB=T`%{ek3M0vmLys z#CZt-_!SA?Tu=Bz($Yh&OT;>LxIUZ*4hkI#(M*MieIf;Ec_MA^hT9m_+908yNDDs2 zTFX5^dG3XS>ildOw((xLi9?x*LvgS&tDi`5FfoG*Zg{qBcsANaER_lY8aTS2a1lmC znPd|tR*Z#D5pIk!DKSUhSjlKIP*Tu8uyqp}Zc~x+)QM#fGEmchOyS6h(}Mp953(xp zCD=N8TsLM{m(*Kk-MDVLU0n*sbwkGpaX!IhGA;RYe3IGG7TstIyQ@pdt}f6G-y?3B z>0CLO`j7gdIM5I-w2n!eWf%R`~Np%Q9?nd^3M_(4uX4&Ba~lTA|hi9mUBd1%2C&-e^4wn=)gNlG<2 zUuDXj*UIq}VWZxJ`utq1Nm>dz@6U1SaHU|c^d>1R)xpk`g0w&$J(P(aO3#!QEWujM z9-z1`M;isM3t!*7`#8Lt2Ym=2+>u8dF#js|OD*?<7P><07t@Yw5@t<0inE;UhB{LZ zLygczzx9d!tq=doQhQYbGnGYQ##_CV9GcmeywH_Y=Bc7gML^av?vereW|Mz=yjblf ze{`R)B}COTHT{fB^r8~Brk`6b*7QTGncoFWavBG&7!yT}3xfxFa@wWjG(bOmUxLqi zGMkY1!As`91*IT$$!XBxZ!%{B6Z9S^b`-d%?0d7oQ*}ApY8v;My%tJ;e)B_2EzDp) z#BP5GSXVnp6JZY`@CQ0rok2{k_O6Fl8kJ*OPY7!zlH;Z>a07}|X8{-vpu6w;+OMQQ zi+odX3`<>+!Or)1INyU@k)b-<5qheCg`yQ1dsbusg!cX6=!QBhBRo_BJm-vwrNyL* zppsREBLIM5((jg;N~eyeqEq2ur%smBN4@RSBPewiJ3YcF4(_96dIa)-@|QAtZ)t3= z4ZFMR%_)@@(~&n+iR!IdwP6@{hkfDg&S}u$K6B>e7v9g0%pX7E5S*xX0#iGIZ4NGN z4(5h!AqPck{hXkigINcEmkG&IA?doyoH}=x3CSX%6N3hugk%fkpN2D^hSN~U0ngaG zGeA-y=X<{Muuu`i94Zb>)Yt90WijGInruM`-QQ_aiEvsn2@t-)+ZGR0=w7j zD-nusvAq}Y@<;Clb$`Snfetb!EW$jIgGGeLy$p+JigUvv?pLwp5lndmE0C88dnsbfTyVU`%RZyC49Aj9alzOhOzep<4T(+E0cq?$mEgxJcnEK>xTjS z;plX>#z@x~3+k}e1P@vn;%abZNWhMJHw9@oX_-7ACw`?v!0&BdwhE^8#@z*0(<^il zy<7~%sWLfqnO5RjFdPV#8LEvaD!tk$>@TV4IrVwMD?1@eV{ z84frT*lymJ(eRzWC)+68@aL>;KB_pHsDHQy((jd^qzeQtbF?9T9QiTZ_R=#JHBcX#!xE55s1L_L%6&KZX~ zzKGWtP@Ik%w}S?S7&3DCZ!Q-NRB7utY5x_h2TugNJbWTB!p5f$zeP@oBA}7@{VL064>{axMj|JOJoE@yx7{1 zfMS{&5@bI3yI~1uOeiA#j7j%pI(x?CmP1f1a%6D%OPTSE$?PLvX3;YX02B2=++pIH z7^Z?Gcbw=mrV;~!8t$9{y#wNN_rd>@(f~hTP9J7YAGSwmX^&95V~@v^9-+{9_j-i# z{fGWbUQpXVexR(bECX~zZfQbhNG&k@D6~-G>LyTa8wRsP>~K|C#>^g}hBGGnR0Lz= z$#2+xp&%`gYfOyBM1P)O*J76~0vbyAJ_gE70do_0ul+&`z{ca;!MyR^D;9nF4e%=a zW+;ibbp#AU{X#SPg`%IB^F8g=xs*?DwmR1>jn%nGVEKnkU7c&roRn$RSHB)@HN~!~ zrjPDYALz-AGA5Hdr$KkXU;`fjpf{P|&K>cNTmBgFjvEZ@!~(;cF<>Ew7e0tTj@S9& z>=AM45iw^8J0gbm<62@=l^;$6DwcmfI=8#VA*T-G5bTtGL`<=f+&Hvf%M;*9-bbcfOTG1>k$ogbU+ z?-nxKAFUzuGr&;%>vBc_UaggaM)u(f=HUtyo(C#tM0FsWppmoNG`vqR7$Y#i;Osxg4AT-DDxRBW7SJvF~cPc zj3q`BM1@41FXNiLO-_Rj?at*|RCC;q{p6fmDnVavW0u?4d|4^f!0Lw#73dxCtq8tB ztL4i;S|IPdFQfB5uEjtf(luj9*T}}saPr;daPoaVyah2|#@$`cUCbYx8D`ZVe5=T6 z>YXtf+Ad#~nlB6TgFvk$iT|u7hNyTyC$TIOT_8(Jl~cw5eTN9pVL0iahES)5D#e`3 z(=aK(JnpK8RsTckV2f$($nMx~;s{0gWT@p`*dc0Wh?<-s2VzilUwT;|fLv7f?cNS@ zfkmq_Dvt&M?dywBC4QFpNR10v` zcU}no)4NO$kBVuhK0MJ=BAIJL_ zQ8T@ICw#MS+$T)J?j5{99=yN~!$6vbVJZcFSPPDAbzd~Y09lMp-4_?+K! zI+2`Mmvq>hr-~|rE8V6$Nl-4ouL0-~n zfy5}m`xckOEWLOn8Bl&L55+vo^A7wuANL&O!L?KI>5R9zW_pm1mRuWzWY>BkJG9CY zOmw3^MDBo)2GC@(o;Nbl+~|BSF#k3XNH|>#yF#oYRN%q2&F9+OvN}rly^cNK@?0D( zht9VkK}H>g1nL!xaXbZv9YH$Pb7-(HF4S;k!M?yW|4nCJRQruZUq0Y_i%B@+1})R7 z>nN`KwaIDFq5C;=wvK8m1f1X!`FL{hbZTn}w?ND58@)2n;F^tMPShuVBi8N8}%{p=~#phlEQ`?u!-FMM_YUaj-ADV?Rr22h?JqfAG;umHag}X)01k9eHYeb6PJnRkM&h&e!p%w4D>q~u_j6ND zfby75i9co5dowo^QPhkk>SiLFbk;4cNoV2b{EMJZ2WnijG>L;E=g#)eD4b9X_SBSg zeIYEO3JkSDN{*q%z7v@KPN0&brz!KM2Er}$6*E@I1PN?OYAVaXJf&Dcl3V5olAuOC zGt+}<4N5J*QmsblRTqc&vuEal)Sj6On}00qTldIQosYBKW?$+yn{_<$WFL86e8lyW z8_Y5Rb3W3xOn|ypuQcYqT2K=J2nt?G07vl&Q!8MCM7E3mY>>z;twGQan56>dM+ux2 zb{84hTR!|Z58Ji}vrODXycWckzg)wb?Ui27bw)qFa+#-5RoqrJS>%cc&Uf6)T zMBUTD$8vUIgIk~g_PNB^=7lj5gG2~6>TzIsz5oT9F*AUFIUWikGJ>!?!63{B-)@QP zjg;wey(v4vJ>KGayX7!!5vsQZ7$Hh^O9QnmAlR2U-N3yie&BF^oN6%K?qD7f3ZAH- zjR179Jz7re2!Jx0A%o%67jTgMOQ_gPXpAL3=BJI5z3E_jVxp4%8sefldt*8Zg7+jUHC z8K$hD!yf!gvi3Ag`uv?RAJkmhv%YDuAR#vB3$V6NO1>;iTWN0lO1eOMyWdKbbnd3W z$^6t}LSK|{Qvg&ni=h5OZ$WS`C!aHUp$o2|a?&|FrEDwc>j8KbED#6K#=O^67LMi3 z5j*R0r&#s32c=p~GuFPVy*1$?5HA3@F`Z|3s_;k9Q{BLg!@SEjLLyEDqM3#>5R!gw z{Dz5l*gB(0j4yYF2msjr_UGhyAPE8Oczi`MxTp#fxOf5fN2o2T1JiJ*4&_`7TZt9E zjmd3O{e?o{$omC>=bq!pW7?4}l6?K9DnW-1LN&(df%<3*#}cvs#FF3sY5m6|A(}^) z3+UnY3&YA~`{apP=tM+T*2|tVlNn$srU4N-cyzo`pNRv{DJoO-DY(yi7n?G9|5=e1 zWBX&@LCpM7@LAIz3wL_U7V4nEe(tw@cw3sg_jt$H(qdDT$vGj?_lfBJobW#OdhGXO z&L`^E5Gt$5W5v_N^E%|4+?y%$f@^wJh=Q@sNLO~r!{0@LpKz&rd;YshPAtN)S0Exn zI!ZeEe)lAf3=gB@ms%dhQd|@El#=*40LB7?7ieDj0LFb?1P8~WtXUm5|-jwged$;&0BHJ=*00K_?0g#+GC7D)4W=F^ zAjCdgE`|SaT-yrE2(}Kd*Di$4NhT4g!ObN|=mt+na5oBU+$T3Hk``rrWn7w>%@%e%wPN!f8eA)pI#Uti|M;G5HQm3?Vh&!(_BUX?6o2#SjXCHMr!S zL0NHB2@Xb$HyB!LAetT*?BIa9GNAtT9RibsKJVTBy}b}-(Hy%j@4PoyS1;eEpa%4a z*1-hbpmFtw^WLREyqgAQ4r4--=<;|P>O%=wI6z51@6B0RS9yc9KrYZQ0uAizvaLc1 zfA@oOQ!tpbYOM0+X0*;7%)4$4wCaC4>J5Qfb`)(n2R04jG{H7#;u|zz9jXpB9+Wzn ze7NDD6vfa7r4%9OS|6Bv2c>Q)Iw-BbyH3#00TF-*<6n|k7&KfG>t)iizH+wFaITw8IWF&PmlHCwowSfaeoFh60(|^*>Q8a(jwoe1Q3Zr78%(^Eu zhY{Wum3Js|{Sz9d^S`OuaBtZsG)UbO8eBZb!<;UjKWW~@Q%SpAJZ7hhC!)mZ;t_?T(N;n7)F$x{ZOvyQUy3 zPs1%HS#uKEmWZ3>Wa7@$0B9ir9FXBW2^Y;JJ_{iqcSLikow03sxLPKlmxyQKexrH8 z!d1k&Shx#K^~(7IwFgn7sqZvj5bHrqBAr~@j?f%5ru^)J-Rg^pNCQKJnv-KN?*s}Z z$5hqBu#_Bw&XBj%)ZtF`!KDIS{nhyb!h_tSc2aQFp3$VI+C{+~7*v@ci0~CQ2NU`* zef`{0!RrCk2XTbbL|(%Qe{s<>TOIPpftX8JEcKlx0?-uTs?49>%=$>*5X z%c1p=XeF^8ShRlBDP=4KrvyL=tO7Thdjo=2>`x{rf*=~w7ECf)QuLmM=p;X9(8xH~ zFR>vh?1k%>09W`jDTL(E2dA%3bcW<;O^%>vBnmeV@-gIUIJd3_#fm=VE=#2ko2zk4 zQLcuHOBCA5h(8rF80&=U8HrApzDogY1z!T-3a0|YoiLC3HLAW-FL26}*Sg7^5h9Ls z1QhED%}XfO6B^bjn@+&#iMQn3Q{R&~=}o@oTXU@&Tbjm{rm+Dbr2!!ji)DeMCCdg6 z^K0F>q3h2;8aRynqug1;^(c4h&@ExN^Z-Xl$wDC;5dzW@5fa%JwaUnPw0<2-M})Xs zzfg%E!rCa@d4L!j5yC`-m{SjxfnVe6pDiZUXKNn3b@{ru>_EEkZ*7^PH;SuJ^e&h$ z6DB1Q=2T*EcOoK-`Y6EP-@(VbB4D-Ew|l9R{Wz2;`L{2t=$#9DZ6@j@85`9on%$`W ze^6v+5Kcq!H;G`RY(4RX#k6em++YLw zdjt#tVTN2d(QuSL9Ko)A#y9EOwHbPy!dTT;K=PT(Z<A<`EJ#Bb=_YwbtxQ;ANHNPYuJYhlSDHoiP$VPNDJf_ zx-b{I&{=BN{LleK{9V;XffMjM5D5m2{%vUppgqrBhWTM@Y*s`1EiHo4@fJOo~lUTkya`_`&>q;^z|{t zf@ls}i>XceF70`oam1P!ok{QXEWF5RDB;`-TyE4#h2njLNv|Uck%GPp$SL-23NKIK z8$=5%Ec-lM7nx;f&dNwEY!B06vjEy5EyN%5~ObXH>leQ19H2bU8qhea-M6Ykl2E}!~+9RNMgAK=UsF$$CA1>P=!YTvr(9XUt8Ug9p(l-(wuWllN zVTB(=zv$`Du?Y6haKZCk=zO|k#$~$?M;TydqY1=af1Wb%wZ98$I%#%0%D|Ve*6oRL zlLQXTeu*S-nz#?`ui zV)kU5z<0el(2inTAUi^+NC@1)GY+a9VbN~J!GcQN<~hJOAZ7gk1g~k2Wv&z|9nOf3 z+Q+DP-h7T}u(X4VY4Bv8n`tm#*p_L~SlOj5(?E&0Fq9D;FjfQuR=*-xceMz>`W3-$ z8C4NXC6_9l(c$Q+!APWDQyT0GuTLVI&4?Vt!yyG9n(sxuX3=-q zy~$$geqbx@iK{o+xWQ&}usf$ghrz~~#}|yS4=zPM?BG&fo(wK!V2drdz$A^ICnaWy ztLi$i8x^G+IVk_-U&ZvwaJXIKoj5YE2hz4+*T~|m3ur#%A?yh0^KfqD)f%DBjCOMFv0ja>>ZE9UAfK zx+2a>y^i>d$Vjrm{gh<;uf_4-SN&hENx)A%$vCnCnQUX~TN9|)I@WAn!oE2n{mlt% zW+2GL%s_Z^+J32KGSCCUhcfUvoNd|Q7Gui>h}AZ36L1m&H}af>zm|q+a>kaAFV;i> zD`6yqqKq3Slh{OL;+P4a0W)FeWMDz=oD5k%c0_@%xSuyXQ-~3W_yOZrKD#lF?CBk)S>Xa4^vS{d5r;2mp6{F{k z;$no92GpVEYbo^kQD__aYqArOs@)*MgZnB4c@V#nx)4Up4I_m^iM-^ZmN9iZ11cIv z2~iH2HUiApp4d3@bTa&j%9H1^Gtq*bU^GKSBy^VDExt@OaZYZ2;SQDy`laUVijJe5$N9AP^l4|9BT9Ty65ni;80)N!~&jDBWTdTN|^-? z58D+Xd!PB^K0`i8L`7`sJdnew^WX?aVL?phsWNpKmiko5?vq9Dld)gC3R3sQt7z%G zy>x3Id+8wROF3IQ2*kmEG?orRBFjHy(WQeT7wK@TzVYI_7SsOm(ItzBU;F7w2bq6e zeb1st*{@hk8?hkcSwj^ZkDstVS75@<+FcWNDB~yW&lO|8elQ^%;@HCuamja}EMb@> z4Et@T(r-I)GxX~w8WfoNy&VaKAWe|-(*(W_Z^NBobxq7QW>#Zv(U=Q@gsq=4G$_2` z7RsITa`Z%9cFZ+hfQ@iqKz6c4{g|SDW_3&_tA6^*I~LRR*Nb6#9=}mR&{0*_V@pa0 zLDx7=G*jssGsL)uObVwd(3rtHyM{=aLJO4W7IjLcs|_IoNkeT2j5D5U>a2>Y4Urq@ zR+X~Z8478aq@Xs0O(N5i$c!6Gwy`hO*cXDHAw!2I_E?DRSP1%Tw zYg~GSz@|~HeZkKung;U@!Xb8k$fuz&U9T^Odv57v)qiv)&uYpE8)=POziu6%U%_na z9X{+TJd@tT0NpP6a>Owm6esMX;d$F| zS#G7yNEx{m(B;3VL8^XHqfup`8os3r-=eRGUj~E2TR<~gqKr{NE1!A`IK$r_sMyMfU{p> zE$2YiTh4JqRjZ8NXW}m35-HvC-09Rpl!DF=SWX@0lHhb|fSS|L?d6^rc5+6bgui-i6gWCm1|cTcH2Q1zArktc{+;Lp$;2GnIeSCNJ`-HOU6&A$ zW~u&N8Say=0x;>F=LFJv^n}1a(yamliAX!^wKEu zlm1RdLcc3cM#7#R?4BN*_Vhp>5t-iE%itlE+A$lL6OP}#jm&_8&zsr1w)DF;F#UAd z9hBvYK?O)BkUCgBMS(XF7h-{?_h6)prgu@>#oUgjS8T}7MuTVe?$bI1cMXq8w9ZWOzt3rvuP5y=+Zb;^e!eK2N;xB&)T|s=?;k5dDq=iJMTK0 z4?d}iSg*K2m8)$T(k^P!s*uM-T6-R9uHgK9QcogHL?0Q8PGo@bpaMY zQ6Q_s6|n?C;Bc-Alp*lZBW?izgj_%ih_*4;3gIx^s{#moVFe?9u@NG2$he3Y!I(v; z>r^%fb`cxEG>lEkamM6$83icE%3(Pshzuc2(qoDf;QDrO2C4mAw27@9_-GUSODrF4 zBF6n5>m>P`jasLp=zsvrz+n{w(dsTQuVJt!{SFesDh5~Q+5dgQ3QaL-JDgEsqY`Dm0(v4Y(HSGQ zxf{mujwfK^F9AB?eu|-q45CWvm89pE?cE+8weZgT7Bk=gV_1W*s{B1^R!24tWP-Yg5 zA3OP6vw(f(k^0O7RnC3}Z)?vyik}T=fYn@AabTC9cSrVakKGvS0PIGLZJXC~(8gJF z``PN1)i_G>e>S&nwdXbS%(-6SFV-tCog6AOqZ@N&+-e1*W_pF6(<$&B+`IU{n4f39 z>`jkp=S@HDmlgtn(c>i!