From 3101facc1a7955d2a68f6631770a62b52ba2b8d1 Mon Sep 17 00:00:00 2001 From: Michael Galarnyk Date: Wed, 20 Dec 2023 23:35:03 -0800 Subject: [PATCH] Added KMeans notebook modification --- .DS_Store | Bin 18436 -> 18436 bytes README.md | 4 +- Sklearn/.DS_Store | Bin 14340 -> 14340 bytes .../KMeans-checkpoint.ipynb | 148 +++++++++++------ Sklearn/KMeans/KMeans.ipynb | 157 ++++++++++++++++-- 5 files changed, 239 insertions(+), 70 deletions(-) diff --git a/.DS_Store b/.DS_Store index fa83e37619579a05687141d30f4e0257dfcd9fd0..2550c27dc9123370a13c7f4d21e03829699e5d0c 100644 GIT binary patch delta 23 ecmZpfz}PZ@al;`d4pU1*9R*_(%gv{ltXu(G=m#(W delta 23 ecmZpfz}PZ@al;`d4kJTj9R*_}v(2ZNtXu(GR|g^h diff --git a/README.md b/README.md index 3b1b6a6..abf3bec 100755 --- a/README.md +++ b/README.md @@ -85,11 +85,11 @@ K-Means Clustering | [K-Means Clustering Notebook]() | [K-Means Clustering Video Hierarchical clustering | [Hierarchical clustering Notebook]() | [Hierarchical clustering Video]() How to Speed up Scikit-Learn Model Training | [How to Speed up Scikit-Learn Model Training](https://medium.com/distributed-computing-with-ray/how-to-speed-up-scikit-learn-model-training-aaf17e2d1e1) | None Introduction to Scikit-Learn | [GitHub Repository](https://github.com/mGalarnyk/DSGO_IntroductionScikitLearn) | [Introduction to Scikit-Learn](https://www.youtube.com/watch?v=FFKMk6mcJlM&t=4597s) -k-Nearest Neighbors | Soon | Soon +k-Nearest Neighbors | [Notebook](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Sklearn/KNN/KNN.ipynb) | [Video](https://youtu.be/w6bOBZX-1kY?si=kBd52xkrxiD80gG-) Linear Regression | [Linear Regression Python (sklearn, numpy, pandas)](https://medium.com/@GalarnykMichael/linear-regression-using-python-b29174c3797a#.vczf85s0s) | [Linear Regression](https://www.youtube.com/watch?v=dSYJVbj4Eew&t=2s) Logistic Regression | [Digits](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Sklearn/Logistic_Regression/LogisticRegression_toy_digits.ipynb) / [MNIST](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Sklearn/Logistic_Regression/LogisticRegression_MNIST.ipynb) / [Titanic]() | [Digits and MNIST Dataset](https://www.youtube.com/watch?v=71iXeuKFcQM) / [Titanic]() Principal Component Analysis | [PCA Using Python: A Tutorial](https://builtin.com/machine-learning/pca-in-python) | [PCA using Python](https://www.youtube.com/watch?v=kApPBm1YsqU) -Random Forest | [Random Forest Notebook]() | [Random Forest Video]() +Random Forest | Notebook | Video Train Test Split (Scikit-Learn + Python) | [Understanding Train Test Split (Scikit-Learn + Python)](https://builtin.com/data-science/train-test-split) / [Train Test Split using Python (Scikit-Learn)](https://github.com/mGalarnyk/Python_Tutorials/blob/master/Sklearn/Train_Test_Split/02_04_Train_Test_Split.ipynb)| [Train Test Split using Python (Scikit-Learn)](https://youtu.be/rCevxk3jeKs) Visualizing Decision Trees with Python (Scikit-learn, Graphviz, Matplotlib) | [Visualizing Decision Trees](https://towardsdatascience.com/visualizing-decision-trees-with-python-scikit-learn-graphviz-matplotlib-1c50b4aa68dc) | None diff --git a/Sklearn/.DS_Store b/Sklearn/.DS_Store index e621dd5869feb1fd931dfc3d71b6621dc19a6897..08da1ab010a0e382cf63b046d28b344c5a67ab40 100644 GIT binary patch delta 24 fcmZoEXerphq|a<>X*hY7fWl-yb(PJY`nx#*W}OG) delta 29 kcmZoEXerphq|aewXsn}PY-BchzJT;(KXsMOp8C5v0ENN`#sB~S diff --git a/Sklearn/KMeans/.ipynb_checkpoints/KMeans-checkpoint.ipynb b/Sklearn/KMeans/.ipynb_checkpoints/KMeans-checkpoint.ipynb index c78c09d..a362c8b 100644 --- a/Sklearn/KMeans/.ipynb_checkpoints/KMeans-checkpoint.ipynb +++ b/Sklearn/KMeans/.ipynb_checkpoints/KMeans-checkpoint.ipynb @@ -27,7 +27,9 @@ "3. Update centroids. This is done by recalculating each centroid's location as the mean (center) of all the points assigned to its cluster. \n", "4. Repeat 2-4 until the centroids stop moving or until the points stop switching clusters.\n", "\n", - "\\* There are a number of techniques for choosing initial points. `k-means++` algorithm which scikit-learn uses by default makes the intial centroids a bit more smartly selected. " + "\\* There are a number of techniques for choosing initial points. `k-means++` algorithm which scikit-learn uses by default makes the intial centroids a bit more smartly selected. \n", + "\n", + "[example](https://www.naftaliharris.com/blog/visualizing-k-means-clustering/)" ] }, { @@ -36,8 +38,6 @@ "metadata": {}, "outputs": [], "source": [ - "%matplotlib inline\n", - "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -101,7 +101,7 @@ " \n", " \n", " \n", - " 0\n", + " 0\n", " 5.1\n", " 3.5\n", " 1.4\n", @@ -109,7 +109,7 @@ " 0\n", " \n", " \n", - " 1\n", + " 1\n", " 4.9\n", " 3.0\n", " 1.4\n", @@ -117,7 +117,7 @@ " 0\n", " \n", " \n", - " 2\n", + " 2\n", " 4.7\n", " 3.2\n", " 1.3\n", @@ -125,7 +125,7 @@ " 0\n", " \n", " \n", - " 3\n", + " 3\n", " 4.6\n", " 3.1\n", " 1.5\n", @@ -133,7 +133,7 @@ " 0\n", " \n", " \n", - " 4\n", + " 4\n", " 5.0\n", " 3.6\n", " 1.4\n", @@ -188,7 +188,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -221,17 +221,7 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -244,7 +234,7 @@ ], "source": [ "sns.pairplot(df[['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)',\n", - " 'petal width (cm)']])" + " 'petal width (cm)']]);" ] }, { @@ -299,9 +289,7 @@ { "data": { "text/plain": [ - "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", - " n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',\n", - " random_state=1, tol=0.0001, verbose=0)" + "KMeans(n_clusters=3, random_state=1)" ] }, "execution_count": 6, @@ -383,57 +371,57 @@ " \n", " \n", " \n", - " 0\n", + " 0\n", " -1.340227\n", " -1.315444\n", " \n", " \n", - " 1\n", + " 1\n", " -1.340227\n", " -1.315444\n", " \n", " \n", - " 2\n", + " 2\n", " -1.397064\n", " -1.315444\n", " \n", " \n", - " 3\n", + " 3\n", " -1.283389\n", " -1.315444\n", " \n", " \n", - " 4\n", + " 4\n", " -1.340227\n", " -1.315444\n", " \n", " \n", - " ...\n", + " ...\n", " ...\n", " ...\n", " \n", " \n", - " 145\n", + " 145\n", " 0.819596\n", " 1.448832\n", " \n", " \n", - " 146\n", + " 146\n", " 0.705921\n", " 0.922303\n", " \n", " \n", - " 147\n", + " 147\n", " 0.819596\n", " 1.053935\n", " \n", " \n", - " 148\n", + " 148\n", " 0.933271\n", " 1.448832\n", " \n", " \n", - " 149\n", + " 149\n", " 0.762758\n", " 0.790671\n", " \n", @@ -470,12 +458,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -502,12 +490,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -521,12 +509,72 @@ "source": [ "colormap = np.array(['r', 'g', 'b'])\n", "plt.scatter(df['petal length (cm)'], df['petal width (cm)'], c=colormap[labels])\n", + "\n", + "# Plotting the centroids\n", "plt.scatter(centroids[:,0], centroids[:,1], s = 300, marker = 'x', c = 'k')\n", "\n", "plt.xlabel('petal length (cm)')\n", "plt.ylabel('petal width (cm)');" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Also Plot in the Centroids (make a YouTube Thumbnail)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Extracting centroids and labels\n", + "centroids = kmeans.cluster_centers_\n", + "labels = kmeans.labels_\n", + "\n", + "colormap = np.array(['r', 'g', 'b'])\n", + "\n", + "# Create figure and axes with specified size and white background\n", + "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(16, 9), facecolor='white')\n", + "\n", + "# Scatter plot for each cluster\n", + "for i in range(3):\n", + " ax.scatter(df.loc[labels == i, 'petal length (cm)'],\n", + " df.loc[labels == i, 'petal width (cm)'],\n", + " c=colormap[i],\n", + " s = 140,\n", + " alpha = .8,\n", + " label=f'Cluster {i + 1}')\n", + "\n", + "# Plotting the centroids\n", + "ax.scatter(centroids[:, 0], centroids[:, 1], s=300, marker='x', c='k', linewidths=5, label='Centroids')\n", + "\n", + "ax.tick_params(labelsize = 18)\n", + "\n", + "# Setting the labels\n", + "ax.set_xlabel('petal length (cm)', fontsize = 30)\n", + "ax.set_ylabel('petal width (cm)', fontsize = 30)\n", + "ax.set_title('K-Means Clustering of Iris Flowers', fontsize = 48)\n", + "\n", + "\n", + "ax.legend(loc = 'lower right', markerscale = 1.0, fontsize = 24)\n", + "fig.tight_layout()\n", + "#fig.savefig('KMeans.png', dpi = 950)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -541,7 +589,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -606,7 +654,7 @@ { "data": { "text/plain": [ - "0.6741313115309175" + "0.6741313114151009" ] }, "execution_count": 15, @@ -644,7 +692,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -726,7 +774,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -735,13 +783,13 @@ "Text(0.5, 1.0, '\"Incorrect\" Number of Blobs')" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -777,12 +825,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAADQCAYAAABStPXYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3gURRvAf3stl94bCUlICAm99y5FqkhTQUAQRUVR7BUVFUQEP0UEFVSagIJIkd57DQFCAum993YpV/b7Y4+DEJpICOV+z7PP3e3Ozszu3d47885bBFEUMWPGjBkzZu41ZLXdATNmzJgxY+ZamAWUGTNmzJi5JzELKDNmzJgxc09iFlBmzJgxY+aexCygzJgxY8bMPYlZQJkxY8aMmXsSs4AyY8aMGTP3JGYB9R8RBGGJIAiicdMKgpAlCMJeQRBeFgRB+S/r6mGsx6Wm+nuddv2M7ba5hbIfCoJwWBCEUkEQzE50ZmqMh+nZMpb7RRCEOEEQyoyvXwqCYHm3+novYhZQd4ZdgCfgB/QFNgHTgYOCIFjXYr9qAgtgHfBtbXfEzEPBw/JsBQNy4CWgMTAFGAd8V5udqnVEUTRv/2EDlgD/XGN/E6ASmH7FvjHASaAYyALWAF7GY36AeNW2xHisH3AQyAfygO1Aw6va+xhIBCqADGDZFccE4B0gFigDwoAxVxy/ut19t3DdI6SfT+1/B+btwdwe1mfrinMnA7m1/T3U5maeQdUQoiieB7YBw6/YrQI+AZoDgwAXYJXxWPIVZRsjjRpfM362RpqxtAN6AIXAJkEQVACCIAwH3kL6QQca6z5xRbtfABOBl4FGwJfAT4IgDDQeb2d87Wdsd9htX7gZMzXMQ/Rs2SEJzoeX2paQ9/vGdUZ5xmOzAM0Nzg1GGlV5Gz/3MH52uUmb1oAe6GL8/AYQCSivU7YM6HrV/m+BLcb3fsZ22/yL6zbPoMxbjW4P67NlPM8HyAHeqO3voTY38wyqZhGQfpzSB0FoJQjCBkEQEgVBKAZOGQ/53LASQQgQBGGlIAixgiAUAZlI64eXzlsDqIF440LrSEEQLIzHGhmPbRMEoeTShqTrDrhTF2rGzF3mgX22BEFwR1I17gT+d7v1PAgoarsDDziNgDgA44LudqRF37FIenIXJP236ib1bAJSgReMrzog4tJ5oigmC4IQBPQCegNzgU8EQWjPZUOYwUDSVfVq/8O1mTFTmzyQz5YgCB7AHuA8MFY0TqceVswCqoYQBKEJkt75C+OuYKSH5gNRFOONZa7WR1caX+VX1OMMNAReFkVxr3FfK6767kRRLAc2A5sFQZiFtJjbGTiKtLjrK4rinut0t1q7Zszcqzyoz5YgCJ7AXiAcGCWKou5m5zzomAXUncHCOPKRAa5Io60PgBBgjrFMEtKP+RVBEH5AejA+v6qeRCS1xUBBEDYh6bfzkXTRzwuCkAx4AV8jjfQAEARhPNJ3eRwoAZ5EGsFFi6JYLAjCHGCOIAgCcACwAToABlEUf0YacZYBjwqCkACUi6JYeK0LFQTBB3BC0q0jCEIL46EYURRLbv2WmTFzSzwUz5YgCHWAfUAaMBVwkaoEIFsURf2/umsPCrW9CHa/b0gLuZdMSHVIP/h9SH4MqqvKPolkjlqOZAn0qPG8HleUmQakAwYum8I+gjTlLze+Por0sIw3Hn8caTRXAJQimdsOuqJOwdifCKQHORtJv93nijLPIT3oem5gCnvV9V659fgv99G8mbert4fp2QLGX+e5EgG/2v4uamsTjDfHjBkzZsyYuacwW/GZMWPGjJl7ErOAMmPGjBkz9yRmAWXGjBkzZu5JzALKjBkzZszck9xVM3MXFxfRz8/vbjb5UFOsLSelLBcAdwt7nCxsarlH9x8hISE5oii61nY/bob52br/yUzMpjCnGAC/xnVRqf9VRpH7ilt9ru6qgPLz8+PUqVM3L2jmjlCu1/LF+b8o1VUwrclws4C6DQRBSKztPtwK5mfr1ti4YDsXjkcx/rOncPe98f+jXq/niyf/R8zpON5e8grNujW67XYzErKYOfpb7F3s+GDVVCyt1Rxef4LvX1lMu/6teGPRiySEJ/P9K4up36IeL/1v/G23dT9wq8+V2VH3ASW8IJnsimI+b/YkVzj83RXK9ZUczo6kqYMPbmr7u9q2mYcXbaUWper6s46c1Fy+f2UxADK5jLd/ffmG9X09YQGH1h0HYMeSff9JQO1ddZgLx6IBCDtwgXb9W7Jl8S5y0/LZ+stuXvzmGfwa12Xu3um33caDiHkN6gEksSSb547/xDuhK/gr+fhdb3/G+b95/8wqnjv2011v28zDyc5l+xlkPYY3enyMXn/toAtpsZkoLaQxeZPOwVSWV/LpsNm83O49UqLSqpUP3R0GgEIpZ8Dzvf5Vfwpzivj+lcVs+GEbAJ0eb0ud+h407BBIo44NAHj8lf54N/Bk2GsDsbJ9qBPnXhfzDOoBRI/hknc6etFw19sv10txMisMWskb/C7P4O5lBEH4FSmnUJYoik2ucVxAyqI6ANAgRTQ4fXd7ef9x9J9TGPQGwg5coCS/FHsXu2pl/v5uM9oKKYpRWlwmF45Fc3j9SQB2rThAnQAPSvJLGfJKP+QKOS/OfYbNP+9k2GsDadQx6Jb7EhMaz6fDvyYzIRuA5j0a49e4Lkujvq9Srm2/liwKa4pCaf4bvh7mO/MA4m/jzoJ2E8kqL6KvZ7O73v5HTYbRJt2fts4BNSKcjudEE5IXxxO+nXCxsL3j9dcwS4D5wLLrHO+PlBgvEGgPLDS+mrkBT384nLLiMpr3aHJN4QTQtn8rDv0t5Rpc979/2LX8AP7NfSkt1HB8cwgxoQkAKNVKBr/Yl55PdabD4Nbkpkk5Awtzitj26x5UahU9nuqMo9u11dcrPl9jEk5Ong4413GscnzZp3/y97wt1KnvQdSpWJ7+aDjjP3vqTtyGBw6zgHpAaeXkX2tt26useNK3U43UXaar5M3Ty6k06EjV5DGjxagaaaemEEXxgCAIfjcoMgQppbgIHBMEwUEQBE9RFNPvSgfvUwKa+/Hl1o9uWGbAc71YM3cjKZFpVJZryUnJpVWvpgS3q8+8lxebyrl4OQHSmtb4wCnkZRQQ2MofNx9n04xr44Jt/HZxXrU2Dq0/QdLFNGOffJmzbzo29tZVyvz9/VZKCkqJOhULwOH1J0wCymAwIJOZV14uYb4TZq5JaF48ezPDa7sb1VDK5KZZUx1Lp1ruTY3ghZSi/BIpxn3VEARhkiAIpwRBOJWdnX1XOlfbaCu1HN8cQn5mwU3L7l19mLnPLSQ9LtO0b9a2j3juq6dp1r0hKrWSvasP8eObS1Gpldi52PLZhncozCnmyIaTlJWUk5chtRN9Og5BdlkbUFqo4eBfx3jMbizThszCYDAQfz6J6cO+JvliKgCeAR7VhBOAi9flGVXTbg15/quxAOxYuo8B6tG81+8Lk4q+MKeIrOSc27hTDwbmGZSZakQVpfHiicWIiDzi3oQe7o1o6VSP0Lx4uro1xFphcfNKagiFTM7Sji+TpMmhiX3dWutHDXItneg1IzqLUjqHnwHatGnzUER9/u7FRWxfshcPP1eWxy24bjlNcRmzxnyHwSBSWljKx2veAsDd15WRbz7Gjt/2UVleNaegbyNv8jOL+N+kHwH49tAXjHp/KFsW7aLPMz3QVlwu/9rCSez+/QBlJeUc2xRCUW4x2VcJkutZ/T07YzTzp/xC234tmfrjJNP+w+tPoNfpCdlxltJCDeGHL/LJ0NkY9CJfbvuQ1n2a/7ub9QBgFlBmqnHlP92ezPPsyTyPm4UdWRVFdHdrxNetxpiOaw06FkbtBOClBn1Qymr+J2WvsqKp6oaZvO9nUoArJa83Uo4gM0BxvpRyrKRAU00dlpOWx1fjvsfGwZq3fpuMb+O6xIcl0aBN/Sp1xJ1NJMk4y1Fbq7G2tyQ3LZ+A5n5Y20nWdDK5DLW1Bc/OGM2zM0YDcGDtUTYt2I6brystHmmCo4cD2Sl5tOjRGAdXe9r2a8kznz3JruX7sXOxpdvIjqY2T24LZfYz82nUKYiP177J74MXVru20R8MQ1OkoVXv5tg4WLP00z/R6yQjp9gzCWYBZeb+QRRFFsXsJqO8gFeD+uOgqq5KuF2C7OqwsN1E9mdGsCrxCBYyJQajykF3Vd60XRlhrEg4CECgnQf967S8Y/14SNmIlHhvNZJxROGDvP6krdTyw5RfKSstZ8r857BxuPw7nj/lF7Yv2cuzM0Yz9NUBALz+8ws07hREq97Nqq3V7F15iDN7zgOgVCkoKy5n2NSBPPXu41XKeTXwJLC1PymRaXy24V0adw4iLSaDusFeyGQyHNzssbKzJKC5n+mc8COR+Dauy58Zi7G0UaNSq2jUoQHfH51pKiMIAnKFnNToDFKjM/hs5By+OzQDg8HAjqX7KMgu4siGk+Sm5mHvasc/P+6kbrAX7fpLz0xQ2/p8vftTU33dRnQgOiQOV29nHnu533XvYcSxKPIzCug0pO0DZzFrFlD3KWEFySyOlbJMu6vteSGwzx2tv5WTP62c/OlfpyV2Siv0ooGTuTE84tG0Srn6th5YylWm95fQiwZ+it5JuV7H5AZ9Ucsf3LAt/wZBEFYBPZAypqYAnwBKAFEUfwS2IJmYxyCZmU+onZ7eHU5sCWXzol0ABLcLNAmiygotmxZux2AQ2bhgm2m/KEJ+ZiF/f78FBxc7np42AitbSzb/vJPQvedx9HCgrLiMvasPA7Dl51289M14zh++yKJ3ltO2X0vGTBvBgpNfVXGB8G10edLavEdjAMIOXsAzwJ3zBy8wY9S3KJRyfjwzB3sXO1Z/tZ6132xiwPO9ePaL0aZzr1wbk8lklJWU8XLb90iNTsejnhvt+rekMLeYOc8uIHTPeWQygSVR3+Pp717t3jz17lD6PfsI2cm5RByJpFXv6ha5iRHJvN51Gga9gedmjWHEm4OQy2+aXf6+wSyg7lPqWjvhZmFHXmUpzRx8a6ydYPvL6/N1rZ3ZmX6OgspShtZth0ImJ9DWk0093gXATnnZ2fBA1gWWxO0HYF/meTwtHfm61dgqZR5GRFG8odmh0XrvxiEOHiACW/vj5OlIWUkZ9Vv4mfYnX0zFYJBm7XUCLg98lk5bbRJoAAfXHWfCjFF899IiRFGk+xMdOX/oIuWlFSiUcoa+Jgm21bP+JuJoFBFHoxg2VXKMvdFsY/Wsv/nlg5XYu9jyxNtDANBp9ZQWatBWavntw5UYDCJ/fLWhioCa8MUo0mMzKS+t4NO/3yYjIZvkSElDq7JQ8sr3ExnhNpGiXCnmnoWVBWrr6mu6mYnZOHo4cGr7WWaPn49oELGwsqBRxwbM2Py+KWKGwSBKUhtY/N4KTu04w9e7Prn1L+Aexyyg7lMcVTb81e1NKgy6GvvTDy9IxkZpia+1CwBhBUl8eHY1IK1TPeEr6div1b6/jTvWCgvK9VoyygvJKC/kZG4MvTyaElucSWxJBo+4N0Ehe3BGe2b+PW51XRj1/lAWvbOcjwbPYt6xmfg29CYh/LIh45VrOT4NvaU3AiBCelwmXz79Hf7NfYk9k0Czbo0ZNnUQB9ceo9/ER/A1lu/xZGdCd4fRtl8LLG3UN+1XTmoeIK119RzVBbW1GntXOxp1aIBOq0Nto0ZTVIZf46qGOpbWaj7f+J7pc70mPlhYqqgoq8TG0RpBELBxsKIot5hWfZoxdeEkHN0dqtSxcuY6fvtoFfWa+pB8MRXRKKgrNBWE7g4jMyEb7wZ1TPXP3v0J815eTFJECuGHLj5QzvFmAVULxKblUFJWSfOAOv+pHgu5EosaUp3tygjjgzOrUAhy5rUeTxuXAGwVahSCHJ2ox/Ema15pmjwm+PeglaM/syLWo5YraeMUQJG2jInHFqLRVzK2XjpTgqrr1r+O2MixnGjeajiYjq4NauT6zNwb7F19mB9e/RWAynIt8ecS8W3oTYWm0lTGta6z6f2ASb2JPBlDWWkFRzdKPkmiQWTIy/3o+FgbFEqFNOMQRZw9L5tz9x7Tjd5jut1yvybMGIWTpyOBrepJa0CTHzUdUygV/Hx2LlGnYmk/qPVN65q9+xOObTpF/+ekcEnfHp5B1MkYWvZuhsqi+vN78YQUsy8hPBlreytK8kuRyWVY21vh6GZPbnq+SUABNO/emPeXv8ofs9fTZWj7B0Y4gVlA1ThnY9NYtOU4vVrWZ2iXpsSm5TBqxu/oDAa+em4gfVrfm3/AuRWSCkIn6pl6eim/d34VPxs3VnaeQrGunKYO17eiSyrN4fWQpRgQmVS/Fys6TzEdK6zUYDDaCRquEYapRFvOmqRjAKxJOmYWUA84leWXBdEjo7rQZVj7avuLcyXLvYLsQvatPsyeVYcAGP7GIP765h9AEhoOrvZsX7KXoxulqO6H/j5Bvwk9b6tf1nZWjP5g2HWPu/u63jQa+iUadWhAow6Xf8eObva0H3h9wTZp9lhsnWxo07cFwe3r80H/GaREpVOcV0JxXglv95rO9PXv0HFQG9M59VvW48NVrwNw7kAEEUciGfhCH2wd7+8MBmYBVcN8v+EQp6NTOXExiSGdmlBSXonOIP0xF5SU1XLvoFhbxp9JR2lk511FGAyv256Q3Dj2ZUVQadCRW1GMr7ULfjZu1erYlnaGRTG76eIazEsN+qCWK1HJFZTrtUQWpZFZVoC7paTGsFdZsaj9C0QXpdO3TnWzWRulmiHebTiaE83Qum1r7sLN1CobftjG6V3neGb6k7y/4lWsHaxpP6AVAHHnEvFp6IWbjwsWVhY06dqQPasO8dXYedi72iGTy1BaKBj0Ql/aD2hFSYGGrkbB1qJnEzz8XBFFaNGzcW1e4m3j3aBOlUjrE74YxfLpayjOLyE3LR/RIPLDq79WEVCXKC0s5b1Hv0BboSU1Op03f5l8N7t+xzELqFsgIjGD+Ix8Hm0ThEL+74JvdGvqz+noVDo19kMmE2juX4fZzw+koKSMoV2a3ryCGmZh9A7WJh1HLsj4p8e7OBujNChkckb4dACgvUsgrZzqmc4p11eyJyOcJg518bF24feEQyRrclmVeJhjudH83mkKyztN4ZWTv7A/6wJ5laX80HYib55eRpomn1ktRzPI+/ojyA+bXH/kaub+p6SglPlTfgFAEODTde8AcHrXOeLCEvn5reUolHIWhMw2rfGEH76IwSCSn1kIQGVZJc6eDngHelap2933xg689yPdRnSk24iOxIUlMqXD+1SWaek8pOrgTVupJSspBxcvJ2wcrMjPLMTBGCvwwvFoMuKz6Dayw31n4WcWUDchu6CEZ+f8SaVOT3J2AS8O6njzk65gXJ82jOzeHMsr8tT0bnXvqK1cLaQfsVquZMb5vxnn340Wjn6kl+XzWsgS9KKBQLuqfwKzIzbyT+ppHJRWbOn5PsPrtmfOhU1UGnQkleZQrtfia+2Ci4UtmeWF2CjURBWlcTJXij22Kz2MILtbW38rqNSQosmlsb33A6Vbf1jQVmrZungPXoEetO7TnKSLqdi72tK4cxARR6Jo3bcFAHtXH2Lm6O8QBMkoTVupIz+zwCSgRr0/lLKScorzSjj2TwiBrQOwsKq9iCa1gX9TXzaXriRk1znmTPiBhIgUvAM9SYlOp7RQQ+SJGIa/Pojxn48i/MhF7N3sSbqYwutdp6HX6clOHmOySATJwOTYPyF0Hd4eFy/nG7Rce5gF1M0QpFEegOw2/yAtb5BErTbQGfToRD1quYoJAT1o6eTH66eWcij7IjkVxSzr9DIKQY5CkKEXDSyN28+6pOO803gIPd0bm5x2L60lPV63Le2c67M0fj9tnPyxUUpWUt+2Hs+Z/ATaOAeglMnp4d6INE0+/b1a3FI/tQYdzxyZT3p5Ac8G9OTFG/h6ZZQVsChmN00c6jK0brv/eIfM3A7x55OY/cx8vAI9eG/5qyiUCv74agNLP/kDmUxg7KdPsPTjP3Cu48iisLnIFQqsbC05vjmEr8ZKqSiMPy16PNWZlo9c1jC4eDnzzpJXAClihIOr3QMZVDXiWBSnd55jwPO9CD8cyZbFu3h8ygCT+hPgyPoT5KTmkZOax+md5wCQK6SZUcjOc/z1v39MZf+cvR69TnKuv3qA99HgL0m6kMq+P4/w3aEvavrSbguzgLoJrvY2/Pb2UyRm5NO7dWBtd6caYQVJrIg/SB/PZvT2uLnKsKCylHFHfiC/soRvW4/nRG4Mx3KiCbLz5HR+AjYKC0p1Fbiq7VjScTITj/2IRl9JbmUJK+MP0dO9Me82GkIrp3o0c/AxmYnXsXLk1aD+/JNyirVJx+jr2Rx7lRXd3S/HI5vdUgqRpBcNbE49jZvanrbOAQCczI1FJVPQ3PGyT1eFQUe20VgjTZN/w+taFLObTakhbEoNobNrkDmTby2w/be9xITGExMaz8g3HyOobX2s7a0AUFooyYjPAiA3LZ+SAg2e9STn1ONbQtHrqxrM5KXlUVqkwdrOqlo7LnUeyCDB6HV63uv7OWUl5cSExnHxRAy5aflkxGdVEVADnu9NxNEo6gbVITkyjZSoNIZOGcD6+VurJV68pBIVBIHhbwyqckxtLQ0kFUoZep3eJOTuJW46BBEEoa4gCHsFQbggCEK4IAivGfc7CYKwUxCEaOOr483qul8JruvGo22DkN+DI7b/XdjM3sxwpp9bw4Ko7SSWZBNbnMm+zAgM4uXEhZeIK8kio7yACoOOI9mR/Ba3jwtFqahkSpSCnFN5ccyPlLKABth68Khnc+SCDAuZgiFGowVLhYrHvNvgYenA4exIirRliKLIC8d/Zu7FzcyO2MiUk79et89rEo8yPWwtU07+SmxxJgezLvDyyV94/vhPnMlPMJWzUaiZ22osz9TrzguBvW94H5o4SKogX2sX7JXV/9TM3DlEUWT6iDkMsR/H/j+PmPb3fKoz7r6utOrdlONbQhmgHkVGfBZfbvuIBSGzGf/Zkwx9dQDvLH0Fvc5A4oUUAIa/PpBWvZvy1LuP8+oPzxHQwo+wgxd5tuFUk0Prw4BMLjOtGzl5ONLBaOl3tcVfQHM/FobM5oOVU1kYMpuNRctp068FZSXl6Cp1DJzU25SDysJS0t4oVAomt3mXjIQsUz0zt3zA4Jf6EnbgIpPbvou2smrw3HuBW5lB6YA3RVE8LQiCLRAiCMJOYDywWxTFWYIgvAe8B7xbc139bxgMIjq9HtUDlr2yjbM/5wslp8Ylcfs5kh1FkkZaB2ru4Mu5gkQ6ujRgnH93WjnVo4WjL2P8upJVXshovy6kluVxPCeGvp7NuFCUSqFWg63SEq1BR2GlhmO5MehFAz5WzgzyujyK0xp0PLZvNgVaDXWtnJnWdDhRxZdDxhVqNdft86WAsoIgoJDJTRl4ASoNuiplWzr5MS9yKysSDvJli9H0cL92hOihddvR2TUIe6VVjfmGmZEozi/h0LrjAOxZdYjuT0i5v4La1mdFvGSgMLHxVLSVOnb/foCX/jeemNB4pnR4HwtLFa37NuO5xq8jGgx8tfNjdi0/wOldYXj4uTHxy6fJSMgm9kwCeen5HPr7OAOeu/Hg5EFBEAS+PzaT2LOJNO/eSMrq+7/xqG+y1iYIAk26BDN86kCyU/N4ZvqThB+JJDctH6/AOnR/oiO/fbSa2DMJHFl/kmFTBwJg72KHplgaXMadTaQot6SK79i9wE3/rY2BKtON74sFQbiAlJ9mCFJMMYClwD7uUQFVXFbBuFmrSM8r4rvJQ2jf8PZCAx27kMjGI+EM79aM1oHed7iXt8fkBo8y2q8Lb59ewdmCRFzVdsSVSKOkmOIMROBIThTHc2NY0/V1vK2ceTW4v+n8nu5NyCovQiGTs6zTy8SXZNHWOYCJx37kYlGaaTZSx6qqWuWn6F0UGIVQdnkR5/OTsVNaUqItp4d7YyYF9rpun4f7tMdNbY+LhS2+1i6mSBUqmYJ2zlUjT2eUFRBbIuXzOZ4TfV0BBZjVencJOydbRr0/lNO7ztG4UxCfPTGXx1/pXyW9xDPTn2TNnI30NwqX84cuoikqQ1NUxvlDkaZ1kezkXM7slQK8ntkn5R978p0hbFq4nbKSctbM2fjQCCiQhEarXpdV9TcTTpeQyWS8+M140+dP/nqbg2uP0aBtAAvfWIKNozXuvq50Hlp1fXbsxyPRa/U07hR8zwkn+JdrUMZMoC2B44D7pSjLoiimC4JQ3UHmHiEpM5/ELGkN49jFpNsWUNOX7yAzv4TIlGz++uSZO9nF2yKnvIgVCYdo5VSPeW0mEFmcRmN7b84VJBGWn4Sb2o6fY3aTVpaPDAG5UF1FuSBqO+nlBeREFbOxxzt4WjpSoi0nskiaDV2aCVnLLPg87C/au9Qn0MaTZfEHALCUq2hg68m8qK1YypT81e1NvKyc0Ogq+PbiFhxV1jzj352oojQUMjn+NtK6Q1e34Cr96HOd1PR+Nm48F/AI0cUZjKnX9Y7dOzP/jQlfjOLZGaN5wvM58jMLiTkdx6zt00xx8xp2aMDzs8eahFafcd24eDIaS2s19VvWI7h9IE27BPPI011wcLdn6+JdDHqhLwB2zrZ0Gd6enUv307xHk1q7xvsZ70BPRr0/lN9n/EXieUnD8uzM0VWSLgJ41ffkw1WvExUSy1j/yXj4uzPstYH8MXs9ga0D6D2mG0FtAmrjEgAQrl6juG5BQbAB9gMzRFFcJwhCgSiKDlcczxdFsZoIFgRhEjAJwMfHp3ViYuKd6fm/QBRFvl13kJTsAt55sifujra3Vc/7v2xh+6lIhnZuwrQx17Yo23c2ll+3nWBwh0aM7F6z+Vumnf2D7elnkQsydjzyIbZKS0RR5MmD35KgyaaBrScv1O+NKICH2oEGV5mLAyyI2sGK+IMM9mpNQ3svenk0wVZpyaaUEI7lRJNUmk2yJpf6th6cK0hChkCgjQeRJZIAG+3XmZUJUuRoC5mC7Y98iJXCguXxB/jeuJY1pUE/5kdtRyYI/NrhJRoaA9AezLpIhUFrMu4o12tJKMniVF4cm1JOMSGgJ93cGhJbkkkje+9rCtiaRhCEEFEUq3tE3i6SajQAACAASURBVGO0adNGPHXq1F1pK/JULO8/+jkObvb4NPLm8N8npAOCNLv6bMM7THvsK4rzSpg4czRPvTfUdK4oigy0ehpthZbmPRozZ8+n12xDFEUKsotwdDPPiv8LyZGpfDZiLgiQcD4ZtZUFP5+bWy16+qJ3V/Dn1xsA8GtSlwSjUJPJBL4//iUNWt9ZIXWrz9UtzaAEQVACfwG/i6K4zrg7UxAET+PsyRPIuta590LWT0EQeH34rcfhuh4zJvRn6rCuuDlcP3zIj/8cJSolm4SMvBoXUH7WUqgVD7WDKZ3FioSDJGik9N9Rxel8cHYVB/t+ZjpHZ9CjFw2mdRofaxfG+3dnfcpJ/k45wY70swzwakVfz2b0cG/ER2f/wICIwxWGB5eEE8Cu9POm9wbRQEJpNo3svQm09UQuyLCSq5ALckRE9KJIfqUUtuZUbixvnl4GgNhcpI9nM1479Ruh+QkoBTlaUc/SuP2sSjjMhaJUHvNuw0dNhlGqq2BOxCZUMjlvNBxUbb1pU0oI8SVZTAjoge1DHjm9pji1/QzF+aUU55cy+bsJ1Gvqw4rP1oIIRbnFnNwuZYQFyE2van0pCALB7esTduACDdtf3ypWEASzcLoD1A3yYlHYN6yZu4mf315GuaaC/MwCPP3diQ9L5OsJP+DTyJsn3hpC6O5zePi707BdIIveXYEoihgMYpW4iHebmwooQTKe/wW4IIriN1cc2gg8A8wyvm6okR5egSiK7DwdhYudNa1qYQ1IJhNuOvsa0C6Y+Iw8BrRvWOP9mVj/Ebq6NaSOpaPJ8CC3oqRKmQqDjlUJhxnl15ncimLGH11AQaWGYXXbsTbpGFpjAkIruaTrDsmL41ReHL/G7qGXe1OO5kQBEF2cwTP1urEu+QTFunIAvK2cSdHkmtrSGn2mvmr5NB1cAtnQ/W0sZEpslWpUcjkqmYJOrkEAVTLvXnofU5wBgEyQYSdX8XjdtiyK2Q1AqrGd7Wln2Jx2GoA2zgFVVIMJJVl8fv4v6YMArwZdXmsz899Ij8tkyceradI5mEcn9CTiaCSObg606NkET393di07gKZIQ2Brfx57qS+NOwURGxp/zUR7s3d+TG5a/i3HsjPz3xny8qPEhyWi1+mp38ofgC2LdhN9Op7o0/GMeGMwC07NZs2cjWxcsI1nvxzNnhUHUdtYUL9VvZvUXnPcygyqMzAWCBME4Yxx3wdIgulPQRAmAknAyJrp4mXWHDjHrNV7kAkCf3w0hoA6LjXd5L9mXJ82jOtT8xohg2hgftR2ciuKeT14oGn/035dOF+QhKvant0ZYQAmI4PYkkwyyyW/iFWJh6vUF2RXh9D8eFO69xRNHjszzuFl6UhqmTQKXhp/gLpWzrwa1B+DKPJlxHpAmsmpZUpiSjLp6X45/tklo4Xk0hx+jd1LQaUGe6XkG9Xc0Zef20+iQq+lvYs0km5o782J3BgqDFrWdn0dd0sHGtp5sT/rgikuXzNHX2wUapQyOY3sqw5SHFQ2OKmsyassZW3SMVwsbBnt1+U/3+uHFZ1Wh0KpoLSwlC/HfseFo9HsWXmIXSsOMOjFvvQZ2x2A/X8eNZkvD399EE4ejjh5ONL20Ws7ZCuUCrNwustkJeeye8UBDAYR7wZ1GPHmYERRxNJWTb2mPqY0JmvmbiQ/s5C1czdRmF0EwKltZ+g6vEOt9PtWrPgOIWVfuRbXN9WqAS51QhAkFUBOYSmiKOJ6A5XbvUJGXjEymXBD9eC/ITQvgRXxUqp1H2sXJgY8AsC29DOcK0gCYHCdVlgr1Yzzl/5Imtn7XEqjU4WPGg/DRW3L+dNJuKntcbaw4VxBEu1dAnm/8ePMj9xmMopI1uSyPyuC3h5XzFxKs6ln7cqhPtNN3v160UC5Xou1woJvLm4mx+hwuzz+ADvSzzKmnhRS6UrG1etGUmkOzRx9cFXbSX129KXZFc67VnIL1nV7E2uFRZVZGICDyorVXV5n+IE5FOvKWZ980iygbpNLaxKDX+pLcmQaF45KKSCUFkoijkYRfTqeTo+1wdremo6DW/PPjztwcLMj+AZquwNrjxJ24AJPvjvkng2t86CitlKhUqso11Rg62jD0mmr2fCDtEYceTyG84cu0qpXU4a9NpCNC7fTZ1wPdi7dh9ragsadg2qt3/eVU9CIbs1wsrPCxd4avUHksWm/ohdFFr0+kmb+1Q0A7hXOxqXx/DdrkMsElr4zigbersSVZFKu11abBVzN5tTTpGryGFuvG5YKlWm/n40rbhZ2FGo1tHT0MyUpC7S9fB+O58bwT8/3OJodxacJaziTJ82QXC3sGO3XmVUJh8mqKGJV4mFWdn6VvX0+QSlI3uQF2lJO5MTSdcfHtHEKoLm9D2cLJcEXmp/AN62fwUapZlnsfs4VJpFWlo8BERmSscOzRxcSX5rF9GYjaelYj8PZkVgICpPwPJufxD89q3olNHf0pX+dFtgpLZFdwyBiffJJZob/jaelI6s7v4byGjYTDiorJtXvzbqUE4yr99/XHR9WDq+XDB92LN1PhaYCAGcvJ5p0CWb/H0fQVmjZsngPI98cTL2mvqxM+vGG9RXnlzBj1LcY9AaK80t4b/mrNX4NZi7j4uXMwtOzyUrKoVXvZvz+xV+mY3q9gUXvLGdhyGyeem+oyahlwudP1VZ3Tdx7oRFugCAI9GoZSHP/OiRl5lOu1aHV6YnPyKvtrt2QpMx8dHoDFVo9e0NjmPTLSkYfmsf4ows4mHXhuudFFaUzPWwti2P3sCLhYJVjzha2TGs6nA4uDdiQfIrO26cx9dQS2jvXp7OLNOIp0ZUTXpDM26ErOJEbQ6VxvalIq6GdS32KdVK6j9iSTPIrS/nmwj/03zOTj8/9SZlOy86Mc1QYdBzOiWRum2fwtJSMNMt0legMerq5NeSLFk/xtF8X5rQaawp7lFtRTExJBnrRwMncWMb5d2NdtzdZ1XWqqf9ZFYWMOfw95XotX4avp+/uLxh35Ad+i9vHd5FbOZ4TXeV68ypKWBK3D4D0svwbOgI/6deJP7pMZeAVjsVmbo3UmHTe7j2dOgHuptQVACq1kunr3kKpUqC2UaNQykk4n0i5UXhdzbyXFzPI+mnWfbcZALW1BR71JE+Uq7PQmrk7eDeoQ6vekuZj9IfD+Hzju9QNkoI2B7Wtz5bFuxhTbzLLp6+pzW5W4b6aQV1JjxYBTB7cCa1eTz0PR574fBmB3q589syj91xIon7tgknPK0Yhl7H15EXiKtORe0mKttzykuue56iyxkahpkRXTl2r6iqRuRf+IaE02/T5SE4UkUVpvNigD4dzItHoK/n03BoUgoxKQIaAAZEKg47xRxbwuHdb1qeepIl9XSzlKtYlS6Pm7elnSSvLp6trMKdy42jnHICd0pKvWz7Nb3H76O7WyCSMPCwdeC14QJV+eVk58XKDR7lQmMJ4/x6AZFABEGxXh4tFUrywqOJ0QvPi+dvY7iXHX7VMaRKGl/g7+QRpxrWwp/264mFZNU22mTvDpoU7OLNHssz84eQsLG3UbJi/jU6Pt2P7kv3sWn7AVHbH0v34NfZh5FuPVatn59J9VJRVsmvFAYa9NhClSsnCkNlkp+Sa0rCbqT0EQaDDoDa07d+S7Uv28d2LP7P9tz3otHr+nLOBsZ9cNikozCnip7eX4erlzPjPn7qrWQXuKQFVVFqOpkKLh5MtBoPIz1uOEZ+ei5uDDcO7NsPPw4nySh2T/reGuPRc5r4wmPYNfZmxchcxabnEpOUysV876nk4cSEpi/xiDe2CfVDWchBEpVzOpIHSImN+SRmxu3PRh9iCQqRL5+tHRnBV2/Fnl6kUajUE2HpgEA0cy4nG19oVLysnAmw8qggogGeO/oCzhS12SkvKdJUkanIAeMKnIwpkrEySjCMMiIzx78rrDQfyeshS+u2dSTe3hhzLiabSoMNBacWm1BA0+gpTKKUGdnX4ssXoKu0VVmqoMGhNBhGn8+LYmxFOT/cm7Ew/x0snFmMpVzLQqxXj/LuztOPLHMqOZFHMLiKL0vn03J90cgniWE4UItI6Y7lBS6omDx/ry0YwrZ39UccrcVTZMM7f7LBbU3Qc3Iati3fj1cCTusFeWFqreeX7iQBkGg0hnOs4oikqo0JTQd1gr2vW8+zM0excvp8x00aY9lnZWpqF0z2GXC4nNSodg96AQQ+O7g4MnNSbIxtO4lHPDf9mviz95E92Lt0PQONOQbQbcPc0E/eMgMouKOHJL5ZTpKlg7ouDUSkU/Lz5mOn42bh0lr07iuTsAs4nSObIe8/GciY2jb1nYrC3VtMioA513RyYuXI3fx2SLNgGtW/IZ+Orm7rWFm+O6E7XJvX4afMx2gXVxcXW+oblXdR2uBgNBn6O2c2vsXuxU1ryjH93dmeG4aC0Yoh3W5I1uezJPI8IJoMEACeVDTpRzyCvVpzKizPt14sGfozexeTAPhzPjQFAhoxZLUYhINDa2Z8lcftZGrefPh7XjvKQpsln9OHvKNdrmddmAnZKS148sRiAtUnH0XM5QvX8qO20cPRDJxro6hZMTFE6F4vSyNdqGFOvC1+2eIqtaWeYFSF5K1yyNrxEC0c/dveahlyQXXN9ysydoXmPxmwoXHbNY/0n9qJlr6bYu9hSVlJOWUk5XvWrrv3Om7yIk9vP8Mr3E1lw8qu70eW7Tn5WIXZONvdk9O/bYcSbgynILsSrviejPxjGmjkb+WTobJQWSpZEzaOy7LIfVHxE8sMnoKJTc5gy/28KSiX/muiUHAa0b4i9tZqi0nJEoI6zHdkFJWTkFdGvTRDnEzIY1L4hk+eto6S8kkAvF/73kpSMa+/ZWFPd2YWlAGw4Es7iLcd4vHNTJvav3XxB7YJ9aBfsQ2JJNhOOLqCOpSOfNhtZzSrtEgklWbirHSjWSmtGGl0l29POApJaLMDW3bQmoxTkBNnVIa+iBLlMxg9tJ+KutkdEZGfGuSr17kw7S1RRGp6WjjgqrTidH8e+rHCeC3iEutYuRBam0tjem/o27hzJjsRdbU+ArYfp/H1Z4Wj00o93f1YE3d0uzwaVcnmVFArOKhtePL4IHQY+aTrCZPoOUgy+WREb2Jp2BgelFY4qa9pfEZNvXdJxSvUVjPLtbBZOtUD8+SQ+f+IbXL2dmL7+XdRWFljaVHeCLi0sZdOPOwD458cdVVJE3G30Oj07l+3Ho54bLXrefrik0iINRTnFrP9+KxdPRNOoUxBr524iqG0A847OfCByUjm62VdJMV9eJq0rGvQG9Do9Yz4ewfEtpynIKmTlF3/x2EuPYmlM1VHT3BMCatfpKLIKpLWY3q0CeapnC2wsLfjtrSeZvnwHBlEkJCqZfu8vqmIiPW72apxsLVFoZViqFCZLtvpeLpy4mIRMEPhglGQJ//ue06TmFrF056m7JqAuJmfhZm+D0zVy2gBsSg0hvDCF8MIUnvTthNag54eo7XRxC+bZgJ4A/BKzh59idlHPxo3F7V/Ay8qJBVE7qkQO/yPxKJ7GNRkRmBo8oIpp9rSzf7Az/RxOqqom7k5qW5Og6O4aTERRKiAFaH0jZBlJRvXgJcs7lUzB2q5vmNZ/8q9wCi7RllOmr+SDxkNZGrfP5DsFEGjjwQdNhjLh2EIAUjS57M0MNx1XyOSE5iUAksAt0Gp4/+xKFrd/keeP/0R4oZSWwVpuwTCf9uhFA2X6SmwUd+chedjZ/8cRki+mknwxlciTMTTv3via5aztrRk4qQ+ntp9h0AvXTy55N1j7zT8sfm8FMpnALxHf4t3g1jI4X0lpkYbnm75BdvJlZ/ScVMkgK/JkLFGnYglo4YfyGglJ9To9c59fSEZ8Fm/9MtkUo/BeZ//aIyz79E8EmcDL8yaYcnZ1G9GBjQu2V1t/0hSXMf/VX1CplEye9ywqizubSeCui/+Ssgri0nOr7BvYviENfdzo3syfD0f1JjO/mNyiUn7afIyzcemExWeQW1xWzX8HIK+4DJ3ewLn4DN74cSN/7j+Li1EgBHo54+ksqce6NqmHhVJO++C7Y0G0et8ZRs/8nZGfL6PIODO8mkc8muCmtqeFox+Btp4sidvP+cJkfozeaUpBEW0UREmlOUw8upD5kduwuJSuwugZVlBZSk/3xsgQ0Il6PjqzGoC/ko7xyK7P2J5+FgMiOZWS6u+SKXmlXou3pROWchWrk46a+tXG2d8knABsjYJAa9DxR+IRirVlpGryaOF02cN8d3oYb4euIKwgCf1V8R2TNLmE5MWhlkk/3iVx+wm09UCGQD/P5uRUFPN+4yE0d7gsVJ1UNqSV5ZuEE4CnpSM6g55njy6k167P2Zhyd2LPPex0GdEBO2cbXOs649f4xmtIU3+cxIr4Bbj5uLBp4XZKi65vbVmTWFhKLhlyhRy58vZUcUU5xSbh5OrtjJWdJcNeH4iLtxPW9lZM6fABH/Sfec1zL56IYefS/YQduMDWxbtv7yJqgT0rDoEIokEkNSbDtP+FOeN4d9kUvjsyo8rsaffvB9m5dD+bF+3i6IaTd7w/d3UGJYoio2f+TkpOIa8O7cL4vlJ0AB83R94c0Z34jDxenr+OiMRMHKzVFJSWo5ALyGUyKrT6m9a//1wc+8/FITcK+ciUHJ74fBmrPxzDmdg0KrR6DobFU1hazpbjF2jdwJsG3jXj0Z6SXQBAQWkZJeUV2F1jStzI3ps/ukxFo6vAUqHi0TrNOZOfQFe3YFNsvVeDBuCossFNbcfC6J0AaPSV/K/VOOZFbiO+NIuubsHsMAohABe1LYtjdrM87gBlBknQWcgUVBhzLT3i3oTdmWEUaDUE23mZrOMclNb09WyGHDkKQY5O1DO2XlfG1evO1rRQ5kVu5feEQ0QWpXE6Lx6FIDM5/lYifT+55cX092xBSlkuFXodp/Li0OgrmB+1HT9rVxJKs9GLBkr1FWzt+T5DD8xhW/pZnq/fi0UdXiC2OIO4EumaLGRKnFU25FaWIACfnFvDu40f44JxpnciN4bHvO/5OK73PckXUinKLYHcEl7r/BElBRra9mvBW79MvuY6jE6r443un1BSUEr40UjeW3b3fZ6GvNIPT383XLydTbOAf8u67zZj42BNcLv6vLNsCgqlnImNppqy1AKc2Xueg38do82jzflk2Ncknk+my/D2PDP9SYLaBpARn0XHIW3v1GXVOBNnjSbyVAwqtapKkF+VWkXvMdX9Chu2r49CpUAmE0wm63eSuyqgDKJIaq705e4+HW0SUJn5xbzw7Vr0hssj70KNNOuwVKlo7u/J4YgEbjHwOvoryiVk5vPpsh2mWUzrBt7MXLmLnaejsVAq2DJjIo62dz4D6wsDO2BloaKBtwt1nCULN4NBZNqSbZyLS+OTcX3x93Vk9OF5FFSW8lXLpxnk1apKUkCQUqm/EtSPWeHrTfmW+no0Y3NaKPGlWdgqLCnWlrHf6E8lQ4aLhZRmQ0AyLbdTWjK71Rg2JJ9EJVMw3r8HIflx5FQUY6O04M2Gg9iSFkp4YQobUk7x5xWzKYUgx15lxeN127Iweic6fSVn8xMxIJr8qgAclFYM9W7H8oQDHMmNwk5pyeYe7/Fn4lF+iNpOsJ0X37edwKKY3ZzIjWFcve7oEdEapDrKjGtZAbYeVda5Lpmei0jOw8dyonk9eCCh+fE8Z4yecTMyygpYFLOb5o6+ZoF2GwS29sfWyYYKTQWp0dKoetfyAwx6QYq5dzWCIKC0kP5aVBaqasfvBoIgVMlEG3E0kunD5+AdVIeZWz7AwvJynqX8rELkChl2TpfjbOp1etZ/vxWAC8ej+XTY1zzz6RMm4aRQKdBVSgO+Y5tDUFtbELpLMsza+MN26reox/zjs6r0KSE8mdJCzTXv2b2CT7A3q1N+vuXyOan5pvtwZm84/s397mh/7qqAkstkONtZk11YSkq29EWLomj0W7ochKdXy0AOhMWh1ekpLqvgUHjCf2p326lIABxtLJk0oD3Tlm4HoEKrY+7a/Xwx4c4HFbW1UjP5sU5V9mXkF7P15EUA1h8+z1CXIPKM0b13Z5xjc9pp+nm24BGPqou6O9PPsT1dMop4u9FjnMtPJKFEMi9Xy5UcyrpoKmvAQH5lqfGTwN/d3zL5FF0KLTTy4DfkVBTja+3CrozzHM2Opp6N5ERZYbic3VYhyHCysDG2o6KbW0O2p581BZi9kskNHsXX2oXf4vcBUKQtY3ncAZI0ORgQuVCUQoVeyxsNB1U5b2rwQLLKC3mu/rWFTRP7upwtSMTHygVrhQUjfDoQZFeHoXXbsi8zAqVMgddVyRSv5sfonWxJC+Wf1NN0cg3CxeL20q3cCQRB6Ad8B8iBxaIozrrq+HjgayDVuGu+KIqL72Qf4sMSKSnQ0LTrrQU09g70ZHXKT6REpfFu3y8ozCnCp6EXfk2urS6XK+TMOzqTyJOxdHysdgcEu1YcYOOCbdg62pCXUUBeRgEJ4SkEtQkgPiyRn99ZzuldYRj0BoLb1efrPZ+itrJArpDzxNtD2LF0HwVZhUQcieSnty9bNw59dQAWlioiT8bwxNtDcPFyokGbAKJD4pApZPg09GbL4t1EnYpl7CcjKc4r4cWWb6PX6fnojzfoPrJjLd6VO4d/Mx8cXO0oL62gYccGd7z+uyqgEjPzsdXpsVarGNm9ORuOhDPj910E+bjSu2V9zidm0sLfk5HdmxOdkk2SUU12p8gvKWPi3D+5YqKGtfrWMlbeCTwcbRnUviHHYxKp9C4mPD/ZdOxMfhIZ5QWczI2tJqCaO/pip7REIcg4nRfH7gzJkdLHyoVg+zp0cQ1mU0oIkUVpaPSVWMulUauISJG2rJrTa6Vx1pJUKq0zleorGOjViiJtWZW1J51oYGNKCE/6SoL2zYaD2Z8ZQfkVQuwSeZUlZFdUNQ3/OXY39a0vqVcEk9ryEvsyI/j6wkYEpBBFj3g0wdXCzuQEHJoXj7eVEyN9OtLHs2mVBdpZ4RvYkhaKrULNqi6v4aa2p0RXztHsKFo51cP5CiHUxKEuW9JC8bV2wa4WU3AIgiAHfgD6ACnASUEQNoqiGHFV0T9EUXylJvqQEJ7MS63fRa/T88HKqfR8qjMAer2e/MxCXOpcW9ir1Cr8m/mxJuPWZKWHnxsefrWfw/SX938nJzUPtY0aG0drWj7ShPot/ABY+MZSQneHmcpePBHDl6O/Jf58MpriMvyb+dDjqU4c2XASTVEZcWcv57Lb/PNORn84nI/+fAOVhRKFUsEPJ2aRl5GPXmfAoDcwtctHAFSUVTD4xb6mLMJFOUV37wbcAQwG6XoUyurioqKsklk7plEnwP2alp3/lbtqJFFaUUlhaTlP92rF5Mc6sTs0Gp3BQHhCJttDoqjQ6vh4XF/mrNl/x4XTJS4JJ7VSgUIuo2X9y3rT8kodOr2BrScuciEp8zo13D4ymcCHY3tR3DWFffoz/Bi9ExkCDkorOhgjerd1rp4YrJ6NG5MD+2ItV5uEk6VcRZImhx3p57BTWvFy0KMU6crQiXpO5MXioJRi0gXZVdcLz2/zrBS/z/jZzcIOC7myinC6xEif9qb3DiorLOXXVtkczopkSez+avtdLSX1ppPKGktF1cFAqTFthwh8F7mVIfu/5pWTv1Ku1/JO6AqmnPqNzWmhLIrdVc16SC9KJuzFunLGH12AziAZh3x4djVTTv1WpewInw5s6v4Oyzq9guoKU/6vIzYyYO+X7DDOTu8C7YAYURTjRFGsBFYDQ+5W4yBZXV36oyzJv2yF+eHALxnl/QK/frgSgP1rjvJCy7dMoYruB2JC45nU/E1mjP4WvU7P2m82AdJzV15STkl+KecOXCD2bAIADVpLaSfsnG1NkajzMgtIj8ukMLuI0N3nWT9vK1mJOZTkl1ZpS1NUxuJ3VzDUcTzj6r9CflYhOq2O3SsOsmv5flRqJUq1NCA7vP4EJ7aE8sGqqbz6w3MMmHT/pLDPy8hnrP/LDHOewP9e+JE9Ky+HXIs4FsVzTd5gcut3iD2TUCPt39UZlK2lBUHermh1eo5EJPBEt2acj0+nUFOOKEJOYSnz1h3CIBpuXtl/QK1UUK6V9KbbTkbSr20wk+et4/jFRDo18uNweAIqhZxNXzyLq/2djZSulMnxsXYmriQLndGR9e1Gj9HHsxmTG/TFXnnt9bDFsXuqOOBaypSmdZtd6ed4v8njOCitKdCWohMNFGg1pBhnSJnlhVjKVabZw+n8eFws7Ex1ZVUUMfP839dsd07EP3wdsYnHvduSVVFIgbbqg3pJMRtemGwy0riS1k716OwahKfaAbkgY33ySeZFbqWlox+TG/RlsFdrNqWGICAgIhJemMzp3Dj2ZV6eVDS0q2459m7jIaRocgkvTKFEW45ONJjUkxX66jM896tCI+kMetYkSY7gfyefoK9nzSaXNOIFJF/xOQVof41ywwVB6AZEAa+Loph8jTK3RaMODfh47VsUZhfR/7nLatWwA9L9DjsorWWunPkXcWcTWfjGEkJ3h/HpureRK+TkZeRz8UQMbR5tccdNiv8rW3/ZTXxYEvFhSdg6WPPPTzulbAc+LhRkFqKt0FKYXcR3Ly3CpY4TRzaepHXfZnyx6X3SYjM5uy/8/+ydZ2BUVff1f3dmMpNMeu8dEjqE3ntHQEUUAQtgR7GBIjyoWLA8VhRRQYooxQLSe+8lEBJCAgHSe+/T7/vhJjcZEhWUgD7vf32BuW1OZubefc7ea69Fj9GdWfzSCrKu5nA1JgWxXrpl1BNDGPBgLw7/coJNX+2UDP3MFvLTCzn083GObjjJuRqZqI2LdhDSKoCks8lUl+v48d1feXP9LEY/PexOfTx/ivyMQpw9nUg4cZnPn15Cuz4t6Xl3V/LSpOfItiV72bZkL2HtQwhpHUhhVjGWml7H/Iym0UO9rQEq0NOFXm1CWbbjFN/vnOp6bgAAIABJREFUPsP4vu3l5txa/HL4/A0x9v4OVEoFrXy9ERG5r09b1uw7x4kEafmemlf8J2f/PSgEBcu7P8Plsix+TD2CrUJNHy+pFuCitlaVKDFU8lL092RVF+NoI5EhbBQqKkw6FAoFKhSYsLA9KwaloMDbzpnX297LS2dXAXAg7yLbMs8xP+5nlIKCr7s+gbNay7sXJFNkFxs7Smqaf02N1JUADKIUyDdknMLUyMRBRKKE19bSVAi4qB0oNVbhYmNPuIMPM8+uwoyFeW3GsSUzmgqTjsP5iRzNv8Tk0D581WUaVWY9+3LiGeDdmjauQbR08qfYUMErrcbSw1PKbRfoy/ksYSt+Wjeebj6EB4J78kbsz7iotZhFC2+3n8C+nAv09LTOhSdX5HG5LJuBPq3lZmiVQskjof3Yl3uBCcG9bvp7/ItoTMTs+qi+GVgjiqJeEISngJVAowU6QRCeAJ4ACAoKuuFB9Lm3YUycvWoGh349wfiXRwMw7NEBfDtrFWaTmRNboslLL8A31Jvne84lJyWfARN64d/cl/AOIfS+p7EYe/sxaFIfjm08TUFmEZu/3kVAhC+ZSTnk1zxg7Rxsqa7QcfnMVS4jNfPH7ItHqVLiF+5NYVYRajsbBk/uy+oFv9KmVwvC2geTmZTNiGmD8G/uS9zhBB59ewJ9x/fg8K8nSL+URVL0Vb6c8Z3VN1mYVYy+2tqJdvWCX8lJzmPci9Z1WJBSrJu/2oWtgy3Dpwxoug/pd/Drp1v4+uWVhLULJiDST+57mzDnXrrf1YkTW6IB0GjVOLlLk/be93Tl2S+mYTFb6Hd/09TUbmuAyiwopaCmIddWbUOn5gGsPxKHu5M9Yb5uHI1PafLgBFChM3AxLZdHhnbmlSVb0RlNqJQKOjcP4KnRPcgsKMPFwZYnP/2FaoORxTPGEeLzx4X4m4GdSk17txDau4X84XG7s+NkHbwiQwUKFHzeeTJH8i4x2Lcte3Li+CH5MCqFko2ZUk/Q23G/olHYoLcYMYsW3oyTlIlNooXlV/bzcqu78NA4UqAvp8xoPTnQKtVUmQ042dghWkTKzXX7lYISk2hp4KILEjsTavqyBEHutxrg3YozRVdlyaPPErfynzb3kpWwmQJ9ORZEvk8+RKiDF6P8O9K3nhLFyp7TuR7rUo6xq0YNY+W1g9irNIiI5OhKya4uppmjD/cHW98olSY9U08sptKkJ760pxVJY3rkMKZH3tYZbQZQn1kQAGTVP0AUxfof7hLgd/WCRFH8FvgWoHPnzjfIcW0cvuHepMSlsfb9DcxZ/QL3Pj+K1j0j+eypb2nZrTnewZ6IokhlmTShSTx1hf1rj6JQCKy6tgivoDtnQLhtyR6+fnklAyb04puYj3g04jnKiytx8XIm43JdQ7tvuLdVHcnV25mp705EEAQ+e/Jbdq7YT1BLf/RVBnJTJRJSQWYR31/5EpPRxH1e06gsrSLhxGVe++F52vVtxbale4neZZ0iVqoUPPTm/az4z1qr7ZfPXOPymWtsWryD0U8N457nR6JUSvXW3SsPsuj5ZQB4BrjRachtWdHLSDgpOWcnx6Uxed59JBy/TNu+LfEO8uC+l0fLAWr6wmm4+Ug1bUEQGNuIY/KtxG0NUKVVOnadvczXz4/Dz92JAE8XerYOQaVScCj2Gkf/JlvvZmCjVLByV12jp8lsYdLgTrQL86NdmB97zl4mJVdaTZ1ISL2lAepGEe5o3b9hwUJSeS4zWkiswxZOfrRzCSZQ68aTp5ZSZqyi2FiFv60rmbpiue+pFkcLLxFzPIXPO03hy8s7iClOsdrvZ+fKlYpcympWVfWhtxjp4d6c1Mp8BKRg1NszkkP5iXLaT0TEVK8X4Kd0KYVW2/+kt5jo6tGcTf1e4ZukPaxKPgyI+Nq5kFtdwvsXN+Jr58LLLUejbETSqINrCKuSD2FBRESkwqQjSOvBUN92NHNsvFNfRESsGZO5iVPHN4DTQHNBEEKRWHoTACv1XUEQfEVRrH2qjgF+34/lFsCgM3AtNpU9qw6REp9OSnw6yXFpNO8YRmSXZjzx4UO8OvRtNn+9iwETe/PRvjeJ3h2LQWdgxby1OLo5oP0dpZTbhdUL1lNdoWPbd3t54Zsn+fjgWzzT5VUuHKljtzbvFEpRdl1d2zfMmx6jOzFwYm/MZjNJZyWdyuKcEvo/0EuWbKrt7REEAY2dmsrSKq7GpPDtrO+ZumAi3UZ1pEXXZuiq9PS+txsleaUMnzqIyM7haB3syLqSg4u3E1lX89i1cj+IkHUll29mfs/u7w/yTcxHgCTAKwgCCqUCZ8+69DtA4qkkrsakMPihvlb0+FuJqe9ORG2npkP/NvQZ193KQbd9v9Z8sPt1jHqjLF919XwKwa0DOPTTcZb/Zw2DJvXl/lfGcmJLNO36trxlhpS3XeqoQ7gfXVvUpSPsavLYZb/jK9NUMJqtH1YqhUCgZ12domerEAZ0aIbOYGRop9vft3ClPIedWTFMDOlNWkUeRwqkGY5NvQe3QlDQ31tadXR0DeFAnlRHyNNbs4S8NE7ytkqTntdiVpOvL8NWYSMz8vztXLlWIalVRzr6calcmtj72rqQrZNu7OOFdR5NIiKXy3NQAL/32BcQUAgCL7e8i9iSNNq5BHG26BphDt48ENyDMAcvWjgHEGzvzsSjC+X3H+bbgfb1pJpqcSQ/0arOZSOomN9uPK1dfl8dxEFly5LuT5JYmsUQ38ZFb28XRFE0CYLwLLATiWa+TBTFeEEQ3gLOiKK4CZghCMIYwAQUAY825ZjeuOdDzuw8T/v+rfEL9yawhTV9fPt3e+UAf+y3U8z54XnC2knfTedhHfAMcMPB5Y8Fj5sCFouFhc8sJfViOoJCypwqBIGS/DJcPJ2oT9Vt2T2CopxiinKk37FSpSD7Wi7rP99GUMsAyosruRabiqAQeHnZM/Qa25XKsir2rT7ChSOJ6Kv1aOw0fHFiAavf28DWb3aTejED7xAv3Hxc+OTQW43KHd0zw9qGptOQtrw3aaH8+lpsKh8/tpiXlz5Nl+FRfBX9AWpbNUEt/Dm1/RwpF9Lo/0AvXu7/BgadkfTETJ765NEm+DTBL9yHV5Y3ThxdNf9ntny7i8nzJAuOpzvO4kpMCu5+rngGuJOTks/qBevZveogeWkFuHg7s/jMB7ckSN3WANXc35OF0++x2pacU0RFtR7VHRJddNJqKKvSY7KIZOaXEOQlBSmtrZqPnxx9y96nvErHgjX7sFPbMHvCANSNUDbr4/3434gtScNWacOE4F6MDeyKzmxk6O88ZJs5+sgByiia8dY442XrxECftvT3bsWWjGjWp5+i2FhJfk2wqk8X7+4RwcaMM1hEM6n1LDxK/sAYMEdXYhXAalUfQGrcXdRlGiqFklAHL7p5NGfRpZ2sTD6Io8oOG4WSIkMFD4f2ZWxAFzk4OahsCXNonJ5cbLD2zmrtEvCHwakWzR19rZyG7yREUdwGbLtu2+v1/v8a8NrtGk9WjZxNWWE5K5O+bLD/oTfGc2JrNAadkWkLJlnti+zckHF6u3A1JoWt30rKKj3GdMZitpCXVsD0zq+y8soXvL3lNV4b9g4A1RU6clOk37R3iCfOHk5cPiPVoDwD3amqSVsqlQrCaxpN7Z2loKu2tUGoeTZ5BXkyYtog9q46hNJGyfJ5a6ksqUTrZMe0BZMY88wfp4vDO4Q22HZs02n67uzBmZ0xDH24H0Et/Ik/lsjcUZKEUkFWESobFQadEbXdnWl6/umjjegq9Sx+cTmDJ/chNVFq0SvKLmHae5NIvbiU6gqdTKYoyS1l5sD5rLi08I8ue0O4rQHKRqlApawLRMk5RUx49weMJjMDO9yZH3t5vZXbnOXb+WneQ7ecuQew9WQCO2sahnu1CWFQlEQrv1qei7edcwPh0wgnX2JL0tCZjay4doDxQd2Z1aqhMRxIQq0rr9VRvG0VNoQ7euOucWBX9nmyqoso1VdRfB0Drz7OF6cS4ejDxbJMOXCpBAXBWg8Sy63KJDgobam2GDCLFjk4AcxqORqN0obXY3+m1FjFsYJLZFeXMNS3HR3dwqgyS5+13mKkosbNt8hQgZ/WlcE+bblYmsEbbe/DsZFepU8SthJfmsEwn/YcyItHbzFZUcb/DzeGjYt2sGvlASbOuZcOA1rj4u2C0WBi+udTrI6rrtSRl5pPcKtANpWuukOjbRxxhxNYOvsH+fWFI4m06hlJXloBJfmlmAwmK5XxlAuS2LEgwIxFj0skiTNXcXJ3oG2flnQe1gHvEE98QqXeLX21nmnvTZR6pjqGWrEVIzuHsybjGwx6I1MiJAmnqrJqfvlksxygzGYzHz7yJdfOpzJz+XQiO4eTeCqJ9EvW9xHAoIl9mDtqAaJFZMPn21h89kN2rTgg71epVHx56j1S4jPoeYeansM7hBB/9BJGvYlvZn6PUWfERmPDiMcG4hXkwTtbXmPmgDcQRbDRqDDqTZiNpj+/8A3gjt7h5VV6jDU9Gftirv7J0U2D+pXl0kod2YXlTRKgOjYPwNFOg0atonWwVC9Zee0giy7vxN/OjXV9XrB64M5qOYa7/DrxwpkVlJiqGnXUrYWNQomL2p58fRljAzojirAps66+llCWScR1K4hmjj7Ma3MvS5L2kaMv4YUWI9mSES0rmtsp1GzsN4uHjzecVdcGp/rwUDvSyS2MxPIs2Up+dcpRig2VHMxLYPuA15geMYz0qkJOFiTJ5oRTwwagFBQs6PBgg/cpN1bzQfxGVAoF27JiACg0lONkoyVfX3ZHFSH+rfjutR+prtDxw9u/YNQbuXhMmjSlxGfQvr/UIG42m3m262zSEjJ5+I37rdxVbzdiD13kzM4YRj89DM8A6R74+LHFZCbVkR/KiyrkPiWlSkVlWTURncII7xBCxuUs9FUSm04UYcW8tSw6/T7t+rXCr5mP3Fza9z6JXJMcl8oLfebJahiN6fjVpjQ/PjCfH97+mcRTV7j7uTo1moxLWexbfQSA7Uv3oqvUMWvgfERRxNZeg7OHI6UF5fg382XSvPtkSSVRFCnILKJZpzCoEZjdv+4IPcd2bpR5ebswe9UMFs1YRmCkHwmnJO840WJhz/eH2LRoJ09/+ijPfDaV7cv2cvf0EZjNFjoNuTXp9DsaoHzcHBEEblhjr6lxf7/2tAtrmlRQRIAne/77JApBkC3pa9NaOboSqkwGFCqhTkWhOJkvLu2gxFTFxJBeJJXnMOHIZ8xtcy9tXepqeLHFaVwuz+Lbbk+QqyshyjWUI/mX2JZ1Dhe1FoPFhIPK1sqeAySNveP5SbzW5m70ZiOfJG4lpiiZkX5ROKhseTCkF2lVhY2m+JQoUCkUViSMAkM5Iw68j0Yp/aTCHLwJd/Bmd04szWsIDFqVhsTSTHlSIEIDfyeTxcyniVupMOmJcPSRWXs9PCK4WJJOZlURk0P7YKuwIbkyj/25EjX9/3BjGPJwP3Ys28egSX1o3781oW2DMOiMdB0RJR9j0Bllzb3kC6m/d6kmh9lkZu7IBeiq9KTEp/PWb68C0KJbMzKTsmneKYy0hEzUdjbEH5UIEbpKHSW5pTSLCiUgwpe0ixmEtg2iKLuY0oJymkWFIggC7fpKtVuz2czCp5eQnZzHi98+ScLJK3LKLyn6GgHNf/950CwqlDfXv9Jgu0+oFy26NqMgs4jBD/WlorhSruPpKvXoKvX0f6Anve/tzlfPL8PZ05GSvDIiuoTTbWRHdizbJ1+rIKOIz59ewjfnP2rgPfXrp1vYtfIAk/4zTg6wTQGfEC/e3jQbgEunr7Duw99o26cVX7+0AoCSvFKmvjvRKkjfKtzRAFWlM/4jgpOPqwP+ni6M79u01E4bZZ3y83sXNnCq4Aq9PSPp4RHBc6e/40pFLvPajCNA6yY70wLElaQTV+PJ9GvaSTlAlRiqeOb0UgwWE+ODunNfUHfMNY61bV0COVecwqSQ3uTry2TF8loklmWSWJbJ1qyzpNejjR/Ku8hDof2YE7OGEmOVbPtRHwbR1LB7B6mXqlalQKtU82qrMTiqbBnp3wGATxO2Umasxklli7edC+OCuuGntZZhOpp/SW6g9Qjpg42gQEDBU82H8NLZ78nWlfBL2gk6uIawOTOan9NOsG3AbFzVf7zqLTNWs/TKXgK07g2o6P8/4bkvH+O5Lx8DJKJBQKQfcQcvknoxA98wabWw78fDePi7YbFYiD2YwK6VBxj6SP/bPlaFUoFHgBsZl7Pxrkdjf2XFszwy/wGeipqFvkqPvl6avs+47jSLCsWgM3DwJ0n02M3XlUWn3yfram4Dxe1Lp66wrWa1svWb3Uyadx+JJ5MQBDi1/Swnt0Yz46vH0TreuIzP92/8ROKpKzi6ORDeIQQ7e1te+/F5Ui9mcHzTaSpKKjmw7hiHfz2B2SRlIpRKBS4eTix97Ue2f1djz1HTBZ8Sn87eHw4z5OF+Vu+z4vW16Cr1rHlvQ5MGqPqI7NKM13+eCYBfMx/SEjIZ88zQJnu/Pw1QgiAsA+4C8kRRbFOz7U3gcaC2mj6npvh7UwjxcWVY50gOxl7FYDRZaeTdLozq1hJ3Jy3f745mykfr2L7gMextm7YYWW0ysCFD8k7RmY18lbSLSpN0k+3LvSD7L4FUBxrh2wGTxUxCWSbnipPRm41olDaoBAVqhQqDxcSpwqv8nHaC/l6tsCByvlia+Z4tSuZqeZ1sk7fGmdx6mnlVprqbW4FAhUnPN0m7ZbacSlBgFhvTiKiDj60zOTUW7bXHXShN5/4jn1JkqGR9xikmBPeUfancNI782GsGZtHCvpwLXCnPIcLJj/7erYh08sNN7YDObCC1sgCjaAEsbM08yxj/TvyUepxenpGyCrqnxgk75e9Tb9MrC1kQv54yo0721urgGkKE0z+DNHEnUZxbyuFfpMnAnh8O0v0uSf171Vs/U5hVN6HZtnTPHQlQgiDwxYn3SIlPp1U9IdLsa7lcPnNNfu3s4UjU4HYcWHuUo7+dIvNKNv7NfBk4sTf71xylOLcEQRAIbtlQkSSkTRDNokLJvpZL99GdsbO35aUlT7Fv9WHemywV+dv1bcXIx29cnqi6QuofNFQbMNf0dQ58sDcAU96ewHdzVrP2/Q0Etw4k+2ou1ZU6zGYLp7af49T2c3UXqnfTObo5sHPFfq7GpNB1ZBTZ13LROmvRVelp3//OZBC6jezYwDXZbDaz+p31GPRGHnpj/N9WG7mRFdQK4Evg++u2fyqK4kc382ZXsgrIL6nA06Vutqs3GtEZbk1B7WbR3N+dV+7vz+LN0kzLZDaTWVDCsh2naRXszcNDmqYoaadSMyG4F0fzExnhF8XZomQAfGxdCLBzY3XqUflYk2jhw4RNcg0pu7qEYkMlPnYuONjYsrLHdK5V5PJ23C8AxBSlUGKS0nKtnPwZF9SNt2uUIwZ7t2Vf7gWcbOwI1noyyKc1nd3Dee70coqNlTjb2FNsrMBT4yQHsfrqEfVp6XXa81Bh0jOz5V24qR358OJGOS1YYqhLD65NPcYY/04cz0+im0czfkw+wo6sc1yql3p8r/1EBvm2YUv/VykzVjHl+GJ5X4STL2MCOjPMrz2Tj36JSTQzI2IEYwI7o1Yo2ZwRjYONbYN03/r0k0TXfL4gaQJ62v5f7QrA3deVu58dQezhi9z9XB0lesS0Qaz/fCsRncIpzCpi3AsNlQ9uF7ROdviEeiEIAjuW7eNKTAo7lu9DX6mn191d8An1YuTjQzizI4YDa4+iVCpkjyqFUoEoilw7n0pRdnGjzcRaRzsWR3/YYHvL7hG4eDljNplp3evm2kwe/3AyQa0CiOzSrFEK/rQFExn52CBObInmqxck3UiNVmO1Eqy181AoFcxZ8wLBrQN4OFyigW9ctEOWGAKs5JhuJcqKykm7mEGrnpFW6UWLxcL7Dy0k4fhlXlr6NFED28r7jm08w/fzf5LOLyzjxW+e+ltj+NMAJYriIUEQQv7Wu9TAYDITey2bQR0lBpvJbOHIhZRbcembhiDA65OHsuVEAql5xUwb3pUBHcJZd/A8u6Ivsyv6MgM7NCPA0+XPL3YTKDFUkVFVyEstR/FSy1EAuGkcuFqei0U0c7G0IdMHwNfOhRB7T1q7BMqW6yWGKrKrizGLFspqhFerzHoCtG7k6cpwVtszxLc9SeU5bMk8y4XSNCw1CudxpWlMazaACCc/wh29OVN0DTNmjg19m+XXDrDkyl55dVYLVxt7svUSa6/+LVFh0hFdlMwHUZMY7NuWaccXE1eajotaS1GN9YeNoGRTptSNvi71OI3htfOreYcHCNC6M/X4YnkVZ6/SyD5Oku6eNCu1VdngZGPHL6kn+DBhEwDfdnsCrVLNOxc20NzRh1H+UWzKOEOgvQdvtB2Hh8apUZbg/6+YvnBqg22PzH+AR+Y/cAdG0xDzx33EsY2nsbXXoKu07pWM3h2LaBEJbhXAmOnD8AnzwivIQ1ZRH//yGPLSCmjeMeymlS58w7xZm/kNiDRqyvhHsHOw4+5n/7ge4xvmTdSgtji6OWCjseHD3fOYP+4jmelX67GkVCqI6BSGk7sjHv5uFGQWoVQpsJgthLQJxNbetknEZy0WC891n0PWlRzufX4UT3/6qLyvIKOQ/WukSfTO5futAlRgpJ8cXLct2Uv/B3pZ7b9Z/J0a1LOCIDwMnAFeFkWxURG7+nphTm6e9GwTIu9TCMgmhY52ambc04eFvx2xon43FUQR/NydeOiDNQCoVUqmj+1FWl4JG4/GE+LjisctZvPpzUYeOvYFubpSHm82iMebDQKgl2ckWqWaJ08tAWC0fyd2ZMVgFM3YKzWMD+7OA8E9rSwkAKadWEx6VSFd3Ooo+gbRTEaVJNx4vOAy+3MvkK8vo8Kko8KkkwwOTdU4KDUklecwO2Y1QVoPQKrT9No1D39bV6ueplrUBqfGkFVVzP6cC3x3ZT+pVVLmt8hQSR+PFpwoTLLykNIq1WiUNpQYKmnrEkSovScba4JXelUhmVXFcnDytnXmgyip/8ZkMeOstmdSSG8EBDKrijmQG8/nl6TssoCAVqnm1/RTco1tUmhv9g5+nf9DHSwWSeDUM9Cd6godtvYaWXIHYMeyfVSVVTP22eE3/XC+1Ti+WWKjXh+c6m/75PFvWPzSShxdHXh/53/k/aFtg7CYLfz66RZ8Qrxuuohf/zO5lTi5NZq89EJGPjaIn3OXSgoSCgVvbZ7Nub1xrP90CxqthrufG0F6Yhbn9sQx8vHBfBPzXxa/uJJLp69gEUVSLqQzfeHURlOXfxdmk5nCTOk5kpuWb7XPM9CDoY/25+KxSw1Sn0Et/YnsHE78sUsolFIgfWXIW9g52DJ71XM3bcnxVwPUYuBtpIn028DHQMOpGA31wuzqdVwrFAr83Z3IKCilf/twNhyJu+XBSaUQMP3OEtjZ3o5OzQM4eyWDXm2kJrrhXVrQq3UIthobK1LD38Evh2P56eB57hvYWlYkz6qyjue+dq44qmypMhsY6NOGSpOOfbnxeNg6UmnSMztmNTNbjMZd40BcSRrnS9Io1EsBJKE0g46uoWRWFZJ7nYpEK6cAThVckV/XUsArzHq+TtqNWbRYMfxEIENnPbYwey+uVebJr20EZQPTwkvlWbwas9pqm4uNPYcLEq3Oe6L5IIb7duBM0TWWJO0ltiSN2JI0Bvu0JcTek4nBvTmaX3fOE+GDaOUcwH9i1rIrJ1Ze1Tmp7CgzVbM7x1lmEz7RbBARTn4M9WnHwdyLRDj5yvR8i2jh3QsbSCjNZG6be/60wTdPV/q7K71/Oz54+Av2rT5C616RJBy/TGi7YBYeX4BaY8PhX0/w8WNSatXWXnNTtZe/CrPZzK4VB3DxcqbHaOu0uspGiVHfeAnAv7kvhVlF6Cr1VJfrqC7XsfHLHTz7xTRAYvTFH5Vo9NF7zjcJy+xmcS02lXljPkAURXSVelmc93L0VV7oPQ+Az4++g0eAO58+8TXHN0kB+tz+Cxxcd0xmA9bi+OYzf7pa+yuwUdvw7rY5nN0dS0l+KXPvWsBzXz6GT4gX+1YfoVX3CF5e+nQDZmFmUjbxNa0LPcd2ITU+Q/bcOrMr9qbp8n8pQImiKFfdBUFYAmz5K9cB+P7VB7mUnkeQtyuj5n73Vy/zu/i94NQi0BOFQuDbF+9DZzRRP3A6am0bPeev4tutJygoreSHHTF8/NxDnC9OZUKItduuj50Lw307cLk8G387V95oO55hvu3RKNS8cHYFAM9Hr5BVwwHaOgcSV5pOhVmPzmJk84DZbMs8x4K49Rgw46F25HxJqhzIrseNatPVD05Ao46610OjUBGgdaOktK452Cia+TppD352rrwV9ytivURhYlmm3Au1IztG3l7rISWrZNQEI61KQ5mpmkhHX/p6tZDtOt67sIFnIoaxY+AcdmfH8lPqccYH9yCnuoTNNau09emn/jRAfZywhf258X/6d/4bcfF4nTCoxSJyNSaF0vwynD2d+OLZOvaou//t0Z/cuGgni2tqMV+eet9KoWL41EFsXrxTft1zbBeObToNoiT++vgHk9m7+giHf5EmEzmpdb9VOwc7Znz1OGd2nuPhN/8ZKUtbe40UdA0mHFzqNAzTE7Mw6qX6bvqlLH79dIscnABObI5GFEUEQcDZw5Fe93Ql/VIWk+fd12Rjbd+vNVpHO57pLNH7f1u4jS4jonj/IYk8orZVN2AW+oX70HNsF66cS+aeGSOxd7bD1l6DoBAIatHQm+7P8JcC1HWClvcAF/7KdQBcHOzo1jIYURSxt1VTqTM0OMZGpWBYp0j2nEuSCRUKQUAQavwLBAGT+Y8ftkFezoT7eeDqoKWZnzujureq/VusglN9XErPw81J+7cbd+/p1YY1+2O4p1cbenpG0tOzYdE1tSKfn2vEVdekHOW1NvdrDC9wAAAgAElEQVQwwKcNu7LqlJKvl/qJK62zCWruIFGER/pH8VniVgzGKgoM5bxTQ5CwV2oId/DmUlkW+hoLDbVCSZDWg6yalFpjTrk3AgeVLY+HD6TMVI0gCpwtSsZFoyXU3os+Xi1Zm3JUVrEQEJh7fh1KQYFZFNEq1VSbDdgrNfySdoLuHs05ln+55lhJzghgZsvR7M6Jpa9XSwp05ezJjqO9SzBvtb8fe5UtF0rSmXpCmvm7axzp69WSueclNWkLIg8G96KvV0sSSzMZ6RfV8I+4DgF/0Bj9b8fM755h+7K9dB0RxaFfThDePoQvnl2K2lZNeZH0G+s2qiFDqynw7azv+fljyVhQqVJiq7Vm0M5Y9BhdR0ax6audBEb48eTHDxO96zwnt56lMKuIN+/9L/4RvgRE+FJZVs3oJ60pz3c9OYS7nhzS5H/HjcIv3Ievoj+kOLeE1r1asPb9Dbj7u9FzbBeGPtofzwB3+o3vwZVzErFHoRSwmEXUtjboKnWo7Wy4+7mROHs4sm3JXhbNWMaXJ99r1O32ViAgwpeQNhLbsMuIKBxcHeTUnZNHQ7KRUqVk/gapN+zYxtN8PO0rORUbvTuW4FZ/Lk1WHzdCM18D9Ac8BEHIAN4A+guC0AEpI5QCPHlT79oIDpy/iqGGkhni7Uq/9mGs3CXNeL1dHNhbLziBZPHQq2UwRy+mUluyVykFTObGV0x+7i58/GTjUkGN4bdjF3hr1W4c7TSsf/MR3J3+uiDm06N78vTonn94jI+dC22cA0kqz5b9oQA6uYcRqHWnUF9OldmAp9qRfEO51bk2gpKdObF0dg/HTqVpVAKo0qznwnWmgsN8O8iriloIgAolRm7c9mR8UHceDO0tv3713I/sy40H4hnp20EOTsN925NVXUJsSSqiKPJZx0dYlXyI2JI0LpVn8+HFTbzT/gGZOTjKr6NsV393YBfuDuwCSLJHmboiMnVFrE87xUNhffGzc8Vd40iJoZJWzgE42tjJtiO1NvIfdXzohv+mZyOGMcinDa1574bP+Sch80o2FSVVjerlte/fmvb9W3Ns02lObT1L/NFLlORJrM2uI6Iw6Ay88M0Tt2WcRzdK7RYOrvZ8tO/NBg8ws9mMxWThmc+myE2zXYZH0WV4FFNbPg9AZo2lxsxlz9BtVKfbMu6/g5DWgYS0DuTnjzbx3RwpLR7ZJZxLp6/SdWQUZYXl5KdLunYOrg7MWj6dzYt3cmrbOfRVBla8vhalSmIoXo1JobyoAlfvW0vmqoWdgx1LYj/BbDLL9cjF0R9i0Blo0bV5g+MTTiax5r319BnXnfWfbSXraq606vN0ouPgm1eXuBEWX0MNGrjlubjFW45jNJvR2Kj47uX7+XFfXT9ARkFZg+MVAlxIzbHaZqexobxG1kSjUjKiWwt8XJ3Yey6JR4feHGU8M1+6Ycur9ZRW6v5WgLoRaJQ2LOvxNBbRYqWusDrlKOlVhShqvO7E6yzvOrmFEl2UjNFsZn7cL5hEC6P8oqSeI9FipTRuQcRd7UiRoZxwB2/iSxsatYogB6f6QrCNQUCqnY3y68ijx74ipTKf9ztM5Gj+JfmYbTXpOpWgYJBPG0oM1fhrXenj1ZKYkhSii+so4I4qW1o4+tHdozknCpI4nJdAhVGHg40tBboy4krS6OEZwSj/KHZnn6fQUMEXl3fQ1jWIDq4h/NrnJXRmI24aacW7tvfzlBqraOV880VkQRD+0nn/BGRczuKJ9jMx6o38Z91L9BvfeBPnqW3nMBpMcnCyc7SV+3BObD57W1YeQS39ybqSg2gRCWzhb7Xvp/9uZP3nWynMKsbO0Za3N82mfb+6NoKXljzFuv9u5NzeOBQKBc2iGoqx/pPhFSSRk2y1GsoKpZVr9rU8Ho2cIatZmGr078qLKnDzcaE0vwyz2YLZZEHraMfUBRObLDjVR32yTK2afWNY8soq4g4ncHr7Oaa9P4n0xEyGTRkgN4ffLO6MhHgjGN45EpVSwdierXF11PLIkE70advwB+fr5oi3qyMiUHods6e8ykBUM3+eGtUdk9nCb0fj2Xw8nqTMAnaclh6a+SUVzPxmM5/+eqhBwbE+pgzrwhOjurNg6gjCfG99uue39NM8cPhTfqlRTahF/eCUWpHPmSJJo1ApCPT3boW/XV1doI9HC7nHx8fWRVblSKkswCRa5PpNfZQZq3gguCfLejzNjMgRdHINxUPtiEahYkpo/wZ6gJ3dwrERGieLiEBWdTGrU45wsSyDKrOexUm7CKqXHlPVnGsSLbx6bjXvxq8nvbKQiyXpxBanWV2v3KRjxbWDBNt7yK/Xph4lt7qEx09+y6sxq3knbj2RTn7MbDW65nNRoK1p1NWqNHJwAvDXuv1rg8zfQVlhuVzPKMySmFgGnYGcFOta4viZo2nbtyVCzaRn2JSBqG1tUCgEfMMaV5S/1XB2l7yPzCZJhSQ5LpUD645iNBhZOvtHuWG4ulzHzAFv8uGjddqQju6O+If7MH/DK6xJ/1pWIv+3oN/9PVl89kOWxn/K/N9eYdLccUycc68cnHqO7cLY50aQcSmL0vwyinJKMJst2LtoCYz0Y/rCqb9rGJh09hoLpy+VCQu3C52GSmo8HYe0474XR7Ol8se/HJwAhD96SN9qdO7cWTxz5swfHlNtMCIgYKuWHpRJmQW8uHgjWYUNV1G1mP/IEN5bsx+dwcQjQzvTIdyPFxdLfTFKhYDZItIi0IvVcybxxW9HWL5TSissfOZuejcSBJsS8SXpiMB/zq8lq7oYL40TWwbMbvTYcYc+Jr2qEB9bF95qfz8dXEOIK0nj44ubSasqoKKeCkQPjwj0ZiPdPJpxvjiVYzX+USCtdBQImOul92a1HM344B5cq8jlwSOfIyIZFka5htDBNYQArTud3MOYfmopp4vquvaHeLdlVqsxpFbm80bcz1SadMxsOYbXY9fJArC176IWlPT2bEl6dQFJ5darXWlcgkyUqD2vr1dL3mw7nnWpx9iUcYZsXQmtnQPIri6hyFBBb88WfNLpYQDOFSVjr9IQ4XTzxdcbhSAI0aIo3hkZ6ZvA9ffW3h8PU5JXythnhyMIAk93eoXkuDQee38yD7wy1urcM7vOk30tlxHTBlKUXUx+RqG0guzR9D5olaWV7Fx+gFY9I/AN82ZyyDPoqvSMmT6cTYt2AGDroEFfaZBIAgqBX/K+w8nNked6zCHxZBJuPi6sy1rS5GO9Xfjty+0UZRczce44qsureffBz0hNyKCsoByL2YKgEPg5ZynOHlJwz0vLJzUhk05D2smsuifav0xyXBrewZ78kPxVk4/57J5YzuyM4e7nRmDvrEXrpMWoN5Kbmk9gpH+D42/0vvpH+RUkZRYw7aN1KBQCK195EC9XB9wc7Zg7cTBzl22jpFLX6HnLd5zht/lTyC4so12YL2aLSJsQH9LzS5g6vCvJOYWyzp63a90M+0Ri6m0NUGeLknn61FJERMYGdOZA7kXuCer6u8c71TSUhjt608E1hJzqEmaeXUWxwdo2o59XSw7mScarHhpH7gvqjqONHTuzJYKFgECg1p2UKimvrUAgsuahXm0yyIEiq7qYrOpikivy+aLLFLZnnSNXV2r1XvmGciYdW0iRvpL7grqxLu04b8b9zMTg3vyYesSqgdcgmtmXd0H+W6536nW0scVOoUalUJJTXYIZCz62kkLGtGYDOZp/iWxdCWmVhdwV0BE/W1eG+dXpJUa5/btSOrcTgyb1kf9fWVZFaryUzr105grZ13LRaNWydXfnoXWfqaObA892e43i3FKmvPMgE+fc26TjtHe2594XpIb1kvxSLBYpKX2spjYFENwyEN8wLw6sO4aTmwPqGimywEg/Ek8m4R/xvyVbVZ82bqvV8NG+NwEoyilm6as/cmTDSZ7qOIv7Z43l2IZTxB5OwGK2MHHOvUx5R6rIhLQJJDkuzcp8sqlgMpqYN+Z9yVTxchZvb5Qm3C/0mUdS9DUmzL6HaQsk42hdlR6l6sYTd/+oABWfkkNFDYsvOimdpdtOkVdSwXvTRv6hwV9KbjFmi4X24dJDV6UU+P5V6Ys6GHuVRRuPciWzkKUvjWdop0iW7zhNQWkl3eo5+zYVdAYTb/+4m2q9ke6DveQVQ0snf+a2+eOb//POUzhfnEqnmgfxj8lHrIJTbS/QwbwEFAhYENmbe4FdObG80nIM8SXp5OhKMYlmOTgBhNp7cSDvIr52riy8tJ3rlfYulmXwyPFFZFQVEWDnhrvagSJDJSIihfpy8mt6uQ7lStRvs2hhbdoxFAi4axzk/bVQK1R8EDWJIK0HF0szqDIZsFWqaOUcgLedC4mlmXxwcSPlxmra1KN/f9LpEV6IXsHF0gzWpBxlRuRw5sSs4fFmg/4vON0E7J20vLpqBuf2xtGqZwSPRjyHRqth8dkPSTx5hf1rj9KmVyQTZt+Drsog10NqDeiaCuf2xbHnh0Pc9eRQWnZrjounM2+sn8Whn45z6Fcp9a1Sq/jPuhfxDvbkrqeGEhDhh61WSum+vPRpxj47gpDW/7tp3NKCMk5siabT0PZ4+LnRrGMou1cdpLpCx1fPL7c6tqyw7r57deVzPPjavQTchuCtVCnxCfUiLSET/2bS+5lNZlLipBT+1RipDJFwMolXBs1H63Tjzbr/qAA1rEskF1JyUCoUtAj0JqdY+sAvpOQwc3w/Fm8+TnKOlFO3VatQq5R0bB5AtxZB+Lo5NXrNQ7HXMJjMXEjJIae4nCAvV357awo6gwln+1vb79QYjsYns/2U1HjqEF5HWagw6VmVfIieHpGEOzb0nAFp1dHHq4X8uqtHM35KOyaHEzulmrKaxtvaIFPb27Q39wIZ1dJnpRKUsjwQwLXKXK4m55JTXULmdSrntRbuxfoaWrggsH3gHHZkxfBb+mlZVR2goB7tvfZ98/XlcrB0sbGnxFjJ3QFd6OQWBkA/21YN/s7PL20nvjQDgPlxv6AUFAzwbo2LWst9Qd1598J6olxD+OLSDkTAkiTydbfHG/3M/g+NY+CDvRn4YG9++WQzFotIdYWOZXNWc6hGLPbk1mj63d8T3zBv5v/2CpdPX+XuGU3b2PrBw19QmFXMlbPJfBMjyXqufH0dl89cRVWT4nfzdpali+oTJEB6MN5JV9/bgbfv/4TzB+IJaxfMNzEf0bpnJBqtBkO1Xq4526hVjHpyKFPemYDZZGblG+sw6k1MeWdCo1b0txqCILDw+AIyLmcT0SmMpHPJ/PzRJoY80h8BuK+mGfnCkUR0VXp0NyHG8I8KUHZqG/4zqa5z/aVxfbmWXcQjQzrj5qSle8tg3luzD5VSwcvj+2OnVmHzJ1IskwZ1JKuwjJZBXgR5SSkNjY0KTRP1DVyPdqG+uDtpKSqvJjmugk69whAR+S3