From 82eab27b88c2ea9be4fb6036ed237d1fc48ae3d2 Mon Sep 17 00:00:00 2001 From: Kyle Gerard Felker Date: Thu, 20 Jan 2022 14:37:36 -0600 Subject: [PATCH] Run "git add --renormalize ." and clear all outputs --- .../0_linear-models.ipynb | 533 +++----------- .../1_kernel-methods.ipynb | 147 +--- .../1_ml-with-fingerprints.ipynb | 149 +--- 02_deepLearning/01_Intro.ipynb | 136 +--- 02_deepLearning/02_Mnist.ipynb | 684 ++---------------- 02_deepLearning/03_CIFAR-10.ipynb | 531 +------------- .../inspect_pipeline.ipynb | 176 +---- .../00_images/Image_Segmentation.ipynb | 476 +----------- .../01_time_series/CAE_LSTM.ipynb | 28 +- 9 files changed, 324 insertions(+), 2536 deletions(-) diff --git a/01_machineLearning/part-1_introduction-to-sklearn/0_linear-models.ipynb b/01_machineLearning/part-1_introduction-to-sklearn/0_linear-models.ipynb index 863918066..6634e943e 100644 --- a/01_machineLearning/part-1_introduction-to-sklearn/0_linear-models.ipynb +++ b/01_machineLearning/part-1_introduction-to-sklearn/0_linear-models.ipynb @@ -12,17 +12,9 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The history saving thread hit an unexpected error (DatabaseError('database disk image is malformed')).History will not be written to the database.\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", @@ -36,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -52,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -73,20 +65,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LinearRegression()" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "lr = LinearRegression()\n", "lr" @@ -103,21 +84,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Help on function __init__ in module sklearn.linear_model._base:\n", - "\n", - "__init__(self, *, fit_intercept=True, normalize='deprecated', copy_X=True, n_jobs=None, positive=False)\n", - " Initialize self. See help(type(self)) for accurate signature.\n", - "\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "help(LinearRegression.__init__)" ] @@ -131,40 +100,18 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "lr.fit_intercept" ] }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "lr.fit_intercept = False\n", "lr.fit_intercept" @@ -179,44 +126,18 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'copy_X': True,\n", - " 'fit_intercept': False,\n", - " 'n_jobs': None,\n", - " 'normalize': 'deprecated',\n", - " 'positive': False}" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "lr.get_params()" ] }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LinearRegression()" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "lr.set_params(fit_intercept=True)" ] @@ -237,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -246,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -255,22 +176,9 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(3.7, 2.5))\n", "\n", @@ -292,20 +200,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LinearRegression()" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "lr.fit(X, y) # For supervised learning, it takes the inputs and outputs" ] @@ -319,20 +216,9 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1.94810487]])" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "lr.coef_" ] @@ -348,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -359,7 +245,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -368,22 +254,9 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(3.7, 2.5))\n", "\n", @@ -466,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -485,7 +345,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -501,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -511,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -521,17 +381,9 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "With intercept: MAE=0.9 - Without intercept: MAE=1.1\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print(f'With intercept: MAE={lr_mae:.1f} - Without intercept: MAE={lr_2_mae:.1f}')" ] @@ -545,17 +397,9 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "With intercept: MSE=1.4 - Without intercept: MAE=1.7\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "raise NotImplementedError()\n", "print(f'With intercept: MSE={lr_mse:.1f} - Without intercept: MAE={lr_2_mse:.1f}')" @@ -589,7 +433,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -605,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -614,22 +458,9 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(3, 2))\n", "\n", @@ -655,20 +486,9 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PolynomialFeatures(degree=3, include_bias=False)" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pf = PolynomialFeatures(degree=3, include_bias=False)\n", "pf" @@ -676,20 +496,9 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'degree': 3, 'include_bias': False, 'interaction_only': False, 'order': 'C'}" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pf.get_params()" ] @@ -703,40 +512,18 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PolynomialFeatures(degree=3, include_bias=False)" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pf.fit(X)" ] }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1, 3)" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pf.n_features_in_, pf.n_output_features_ # Note the \"_\" postfix used to mark \"learned attributes\"" ] @@ -750,20 +537,9 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 6.96469186, 48.50693265, 337.83583878])" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "X_poly = pf.transform(X)\n", "X_poly[0, :]" @@ -780,7 +556,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -798,7 +574,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -807,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -816,22 +592,9 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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y4DmghbOVN1Bn+1oi2g8k2D8nAPudqcdXItqxY4daLBYF9O233/aJDQYb06dPV0CvuOIKPX36tNvqbYyILticU9U9qno9tnUNRgH7RWSka/7vPNqqffqD/b1NfQVFZLyI7BSRnfn5+W4248Lk5+czZNgwKisrSbnjDrLbtHH7ElUG55kzZw59+vThyJEj/P73v6/+p+xVnI7OqepSIBlYDbwpIp+IyNWeMqwBO3y2xoLVamXQXXdx4tgxEjp3ZsjkyR5b683gHBaLhRUrVhAZGcmqVatYunSp121oVIhbVQtV9WGgNxAL7BaR+SJS9xI1znNCRBLANlUcOOlifR5h9uzZZGzdSlhUFPfMno3FYvHbiWKXEh07duTv9oHuRx55hCP1bLHpKZwSkYhYRKSPiPy3iCwHVgFXY8t4eBjIEZFBLtixFhhj/zwGWONCXR5h48aN/OUvf0GCghg2YwYtHbygycb2PaNGjWLw4MGcOXOGsWPHerVZ50yI+3PgDLAD21JWVwH/BkYAidj6L/8CVorIRCfqW2GvK1lEjorIWOAZ4BYROQjcYv/Zb8jLy2PMGJvG+/3ud8TU2onOZGP7HhFh0aJFtG7dms2bN7No0SLv3ftCihWRD4DtwGdAhqqW1FNuGjBJVb22oqI3doWoqqpi4MCBbNq0ibS0NCa8+CJzt2+nsqqKuIgILm/RgpDgYJOd4Ce88847jBgxgoiICDIzM+nYseNF1ePWXSFUtb+qzlHVj+oTkJ2t2DxTQPHyyy+zadMmYmJimP7cc6w7dIgubdoQFx5OfkkJe0+dYtBVVxkB+QnDhw9nxIgRlJSUMGHCBK8069y2P5GIhAE3q+q/3VKhE3jaE2VmZtK7d28qKipIT0/nm+joRu28bfAN+fn5dOrUidOnT7Ns2TLuv//+Rtfhk/2JVLXUmwLyNKWlpYwcOZKKigrGjx/PnXfeWediJCao4H/ExcXx/PPPAzBlyhROeXgvJJPFXQ/Tpk0jOzub5OTkmj+ImeLddBg9ejRpaWn8+OOPTJ061aP3MiKqg48++oiFCxfWDORFREQAZop3U6I6WhcaGsqbb77J5s2bPXYvI6JaFBUVMXbsWACeeuopujssz2SmeDctfvnLX/LUU08B8NBDD1FWqxXhNpxNsvPHlycSUCdMmKCA9ujRQysqKtxev8G7VFRUaOfOnRXQuXPnOn0d7kxAvZT48MMPWbRoERaLhaVLl2KxWHxtksFFLBYLCxcuBOCvf/0rubm5br/HJb9QSfVODoeOH2fdlCkAzJo1iy5duvjYMoO7SEtLY/jw4bzzzjv8dvRorp0yxa3btFzSnshxJ4fst96i8MQJWv/iFwwYPdrXphnczNhp0whu3pzsTz+l4uBBt2bfX9Iiqt7J4ad9+9i9fj3BFgsDHn2UtYcO+do0g5v5vKiIa0fapsG9//LLtLRY3JZ971ciEpHvRWSPiHwtIp5NisO24GK4COvs40A33H8/HZOTzeBpAJJbWEi/kSOJSUzkVG4uO9euddtAuV+JyM5/qWo3dTLlorFk5uUxa8sWHlyzhu8KCvj3a69x+ocfiGvfnl/fc48ZPA1Q2kVFUWy10n+ibaLBljfe4ER+vlv+1v4oIo9Reze7iIIC9q5eDcDAqVM5c/asGTwNUKoHyuO6d6d99+6UFRWxddkyt/yt/U1ECnwgIrtEZHxdBVxZY8FxNztRZc+SJWC1ktCvH9KunRk8DWCqB8pjwsO5ZvRoEOHQ++/T3A3NOX8Lcf9aVY+JSBtgs4jkqOpWxwKquhhYDLYs7sZUnltYSGLLlgB8tX49R7KyiIiO5r/GjWPJ4MFu+hUM/krNWuj9+vH7vXvJycnBarW6XK9fiUhVj9nfT4rIe0AfbPOU3EL1bnaW0lI222c+Xj9+PFdefrm7bmFoIixYsIDQ0FDEDfsd+U1zTkQiqhc8EZEIoD+Q1fBVjaO6Xbxu4ULKS0pI6tWL2D59TB/oEiQsLMwtAgL/8kRtgffsv1gIsFxVN7nzBl3j40kT4c1PPiHYYmHwlCmMve460wcyuITfiEhVvwOu8eQ9zp49ywszZwLw5J//zKx77/Xk7QyXCH7TnPMGixYtIjMzk6SkJB5//HFfm2MIEC4ZEeXn5/Pkk08C8MILL5gdHAxu45IR0RNPPMFPP/1E//79GTJkiK/NMQQQl4SIdu7cyWuvvUZISAgvvfSS26IyBgNcAiJSVSZPnoyqMmXKFDqZcLbBzQS8iN5++20yMjKIj49nxowZvjbHEIAEtIjKysqYPn06YJsaHBnp6uYVBsP5BLSIXnrpJQ4fPkzXrl154IEHfG2OIUAJWBGdPHmyZkPc+fPnExwc7GOLDIFKwIpo5syZFBUVMXDgQG6++WZfm2MIYAJSRHv37mXx4sUEBwczb948X5tjCHACUkSPPfYYVVVVTJgwgc6dO/vaHEOA41ciEpEBIrJfRA6JyPSLqeODDz5g48aNtGzZklmzZrnZQoPhfPwmi1tEgoG/Y9tu8ijwpYisVdXsxtTTo0cPJk+eTIcOHfD27uKGSxO/ERG2WayH7FMiEJF/AYOBRokoNjaWBQsWeMA8g6Fu/ElElwOOe6cfBa6tXci+gEn1IibFIrK/nvpiAc/u7uQcxo7z8RdbGrIjydlK/ElEdWWFnrcQieNCJQ1WJrLTU2vXNQZjx/n4iy3ussOfAgtHgSscfk4EjvnIFoPBafxJRF8CV4pIBxFpBtwDrPWxTQbDBfGb5pyqnhWRScD7QDCwRFX3ulDlBZt8XsLYcT7+Yotb7BDbpmAGg+Fi8afmnMHQJDEiMhhcpEmL6EJpQmJjgf18poj08JAdV4jIJyKyT0T2isgjdZTpJyKF9r2XvhaRpzxkS4N7PHnxmSQ7/K5fi8gZEfljrTIeeSYiskRETopIlsOxGBHZLCIH7e/R9Vzb+NQzZ3dI9rcXtuDDt0BHoBnwDZBSq8xtwEZsY1B9gf94yJYEoIf9cyRwoA5b+gHrvPBcvgdiGzjvlWdSx98qD0jyxjMBbgB6AFkOx54Fpts/Twf+djHfqbpeTdkT1aQJqWoFUJ0m5MhgYJnayABaiUiCuw1R1eOq+pX9cxGwD1sGhj/ilWdSi5uAb1X1sIfvA4DadhI5XevwYGCp/fNSYEgdlzrznTqPpiyiutKEan9xnSnjVkSkPdAd+E8dp1NF5BsR2SgiV3vIhAvt8eT1Z4JtzG9FPee88UwA2qrqcbD90wPa1FHmop6N34wTXQTOpAk5lUrkLkSkBbAK+KOqnql1+itszZliEbkNWA1c6QEzLrTHk7efSTNgEPA/dZz21jNxlot6Nk3ZEzmTJuS1VCIRsWAT0Fuqml77vKqeUdVi++cNgEVEYt1thzrs8QRU7/HkiLfTq34LfKWqJ2qf8NYzsXOiutlqfz9ZR5mLejZNWUTOpAmtBUbbI1J9gcJql+5OxLak6uvAPlV9vp4y8fZyiEgfbM/+Rzfb4cweT155Jg6MpJ6mnDeeiQNrgTH2z2OANXWUubjUM09HZjwc9bkNWyTsW+AJ+7GJwET7Z8E20e9bYA/Qy0N2/Aab288Evra/bqtlyyRgL7aITwZwnQfs6Giv/xv7vXz2TOz3CscmiiiHYx5/JthEexyoxOZdxgKtgY+Ag/b3GHvZy4ANDX2nLvQyaT8Gg4s05eacweAXGBEZDC5iRGQwuIgRkcHgIkZEBoOLGBEZDC5iRBTAiMhLIlIsIjG1jieKyDER+VJEzA7QLmJEFNg8DzQHHq4+ICLh2Ebrq4DBqlrqI9sCBjPYGuCIyFvYlmZOAsqAd7Hls12v9ukbBtcwIgpwROQabGlIf8CW4vIEcLeqrvKlXYGEEdElgIhswpbNHQ3MUNW/+tikgML0iS4NVmIT0FojIPdjRBTg2GfaPm3/MdGHpgQsRkQBjIi0BNYBhcBDQA8RMRvYuhnTJwpQxLZp2jpsK/qkYpsjsx/4X1Xt70vbAg3jiQKXl4CbgeGqmqOqVcA84BYR6eZTywIMI6IAREQexjbA+oiqbnY4tRTb+m/TfGJYgGJEFGCIyK3YvNBCVX3F8ZyqltvPDbcHHAxuwPSJDAYXMZ7IYHARIyKDwUWMiAwGFzEiMhhcxIjIYHARIyKDwUWMiAwGFzEiMhhc5P8A1E3BK0nV+lUAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots()\n", "\n", @@ -860,7 +623,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -881,54 +644,18 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Pipeline(steps=[('poly', PolynomialFeatures(degree=3)),\n", - " ('lr', LinearRegression())])" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pr.set_params(poly__degree=3)" ] }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'memory': None,\n", - " 'steps': [('poly', PolynomialFeatures(degree=3)), ('lr', LinearRegression())],\n", - " 'verbose': False,\n", - " 'poly': PolynomialFeatures(degree=3),\n", - " 'lr': LinearRegression(),\n", - " 'poly__degree': 3,\n", - " 'poly__include_bias': True,\n", - " 'poly__interaction_only': False,\n", - " 'poly__order': 'C',\n", - " 'lr__copy_X': True,\n", - " 'lr__fit_intercept': True,\n", - " 'lr__n_jobs': None,\n", - " 'lr__normalize': 'deprecated',\n", - " 'lr__positive': False}" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pr.get_params()" ] @@ -942,28 +669,16 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Pipeline(steps=[('poly', PolynomialFeatures(degree=3)),\n", - " ('lr', LinearRegression())])" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pr.fit(X, y)" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -972,22 +687,9 @@ }, { "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots()\n", "\n", @@ -1016,7 +718,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1025,7 +727,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1034,17 +736,9 @@ }, { "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "X has 32 points, X_train has 24, X_valid has 8\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print(f'X has {X.shape[0]} points, X_train has {X_train.shape[0]}, X_valid has {X_valid.shape[0]}')" ] @@ -1058,7 +752,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1126,32 +820,9 @@ }, { "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'MAE')" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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amDlnhXMYjzj3At8sK+Xrxw1id209opHj/YJCGqrruO+NDQRFEBGCAed20bhixpQUsPXLAzxbufXgchEIijDl+MEMG5AX973bUVPHis9q3NdDMBAgKMK4IwronZPJ5/sa+GzPAYIBISBCRlAIirDirMXc/Pxq6ppaOylzMwP8+pwTmBr93xTfzPXMW76NOxauY3t1HcWFucycMupgA9AZCT+mTaS3L36XWXNXtnuDgvz6krEH3yARcXd/gxSQecjrRw7qzchBvTuUW/HKY2yrruuwvKQwl7+7rSDA5SfH7nj77qnDDi13WYxyf3xah+XvzjqbffXN1NY3UdvQTG19M/3d6xyFw8qPzhhObUMzVZXRvwz27G9EFRRFFWobnC+BkCpb9hw4ZJ0Ce/Y7x9SNzWFOb7g/4t8lwIK6Jhas3ElYlVBYCYeVkCpjSgrcpK3jrkUde66HF+UzbEAeE+rvi1r2JuD9TXu47ukPO6x/4eoKTigt5NWPdzFr7soO6wf2zj7k8wBQ1xRmxjMfcssLq1k44wwGF+TwzAdbeLZyK7lZQXIzncOi3Kwg/3nB8eRmBXn3089Zs6P24LoVW6uZvWQLjSHnS39bdd3B+jubuGmdtC3/rO749mtr5pRREb8MZk4Z1aPl5mdnkJ+dcUjr2yIQEG6Y7LyuYnWML4OrT49Ydr+8LF6ecUbUWEv79qKkMDdiucWFuRw7pA/Lbv561NefMrw/m359npPQysHkzspwem2LC3LYXlPf4XVD3L/1zFEDefHa0wmHnS+YUNi5DS9yjvMnjizi0StPcpa3WX/tU8ujxjT1xGLyc5yUyQgEyMoIsK+hmaraBuqaQtQ1hrjlwuMBeGX1Lh57d3PUsgDqmkLcsXBdpz9vnnZEdVaPd0R5qLt2hXqi3HnLt0Xf4+hC2V6V62XZFb9ZHP0L7KZJh11OUyjMgUYnkQ80NnP279+M+LuCAJt+c37H5YnoiEp3U8tKuiVJe6Jcr/Y4vCrXy7K7ay8pMxigIDdAQa5zSFUcY6+js6ylNaadZNibsZbWmE5I9r0ZS1pjekh3fRmk3SB4Y/zOktYYn7GkNcZnLGmN8RlLWmN8xpLWGJ+xpDXGZzxNWhH5hoisE5ENInKTl3UZky68nPc4CNwLnAscB1wuIsd5VZ8x6cLLlvZkYIOqblTVRuBp4GIP6zMmLXiZtCXAZ22eb3WXGWO6wMtzjyNNYtJhSFHbKVSBfSKyzsOYYhkA+OmK0xav9xIZ85HRVniZtFuBI9o8LwW2t9+o7RSqiSQildGGQiUji9d7yRqzl7vHHwAjROQoEckCLgNe8LA+Y9KCl7MxNovI1cBCIAg8oqqrvarPmHTh6XhaVV0ALPCyjm6U8F30TrJ4vZeUMSfVdDPGmPjsNEZjfCatk1ZEjhCR10VkjYisFpHrEh3T4RCRoIgsF5H5iY7lcIhIoYjMEZG17v/61ETHFIuIXO9+HlaJyFMi0kPXJDk8aZ20QDPwU1U9FjgFuMonp1peB6xJdBCdcBfwsqqOBsaRxLGLSAlwLVDuXjguiPPLR9JI66RV1R2qusx9XIvzYUrqs7ZEpBQ4H3go0bEcDhHpA5wBPAygqo2qWp3QoOLLAHJFJAPoRYTzCxIprZO2LfeynGXAewkOJZ47gZ8D4TjbJYvhQBXwqLtL/5CI5CU6qGhUdRvwO2ALsAOoUdVXEhvVoSxpARHJB/4KzFDVvYmOJxoRuQDYrapLEx1LJ2QA44H7VbUM2A8k7TBNEemLM7DlKKAYyBOROJe171lpn7QikomTsLNVdW6i44mjArhIRDbjjJqaJCJPJjakuLYCW1W1ZQ9mDk4SJ6tzgE2qWqWqTcBcoOMlCRMorZNWnCsqPwysUdU/JDqeeFR1lqqWquownM6RxaqaVK1Ae6q6E/hMRFouhnM28HECQ4pnC3CKiPRyPx9nk2QdZ+l+hYEK4LvAShH50F32C/dMLtN9rgFmu+egbwS+n+B4olLV90RkDrAM59eF5STZmVF2RpQxPpPWu8fG+JElrTE+Y0lrjM9Y0hrjM5a0xvhMuv/kk1JEJASsBDJxfq54HLhTVf1yyqM5DJa0qaVOVU8EEJGBwJ+BAuCWrhYsIkFVDXW1HNN1tnucolR1N87UtFeLIygid4jIByLykYj8CEBEAiJynzt+dL6ILBCRae66zSLynyLyDvBtEZksIv8QkWUi8qx7zjYiMkFE3hSRpSKyUESGJOwPTwOWtClMVTfivMcDgX/HGbFyEnAS8EMROQq4BBgGjAV+ALQfoF6vqqcDrwG/BM5R1fFAJXCDe+72H4FpqjoBeAT4b6//tnRmu8epr2XS+MnACS2tKM5u8wjgdOBZ97h3p4i83u71z7j3p+Bck+nvzim5ZAH/AEYBY4BX3eVBnCFtxiOWtClMRIYDIWA3TvJeo6oL221zfpxi9rdsCryqqpe3e/1YYLWqJvUUMqnEdo9TlIgUAX8C7lHnBPOFwI/d3VlEZKQ7GP0d4Fvuse0g4MwoRS4BKkTkGPf1vURkJLAOKGqZ90lEMkXkeC//tnRnLW1qyXVHK7X85PN/QMuQw4dwjl2XuUPOqoCpOGOJzwZWAZ/gzNxR075gVa0SkSuBp0Qk2138S1X9xN3lvltECnA+U3cCNjG9R2yUj0FE8lV1n4j0B94HKtxxsCYJWUtrAOaLSCFO59JtlrDJzVpaY3zGOqKM8RlLWmN8xpLWGJ+xpDXGZyxpjfEZS1pjfOb/AQZMzNRgSTc6AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(3.5, 2.5))\n", "\n", diff --git a/01_machineLearning/part-1_introduction-to-sklearn/1_kernel-methods.ipynb b/01_machineLearning/part-1_introduction-to-sklearn/1_kernel-methods.ipynb index fcac851f5..d0346eed6 100644 --- a/01_machineLearning/part-1_introduction-to-sklearn/1_kernel-methods.ipynb +++ b/01_machineLearning/part-1_introduction-to-sklearn/1_kernel-methods.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "tags": [] }, @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "tags": [] }, @@ -64,24 +64,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(3.5, 2.5))\n", "\n", @@ -202,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -211,25 +185,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'alpha': 1,\n", - " 'coef0': 1,\n", - " 'degree': 3,\n", - " 'gamma': None,\n", - " 'kernel': 'rbf',\n", - " 'kernel_params': None}" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "krr.get_params()" ] @@ -247,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -265,32 +223,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, '$y$')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(6.5, 2.5), sharey=True)\n", "\n", @@ -318,32 +253,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, '$y$')" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(6.5, 2.5), sharey=True)\n", "\n", @@ -511,32 +423,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, '$y$')" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(3.5, 2.5), sharey=True)\n", "# Run model with `.predict`\n", diff --git a/01_machineLearning/part-2_ml-with-materials-data/1_ml-with-fingerprints.ipynb b/01_machineLearning/part-2_ml-with-materials-data/1_ml-with-fingerprints.ipynb index c803748ac..20baa3c6c 100644 --- a/01_machineLearning/part-2_ml-with-materials-data/1_ml-with-fingerprints.ipynb +++ b/01_machineLearning/part-2_ml-with-materials-data/1_ml-with-fingerprints.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "computational-trustee", "metadata": {}, "outputs": [], @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "8fe8836a-89ee-4dee-8c49-b85f04711ad6", "metadata": {}, "outputs": [], @@ -65,21 +65,10 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "technical-filling", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "25000" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "data = pd.read_json('datasets/qm9.json.gz', lines=True)#.sample(5000)\n", "len(data)" @@ -106,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "spiritual-characterization", "metadata": {}, "outputs": [], @@ -138,42 +127,20 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "ordinary-eugene", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ True, False, False, False])" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "compute_morgan_fingerprints('C', 4, 4) # As an example, compute methane" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "judicial-upper", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ True, False, False, False]])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "class MorganFingerprintTransformer(BaseEstimator, TransformerMixin):\n", " \"\"\"Class that converts SMILES strings to fingerprint vectors\"\"\"\n", @@ -229,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "spanish-spell", "metadata": {}, "outputs": [], @@ -247,7 +214,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "martial-remark", "metadata": {}, "outputs": [], @@ -267,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "hybrid-brain", "metadata": {}, "outputs": [], @@ -277,29 +244,10 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "5dd0508a-bc3c-4c72-8589-9e2ef7a446d0", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 1.63 ms, sys: 0 ns, total: 1.63 ms\n", - "Wall time: 1.55 ms\n" - ] - }, - { - "data": { - "text/plain": [ - "KNeighborsRegressor(metric='jaccard', n_neighbors=3)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "%%time\n", "krr.fit(train_fng, train_data['bandgap'])" @@ -315,19 +263,10 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "0ba422cd-0396-46cf-896d-c3a8c704b819", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 41.2 s, sys: 605 ms, total: 41.8 s\n", - "Wall time: 2.14 s\n" - ] - } - ], + "outputs": [], "source": [ "%%time\n", "y_pred = krr.predict(test_fng)" @@ -343,33 +282,10 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "3f071d3a-d546-46d8-b2f7-28f43e331739", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, '$E_g$, True')" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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cjFQEZ4otIzU5MkYCjooy9r36J8p3bSLr8t/Sst9lAfXTVLMEZjpgCBgra/oBDh8/SVllJEJ/Tk7u/pyTe74ia/TdtOg1NOB+mmI8AIwTMASBr7l/RlpyrRThCS8OIC05wevxUKKqiAipXc8h95ZnSGrdLuC+MtMiN5IJN2Y6YAgYX2v6VRsP+oV7ZFBddozil39H2bcbAIJyAMmJwgNX9gqVaVGHcQKGgMnrn1tv7j/u7FxKyhqW74bwLg+tPnGE4gX3c/KnnagG5mw8f6fZ4/s22akAmGIhQ4hwV/1ZcQDhpLr0MMUL/0DVkZ/IHjud1M4DAupn7jX9mtSD31CxkBkJGILGnSqMuAMoO8ZPC6ZRdbSYduNnBOwAgJpS4XjABAYNQROJ1X/eSGieTmqXgaR1H0zzjsHN4ZtqYZA3jBMwBE2kH5jKkp8ASM5oT5vhvw5Jn021MMgbZjpgCJpIPjCVh4oofmUaB/JnEqr4VjwsH/bEOAFD0Ewd2T0ikmCVB3ZTvOB+tKqCrMt/63UpsFUSRWqyAbG8WjAQYklyvMG2BvuomwlIEPsVYSv276J44XQQyJk4k5Ts04Pqz6HKd7OuCJF1sUVMSI5bbGuwgfyNRUxdsplKx8+PvSMCWeaSwn8iCQnkTHiE5KyOQfcXTzGAusSK5HijbQ32MHvl9loOIFK0HX0P1eWlJGe0D7qveIsB1MVOJ+BNcnxQ3YtE5GpgJtAOcI/PLLU1hAdPzYBIPv4ni77i6CfLyBp9DwnNW5DQvEXQfeZa1D9sytjpBCxLjuPUE7wQZ3xghNW24JQcB24BOO200wI21uAk2B19QkX57s/Z9+qfSEzPwFFeSkJys6D7zEhN5sNpw0JgXWxjOTsgTq4TkT+6Pp8mIl5lv30QjOS45bZGcjy0REMhUNmuTexb8gCJLbLImTiLpJZZIel3xlVNd1GQP/iTIvwrcD4w0fX5GM5gnVVqJMdFJAWn5PhyzwtEpJu48jyekuNW2hrCQ6QLgcq+28j+1x4kqXV72k+aGTIHINJ09QH8xZ/pwCBVHSAiGwFU9bDrgbREMJLjgNe2fthuCBBfmgG5Gam2xAgSW2TSLPdM2l41lcS01iHr99pBZqroxvIqQhFZBwwGPnU5g2xglar2D6eBwWBWEQaPt5iAW3579srtYduss2L/LpLbnh5UAZAvhnRtw8u/Pj/k/UYzoVpFOA/n9l85IvIw8AHwSAjsM0Qx3jQDZo7tzfrvD4XNARz/6j1+/MedlG5eGZb+dx2Mn8VBVrA8HVDVl0VkAzDcdShPVb8Kj1mGSFK3IjAzLZkr+nTg3W372VtSxu+XbgmbNFjpF+9ysOAxmuX2JL2n1z1ngybScY5ow7ITcGcFPPhPEUFVzZ6ATQhvFYGHT1Ty0tofaj6HzQFsWcXBN5+g+em9yR77RxJSmoflPvFcHegNfwKDxz3eNwdGA2YkEOPU3Tzk+MmqiFQEVh0p5uDKJ2neqR/ZY6eHpA7AG/FeHegNf6YDj3p+FpE5mDRdTONt49BIkdQ6h3b/9SDNc3siSZaTTn5hqgO9E0zFYBrQJVSGGOwnGgqBjn6yjKTMDqSdcR6pp/cNyz2uO+80HsrrHZa+mwL+xAScu0c6SQSyARMPiGEiHSA78tEiSt5/kfReQ0k747yw3cc4gIax5ARcVXy3A9+7DlUBxapaFS7DDOGndWpyRMRBVZUjH7zCkY8WkN5rKFmXTwnbvZrypiGhwpITcK3vf0xVzw63QQZ7yN9YxPEK+324qlLy3j85uvZV0ntfQtZlk5GE8G1eWlpeRf7GIq9xAG87KsdjvMCfYqG1InJO2Cwx2MrslduprI7MwmCtPEmLfqPIGnVHWB0AQKVDmbJoE0NmrSF/Y1HNcV87KnteEy/4ExgcCtwqIt/jTBcKzkFCn7BYZgiKxr7l7I4HqDqoPl5CUos2ZA6/BSAsJcG+cD/k4KyC9LWj8uyV2+NuNNCoExCRJNfcf5QN9hhCgLfUn+cDAL4XBoUDVQeH3voLZd+up8NNT4R0IZA/eD7kVndUjgesTAc+AVDV7729wmyfIQAa+pYDp5M4YVM8QB3VHFzxOKVbVpHe+xISUluF9X4JjQwu3A+5r6rBeKwmtOIEIqEmbQiChr7l3KOEwyfCnxVQRzUH3vhfjn++mtb/cS2ZF14f9imA4iwK8oX7Ife1o3I8VhNaiQlki8jdvk6q6v9avZkFyfFrgftcH0uB/6eqm13nduEUMqkGqnwtizT4HuqfkpFqa4HQkY8Xc+KrQjIu+iWtzxtvyz1V4cNpw3wugXY/5O5pkckOWHMCiUALghwRWJQN/w64yCVYMgp4htqCokNV9UAwdsQDU0d29/kA3LVok212tBo4huTMU0g/8yLb7pnoMdJolpRQ8zdwr4ScvXI7dy3aVPPQG41Ba07gxxCtFLQiOf6Rx/VrcWoJGvykoW+5cAqBADgqT3Lko4W0Pv8aEpql2eoAACYOOtXrKKC0vIpFn+6uSYt6C5bGK1acQKgmcf7Kht8MvOnxWYFVIqLA06r6TIjsapLk9c/1+p976sju3LNkM9VhWCnoqCxn/2sPUf79Zprl9iCtm72q8O41AkNmrak35fG2MjJeU4J1seIEhjd+iSX8kQ0fitMJ/IfH4SGquldE2gFvi8g2lyJx3bZGcrwRwuIAKsrY9+qfOLnnS7Iun2K7AxB+XiPgT5ovHlOCdWk0O6Cqh0J0L0uy4a7tx/4GjFHVgx527HX93IdT5syr3LmRHG+YGctDr8/qOHmcfYv/yMk9X9J29D206B2q7w3reKb2/EnzxWNKsC527kpsRXL8NGApcL2q7vA4ni4iLd3vgUuBz22zvAkRjgVD1SeOUHX0AG3H3Gd7DACcowDP1J639F9ygpCcWHswGq8pwboErCcgIh2AQ6p60sr1FiXH/whkAX915ZPdqcAcnLsSuW1+RVXfCtT2pkxD5cLT87eG9F6OkyeQlFSSM08h95anwyYG0hjNkxO4a9EmZq/cXuv3rft38HYs3uMB4IfkeL2GIu8AXYHXVPXekFoVIuJNcrwhefC8/rl0ub8gZDsIVx8voXjRdFK7DiTzol+GplM/SU9JpKLKUSvo5/n7Gn4mVJLjtVDVETiVhf4RaB+G0OKrXPiexZvpPC10DqCq9BDFC+6n6vCPND+9X2g69YOM1GR2zbqCjLSUelF/z/JogzUCcgIi0hqcSwjNTkDRg69Id7VqyHYKqjp6gOJXplF1dD/t/nMGqZ36hahn6xxxxTXMIqDQEGhM4HUROQj8BGwEXlDVitCZZWgIX/P+jLTksK4J0OoqihdNp/r4YacoaMczw3avhmid6lQLaqg82mCdQJ3Ah6r6B1ekfjbwC+B3oTPL4IuGlgkHGN6xjCQmkXnRDSS2yKLZKZGLqldWO/c9GNojm5fX/lBrlGMi/v4TqBPIFJGBwBagFc6FPQYbaGiZ8JEw6QVWHiqi8sAPpP3ifNJ+MTgs9/CH4xXVdJpWUO+4AOPO9l4pafBNozEBEfG2ifsUnNV884E3MDl722hoHhyOYXDFgR8ofmUah95+Ckdlecj7DyUKvLttf6TNiDmsBAZfdL8Rkf8GUNUKVZ0L3KGqC1X1RV+NDaGlITEMb0UywVCxfxfFC+4HoN01D5GQHJ5twUKJCQr6j7+iIrfVOVevdt8QXnyJYQztkV0zVQjFiq+K4m8oXvB7JCGJnEmzSGkbG+swTFDQf6zEBDzjLnX/f9lZdmyg9jLhopIyEkUoq6yuFSALRXzwxM5PkORm5Ex4hOTMDiHoMfzULR82WMOKE2gvIr8ENlPfCURGszrOcTsCzyxBqP4htLoKSUyi9eAJtBxwBYlh1gQMFQJce95pJigYAFacwAxgIHAT0FFEvgC2uV5tw2eaoSHCIRNWvvtzDq6YS7txD5Dc9tSIOoDMtGRKy63tkGw2Gg2ORp1AXfEOEekI9AF6Y2ICESPUAbCyXZvY/9qfSWrdDmmeHtK+A+GKPh0YeHqbBpWQBPhu1hX2GtYE8XtOr6p7VHWFqv6Pql4XDqMMjRPKAFjZtxvY/9qDJGV2IGfiTJJatAlZ34Hy8tofAKdoqC/1YBMEDA0msBejDO0RGsGU8j1fsG/pn0lq05GcCQ+TmJ4Rkn6DRaFmIZCRBw8vtjoBEblMRLaLyE4Rmebl/LUissX1+khE+lptGy/kbyyi359W8ZLrmzJYUnK60rLfKHImPhKxnYF84Z7y5PXPZebY3uRmpCI4YwBmuXDoCFhUxF+CkRy32LbJk7+xiKlLNlsKljVG2TfradaxJwnN0mkz4tYQWBd6PIf7voRTDcFj50igRnLcteLQLTleg6p+pKqHXR89JccbbRsPzF65PSQOoPTz1ex77UFKPnglBFaFBzPctw87nYA3yfGGXLun5Li/bZskocgIHNu8ioMFc2l+Wm8yLrg+BFYFR1pyAplpzqXB7o1DzHDfXmybDhCc5Lg/bZus5HiwOwkf+6yAQ28/RfPOZ5N99e9JSG4WQuv8JzkByiodZKY344Ere5mHPkLYORIIRnLcUlto2pLjwWQEHBVlHFn7KqndzqXd2OkRdQAizt2DKx1OT+7WRMjfWBQxm+KZmJAct9I2HijY8mNA7VSVhJRU2l/3P2Tn3Y8kJYfYMv9o3Ty5nt5hWWV1WPZEMDSObU5AVasAt+T4V8Bit+S4W3ac2pLjm0RkfUNt7bI9WghEOqzkwwUcens+qkpSq3ZIYmQdAPje+6CkrNKMBiKAnTEBVHUFsKLOsfke7/8b+G+rbQ2+UVWOvP8SRz5eRHqvoaAOkNBpDYQLszeg/djqBAz2oKqU/PsfHP1kKS36XEqbkbcjCdHvAMCIgkQC4wSimLqqwlapcQD9L6fNJb9BJHaqw816APsxTiBK8aYqbJVmp55FKyDj4ptwbd0WE5gCochgnECU8qd/feGXXoA6qjm5dzvNO55JWrdzSevmddPmqETA7A0YQYwTiELyNxb5lQlQRzUHV8zl+JeFdLhpHinZncJnXIjJzUjlw2nDIm1GXGOcQBTiz156Wl3FgYL/5cRX79H6gutiygF4Dv8b2k3ZEF6ME4hCrEbItbqSA8tnc2LHR2RcfBOtB40Ls2WhIzMtuaZUuO7qyKKSMqYu2QxgHIENxE7YOI6wGiE/sf0jTuz4iMzhv44pBwCQlpJU84DPWP5FvdWRlQ41FYQ2YUYCUcjQHtmWREPSel5I+4z2Ed0XMFA8RzsNVRAawo8ZCUQhDW2l5agoZ3/+LCr2fYeIxKQDAFMPEE0YJxCF+KoJcJw8wb4lD3Bix0dUHgiNvFgkqFsP4NYTqIuv44bQYpxAFJLopcDHcfI4+xb/kZNFX9H2yntJP/OiCFhmnQQfNUoZqcn1BEMeuLIXyYm1GyQnCg9c6W0vXEOoMTGBKKRaawfJHOWlFC/+/1QUf0f2mGmkdY/s9uBDurbhi73HGpyzTxp0Ws2+AY2l/Ty3VjMpQvsxTiAKya2jICRJKSSmtyH76gmkdRsUQcucfPjNoUaveXfbfh7Ksy4RZoREI0e0SY73EJGPReSkiNxb59wuEdnqqTPQVBnaIxsBqo+XUF12DElKIXvs9KhwAFYxqwFjh2iTHD8E3Ank+ehmqKoeCKuhESZ/YxGvbSiisvQQ+xb+gYS01uRMnBlTC4EAMlxBPVMJGP1Em+T4PlX9FIjbBPHslds5drCY4lemUXV0PxkXXBdzDgBA9eeVkEUlZUZLMIqJZsnxuiiwSkQ2uBSFmyTff7+L4lfuo/p4Ce3+6880P/WsSJsUEEfKKr3unFxWWe3X2ghD+IlKyXEfDFHVvSLSDnhbRLapar1dkWNdcvzIW4/jKC8lZ8JDNOvwi0ibEzCnZKT6jAuYeEF0EXWS475Q1b2un/uAZTinF96ui2nJ8VPH3EPOxEei3gGkJifU7BZc17u7i4F8VQWaasHoIqokx30hIuki0tL9HrgU+DxsltrMl19+yb333ovD4aCseRYpOV0jbVKDJCcIM8f24cNpw9g16woeu6af181CzW7CsYFt0wFVrRIRt2x4IvCcW3LcdX6+iLQH1gOtAIeITAHOBNoCy1wBsiTgFVV9yy7bw8mWLVsYMWIESUlJTJkyJehdhuzgmnNPrRXh95XjN0VAsUG0SY7/xM+bkHpyFOjr5XhM89lnn3HJJZeQlpbGmjVr6NixI1NHSi1twWikoQVO3jhRUVWTHXAvDzaOIHowawcixLp16xg2bBgtW7aksLCQM844A3A+HDPH9q4ZXmek2reIJjU5ESvZSKuBvfyNRUx9dXMtqbSSskqmLtls0oRRhHECEeLYsWN07NiRwsJCunTpUutcXv9cPpw2jO9mXcGMq+xZROOey187qPGMitXA3uyV26msrp8AqnSoSRNGEWbtgM0UFxeTk5PDiBEj2Lx5M4mJDW8KEu6HJTlRmD2+b83w3P3Tl6iJgOXAXkMjBpMmjB7MSMBG3nnnHbp27cqSJUsAGnUAEP6HpbK6/rfyQ3m9vRZ1gLOww+p8vqERg0kTRg/GCdjEihUrGD16NF27duXiiy+23C6QhyU3I9UvQQ5vjsbXfXP9sGfqyO71dALAmWI0acLowTgBG3j99dfJy8ujV69erFmzBn+KmKaO7E6yL4UOL7h1/B+4sle9HL0vvD3wocjx5/XPZfb4vrUcUkZqMrP/s6/JDkQRJiYQZnbs2MH48eMZMGAAK1euJCMjw6/2noq8bhGPzLRkrujTgdc2FNVKJbofUvfKPStpRl8Pdqhy/EYnIPoRVX/K92OLgQMH6vr1kZceeP755xk7diytWrUKab/elukCjdYZCM65fW4AD7ZZGhybiMgGVR3o9ZxxAuHhpZdeokePHgwc6PXvHjLqPpQnKqq8bmGWKIJDNagHt+4mqeAcSdTVDDREHw05ATMdCAPPPvsst956K+PHj2fx4sVhu48/Oxc7VPlu1hWN9tfQt3xDS4ONE4hdjBMIMU8++SSTJ09m1KhRvPDCC2G9l9V5PzSeZfDmUO5fuhX4OT5glgY3TUx2IIQ89thjTJ48mauuuoply5bRvHnzsN7P6sNnJapvRQDELA1umhgnECIcDgeFhYWMGzeOJUuW0KxZs7Df09fDl5Ga7HVpb0P4mkp4HjdLg5smZjoQJKrKiRMnSE9PZ9GiRSQmJpKUFN4/q3vuXlRSVhPpd5OanMiMq3r5PUdPFKm334H7uBuzNLhpYqsTEJHLgMdx6gn8TVVn1TnfA/gHMAD4g6rOsdo2Eqgq06dP54033uC9996jdevWYb9n3bm7ElzKz403B+DtuMn7Nz1smw54SI6PwikUMlFEzqxzmVtyfE4AbW1FVfnd737HI488wqBBg2jZsqUt9/U2d3c7gA+nDQv4AfVVDuxPmbAhNokVyfFG29qJqjJlyhTmzJnD7bffzvz580lIsOdPGa4IfSDz/fyNRQyZtYbO0woYMmuN0QiIUeycDniTHLe6pU4wbUPOQw89xLx587jrrrt49NFHbd0XwJf8WLAR+sbm+3VrCIb2yK5VtuwtpWiIDWJFctxyWzskx3/1q1+RmprKPffcY/vGIFNHdvdatReKCL2v+b63GoKX1/5Q7x/AFA7FJrEiOW65bbgkx6uqqpg/fz7V1dXk5uZy7733RmRnoLryY1ZTgMHgKw7hDVM4FHvYORKokRwHinBKjk+yoW3QVFZWct1117F48WJyc3O58sor7bq1V+yO0PvzYJvCodgjJiTHVfWot7Z22F1RUcGECRNYtmwZc+bMibgDiAS+4hDeahRM4VDsYVYRNkB5eTnjx4+noKCAefPmcccdd4TQutjB1+rBcWfn8u62/aZwKAYwqwgD5KuvvqKwsJD58+dz6623RtqciGEqBZs2ZiTgherq6hoRULc6sMEQyzQ0EjALiOpw7Ngxhg0bxlNPPQVgHIChyWOcgAclJSVceumlfPjhh2RlZUXaHIPBFkxMwMWhQ4cYOXIkmzdvZsmSJVx99dWRNslgsAXjBICTJ08yfPhwvvzyS5YuXcro0aMjbZLBYBvGCQDNmjXjxhtvpGfPnowcOTLS5jSKUfw1hJK4dgJ79+5l9+7dDBo0iClTpkTaHEtY0QI0GPwhbgODu3fv5qKLLmLcuHGUl5dH2hzLWNECNBj8IS5HAt999x3Dhg3j0KFDrFy5MuyCoKHEKP4aQk3cjQR27tzJRRddxJEjR1i9ejXnnXdepE3yC6P4awg1cecE5s6dS1lZGWvWrAn77kDhwCj+GkJN3JQNqyoiQmVlJT/88ANdu3aNsHWBY7IDBn+J+wVEmzZt4s4772TJkiXk5OTEtAMAo/hrCC1Nfjqwfv16hg0bxq5duygtLY20OQZD1NGkncDx48cZPnw4rVu3prCwMOZHAAZDOGjSTmDHjh1kZ2dTWFhI586dI22OwRCVNOnAoIjsB74PU/dtgQNh6jvcGNsjQyRtP11VvSrvNmknEE5EZL2vaGu0Y2yPDNFqe5OeDhgMhsYxTsBgiHOMEwicZyJtQBAY2yNDVNpuYgIGQ5xjRgIGQ5xjnEADiMhlIrJdRHaKyDQv53uIyMciclJE7o2EjQ1hwf5rRWSL6/WRiPSNhJ3esGD7GJfdm0RkvYj8RyTs9EZjtntcd46IVIvIeDvtq4eqmpeXF87tzr4BugApwGacW6J5XtMOOAd4GLg30jYHYP9gINP1fhSwLtJ2+2F7C36ezvYBtkXabqu2e1y3BlgBjI+kzWYk4JtzgZ2q+q2qVgALgTGeF6jqPlX9FKiMhIGNYMX+j1T1sOvjWpy7PUcDVmwvVdfTBKRjfZv7cNOo7S7uAF4D9tlpnDeME/BNLrDb4/Me17FYwV/7bwbeDKtF1rFku4hcLSLbgALgVzbZ1hiN2i4iucDVwHwb7fKJcQK+ES/HouXbxgqW7ReRoTidwH1htcg6lmxX1WWq2gPIA/4cbqMsYsX2ucB9qlrt5VrbiQs9gQDZA5zq8bkjsDdCtgSCJftFpA/wN2CUqh60ybbG8Otvr6rviUhXEWmrqpFeV2DF9oHAQhEB53qCy0WkSlXzbbGwDmYk4JtPgTNEpLOIpAATgOURtskfGrVfRE4DlgLXq+qOCNjoCyu2dxPXUyQiA3AG4aLBiTVqu6p2VtVOqtoJeBW4LVIOAMxIwCeqWiUik4GVOCO5z6nqFyLyG9f5+SLSHlgPtAIcIjIFZyT4aKTsdmPFfuCPQBbwV9fzVKVRsMDFou3jgBtEpBIoA67xCBRGDIu2RxWmYtBgiHPMdMBgiHOMEzAY4hzjBAyGOMc4AYMhzjFOwGCIc4wTMBjiHOMEDIY4xzgBgyVE5FYR+dG1ft/96u1nHyoiL3p8ThKR/SLyhscxs02UzZiKQYNV+gDTVfXvQfRxHDhLRFJVtQy4BCgKiXWGgDEjAYNVegObQtDPm8AVrvcTgQUh6NMQBMYJGKzSC/iHx1TglgD7WQhMEJHmOEcX60JmoSEgzHTA0CgiciqwT1X7BNuXqm4RkU44RwErgu3PEDzGCRis0AfYVvegiDTDKZBxGBgC5HnIlTXEcmAOcDHOVYyGCGKmAwYr9MaLEwBuA/6hqr8HDrkdgIisdklo+eI54EFV3Rp6Uw3+YpyAwQq9ges94gEbRaQF0BfY4nr/E4CIJADdgEO+OlPVPar6uI/TaSKyx+N1d4h/F0MdjJ6AIWBEZCIwGjgKbFTVZ0TkLOBXqmoe3hjBOAFDwIjIDThHCYKzhqA8wiYZAsA4AYMhzjExAYMhzjFOwGCIc4wTMBjiHOMEDIY4xzgBgyHOMU7AYIhzjBMwGOIc4wQMhjjHOAGDIc75P2eYcqcfZcuQAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(3.5, 3.5))\n", "\n", diff --git a/02_deepLearning/01_Intro.ipynb b/02_deepLearning/01_Intro.ipynb index 139af2cb8..26185c874 100644 --- a/02_deepLearning/01_Intro.ipynb +++ b/02_deepLearning/01_Intro.ipynb @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -50,22 +50,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "X = np.arange(0,70, 1)\n", "Y = 2*X\n", @@ -113,29 +100,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Random guess for m and b: (array([-0.80041962]), array([-1.53920134]))\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "m = np.random.randn(1)\n", "b = np.random.randn(1)\n", @@ -151,27 +118,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 0, Loss : 28947.781219841014\n", - "Epoch 1000, Loss : 1315.5892316303912\n", - "Epoch 2000, Loss : 1254.7548090154335\n", - "Epoch 3000, Loss : 1199.8257518834203\n", - "Epoch 4000, Loss : 1150.2288100909625\n", - "Epoch 5000, Loss : 1105.4463804699226\n", - "Epoch 6000, Loss : 1065.0111050217827\n", - "Epoch 7000, Loss : 1028.5009934802058\n", - "Epoch 8000, Loss : 995.5350193399291\n", - "Epoch 9000, Loss : 965.7691433912945\n", - "Epoch 9999, Loss : 938.9182521143144\n" - ] - } - ], + "outputs": [], "source": [ "alpha = 0.0001 # The learning Rate\n", "epochs = 10000 # The number of iterations to perform gradient descent\n", @@ -194,22 +143,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Making predictions\n", "Y_pred = m*X + b\n", @@ -330,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -340,24 +276,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "img = misc.ascent()\n", "plt.grid(False)\n", @@ -369,7 +290,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -398,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -414,32 +335,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Output')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "output = simple_convolution(img, filter)\n", "\n", diff --git a/02_deepLearning/02_Mnist.ipynb b/02_deepLearning/02_Mnist.ipynb index 6c891f318..0df4f65c6 100644 --- a/02_deepLearning/02_Mnist.ipynb +++ b/02_deepLearning/02_Mnist.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hidden": true }, @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hidden": true }, @@ -49,22 +49,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "data": { - "text/plain": [ - "'2.6.0'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import tensorflow.keras as keras\n", "import numpy as np\n", @@ -83,18 +72,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "env: HTTP_PROXY=http://theta-proxy.tmi.alcf.anl.gov:3128\n", - "env: HTTPS_PROXY=http://theta-proxy.tmi.alcf.anl.gov:3128\n" - ] - } - ], + "outputs": [], "source": [ "%env HTTP_PROXY=http://theta-proxy.tmi.alcf.anl.gov:3128\n", "%env HTTPS_PROXY=http://theta-proxy.tmi.alcf.anl.gov:3128" @@ -102,21 +82,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", - "11493376/11490434 [==============================] - 0s 0us/step\n", - "11501568/11490434 [==============================] - 0s 0us/step\n" - ] - } - ], + "outputs": [], "source": [ "from tensorflow.keras.datasets import mnist\n", "from tensorflow.keras.utils import to_categorical\n", @@ -193,22 +163,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", @@ -238,24 +197,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "img = np.squeeze(train_images[1])\n", "\n", @@ -285,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hidden": true }, @@ -313,43 +259,18 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "conv2d (Conv2D) (None, 26, 26, 32) 320 \n", - "_________________________________________________________________\n", - "max_pooling2d (MaxPooling2D) (None, 13, 13, 32) 0 \n", - "_________________________________________________________________\n", - "conv2d_1 (Conv2D) (None, 11, 11, 64) 18496 \n", - "_________________________________________________________________\n", - "max_pooling2d_1 (MaxPooling2 (None, 5, 5, 64) 0 \n", - "_________________________________________________________________\n", - "conv2d_2 (Conv2D) (None, 3, 3, 64) 36928 \n", - "=================================================================\n", - "Total params: 55,744\n", - "Trainable params: 55,744\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], + "outputs": [], "source": [ "model.summary()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hidden": true }, @@ -362,42 +283,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "conv2d (Conv2D) (None, 26, 26, 32) 320 \n", - "_________________________________________________________________\n", - "max_pooling2d (MaxPooling2D) (None, 13, 13, 32) 0 \n", - "_________________________________________________________________\n", - "conv2d_1 (Conv2D) (None, 11, 11, 64) 18496 \n", - "_________________________________________________________________\n", - "max_pooling2d_1 (MaxPooling2 (None, 5, 5, 64) 0 \n", - "_________________________________________________________________\n", - "conv2d_2 (Conv2D) (None, 3, 3, 64) 36928 \n", - "_________________________________________________________________\n", - "flatten (Flatten) (None, 576) 0 \n", - "_________________________________________________________________\n", - "dense (Dense) (None, 64) 36928 \n", - "_________________________________________________________________\n", - "dense_1 (Dense) (None, 10) 650 \n", - "=================================================================\n", - "Total params: 93,322\n", - "Trainable params: 93,322\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], + "outputs": [], "source": [ "model.summary()" ] @@ -414,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hidden": true }, @@ -525,39 +415,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Train on 60000 samples\n", - "Epoch 1/5\n", - "60000/60000 [==============================] - 6s 97us/sample - loss: 0.6058 - accuracy: 0.8397\n", - "Epoch 2/5\n", - "60000/60000 [==============================] - 4s 66us/sample - loss: 0.1775 - accuracy: 0.9472\n", - "Epoch 3/5\n", - "60000/60000 [==============================] - 4s 66us/sample - loss: 0.1155 - accuracy: 0.9652\n", - "Epoch 4/5\n", - "60000/60000 [==============================] - 4s 67us/sample - loss: 0.0887 - accuracy: 0.9724\n", - "Epoch 5/5\n", - "60000/60000 [==============================] - 4s 64us/sample - loss: 0.0741 - accuracy: 0.9775\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "model.fit(train_images, train_labels, epochs=5, batch_size=64)" ] @@ -583,19 +445,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test Accuracy: 0.9793 and Test Loss: 0.0676\n" - ] - } - ], + "outputs": [], "source": [ "test_loss, test_acc = model.evaluate(test_images, test_labels, verbose=0)\n", "print('Test Accuracy: {:.4f} and Test Loss: {:.4f}'.format(test_acc, test_loss))" @@ -603,30 +457,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test Accuracy of 0: 98% (969/980)\n", - "Test Accuracy of 1: 97% (1110/1135)\n", - "Test Accuracy of 2: 99% (1022/1032)\n", - "Test Accuracy of 3: 97% (989/1010)\n", - "Test Accuracy of 4: 96% (943/982)\n", - "Test Accuracy of 5: 98% (883/892)\n", - "Test Accuracy of 6: 98% (945/958)\n", - "Test Accuracy of 7: 95% (984/1028)\n", - "Test Accuracy of 8: 98% (962/974)\n", - "Test Accuracy of 9: 97% (986/1009)\n", - "\n", - "Test Accuracy (Overall): 97% (9793/10000)\n" - ] - } - ], + "outputs": [], "source": [ "# initialize lists to monitor test accuracy\n", "class_correct = list(0. for i in range(10))\n", @@ -666,34 +501,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Prediction: 7')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "index = 0\n", "pred = model.predict(np.expand_dims(test_images[index], axis=0)); pred = np.argmax(pred)\n", @@ -703,7 +515,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hidden": true }, @@ -728,22 +540,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "images, labels = next(test_generator)\n", "labels = np.argmax(labels, axis=-1)\n", @@ -764,20 +565,9 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# A sample of Incorrect Predictions\n", "preds = np.argmax(model.predict(test_images), axis=-1)\n", @@ -825,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hidden": true }, @@ -838,62 +628,22 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"model\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "conv2d_input (InputLayer) [(None, 28, 28, 1)] 0 \n", - "_________________________________________________________________\n", - "conv2d (Conv2D) (None, 26, 26, 32) 320 \n", - "_________________________________________________________________\n", - "max_pooling2d (MaxPooling2D) (None, 13, 13, 32) 0 \n", - "_________________________________________________________________\n", - "conv2d_1 (Conv2D) (None, 11, 11, 64) 18496 \n", - "_________________________________________________________________\n", - "max_pooling2d_1 (MaxPooling2 (None, 5, 5, 64) 0 \n", - "_________________________________________________________________\n", - "conv2d_2 (Conv2D) (None, 3, 3, 64) 36928 \n", - "_________________________________________________________________\n", - "flatten (Flatten) (None, 576) 0 \n", - "_________________________________________________________________\n", - "dense (Dense) (None, 64) 36928 \n", - "=================================================================\n", - "Total params: 92,672\n", - "Trainable params: 92,672\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], + "outputs": [], "source": [ "emb_model.summary()" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10000/10000 [==============================] - 0s 40us/sample\n", - "10000/10000 [==============================] - 0s 38us/sample\n" - ] - } - ], + "outputs": [], "source": [ "activations = emb_model.predict(test_images, verbose=1)\n", "predictions = model.predict(test_images, verbose=1); labels = predictions.argmax(axis=-1)" @@ -901,46 +651,22 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "data": { - "text/plain": [ - "(10000, 64)" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "activations.shape" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Stack 10 examples of activation vectors for each numeral\n", "seq = []\n", @@ -972,7 +698,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "hidden": true }, @@ -1029,76 +755,22 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "conv2d (Conv2D) (None, 26, 26, 32) 320 \n", - "_________________________________________________________________\n", - "max_pooling2d (MaxPooling2D) (None, 13, 13, 32) 0 \n", - "_________________________________________________________________\n", - "conv2d_1 (Conv2D) (None, 11, 11, 64) 18496 \n", - "_________________________________________________________________\n", - "max_pooling2d_1 (MaxPooling2 (None, 5, 5, 64) 0 \n", - "_________________________________________________________________\n", - "conv2d_2 (Conv2D) (None, 3, 3, 64) 36928 \n", - "_________________________________________________________________\n", - "flatten (Flatten) (None, 576) 0 \n", - "_________________________________________________________________\n", - "dense (Dense) (None, 64) 36928 \n", - "_________________________________________________________________\n", - "dense_1 (Dense) (None, 10) 650 \n", - "=================================================================\n", - "Total params: 93,322\n", - "Trainable params: 93,322\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], + "outputs": [], "source": [ "model.summary()" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "img = test_images[1]\n", "img = np.expand_dims(img, axis=0)\n", @@ -1108,7 +780,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "hidden": true }, @@ -1124,7 +796,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "hidden": true }, @@ -1137,19 +809,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1, 26, 26, 32)\n" - ] - } - ], + "outputs": [], "source": [ "first_layer_activation = activations[0]\n", "print(first_layer_activation.shape)" @@ -1157,24 +821,11 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.imshow(first_layer_activation[0, :, :, 6], cmap='viridis')\n", "plt.show()" @@ -1182,24 +833,11 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "data": { - "image/png": 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S+5lK204Fv2Taets+n0VMry8r/DbJsnY97bDe3X9L0mckfbn6Uhb1q2kqeBkmmbbeluqdXn+pssI/IGnZhJ9vkHSwpF6S3P1g9esRSY9riqnLbWLw4mzL6tcjJffzHrVOBW+1yaatqw2fz0am11+qrPDvlLTKzFaaWZekz0vaUVIvUzKzudUPVmRmcyV9Wu09dXmHpM3V7zdLeqLEXibVjlPBp5q2rjZ7PoueXl/aIJ/q6Yi/kdQpaZu7/0UpjSSY2fs1frSXxqc//6Bd+jSzRyVt0PisrkFJD0r6Z0mPSVou6Q1Jd7t7aR+4TdHjBo2/PP3/qeAX31eXxcw+Lum/JL0iqVJd/IDG30+30/M5VZ+bVMdzygg/IChG+AFBEX4gKMIPBEX4gaAIPxAU4QeCIvxAUIQfCOr/AKi2TxOXQKgGAAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.imshow(first_layer_activation[0, :, :, 12], cmap='viridis')\n", "plt.show()" @@ -1207,79 +845,11 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "hidden": true }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/apps/anaconda3/envs/wmlce-v1.7.0-py3.7/lib/python3.7/site-packages/ipykernel_launcher.py:28: RuntimeWarning: invalid value encountered in true_divide\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# These are the names of the layers, so can have them as part of our plot\n", "layer_names = []\n", @@ -1374,7 +944,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "hidden": true }, @@ -1386,7 +956,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1427,7 +997,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1456,32 +1026,9 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "img = test_images[2]\n", "img = np.expand_dims(img, axis=0)\n", @@ -1490,22 +1037,9 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "last_conv_layer_name = \"conv2d_2\" \n", "\n", @@ -1525,7 +1059,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1534,71 +1068,25 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "for i in range(10):\n", " plt.subplot(3,4,i+1)\n", diff --git a/02_deepLearning/03_CIFAR-10.ipynb b/02_deepLearning/03_CIFAR-10.ipynb index e7c97607f..f39dd8cae 100644 --- a/02_deepLearning/03_CIFAR-10.ipynb +++ b/02_deepLearning/03_CIFAR-10.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -42,20 +42,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'2.6.0'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import tensorflow.keras as keras\n", "import numpy as np\n", @@ -97,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -113,34 +102,18 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "test train\r\n" - ] - } - ], + "outputs": [], "source": [ "!ls /lus/grand/projects/ALCFAITP/cifar10/" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "airplane automobile bird cat deer dog frog horse ship truck\r\n" - ] - } - ], + "outputs": [], "source": [ "!ls /lus/grand/projects/ALCFAITP/cifar10/train/" ] @@ -174,18 +147,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found 50000 images belonging to 10 classes.\n", - "Found 10000 images belonging to 10 classes.\n" - ] - } - ], + "outputs": [], "source": [ "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", "\n", @@ -220,18 +184,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "data batch shape: (32, 32, 32, 3)\n", - "labels batch shape: (32, 10)\n" - ] - } - ], + "outputs": [], "source": [ "for data_batch, labels_batch in train_generator:\n", " print('data batch shape:', data_batch.shape)\n", @@ -248,20 +203,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", @@ -281,22 +225,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "rgb_img = np.squeeze(images[0])\n", "channels = ['red channel', 'green channel', 'blue channel']\n", @@ -334,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -361,40 +292,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "conv2d (Conv2D) (None, 30, 30, 32) 896 \n", - "_________________________________________________________________\n", - "max_pooling2d (MaxPooling2D) (None, 15, 15, 32) 0 \n", - "_________________________________________________________________\n", - "conv2d_1 (Conv2D) (None, 13, 13, 64) 18496 \n", - "_________________________________________________________________\n", - "max_pooling2d_1 (MaxPooling2 (None, 6, 6, 64) 0 \n", - "_________________________________________________________________\n", - "conv2d_2 (Conv2D) (None, 4, 4, 64) 36928 \n", - "_________________________________________________________________\n", - "flatten (Flatten) (None, 1024) 0 \n", - "_________________________________________________________________\n", - "dense (Dense) (None, 64) 65600 \n", - "_________________________________________________________________\n", - "dense_1 (Dense) (None, 10) 650 \n", - "=================================================================\n", - "Total params: 122,570\n", - "Trainable params: 122,570\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], + "outputs": [], "source": [ "model.summary()" ] @@ -415,7 +315,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -453,58 +353,9 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/20\n", - "1562/1562 [==============================] - 25s 16ms/step - loss: 1.5308 - acc: 0.4390 - val_loss: 1.3456 - val_acc: 0.5195\n", - "Epoch 2/20\n", - "1562/1562 [==============================] - 24s 16ms/step - loss: 1.2065 - acc: 0.5741 - val_loss: 1.1471 - val_acc: 0.5918\n", - "Epoch 3/20\n", - "1562/1562 [==============================] - 24s 16ms/step - loss: 1.0484 - acc: 0.6334 - val_loss: 1.0301 - val_acc: 0.6341\n", - "Epoch 4/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.9485 - acc: 0.6671 - val_loss: 0.9833 - val_acc: 0.6576\n", - "Epoch 5/20\n", - "1562/1562 [==============================] - 24s 16ms/step - loss: 0.8759 - acc: 0.6898 - val_loss: 0.9584 - val_acc: 0.6706\n", - "Epoch 6/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.8208 - acc: 0.7102 - val_loss: 0.8824 - val_acc: 0.7015\n", - "Epoch 7/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.7680 - acc: 0.7296 - val_loss: 0.8701 - val_acc: 0.7003\n", - "Epoch 8/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.7299 - acc: 0.7436 - val_loss: 0.8609 - val_acc: 0.7103\n", - "Epoch 9/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.6876 - acc: 0.7584 - val_loss: 0.8861 - val_acc: 0.7095\n", - "Epoch 10/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.6538 - acc: 0.7693 - val_loss: 0.8887 - val_acc: 0.6973\n", - "Epoch 11/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.6199 - acc: 0.7820 - val_loss: 0.8984 - val_acc: 0.7052\n", - "Epoch 12/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.5906 - acc: 0.7922 - val_loss: 0.9160 - val_acc: 0.6994\n", - "Epoch 13/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.5621 - acc: 0.8024 - val_loss: 0.9143 - val_acc: 0.7143\n", - "Epoch 14/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.5371 - acc: 0.8094 - val_loss: 0.9421 - val_acc: 0.7022\n", - "Epoch 15/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.5131 - acc: 0.8194 - val_loss: 0.9627 - val_acc: 0.7074\n", - "Epoch 16/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.4853 - acc: 0.8279 - val_loss: 0.9731 - val_acc: 0.7025\n", - "Epoch 17/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.4542 - acc: 0.8398 - val_loss: 1.0439 - val_acc: 0.7043\n", - "Epoch 18/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.4455 - acc: 0.8415 - val_loss: 1.0713 - val_acc: 0.7032\n", - "Epoch 19/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.4194 - acc: 0.8531 - val_loss: 1.0847 - val_acc: 0.7037\n", - "Epoch 20/20\n", - "1562/1562 [==============================] - 24s 15ms/step - loss: 0.3987 - acc: 0.8602 - val_loss: 1.1028 - val_acc: 0.7055\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "history = model.fit(\n", " train_generator,\n", @@ -516,34 +367,9 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -594,18 +420,9 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found 50000 images belonging to 10 classes.