^^KYBX_ekLUEcKjUeMovW#)Ohe0OK(p}4_oL?!SHoq8WN zXD{KxCRBRz!R0e?KDfMh)tpLCVFOli0XHA81-A*MdjV(ndxBK%=PUrXi8L{~+3$b@ zhF1WD4#R%GRyhp2mePF9t6~_|-5GBMSYjM{09axc!YtuOScuOnT&Xo$#oVymBtX$) zJEG22Fbp*b+%mWc?VT44O9^<%R2)EsR8|LvnN2QqO03=)X2pe08AQOkA;z0xH$H_J zEBkkV%9i)t0F|AW?FtX#D_L}&+!;NmRQAs>m3q9FKw|+ciqMTk`91cpL$iR~{nbi~ zX-3lOM8iZm=|MPYq_H1$f{=<;lOUvG$=pNT12`V3)>hxUNsvD1nVj<{bF5Jp6lG?e z7lfzy33nn;f;wAdWB?kbbRp^P;!3(vFEWjtZVhZ(um_pSZ+C>za(H|Bd z$dNz@*$2d&TgvCa6@aO^fh%nn9jFkw7aj2Tf6Og7Ko!aCv{-o9gNLgC^lXk3dggFL z&&FzAW}%{_=pbR8#<}VM|0cwp*M(u>PR!3S__YOK>cX!ruv*bRcF?PyXG7Gj3X+y{ z2sA8RqhB&;jm5O4rH+{`KId@@D|am|fFEJ{5I`2`NExjp)u2G}fNWuYk+B`A=#ErP zI>8||2>5_yOK$XG(+LnLMHirq{zWFd3mGK!Clw3NgF|Y;WH(h+TO-e27I~|EHhTbozR#aipTvtfV1i<*E>7RS3kk z%;TobK2X9t9Xry#_q6QwG3AMLjs2Of_=NufJ18p0| zY{TmPr$fN~O+bIjSPRp%@Q>ZF#Q~ z>PiJs#Jmf(X z)Hd$;YjH2)j(^ql<+$S`0{FP&eO)Eeq2>>CuBhX%Do!l~DHqqm zvJ@alBVSaQ#!wjEcjB}nU##%Mx=S8Jj+Ki-uC4F9K%f#O2+|V-^;ru96C62V_I?DJ zCT{s8$%%jPPSwn{x+9avx+9ZI6nLd})aoP@TeUjLyl57zzTi{0$6`9w+)TgI0XBds zd~Fy!e&1AQ5d74iOd*m?vF+#n!>CIsoC|ZXdaS;{7i)E#e;%Ym0YSx<(kqgA3nJ-f zAXg-NKjTb@#tsHUZL;~^ojVr&TuSZj^-(H(^b;>PY4-ABg;OtfxIi$iC&n3-Oi@K-)HO#NZpT9JDPC^ETXyMbY%F z*a&BsbU?P8{2nI})XDG@tk7^oi)%P&;06v-c+iR)nqAXdx zwLlP*ANB&hMuf!4oanX1NiU(-LgHAb+zW}T^NE88pWcT!+KVR%v)&v@IOX3+!r#0g z2}j%7V?GO8)Sfx<$Y#Sy6fQU5s`GEUoeLO$b(wSO2hT8zoy$u7M z@BN&@51*M@Zp_fpGox)B%xz0NNXwS^He_N4u!$ch(~px~#uTW+@A_PU^A1nuMx)Oa zP|@}{IVgM8K$`!^@x?XrR>d7KQUxy8&O0$rvq$k8FgBRh(=eJaQCyn5o1T{uKS zY|b_JJU!m3-<$=HrCX!+U~hdr*?4Y{=zT|}tb14jPI~qjQ#c;}^a-Nq1Odpa(_zNX zGMUfish?$14Kns~IWG@Cmjj^dI?vfR=kx?4p?krcDdWeEEY^@&u!4qx)!CRtO zZqsd`4 zIgOeeuqk{NY8>KgD^Mx9XiUXL1*-OOxS|?M3sk69`*FrE2`DxfGNk?`!R&FNz^Whj z3lNO6uMG1Z3*`l?@zy;eL{{8(P^}RC_?HCsO~inJ(w-=6gp#)8-v8~d97)*4_5I&I zwEM_P^CAJnb!JP5-%Chn6bzcjA3_>(5uF|I2kp#YTVH>Gl{hM-xWC6A3m2i3uxGjzmMI!|FgnJdi}R;U>T_`fd~xIGu6H?IbVMFFID@ZZ<#a$ zbCXIkVsp|A75PKRn-sVzJja0?_8bTPvEM@t+x&4@+{wPpA6AFl z;7@#_Cf@gd^9_I8s=!YZuSceLiUfCNr^uF0k$@b1Rc9R0!HFCd8AfyfZZ$9tQ&#K=(Fw|;#xMT_}+^|24mdiysu(o)P@bOxRsnj|#6iS@KkOKp) zpjyH4N?;s!#R}Wex-M8$Ih-L@`&6y|G|goTq2K7htOB< z1@eT`Im8N#cOMaZX3|~tsFC`6mLn-fBIVt&usStF1`8=C|DI)dJ63N2^mwQ+c{~;0 zOPCdJc<4Yo*mq(LM4uxs_@F@0k05ob6)^6j7K6UV;b_GxuDXG&B&T3 zTqGb4WNRSE)_Vep3O`7gyJYV`?}9a?i$vC+s8VP&JjRC%P1|W}5CD%w|0=UvfKITl zSAy6f-z_NP3bq7s0M4ZmXqSVW+BJv=aK^%HJ6hizEv7??%)jjh4$p5tO|zPQE2*G| zb-0`!NgnY<>WT$&G>LeULOzYbA!aDa!~%9xfuCSz%t@#TM^Wke$T8zG` z2<8^ADI+h;9yQ4ay5(2Qqj1zCen29M%e&&^T+yMwgPX|g)xMH_rlLz^btk4vBzUt2 zi$Ls<_gPTVX8~0Bbj#o1jbU1So z+FnqA*^;sbEY-!EKxMP2^el>Bd-7rd23LO_GgORroIQX;h-0#=Lo6f%PwzIq&KPsW zw(Xu^TK>}m1j3rL+dWIRd%_;)m_&%N8IdT{lk}9b9@SA@b+;FyBsQrUq$;TzjeyUZ zq-yw~-!Qj5nCYIWw>@+Rdgx9qF6gF)NJdMeh;b4!u}Zx(YECyb+c5{Ewqp)7$FYP;%1pzk-_&fmn3pHzV!$^q%Q#N}!0S9gU5dAzC)lHdnWKYQP|g$g&J*N$f>^&i z9&-B%8R5WpYPXK1QGAK4v;7B-nsAk=oP}CSA?xz9Sq6*-%&>dKi}g91$1T_GTv`(; zWoOL-X__?)JX;rtn2`P3W7S5%6|F?3h9$SP8Z4q0ED?!{Jc*E%VOcf^()qQPByf73 z3JoCzE3r<(jiKJ19R7l0&VyA5*$ zk>2aV1URO`FD@oX!nax3gJXM&Rtb;kyjOu?%U~4i4lOH5Sg9%!83>qACiDFg~i2$pGp=!tys2lsjguR|-u z>x4C!Z9T%LlLh3}?nUbnN@nyv*xOaO+MFOI#XZYrXl!Lur#QxxzJ-)3{Mjm1eifRK zUL{a^3=#}N@d6|(zLWhPyH+q@E!xkl6@>XqloIg(Adr_4_QeA>`VYc<@jFXwiP@F6 zvBG#VBai5lN+;IY-YzG`kT3_Dsv@>YyhXMrb)`KpxJdU4AJLzz@DDNy_Jm4E{ZDAm zjB{Nac_>SeCxlgSAS&ZKOKr0W6p~JO0Ips-TO3pbh5P+U#ng4N+ybb3{3VpjbvvOz z#k+1J%-~7BA_Jf86&XkssAI~m$XqVldsFL)>8rx`_&dF}d;Cf1!O5`9m_!7-3FEK8 zB!Z}!C<+K=fsA=Ipy6r&{LTg3n5DMw7MS7of$1N3u6^*;Ve!F2bo}f^bo`5pDv#pr znKQX(L6i}hi92ev50+;Z_LzW>8F<}8Aj6YRU;NweqQSC!K)4=D-z-GJ zC!2-z`oNX12Ua+Wz5G=;ER0MNYvlg1M!^HEgn=>cL0qh1SCYA_1t-Hqsp#YvpZg2*df}Ln_0hbUM4ybJTT z1)_Pw@n5e*1y52MxVY`2N$86;r*MZy9!Wmi2ullW^HLVUA3ey}1#|uussvy0EX)$u#VNG7Yo8WEl>pz*{0tj_{4@X9QgW(;M9CVoiug(LAf&8JNW3aRPoiH#C@1|j1l=m>UOf`m!;fg%6}QqM!q5R$gy}_S zkyb?CkqUi`sc9mA3@)1w{uc3-owmtjp+>=hh;`^d+&UmGDWC%nw;6Tw<%Lc7jx!yC zKSmwxO&-W^a#KQ#5E@Z|&nH^clfA-yC31;p8ibV^J7TQpq)Y`j0<1=DoGV6OQx_og zE0!?ZA&`0G9mmv-y$UW$kf!ybMAz6$30BZpNx`NyD2dp#24Zkq_N-CCvK+ATEZw+< zP)oXNFr#eB*a?#W#Z_2VHgQ_&390bZDrRqQ^ojUBI+J=I2@hiGAu?=W#$-wBWCMEx z)!jhQ$~PBnc{F+BoV}j*3mErqv+%+P0!SW^gpfp#JRx~O!Xb$vNgzof$soxg5s(y+ zl#sk3k&t{KsUZ16q9FM}@`n@vNew9wQV^tINHnAnNE%35NIFQNkisD8AsHZbfD{fX z0+JC@M@W&7Opq8zogkSZML~*&6ay(1QXHgsNSz^dfz9RXXm)%zb<~fIKS%h ztq)G(255iRx(EiUR#FWo|2!uCGVFDgI07r z@axdU%2#&ozI(GKr?$^$j-Zvz7kl~iY?&fi`Oz=5_}QUl%f@#f$gH{+xS`KpkFS1y z_sO?;t8acVq?cpD6L!PGj_;3WPLGVcj?tiar}^&(}&WqqbVx~eQ_Z`SlTFD5$ren_*KWY zO~Usdw5+?9Nj&bAf9dVLzwd~Rh)Yb=)?E&)j-CI-^;J`PR}LCcJ7()|Iws(Q&5m8! z;a<0%`TqIK)y&7?(<-}4&0SZ*8b7o-AoN zd1~YJorOUgCdFkwju=?^wByx3yZ8U`zUTCXJtof(Iwqfxmji;iN!;0wqvfTckiKZbb^kij`8JxK*H7 zv9?%|6t@CJgS!<=kr15X?(PJ45-1_~J-_F<@4NnA-nHJl*8Q*tR_4q(Gka$C-m_=R zBa3E+$B_x9S#}vbw;=!GD;6|1s9^7R_O4K*-Li81ceU_hvdP*}8h1|64=Ev)GAdc42;g@qrsdUJh)w{QV7I zT-Kd%?*9XR`#?YDvJ>8dz6K^BhHTPa=~4s?KIp$IExPI(SX;Xgg>zvQ=-rCmv) za>CcdEPV-b{zeJ$g23o3*X8q6hNETV3Km$yLPp8IeFHz)@<@BA-d zhQsApWErm5M~+U9XqI!7^NSHn(=TdJeSs$%ZmL=QhMy_xlgaz(KKW?O%QJ z%z`i2y8Ygxom!pnwp;M8$gqPBS7PrS3KgB`jSlsnvAum+7k}>DHW1)^!XUU1+KRF} z3r;y(9S+&QGUG>*Y=4jEaj~Zfk)|sM>(Wa(chh(%BY3RD9$U6~?-a_+{&Gx|gy>({ z{V85)!>USdijT^@y=_H!alNNvjTqN!*kr0557Oy*D$<9Ll!h|hqO?KXfzuU%RBNus zo~xdptVu*#)Im%~-X>tQ61HNVMK z8FV^@STNoY+gMP`Qb7$h3T&hrzw|oTixN9=e3CTh!Be5PBpi6TVHkY*H*K@2W_N1p zVorm1X3FN1PE-^gFE1(eJCBD^M9=N`6%gTz zXH?3gZ#_LNo}V=*)=VLNoS-oYb~9mjbx&Ec4)yfj%_4V?%NCw14G7*1C=gp|({EB(8x2@3b%LINfaVzx<+R`waT2_P1M-^$E`X z=AH$*$_Skpw`S4;CAXWJlB)f|p8PaknIq0rkvpcG|J^GUtkI`)`h~x->e@Oy;y-+U zjasDN2mv(fhYiaEv|02|r+4Q#}<}HYSgm|$_ z#N5gK($vFVWdec3+z4L)CzU2=S>_Ka6V$I|%gX8A~E|AFg zq|m7@a=jJS`T5pc5X6^Yw}qj!k!zJvq9S9pZCW*Bq`%0*j^gQ1qKomIPtFEs?6bsI z8h5}<;cH*KC%|Ws)ay_JSwY(t#zux4;c-zPT?NB(=vGziu#q1hoIP=|rZ$!;Rv`_I z2U*1U6R$cni!WTMq%0k+#8d8GSW3Vcd~=`8=S0%YbIrdhu5%J! z?qijG`@@G*`ODJX32((x4=$C-MiW~snf`9qlKs5X`I6-Jz4`LUGxij>c6+3~-fyrt{ir4BO%t}MON z*ILe1;cdg0Tr9G;pz)S~k^^;|Nk=_@W)8IV#m$2q2D?gm^7d%f1A@iSp^BAb-%p&; zTy^j|nfOzu%k5iGBuGP9dA+a%x(rphvR`oulB*Utpoja8$w6*tuawYI?Wn=KdYbq4 zUVk}RD3R!KGoRdpK*nQ*<`}QzSMFwiL>Xg|fvHbpjKCQZwd9mjnn0yY3=6R3DX)-{afMH+J zYJ*0|kvRF1c+9^HhLSD^QqC$EFMef;5Uxy87yc8YXr(H-H!)qVZKR#{d+=>Qb>eU_ z%M*A_K)z@l>+4LhX-%<)6G?KA2T7Y8i8pnDw=|kLc4tmJ(lN0Hnz(Hg=<-tV?$*-* zufz{VQED7%(-z89ufN2n#Q2I+-nVOS;O8W(iEk+k55pW~CP18(^>C@l~ zLhRGtm@d2ZhTold(D~O{;MMRh&$LHVpNU0Y5G0EhX zw-sd-{iSE&A4`tVUGJp}yE`R){O_J30BeoG&h*3nbwm;{!z{wXt?e=JI9*>At z5l5Q&_WS%cY5iuDp&Bdv&f0Kx@oi5}ola}WntAdq;5~I+-hxW4)(S-qJkV*tyk&6A zJ2sl_nZkpxKcILG{YmH_07+L5a|f(D90@7QGC=W{%gtNiDq z=L-AjlP){!1}oIjPwfw)hM31Zi<)`yqv$6&mrw@#+Sa}mS_>OF86E2FR-a#x&spmB zz|8i0gVR9>3w;)7IkS~pg+$uk!>Q(sG zi)lo<@v>o!J(MJ={9Av~in#9UdaKSV4LY~rXY7Xj1+~Ywpl{R(k1ycr*M)%8woHXv z)c?e7r#F8%QbkA{y>cIO**B-DQj%Tv>+MP1($o=w!vroWgL z(CMpoC2)Qt@j1C8i4pW+JOK7Wn-0I<&5StOTVY4lRrK>V z47)?)FPL~F_Xyp6bC3K|#{<4L+z}l-Jz^uFzeM#16Iesh{?U!a_KNolR_HFI-$k5% zlZUrh17~6=}u^1Y^)YG?R zP$6S~5W=12-MH3%Npv$L-h7{huzJi=L%i1hcZ9l?R~X^kD>)nCkO!O%X6oqfhn6aj zY7*(;VZL{LmollnomP*SZG2@Xs*lK_?>vnAJD`c5R*8TRV50~7XBv+X^%b?k!-7qQ zD;_y~$CU@f8@(1?76`6`Ues`i@#8q3f<#Q_6^E2;a;b@lt^NoiPh#rWbf8PsmF&Zk z)vIkE+wqe4uk7Sx zBB+z((hGS4>)2jF>WVzS=-NWG37cq*TIhE?%&!_Nb z%0uU)n6C)2yVu#kVj2!;fgCx=Qq|RrKtG@-M9O+iB%+vgw%(Z7yTyD8TDNjZ>UjUd z-4dL$v5j{c9Dap|i@EfTwFNDRLGjo0{apwaqQ^xk@ShtU7=;K*VHN`#1nOQDHHGgGTC41I9p_ALTbuVAIqg{QTmv|hhRkXw@j(vpbPptj*(s)>oS-&H*^~o^1 zFTMYN4kDx;@USbVT#vX8DEf_Duz0g*qO|G;&TH*A4Vk!6%&4v&6dh`_v`x39>}K_~ z@>%E%?bCdu&t=~B#p{6gED70jo!0g=Zi;uF+SExt(*u#l#T{w8VWlN`baBff`!(my zEdudT4?VtiHa|YUvhu<5egtG92Fs`)mm2@E5qf}webH-d9dw&}9i6vLL$PDbT&nL@ zVQu*)rz;{ZF6a%EkYoKKWh^Hp+&F2n^R+$9YS!V}v!O+>DEi_QAVIevA)P7KP}dTt z`?eCs*Q;tz_4SVjdhgM5I{y%#8ToQJ(^j+*1zMkE+T5TH%i5JHDExe~TSH#>$LBX= zPpk<4q;wVi6G@JbTm@cJiy$g(WdKaIf_*u?B{A@j5NJdrBYbDBCf<=@#C @p;P} zr3Gj9$;VGxLRQzauMWwNV=}n$Y5*bSPChpC{qMhguH5Xkp;D@pdiNVvT{s;4i58-= z<4;M!bbxnQbdcP=a)%G&hmB%+y#!70nGccsE8K~N(U0C1&eHFROC zk(dCrJQOMsvNicFmG6_Lh)$+jJ>pMOi~p1fqP}KcxZ7bftQ`MKTh}5-d)%=cN#PYM zE&#*c_63)!+hTYh@t$)*-ymw5!^~`Z)V3mToWt37lSxyAAVOHpx#Ov_;9pkVZ40s+ zW}MkUK6)si(01@sY`3F>!-v3*xZcgaBJG!>9MDW@zaN7qOc^$DC}ew`!(dwd-Lw$| z3~Q@sPpoV8%Xcuc_E?zk@Ma6)VbRSxr>J_JvR_Rm(y7K$BAZPbZe2U^ZBZ<}EYR+# z=GX&|Rv>QU4sElrNYB;lYh*LCw;=8->K4RoHdcp`1urJZ0t|`fB?{;GM8Mqo@0mp?)c=*RzVM z>(AQn41Dc{OO4)wtOaJ5JG+GvkCF`oc55jb!0X8K82i#xV+*U-s{x!B~VwC2d>ko|rJ6PQJPj{d|0BW@U7xVrq zk$HHNw;&WATC&khX?se}<|TjSbqXIU#paOY?tEHuPLz&UPw29zJVh`1?62?+^z7nQ zJxj(^eOdeBQkz4L(8BPOAkR-`wXrI1@TBi_fQaFlzISgXD6T%>BG$C<)KH7|8d~@5 zdaayXyz&?4x<;A#+s+%$AHN9`NOnW%{_KLRrDcMyf5_S0g6OV1)cy(387-PdetZq< zHrD^m5&GAL;il?0e~^=?c1HvW6l!hKF>-Y*T2#h9MRo8Dp5RaQ7hwj;_}U>i*p4B$pPv^z4BF1Vx8cI~G!d{j7QD1t_e9%!Ph?6} zUmh)vS2yJP&E5CSVKII68>-yWG?AWwta4 zQ$5f7W~rIlOGH8aLhp@i(*Gh`=4h3xJzZkeAyAeD!#5C}Bl*6_HuxDw&BTXyaxPyu z!xlPY5)Ege5pxz| z{(_6+!T>RdwsSix08q$QM?c^!b%(Uom&MciKZ72w9hXxm_27(h&pEW)i@<(&DjLNu z<-Msf3DF^9a>TgUer+V?i)e~W;?XAGTo&n#(HqYf?HG2e@B?6h>dl`P$ z#Vh?HO!B+zI{py#d@!zp`YYlET?P@(bA^>VIOQ4otUaBw{l%X*KTK?=MopCPwM&H} zW1f^#a;Q#6Cs4nA{}wzm3LCY0P7V9zsK|*78<9-}hlIV61KIx+uZ*aK{ zg~}^)cN#s+Y38oL=}CmkefBzvn4?Q%zB~Q88ac6Ahpa`OxRwbnb=rz$B~WnQoz_n0 z=V#}57Ct99L>=fZNOKN z?x*|-=47=R=ZIl@nF!UtS4_;21|rna^nGU!t+F_5&7RiT8FtPtO)9uH6=W^3kn5HdQ%iche>D5>`0%k`({Q82qi5e}Q4xFdC zuVLjfBt=(BlShZu2O{cIpT9AN*sL|oyBC@Fz9$;WI@biIP5bjNeumtb%=V7UNAyM4f+NzKV98p zrMAWiQOz~hUsq?m`lXVy>sY*b@Hv2nW(JZx1O5gbtx3OeTu3=NAiTN9dMWGSFCD2s zFqt)ez*kt8cxWO_tz47IU$nE%D>nMknxrrF-IJLax;l~d+A1Oi&*MdkdE4TVu~$+5zYCSFiOc{>_4 z(S)d_s+DDG4}o^9_ys=8v!+Y87S5n*qKlugrI1Cj9-CP!uM$I=IU{DHpN60f1D1IU zIgg_?M0o^yygTC=IwRfdtILWcSMVyaQl}|qy zeH4O_CtVTTg7E*1U6G+kmhaC%aZw~j_O=eplgK%%n)K{XDf-F$nn*ho3G0;347>$Vcz<0JxHG?<0`qhH5NN!lS!}Gr(-00N34Ii6-}Hoz z=9@;(Bj>7WEpAWJU-MK+7%BJ_RYYfv#T`+tu()lvImarQl%|3*TUUqgHB%C9f`m1} zo?IqIY#FG0q{}@O=klmc$tBT~8N5+=%Sy5=XwsVmC3n}tqun&@ip$wDe0O?(v{%Mj zJM+yvkB8-#%R-(8PYal+^9v2@!{HEFyat?mfk1H9BuCTO(}OZT(LLLT{sNWl_IKLe zic)kjdYW}OfPHs=)Z(2)!;Fy%-=N%t2+d0}TPMuT8aAdH2zs3CFQVwI@ZhfRs5TYe$5K@7N5?lMJG17I_2>p2Gg)4q|Tx- z{Z^cS;alf#zm5#tEn_-mQgBusS#KsZ7WRB-yEG^xj zUt5{6L{KBoo1FW;F%B`^mqq>#EqC?6y6uJ)Ef66?z8Veb{oT46d8b|eTcm*gyj5yr zteT6xXOVfk3%0bAY4iZ9ESRe#SosW|a|;6Gh*|p=*GZyfx-Ze#tm&GwLCUTI0WM4D zWcpV>q{FyACA9b5!DHy8d%=c(^`Zr>s}=g)J;>Xt6j$|k>bq|)Dj=`a*wkQb$z0u) zPj}x!Mjw0V5pezR{G~$peRq)RapqlUtDw;GOmH9Fjv7|jW7n#B4Q}+ zNiOS@`%M>&LkprbXhIL%&KKEuM^~|N_BSlH&W(El2Rraq}yFKdMtS%8hW*H&gB}|1Ypq@T&d!u;oDLI{#Uft zB{kU&rGVlE-^gn(e*920U1gt5ON!CT=wQ>(u^{?G*ehotOU*n8`P>EXF>8k$TIUu- zWdnV1rMzM$-4?U^Yx^W9_*MVAG5PCsg4G3yc_j~ItdV8t(1XvsMD99|qgmlFjMyuB z*aERCKpn_CS?JJ5k=|lOIEhZ|n_c7Aa0ju3gY-V)N43aw(l4EC;)?9K)K)SORk1n? z&MPk*3Pbz11$@JXJ8N&IYZw<3xHm9W|JCj;m!<+=&HD0Ogvj@{M_W=|NTHWYpZT^p zoHNCLJg+=LakcN2iM$z&?JO&EwNEOCvsY)>L-kTr9Z-lDONxbu9S~*uh-;H4pgzwb zr53O(#Vx3fE6?MB+UUp8e-5B3+Ztn~*qvX-A|*UFI=!g3@0hWFHZ*8-=r&t8=COy@ zIj6%RP%6aya}y2wNLu5uha)DcqfP?_L!0NNjyghLsv?rD;coc~nVlKMz=)19!A zLZPjSw;-EzC#*19prg#dJiNOz;|b=i)MxnPw8Rt65}Rnxr{>BXB$Pb@3dO&EzS5%W zbsGfvPI!=D?Qjp!echJ=t+I4gRR|j4od}YW1n1Aw_+j&ia`nf$r28x zx^k7v`!`Qr?TKUrYzeWa@!uWuMWt8kpbeGb-0w7O%RgErqmCU`L%W9ba?Jv%KM`Us zJ6O?gqUZT;Sgv?6!)^9ttQ`#Ih%CF5W<=4#T(Cx6>0|qE!3(XPv;>^ts|tU*ij~Yw zW1m)Xm`NNkU%K8*$dP+H*7FC@1&=+yx2!`8F)>!58XLZ!St;)z12Yi#T(#Kq7z(M& z{P3%y`0q3=h_!N>^`0+_naAY~&Cd%{6^l!{@tZjk!pmpwzaD}PPxAlZZjQh$%z-o~N1YxQ$Z zX`6-6W-x?&!b@N_6Gaet^Sh`l|7y6jlS;z&Yw@lDq+b5XAd%sxI*;6AGpI_!MsZT> zlT^JV7T^$$6~0b(@)q%2>5<{NpP6s>lB*FhZe2INR_~!>*a5pUX4tqx|Ja2i*3t9j zvS3Ze{CO_sBewmzQkLoJ9xe>?WZ>>pqgcTUIHwX91mqyn5&7u@Q;EjOv9?z6(UL)b z{O$E9`$_pZdN@f4-jL5_68ZMEfMm#ucBH2KP(4xES*Zc}ON)cg4;G{6as*%TIr8Tv z+R&(m=^HM-BwmY4b8yE>U1v0^UWnG0M}M68h62~FJkX7I##SNCa# zLw{n5X15o@_oW9TcJCT_Wr6;%*C|V0JA!B!6d&)XTwE?D+2G4s-ocJ1m6fg{zw|N< zU`iZJO$psxLj*2k&;cE?>=^5IGV+dQetDLBA6usBdwlB%@Qn5KtJ1?Xx2Hbe-w?** zs<1-Wu*R>e_HcR}dr51J#COC&{oI0C+!KwbYNT%4`$Y@;$10v7+2MxXjk;_Pz zEZX0&j(po=yxeIX|N7O*o>W&;NH|kmjY3g+(-RuC$+2l9c|I>udPTo-EwwpyrZx6? zC8bMrp8#NBtJ2+`<1zN&iR;;t!*8DNActxHH>Ol5* zUN>B_`rL{0Pr|F1Qsft92g|9lM}Cc)8t(=MqPcxjb#UyLRvybMDglkGTXr;*JHBjF z)zJP_d(jEX+0s)o%FVGh)tm+swbhEy#r^cWjyI+%sfIe!kT-;fKHWbW$=nMy^UQ2& zDCbPe`ZP)Al|IHeSq#)0C^Q(pz6FV9MK4M4#py2KL|UioVc5aVIBUMGUsFq7t&AG$ z&%moo25vy&pt@GP7>i-|0}?b6TZegE1w{?t^AKq_ka``LwKM(wl|+^8MO49oJ2s+% z3Qku3-i&{iLy?X7*z6$sv&f6EOeG9*zXTAdl_#2+>=>9Q>dA)SIXfgJ3iU&URK}K4 zj_G)Vj^tQ-Hff6|q-M`MVEBoN^z1+L9Hpm!TM z%NZV%#EVeA3UX;otFi4xkrOKy8QG2QxJ9@YsBq|iC1R&E=@!&xQ@Z@hPz!ho{+KtA z{M+4@A%*+6X6q|f(^9xSK41QOm5gn(?ci~3qDNxa@tCGk9U|0tepbtts*_;iNEFWg zl3Fj3@oQ4+-(s>68s8;ZyuD`)eHaDv#=#@bEuq1+G_6()vcef*@noW}Fy8He5_ z^d9cR*vzc)PECb^Rq#g!h45yp`mR4f;=JuC?luWMqO6ZL-K$&vH+a4izEIMU{eM)o zQ_F9ro|c|6JHQ_|H->YWDJmg?XXaDG_FrMA#9{tI_~Runso_)WH1;jeaB_fRC=1=a zAGw-&2iLDP2{WB4`^GuGhA?TMFF&yrHp|1zH4SJFbq_@8H@o?NV6#tJz5fH`yX6sq z0#2>8J1sLeeCWgEVq=;F#jA)0RqN<)$6*`N913-@dX$pg11mzk^kqk69v1E9q@xef z!vX*H9Jn+Q_=>jH_vG>4CspA`2^QCVQ2V6TCAD;~(!NH+wuo~x0Tt@Xm2ld#B#AGg zQMCB7qLXSgSE0aG{T*fQx?r{4rJZoXMVansZ`pU_z0_0&*8)5cZ7jPHMJMznsT{ogxq5xIqM*8fU(zEGvZ( zm@h5;cRqH!xdk0^IG!JvK7OiA@4PA=u1|C?nOGWz#Blxa*2~A0tnT4bQA#b8)fTk4 z%vW{Daif2uq&3(JzIY2;tBJ?qj|~ssannk-ll}dea_lsNTq%d6<5u~uu}zoKT*2k1 za*$o*l=(xWZ?p~quN$AfL*8B5IHcB*Tl94P{f2IB<1rwarRe1Ay)?iXPhD8d?jY(V z%9pXbDq$Uxn-A#Yrrzeh&iG|3U^!pSe8cm*klKdda9L?JEpHf%v;J6)>sCM)#O3YC z@?g5duXLKZCi$(LSoRn=AoI4yqZN9FYYD5UPhoo624K(LUU-(ARg)U)8Zt->O3n;b z4KPI)Lc_aqb9Xb?fE)Cj=26$w=W^fGJbAON*v!g9TX@~!(rA^xe?lScod7v^Ta9UxNy}d*=fq3wdB@)%d{n{a**V@4&c-M2w)10%ftF)xW*{X!W zG5XT1_tHS3+alEW&iL585}M}sM=O>vXi3?s*>bO^lMD54`=ZYok{pmtN9;$J{J1k7LEYobaWHjxbmv&d?&Y3%$9Ai3*=i8Sj>xV-Ih2CG-dlB@oAsLlb^g z`aNE~S9}wE(+*`kkbP*e=<#xE?S3kTVRu;rnZYO3uO#(0QK(Dli*)a1@75i&2dw-= z!;)*8P1Y;$18A;?BFdt@1I_C()FplH?XqU=U_P#;0f(5HYIu=Fc$OYu?M;wI9J5pr zYaHjKE@wsO1hP zyelKLLuQ9S@I{(bS40t^_;liW(mF-YsO;Da87bjR7c;Z7D^JavHRzKo!1UE$#}e8q z*UWqinr=F}fh|lu$=!1C*6=Y?)1^bHFAkIiuQ$by=uJP zZa;}Vw*XADbEeS2)fFPSFB@rj)5o0_1DW5hudh-4%je36yXG`#Tu|k-;Onj-56Dm! zK{vcO%{2iC4*B{UCO9%@TloCD{_i!(gHsZ>y3AMaZNE4i94aVTMjft4FUqbE&y@^7 zO|KlT3uHLa?rVj9z=b{qE>(F#hO@*&ikZ^sftD4t)OO9JKJYbHZS^u$(e6sIh@|1r z)Ow1`z(jg3VdX(XP3qju@gB~o@e%6&lh^$eTC3rU)oVNo_w0HXxx~D<>_wM_t8N0y z%ggp1ESnl!nBM$$|2V4mQcX_Yg4VVLiq>A9`KZ?vp@qO@W|zhZ>Io0Lf0cP86JC_N zm_+^^yG(*3*TdPOU$3>!Er%ims2Asr&1L2aO1IB+8<#8#-4jE@!%aTh&=UC>aM8ot zpF0Aly1#KZ#6nK?wkUE!Gn|Zv6zELHd_l9Q?8i^XTADGFPEc*6oJVbX%`*b1yC4Xa zw5i8kCtCeecW-Ojs^-8mt&yTNiK)wxx-hqd!A{-9zZ!mI?BZzhIHz=Ydy<*s|7&-C z$TNu(S`!FkrT1mO`Y)*>VylXvOZ9YG~#`#44Q3`#E4daA)r?Jja7=+^o@wWMM|E>vz$D`NCZOycWZP zNmFsRW2KA`S?WeBdyskZCl^=F*Az}mwx8ks!|o*qggDox1Sb-Eo%W|@pOx6D>H0Jb zxPN!5(}rvA=D`c=m+I|&7qu{Eu~u;1!h zLR4E+%YF)MG`cX?60-#$h`YX;dlmbRWFm&cuf$fP=PcT$mjn>aquwem)`d#b44iQP zwTj9nnq{kIll~+}b0gg^O|5!PV)2hbcmD*t684>&<&`%*P-}^cJz4I%3G`;_xHNj> zkz%L*`u;)w-~p8D^^*gEu<_L6a03H3i_uPM96cs(^{jgs|LPsasS_S5`xNsj4i!n; z@n>!)r8_94-2{yY`l(5&Wm{(Jq6$-c#*Y~~T>8+{r|n$Qv`l{^;O&Oi>XM`NHo*)> zTp1MLbd@nr_3K|FQTl(TuJ}F{c8qdN)lb2w!oI~t9zx?9kV&z^@up9XzEy?xCt~cb zFZjfKkXOtZ({0g#9^q+e2`lHhu8!88Ud`*Dn|AoEJi1Pdm!vJQXRZH3MM!tsTN%Vn)$64H&LlD=Yy03UUaS&t{aoP3h#=)PF}$zW}~hpIxQZ^SlP># z6r4i^msJY3-Q1=jhQ^v3F|e zR_h#H6_lX8$Yi_wKtk9j<+;8*A9Qt9%}{N#J|J0wdOJvkdeEZ^D}J5kZI4=1Y?nF< zahLyXf9#Q?_MyH$eDnDSo&2MRwQBnI?$R$h_(KW7&YC{YmC4C9OP;}Z3eWSdb*vP_ zMCc~4qa9i)XDy;|FQnIUW8SrikI^y7P3tYFa{NkIju_VdIpzIiSMw*6d1$Mz>l-!N zf?LqgrBRyWL&^B`LZ{cfB7mmS-|ME=mx&=~$Cn}5z*IwTBEar@L_~LGgT^*j?cx{j z*)bH}`Cu~9LQuE}&*jT-?Y6N9ou7Ksu!I)A=l9{K{Sq6_7n2$i?nnIw-wscgcBIcH z$~dcNTQ(x+HFe)gWt1^+(8$FEv zCF65Rc+-CiqMX*0-DtA9d|v}S{#TY}`bsFrhAhX#aJXofg|(?lI#iGLyR%dEjHrtJoNDc2BH@j;>mvSyPyOWI(*iXM? z#96Eev>kzLWd(xg06&*bb7JHq<OgYw4Q&iF3R*rCJoPc*Tww4M%9EX;oDr_`GMr+-AQ zd3;%-+1PYn>dGQTi^72VU_D>wYAViPGcHbF%lh$RO@no}?^EctKh$cN(PLQ~vm9DY zypd_x67qK9^SE|%#OtQU09&=g&+O?AR^G*lixl@?8Vd2nW32ZdT=IKNcg=-FT`6X1 zaa?p>NoC|(v*h~Fq5}+H=i5=Jk=OCOro_DR8Gp~YS7%EFY=3Rd?B1FDRHLk(0Ak1c&3LQ3E7^o` zqL*`W0!C?1L8*^j zMdgc_swGOE7)|`VQwt(5#mg#a0#6+HXqI7r98O}r$%V%} zNu^)mA6{uOK7Aq+jtft)8r0DQ)JOFkvF2eMFw0nDz_#=42bj<27xc)?$0`rONNFZz z{f!VI+Lr*R0H6wh8d8W>z2pa!jv_?k;vbJ^l?WL09{>*QAT_|(-9tdr>f3wE_ut<0 z+q%C8)enMx{J=*e9}?Z6WForJ``>V^@x^!9i0|Ru1K)#y>A+9$HlmG*0HEZi5Qrywb*$S1BOBq^dSBqky+Bt{2ffSDwzv$1XwGjtIU!7|k; z33UI9NW?()KY#dygoVUK1tnnnpEVwv2@_D`X9yER@PpWhiSXyxfg*(ih&9kmMg(dB z06|8??av`hNHp^h0(eam^T-^rN#PMy-35v@DWI4GT+`zYF20!*cFsQ0EazHQx_F}SJa&wT^f$g#{jJpQn9sjJ8{imV@9HU0%=v` z%JyaM>90I3NPJVuN#N>IOfHxi7MP~4!z5?u*Pe4ezL#Do4T;GQLE{3O{}};&OC``V zgkjRusR0xb=$XPu($z)5-mn+xKvJ_hGNPXd1xl&jJ5++to(YKx8u#7-^=Xy@NKy;@ zFG_)0Aih6m0YDCzKp6+R1+xI@?a4v0P~fLRFoBf-C>+SDkta1W{%=!YUH)>4->)Cru7B!;mGi@!cZ_I zEw?BNnzx^Y5dkJ@F2jz3JeJxT}Y{FjjuZcOTYUAyp)=Xgp59{5HMl-=Ca)zk(Vtq@-yrb^UKn5U(*K=lmOLq8Y!OvYfr7 zJR(SJP(eoCN$BW0SPFkD2^>2zG>$@doRwNjLID;XQGZ3--K)Xx=NyCG1|ACO& zy{tzN|LB(9(W7Y$C(!DY6JIqf^`LVgYClg9lCZIdMUS){V!_d%d;)MU45O<-eU}+j zLBRYM2G-S}f&$n$&Q}ERxRcu-P_@>cI{}9L&QAKXJ&?3;`v?Xa<}`hkAJCPtwH}+7 z0fuDt_AXz~=I#}OjX+TZMu5TU(cboAT|NUOb!Tn)EIG5L1k8+o412_8nq69ZlsU0d z&<%!EU#^}{tQ0Pp03F;V7*rij3koR6sn323Ad$Id#gbMWdWTK zRJ=;u4n(1Y8w=53NJ3*uzgIjEV_$8aU$D&-Wpm(2%EQ1QRrpRGUDfev*L zNWL3v$90{?cNflsA;HQ0T(JDh>|tX7&s#A0Q^U+5?C<9DsVq`R0~`lG>nrH{3RFcC z=)u7H8V~gSzJn47m<%h^{QVc30`eY1;Jx)JNyEXp-+`C!aXwOotsMpCHe3|)LJH5a zhJV~tHNe5$`2X@BnV63J#9ddnUT5`#A?4Y*;agK}b)>+I)N#tfDs(hx-fngKewlRm_og@`6&wRfB#?rwyw#wC9x4;7X4WrN4<=mYSwWgxORh0h-5Y~o zDbO*&wrS1kR#;Z2=38uD|*7b)#mrv}0 zsw09})r*jg21IpGjvl0}bH00OFQzODYydhXU^d-s+7G-88p{EC(G-n^W!