jFBlVRfyQfJidA+c2em6Broz5cb/iZGPLvLb30cerBQeHvMnzZ1ZwrjjFSpUcQCOo5B6nySF9SCrPxk3tQGalFKg6uYUSqPXgtxol9Wqzgfx6KTyNQiWrMlSa9agEBTNbjuZsUTL/vbiJcpMOZT1eTW3DrgD09IjgaE3dqzZY1jroni76YzPKzu5hRNerc809v5Zxgd14tfVY7vLvyHDf9qgUSl459wMHcxPo720d5PRmI8+fWUFyZR7vd5j4p6srndnIF5e2oxSUPBc5DBuFijxdKTPPrkJA4ONOD//PmiGOfnoo5UUVuHg5k3Cyrk4Z0joQN1+JDdaYSnVTILJLM45tPE1VWTW5aflkX82VhU8DmvvSvHMYw6cMbPJx/JNRyxGo/TfhZJKVqCzAxLnj5Ibdw+tPsua9DYCUAr0dSiAgrdIjO4dz4WgiL/V7Xf4eFx5/l4AIKbM1YtpAzu2LRalUsmfzLzd03X9UgLoekwdb9zQ42Gl4d+rNzerCfN1Z/Py4Wzmsm4KniwNDO0WyZv854pPyeXfUYJbm7pL18vRmI1UmPa/H/oTObGR+u/Gy5t727BhOFiYBMNwvij5eLbBVqnms2SC+SNwuW7F7qB1w1TiSqytBbzRhp1Qz8+wqJof24UBevEwbP1uUjJ9tHQswriTNKrlntJitSA4m0cLsmNVUmw3YKqW8/yi/KIyiGT87V9amHqXSbEAElAol9iqNbBvioXHkiWaD2Jcbz4PBvQDQmQ38lHqCYHsP+tULMtPCBzLWvzOLLu9kZ01jcoWprt5Ya+L4YdRkTBYzKoWSypoVaIi9J2EOXpytoavvzbnwpwFqV/Z52XOqjUsAQ33bcyz/Moll0ud5siCJUf5N/4C+E9DYaeQ6xYD8XgS1CCCyazM6Dm7bZNpzv4fJ8+7j2MbT5KTk8eY9/+XKuWTc/VyZ+d0zRA1qw94fj5Cbmo/ZZObs3jiadQi5LZTqfxLm/fQSJzZH03mYVCfsN74HxzedRgSGPtIftUbF9/N/JvH0FV7/6SWCWwVg52CL2WQmrP3v08FvNdISM3ll8HzMJouVuvrrYz9kxeWF2DtpyUsrIHrneSw3ob7+jw5Q/yu4u1cbzl3JJMTblYvmVCuDwEdC+3G84DKHakgOe7LjeKBGBqmnRwSrU46iVdiQqyvhSG4i78Svp9xYbSU3VGCosEq3VZulOt7O7PP09IwgtbKulnBPYBdiSlJIryrE386NSlO2nJ5rzPXJYJZWVBbRgkZQca44hXxDWQMjw0N5CXzQYRK/ZZzmbNE1ArXu3B3YlbsD60ggK64dZNnV/QgI/NznRYJq6OQAZ4uT2Zol9eAM8WnHrFZjMIsWUivzCdJ6yEFKpVBSZqzm04Qt8vFre81gtH8nkivyuPcPSCe1aOHkj1apRiEoZBuT3l4taJsZhEIQ6OkZ8SdX+N/AoZ9PIAgCHQa0vu3BCSQtvYAIX7Kv5WHnINWVKoorObH1DMv+s5qibKkH7/imMxz+9QReQR6suraogf7b/zJcPJ0ZPrVuFenq7cLsVTOY0uJ5zu2Jw93PlcKsYlLjMzh/8CJdhnXgx9TFWMwWmeV3O3BmZ4zcEtCuXyvij17CbDJTml9KVVk19k5aLGbLTRvU/qsC1MHzV5m/ahedIgL44LG7UCiEPz/pH4Dm/h6sniMpcl8qy+JUYRKB9h7MbX0vrhp7CvXlhNp7ojMb6e4ZwbmiZHRmIz08I9g+4DXGH/6EDy9uwtvW2UqLz9fWFRe1loSyTOyUah4J7csPKYepMOnxsXVBq9IQV5JGa6cA4ssyEIGpJ7/Gz86VQd5tmBjamzJDNS+eXfm7Y1ci0KpG8w8gvbquadhRZUt5zUqnvUswPT0j2JMTh95i4lxxCiuvHuSR8Dqtrtq0mVapRqvSkFKRR2xJGv29WuFqY4+twgaLKPJQaB+cbOx4M/ZntmWdo5dnJO+0n0CVSc+enDiWX90ve0452djhonZgXtsbXyVHOPmyZcBsFAhoa3rFPDSOfNf973nX/NMgGi+BMRpsx1BWZJEo2b6uXItNxcXLWdbd2/jVDt74ZSatezY9rbw+tI52LL3wKRdPXObQL8fJTS3A0c2BI+tPycfY2muoKJZ+82WFEs36/6cA1RgqS6vkXqn6n8WHj36JSW9iwux7eOCVsRRkFbHwmSV4+Lkx/YupTToJGfBgb87sjEGlVlFWWC47az/2wWQ8A6S+yGZRoXywex6l+WXsmfA/kOK7HltPJVBSqWPvuSsUV1Q1ubpDUyDSyY91fV6UX5cZq/k4YQuhDl680moMSWU5PBctsXM+6DCRAT5t5BWOl60zRfoKyYZDpeGHXs/iaGNHbHEa7hoH/LVuTAztTamhimsVeTwfvQKACcE9CXbwJLu6mHPFKTKd/GJZJhv7zWJr/1f5Nmkvrhp7fkw+glE0o0RAEBQ8GNKb75MPyuMVgPc6PEievoz1aafkADUlvD+JZVlU1KOSb8o8w3fX9jG/3f0M8G7NfUHdiXD0xdPWCRcbLROOfEaZsZp3WC+fE6h1J8RBKorX9k4llmZy76GPKDFUWQnM9vCIYKRfBw7lJXCXf0d5lVWLi6UZvHBmBV62znzd9XEcbOpIMQ6qpifI3EmIohGxaBKIZWA4y8wBFlLi01HaKDEbzfR/oCdKpQKz2UJxTgkfP7aYZRc/u+3jVCgVvDH2A8qLJVJOfebgzGWSGV6ts62Dq32Tac79k3F6xzl2rtjP6KeH0b5fa9z9XHH1caY4t5QuIzuw94fD6KsMlORK9eTt3+3lgVfGsvXb3bLgbL/7ezap866rlzMLts3lv1MXcXzTGQSFQP/7ezYwu5S9oSbc2HX/Vd/2xIFRpOeV0Dky8F8ZnMwWC8rrZn/bs86xJ0eSoz+Sfwk7ZZ1Y5jsX1mNG5IvOUzlVeIVeHpFMPLoQo6maSpOemOJU+ni1oJ1rHV2+1FjNueIUOrmF0cktjGJDBeOCuuNj60x2dQn3H/lUPjZfV8qOrBiG+3VgTpt7uP/IpxhFc52dhmjGw9YRT7UTeYbaRmmB2TGrCXfwZlJIbxZe3k6g1p29ORca6PrVpjJ/vHZEdrpt5yrlxU0Ws7wSu/6cYkMFvnauzGtzLxsyThPu4MVHCXWC+QoERvl3ZKRfB545vQwRkUqTjkmhfayudTgvgRJjFSXGKp44+Q3LezyDRtn0rKZ/BgQQ1FJBUdBQVlijIlGTY3FwseeFJU/x8bSvQIQOA26/bbgoihxYdwwb27rvRFAIcg0jZn88wx4diJ2jnTzmWpQVlfPuhE+xmC3MXfsiLp7Ot3fwtxGfPP41BZlFXD2fQsvuEZTklsrpz23f7pWPs3fR4uHvxgOz7qassJwd3+0DwCPAjdB2Td9SA+BY8x25eDoxc/n0Bn5iJ7dGc3Lr2Ru+3r8qQHUI92fN3Ml3ehh/CYfjrjHr2y008/fgu5fvl1mEHd1CsVEoMVrMGCwmKwfbcpOO9Wkn+arrY9yj7cq88+tkWrlWqaZNjdL3quRDnMhPYlqzAbwV9ytZ1cUM8G7N4q6SxMjlsmyG71+AWqHCz9aVrBq/J5No4fXYn9Aobejj2YKcamkGVlvfclM7EOnoa2VcqFGo0FmMXKnI5ZPELWwb8BpalYYeOxtnIkrXs/bzKTdWU2U28F33p/kl7Tj7c+PRqjSUG6vRW0xkVhXha+dKC2d/XnOWutArTHpSKvLYnR2LGZEr5TkoBQUqQVGzomy4IhoT0JlNGWfI15dzpSKXzOoiwhwap/T/r0EQVOD2E5jiQDOI93dmc2p7DC26Nyc/rYC+93VHbaumz7huVJZW4RXg8ecXvcXYuXy/7D1115NDKMguYsxTw3j/oS8oKyxn74+HcfZwYu7q5zm1PYb2/euINSe3nOXsHmlid2zjGUY+Nui2j/92oW3fluxfcxR3Xzd2rzzYYL8gCHx+7F1adqsTbz1/IJ6CGsPB4VMG4uR2e1ipj3/4EFGD2xHWLphNi7azdPZqPAPd+Db2E9QaG+bf97Esw3Uj+FcFqH8q0vKK2X4qkcEdmxPu1/iNfihO6se6mJpLVmEZoT4Sm665oy8b+szkuTPLSK60dq50ttHyQHCdCnptbxJAldlAqb6KpPIcvrgkScLEnUnFSS3NYIwWKcjszo5lQ/opKk16KtEzq/1ozhYmc6E0XWYB2qs0qBRK3mv/ILNifsAsWnBV2/Nll6mSpXw9ydnBPm3ZkiXNgKrNBn5OPc4j4f1xUmll1XKQ6mMlxkrMooUHguvESgt0ZUw8upAyYzX/7TiZF1vexYst7yK7upixB/8LwObMaDq7W/e3TA0fQHJFnqyOkVCWyc7sWFb2nE6hvpxuHg2VlX3tXPmiy1Tej99Ic0cfQu1vj77cPwWCKgBU0iQmtG0woW2DEc2F0MsVoWalbu+oxd5R+0eXaTIobaTZtUIhMOrJITTrILEvg1sHEHcoAdEi8uunWzDqjQybMkBWvgCIGtyWkDaBWMwWOg+9eZXsfxNe++F5mncMY8+qg6hrVpvOHk6069eK7qM74+HnahWcANr0acHop4dRmFXEXU8NbeyyTQKlSim3KCybuxazyUxOcj6JJ5OIGtiW4FYBspXIjeD/AtQtwOyl20hMz2PH6UtsmP9oo8dMHtSJzIIyIgM95eBUCy87Z1b1eo79ORcAgU8St1BlMvBxx4fklBjAm+3uY9zhT2SW3pOnl/Bxx4dkqSIPjTOfd36U04VXGOTTlkJ9OfPOr8OCSKDWnbYuQaxOOcaF0jTuDujCq63HYkGkrYu0/I8tTZXrXcH2HjRz9CHMwYtgrQepNUoU+bo6TUQRWJS0i8vlOTwQ3JOsqmI2ZUk572xdMSP9otiWdY5PE7fS1iWYQHt3snUlMsHhUlmWbC3iqrbHQ+NIsaGSts7W9NjLZdkklmUy1Lc9H3V8iAUXNlBkqORYwWXSqwplS/jGEObgzbfdbo91xD8VomgEcw5gRiy4G9CD63IETfc7Oq4hD/XDyd0RRzcHmnUIRRQtiJXLqS6OAeqEjrd8vZtNX+1kzuoXGDBBalnw8HNjSewnd2jktxf56QV8O2uV9baMQswmM/3v78nV8yksnL6UARN6oXWyo6ywnKiBbZmx6K+LtN4KeAV5kJmUjUKpIKJLMwA+O/I2Ocl5hLT+HyRJ/FPh4WwP6TX//g6CvV35asbvSxupFSqG+XUAwE3jwNdJuzlXnEJblyA2ZpymQF/BhJCebB0wm6dOLuFyeTaVJj0h9l58EDWR9IpCxgV3Q6vSEGgvsWa+u7IfhSBgEcX/x955h0lRZW38d6tzT08O5AwSxICCmBUUXczZNee8rrvmdTG7a941rOFTUTHrimBCUYwogoio5JzT5NDTuet8f9zqNAFmYAbR5X0enumurq663XTVufec97wvJ3cbzhurprHRss+YvOFnNoaq6Z/dmepIPQeVDKTEncrj/1S1iocXfMB1A4/hkr6HMeaXNwGYV7sWj+EgmGZu+As3T5UAACAASURBVOnGX/gUGLvv5dTEAnxTuoB8p49JFg28JhrkjG8fZdx+V7JbXneu6T+ajaFq/mj1RwGsri+n3JJIWmk5+L66YirL/aVM2TiHYDzCotr13DDoON47tB/PL/uCscu+0MSPyhUcmKa4sROZkKqLIDId8AA6RSzhr37VACUSgvi6jIZgqR0Dwbd5cLzBC/d2ZMmCfQkFYqz4ZRUA5Wsrmjvc7xo5RTkUdyukbE0FhqHYZVhflsxaxpdvTsOX72PRzKUsmbWcr9/+Dn9VPfFYnBvH/YlR5xyy5YO3I574/l5uP+EBfv5qPg9f+AS3/fd6/NUB1i/btOU3W9gZoJqBaQpzVmygZ8eCLUoi3X/J0fyyfAO79ezYJud+dcVU5lSvZk71alyGnX8t/BCA78oXM3bfy3lyn4t5Z/UMds/vzvzatdw8+zUMZTC8uC/dvEVUR+vp5Mln3IoviYlJr6xi/thzf55f/gUA2TY3dfEQ08uXML18CbaVBu8dciOndN+XRxZ8SMSqQX29aT7XDTyGwzrtxtNLP2VtoDKjgTYdWXYXJa4c+mR34KvS+ZQ3MFWMmDE2BKvpk92xEZkB9ErnD532ZF7NGtYFq5iwegaPLvoIAIfFzjNFWFy7gV1yOjG68xC+2DSPXIeXPfN7tsn3vr2glPoD8ChgA54TkfsavO4CXgL2BiqA00Vk5dacSyQOkQR5JU2s19g+du7NQSr+CLH5SNZlKM/pSO0tENXWEF6f4qpHjkb5rkaqLuXzt6qpqD6J469uX+mlHQnVZTXcefJDiAi3v309Y+c/wtpF68ktyqakezFH2E4D4OPnP8/wlaop0xmOyS9+wXtPfMyfHr+I/tbqZXsjKzeL5ZYe3+zP5iAi/Hm/W1ql8bgzQDWDRydM5eUps+halMuEO89vxL5LQGIrcNVezbCSQpTzScDZ5H4tQVxMbMpgZMfBzKhYygHF/XGk+TMtr9MzjxyHh/P7HApoQ0MTwZQ4awOVXDlzLLXRIH/uP5qTuw3n/XWzOK3H/hjK4MlhFzO1dAGvrPgaILkSEhF+qVpJ2IwlgxOQdLO1KYMLeo/g7rnjAZ2Oa6io/vaB11IZ9bOkdgNem5N8pw9TTAbldqV/TmeUUgwr7IM/GuKlFV/Ry1fC6DTrdbth4649TuO0qf/m27KFLKldT5Erm8qwn6v7jybX4WHs0s8Zv2YGF/YZweX9RvHGgX/Z6u86gfpYmL/99Br+aIh/7nkGHT3tq1SglLIBTwCjgLXATKXUeyIyP223i4AqEemrlPojcD9w+ladMDgesFa7tl4gIXDsgfLqw0l0PhgFKFvbTK5aApEoxLQ+JfWv6NaBiOWLZusOWVeA6zCkbCSY5Yw8AfBWYbj+VxiY2kxy7jf6O5r+wSxGX3QYTo+TO05+iJIeRfTYtSsr564hFomxfpluxyhbW85Vj11IOBjhuZteAWD8Ix9wy6vbfp20Bm89+C6fv/4N59x2Kn6rfcBfHeChC59M9m+1FDsDVDPYUKlnImU1fqIxE5uzmebA0EcQszTNorPBdWDT+zUBkZhmWwFTNs7htp/fYte8rjw17GKO7bI3SilEhGeXTqEyUp/sD0rHlA2/ANDBnUt2mqXFB+tm8caBf+GaAUexqr6cl1d8zeEdd6NHVhH1Vg3LYbMTNKOYCGN+eStZf0rgx6oV1EWDZDs8HNFpdyatn03MjLPan0nmGJTTlUJ3Npd8/39JCScVqac+HmZDqJoRHXblrrnjeWn5VwgpGaNBud2S5oQJDM7rxsr6MnbP78GYwScRiIUpcucQike4e47ul1rpzzTe2xbMqlzO9HItJ/XZxjlNru7aGPsAS0VkOYBS6g3geCA9QB0P3GE9fhv4j1JKydaYtxnF1gM7Ku9RlCOVCpXgBKTmJlBZUPRRuwYpERMi08DeG2XrjBi9wFwG1EN0MfpWFIP4agiM03/NxEzbh/Kc2m5j2xEx9Mg96Ld3b8QUho3WE7lPx33JklnLWTJrOf326p2k5PcY2IVV89dhxoUZH/5IVo6HLv06UV1aw6GnH7CFM7U9XhjzOrFonDcfmMhJfzmaiY9/RDwW57v3ZvLg57fz0+dzmXLdzhrUNuGG0w6lR0k+w/p3S5onNgn3aB2kjEJwDGl+vwYwq6+F0IeQfQMqS69sYhLn56pVlIdqyXP5cNscKKUYu+8VfFO2kJEdBjc6TmJlVxsNcu+8CUnl8lO6peoL1816idWBcr7YOI+H0kgV6f5MieDU19eR9YFKAmYEj81JtuVJ9fGGn5OCrulNrnkOL/cOOYNfqlYlgxNosdnEvnNqVjei0Oc5vOQ6GrPHxgw+iYv7HEZHTy6GMpJKD26bkweGnMX3Fcs4q2fbXXR75vdkcG436mLBJGGjndEFWJP2fC0wvLl9RCSmlKoBCoGM3IhS6lLgUoDu3Zvuc1HuEVD4DigPyt5A+Tu+Tv+VejCroT0DlP8xqH8SsCG2rmDrZgUooKFjs1kFRpqPked4lKMxS/P3jIKO+Tw58/6MbYectj8THptEJBRl6ewVXHTvmZStreDsW0/hzpMfYu43C/lh8k/J/Z/68YEkM3J74g8XjuTz175h1LmH8tHYz4jH4vjysrjy0Qvpu2cveu7aDa5r2bF2BqhmUJzr46rjt3wjVPZeqKL3t7ifmJVIzRgwclA5d0FoMiBI6BNU1sWc0+tgKsJ+ds3tyo0/vcaSug3ctftpjOq0O128BRl0c1NMKsN+itw53L/nWRz1xb0E45FkgHh4yDkc1CF1s00YH+Y4PBS4fNw46DieXfoZNdFAMjBd0380q+vLObf3Iazwl/LOmu85uftwRIQFNetYUrshebyBOV2SCuW5Ti+dPPnExcRtcxCKRxle2JcjOu3BC8u/YG2gknnVaxndeQiV4TqW1G3k4JKBXLHLKPKcjQOUoQw6e/MbbQfo6i3AadjpkJaGm1G+hPvnv8vQgj7cMvjELf4/JFAdqcdtc5Lj8PD8fle0+H1tgKb0uRqujFqyDyLyDPAMaEfdZk/oaDyxASDrIhQG2LqhHAMQiUBsJdj7olQbywmZCVuXOMRXgSQUud2QcyeUHZq27yawFZP0WXY0tmhJh5h1IEGU7ffdRtBvr948+NntjLv9Tbw5Xp67+VUAZn82l9UL12bs26l3Bzr1+nW+j2ueupQz/34yNx95NxuW67JEj1270nv3HtSU1/LPsx5t8bF2BqjNQCSKVF2hL9q8hzCce279wYITIDxFP3Ydgcq5FQlNQmXpm2Pf7I7JvqMXln8JaFLEqE6NezxunP0qX5cu4IweB/DXgUezf3F/vilbSI7dQ7+cTgwrypwpPzL0fH621CXG/PQGn22ayxk9DuCVlVMBnVY7pfu+SZWFLt6CJCvu7jnjkwoRNmUQF5OKcB275XZnY6ia83ppplBXbyHPDr+M/676joNKBvJL9Wo2WY2/HruTO3ffcormvbU/8PbqGZzZ8wD+0Dnzu94UrOacaU8QNqNcP/BYTrN6q95Zo21L1gYquWKXUeQ7fU0dOgNTSxdw4+xXKXRl88r+VzcZKNsRa4F0m9OuwPpm9lmrdA44F6hkKyH+Z5Dw16js61HWb1hiq8HIRvmuTO1XdRlEvgXPyajce7f2dE1CZd+A2DpC+HNAIOsqCE8G5+FQdT6QWF37wDMa5ToYsQ/WjcbB8eBt+vcj8Y1I+XEgdZD/fyjXwW067h0Ng/brzz8/+jvH556X3LZ6QVpwUvDvr+6i/z59t4sXVEPE43GevnYcC6YvZvUCvUI//JyD6da/M5fteT0FHfOIWKa0LcHOANUAIiZS96BOfzj2hIgmFFBzKxQ3v1IS/3+Q+pdQWZegfE2Y6Tn3A5ULygeO3VC2YpS3sSBVJ08+l/cbxdzqNZzX+9Amz/VT1UoAZlt//7X3uYTSLDEaQhsfDsQUkykb52AizKtZw3UDj2HqpgV8X7mMs6c9zsv7X43bClK10SAT1nzPtLJFyeMUOH2UhWupi4VYXl/K0ILeHNN1b6aVLWJu9RrWBCqYvOFnPlj3Y1IZvVdWCffueSbvrf2Bqkg9Z/Y8IIP4kY6nl3xKebiOZ5d+1ihAhcwYUStFWBdLpSZP6DqMhTXrGFrYhzxHJs1/lb+MiWtnMqLD4Aw5qDnVq4mLSWmohvXByu0doGYC/ZRSvYB1aFWyMxvs8x5wHvAdcArw+VbVnwAx/YhfmwGK/1HIfRCJTIOaG/TvsWgSymbVAZO11EXNHG3roQwfyncF+NJWq+4RSHQJEluatmcQXEcgdfdAbIn1ITIZoRmIrwGptsY9H37nAQq0QGxOoY+yQJg9R+zCoGFxFv9kst9oF7sMXkj/oetQzu2Srm6EOV8vYOLjmn2b3yGXXrt15/KHz+PlO/8LQNWmGm548SomnvtSi463xQCllHoeOAYoFZHB1rYC4E2gJ7ASOE1Eqpo7xm8K0Z8gMFY/Vj6SHrOugzBrH4TQJ6icm1DuTCMwCbwBUq0DlbkOlX0rKi23rhyDoGRGi1InF/YZsdnXb9vtFD5aPxsDg1t+ep3rBh6T9JBKx+cb57IuUIHCYH7NGk7qPpy/DDiKzzbN5YLeI/iqdH7SdXdVfTk10QBum+6FenThJN5fNwuHMtgrvxcFLh/XDzgGm2Hj8u+fpSxciz8WojpSz7WzXsJEknRwgF1zu1IaquXiviNZVreRe+ZqgoPbcCTtRBrimC578frKaRxlsftW+Eu5a87bdPUWck3/0XTy5OGPhTmkJJXy2a94F9499MYmj3flzLGUhWt5f90sphx2a3L7GT0PoCLsp6u3kEG529cu3Kop/QmYjKaZPy8i85RSdwE/iMh7wFjgZaXUUvTKqYXSmk1AZYHrUAhPhch0pCztu5dqMEvBClAq7xEk+GGS4bc9IBIA2wCrHlYHxKE6bYJnH4jKe7zZ9yvnMPBdh5hl4P1tyqC1FgkH28Uzl7HXvi/jlI8zXhf/o43uTwAS+RHxP4JyHY7KOrddxtZzcDeyC3zUVfqp2lTDmDdPIbcoh6KuhXTqXcJRlxyu+7NaePqWrKBeBP6D7stI4GbgMxG5Tyl1s/X8ptZ9lPaFxFZqhpKtEyr3AZRqenUhZgCIogyrSdXeWxdw46Uoz7GQfS1CCEyBCq33JXX/avQDUL4rkbrHQCoh8Bq4RoMrs/bdVnn9g0sGkm13c9n3zwLQM6uYS/vp8YTiUT5YO4sP1s1ifu26jPctqtvA+IOv4489D+C7ssWMXzMDgAE5nTmh6zA6pDXq5lmSSdkOL+XhWn6sWkG2w8Pfdj2BB/c6my83zWdkh8GUh2uTxZGEvJKJsMJfypej7gB08Eu49S6oXceCmnUMtDT2EgjEwpzT62Cu3OXI5Lb31v7AvJq1zKtZyy7ZnZL29DPKl9I3e/MF/Y3BasrCmolpa/C957fSnqOtISKTgEkNtt2W9jgEtAltTSmFyn8Gs+x4iC/IfNF7iZ44JfZ1DtM3/O0EERMqT4eElJbKTq2WjE4gIZTvLyj75oVOle+yJot2v2cUdS6g6PgCzJp3M9rbQKHcxzT5HvE/picpkRng/WOz98RtQV5xLtc8dSn3nK5VPiY8Nol+e/dm7N90vWzuNwtbFSm2GKBE5GulVM8Gm48HDrUejwO+ZAcIUBJ8Fwl9hvJdjoQ+1rTv6GzwngVpF56YNUjtPYBD58SlDnEfg3LugfKeCUWfAFEIf4HUXKvTc/4nUieya2aMWfcwhCbr3L73TLD3R6ouBqMIHK03vZPIz0jNzeAYiMp9MGMF1hC9fB3o5MmnMuxnaGFv4mJy289v8enGX5p9z575PVlcu4Fl/o0Mye9JB3cuddEgNw06nl3zumXse9UuR7BPYR96ZhXzx290UbPUsofv6i3kbIuO/d7aHzIsMBLYvyj1+XtkFfHmgX/lH/PeYdL62Xy5aR5n9DyA7llFjO48hHWBSs777gnC8RhP7XMxg62xHNZxNz7Z8AvdvIUc3WUvfq5ehT8a4ogm6nINUeTKZq/8nsypXsN1A4/d4v6/fzQQ6LT1BV8LqVTtBAl/A2k6j6iCVIAyN4B9ELiaXm3vBJjxSogt0/ebBCXf6AHKjVn3EMp3FUp5kvsr9ygk8h24RrRLcEpgn9F7Jm1dVs1bg9vrYs8Ru/Lzl/PZZ3TrnKq3tgbVQUQ2AIjIBqVUs3SRllBhtwUSr0BqbgTlsUgIJiK1qOzrkeAEsHXRP/R