\n", - "Found 10000 images belonging to 10 classes.\n" - ] - } - ], + "outputs": [], "source": [ "# For data Augmentation we intriduce zoom, shifts and random rotations.\n", "train_datagen = ImageDataGenerator(rescale=1./255,\n", @@ -642,32 +459,9 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Original Picture\n", "\n", @@ -682,22 +476,9 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Augmentations\n", "\n", @@ -723,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -740,7 +521,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -751,218 +532,9 @@ }, { "cell_type": "code", - "execution_count": 50, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/100\n", - "1562/1562 [==============================] - 55s 35ms/step - loss: 1.8404 - acc: 0.3166 - val_loss: 1.5826 - val_acc: 0.4280\n", - "Epoch 2/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.5694 - acc: 0.4280 - val_loss: 1.2879 - val_acc: 0.5350\n", - "Epoch 3/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.4506 - acc: 0.4765 - val_loss: 1.2305 - val_acc: 0.5604\n", - "Epoch 4/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.3883 - acc: 0.5016 - val_loss: 1.2237 - val_acc: 0.5667\n", - "Epoch 5/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.3392 - acc: 0.5217 - val_loss: 1.1272 - val_acc: 0.6063\n", - "Epoch 6/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.2970 - acc: 0.5374 - val_loss: 1.1286 - val_acc: 0.6047\n", - "Epoch 7/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.2730 - acc: 0.5443 - val_loss: 1.0467 - val_acc: 0.6248\n", - "Epoch 8/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.2408 - acc: 0.5588 - val_loss: 1.1401 - val_acc: 0.6071\n", - "Epoch 9/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.2232 - acc: 0.5656 - val_loss: 1.0392 - val_acc: 0.6298\n", - "Epoch 10/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.1986 - acc: 0.5760 - val_loss: 1.0429 - val_acc: 0.6285\n", - "Epoch 11/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.1823 - acc: 0.5808 - val_loss: 0.9894 - val_acc: 0.6473\n", - "Epoch 12/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.1693 - acc: 0.5842 - val_loss: 1.0128 - val_acc: 0.6441\n", - "Epoch 13/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.1533 - acc: 0.5910 - val_loss: 0.9720 - val_acc: 0.6523\n", - "Epoch 14/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.1415 - acc: 0.5975 - val_loss: 1.1480 - val_acc: 0.6168\n", - "Epoch 15/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.1195 - acc: 0.6042 - val_loss: 1.0058 - val_acc: 0.6502\n", - "Epoch 16/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.1146 - acc: 0.6051 - val_loss: 0.9925 - val_acc: 0.6607\n", - "Epoch 17/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.1046 - acc: 0.6098 - val_loss: 0.9802 - val_acc: 0.6590\n", - "Epoch 18/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0952 - acc: 0.6118 - val_loss: 0.9462 - val_acc: 0.6738\n", - "Epoch 19/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0851 - acc: 0.6153 - val_loss: 0.9626 - val_acc: 0.6652\n", - "Epoch 20/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0730 - acc: 0.6214 - val_loss: 0.9006 - val_acc: 0.6793\n", - "Epoch 21/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0687 - acc: 0.6244 - val_loss: 0.9390 - val_acc: 0.6752\n", - "Epoch 22/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0508 - acc: 0.6295 - val_loss: 0.9212 - val_acc: 0.6835\n", - "Epoch 23/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0516 - acc: 0.6272 - val_loss: 0.9498 - val_acc: 0.6703\n", - "Epoch 24/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0384 - acc: 0.6342 - val_loss: 0.9174 - val_acc: 0.6822\n", - "Epoch 25/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0339 - acc: 0.6353 - val_loss: 0.8604 - val_acc: 0.7014\n", - "Epoch 26/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0299 - acc: 0.6380 - val_loss: 0.9247 - val_acc: 0.6824\n", - "Epoch 27/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0229 - acc: 0.6419 - val_loss: 1.0356 - val_acc: 0.6424\n", - "Epoch 28/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0225 - acc: 0.6402 - val_loss: 0.8637 - val_acc: 0.7043\n", - "Epoch 29/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0082 - acc: 0.6464 - val_loss: 0.8667 - val_acc: 0.7008\n", - "Epoch 30/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0092 - acc: 0.6439 - val_loss: 0.8765 - val_acc: 0.6981\n", - "Epoch 31/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 1.0009 - acc: 0.6466 - val_loss: 0.9074 - val_acc: 0.6881\n", - "Epoch 32/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9929 - acc: 0.6505 - val_loss: 0.8890 - val_acc: 0.6955\n", - "Epoch 33/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9896 - acc: 0.6513 - val_loss: 0.9272 - val_acc: 0.6853\n", - "Epoch 34/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9871 - acc: 0.6533 - val_loss: 0.9044 - val_acc: 0.6931\n", - "Epoch 35/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9836 - acc: 0.6523 - val_loss: 0.8902 - val_acc: 0.6907\n", - "Epoch 36/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9805 - acc: 0.6565 - val_loss: 0.8663 - val_acc: 0.7020\n", - "Epoch 37/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9776 - acc: 0.6578 - val_loss: 0.8916 - val_acc: 0.6924\n", - "Epoch 38/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9758 - acc: 0.6593 - val_loss: 0.8806 - val_acc: 0.6911\n", - "Epoch 39/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9690 - acc: 0.6620 - val_loss: 0.9094 - val_acc: 0.6824\n", - "Epoch 40/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9648 - acc: 0.6607 - val_loss: 0.8677 - val_acc: 0.7036\n", - "Epoch 41/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9585 - acc: 0.6625 - val_loss: 0.8957 - val_acc: 0.7008\n", - "Epoch 42/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9643 - acc: 0.6642 - val_loss: 0.8147 - val_acc: 0.7227\n", - "Epoch 43/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9552 - acc: 0.6650 - val_loss: 0.8266 - val_acc: 0.7105\n", - "Epoch 44/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9561 - acc: 0.6644 - val_loss: 0.7965 - val_acc: 0.7301\n", - "Epoch 45/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9498 - acc: 0.6691 - val_loss: 0.7760 - val_acc: 0.7395\n", - "Epoch 46/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9446 - acc: 0.6691 - val_loss: 0.8354 - val_acc: 0.7132\n", - "Epoch 47/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9415 - acc: 0.6698 - val_loss: 0.8015 - val_acc: 0.7256\n", - "Epoch 48/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9444 - acc: 0.6710 - val_loss: 0.8284 - val_acc: 0.7184\n", - "Epoch 49/100\n", - "1562/1562 [==============================] - 55s 35ms/step - loss: 0.9397 - acc: 0.6723 - val_loss: 0.8264 - val_acc: 0.7203\n", - "Epoch 50/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9317 - acc: 0.6719 - val_loss: 0.8575 - val_acc: 0.7158\n", - "Epoch 51/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9295 - acc: 0.6748 - val_loss: 0.8031 - val_acc: 0.7273\n", - "Epoch 52/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9330 - acc: 0.6743 - val_loss: 0.7788 - val_acc: 0.7338\n", - "Epoch 53/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9343 - acc: 0.6730 - val_loss: 0.8474 - val_acc: 0.7160\n", - "Epoch 54/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9286 - acc: 0.6750 - val_loss: 0.8099 - val_acc: 0.7182\n", - "Epoch 55/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9256 - acc: 0.6772 - val_loss: 0.8105 - val_acc: 0.7204\n", - "Epoch 56/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9199 - acc: 0.6777 - val_loss: 0.7996 - val_acc: 0.7318\n", - "Epoch 57/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9256 - acc: 0.6787 - val_loss: 0.7841 - val_acc: 0.7331\n", - "Epoch 58/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9245 - acc: 0.6763 - val_loss: 0.7950 - val_acc: 0.7268\n", - "Epoch 59/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9229 - acc: 0.6773 - val_loss: 0.8241 - val_acc: 0.7231\n", - "Epoch 60/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9178 - acc: 0.6813 - val_loss: 0.8080 - val_acc: 0.7226\n", - "Epoch 61/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9122 - acc: 0.6814 - val_loss: 0.8029 - val_acc: 0.7321\n", - "Epoch 62/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9141 - acc: 0.6805 - val_loss: 0.9255 - val_acc: 0.6892\n", - "Epoch 63/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9037 - acc: 0.6839 - val_loss: 0.8108 - val_acc: 0.7264\n", - "Epoch 64/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9106 - acc: 0.6819 - val_loss: 0.8010 - val_acc: 0.7338\n", - "Epoch 65/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8979 - acc: 0.6872 - val_loss: 0.8497 - val_acc: 0.7101\n", - "Epoch 66/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9068 - acc: 0.6856 - val_loss: 0.8402 - val_acc: 0.7144\n", - "Epoch 67/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9062 - acc: 0.6833 - val_loss: 0.8204 - val_acc: 0.7299\n", - "Epoch 68/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8976 - acc: 0.6864 - val_loss: 0.8532 - val_acc: 0.7208\n", - "Epoch 69/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9003 - acc: 0.6856 - val_loss: 0.7879 - val_acc: 0.7311\n", - "Epoch 70/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9005 - acc: 0.6848 - val_loss: 0.8104 - val_acc: 0.7264\n", - "Epoch 71/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.9009 - acc: 0.6855 - val_loss: 0.7710 - val_acc: 0.7435\n", - "Epoch 72/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8884 - acc: 0.6903 - val_loss: 0.8807 - val_acc: 0.7058\n", - "Epoch 73/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8861 - acc: 0.6908 - val_loss: 0.7936 - val_acc: 0.7360\n", - "Epoch 74/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8939 - acc: 0.6898 - val_loss: 0.7794 - val_acc: 0.7303\n", - "Epoch 75/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8943 - acc: 0.6900 - val_loss: 0.8109 - val_acc: 0.7239\n", - "Epoch 76/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8866 - acc: 0.6899 - val_loss: 0.7929 - val_acc: 0.7399\n", - "Epoch 77/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8925 - acc: 0.6908 - val_loss: 0.8232 - val_acc: 0.7226\n", - "Epoch 78/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8823 - acc: 0.6937 - val_loss: 0.9168 - val_acc: 0.7024\n", - "Epoch 79/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8906 - acc: 0.6889 - val_loss: 0.7905 - val_acc: 0.7335\n", - "Epoch 80/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8851 - acc: 0.6910 - val_loss: 0.8003 - val_acc: 0.7324\n", - "Epoch 81/100\n", - "1562/1562 [==============================] - 55s 35ms/step - loss: 0.8850 - acc: 0.6927 - val_loss: 0.7838 - val_acc: 0.7326\n", - "Epoch 82/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8882 - acc: 0.6901 - val_loss: 0.8050 - val_acc: 0.7278\n", - "Epoch 83/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8773 - acc: 0.6947 - val_loss: 0.7787 - val_acc: 0.7376\n", - "Epoch 84/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8807 - acc: 0.6953 - val_loss: 0.7247 - val_acc: 0.7552\n", - "Epoch 85/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8790 - acc: 0.6936 - val_loss: 0.9005 - val_acc: 0.7062\n", - "Epoch 86/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8752 - acc: 0.6955 - val_loss: 0.7448 - val_acc: 0.7481\n", - "Epoch 87/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8756 - acc: 0.6960 - val_loss: 0.7415 - val_acc: 0.7490\n", - "Epoch 88/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8776 - acc: 0.6953 - val_loss: 0.8241 - val_acc: 0.7213\n", - "Epoch 89/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8766 - acc: 0.6952 - val_loss: 0.7915 - val_acc: 0.7421\n", - "Epoch 90/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8736 - acc: 0.6961 - val_loss: 0.8317 - val_acc: 0.7189\n", - "Epoch 91/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8759 - acc: 0.6944 - val_loss: 0.7616 - val_acc: 0.7501\n", - "Epoch 92/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8720 - acc: 0.6971 - val_loss: 0.8441 - val_acc: 0.7203\n", - "Epoch 93/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8687 - acc: 0.6977 - val_loss: 0.8082 - val_acc: 0.7316\n", - "Epoch 94/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8774 - acc: 0.6970 - val_loss: 0.8492 - val_acc: 0.7237\n", - "Epoch 95/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8667 - acc: 0.6974 - val_loss: 0.8386 - val_acc: 0.7277\n", - "Epoch 96/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8688 - acc: 0.7002 - val_loss: 0.7823 - val_acc: 0.7373\n", - "Epoch 97/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8715 - acc: 0.6971 - val_loss: 0.8301 - val_acc: 0.7241\n", - "Epoch 98/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8632 - acc: 0.6998 - val_loss: 0.7504 - val_acc: 0.7497\n", - "Epoch 99/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8587 - acc: 0.7027 - val_loss: 0.6960 - val_acc: 0.7705\n", - "Epoch 100/100\n", - "1562/1562 [==============================] - 54s 35ms/step - loss: 0.8648 - acc: 0.7003 - val_loss: 0.7403 - val_acc: 0.7551\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "history = model.fit_generator(\n", " train_generator,\n", @@ -974,34 +546,9 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "acc = history.history['accuracy']\n", "val_acc = history.history['val_accuracy']\n", diff --git a/03_dataPipelines/00_tensorflowDatasetAPI/inspect_pipeline.ipynb b/03_dataPipelines/00_tensorflowDatasetAPI/inspect_pipeline.ipynb index a30123158..8f91c252b 100644 --- a/03_dataPipelines/00_tensorflowDatasetAPI/inspect_pipeline.ipynb +++ b/03_dataPipelines/00_tensorflowDatasetAPI/inspect_pipeline.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -30,34 +30,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{\n", - " \"data\": {\n", - " \"handler\": \"ilsvrc_dataset\",\n", - " \"batch_size\": 128,\n", - " \"train_filelist\": \"/lus/theta-fs0/software/datascience/ImageNet/ILSVRC/ilsvrc_train_filelist.txt\",\n", - " \"test_filelist\": \"/lus/theta-fs0/software/datascience/ImageNet/ILSVRC/ilsvrc_val_filelist.txt\",\n", - " \"shuffle_buffer\": 200000,\n", - " \"reshuffle_each_iteration\": true,\n", - " \"num_parallel_readers\": 8,\n", - " \"prefectch_buffer_size\": 10,\n", - " \"crop_image_size\": [\n", - " 256,\n", - " 256\n", - " ],\n", - " \"num_classes\": 1000,\n", - " \"num_channels\": 3\n", - " }\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "# load the json config file because it has the path to the filelist\n", "json_fn = 'ilsvrc.json'\n", @@ -67,41 +42,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total image files: 1281167\n", - "plotting filename: /lus/theta-fs0/software/datascience/ImageNet/ILSVRC/Data/CLS-LOC/train/n12620546/n12620546_23481.JPEG\n", - "data shape: (332, 500, 3)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# open the file list\n", "filelist = config['data']['train_filelist']\n", @@ -120,90 +63,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xml filename: /lus/theta-fs0/software/datascience/ImageNet/ILSVRC/Annotations/CLS-LOC/train/n12620546/n12620546_23481.xml True\n", - "\n", - "\tn12620546\n", - "\tn12620546_23481\n", - "\t\n", - "\t\tILSVRC_2012\n", - "\t\n", - "\t\n", - "\t\t500\n", - "\t\t332\n", - "\t\t3\n", - "\t\n", - "\t0\n", - "\t\n", - "\t\tn12620546\n", - "\t\tUnspecified\n", - "\t\t0\n", - "\t\t0\n", - "\t\t\n", - "\t\t\t155\n", - "\t\t\t202\n", - "\t\t\t272\n", - "\t\t\t303\n", - "\t\t\n", - "\t\n", - "\t\n", - "\t\tn12620546\n", - "\t\tUnspecified\n", - "\t\t0\n", - "\t\t0\n", - "\t\t\n", - "\t\t\t105\n", - "\t\t\t79\n", - "\t\t\t209\n", - "\t\t\t174\n", - "\t\t\n", - "\t\n", - "\t\n", - "\t\tn12620546\n", - "\t\tUnspecified\n", - "\t\t0\n", - "\t\t0\n", - "\t\t\n", - "\t\t\t334\n", - "\t\t\t0\n", - "\t\t\t441\n", - "\t\t\t79\n", - "\t\t\n", - "\t\n", - "\t\n", - "\t\tn12620546\n", - "\t\tUnspecified\n", - "\t\t0\n", - "\t\t0\n", - "\t\t\n", - "\t\t\t165\n", - "\t\t\t137\n", - "\t\t\t264\n", - "\t\t\t239\n", - "\t\t\n", - "\t\n", - "\t\n", - "\t\tn12620546\n", - "\t\tUnspecified\n", - "\t\t0\n", - "\t\t0\n", - "\t\t\n", - "\t\t\t244\n", - "\t\t\t115\n", - "\t\t\t313\n", - "\t\t\t205\n", - "\t\t\n", - "\t\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "# convert JPEG filename to be the corresponding XML filename\n", "xml_fn = image_filename.replace('Data','Annotations').replace('JPEG','xml')\n", @@ -219,29 +81,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[202, 155, 303, 272], [79, 105, 174, 209], [0, 334, 79, 441], [137, 165, 239, 264], [115, 244, 205, 313]]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# read the XML file with Python's XML reader (XML is a bit antiquated)\n", "tree = ET.parse(xml_fn)\n", diff --git a/04_images_time_series/00_images/Image_Segmentation.ipynb b/04_images_time_series/00_images/Image_Segmentation.ipynb index c36ca1942..5538b6752 100644 --- a/04_images_time_series/00_images/Image_Segmentation.ipynb +++ b/04_images_time_series/00_images/Image_Segmentation.ipynb @@ -50,33 +50,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "--2021-04-26 16:30:56-- https://www.cis.upenn.edu/~jshi/ped_html/PennFudanPed.zip\n", - "Resolving www.cis.upenn.edu... 158.130.69.163, 2607:f470:8:64:5ea5::d\n", - "Connecting to www.cis.upenn.edu|158.130.69.163|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 53723336 (51M) [application/zip]\n", - "Saving to: ‘PennFudanPed.zip’\n", - "\n", - "PennFudanPed.zip 100%[===================>] 51.23M 49.0MB/s in 1.0s \n", - "\n", - "2021-04-26 16:30:57 (49.0 MB/s) - ‘PennFudanPed.zip’ saved [53723336/53723336]\n", - "\n", - "--2021-04-26 16:30:57-- http://./\n", - "Resolving .... failed: Name or service not known.\n", - "wget: unable to resolve host address ‘.’\n", - "FINISHED --2021-04-26 16:30:57--\n", - "Total wall clock time: 1.2s\n", - "Downloaded: 1 files, 51M in 1.0s (49.0 MB/s)\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# download the Penn-Fudan dataset\n", "!wget https://www.cis.upenn.edu/~jshi/ped_html/PennFudanPed.zip .\n", @@ -100,40 +76,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/apps/anaconda3/envs/wmlce-v1.7.0-py3.7/lib/python3.7/site-packages/keras_preprocessing/image/utils.py:104: UserWarning: grayscale is deprecated. Please use color_mode = \"grayscale\"\n", - " warnings.warn('grayscale is deprecated. Please use '\n" - ] - }, - { - "data": { - "text/plain": [ - "(-0.5, 489.5, 377.5, -0.5)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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R0nF3u0MIgVLmflFejmK4kNT1BQDr1REgIUmWyyVd13E4vKbrOubzimEY0GZ0QL2P4+LzXsAM/YG+7SBApnO01KMr5sdFfwJi9BBHl7aUiqEbxvfae1QUEBQ+BIKTpARlNqcdBkSSSBQKQQgWQUSmyO3tNXe3l/xP//1nSAHf/e6vMK8yusOeb73xBq8OW3a3V8TFgr7do4ucEAfAsz5eoTPFxfUleZkxL864u90iRcHQW/rcYYeIkYa333qPw6Fh6D2PHj1hc3vH0YM5Fy9fcbxe8lu//etcX7xkXhTsreXs9IRcKQDOTo6JPrDb7CH2FFXOcjnn4aMHpBB59uw5RV4ihOL25WsGv0FnhiElVJ7juoGrdodiz6OHxxydrdnc7ri66kBKXnzxmrPTUwCCFWg0u7rBd9ejaNIKrRUhQl3XZFkGAeZVRW4yhqFjiAKJYl3NccHRBDWKvtZzs7ujbS3JgZY5zga89XgR8N6ilCU3GVKOXwVKGcrcEONY9qqkZPADBomNkWEYMHLcVMmyjF/5td8FJLv9nleXl1xvtnR2LJU/PlohlOTm6pK7w4HoA1WegVBYP+CSQOvxnrXW4nrH7L6c1VtH33U8PntAc2gwJhsddCCEQNd1SA+D73n8+DFBjqLVWksIAVPkrGcLml1D3/fE6CmKCmPMvcvbo5S6F1bZV8fr/egCa53R9zXX19cMw0BEkKTg5OSI9XpO1zdjSet8zmq14tXLW5q6JflRFB8fHwPj77y+eUVXB5YryZtvvsnDR+ckLOvVCUpGCpNxYy2+H5BJUJSKyxfX7LY3xDBQzTLWq5LlomS1WpJliu1+w7CxnJw94OnTt/ny1QuOj85ZriNdZxn6BFIx9DV32w3lskToCN6TCLTNgcOu5nh1ijE5wcLh0LC7rSmKiizLcMHiXcdqNSMl8dV5SynRdc1X5bKLxQpnA9vtlhjcuFl2f16TjcTg7s/JKSJZTo6PmBUVEMiyAusHskyyXFW0beTBw1Pm1QwtDdu7DXk2w5gcHx0yk0QSMSWk1AgMMUiUNEQBRkvapmcYJlE6MTExMTHxl4lvhCht9gMxJsoyI6lA8JHejs6F1mYUpHWNC5JK5ixnK14+f00+L5hlc+zgSNqg8HThz39v23cM1oNQOG/Z7g44r0g+YIeOWVnR1geKcixbrNsOUxh6P1C3DTY58gryoqK3nsb2dL3F+oivG4RQKMbyQdcNrJcrQm/pY0e1nKOkRwpJjBYhDNoolMpRSqOMIopISgGfPOv1mhDB+3i/CA4M1nKoD7R9O7q8UlIajVAgFCATCEGRl+z3e4bBYQdPSnDYNxRFQdv0CBQhJCCg9Siit9vd6NamDCEEJlMYPcMohTEarRQhQFTjIjv6RHAeqQQpBoo8p+s6hJAkKRBRQIDoQKv8XjwItM7QYnSvBREjJEoJlNR87zsf8ps//CFdfYvtO6pM8fzzz7i+vuKTn/xD8jzHWosSiUwKur5lu70jELGu59nLZ1wftqxOTjk9esLtzRVuCIioubrYoGXB0FoKJbC9pSrnNPuOLz57xnK+pCxn/LV/7neBQHADuVGcHK3YbW7J9Pja3g4E32NUoiwMRkekEmR5Tgrj4ni7rwnWUdctEQFCo/OSqljSdRHXtPiYsEPLcr7gdHVC3dXcbq555+m3aet6dOq6gMlzDAY/JJCS7f6OvCwwRnN7t2W1nKMQ5CYb+0KDoNDjNdRJobSkswPRQ9f1dAeHQI8uqy7wMhLv3cVhGADQQmLmC3wKCCRKaQKBtu/ITYZRAhLjJsV9uSsiEkLgxcsLFus1NkK431AKQtC1LavjY6IwNIMnVxBCQrhInheEtiPEhEYSQhr7mq2lKkpmZYXrB7oQ0UYSUiA6RwgBnY/3atu1CD32lW63WzrfYq2l7y0pJVRmRoEaHRAJ0dH3LUKUSClQaixjF0KMfbRCYMxYhgxyLEcNUNctUmratkVoQddlKJ2IMeCGDqkKsqykLEuMkjhv0Vrx4QfvkQhcXl6wPvo2Z8cnbHe3vHz5ksurZ3zw4XuYQrCYzZkVJfZwwNeKoe3o2z2LeYFkrBopc41IHms7bm+vKcqMYlaBFOzrA5/84jM8CesCPkba3hN8opzNKGYVZ+oBnd8zDD3S6LHEe7MhpcQwDOPxNZau6wgk2r5nVub0XQPCozKQUlG4nL7vsX5AZ4bj0xOyLGd32NK1A8vFgu3dnuz++yOGQPCBFMeWhBjg6vI1h8MO7waESJydn1LXNapQHJ2uCTeek/NTcm1wg6MPDi0CWkTudhucj0QpkLkhudHVV8rci+aAMWNJNWnK8JuYmJiYmPjLxDdClM6LJUEEMqWxyWKDJaSI9wl8Yt/UhBTRpuTmes/5mcKIjFk+Z1Wu6JWjyBPeR5SqiT4wDAMhjqE5Umpc7OgGx6zKIIE2BbP5ii9+sSOvevIcTNmxLgrmizW9DxxVM8pZRVVVfPGLVzx89IRwIsl1xcWLa0InMCoj1znBeWzXk2JkuSjRWow7+t7T9g2ZKZmVS/KsRCmNj4HBW4ahJYjAwycPGZwfSxBxZLnEZIKEY7AD1awa3SmjkRJidAxDwocEcmCz2SGEwfvEfL6kqYevHFEpFYd9g7wXBk3TYIwBEinFceGYAlVZkmuDMaNLKFzEpUDftgzDgJIGKRMhJLJsXHhKMS7i69CitELnGbkp8D7S7tux3FWASJBixBhBkefkRvCbv/FDlIz89Cf/kNWiZHkfgPLrP/ge/+Af/H2qao5zDoLDGE1vPVVVIcscGz139R6p9VclhcvFms8vPqOq5lxdXvP06bcIAwz9uCBer4/59NNfcHd3x36/Z1HN+M77H/Cf/mf/Cb/1W7/FJx/9jA8++A6XF6/5tV/7DS4vXrPd74necny85uTkhBTg+uYG5z1Kabpu4PrybixRVBqBRKsCMGiVo2WBkaAygdaKqprTtZbb6w3bw55DU9/3pfZsbg74BWP/XgBpJKv1Mb3rvwrlMXnGULcoxBhSEyOzokRJSd91aGMYWosLHt853DBuIOS6xJicrq4py9EJyzNHShElBF13wNmBICE3ChBflbmWeY4MATME8jwnU5ow9MQYUaYYQ7Caju2+pmk7zh4+pul6XEw0w0BrHUcPTunbFussZVaShLx3/tW4sZEExITte6LzFEVBn+cIIVgsFrx4foEQgplcAGPJrVajW3t+fs622YwiWzTUdU3TNDTbhlwblJY4D3WzR2vNarVivV7fl+2GcVPJudE5lQohBH039qAOw0BVVWOYlpYcDge6viHLFCjPMHQY01FkK4yWbO62CCEoK0WW51y8HlitT1kflSxWDzk9WwCRwQ9IAy5abu4anj//ggfrE06OVpwdn3Dx5XPWqxkxnFPXe4ZhoO32RI54+eoVnbcoaXjy5CGXux2L1ZrOOjo7oIMl4cfrowzVoiITkn2zJc9LvA/U9Z43Hr2BHQJ98Oz3NSTF6ekpu+0BGyw6U1RlznK5IMsy5vM5Td3dnxNBjIHt9paUwGQ5u90tUo6tBCE4um4guYS670V+9uI5RguqaoGUc9quZrU+4sXmS45Pj1ksZpidYjYr8T7igkMoSCLS+YGXV6/HULkwILTAD+NmAowbLF3XIaX+qiR9YmJiYmJi4i8P34gnd7SBPNMUeYFIsF4v2e125FXBYrFgGAQyRvabHd57pCg4OTqn3tUUusIOA3fbDUU54+xkxW57oO96Bt8jRCIvZ2iVkcmK3e0dR0cnFJnh9cUr3n33KV3fkhWGoiiIXnNz14AqSUmw3Q20XcJa2G17FAWvb1+zu2tYlkfMyxkE2O82GKN5eL6iWhmumyt83xNDosjXlMWcvrXsti13d3ccmgOr4xXLZcXqZMHnzz6lrDQoWJ1WlKXAxsiTxRFVNeNwaPDe07Utg/fkqqBpHVlmWC+WZGbG5q6GJNnveqQwhNAgpRr7CHVJTH4UqziEjqyXc8pcIArD+uiEGCP73RbvxyAmpRQiS8xySe4ylosT+t7StT1dvyf4ju2+ReuM46NjSIa67djXHUJpWtsQh8DJaslge6SIfPj+u8zKnIcPTgi+5sd/9I8oTGK1qLh49RwjFR/9oz9FS4FIYxBNVZ1QZYZnHz+n61tmuQYS3//+9/js8hUhwsuXL4nD6JSkJHjj0RvcXl0jhcGrgNaa1xcvWa1WtG3Nb/zaDylywx//8R+TAnz000/JzIxnX75kMVvy8U8/5Xi15nh9Qt8O/N6//C/x8ccf88477/Df/c9/wElR8aM/+iO+953v8eknXzCvFiiVIaLA9p4kBW1zR0yJ3JQIAcbA3e2e27s9Qiai0Fjn2IiGvneUxQolc4RxFFXObDln098xPz5m6Eax1nUNZ+enHOodmTYoJXBuwIYxorazAzIrEV6SnEBGiRaG6GCwHhHHsCTvQMgxdCiGQHCekEbX0B16hBAIJen7geg9KoLb7Hj/6VOiHXswezvw7NkzlC7onaXtLGePH/OjP/0zlssls9Wa9z78EJkbLl8+h5iI3uE2OxrrScKgfSIzBU+fvIXrHba39F3HYb+nLAtubm4QKMqy/Kr3cxgGsixjsZqRV2bsrXTdV6W7Ukoi8ObTxxw2B6SU1PWOssw5Ol4xm814+eKCoigQQmHtKEi1NqSYaJoO6wJaZywWY8/vzfUdxbxAStBa8ujxOW1/YH/YkpsM/J5ZLnl0vqLrGq6vPydGz2IO3m355BfPxs/yoiKlxOFwoCjLsaQ+Sn7lw/fpdgdyqbi9umLoOz766U+ISMoqR2hBVmQMMbI8PmMO7Jqam01N4wKH6y0hJfZt+1VfbTt0ABy6HauzGUcnJxwdnbDd7tncbsAn2kNNXlRkSiOlxvoOGxpWiznr9SlEy/HpCucSLowbbOv1GqXG894fDtR1zWw249HDc16/eIELsFqsWR/P2G1qlNYowFQZikRt7f338pw+SN7/4Fe5un3Nvu4wZcVPP/kUo8Zrns8KbrcbSJqjswcIpRAF5DONc4HlKue9bz/l6uoKIQNFKXn33e9QlN+IR9vExMTExMTE/02+EU9uLaDMDI/Oz3j+ctxN3+5ueWPxBv3Qcnd9w/HRKcfrI/q+p97tx5ED3mL9QF5myP0oDPeHO7TO6Gx37xQoogvj5BWZkbygMBVVkUNQLGfr+6AgQdc6+t5SrEqEGUOJApCpnExXo2CIBpLGmBJjsq/62Pq+5elb36Xvt9RdjTGK+qalMjPybExyfX71OX3nyfOcxXzJyckJJkvEGFksK/IigUqUpSHLQEg3lghryO7HjngXCcERgsc5CyRmszl13ZEZEEKxudtRlmYslxQKpUZ31ftx9EWIARETMKawGmOQSuB9oqhyNptbqllBVRWkFMi0YTZbEbxk8I5maGnqmr6zxCQwWYHSCecdUsYxJ0klirkhqERejuKr7Q4UpWSxLChKxcWrGxAO7+3o1BYZZyenDH2L1HB8fIy1lvMHpzjvWa1WlIsllkjvPTIJ1os1TTfQ1i2ua8lUQfABKSRKSGIM9LZhNpsxL2dEP5AbyeuL57z/7ac8f/4S6wKDdUiRQRIMNpKAza6hKsYeyOXqiMF6Xr9+TYxpdKFd5O5u+5WDWhQVXTuWojvnxtEtQhBDQKZEEIEoEsixB1QKSRTgw73LKsH7QKbGAJpyViBnxwTpcUPPfDWnyAzLxYLkLEYq3GAZbAAJx6s1VQgIldMPDqM7hhwEGhsCQz8Q4zhaKJLGnj+pcMNASkAae4GTHEt01X1YkLUDmRj7SIdhILlwn1arMWVOUS6IAuqmJ+nx8zR4R+8s9j5A6NDUaKnQSqCzEu0CMSnatqXvLVJmXL2+4t2332G5HDelpBTsD1sARMq+Elsppa+Cdn55/8X7z/Iv+01NkXN9fU17qMexJgSkzGiaA9b2lFWOVuM9UhTF6ABnGWOfI2gj7ntMI94F8rzA2XD/vRMZeo9zib7zuD7y1pOnJJ/4/Itrht5j+wGTCYa+43CI1M0Bay132y0hBE5PT9nva7Z3G0qV890n7xJbRyYMRhesihnOBjo3tjDMyhIfI7d3W7TIcEDddzT9wN72DMFTzWdYa0EK8iIjy/Kxt7MJBZjtAAAgAElEQVSSVOuKrMjphp626RBC0fdjS4AQgqIoxuM3iigDJh+vTUwWGzxFNacdel5fX7E+OWa2nLE8WrI6WXJxccEwdOwOt8xXYzCU1IkgPMpIstyg1Ph6Po4l795ZWteDUah5omnH79C2bceeVC3RWc5sNmMWE8vFMW+9+za73YG77S2f/OITMiqUSRyfzBDymHyrOTpaMJsXIML/1aNmYmJiYmJi4hvKN0KULqsSQSLPDG89fYPPv/wMKQLWjSIjz8dFyt3dBi0UTx68iXU1Tbtlf9iMSZ2MMwbH8Q+WGBI6H/vufDe6K9Z6iqwk+oTtLFoo+rZDxERucgY3oMy4sN1sN4QQyMsZySnsEIm+QydBShIpDFJo6rrBWstitSAKT0iWwbWIfByJoDBY6+naHSkqiiKjKApCGnvfnHOYUvPw4TlBtAy2IcQO5wMmk0ihMUZRlBl9d98vpwxFMZYBa63HsmVpUFKSmYLadKQoyMzo8pAEWusx3dRaYvIoJRDC3AcnFcToifczQmOMVFVFUdz3KmpNOSt4+eqWJAJZoRDaUJYFMQi0NNTNBkSGiwHrI9EnlFQsj2dY27E+mUPKkSayPK6421xyc3vJejaj7g8sZiXOOYqi4MmTR1zdvqZpGq7vbmn6nrKq+OCDD/js2XNOFwuG4Kmt5Xh1Qte+ojAZmkSwAecsOteUVU7fWWzv2O93rBZjr2KMntvbK7589jlCJKwNtI1FyIxRlSmkMCiV4cI4WmW3OxBC4PXlNdrkWB/RWc6+qXnr6dt88dmXDMNAnhejMAgBxS8FqCASCCSkEKNzlBmEkmgC1lqMGUVfipHMGJIQY6hM5kFFdC7ISk1mDNYPbG9vOFotmc8qslITfWDf7KjrHpOVDH2gHxyZWZCEILp4XwIscCEQnSAKSAJ8itwXbN/fkYKUuN/QMNjQ4/GoNIYSyQRaKYiJ1WrFfL6k94G6adlv9uR5TiAxDB1t22K9G51XmdBZRkiRJCQpQtN0tE3P6rjg+vKK4DxD19M0NVprQnBjEI8bSzVTGoO2YEwFdtYipaQqK/p+DBv78wAjzfnbT6nrmvPz8/tRMRl3d3df9Z7GIL+azzqm8cZxNrC6D3ty4X7Oqbzf5BKkCM6lMWQ2GYRQbDcHbD9gbWQxL5mVMxbLiqarubkbQ6tSlPSDpe8sjx5WeJ8wMgMEQ9tDSCyWS9bzBTJJPvviGc4FatvjiLgQEIMAJD4Keu9wMZG0ggRFPseUFbvDlpA8x6dnWNtTrU7ZtBuQ4/+VUrJcrtneHFivj9FZRiShjGbAkxWKLNO4oUcExc3NHVrXpJSYzWYMw8Ch3jOfV2SZZL7IMFkkBcdyvuCwb+hdj4gemWfITI0VA7MKa3uETAipcc7SDD39MIOkSdEghKEoKiBSlDNMVpBosX7g4vKC29s7XBg/x4+OH6JFyeM3TnjjzQfc3NxRljNm1ZyyNH9hz6+JiYmJiYmJ//d8I0TpLMvY7bc0uzu+/xs/4Kc/+xNOz44IwdK3DiVBqogiUWQZry9fEVNHOct4+vQpQghubu6o9w1d141JvkCZjYtZoiC4SHKBo9UKOwy0+548y7i9vqScl2xua5ZHS6pZzhevn9MOHbPZOMohWCBK+rpHK4MWOUFY2ranH2pWyxlvPjnlxavnrNaa1dGSTXNgtTqi3fY4l9hs7sjzOTEkgo/sm5rWNszmhvXpimHoOPS3uDDczxJV7HYdmSmRKsdaT9tZnE8olWGyihBG8X17s7lPxRRU5ZjQK4X+ah5qCOHeWRpLW2MMGK3xDrrWE4PlUO/Y7/cInTBZxXx5TN+3931aEJJgd9hyenrOw8Uc4cFIRb3vOBxqlusZUuUMPlA3De0wYLQG4ZHaMV/POTk658GTU0Lsubh6xpfPfsHJ975PNSs5OTnis88+44svvmA2K9nu95ydPUAIwdXVFUfHx9zuamxM/MlPfsLb732barHkZx99SrWY07cd3/vV7/DpJx8xdJ6ExxhJ3zqePDr7qrwv4cnM2Gf84sUzQhidt/lMgjL43gOCmAIk8KFDScHf+8MfEaOnmhW89dYjnr98zfnZA7qmHftc78X8KKQCQnjkGGxMJI2hREIgtUJoBVKQAB8jEUhJEIikOLqY1g24vsfKjpOHx1RVyWB73NCPTvvRkigSN9tb6sMBgF/98ANWqyM++fhLBtswDAO9TWiVE+M4FikFEFoRSbhgEUoilMT3fz5yJRJJKSIUaDUKQec9hFGgZVIDkb5vccPA7XCLkBolxxCrtq3HmbZdR9d1aK1ZrFcEOyClZH9o8T4ihLw/V4IyG4OlpNTjTNG6ASnIcolSiuDuU6B/GbT0j/35l5stbduilOLk5ASfIt5ZfLBY19M04qvNm+Z+/NLYzzqWLIcQCD4h5H2gE4Fwf7zOudFdTiCFIolI3wUGN6ZlK5OTqTnK5Dw6y0F4Xr28wVwJ9s2O+XyGdWOysVY5RjuaOjLYQJGVVCana3qii2g93qeud2NidPBsm5oheMr5DC0MKYEPicFGbBxTdpEK6yPlbByp1NoDAU/vO4zM7gW35O52y35bk6mMb33rXe7utqMgJ+H6ljb2CCmQGhbZgq5piRGurq7w90FCL1+O83bHT7ZHqsjp6TFvvPWEy1eXoAJ5liGVoe8CLg7jJqHOcGHc1IhSkLSk85aXLy7x3hOSx7oeH9I4+7Ufv4OttawT3H36M7abPUIJzk9PuNtJMpETI6AMbbcj4VitFmjzT5zNPTExMTExMfEN5BshSkV0dE3N5YWlyH4dpaDKMzb7DUlIjMo4bDfEEGjqPSkFDv0d5w+O6PqGjz76iKYJPDhbc3p6Mi6gfBzDdcK9ayc0JtMoAUNf3we+lBwOe/JCIsUofOvDjhgd33rnTfKyYLdt8NYTLUQ/zu9TKkMrSdPtiTGyXi95+91vYT9tUMbS2W6cp6hLDqFDJIF3kCtBXTc8evQAUyg8AykNWNtj5orVaoUy4n6GYqLeP0MpQ56X3Fy/Hkd7xNHtiUHRNo7BdqxmOd5Hgk+k2OFsQOuAlIoYEyFEhFCY+1mQSimcG+hbj1ae4MV9r+ueAHz4nbfJTMl2s+f2ZkdMHhci1g/46EgiMHQ9RVaADOS5ZrFYEKWkQmAqjWkbiryijJpCK6zrQUWKyvDzjz6l62oApEkoK0CNi8imaZgvZ7z77fd471vf5vr2hrvbDUdHJ/zBH/4RrbX88Hs/ZFs3fPLJJywWC1KS/M5v/Q4mS4TgQUS8txiTYzLJ6dkRWa5YLBZ0XU1MlqoqGIaOprX3It+RZzOG7oDwMPQ9MQi2mxvWR0vq+oLHjx8hhebh4zf4s59+xOOzB2NJ5mZzHxwFMAo7KcbyaASj+0okCUhyFKZKa1CS5O/dv5RI3o3CVoESAp8sqlBkuaLvHVIy9lLOZhz2W5QSmMKwzJY0dcuPf/KnGJVzfvYErfVYnisyEpIYE1EkkgKjckKMJBFH5zYz2N7eb4ZIEIKQ3Fdpu0IofBjI7gUc98Gmfd/j7TCWZMoxHOmXIs9IxX6/5cXLZ3RdixQBQQChCGl0PWOAFMeE5hAiIfTM5st7Fx+6oce6lqZp0LK8T8kdPd1x3m9C6dFhbn5ZsbBcs16v2dUHoh3LjZ88eUJ9X26+udtSVRUxintnWnwVlgO/FLrjcUupKQpNnpdI5Ti0DUoZQgjjaB2fEEJjRMHd1R6jNNUixzlB0+44f3TOyapi3+zZ7lqyLOP49JxymdO346ZHZjJE0mxu9uRIOAURFJmWlGWFiB6/39O7wDwvmeVzlNBYH4iHGtvUdJ0lSrD+DtUoVicLskzTDy2np8foTFG4iugEWjfIJBFCUeYF9f4wbkxoQSBAIZnPZ6Mjei/el8sl+92But5RVXPadpzvbDJBURjK0rBczfBhYHWyJHgw0tBbz932irKckZUlWmpkUjjniDEQpcD7Aa0rhNAs5ysQASESg+1ISVDXLaYw5FXJy4sv2O/37OoDTddQSEmfJFeXN+x2DV98/pzlcs2/8M/PyAv1//2Da2JiYmJiYuKfGuIfdx6+Lv7m3/xryTnHz5//nMdvPmJ1uuZ/+f0/wORwdnaCHTzL+Yp/+9/6d/jj/+NHfPzzT3l584K3333KyckR/+3f/UPefjo6BCJBZkq8DSjGMI6T41O6picRIA4UWU5iHCWxXi8wuWbwA73tEFpy9PBoTC9NHq1mdDvN5fMNeVYRo+Tq8hrnAk8eP+DBwxMenB9xe3eB0p4Ua8bRngX9kMh1ySc/e8a8WFHXPUVRcH5+jFSBamkYbI0pEudvrskKxdXVa7bbegzosQbnElIYnAv0naW3Eak1RV7RdD3EQIwtRaY5PX+IHzzXtxuyrMS2Y+COFhKtJeixf1cIQVmWdN3AYjHOhby+vuJme8PR0YoPv/Pe/8nem/RalqXnec9aa/f79LePe6PNzMjMqsrKoqtIyipBEEiINjj30IA9sT3wyD/CP8Azwz/B8EAwLNkoUXKRRVHlKpGsysomMjL65janP7tv1loerFthe+CBTIFMGfcFYhIBBA7O2d23v/d9H169eklZZ8xmM9a7JcNhSjpKUb8dHrc5q8slunNc2Nlsn8VyhYoClBfQ6p44CBn6A4rNjjt3zrh754xf/vxnmK5FWkMgFVJb2m3J/mSfg709POmzXm3wBjFdpxkOhxwcHHB5MUd7HqvNhjgZ0BrL+x99yC9//WtO79ym0y1SaZ49e+aGz6JxZTvJGLTB933+4i/+gqLM+K/+i/+SPN/x17/+jIvzJetVRhBE9J1lvdwwGc+o68Yxb8cJQlrGo5SLi7f4vmJ6dEoQxTz5+jHDdIAvPDD2uoAnQmtNe50p/a1F1gBBFLoMn3JFPA5DVKCU29rFUUAY+rRl6ZqWQ8nb+Uve/+AeRZmz2WwIQ5/T4yPGkyGb7RKtNePxEKUE6+WKOBxwdvweV5drLs+vuLxc07Y9BoWUHsYqAj/EYN/lQntrCHqJkhKpFEZA1zeAJQ59PGvRbcPE87h7ckLse4TSY5dtkYHPercjLwqCJCWIYqzvU7cty+WSJEnouo44CUH3+L5PllUo6VHXPUpIojChrhviOCYIAuq6RlvNarti/9CVa0kbuPItT7DN53SmZTROSIcxnW45PjsELHlROteAFNiuIwkjNpstaepYmwKfsqjx/YCu05RFTd8bhsPR9Za7ZTx2lntrBYEfolTIfLHGAMZAWZbEcQzS0tYNnvAYhkMCz6dqd+ztzfADwe17tzk/f8vF1SVYgbYQhQlBEBEPQ+KooypW0HScJhNs03Fr/5BhnJDEKVYFrLOcL54+RgYBt+7d4+UXL9ifTEmGA/K64mq55HK3cugmYUiGibOK25Lpniv1UkFI2fTM5w4DE/kRURAxGAxc03DT0FtNoxsaUxPE7hjuK8sH99/nq6++ZrvNuHXrFov5itnehL39EaNRgh9Iel0SxT5RGvH146fsdrmzCA9nDAcz2t6QZcV19MDjaj6nbRqSNEVJSawSuk5z5/QMFSg2qwW7cotSgiDwWK3nKF9y/8FtDg/33cBcV+wWC2bDKV988SVhMGSQjpmN91Ei4eOPv8t/81//tzfr0r+h/rH8T/7uHxBudKMb3ehG/7/RT8z/+P96b/5WbEobHXB+Oef8YoOVAccnZzx8732+efINpu3xpeLN65e8ePaYzXburGNSYBA8efaCDz+eMb9aMTuAtqrxAsFgHDNMhxzeGvLy5UuEFCgpmY323tnyojjm+NYp0vN4/PgxRyd3WG032MYVG+XrFcrXKFIMgs50ZNstH358nzevXgE5STLFmhxrXJ4ujn08P0Z5Q6IgItsUYD2KuuHg+MBte3xDEAlWm3P8wNBXPXvjWw5lsS6YRnssFznj5IBSN/R9R101xIFPZZZoq8CDeCgpy4Yqy3j40XfIy4xe1ETDFtNbjNIYK8EGbsNkDUHokaQ+Tbkjz9dMJndouh1+aFHK4gWCrMgYTVL0riYrl/SUdFZwfrHi7OwMcJiGXhrytsRrA8belF65JtcOlyFMB2POX76mzAuObx9xtV3wdrnE9yR3zk7ZLlcczaZEns9utybbLPjog4eMBjF3P/weWZ7z+eef883T50xmeySTEWVbc7XbkA4HfPPyMQcnU8azhJ/97C85PTkhDlPml0t0Y7l1eMZsso9A8ad/+qcsFzuqquLiYsP5+TlpPOPe7Ql985TNeksYpiRhRFvXhL5P6HscHR2B0Lx+/ZKDo0Nn4Y1ClFIM4xj6nl22IU1TAk8ibEtRZsSDlLwq8cMAbVwesCkal5tNEwaDAYHn4TWCJIkoioLlcst0OsWTiiiOKasCZRPu3vqIL778DKlDfBEQBQNC35VChaGiqnOiOMDzRuzNjvjXP/s5Rd7y8cOPObl9Rl23PPnmOV2nKfISFQZgDXEUU+Qlw+EQL1b0jcMxKaUYpCOUNZi+Q2HxhU/iB/R1RRhN0F1DmW04PT1lEOyTDRK0kFgEhemh75BA1zSMhmOqqnL8U+uRDCe0uqfvCoIwpLU9xhc09PTaIgIJAgZyTNm0BEGE7UFL6HVHPEgYBjF3753x3sM7/PLf/JwH793i4vIt6TilLAXb7RY8jzDwCQIfYxyjd7tdMxnPAInWPdo0eF5IFIWufduEGNuhPFf61GlD3eaARViL1Zqjgz23sdsWjAdDmqYhNzsmwxFhErDN1xyfHHBx8Qbf9wh8ge+FtL2mbQo8JditMrzDyCFvRgOapiIQBktDGA6ZTUes1iV91RKakKYSyNIj9SPoDVJbQiCwPZPQNXWHScRkNsULfBbrBcWyxhiJMj6hjVG6pK5L2rAljROGY5fj3pYlne65c+cOddPRGc3JySnVrmC3zRkkY2zvsV5kKBGyvMrwZUTfQFFuEQJmeyOy4hI/Ssm2K3f+x5IgiFDSUlLR697xXq1HIAWmF3hK0ZiWOI5ZbTc0be+cKcQUecVw5DObnaI8Q9OUeL4miHrKOqPxKyZ3HvDA/4DHXz2jLDTnqxUHs1NOm+Lv7oZ2oxvd6EY3utGN/q31rRhKn79+S1kW3L5zj+lshDFge80n3/kOl1evGE9GeNLyv/zT/9kNCVJTFBV13aKURxJFdJ3jCQL4gSKIfao2JwpCZnsjPCHpW01RFJSls9IlwwFWSDabLZ4f0bUGJQMmw32WyyXbZcVgGCKFKzqp65b9/X2+852PuXvnhJ//659RVSW+AokiDQcYram7Hs/r2O4ywjAFhBs2PAeuDyPBcOSTDPbJigVFWbK/N0NYEEZS5Q1N3tIDunRtuWkYoW3NbJYyPdonGQ1ZrXeUrzcEISSDgCBO6Xuftg1ZLkrW6xzfi5HKe5fPCyKF5wlW5YY4CdCmJtu0NE2DsT1VXdI0FdKzSAkoCcbQdDVZtmNz3R4aRymzgxlGGMq2wkhLq1sWlyviOObWrVus10u22zVWwy7PyMsMGYdEYUQPGKnYZDlh13N2dsYwDHlw+z5V05LEAzw/5L2HH7LZbJCBz5NXL/jFv/mMaODzve9/wsHhIZO9GX/6sz8jSRLGgxG//PlPUUpxdHgKSK6urhiP9pjP1yyXW8Iw5PJyydOnL9nb2yNSPrY3SCvxpaJVCq1dmY5Swm3Y6EnTFN/3GY9nPPzgO1xeXrJdLlzba7aj65rrptoWZ//USE8gPIHtDF4gGc+mpGlKGLr85G63YzAMKYodni/xgxiEptEtk3SMFj0jPcb0gtCPCbwKX4UIXBYyiRPatqTve87P5ygPPC8gHcYEYUw6jvjyi0dcXi0osp6Dw33u3rvFarlDCYHRDb2uWC1d7jNNU4bDAUop0Jam6rBdB1iEMejeDRVl4NAe0kKRbdFWYK0rfuqsBW3QXe8c2dYVNnle4PKiVUs8ivCVB6JEY12e0XS0bUeSJHhK4SkfIYQrSmpbrHVMUukFrLcbZGcoqpy6rrDS8te/+iXDYcrewYymsc6JEIyI4wFV2dA0bvMdBIErF/NdM22SJBgtMaZ3LdBolOK62Zd3mWwwdF3/jn+plGKYpARB4DLbfkBnOqpdThS777LrGuqmJE1Tqqpiu97Q94bAd+VlaZwwz9a0Wcb96YzJJGFvOmY0SKnLnGy1Y3l5xfpqRWsgDUeMBkOaqqSpS5JBzP5kiN5UJH6IVArfWqTWRCpCC4OVgtBL6awE7WzhYRgQJz69btCiZ29/xHg6IY5S/CDm6mqB6XqHyVGu4Vl3mtCP8P2QtulpKo2wHZ5K0brh6nxDUWWM9hRaC5T06VpLU/fXJVKw2ewIg5hABc4qbCSdtmjT0nUaT/q4UnBF12ravsf0GaNpwmyWoPsNl1cXlGVEYxq07fj6+Tdk28IVNHkBUZDiBT5a3Cz4bnSjG93oRjf690nfiqG0KDKUJ0kHMVLCZ5/9Cj+QmLxhf3+PBw8eIIRlvd4SRRHPX75yjEbUO+B9Eg0dDsSz2F7TVprF/JLxYIjv+xhhaZoOKUOCICKKIlTgk+clee6KV7pOo7Ulz0uKoqJpOpTXIKwi35YcHBzw4P4DdA9dC0qmdK2kLDRtK/FUhG4bmq4ja7dczlc8ePCQKIqIooDNZk3Xtdx/79g1hYoO3Vum0yl7e3usVxvarsa2xpWr6JamqwHtWIhCko4HTCcDvNBnvda0TUV8PeQ0bYWQhjAKiGOD7xcEgYcUEq07hAgwVlPVDcA1AsM9eLdtS9dq7t69izE9F1fnLJaXxIOQs9tHrmym1oSeT6MNpm+Jw4A0DimKgmGa8rrr2J9NGI+mBMojy3OqqiEOE4qioigyptPZdbuoxZgt2lrGoylYye3bd3n58jVl1ZBmnSs8KXIuLi5QYcBgMOThw3u8/9HHxGmC74fsdjmr5Y7f/d3fZbOYo7Vjkm42G7766itAEIUXhKHPyckJZVny7Nmzd9naLMudXfS6gfW30lozGo2vM5LOmpsO3LD99MVzjIEwSnjz6jXpaMxwOGS32xGlAZM4xihBIkAo5XAogeL0bB/P84iiiL7vUV7PYrFgNHbfYZqmPHhwH8/zyLKMR18/ZX+8z9X8LdZqet2S5w3nFx1Z4XNwOMPajjCM2G4l1jpLetdXaCTbbEmYKL736Ueu4EgqqqJF7nou53MkisOjE0xvWSyWaNzxZq3Fkz7T4QgV+c59gEJIQW9w1uzrBuG+M3TGunysgaZ3mCBrrRvsUO4lRpwihKKsa/f/hQHe9bkrfY9QeWgs1hi0NhjPIIw7l3tr8P3AvSSBa6aoou97Vqs1s+k+b89fMB4HWKuQMiAMBlR5h6c0WhuapnWDsQgo8oY4loDA90Pqvn1n1xXCor0ORIDuLWVZUlU1UgSEoUOUeJ6PQJFbVwJkr/muvh/Ra5+u7dntMjxPIVB0bY2nAmaz/esh15Cmqcu5ywA/9Bkkw2tWqGvHbbsGISxWG5SwmL5nu16xP7tN6Cc0fcPV1VuM1RwcHDBfzbHCUtclXGfJjQEhJFEQEvo+yrMgFGkaMxgk9Lam7SrKMme1vSTLS05Pb6O1xfNB97BczsmyreOUdh1xLPADnzAMkVIgsEgZILQr1Cp3hTvWhKBrOsrcsVK7uif0IobpyOGU+h57fbpttmuaqqXRDUIpfOkT+JIoidifjWh1jbTOYq37lmxdUPUlB8dHBGHK4fSU8MME2ymqvKPJLFEQ/y3dvW50oxvd6EY3utG/C30rhlLPF9R1QdsG5MWS/+w//09Zr+eEkc9Pf/ovePv2NUJaPv30UzbrHRcXFwyTFIxww1vVYDXYXhB6zpJWly2bRUZfG8IwxBpD12p+9DsfkWUZ2+2W9XrN8fExHz78GCtgMplwcbXgyZMnNE2H1obVYk1dZ/xHf/THaN2x2Wz48y9/zvHhEU1tWK9y1qanrmt8pVAI9xAdBtftnpY0TQBLGIY0jWMDXl6+pWlzklTxvU9+QN9pttsteZ4TyBSkoGwKmqZEhYKzu/eQvqGyO+omp8oadtkaIS2np7cIIx+Lh5CGNE3oGsloXKNkRNsYEJIoCpDKUlduKC3LkmSQEscR1lrqtnfD8XoJQJoMODjaZzgcsF6vGY1GRJHDzOx2u+sMZUCSJDx79ozJZMLLl69om56HDx/y2a8ecTDZxxMOZ7NcuK1auS1oyop8u2EYhgS1Zu/2PX7z2RfcuXWb/b1j3m52INyGOU1TyrahRZCkQwaDMX/25z9D+gGf/M4PuHVyhy+/fMT+ZHzdFizRfYExhqIo0b0lipJ3bavL5ZLBYMByuaTOXMOw0a64p+s6pPSuy6A0WZYRhB5v3pzTtBXD4ZBfffY5s9k+o9GIum0cfiQMGY5GxHFMMkjZVQVCuVKfvC5Bwb0HJ+RZQRD6GB2AHGJFjRQKoVoCX2CouLhaEUcJxyczym3BmzcvCUKPvm+REopCE8VDtpuMKPaI45i9vX36vnPM3K4A6VF3BedXb3h5/obQU0TJgFtHZ5zeOeTg1j6e8BiMJwhj+WH6AzabHRdvz1ku1yA0g9EJSkiyvkMJ13KrpEB5PkIpEIooTRBt73pYjaGuGnTg40ivjoEphLjePEs8KYnDiCAKKXYZuutdcVDT0hvN4eEhTVVjud5GpgNnndfmuk24ZDQZMRhEeJ5kPl8SxD7T6T511fH82RuCwEcIyXazpWsNZVkDDq8UBAFdqx35x5p3Wzz3+Tw8T9DrGtFZ96Kqb9C6R3gOk+L7AVJ4jEYD8rym63pCP6LvGvreuBZlbXn54jXjyRApHQO0qiqsBa0NddXywx/+kN//3e/z+ed/xfzNG0bpkFgprIZss8UXktEwZTob0WkD25y2Kbm4eI3VHb11WJzRZMjhwZ4bUhdzVN9hkPR41GVDGIZ4nsf3fvB9nr38msVyhV9KjrwJ9+/dZ1dkrHcrLq+u2D8Y05qKKIrxfIvVlm4bFmYAACAASURBVKLcESchCYq67gkCj8lkijGGtm3ZbFbuc4wGSBnQdDWxn7h8bqtpqxajoas7pHB/50qttDtv/IhxOqEoClpdIQApDPt7M8bTAUpaluuctukZmBTdW7DgiYD1Ysty8QIpAg72TvBUhNAeog/Itru/3ZvYjW50oxvd6EY3+hvpWzGUltUaz5f89//Df8ef/MlP+LOf/Ql3757xL3/6f/Dw4QOsdRuLn//8zx1X0xOYzrK9cjiDrusIPZ9Ft8PzPMLQpyx6In+MtAF9Y+majslkwqNHj8iyjMlkwoP777NabXj69Dl+EHJ1ucRKwcHBMUVROO5ma9llLYvFgq+++oq+7bDWcjg7oq0FBQaJxJgIiQ/SJ449duWSvf0Zl5fnHBwckec5773/wFljlWYwGDANRkSxQsmI8/M5aTpkOh2jZELdbmhsjp8KBpOEW3f26G3Jkzdv2GUZvTEMBx7D9IgkCXjz5gVJGl4zOOdku5aDgzPKoqXrGmZ7U8bjlLYr6LVEtpIyqynLkqz4v9AdL1++pCxLwjAmSRLyTU62ybBW4weWxWKOUoqTk1uA24j4fkhRXJAmQ2ZTl5vNsoK92R5dJSmblrYTDAf7DAcjbNeTTIb4IiT1Pe7ducsf/qM/5Mtf/xrPCp4+fca9jz5ivlwQeHB8fEZWlPzlZ1+yzQo+/8lP+f6nP0BLyfx8R1bUfPabL/nedz7kk08+YTab8fTJc1fiUtcMh+5htq5bJpMRhwdHrFYrri7nKAtd1+GpgKJwrcnDgduk+4H3rn10PB4ThQlffPEFfhJxPr9CC5gc7NFUNc9fviAZDgjSmFW2RfgexvQUVcW2yAm1YL54zWazYTqdUhQFUkr8wDAaDfjO935EWZYsFgt++KPvEYYhX3wBT796gedpPv6O27hbqzk/P2c0HvDq1QuEmLCjIY4TdF+QFzkPP/6QyWzMeDTl4NY+fW8Yj6ZYKzg7u8M//8m/RHiKeBDz8s3XfPLJ9/niN3/ltnjGEo1Aty1v5i8YRgPiOEK3Hb2ENI7w05S+7cnbjrizKD9ACgnCotqGompRnk/dlgR+SJIktG0PpifwfOrSoWToNdLzkAii1DW+ZllG0zgskvU8mqah0xovcFlPP1AEQeBQLdoipGsudptBSVWDsD5BEFBVl1RVBQiGwyFad6TplDSN8f2Qqmyu7cE12nQO+aJcQ3UUqWvr/Zi6arm8WF1jZ+aEQcJ4PHUNVlaBVRgt8GXoWoutZjwYcTjbB2GYzSas11uuLhfsjQ/w90N+8k//Ob/++S84nI25f3ZKtliR9y239mcc7O9RlxVSWKbDmDzfMbUh66zgvQdnvD5/CSgOjg7wfZ83b1+i+57xyFneu96w2VV4VhHKiMgLefzVI0I/YDQaIa1hsViQ1RtWqyWzgzG7bMN0f8p4FjMej1lezbl4uSCKffcixU+4d/8WnoqYX63oOgtWMhkfAFBVFYPhjECVjMZD+qZlV+TE3oBON3T01HkNjcUICFSA5weEwqe1mmHsQTJEyB4hO4KgRuBwTWksCcOQvtX0jcD3U8LA4+mTJ+56n0RQC6wCTwqm4wl748nf2f3sRje60Y1udKMb/dvrWzGUDoYRRZHxT/7J/8Q3T75mMhlS1QVhqFCe5Pz8nMViQdu2pMmA4+NjFvMCa0BJH4PDvmRb11rq+z5CWPpG09X5dYbPYRyC0LERpZQkScJ6vaXve9LBEKV8UG6jEgaGMOzo2pJ7d27z1Ze/AeDwYO+6lGbuGkprxzWU0kMon970yGv7mpCSMA4JIh9bGJ69eIoQluEoIopThDSUVc7rt+eMy5jxJAEp6LVGG8PB0R5YjR9KfvIn/yvC75ChxQt94mRAEAQoGeF7AWVZkg4ClCfoy5bpdIy1Ltvo+YowVBjb0fUVlo69vRlBUCKUQEpIkghtDU1TAYbD/WNmsxlXVxe8evUKIV1u1lPK2ZGD8JoP2bPbZAgrOX9zwXS6B8DVxZy27on8BGFAIDFacHm5pNjs8CS0VckPPv6YPK/5Z//sfyMApsMRP/zhD/nV119igbbvePXmnDBO6Pue169fo5Riu83oLPR6S921fPr9H3J4MKQsc+7few8lHaLl66+/5vJyzv7+AZPJhLdvL3jx4gVJMnC/mbZgNda6MjAl3SnRti5nu92uefHyCda6B+QkSbCBaxgu64rXL9/wwXv3SZKE4XDoGJt1xZ0H98mqEtE2RGlCOvB59uwZ8/mc09NTZ3keuhKuzcbwB3/wIyaTCcYYvvjii+tMYsfR8R5hGOL7blPX9ZqizFiu5o7fOHFlMptN5rZXjeHt+RVGCoqqZZsVDAYjirrhm8dP+errb1BBwNXlgv3DY27fu4sRcHi0R1mWWCvwvYC6btktHI7D93yksEgrkZ6P8n2UkARxRH+9wey0QQY+Vii0rpGej+d577akaZygtXMD3Lv3wA3AnWOA5rlrIPakw5QI684fpRRKSHdc6h7g3YuGrqvwAo/hKKXvYbfLEULQa0vblGid0TQ1o3HC6HqDneclQSgoihLlWbzAEgtFWdnrTLUEaen6BltZuq53OJzOvLN7a+2yirvdjsFgQNv2XF1cMhwM+N53P6HXDV89+g0//vGPUUqgTUeWZdTVnPl8Tp6XDIcjTo5P+Uc//nucv3rG40ff4Fc5906PEUZwdTFnbzqm0YYo8PAkJLFPq0NW2wVxErj8clfT65azs1tkRc5yvUV5Hl3fIoQiinx831msq6omDl3bLhKUlFRlQxwPUDLk448+IUojrOh5c35OXdScnp5itWQxX2OtwvMkQmiksuTrHYGfEEUO1eOiEZI0DomDiLLVCAOjdESjarCSvu7o2tZd31SL1h2t9OGaqSykwwYFvkSiKbI1aRqju4qszmlqh+AxuibPd+wfHbJaLwlHMaEXE0UJJ0cnxH7KbDz627uB3ehGN7rRjW50o7+xvhVDaTqIqJuC23dOQXT87z/9FxjTMp6M+Oabr+n7HjB41w9c8/UajwG6Myh1nbsKIowG3/Ppu57hcEiZ5VR1c81B1LRtSxC6HOVms+HZ8ycs5o5bWNc1aerT1B1ZtmE8HpOmKXlWkhcbhqOQ7XbLYnmOMYbRaMJsNsYYt4GTwg0NSvlEiWK6f4RUFmsESknSNOHqas54PKJpGqIoYLlckuVrmqbh8rLh/Ye3Wa83CHyatmM8HdE0FW1X4UceYRownISOaWkFVhs63SHoMVYzmUxQnntoV56kLkt67VpH00GMVBpEiJSghE/Xue9itjdhMBiwWq+ZTsdcXFwxn7uhZ7VaobUliUKaJscPfOIooWkawjBGCIXuLXGUsiq3ZFmO74WOpWo0RV4j8RHSwyhwkEsJFuqqZbfLGeFxenZAABS7nBcvXhDHEaPRmCRNefHqNZP9I7558QprLd/97nf5q7/+jNF4SpgO2a13RFFI4Bvu3Dnl7OyMp0+fslqtyPOcO3fOyPPSMUA9j6buWa1cY664zpFqrRG4PJ/WmqZprjORltVyw737dwCLUoJFsUMoyXQ6Jo5DbNezWm0JAo+iKsmrkigJyZvius1W4PseR0fHxHHCwcEBz58/R0rF8fEJt25JwjDi4uKS7XaL53mMRmM++OAD2qKi73tevXpFkiSO+RgEZFnGYDDA90Kk8Lg4v+LWrTNGQ8Xrq5dss6dMp3vcOjnj7du3CCHxvJC7d+8zv1qTZS/R2oBVbNY7wLBaX7HdZCTJAN+LAN8xQxUIKbG9s+hqC56SKC/ACyI2RcFmtyNMY/wwxgqo28ZZY7XLIg6SIX3fv7OoV1V1XQrlBs0wDBmPx6zXa6qqurbTKjzPQ3oK3/cp6oKu7RHSo+u0a+DWoLGkyZCyrLC2R6DQvQZh2NufcHZ2RhiGrFYrkjilqrf02jqWaxhQ1QorLJ7nmLtNayib0h0TwkMKjyhK3pUeWT+gLEree3BK0zScv3l7ff1I6XqF0fDxxx/z5MkT3rx5Q9e71uXBYAAo1us1f/93f5+Xz54jdc9kOCHPMnTbEXg+aZjSVDWddTlgfT2QW6sRAqwQDMcDxtMJdV3z9uqSptN0XY82grpuMcYQBjFSKLqmczlYrUD7CEBZhVCSzrY8+eY19+/fpa46Dk8PGcQFf+9H/4DV+ZLL8wXpIKEqW+aLC6wRGCM4PNrD9yL63tDXmigK6OoGEXsoIR3v1ViSOEQAfd8yOD1luZxTlqX73THXxVI+1lr6vkeolkj5hJGiqg1dXxMnEVIoXqwuCfyYNBm641NDrFLunz1gPJ6itWE2ntDWHdb0fyv3rhvd6EY3utGNbvTvRt+KofTRo7f8w3/4Ca9fv0J5DpHR9fD++w949OhLsmz7zgIoJc6O2XokYeAeRHWHtBEG6HtNkqRcXl6yf7DH7lXOrbMznj1/QpRGZPkG31do3TEcDrFGAJLhcEgQRCzXl++KSJq2p6xypNDk+QJjXC7q9OyU3S5ns91gDHSddmU9qmc4GeJ5goODCZqWPCvJih3b7ZbxdEzftzR1hx96DMcjrDBI5eMFHsvlmr6HsuqIIp+Xb16yfzAjSiNMZkEIt42IUvreUBYNxsLF8oI4jq9LeQxBEGCNywCGoYfvhRRFTtuVIDo8z2Obba43HdG71uKhTnn2/AnWCDarNd01jsP0FqvdpjQOIyajKWVZU7Q1QggkinxXMh7MqOua9XaHtZbJeJ9i24JWGOOG0EY3+J5HoCRnZ2ccHBzwo08+JVWKercjEArPl9y7f4rWli++/AohFUWWk0Qx09GYz3/9GWmcvGu7jaKIrm7ZbjLiD2M+//xzFssrHj9+jBCCk+CEwUDSNq5Ft8iXpOnQbb46jZQefW/AutZdV3gjrrdn7vtKkoSyLFw5VOlyyrvMWXFXl3P29qes1gvarmP/6JCXL59TNjVZmZMkCYeHhzx/9gWz2QxrfLpWsJi73NtkMuHliwvG4zHYAE9FGO3x5JsXKNszGKTMZlNevHiBEJKjoyOapvm/WY6VQ/4guHPnAasswwvd8H3+doEgYjKe8OjR12TbRyjlk8QTNuuSIq94//33qYqWDx48oO81L56/oiwL9iYn9H2P6QweAumHBFGItZam71C+R9P2KD8kTgf0WNpOU1UNCInwFEnoNqZd19G3HUo450OSOCxOURSuFKfruLi4uLbfh27r2fdUVYUfBsTDgdsMz6ZYWoLAozfut+nahqZp3XZV+vS9cy4cHExRnubi8qV7GdE05HlAEEqqqmS7K/E8Dz/wORxMXQwgFEzUBN8L0VpTlg2b9Q4l3cuL4XBIlpXcvn2Hu/fu8OrVKywa3XYoKblcLPGUoswLDvcPuLo85+tHXxJFCXEUUVdu8Pzoo49IPcXRbMznv/oVz6uC8dANmb6A6WTM5dUCFbtj7+1iju8H9EZj0ARhjPJDys0OawXz+ZyutySDIUp55FlOExp8L0DnBV1v3O9VdggFcThgu73i9v07+GrAdrPjJJ3w9s2Svb1Dnn7zktXlHNNbyrK6vr5YlPIpi5bBIEJKd53xPOmOQyvpuobtyuVMI9/HdA4pdO/2bZIk5TyJrl86uetVEASsdiVpGtNryIuCKEqZzy9QHlgb0LY9vheQJCnbTUFZaFcU1Uo84RN6EXdObzMajdBd79BaRfZ3cCe70Y1udKMb3ehG/1/1rRhKf//3H/Le+/d5+vQbtOkIQ5+ur3n8+DHg8AwAnudhrUBKS9vV1K1rzVVKUXctWIkQrqLz9PSUvYMZ55evqZqSMA5RnuDk5MhZLMuaOA45OjpivXItsFdXF5RVwfHRLYqiQGtNGPpcXr1ltjfC98ZobciLFVmeMRgmGAPGQK8r6sYSJwekw4S8zEgHMXESUtf1u2KdOAmdrU9rhJAI4bJr2pTUVUMYXzcKhylRHNP1Pb2A8WTCYBhQlDvybE3fWXQv8H2QwiMdxGRZQVFu3SY2HKE8n0HqUA+v37wgy5cozxDHMZ6KWa4uSZKEXg+v8Rs1URS6zwXvBoMgCBkOxoTRFGNbQKKUT9c6pmUUpayWGXW1c1Zm4Tk2pJagFVIqt9W6btts6paq75CjIXmec35+DnXN5uoK2/ZMpiPSmdsCzqZTDo9OCJKUbVVihWRXFfRGIIWlNx1xFLG3P+Pi4jW+H/LmzRvyPOfk5IjxeExVNbStfjfUK+WQE0aBrxTWuqbS37aBWussmk3TcXA4o65LPBVgTA5IAk+B7QHNII0Y3jvD9JrtdsVwELM/GyN8j8tvLgh8n+PjA+qmZDLew2jYbQsO9o/xPI/FYkHgx/zgBz+grms+++wz9maHRJFjWG4W50Sx78qAuo4wDDHGZUQ9zw3TbrCTtG3LV18+QskArGK3zWhDV7Rjjcd4dMBquQE6rJUUeUtR1Lx9e8nZUYySFhDMZjMkmcu9Wo9xOkJJt30sigKhDb6S74ZNhMLzQwQWIwXSU2gLuu+pbe02kl7IcDgkiiLW2x1RFBEEwTub9G/ZwX3fX9uV/Xe/A3CNhXGNvnES4/sKKwyDQcr6xXPatiOOY4x1m1nP8zg8OkDImqqqEdets9Zax0z1BJYObRzupe8NVeXypUm0d42QcY3MSin6vkNKRdNWlGXBerPkiy9+TZ6XgKXrGtbrNXEcMxoNaJqGvf0pSRJxeHhI1zmnRpFXTKczVoslIk3wDve4feuUxdNH7ry/Hp7LskR4rrm4bGratkUGijBNWW1WvLm8YlTVtLonSFKCKGZ9tUQLDyl82r6jFwKjBUaA0RB4IaaxxGlCVxnyTUsoBpwcjKm6AiUl8+UaiUdTlrS1ZjIekyQDd800JUmSkCQJutcEgSGKEsS2Z7tzdvTF/BIduxcOCMPrNy9JkoTTs2OqKuf5i28AkCpkMEwo8oqmzQlCgeeDkO54DoKAKAqwuG173xuU9InjFKOdU0QbS9dpnj17wdXVgjiOGQ8HSCX+H8fOjW50oxvd6EY3+vbrWzGU/vgf/IcEgc/Xjz9nt9vwe7/3I56/eMaLF8/wfQVI2rYhiiJ0b1DKQ3g1njSEKqTvLE3jrG1ZUZCIBNMbKp3z6Y8+5fGTr/j0P/iEzXrBH/6jH2MtfP75l7w5v+SP/ugf43k+z1+8YrFYkZc1bauZXy2ZzoYcH39Ctl1weuuYXZYxGIzY7XYYAZPxjP56QHj8+DGdNhwfHxPHMU+eP6HuamdHrCv3EB4HoCCII4ra2TKd1Tahagr29jxun92lN4q2s0h/QFUVSKDuNKMgZXO+ZLfMsUYRyBg/MhR9xp27H3N+8ZIgSLh9dpfffPaIWyf33GCz2VFVFUmS0PU1i0VJMqhAWVTgU9RL9+9RilKgZEDrGYTUhF6AIkYYyWa5Zb6ao7VlNJxc53cjsBJsSJm3WAth6CPwKTYloR8DgqapaduG0WyAjCLa2mVXy7Jkl204Go1JT09oihJrDV9/9Yg4GbDNM66urmi1obWSIt+wvzfm1ultokHK+eUVy82autowm834V//qL7h164g/+IM/oCxznj17wuvXr68xIAOkCNxW0Qo8zwetEUIhBRgB1oIxFmvd8J7tcpTnBvT9/X3iOGIwC2jaAmste+MEjGE2m/Hp9z9ESsmzFy+4XM358L07nJzeYrlZM5/POTo84erqisV8xYMHDxgOhxgNT5484b0HH/DkyRPWqy27bc54PGY4iq9zz2u2m4y9vT3u37/PcrliNhvx7OkLZ2MFjo+P2e12rDc7kAFHx7eYJj4ffPAB0lNURc3Rno/SPk3TUTcN2/mOdDhgt8joRj5VWxCGMZNkwsAfY03AIBlSZRWeUtiyoS1rts2ayHPNqeV1k7MVEpRA4Fqb/Sik73uSMML3fd6+fkMUhkRRxC7P6KxhOp0SxhFWSazWGFw+u+la8rqira8H2iiiamriOH1nrzamRXqS+eIShKHXDb2WCOkxGIZMJlO2m0uEdNvW4VCSpoHjbErIsgzdC4I4YjabEUWR46mqkO26p216pPQIA0U4S8l2BVmWO5QJPcY2tL1rP94/GLJ4O+d3Pv0ev/jFX7C4uuTLzz/jj//4P+YH3/8eX37+Gcvlktl0n+k4pW8rtpslfbFmb5Tw3nt3qZYP6YqMcRKxuLxgsVoy3tun7HsQkng4IhqMeTvfsi0q5K4h2lUoXzKdTglGU/b9iChMCIKYwaylbjp0p7EaEqW4f/cBl1cLnr96ibCSVKY8+/IZ0SBmvV2hpeXWvSPaneX87RIhAB0wHIXEcYy1HVJqimqL7yuy0rDe9cRRyt0HQ/7qr75mfzJhtb1iWyyIkphpOubpyxd8/fzXDAcD3nvvPfYP96iKkqqp6PItHVuytuR4csT+YIpEYGzENt8ym0zphMFozexgTJwO8JWH0Yq3z+cQGKJwQBD4eJ6kMw2X52/cy5Ib3ehGN7rRjW70742+FUNpURQ8eXLObufac+vabQbC0FnotHYrrLZx0Pu+7wlCRRhGdJ0hK3YgU7DQ6ZblekEYB+zJEb1pGM2GfOeTjzk9OeDLv/wFvhcyGMSU1Y6f/umf8N3vfsJqveDp06fMV2t+//f+Pr7vczWf09QW3Wp++Yu/RCnFg/c/wBgIooj5conuLUa7Qp4wDJG+xAiDtZbdbsfFxVvSNGWzKTk5OeXt27fs7+/TtRqsw9SUZY1DPfpY6zKhedGhAktvrtmgraEoG6qyp+8EvggRhNhOOgYkiu1mR5xEzGaa4+NbFEXFIA0QQpDnOZGWRLHPaKTxAsV83WFkgS/BWAhCwa3jM+qq5+LNJVb3IDVVUbPb7UgHEccHx4RhzPnbK9q2ReBQGL4XEipXekIvMVYQRwN03yOEwPM8lHLlUj6gI5+uKTg9PWE0GlDXJcoYfN/ZNzsM/XWuMEkSPG3YrlYY0+H7AYie7W6JNhVBCLo3NG3FeDxmMpmxWq34/PPPuLq6wPd9lCdI0wSjFYKA3aYhz0oiT2GsxhiHMHF/3JbFWmcrNdYNMX6gaNuGXmwZjVPiOAbTcfvsjK7reP7sG6qqYjyZkMYBceSzWS949vQJ6WjIcjUnigO3QUsjur4hy7fsH8zYZY5Rmw5ih98ZDyirgpdPHzEaDRmNxjRNy6tXr3n69Dn37t0jL3bEUYrv+46JKSDwHbqjLAo2yxXPlSskqvIS6XlY3ZFGIW1bIzFEoQ/aQK/pK43UHcaAxKfrLX3dO3aoEUSejx9b+lZitKapSwI/pdU9fd/RXGNdjBI011vGyA9cIZdS717ChGFIbzS7PEMi6HRPXVbUbeNyssojiSPC0OW4N7stSI84iR2H1neoGSl/u61t8DxJ37coz/F3u65GdxJjJVUJgS+Jo5C612S7mr4XGK3A+mzWBVK6BurATygL/S7n2rYuo+rKfGpGo9F14VGL1pLBOKYqFb7v8E/nF44pW5Y5V/ML4jhiNpsSBD5V5YqJVqsNxyeHfP/Dh0hrUKGiLHOqfIeio+5qx5tF0QBF06KvN4OtVhgZ0pseoS1x4CH8gFR5tJ3GSunK2pSitw1t14LWhEayWb5FCWjLjMM7M5fRrSvG0xGj4ZCqqdjMl/i+zygdYIQkjgcslwu6vkRKw+07JxzfmvLmzSvQNb2uMYD0JHECdV/gR4oo8NjsdvRUhIkiDWMGccRmt6C1JR89fEgQB5zc2uNXn3+BUBI/EmR5Q11WTCZ7jEb7BGGMFS2NrtnlGWVb4UmFxJU9dbajtwYrBPb/ZO/Nfi3L8yuvz++3573PfO49d4gbc0RWDpWZVWWX21XdHmiabmNaiAfaNqbVagmMxAOCF9RPiOon/gjUUksIYRmLQbhB7QZjyuoqF3YNWZnpHCJjvHHHMw97/g087BO3sgT0C0jOat0lHUXEDd1pT+e3fmt915KQlRnWMdjPdQ5f4xrXuMY1rnGNLz6+EKR0Op3y9OkzyqJm7/YRShlaSRspJev1uumK9JoFYrsds14v2d8fEiUhs+mC6XJ5pc4FccQ777zDx48+5fnLpyStkLv3b3E5PWO2OKPYrDg7O8MYtv2bU37/93+PX/zGL5EXKev1kvl8xuXlmIvLCf1ej1YQEfgt7t69y+7uLn/x8Uc8fvY+RVlTlmUzG2otOzs7SNfHDxpb46uU3yiKWK1WDAY9xuMLfN+/sgVK6TahJGFAGMYUdWMtTvMKWUu8MGiUPLeppylyjdEumsb6i5AIK2i1OuztHWBRjMdTysJcvZRqlLy9/SGtdoAyJX7s0RtfMBj0aG+TXjGWy7MZRa6YTle4jkOwE3D37l0AyrpktVoxmy7Q2tLtDBHCYblYAw6+H1LXjcqkao0IGytlY8ULt/2RFqxtKjvSJZvNmokqSRyXdhDgei6u1yyG86JguWlspLXRWzufJgw9er02GouVmrzKKKuCON5hs844PT3F8wVB4DEY9lkt17iuJEkStIJWEqHrFfP5HC3AYrCWK+s3NBbeoiiI4wCEZblco3TTMSuCNbfuvMvB6IAnnz3ClU3NxXI+IY5bHN3YQ5/WhFGIG7gMel06vS6z5QrX88nyNc9fPEFrzbvvvsvTp0/J8jUITV5sCEKXOAnYbFbcvHmzSVBVTZ8nwHA45NmzZ8Rx3MzWOQ7QzKYqpQkDtwmmCn2ydN1U06xTgihEVTVJFBP6Lr6M8F0IopCTFydYreh0ejiuj+95uDhIISiyEmEsfhQRBgGekJR5Rq00GkWtFbXWKNO8wigmy7KfzIR6zVwpqrHoekFAoWtKVRN6PsJ1sAIqrahNQwgxjfPB9T2E69Dt9Bnt7TCdzVAmJc9Tal2DUAhhabUSjDFYAVIa0mxJlZZ0u1267QRHOFyeLxGySXDFOk0/LCFlUW2JpEL5NYt52mw4WEmWNYneQgiiKOLOnTvs7OwwX0xZrRa0OxHpZkMcR2TZhn/wD/5T3n//Pf6b3/2vmc3HvP32W/z6oObRVQAAIABJREFUr/8aT5484fT0vCHdns9rrz0gbsdkywXWahzPvbJsC9EkQedViZYuSAcsWOkQtiKylWE13aBXa9qdhEoblFVk6w04LoEf4fsxSmuE0xDEG8MuVZbTjhMORn0e3rvF85MXCAGR56K1S1laoqAJQpOeT1UJ1qucR5++JIzg8EaPnZ0hw50uX3r9DuPJBfP5lDRNsVbzN//WN/jB9z9iODjgzp1bpGnKixfPmE6nTQfuxYq///f/TcbjMc+OHzMej9kdDcGp6A53GHR61KgmzVkZWtvQojRXqEpjKanSEonBd2J8O8Bow2KxYD6viROPKPaoVYky10rpNa5xjWtc4xo/S/hCkNLj42OUUoxGI/b395nNJj8VYrNcrAjbMXk+39ZuNOmmritIszV5AVAgpebg8BanZyf4gUfLSVhvFiw3S/aPRgx6HZ6dHNNuJ5yenuMFEb/2a/86q+UGbSR3797B8QJ++MMfboOJ+o318PSSdJkCxzx9esxkOmU+XxNEIVpb0k3OYDDAD5swpp8QmpDd3V0QligOQViGOwPKsmS9XhOG4RUxDcMA3/dZLeZUVY0QsiF0UYg2UNeKPC9xZIB0HKySKCUQ0kGamuVyhVIGYxSnZ5fsDHdotVps1gXrdcrhjebfUmqKrMA6higK8AMXMBRFxma1RggXz3dwXajKpsIjiQZbYuGRZTnr9YbhYA/PC5hNl1xczDi6cQtVW1QNWgusNWw2GVY3x8P1HaSUbNIFvpS0k4DBoMcmXRHriP7O7lbRXZGmglIJhrs7tNsdgiAgr0qkUdy5dZNSaVynUcqUKnBcS6/XpSiagKr5fM58MabVCvEDj3a7TV3rxjq6THH9RrFdLpdX1+DnyYA1AiwIYTDGICQURYml6ajVxYZ8s8bZO0BIS5mndDo93n7rDXZ2RizWC6yquXHjgOFoyHQ+4+XJMWESM5mcA+D7EmtF0y8b+wSBQxi6jMcpw+EQ35cMh33W8wVCOLRaMXmeY0wzW33v3j2SJCEImuChxbyxaJdlwXQ6o5V0MMo26n0c4rnguZBvMpYLQ1GVxGHEcjHlcP8AaR1cz8d3Iqpas8k3WOtQlwqjLbqu0K4HW4L26lUrs50VbjZJHKfZhNHGYPOcuq4pigLf99G2IsszkqTdWGd9nygMsTS/k/S3s7NGo6sKawzSa4J+yrIkSRIux2M836OuJbquCUOfqqhQuknyrbc1M0oppAqQIrpSaVfLEt/3SZKYzXrZqOCq3t6DEmE1WK/ZBJLuNlm7xHVd2u0WYeQjHcjyDRcXZ1h0E0QW+rTaMZPLMRdn5zgSbhwc8HM//1XKMidL10zGF3TaCUc3bnLr1i0cKVG6wvGaa7GuSxxPUtU163RD0m5hXb/pTRUuSlVIZUhVRa0F2kgqbakUGCRhlLBYrFBVTlVrEuugrCHwfZLYZzhoYRMf6fi4d24wHCRonfPwtde5//prTJcznh8/I+yEbLI1aZ4Tx32sdBiNeiQtl243Ics3pMczbt/ZJ4pd/GDAeu2RpilRIvnFb/4Ci3lKmm+4nJxT64pOPyFMPLrdDsvNnCB2GHhdjKg5PT9musqRwfb5kK3RWE7Px7TzmsANWaVrjKrp9ALqqsLoGus6GJXhu+G2hmlJUft0SVA6xYhrpfQa17jGNa5xjZ8lfCFIaaUU9x8+5O69W7TbCReTC9wgYrVJGXR7KGWuQo6iKGqUtyBGm4oirzCaZoFnYTjsUhQVi7MZm3zFa6/dpz/o0m63mznSx084PDii299lk2b80R/9c4IgIo7aBEHE/t4RZ6cTkqRDHCY8e/yMKtcc7t0gX6ecjy8JggDfCQjcCOM1BCaKWkgrOT85RwiLFjXdbhfX9bm4uMDzAtJ1xaCzy+nJOetFitPzkDhIK3CFxBhDkeZUlcFxQ8qqxNYBGku22EAck/htkC5Fqqhri9GWPE0Zj8cYY4jiiLqCosgIOglx4uH5LaLYRUqD70v6vQ4WCFyPOtXMN2PW6zWOcKmLAs9r1BIsZFnGJl0ShS1c10eVFmFc0nWBoKIVt3n7rR0uL6aouqYJQXKRjtx2UdaURuE7LqWQbJYZSRzSS9rkmwJdpdzb2WuSM/McXEmn1UW4IV7QdKH2d4Y4rs90veR8fMkmb2p0giRms9mwXC2JIws2xOgKITVxGHDjxg18z0UrWG1SQj/gIp+hq2aesK4K/CQBK5BbpVS9qojBkoQhq9UCx3cIfY8wjrGqRrhwdrrAFafkKXz8yTGePMXzHf67//6fohT8wje/yvHzU05Pz3nx7Jgg8hkMuyyXolH+3Xirplt6vQ6+36hked7YSCfTS46Ojoj2dwn8iMlkwvHLl0gpOTw8JAxDNuuMyXhGq9Xi4mLMZrPB8zxGo1FDxOomNKaqPWpd4WmHXr/DepUiEcRxc/y63T7LywnS8cBxKdKcsqzpJH2iKMbqtJn5NKCMhW1CMcLBDz20sjimxhiDViWmVnhCUtOkQWOaftdCCGxRMF8t0QaCQFPXGmstaZqSZdl29jrcWnAbQltWCt/1thU4jWUXZKOeBYJeu0e9TeLFltS1JooSevGIurJMJ7PGktoe4LouWZbhuQlGl0gREkdbC7TTqLp1ZRvnhWhCgoQrCVtNKFNepQjX0mrHdNsdOq020/M56/Wa8XTCg9ceEp2EdHo9vvZzX+fs9CV1XRJFEW+88Waj5hqDMgpdVjjCUtYl55MpN/ZGJHGbvmruO0VjP86qimWaEhgHIz1avo/T7bDaWIo0Z6ybOqjdnYMrhbquKuq6RvgG5Vlm8ymHo12KvCKJPPI0RdQ12WpOvx0TRw6T8TFlsUaYCt/VKCrCIKFUKcWsBplx8/aA4e4ueZGiVMV6vSbPc4QQHB+foHXAZlUyHA4Z7vTxg2ZDQOmKXq/HarVgOBySZcV2FANi30Moyexyzny6JEo6KKUoswoRSoq0xKJxnS5on7Jo7nGEJvC2GyTWRVWa9SLDiBIc+S94x7nGNa5xjWtc4xpfNHwhSKlwBKeXZzx+/oRet93YKrcBNHltuHv/IXEcs1htKOsaawWq9FmtCjynR51P+PmvvElWFswmZ4RxhCsUtw8OqLKS48VLPvngUxzHYe/oNf7ik8+IozbpukTYOY6TIuyM2XRBO4lotXqk6YwCRTvuQwAvnr8kSRJiv0W332ez2VBrRew1tkFVGFrDLu2oR6uTMNztIlzB+HxKlTpMJjM+OXnJcLjL5DLFtS104SCsoagLuq0QqySHB0dgLKvFmq609KJkWzvjU48rgqRRP7XSJEkH6yj8VsDOzg5lWWwtn/sondPuStrtPrVqZr+miwnT6RJTw273gHxTE4YhVQlF7qKUahbtqsQnYXTYYzQacXFxwfjilDITlIXBGocgTNBaky5yrM0QClAWIQzCGiwGR1tiP0FVNfmiYDVLCaMEWQWcP1+TLufs7fYwBTh4DAYxVscsZ3OEtDhC4iI4fvKCpNvjy1/7GsJ5xEefPGGVKvaODnn4pXf4+OOPycucyKvwPMtOp0e6Cbh944inT47BeqgMkA63Dm5yenqGu2XdWluk46GxaN3Mv+IAWLKqxI+bcB0jBHluEcKjXIRkC8vk5BLhgNwG5ySdBNc/Iu56nJ6X1McL9g73+NKDn0PZguPLT7EWilzhCHjttbdJNyWbVU6eZvQ6B/xrf+Mh3/6T/53Dw6OmkqjMsGKJlfCld9/k+NlzFusVVWW4ceMGQV6Spim7wz12BiMuLi/JiwrHd9jZ2eHhWw8piozLs0sODg64cXCDP/vTHzGdzqlKS1UKXr4YI5KESbYhzyW10VRa45QlTd2nAOuSlTVpVmKNwpMOju/huwK9rQbypUVYi00zfCkxCIy2VFWFEpbKKrxWTChDlLZsNhuqUuN5Hp4bksSNlV3VlroqKMsmRMlxFKia+WSMqgpevGjqc0K/i60lGkmRK6oqJ2yFqLJmNU+po8vmvCRthOcwvrik221qV1zXx3dD0C6z8WZrp3dx3aYiqNaWvFrjxR7Cs7R2Y6RskWcbslKh0SznC44/e067MyDudPn9f/IH3H7tAaHv84P3PmK4+ydsNhueP/6UIs/4o//1/+BgtIvv+/ydf/vfor/TRqmKs+kFhDHLyvLy4pLnT54jpWS4t4+hRAYdRG1YpmveeXAXz3EZTzV2bSitRFUe+bImX9ZXAT+BY/AlRAZ8I7h55z7FJmW1LrAals/POej1ibTFLXO0KdhJXB6fn9LutigxiLik1Qv4Vx98lX4/RkiF60riOGB8sebFixeoGsrCkG4KhoMDgsjFcSssik63h9Ip77z7Fb773e9yevqCfn+X5SJDCp/1Kufm4Ruk45Su30VEko6bNpUuJqcu1rhCN3VEBIg0ItK7uHqAsDRJy0WN0QKfEKkl1BJDE3p0jWtc4xrXuMY1fnbwhSClcRRQa4Uj4eKs6dyczcccHR1x++YtQt9nPB7TimMkEEXRlUWv3W4TBBPm8zn9nSEXFxcsVsumR3K1Im41ds66rul0OozHYyaTlMDPONi7SRT0WSzWqEojZLOA7nT2t7UMm8YiWipGeztUWlFuSqq6wHEFQRTTHfSvqi6klExmU6xQnJ6/YJOuWC0z7ty6RxxG6K0C0+12mU8rVFnh+S69Xg9XSqqqphWFbFZr1uuUVpCQZRmtuMv+/j7jyxlK1VR1RhDGSGkpdUHg+GhlqaqaYjsfl7Ra9PtD8jxls8lBaFwnpNcV1KUmzQuslURJguvXVLrCSkFZVWRZU/3gRwFWAk4T+JNlCtcJ8AKPLNsAbDsy5baepKIsmwV/FEVNJUhRYI3C9QKCwMda3dhMs4w3Xn/Ik0ef0P/a63Q6HVbTC7rtgDfffJOXJzOW6zXrdMP55YT1p494fnZGdzhkNpsxcL2m43C6YLPOqFTJYG+PR48e8eu//m9wfHzCr/7K3+Cf/eF/xuHBbRbzFQKPfn9AK+kwHk+vrr/P10cI8ZM6iZ+y9Fp79ad0oNNrY4zh5dlLbt++SWhCgiigO0hYrBc8O35GFHlY15LmKbP5JX7LJQpjrKkJgw55pkk3BcZYZtM5ZVkTxy2kaBKnT07OSIs1o/0RZV5wc/+QVbdLVdRMJpfcunVEGAacnLxks0k5OryB4wqGuyOO7twkSRI+/PB9kiQiDH2Oj5+zmM3Z2x9irWa0NySOQ9rtPlHb5+TkGKMsEoHn+PjSx3M8NssNvuNihaQoKuq6JPQDWr73U8dNSrntClY4XqM0iu0xK8uyqSkxEPg+0BzXZvNJ4DjOVZfo58/Hq6qYKGpU81fzyUEQgGy+tuMKnKpqFMK6bkiu5/Gqush13aZKZtuN+arPV2sNVl793VqLtYpSpQRxY6cPYh/XF7jSadR5PyJbpdw+PEIaB6Hg/GJMq7NDp9OhqirGFxdorfn2t79NWZYc7e+SJM3mxttvv02e5001kZDURhEGHq04xipD4DkEvru9tscIR6KFpK4KHAGtbhtHCAYSVmXOxWSOHzlU9VYZFc0sNY68mlX1woDp5ZR21KIVdTAGNsuCyWTBYCAp8pqwHXF4cIt5uaCsM6IowGt5tDsuRzd3aSUeCM0f//Ef4fkOe6MDsmLNalXhOh5eGBDELo8ff8z9+3cZT04oqiVCaD788D0+/viYqgIpXbK0IghCjJbUKmaTrlivVrTabaTnYq3FD1yk421D0iRWi2a2utJUukJIpxlvCCRN1XRTReT7Ht12d5vafo1rXOMa17jGNX5W8IUgpaqsSPOMJEkQqklSlNAUyTvONu1Sc3h4iJSSoigAKMsSISXdbsTLlyd0+j2GwyGXk8bKulqtEI7czpElFEXB7Vt3kcJjNl0QBAEPHz7kD//wnxF4IZ1OB6uaPsgoiiiLAqUq4naLg6MbZFnWLJyrCoQgbre4ffs2vV6P+XLBfD5HKcXFeEmShJRlSVEU1HVNXZfkRcp0aun3eqyXEoTAccTW0ucQRTGzyYTJ5RhrBY4pyGuLrmF3dw+tDOeTOUk7wgtD0s0GHKhrzWKxoigysjwHLEHoUZWas7OLJlXUl2R5iuMIkqgJkWp1u+RlQbpuVF9Va7Iso9Y0NsowIMuyZvHuQBD5OPhoranqCt8L2WbsYNAI0fRISim2ypNs+iC1xA9CHN+jVhprDEIIPv74Y9LVuknk3RKJzWbDe2fnRPGwST9VNW+88Qb3v/Qaaa354OOP6PV67Ozs4G83K4Rogp4uJhPa7R79/pBnT19ydnbB8YsJh/t30dqy2aRI4ZHnjcXTabpekLJRVay1SCm35OQnJNRa+1NkNW61uJhcYK2lN+hyen5Kmq25/9p9xrM5YezT7bdI0w3HJy944/XXuXv/Hh9/+im9zh6uU1KVmk8/eUwQBAwGA6wVLBcrfrz8Ma1Wh0effsboYIe4HdJutxsCU9e0Wi2Ur1kvmgAwXRt836fXc2m328StmLgVcX5+itY1hzdGzTUb52hTcnz8nHt3HhCEHsvlnHa7y2azoL/TzMdqU29/z2YjQm5JmxGmqcxpGAAgm9Tpukk/DaWL4/tAQ1DrusYKMIDVmkw1XaQGSVmtcaSH4zhXpP/V59ltz+irj786N2VZMpvNrjZMHMdBmWZeWYqGvIRhSBAGV+dJ6ib12RjTzI8ag1Lqp87r519ma92u65JAeERBSKfdahK1jUVVmrAVkUSW6XRGOkvZHY5YrnIuzi8ZjUZcXk549uQzhJD8lV/4Bnv7u3z7j/43hv0eAMvlmqJoLLZl2VidwyShLgvyNGPQ6XP75iG+6/PRo8+olUU4ElOVBGFInIRN+JIrCSIf4VriOGA9Hjd1MJFP0oops5SqrLBye0/iEHohTuiiFHhuRBS2qavm2RGZCC00nVaH58dTurHP0cEAL/Yw9ZrlQhEmPjdv7TfPA2lptROKosJzfcIowXHhxtGI0d6Qqk7xfYl0JNPZmDt3u2RpwXq9pN3uUuQVrVabyeSS/dEBm1XazA5vQ4qElNR1+ZNNBGupt522dV0TOhJlaooS5Ja4+r6P57kIYX/qurrGNa5xjWtc4xpffHwhSKlWzWxVEgXsDQfcunOb99/7MSdnpyxm86YipKwIuj2m02lTI1E3FSyz+Zw0zRkO+wCMx2MGwwHPnz9viOWWGHa73aYT1HEYDAb81m/+Xf70O9/j+YunRFFEkZU4joNRBq0t0TZptN1u0+m0WG3W+KHH/uEel5PJNngloqhy5kvDdD5jsVjQ7/eJkoBHjz4hzdZUuWE+n4OVJK+UGtOkqIZhiCsFq8USz28ThztMJhc4jofn+kgr8QJJnudNpUsUgFCMRvuUqma1KohbMWldMZ8vt/U5Fikbi+jzZycUZUEUxQhpUHWKVhYpKrqtLkEUkq2WlHWF43sEjsNqk9LuRewf7tHqdphejknzDZWqkcKnrMptAFVEEPlbFaxCqSb5NEqaWpim9zQidD3ydENRZujCYoXEdz1cT7Kzu88qcLDWopQiDEOSsI3pDUGEpHlGWXvM51O+/e1v0xuNKMuG3BwfH3M6vmC+3jThQ5sUVdUcHNzgz3/wY5K4wz/5X/6QpBORFiXKWNZpSZbPtoFBFmtFU38i7U+F93yekL7C5z+WFSlB5NPpdNg73KdWOc+ePeHFy2cYo2ipiOUyI4oEbuCy2iwZzyeUBSzmKVVpaSU+WTbHdX1Wq01TE1SXZPmaLF/h+z5vvvFlnMCyXq8wVc2jR4+I4xgBHN0+wg1cqiqj2+8Q+gGTyYTFYsZ4OuWtd1/nwYP7PH36uLlWo4j1ZsHf/Ft/nR/94H2Mhl4vwXUhaYWsN3PyfI3VYIzEKFC1RlqJlHI7+2mQ0mnqiIRDXVscLFpZtCvwXRdPSDzHpaqWWCua3lcBWIkUAsf1KEqFMeYq1fYVXqmlrwjk1fNBa7Ki5Pj4mNVqRXfQJc9zlNFIKeh2u2itt26Fn6itrusRBjFSSqRw8X2u6qVenctGIdWwTWA21tLr9Yg7MVrXrFYbjK3Y3R/iOx6b5Zr9vT0++uAjfufv/Q6PPvkUbQSjPY9PHz3l8vKSu3fvMplMMMbw3nvvcevWLVwpOLp5gwd373F4eEhZrHCFpKxqctasVwvKTcYgbtFKIlzp0G8nyMCjtpa6LtF1RVnmlGUKQuJ6AkyN0SVK59w4ukOr1aLVjjk7O2GxqHB88DyHfqdHv7tDkTbBZ6psKnxGo8OryqhNsQBP0m53efjgPrPVGbH1eevL7/L8+TN+8Offw3UlH32a8u5XDghDnzAOwEridkwSx7TbEePJGb1+G2+rlnueS6fTReDw0UePcJ2AOPIZDIa8PD7l+fOn1KVi7wA0miSJOLh1SJ6VzGYLyrLC6maTsizLK1VeSklRV3jSwfOCrTpsmc1mW6X8Gte4xjWucY1r/KzgC0FKs/WGi8sFse9RZwVJknB+copS9ZXVznEcqqpiPp9zdHREmub4vo+Usqn+GAyaWaQ0BdksdH3fZzqfEUURSZKw2Wz47LPH3L1zn8FgQBAEPH78mG6nz2rRpHEmYcJwOGxUDKUZDAak+QYhBO1uE5iUbu13SbvFdD7bLrwam2Ca5wShz3A4bFJfS9UkazpNV6ZWhtHeLmI7h9jvdojjmLRYslys8byQXtenzHJ8xyP0A2azRVOt4fvErZioFbKerHF8ixaKMlfkWYXjCFzPwZhGFSzLgsPDfbrdLqv1jN2dvYZ4G8NsMWd8OccKQ5GVGDSB7yNcCMKQSism0ymrzZqk0yZuSVaTDGsV4NLrdZFSkmV503kpXaTj4PmSujJoXSJldKVgCEciXZ+yVkgEhoasd5KEW7duofI1j548IQk9Dvf3WSxXrDZruv0e/X6f9OKM3d0hF7MJ7U6LxWazTThuUVUVZZrjOiGXF1OOX5xy5849Tk9Pm5Cg8RSlDFgXY8rGXup4GA3G2SbsbsmoMeanVDPg/6a6GKtIkhZxOyGOQw5v3iJKPD769AM8z+PrX/95nh0/YT6fEydho4QawfGLCVK6RFHUpM1KiTGK9bogCBzOL07Y3R3y4sU5v/TLP48UFlVWVEXRXFtp2iQRb9XrV5bpNC1ZaM1quSEvM+69dov79+8gJfQHXd5558u4QvIHf/A/czk+I4o8zs8nHBwcsFot6HaG5PkaKQxuGGBVM1cqbaNmSk9S6hqDIHADpNgSemtQdUVZFBhjqFwXYS3a8yjrikoptDVI18G6EikdHNcjcQO0sj9FPpseW+fKSvv5HlLpgOs5aF1vFcYaISyO5+I4Lko1c6Cu61LWNXmeY60l8CWe15AXz2vs3ovF8krFb86zvqraudqYkPbKzutIiTGS+eUC13X5lV/5FYo040+//T2ePn3KzZu3+Wu/9Nf5H/7Hf4pSjzg5OcEVkuPjY/6d3/wt7t69y0cf/Ii33nqHnZ0BTx59hrWW2zdGuI6kKkuqTUYc+LR9nzjymtAtC91OjOO5ZFWNIy26qqnLHEc0NT7dJMaRUBdrIkdgdYnVHmgXYRSqLFnXNZ4ydKxLJKOrZ2mTSt1ik6WkaYoTCrRWyMBy5/ZN7t6+QS+VXMxPmF5eMp+Omc9y/vbf/ld4/fUN3/neD4iTLthm/jZJ2uzs7vP9P/sudVXQbrcA+OY3/yrvvfceVTkjihIePnidDz74C+LIZTFfEYYxS7nBC1wcX1BXGi+MWa0WrNcpUZSQ5wXQ1PPoShN4YXMP+x660mia82etoaybsYhrXOMa17jGNa7xswXnW9/61l/2z8CtO963Oi2f/dGIm0eH/Mm3/5hWkjCfrnjrrdfYrDYIC650EFv7rlLNYjKMIi4vx9y/f5/L8RgA1/OuLL9+EBCGIcYY3v7yuzjS5+233+bZs+d8/8+/z2q5RGvF3mgfrEUrRZo23YRlUXF5cYmQksm8mUG8c+cOVtAQxDhmtV41O/h1TbW1/aablHacYIzCc33Sdcpm3fRFOo7k5tER8+mUG4cHfP3rX2e1WlHXJUqVgOTy9BK0w+HBEdPxvJkNLXKm0ykPXrvLOpsznp/x9lffIstTViuFUoYoign8CGOgLGuSpMv+3iGe69NqddBKML6cURSKMOwgHJc4bhNGMXGS0Gp3OLp5i8FwyGQ24/jlMWEcIR2HxWJBHERgzbYntIMQhjAK2N3dIQga0l1WGcZoklaElOBKMFrjhx5hHKK1wRqNVk0y78MH9+iGLsN+l1s3DtgZ9pFCcHExRTqSg8NDpCv59LNH3L53h1anQxDGvHj5kvliTRC1SdMcIVyMFoDLZDLHc0KisIMQLmVh0AqslXiejxSNtTkMI7TRP6kE2c42vrJzSimv/u/zr7gd8ZWvvc3ewQ4//uBHXFwe4/rwxpsP8SKHTbZAW0Vv0CWMAs4vzgijkDiK2WyWXFyesVrP6PUThrstXN9Q1it6g4Dbdw/odF3WmwnT6SVnZyfEUcKHH3zI/v4ee6MRYdjMVy6Xc+bLOQc39nn9S69x89YN3nzrNTbZgj///vf44MNH/MJfeYeXL58xn804OjrAdaDb6fD2O29xeHhAnqd89vhTBv0OjiNpt1pNP6j0iPwWIMk2GViJMC5VWZEXFdpYhOfihz55WWEBYyx1rUBIHNdDW0upG8rgeD6O5+G4HkYbtDYEQfBT9tpX86BBEFxtQlVVhePIJgiq1yOOE1abVbMpkCQURYnWil6/R5bljKdTjLFNxZIbAI3CVhTllSLffF9vaw1uGKDrOni+i++7BKGH58omwbasoLaMhnv0230ef/KY+eWMncEuh/s3ODy8wfe+9+f0+kO+853vsb+/j+d6PH/+nDffeB3fDzh7eUJZ5CwWSz7+6C+YTKaoqqQsUzaLOcIYAmHpdxJ0kWOrEs8RxIGP5zhUecpiNkVVFa/duYUpcqhLHKVxtWIzmyKqAqcqMfmGSFju376gzmVoAAAgAElEQVTJqNenG4XEjsAxiiR0CSOfVjuiUDnPTp/Q3+3gtxyCRDK60cfIlAev3+L7P/xTnh8/JQp8Tl6c4Eift15/kyTqcn4+40fvneG7IXXtMp1mhGGf9bqkSGtaSQetJI6MefliQp4aZtMNy3nB8YtLjPIoC4OUIcfHZ7z95TfxQpc4iZCe4MbNG5xfnNHv9RgMh5yfnOMgQEHgh7SSFuPpBOsYPM/Bdx1cx8ERFoym12nRjmP+7m//h//wL+Ht7F8q/Ff/8L/91l/2z3CNa1zjGtf4lwd/7z//jf/X9+YvBCn9x//4v/jWG2+8xqePHvGNb3yDf/e3fxutNU+fPqKqFX4UEbcSlqsVURSxO9pnMpng+z7L5ZLVKgUMhsZi6WxVlyRJiOIIaBamx8cv2d8/4v33P+A73/kO3/zGX+X87IIsy3Gk5M7du1RlSbrJmx5TxycIAuaLBa7j4AUBZ2fnGG2Jwoi8KFgsVmRpThzG7A53QUqCwCddrwn8AAG4QrC7M6Tb6eC5Lp7rMh1fcvLymPl0znq1oshzijJjvVqRrnPyvCD2E14en1KVisViSbvTwo084laMdCVnFy+Jkzardc3Dhw+xlqbTNQwJfA/XcVmtmv7S5XLFcrFE0PRj+n6MtZZut8fu7oi9vQPCMObk5ISTly/xPJ+d3V2yLOfsbIznOnRabdqdDsJxqOoax3WotSLNN9Sqpt3pIqQgTmK00aSbDVWeE/g+RVkxnc1JkoS6rsizDZ7jUOQpdw52efzpxwSuS+j7lHnJvfsPGez0ePr0CUVVcPvuHT59/JjT8wtenp7Q7vYI4xaVMhgtSbMCpSx7e/sMhyOqWrFJM8qqQgiJkBJrQZvGoomQGGuAnw41eqXcfd5a+mrO9JWiVtY5H3/yFzx+/Bn3799luNNjtpgwm12yXC+YL+b4gc/e3gjHkSwWS7rdDvPZBEvFzk6Pvf0ho70+J6dPuHf/JnsHA4wp6XZjyjql1YowRhEHEUZrtKpJWgnWGnZ3m6TlMAyI4wjXdbDCUlYly/WCMPQII5/L8ZLF4hwpQdU1l5cXTKcTNuumQujs7Jzz8+aVRAGudCmLktViRZ6WBG4MVuDKpoIlz0tqpVBaU5QlabrB8SW+5yOFoFaNkimkQBsDUmCBWimk7yKEQCmNNRZVN4FXSqmmm3Rb//KqU/TVXGmn08HzXQLPI00zsiwlabVxHBdjm3lasBRliet61FptZ84Fjmi6U4MgvFJUhWgUWzAYoxEClKopihylaqw1eL7A6qbjs98bEAURl2cXLOYLpuMpv/zXfpnlYsWNG0csFktarTZlpTg5PSfdrPG3c9VFnrFer3ntwX3WqyVlWTIZX1IUBb/1m79BKw45GI0IfI/J2RmR6yGtJgx8MAajNRZLWdakmxSB5HB3QOi5xH5AO0oY9fvs9rrs7wzpRDGx79OKEnaHO3hCEochu4MBo37j8sjLnDRbEcQhH376AZ8+GfO1rz/g4Rt3eXH+lFKtQZR86fUH3Ll7jzBMUEpgrIPWkvff/4RaSaQTYK1PXTkslwXaOKAdyqJicjmnyDWCgMvzOctFRp5pNpsS341ZLjPq2iBwabe6dNsRYeShVE1ZF3zw4YfcvnuXIAj50Q/fQwqBRHDn5n3CIOLi/JJ+v4vruUhX4HseLgKMIfA9ht0uoe/yd37jd65J6f9HXJPSa1zjGte4xv+f+BeR0i+Effd/+oM/YLH8RYbDAb/3e7/Lf/Qf/yc8fO0BO6NdyrqmDRRViRXgeO7VvJZSCqUUo9GwqUJwZKOyeE0X4Wq1YrS/x2g0otPpYDRcnM+4desWr7/+Om++8Saz2ZzpZE7ghcxmE7TWTCYTDg+PyPOc8XjM7miAUU39QLNg1tRFTW00ujYIKynLmvl0geO5xHGI7weURU5ZloxGI+I4pKpUM7u1WREEHlXVKEJlWeJ6DhYHpQzGQBK0WC1TNusKz6vw3Ag/bLFabfArh0opsiJnvjohCEYsl82it9fr0el0ePzkE/r9PsZoyqKirArqWuH7Po7jomuNqg1FXhP5BuVa6lLhuwH7+4e40sEKg1GGOAzodLpN6FMU0PFjXrx4iev62zm+JnF1s1lQlo3aVdUVjivI0w2OlDiuTxxHTKdTBNDtdhG6UbvjOCY+PCJJEnzfp5O0uBhPmMzHVFVFEgasN0v2D0Z88tnTK/LYWD0tWVZQlTW93gDPC5p+VL21YBqBdCTWNmTzVWjRK/w/zY2+QmOvNVeWUqWayphCZYRRTLeXEEURZ+cvuLg4QXoQRQFREoNovp8xhr29Pfr9Pov5pElHFoIsLyirBe+8+xpCWi7HxziOw917R5TVhtVqxe5oQOS1OD29ZLVaAbB/eEir1ViW+4Muvu/z0Ucfcnq24tatI27fucMPfvh98jxlby/i537uqwyHQx598gmuJ+m0h9SFbjpna5CO4MGDe1R5BbZEa4G1TUBQEARYLVjlG5pDY7Yqsm6Iumj6XDEaXSuqusZqjXSb2VCLaIipFM29sp0/ldtZ01fH/PNpx6+CiPT22nhl8e23W9tgpPDqXCAErtecIy9oFFdso3Y3TgmL1tXVeXg1x9psMKgrm3aTWBtcKakQXPWJWm1Agy8ChBC88/Pv8nNf+Tqe9IjjmPfffx9jHc4v59uk7CZQTUqXxWLFer0mXS7xHEmv36HXG5AkEVmWUeUlQbtxN7za8LDWonQFWlPXFbU2qKpAVTVGGaq8Igk9wi3Jr62lE4Z0o4iiKtFW4IcBgW3md43XhP8U2Yp+vwtOjBaSQlVY13LjtsfN+zfp7nRoXUYoaoJWwMn5Cb3uHpKYzbqirBXtbkiRC9IsxWoPrSRGawInxiqP5bwg9ENcJwEj2aw0y0WJ74W4rovvumAD9kY9PM9pjkGpWG6WxImLslVTp7XTJc9TtLbcvHmD2WRJmVbkadakQ1tDXVZoDxwBWI3RFkdC6MV0k/gqIOsa17jGNa5xjWv8bOALQUrv3bvJd7/7p/x7/8G/z2I54x/9o/+Sr3zla3zzm9/gj7/9zzFYNus1UrpY4TBbLvC3Fl1jDPv7+3z00UeESdwkMJombdfzPKy1TCaTxh5Yaaz1Giur1nz00Yc8fPgAIR6jSst4PGVvb4846vDi+QmBF3Lv3gOWyzmmNuRp0RCToqKUBcpo0u38mpQu0sjmZ9QQBTFWGxwE3W67WTxrjcAwvryg2+ljrUbVJXmW0e50CIKoSRwWHlEUk2VFEyzjhghHUhYa1wWEg5QujvSwtiaOQ+q6RmtNEATbHkaXqqqQcptqapr6FildXMejri1GOZSZIXcrHCegzGrGF1MGOwPS9ZzeoMtoeNBU4DiC9XJBXuaEQUSlSqIkpN1tkWclwhGs1xkWC9pS64rQ93DbLYQF33dJOl2yl2dgLO12G1UUSNuQkOFwiKoyPvjgAzbLFbfuPOD+/fs8+uwzlss5u4cjrOcxnU2olEX6MZUCR4ZoZfC8ANcPqbWlqBRlram13c4mCiyiCTdiOyv6KmVX/yR99fP1L58nvj813ygljhtjsMynCz6tKvzYMNrbYWe0w8HBLt1ul2fHLwl8n6osOdjbp9VOuLz0mUzPUNrn4HCXOA4JQslsNkPpAun4fPTxh4RhSKSCJsl5doGqFIPBgMPDfVqtFvPFlMVyjh9I2t0DhruDq/qfSjWVQIPBgNFoh9lsRlUXLJdz3nnnHSaXUy7PTojjFnVlmc/nDPpDTk9PGe3ssb9/gzs3h3gi4OlnJ1xeTkniNsaClRakRYhXFTAOqjYowOpmM8UiscLBCgde3ReOxRhBtSWajhEI25CGV8f41THXWl+p1K7rbpVQmk0n0ViqK6XQpsZxGwW3qir8ILj6Wo50kaKx7xvN1Tl0nKYypEkH1lfk1PMagglQlFmjmGqLNQZPelgNaNgd7bLT38HUhtcefInjkxe899777B/cYL3O8f2AVqtFkafUdc10mhHHIa0wxEviqzCmJGkzmy5wXU3HSlzXxxqBsp9T6R3bPN/4HMk22xEGIzBK4TgOgSMJnOb5kMQhQrogHExZY7EYY8nLisD3WG7WLFcrhO9TaoUTuuzd3MMNPdb5Bj8JMMrF8SSTkynrtcUal8WyRClNXafkqSEIYlASXWlUKQj9FraGzTpHRwGOkxDFSfOstBnWuFSlRdUGrWrCMG66YOuavEhpV4pWu0dZFiDBGE2322Y02kdX8N4P36dMK4oyxxU+nuc1G06ORVgXacEojcTiItjp9nGue0qvcY1rXOMa1/iZwheClP7qr/4ynz19wouXz7lxdMTv/t7vIxzJaP8QL3CplNpWxrQpdVM1kaYpstW6UtpeVWv4vk+1DUgaj8cMdoaMRiPefPNN4qjFn/2fP+b999/n3r17BJ7bhOEEPh99+GP2RgdMJmMCv0We53RafT788CMORruUyiLKVwEsFmUVRkC+KZrQGeERezFlXlNkBV/92pdxHIEjQDqN0uZKB2MUzx6v2d/f36qLm2bBbS0OEt8L0UFDsnKj6LT7xFGHWium0wUH7R0cx6PK11jh0e+3Mdo2YSVbkr5JV7RaHbJsQxiGjXJZVc0i3ZhGtaokDg5VoUht3qSpFopBd0Cn1WF+OUVV+v9i7816JcvS87xnrb32vGM888k8OVXW1F3V3Sw2ySJFSiIhUrRkwgZNXtiU7n2hH2H4RrBvDOgHGLBhwDBseJBkGqBMUaLV3SLZrK7uriEr55PDGWPeO/a81vLFjsxqEjYMwxRUbZz35lxEAidyR5yI/a33/d4H6UmKrMB1Hd5+++3XfNLbd25w7fA6cdzj2bMXzOdzzLLBdbs4paVBuj53rt9htUipmoYw9On3e6zTNXVTsbezha4rHj58yOhb3+DWjRv044DVfIHjhjjS5dr1A7KHK548ecL1O7cIAg9lBRqFlQolIhxnReAHr3FBrxo6X+0stm03gAhpugED6GAlf7HA6C+jYF79fDWsvor4trWhP4gZDHe4ffcWcU/y/MUjJhfnHD99yO7+Do70KbKCLC9YL3OstIShz903b2FMSxyHWFqms0vSNOX0dMr167sdFgkHaxy2hmP6Qcd2/P3f/yPSdLlpwm248+Ydmqbi8eOHHB8f4/vP2b92wDc/+Bb3H9xjNOwOPXZ2tzoubFVxenpKW3cHF/1+n6a2COEwHIwYREPKsuHs9ILjp6e4wqMfb7G/v0+6Wm9izbbjP4ruhl9bS902OKIb8KVycIR8zRE2myMAKSUthtYarLHY1iL5cvD/y27pq+v+KoIvpaRIV92/ERt8iwYhDUaDcjw8z8MY83qIVUptmna7F9xxnA5ztHFUyzJ/7aYZY14XlUkHEA3aapRQSDrmURTExGFC4IX88Ac/4snTR7z1tbcZj7apqhpHuq+ddGPoMCyux5tv3qVIl+R5SVmWxGHYlaTFMXVVUNYttmloraUqG2zbkgQ+RoDnCaSxBF7YHbAZh35/SNsU1FWLcrsUg6O694RuWhy/Swa01uB6Pq6j0LrBmgatLY2VSASVthjpsHd4xNOTEx4++oysnFObNXffvE6WldAalosS5XZty5eXc9Z5xWi4T5OWmEZjqhbXD2gbg2kMuelQL470MELg+9Hr/eAoiglCpyupUpbx1oCmCbi8fMLW7oDBuM9wOETbtmvn3t5GVxaHjnerN0kPz3VZ5zlhHKJcQaA8hNNCq5HW4Em5iZxf6UpXutKVrnSlnxZ9Jb65Hzy5TxCGHD8/pm00P/vz3+LBw8esqgIZetSmxU8i3ChkkaVU2mBt5370ej0mkwn9fr8rJ6oqgihkPB7zi7/4iwhHMplM+IM/+AN+9IM5v/IrXyOOY87Pz1nMpgwGA1zX5fr1Q4zpbl4vL6cI4TCdTnnj1husZgs832e9znGlwoiu0EUqB2Ekjhaks4z1vGA0GhH1Q6YXU5Tb3UCPhgnhBueSZnP29ndIohBXOd1wLRVlXqE1xFHIznAHzwto8guMgnRV4TgC3Sge3H+GCiXj/RGD/jarLGU2PSNJEkYbFmK2NsRxyGDQ2wzRMJ/PO9i854Fx8EQP3w2x1jBZrFjMMhxHIB3LZT4jXZS4ck2dtcRJzLVruwhhMbam3jQKz+aXzOZTLi7PWWc5rqcYDnvo1uL7iiRKMLLFUYImr5lMLvA8n/7BPvu729TrAm0a0rQbTO/96CMGScitoxv8zM/+LE+On1IUBUEQ8O0Pf46PPvmEwaDH2eWcrChpjEtrWoyWKOfLUhutdVeAshlQ8rxr7xQCrNMNP1p3O4XqVSvsZqD/vxpMXzlVrx4P3QDRCopVyXIypxePGfcHJJGP4wimiznCSLJFiufH5Fm1iW93OJvtnS36/YQ0WzAc9nGkz872NXwv4LNPntDvjYmihEcPTrh+eI3J7Jy///d/u8PiDPtcO7rOH/zhH/Orv/YheZkz2h5S1zXrIuP3f/+fcnZyQj/pEQQBWZpzcXnG4eEhq1XGzaNbnDz/MdPJEiG6IefJk2Mc7dNWBoFDP0pwVUhdNoDexGWb1y24QljquqZparR2EK5EuS4SgYOgblrKsqLWLQaLdSSlbmjaFgG4WmI3DuBPDqGvHE13k4KArqFaa90Naq+c0M1j0umc/yjyaJoGpRRB0DmexrQo36VpuqivlN3rt1hsmqxdhyRJ6PUStGnQpqEpK5qmwtIhSJTrYFuNqS2BjJHa4eLlJVVVcf7ykrPLC5SSnF5esrt3k6PrN1kt5xhj6PX6TC7OefToEb/1m7/Jwwf3KYoCgOPj52grGW7tI2xLq3OUH6PbEmvB9T3Wad25u1IhHQVW0eqaVd3gBwFh3wWjSesSXwjcwCPqx7TGsMjWPH5+hpUuyvOROITKQyoffEVdaGoERvX4w3/1EQfXtllXK8IkYHt3yDK1FIVhMZ/gWEWx6LiyxliwisvLS/q9LSpRUdsW12iUtARbfZbr+stIfV2/PtQRwhIELoiC/rBHr+9TlhlCKo5uv4cQlmWacTm9oG5KptMJD/iCptCk2ZIkiZFa4ghJEnavse+5tHVJFPlEKqbMM5rVmpPHx4S+/2/wG+tKV7rSla50pSv9VesrMZReXF523NEwoq5relLyrW99i8l8htsa6hak7fbNjIBGt9B2hSa9Xg+AN998k6rtbkzLumOOfvbZZ1xOu4F1MBjwa39rj4f3j5kv1ty9e4QxhtPTU8qy5M6tu2htieOQ2XTNu+++C0bw9NFTrm3vMx5uMZldUhU1RZVjmm6f0QqDpLtRF1YirERaePb0mKpdo6TD7TtHOI6gWKegNe6mgCiKIioa6noTxfNVV4ykFIEfbXYZQSmXsiwxQNIfEfY8dne2sbRcTKZYqzk42KNpGi4uLmjbliiKMObLvblX+3Ryg7iQOJimw+ZYCW1VYyQIoanqAle6KKFIogjdaO7du48fWYysMZquPClbApK2MVRtQ78fE8QBVdngeA5xGLO4nKPL7ndHUUzdfLm3OZlMUNLw/jtvsDXsc5otWK0yXr485drRxWunbPLFhHv37hFGPt/+9rf55PMHXExT5quKl6cZRdFgADfoik+00dhNhBgkQgqEACkF0KFftAU2hxBSOq9d0J/Uq2v2ip/5arc0CEOk0BjdsE5Tnj5aoE2BF7qEkY+DIEkSpHWYzBYsFhmtaVBRy5tvvcHWeIdVuuDs9BKBJF3lLJfnRFHC9tYhk8slgogw6DObzTk9OUHrhuVyztbWCCEE169vU1XVpp3WYW9vj+F4wPnZGR988AFlXlAUBfP5lJ2dHbZGI549e0a2Qel4XsT+/iGO4yJQvHh8ga5s104sXUwryNcdyqgsO+e5299sX6NZuiFSvb5GjpDdAFtVWCkQRvBqefTVQA+dc4r5suH4L0elf/K9GgQBAPlqiVKqi27yJTbm1WFBmqXdNVfdwGqtAGT3IsNmZ9O8ft6uG7x+Xq9wQN3g5CEdF2ElvaBH4vdoqobYSehFCX4Q4roee3sH/Pj+D+kPeiRJwvn5OUIqjG4Y9PskSUJTlYRRF6d/NQwPejFVVZFlGUVRMN4a4noB1trO7bUtdV1veK1dKZR5nTiXpFVBI12sY1FSYBzBfJ1iM8vlbIp0XayjcOMI6fl4YY/Q9aGw/Ppv/B3eePttLpdzHhw/4Y/+/M8YjfbYv36DKHZwfMu6OOfh/Xs4jsBzI1zHo2xalOsBAle6OFKCbfE9iW4doEYIcJTzmvnqbZqMq6rAmAZLS1WnSFWxXFVUjUOrS5SSZDnUdU1/MCSKIoJol8n5jKfHj/Fl5xIPe0OahenQQapzvXvjmNVyziDpEToO0mgaDXmWYermr+4L6kpXutKVrnSlK/0b11diKL12dJ2nT59y4/YNHj56wsXkkhu3eoy3RzQXcxpdopuuYMiREiUdlKdomgJXDSiqksZoLi4uCMMYY7vindlsxcXJHF1KptMprvLJVmsGvYA4jDmbL3n//W+QZRmO6BiiKg44P73k009+wC//8l/H1HuM4j6HeztYaqbTOWXFZufNp2kaWmtQQqF8j2WaMVtMGW7HlI0mChVNbVnkK9At/f6I+XRGURT0ejG+27BapfT6Po4jWa9TSsfFdTzyPEMKj7iXUDUFTV1z58Ydwr6P48NktmS1WiEdB21b5ssZq2zJ7u4uVVVQluXrfci/4Eg1NSqQWN3guT6Cbl+tQ3O0CKEYjwZIB8qiZTAMqXSONRaQCG2IPJeq1ei6wXE9TFPhSheBA6ZCSAnCEgQBeZPjqY7denJ6yenpKelyTqg8XN8ligfsHxyyNRrgWEOxzvkf/qf/BYtmtD1mucrYsw6j4Q4vX57y5PExs1VOVQusdkh6IVHcY7ac0evHYDsnz2iNFB2/EgtyEztFQGu7plUhu2ZPKb4sQ3pV6OO6Di0tLTVN0w2AZVmyvz2mrHPqpsCvNcEgIXJjhuMeeZ7T6ponz56AdSiKius3Duj1YpbVgqpsePj4CU1VMhxtcfettynWOesiJ13kZHlB0xqU0+3Phi5s7WyzWC15771vMNoac3Jygm0tn336RRcL9xyiaI46Vl18eVtTrku+/vV3+eKzL4j8CF/51FXLxfqCt955myTu43kRjx89RTiQJBGtAsfpCo6U8GlccJXPYp51BWJCbtAtNVa3gEBLi9js2756j9V1he/52E1cV8jOQYXuWgthsUKDALFhCiMMxrZIK1+73R2D2H/NMPU3eKdqtewG5aqm3bCEjekOc7wwAAxaK/K0xGAwdAOsFQLPUwhhEALKak1RrnDdzgkPo4Aw9JlNpt3fs1Uo61IXLUY5KC9ka2+fbL3ifHKJ47hddLWsGY1GLFddtN2Kbk94sUoJgoAbt27y9NkxRVnRItBCslznTKYXvKPu0o8iVnmOE/sYY6nXJf0opNUttW6o2obWaLToBui86FzIJAoIfY9VVjCdT7rr40uSXp9osI22FoNECY8w8IjjkCiJaOcz8rJlNs+oEXinU64f7XGwvYU2Odo63L59CwdBnucEQYjr+iwXa5SQ9HoJddGiVJdGaF5xQY0lcD30prCq+zypCYKAIIwRtERhwGx+iVoZkkGII1yssRTrnFF/RFO1OI4l9AMcK5lPljjCJ/Y9Fm2KkDWeCvHCgKqoWM1X6LJFYckWc5qyYK8/wAavc/pXutKVrnSlK13pp0BfiaG0MC13v/4uT44f0xv2uHfvHvGwx9bWFo60+I7E9TysFdSVwZQ1ebVka2tIqwusbVku5wyHY1oN6TTl+PgZiojE3aGcWbx2QJmV3L1xh8Viwepyxd54j9gPeefum3z00Udcv3aI4zg8e/yAJIEwrJFuRr/fI4o0R9fHCNmyWMxIkoR03SCdjhlpgLIxGGMR0qVtXFazmnBvxMvjS4zRHOxvU2Y1bQOuUviepB8l6DbF6BWOdnBtS89zOX3xhMEw4uJyiqw1pcnYORizyqdo5aKMYLQVcKPdpkWRVStaURMmAWVToNMutjjsD6ibil4So7Wmqiqi0AdTgQVXaeI4QKwa0nSNEh5aa8qiG8rqtsGsSvK8QLcCP0gQQJ1beoMBSMsqS+lH20irCNyAVlak6xVFuqLnjyjrGiEsJ2enlFVNf5CwXqVYz6DbmrSo8eIRz56fcH7ykvl0ilIO3/jG+/zGv/MbPHvxnLqteHF+SqslZdmyzgocN8RzJfl6idUVSRCTLbPXA4zrupv9wZI4jknTJYNB11i7nE8Z9bdpK832aJs0TWl01bFXIx+tO1deGkPRZAyHfZT1ublzjf39kM8+/Zih73PrrV2m8wlBGIMvGCRDtDLEowGTyxn9ccz+/oi4P2CoR8ynl6zWK+q6Yj+Jefr8Kb5y8aOQ+WrCdJ5yOV2wzlOqqmBrPIS15saNGyS9Ac+OTwjDkJ/79i+zWix58uQJk8kMbRVBHONpn0CMycoL7n/+jDs332GdLXk8e8rW1hjtGVzf5enzJ7xx522KOme5XHLj6A4vnp7ie363n0yDaSWe49CLBwyHQ6aXZ1RVgUVj2pYWcIIIpTyquu4OSASMRwOMaambHNf1qaqScpWxu7tHWRYot3MyO6fUkG8KxOK4R103DHoD2rbFWsF6XRAEHtbabt9WCEIvRgeCPC+xraRtQDk+bWtwW91FcZsa6Qp002CEQSlJYxqE1Qy3emjdUBQVvuuwf7DN/v4+Jy+eU1U54+GQ6eUMExgGoyELUpQbIHyXxy+eMRj2wJGMd7a5vLzEUR51u+4OfLCk6wwlHXqDIVlZ8eP7D5nnJVld44seVnl89/vf5+L0Oat0znjQZ7ZaotQID4mVitxAoTVV1SB9B6EE/STGtC3KcUjCBLSlLDTzRUbg90nikDAM6Xkhsey4vBiLsSW1LvnH//S/4+V/OWOxrpmvK4ajXVphOHk5JYoSgihkOltysMX26bYAACAASURBVHPIuD/m0eMvCAKf1TrlcO8IITV1a+iP+ixNwXK+pK5aPC+gLEuCIMTmFUYLsqrAmBbPdTv+c6NJooB0PsP3IgJXYWpLlteEocAxAlNrbt+4TdsaPnryMePRNkpLYs9DNYa+cpC6ZRCAIyVLDUVe05YaxxoC5TMcJ4ySCGn/H750rnSlK13pSle60ldKX4mh9MWLEw6vH9C0hlWW0uiW+XxK01Rsbx1A3+Hs7Jz5bIXr+gwGPXQNRblmtVoRxglHt++yXOScnlzy9OlzmtJwsDPCEy5aGKJkiDBzjg6PcHCYTi/ZHo2RFgLXJ/R87n36GYfX9kE03HnjEETFaBiCaNje6ZNmJRfTCZaGosxptUJguhtsQee0ORIJFHnD3t4h6WKJpaVpChzh0OtHPH36lPe+/jZpukQMYqKej7AWx1iUIzC6QtcVTqRQLtSmRLkQxj5O3CKkQeuWoqxY50ui4V6Xkiwl2rbo2oAncVXXcOkIhyiKKYocvYm1ea4CaUA01HVD3RRo3TAa7FDVnVPY2rpr0m1r8jxHyR666eKV6/Waqmw3RUItThQQhjFsHFclO2zNbDajqjRx5OP7XoeR8UKGvT4YS7ZY8uDRI5IoIVvkeGGfW29ss701QFvNv/zj73L8/ClRLyEtSobjEf3hCIsHwqWsO7SNRGCatouFYtBNu2mENazTDIkgDiNCP2A+nzPo9bG6oalaqiIn8FyEE3FyfkJVKfwkwHUd1nlB0RQkhHz4136Bm3du8/0/+98YHyRd6ZAoyMolRZ0T9iMwcHh0SJbl9IZ97t+/zypfUjQFXthje2+Xa/41Hjy8x2IxQzqwWMy5ceMG+4eH7O5DGLygLCuUomu6dRWj7S1mszleGFKVLfc+fUDTNMwnGUVW4zkRR2/eZjAY8dGff9wxS+cpph1QVjm7+zsYo3E9j6fPnrNerynvfU5RFORliVQCIS15sWK1zNka7aC8kLOzU65du47nKaIoIgx9dFt3sUwrWFYVayHxfZc4ibBWU1QZUgqSfkSeF9RNzs72GNO2YDtW6M7eNi9fnmJqTdyPEVbStAbhCFpdozyf8XDEixcnTKdTtreGHdaobpHSYzwYE0U1dV1TVV2cuKq6XVIhDUJYUAovVDTNJioMaFrmqxlK0u0TO4amLVmlc5QrcFSILixRFFGWOc9evCDL1rxx52tMllO01qRFyjJL8YPu8MPzQ/KyK1cTm2Ik0wFxQAgm0zlRHNNqTaUNLYLDGzd4/+tv0+9FLOZTFqsU3/UYJuEm+lvjeiEIhS1LtG1pGkkS9brIsZU0bdOxbMMe21tj5CY2Gzg+zgat40oHlMNwGPPZn3zMJ/ces1g3iKDP+PotLhczLi/PqJovWKYzdvddiqLh+fOXABtUzoq2bQmCAOV4rFYrHMfrEhjSvsZz1XX9ZSzbAlISeC7WaixsYskezqa5WQjA9bBNTuSGnZufVxgN/biPwiHxY6SBtirphz6+dAldj8p0BVtKuniOxBUQ+T7Dfkw/9BFXQ+mVrnSlK13pSj9VEn+ZzfhvQ7/3H3/LjsYDnr981hWZeKpzrpqGa9dvkucl6WrNYp6yLkq2RmN0lWON7lAfAlbrml4yYHtrDyEc0lVOtW5QQrG/e4BtDWdnZ9y4ecBoNOL09JR7X3zGb/3W32U2mzEaDdFa8/jxY/b2d/A8j/F4yDrN2Rvu8OzJc56/PGc6WTGZLlmmJa7fB6swAmyHSMTxXFwpiT2Hxfyycy76Adu7W/zg4+8zGMR845vv8vT4IV97/x3u37/HwcEebdNgSouSLuAwmy+5+/Z7zNKU5y+fscrX7O7vsionFE1KFLu4vmRdlGxv3wa6kqeiKBHGcrB32DE0X54BUGRrJpNJFzuWLomfYHSNH3bRyEa3YBXCxmjEhkNpQFRIVXa81vEBbcuG1dr8BM5DE4Yh77zzFheXZ6xWK+I47hw3I3FdnyhMUMplMc+QOHhKMej1kdpSrxZsj4Y41lKsUwLPxXE0y1V3M+yHHhrBcHubVbrm5GIK1kEbieMm5EW1cda6xlYr6ByiDUMzSRLCOKKXRERxzNnpKVmWsVgsEEJ0ZVfKJ69SrIS7b73JeGfMKlvygx/+OXuHB+zv71K3DWAIwhYhzOtynfV6zXw+x/f9103P//yf/wviuHOnp9MpQkgsku3tMW+/8xaLxQSEoSzXPH36FK01e3uHGGO4+8Y7GNPt+16en/Gnf/rn/Oqv/nWOj59jraXI8q5p1enKhcIwJkkSppM5TdPiqhBjoKrXrNcr4sTn6++/y9n5CUWVs3uwz8HBAY8ePiFJ+iiluHwxQRjBnVt3KIqCxXxFXdTsbB/w7Nlz8qwA6xKHfdZZQZ7nuK5HWrxyph0cJXBdyb/3H/y7zOdzlOdwenrKkyfHnJ6eoVvLwcEBF5fdezJJEjzlM5nOWcyWCEfSS4b4bkCjWwbJkOl0yqDXo8rXBG6HelqmOePxmDjuMV90rrK2DYgWz3OI4gA/8lmslptIcbe76nsKazV1XbO/s8vhtX3qsqDVTed4CkmRl2wNxqSrNctliueGRFGfMOiDlbRty3K5xFpLWWVEUYSQilVWdSgWY9CmO/h5hRFqN+8b4DV+JkvneFLiCI3nSG7u7RIogcIyHvXxpEPk+jhS0tSaz7+4hxCiex/WNWEYdpFpDOlqwbVrh/iug9pEpcsiRUDXOBwGVNLwyZOXPHp+ziq3VEaRC5eybcCB3jCkadd4fkHoS7a2e2xtD1ksJ9RVi24MZ2cX7O3ts1yk7O/so5wuvmuNYLVacXk5Q9CjLLrPB+kqhqM+WjdUTYnrugj15eshpQRhcHSBI8HorqjMCtjd3sd3PXStmV9MqIuaO/s32BmNcYTDcpXx5HzCfLbAdxxcKRj3exzsbDPwPYSF/+x//Jd/cUn8Sv+v9evyd//t3yBc6UpXutKV/n+jf2b++//b7+avhFO6NdwiiRKu7YN0wA89Xrx4wdnFBScnL6iatuMNihahuu9IpTzybI22hjDucfPmAePRNlu7uxw/fQ5Cc3b5EtNaglBRljWOL5ivllgpqNqK+XLN85OXNE1DmMTcvHmD4xfPWaxW9Ho91kXFzs4O6SLj5PyM6XRCnjevS1GE2GBGrAPyS94l1qLbmn4UE0QBebrCbA149+23+PFnn3P37Teo2jVRkuCFHmVTsVgsGEVjcB2KvKY2mqKtKKqck7Mz3vnau/QGMSJrUBUEoYuhIfAVbaXRunONTGNwhKQqatZpznK2xHVd2togrMJzO86f4yqaNsfgoJxuH89oied61E1XJFM2Fa3O2doJ2dnfQdcteZ6zXq8ZDofEce91MU1VVV1UtmipK0PgC5QTsM5WKNXS1Brf7/A0Vnc37FmWMYy7PcylFCRBQFVV5FnKcBgRhmGHgAh81mWHrXHdEN+LMFrRlg1tYzHawRrQpsIRDkIK7AZhIoWgKnO2tkf4rkfg+4wGfS7OTtneHjOfz5gvLzu+rNU4voOjNFHsUtYOs3mGdE8ZDEOSfo/RaMCzZ/ep66obqryAum7Z3t4lTVP29g6oqoajoyOm0ykHBwd8+OGHTKdTjp8/Yz6f8vjxfW7cuAHCEIYeJycnpGnKer2mKAqW20uSpGuTbtuWN9+6Rdu2HB1d4/nz511hkyOREtq6Jss01mo8v3MzdSuZz5dEUY/5fErfSZhM5qyzkkZrVsuMXlIyHI55VfxU1zVt2zKZXbBczqmqCt22ZC/muH7A4Wibg727LOcpn336gMl0RRB4JAOvK4tyLEWTcTaZ8cNPPmK8M+bBp190yJjAYbTfR2tLJXKsNICkPxrw4c/9AvuHh5yfnPPwyVOWi5QnDx+TFQW7u7vc6B9hWs3d2zdwpYMXBjx79gIpHNZFymI5ZWdnC02N1jXSk/iBi3QsvX5AXdcIIXHdrq22qhqSJKKsclarBXm2Jo5jlOPiOorW1ZR1gbbdYUjgh7ie4mJy1nFuraWqqg16qoaS7sDBOnTFSp3sTxQ8hWFIHIcURcF0OmW9XhP4LlIpTGOpW0PdaJTTcVl7yZAyW5NXNZ6jNr+3+5vJq5q2rXE893XxkxCiYxKjEMrBcTZ71IAFGqPJ6+p1sZTrSsADJ6Rep2T5mqopQTS8cXuLqlxzcbrEWoey1PR6CZWu6SVDhoMxRkPdlHhu3DVy0+IH3eeIFKAV6FYjrMWYFug+k6SU1E3bNSN7Lp7joDUI7dIWNY1usXYzrGoHNwxxbNtFwIuWdJ3heR6+59HQopSk149wBUgLnt9dDyN+8pW40pWudKUrXelKPw36SgylxbpiejnlWx98i7LK+fz+57x8foLrK6wQhGFImqZUbYXn+zS6Jl9kBF5IEsdoLJ99ep+t3Rm36pp33nkHrTWTyYRiXWKlYbTd52vvvMOj+0948uQRURSxu9uVxvzu7/4uRVFgjCXccAQPDg74wQ9+wCPHoefF+L7LcDxCOjl5vcQPvQ2X0GL5ckfOGLPxRAxozfT8jP1ruzx/eszf/ju/zuHRPn/4h/+MqBez+PwTEGAcixf4aGFRAqqm7nAzjkQqRaMbTs5OcKcOXiIRwtLUmsVyRllpPGWxuovQua7b7U8uUpbLJUaDI110a5DCxRqJ0YLB9gDXA8+TqKCD0Vdly2wxRbcC6aru/2YNh9cP2NnaJgkTLs4uOD4+ZjabYWyNNaIbSDWsVhlZllOVLSk5vu8TRz2s7RA61pb4nkORl9RSdmUmjsN4POZgd4/Y92irirpaMxiE1E0Xy1wXOUncwzoe+TojTQt0C2VlQUDdvGJRWlran2jRtVghCOKAaweH9Pt9XNfBbDi2+3u7/Id/73cp6oLjx0/49N5n3H3rDQ6PDnly/JTVasHXv36EFwZcu77P6dkZ88UFZZEB3XsliiLW6/VrtNDnn39OkiTMZjOUUjx48IB/9a++x+3bNxhtDfH9XYLQ48nTRyglWSzmHB0dcXz8jNVqRVU2TCYTlsvu9fOUQ6trjDF88cUXALz37nvMJlP29vaIw86RXq1WPH78lLY13Dx6izyv8bwApTzqSnN2OqFpKpJ+jO9HnJ9fkKYpWZpz8+ZNtnd2ePzoAWeXGkdJ4oHHsD/m8PA6z568RLeaj3/4fWaTNUVueOvtr/OzP/szvDz7nLOzM6p6zXB7l5t3DviVv/lLnJy9xHvpcLR3SBBHvDg5ZV0UFFmBVJbxcMhoNOCTz3/Md//ke0jhsLOzQ92UfONnvrnZB7Y8fvyY9WrN5ekJygqU73X7wr5HVVU07ZrpojtEMMLg4+EoD2s1UeShFK8Lk9qmIQi7wq0iW9M0DUVRbMqbGipTYkzH/hyNB0ihaFuoygblgiO73dYkCTeufJcaQMrNEGr/AtcWuuF0uVyyWMxwNs5iGIYUeQaej+sHBEohhKIsWvLlmraq6UcJjoXWtTRNw2KVo5Ti4Prh62SC4zhEgYcUllF/gNENSsluuG669uW6rqmtJm1KlNdjPB4TNoqsgWJVIXAYDkf0Bj3qKiVLCwSCpDekLgW+12NyuaBtGm7cOOLWrVsMh0Muzk4Iw67ora5LgrBbq6gKCcZBoLoIs+3K6aTn0Rrd8VTbrvwKVyGkQ7ZYY+ruMy+K4u611wK0IPRjoqjAtJZ1WaDSFUkU01iLG3m4gYvEoMsa4Sqs2uCexJVJeqUrXelKV7rST5O+EkPpP/6fv8OHH75FU2keP3rKxXnXJNlqjRe4ILubudaAlIq2afHcDtiepmuU7zEaDZFSMpvPefbimBs3blBWGVYaHj39giSKSCKPpBcjHbi4PCPPc/b2d1gul1xeXm6wDSU///M/x3vvvcdotMXZyxMefnGf8WCEcD3q1sBsQRgGLFcVFosUEiFk91N2Z/RKOqzTFVYb4jjm9PwlF5dnfPvnP+B88gwjNMpVNKalbhtq3RJ6DkYKaqNxAg8v9OjZhCRJWC6XtLrmRnJIrzdAKFiu5kgskYopmoK2rHEsWN/y/PQFURQxHo9xlceiWOE5XVmUtB1RMogDPN9BSmgaTaOgbSuCuMf+3iFxEjKdX3Y37m1FWUmkY/F8h7Jao1yB5wWAizEdJsZzfZTjYwwEQUKRLrC2KxtSShFHA5RS+MpjPltAo+l7iiAIaDdNnXHkUdcryrKi1+sxXy7xghDHC2hbQ1nUnTtqJcr1UKorstFtgW01bFpKhaRD7AiJbTW+26Ff0uUSYQ3T6SX/6B/9F7z3wdcZDYZM5udsZyNGZY/Z/AKlHP72b/4tjl885+HDewwGA9742jt87zvf3aA+KqyFLFtTFOVr58r3fT744APyPOPZs2f89m//+0ynU5JexPn5KW3bMh6OmM+nOELy5NETlPI43D8gSbp4rKdc6rKixvD+++8jpWRvb488z7n/4B6uo7h2/YCd3W3GetTt+FYVq1XnZLdty2QyYTgYd4gf18PzfKztGpV7vZjhYMxqlSGl4oc//BjPdbg2PqBucrzQwY8VZ5cvOTzaYXK5IupFxMk2s0nB85cnnJ6esrMHwpGMRn3644TJ7Jz/5r/9rzi8fsDJxUv8nk+dXjAYj7m5fYNRb8zzB8+49+l9VtmcwWBEdpZyeXnJZDahrhvG2yPysuaLLx6gtSb2wq5FGtHFxlGUZU7T1ERJwK/92q8hPct8MSXLVlRNSZouUSg8v8P5SAlYQRz3SZIYtXEXkyRhtVptdo9zgsBjvV6TJJIkjqjrjGy9JAjiDmlUt68PHYS0rPMU14+BjqMKXaOw3Ayqr5zSLlkhXpeN9ft92qpFWElWlThaM+pFuF6AI31Wq4xRf4CQiqatyNZFx3WVEt/3iOIY3bQb1FKE7/vdYZLsWqYNlqqpWSwXZFWB9X3qWrBYFuSNpDIKoQJ836eoK7JVRtvWxKFE14bUltwYX8PzXSaXc5q6xXMjVqtVF8vflInVTUWrG6JoQNsz1PkKT7koGdAYjbAGKTvnts4LBB02pm0Nxna7pU1tcayHtAq0i1AKYQRV2eC7Aa7yCIKQtFqSNxVKK6yjwJNIITBNTSValKkpdEPcH+BcDaVXutKVrnSlK/1U6SsxlP6Df/D3WC6XfPzxx2R5ijCC4XiLuimZreY02hBEIWM/Yl12BSueE6Cb7kbPDwIGYxflewRhyMOHD7l16xa3795hZ7zFJ598QrrM+PTep7iEAFy/fp1nz54xmUz43ve+R1VVryOl3/3ud/nRj37EzZs3efnyJVEUUbfd8NjolqYtCXwHTYPEQ0iNFA5WCITj4FpwsERhyO7+Dc5evqTf7/NH//sfkfQjjm7d5Dvf+WPe+5mvc/zsKVIJsBLHVYCk0Z1rUNc1rWkwtovA5Tnotu2icICuNbq2CCVwjINCEvshW/0xy8kCz1GM+kOMhrlN8b2oc40Cj8ViQTRwumggmlbXWNN2oPrBgFu3b3B4uM/zl8c8ePQxyrFEfoAUAqUkVd3iFF3jqNYWrGC9XndMRasoi4I4gihKMKahqupuz7FqumFOGXq9HlVVk9V151qlKcnuHttbQ7773R/Tasve3h5KKaqqwVd2Exfu2I1COlgrMFqCkrjSpdUaazsuqUACFiEcFosFSS/CdRXrdUa/32c2m7BzsMVsOcHahmQQcXL2Ai9Q+L5iXeScnJ9greb60WHnEC+mjEajroymaSjLblduPp93+4WbYWc+n1OWOXme853vfIfFcsatWzdYrVYMBgN838f3Q9rW8O6773c3+1mBI1329oYEQcD5+TlbW1vUdY3neZRlSRiGVEWBlJLlckm2WjOdTmmahvV6TbrKuX74JnGUMJ1O6fX2OD09ZSy20LqhP+whZXc903QNwP7+Pr/zO7/Dp5/+mDBwGQUxricpiyX7+4f86ff+lDgaEkT7rGYVaZpiraQ3HDAYWRxHEvZ8BqME7VQkNqCoc6LEJ+oFNGlNPIw4uzzj/PSMxO1x+87NrpyorDfOn08Ud7zObnA3VPWarfEO6zSnznJCt3PmyrqkaStcz2P/YJfv/ev/g/3rO1RVF7t1PYXnu1jb4nk+QtA91hiCIGC1WlDlFVprkiihqioAqqIbUvMs7WK/PYtSCqUk/UGCcjqnNIoCptPuMWvthinKBpkE8ieYt8YY8jzvmmg9jyDo/o8WiUHi+gGmdZCORLkhTZ2zSDNcIIgTIr87iJFSIaXDbLlkMEjwgmCD5mlwtGYtBI4EKUFssD5eGOCWPo5p0Y4kihLiVmJKS11ZrLGdO982RCZCWI2WFuW6DOIBrhOAhcPDG2TpnKIouP/gHsvljLt3boKwr9m9juMCHQ9WSYVUEmkktW4R1qCkRCLwlY/WJUaD1hYlHQI/xt2wgrXW3ZD6Co9TtTTGguiywVqAcQRCSYzVGLr4c2FbhGlYm4beZrXiSle60pWudKUr/fToK1F09Hd/+x2rdUNRZxTFml4vwYjOYfDDgLOzM6TyOizFdIbvxKymOW1lcH0Px1PcevM2Xzx8QG/YY7lcMp1d8nu/9x/x1ht3efzkIeenZxw/eQaty9bWFk3TgBU8fvwYay1pmnL79m3efvttFosF6/Wab37zm91gWJb8jb/xN6nrmn/yT/5X3n/vmyTxkP/kP/2HOI6L0U4X7UNhjYPQhlsHe9R5itYtg50+ypMYYbCiZWuvx/nkjMvpBUHcsTo7MH2EMZayLJFSsrW189r10lqTpil5nuG6iigOGA6HDAdbbPVu84OPP6KucxAG11V0fZcwHo+ZXM4pK4PAJQgiHMcinJqtHZ/p4oxeEqI8h8VixcnpkrqBwA9wPJet0YDrR1u8PHlB6Afs7Ozw4sULtrZGm+ijBgQvnp9xsHeHyeWSXjKmKjs2pOe0hJHLYrGibQzg4Ckf22pcRyG0oe+5vPvmm9A2+K5DEke8eHEfsXHIy6pBKIewN+bp0xPOJjOKXKPcCGN9LIqmqXAcjdUVQghc1+nYok3FL/3Sh+ztd8PdYjHnj//4X/BLf+1DXl68xE0EySjh2rVr7O7u8uzF802RjWa5XLJaZ6TZkl4yIOlFWCOYzboip8FgQFUVCCEoy5Lp9JKd3S3G4zEnJy9Jkuj1/qE2DXHoMpsuiOMeYRiyWKzwvZCtrW3yPKfIK3Z3dzfDZA/f95ktF6RpynR2yXA4JEkSlJCs04wPP/wF7n3+OaPRCGsto9GI46cvuP/FMXu7R9y+fXsTSzdYYVgul9RtxXw1ZWt7jDEtZZnz7W9/m/uf3+fNu3e4fv2Adb7k6fFDPFdS5BWe49NLtnj4+YQXz6Y0lcKRAUIaDm7AO++8xenFS6q2Iu4F5FVGXuX4oUdeliT9HllZcXR0k5Pjl9RpBU13WNC5zAWD/oi9vT3KsqXfG7JcLjk+fkavN+DOrTewueX05RnT2SW337iJoyxSQjyImM0mOC5dI3bbDfCLdMX+zi5Zlr3+ewq8zsE3xjBIel1jbNkxNj3PQ25cPMdxaNtuiOz3+wRBwIsXJ8xmCwI/wvMChJAUeUNVVVRli3RCpOj2O41tX+9vdjxjh1dFR1rrbhje7CNnWUbk+RxuDdgZDVhOJ1RlztHBATSaKIpIlymn511R1O13DvADhUvHa459D1sUuI6D63QcViklrWyo25b5fM7FdMbFMqXQLtIP0SqgaCFtHC4uZziey3jYJwxcdLXGkYZG11jVLWv2+j7rbEkYueztbzObXZAu59y4foS1ApAs5iswgkF/DIDVmrysWSxWGAtCODjKo2o1WIlwuiHUaLBV91lQ5QUIQ7/fPZfr1w9p25YkiUizJWVdoJTDap2R1SWZaamaGk+59KOYXtwncn2O9q8jgP/8H/7XV3bp/0ddFR1d6UpXutKV/ir1lS86mi9n3Q1mP2a8M2Z7u3N1XqFHoiDm/OKSa/vXcbYU6SynzEqE7pAA0gFf+bjCZTlZ4IcBBzsH/PCjj6nXJR988DMEKuD4yTP6oz5ZkXF+fs721i5COUgh8MKAoq44Ob9ASsnO/gGD8RbDXp/7X3zOg8cPmc8X3HrjFutyzZ98/8+4fnTIxfkENmU/1rS4ysf3FWVZUpV1Fz9suqGgamuqJme1nhH1A3w/RBhD4AVUVbOBzbcbx7GLoLZtixKy24eUAn/zfI3WnL844/jBc472K/Z2dpnOzknTJdlqhXDoIo8WVvMlw/EByvHwvBDHgSCynJ7c5+5btwh8h7OLU4RtMQ14Luxsj7mcTljOZxwcDNjb2WU2m20cwLJzj+t6s8+Y0e8nxHHI+dkE11Wkq4KiqOhFouMb1jVYief5BEGAg8C0mrxIwesOCkJX/Z/svdmPZFli3vc759w9toyMzKysrKqs6n2ZaU73LBx5LIkUYRgaSaRkQIAA68GWYAO2ARvwkwFDhv1mQIANw/4P/ExJgCTTkqiFFCWRw2WWXqe7qquytlxjj7vfs/jhRBVF8cmiLLWB/IACCvUSURk38t7vfBu6rdFdy6A/pOk0ILatnYrLy0t2JzvkdUvXbvw1gkAFgiCUWKORQQRYnBQYHMY5bhzdZD6/pG1bNvkGESiyfh+uBPuHN6h1w9VsjnGQ9DJW+YbFfMlytfbEZLDDcrne2i536PcG7Ozs0HUdp6fnvPLKXdI0JQx9A+1oNAIce3u7tG3LZG/M1dUVp89OuHnzJuPxhOnVktFw1ytBrSNQGVI6Li/nJEmMUiGnp+eESUyW9X2j9GbDcBAwHAx58/W3CMOI4zt3OT09Zb1e8/TpU+azFXfu3CUKM+LYZ1yHwyFRHNO2LWEckuc5URwCmrop6XRDka95+OBLFrMpdVNxdXXGsJ/5111Omewazp5dUG5aRsMDojCjKBesNhvKJifLEiIXIANBuSjJq5zRzm0W8xVJ0uf86QW9aEC+zuk2LTf29lmvcpbzJVIKkjiml2VIOkbDIfOZtza/cvceWZyxzHN2dif0yszdIAAAIABJREFUBn1/ABEEtKbj8tGX3LixT16tkaEkS/1Uz14coTuHsxJBQBhERFHilbiuQ6mA9XpDVZQcHh56Itp2WCtYb/OmLw7FVBjQGU3W6xHHKUqF6M74jKS2aOsIhCMIfaFSpx1aa98krtS2dMi+LD8SWyU12JYVdcZQNw1VUyOU9ARZSoqmIE4TkiwlSVOqqsE467PW1hGrkDQMEGyzrRY/uSMlRO7la8RZSlxpFquKUEYI6Yn5ZlOSZpGfdDENxuAboZuSosi5/ZrPQa/WUw5vHlDXBRcXZ1RVgRSKuvYFZmEYs9mU9JIhSZLhBOi2Q2qDE95OHAQh1jicNgSBIA78/91anwOvqgohHVob4jDiyaNHFOsVo90x4/Fr3Dg85PMHn6NcgBUCDXRYjJBYqegcrDcF03rOP/2n/wKAv/4//5//Du5m17jGNa5xjWtc418HXwlSaqRFO0OoGzKZbAtIfHmLdBKFJA0TqnVJFCUUyylpEKMdSCOoywarLcPegMXa0DX+dP3qfE4gv+SVu68yHIz49re+w9/8m3+byWTC0dERs+mCZ8/O+Et/6S9yeXm5LS5SzGYzyrLEWcGt2zc5Oz9nPp9xdHTEcDjg137t13l88hSjg+0DfkYQKIz1D5xRFNFpQxAnBFKw2uR0tsO5Dis0TVfwSv8OgQyo6wo1lGAsMpJbO6wnceUmx1pLFIZUZYl0MEgzQrW1DTqJqXLWyxV7u7sM0x6DJGGVL9BOM5v5jF1Z5dzJeggVb/cBLZdnT0FYXNdSG8PeZIfjO7fo2i+4uMyxXctkOGRnPGJ6cUHa71GWFVVVU5YldeP/OAxKCZI0oqxyjNU0TUPbtlsC4Og65QuXlHg5kxGpgNZtVURjfLGP7ijzNU1dkCYSbY2fegFkGCGE4OnTp0zna4yBOOnjUNvXrD0BkAqLwFmHdQKlfF7VOIsKJFESMpmMOTt/jnWasmoggiiMefr8lDiJyHOfs0xTr4b2+320/pI0Tbl16zb3v3i4nWFRLy3Ls9kly+WcnZ0dLoIL2rYhivznNJv5OSIlQ0ajMU3jt2GVDFkuc8rCcHBwQKBiFusFUiiqak6el+z3hmRZ5rOX+QOSpM/Ozh6z6YIHDx4w7A+4urrCGEe/n3Hnzh3efOMdHp88Jwgkk8kY57yS+wKTyYQgFKRpxvH4FmVZMOwP6DrDYrqibWt2+vu8/dZb5JuSR/UT1vMKKSLGOxlJHBMoRRj2MWHJdHrJuljTdQ29QZ/JZMKgHVAVNaPBLuWqpC00D+8/5v2vv8fDz++TZV51bqsGGQakUUxZ1F49XK2ZzWY4Y+glKXVd8+jhY/bGE/YP9nh++pCqM7jtNX5wuI8Tgl6WEoYhTdOQpimXpzOcE4RhilIBRjuCICJL+9SVV7hf5DGdc1jpVUzdWaQItg4Kr+RKKRmOhygVYozDmhZrAMQ2J+leZkpfzp3Ay39/YSd9QVLDMPT7vmGAM5p1vkFhGPUyhv0x2hjyPKfX6xEG0cv5pabrcFIhrUNum5OVlEhrt223FpwjUiFSSZIspW8FRibMq0ucDDDOzxlVdUGSJFhnAUsYScb9MdLtkFfetXIz2aOqA8bjIXkBbFoGgwOmF1PyTUlVtQz6AW0tGI/6FFXtm8itQBuHQKKUJ6B11yItxCqkl8QEgS+Lq4xFdQIVhCgl2GxWHBwcUJY5bV3ywx/+kLIuiIc9RCDY5DmLfM3o5oG3zGtYr3J03WG1IYl7/1bvX9e4xjWucY1rXOOPjq8EKd0/3CeKAuI4AqCsC5+dVIquahn2d+hnIx4/fEaSpOi6g07iOoc2HUVTsrxaoESAQhIHAbOrBfv7e9hO8E/+4a9z+/YR3/zmN8myfwD4Pbzx7ojvfOcDHj16SJKkXF5e0raaLO1zeTHl6nLBD3/4Q4ajDNPVPHn22LdHGsebb7/BP/zVf07TgAw6b+lTgqosUU7gjCEMApQSdLrBCYdUoGSA6QxYgdg+lLel9iqC8g/FGOvnL0L/YJxGMcVq5eccZIiKUr8/ONxllO3yySePCQNFlkWoAC7Oznn9rVfoZwlNZyg2JWAxXYO2EhVAWRRMDhJ6WUZezHAmoJ+lHB/dpKlOMG3L/o0Dbt8+4sc/OWW1WpH1R0gpiaKWtvHzMM45VCDYbNa0dYkQiqoukArSNCaOBFEU0ob6pc0VKwilL/LpJzFxoLzNMt+A1cRhyJ07t8kLv626KXLQhpu379AfDAmSMxbzDdpotKmRKiROQv/ZOIGxFimc340NA374ox8x2MlIooi8KAjjiLpp2Jnsss43iMg3EnfG0uYFVlu/P5rXXF7M2NnZ4fT5FcNhn1BE7E0OuHHjBjs7O0wmY6azK4piQ5qmHB8fU9UFXedzsoPBAGM6+v0+sZSslxuePT3l7t1Xef7sAoxkU5bs7Qp66ZBAxjx79gStW77z3W+zyouXJUZG+z3c6dWMuipJkozNpuD4+B7OCbquYb1e8+TJE+4/eIA2Lcb4kqlWd4Rh6K2RgwgpLVEcMBwOuLw6ZTKZUG5qQhWyXC4pN5qPf3SfuvJqdV12REGEbh2L2cxnuTMJqsNJwcHBAWDpjOann3zum2aThJ95731AMkh2+fGPP+XZw1NePX6FzWZDGiXcvHHEarOmKmqkDLg6n/HK3Vf47rd/lvVyw0c/+RicAiOYTpe+Uda2DEc9ev2IMJEYY4iiaKtSWtabgqQzVGXn1T+cL6CKAvr9CCEUTd3R7w9J44i285lSqQSxjOn3/XYv+M3RuvaFQp7Yt3St9aql8ZZ4pRwgXqqwQm73crcTUS9I6QuF9EUJUlWW/u/GEGQRQinSXo9+ltJVFVZYnp8/JwxjyrbyqmOgiJLYNxF7DowSEhVIAilwW+O+UNucahQRZwJKjbHAy21hx2DQw1qLFIIw8I4G5zRBqMhkxLDXx9iW3cmQ56dPqeucwWDgS7v6QyQBVWlxNsDZkLqyzNdTVCQIVbi1jUuQ/v8dxQGhkGRJRKwkRnd0VYWw/jPyBwIti+WK/+l//B94dvqU3/iN38AC43TCvFpTbWqSXsa9V15jVeaEBDinEQZvCTeCJMj+7dy4rnGNa1zjGte4xr8xfCVIadVV1Bp24xFRFFGULbpp6aqa/fEB4519MPDZTz4nX+QcTo7IywJpfMlKIALKvCIb9FEiIFQJkaqRTuE0nDx7zGqxQomAO3fu8Pnn98nznJ//+Z/nt3/wu3zwwQecnZ1vs4jhti1T8N5736CqCv7xP/kHvPHmq5Rlyc5gyDvvvMP9+19y584RSkVcXsy96sE2JwUYa2mqCqs1aaaIk2hb+FMxGIwASSgTAhlithuFzvrMmZ+bUIRSYYxBbptHYxkw6PV96Yndbg7GEW1d01Y1cSgIZMDNwwOODm8wHo+5uJyzWvpcal1rnJUkccDBZI9bt3q8/so9zi8Uz86fsFxcgTO89cYbbNYVo50hzmqyNGWT5xxM9giTlPl8ymQyoWkr1uslWmviOMFqgUDSdQ3OKbrOEAfhy5kMpUKqssJ2NaHqwDrKwhHGvrE2DQOsbnFG8+zZMxbLpc9KTnbpDQek/T4qiJivV+R5SVc1gCCMInCSTvsHb2stbO3LCNjdG78kzsZ2jCe75PkKYy1Z1qdoSx4+esxgMMBhGPZGGO24cXCTsvRFRv1eThylxFGPpm04O71guVizXM2pqoIoSjg6GmxtkRviOHpJSowxXo1rNZPdfYaDMUrGfLZ+wM3Du8xnS8IgQUlFWawIwxitNV3nMK2hyBvquiSOUpqmo2gKymJDv997eT28UN4mk33yTUmvl2KtZrlcEgQRg4HPsaZpiqlb+v2Mtqs4PX2GNjWpzTg/PSdNer6h2Ya0nWJ3tMfFxSXORkRBRC8N2Rk4X+LUbhiN+jjnVb26rYjjmOPju0gZMB7tUKwqiqIEHXBjcoPp5YI3773Kerni9OI5/bRPqAJsZ1kt1hSbkqcnj0FJqrzCdoYs7VE0mrry358o8wQwThPGe8dcXJyR9GIAP4HStts9zoS2aei6FilCkkGPKEwxxjsiojAhiiIWyzlSSvpZjzhOcGztsC/GnWxD0zTEkcQYTVNrus76ch8nMEaDkzi8bTcI5UsC+vsTMe6lJV8IQd1WaCsQGEzXkaYjZOD3P6fzgrrIX5ZdJYmfgGkbP5HkXIRz0GpNWVqsdQRSoNsGhwEh6IcDZBRgjM92d52h64xXdYX/HZNmEW3TgVIEIdiu5apYkEUhHR1RGxHG+zRtRRBAmsUMR30me2OW05I06mF1iJIpgWoo8pZllaNiRxQlhFKhhCfgWmucsUgniKQikBLXtQijaboG6zSm9RlnYzr++B//HicnJ5ycnPDk2TNmizkyUQzHO1R1zf3791EqJA/XhCry5LQ1VEWNcF+J29o1rnGNa1zjGtf4f4GvxN17sdrQ6/XYnfhikgdfntAWHaGSvPvGBzx5+ISffvoFNw9us5gtcI1vdd1sNiilSOKYtqp9LjFKkWHA7aO7LFcrhoOMd995nwcPHvD3/t6v8Rf+4p/jzu1Xcc4ymy55992vsVgsXk43rNfrl7a2b37rZ/jlX/5lXjm+y52jO5yfn7LKV6T9lDiLEaHh6OY+H398QpoI3n7j62zWLZvlhiSKEVGAtdJntjqLNoa6NuzujtksC+IkYJD0acuKIFYEgd/QNLohDBK/wddBEEjqtsI5w73xHZyxzOcLmqpGBQlHd24SRFB2Ocui5s69I+J+yuVqxtn0jOl8Sa8/oapqtJUIGdPVcz44eIX1eu0bMwXMLi/44sGKr717l88+e8y772jOnpc0VUWxabm4mKHCiJOHz/mFn/8TvP766zz44guenZ7yCz/3C1xdrvnbf+fvE4iYzghs52i6jtgIghCyLPZNp1ubc1FUJMMRxgiurqbYtiYNJb1+Ri/tkxcVbVtTl5783rp3TNv6ls04BClDOi0RoqPV4OiwWNg2kDoMndX84Hd/j7feeo0wCnh6ds6zpzN+6S/8PL/349/j3puvc+f2KywXOZtNQdu2vPbqW5RlSb7evCR7rxzfZTQaMR6P+fiTD7nSmkEv5Wo+o+saBlmP6XTKu2+9SRjElGVBVWx48vSED37mGwghmFcbfvu3f4/dyT5YwetvvMXFxRVZL+HR4y85vnMLEWiGOymjnYTPfvohRrNVpxOyLOP8+bl3EDQt73/jm6xXK1bLFeAII0W+KYmimChKuLpcsL+/T1VVmE4zLS6ZTi2Htw5YL5asN0uCwCtqi9maLOhxc/8Olxcz6lrTlJpiOaXfH9LYhq4rWcwu2GyWDEd9Dm4dcPeNY7qmxVqNc4LRaMDpszO6smXZFUgZYFvflv363deJoojZ+ZRyVbPb3ycIAsqyRHeGJEoglujW0LYNZVHjnES6jrru6PUG1LrEuY6qaljO18TxPpPJPlLCYjFjvV7jjKMuW1azDiUTBlmfwaBHFMa0VYlDA3B+fk6g/HuuqorVuiBLBatlTRQFCCFo2pq2rZns73mLqDbozk9TxXGfsqiom4bw5RyQv158FEC8tPGCP3B6Ye1tO03TGXq9HoaO6XyGrgtuH92gl8Qk/YTp1QVhP2RnMmS5WFOYkpHoo/H7vE4YXBj5z9AaxoNduq5BO70tYDO+oVs7dnd3iU+niDBGhCGdq6mq0r/PQCFiCVLhdEe7jVPsD2/QdYaqrOi085b13g5N0+CspD8Ys1y2XFxe0TbQ68UkSYYVertFahFK0mlDazoEll4QEChHGkDkIJMxorLUnWC+WrGeF3zve9/i7PQJYQA/8947aO1byEutaWuNtIJe0CMkYBgPtpld6GgInUK35t/Fbewa17jGNa5xjWv8EfCVaN/9z/+7/8idn5/y5Zf3KcuSJPbFN4PeEF00VJsKYSSm0ZSbhl7ao6pLVCgxTvvCnabkP/z+n+bLx48YjEacX16xXJeEUYxSCmuhKAomgwHf//73OTjY53//P/43JuMBSRIRhn4PcDAYEEURZ2dnWGupqoqdwS7f+e53sMLy0y8+YzKZEKUR1sInH3/OrcPbdK2jrTWRzHh68hhTt4RK0RlLVTmskGjj/NB8L+DGwZisF1BVK9puQ5IqnJQUdUPbdcRxTDbo+8KUToNzrBdLvv3198jXa/Jlzp2jW8S9PmeN4eGjL1htlkRJxM/9wp/is88/ZTZd8MYbb1IXHZ999JDd8T7OSIp8SS9zTPZiwggQLcNRysHBHqPxDlIELJc5V5dTPvnkc8Y7+yTZgPm8ZDpfsDMcUJRL9m/scevokOl8xo39Qz78yWfkRUO5aUAEDAYjsp5XYQaDAXXd8ulHT7h1eIjTEukC0iBjkia8/sptunqF7kpWyylV1XB4eOit3KZjuDNi78Y+Xas5v7xiNl1ghcShqKqGtjPk2tC01jd9bjOoxjhWmwU74yFSWqw0HB3uscrn5GVBXjfcvHkLazVat/yZP/NnODk54ez8OU3TcPPmDbTWfPDBB5ycnDCbT2nKijRNwXpF/O2338Yaw9XsiigIUaFEBZblYoa2Hc+fPuHWnXtonVBs1qT9HoGQ5FXOyeOHZHHIW+++xe7OEBQ8P33C++99nc8/v8/zJxc4q1Aq4t13fgbn4OmT5yznKwCGwyHrzRIpYWc8IApTAnosFzmr1YLx7hDn/HZrNsi8oq/EdsbEMBgMmF7NCTpYLdbglCcWFoLA71JmWUZZ5bz7tTe4+8oxYShJ0oiL6QWfPz3BdB03b96g3x+yWi2oy4ZnT54yHo8Jw5inJ485OrpNr9fj6uKKNEiYT2do0zKZTIjjaFuYtaZtfA7ZWYiijLYxSBVStw1ZlhEEktV6ShBK+v0eURp5gnwwYb6Ycn5+irXeft2sEnAKoUAFEIQOpRqs6AiCACEcSZIhCCnyCmMsoYoQGrSz231Tf6hknKVtvJU5TVO6zpBmfRaLFWVZEkgFQBzHL2dS/GFC9HI65gWstWhraLX2mUhnUKKll4YMs4TRMKNpKwb9lKZtSXsZi8UKbS1ZLyEQkjgKcK1mt99nGERkgbfG4gxpFCIcfs5GBORdx6LpOLmY8uFHn+FURNzrsawan0+V3hYcKkmgvIqqrSWIE0Tgv79C+H3iJEl8oZcKKYqSxXyF1haQGO3QbU0ShYRx4km5CGjblroq0F3Drf0xe8M+++MRUShAd2g14rP7X3L/p/cJAnj//ff5L/+r/wLnHL/6j/4Rl5eXzJdL1puKdZ7jnCBNe9R5Q5jE1G2DCARCSt546w2+eHSf+WLKo4/X1+27f0Rct+9e4xrXuMY1/k3iK9++e/+nj8jzNaYT9HojwjDE2RBjJWXdYbREWoG2ErndpgyjmM40iCBEKOM3SpPEz4C0LU46Oq2pWl9IEsQJSgaUhSYgQdeO1++9Qd1sOHn8kH6WMhj2uSqnJElEHAYURcVosMOnH9/nz//5P88nn31CmVccHvr84jc+eJ/j42N2R3vcvf0Kf+Nv/C1++5/9LpvFktsHN5DCoiQ0NRjnsNqPxhvjsFZsbZcKR4g2NaFKkBKUBIRF2w7jDBaDkoJskCKUIAwDZAB5sWJZrSmTBE2DFi1SCE6vnvLs8hmhiiCE8cEuIviSqs4Jw5ggkrz9tTcIg5bl6grrLCqI6Iz2FuOuZjhKiOObBEHElw+eoleesIxHO6RpzGCYkGYxZVkinON3fucHOKtI4ohBb0yW9ZnPl6zWOWEUIJV/tumPwNiG1aJkZ3CAlX67VDi2O46WNDlgsyno9VKktGzyDt3VVPmGOE5JQ0UvCbb52IRIKCqtt7lbv1H6wjoLgt3dCVEU0rmGXpKxKQqKKkcowa2bN8j6fpojjBRn50+ZLy5pu4qTx+e89farPH/+lOenJ8SJ5O69m3z+0Rc0Vb3NEGruf/EFzjnKsmQy2eXw8ICHjz4n6yW8cveYm4d7lFXHT396SpLGZJl/PW1qBsOIyWTEjz/8mF4Pvvmtr3N8d5/LxVOk6ghjyycf5nz3Z+/x7OkjVqsNvWyIc87niiOfw67riqry2dhyVRGolMFgjLUdZVmgTY3WvuxICD95Mr1aEscpQRCSEmFbgZOCuuq2O7C+BXq1WROGin/xO7/J7/7kd0iziCgKePz0lMN7R+xPJjx+/JSLiwvW6zVvvPYmN2/eomkaiqLA4NhsVjRNRVmWyCgkCHz7dNto8jynaZpt1tGXVBnjvLugg0BAkkRY19G0/joyxvi9W+fQccJ6saKrOqSTfi90W0IkUVjb0dYdWnfsjGOSNKZua5zzBNEB2gm0EQgEsjMIwFiDwZO0VhvStIfFEagEnCaOY8JQkSQRXaP/QI70hSJqrfXK4r9y+GdxSKkwzmJ0Ry/xX/zGatZVQdOUhFmIjENsqLCxJAoiXBCxzHNSE5DEIaVwrKYXHB3sk8gAOt++GyExpqO1mqqtsQ4kzpNZqRDWEcmQzvkN1EAGCIEno0IRhhKjJRhIoxgV+CbwIq9RgWCyP8EYTdWUWwIeIFEkUUgcRcgtSXewte4rwiAliUKyNCZLQ6TrfNN2kmFqzcHehCxL2KxX/LW/9t9zdHTE0dERwhkSFVKJllSFOCeICZCRom5bvxWchARxiAsgb1e0ovn//L51jWtc4xrXuMY1/s3hK0FKz89Pt4Pyjn6/j7WWui4JgoCqqghsiDP+AVJKfyIvAuWJnZVAQJL41ts07TFfTNEORjs9mlaT5yXGNMRxxs5wzCrfcDm75E//2T/H3/pbvwwyYrUuEdI3wUZxhhSwXM04TIfcvnOHzz69z4MvH7HKN/z0pw/obMf5+SW3bt3hi/xLfpvf5eTLEwb9Pm/ee5XZxQVym2mU0uC0fdnOCb+fHZXSN9EaJ1FCEgqJExLhwHQah0VIEECv16PcbpE6YSnaks7B2fzM575CR9YLWa6uaNua3iji8uIZgohNvoCsQ8k+XVcyGqSeKC8sYRQSRQHgqKqK2WzhiVyYMJmM+ejDzzHGcnzvdYaDHdabOZdXZ8Rx35PBouD9999kb3JImvbo9QYM+kM+/+Ihl9MrFosZq9WK6TTHOYiiYEs4vQJTVQVN1xIIA86rql3TEIeKOBmBcKRpTL+XUpb1Ni8Y4hrrm4hDR2u8WqOUxDmBdW5LcKDVFUWRU7Y5vV7C4rKgfwC3j/f49/7Yz7IuN3z00UdcnE/58KMfsbu7yyuv3CFNQwbDlEO7T1XnXFycsbOz43cgtW8GNtpxdnrh31PkH8RPTk44OztjZzxkvZ6zfzBhsndA05Y4Wk4eL1BK0esl3Lp1k6YteffdO7zxxmtEccCnn36ECgSvHr/Oa/fe4Wtvr/nNf/F7xFGCUt4CLaQjSSPCSCGE2xZw+aKdbDBEa9hs1kjlDzUa3VEva04eFvynf/XP4pzgw598ynQ6pzWattHePmslrbYgFKbtCKOIuixJkoQ0GdDpCuskN4+OeeOdt3n45AGPHn1J27bcPrrFtz54n/l8idYts9kVXd0hrPN7v63BWsty6XPIo50BFoc2nkjFUQTCYKzGIQiiCBX4rdoolRTFhrZtSdIIaw3gcM7QtBVu077cBwWfs4zjACkiHJK26+j07+e1ozD8/e8goBAY67B0hOL3s+FKKYIoxBW+/do6h9nuBjtj0W2HM/Zl2dKLEqEXKqsxf9hK6huoFU7J7e8zSJKEJAkRTtN2hiTtI1WEDBVV3VHVHf1+TGk0NW7bNB1QaUfZtAw7TSccpmnoHOwNRjgMVju0kEgBSRSzM+zTGkXVGYIg2E41CaRQOHxjNSpABQGH+/tsNisMHc4JhOuIopCsl9A1NbqtcbZDCokUDqM70rj3B5qHERAGAVIkoL2FNw4CwiDANC2m8znbzXLFptyQZQnf/e53aduaxWJBvt6A9L/bMRukwx8m6A6pApQThErinCUv1pw+f0rT1IRK/qGf+zWucY1rXOMa1/jq4itBSgfDHlHks1i9Xo/Ly3OuLq4YDNYMkwFRHGBqi8Hv/tVFTVV3jMY7bIochyFUimfPTvnggw/48uRLlvmaoirZO/AbkdPFnMZYPr1/wdXykjIvCP5+wL179xiN9rHWMpvN+OY3v83e7oSi3HB4+BZVVRFFBc/O57z25tf58MMPuf/gEa+++ipvvfYuf+fv/F/8t//1f8M/+/V/Ti9MGQ4V88srkiAEIFCKNO7QpqETgkAqIhkQBX6+RNgAK0PSoO8H5bVDGueVDedAKqTybcFGwqbcEIUhNnL0d4aM98bci33DatnUdEYzX8443E9o64JBb4dX7tyhmF5wdZ5TuxylFJdXzzm/eErTFuxORpTVijgJeeWVY3o9n60d9AWbTcW//8e/S6/XY2d3jx/96Pc4PBrx3vt3ePLkhDCSJOkBx8e3fTZQr5mtnnF62dEZSFLHQTjk1q0xq9WKItc0pS9m2Sw2VJsNgyCmaiv6SeAzo/2EMHBs1jOUEtT5mq4JMKYDJApBFiUoLHGUIo2kMBrlApDeVm3MlpQ6R783pCjXCOG498oxr7/puHNvn8VqinElcQL7B0Ok6ui6hr39AUe3J0znz1GBBtHy6ORLmqYiCKGqoK78w3SSJASBL8jq9zOEkGw2Bc455vMpo9GAoihIsjUHhynGGB4+XDLZi/jae1/ftrI6tGn58U9+SJLEbDYrJpMJm03O5dkzQpnwwQcfcP+LB8znc27fPqauK+I4IMti3njzVay1zOdTrq5mKNWSpD2i1DfK9odjxqNXGI2H/LlfGjKfL3n2/JRNsYTAksYJm3VHHG0LllpDkkS0ncEIjcH5FueyIYpDOiO4/+UJ/UHMW+/d5vh4n9lsTp7n3P/yY+qy4dW7r26t8Rltq7k4u6Qz2h9u3L7LcrGmaSqSJCHLhhjjCWscOapygxDKNxZHA0DT2ca7CJTAIei6Dil93nqxWHB8fJuiyMGQi2J4AAAgAElEQVRJer0BUkquzpYEQUgUhaRZwCAckKTgtr9HjDFgDUJaJA4pHMJBVZRYa+n3+9w6OmT/xgEPHj5Ca78R2nUaJQQCKNcb2B6EvFBGXxDfFzvD/3Lp0QuEYUgrDE44nLCeDAqFEwKpBDKI6az/vbdcl+SlRkSKTx/epzccsL8bs2pbImEwHZhVST9JmV9OScOQb+3uIV2IkxqpBBmwJyTN/g2KxnI+W9DZEJyl0+Ck85u4aR/rDNo2XF6eY3TDZG+EtZq8asB0JLGibkqktUxGQ+K4R9d1XJxfEg93t9dQhdaaKIro93r0kgxhNOMkJIsTYhmhRYcMYjbrNUopRv0Bb7/5Jvlqw2x2SRgplIBe2sclguV0BnGIdJLOOOI0QGpLqy2t7RB09NKAg/0xvV767+JWdo1rXOMa17jGNf418ZUgpWVZYG3CaDTwD+ha45xvwHxRYvECnmgIhFBIGeAcCOF38NbrNWWZY4wmigMmB0fs7d8gSUM0HUqFjIdjkiRhuJPx+PFTvnhwH9127O0doFRIWdacrJ+QJAkHBwes1zlRlLAp1nz4k0/YlCXf//4v0jQVXee4e+cezx4/5/L8iv/1r/8v/Gf/yV8lTWLCyLeBWie9UmoNznRYZ9HaN1JGQQAqQRuLbguGWYIzvo3TOIcQEiG9yuEVF0ucxSghSESGSgKKKqcpKxbzFUivIE/Gu9wZDshXOZvNho8/+gm7O31eu3vMoD8CBE7A+YXPnRlj0LojTkKapqPfHxBFGqMNZ2fP2Rm1bDYrRCAII8V4PMLajr39CWkWsljMmC+uvO05EQSVoW5K0p5vcl3WBUXZMp1OicIBvf6QW4f7PDuZcvHsijjp++bjOKJzvuk0jQNKNELAaMdvde7tH3B6ek6lu20rsdw2m7IlAT477K8PiTcPQlmWZFnGzl6fGzf2CSNompqq8nbSg5s3ODg44Ac/+AEXF2cURUG3LUvx2cuOPC9QSqK1RoqMKPQNsG1jsNbhrGZtc7/ZuVnwp7//p9jkC66uLuj1erz++ut8+vmn3Llziz92Y8z5+TlFsWK1XpBlGUopNps1QTCmrluapmM6nQIBR0dHnJw8IUlj3nnnLd5552v86q/+I/JizXqzJI5DwjBkNBqQ9jKqWtNqQ5d39Hp9ojTCCUvdtdjVko8++Zhs0OfmrUMuZ3N0o4mz9KXlVCgD0tEf+WmNOA5Y5UvS/gvLdk6WJXzrO+8T92umly0qsCAMAsk3vvEe04upVyYrR56X1HVNEmckYczF5aV3EeDdD71ezxPQOObhl4/9Z0mwVfJqtG5fqnVSBjRNh9FgpaNtNcY42sZiDL4YSYQEKqA/MFt3gldehZDI7cavMZ1XSYX0SqfVOKtfXjMvLKdBECAcxEFIKP2/O9OittuqQgikUgjDHyCjLwjoC0L64jp9MRFjjIEAnAArfIbVWJDCN1gvlivGk13/mbkAJ0LqxhElfcqqo6hbdkc7SCGZX04ZT27QaEfV+omXsulo6xqcI1OCTIGwBpwn4KGKEE76rVDc1l0gcIHEdRZnBePxmLLIubi4wjlDkobsH97kzp1bnJw8pNQlTdPhWoNtNVEQE4b+MO5FptZZjdMd0gZkSUI/i1AIdNNiOu0PItLYl3GZjjRNfR64aei0z+jWTenfq5SIgO11AG1TEUTSdwLIgISYnfGQRTHFuuuyo2tc4xrXuMY1/v+ErwQplRKs1cRJyHqzealIhaHfumt1i9tuNPqHHUUcJVRlBy4gjCTD4QClFA8ePODm7UMW+ZL79z9ntriibVvuHB/y3ns/w2/95u8ymUzQncEIXwD01huv0zQdaT/l4uKMfjagaZqXZOZb3/w2v/L3f4WiqLh99x53j19lvV7yz3/jn/Jzf+JP8tu/9QPKsuav/JW/grQW22lc7POMQgiUAOlAYAkEmK6hKgqaXkScSNIopdItvbSPbg2d6JBoBHJLsqzPgClvCey0Js5iXAAPnzzm3vEtyk3pyz6UZDyesJqvePr4Gf3+ACUkbd0wb6eUm9LbgOuaoihA6O3P2z+E+wMBR5ZlPHt6ytnZBeuVb1Fdr9cEQcD8akpeLLhxuE+sYuIgZLNcEU76NJWm2Cxp6ppatHRNxGY999MUaFRgqOo1aZhx43DC5fPLbctpi5Q9r4S3NaNEkRHRti1xHKN1y9nZKb3egK5db9+n8JMfTYsz3gptOwPIbaZNbsmrn2Upy5rHjx+TpAoZtqS9hPtffMkPf/Jjsizj8PCQu3dfZbPZ8MknnzEYjPj8p4+QUjIcTPykBzFp2iPopzR1x2q1wjoLCMqiJggl4/Eun332U3bGA+7du8fOeMj9+/d5/Y277O/vE0URQlo6XRMEiufPn3H37l3eeuttrLUcH98lTVOKdcH8MufycgrA8fExH334MU+ePEGpkDBUgM805nnO5dUZ1gFBSGc0cRjx3e/9KZCCs+enzBZz5tMFr77xOlmvx2a1Yb5Z+RmmXNPq2pOnwKHpuHPrCIthOrvClg0HN/Z46+03qZqck5MTLq+eI1drmrojCKHfiymLmtOzp+z0x8znS9q6pakanDOESpAkMY3wBT/r9ZqqKZGBwAGbPMfiCKMIpWKkUuRFvrUmd1tiJxAiJNralnGOKIxYLLza5mxAVRqiSHHnji+wMlYDGqlACotzhqLQhCpAyQCnJViHsA4hIEtSlFJkSUrTNMzn85ezLi/IZagC4tDneZVSsCWbYRi+JKX/Mkl9WZi0VYSNMTglwfFyNsbgsNagW0NZN0SNZr5ao4IY4yRVZ6irjrqpCGQI2lv+Z4sNO6Occrlks1gwGe1wdnFFvlwQBor9YZ9sMkBJgTMa8GTbdf4QAeHQ1mHbFldp/7NwmidPTn0ONYkRzuA6y/xyQVs1RFGEbkvqskVgsBaSMPPWZtshhSNQvsgI3WG7ACcFscrQXUfV+eknqzWnl0+RUnL37qs457i6uNy2GSuM7mitA+tIk4Su3TYbO0PZloRRRqBAqYBWNzRViXOWtir/7d7ErnGNa1zjGte4xh8JX4ngzWg0Is1ipISqLmja2ue+Yq/itW378mHOqxsBQRBS5DXOCYIgYjgc0uv1ePz4MU+fPqUsc0Y7feIkpNMVna6QyrC7n3Hz9pgbR2PCyDLaSTCuIwwl/X5Gnq85Pr5NHIdcXp6zvz/h8uqCru62pUa7/ON//GssFhuaquPenbsIJNOLS6bTKUop0jT1xFT73JlEoCSEUhIGCmstxSYnX+WY1hDIkCRKSaOUOIhfloYESKQTOMPLNs2maSiqkiAMQQhOz1YIG9LW2luBO0msMp4/uUAQgVGU6xZFSBQlYEF3hrL05DTL+gRBQBjGSClJkhSlAoaDHbquA3yWdWdnh7Ksmc0W/mFVRpydXvH48TP6vR1uHBwxGIzQWlNVFdZpuqZCOp8PLqsSY32Dp3MdDk0YBv7z1g1NW4OSREmCUoqiKJAKsl7C3v4ug0GPtqvZ2RmSpBFSia2qvt1u3G5KOudJg9jmAoUQPqPaacqyRgjF8fHxto25QghFWbS0DWzWDW1jcVaxM9pnsnvIk8dnXF4sEEQk8YCmtgQqppcNyLL+NrfqW0adkygZM9m9QS8bsVpu+NGPfsL0ypOat99+E6UET56c4JxhvV6SJAk7OzsIIf2kUdJjONhhtdxweTFltdpweXnJYDBgvV7T62d8/b2v0XYVZbVhuZqxydd0uuV73/sef/kv/8f0+gkqgLLJefzsEY8fP+JqNqVtW/ZvHLAzHrNer5kv/RRSWVdUbcG6XFB1OZ0uado1470euwcDkr7iF3/pPyCvp/zW7/wa09lzHDXT2RllmZNmIXv7Y46ObvDa63f52Z/9Nl9/711u3z5iPN5hsjf2JEa3tF1N21Zo3W73bD1x67qO5XJJXddblVLgsDRNRdNU5HlNVXUvt3ajMCUMEnAhvWyH1bKiax3WSIq8pci9ul9WG7quwtgOrVs/9ZPnBEHkN4kjT0AVfgv4RWNumqaEYUhRFFxcXNB13R9QPYPtBMwLNVVK+YcKjl5k4P/V5l3vTNDbLdqOrjVY48ud6qolz3PKpqYoKq6mC8ptS24YJQQoRtmAXpSiq5au1vR7I5yRlGWLc/47HKkI4SAJI0Y7A6/0Kv/dkM4TaWteFIIJn+Pv/GtXTUFrNHarTEupUDJCEFPXmtl0RVNa6kpTVxbdOGwrCGVMU1a0dYPTBiUcyjmc1r5lt65QUoCxLw+/cJLz83NmszVZ1t/O6vhDKGs1SRyjpH+/gyyllybEoY8/pHFMU5UU+Zq6zGm7GmM7sjT+Qw6ba1zjGte4xjWu8dXGV+LOXZQbrNUMhz2cs96OqLxKKpVAKIUzeHLaaPpJgnWSwWCEER3O4h9oG8WtW7fQpmF5ueLW8Q12JyNmswuyLGH/xi7zfIQMDWksEYEhjCCKJfm6oCpzxrtDOl2ymJ2TJYpQOWzXerUTQV1WzC5ntFXLwf4hf/fv/gqDwYhf/MVf4u/9yv/NaLjDar5gp9/3jN85HMbn30KJE4L+YEhTFkynU6Qw9NMDMI7ZdInDEUqvtgwHA8q6oNEto8NbREnI+eyMw6OboAJ+/Td+zP5uxOOTM3QnGfQndMZydbkmDkb+QZqEpi5JlKIuNE1V0x8apFJsNhviJCSOU4Rw1LXePtRXZKkvcnr11VcZDXeYzRZgFMvZnNnMP3jOZnOsgzvH53zjG19nvdqgVEiW9LFWc7mesTvaQwmBtpBlIc5o9idjNus18zwnjgOcM9vinx5oRX+3z+K8RoXeOtvohjgJt2RAgQJjOvr9IctlzdGdQza15vLLJ1614oUJE5QMWK02DIZ9LmZrZrMZg/OE6XRGb9Bjd7zP3eMhf/JP/DyfffYZT5895uLikqvLJbvjPfrZhCAIsNayWdVeud/MseMAYyxdp0kSb+OsqxalBFdXM1597RZSwa1bt6iqjifPH+FUTRiG3LhxgyTJePLkCc+fn5JlGbqzzKYL5vMleV6y2Wx4+viUfAVvvXHX2xm7hslkzMcff0iSRAwGPZQakqYp4/GYtq358KMfMxxlaFdxeHjEJ598RFU1HOzfoNcbYK3l0aOTrZonSJL/h703+7EsO6/8fnvvM587xxwZOVVlZVWxyGJRRQ10kWpJ3RIMui21YbRhNGDANmA/+NFPhl/adv8X9oNe227ALbckCBJFUaQkkkVSZA2suXIeImO605nP2YMfTlRSardsw3KT1d2xgAASmRmZkffeyLvX/tb3Wwnz+WOkp3ju2es8eHCfpmk4uLRP0Z4yHA6QXsXHd99C+h2XD7aYTBKcqphMRmxvphweHrJz+Qr3bj/g7HROHKToxvHk8BEYSVnUVEXGdDRDCIdU8ODwPtevPcvx8QnS9/C9kDvvvctwMGE8HlN3NVVbsS7XRGFCHKXne8IGT4Wcnc5JkoTxZERVdfhegrMeSZIgRUNd1xweHTIYBcRh9LQGZzgcorVmEKc8OTwmr+ZMp1tIJFZrPOFhlcMJaHVHlmUYYwijfkdxNBqRZ0+ompqR602nUgrnCSyOf5myC+cG0Fq6rr9AAc5hWQ7hCUzXMRwO+z3rpmaQjlB+SNu2eJ7HyckJB1eu9d2o0mM2mfZUX90gkUgjsG0fyQ1jRVc1PLh7h2EckYYBpmlZVhlC+CAsQvSv508iyiiFRBIGAitqrGsROIRUdNpCa/GkwjmL1P3nnZ0usR10lcVgGA5SbAcnZ6dsbU/BaJyB7ekETyqu7O8RBh7lYolEYHTbP5ZdjlI+o1FMWzdkqzWDwQAlDdZpkjCiqkqKoqRP1Et017Ber+mcZXNni5FO8JOI7f0dRhtTokGIdvb/8jxc6EIXutCFLnShT68+FT2l/8V/++tutV5w69Yt8rIgDEPiIEFrwzTZoMkbulIjnUcgQs6OVwgZY51Do3FOM94OmUxT4mHAeGPIxu6Ud99/m9Y0TKcThKdoupqq6w9TnorRDQyjbYRTnB0v+fiDj9mYzfjP/tN/xNUrB1hree/H7/D913/A48Mj9i9f5my+pChrNja2ODw85Ld+67d45tp1mrrku3/xbcajAR+98w5DP0AJiZA+q6KmblqE8gnjiOEwZTQesr25QacbHj+4T9OWrNdrJhsz4rg3OQiNMRrlS5AOGSqMZ5GBzypfcXJ2inASV0iaup+CaQutNpzOl339iydpqoKrl/b7CWS2RnqSRXZGMohRSp5PfRRC9uTSmzdv8s477/Dhh0fMZorxeMwgnSAJODtdcO3aNT786H0+/HDF1as+xnbs7m7ywmeus1rNyfIF62zBpf0DFvOa9apESMN4OiLPSsJgwMbsEm0l+Mvvvo3sFJuTMZ9/+SXiyEOYFt9W/VQJA1bTGk0Q9uTZnb19cJKqqnn/w7t0dcu6NqwaSdP1kWeL10+AjEMFgjgOMaJlMIwQUmNFjR8EeF7A9WdvcPfuXe7fv4+UPSjn2WefZXNzm3ffffdp36JzjjiOWZ2dEscxzgnW6zVam3PjajDGUNUZz9640sdLheaXfukXefD4NkfzOz2wyjjCsJ/mZFmGPu8L9byAqurhP1JKurqjKTVd2zIaDZhOxxwdH3Lz5g2iKGI8HvP888+T5zl37tzjO99+nUuX93ntl7/E7Xu3mZ8sqCuLH8ZIq1isM6qsRqkQbS1tXdNqDQYCD3xfkSQJQeQxnQ0xtiZKfQ4PH/PSyy/yzW99g62tLV79+Vc5Pjrh3XfegcYSej5x3JvG4WDE0eEpG5MNhoMJTdMxny/Z2timyEs++OgDZrMZBkccDXjtta+glM+773zA17/+DcajKWEY9pFd2/WPRzigzg3OynPz3RJFfa1OeP6aiKLoaWS2v+CasLUHnckx+twsOocnAgIV0NYdbavBOBRBX9ti+r7OoqkRziHP+0WllFhgkI6Qvkddt/hBQBiGnJ6e4vs+UnpPSbuffB2fTFPTNH16WfJJ8qOua6q66SO7umM8SkjTCGsMVVPihx5F0+KHMZ0zhGlKGMSsHz5iECdk65yqadnd2cdhyPM1gyhCmJbN8ZCXb1xiGAcEEkxTgjCUjeX2/cc02ievHSvt8eT0DCsdXigYb4559oV9To8POT46Yb00+CpiOhqCsJiuBUDJfuVgOp6hO0tbNbStJl8tmYw9xqN+N14I2NscI3BMhgOWyyXO9lPSMIhxoq+B+uNv/ZCsKHnpxReYbUyIQo8iW9B1DUoKhklMEAQszpZY3ffH+kHEnYf3