{X`ssor$ z=ae%H2p&O{Tn**Ffuv*)`p=wZb~^$6%To4wRdG8!F*i`1bp?j_MI41+kCaFLd*lhq zC6F@gD$E#&4}s^3K7JxvW8DKvm2 zXGS(xwykXLf%Wk>{`uJ{?ZE&1+9>KTP=$n^<^M@q3F}8KfOZLbzx4&S{>~pc$_7YH zQQ@!OLqSXBFW=4FWhlTSLf#n3Hr}NYl@JvXlYH5Dch++hAee)REI!1eHlsa@&Xi@u zqrXOfL($1VtPOy{FcA&i7y(-{@L$1T)8TL~3=H|TcwSjETb5MtA7`ioYN?5i21n~w zj|X!9fgvsV!P6m_u4N7YJ1amX5C|k{H8!9U0XSg>9HeDo$_HZPfrjJ%)3AGFvm`t` zG#d=5?O$oW%D6b51_KRItpC&U`fwO?jGD;$0%_mY9ds?&{S;Zc0nB&k`WV-mlCjAc@Ow(3(Rg` zoe7%M7MFWj#+f<)cUX1Al7+it+`Hi;P$@Q7|6Qj%!C{|aPo)%{E&R2`IftHpcJ|*ii&%)ur;$ z#LSTFDKG>U6jL<(XZZBHF+EWZ2Y?co+@d=5^Z&j?O|)JLE3B`p&S8W!E;da6YoATs zmq&~M8HcEeR`yr2&3>M7(O-8DXJ@?A+ha#HU*?E zG+2dS1z=Ar|CZ+D01LGxWUUr8le?sgvI5P3;jaoW_Ve3|uL=Mn zloEE`Uo|*+-42$99hqn_urPxn2?k7)hI*D_j}mg%z>x5R{lxSvRHy(j$V?cgsfM6B zEwSYl&;c5v#GL$v#jc9HL0}S3{uG_2HB{}qmvXM2c@3->WK7_%@#Db)14wn}WOLW( z@Natn74e)kbVXY~ii)N${pudVGE6m|(7i(r97WXq2+9Q(Lt$7{^C+ed#{)bITQSw3 zCwzp#@0bR{h2NTLFj6ax|7R_fN)($=nuqSVQxIJPbo6&*UG&N$;ZRjWVsJ0k=LTL=(BxNL#! zAwVEu5BpBo_kCZ&4q@My|C@RK&to524|h4|p7Xw+_w#<nHgR|3w529*odBe(KOfp%g%(57&?q$m$o0hmcsZU32f+R$uQJPY$D$cd*;2nas_; z1PgW!x(B-j86-h#tw{i?LiRG(70teRPA~{fo%HA2+l>0$8CIz%4_r@2JTD@g@GP-} zSFUsTvuknuY-w6)kE|5MbLJBUyds10HRv?bL9X}k>)YxNXNs1 zsmVj#Tq-&{Hrhfn#NXhNIl-ba33rEDYldu+dG5X5@oDix;UZg{XUHxe+gkLe!aIf; zQMF4`$y8eOxLWZJZV_9$mpL{!n#Afv@`y)Y+`n?9v;v??2*Lg0{;Qtf)^b}iH3{R& zv$$xaDW9XMo%+E;L9t0ZOxa6=&4}J-CT)d-`=;nOFu)3 z($JG#@`gJ~Q&hg9%eWUOvt-pPTZjE@fr!aZ-GxhgqkZgk8Jt1xTfLYq&kQ53!yx*Q zi7&ss@92s6l7DndOr2S1E6)+R;l)e6G1D=G%;fZW;~yFl4N2bif1SZMLlQB z?*|Va#b$_1DLeQR)oJwze*5~>o7Z1Ye(|FhSzuJYaVVzLbz)#nU_&Xhv$R*tTgFYh zh?$*xb!Kq>2vYp+AyU>k+Q4z7y;NU0dyUlbI`u#1q`?E0uWJ*V7)~dGq@yVA)w0xM zP$+zd=q{v{gU7#@cvp;YQv8>tv0!aUD&~cUk1=E(K%pjAEee`ylFy=esA@1-BGPlI zHb;?mX!0puPoGZ=k;wtm2{qNVWplCgE(8z)V<@h6%TSXd{REe*Ml&nYviH+bKJgzF z^Yzp2(RC>U+LS8M0*WVeMR$~mR*Rm4!I&jlR7^W}dvVKJ;b@UTl#0b3vyQ7v(t7t+ zptAr;Xs!o!X)EQmMmYdGMTh?^w=Z42i~j6<8SGN@((XW^p-c8E9y64-(A_z;tV8dT zw6Y>Q6ia`1XDKQH| zN>=Yuky@n_d7*g3M#r=aM|0=nLi)`QR)2>kWft9;c$mPndQa?!)HpaZT1L9oBB!>br|@t!w-Vwm zU)c1J3XnQ4!@F8hoi4eLr)$B+EV5m&bmq?%lP_rgMLN8C4-JsP-}IcplBJaQpa)I1p~fp1gD_8kk4Sgv^)`;JNuZT4*qtqM(C zmpI|tnou7tOQtSHJyM7VYUWwbUxzO~Kuo~Ec#Kl9`L>e<$;#33n&YcCPG59dI6|GV zygF(ru;4i$SvKlZrrit8UTN7!wrJrtL2E}04@o^+HdUv1f8gC@UqCc0ThpF;>^ihfkeke?UEKjbx)%rXLWTQ&&&@9k9Vt z2J`fX&M2vT6SFG*imRw{t5d7Hf8f+a&M^G7AsHUdE(V@UQg6S4m}mwa7ZP}vY6KokqyLV7W49< zQcL26Y^I$pX>WmU@8-RpI5WE%tUQAU@N0US>*{>z@H)g_vYDLg9s^mCYN0$%0whJy zNWrRvoe=vHv?gykXSyaFG?vFLdx^?WT(h&$5YxCn|1~w z@PvcP`2K)tg(F4zJpr={}hC|6x#g`>*bz#w%i4$RjsWOvP^|cZ!Jgjc9 zyRJ`ER*I$~;||Zc@&(eZiq1Yo2ShM|bKaV@Jf9o%FUYAb%d5dPQpu$FH}DYiSwwO5 zyn%|0c#`k9tTZ$!HZ>h023}mJ2uzPokD}f>hKR^_N_u7jW@3e05%|5lwTdCWesAw{ zuuoG9E&$}Xg^S$>QJJ!2@I?nwqxaZiTt6C)43gd4SM>p-@`-#A5D_^-zx2V$(Y?#i zDIwX7Q6^;j87oI*hw$)*?0^`;DVJ$}%33V!ZR-pWV1L4G<#kbmZ4Dhu)Z531Kj$*9 zdGe4R@@<#)4#RHKtU>lH9zIgcjaMWN-FuPLx$XR-YjsMtWN@rd1f+$xc&5MHKcPGm z!sBjWoD2g-;pVnd4h&1~bZC4VufO3OHerQyKJI5UZ%gI#?Lmqx6qj$+#pMnpsj$Om zN$qe;MnMgSFwUil9dK3kg^b$LwS93kps~n%@vd5VZD>XgN4WxQlzgOuTiPA7@BAVu zo4BQ8+MNor>TN9z@~^`_I%6AAQ`70U=u?C>m=WLVm_Bs+9l&#T43QsahwV$i2M@{b z-R$m560D)4;Hn?F5qKW+lqcKOb#E%#zcfEgG=$>18t!&dntx&}@B}qvy_=-EE7p5g zqOic@w`!|;^A3FMVZG$Yx839A+Mw)?9mP+$??KOQT$EqPE%;VEqjQF9{POM=&&yvl z4Oq6iZZRP)b1s)2M#`=M*A`P7v6PXmoz8vc%)8zTZ9 zN|)TylovDGKZs6~{I=-RL{lE~1U=Ipsk-;33zr?2lsjWIpK_6$R)|jDoe0s)oo7=@d99r+YxJSWR< zQ0S9V|GUS`5t}v&#mCptW|@MV!~D)ubIzZXQ)oBO!+w#DX2)pXQfU97(E2QBaO{lG zX2*h-a_p@-3)-ALQV!>gke2Ao4=iaJ$2>{3=WPCIM!IwOq?$rXKSCX~a1YEh(T*+J zy+*F0TJbH=m41G^Dx;dZV2Sv_XX@6(hz2_e*>PN1oz%fW1& z8Z=$9d6+xX1NxYFU%wP+T+Be-7~9Je2LzEVzK+Wdm9C!~!oI0)n$eJg( zFKf?F?bn$QfZm}L`Z{9onzC z5yY_9;4XLZWtd;=Ow7ghLC=E7f0kDxwZKD+8BIf5(%37X+TO!HB*cHbf5MZ8h9O3B zm`lJ~Tu{tJoWveaG?pe!h9)-1UqiOZb}rgI!LHZvq@0XrEv+Y)CPCe*JCaGBWQ+&( zFA4H=@~?4UejSgSk{Q%PcL#Iq?iv%ZxR^E8F7pP`aU`g+Xdq1H3v<&ulb&VWUmj8* z+u3>ip}o3~<>P-UKOo6~@{u5iBkuJEg3}e7B!P7wO1#Isf6DW#bJwGMTF0w{4ZHt@ z{;X!upK%Fj*cNZq21rie3DwHZ99CvCJT;7*#t8CP)phUoh~L2Db_^m(N#BS7{SjFr zKXNZv6CYIgRyk?$~Kx;Vk359T^J~^`+#js?3$!hn7 z>?mTKc^~)u7M`5!kil5ZURmj=ju5|tr%Y$A9BlM!Uc(F)DJOu~h|UPl-ANv!$|%S>FabRw?XguY(bAJRHzTa8 zCZg_OO#B=Y4m>7rC9p%=9RwqrUn(X-?%#jrtPRDVY|B{hY0jHiYLUE)=Z{Sv~+1zeROW|d8=zzUVZiUP2pEIH>@lUQx5C{J!r33 z^4{b<;Cb+#@aVjN-|ruL=SwRp93_cbS_L`*1Y!Zs*|0#o0C)#DQO)h#54zri`PHNy z)mD{uicaG`{5q|)V$q-eloZyD)lpsdidVN9h;`*MdJoS&s9FjdVry9Rk4Yij=pC12 z-F}d~MRdu2&d^sDRbTc{iT)`vvuyYS^{ zNILm7*Sy9qL0Jq(Hjd&^)xP^gLsdwb^A{vuH}>3dMsICG(!tcQ>>@5P68f#xg03bA zJ+}?09it;nGc8Xq1VW;yx>DQ_yQne%43|OVnYoddGnc{!i1FW$aY5y0Wn?704|K09-?- zB-FouTjYut^FqseCnNQyltduRpQ(ARu(TvbxdTx`54%7eE6H;J%brCJa}6rk9!)En zQ$pM)@YhI0oDrTk0D*Xj!#a941{R`HJr#VIt4(u$apP-YiQvS1ASRqkoM`H9N>e!E z5tB1L*+Xl(Iq=*pa`+R$YTR6lHeKP2XEnr55MhibIV6h@sLGe{ zo3|YuuQIa_QP+iZZ|sZ& z?!AotMt9G=0;W25$ZL3FaUPayacO7U9J_?KO8Dm*qE60&hKsVf-NyA)3yUYQX&ZkvOHN^N+Ju#9t6IC})Rq*{+g0|#8;@bS6%5uT3 z@*<4un(PWJx0LzW;K8MKi4nk8*Mv{Ax=Au`;_TwcPd&uD5<~k!i3kv_SK4r5zGw25 z*C|-rQ!?~p7o(=NHMCzX{S4<6`<2IK`W1;q$QIZ|(O5%7t6VPjz%yfq(wZl$HPo)> zkX{p-n2yQoebqgS^UKa(kvs?Z*t2G?MQVNA z-nd2qL`xcLwttJ&ynF`JT_oFiY|3++`fK~85S?=Jby;CS1#ut2fHsGqKe;5eaYOye zxQbWsblvVmg-SR~J#z+Zn;nB)RyQ`u+7$l`fp@=jS=T?yqsMtPgqUI&wqhtkXzW)$ z!b5dspM)>@&ZWCyhn^?@=w7UjuI=gJ$>HmTN_R#F`*Y(T!L#P!hPur1{OGArg&LNO zfj<#B=-ZC9pGHz4Qpw@f`|NCYm=bbX;<>fRVgBeZ@L37%q5F0uK13u$%c1*L&)857 zRA{mrAN}sQCp6cSt6fHF8vyp>a?taprQU^@!v^Re9VpFI=#>>WQFC30^v<&r&mi= z36lu`AG^t+E+LV90XqpPGBZ4Sq~24IKb5$I-K8KK{yMQwkDSMMa>Ui|lJ$wY@iv8DI`kL;>Ro7MNE zm^jxu7~zwYw#nSYSmBZ!ax9_^jiyaMSq7`XmNK9+wRZX2j(3+5rEFUVNrZHLC zf@zV=#NC4hOY9!Lf7+Ah77^DzIlH|gc?FN`@e(cW6_tGrzcc1Qx9#2THLPgT<=D}e zt>yb0;>;edvlf;_-P5j2eSKYWq2x;nUHmQdx(Yg;>-a{;F-m`MN zcH^ewZRVBdE*vrYzU=$-?`yx$Yx#;6V)^}O%T3DmwD~uEBsb$Z>Y6Re{_rG4S`ZV~ z=qHhWz zM=t{Uk)s{T+wG4ktwm`>-6+$>llDt2Tz-NwBMOvmarhEQEBa6B4??QNhQC55WjfT( zHIB0`Tv=b1K@=rv>CCN2T`fC>eexpN%{s=vBtg8d6z|vlP_AuU$Y;-8qH*h2CASjv3c+NNNG{TJf9G3G_j%Y(1T zpS-0zHg`;Qta4PC)ELgB{z03DtF*6=nofs!G3Oyd`v^1{HqTtCA#JTX43H!P z*q>fx1a9Q@=eGDOVbZaCMh$6=W#QD%F_LHiJMp4R@=8fbbySu3cU(BVu^z?Wh=n$E z4pLA}gEDn9h-lW)&+r^U_EtefOw3{Edp-G%M@C0f%Sy9esf0jKTXRsK9xQ(ercbaD z{mHg`VaqFJvQL7&P470!nziXthJw3Mff3S;Zy-~52lo>yRed%x| zG$E^YJXl)h0&~8S%wu%M<@!wZLA@8AWKb=ab@xf1VuM!z-?hxLHp=yNG8ls3Nl9Z- zuqNbJc;8ZTs;j(|c~=42h?t)S*w2B=TM2fdQt%(&J3Q_FkRAN};u?<0cu^TXVS`iI>Qryg#; zG0ZD-DhaxUdjm9{pmYRumg>9PmG9${k(|V= zhP)}V9pX6-5WBs8R9l#yru+qGvGvN@p}cA828PrDTvjXjj^l-c_bLi*?=l;|3m|(p&^wJvE-)hbrZ7#GN3i`jIti?&R%^5L@dKV zLw5L7HfU9&l0>+n&UcshXm3jSANcH(@KJp7d+L*BQk9TK^)HRBCDQwO*t|J11{vo4 z{nYekPNEWQY;liQVXIG-&wUtSNMszkva06Z;9{2AOsmVv*|lb+4}CE7cYN!h;1){R~>qXi>FCr0;)6Am%c+vLGA&MpZ!KeimPtxfy z#L_A6xW(NNX)iDbHR;e3RatOvZGu)r|pAFVZsP6p9ijNA(OJX>2qnd8)`HN99Iyka{ zT}5x}l8?+97q-oJgd5x1Z@^XCro3rHQy*uAw?wZA$dvjDN2FC9FGG4&X-cn7v`Mzd z7X3uu;(7iPOBLdAt7%Md5!pe5tkrEPL$Ts`OnKr8F}%Qh?u~Q{WDEVb>uhs*tz@S} z3F$6YmnNXhs4m4Z_T?*dm~t88iFw%#o6>G<*U`Flqq#kKB@Hci?>PsLBAks(E6*mH zRq|mkZs!Q6k6~x9`gMZ?RN@~;<(JSf9vnh;~=Wa zbHgg>iw~695&i4a5)!U41kTKj`Rz5C9Emv34IVwbQlH6Z?a6?!%*`s)-Gp+34J_5kjLtcv`UF~vdDmcyR z#uk2DdlD5CcMs-)i2v^m5Mq2{Rol>;&I+gcJ^w;Ju~gV;XzKeMq(tun^jxdgly=N0 zLd|F}i5w|)@$Wmqi(CT@!j;RfJY&9}ivE_05-)Et&wP-3)jj@w__mFK zjfEQp68Q))SCyinDc?*H_63eizzPbTIar-vQ_I=V)KRy(-<6(*8IM7HZO2$`IjElV z36wpD2aZgK?w7UpSJO`uky}7&yF_*skA)O0$bP^BySzjAQH9;qzfhla!qcoM{hbZI zn_Y6@TpllW^#pPgP5_Y$GGMb|+A;>C0Z@VV7wbjh~4$HxwC8_d4Bj@~lzr_Ab z2X4vtGNVXb7n<&`1g^_>a%Z@DBWfz16-QdI$9yh-NEDdgx4yxM-dasjLFyNrZ^#Bu z>0PzEK#ev>3c<@unku7~HezHEu(Sg653+*#r1fYBGA4e9xMB`c7pl||FQZTl@^{Lf zwYYKZisM_6C@t6q8?>QXn3;}i`Q{7WEN{nYmIO>z`dv7vg?xv!IAB9RgRn2nES;jA zFe6FVF7zG$s+8trhAdrLF&zq%bDz4e!)E>7@uMvbuiEx+tgMS0gwj{Qguz+ zUfqkHY)}S)0p}I3`OnY$g+0z9MP*{O&k}xV%&!hpDR#ts8k2U$CB&HAD;@L|IpT^* zpU(RJR6pvMHVDVTj6pbSn8!V-Qy4;!XI(e5`C-cG5iukNMH!m4!hv~Cy7N<#N`XaL zxa|~)^&y5V@t<+|WOtk)V?%rcUXum9iaOG#t+;hx0wHcv@_6-9aNZg<m1f8|7 z$kpg-ljRCHBl(RNcJj8i6!ovdWePIix^mS!Kes@Ledc-1KDsb*ZB-otj^!s(L?-%^ znbI`B4F8y@f?tT;h<<%$ZJU(P^Hdnz|&__xQOIUI4VoP#Y1 ztHWiW1_&Yeq5I{{Q68Ao5paQ2-D;Et>m{IG(eSdvwKcq|0AP!Jz&dU7;v&+C+gcz% zU8`FvdKYKIWDt!frv)`^?G>!MW0@8XbT^)=KAm5^CVPlS4h-zp@TNM>!pm?#RJv@8 zkBAPI%Ra#i#(dJ+V)d)vLhroDq1JsqAt6}@J=phe+WS_v4it|j5wrAWgio$zq!uo5 zLWSL;VZbRX5;#IEl)(N)zKX~lUMHI2RStn_V^Ryo;%T9NJ}SC$MF|RuwArnl>B_*+ z1=M5A%qHeA#f$zAubXeZW=7iq8PLB{kWw3ixzi#US+lg)E`GoErztY!3?)qbnRRA- zTV`X47?WJGS5y~<$7K!88pNL=VWni3keU*rlgktTf=A_#%cCd8`!JU)h?m&u!ETIh z#zwH)EYd=tKOa_-AF?7XM=`V8-<}7vxIqMuFs;vG&n_~mjRDJ5DSfiDIID6pH*K+P z=?s{S_VXr}R5}8a3r4E{f3lzX%8~7?Ao)$appH|uyER%ZK)*vO(eJEfi+i;yb{}T6 zw+(F35Yb)JIncsIzjIpo{*_Z9S58rFPgz&J1q-h7 zEjgDIB*5m(t@7$~HPylQeznbn!ZCT5u$ij2Bqa*4=bv>Yo(wXr?mB0Z?^>5ltkzGm zYOx<)xSnGWWtNJf`!Y-mH5?Y>cqg~Dw4_Q_h2s3Q!6kJ~Rr@-uQw^C$lnydakr03Q zThlyx!t?PTLFFu9@O|Xb+=6z|Kk+!9&aA-3F3kw!