0BN+G0LuZ20ITkNAEsA9AOfcCbJi1d4FZoXPbWIU95whU7j91h379M4Ag9eNQ7iNQzr2hZCZgQ6nWz+kk+F+IL9P/fFdBQ1pwGvKcXt45+DpiZhyXzcHk9T83Ck4DczpzbJehlIVrGZzbDZ/dzcUzniYUj3JOr4OZeMgNmGI2WRMylJEUYH106AVML1/MCd0az65HdhzMd+WLWVCzjvXBVJa3Q4OG187efLp4CpjJMgwUY5dpVYvEyihBeZ9fszYZoAbndePDETcDsGbROv7sHUmwLkiOuNgS7IaNp4dfiohs1f/F7w0q/zGk4sxUvSa+FCXlwK/HfFNEU1Mb17Hg3Bvq7kjtEJuvry3f/7aWYgISW4bUP6cbrsOfQ7wUTIsgYd8T4uvBNQKp+4feZuRBVkqPT3nPAs/pyd7L9sKCGUuJR3U2ZbeDBqKU4oEptxMORnB7t3ztpqPdSRItpcJuNUIfQESz0bDvogu99sEox2BUydSm3+PYWwc0ssAzGmIrNHtJecGm7RgkMF4HJ9BBLlYLtt6o/CeTKxvxngOhjzPIDkrZ2cp6Nspzoi5g2weBrccW97cpA5tNp6+6eguwKQNTTPYu6M0hJQM5rcf+KKVY5S/j7Gn/IWxGM+pENmU0Sn81hd3zu2eQDBKoCNfy4Pz3GVrQhzt3P40pG+bw8IL3qYuF+GrTfE7oOowevuLk/jcMOpZDOgxiTX05/1r4IT67m1xnFrWzyulzVz3FR3Tl2MP3bnSen7+cx42H34kAYgpDDtuNBz69rdF+TeF/JjhJfdObRSD6C9h7oXL/gdQ9ClIBrkN1GrzidHAMQOU93u43ruSYzFqk9i4wfJD7CEo5UO5RmLG1UOcGwujab1wz+HYGKACk9p/Wvc6i36cj5+8QWw61f0eXNk2wNZ7gbo//40H77cKw0UOo3FDFqdcfZ51XtTo4wdYHqE1KqU7W6qkT0Hat/a2F60CoL9HF4LznoObPEHgGMbI0a6gBJPyV7kdyHgq5D6CIgLJrtWflQ9mKkfgGJJ7O/LXkf+LrMtJuRs4YyBmTOraENeU1vgrJugwj+6+0Bsq5N6r481a9J4Fd87rxzsE6ZZOQKKqK+Ll4+v9REa4jbIm7nt59f/rldOTwjru1+hyfbviFF5Z/yfFdh3J6j/254vuxrKwv4/NN89i3uB9HdRlCoSuLq394kbXBSt5eMz0jvRapC7N/0S6o4v7sXdibfIdWMP/HbW9SPn09VT9swn17Y2ps6epyTDN1Qa5d3JCVvRPEViJmLcrIydgs/oeg/lmw9UAVfYzhHpV8zawZA+Y6CK/TvUmbWbG3KYLvQOg9AFTeQSi3ru2q8BRd7wVQhUAY5T1t+4zptwDH7jpAGV3ALAPXfnrlaXTEcO6BWX01Sbp+wbu/GpPP7XXxzw9vAXQbgFn3CMp1kM4wtRJbG6ASNNj7rL/vbn73rYMEP0Dqx6K8pzdJyQZQ9j6okm8wzXpAQVSbmElkJhL9A1SdDQiq4GWUvQ8SfEc3AoY/gvBopOavoNyookk6OAXeQWpv1vlwDP3PcyqEP0O5t1DLiK+BuOV1EhgHrQxQ24pEYEpgYc36pKvtiJJdGZTXdbM0b4A3V05jdtUKruh3RMbqpyri5955E/HHQjyxaDKn99g/WZhWkFSF2CO/F4Nzu7GivjSDbffGfRMYe8trDD1yD+79aAz9sjslXzvghH2Y9+0i9j9hWJMrnpFnHUh1WS11lXWEg5Gk5cJOpEHZtINuQ8S0WCfxDeg6VBqz1HMqEp0N9oG6STf0GbhGtv+q0zlUTyiVN6MJVxxpKWQpBdfhqKyL2ncsvyGorAut+9cGVN4TOttSqyelpq0XiMWWUAUYv1JwagipvRXCXyH1TyO+azB8VyDhb1v8/pbQzF9HEyKKlFJrgdvRgektpdRFwGraiHHUEOL/D8SXI3X/bjZAAZiVF+mZhcqC7Fsg+gMq6wqk5k96pgEQ/g7sfVCeM5HoYnDuA8E3gThIPRL+EuU9A4nNsU6e6Is0UcRQBS3g7dv66PRcbD64mqeKS2wFxNejXAfoZuDqayC2FJX3EMqxO2L6darSscdmiRIJxMw4lWE/K+vLGFrYG8NK2w0t7M2xXfamMuLnhl2Po6gJKno6KsJ1PLzwA+tTCw8MSdF2X1j2ZVJDLy4m1WU1cPVSPAcqrj715KQkktvmaFKZ4YdPtNHg7M/mYpomRpr47inXHssJV4/G7mj652iz2Tj1up1Eh83C3helGqvuq5wxSKA7yrk/RBcisUXgORGlnJoUVPQhEt+ElB2OEEb5boCm+vjaEMoxGEqmAwZKpdm92ztlJq5MfQ2KRHUd2LFLRtH/fw7xNZo8Akh4KgRfTXttBXhOB7Na15p2FBidrQcm+P+NaR8I1S1P2baExXdGMy+1u8ey8pyI1D8J3i1QgiPf6b9Sj7J3Q2Wdo5+aiXSBDzxH64eu4ajij3Q6blMaDdxhNfh5ztA08cSlYnQAT8vSDEopVNFEREJN3izA6nyvOEHPdrLHaHahpTAhwYk6QFWeAbFFuqCZe3ez55PofGZXbeKan74gasYxEc7rdQhX9ddUbYdhbxWdOsvmwkBhIkkVCICKDVWUfrYGLNX+/t5OvP2vD6j8pRTnLxDuWAlbsJ655P6zefUf4znwxOEZwSmB5oLTTrQUTX9/ytZBqzjEy5GyQ4AoxFfrSVpkKriPBu+56LoPSHQJxDegbJ2aPF5bQTuKpCBiIrUPkew7BLDULKTmZgi9D/bdUEXj23VcOzKUYxD4rkFiyyHrMq0IH50FKDA6gn1XlHNXlKP16fv2gsq5DTHyNKHMsReoHJpW8moaO/RdQfkuA8cAJDwdiW9sXm05+0bwP4Vm1L0Ojn2AmJZHiZejss5AGan0l0gYiS4CAmkns1t/uiO2LhBfC97LUNnXgIQQ/5Ng75/Ml2923M0FJ4kjZjClQyY1YO8LriMgtkQHZJGUiGd8bdPHCbyBhL+D8EcsLOtL2EypLlRG/FscX3Nw2uwUubMpDdWyS07qBvX4Vc8ya+JMCnt5eeD7O3nymKd5c8YyCjvls+uBAzjq0sZNgQ3Rf1hf7pr4q3ci/K4hZjVS/wzK3h/lOT7zRWWAcoBEATtEvtLbQ+/rRt4EIp8gZe9B3qMo95FsN8SWQihd4dqLYbVzEP3R2mcOZuUFuq/RVtzoEP8LUL6rNEUiugBxHwtGX72qin4NdbfpaXXBKyjnPtt9bBIYj4TeA/exKKlDbH0h+iPKcwr4/pRcLUvBK2hR/y1jhw5QYgaQqiuBKGKuR+U1LTJoZJ2PEEfq7ofIF/pv8B0gDPZ+KPsYJLYSjBzApm2vzU1gdAdzNTrVoFdMSrmh8D0wN6Lseslg1j0OgRcAhRS8ieHcU/9AJAbhKSj7LihrhdbsZ4kuRirPAuWC3PtRZi14T0fPfvLA3h2MYp3/z3/WSjk2TmtK9BekNsVgO7VoKbNCh2G3dWRgbhdO7t5QGLvlMJTBC/teycLadexrUcwj4Sg5RbrwXmJkM7igB0T0DLdDz2JuffParT7fTrQtxP8kBF7UNynHEE3TDn+p5bfsfaDwbc30ch2mU33hz3U/lGuUzhzE10DkG32s6LztG6DsPfXEMvojEAPDixmerkkfrhEQ0P5GRL7VqXnfn5D4BpAYyt5tc0f+TUDiFUjt3zVRK/cfjVaYYE1wa66HyE9gbiRJ3moIs7p9B9sMpPZOIASRmQgxwAFEkcj3GIWpdGRrmsF3qAAlkR+1FbX3dJStsy762jprhtGWaNeuQyHwqk7nRaaRSFkgMU22qLkWVB7k/VszlwDch6PsPXX+3lqdmeFpUHUFKBuSdR2G7yyUraOV8FNQeRqm+0QITUiNG6X19TbX8R75Xq+YRKc3kmnI8AwIvqUfB95EZV+j2XzNMV6MkoyOe5uRz0NDr22TwvaHz3zKrE9/5tw7TsdRYqe2so4r976JsrUVXHTvmRx1yeEopbj7vZv4ftJs9j229aycnWg/KHtv/Ts1ihGVBdXXAjEkXo4qeE5PuKxJl8p/Wtc6lVcrnOTeCYDUj0Piq7Y7OUEpJ1otzWKhmeVQdT6CCbkPg68A6l8BCSCO/SC6AKk4FTChYNx2VcBoF4TetYR00RY+DTI1InGtERr6sJkDKF2O8F6Bch/RvmNtAiJxXa6ITCVFgbf+xhZhlu6Hyn+2eWX9ZrDDBCgR0SoM4keic1EFYzVnv/AdiK/a4gdT9j5JirYEXtezScduqOxbkKCVOpBqlFEIvr8g0RXgPAhce2em5OqfBYL6u/XfidgLwXsmYECdpfAcmdHg5HnW6qypz2VC4BXNknIdBYYng0Ahtm6WN04VyrWFQg7oQFo0GTHLUPFV4NizTYJToC7Io1c8i4gQj5ncOeFGNiwvZdMqTTKprw6QU6BJFkVdCjnqks2n9UKBMB88/QndB3Zln9Et98naia2H8v5RM+SMQpSRj+kYqFmtjsbKGxL+GonMQmWdZzFWrWNknferyAaJxCC2psFWvVJXZgVkXYHUvwmEIPwBOA8g2TwfW52hFPObhPMAUPm6N6yp/6/6lyDwvPWsQR+U+ySU73I92QYktgoJTtDiAVuwKmkrSM3fdHCy7QaySWs82geC+xjw3wsCEvr8txuglFKIrZNWMLZ1Tm03ssHI/FBmeJpOVTj30auW/lhilAAAIABJREFU2HIw8rVpoIRR3jNQ3jRuR9bFCBGUrTvYeyOhyVoipPoCxLE3ZF0CZjXi3A885+jVjiUNI2YNVJyqC5K2XcAxAJyHQO31JH8kvmtRRp6uH5nr9WwCB4oAEpkLdffoz5L3eEbaRMwAVJ6lV3TZtyWtELb4XdmKtAK1o+VU0oSiQjwex2ZrzAx0Z7kYMLwvC6YvYchIXWTtP7QP595xGuuXbeSkv2w+hdkQr94znjfum4BhKMYt/Q8de/6+vXp2FCTS0gCq4HWtKWnPFMQVs0bbyBBF4hsh5xbd47edbmZNQ1kMWKveRA4qdwyY5dp2I/oLYNVXzSpwHYbKvgkkAg3rbb9BKEd/KJne5GRTAm/omzwABngvhcDT1nMPKvfOjJSg1NwA0Z806arky3Yfu8SWQmyufhK3WNDuo1HZN4JRiMTm6Xr6VijN7zABCkAVvKHZa5txppXwt1B1Qeq5KtSd8cqrGSJmGeI5EZX9d5Rh2S9IPUplg2MwEngF6tN09aJzkOrLU8/tu6A6zEYqL4DoTKi9k2TaIb7Y6sI/gowZjLlWrwDLR2mragAMnZ6w74ae8RiaaZPxYWrBtJpOY1tvcbBh+SYeuuhJSroXcfatp9ClbyYDa87UBYw55l6cXic1pbUcef6hXDf2yox9DMPg31Pvpr4mtVICOOe2pjsIIuEo/33oPXIKszn28sYphbxivaJ0Z7lxbUUH+U5sO5Rygr0JtXbl1pM5cyPYOujmcnMD4j4V5RgI3tPaVautScTXpAUnwLknYEeMHlBluZFk3wORL8HWE4mvAsdwlGNgi1oxdnSYkVlQ+0/EdRBG9l8yXpPowvQ9ITSJ1CoqqFVE0mtWiftMOzokp8a2AKk4UY/LPhBiWpBYOYakmKC+azRzufIMJP85lKvlfYw7VoAysnWKYrNoIHoplhyRBPQ/gODbSPgbxHWgLv7W/VPTMetfyPSjAZJpggRiS0D81owNUkZqFswKqLtPF5fjK/Xroc/Ae15acIIkVTY2R98M8p5AOffI/Ly2jpB7HxKdg8rKDBitwaRnp/DLV/MBmPLy15x/1x85a0yKXj7jw1kE6oIE6nQj39fjpzcKUKD7jdKD02bP+cwUXrz1DQC69e/MniMyV7kn//UY+g7pRUmPIvJLcps6xE78SlDKBUUTdUrN1hWp16r4hN5GQgJmJSr7z9t3ULZu4DzQkhzzQORrJPI1mnZuIb5Kt2SEp1j28SCeU1G5/9i+Y21jmPEKqLpI379ic7SEmviRyCxdi1JOS909ClJu1dATE2Q3yijIOJ7KewiiZ4N913Yfu8SWk7rXLU9tV95Uqji+NlkzJ7YIfqsBqkUwa1OPbf01lTy6EKI/Q3xJ2n4btShsMI26qrK0wKJjmFY5J06mppUBtu6IGQHvBWnL6IZjSNC/ra9P+cAoANdhEJmux2XvqdOCsflgVqBQiP8pJPwZeC/VVvGOfijPiShPy63Km8J+xw9j0nNTqK3QKZCFM5dkvH7M5Uew7OeV2Gw2gv4Qo847dJvOB9CpdwlKKZxuB0VdCprcZ49D2/8C2YmtgzIKwGn9v+U9ioSnWczXkJ4obu/xKBuq4HnMeDnU3AYRy306qXauwD1CK7SkTypjywCQeClInWYr/oYg0blQcSYkJJ6MjojyQfkfNKmqNq3eZHSxHibYew5oIjgr5dRCBO099thaTU6z9dKThwQxDSA6DwkVgOsQlGs/8N2gSTDe5tpqm4baWmHTrcHQoUPlhx9+2KZjJBl5ANgg9zGtv5dOubQPgdjs5g9idLRoms1sUx10oa818JyNkXsbZnAy1Fyttzn2h9hP2nStYByyKbHKsAMxVO792xyc0vHn/W5h0cxlnPH3kxgycjCDDxiAzd5+6Y/VC9fhznJR0q0oY/uimUupLq1h+NG/fZafUmqWiGxpWf+rY1uvLQlN0Tbw9n4Y7oPacGStHEdwonYnAK3QHbOcBBxDMQpfw4z8AvVjdbbCKEHl3AjKi5QfpVP5eY+h3H/Qx4pv1N5tjsHtZtC3rZD6l5E6qxnfMQyV96BmYZYOS2WEEvBcoPvX4tZKJe+JDG3F7QnxP4v4H9QrOzMAjj6pfjX7XpYbch1kXY6R3bgVpaXXVds46LUhJF6BWfeYpl83AeU5Rkt6ABBvHJzyntYrpc2hYXACMEOAQ0tzbDE4OTUDMB3BVzT5IpqWR49O0z+y6CytRExC1kWnDSW2cgvnaTnCwTALZizBNE1e/+c7XD/iDm7+wz1tdvym0H1Al0bBadX8Nfx5/78z5tj7+GjsZ+16/p1oPaT+Jczqa3UwSmwLT0eqrwT/fSip2cy7twMcu4PKBTyaDJFYLXlO0H/rn9Q6mrFlkHW1XjHFS0mquaddU+J/EkITkbp7Mj7vDgXPieA5BbznogpeRNk664ZW3800UlwITYC8xyD775A95lcLTgBiaZ5q6aUafd9zHa6zSHkPkPx/a0Zlv6XYYVJ8EpygnR6DnwB+pP4Z6PBD06oMrpGWjh4kg5N9L8i6COU6ULNYoJmVkJcMBYkkrOY29ygw6yD0zmZGG7HUHgywD4OYFUwT5mEYmrAhIfTS3QXB11JvdwwB576orLbTPHN5XFz4jzOZOv47lvyoBWtXz29aiaI9EYvGEUt5PBqObWHvnWhvSHAimDXatNMsRyxGqYgdlf+A3km5SBbdG1xvEp2D+B9DuUZoU852hrL3hpJvkU37gLkq9UL9S4hjMEhiMhqCqpMws67UpIKcuzUjMeu81LGceyHBN3UPpZE5kdoRIKauyxi5/0xtk4iugYcmkFl+AKQaKs/UbQHmSgR+tZWhyr5ek8DMOp3ecx2GkXtraqgFL0F0HnhO2qbz7BArKIlv0HpbwXdIUklVFs3Gz0CiK9kGvrtQ2bdBwYsQnYlU/ZnkzCNhzqZ8accK0PzHtukZ2GbpkHZt5x63ioOOXpqabh+EuA7S/lSYQBRV/AUUToKG3P/ofJT3XJThy/weJKJdgTNYO9ZrZrXuFdkMzvjbiTz5wwMcfs4hFHcr5NrnLt/s/u2BPnv05L5PbuXml//MMZf/ejO8nUAr+tfcqA3sgv/VPXnJWXkICbyBWXOrVibJugKV/xLKndnfJnWPaDXq2jsRCTc6R3tAKSe4rAyF0Q2wQXyxVirwNNCWjC7Wn8tzqpZyqn8xeZ0ozwl6JWKU6Bp1O2BrSiRS/yJm2SikdD+k7GCtf4huO5HyY5HS/XVLSwbSWJXmSr1/dO5Wjrr1kOhczKorkYA1cbd1g8hMiH6nmcjhz63fl4ZyDkFlnY0yvNt03h1jBaVyrFzmev3XyNFLWQSpfxGM/ExtsQR90ugIwecRDN0sG3hRb7fvBrF5pNQk6knNRtLEKNORkD2KfNW4ETc5zkKwddfUXeMsTYiw94O6fwN+qDgbnEOAYnAOR/z/1rNT96mWqGNjmKHPITjBUjGvhMBYTZkv/gplaPabBF7VF6djdyh4c4u02pvG/Wmzr7c39jpsxxGr/J+GyiMhN6NltATBBsRAghmSWUgA1YDeDKBchyCRqeDcr0n5nfaCyntMkx6MHMzKCzS7zzEYw/MHzMAw3QICEP0RKd0bbD0hNk+vKmwdEfdo7WDgfxiIIP4QyvX2Zs7YOojEtbBAZKb2lfMc1fL3+h9Npb4kgkRnQfQXJPJDyq4nYeGeRBx8V6PcR+sep8iPKN9VbfNhWjLmuocgMg0JfwGe47Qxq/KCWC7aUq3HmDb5FzMAyrlNJok7RIBSRhYUfaDZbvaUpJEuIFrLX1tXlHNvxKyHeBnYBlrMkQS1PCU9RMIyI3WktMdNBCcAM72L3WLUYCOjviUVEKvQBAzVGWQ91N0NFKNXfkFLZgnd7Z6A7xbArY/luwKch6BshUh4Olg9WBKerFdmTUDC0/WD6By9/Fc7ads7sWUoRz8oel8Hn8QqPv8FbWGjfJZgrAE4wTEEM7YRFf4QnAehHHoGr7LO1UzZ+pcxy09A+a5BuZu3kmmzsSula9GB18H1B8AO4W8wA29atOsSPfZEPTm2NPleqX9JMwEJ6+yJRFCu1q3mJTITbN2aF6g2q3TQRF+7rQlQeE6DwFvg6A/RRVB7h06XQUroulEfWhzl2E2nQO29UduYOmstlHN/7T/l3CcZcFThG0j4G8s66KAM6xQJf6V1VG2dofCdrWaG7hABCtDprgYpL2wJ9QGHFlQFJDQJIl9Y2xP/iQqi36S/kVRgyUb3TiWCTjMrqIb5XrBWdc3UcSTN1VUpECeNeqoAyLWs463zR+eC/3HE91dwpPdFeSD7Lyj3SK2abqSCkMq+BlEGyrlvxva2xMzJPxGPxtn3mPZl3tVW1HHzkXdTV1XPPz68he4DurTr+f7Xoey9M5+7hgPDdcXJ1hmRIFRdqR1uoz8h8dVgPI8qSTeVc+tsAHGk/v+2S4ACIPgeELX03WJ6dZFonHfsrglR/sd1kHIdqm/68TIre2JBHLoX0lJGl9hqMDdtVrtP/P+H+B/WK9DiKY1cikGruUjWVRD5vtW1ZCPnb5DzN8zIz1CZaIS37h+OvSHwlN7kPk6vXKUelBuVrjq/naF8l2pxa5UKNMrWAWVZIYnpR/z/p8sZRjYSeBNt7bJK/zNaJ3GUwA4ToJqCch+ptfiUL6kzhT1N3sc+UH8h6cZd9gGaHBG17ASoa3BUk0Yro+ZgrgXVDSSxulLgOjpzdQTgGIjKewAJ/ww1Dc246tMIFy7Lu0qQ0GQM3+WQPxaJl6LcI7UlSMJiIP17sPdtVsm9LTD78zncMlr3U9zxzg0ccEL79VDMm7YoSeKY/v4POwPUdoaEPtEkIsdeqPznoOpikpOnRI1T5SDReVpI1t5Ly5B5ToHQB7qus52gsq9Hgv/Vdafwt9qSPvqLVlyP/gLlx6CKP0kGELPusVTjPh4gCIYDgq8jwf8izkMg8jkgkHN7s8Z+kkivSR3apbZpnU0j+5pmxy5mJVJ5Hpi1Wlc0TYIKQIKTUiUJ0F5Oefch6WKwzgMwvI3bUCT0iaVSf9F27fva3ORY/A9ZPnp29D3W1NJVrkNarb+Xjh06QAFg3xWJr0aqrgJlR+X8EzGKdI5WKsBzXCpA2QeCY7jO70Y3F4RaEJwSkPTUn1uvgBJQfTRJQtmR+pch3BStOma5+jpQRR9CZIbWyPJdpg/hOuhXEedMR7r+V0MtsGgkyl2nPsyqeWv526vXMHB4v20614Dhfek2oAtKwYgzDtymY+1E6yGhj/VNN/Kt/l3GK1IvOgahPLchUmvJ1zig6F2UvS9G7t2wGfPM9oDynobyWmahlvWMGZ6etARBKrWGpnJpcpNEE2/UbEQzSJIUonwQSV2fEq9AAWa8UrsXmOsg73EM5xDwnq8nkkYJGPlIfBMEJ1o32wFbHLeEpyOB15LyZRIYD1nnJdOFEvoUqUmv9zlQ2Veg7L2QeFrtKb4CkThK2RCJIXX36WxMaDJapX4TqmBsq77T9oIyinUOSnmTqhHKc9I2swx36AAlsTVI5ZnauymxzdZPS3hEvtKUU1tX/S++Aez9IfiitadCr5SgVQFpswgmGTR6MGUQ0Z3smo/RXKhR4B6tzRCVQ2tUOfdv1ZklOg+MPJSt7Vcce44YzH2TxxCLxhl+1F4Zr61esI7p72uCx2evfN2iALXw+yU8esWzdOhRTNf+nTnmslFJsdh3//MxaxauQylFqD60hSPtRFtDZV2kfZSce2kyQd4jUHWh9j9zH6FTzIHXrIR31OpF2nGgpC4tGe8GqUUq/6ZJE65RYOuB8p6qNTmDk3QqsPZmq4hvUeltfVC+y3TgqP1b6uC1d0LRRFR4ChJbDCzWDMbAazqgB8ahSqYldxfTj9TeDcqByrkVpVyaiVt1CRC2AlweBJ5HAi8gjiGo/CeQeFp5wHEguA/TSh62bijf1Uh8nb6/1T+tV42e43XADLyk35MQFdiBnHPJuhLlGAr2HrqJOr5RK5lvI3bIACXxUjBLdZHNTO9jUlD/GMlhmxug8gydY1Z2CH2efhTaLjA1BTtQ22Cb0nlraXBRey7AyL1Z00grTgSzErIuRzXRYd0UJPg+UnOdnp0UfQjhqUjgVVTWBW1WLN171B5Nbu+5azcOPnU/Vs1bw5EXNF978FfXc/ORd1NdWkuv3bqzdPYKls7WqbzFPyzjgU81Y6y4ayEAnmw3WbnbRkHdidZDOXZFFb6efG44eiPFk5Hah3XjuMR1ET+6BGwddzifJeUeheTcAf5nwVyHVJyt6eUAZgVGfkIIuhfKuQ9m9ZjUmx0HgvtQsPVFKRdm4I3Mg7ssir1zH80sVi7dRxbfoLdbrtxmdKlOz6nslC+cc1/wHAPYNcs4vkorets66JUPohv2q69Hpx8tOIdC/eNgViKRmaj8J3XNuWKafo/NEvu1D9B+T1IHuQ/r+s/m/OfaAdqT6gFN1kJQWReirGZhpRS4LLPUNhSp3eEClJiVSPnRIDX6RwKAXUfj0LvW8zSSQ3w1+B9MO4ITPVNq756NpnqSzMbBCUAJIlH0jDTNMqABxPTrjn6zUltzJOpRiRmXBHRKw/8fHcD9T7Y7m8dmt7XINff1eyewaKZeTe5+8CCyC3wE6oLEo/Hk6mn+d4t44/6J7HbQQK5/4SoKOua369h3ooUITkhmHkTlQPANSwjZhXiOaZdV+7bA8J6p2zMi64AAeK8GqUR5z9JWIv5HULYuqKyLM7U7Y8uhbiqAth0Xf+o13/UYPl0/Vo6BUDId8T9tTYjRzbGukfpx5enJNBZ4dSuJ5eGklAGFbyPRpRD+Agl/D87DUulFVQDhyanzRudqLTuzUjsgl42EgldRRR8DkgxCylYMxV8A8e1K989AZJrlLK4hdeVATJvMJlyb2xg7XIDCrAOxflTu0SjHEHCPQhnZmP5eurfBfaxm+MR+IEM4kSiaSedAs/WEJtl52wPWDAxREHhBN9U5dtHijrFlgB2JLUXZ+2rJ+ppb9HuiFqU89HFKeT3rfJ08tHVGOXZFPKdC4CWUp2krjO2NhTOX8va/3wf0yujcO0/DsBlMflGzLc8co4PolJe/ZuOKUjauKOW5m16htrIOM64nG39//a8UdtoZsNobEt+om1Zdh6ZudPaBgFOvRCIzrOAEELZIAjsg3EdA5Gv9uP5xyLoabL0R/+MQeFVf+fY9IO9+KPtRT+7SJ48SRfmuRGpuAmK6+d+XIjgpZQfnMKTeYv1KJdQ/D9nXkXHbtJWgij5AKSdm8EOoe0B7xmVdCYFn9D6uoyHnYai9xQpO1uRZ5UDOTXqVVfswBMcBcagfh8pvTIrS9O5f8ZZt7wdGsQ6mxMF1OFJ9HemuzW1+yjY/4lZAwlP1B3Xsjsp/WjPWYkvBe35SbUEkBvXPWASI6WB0JRWcbKTqPwaNLDm2Ck4r11uFZgL6SKpcbAmqK8haKzZa0jHRWTpPbnymx2puQEITUcWfI8G3UtRYowtIfYZcvVIusEgVYLGHNsMg2h6oKa/lzfsnUldVz8fPp1Krh599MB17ljD4wAF8Mu5Lug3oTEEH3SJw5IUj+eXr+dRV+Zk6fnrG8aaOn84Jf2q6D+z3AqVUAfAm0BNYCZwm0njJrZSKA4lmvtUiclxbnF9EkIrTdWrcfQIqT0sdKeceUKKtLST8rb7xG8Wa6daAfbajQHlORsxS8FsrnPrHkfhalPsIJFFrqrkFiiZZbSB+ILHyUODcD4n+qBvv45tQ3rMbn8M1HDE6WfYWBjiH6pWbY4jVAxUG20Ck6nLdZB9bBMQhrL9fVL4OiuFJYO9No6xO3mMYVt+nZJ1rkb1i4BzeHl/ZVkFia3QQVi5N8ij+QrM9rQZcM/q9lfJTSOiTNreb36YApZRaib57x4HY1qg+i5hI7YO6iBn5Wjd9WWrEmbBZ9R2rAzujPylOKliZ6B/itqb4Ylb/UkLssIXBCawLIvHECVnnQGiK7uNIF6q1ctrKfTQSeFuP2VynX6u7TxsvGjlIvExrDzoPQDl3DPv0cbe/xftPTW60/ehLRzH3mwUMGN6P+yaPweG28+5/Pgbg5GuPYfTFh/H0teMAsDtsdOhZTDgQoesunRod63eIm4HPROQ+pdTN1vObmtgvKCIts1duFSS1ImqglJ3wFJLYQiCuGX41N2IGdkflP5PRhLkjQCkbyvcnxNYVqb1Df57YfJT7fu3AG5ujtfzqHiR5b3AO07Y4nuP1/abyXJKpektaSQJvIvXPo7xnaQaaawQE3wJsmqgQ+S5tEHlW6i7R/+jQ51KF2hYkOfcQPbk2SqzVRwwwMlKnhr0bUvQBxMusXrVfH+J/GvH/S9e/CieilKFlqKwmYgmM16UXx4EQeAqJfAWFE1COtrPZaYsV1AgRaajL0XJEvoG4pT3n2FtrPDWAhL9F6h7UN2+jc8qFtil4ztU9ErGfGrygwL47xBpqcjXXuGuSCk4tQRqtPYPYEdad8Cob/P+ytnnBcyzENyCRn1HOoZB9jS5Aqjx98di6g9LFVKm9XZu0qbFQMnObpEO2FaFAmH9d8hQr5mh1aKUgXY7shsPupK6y6WCeXehjw7LUd3PZQ+dimsJTf32RO058kBcWPZYkUfxOcTxwqPV4HPAlTQeodoFSBhS8rNN4nqYXZUq5rLmVqesskW+RyGyUq/39hbYK9t5W/5YTsiyTxZzbdZ2IOOBHFbwKke/BfVRS0cCMlZGa1CrEKNTrrvpnIb5ai1W7RkLwlQYndOjUnARIan0aHa2eqXrAANeJEHopbYyDLF+4Ush7RkukuY8GcxNm2SXg2BOVe19SJWJHgYStXtLYEj2xSXOJkPC3SIIB6TrM2qoQ3G3aNvPri8XaellkCAcq+9pGfTha8+oKyxcGHZzynidFIQfNirHrv8G3ILa4iRNJE8EJmpU+ahLNfV25ZDIG0xUlwlB5sp45OfbS9PKiyVoYN/K1DkoAnjPBebSmyhZ+ADn3prGHLEUNo5DMz73tqNpUzU9fzMU0t/w9LP1pBV//9zu+eP1bVs5dw8gzD6ShVmZzwQngyb+8wHtPfkz3QV05/54/csLVRxGo1TP6aDhKJNSUEsfvCh1EZAOA9bekmf3cSqkflFLTlVLNdsYqpS619vuhrKysRQNQjv6orHNRljJLAmJWYZYfpfv5nPuTUbuN6vSzSASz+i+YFX/EDH2JWXs3EvmRXxWRn9HXWyR57zCcu0PBa2DrA8H3IboA5T09U27H/xCpz6hQ1mRQec/UqTnPmWSWCuzWBLqf1Qwc1Mw9+646kLkTDbUmhJ4j01Rxvmbjec5EuQ4CCUHNtZrsFF8JoYlNWwD9ipDAW5Z+qILsm7UcXTqMApL3IjOxGhdUq+6nW8a2TsUF+EQpJcD/icgzDXdQSl0KXArQvXtjWqSyd7PYKVGIr8MsPUDTW/PHoQyfblKz90g2vQH6h5GBRCG3ve0dXGnnSoNyZHIxVI7WoIotJhkAg+NRxV+kut5d+0P4K5RLN6tK8B2IWF3k8fUQ/RbBBUXvoXLGgPtIcAxoFMDj8TgbV5TSqXcHDKN1841oJMqVQ2+ifF0lp11/HJc8cE7G63VVfia/8AW7DO3DwhlLePamV/DlZ2HYDcyYSfnaikbHdHmdhANNB5pgne57Wj1/LT0GdOHBC59g08oyzrn9FAYfMJAufXWab/oHs8gryWHAPv2orawjFon9Zhh/SqkpQFM827+34jDdRWS9Uqo38LlSao6ILGu4k3W9PQPasHCrBpxAdE5Kzy6WZnNhFKXYa5HZEJqkH9fcAlKOhD5FlXy9TafeJnhO0teZ8mq5IwvK3gOJW267oY8ytPIkPD1FD0dB1rVI4BXEuZ+20ZEqiC/XjbPOQ3RPkpGfJvhs1bhcI6HuXl0/NtJT1Nbrjn0hOkM/VjkQfA2JzdUZHtA3eVtXPXE12o6avbWQeAVSe4tuarb3T25Xzv0a72zfBX0/DFilkFxw7KH5BKFJKN/lbcI23NYAdYB1IZUAnyqlFopIxq+1JRdRctld/5LOfZtlEFugc8aAKngDqTgL4vNB5WEYdkz30RB6H/1jSI/aWbQuNdcaNMNo8hwH4U8hbqlO+G6EujGZ+0id7ka3OqtV3jMg/tSsLiHlBFrCHtA1qSpNN3c18SMB7jn933zzzgxGnXcIN77QOhXzWCRGbYWmy1ZsbEx7/8/VY/n8Nd21n1eiZU78VanvdsGMpVoGJ20Z1VxwSodhN6guq+WTF78EYP53i3lipv58bz4wkedufhUU3DHhRh4493EiwQj3fXIrexyy41vIi8jhzb2mlNqklOokIhuUUp2A0maOsd76u1wp9SUwBGgUoNoUzn01Oza2EuzdIVZg1XHKUbG54OiBJFJaALZOECuHX5lEoYwsVBMKF8ooQLKugMh0TTdPR7opo3M/qH+C5LWd6DtK1JoSN1mp1yuy+Dp9fUe+1Exi5dPXtrkB3eJiQs49KHtvlHNPJPie9rmLWzXz6BxNoIh8j8q6fPvpGrYEoXchbOmc5h6ByrlLLxYcDa0/AAywFUA8AHErYxWbC1Hr9m/kZXhzbS22KUClXUilSqkJwD7AVk+nlOckJPK9/vE7UjVirXb+ltbjsrqnjbyHEHkQCX0BNZbvkXOkpbW1nRF4mYwUn/9+mqptSWxZKj8bmYZU/xmxD0AVvIAy8hHbQM02Siiru09COTOVHRpi8Q/6vrV4ZuvvXx6fh3s/HsOcqQs49vIU+yYaifLOI5MoXZVKG1WXNnZadXmcRMOtZ0zmFuUQ8odwuBxEw1Gi4Sj3nfMYWTleHG6rGC/w4yc/JVOAy39e9ZsIUFvAe8B5wH3W33cb7qCUygcCIhJWShUBBwAPtPfAlHJC7kPauiI2xxIytlo1DKsuGEur/fqu0qyuHZTlB2Bk/7XJ7cp9JOTeh4iylCTSr1MPOIa9FBf0AAAgAElEQVQmg5rKuROCu4Jzf5RzD80mjq1A/Hfp3d1HQegTEtkbVTItI32qPMeB6zBN5LD1A+95GFmntf2HbQs4D9SrOuVDOffWgrixpZi196LcR2m2pwWlFJL7oBZKSEAq0eWWcJOaoluDrQ5QSqkswBCROuvxEcBd2zIYZe+OKnyt0XYx/YBCuUcg4a+RSLmmySoD7EUpWqm9R9OC4tsK24AUkaNJNLhJJ5v4ErDGF/kWiS2D0CQtbSJ1mnoeX60lU+ILAI+2gJYYKudWtoQbx/2JT8d9xVGXNjtx3yx2P3gQux88KPn8rtMe5pvxM5Krop67dWfj8k2E6sMYNiPZtwRaPSKn0Edt5f+3d95xcpXV/3+fO317TaihQ6giTXpvUqRJkd5BUBBRkPYF6fhDUJEqgiBdmiGABENVgQABQg0tlEAIIdt3dqfd8/vj3J2yfZPsziS579drXzN72zz3mbn33Oc553xOx4jSzVq/a+PmX/+9YNmnb9m00r6n78HMVz+hqq6cI397CLXja+lo6eSHx+/U36EWN64EHhCR44AvgAMBRGQT4GRVPR5YG7hZRFzMQlypqu+NReNEBA0sa07x1HsQ3QcpPwoJrYPbcbPVVpIyqLoCJ7rjgMfR5HS07Xxz/ldd1mdauhSQ2P4295KaDl2Pe6PGLyHzEehyJvkESKA+l4+I5SK5gRXNgKc/R2KH5JKbQxMRp6ZAaBeArnuzIgNjrf4wIgLLIQ3PFBQZ1JazIP2OTZP2msqVwEooUUxsOAjlpyNl+4N2LbLzXJgR1HjgEe/HFwTuUdV/LciBNP4wmvgXUv7TPmHUmnobbTocCKORHbNzx6JdUHYYEtoA6u5CM+0IcbTyXMjMtSF6ehFc11I9hHEaBk4DOOOR8qPRlp8X1K7BWd6mDpzlgekgEaTqInuiHQbf227dRTayyGQy/PfhVwqm7D7zovUA3IzbJ2qvbf4Iwu97jpMe2JFaXhFj2VXGkU6lSXR2c/gFPx70WImuBJ2t8cXCR6Wq84E+llZVXwOO997/DyiayJpNp+9nCi2Jp5Gaq2xF95P2qnGTFRsEjd9rv/H0x1BxKpSYEkU++SK4bstZFrAwlPp2+0W5ZOfI5iaNVPYTCK5sQrAtp5IvtGuJ0EGLgitRA6XJt9CmI0CiaN0DNlgQx1wP6XcKXRAeEmiAxqkmOBDeeNj3rJGwwFF8qvqpqn7P+1tXVS8b1n6pGbjf7oDbdCyqCUsebLsAEs9ZKHlvUu9YiKO25jk2QVOfZd9LeFNIv4m2/hLaL4fupxeRcaqAmhsW8hg1EFjFyhRE9wS8pxPxXmP72hNmwPJQ0JZCAzaGBAIBfnrtMay07gp91kXKIkRi4T5Re4uaB34/iY/fmMVn73zJvVc+Omh0YVdHFyesfyaHLH8SU+9+cXQbtpQgTiVScYbVJKs4Lbci/Wlum8AQOWvR3em5tWj3fwbftoSQ6iuRhilIzR8G3zD1vvdq9xgRBwmtbZGAbo9bMSe0K5GtkMbnkMapSGC5UWr9yNDup9Dup3MLUm8B3V5+2H7ovK1x018i1Vch9Q8itX3i3wCTYHIiW4yKcYIiKElo12TLZ0p+BemPkNB6aGQbSDyDRLbru0N0HwsuSH8GgZVy+U2JKcB5aPcUQCCRdyG4X/Q9Ts8024gamzEp/sCqXsj3MGVfpJ5sXRoph9Q0NDUNkq9BegYE14O6vyBuS1a/SmIHmDM1uKpJihSJfX/+Q36w10acvOGvibfb+QbDQY655CBuOvPvQ+y98KS6bbpUHGHyTVOoHV9Ne1MH4yY0cuCZexds2/RNC3M+tbyq916ayU6HbTPq7VsakNieSGzPwoXBCRYtF9lpyPo+ElwzVyF2YWcfxpDsiGGo7aovQ+P3mX+pN7GDEU1Z5YE8oV0JDJRRMPbYKO/n9k/trUhkWy8a8iNIz4bUfy0oZP7B0PikzVLl7686ZtO2Y26gcjfilbOhjE7tTajbWRBrr513oB1/NGXl9AfeKCqv4q5E0e5n0BYvcq3saE8uqMcIBbHAhRDmmOptnIZTtLDL/jK9VcsHIgx195mR6bwTOq/xlCHEjGvSy8Ny5+E49Tnns50xUnYExPYuStb+fx+dxh0X3s+Oh27DAWfsyf1zbuHsXS/lvf/NJJ1Kj7pxWm/riXzwysekU2nW2mx1Pp7+KRlXmfHce7z1/LvZbfLLfSy/+rKc8odj+OTNz/jJuWNbAntpQ+ruseswNHjQjqY+Alyk6jI0/R5SfurYNHAMkdB6SPWl/a+TIJQfPbYNGikFox17L04FUn0J6rabHFbmY9DvbDYnnKuyrV2Po61no+HNkNq/ILJo8zJ7M/YGKrQW0tAneKnQOCXfQON3WERb1wMQOxi6HoLwdnmZ3anCju5+jpwRqqKwFMY4+kb0ZligUdWgJJFALeKU4WYFN4GyE3LCkaHNkcrTCvZSt8PqXmmnybVUXbgI2zQ87rvqUWa9/QW3n38vfz3nbnY5ajuumnIBT/zl33w643Oeuv3ZUf38d/5jT9qrb7QKjSvWM3Pax9QtW8tn73+JiFDdUMn4lRr67LffaXv0Weaz6BGnynwteWjiBfP3xvZDJIgm30SbDgEUqfs7TllpiBn7FCKR7aD2TpBAn3Iq4lRC3W0WHJF6DW06Gq2/HydkgVSamAIkTQHIbYHA6Cq/lIZYrNthUiThjSHzZfZHjrOs1RwpPwqqzgXAFQe6pyIVp6OJf3tHCOQVEoxQaJySDJBugj099CgL1+SkS3oTWNuLsBuKsNV1ccbnyrxLleVzxW8FXKT8MJM2KkDIugM1ZVVPw9siThma/gRtuxiCa+NU/WYYbVgwdj9mB2bP/Bon6ND2XTsvPvQyr0x+nWR3iu7O0S5dkuPj6bOY/aEpaDTN8ebwA8LNb129WARCLC1o6gOvMJ9C552oNtuDZHZqb3jKFqWAqms33MCqSLCv/3VJRCI5sQPVFOq2IxJEnCorZBmY4FVWSEP8TrTyXIsVcLtMUSO8uUU4jjLFlzoCtOV0tOVktPlET1fLRjVScboZpzycqvNxxj2LxPbJK1CYN1Xn5D9l502VSX9zwLXQk5mkLQzYHcMyTgBJdP5B5lCOeMrc2gaJqUj9QxDdE227EI3fX7CXOOVI/QNI9TWQmGb5Ua1n2e6df/Oqad5mIeoLwaPXPcnZu13CB9M+6rNuzxN34ZGmv3HOXaez+karUDe+hrb5HWNqnGIVpvy+8c4bFBQz1IzS0RIfaDefYiBRss+3mZkWHJD51CSCKs62/CDw6qCVNtrxR7T5eHT+/l5Ky9KDZuaiczeBeZuj326BG78fTb0HZQdh328Yyo5E2y63SM7kc0j5kVZRYQwoCQOVzex2W5HwhkjtrUj1NWhggpU/HgiJ9l3m5m+fd3FEtiNrjLIVLVvzlsHQunzjGVoLL4Mm/gN5UYZkvob0LOieaiOsPAOlqmjXJAsYie1FNhDDU52W6E5A1BKX+xHSHS7J7iQ3/OJ2pj89gzsuvH/A7WY8/y4fT5/F13mirmOF67pc+vg5nHPP6WTS9tARigQ55Df7MWFi6YYqL41IcGWoe9CEkAMrWCBR+kvousereZTBnf8TdO4GaNdjxW7u4PTUn9M4i6ZUT/FRtx1NvIRqLjFUE/9B4w9YsnHPsq6HyAV/paDtAnT+/giKjH/L/qQiNyNEzEviHhtKYopPav5oBfo8VVyJbGuila2/RKUCGp7ufzgZWt8rrhYE0hDcsB8Vc4/uh8j5m7os78gdxPj1S1PfRcHvWWRe9tgOdFwJ0uidXJ2JwiZfhLLjbTRVflxeu55AW39l72tvR+rusIjEqEVRSWR7GP/WQkfNhKNhNt51A16fMoMt9h64jPfjtzw94LrRJhFPcvEBV7PuVhPp7kwQDAf52XXHs8eSkaS7xCF0oQkv9bHsZEj9z967bSaO7GnXaeIZJLb3AEcpPlLxKwtiCq2LOEvGNLI2HWX5S9G9kJpr0NRHaPNxgCLaDuXH4baeC10Pkg0YC6xhicq4JsPmBWupU2UKE24TVJ49pqHypWGgAstD/k0bUNebw9ZOtOtBxCvYp4n/QeZrNLKzhX47y0PVb61MQOpd6Mg3UPlBEL1GR+5XDK9uVL5kUf7TVRQqfm5S+i3H5B/Ye+1Eaq5D059ZBr4zHspPAlImYx/ZGnGqc/lQCEisX8n9RRXSecWT55NMpAhHBo4S3P24nXjgd32DWMaKZHeKt56zqL1wNMQex+/EvNnzuXDfqwiEglwy6WxqGquL1j4fQ+MPoJm50KMkkHq9z4MmscMg8zlSfnJuv64nLLGz/NhsMdJiI0556UfejZSekj8Zz/8uEex2n7IwcYCE90ARWA6pe8CMUNfDIFEkslX2UOLUWOHHzDwktBZjSUkYqP6Qip+iqZmQfBY6fo+GNwanFm0+FnAhNh1Sr9m26XeRip9CcEU0fhu433mOvI2h86ZeR/ZGWwCkTIXYnTNIS/IVzINQdgzE9rInLWcc2vLL/ncLrIpEdzMTGd3J5FBaTsopIofWhPLjTSyy7m4gXKB1NVoMZpwATrjycHY7egemPfk6N49B3lN/9MgprbvVRMDUzT+aPguA/3f09VTWVXDKH46hqr5ywGP4jB6aeMmkjICsl8Cdk33Q1My36Hc/NCmvyG5Z5QlNf462ngEoSgKp/HVR2r80ILW3oN1TkZilX0hwAho7yKr2xm9Dyw5Fqi9C4w8gZYfmZqjKDuj/eE6dV2ID1G0zaTanEqk8Z1TTYkrDB9UPIjGkrEfmJmolqAmR8wHlbKuKda4ElrPEWFxIzbBAioapIHk3svCWnvQItp3bu2RE79FKV95npSG0IU5obZPnn7uBlXPuQy3U3p47YnB1JPVunly/V1umZ3140z7GSd24yY/oULlai54JE5en9dveeoJjR6QsTMMK9ex98q7M/mgO41dqYOJmq7Pyeisy7ck3mHr3i0y+uXhTkUs9gUZ68meyMwZlx6Hpj9HOu9D2a3J6lImn0OZT7L1TadJhgASWjmi50UZT75lieq9gFAmti1N5Wq+oxJ6Cqi1ANxLZHqf2hlzJH03iNp+EO283C5QYiK6HTFswfhckRlfBpWRHUKoJNDUDyo6CsqNyHV3/IJqZDR3XZbeVQF7kXvlPoe1sIIG2/Ran7k7c8pOhw5NRSr5gSg9ZeqvL9pcblXMqSqAadeMQv7uffXtotlIg5YfnFoU3tMTkTDPU3oCEe2dnJwvkQrT5KJMfif0Yqb58gM8ZPfY7fQ+++XweX300h49e92RuFnXa2AAk4kkS8flcc/yNdLZ1kUqk+L9/nMm6W63FqZv+hvamDtbfZu2hD+QzKkhwdWh4Ak19YFWiAytAbD903vZeNGzP79ibrcj6dYJQ+Stw26GXOoHPyFG3CZ1/CNAN6Y+RygFmczyk8kwIjIPQBjYi6k36g2y5De36JxJap+82AOFNbCAgZTDQNouIkjVQxB+AzpsBkMg2aPIFs/zlx0PbpdaZYJphecrKTtm+uF33QOpNCNoUkVNxAq6moNPT2NL5UHaKGarOy8g+BQbWspDZASmD4Opo8zGWVGs7WU2ZZC/NscS/swZKUzMh8QJS+9d+JU/c5hMh8TxUXoD0GLWeonHpz4bRWYueumVqOe+eX3D+3ldkl6258ap8+Nqng+y1iOgRf0+msuU85s9ppm6ZWu785M+kUxli5f1EcPqMGRKcYIrVMSvToqqoRO0BJjQRNAFlh9kUeuYLtPtZNH67lTsHtCMA9Y8goYlFPIulC3GqoWKQmnHBieY/TH9ms08DHSe0Pox7CQiMuupN6Rqo4BqYAnAEzTRD20UAFvKY6blJRiD9JW7bZThVuYKlUvd3Kx4YWC23rOKnqISh636z/PEbsOnCnqCGMqi9GZpPsEiWyH5mrApEZ+OQ/gLy85HCWyC1N6Lzf2JRMz2k3ka7HkNie5tBc7+D5EtI3W0Fp6maNOOEoompWQMltTei3f9Gyg5eiE5ceI648CBSyTSb7f59nKAzKgaqfvk6Vlt/AtP+5QW4eKO0iZuuzq5H7UDLt63sddIuAITCIULhsZeC8hkcEYH6++3BMLID4qWAaOedaPul9pUG8jUmM2bEfBYYceqg/j6TI4r+sGCddj+Ltp0DoU2Rmj+azmA/aHo2aIvJN0kYqb3RlrtNuN/ta6Uzav/Sp3yG9JfiMwqUrg8qsrmp/zZO9fwzUUzTbkWk5k9QdoSXFxSH+H299la0/Xfo/B+hnjK4iCCRbb0CYj2itHn+nbLDcILL2RAYIPGoqZkDEDFFiMiPLBqmJ2+i7DhPjypSUGDRmtBuWoKQnXfHK/decJ4SRirPs4JoFbnkNwlvjFN1tuWbFJGV112BCWstz/yvm9hir40RZ/CIQgmMLOIwHA0x/6smpv3rTdbfdm3KqmLZdettvTY7HbYNB5yxF8FQ6T5L+RgSWBaJ/hAI4baeh9t0ZF4eTtBmP7I5iGLT7f2giVfQzluXuqTZBUFC6yCxH+VCwjVlf93/tLDwxFNWobwfND0bnb+nJSj3zlVLTrOH88wsSDw3ymcxMCV91Wdl/Z06aJwC2plT/w5vapLxHX9GooWqwpp4Jdup2vVINlpIW06xOjfBiVB+CnTmldKI3wlVv0YiO6DJ/0J4a6T6UrTtSkg8aU97iUko3WTzBpxqdN4OKAGouxOSMyAzo6f14LVL6u82odjIlv2fZ/mRiFcKPncOL6Hxe5GyA5FI8VS6p971Io/+2WoBvfjwK6g7uBNKMyNzUq241vJ8+vbnqCpvv/A+VQ0W0DJuQgOH+gKwiyepGdD1D3sfWh+p/ZtF4DYdRS4iVtH4PUjFz9Huf6Pxu5Gyn0B4Ey9SNwWZ2UjVRajbCcn/QniT/n0nPgBo+gu06SCrwlB1vt2PnErAtWCKjuuQyI5Ij0aitmQFAch8U3iw8NYQ3sbWR3cb0/PIp2gGSuMPoR1/gtj+w5LNkMAyfZdFd7Pyzb3Jq11ToBju1JuBSn+AlB2Olh0H8b/ausAEuxDKDrYk2bZz0NazLZcj8WTuGIkpUHsfoq3gfou69sVKajo0/ANt+gmkZkJsf6TCopfEqYPoDnbeHdehyTeRqnNAEyZ7H5iA1N5UMGzWtgsh8xmamoGMe27I/hkNHrzmMR64ehLBcJBwNMRyq43nm1kD6RqOnGhFhFlvf15g9Kobqrj8ifNYfvVlCARHVynZZ5QIrgHBdSHzpd0QPTVs7bkZ9hC16Wttvxwys9H0Z0jDY+aA1xYQC67Q1jMh8QwEJyINk8b0VBYrUjNs1AQWiOLOBXc22naZGZrki2jiGYjtY8nUyelQcTaCC70k5cSpQOr+WoSTKKRoU3wa/7vlH8VvH3rjkRLeHKgApzFrwDTzDTgr5T6/4zpvysFDqtF5W6Jzt4aW02wElny5cHjrLINUnIYT2cibwrsRAqtAZBerkyPiRdx1Qdff0Y7rC88585V9bvJFdP4RaNc/ITMbkv9De0pxZM/hB95roYL0WPLQtZNp/qaFumVquOeLm7h08jmUVcaG3nEQjrjwQNba1EbB3R0J3DzjFAwHaZnbgghU1JQPdAifUiczG4nujjRMzhonAGputusFQCqRCu/660nsje5oN8aGfyK1t+cKJvZM9ak/5ZePpj/Bbb8W7SmgGN0ZYj+2GnrRvS26EiC4ai7xNjABnbsx+t2eaPul0HkHUnHCqBUcXFiKZqCk/Ehwli+U/VlUdP4R6IDo3pY8CGj7VeZX6sGda0m84c0BBwLjveFuK6Re9TaKgTZhA80QUnMd4kXBaOffwP0aMl/j1F6flxUfIuvl73qwsF1Oo5fPhUUSBjcw3xZYuG7+ptWXII3/