+56RKvvqxHm?&N_iq+ZLrwP-C z6L)&1w9s}Cfi^P?!ps9+|Ge@lp33#nZx&0vxN2YE<;!fqO+0M|{B@4C$D<5R2h_aW%>-YUtL1bYoo&8Vav zHTsh~E2u2C%qJTvmhsfenI7ZB+QEm=)i|&b4G9KC^#C7Y3A}(EJFVP_l=V8NLTQKz z2l%M#C8DJ?wE(8MvLN(u~_fY=&hVy76fO{)2(gk@zq zz*FA9_@*dgk1BN_Xv0jJCz|S_9SQ5-4`(Ug#N(8P`T4xKe(D9P^Av~_l1pl{>!P^w z-|@_Zpu)aoU#^-?hLy!*NcOi^Q+5|cPIzQZWy@$^S3@&e3mSkQ8KShj>50%q*$F(& zKW>{llhXeyCb$g|IbXOI-CwaT{x6=m)Ud8><<3%tZ;*jxe&kA&3^T1h#hzFKN2QNn z5b@>(vY+w7Qm>i4W$9WmT)YZB~IHjr`^SAn-)t~XumuQ z>LInBYDYyvF$*V#e|q4i?^Lq#KX_4jUw`syca;v#931{z>ANmX5yD>ml0p7Yyl}ES z)j!*}zBC_ME`8T6e`q+cdL&)+B3M>k2RCSV>DV5db~Z&qMrTL>2B=uZ4s$+SNF)&D&qVw6m~4^WPaq9}SZ zF}YlM8^Z9G4MkvCDi-O4XwfIuv+eBQer*-@Eb~f)I)EL#k=^<)c&-4w>DF0QB`gn` zR=kc&bNYq3IjjN~XxYd1kGT<+iOf@X(D$tg(Rv0as2V$Z=1LM#Uz9V)sXYc}E@vdl zz0)rMK%KV)+_F5mt$BGYVD1+HOH%9&iYwuf2oRn6*wSkF2%MVu(5dDye(mb*8#mrM zb%^%CNlalueclrDKmXMjZOI<#eb*5f{D-G$-&@i?F?)FIp`(+t*<0sMlV+W+T3A8> z!BJ!%v%zkQ8iOb@=rneaGRlS3Ks78OoO_SXDEs<;pV1dTTbN zZ6uA8Wioh+X%AtxDh@Q2O<_wW2N-vRl0`=Vs&#z1zt zbVNJ{-1R4nfN>eMf1xl&YKi;zbo8tAalCdAr&Ryx{@F8()XtL9*?dJfJ2;v4e0(}oM9x%dtWLuX}Mf-}PxDb-4{H`oTsDDZb>kE=N0)1pHV)H|yOA4@C zckKlS#<;xz>3$vvTZ{lvy7FT~Mgr><*YFS@e%apsK*0s9@+?`+s81|dn983Qe}ZRj zr76lX;)Zo-Ey-I$|J62QAv#JDQz;qw@}gYOGUXXj6=15qP{8dry9FBDU`=j&^hysT-aP^d;1jWbdUZ}~ z`}iTa-EJECqf2xAT2kL^r0f_TCRc3?$}&2rCANq+JZYdKRJW3+mM^0i&MFo(cL*E1 zu=?xB0%8B){uNJZF=UY(-guHx?z0)RyeH}aVyG>9mA~9tJd1j?f&T3 z#Ge2HtU#GTpGAhTehb&qEklssYJvzj1(hItpiwox9YJqISmJ4hSKm^QerQ!>iKnXj zb>6e$!F}`zqF^n#HI)rUZyQU+mbf6Jq)?DK+x{4qVkmmXEkGTh)`!fB{_p@VEDqZ7 zS_=s_k;fAB-`2c^fY9`v4Q$lhK5W{%V7{q%Hv#+g$|WEPev9^nD1h1RwG z)NK>XSs}J?C4@iUw?2$zoFa05zJG-wzlSFsrVJjuQ( z3@M&}S8JtpDT_J`RZAh_b8hO zZrB?qTmt-f%ef1(E(pgsLE_L-{{rgKXNlAl=JhvUrL4j4{NWv!ja`mJXOOqTjVi}f z75zFs_Vf)<5Z-0P6{PL##0#WpFo7DhQziRq74M1Rryl`kWc=&cf= zyi>53k}JApg-eLp$>rGX^?!h!n1(x^1fBcCWTurHra1lt{(XWHza*4z4+-UW@It{j zXRobyrNCrV7NCPsb!_SE;EcEhaQc#8;65?FPt9~h3}l{*uEj5>WF|=bCp@%CS2S}F zA*Fvu@|r|HCUnWnGiSnGqc^=~8nWtugT}LqCuRPl@?t;daC*Q~!k7%;-XrUXjsG*0 z6~A}>YJuOl?s)xXq2vB(9R8!8#;poWwQZSTOtVn(g+D%zo=}Z8U0oGxTrsJMH~avWl^0DW8Zzc3AhJ&Psqe~eN*$>{-AMV_(B_vM zwNR{`GD%@0YucB$^gV&@SlV%@6T54lJT*C=-?}eL!;W3B<}1tg7Z&RQ9xnNzcdhG) zWtMiL0IQ_fhjc`*RmUq!=-8?E5dXv25liCzPNu8paU_uZafxBoXEvpM7ow}Q9slZX zR!fmdh*Fqsf+3uqp@hAbZpj(||KhCMr z`BaOOh!^N^REA2`j(3vM6;Be>R2u8JDZjxyjR*Izo)B2rIbS7l#yP6BRY_sZ6ec?d zg#8bZ-7pV+Kmq_FP36cX;;00y>;+qSNA+fE;n*tHb<$L!^}2OL?r2zX)I4T9VIP@4 zy(k`ZY(# z%fC?6=N)2cVc^aAR%XY5_6@M13MmMmR_Y36ED~C&C9TDh1{$I*OQ%Z8<(Dz?FNpD6 z#Xai16IKT%-NOFK0!w$|U)@aWyBPU>60wIhKg-Z$bj61|tqEG+)3Zeov3ONR=lb?{u#RA1FA$~O%#)sfWs-Dz*ph{-zD2o_5?p8c46@{5 z=~~Q6aS*WY5{UdV;<B%%D8wW`!>Izd^Fbvi);-_C{TDH$8~ub0yC>?T1(T-5R) zwZ{^v1qLvpR_8Bj@0Ohh!9#gsN!*4)N1uWyaEh@u-Z+`FngK2*g2!WfuC%ue{D8fE z@qdC3`RZ7~Fi0MK%R>XYCwG(o4`W>?f5fO)hB3r&JOeY#LVSY%a5=iyLaFS=#Xb0>dtk3^1b<^ zf?MELMO>`m1|#>Ney*#pRsx!k@Q(WYfyz;TYRvH|;;fi?_Y(Hb^VZ{%rsj;+0xb0U z^#EaKYfF4~;XClgjay_pTYXt$f@WVL!t&27IuQY4<_n(A;Nsf3%{~hw1F|!?cyfb7 z6t_n{Ep0$H(2uOw#VcOPnp~{)HQS7acuu)i9)bOM87#&}E}8mOQSY!=^f?}<3U7?* z_7BF8%SbXg#HDjt5V+sPhK#OPgS4NMHSb3y;YcCOft_rh#>K83F=!CD2e6O)ru;%Y zcJA)~Tto6?6MrLaUkNT+2#~AbEiA&vVDcrznNL{ zIek8CEkTVv=e`wes;lj7oJyR_@KgSP7d42o`iATHSf3MVWS#!HYoYH*Y+hK1;xBmW znA9PqEM#y>5&i*+;$oE z-rX|_vjD0VP5ZY!8`M(J!8$;Qdr=I6E@K|IVI4T6GyEeu+nT!+GG|;^qbZ0d)`#L) z2gCyz)8?TN#OqcEeZeDnBI?73w%iSl&&2Se0(;RB$p+LO642clXOPMuA1z2=&j}~i zlQ1C_$%iJszs_&PhbIFqd@y&SENd?(3G;Y_5Ct-(ouhSBVX(AEHI2P_-j--jHMQT z(SPvh*ww_<@Xn@5)T8)_O}-f=o?woCK>;ItIoC}7=r267mIe{L%5`5%P7;$%Y3Ltm zM~{6GKqd_l;sDox9rZ?)j3ok6D|S{{9d8(DsHVS3Km5RovK|*%P*PK*JO^ds#PsZ9 z{0I}f`4R;o=)W??GgtEq+l`>d3U4bB&nB{){G1<~46$`Vn8-MyUcg*&+vFYN;_|*S zmsNrgpa1>7BaNEt1a$_ft`&h2P6#VO1WEqjmiErw5-*|^{fS8a`~B13+Cf&+&SgS5 zw-VS|sr(L)+X@SS-z=bVkNz(sGg~+p+P*#|CgBksS-$Kz&6b8vCTR)hdv3W+6BEe` z8YKxYEZ;B4$mlD34;*O@;Dw3l%;;vpg!nG*le{3_TFHsR`W%r$;>tJoPu@U3LYhFy zQ?p-Im*X8R$3V4FRxazv8Ta@8H^>ooMWG<|+MFS zzQst&^MO}r*H6)6EO-oFIj;@j+x!Q+{1l_u+@*A28cW7XcwN1)oUil*knuWKQ4QKXN%J-_$d_$i4ayEU?Z6QQt)n3RKefx?LDCu6Pr5e>eag4yg4oIIDMHhuxAIb z%rsY`^h+ROVAl`QauNC(BV%r=B`dvHybmcCR%Ta1b-K3lDAEtVxD~CR?3^E!`9Z3! zZD?mTHF|gxeT`IILVnFEBuv>k(uT#Iu+J>dG!9AvQi>l(lDf;#43~q5?%AoC5s^8b zpldPq>w43uXE9P;5y(7!T6z!sLjt6Ca8G4jP}}xaflLN6k{a?nqdK@!(2pt><@A?}fTjv!_x5+RM>YNnrg|07#bM*}ujPrNLAgDyj9xV; za<@y!VMrfYZ5_AXzvjO-fqnVvbwB=O)!J^T>^0m! zmQ$UioGYQ8{)n{KL;uBfvo)w&Xk0O2fOL6vQh#OltdQ>X*c?dm{XS)fN}M2h8xJeh zrey}SS9{Z)kS^FnLG(4~FdEH}I)`&EMNLyXaR361 zG#{*CQ+!)bV|m3z7|~sj&Q7NbHS^pA!KPf?R-Z0DY$CU;V>h;e_%?No-29= z&xlTmDCZm)V^BRzB0cfO-{3`^kASTE<8R}Wx<|&-`I0|D`GPb^QMNUC$D`iNMr=lj z8+_-)rxrJ_-MD)BS95CI(boJ+)C_ZM>L~ebNYhqadMp1Djf$VUhPP08v9yd!Elk8{ z!@Y#Ph?74wZA55KnLNwCp6dE8qJXAUuj=mQt|n~pp}kZdKOD!dnadYHAZZ8b&og#Jp_0+y zWPo2O)5Gz^nNsE(o^Cd?ca{>F@Ag&;#p3$yYd79X zwZhh)V;_Z&7>@B63%avZ-C5)enGJJZJ}4l%ry@*shQ&U+2EXuC0vmgU6q}EEo@F%W zDJ89b1yT^!gttr;_}5O(Q`IL)Mfuphv+k+G#INbhSML7hIPg%u#If)%()=y&e3G*}UJrwQTQ$1fFpGyCMB+SR|+Y_Vd%vU`bvRI#ky^KAP z0Fb?4Wj4D=9z}g@@xSc=YMYyvlvx_-i+D28nm0ckJ}9R?xM}5mgdz`m^p+a6aJ+Ku z`WL^OLqVhRD~DX#_OrCFPtvFsNUwT`R&P!F;=B{g!80d6H=_wIARO#%b0ionyt_HV zM$Iq44?pbLOQ0#H45ed%kZx!(0JMGs`}qg=phqyTm65!p$?0kd2&Pgx)T=o`UOrUz z3rLXR8;xpyL$@jzkTdWIRz+@_D81+#m{MA}48((zk%EvQ1#A$)KJW`_0{Z!dZy>YW z2#~ZsbG$IIH4|*IikA|yGoYTOp1KVf^K5QLJ2+5nhD*(XOOE!fpBZnX z*3ytbs*2(|9H&CT$gI2A`AuD+ph!F7OBMC%o*&h;o89AOc79R zkq14~(KB)5)G=qMUAX&nDLZ_uB1a{1#&gH&f);tT*;S~A-pnSMLYXaKIFS!qIo>ku zo$}I|qnCXw_sNHY$cK?lY|1wC`z^pxeLt62K}VTL*`>>-YaAEJSAG-UeB3|Z#D{0 zzAHO?sK#%pSqU0j&Pq<)Kypi-6;}TTqyStUHVx`bx3$=Ss1y-T_9>pti5S<7W)7LQ z8v@|UXj-q)Bn9nB{vV#xGc`II7v6RX>!Cw8CaqUgZJLSo3T)BdJ}X)7zZW^wp?~}p z><@9y#kdy6uWB|(4&eoSo^-HryOUb}G2j?G_xjLn@0o;PsT#~UXDB0lR*~HY|BS(o$2p#CneeB*f#1O0V3wP;l0VZ(F{c~aAcDa)kC9k>QrScIFT2M3-@qdY7H6 zn~ubSDaejPxJP|nNteDuAT9-t!E?I2s>33%!VwrJx?LoTVoJd&_1IcxkwrRS( zYBB4gM_bEJ_Hbx>fCNTzMPDI2S0gRMKKT(z!+NQV^75&0(WlSuK&JUNqjqAie=9>NuZEmPVdawF z__P%J)Co}o&6=>O*{|?b%Yq@{S=ZrBX^?lzu$!k4!XCYEhki>qp->y8CsBC4%CPlUFE((8v9elH*147=w#O5Ce9N}O)EysSg4am>pJ3)k8ExIWD)xk;2Ey)~ z_R@fXoJN)NAX5At`D0go*a&-}wNVU?Q=yW!uZDK{Kfv-ofz@}{wYjySHXmwmpbsil zW#(X93u}k!5_g-#_V&8jt|IUB*521lG^w3SM59Qt+b0z} z;u`<;k+7lY2`WJ&ar^1#8B0}u3cVm*oB;kmqqn$qBS?dNPX{}Ehv4nN=6`AvHA+aD9SFYQw)c~pv_g_7-b$0p_pY;S0eWPqv6!Pd@y zd4`go_yGK&kFQ@%Ew@7U1|BHLZtLitEu`vhQW8}UFb9_p=kkiSq+%HUkPdx=c5kB6 zv?WItc&3H&p894@vG_0^;nUYreSWq(g~~YLAyYko`BTbIXU9b8L?D&absSU{q_#<^ z|N4kX*=5=sI`lH3-(_C6r6WZEzNg!|8wON9@*nWb*{;Fxl)m*l@Bre}9@Evf)f@q) z)@5DF(j@P4!CxoJd7VwY?VHpOYzWUi<_ng#Ib&XV>Fj`3?3N8eWbQG~c`{p$Q?A^& zak=+>b`;P5+(k>;=a#g8S<=3;q_K}9@iwo&`~MO3CSYw9t5gqaW$h64o1oG=B#JQL=5o@WSCnCAdx z{8#*+=l`FFO_GzGX`el;z1I7_tLX+L*@~nOJa3lN*|K(GG6-IM; zA)we0DQ`qM)Dw{tLoE>=?5bd3n3zlhWVeJjo*m(vtPF*a(REak3tra?pIo7}T*Y}?jU@Tz6Yh=0LcGt}SEHHQAOCH~yG zNk8DEY#(mU*+~<>hN~yWGUECtr$2!^Ad+`(9(bzm22s6p^PPbSV6-vTsub@vUl`xGnGqb#7>Q&Ir4?L<^lSDQBF1$69ra`z3% zb!LOWJ)@{fJa+?nw6?d`f3qlxTJ{`Sl24+urdCH}8v$IU1pK^`aKGO52?PRcoosOk%f_gXLv=FLHK1DF{sRjKJ!hDH+fSL>)b0bNuNo^v*7FqVc=g z^rR(4@f>*U0&6y+BjbCr-b8mV5%--O?4DYn5W!9k9~@wHj0J`Hl`A@fT`-2SN#uEwCo8+s$rJor)&%5^= zXwTZ4KiCf|2;zr(FcUaxIH_rk$~YC^-|~~w2Wnm863NKb0@_WsVaRV%Ripe14=MAh zOxzJF0vNO8C##G`$JD;Ig4wN7c_a9aqI#sk_1QU*;3+As1t9N;n~^Le4Ec4HOnRJc^`!od@m__QP+}x zzk<$4H+dXLeEKomoDHSfn!4}J2j743%lFjA@A2zDeDkj#j*nRz#a6N@mLo4yNK^`) z@H&2E4@O30XP@UWAImTctPW6M6A;t1WRMjM(-*Nu_*@96umCe0bB9s}r5CmZSRO!F zDty7QJhk7-?}#1Qs1sy*7ZaLUU}0u1=doC`^H>NJ4eSvHd$^gsh;6}ZG`z~-H4$E$ z-~hR1_pu~+6`0YmNhtGBGN1%O;Xp|SJX+l$j0->G08NAoyBWVOfWy|1#*Cr_reoNG z*$s>jCmS-e-Q#)Gj_iV_{)xji#Ri$303o=`l!?CErkAl=(h+j;j^)flxU#F57D+6y zHOp&z;h>*leP$nGp>R+Svmm%@d{5CaJ2H9$ncjo@renoWBFwIU`W^)vGy6CE;zcZg zL>NgJrdO~uICT+8L|NC}GPQu1@aryE6zPN!8VDcD&2B=q(LrP8tWks36r60ZB^b7B zn4R3yz<|@ZzF=yLiOp=W9oSlfKK&J&eT9VelFY1jtl=&|+sgD5RM0z^h_p-|lADRK zY`B(CvsSFc>@HS~JpYL$z_&hT`{`>3pynN1Fg9FhCzKAeTbLKaAA4f<53C(Z3((hA z%=QD+Z$G_m7uH~Q4I2faL7+*PreeeJ@CdV$u;YD92bH`@I!OZvo88ltCbN4BIdHI} za7GHY1|@Z$1HkGx%+6ssW=`;AZLmz(x@7hW+z9T1t-^;Y(tpV<>Q{WAPHq2w_93r0 zVAF8?OsMBV#{b~}RDrwy@5f~Lf9RCyI9&Q=xH_AaLg>0LZ zz{2M_@~GlgH8g^kuu}V9_bhq7WrzNI*7SRLHqKDBM_oXycN2>@?up9nFjq4(c)m7R z7Hse*-F^}Lt5B`3Ax?1K{~R*?2x5Ge&`4dOb`Uvp+YCYL`x)w&@^_`jy>bv!Kuq84 zO{^BKNe+!QiIIRcn-yY}q)&`1HPhd)MYESNK52){t+>^O<++$WfZkDo#lY{iP$JFl zVO~(7N$|cI_HQOV0tojbObPo}irxkp;Y9efVmt=?V#v$^S`7}5z?vRy23_h4tOD9w zGL(8a$O3c&4IHEu5EOmG+*4Q_RB0bnagMzMd1%1$7#nkOgN8J3_Byr=o0s8G1e8R$ zA1&L>}$AF9IJ$*`;y|w6SJ@UfvrQMFtD#;^K3Q< zqun}+)p%&JzFYgDIlTlo`7Sg&;L4aqVFPCWfo6t7v39`*;f-;?s3*CQbJScrjBj6H zzHuC$VCO4ZES;gH%#M9zI*N^xPVU)Cx@AY5+GlDGckKpSj#E?;2k1Gz&}Z+S z;b{don%TjHaj;BMvvu|SP1qy|_}KI!v<7o>WIyS1>%N*huujmQM-rIYm9*{nBV>laYIf(;F%10eQw*1XFoFgH$m4;v%>7ylC8 zb6_R&{s)ffWiMN=0w`TjRIjhQZwvm0t|(_(4X#L zb0p~Nq-ZRj6b=_chX*)?-AAu~#V~`}=A*~>|EnB2XW>Azp}zSlHi!H#Gc$rSDkR}O zl54nUs!EkQ>9C9gV?`26DJRVtU}exPIGOMu5Q6>)k7e{bF1_X!!rlLQ0zvB zPB1%n=GWZAa>3l!bo9x}dEQd$qsy3-I`dia(9LSc%xsFJF!~?5p z7Tku0v=a0MB2NvY7yrS`TaT1+T;=lnc#L~MvG-C$1bXYmQ)z$Gq7C9fL0A1eXbM<+ z>lfwj|A2|NkWqoN~LD*v5Y!qZ)eR_>i}mxbkwh-YuZ`TbDf z36_6N{`lOwNI3vj<3Q$2X0@h;3QbL5tHM+)D>Ld|Hb2#tfIG*Fa6dxF+g!o#b1O$M>8{@|ruVWk38FyxJen#0KDDwV^=e2csW>yTu zAiwu1D?z8x!FO2x=`FsUa}sdTgnCG$XQ%jCKcYc~bC!`5FJUY7z5~giyOz+FGd({a zqT5092-8!$og9@VQKG@@bt$-pvxJ1hK?l<#lsM5%RDZ%;CXTC%jHh-`X)_I>@uk{g zwC__ajXH;z#BT>3UU_!K8B3@B`)wlrpb@uw=N)FdThCnHdWp;qcW=lDUX?_*PzQe@ zr-lRQBci-qGNEizeUC?|DkqZXGZO|FuVI1c`Bzy!<@)ig)fmY+JWIqL86HU~tRvk$ z6gDOcESlWI*VZ8T0hrprT8+gCDIZ-b0Mn`a(b1#V~^}UVJ>jD8v{#Zf8tr;4dYYey2`Uiu^($h z*J*^v(&5mX&Wrw@^^(|WWi8O=V@noSJ2OR3L(@$`FTP3hn#ro&n)5;1wx=M>9am@2 zmK}vBTW9~8V|wDCe|(luS_ZNwTb2&CR~`ofi*!H5cQiF~r?FlNz87g~!Dg0!&;0uU z_>Du~IXbPD&3WW%>J$(0{FyD8$aPWj2+ky=4!z?1i|2%oy$SS~&h<7@0+uEDgc*~pn;JF*fXbsLDJV=(s9i&iXPm>H7=`~M zg4n%_d@YcQ(}Z5(Wkg^gwZ?+ct6F;3zNFJI<&Mz_S15fsf91YPNW2OW%nSHrN`Leen8@6++-LvGy zjE^uO^|2LeD^|Mhw@#>l(kUI7tSOX?F4_yoL3)&E%j%3+>J!umW#8gnOS~3c^hEeN z0|<@`Isp6*I~=eUq2Cy+u*{|0oPca4_;uX3#-C&e3ziu?a^p6#r4zEl4rgdZA{EAi~F;arc)rD0;m} z7cn;bDP~T=EH_B20nOm>Ctj1>xYlT7{Ua#EIA5c!ht&9Rst8ygTBk?3ZC7@M`OlKd z$zx%tnts1xBYvr)F-rpE3VB6PMTlpA&mZv2mONeAeX%LV zXm=0w(tlX}fjNpuuM{aLH>Jgn4)*cH?dZZGjHhcLxX;54(_drh8k+>u*?vHn@oDNx z@#;~43*#_3Si}C!xhQ>gsC?dCV(jRBLpgfS3IG3tv(8c7ZxXua9n3GU9V8R|=wEa| z0thC2ceWJ6sO+?Pd+R7MA2K>k-Fx`{lY#+JsoqbS06dlx^&HW{y8IT-m-VK}I*ZDAr2CLaW$;;aW$!gdOZ>w5Q+Ah*8}?I?C7pW| z>$dFNO@GD`!gFi8=_f7eJ1$iE>BGk@EKT30&+MhYYYBoKFWDRA$t@x*QPMfvEK52j z#1iRs?^D2_pw_>DRiQ(>scX+uOV;ScjU0k zWwG^jfhi3}patKJA!OxA{nzq6X5?Sv-m;01lo5_F(7vAx z$}?{|mvqm!^W^c8+km}jcwsx=f4CZl-PSWr31Px(e!I zmxw|Hz=cDU0F$4XJ05O+nU%rPi@28}sl{_l+Cz2P4G4=$)@asfv-`}l3>;+qh2o|3 zf|gK(9|38=pPjeG`p7)Zlq?c%&_@-vnkE=K2xs-QX<@E%^b7KeLHUok=T>WG_gqyo z^~Q0`!{+}Sqx3#`Pqc$Fa6fVT(kicV-SRv2Bt4K66P@xjqccxbX_C)yucic_fzGbE zZ(&dxviXfQUop3`F6@#+|I*Gh7mJz#auly&q1U^9B$D%;gc~B%jLa~T5gtpLyirX++ohN_H(k7T=6wLXsKQq zH#j*+)%^)RK|n=&bFvy@(-qI+8lUmLw6(m6IEE!TGaOY=h`70%mIqi#>jJ-ss6OdS zxQ~8itE8lg$F;8|5xsLaX|F$M15f^Ijse`%)g|8c|qrnnLT&2iG5QdfrGyK17KD54lQ#krLXOueQ0*qgW2(NNs+NYqICmrArr29=6+K0x6Q{ zqtaw6KuyM8K62y6X-Tq2^5fIt=by4Brym1Y`|>;2#Cx8BpP|ziOu(mQxpLm+$hSxD z9J#X#>o#Njog&B%OGoLaV3niBF+M87VNv)0PQ}Wcy?^0g z7W(RQa`6g;vsTlR*_!$U#D{J z74P6a3+{UFKa~)jlX$Q_QVPN1<0#6vjrE^mS0J9I#xQ5NBbqW6OwlgH!^1 z>g@RTt(La2vA5wu8cq2hXp^@4%eGWc<1rnCx185H{V}w-29q(A`_1d^V2}YYD!Cy$ zqbg#Xcpg>1gbk7&6YNDuz>$6*tGD@-HZBd6rbW#n;n!B)ypp7<#?l0;>&xUk1F6or z*)>HnBIZeeSSl!T<934JmN8Ee*XDO(9~{DkK>IMZ&62UI&xsZ(E^j7K#5NR|9rsDWJ8#CJym^d{R8Fdjescn$}@k_UvVJS-oJy#;C z07+3GbBj(<6VmJlTByihoHIR!V*AQ6luzT{`jYf0*Cp5MQ2UDm_O`T|j;iT2Lm=`n zxAJ?^I~i2FHi(`+3h2ATEY)0k%&?0pQ(}&1d4;));>%(qz%3FF*WTTjnAgP_RQ`l> zL_6thzlL;2IN-Pqz~O*1lhNIvNC!$@_V#R0N~RmSbRDD-s~vj`+1|^!-4Y2qf%#o(fsS_fUhao-PMtQJM*6~#*kd3Pxi!wQhmFxLZ9gJMEhPYY{cl8T&{|6ID zzCJc2DJ2qAN(!Dlp_$<}HFsx9xY(fSn0ZHmp3PRGLr1M6l8JsvFSoOnp@GBw!s?Ex z4qxx6mK_9<$|cES=TKKabVvzk>W0+hXZy%}6mQ~*b-wAI9sO15;I^$^wGU&8JQT5` z@<0&P2$PIPd;2I>k@nr^u_^`4Igbs*RwV?s3)f(94tWdo z4r*A9b8e9(!PUle2=dek-a=12feQbH_1auvKBm6RQtu173iVc`l zed$x;#$K0&81pM=V>fdaD@(HO8uK-EQqWI_u6#|w&w!lYrJMS@3kI0ds!_5vdB@t~ z1O+L~Oe}!N^$!Z!C6&AFP2BJ%Oh32%-W^k-(SsIeDcBWi(;ZlVlHa(E7HMStGz#C( zQna+W_YMy${=~%_Uci2=-kxD-K}j62z9lW*6_OsHROYm(c@iyqF5dpYmlO3y-g)*m zCrp~3ARdE3!jSFjSLB~*l+Ku`Avt|8F(J1Q$)~0znko9r)PS8Ptn5VUQr^`uMBxqxQwKz2%NY+2DRGPjoWn6=$D<=U_EQoev^EJRLZ3G`7O zq)X(^Y4F%QnN%ub$A-c3j2G3W_l1=#Tf%7JH4EtE@X^t&<+fsA?x~tK7aQd@NtVz8 zrcDxP4V@mtsgVoF>l-W25V@ac{f?9ktO>C5l2esZ!j|Fy>~3C8$?9x{5Bh*-&7D&< z$NH8OZ!vx&7dMd9S1XI$ha-w+Wv}3T(Zo*bSTDMD1;Bpez*dmdloe#^CeZ3XP7(j3 zI2=3l5iBW^SoxuCUBP9`vi*4WR$^FKB#xf?`}5gFWJV^IZiy}NGF-9Wi&YU4L44AhXfj> zb2GL8anqFJ+rtPYPt`DfC*Cr3c-6&XY%i#PHCIo#mvlF&fLKrHvPZhNWw~Nt?)91o zn5B*RZhl@}K+aOfx3?@O$U;yNl{{U~_?=l^6rkGnVM|Zp9&=m$$%XOPS&+N!@q9lVUk)VszMF`-Hsb-1&1CPm<4nbFyd;$U7aM+(*Am zr91AyJh&Jv5`Uu7pS7Vs-a~KOLytz+OiqC>_|H99D!RTW{8gaCUpox(I};BUrX%gL z?z{STZnL>~RQ(r784D8m{8kCH?IeAq&%{`A0(IbwGoi@^K;h_7(i*^m1@6epYE^g}s>pd7J3rZD5@9SX~`6&BBmo$e9>h z=dzm8P*z&(Y0m>|0%$GjriBdNfb1&nDNAZk)~!DYv)7X=$58ZRnnA2cijQhQr!A}% z1M<+7c5!?@bkUG;lAg6S9aq;Oi4(I+1#F>mwfucZS=pOe zTC&Eb9)B5|wRwZ(BU&@WyG#ej03V|jZgYEky-U7o0-Wh4j)+-(G^o9yUM{Q!3vyn6z_zb#x zum8LY1zQ^6GqWazDymHX852O(~%qmGyDm}N_q-St$c3w&5qMO&2 z{T_gR9d?WwtCI!=hRDEn(uNGjb|}>odlA>Dwo@uv=!*_~BK`xH5T#y{)|N>0&+o}Q zBcz{c9ldJ_J$m*7$5VbX;x8Xy!=Obv7*0Pq)=cM33q%@;Q9MGpn#itPtHC9b6QjoL zYk8W?#jZ3Bvbkx+A5HGz<@armUNCapS=&ASeybqLSqbnuZdyf}fBh%O@uJCPTKTrh zT^ZF@q_fWS(&r?3@G@f=_nf7R#_VRAWo2oq+Xm<#XtZd+r?S3d0=@Anwqa83Oq}p_ zuyk=W_zbVDrEM4if{ClKIpquWLFHg|xti3{0;gP4x7-rZtA|fXr{p?L5!?4gXd=+& zSV>FnK^3u8axUyO$4TXfdc>gH{{YP*Cu?>rZ%iIuEy+edxSMbECxj;Qsf+_;`6A=l zZ;La=tGu-pN-+8(!mFZ($6YFSa!B`+D34$m52NPI`=eP`!AD!G}%7-9kMIb{e*IlqRU6IVaPW747Lo|wo+JF_Ce`@ zG7AN8!e5<)fY&Z;2|mq{Ovt^jl^y>QLatEL&3Owkod+T+WiUD^MF}!D?t*8(g}xh!gZ73iQ;-v4LMZ?s3x&2 zEP_AWDh8i7cZNGsI2TbuowftD<{-z>f|atid4nt)$W}EC{Bi#@uQ{M9E%uXMw@T(c z(Q9)f6sY-@6^hj^l?IF~fF>Zw3A|45{2lfmv9BQS?2y`n-S9{E&(Y`YfH*J-PGg==?qMW(Dakq4RgJB0&_xg7lnm z>I3!-t5@5;E?P~HgNKWkzEfRNFqBXI@mt~*E-0xxaYH%^2Ah54@8Iel;ii5o-SfY& z+m_8Aj=3pQ@wpu#MoHQXNm9FDCMu@N{zag0RDpXusLQY*Qoe^L2>nae65LkME69Rc>Zbj6j;^kQErPlZh2B$JUwJ!yKr@X@*p>@@DB$S8ul%wAqti5A{Dtq9^<%ez2HKinN{Y9oIJIfJ}ahiNfb`u*y zPg^>NO@`IY7Ooim^3m*U?s)&e-yU+vXvd6fTutg0`0QXFx!{-)(^+IH{AqJFp-P1st=gtElZjjkYMppvyi zNPWc7yI&>pm&Y32gfh`mZGC%Qt1B$MLQMjl#<-g^O~FIbZ}5<*C6%VyTk8asnMNen z-#l;uxOR{#joCJyzdGO*C%%g3s<*Ulq5icf{8ymJUuGp`1neve+?4?4^J^MvC}`ds zruMu;?9|^pc!#|QD>bQemToi#3;T-Xu=eNjh68GL=Ji*=3`{ing(-{D7Bd{JY~A$08!G1mZohX)xT>-~$PSU6MM{G>|U4mCGWKHr*{ zu?&VJAPei5P1AJ+!D&^Jw{YcZMeT;1*CZ(cBIq^0)&B+l~2b7;S*$!F9&W844iv`qlBxG8H!CHkm`L_IFzMm|D)(2)tOK?fiVm=;}VEz3a2C^4XM=fqO;%?mEJj^o|qIorYj1$4q_-44;@t(T5LR+MR*Z0q#x<%;dW zc6mCZ{YBU9hP-9p=b(FvufOfwq}oyUbd<@z!+Bfr8D;sQi^gmk2@23I>k&?hcw^)GktoP>U%>>8fu9v+svJ~R95162OI&HR^yrUiTz_tQ)* z`}d&i^H&fV2TS<$#gjG%zKW%v_!=8q*e1Je(KqOpR~U5PJ@k>i^yR(u2F*BTevvC*@RouL zEo#_9A>0lttYWyInoYiDgiPdjx`yR=RHJ%JtEf4)aJtpM27T}WIb1_JOq*C}GHeNa z(d;3sa9Mm)fA@ASDt#5kg2Sw0WqnjcL#Yh3J=B@YVbV2eIU)l>vb^%<^ItLtqDF`G zx-!X8Jg=-gU!v~MqV_pMNEE$spB1euNGgu6fP6nW>BD7i^R7+r7hQuO?f~G8SSAQuQ4n*;_u6?{RLKdnK>S(-0`xMV?Ovwoiz> z!HXRmA#udjeZyttrHMNqqWbH=+DPZPMV3y4pi3NUc`8SB(LSck;?o3&;Afwo$h7?Z@)sW(utpUTH zG2A8Kc%?3IhEh9}Ub+@6@_Hk!Cp$YLGfaUF@3D5Ga8=RNZfH({=RoO<>;**}rwr=TlFzIaByv{7kjuDRd z#Ym6hDKf&XaVc0&J%5~Vu7UAQ^&ZB%ew8KIY~5%WNRYtD&8e6y%A4Yfsj)WX4z>Ls zOpmbo1%l%ZDF)n=8sdesrGC`A*Fe}c$vRLw7&x-yrVK$Tk+ki#si~~_WcxoL=Wr0S zbx1W@-pEsagR8p4z1>;8dTNdpn6p8wsrnw_N}Y#{4_K=b7tX92J|+v4eBASb@YR3-V3cqv*W zbUZY*qkDEdE{S^kOH6)!4>Pj6R#GJoSKP$~RT;6Hy$czr^ES~?d-LE^=gf)8+M9=5 zK9G;{ss_U9WH~UcXJ>^k)n)}jhSxIkZ3|HLU-XHsT2w%YNHNf-_S#YpQs1Rx!Pm1L zdtnIiShslhC)HlZj_g z$b~Bpo-wyOfA;*D)5qVmuzdNTi*5aW`h{KeF*9`bM+LF=v%?E}(HHxzgzC)X;`Nmk>eYk9D~|#9@hh0J_Z%DfbL-oi zg%SwG#4gmtENa%Le?#=WSQtt`Os%%#iN32_@*(b{PH3<39h^g6yD`G`vBR0CWEMpF zV+ZShTk*WI#}?J3Yy z>=r9@D66NcN~RnJb)6=jcbEsL>*PB?y`yVFfS%zH$| z79LtYI*xf;e!LH0-xLV!KKzeSE)zl7b=l(MU~8jr<{l`!ssG>s{dVvavu2??W=ZX> zw89f*F|q6G)yrt_LGS=Z-f=eM6uX!B=^#HI?h!wfmr>y|Qga;uZegSgOpn>+V(-R9 z=}quCKGB3U7Wtt^A7BPxBnsLG;?@NMu`Mp#D5zF@*LSx_z9xGeL#j`%j?Rp+ft7p| zPl#uiZ|c_dRLcvZ7s}5C8wRg&C!z=Ad2A=KCYh?Qiy1PhF8Bu@3p}0Q*kc}lNPtRBBvSl