Q6qvWtjeWGAOOGMv6perZcW1lmPWjM8JhoJEyyMABEM2uqmoHZkhqWmsomGFwrIZjiNsuvuGpJNp2ps7mfbEG4vmBHyKgjYfh3b8Hm0tVN93olviND6F1P0DaXgqe81I+TFQeRFSYbWjJLCsVaH1FFSk5vdWsqbqCpYmNP0l2jUZHSCYRFvOhM4bs8UHRaI41ZebL7v9txA7AKl/FKfyl6bcMe51736TAG32jlK8fMfhUDwDFdvfVMkrfj6i/dRtxm0+BbflV6h2979Rcpq9ekoT4OVuAEgD2WTcxLNI7W3I+BlI9cU2LZHbA+iyvIDyk5DGKQXJtFJ2ODjLQHm+zBFIcMW84xTOoIqEkbo7Tb8vug8S2x08nxp5orianoXbdjGkZ45Z5cr++PEv92bVDVbi9adncN6eV6CqnP33n1NeXUbtsjVc8MAZ3DXrBlZYs7AE+KrfW2mAI8IrT0zn/Zc/zP5/2o0nctsHf+S3j57Fzkdsy0Y7r8+uR28/WqfkMxY4Nd5r/7p2Ev5eQe6iNh0D7RehLWf0f7zUO1aupvkEtCf9YglHNY02HYS2/hJt+23/G/X46Htp42nn9dA9GTquzn0XWK0nqfiZVfTuCdyKFM+/NBxKOkiiX7oesxwjgOgu/TrwpPpKtPtxpOzY3LKKUyGyM+qMg5ZfQ+oFy89o+QVS9hMkshUaWM6rygtU/wnazrMwy/APsiOx7PHK9kfKck58Tb0HzngkUI/U3gDdj+dFC+btF1wNafhHbkH1laY1GNk1d6y2CyH5Mtr1MIx7o6hGavxKNuJrXLEex3GYPXMOna1xOlvjzPnkW87Y5gLqlq3lq4+/QV1lwx3X47LHz+W0Lc7lkzc/A2CtTVdj/Mrj+M/DrxSMjn5568n88NicEOzZd4zsYcWnNJG6u8wfEt586I0BeqqypufgfrsNOA1I7Q25IKnMl9isRLeV9WDgB6B8NPE82nELEtsvT5Wm+Gj3s+B+Y0n4/eQRqdts03auFwGp/QsCSM0frJ8LHqzJzco4Db2qdoNEd0CiO6CZ+ZZL2uNKKFEWPwMV3tycp1LWJ7RbNYV2PWG6YJVn9TUqobXQpqM91eUoSAgSU9Dk/5Dx05HyE1D3OwhvgRPbDY1sDppEAo15n5GG+N+AaDZnSeN321OOUwcNT1lAxzCnLiW4Sl9NsuAa5v8Krl5U4wTwsz8fx06Hb8sq61mpj+0P3pLXprxJOBpizqy5zHr7CwD+78EzqWmszio8XPviJUx7Yjp3X/YwM1/9hJmvfkJlXQXtTeZHqF2mhq33K+2Lw2fBEKe234ezAbevvc1KznRcbQvcudD9VE7AtexQRLvAqSuoAGs5hC+YCnlg2T7H1fZrIf2elZ5fAANlQR2BReqf0dRMtOVkTFU8nr1PqKah8y8oQei6z4xydC8kvBlE9zJj26Ob5/mTRCJWDLU3CU80wG21bfpBAvUQ2KrfdaXEYmegJLQmjHu53xu3tl9h+lCAdj2KNP6r7wF6HIqhNa1cR/zurDafhDdE6nO1ksTpRzW761G0/Xf2PrgCEtk+N+3gNlt0TH/7jQCpPB9iB0FweE+Ko0kgEGC9rXLZ/u+99CGrrr8S+/9iT2Z/NIfXnnqLldZdgc332rgggTZWHiUUCTFrRm5KZv/T9+DBaybT2RpnwsTlqawtDTVrnyLjjPcEZauANnDGQSSnDiMShoqfZv9XtxW6n0KTL9tUltMIjc8j0mtKPbob2vF+nyTW4aCpGWjTkSAxqH9okZSYUDeOEqZHVbxAI7R7EtpxrfePZxA1AQRN9iw9G7QZTX+INA6sQ6mpdyDzsXeYjQfcbnFhoQyUiOwO/BFLDLpVVa9cJK0a+nP7X+HmlXrXDtzkG0jqbYhsgwRXseKH0d3AbbPyHcGJJscSmND/8fojsBzmuguYDwqQip+hEkOCa5kPaiERERhjWfv+mDd7Pvdd+Qjrb7M22x+8FS3zWrlwv9/hZlya57Zwxi0nc9esXC7Z5+99yQ1n/I21N1uDoy85hLU3X5PxKzUy93NLFGxv6uTyJ87lpUmvsccJOxfrtHxKje4noN27dVRdilN20KCba+vZFnaONzrQLnoUYTTzjZWMiGxnFQ7KT4Lki7hNx1lOYXT33HGSr6Lxf9jy8KY29UYaie4CyTdA4/aX+qCPn2ekaPezaMvPLLKu7h5E40hkC9z0bCtRElwRux07UHUx4n4FsUPQ+fuYCk3PrTq8xRAflKAnSEti+/ZZ7baeY7JrVRci0V37rC81FthAiUgAuB7YBZgNvCoik1R1EBnc0UWqLkCDq0D8UXA/h6YjUJLQuSwy7nm05XRvznZ1JOSJjfYETwyBdj1hhdfKT0IaHgfCecZI7SLRtsEOsdjx13PvZupdLzL5pilstPMGRMoi1IyrpmlOM8usMr7P9g9cPYnpT89g+tMz2O3YHVh2lfHcMuP3nLrp2cz59Fu+t8O6rLPFWqyzRfGNr08JERiHPfQJElxjqK3JxXYlbKq/5rrsNJy2nmu6mJ1/Q8ZPQ8TBbbsCMp+i6Q+yBko1adtmPkdTr0PVxWiL1Zyj5s8Q2x/S79soJ7JtwadbDue1ENsXp9KKjarbgbacZgat/CRo+z/Lb6y7FZEYmnwJSz6eZW0NrYObeg/mH2zn4SwHlRdCcGWcSG7qW2P7QudfgTTIMjjVFw/aMxLe2ML5td1CzfPb7XaYEjmgXQ8t2QYK2Az4WFU/BRCR+4B9gOIZKKcaqTgVN/U+JD7HTi9JtjR8z5BaBq4jpG6bRe6Ff5BNDlZNeVVv06jbjNMrgU07b4H43+y5JbQxEhrORVb6rLbBykzlRZZdbRmiFVHCkRA3v/n/+GbWt0zcrO85br7XJjxz94ussfGqNCxvGf9llTFufedaEl3Jhc6h8lkykfCmUD8JRdCuh9DOW5CqC8Fts1ydwErmU3bsupXq36Gtv4bEVNA4ki8h1hMUkOc3JrIDxD+FyPaoujZ1l3rNFNUzn3u+7PxbYdAi3qptVKeZr1B1QUL2kJv+0MSiO+8wdXZAO2/MCYQkRJIAAA1kSURBVEbHb/eSZOda0n54Q6T8GBvdBVdDQmvjNh0HybxSFW4ztF8AOLjRvZHqqxBxcCrPwnWbzbBEBq6EXdCfnihAn+VOBVp2tI2gyo4Y1rGKzcIYqOWBL/P+nw308XqLyInAiQATJoxgKm1hqLoCEjvbDyP9Qbb2ktRcZ8EH/TkWPbTlDPvhBFZDGk1BQiSEhtaH1BtI+Pt99pHgWmacnAYINPRZv7hy4K9+xBY/2oT65WqzhQ5rGqsHrGi7zf4/YHL8bgKBQgWIQDDgGyefQZHQmpB8ywqOAhpfFTLfeernL6Ndz6LlPwZ3PlL5KwuWSrxs8keh9XMHKj/WxJe1G83MQwKNOFVno5WnIxJF3WZIeWkomXngrABuJ2gzUnsnkM7WRwJwk29D08GAmv5nyotCdRpNmqmHrh6FiyCUn2AjqcAENLgK2vJrwEWqL8/lS6Z7PcdHdoXEPwHXai2Vn2B+ckCqLoeK09Du53DnH4JUnIxEtrd+0hS484btI3OqzgXOHda2pcDCGKj+HEF9hNhU9RbgFoBNNtlk1KsJqaag5WhIvYtUX4HE9suuE6fCsq0HJdPr1du37i5wv+s3WojIjlD/JBJoLHyaWwJYYc2Rzb33Nk4+OUTkQOAiYG1gM1V9bYDtiuLbLTrBVU1pIvM1Et4StNNET3GBb7PamSphz3B1mnp6HpKchmoLZFogNR0CloYiEjWfU/dUKDsekq9A+m3bKTkbTT6LND7fV1Kt42py9eDE1GikHKm/LasLqMnpFqjhzoWyQ3Ei24Cnn6ld//TOATTxDBrZEam+Gqm+Bu28FTJfIbG9ofx4tL3WRkqhdaFAJDph/vWOq0DjaPsfcwaq6UhIvY6Wn4JT+YuF/gpKjYUxULOB/IiAFYCvF645iwC3GVL2w9PEfwoM1HCQmmuge4qJJeYvl1AuMS4Pc36eauvqH1nwdvssDbwD7A/cPNAGpejbHSvEqUSrLrEwa4JIdFe04QWI/8UMV8c15ueN32N+HrcDYgdaxYLAyhbFF93L8iSlAg2sCN3PQmR7kxdrPgFQCG1mo7OCD6/Iq16Qh9uzXcSTZTNfGYmXILanJdQ2H2dTfuEdcKrOB7xgDamE0Pdt2tFts226H4Oq85HIFkikMOBBqs6Fqr6jG206zO5pgTUg8ykS3cOWq1UOB3IjuyWMhTFQrwJriMgqwFfAIcChi6RVQ6AdN6OdN1mJDG8OuAcJjIPKs9Hka1mx1pEgTh2UHVL4eZqCzDf9RuhpchqQtryFzGxwRrfCpM/ii6q+D4NEoRol59sdU9rO90SS30Qan8EJjgOv1psL0H4RkDGVlbLD0NRb6Hd/sojahifR7smekkwUEv9F6UYqzkTT75Gd4HHGg3xs/wYnWrJq+Yl5cmWGZr6FijOh2xOLzo7mQJMvIrE9sWjeesh0QtAeYLXrMfNZO8sgDY8hjf9FEy9Dx+VWVmcAhQ37zK8hMy+rWqOqufpzgQbTN+yRgBIHaq6xunHlJyxMr5csC2ygVDUtIj8DnsKmIm5T1XcXWcsG++yuh+1ppOuhrJMyHyk/rl+NP+1+Cm09x4oM1vx52Emw2nQMpKah5cfjVJ7V67OOQd1vkeDKBSWS1W3POnV9fEbAsHy7UCT/7mgT2hAyn9nIoxdWvDNtD4WJKWhiak6yx/0GEk9Dx3WY5bEkWwDVOBI7FE2+D6E1kJrfeXWOXobYXkieHFAPmnoPnW++J6m/14qfBldGUx9adF/yDTTxAhLZFur/4QVDbOrt+7a1wZ1j/qFgFRLdEqKT0dT7uHN/AE4NUn9vQfkQzXyLfrenTW2WHYNEd0HCm0DN9VbMtOwIRATVbotA1Hak6gqcIpbDGG0WKg9KVZ8AnlhEbRk2UnEq2nkb0mukMxTaNQm0w37I2gwyzNoyPcPo5Iw+qyQwzsQs83DbLoL4PWjsYJzqS0bURp/FGxH5N9C3Ngycp6r/HM4h+lnWr+92rP27Y4FUXwmVp1up+N7rJADlR0JwgmecqqDiF9B+uacss5EZuOQLVpqj6gKrNhs7wHQwx03JHSy4+oApJqoJM0SYSKu2nItUnGhyaZpC55q0kHbeagZK49623ldXfjQkX4PgStn6dVkS/7F7T6bZ7iueL8kO2G4P3gDx29H47VB3lwnnRrYqPEb3ZHvfPckCQ5ZQFjslCcAqSMZ+NPSGvfcrPxbNzIHIFiMqfCY1f0ATU5CyY4beGCDxYuGrz1KDqi5sBnJp+nbHCBEHekmU9dkmsj00Pg8SM7+V96AqIlB7I6RnWYkJCQ4asQume0fiBQhvhQQa0NS7aNPhlppSdjR0TYbMTLTtIiS2t0X0xn4M3VOQ2P6o24l+tx9oi4lKV56JdD+Jpt+B9Dto8vDCkiOxfS1Aw6mBcGEBUwmuBjXXod1Pm+GB/nX4QhtCYGUzaL185Usai6WBWlAkvDHS8PDI94vuiER37HedasoqgKZmINXX2rZV/2fVQmMjG+H5+FBE3+7ihATG5d7nTdWLhLLh2cNBW04zgxFcF2l4BJKv2yhGO5HwJqiUQ+f1lkvl4VRfDtWX47oJmL+XGSfIKdkEJgBiMklOY8HnSaARqbt14PPyirBq905AsCDkPXeMBqRxSt+dl0CWKgM1KmS+sR845uOS6I5IZDtkBGKZPksHIrIfcB3QCDwuIm+q6m4ishwWTr5HMX27SyXaE0Luvcb2s/IeThlEtseJ7opWnIhIP3l8Hb+3RF8AZ8Ws6LNEd4GGx0Eq+q0EPhxkAfQDl0R8A7WQSHBFtPx4SL5phdd8fAZAVR8B+uQiqOrXwB55/xfFt7s0IjV/Ml0/T85InEoLosjfpj/jBLnoOoDywwuiAGW4Emrpz9D2a5Dw9/37Rz8UrWDhkoRTeRZO/T1IaCKa+hC37bdo8tWhd/Tx8SkumVlox/Vo28VW8mIESNnhIOUQ2rSPdJBm5uO2XY52TR70GNpxPST+hbZfgWbmjrj5Szr+CGoRo23nQeottPtJZNzLxW6Oj4/PIGjXo16I+jeWyxhcZdj7WvG//hNkteMP0HU/ikB4UyTQV1wZQCJboN2TLB9rkPyopRVRHbvoVBGZBwxWs7kB+G6Q9Usbfn8UUoz+WElVG4ferLgM49rKp5R/V37bFozFrW3Duq7G1EANhYi8pqqbFLsdpYLfH4X4/bFoKOV+9Nu2YCypbfN9UD4+Pj4+JYlvoHx8fHx8SpJSM1C3FLsBJYbfH4X4/bFoKOV+9Nu2YCyRbSspH5SPj4+Pj08PpTaC8vHx8fHxAXwD5ePj4+NTopSEgRKR3UVkpoh8LCK/KXZ7ioGI3CYi34rIO3nL6kTkaRH5yHtdajL5RGRFEXlWRN4XkXdF5HRv+VLbJwuKiBzo9aErIgOG+xbjOhzu9ykiGRF50/ubNMptGrQfRCQiIvd7618RkZVHsz0jbNvRIjIvr6+OH6N29bl/9VovIvInr90zRGSjYR1YVYv6hwlifgKsCoSBt4B1it2uIvTDtsBGwDt5y34H/MZ7/xvgqmK3cwz7Y1lgI+99JfAhsM7S3CcL0ZdrA2sBzwGbDLBNUa7D4X6fQMcY9dWQ/QCcAtzkvT8EuL+E2nY08Oci/Mb63L96rd8DeBIrmrU58MpwjlsKI6hsiWtVTQI9Ja6XKlT1BaCp1+J9gDu893cA+45po4qIqs5R1ene+3bgfaza7FLbJwuKqr6vqjOH2KxY12GpfZ/D6Yf8Nj8I7CTDLc89+m0rCgPcv/LZB7hTjZeBGhHpW5WyF6VgoPorcT14xbKlh/GqOgfshg2MG2L7JRJvCuX7wCv4fTJaFOs6HO73GRWR10TkZREZTSM2nH7IbqOmMNsK1I9im0bSNoADvGm0B0VkxX7WF4MF+n2VgljssEtc+yx9iEgF8BDwC1VtG5sH1cWPsSw1P1IGa9sIDjNBVb8WkVWBZ0TkbVX9ZMi9Rs5w+qFY96zhfO5jwL2qmhCRk7GRXv/VVseWBeqzUjBQS3WJ6yGYKyLLquocbzj8bbEbNJaISAgzTnerak8p5KW6TwZCS7jU/GBtE5FhfZ9qNbNQ1U9F5DlsRD0aBmo4/dCzzWwRCQLVDD69NWZtU9X5ef/+BbhqDNo1HBbo91UKU3zZEtciEsacjqMapbMYMQk4ynt/FDCcJ+ElAm9O/6/A+6p6Td6qpbZPRpliXYdDfp8iUisiEe99A7AV8N4otWc4/ZDf5h8Dz6gXCTDKDNm2Xn6dH2G+21JgEnCkF823OdDaM7U7KGMd7TFIhMeH2BPRecVuT5H64F5gDpDCnjaOw+a1pwIfea91xW7nGPbH1tgUwAzgTe9vj6W5TxaiL/fzflMJYC7wlLd8OeCJvO3G/Doc6PsENgFu9d5vCbyNRa29DRw3ym3q0w/AxcCPvPdR4B/Ax8A0YNUx/C6HatsVwLteXz0LTByjdvV3/zoZONlbL8D1XrvfZoBo0t5/vtSRj4+Pj09JUgpTfD4+Pj4+Pn3wDZSPj4+PT0niGygfHx8fn5LEN1A+Pj4+PiWJb6B8fHx8fEoS30D5+Pj4+JQkvoHy8fHx8SlJ/j9OGewCwFIK/gAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -812,7 +860,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -821,13 +869,13 @@ "Text(0.5, 1.0, 'Unequal Variance')" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] diff --git a/Sklearn/KMeans/KMeans.ipynb b/Sklearn/KMeans/KMeans.ipynb index 1454d11..a362c8b 100644 --- a/Sklearn/KMeans/KMeans.ipynb +++ b/Sklearn/KMeans/KMeans.ipynb @@ -27,7 +27,9 @@ "3. Update centroids. This is done by recalculating each centroid's location as the mean (center) of all the points assigned to its cluster. \n", "4. Repeat 2-4 until the centroids stop moving or until the points stop switching clusters.\n", "\n", - "\\* There are a number of techniques for choosing initial points. `k-means++` algorithm which scikit-learn uses by default makes the intial centroids a bit more smartly selected. " + "\\* There are a number of techniques for choosing initial points. `k-means++` algorithm which scikit-learn uses by default makes the intial centroids a bit more smartly selected. \n", + "\n", + "[example](https://www.naftaliharris.com/blog/visualizing-k-means-clustering/)" ] }, { @@ -214,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -253,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -281,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -290,7 +292,7 @@ "KMeans(n_clusters=3, random_state=1)" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -302,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -319,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -330,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -339,7 +341,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -445,7 +447,7 @@ "[150 rows x 2 columns]" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -456,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -488,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -507,12 +509,72 @@ "source": [ "colormap = np.array(['r', 'g', 'b'])\n", "plt.scatter(df['petal length (cm)'], df['petal width (cm)'], c=colormap[labels])\n", + "\n", + "# Plotting the centroids\n", "plt.scatter(centroids[:,0], centroids[:,1], s = 300, marker = 'x', c = 'k')\n", "\n", "plt.xlabel('petal length (cm)')\n", "plt.ylabel('petal width (cm)');" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Also Plot in the Centroids (make a YouTube Thumbnail)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Extracting centroids and labels\n", + "centroids = kmeans.cluster_centers_\n", + "labels = kmeans.labels_\n", + "\n", + "colormap = np.array(['r', 'g', 'b'])\n", + "\n", + "# Create figure and axes with specified size and white background\n", + "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(16, 9), facecolor='white')\n", + "\n", + "# Scatter plot for each cluster\n", + "for i in range(3):\n", + " ax.scatter(df.loc[labels == i, 'petal length (cm)'],\n", + " df.loc[labels == i, 'petal width (cm)'],\n", + " c=colormap[i],\n", + " s = 140,\n", + " alpha = .8,\n", + " label=f'Cluster {i + 1}')\n", + "\n", + "# Plotting the centroids\n", + "ax.scatter(centroids[:, 0], centroids[:, 1], s=300, marker='x', c='k', linewidths=5, label='Centroids')\n", + "\n", + "ax.tick_params(labelsize = 18)\n", + "\n", + "# Setting the labels\n", + "ax.set_xlabel('petal length (cm)', fontsize = 30)\n", + "ax.set_ylabel('petal width (cm)', fontsize = 30)\n", + "ax.set_title('K-Means Clustering of Iris Flowers', fontsize = 48)\n", + "\n", + "\n", + "ax.legend(loc = 'lower right', markerscale = 1.0, fontsize = 24)\n", + "fig.tight_layout()\n", + "#fig.savefig('KMeans.png', dpi = 950)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -712,9 +774,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, '\"Incorrect\" Number of Blobs')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(4, 4))\n", "\n", @@ -740,9 +825,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# implementing k-means clustering\n", "kmeans_dataset1 = cluster.KMeans(n_clusters=4, max_iter=300, \n", @@ -762,9 +860,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Unequal Variance')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(4, 4))\n", "\n",