TsMD@9GjJ?EwPaTMIv!Zox)L2(pZ6o|ykw+*O8sM%F?l;c(TU#Z zm`LKxR=OCo2!kN=ko@LvCY1Ab7j8=F*}vU6oBYn550dXYQ$B>YxW1G_2CjupcF$JRUJDasNl-oDeHk@SCyIg>UZEIvPgfcTF z-4N1kQOJd1Gk)ugKH^>2^{HQMiSL3O=m%H>mD>ecg_r7MJS?cY*VAil`Ddj2jt~bq zSUd~q99K;O9~1eo$0s}!N{;%*JJu9XNx0#*e_?M?0hM7!PUTwu#ylPI55efEE4G%W zn-{E4chgV5VsZ{kKki^@d(RBktUYR!bH=G6C$F=`V^et<51LTs=EO%A`~`PY4Ehzs zT%ZH(J@ozaG`F~wgq->o^hTi-KSYpU91F4b=I6lS3hPy|P#!68(v?Z% z>cKb&nz&O1@w2Ltb;&8vXDP2PnU2?@ZUi~(KO_SA4(3mNfD`}WJ6N5o0j;H+BtIFuBS{PwVUc}X+*7~^!!-6APa3+fQ;FYtaw1UV; zpHk5rx-<(IQ8(U@uV$ew@?Dr|C&0K;H;wW8%g4n>Ktzr29ojyVC;)~^BV2X;w5Bm9 z`Uyx{`sR*pPI>x8qd;NVqbZ~br_xmW8DW<66+O>33irx8(c6-Au z(@pQ#-MB%%<9z4wagM3UIdZ`Rh4ljc|+ z=^%C33NT~4umZrM1DBs_^C^}EFfx!Xz1~2*bPim1d$AZaZUw87GV0U?)@beiiJGjw z02SOsmRDj=Tb&>rJqudd;(t2Ojuf#WgWV+-Z<8OPBSz)0Ms+iAYPnOcB}jY{e4dvI ziJpHtoW6qu7J%rOo-deK-qFhdahANXI+D{DD56S(z=cMqMXY3VmVnas-mg|EEraXB z2`jGD`O{#*1u^?8f;T~F-8a-1yu{)}CU~e5M!{>Po^vPm zK5%%3F8Pq`zQDNZSeoND9vC=b)aG?>ODqnHR0VTLeB#Ulhj&T$2=@mLXG~{LJmxIi zgf#lm=mw%FX>2R-D`d-n zTN1G5gO@S}3W|;Tc?qf9$dG_Rp$jT@g;@GWtd(WIh`{X#Ijod}XQ~Y&vQRnI>J<1} zG&C=t)Kbkx19i{EW3e@=bwyDXWFq!>9im8nr3rN&F53*{9!uDR2Ob?`3iYIf7)}(e6*7? z?SIXbmF)8R!XQ??CA9t5*%ue=0bc26ByG$==a7*)q7ov`Iy=&TH_cIi+yTeP<%h0DPzDhO&Z; z^g<0-5spXu)?dBeT7^v;t6P)#b_0;W1kg26b$4_ypq$ zag_tkVV1WduW~uKPNoNRoFuS3rn{(|x_rc_Jg6CLDon@;iv)44*f~LM=5(d>Gng`$ z;f|l9#I#Ou_54k6*n4M2$%pzkk@pqw_XV(G`@7sZP3`jc@SvTV;LV-lW#0$yfE)5B z#~g7?O6lyBI3FyGqR!IX_(i?!GN}sK)vvMQqXHHbe7^V$o?fD=F@$?`aNwKu>(8>% zW_4xZF*V|sahY(vw{4_9<}CUT4e&O^76%Nn!C}Tdnk3oZRjwOHd%4ybxvAZptZi2c z%BO-nUFy2;a(mMTz{4W>oP<^Xm9AYMTYaSgQ@xBmGu^z_r-BwJ3`*|~iOKY(Ix(TEs$^Gib&%igr~!iJF7;()&z52C>m=T7lW&{AUiwSV{CE`-PjFS))1zsB4H$;x>5Ww&i4r7 zPgfQN75zbu^FzWztnH-50u3ix{5c*W@!RTBiqd3^dJq_Pxb>9%KZ#jShv!{rqMoVQ ziTHT5R%In0ZBGf(j%1@AJEOi4v&vJX&Kr%Be2u#|H7d50u|d?Yt*~$q1Y3^HYDmZt zs;=Nsu@eowQ>h))9y0(3)v%hjiUpqINpf4bv+;y(d2Hw&bm}wXa9h!{)8{@R106#` zI6Jaw&~KoUQx{=q`k6Ja;_0f3k^%XUr1Ru z4@Rrw4AR9&SnNtlT#J)i*Fzld$C{$|YJq2X``Xqsd+bhKx_Ip*kN(<2bfj(Xm6+Z1 z#@$Vk3uaAe^cy(c8Cjg(LzM@UK@!1)X>MqVS7qg)TYIe}N&ZPsc4{@K`T(XTzGFLB zxiI7EhcjXg@d|rrWRt#qWv$H&E*43>#&R^s{c`FSa#aPe@)z=}1vP6qj>z4FiY?%Q;a;$Fxr+L2+|<-G#O^UlI?;N1IQ7k)zdth`z} zFeau)^tV`EPYUBSda2|(E-I4^dj)z6*BOpPbT{Ngq7{kwRUK7z4|LWk?xE3r+0CVI zpucW`Az|sEk2l#6U2S)jlijAp-h2TiS&$Wa z#QWYcPc>ptMoN@I2+}pB8UlNBW{Vk{M)|C=-MpvMR}wxqE2fY=e2)GG%wHR6Z3 zugu@K$+xudD15bIa*?%`U*f6mtP-Ea6IQvot#hlh2S{p@pI8;HS-rD@ZAB(r@{HOi zaVw;qn)f2Cy6KKuLq=}I)U*`hVf-2IqS3agEx`k8fRs%*wg$}97tAYFS)f~>=n6CS z+^BNbLX%e!+dVg}Tu775DZOB2nkW(%!7rxbS3-C-NMc2Sw23D5%!F)xcDcqI+;G`R z=_Q)B=0a33*LWEbksGN>hU6#90a#L}fN^ncQzSwH$exvi3vzfop&;P(8ei6+N_j z^d23g)@y(W9d+Q!=TAS9VM@#V14m50vrIpLAq8;W(HjR?Pl_9ZD-BW==q-)LcnuY{ z^aP=6!0ksbSTGwDz7f2EM8$4AX(3;q;E@>Yf*u|uPcTr*L-Qz!W@w@Z9ne~<7YarS zJVZ%t_F`-bg<3G#zESOEGsCLAcwk%Hc1Tx8C^h&f1Y#~(t!GK)TMgaf2j;ZZ+`-NK zcqR4bX{-rp4zMCUY8#tonia=!_n9t98fUS0n#BD++nBmh*R`l3k_Un9M{r#oj#+=7 zZ_J+Mnj7h^Dhv?s$2r+OGuaJmZu_ClNJ$St*v%ElLSG}NACM!9mYY29CKz2s!hKeW zGu%L}g7BdR?1q@oC6+u#ycAlil6;HjXeT{|xr@X54Q2()tCZE<(vy(5XTdvOy`lCZp-Yd+S=Vo) zHCywQ&W)h{cob@F?LAN$nOok*9f8(HKqDPknbPf4`x(<4DC&X|Je&EOJow5VzFKZ6 zs@5*oN&pwCa1X6tO|6OJ+S@-ScK(DQzfmqs=!KsDoEAOpALyT;LSNcjC5)>5LgKTB zNgt78)=5D$Lo+|A6_Vb*$Ft7Tu0SGM@4`XJ&zQ)ho)zE~wlOp-fSf-W73+%=+^m{F zn4DGA);o@|!GQ$Z`=_C4gml(&N+Q+e}S* z9s)_V#1H>-uy6??Z)AcdiC4mK`&y^B%nQZ?y(S`Mv^(glm&ut~q)G3zs?7Yv(QWx% zJafZ;z%|~x{w|C#QC>G-gz*YUZijRq$Rf--MzL8o*B!u3CuzumfUag0Nfl4ZAmht@ zJfLZm->NMN)5G;f*x0ZVv}HcUjh?FAxSy@Qx!6aW0X@?@M!OZO>wSMivZ`oLIRtYw=xMi&B7A243wS3p``f(sZC0K<%X>XP^2wKXX1-wxZYn)*7-Bmd%TRgtbg;?LNo=fQj z+5iFQ4u2n!&X7?mgP~s--n5)7&E%OWOhwMqhH-kr|n*tZL*-a9O+BWf7m zr6>?s*A*2JkyX)HPhBo@cmwX3m@`cV_O)nNyrtUy$93wwP-?R7pyv!Up$ClZ~L_Zr9j! z+_7|iCdb}Oy{p-SKz%pu5N-UF8l|ME~<=lyfvS6RH%8A?Jbp^v= zDL$_`rH-FGK-rQ9p1}(mW4xr?Ck+kxd@N&X{u>A%aQ!>taw^++RdAe}s!FjBFH55w z-vtu>iZq|9>B^jp65J3`5VO6ra;DOo0){xkAZf%uvAJY)g5Lx4D3m`}H|@4k@FC3l z7`cq3n(Ab?V$wf~s@|6Efj!`99{1dWGm;DKctvrcez-yJ$N-CU(}9?QWJ2I6K7+lC4pik++U36 zv4!?RXSM)j7AoxK#zrAJTRktc< zSWk{Nn{sxLy*El+=jPVaDS6T$$Z?3q_Vo|1@M{VNrlp|3FK4r*FPL=pFl-+Fkc;u^ zE{UnKCY_U4vgVE2SVSy0Pg4|bNOywyhbQ$?XVsJ_KazkC9xwHV58f#@O_fx-QAnsc ze~APpZj=}9)6C46fGs-`VLD+vwGBx7UP35-e^ zM`rMk#EtuSfj!trwr_S9&(BK@Mz%lct1skOg;fQkNj)S7N%WZ~cFdGgDJ2%SgLL-c zr7|&D4Ru&S^sZT*Q0^lnJc+&n`e8e@31x~tAAmyHzPn^nycXqW@{t_}Vu&%jZ=612 zL6+Yy1BQ|$C^G8SRbq*k7@hxPolZLG60lKBYzQ5ch~0+yEZgadIyT(LWeNIvyx6t2 zBrOGk2LMAsF&xactP@Ft&fsqR0&SwMJ1}ppmk%mjQ3+`B3ARIz^71I?=v=wJ zK2^X=TqtIn0cW?WJ$62SX|#$+YPukPk+x+wB@CM{;Xp4W_vG*crUrzR9rEbxQ|!<_ zTH$bZiQD2T=Nvh8Ei@%%&1K4r7=!LS#S~#78{1kgv5(}#$I~UW)y8kgjY;|9wwP5X zweBb6_Y^y*{A9nlfsz`b!?_FW*grCiIUKVKtR*QaezND@E^*#YLM|!s)^)V`6u2N@ zh|EQ3w>TA^3rhas;jLzkn;UIaq|>{Ai=|^YR8+O%I93;|PWD*o=nm!82*64dA=3O9 z&1bxJ%0AIMcm#%OT20w}*47Fs?0u7D-2G~kOUXc5R59x%ImS7(e>APb%oFU_w~>5y zP1D%Z>FaFoJb@fJ#c{+h6nQ)8`$WD+P^5ocMWg%W2W&a*vPAlAB9!L-Gj;+T{&oP(W8O~Nq*~<6@%;_+{v?^lGdIQ5p_lj2-6sT8wJr-Bv+>|_h!{xdWuu$3Qb#{qq_)VzewrMkGVD7FM# zm;8mvNl=QE2r0xrXo&n0t^vLV{nD>#wVsQa@#({y1>m74%?T2QgXbyQ6frk0@oN(c zr}7E+nVMiFGDpx=p6Alw^bf2+2~Kc}#*54yDGc7^?IHV>IZv!~T4s~N)x?<2q^c7% z^G0Euwa>WVB-wMr!?J#Ol5>Fc^PdC@Qn576t=&I#CTs{c;djXKWf9FDA+aMQ${Czj zMK5C(75ArDazOGBZOv{Zw1spSlIB^UAC!!28LW_X&^!sWT@7uv3W%mWR|AH839V$X zq$Zdj&yIkJQ{gk|*XUM8DNz&429-&#S8!=XRYC_}VcKePWpx`X<`aP=T`2{#r7pf@ zzfA<`lilzEDmCm%7>Hubx59xp)pKse&e<-A^4)vL{1x;VwM?w58CG2IHHhuGO_I7o zSkgaA=O_AGdaT6qK(@+t%*HLEYQDRcS`P9`qO{(2`(evmv*1k-yP9*z^Oz|rq%dW~ z()&Qkl$kgaHZswRvpX`kB18I?tlcPu3ItE(SYx#7HMak;(YGcsTjlY&3u~O+WTsC1b6IGJKX$rF=xrdf1jTliNVraZ|}9 zdM?T#h3~b4lzf7)M14uCW+u(EQYQK8fDSn!|Zpy)L#w8h%2xNAlzdhi}DzUO0i+H364SCrq*f&=BkVBd{#(zOR5YcaazS1 zBlcn99%S}6cHUHu?aVLV%32`xn<^xB)K0i<`ZSQl4ggQ7TuC?;;?Nes=K7MHyvTm# z%|3agAO>&~I+XwZWw<3euO*@h+zWex+Ei(4cA+e;Nl zIVfZKOVaESf*C1LlJ3j(G7nkh;&vW`lA>MuhW!f=bpyZC0u%L{3vRVmEJI-LSmf{= z&Dx8dCtc&g2 z%1<065x_4_RRJzX>H#ip6s}jI#V`x+MchqmP?>{mS<%LI&{1RGk(J=oStV5_W^lg& z<&6!8fv|NeT$i#?SyV12-P^`|SV;QzzG~vY5|3k97mr&L%?0mZK~?7Vi=#~bZ4iOZ zW;@$gFfWr5m&J?Z{FB29!4CmR_B|zDL335a4n}wAB2^SUF8ug_seUMIq>YV-*)B7o z>%pvpu$OgCSnXMJP=pfWL1W&FWy=!=qzO7;n;Y8a?Y0%=t#v0^f~0XyqQd*uB@+p< zrnZ`f`dJeRg7`kK+qa(H_#O;nOp6paet8BRcOsZ;iPY{;%lD;tjuQz|tUD!c| z0WrfY9_*c5*R1key6l3e15}6VeG+V84%2GYJJ=pn}?LlA`^0bw_& zkAaPJ{0m>uAK^J;JHR_lMngGC?Sz>J1h!DbtgF`>>}ed7@Hql!s_byrji{~wjyf!v z5pmwb%N+By0OFx(+ZigPdN0TLR(V$OU}Kc%vzXRsX4$!d%Vd;L;pm4nsc>nFOJ^|r z=aSv0#@Nr{b|*fv*rKc)_oLc;6evU%GdIRIt2ivU_*{tLM;A?pRuP@x!+faPI=G_N zHp5i_=O(Kl`?k~`fo}~F>TZW`G|JX8{IhD4+55@96VpkVVG*mHc%6rd1@tCf)Id^m zWN;S>=RtfOFDSNDCLrKt4~~#nkvAPr-h&RZEO(z|vsIOGsP7>tdcX5x{Q}@INMd zH~A(fta~_);B~2jx+IzM15jY!D6U~{7iob)ouc!-i3PCBcuq@OkLhUVEOGR~eIK(q zI&or^NeuZ#fV1+ZymA99Ym-2x(8Yc}G&*!bfc*r1JmMp9o- zS1s`ilW6>Xb`?eO+t=#YyU2-S4cUV^84&?Qq5^6;g6WzX53?GEti9~mdSrp^XwHIp z!4Pi9C6kzYCotBx$8tCizYh*e$??y0j_G~FI22MfjJr#F9NSVSx$0yaW@3V0W?m}> zxxC=KRaU-{9A%Zlfgv0au8p zjhp)i`k6uX95r%qLU%x#!)*GukOvhW#dL_kaz2Ww9(_a@FbbT0RJ9yi?ywLHN3Zar z($dJG#j+2fV368{-a$8x!2ttjgl0H2Ge#Ffxj&IDU7JRFI|lM`x7r1GXEbzY^}7Xm zvUifr2Yfn){RY7ZAO8|u=@($gm(Qpy8Q-&+s9dA0mDhy#z1YcA)&P(E32rC z9X@Bc(487Jg4n>r_OwJ{wf$ZjAoSEv%%k-P%&SUjazP5+a$(t{Xu5;fNc;l*s*EX# zOn;1Al(BtODpX-%mc3>(m4XXbCpzYaEj2gV;ygY(FI5=$s6ZLhJV9r)PqybZbqjpJ z;I+M=EQHryltc`JUF#uwgl8q1N{V2^_(w{|G37nO?VajCHmbI7a*nylfyF2o86U?^ zn;LhmdBkTe4Dxo7Ee1xJ-sw5@cc5QOsm}C(;eqtop_n(q%pEbSf!?Upndl14-Uxb4 z7c;$wmB9s3kI0U=YL07NkU&3&P)l_+$%~li8uIMN^)6yUne~B;E(UJ>DU7IKk``Vq3bC(koeR zaNWUPP4=JaX{^N;r5SxKLk817&&G2CoH3;qptL@#%!#{u!M5x{0D`?&@b^In39(0pU3uD-?%c0XA9aI9Dy>$RAR#|_Px6Lm~h zr+j>p>f`vp+)f(uaUEG;3viZpsQxGPvZ3^LW`KnNu3mhd-I7?WgwOnTh@?yf1#$!&0u9k~TA31gDR zESmx<%>0PDh_`zjxg za=}KR8}uKas%cWpENo>p4fA_pAzeb8i3lb-45KpaK^mA7IF0QQ6%x;*6Q@DVj80F= zv8-e#WU*kk5in8bGnv|5*9u$3>IzC3Seh6MVx5AH%FtJ*SF)#P zY{P1}aLI>KJPKzmtP?%KqJ<|F)B!A(a>jEk;Od6oU>7-6TVvNxRUoi=H6{t=)s1P4 zTy`yRQ?p9A?n6Fb`TYc)7(i8^xh&;$6nX@Ki4mtB@41mRw*4B=TQIkz_vZ{bMlU*Z zf%TFy=G#~7vC?e@a-9{_gC<+m_3KefoowJC2h26Y=D8x~GSK58>UCe zk|ww}@7Bg;^U2x1VCWOHTLt@5oxV`nw-_+L%8mq<=f(o7dUCpGgSzj{is!buQZ??J zh+E2WvY+27tjcg&hSfMl1=G{2cC5=CneUwDfPjU!pJ!0+@KX0_=oUYGA5uIb%mbI$ ze4rV;mEzjWUuaIkS9^5)EC!yeR;H7g?HoJ)kK~A^>c|;a%e)}!FX)f6*x|=Cub5Jo zHnTP`D&b&1Ra$Bmu;@?RAfysQ=@Gtl4Z@*uF3e0fb7nKjYMEOH<9+VLUX!5KnE9DV zHa{BngNW_s?Ox`9>vredeMn2IT-VJDs8EI zD5NEf#s88VQDc*tHX2-ckyJsVb{mg&HLdX*6Iox8Q~c%vN0OSdahH<_JBJ#dcnu!00u88 zK5LVCGlxiYG+|9TT5$6^S$n`YM^7ZI?qYu@wv-0v1*809CT|AGK#DpQXu45D%j6G~J>p!OF*JiVvM=-qId1kv3c*4Mk6PsKMf%-)_4w zIa?tJguYpd>WGhNv6ny_>KOH8n2E1lSWx3Cj|-nSySn7e)J*SEI1Wm1;oHot@l)sR;_mZs?jO_UV4Q zg^R$$qsE;F?5?!2fmsi}zZajlfxaGW}w=oWJqwI99&o6;XASH@Bk>FZcXgE z$Xy$xp@r$_&=E7s!@EBKKVA8uSVm`4WVUwQvh9w|Bux&kkj8Oj(R@#mVLgrGf%}#Vl;dz$`qU7H`&KXW5m=r;}5< z>WT+PdHE^Sn*^@%K|{C1iNfi;@ZiT}v^L|v8kO5Yxi3qYrXG~DFR99OuPtTYQ;Hla zN|@^M_Wp)+PX>zVv-7uWYHbOI&UEjw>sc<3+v&=_Mqp99(Isv0y?A|^o+}XKc{puy zV7CxGmo+-g*mT#sEhpi93}oioQgcT_a|AHK{ev>CECQ$gh4B=E?_(`o%woH2CioO` z+(@b0c=>vy4z$vYcmoNvv5ysCyOBgyr_D2#{Fm|;S+B_n715n;OhXcLpnOk4gg&3M!wtqu2;v7VDt zhgj1SE;g2Tp_+y0A3U9w?qHtoy37@*keO-L_CXVN4Rv>u2o3tFs9YBdl&9HSg~o+f zda~}4S=NP|h*_JUDfrfeJg7lddbpHgf6;`ELrgTwkesnJHWdqYmgRfIQH>s^aKOaE zv2$gj)B*Pto!(beYc(CZsREr>kHpVoy8G$fg~`$Ur3gOoCYdXNu|A%gAtTi5=!^51 zy5fF9TF;kvg69(QT5K7(c$96{!bZG@-vS&a!Okk@Jf^2%Y&puT2@mQ8Dqrx_s#YAYEo;Y;z+F%@B3-}^sngf$@_T$@_`z`ekBW|4 zceGz}wSn{N8nKUNHQ5_l-02RM7o(6%X4|@JQ691IKKkwgCNDzOMXw>hs$osJSypmR z7Tjl=Igf<4vH<}=c07G|-^rNXYnA|#^U zli3ER6|;-j0Y&1WJ0KhjuYO>jYnvFKAy6d?Tmx+;76gq}R7aF_5z|#SX^iceof#EUVCDcO!WY}h9`x(4;eJH@oQP~n>T1MHA#a*}(*K+D_$ zN0S_!7ro$Yv)l^q#wFsMaUIL@t<;qIO=k{VIGQn%636To$_s{JB6XRB3Q|3zr~L(> zU4?=sozutW(r~Y+5!N3m6@@lz#Z@x-^iHXyW6WQd*S74Gscw zIWej88P-g3+>ufU%J~5Ml~{<*UBcuJ6w(E`NofvMA-LGFi!0wPWU;PBiX^Fs?q0&K z?+5#6^8tQd69U+N_-sV50>_a}6!9i1zJ%TU(YTPAhAd|UFv1dx@&e{o!&aZeC>YeY zG0YDc2}^As=RXFUEuC&{k(OP!v$ag(D$ReMJM3oREogv2H?hGNl%~{>yblq)sM+*| zs&F31p$p6blbyyQTSCU1r@V>z$ow*9E^8_U&Kz{ITl3QW>}DKzaM@{ZjrLu^ltpq0 z=+YHT9rmfuui%y)s#go_`vxb1&ydrz5_k)oetRBXr8So%Eq~yp8+4FgdsnVmE>mLD^u_i&}BT~wa#;&_JBiQcwPRab5!sc zuIal@T`-xei?^LNpT+OvGxA(kr`>GbFF=wNRAR8UyM1<`74$2(W0oP@IJfdLm^Ja@ zAy@jN3PNidgSE-g6>~PLEPexJVo$Xb&Wf^|t|^N1WZ@SO-fQ924Sq89%LO>21?=a- z5JpHJ`}8MzU3QzJM{O1hWCt8OoS9SR?A*m3Fo!u%rsV9gJi$(nX2 zo9Qp3KBpm~0k%h*)C$hRs2gBuBV{DFe}aFS9FWly0(!zt1I2{4yRwFsoV134EFMoE z>?5?YoZ1^FD3|u3VFT>Y0h7#ThsgHjO@1?c7#*Ff7Lq&{Z$eiDqC;0P1zin#zxQHM zVtx#-9nNyr%lR&zy=(4N4MHxlK+Yk{z0i+gPjZk`VC3{nF|*_BNvZFFj@3F1J->?W zIZTS$N7XP~uvl}BN)mA2Bl~Zp`9(*0#8K4cfpM^oI9IU;rqe$J;>?Je)W*#6`Dol~ z61SkGV48AgyK(>@D?RyNw;IBxmj7Uj>D>U%Oksw0_pCwd$xJaH- zfLlaxAhM+-c@F$|oG^|$s*amzl_SD+LEH}b=V$=`aDQ%v5DJLmFP#kDa85&@da@Gj zrb`{EfzD0rr=V#zUDnmk>dm<+mfl2Eu&cChXmClK0T&Lz1r=*a1M`Wvz*P7gE;<^t zT*s-&uFL6GaLCB<314j(Dd-j}nv$Cf|BOi?1Q)|&*TQ;*K{XlO6W);hYj3LJN8nXXNdpe8VDHSB6USI zS$VN+Ca!?Pjtq^=T5GNk)K?`Wh?kj+x|fXd1IB`1lPwc$U43Heb05O!$(SYnVHoBy z&l*mR0E18&wrgwAEe#74gTk?Ph5Y|=9=b|aspJB9AC|@>4s@Jf6dIjK6k~dm~TrBfQ8po6Z zyIj3p;?3svl4AFRxvd~hX11e495)=+XXZ>t%BqXoE@+X9IJhV^zXsBe2LZ}%BD&pS z^k>xd=DfLhch2Luk2z=0?18E_%@BuaDZa65tduT3?5#Z6+L ziKJ?>sge!H+&jW|-kMBu+zYn@qwGAV;PFnbJUKR_zS+T9xVcFE=8dGg<5W=|r^s9I zknHG#(wZvA`Wk`vkO3m~!L@ZO(Qfk~e`=nzF&^mFIt9}0?QlVno>`x<7GVKwTF_Enm zSpIn40WuP0<08Ok|jd)jrRG?8Atcio{P z(ych%X&{Sur%h6Rd?)UJh;sg=n5??0s;Z89z{^L|+B?MTz{eQn{)G+$;E>_U}`K@zE? zc{aG9Hkl=a4gA#X8pGA5C0PF-q?QLd=Vfq<_=m|xRr_?;6k`1a8|1a_L9k=?84TRP zAdnfDv~lgQkF({#P9v=@FR`*CXN2~YmfC)YZYUN1 zUCxr@niUb7sGp$95iB%$WV)?<3G^DozgB8XwRh_ZcH#Gto}7_w%P_Tf+!&)cA0*T% zn;2Se`7O=$)PpJ8fRc_5ztk;6vXTLZw3Q|?$zEnLH3J}!kmczjaITyy!gnL)Z0aSG zT24`OQb7s$<7HF~=Y`CSTl@$`RSXhKl4n{*IUX6F>>;owWxG7RSeV|QgR^Thp~v<} z#Feag)SFJtQps%dj;zpe>jl#INwLyF;+KYD>!VG{9xa^1WGnkkVS!y!9?3wGP$lX7 zg$vjo8K~pm0l|pj=((|=elaMlRlJYJV=dXC%m5xpdnMX$l@^S9RZ=!(#qyfb|1acDK5 z$b*!!>-~U&`0T;ChB~mfFU|(xpU}+Zt}VwhxH@M>4#YR4ltfSIhdnb3mxJ1tW#>%H z)-CW~kP~X`**Up0?2|xq3MB4(c_|CIt}BAOWJ_L`H*?U+dh0F$k)l49(=GS`z95Ha zWd-XVws}mjU}G^8fqFXAqEld9S%DSDGGTBotT`9gCPT{OAVv2G9aD>mjxN2C~&F1Vk#RXgjYdi)?u>OWh0Wqfma9*$%8*t?Ld){Cya^zMe|^kEl!%wMSxCA&|H5^Tb_$W z5zzzeE+3*hR*YE*1Gxe?sixOOvoe-zc%md@8PGyo?p_I*FP|nA?o#zkYbx}!&aHm} zLnI6afP;rEw?t6J{)_C_H8`}wcIZzex`Pt1JAFLePQWR$W#{6&+FD^$g9mT&?oF`B zeAU?0*(_svY&ek%-iW4Jw-(x*ia!T>z2aXRHk+?Ej}An_Jy0sDHm|gra#S`DV>wX` zXeo8>e0G{2OP4J0@yV$fO94^uuLwQjUzx;~+Z0;G53%&g!Qr73ab_L~%FyjWPE;Sd zN6Tb+UVa6)223_C3`cI-H#=1m&x6M}@$)8Kg1K=Yfd_vtnNzX89ut<@a2K)#Iug&* zSJ!68&FUKXBXA59^!vBOCa+DyxbB42a@eV%JHj`V`w7{3qanbxpdk%s>;{NOUI}r? z53HZ%2)-vL<VvtaT{qqU^hA>fgdqD9nXTpGq-Qjb~N0z%YypX8}I2}K9O6C z<<0`&#H7w`MW*qAeM225v?zZ=TUeWfmsbWX#n_ITnaZNcjtKCc;_XQNhBlQLFd*!& z=bG*yCp9&<#`w&JTEHo$Sv-oCH*6cdm0HQaPqr9w3XG1nn0rPNQHRbQ%I5kyH?1V5sGaY0F7Vmh1pnI! z)@}*$GnGq`L5|kkit*i*22(npN1nFrf}>h4XP7HrjTnl$KB) zu)IN>bKcyj|v^f~=q!1b%3M}?@ zVNr2EAkp-Ypw*y+GH2YpWNgMzs>My+X^n-Mi7rJp!TZUM14;E+%U(5> zaMY^;vFe1}h5GLL0@5i-1z|^iOz6B@Nr4fFwlIwyvX*D2mNxlE$j))`m5KRP72iQ6 z%Eiyq`vPKFtjwWcZ#a2ojM^2irEooA8FK)20cNcrdc~_acmYP>05V^2uJ>{>rTP$T zjZV`7%h$>VL$krLa%5g;rG59Htv0FS2v{a?PVe%vWv%j6$mwaBZHYOVTZc(6WN@9y zxrMRC$q?R6Fg{r3FRYm;qjZsBQy6JHwBPxGiqwr~z zRNf(S$_%5rw!h4dbWjGAUx8dezE`}nKkGW#t-~%Su*M>+1qP+L^0=W7Vhr0a*??V< z^q!$vPFsEo1x~OzP>f@sr7&u84sMZrYwSzsOeZ*V72s7ZOZm23w@=ITxMeNryIo2# z1I3+wj-@4R>P4|MXSgb9uH0%5@*WO`YxI<)#hlPm^W7xwd$39bI(jvvC3%B&b~MxM zG#AZ@+2;xil}VbQ#WBCLOJD)~?TvaL&)|8a4zm*+)zBN}-J;40%J93=NYk>Wrj~%> zk&j4U9D_Cdcawn1p)zj26Xz(|H_49|z16mYLFc79n?Is8wsqOG_h$veEd!8o#F}Uu?)gXH(jMxvwIEQ@?{TCyCe)^hC#`uQYR&_9N|J?;`_3b>gIVMKDGqD5x z<%ubZ-TnQ=gCrkMOn27}yGs<=-+%Gct^MNQ-ReU(`RmI{Uy=hopSav25cDqnxsPz4 zdY{0Oyk+8`OObu}{CS^o^Yx+P)n{0d@d@2ee==DFL@_m;^AU^$UWkuL^;*A`_~J zZu7At#|%UX!}@N@)_4ApxJ8j=*~`?oDzCUryxPBQSS-d~8t$4*E-a8V(M zspyt?qG~?&M3l;LL01LX7a}Ej$VY%(Cwie#0j9c-BcXduOHD;xLq|`?NY}{FK<(rO z5(lY3MHPU%o&rM{kX5Nlf{Dar1! z`vtu8(X)28ir2ZJJNEQrq_a2lw@IsM?PE!yVIV_%jl{z+Wf{-A5pR-obu>?!BAqbo zn%J3Ll+(yO3^OG8N)um0DrrE9plzg&>cX%qJN1U~7&#;#jvXeaiHND{oOhBXDCwu+ z0euvXQHgTsaX9$gt~!o_!m%$!p5I4{;n+tak0Ovk1okQM6kozg10YU;aRqyHk|rpr=RN5e={MYBgvS64&BNJT?m`+v`1Vz)>h3d;Lgqs3w8#x<6eYwCi-$hL-(9s3^O3JMq{t5Wn-mt_ z{EN7YW19Y3%bw!@R=?U5pGQ?O*infGCnbJ<_E7l=T8Y7~k{?h$QIo{G8#+N%gYhx? zG#0xoa;qINVlg$PyI;|v3M%@#x@sz*UahOAt8Jj6sU}I&Z^z%qKd3hrGcvvhza><3 zG@KWq5>`;We#E%@a6LV0L3YQ_mY2@iHvRRdj`(Y`p@EL>)f|DCuGZaZf)42)DP7&G zS5?$B3=B23b#?UAH0<5qHW7{~GsjJkW*l}|au~)UR8C6`y^h09C`lh8=#v(u=mv&Y zA@Zt`ik^|azP6gao`Jp|o*(7JVW-JO8uE`7$j_cUJfiUN0Rm|!T93nM?=g;S*Hlks z7JU|vVIqx(kbgYZAt3>zjwpacyj2256IJw*K$QvD??)d}30Fy}ikkXHDq6ZaIvU#g znreDF`|eAKzlKVYetR$UH*`M{#@+|WCJ{SHs)3=pk&(K(iYCYhkyfQhm*q6IG*t}MH4Kfe85-(q ztFD}S^IEiZH6D@ix0{}X$*GFJeqUWjS6BP0=2aCfb#pphUB^hpK-WM^MO#l-Q_WCM zTTNZ{xQPt@dRC=QdLyx9?4-!cedt^=w)efCqzUR!^PbN~q|j%{n1UolgrG(GNn1G^ zy-3F1S0*V+$X(Nc>7b!YGLu#^x~i>jpmt5);K&teASkAyPJG=Xg|d^umEjuY*fo6} zwW~&|nz~nSo!{Ma?r)Hj)7Lc8P%+XZRm#fh=o;wg7*Kkp(Y-88>wt@ln9(&-;2~8Fm1|d34fQoO zG!g<^9tTaheTbRiE@5>r$of!co_#ubSfM-utiEEx4( z%g62#8_~A~*!#OwzLti0v**xm_~?-G=*Xi0yJ<>!`IIOQ$6FCmu`5H8pNmNhxZXZb z6ra9C(Uh?LiXuuRh|5_JPn}2;$|MM75`{8xLYZ`-Or}sKODK~nlt~uKqzGj)gfdA& znRua$l!U}?ikL*2kSHZB13x5XW#5BGx{xSKmV_U1;!@{H$#`F0N=|}!$kt}ZWo0;As}RK%vo9&k`I>%N#NiOLMoE@wdPp1zzNViNnN|Y$02;@C(~je5=!`M_oXG7{ zZ}2`lC64|yrk^5uAht2xNaTIZHz?~kikmL;x$XgU?G|KJzw{>F<`!L5#M|J_@A6xK zWB1{k-@9+a@BJA3-h;lpO+PD={OOx`pWF1^hw<9JN`Kl|#===+a92NVZrix$WpJaRLDk``;li`#1839K>MMZ9+FBa**=3 z^y5ljnb=@-iiDhk4735lyLsA}%uVKjGyl8Mc!nR+Kl%+peQ<~T9Kd^+%MFZ~P|rrcMr=E8f!!@C*2TtQ4A zOMUc{4fc)fy$dG*0}tN!%K2#=6m`n(GV#jQoKVyMkPMB!R8fQPBuVO@$haQ zS27Vri^Dee?>ls9s^>2@*sZbmzdtKQAmHI$TpxKN67B-r>^soZ^uVDwbh`{XL=meJH#qJiJ?K zyDKusv3_*7!3YCSM2|ri;^AGaRD=p~tWuT@c7mMuUE~e|0T1tD?O~($euO$N2+;K( z0h}O)OnAcMq zvzstC@$fFTV;Z`TV_5^%tEkgypTQu)!@F2}N>C_{6%SY@1;$!7fPsg1u}}?~1T1Q~ zxGg3}*!UnH>V}7Ru|97lBC{&!bNWxP;z;eV#U2a)RqY09cz72V>p?Gnf^t6stWeg3 z&IY^#aFOZy+92y$D5+KxVg@e(8@g7*JRHxONu5kW*z5xI93HeVTA>|W9B6K8-59^R#N zWjA8|47J49SVE^vPbaLecz73!eE<#MSZ4ssb`Pet2pD*H7c2fSI`tUZ(4~x?K87~n z-yesmSHgC{#KXJTS5Atc!-^tusNykQTH>X(4L1F1qa5`-rtcHIaZUuO9urYO`+kA; zeXS~jw3S7Uywfa6XqHCG)(dqufq(~vcRmUcs)+FmohB+*D}tu-MGm4RoX|snY7QLV zgLHnStBF23x(k^VRRYm`nlHZ0(aOktf zH;^nMKLe7g?1PB78gA5Jj&io!%}| z<1Z-W*k@<95y%E-b|Q_RoKp`<_@Ftxye4@Igb@#kK2?r-SdK4Xn-f|Zzt z1Ze+4XBcInh`;IIi>N6fnSbbyMD$Ei&OboJnP`YdhcJe}Rg%_gm2z(#y?djv@q`eE>z@u^|-(p4f0G2Nv zHE5u-T~6D7K;~c1H_%?BYzlAnz@QGAZr0I4E~bF_o0cvj{R1c9PE)#(=$geF=otFg z43@Gd)w`g{lNtSc(UrS;sQL>%P4ufdaqo3bEdlAP1YH>qwe*2AI@;$!;%~?QZ!~VAjs!iv2qKlSvX>^=^L00dzK3+xvD+=s|k(6@bzZQvFT$d=;3Uc|P75_b_Vq8y)#`_Y6IjLT}Bi+FAJ zB28;3U+c-6GzDa34KI%gj1z16UD2?XH#oBBeH&=;k5b6Q23kzI@BvO|9}@of!4A}F z19d&~_yd&e^?^3}z!tKP_@YO)^t&Qu#i$&fqURPrK&p21??jFsMQ(NwA$t81a{c>~ zHacYwt@5#_D~e3~jZ*9(j~gE;H~`AQnoHXq;^jc6P*=aP!Lp6bP8z>YAm9OxTmS3t z>(xu>mEh7@2^}>pwX?uXL;em>DUqX>k^l9}+Gq( zjLX}tdF%uu-?R5E6puq+@4SL$G_Po*L(V{N=b0;reG4EnfJB7XQG_$lp}s)7T!7Ah z=n9f6fYeYI{N<%wL7jsDNxK5%+Ij`)xzg{53f8V5{ge9Is1~9{+!fHKE08ey0Nr(i z=g7AxAAg?y51n8DNrOOr)LsVIISjyV%Rmzh`c=eqrz?uy>Ci_erwp{ws5@*v?V)>~ z^1F|oS0oVd@NV}US=UE5-05e;L0jg~h+iXTDtPnbaYydHYRgmNRlM(s=} z!NP;CC_V6p0m1O@i@WE3f1!e^V=yYJ@StmpDl!dFTPNha=m`zGE;K+g>i`Ae&>s~B zs2r?biar`OK&S??%-=(DE-%Aq`(Z`{Ak~V*Ccn zOocCGK4*fS`_mQBUO$*2xi1XSGzXGQ{UB+<35EMX#$!B0@`vY*3>@_n5xs`(EbadE zJ=A(Qw0?HG0DA(v3_QHsdZh_Ny% z0npw9nntK6{F(xq4S?!fVMb`?9;AH}2x%MljL^@o0m{Uohp&ycJ8PO@v;)ZmK~xyS z2=A7I=*u8z2Q}m^#Kj>-<{L;J%?7~=;aU%cjsdA}SuiilSuoIaM&BZQxBr?1+QkNX z+^siJN6>cwiHPq-H@NhJ=!^lRN8&MGp2A}k(7#__13oVvV|#f!Ci)kM!Ga+s>5J`{ zE^~ zuYs~IyxfA-?bO3OXy^v%LnL+aLv3WwgTg*Kiu6OEiZzfV@{P_mpu`8@A+`-X#Q~e| zP%t0fZpicP$m+lkccS+NKp@m=JLZ`H&;mi`7^jwn1Am0!z(FJv0u{7P$AM2oURENv z5cnE4b!}sANz-;B*-#*)II|sN5(;@Qi=Y{tP&f_@P*7(mf$2f?dhC`8G-`@r@ap2jD?YyK2Aow%XIRXft^w`F@oE%pH4x!v5|mwvt~Pa4Nv}{dmH#T3V_kcZCvjtD93AK zn|{Wrk0j7!6lDBB8mYxWyR@Srxk`Q;u*LzSliR?rUwyO_wM7GNg3fkK$9;%7C4?B+ zYk15d^t%vB()j}MgwW;(_qNfTT>MpfkJ{Dw}IWU08D#t zquq@Kv;y9CN;ID09E$@7(MBxv+{G*$_(Y_uY#Tiw4$xmUZv*2vu++beu1NV<0_n#? z4ce!-W9;IAK-4-8D4^ze7=52he2l)=`dAZPNq`9yyyxTXb;>pYCS9@OTWAUcLY+9m zCnw)VDJKF#t;SpE1rBX}@D|F$AtLQ9L`ec@>Bd_~(G*BMN`g9Be}g=e=!T;C_diB8 z45$G)84i>9F=%!Exgg02Pc!Mbi%XW9{dTm+*SU1a1Z}JU&qAZ Uv`ZjdCSE3P-6IgjRp