me3vcPnqVbI656NbH2OkQ8v+z/3a792+6Cn9W+qip/RCF7rQhS70/6c+9T2lg2GCNjVZtqIzfS1MEHp/Lf7WdR2eEHhRf9ArqxqpfJQvUZ5/XgXSm4LZbPK0IuOTWhnpe8znpwxnKXmxRrc1s+kOUZCQryru3X7Awf4V/qPf/C3+wW/+A6oiQzjL888+w8HuDr/927+NxJCed3Pm2YrJZMo3v/kt/vAP/5DJaMz87IzJcMDWdIaqW5RzmPM90jgKSQdDBuMRyvMIfZ+uM6wWK46OTjCmQwU+2kBVa4xukco+jQfiHLYxWKBqSvJ1zng4QTcabXoiqfQCIs+nzUuMFZiqYTBMGYwmWCRdXT89CI5GI4IwJAgC0kEPF1mtlnieJM9qsnXFIBUk8Yi60jT1gtCPGQwGdF3HM9dv8OTJX9J1uo9fx0PyrGa1WhPFEUmc0nUGtCRQIahzuIqoSJKEa9euce3yTW59cI9qWRPEAa3uCK0kTWKkga5tMQZO52dUVcHzL95E+bIH9ziBFo7xLGEx7xiGCcvjHPf0Jd3veSIgClOqKscKy3g8JopjpB9zOj/F8zreevtN1quMq1ev4nkeZ2cLPv74Y+bzJfP5nN2d3tCfnJywXq8JlaQsy78Wxfxk8iSlIk3GBH7Miy++QNNW3L93yPbeJYpmiRR1H88sOuJYUpWawWCA50VEYUISj5BSnoNfWra3d9icbfD2j99ACEcQeDzzzHU63fDGG2/wzrtvUZUNSZKSpBHj0YDf+93/gyfHh+xs7jMebVN1JcJ6HB8eg5EcHGzStJq26OjqhsDzkUqxypa0uqU7a1hnMX5sEEt47rlnKcqMn//Fn2e9XvKtb/0pxhieuX6DcTjl8cOHrFYrmrrFUyFCKFarjLbVWOMYjQbnBt2xs73JpWv7OOfIs5YnRw85OV7QtY6Dg/2+Y9h1CGl6II8v4fwyIY4G57H6BcvVqo/PegqpO8qqIgzDftqOwlEThAOKZUtRFIRBTBqnSKN6im6rERacFf2lggywWLQ2BFFIHPfgp7IsaXSH7gx114LpwEm0NZSrJdoanIYo8J7GeD/ZIf3ElH4SVf1kH9XzPKIoJk1GVFVFUWasFks8NWGYxDjXR/MFlrYraY2lNS1Lu8BrS8LhEJPGtLqj7frLlSiKWGZL0tAjiD3SYUSgBNJ2dNJQFBlOxiAFQkqEcui6ZTBIMNKSFQvu3jnixnMb7GyPiSKPbGIp64752Sm6awg9n8lkwmQ0RjkIY484VrgkIs9LVvNjfBHgO4EKAkJP4VlHWeUc5/0EdF1V5EXBaNRXX23s7GCMOTfvQwaDAVHoEXgW3bX4UmC0pq4q0jjBk5K6asizFVuzDdpOc3x8jBN9rU5WlX9jFc+FLnShC13oQgCn//WX/sZf2/yfv/NT/Eou9Ff1qTClb7/9JqPRgDSNWWUlTVP1IJEwpGkqoI/AKaH+ymGvn2pIX+D5EAQ9gVcqePjwIfic76Ea1uua3f19RqMJy/kC20m6xqErQd51oH1+7rNf5D/8D36TL7/2GroqkM5DOIuP5bUvfZE/+oPfZ5ktsUag6/I8Wmyx9H9PVuR4YUBRV+gnFXvDMQLgPN7XA1rOaaNhiLCWMsupy4rQD+ikpDWOsupwrsboliQOzomfHVEUnE+GDVVdkq1yJqrfeUv9MZONGV7gkxUVx6cnxGlK17RIpUgGKUGkKLSh0zW27Lh0+TIf3fqYnZ0dbjz7Aru7uzx4cI+zszPyLCeOB3heiBCglN9PEOMY3bT88Ac/5J/8k3/MydEhH3zwmBdu7vDkyWNefP4ay/kxo3TE8zee5c0332a91oxHWzjZsV6VXLp0Gd9LODw85MHdI8oyRwqfsizxfUUUBzRNzd2PP0Z3DaPJkKqu8OOQje0t7t+/z4cff0BRFIwmM3b2t1nla+o8x7r2vO9W4eiBR0Io1us1iJ5cbIzl9GTNdHOIkgEbG1Peef8dbty4wWCYnhsIw2q1ON9Ls2T5ijRNGY0H1HUNRv8kiul6E9JDkBR1VTMaD7h29QZHR6e8++6P+eIXX+X9925hpKaqOlbLsu/tHIIgIInH6E4zL5YIIZhMJv201wiWyyWHjx7z2pdf4+Nb7/PMMy/w3vvvABbfV+zs7LBe50wnG1RVS1nmzCZTfF9xfHhGvmpZrQvqwrCxucNyvkbYQzqjUUIikehWs7k1A+ghQNUKoSARgsbUOOf4+NbHFGXO1atXObhyrY9V1x1PTo+4c/t+3xtrIJM51oLudG8wjcMZWHYLJIrBMGK2MebjW7cYDmacnJ3w5ttvEcdDyqLG9/vJp1IC5QlGaYwnfbJlRjIY0LYZG1sxbdsSxzGLxQI/VFTNGmUjpPcTc7jMFuRlSde24Pp/q20EAgVWIqzAdBZpevPrrKNrNB0OK3pybt3UGGsp6xp1Ttv1vABjdG9SpcAKQAqkkH8NbPTJhdon8e9PjOknplS3BhsE4BIaNAqBsxYJxEmEDCVVU6OcJIhC6rYln5dUdUajDdq2FG0BXb+rKQOJinxUqDhbnxEIzTAK8D2BxWCdpdWa1kgM/SVenq8RPgS+QKiA+/c+wNEgvYCy8TBWkIwUwsUoJQhihxdpXOcQsgWhaNuWqssIIkHke8R+QBwGBJ4gkKCFoOlaosBjrtt+f1V3SN9HBmEPiDr///4TQ2l137lrcQS+TxwG5KucutNY2+/FxmlKW5asl0uk5/XxZc/gggtTeqELXehCF/rr+r8zov+q33dhTn/6+lSYUugPbFprfF+cU0V7A1dmGT4h6nzvqes6mqYhCGIsPVXVYbBWnPdTKpbLHC/2KIoCJ3pYjlKKqqxZzHNCb4BHxDDZYHFUI6ziH//3/x2XDw7IlitOnzzh8sEefqgwGkZpxFe+/PN893s/5MGjJ+AMSRySDKasshzf92nalizLkDgOtrb6Unoh8PwATynatiFbrynLkqOjIxR9zM/otoeddB028BFdf5iSeIRBgnAWtGC9zlG+REYK4SS+9NCtpi5rrC9RXUMQdQjloXx5XhOiqKqS6jjDboxQwuCFEmsNj58csru7T1VV/PEf/wld1/UT6LIkSSJu3rzJ3t4OnW740Y9+SF3XKGeZTCbs7k15440f8sorL/PlL/97vPnWG7Rt+/Qw3k/5DEEQMZsmZOua1fqURrd4gY9gRZF3FOuO+bxic+ITJ1G/D6gUTgr2Di7TViW7l3Ypq4y6rXj9+9+j6xpO5mdEUUQ8SlA+KB+kL3HCgFB9zwaCnuNlz6dXCmMc61Xe16gkfbw3y1a0XcvlK3s8enhIGIZ89nMvkqYpDx8+5s033qI3gOJ8Yt/ii/41q1RfMyKEwJqfEFe71vDNb/45GxszmtrwL/7F7/Psc9eJhoKy0BR5hzEWT2lGoxFl0UN/qqqPLAdBSNcayqJmOOhhSm+++SZZviAIFMcnT/B9wXg8RilF29a8+daPEHjs7e31dRl1c97z6JHGA3zpaOuO9Trn0v41ZNM8BQyt8zUff3QHz1M4YTHW9SCgyCOUIR/duk0QhFy9vt33UZ4c4pzAtIbLk6tIEZDEQ1bLJScnZ7SN5mC/ny5jodMNo9GkN8uR4uzshE5XnM2P6VrL9s4Wo+GUR48OaRvN/v4ulw728DzJ0dEhecoemeYAACAASURBVJHx7I0DVusF6+IMYwxFYbh6dYfPf+EmDx8+ZHN7F9/3CYKQtm2w1jAcDRhPUpTzseeG01QQBCHzowXGOkxnwEmcEmAUzgm2d7apqqqHZI1GxGnCfLmiqho8z0Mpv08cyBjv/NIplAGeVE+n5p98OOdYLpdPYW2fmNLQD4mDGM8LiL2I6U6MMS1dXWNcy2peUZqavK5QgY+xMZ3WCAXrak3daITn4ycBp2cLfF8xHSUkw4R4moJvaNoGr+vopCQcJBSVoNUdjQZjPZRSPHvjOh/f+Yi6ytg7mLG3OyHLzhhOxhzOS9qujz2HYch4OGJnc4vZdMo7b/wY/AanJUW9Ii+WTEYDZuMRk7QHEnkSlDRMhwmNbp5GoYeTMVb2u6xF09JqQxL14Cnh6AFxrqchW2dAefhKIc6DpAqB8DxWiyWdFPhRiFACbTVRFKGigKqtfurvYhe60IUudKFPp/7fGtJ/+XMujOlPV58KU3rlypXzGFtLOugjeFYLdKfPC+47AiFB8BNqo7BYa7CY/iDjHE3T0FiHH6mnPXl5WbC/v09Z1mRZhSLGNJIgihmkGzxY38OTgjiacPhoDtoQqJT5yZrxZMhkPKTMD/niKy8DUP/Z69S1Zmu2gVURqyzHCUndNoRxxNbGJlJ3SAQCzsEn/SStbTWuaWh0hy/7qa/A4nR/WHW2D51i3XlsNwDTd3XqWiNlgO46lJAMBwMao3tT0pW0ZUakB2xsbhPHPnVX43keeb1GNw1B0BKHAWHg4UnFZDrjwf3HeJ5HmgyQUlLXNbrLkNLj9LQnxqZpzHA4Ym9vj65e8/DhXcIw5uNbH6C15qtf/SpHx9scHz9mnS0RwrFaLTg+UUgJSZRy/+4JedESDwX37x4xmQ4YpDNefeVLfK34E3wRsr29jbEdR8fHxGFE1/WH7vF0RjKMaXTNyeKIw+NTLHBpa4MwDnlyfEhZF2hLHxGl34sFeX5ZIQmjFGsNRVVhjEBJn7rSVO2aKEnZvzSl7QqkZxBKc3T8gPl8ztbWDpcOtrl8+TJBEPH48WPKKqNqOnyv3wl1TtBZA/QTso2NLbTWtG1Nti6xVnBw6RrHR2dcHeyD9VGyfx6k8BB4NE1LGMZ4XkRdl9RVS9cZqqrBascXXnmZ777+Z+zubXL79m2ksuzt7ZDlaw4PHzEeT7EWfvTDdymKnOtXL9HVDcMk5f7dY+JoxDAZc/fOYyI/ZBAPKLOS1vQXIvkqJ0hiBsMR2tRsjDaYbg0pqjMm21MWizOcp/jwg9s45xiMhv2Fxrrg7t37lHnFIBkiUIxHUwZxShj0dT6ovic2Z4XuGrIiY//qDkoJHh0ecvPmi8ym29y7+5CHD4/43Ode4PLly1y5ctATWF1DWnl85uYNqqrg+vXr3L17l7OzMx49ekQQGTa2EsIwPAcKwWqVU9ctJ6cZvh+inE/bdujWQNs/Z4EIEYCnIoQVCCdRShDHMVnR9/s654iiCC0cZV2hPB8/DPrLL2v7H+se0qWkQgpJ27ZPL2j+aiep1vqpKbXWYrWlzhoGgwHO95hNNymKrk9IpBGzrSn3Dh/Q2Q4nHEWRUTU1wyCi1g1WCWabY8bTKY9PjwkCn8enR1RtymjiszOeIcMInEZrQ+QFSK+/8HFwHuOF+fyM5XJOGMP21oxnntnn3R+f8OToAZ0MkUHI7vYWgedjTccqe8J6/QSpWjpb9K972YJqMbamzjM6IZBhXyNjjMYPfALlUXc1SMFkNiWrapxSVE39dE3DP6+8cqaPOGN9cP3FUtcZosDD+QrdGqpOEwQBKInn+zRG9/211oI2aNP+1N/HLnShC13oQp8u/X8xo/+qz78wpz8dfSpMqdEtZ6fHRKFiOBzjnMKcT4yIJRJFHASYRqPblslWgLU+uvNwsq8FqaqG7dGMxpRI4TMaD7F05FXG6dkRw8mQQeKjc8PWbJNROuOt73yfF599kZdf+iymOqRYr/taFwIGgyFZVpEXKSoCGw74xS//KnntWGTfIM/mKC9mezrk6HiO6Ax7lw6wUtE2jjZwTEZDirykrVoiz8dpx+bmJsZBUZVk2Zq87g9qnh/gOo9q0SIEmMCxDtx5RLhjY2dCXuUEcYhpNNaAdJIoShhPZtR1S7bOOX5yiqcCbN3ifEVI3Jv8RlEbQbbqUMIRB4qN4R7S78mgh0ePadqKKA1JxjHO09x+8DHxIGK1WnB42tHmJUoI2lYT+AP29y7xR3/4Daqqocgtjx/khOEGvhjx+H6N8gccHj+hxeOlz32erdmMxw9vE0QBYRyxzk547Vd+jr/87g+YTRVX9qZ0o4B8uSLemFK3DQ9vfUhZF2T1mqLKGI6GKD9gPN5DG8FyVWLsDOdAUqCkwgHCStpWI6WkKUqCOMR1LYPhhPnimCazaNOyPIEr165x691H5/UkNUEQEoohj+4ccf36dcpVy+PlcU9i1WBbGExilFRUVUXbVCgEYRKyXj9BKYEf+ixWp2xuzWjaFV/5Oz/Ho+UHpF6LigVd17JenjEW+wSeI/Ic+bpgnAxYni0JgoBEpZw8WfDG9z/ilZe/zK07H9B1AbPJhLKDZLTFWVXz8aOPiNMBCw2xCrl/OicdT5hMZtw9XCAHAVVXc/2Fq7xw80W+8cd/gRCKyI/ouo6NjS1aV2JcjgolXgTataSTAUiPdDglX63ZHV/hzp27tIsCsV5QFBlXD3bYnIzJ1xmhUERO8tylKyjp8+DBIxaLVV91JBI862OqnNvvP0R6gps3nufSpV2yLGP/6oz/5kv/iMOTU45PTvngSQVCcbha8NJnnqcUHQfPXeZofsa9oxN+6Ze+xGj7IVprvMGY733vu4Rhvx89nQ5pM01UD2hzQ911DJIUa7J+f71pCQIPEFgDi6yicjVeEOGHAdpawnR8biwN8/WaJEnwhMQ5S5ln1HXLxmSKRCKcozIVzgpWZ0vaukFYhxQCrEN6Co++Oqhu+0upeLRBbSTzdcsoVdSHTxilHg7YmE6RDvJFSd1YrPCIBlPyes1wOqIqlnTW8OLzzzKcDPn+D7/NK1/YZzq+StfWRJ4kayqkdURBgOta2qLDtJZxPOOsKpDSR59fGBzs7yMCx/Xnn2fVLqm9gFwb6nrOYDCgWEu+984DNmce+/v7xGGCVIIyL5jNthlEQ8qi4+jwlHhbIosWP4Yk8Ik9gbSGYrkgTYZcnm1TlC2y1qTjAcUiY2s44eTJMbJtqcuaKlsxin1iT2KtJgg8hOeT2Q6tHUYoZOChECjRXyiEysOLUuqupWhKkiD4Gb+rXehCF7rQhX4W+tsa0Qv97PSpMKXr9Zo8z5lOp4wnM8qyRAqYzWYcd6f4SPxAYU2H6CzGtehOIEWI53s8++wz3H74EXmeo0JBURQYqdFWMx6PkBKiKKCtai7t7ZKdlZyuO/6n//F/4IXrN3h4/z6//7v/O7PZhOl0SprMqJsG50Kc8IjSMUZY4jjml3/110iGI3785lt0RvC1P/4W165eJ0lSzk5OObj2DC++/DLv/eg71LoDKRgMEnw/xPdqsI50MGA0GrG9t4u2mryuuHPnPr7x8YWHFyriRDHbGBDGEhkIzs6OME7TNH0jZ5yEdNpSrvrYcF23lGWFcwI/8RkmaW8IwpDhcEieFwgkSvbR6KKo8YTk3t077O/v8corr7BYLzg6fUAQeNRtzXx1ht/4zGYT0jjE5C2elMRRSlVqjHEIoZDCQwofaxR51lGWBU1b4QURQnooH8qi5rB+jLCC0A9wRnPn7i02t7b4uVc/x+LxCR9/1JJKn3E65N7tOwjpcEogfUnkRxzNT+m0Rectk2nFcDjm4OAKb735LtIL8f2ALC/AKeI4xVmBUj4gaOqaOAgxXQfG4kuf0WhAZxvydcnGdOtp5LKu+723wIt5/PCo/3kDwnoIZwj9CKyg0xqrDYGSGNvhjGAyTfuOTWGxeMw2Buzs7vKXb30Xb5CD63swkyDE8wckqSRQMV1nCDyB6Sp2tjYZj6fcunWbq1evsl7nNE3DbLZJWQU4azHOESUDqk7z8HDOZNLyK7/2y3iex5NHd8irgs7MSQZDVus1SgRMJjPu3LmDwxKFCZ7se2+bpiEceghhAcv9B3e4dHmfSTSkqipOTs6QDmgUs+E2169c4/KlK1R1zqOHH1LWDXVVURc1bVlx/+4DnLHs7V1ivcwYJAPCNOHOnXto2zGcDXHC8uKLL/LNP/tTklGE8jzeevcNNvb38fyQj25/xMGVZ3jm5nNkVclH9z7i61//Gl/96t+nblv+/C9eZzbb5M6dO1y9epXnbn6GFz/zHFp33H9wm6qpidSIrCmZTqccHT6haypGScrG5pRsXaAddFrT6Bbr+lho4xzLvEAIge/7gMW6fsrZlBVxHOMhGCQR0kHTNBjXgetfY7QtARKJwUMRRh5ZnqOtI0pCBqMJVVOyyDPUYAONo24bStHhewHZcklVF7z82c+ysbFF9uAQIwTDZIR1AU2RPY3BZtkKR8vOdoQUmsX8mDQOGY6n+DKkqxuk9PFDH9s1RGHCMJG0jUAjaZueBGyVYZ2teOPNt9jYT0iGE66MBuzt7LJczomCkDSOGY/HOAPzsyVplKKlQ0kfq8EYhxcEbO/u4DuHldBYjSn6rtEkHmCMoygb8DxCP0I6SddohBDEcdQD7mSKSRNcW6K7Bmtdb+wdOCRWWNx5MgYhkA6EddAHafpor7ZYoX9m72cXutCFLnShf7t0EeX96ehTYUqbpqFtWybT4VPipTXiHHrR4asQACEUQigQPUREyT4yeelgj1sPPqAoKoZBipCOosxxsiaMQ7JsRZAFrFYrtkcjoiji2uUb/MIv/CL3P7xDmg6o65a27SNgzlWEgUDJBOMEx8cnGFtzeHjEIEnZ3zugrVqcUPzJN75F3ZSMplsEYcPJyTFxIBgOhzjTYQWYtu13YhW0XU25aEiSBOF7aGuo67o3BkFElq1oljXT2ZDnXzpA+paqLZBK4HuKuu1wQhAEAdr0ZEstenPohf10wElHURe0piWQAdr1B+9Q+aAkuvkJJCYMQ7a2ttjYnNK5hsdHhvV6TdM1DIdDptMxTjqSeECnSzwpmc1m3Fs/Po84CrTud7mCIHi6i9dXi0QoY6Ao0aZBOoGuC7xIoPwetHLv/h1GN186P5jGyM6xXq8ZjUZUdUFeV7gOpO/R1IYgjOl0Q1FkRFFENLCcLB8yGW/h+R6jUULXGcKgn2L6vo8xjqZpmU4ngMXzIqqyJYgj6qalPTtjOp0ihKBtW1ar/uBvTP/cfGJQ+udQ4dNPcKqqotMN0gPou18dHWVVs7m9SRhJ3nv/XZCa07MVn722AUiiKEJYRddqqnWJCKAoKpSUGK1ZZ2dsbI4ZjiKOj5/0ECFalqtjVus5o8mQPMvY3tvm6tWrnJzOWa9zlssl2WqBLwXDZIjRjtFgSBqnjJIJSvkIqxgOh0jho7XFCdWTkk1JUawxGOaLkueeHyBQtF2LQhEnMQ9vPUA6nySMKbKSdbYkiekpy04SBOHTvcqvfOUr7O7s88KLLzKfL/nO97/H6ekROwe77OxtI33J69//Lr/+G3+X13/wOnGS8A//k/+Yf/rP/jmj6QwlJb6AQCqeHB/3Haubu/zozXcYj2a88857nH7vB9x87iZPjk+IYp/5ct1/P1jJ7v4VYjvk2Wspf/bn3yQdJEzHKdvb2ywXa5wU2M70j4EFIRUgsQaSMO5joZ4633VvMefx0CCISKKYMAzBgNM1OINyAtlWpEoglcR1GiUckSdwvqTpNE7XdE1FUxeM4iHWddRagxHUumMQCRAC4wQyCvvLpzjGCEFV5whjiIch1kHZ1BweHqJO4Pq1a0zHE5QQeFKghGS9WGLaDt8JHJKzo0N8mZLXHVnegReC8JESgiTBeJq6rjk7q4hSHyEsRVGQZQXe2EegcLbvCd7c3KQtNHhgraOt9TkPwKfWDuMcTVfiC/C0JW77XfSqrVnlFSqMkEFAVVQ8fHJM1bU4T2IEOF+hVEJna6q6AyxSCNw5fMoJnpYQSwTKWXDgEODAl4rA87AXRSYXutCFLvTvnC6mpP9m61NhSrXW52Xylrou+85AK6iq6mklSk+w7fo9LWMIwxDdWbrOsl6vqaqKOOkpsYPRiLzJscKcU3KhrnuKqO8H/Ppv/gZ/57W/S5FX/PjH7zKbjonjnuh5dnbG1aub53t6PsvlkihVzKbbGH1CluWsVhlFUfCjN99md3cHY6CqC7quIYkTlC8RRp7HayPO1mfnxlv3E6/tnZ7IKcRTSuT+/j5d3tE1Ptp1/Q5kkSE8Q92V/S6ac1inz6FO/R5WFEWgVH9wEx7OWJAW6TvGkxRtNKvVot9rs/1BzknHYnFGlmWMRv3U6sMPP+RkfvS0O7MsS65ev8rW1g4f3voQU7fYuqWrO3Ae8/mcKErwVPTUVBdFQVHkaNOSJAnGdn3Ho2vwg4T9nW1ufzgnz9dsbm/0/Y5tw71790hlT94cDGJs22F0fwgt245Wa5SnGMYTHh+dsLUzZTaZID24ffcdNrYSXv7887z33j2yR0vqpsW6lqYtiSIP34+J4+j8MQMp+teT7lwPdhpG5/Rfv598/ZW+ySRJEOfPU9d1CCEIgwiERXn9gd+4Dj9QpKOY9XrFzedvcDo/Ynd3B6FahuOAg8tDsrzvjvUDiXSCIPRplAXR0eoCqSW+H1JXNYvlMeNJQjKIaZoG4WquXd3Hjw5wAh49eUy2XCKlZDIeYrRmkCRMRiPKbMlsPKEoKqIgASeZDGcsFyuaSoPrqbJV1VAWNZ5QTLdTRuMEiyEMz/Ck4u033sKPQi7t7jEZTZjHC2Kv72ddLtfUZUlTdOfkYY8oCAg9H9/3effdd/nBD37AYrHg8eEho40pN56/zs2XnudPv/3nfOZzL/H3f+s3+drX/4gHDx/y3As3+P0/+AP29vZYr3OEc7z/3nt85Zf3SIKIbHXG2WLJbCI5Ob7NL/zil5iMJrz/4QfEYUIQ9hc21sBkOiNNYnTuuPfwLlYY/FCxubnB7du3iMMEa6DrLE3XnV92BQgUwimM6ZBWoDHnNS69WR2Pp4R+APR7j7puMJ3Gl5J6tSTxJcMkxcPD8yN86aMEtIlHWbfUbUXXGYZeRK4bTCswuuv3YSX91FJIVBjx5PQM4flITyCkwOiKMPT7GDoS6XtAf4F0+coNfKXY29lF1xW2bfCiGC9OGaYDaFv293epK4tTDdpJ/GhINNng1sN7hB54vkcUJVTlkqLKadqKMAjQuk+I5Kuc+XzZ76NPelKztbYHtFmH5/k4qyirmo3xuO9oNpowlFhjMUJhpU88nNBZix+lWGNptEM7UHFI6wy265DWYrG9SbWgnEXgcOdEZCtBWIvCIZ3AnAPGhAAhJMM4RdsL+u6FLnShC/27pH/dhvRiWvqvX58KU5plxdPyeeU8RqMRurNo3RHHMbEXIc6hIVprdGvxlaXrNJ013L7dA1hmswmaDs/zCFyAFyqKqmB3dxfjHLPxjL3pJaSUfPvb3+aHr7/JFz/3Kj9++13e+NGbeL4iTVOuXfsMSTJgva5ZLJaYRcVbbx8RhiFxGLC3d4kb15/hh2+8BUBRZNiqJAgiNjbGdF1Ll+ekUchgkLL2l31Msmtpdct8fkpRZBgBnbE0RlOWDbN0xv7+LskwQSrDYnlGGPtEA5+y6qjbCuRPyMRhGLO9vc2qLqmrirLu48FxmrC7v0uZl6zWa2zX4QU+ZV3gSUUUJTx+8pjpeEKrG87mJzRNRVmVHFzeI2o8yrJkcTYHYWnKCmUhFIo8zzk9PT2fiCo60Rs7pTzquqKua6zrAUxNUSFCH6UgTSNGoxSlHEI4lBLMZhM2tzd4/833ufz8Z4njhCRIKbuM4SRl6m2RDiYs1xnGWeKg5eqVlKxc8s47P2Zrf5OXvvA8UlmKsmR7d8CDxw/Ah9YahG/B60D6DMYJp6fzcxMv2T+4QtuVrItTNja2KIoKz+vJzp90TYZh+NSgaq2fQrYCKYiigOF4gBCwWp+gAkk6iLh6bZfFasG163vsHewy2Yxomoqv3PwFnixu99UkUlIXNcY4pDKMJwlCWtana4TUXH/mgPV6Tez5xGnI48Njmq5jY3cf5XsUVclwGHP/4SPKsmJze5fLl64gVdhfDKwrlicLsqzgyv5Vjo5O8L0IrS1KBOevnb5PVHeWtm15cH/Bq7/wBQajlM1iG8+TbGzssLOzw3vvvMt6WVDXHUEcsV5m2K43K6EX4p/v91nTR6P77+mMOA5JBjGff+Vz/MZX/33uP77Pk5Njfu3Xf5UPbn3E7/ze7/Brv/YrVE2J8n1GoxHOwbPXn2G+XPHg/kOeuXKZpsg5OTrkP/8v/yvmJ3N+55//LlWjWT14yNlixRe/8Bzf/8HrhElI5Ps46WjrEqktoR/w7HPXuHbtGhvjGbdv3+Z0fsIgndB2Ft1ZrPERrh/DOeuo6gYpDb5W+FHY7xiHEZ6QmK6jahtaarq8pGta/NDnytaE569eYn9vj9iL2NyckcYDuq6PRxdVjXaa4WCMFyr+8E++ya37jzmcF30ljZdSlRWrqmBVlpxka1555WUeHj3CQzAeDEiTmLyu8ALFeDIhTnyOTxxlXlCuW04fP8EHBlHIIEgQyqeTNbquGI9SiianNjV5lWHrGr/tCEOfqi6gE2xIySgdIz2JdS111dF1LWGcsLm9S12WrJcr8jwnEBG601hhUMInDEOKpqbqNDKIUFLRFDmpH9GahvlyDUjS0YTT5QpP+ni+R2cFzpOkowF+FKK7hs4ZlJQIP6DVBYq+bkcI0X/Qx3Q9BE64/r3BuXO8mcAPAjpzEd+90IUudKELXejfJImeDvuz1Rf/3pZL0556qXzvnGrqAImuDIMoxWnXH4YbjdQ+deVIkxGt6UBoBtOEza0Jy3xBrXO00HihpW4rtrY36GyHtB7l0sM0cOPK8/gqxpSaJAp59PAuTVNxfHyM6TyuP/MC+3tX2b20j3Y1ngfDUYqSPd3VV4L56ox/+r/9r+zvHTDe2KBpGu4+esQwSXn+6jMEUjGfnzI/Pib0ezMwGvUAlaPjU84WK4wDPwxQ0qMpGgJPEg8SJtOErb0B2jY0piSKAuq24vhsTts5BoMBnh+xLgvEICEKfKSn0F1DdT651F1H07Y4A7u7+yxXGXVVYY1DGcFymbG3t8loNOLw8DFt23LjuWtsbW3x4ME9hOpjuEkaoYTENC3LsznOCdrGIITqJ22eR9dpoiik0w3WWjxPMpqljLemhJFClzVdVdGWBdILMK7vKhwMR+xM9thMJ2QnC3ZGG4yTAQ8ePEBrqFuDNRLPDyHwmK9PKboVo1nMxv6Qay/OaFzFnTt3aEvJ9uZVhsMJv/97f8STwxprIPRTRsMNsnVF11rCIGV//zK3797C8x2j6bCf+ujmqSlNkgSwrFar86qRgCAIGA6HdE2JtRohHfEgpiiXGNMw2RgxGke0uubqtX3efe8tDIaDg0vEiU9lMrTuaayR19NiEz/l9sd3mM02GUYpy+UaT/osFgs2N2cgDFm2Qvkeo+GErCzpWkfTGoQMmE43KWtN21iMFeTrjGKdkaYpvgqoqpb9vQPW65zDwyOqvMHzIuIoRSkPYxyj0YjV4pjhJEUpxTpfM5lNAfs0Wq+UwrMS4aCtGoSDyXiMMIYoCpCuj6brtsHzLKNJynw558r1A8q6QIaKVrfsXLrEaZFTNC1R1IOW3nnrbV599VWqsuTVV15lsVjw5NERh4dP2NjYwjpBmA6ZrzM+//kv0LYtX/ujr7O3t9fXMEmPwSChrHJeeOEFxuMx9+7dQTdLZtMRX3ntNb7zF9/m7kd3OH10hkQxGWxgjUR3irbzsEZircQ6R6NLOuOwOFTgEwQebdvinU//MJrI87BlzjAd8MKlLX75M9d5+ZkDptMpgedzcHCAms1Aa6gqdNv2dGvbT1+1hYdPnvD6j97k+2/9mD9+6wPC2QyRDimModYt167vMRqEzEYxb/7gu3gY9p55idY6dNMSRoqurZiNI5xtGUYJgygkCXzODk+QCLY3NpHKUTQronSEIyDLW8raULaKBw8PyaoSoQTpZIAMLGEc0rQFl6/tYa3GmI7F2Rzd9dTwa9eeYX22oi5bpAgIVESelxw/OuLm9WsMo4g0jMBZ9iZTkiAkz3MAonTEw6MjNnZ2qTvN177+DRarOVcOLvOZl16gKQs8AU431FlGGASkUUgUhujzFINzDmctQluUUBhn6KzFWIsTYH2FxfG//N5b4mf3rvZvh35d/sOf/QHhQhe60IX+H/TTjO1eTEv/dvqa/Wd/43vzp2JSGscxSvm0bYs8j10lScJwOKRc18ReSFv1EV9z3mfqeSFxEtHmzfnU5xxwZPs4oZPuafzSOYPnKeqqRWsYpGNO5mfYBg52Djg8OiIvCgK/37dbLmuOz05ZrivuPz4kHcdEgSAM/b6/NFBgNA7B/v4+b77xHleevcQXXvk5Hh0fEwR9/YKnfJCCdDTEdpqTw6P/k733+LE0S8/8fsd8/vqwmZGZlaZ8V3Wzq5tNNjUUh6IISgNyIWkjrQRSwiy010KbAQTwH5AALqgBBG1FDDGQoKHozbRvNru7unylz4jMsNd+3pxztPiCJQNBZsMucuLZZCACCdx7v7hxv/e8z/N7WK+X7O9fZzhMsALWm6zPY4V+bxV1hratWW8apF/jhSA0/RZZKdrWYG3ftSikoigq/KAfmjzV2xAtFu0JisJSt468qhhNhkxmU5bLJWcn5wgc02lCFIVordCepGktSZKwWCx48eKEmzcPSJKE8/NzotCnynLqogYnEMLDXQJgkqQfcMLIQ3eSqipwzjAcDhmPh2zSFcv5BZHnE4YhUmu07zH1A37y3kfM3tr+LJOWZyXZck0QVaXFrwAAIABJREFUBEjpCAMPqWNMZzlenPU27hbGkyGeJ8jrDY+f3+fk5ILtyQ7f+s6/Zn9/m8dPK8Kgz6C9/aW71JXF8+HTT54hxYrpbIxUDicd8/mc/f39zzYxTdPgeR5pumYwGAD0lUV5ipRw9/ZN5otzlpslonKEoY8TiiQJ6GzXH4J0Ja+8/jKPnzxEKkuUhJSblLate0uk3+eknXPs7Owwn8/xJpLhMKbM676rVxg837G3P+XZ0XPG4zEv3bjBalNycjynaQznJxfMlxu6tt+2NU3DaDAiT3OiQIAV5HnJcrlGSQ8pDVGYEAQh1tLXrhi4fv0Gq9UFu9d2CcMYqRXL9YK9vX2ePXuGRKCVD8aipcV2hnyTszUe4Ukf4RzCA08KtOdomobxeMjz588Jhj5ffOtt3vvgA/yBT5calKc5OTvl57/2c5ydXSCl5tP7D7l1/TYfvPc+w+GIwPPxlObpsyN0nNEYwScf3+fhw4csFgtms23yvGR7e5s0Tfvapbrj6ZND0rTE2IJk4HO+OGcym7J/ULM93mY9T9kscnAaHAirkICgt8o6Y5Gur05RCKTUQJ+51DgUfYdmoCQ70zF3b93g5Rt7XJskJLGH74eoSEESgI7gyRzRNAxCDSrAlDmV6bizO0O89TqBJ/n2B5/0XlX6105qied5aK0ZD3trtWwbmqbCKb9/v3SQhBGB51EVFViLNQYhfPb29tBSEfkBm2JNVhYQRPiej9AKP9Cgfequ/11XnqZrDFEYMh1vUbcxF+dLtFaEkY/Wfl9/1HbkWdnnXpWHlhpP9885DEMGUYhrWvA1SRBim5IWQ1flvS3bW5JmObPZhLaqaYqcQRgRBQG0hq7uK2QCL8T6bX99XB+FkKLvH+6PBfsMad8UJuh/1Ndv9ddM/p1/jl3pSle60pX+7nWVI/2Ho8/FUGqMw7l+G4MQSAlVVbDZbLixfwNf+LiuHz5p6CEtraCu6x4EYmryogQREI0ifDSNq1BB32MaxzFlU2GMwZg+h5WEkv2t60wmY27dvM4H7/0I3/eYuRlBkNLZvkeyLEucMuhRgufB8fEJzlmu728znA7Y3trltdcadq7vMxoPuXnzgEePHnF+fMpsNCaJApqy5Mtf/hK/8Atf4+zsjPVyw5OnR2w2PSjIGEPTdHhS4LqO5WbJYBSwsz9kuTwnGoR9zu0SvOJ5Ac4K6qbBWjg/P8c5h9ajvtO06/B9xe7uNlGUsrurODl5cZmTtSRJRL5JuXvvTr8ZW68Zj4ckScTjx4+ZTCbcvHlAlmUURUEQBCwvlgRevy3ECbqOz3oc67ohisLPuhi11v3jlXD//n2mszFbW1vYpmV1cY72fYqqxI8TZrMxz54946WvHpCXLUVaME5iJpMJQnhoFVAWLZ2DrC6ougKrY6SEs/k5K1eyfW2LpivZ35kymQx48OAJ/+V/9e/hezEXZynp2rCzfROcx/xiw5//2Tc5On5EHA9YbTKuX7+O1n1+2BhDEPZQo/39fW7fvsXx8TEff/wxcRwzGo24/+ghOztbvPLKK5ycPGd3f8pgGHF+8ZzxeEgY+jw5uk+arVguLXvXdnn8+DHxKEJrHyXh8NkRs9k2k/0puSjY3t7GtY6qqvB9j8lkQtOWGNswGm8RBSE7Ozs0tWG9WCNFQLpaslymKB2wNdvrf5alvP7ya5yenpJvcpxVnBTn/Sa46YgvO2nLsqSqGjwdUBQVL549ZrY1Zj5fIrSiy2qyTY3r5gjrI4RGeQFaOkLdX2vbdmyWOdorGcQRQaixAqwryYuc26/c5iv33uH1t9/gv/3d/4aszHjw/JBrL73EvVfeYDAY8Od//pd0reXo6AW3bt3mL//yrxjECafH50R+wGw8Y3/3Go3QvDi54OnjZ7x89xWu7V2nKAqcsfjaQwQxSZJQlw1f++rPEUUR//J//h9YrDd87/s/ACtI/JDXXnuNBx8/YhSPuThbUxYNAoW1BoGHMJY4DjEO/DCmbhuE6CnFXV0TxBED32ezvOD1Gwf82q/8O9zdHnBjohmFgsAThIGG9Rx3cd5D1/Kcru2z7Vr5COlQTmK6lr1pwq/8o5/nf/rm9/jk5ALlHMMopLAtcRyzWp1Rbc6YjsbU2QqlNWlZcePggDxbEYUe2XrBaBixt7OLFI7F+RmigySO8cMAzw8Yb22z2OSkmwuEDImSCcZIuq5jOBqTFTlxOMA5xaOHzxhPB3SuIx5p6qrD0xFRlJCuextuT8AVTKZbKOFRVvPe3t62SNuQLnOu33uZkyePkQgm4yG7W2OsUAyHCVW2QSnNKA4wxjGOIpSDYZxguoblYoWSAi377lljDM7YfuDUAiEUNRZHT8x2zgD2Mh/c5++vdKUrXelKV7rS3x99LobStumI4pDxeEzV1FhrLiE+Pc21dS0STRAEtHmLdBLf9/C8vqfUmB5kJKXFaUs8DIi8CCsryrqhaWrKMifPSwQKYywjT7K1M2N/bx9Bx3A4xPMk1kI+tJhOYp3G2n748r3gEsCkuHfvNvfuvMRPPvhxT9l1jocPHxIEweUgV/H262/SVTVb0wm//V//M97/ybv86R//IX6g8UOPvC4oiowwGhLogKZt8YMI7fUU2igM8TyPKEyI44iyzJGuv6lVykcIhac1g2RI26i+O1BqTNdbd5erFdPxhNZ0+Dog8P3e9mYscRxzcXqKH0jquiKKAs7PTwnDkKZpODo6wjmwFg4Odj/bwjZV3WfvkASBdwmL6bOWeZ7j+Yq27bd8YdS/FqPRiLIsGYynGGMJw5DRZIbOUjZFTtN2iKZjPp9Tr3NCNIPBgHfffZfRaMb+3jXSTcnFxYLR7pRwOKDbZBjbEIQeQSKo6pZ1mnP49FP+8S9+Cecc7/7kB7x4foEUHq+/+g7f+/5f8fTJMVpFlFVNGHkUxabvXYyi3lrZGTxPf2bVNcZwfn7O6ekpOzs7CAkvjp+zvT0hzdZIZYkHCWma0rQ5yuuHl01uMcZRlf12tiiKvgYmGrJarWgbgzF93+vTp4eEfoTWGq0UUjq08pFS968x+WfD42adI/AIg4Sz4zltA76MMEayvkh7km44pEgrhvEYT0TM58s+Z6d9onBA2ziEkASBj6cjfL//XRoOhyThAC18nAVPagIvQksfg0OhcS0Y12f4cAKJwvP6jV7o+SghaUyDwfAbv/EbfX6xWPMnf/rH3Lpzi7wsuP/4CUopiqLg8aOnlEWNMRZhJccvzkj8mK6F2Wybrm5YLhZY4bEuOqqqJgkjLk7PeH5yjHQgfYltOy5Ozxi+fI9v/tU3WK3WDOOEl26/zJPH98nXBXu7u0C/Nf7617/O+z96H1NZAllRFY62deAcLZYWiRKgtaSzqq/fCUOqy5yisR2+VgQaPGEJtUR2LbGfoKQg2yzI85z2MsuNdZ/llJUocK4/fBAoiq7DJUNevXubAsFJUaOFxpQlXV0xjBMC1VFs5jRNQ0K/vW3qGgkMkoQ2XyLpD6OKPCXLMpJowHy9onUWP/ToBHhRRGgVppO0nWWxXBCEEVXTkhYlQnsMfQ8pPIwRRPEAHHRdi6cl61VGVdSsvJR0uUE5D0+HRH5f9zJMElarBbev7dE1NcI5mqYi0B5aQBz6dCh8Kak6Q1qUmK5B634jroTEOosTmiCIcM4ghcQpjUXiEFjhPjtcNK4DKTAYjHAYAAmma3tK75WudKUrXelKV/p7o8/FUJqmfS/gbGeEcZYsK1G6H86ybIOymiQcoKRGiN5C5nv910KKy5J7R4+66AcfFUqKpr3sKA2RnkQITXYBjenIi5SiyPq6B1uze20P51rquiUuWpra0XWyHy7aPv8WhAOkcOzt7ZEkCV//+tf5V//rH/Do0RMGkxHOwscff8r+3nUOD5/zn//Wb/Klt7/Ad773bco8IxklFGnG1vaUO3deIt0qMFZSFg0gqcsKX3skAoJAUlU9sVfXLaYD6yxhkOCEpm0sSIWvAyZhQKgD6rKhrUqEAy0VpmnRnsaTis4I8jQjXaVMJhNu3LzGfDlnMBiQxDGjyZDlfHGZ2YLQ60nGwgryTc721ha+UJfbUNfTca3lbzPJf0vb7fOHAaPRiLorkVKTbkoOtg8wVtLoEmsdXWto2x4clFxuIMPRjPRsydOnTxmPx/hac352ilYed+4ecP/JQ7I6xXgNwXibsqs4eXbGtVv77O4d8PM/+xIPPr3Py6/d5dvfesQnn8Av/iPN06MnNEYwnCaUhWGdlwxixXR72m9wraCuewrq39aA1HXNeDzk6dOnAIzGQ/I8x1rb/47mOU5YJpMxyu/tyEkScDE/pWortBcwHA1JBhFS+LSuJc9aAn9Ika2wRhGFI0zVIfARaJwVVFVFZUviOMEPfJS0lEWOp2PSVYWSYBoFxsc2BtM4EB5CeTjXvxdsK/vHRc5GZTgkzgl8FdKYDAMEvsIPNb4f0jYdbdWycVm/UbUOITVlWeF5JVprGmVoZAumQzqL73kEWqG1xFMKJSXY3jLv+R7f/OY3qW2Nn3iMt0aoQHN+dHE5fPuk64y2tUyn26yWG6TwGQ0D9mY7pJs14/EY2xmSKGCdFrzx6hucXCxoqpIsT8FYgtAniHzOz06IwgjXGXa2tjk/OaUZTrj76pcYDcZ0dYNyUOUZh0+f0eUNrmtxpkaYts8wit4Wb9uOcDCmNhZJfyBVVsWlQ8HDmpams2gJUlhMWyFMQxINsF1PaNZaE8cxmyylrHv4mKR3REhAKUWZF3TWkFYtsqx44+U7rOuGk/c+wGmfQPbU2a3xBE8aqs0KKXzKoiYIo96q3DQkSYKbTLBd1dN7XU+tbpyhMi26rWmwpFWGHyR0KAxgO9PX1DhB11l8L0RJr78WUuI6gfIiWluB0BgLeVHR1A1eXuIHEYN4RJQM8ZWPSzPKusVrO4IgYL1ccHJ2iu/7jIcjhpMpzor+AEIpxGX1V18nFeMHurcQ1/3+0/k+ruuHzU4KpOo3s8I5sGDo34cWsPLyX3qImnCXpaVXutKVrnSlK13p740+F0PpaDRBSlDKYzCIcbQ0TU3bNiTxgFgPwfT9fePxlLPsgrIre5qorxASJpMRw1FMPAqJhwFlV7BczjGuYzqdXFY7OOJhQNdVLBZn/DAvOH3xgjj0GQ0jqqqgLEu6ziOOxmxtbxPGA0CQbZaE0YCmqXj27BnPnjzi6dFTFqslL7/8CherNT/64Qf8R//Bf9w/KWv4xre+zbe+9S3aegmmQwEIi2kMnz54jOkUYTiiax2gaaoaF4QEcUgY+FhjCfwYgcdoNEB7HlIHrNY5q9WGzrToICBdZ8QqBge+8knikPOLlDLLEVKStmt8b0jddOTrgmEyYLYz4uT0iIMb13DO8eobL/PpR/fZ29ljOByyXqz7rN464/jomDIrGQ6Ty95Gy/xiiTEWpRRBEJCmKckgYnt7RhSHTKdjPnlwhtMhw8E2uIDNeo10AR9/9JDxdEjXwtbODtSW73znO9zc2eel3etMb15ns+krR4LQJwoFafaCZGAwqkOGPs4ZyrIm2tpntRacna04PawYJQO2Jnu88zMhv/arexw+e05dweLilNWyoMhbtOot46vViuWiIInHBEHAdDq9rCcSjCdDjo6ekSQJbddweHhIGPpoLbm4OGMymRDFMV7g95vTMuXFyQVhFNF2DecXS5JRgudPuHb9OvP5kjwrKYqC9bpDEnF6nBHpkM6zQEtX1n33q4EkaQgjjyCEIIw4O9kwjPq6mLPTJb6esjc5YHxrCkg2q5SzszOUEthKsL5I2Ww2jJMpy01KluaE3oAwSKjbHlLVNpa2KbDW4nkRwknqsqCsapQXYYzGNA4pDUJYQgnO1L2tMvH6vtWuwlLT0PX2VC3YPzjgS195m2fHz3jy/CmD8Zg//dZfYCVcOzjg9MU5Tmhu37xLUxtcrTg6POGdd94hz0s2m4aHDz9kNB6glePRwxV3bi/Ruu/h3aRzBknEbDqiaSuOXhzz6quvMwwDQq3Z2trm8aNDHn6yhZOC1fk5VZaxNR6xFQfUaY7oOnzXoQLL7sEeSmqKtOB0vuJFmrJcbfCiGD8Z4nm9JRQtqLOKdLNgGgfU2ZzV2TPWYUc+EKhOonyPUTIk9BX+ZEpnW8qioMoraBsiP2KQRNRlQ5bnyLpmkRWMw4C37t3iB3/9XYoWkjhgNw4JpcLzQrZm10llwrJuCIMA23b9AUnbobXm9HxJWZYkSUTtDMvNkniQ0EaaVVbQ1IJE+rSdoa5bWmPwogTKjrap6FpHWTSMxiPapiPLKjZ1jhdIbt46YL1csLd3QFWUDAYD2qJmPJrSdRZMx2q5QQURaVlwmnYcr2vyLufezVtUTcuDowuGwzFVayjbHB1GvFg32HCMHMSI0KeSjosqIytKWgRC9p2nQxXha0ldpyjpiKOegm5tb4F2TiGMAOewVtA1feb3Sle60pV+mlr/wcsAjP/Jg5/yI/mHq6s86T8sfS6G0iRJsLajbVuQDq0VbStomopBOOzhM21LWzuU0+AkSnkIcbmtw6Lgs+2BKC15k/fWROXj+Yqu7rdyZZlTVTVeGDKdjGlNw3KT07U5dV1RVRWIEOck2k/QgY/pehvafFESBQF1U1KkG5qm4Zd+6Ze4dfM2f/IXf8kf/uEf8dprbxDGEX/6x3+EEIL5Ys4rd6/RVjnHz4+YTadsyk0PF7m09DXNJdgG2VeQOP+zbBTC0TQ9vCmIBLZx5HlJWdY4FFZ0eCoAJLZzCNnXIgziIQ6D6RytNEihGA0SPBUxGIxIszU7Ozs8evSAJBlSVdWlhdljsVjwyYefkiQxWnqYxrBe91ncIPAIggjfD/rNjO0JrTs7O2zSvrs0z3OKon99uhaCIOD0ZM789JzJIEQpzXS6xURJLhZzbu4eIKMRs9EUIfpt4Suvv4prG05PjynzDCUN46HPbGcfmYS4QFOcNLw4XyECj67zOXjpVcosR4kRx88PsV1E20jyrGK9KgmDhP29bZracXq8Yn9vj3RTIYXGWst8vqSuS5IkZjhKmM22efbsEUpLtraml/2tGa+/+RpFUTCfz6mqipOTF1RthR9otvSUMIzY2b5O2ZS8eH5G2zgWiyU3Dm4xSKY4q2mqiqIoWGzOuPPS7X7j7HwCf4izlro2ZFnGdDbAOcl6VaDdiK4VSGKEC5EixHVeTztWEZ6OyYs1brHsIU5WIGRLU9b4fshkMmGxWgO9BbKqm/+971ZpQj9ASoWSPlIFdLZ3IFgLwhk8KTDWIGyf77O237j2B0oKIR2IPuP37rvv0tLy5ptvcrY648tfeYfd/T1Wm4zvHP4AZzXf/fb3UCJkd3e/zzsbgbNw69YdZrPty/fcKTdfmqCE5N6du8xmE/7sz/+Y0TDhn/z7v8ZXvvIVfud3fof79x+ynC9wTnF2ckqRp5yeLLDWUmQZwjbUfoM/SvqcougIfA1aEXkSKaH1DEp2RFFAliucM3i+QgvVd8VKh9aSmj4fGgUa3xP4vkZJr99sxwFoTWMMRV3TmJayrBBCEA6GDMIEX6ueXi09vEARtI5ydUYgQTqggU7Ufca87fCCmPFoi7oyJKplvV6jhWQ4CFmv16wXx5R5//dulW7I6oLRdEbrLKXtcL5PutiglcEisWhwjihMOKkvGAwG1Lphs9n0m3Zr0ZGPF2iklBR5RZrmGGMQxrJarfB1SJIM0VoTqIiT4zOqokFFQ842OeFwhvM85puK2PeQ0YgaDxeEKE+gwoiaJd5wBr5l01aItOMiW5OXLbWwSE8jhKNuHYGQ1G2BlI6htpRSEWqFkw6sQyiBQoEVuNbg1NWq9EpXutJPR387jF7pSlf6/6fPxVBaliWep2hbi6X97EYZ+g7QVnR0lcO2Emm8Ppul+ptG03UIadFCXQ62hvmLM/ImIx5qvEB/Njx5nodzFdYa4tgjSRLWFyvapiJQQzrTgLA0TUXbLKib/rEFQUTo+2xtT3nl3j0chrPjFxy+eM7v/d7vMRyMOXjpNr/8y7/Md7/7fewlQXM0iNBacnp6Shz0VTdKCTzPYzqdYo2kqmBjcqLQx0o+y3Jaa7Gmt6nlVYbWms5aiqpjvSlo6hbPj5Ea2rZlebGgKNdIZZhMBgxGAVLS21K1IN00BLEgDkKcsdy9exeUZZ2tmc0mbDYbuqbfCGqtuXZtn7pssG3fBzsYJBRlhnMOKXyCIAT6vGRVVVy7ts/xSc5g2Fuu5/OawViSpgVlYeESytS2lsl4hpIe460ZQRgTKI8njx4g6o6dOy+zvTclz3MWZ8dsbU25cbDL02cPcQqMdLw4esqiKqmEYzCbscwKNuuaH//wPsNkwLe/9ROGowRjPJ49e8ZwMGW+aBgONHEMSTKjKM9ZPXr6WR6u6xriJESI/voEQcCNGzc4OTlCKnEJyFp9ll9eLpcs1ysAHB1CK7ZmO3z04ceMxgm/+qu/QjJKLvOpfTb5448ecO3aNb72s/+IxcUFv//7v89rr75FnmY0TYupG6SUDJNR3zdalxR5S5oWaALyrEHJiDAYYhpFmdXkmznOCoaDAduzPdq6QYkO0zUgBOVljjqK456e2hjKsup7ZC/fF0p5lGnKaDDCOkHbGuha2h6ETeiFGGtBSqTUuM5hjKXrGpD9//c9D6SjMRXr9Zp4GNO4hjfefAt3/wO+/+EPOZ1fcO/eq/g6wNMxstPgfIq0oG4tP/rRu7z55lvMtncZjsc8ffYI6WniIMbWgqePHvP8UHLnpZuEoc8P//oHfPub3+hBYWWFbS1f/crPs1gsmQwnlE7ieyEyEszPTjhcHnF3dwvhHKGvUcOEQCmSsB++tIxxSEzaZy7LtsPXHlYJsqxFuA4h+nSjFoLhMGE6GbM9m7BON+xt3aK2He9/8BGnizOCMGb/2m5PpxYa39OUbcfJ2SnL+YooGWCRhFGMVoJQaXwgEGAMNHlJR0XgJ4RxQhgkXKQnZFnGeNAf1p2fnxP5Cgs4IdDaI5QRyXhEXlc0piPLK2rTD3c9tFYRRiE3b97mvfc+YDgY4XyJlAW3bt1ms9ngtEP60Lh+WPU8j7ZtubazS5ZlnB6f4otLOnAyZbVasbN9neVyzUePDnnl7l2wHofnCwZBTwguijnDyTbJeIrD5/BkSdN1REOfZZ5S1A1ZWdBKTWkN0imQjrI2BFYjlUN7AiE66q7FCI1oTZ+ZlhqHQwiB9ryfwqfYlT5P+qMXPwbg167/zE/5kVzp3zT93w2k6z94+WpbeqUr/X/Q52IozbINw/EI5SSd6ZBK9rUqUlKmFVXboZ2PsB5dc5ntsmCt6KmZWhDooAfFKEcYxBjXbzw8TxH4EZGUMJJ01QVta/A8Qe1yVsUFSgiyVvQn7lJhBXRtiy0yhHMEU8l8ec50FBF4gqfPDnny5Amn5ydo3yevGx4/OSQZjdnevk4yiAhQnB4fYkxHZQwaRxwmFGmBazqWZwuMlUgvBikoTIOjojUGbQUOH9+LscKnajqsMVgDRZVTNilOKjw/RGoBjUJJTRjEKG0Iw5A4Sri4uKBp2v8DJKevdijLhovTFbPtKcL4vDiaEwYBTdPRdX0359akHwy3tqc4ZQgSDy/qb4SVFoRhgJSStm6oHTjj2J7s8uZrb7JcXPAJnzCeTHl+skSpmkEYMN3epmtKRtMhZV0RN4bRcIgp+ixqEARUVcWHH35IEvtkmzWb9ZzRaMgm3VDZisF0jFA++3sz4q0Zn754zmaxpq07aqVpyxU7O7sIB6cnc8bDGW1j2d2ZMptsU9WGsijY3tpiMV/hB5q6aoHLrF9ZMZ8vcBi0lvzs175Kmi65mJ/xs1/7Mjs7O3zve99DCsn2dMLB9et0XUeWZZjKsjfbZ7Va8PT+c4RWKKU4OnqGUh7ppuB454Ifyw/wlUY0Ps+fnCEEVEXR06SDkL3t6/gq7Htgi5T1OuPG3m02q5LQ7y3ap/Ml4/EWUmiKqkYAN27eRCiL6UrSbElRlXRdX/MR6IDNcoPtLLZy/bbKSiQO6SzKi0iSIVJ5eEGJs4LGNAghqJscZxvwfYRrQXe4wGF9Se0qpIpwvkRI6KqOKitoVcdHDz5BJz4v5uf81n/6T/lf/uBf8aO/fo/pcJu6bPE80CLg7OKCe3df6WmukwnDOGGddWw2GTjJYr6CTrAz2+Hu3duUTcHTp48R5/3fAoA0rxkOQz768FMmkxldB5ssJRkOuL63x/7ONidHzzg+nRP7ikHko6xFRh5F06G1QmifcOAhipog1LSyQ4cGJyRSGeqsJhAKjEZaxTgM2UoCZsOIvWSXoqj48fsfkJUV6yzjYvWY5vvvcvfuXQZRyHg0AmPZrFcIBzOVgIatyYzxJCdvW/xAE4uOrIHFYkHrJF6YMPI9nNKczeeXMLSAqqlZLFf8zM+8TlaVVMawNZvhuw4r+ix9mme8eH6C6CKKTYe1DpxkOBxzcPASgp7EvFyu8X2fX//1X+fDDz/k6eET1tUK03Y4Z3jp5gFt2/LWF77IfD5na7TNG6+9SRzHeMLj+PiE58+fEyUTqrLhtde/wBuvvcrWMMHXHs5YtNYI7eOHA47PL/jxhx+xWqdY5bEuc1bphtpYwkjSWoM0DmscRlqM0wxHIdqXGHEJM2o7hLFoqfCFw1MS4SSekHwe+rev9NPR3w6k/9evrwbUK/00dTWYXulK/+/6XAylZV0w8ya0lzfBTVNfUkElOIm1jrYzeNInCAKa1iLQmK7DGIFE0tQOJ8CXEuk8An8AzlKVHU+fHhEEAcNhgvZgMPQIE58imzO+FrG/e43lfMXF6ZyuBdkEKOEhhU+6XDIUmkhaIiXAtnz04Xs8PnzGOi/onGC2dQ0jNA+fHHPj5tuMkyGL1RMm/piyTFGihU6A69CdoFjnbCcTNnnF4ckp0/0DMteiVUuZpvhodLSNMQFC+khajCup2o5OVnhE4LtzAAAgAElEQVRDgfAELRvKpiTS18jLAiFBhx5pXoPSOCJ8f8RymZKXDu0bhCiIoohQb5OvBJu5IEliFusSYww7uzu0zTlpkeNHCkvH9t6Ao+NjPE8SxzFhrPvnoiRxmOAaSC9ShBOkFwVv3P0CA3/M+fyMtZf29mQZsFotGE9HnC2WzLanFEVvh37w4BGBF2BtT9AUWjAbRoiuoqxqzudz/CAiq1qajWG4dYDTIKxH4CSzMGTdZjRVRqADTo5X3Ll1jSiekK03rOZrbt6+g6lbtre2OD85J13P8bRCWIOvJYEXYZr2MovmWC+WfFym3L13k/E4QTBif3/CZBIjrSUJQ5wTHD54ShQlfR9uJYnFAHzNhz94iDGGuq7xvADf9wn8hOPl/LOanSiOydOSKAop05YoShBG0NWO0WDG8YszqgZM56EIuHOwjzSS99/9iDptEFHM6fkF67zgq1//OV5cHNI0DaHyKIuO5XLFaDTAGctmsWE0muIqhTZBPyRIhR8orGuxKub8PGU2m3J8fMxgGNCRM5rGl7AjePj0FNvCeAsmgaQzkrv7ewQhtC6jrlu8gcfbX/giP3n/A/6tX/q3KaoKZyX/8vf+gHv3XmZz3pEuCrT2CbTHaDCiKEoW83OSJOHo2SM+eHfFF97+AoFWvP7WOxw+PeLieEFdG45fnLN9bYed3QPSPMNcHta8884v8uknD6hqjyePznjrC1+k5ZQXJy+o8w1KCoos59aNl6nKgrJoGcURnVGUmwylBUpojNGUVYeTBj8x4KU9NEe0KCTS+CRySn6+5hfe/hn2hwHl4piTizlKKCI/xg9GDIb7tOaY+w8e8ZP3nrI1nTAcpNRlThL3vconq0O8MOL9hy/Yu3WDxkmETjBNgZMdKhjQ2o51VVIvF6zTjNn2jMEgJs36IXJdljx9cUowHBHFIeFwwnQ65mJ50btDVMMoHkIX8U//s/+C4XDMyckJSTxkNtvmX/yP/wIpJbu7fW3RzZsv9fAj2xLnvdV2vV6TpwXT6ZT1suDG9TucPV9w6+ady+gFHJ+do5XP8eEzXrn7CuPhAF8r8iqlCwL8wCPNU9rW8dLtezRVwWa1wtcei1VBZzus9ZHC0HWOOAhAQl6VSAV+7GFaSyc0WkuqpqEUtiewGwumd4TEUYQf6L6y9EpXutKVPke6GkyvdKX/Z30uhtIbB9fxg4DnL076CgUsXWtp2xZPRcSDEFqBaR3GOHSg6QqHlgqJoOtq1us1YzEgTAZ4EpQUKN/QdILOaNq2JcsyyrJgPJuy2Swom5o7d17BYhhOEwajIdm6oF4btAjw0HieT2Yrfu6rXyMKNHmdMhhF7GyNOT0+6YeGokWokLIyHD5+xEUcEoeSdVsSjBJ0YLCmZRiN8a1DW5/7H99HKI83X32Dw7Nzdq9tkecGRIwfR0gtKcoCRIejpnUppqvZOxgw2hrTITg9O+f4+YqqXoOskaIBETAYxXRdhZCS9WqOtXDv5ZvUdUlV52yyDT/40XOmky3WmwuU3sbzFQrHJlsQJhLP1wgpEbLh2u09rt/ZQkiPB588Zrlc4puaQTBmPBijrE9X9iTQJ58ecnJ0RhQHlE3JOBlQew0AQRSSVTVFXTHo+o1Rnpfs7e2xuVigfY+T8zPu3LiOa0pwgvF0i6ZzrLKcrLR4wpA1S7zQ42L9jL3r22QqQ4988rwmTobs7fmMRmNOT87J0prXX3+Li/M5IHn84DF7e3ss9RohNKvFBt+PCcMQYzrKsu5hR8rhXML1azewrmI8GfDw0Sc8ePCE3/5nv82//otv8Td/8zcEMiRUEa4W+HFI11R4LmJrmPS5YBRt234GiBLOYxz1VSym62m2deEIvRGus7St4fTFgnO5oqsFovO5Nt1CNwprGrCCuzvXePXnX2exWjL2A9798H3K+Tnb1/Z5fpxytlkhpeTWzTu0XcFqtWIy3kYIwXiQMAglSoMfwGp9SpanlGbB/o3rWDfnP/xPfhHtOYLE0LkaP5BUbcG/q/s7/bTIexJx3XJ9ukvTdKxXG86OLkgXJbfeeIVX3nidDz/+hCBISLOG00envDhas7O1S9fWvPWFtzk5O+XZ0yPKssZ0grpe9TlxJ/jGN76JEILhcNJDx3ZC1os1Dx4d8vGDR0gt8YKAMI4wxuLsgrqxSFrysubFixNW5ZK2MaRp2UOsTI4XjnlyeMb1a/s0SBCKZDYCwNcaTwd8/Oy73HlljzByNLYnLufPl1SVQBQ1kdN85a0v84tfeQfac1bzE1Z5zmy6x1d/4Rf4+P5Tvv39H3B8PCeeTAmihKprGAYxs+mUDz/6Cfdu3yGZ7hImCZs849OjIyrTcvu1N/jGX3+Xm3fvcb5Zs3/jAKclq7qgkY796wdoKfH9CM/TnJ8tWS5rxpMhSvUD+Sf1IYNhRBiGQMjO9AZF2vKjH/yoz9yjePvtt2njIV3TsLO1Rdcatqcz/uJP/4zxeMz8/ILapHSuJY4HTLZ2SNOUo6eHNGVN4IWcPD/pKdtVy91bd+kagzDQVAXv/uiH/M1ff5f54hSl+ijG2dk5w8GUMEwwnSNdL5mMt9gUJU50Pe1bK4TV0DmcsIzDBCdBtpKyqKi9ltD3aa2lcxao+6iDtQhKPK9ACfl3/yF2pStd6UpX+gev7f/uOz/th/APWp+LodQ5hzUGkAihAIGUGqUgDmMSP8E2UGU1xhmU0jhlUErinIS2pb7sNvV9jbGWTkiMabBdX6ouJUgp6LqOyXBEkiRsNhs2mxVxmBB4YX+D21psUeFrhXYaP47w4wHHyzNCz8MP9tjb3iFEsDg8pqo6kB5S+ljPYxb56MBjns7J2xqtQoh8AhXgBwGuKCmqEun5KO2h6MEcTdGgpE9ZrKnyC6xRTEYjpLAEgU+sR1Tdpu9idQbrwDmLkGApCXxHFAeMJyFb22PaxmCNoixzhHDs7k0pCkVZwWJRM9ue9fAWZamaOcZ5dF3Ha6+/TFmmbNIVWgrGowH7+9so5ZHlDUEQ4skI2fh0lWWzybg4XbAz3ebk5Iy3vvgF2rYhTdd8+ulj9q9voQNNUZXY2hGOh/hBRGcNZVMDEFiH9j28IKC1juV6zcEwYTAa9zf0taHuHFLmPUipKPDCANsaTCcwnWA0mWG6NZPxFp7nXYKiLuFRHfh+2FuTVymBnyCEpsgrxuMpXQt11eKcYDSakCQJSRKxWJ7zjW98iyBUvP3F15mMZ8xmC373d/8587MVWVb09UPSp20Ny2WK74WAQOt+6PT9PqPZ2wkF9rKzEiRdawFBHCcMhwOEdP21tR1pmgIKJQSxFxKpEDrIs4yhF+MJ8KXi2tYW8Ve+QlFXzJ8fEUiP1vcRSvXdqEl/yBOGPoEfoYWPFBohHZNpRJQ4Hj2e41yOn+Ts7e8w2VZ0pgCvwXUlqyxDef1Ab4xhd3ef6wd7JGHE8aNjbGs5uHWD1958g/Wm4MnTI+7ceYXWWD569z3u3H6ZwE/I84rr1yKGownvvf8hQdADuqqyoyozDg4OWK0WOOFI4jG7u7t89OF9VicFb7z1OlXZXOZjA6ywWBxlWWKMZbVYM4gGjKfjy1ojw9bWNm/f/BKP7j8gSwvieEDdGV5//U2wPbxMKcV0uoUQDi00ylesyzmD4Q0GQ4/DwxdEOsTraqIwQTlFaBQ7o4Ris0S6jK7rCOKIs+WcP/nv/znPnp+zXBdILyRMRuyGAdcPDrhz9yU2myU7u7vkdcXR/Y+JRxPiJMELA9KsZmt3B8/3GW1NacuSyWxKVpdUth/aVvMVURh+1h3sjKCtDUk4ZjaZ0jQNq9WKMitoyr6zuK5apBN88N77bLKUqqh5//33qaqGrekMYwxKKjzP4yc/+Qme0hyfHTHcivBCzemLU2azGVVVkaYZ9z/5lN2tXT58732Ojo5oasdsOmJna7vfnHYdy+WSqirwfEWSJAgh2N+/RpF3DAZDsrSgqhqUlgTWw1weMCrd996qQOJEzwHobItC0TUG2Rk6p3DC0TZ9H6kQAuEE7vKzROqrofTfZP3a9Z/5P9l2r3SlK13pSn8/9LkYSterDckgRisfrXw60yCEwtMeAokUGidsf/NxmWnUnkIJRX9r2vdwKtV/X1qFtZKqbTC2RSmF72uC0OdivqQzDWVVkaZrzs9bkgS2J9uMh1OsNQyGEZ7yoQHpgUh8juZnTKOQ2SCiy0radUZcdQRNnznTnkX4km4xp1SSWrbgCVosHYrI7weuvCwpmhrHZS3JYolyIDoQWjMe7dDWLU3TMRgnOFORNwt2pjGh7bB+38jXg5t8JqMhrVDEiSKMFIiWqk5JNznDwYw4CRCJpm4y0mxB25UYW/Llr77Dx5/cp0NeElYrqgq2dofUtcaIkijymW1NUF5voV5cLKnKhmEyQTiP9SajKSpWqw3TwTaj8RaPHj4jy1eMpmN+87d+kz/7yz/BSUeWl0SDhKquqaoKay1ptmF84yamM0jR0zJ3d3do85xPPn2E5wWE8QCpNV4Ysb+zT4tluDtGBR4PHj5mNGvpWsdysSEME4TwyLKq36pUHVoFLBcpzjmqqiEIIqqqxhqIoiFa+ThrEUJeduA2zC+WnJ+fMxrFxHECGI4Oj8nyNfP5hmuv3kOYACkW5HnOcpkShQlROMA5h1IezirKMsM5QZr2gKjJePZZv6u1DpCX1t6QyWSK52n439h7s1jb8vy+6/Mf1rjXHs9456Gqu13VXT04tmk7sUPaDggiOTM4PDAaHCECyA+BSLwBYlJ4goD8ihDBjgKObeQQUOJMdtvtsbvdNXRX1b33nHvmffaw5v/EwzpVLaGAguN0F875vl3dffdd+5y9/uv//f++g/Cs19dcXV3jjCWLM3CSyXRKhMZlYx7fvcsoKxgXBderFffuHPDlr/02vXNEST6oAxA0TcOd+YIsSzDGMS5mSDkE1iSJJi0U3WVF72v27imyWcvHP7VH251Rd1uySKMSiHBkRcrB4WKYkNJxdX3K0sFssuDi7IKzi1Ou1yusFxweHvKNr7/Ld37ueyg3huOX5/zxP/Yv4BD8/M/9PN57APxmC0Hw2uufZLVasd5s8UGy3WzJ85ym7nny6BXkY83l+Yq+G6SdKgiUjpBieJ84loyynDzJSRJFUWRkecyqKnnzzTfp6obJZMLq+ooH9x+xXV+zM19QVVuCc8wXOwgx+KJRlsluik4DzlUcLmYI4/jUw/s0V46oj7HrBtlX/OavfYn9RYROJLsHO3Sm5t79+8z377GuGqq6xzg4vHOHwzt3mMwm7OzNKcYpP/mTP8nRyTnJqODxK095/ImPE0IgL0bMFnPiOGZ5fEzrLZerNUmesdjbRTrH+ckpADs7O8zHc7quo1zVYCVaa8pVw/n51Q3pByVBiID0LaMsZ5SMhk5PPK88fcJ7779PlmQgYH9vh7OTU0ZZxnQ8oZjkYMJwuOcDjx48ZFqMiXXC7mKH7/mu76bvLZvVmvPzc7wL7B0c8PjJI4asOs9sNhuUAc6RpgXWOH75l79E2dS0vWX/7iE2WIQPBDkc2qhIggg4Z3BODAFw3bDaGxxSgibCBzd4VbkhpEGixUfisXaLjxj++svfuPWV3uIWt7jFRxgfiae39x7CkKjrraeuO7rWIhHITFC7FozHWovwIARESgJDOJHSAhkkIThsb7C+xwWD6TscbtjgMGxaHt4/ZDqeYK1lOh6jdUeSJCQ6Joolk2zEOF7gek9b9bQ+EEQgzzPGaY6oW/rliv7kktfnh4ggkCJGJykyyymdZGMtVgV8EiM7iyoibG8xtkMgyYsxz947ZpyPCUIyzkc0vWN5XfLklaekacbl5SVXyxVp6tGJQscRUmS4yNF2lrpsaaoW7wVpGjEeZ6S5YFsuWS4rrpcl63XJKJ9SFDlXVxdsy2vSTDGZp3zjvbeo6hUPHx0wGhV0neH4+JjpbIQxMReXJ3Rdx3K5JMsi8nyCQBGpmK7uqa422E4wHk14/HjC5rokiiL29ncRWrC/t8fz50d85jOf4/jsiGfHx4y0onceFyBOE2Z6xnQ6pbq6Io5j0jwjL0ZcbUs+9ZnPst1UbMqS9abElQ1nyxXj+Yx45EhCxmy2w2pVcnW5RWhFMZZcX5/cVNK0jEYDUWzbHmsdfWe5c3gf72G1WnGwf5emdpRlRV3XSKFJ0+wmWTigdKDc1hjb0LYtSapYzHc5P7uibx2gmU538A6kVEg53E6RTpBSY4xlPJ7Q9wZrhz5Ja4cwKe89WkcoBVJolBqSTL13KJlA0DRNw/7OIVla4Dysl5dcnZ3z7ttv8Qd///fz2muvUbeDF/iXfuUX+cb77xN0zJ1Hn0DHESEMAU6jIqdtOrI8ItIZm40hH2m6fsOmumS+KPihP/JpKnPNvUdT3nzrJRfXR7RnDUIEdvb3uFqfQdBILaibis12jRKKy9MlpjFMF7tEaQYeTs8vOD2/oKq/zLaqmU4XfPGLv8rh3Xuk+ZgsjijLku/+7u/mnXfe4fz8nKurax4/Hqpx7t69TxRFvHh2xJaa+XRBohJkqhF26CUOOLx1WG+JoojZZEpTlWzW1+AFkVI0bcXOzpzNasnqumM+n/MzP/vTZHGE7c1wOGINk2KMlBLvHCY0jO8L4kySyYjVuiR1ip0kY/fVA3byHWTnefLgLtN0y85uTJLFZNMZeTFn/85D3vnGC64u3yVPcx4+ekIxnfLs2TOSWPF93/d5gu954403eO31wHKzpZiMcdYQaYnOEl59+grvH79kMZ2xf+8u48lsONyyjlGaUK1WBAfBeabFiGVv2K5LTGvY3dtjZ7rL7uwAz1CXMpkU7OzOUEpQFMVN2FmD957z80vefvttpBBMJzP+2T/8Q7z//vsYZzCi5eLqbJDodh1N07Azm3NwcIDth+n//v4+zniC8zdJ3EOic1kOft+qWnN09PLDg6hXX/kEUmr63vLw4UPiKEXHEdY7rLV4b4dnQvAE7/A23BwWgHSD0iBoT9CKWGuME+gQIcKQQu4JrLfbb8NT7BYfFfy/TUlviektbnGLW3x08ZEgpcPJtsTddB/2rUGpYTJqI2h9i7CB4CASGghDTYd1N1OnISGy6xvKElCOIBxCCKSQSIbuPWMMRVGwXq8xxjAaZVhrmYwKirzAe8jSlFRH9Bi8lbR1R1VumIgI2XaYypCVBt0r7kY5IkisdWBAR5LLphk6U7XERIKubZkf7NKZmuAV9+7f5ePf9ZDf+NJvolXKbD6hMQ7bO5J4QlkOE7SDg8eU9Rltt2VvMaGqa9CG4DzbbcPyuqRrPYKIOBGkacq4SKmqDVVb4T1s1g1ZOqXrOrbbLcW4YLEzZrE75c13vkrVwquLKYvFLqvVGk4kUZJhXOB6vb2R14FQisU00PeBLBsRjMTEMAyqJJFO2NnJOD4+5v79+5xfXnK13HB09pIf+mf+EBZLmuQgFXcODuj7fugXbD2bcovtOhAGa83QlSglp2eXHxLFOE7xSPK0o6s76rZDbismxZRnL09oG0c6SghBUZUNECMYyF2ej2mbFQRJHKfkeYEQiqpqkFLjvUGg0CrGe2ibjr4fJuxZHnPn7j5luSLNIhCWvm/p6oZROkEmQ3JpCBLnAuvVMJHVOmY0KghekMQZBEnfDfJLKeXQrRs+SI4dJj3OBrowpBArpcnzEXXd4FGIKCbOMsYLGI/HnJ+dcHR6xN6dPay1jGdTPvOdn0YmEefXW5xzFElKlGVcXl18mGRd1zU6HhKOt42g7dZEqeDJ41fJJpLriy3vH73FaKI4YIcgBH3f0zTtTedsj3Nh+LNxKCF5fO8JddlgXM/55QXeCfJ0j3Jb41zEbLqLNYHjo1OC18ggOTp6SRzHvPvu+5ycnHH37l2aqufZe8/RWtN1w0GR6Syvv/46SmmeLV8QwlD5ATfTNBUTBc3jJw85OTomBAeEm2qohv29GcvlBUksSGLFen3B4d4+4/GI2XQ6rA8B8GGYtgmBlS3P11/h4vKYRRrTlyV78102754jwojxaIZONQezEc6W2N4MlVbpDsZ4stGMR/fuksUZQWgWO3u8OH5Jt9myN5kQ7+2i3xE8vv+Ai8slzlqmRYHKC3YWu1Rdz4ODOxjnOVoucU1HFIaqlxBn2HpNnmumxZTF7h4KwWwywQXB9eU1eZZRZCMm4xnPj1+yuV4hxxNiFQ91VDK6mSqnQ29zWfHg7h2MMcRxhO07tBSsN1sO7++xvB4CqIQP9HFCGids1xsmkxn4wMnxSxQKGYa036KYUDcNJ6en1HVNPkpxNrBcLimKgq+/+w3yvMA6x+7eHnXdAgKJQEtFuPGDWm/wIRCJeAiw0zEuHWqIEp2g4wilBE3oiFUMQHDDOp9q9S1+gt3io4J/GNnuLTG9xS1+b+Dy3/reb/cl3OJ3GeKjEJ3/ic9Ngo4VOh42SsaYG4Lq2Z/vIULA9oY8Sgjeo0OEawKbTYkQg+TLK0MxLehty2JvRpCO4/Pn7B4sqNqKoiiYTscgHL01xLEmThOWy8vBb9gbJAoM+CaQx/kg4UUTqTGjOjBqLHdFxp6PmPSeV5I53aakrlssAxFlWhBGE55vK+ok4nR7xejVu6xtTTIb8x/8hT/PV7782/z4j/84xjg655CR5mLrUHLBeHyAjDSf+tTr/KWf+Iu8+fav89/8pf+Cs4v30Knn5PQ5cZRzdblhNttFCkU+itg/mCOV5+XJCy4vz/FOsJgfcufOfa6vr1mtL8hHEVJZimnKxdUJQohhKhg0IQhG+YQ7dx5wfn7O++89v5kORsSxpshH3Nk9pG8t1sCLd05xvSfRBVoohIiI05Smrehtx3hWgHT4YJjOJwSpWG9XFIsCYwyXVxe0dcXdOwcczmZM0ox2W7E7m3Jv/y5HXz8afHNS0XWGrut4eX6OjDJ0lmCs52K9pgmeKEnxApSOWa/XAFxcXLCzs0NdtxRFQZ6NbuS5g/e4LMvBcxoU3t34mv0H30gPwjObTYligY4Ei8UEqeD09BhbK7JkkJtvNhvKskZrTV3XWOuYTqdcXl7y+PFjZrMZ77/3nKZpmEw/kPcqhBA3MtbAZrOhbVvm8yl93xPHMVmWcXzyks9+9rMIISg3V4zzjPfe/Tqf/57v4sd+9Ef5/i98AXoDUQJC8gc///u5vNpgQ8rTVz7GX/uZv8Jnvus1Li9Pee2Tr7Neb2mbHp0ITi+PefjogL3DKQ8e7FLLF9T9Gu8DQgwkfT5ZUFUNwSs2m5K2MUOdkk4Yj8ckacTy6gxrYDQao2RM13qm48Nhek2M6eH05JIH91/lxbMjOtMSxWLwQwsxEJ4wyPKLrBh6N5McAGs8TVUxn88JnsFTuV1D7Ng72GGxM6OYjFBCsN1uqauKr7/1DpHSHOwe8OiVQ9abJS9fDiT4lVdeQd7UzkRRBD6QZRmX5xd471kul+SLDEYVq9NT5jqmu1zSn2/45z7z/WyOl4TG8OqTp7z69AldvyKKxRDcle+QJCOSdMQoH9N2jtOLS9arDfuHd5jMZkitiJKYl2ennJ6+RMpBOj9bzDlbr+l9oOwNz09PaZ3ntKqIixF1b0AKsrzg6OxNklQxmUwASVN35PkYZwNSxhAEWTZCig/uBUFxIwnOsiH1dzabYa3l5PSYtm0/rDSSUjIajSi3Ne+/eJ9slpMXGd4GqqrCOUesIpQaFBNSSrquw3Q3003vidMEYwwE+c31BdhuK7TWFKMJzjnquqbv+xup7iDt1VKRJMmNomD4O2vtB6dfN75sj5ZDJ26aptRtgxCgdYTDY9qepmmAwN/9W78uvjVPsN+7+MPyT3/7Nwj/EPidekhvyektfrfxD+op/QfhNoX3Hw3fLkJ6G3T0j46/4X/q//HZ/JGYlFZVhWwkWR6I0oQkyRGobyaWWk/woBIJAfqmwXbDpl4pgfDD5FT4MNRfrFaoVJPohK42EOD0+JSLi4uBXEjJFodSislszGI252tf/W2EF0QqYn96SCw0iY7Ikgm+FuxnKdNIcEDKpPakTUNYVYiqJ+otkZA4FTChwbfw2ftPWePZTTJOjccR8/2f/wF+6e/+Ev/bX//fOTk5Y//OIVIKVBzxxmc+yfWVZLU2PH/nGd//Az/Ii6MrdnYf8t/+d/8DP/pv/ghf/OW/zajQlJuGujIoMVTo1E3F8vqSKJJ0fYU1guAVpofjozM2m5I7d3cxtuby4pLVyvPpz70+9BOuNvSNRyjNdtVSb5+x2Vb0jcd7Raon9F1L5XsuwhXeeiKZUBQFMigyXeBd4Px8ifWe3vYILXHBk8UxzgpEkCghUUJzfnrBYrHglSevcHp6gu16VstrrttTdmZz6qrirbfeYprOQAg6a1hvt7R1TbUtUYkl9g4ToG97tr3Bb2paY5nMpqzXgx8xSwvGxQzCFimGvtCh23aQ0hpjUAqUHAjiBxteKSVaxygthg27g3ZVsV5fEyeSEDwnx6eM0iEsyzk31L0kw4a/LCuMMR/6nwF602JdzzcnfJJwE1QlpWQ+n+O9pSiKYRPOEN6SZRlXq2v29vbYOzzg7/+9X+Av/Id/nn//z/051qslKCBLaauKdDThp376p/nP/7O/yM/87N/gn/5DP4CxPV/5ym/xxS/+Iv/xf/qfoHWMsZ5VueTJ06d87ve9TpJ6ervl6P0zgnKM8jFxnLIpO86OXtB1hkRnaB2z2bS0Tc98HpNGQ8XKMJX2NLWlKresVyWHe4rJeIf1qgI09w8PePLgLqapuVheIOTwuTebDVmkybIMESR9V7O6vGD28Anz+RyB4u233uLy7BQpJffu3+fh9JD3Xnyds5fP2WwuKYqcg4M9/v7f+Tss5rt8+vXv4M7hPfqu4+r6OZNxyhs/9APs7u5yfn7Or3/pN1henABD+NXufEGSJAQpEMHSllu6vkQGRRKNsLImzwN9b6nbir3xnOmsQEo/hCx5DWRElUwAACAASURBVE5ycXrB7q5gs9xyrZcYFzg+PuH45SlXFxd8+atfRSjNnXv3aLqWJIuZjAuSJCHWir4s6cKQPCydw/c9wnlCb1HW4wQ02yGIqm7WdF1DFEVkeXSTPr5hMd+n7Xq6viVNRiAscZwSpxGnpy+x1uKcuyG04LwZpuc3snLvPU1T0XWG3nYkPsVaSwjffH501iD6nlb0SMRNqJQYCDaBi4sLhBDkWUEcD+oD5wbpvOkdWvV4b+n7nq7rbt60HfygUtP2DXiB93Y4lIqi4V6SN75WIMghJ2C5XA5J2XIIRxJqIPkfHEzd4p8M3IYa3eKjgH9YMvp/f/0tOf2dYfcnfvF2Uvp7EB8JUhrHCdZaus4gRIQiEMIwKbVaIKxHq8FzKqWiMhXODkRHSgV44ixFKQ2mpak7EilI0xzjDEmac91vscai9hKcc5RVeSP7HWTB+/uHdHWDlpoiT+nqnr7vyZQhCRGi6RB2mAY0mw6/MdRGE/ohAERIiQxgqw7beFb9ERQjnj7Yo/VrZBy4v3+H33jnt6mqmnsPHrJ/eMBys2a93aCUYluu2N27T56PeeNTn+H4eIkPLXGW8YNf+ON88Zd/bSi7r9cEq5BBQIDtpmRUpBTFMJXoWgchGuS9wuKdYjJeYGzKan1FVW3pG0/feHCaNE5QOqLzlqvLFVXdIoWmq3sYa4SPkCjausWZHisNfa/RIqL3LdaEYcPbNLhgiWREXdcIkSGcpZcd2aRgPply+fyKcrtlXOQsZnM21xeYusW2LYtHT0iU5MXZEX3mmY4njNKM2XwC8wn7h4esNxUWwfW2vNkwD3LZRGg26y2T8ZQkSWjqJdttRd8PG3OQN8m2fui29B4hPEoGEAGEJ+AQUhDFQ3JtmiacnR9TNyVFkRPfTH2U+qY8cPCBfjDFAaUkzlm8d0gpyPMMpQYiGkUDMRYiDN644G4OXixZnqAjSZJmGDNIQqUIXJ6dMkoTdh4e8mf/7R/j+/7A96EjxWg+Zl2tmIxmWAnrcsv+3Qd89ru+m6+9+R6f/tQbbDYbktGE7/389/KFL3yBv/k3fwE6g1Yx43GOc47zq2ui2DEZH7DZrKg3ATJFrGY4aWj7kqaBut7eyDgVl2cltobxZIQNEmsDUg69saNsxuHeIU3dk8YxxWiCt4F33v4abdMxHWWUzZpJMaLaWqryGoIZ5KVCUmQJ5WpJtb5GCcXueIyMJGdnp0xGmsXenLqZ0nQ1UgaUcCjh+O7PfRalFLNxQbleUW42bMslk/yQVGm2y2u2V0u+5zs/x/Pnzzk9PUX6QFOXpEmE90NtU18ZggskISXWY8b7OcWeIopy0mLMzuEuURqx2q6G75QfvgvGNMP0rx1UHtuy5uT4hNXVirffeot3n12y2M2ou5rl6pqnT5/iTMt4PCbLEmzfY5xHJhlaKQgBGaBrW6wLyDjBO8/l5SXWt+R5/qEX0wdJlMTUbUVVNTgXmE1BCIlxPW1XD8Fi9TDtNDdJ5UWRs6k2xHF8oxTwhOAxziIkuGBpegZFgRQQBKY32N4Aw3oHgyf6A2JbN80wSY1TVNC4riMEgUcQfMD5AEIO7ycFzhlwgJIIGTDe4I1HiIAKcgi1kgohBsL5TQk3lJtqSLKWgq4biKrSepDM3+IWt7jF/w9w2116i1t8Ex8JUpqmKcYYut7TtQZruJE3BsapRElJoocqCxkcCoGQCuLh8qUWTMYFAUNnO4JjkOKGgBSCJMq4e/ceWkvK9YbedKBgMp6ipMZ0PYd7+/RpjgwCLTRG9YTe09YVuZ5xeXrMujaUNiatLQufIENK5AefoBQB56D2HkuPViPa3mJ0gL2Yndmc09NTHtx/CHLYRC7XK5RS9H3PxfkpSZozHmc8ePiY1vRUtSFOIt5+8wX377/K3t4jnj/7TWKtyJKUB/eGQJivfePLjEYjdnf36PuGEALbTY8xjslkTBwPRKwoCvb397m89NTbmrKsiaOUEGB9uaGpe0RQpDphXEyJ5IrZeMZ6fY0WgiwWdASCDVTbNThNnhTAUMXjBegoIctTetsNiZ9S07c9QrfkRc4oHdGUDUfPnjOZjolkRKwFDx4/5s7BIdI7yk1Flk0Z5TlKSPq+p20qVlcrpvNdvHV4a+nbDhMkiOHzaa0ZjcYfTinbtsUYw3g8/nDTLYQgjuPB1xo8zpubb6EEvqlUEwKyLKMoCtIsYjweoSPYbjfkeY7w6sP3cm7wh0o5/BvwbDYrjOkoihylhslPlidDAIwX+DBIhBHQtoO0N45jRqPRcC90HVprtBQ8un+Py4sT/t1/58d47RMfx/iWuikZFRMCMMoKNlVN3XX88T/5J/nVX/4N9vZ2OLx3j4vLZ+zt7vLDP/zD/NRf+avsH95DJop8knB1veLl2TPu3d/Fthpn0iGQq+6JY00aTVFuSBNu/ZpcT5BRS+MqhFUEq+gMLG/SjRWS4AUvnh3xxhuf5ld+6VcokzWf/OQb/L1f+NtcLz37hymPX33I4eGcWAWur5Y40xBFmvl8ThQCs/GMJElwxrO+3rCtNjx5eMg4j4ik4/GjO7R9gwuOLMvI8oTZaETf9OAs0kMk4JWHjynGGVdn5wMJRfKJpx+jXK1JdTIQmiCH5GsHo7ggEQ4feTIdE2xElk5JURzeucsb3/FJFnlGu9lwcfKSUTLC3EhRozRjtd0QqxhrHcvlJV3XsLe/Q1Lk3H/0kPF8Th8c9j2PiG6qq7yhbitMEJjgSHSOCw7rHEEO/l2HII1jhNZsr2pk5MmyD2qFHFIq4ihluVxhjEFKjXOD/9K5hvV2i9YxXdfhCdjSEgQEMfjsnfcE728C3YbDCqHAeIdrDd4N63HwHtMPU06FGl4HKBkhjcT1Bq2HNbnvh3AxZwVRlOCs//AeHNQCEVoPdV02eIQMIANCcCPnHkho23VE+pukd7g3P1DJqJtDoYFIG2MQN57tW9ziFrf4VuH/65T0Fre4xT8YHwlSalqD9UOCo70JLtIqRkqFMZYoS4cwGOcIfpDdahHjvcQ5RxRF5PmItm2GNMcoQmqJZZBoWhPYP7hLHGvKYsNqtcTh0FpxfnqCUgrT9uRpxjgfE2cxaZzgO09oHXmScFKtYdtifEzaBNRogasrYjRKaKAjSIWREDx0qyXReMTVZcfTP/AF3GLEu0dHHH/5kk3d0LY9l5eX3L17iLSefrtB5Zqvv/tlDg42zN6esdrWLPYWZLnmk2885Y/883+M/+q//CJ37+zgrWGUxQNxiRTr9TXFOGY0yplOp5Tbc4QINE0FQNvFIBUhOJJIDVU0KsGLMATfrDd0nUXJhDRN2dtdMJ0U7O3t0dYVhI4oTtAqRYmIetUTnCaONVqnVGWN1op0nJOmMdZHJEmEtGDajq4cOhNTHRG8xfQNV6fn3L93h0IKPv3JT+HaHmst8+mM0/Nr+q4hTzOkgvF4RKw0y1WJl8PUcVTkmM5jnKNpOuY7C66urkjTdJDwZhlluUFrOUzyREBrSZIktO3gaRuIqgLCsDEm4Jyl7+Hs7Iyd3QlhcAzT3RD+qqpwPcO1zueMRvkwuYrkEJoUSY5fvqDrG5I0wrqeutmQpjHrtbmRKg7TU60VUmbs7e1QFAWj0Yi2bWmair5t6MuSk298g5/6q3+Z3bv7WFvzG7/6JRb7e8RxzPHZKcFL1quKNJvx9NGr/NE/+kfZ3d3l6NkzJosE5y2PHj3htddeY1u12GAZFxOMGyprzs8vubq6Zj7bZTraY7utuDwt2ZmluF4RpGRndoe22uCM42BxiFKCq+WSOB8Ry8GvO8g5PV3dcvTsOa88eYwQihfP3+XP/Mif4NUnTymbkt/8yq8z35kyH49YTgrK9ZYsSTk83CW5f5/tuqSua7zref3jrwx1UNLihMGHjvkkY1P2tL0jSwTBGJwzmKajq1vuHNxldzKD0BCj6Yxhb7JPmqb89pffIcsy8mS4d5qmw3Qe5wKjdEqUaGrXksiY9cUVPhFcVDXf+bHXeeX1j5EEz9nRM8T1Jb31tGXHelsxmiqqtkX6ZljTRKCYj9nfO+SV+Q5l3bIqN/iu48GrT1GRRviOoGBdl/g4pXOOYA3rqmRd17g0o3EGE8C2DSpyPHj4lE21oustxg7yfaU8201FVXU3Pk5Fc+PDttbfSGs7jO0Gsus9Sg81W9vtdggNkgLrHNYbnLE4Akkc0TcNVT18JhHA+3BDAt3Qc+yHQwshxFBhlCeY3mEDEARta0ninOHQB1TTopT4cCJrnaUPQ4+q9A4hQAYxJOna4aApviGlwQ1kUzmFdnpYX7QaVBqBG1m+5ZaS3uIWt/hW4ZaQ3uIWv3v4SJDS+XwofV+uSpwPSCERYpDqailJ45QsHWHaEuuGAAysQrhBvprojGrT0ruWnb0D4lhjsHhpaZqaKI2IVU5dlswmOygZcXJ6zHW1YWdneH3ftPTS0uuekAaM8XhjCc5y3ay4NFvSSCGV5Nq2iNhhtx1ZlJJIfxPs4YjSHOkFm5OXTPyclbL8vZ/9X9j9+FP+1L/xL/O1n/trvHt0hNYxO/MF0gfGUYoXjqvtc2RasNhTBFXRu56yanh5seLOvX3+lX/tR/mL//V/RN/XGFPx/PmbTOZjlO5J0oiu31DVg8+qGKdIkfD8+RFJErGzr3j+zvsgHQe7U3RQBAvL8wvatkMKTaIUAo8KluX5CQFP32yIlWe+WBDoAUWsM6pxR1MbAo6+b2m7BlM7+tBzclYynhZIAaLx5HFOOkqQUlCankRq4jhHEkhVxMceP+TO7j5f+c3foi23xGmCSjXWO7bVhmAMcRSRyIiDvTkWhVhv0dstygqivCAbS8pyQ5qmN4FGHc6Z4bsiAkpLhIxwziFv+mwR6maqNGzUoyhBKUUIYF1PFEU8f/EMrWFnd06eZ+R5gmsEm1VJFCtGRYYQ4IMdpOdqIL5Pnz4iSRImkxHWduR5xnSW03YFITiMccOBSixxbT/UHEWastwOKbDW0Gy3xHXDo8mU3TyDqqQvV/i6ormO+NrLcw7vPqZpLZurDXI6Yrss2dvZ5fmL92m6ioN7M+7ev8d8vkPTGx49esLFaonUUNYl8/kBV9cvSfWceuVp1yXBgbApuVowWSiapuH5e+/x8MEBPmo5O3pJEmsW+wdYcnbu3CXLsoFo9C365mcwylLquuTJ/UOkrfnaV3+Fq6tLZntzhK0Rtufe4RyxP6OpGmyzJvgK5RwHs4J18Li2REiHzmE8zpBSUvUlmfbESpJEgr7pGeVj9qdTXB/QQrPdVigPVji224rNZjNM21xgu33BaDSmmEyotzUhCDZVOXhbpWS6mLKpK/peInNN3yj+8s/+PP/jT/5PTDLJxx8+4N7OLnEtGMUFk3nKym6JFmNWl1fEOmJ+/2CQeSvNnVcfIqKYk4tLnr98ieg7rjdrpvkYFUs2ZU2cK7ZlS0/H0fqS44sLovkO27YnCEW7WVH1PTtXk8E/CZTVNcHB3bt3WW8dXePxQSC2NUp1KK0Z5TlJklNWG2wY0q7btmVvb4/rzTU+eLwDhaLta9ApQgryIiMZ5fQKQtsNlUZKMRqPhwTz5RoqibOW4AU+BLJJge1anB+mtUmc4J0eUq4dSDmEgQ0HRIAYLBpCB3QS3VSCDZJ2KQQOgYwkJjiscWhxI5VuzZCym6Y0m0EurOOIKIlx7U0o0m3E0S1ucYtb/J7Gt9pXehty9I8fHwlSWkxHlCWI7dA/GseaKFIoIYmEIlaaRGlQGk/A02KdQQiNFgEdKaquJAgYpTlBgrUBpQTGWOa7O3jvbtIeJ4OktLMgNPloQlmWpGlB27a4riR2Md54YqWZZxPa5Zq+7hAioYkDnXOsCVR9y0hIYj34v5TQZL5HWs/s3j6bbclob4dlJIiiiOvra4qiwIVBejZZzOmqGqkVZbllspiwrFqUlNTlljjZMJ3PiKQiTRIW0ymTYowxJXEaYVRPUkSI9ZDg2jQRcZSSJBlta3GuIcsSptMx6+U1de3YXSRMJ7u0teH50RECiZTDZp0QsNYgtaLtO6JIU9U1vakRyjOfjTHGUPUdTdtjnURqSUAOnjEhkPImyTcrSGJNbYfgH18F4jQi+GEaGWmN6WtOXrzklbuHHB0dD1U9XUPUW9IoJktStBLYbpgIaRnhPERRzNhLZk1HuyzxIWBdR5EI2rZEJRmjLEfreOgFrS0ojxKC4AIu2MH3Fo3wLkAwuDDUgigVEULAuUFaOEjLOzarNU3TMB2PqeuGqq4/TE+NIoXWgijSJEkCIbC/twNA8JZyuyaKFEkWMRong7x6u6U2Lc4OMl4XLEIO/++4KFhMppjJhqPjJVpbCD3taovxPZEAJSQHe/vMxhN+9Yt/GykSRukO1lry0ZiXp8dUdYP3Cy7Pr9hd7PGJp6/ysY99nF/+9S9R1yUxEp0WnGx7IhIUisV8QZ4XXF9dU69XzGYzYjyTUcooibHWMx9PyPOU2XjGpoS+7tFCUmQ5eR7jbItzhiLJ6aqazfWKSH8QdqWIhWJUjNjaLYpBAs1NFZTvAsY5fLB0pgUgSjRt1aOSGBsM26ohyVJE8JTbDqUUl1dr8BuSKKHrDG3ZMp8uuLq6GGTrd+9xcXHBajt4pk2QBKXZbEuiKKZpO9BD3VR/ZVjM94jzjOOTE7abNdPEMcs1fdVx1wSiYopyPULoYeIeBFVVoeMYoRTX5QbTW/I8593nL7AIrPM4D0ol7C0OaLdXiGhYgr0M9MHgQk9pe6xWlHVP3fXoJKWznt46ytYi+xsJbJRxeP+A2XyH44slzU3/rXegdSARAmkD2B6ZaEZa05kWHyxRorlaXrO/u0tZV9RNSRCeRwf36ZqWxvZstkuqrqW1NcE6EBFKD3L2OtMoKwnwYUiSUIOixRiH9Q5hDS4IpPAIJVEanAMXPANn9AQCTdUigkREw6T9A/VLlmiCB+/dIDEWfJjO7q1FxxF1OwQ+pXqQ8gotCd596x9it/i24Dbk6BbfTvxuTUlvfaW/c3xAFG9Dj35v4CNBSluzJc4ks90M5wJ5ltHVLcHB7u4hvnP0XUMiY4wBFQlq02JtjQ+gozHb82t0Eg/pj1qybUq8sozHI66vr9lWG7abFU+ePGK93dAai5CSFy8vuXPnDtv1Guk1trdsbE2sYupmi4wsD/JdrqMdRqMJz49OiaOMl8uaNBthhSQJgUgKUuEQpkR5wXUL3U2a59OPf4rHH/sEF0cviZEsFgtWqxWV7Qgi0HiDFxHdRiBdyttfeZf7TxR37r7Ou19/Cy0Foet47813uTi9YO9uwbIs+djnPsa2GYri42gEIcbUimbtbxJkIU9GRGrwnN3dP0RJydlJSVFMSIoduq6nNe5Dmd9oMubBo0cIGdhsVnjv2Fxu8VLRG48QQ6Jm7xVNY6hp0TrFhwiBpqsss/GCIp+yurpkVEzYrFZYY3n4yhOOnr+LUjHlZkOeRSAlf/pP/Ag/8RP/PRJPVkxJ4pjN1Zb1th02p8UIqWNOr64IQpGmAefBucC93V1eHL1E0/PK012Oz5ecnF8wnh2wLTucCewvFkyiMWcnx4wmIzbbCh9pxM0hRxASj6W3IL1B3JBSSSBOIrIkZn9nFxlLbNejZEQ+nhBFMW3XEccKqSCOBEL0JFHEOBsjgyTynnmeI2OB0w1ONwil2ZnO8JeeNC24PL/icnOB1ppIxRQ6ZR0U1xfnPH4y4t/783+Ws7NvDGRnvUJrwfGz9/mO1z5NvS1RQjIuxvRNzbP33+fg7gOK8R6bskU4jTeB5dkVsYBf+lv/J1ke40wDAmKdE9//GNvt4AudjzN2Fgv2RylXV1fcu7dDHMecTFPyJKY3HUWSDJL5JKPf1Bwc3mFU5Gy3W4zpkEFQpGOq6y3TtEAIQW86Ih3RS0u17Vgu1wQHTXNOlmVoFbNcrlBCkaYp3XaLUdA0G0KrUHHC84tjqqoiyQbv7ZDMGmiakqIo6Puey/MTiqJgMpnw3vmQOHtRr+B8WGvKtqY1PWtbs+y2aBVTby4JIZCEljSLaeqao+sTVBQP/sXEY6yh68BtKyZXDXfvQt5bemqkksREqCCQyeB9NM5zennFcvkNXhz9HxA0XkjaZqhL+b7v+afIE4+JYbo/Z0vP4s6CL331Lc6rNXVQIBPy2QLnHMo2jOKIdVVTNTWz2Ywsy0jGYy5WazZNi9YRaZIQRfFNJ67AOE+1WYFvKDcrXAi8/h3fgXEOHcecnp+RjlKM61GxompLuraimE0RribJE9JkkPg7Z6n7Jd3FFq0jUGZIGweiJKIPN3LiaAiT62xPEBJBII5TjGsHaW0AQbixcAsSmSE6AQ6iKEHLQLWp6K0hiobpaBRFOCWHuhkliNKcoCReCrwUdLajNYM02Ib+2/AUu8UtbnGLW3y7cJvG+3sDHwlS2ruOYANxorHG4XyH8z1JnKI1yKCJhAITUEJgfSA4i7UtQUjyNMI6Q19b5FqDEkgtMN5wenqK8RZkQCtBtdnSNS1xlCBjjRNQ1R2RTsEHusayXpfMR2OyOGWSz9hcrvGdZ2tqhNN0LmBsR8hTYjFI0YQEIwZS44KkqTeIKCH0HSfHRxw8eYiQgWC+Wf3hnKGqK5p2qHAQISVINVwbgsurU7rWMMpTYgm/7zNPydOMEAKH9xZs6u1wHV5A0EiRIGQMCrxzRDGsri8gJCwe7nFxcUHwgmIypbeB3nicl/gACMUQjBkj1NATWFYNCE+S5nghcUEhvcRah3cCHwTBCwIe5wWxUoxGOVW55ah5wb/0Iz/C0dExV1eXnJyc0HUdSZJgup5RmqGk4PPf870sL5bU25rNdkVwntc+8R0E6xAeZKIJXuJC4M6Dh1jjUXHCxcUFOE9VXyNsx7/+r/4ZFgv4n//XnxsSSPuOrjZolZGqmEk+IuwsiPMIJFy0FW1tiKKIJEnIsoT15hprexIdkaQxXdPSNg3OOWxfk2UZcRxjg8VjMIATFhV7dOQQeqiCkbGmqTYoFRH1w4So6SuCNjS+wnaekZ6iMoXFsHe4x+Z6w3xviu8cXd+SxDGf+uRr/It/6gf55Bsf59nRC/q+R0jN2++8iY7G1HXJOMqIo8ErLGQgz1PeevtN2ra9IWwNo3xKlkQ8vHvA137r10jVghiIb0iXSic82L/DttwMicZ9Sx5rXJFjmopmu8Z1DZu2/rCCQwlJX3WYtmN1taQpK+yNXHq9XpPnKX3fAx6tNTs7OzdBOWCsJaC5vr6mqiqyrKcoJkRxNnT32oAQDucEjRmCcLCKpoPOKnwrMc6ipMUFj7eGsr5GKkXVGQw1vQdjHcbYD1OahRB0HiwC7wYPu5cOlcYAyCgiKElPIEpSrACpItbrNcI4ltcrHuzsMd09pDKeTEcUo9FQzyM8AYEM3KQ7QxzHzHcWKDVC6xRrHHVpaJuel89OePxgb/iZGIcca2rXsTUlq25DOt0nyUcIoXBNixMtBMN4J+EHP/8HODk546tf/TJW3ufF+dtEhUdrgVAdJrQf/p4AvOgRskNnkCiNVxbvDZ2tsPQo7+l8Q+QFnd3ShYbYC3pXE6TAqx4de0QQxMojo0DwFh0ZZOpRPgzyWQmmNkipiMQHqbg93vf0dAgpsd4iVUSk9JC+ayzeW5yztFahrRzCkpQhBANaEwR4HYjiGKlvpqDK4RWEyEAMQmu8NzgREMJ+Ox5jt7jFLf4Jwq2X9KOHf5zE9Fa6+63BR4KUOjdMpqaTMb2wH/Y8pmlK0zTEIUJpQVPVBOfwvb2pE3B4/CCZZKhrMcagZUTfG9rQAoNUVmqBknB2esrVejW8jxUQKcqyJJaKUZZTTMaMvGKc5ti2Y1Vt0U1LHxx9VyG0xPeWrukYx2PETbXB/8Xee8RqmiXmec9JX/zTDXUrdIXOcXpmOCNGUSIpUVagaUOQvfHKECB5a4GAvfBCWxuwF/bGsBe2AMGAYQiwDDqQksa2LJLikOrhzPTMdO6u6qquqls3/emLJ3lx/i5yIQEK5ExLvC/Q6EUV7v3qj9973gSKKDwueggBZTJUZrAC+nFg224IwiVltOsYhh3ZcS5ZU7XGO5eKPlSkKDVCeDIjMBr6dss3/sFvcuPaEUPcoIVEotJ2pxe4MVk8iRFnIz70bJqGslbM5iVtt6Ks0tPd9Sukqhm6cbdBKHclJgE7WMbO4bxn7D1aS8qiJrpIMInsutHu5iMghkCInjIr8d5SVRUET9fvsmtXr/Ds889y/Ogxbbfl6HDBxdk5q+UZfhz4U3/yZ/n04w/5+KOPuHbtiL29A5QQ5HlJVVXU8xnWB86XF6zbjrOzM2bTRdpn3W6YT6cUVw/58puv8+N/4gX+5//l7xKdpZ4WzKYHHB+fUU8yZvMSZWaMricbIRMS4RzONijhEEqjtEPIQF5K6kmWNmE3lnEMBDnghUAZiSkD0YHSnig7rBCIoIluQEqJCCNbu6HOprQhMLlSENqRIYzoMmMIDZYRXSpyVfDBDz5gf3HA8ckjCpWzaRxGGH7mZ36Sv/AX/yJyMmW0nq4fsbZhs9nQtBfUkzk3byuMURRlsoevtms+e/SQPDccHh7SNkviQYnzHc89f5uLixPKPLWXamnouo5cG7bdlqZrGYZhVxxWJZvxtkkkQUiaJs3wTKdTQoS2aWl7x2A3OHdBxD/9s4vVFmMMo03XHISk73vavqOqp4n0+Zy8yBFS0bRJqR9Hj1KfN6xC13t8gHZc4QOpUVtFCAHnIj6m12zEkxcFISqsg2F0jDbivcRaQYy7nxk1iDT7I6VBSoMxBkh/johEn+Gs4mK9op5M6DvPoqrQ0rDeNlysltw62MfjsDh8dEilIfh0eOPTzE/KFC947dUbGFlgrceO6fNueb5iaNZ4HKMHqRWjG1AZTBYZ6+GCbFIwWktvt3gGhB549Y03WFy1fOv732VrL7h6W9KFjIuLC8ZxRYjpd2saUAAAIABJREFUwGyII1okS6vUknbbJVuv0Jxc3MN7z6a7oKpygrRE1RKEZPAXjCHZd4tJBVKQh4zoI0JJMp2jdGqcHiaCasggRJTJUtFVLwmBRM6JxHWfsvlSILxACIfMcrIsJwhgGEGPuwx4JBiJLAokEuUso/d4Ysrn5hWRlDmNQhADmJmjnmqqyqBUgZQwmUx+FF9jl7jEJf6Y4JKQXuISfzT4QpDSi/M10+mUk5Mz+n5kMpkghaLr+jTijibkNZv1FhkhUxL/B3JDWmVM6ilBSHSmUmbTFKn9cWjx3iGjRuWaselQESZ5mQinKLDjiCqSsqOl4vqdO+RS84PvfY97733GNMCrzzxL7QT3P36IFoZrh4doK1EOIGDxBBEwGqRUjDGCdzR9h2glZ8szzh5vWQ0t3WZJDI48M6i6JtOG6CNlpcmAoAaILd6t8D7SbSUXF5/RbVb8pV/8RR48ucv9k7vcff9uKuzpDUSNVgIpFOCIjIyu4/UXnuP1N57j47s/oN8VlnTjyPbCMjYBbXJyU4BWBBuwTeDuRw9S/s8ojC6wzYiTAel7CLuZB5VBFgghzYD0fc/NZ67j/QgisFgs+LVf/z+58cwzPHz0gPl0xtHREevzM6ZlyZ0bN/nSq6/wj77xD3F9w50rN3GjJQ8GBnCDY5AOnQ1Uk5qrV46499mn3Lp+lffee4/bt29z+5lDJnXNK6+8wusv32FiJD/+1TeI8R3e/egBQlUIIfjss/cxZsPh0YIwDuxPDa63DDZQFiknG+zA3lGdFBxScVFZlkybCZn+gxuJlhtFhcmzXWZ5YHSnCKNAKaqqYu0c5qAgmJZPjj9h/mzBUbWHquGZ/SPW2w3bbYsdRkbn+Kmf+QrnT84JoQXhefX1l/jP/8v/Crde4X3D29/9Lg8efMpqteK733ub5597kZ//c7/AZtOxXJ3S9CsmswnPv3idEBz7B4F2aLmyX7DeXLBZPWDsj/mxr72OVJ579+6RmYLJZMHyYsV0OqcZGxDJTiy15vHpkidPnrC3t8fBwQF9bxGqYBw7js/WhBDoB4fI9pAxcH6+xDnHrPfcuXOL40efMc9KrIg01nL+4Jiu61Ay40ZxjeXSc+/eOYu9OcZIuq5DiAgEtEkK3+d7skiJjxCT6ZOxH4ldKrLy3qOUYG9/wbZt6YaBHIhO0zYeKQxCSnYhxtTkqyGIQAC8t2T15wVXcZdnLDFZgaBjb3HEwf41ju8/YHSea4s9ZgdHyKrkswePGdyAHTuyUDKOI8amBthIUvyyLOOTjz6iaXqChxCSu+DGzVvkB3uMYmQdR/r2lNP+nMUzBV994XmclHgBw9iCUGQGJCNWnvP+px/zwhs5P/uLX2a5/D7Pv1Hj/YKzsxNAIGWJyRIxEyK5KIy8ztC7lB+3YWd9vrIrAktzLdoIpNodCu7cJj5GnAN8xONRdCAtWVahRYmPJXgIAuzQEawjxDGV0CnJ9WAwskJlBhHSVFNSviOeiIyGkBXE3eipDwHnHOPo8NEgZUkgQhS795xJuVnnkSFSFfmu2Mwxjm06eBDNH/l31iV+9PjDyJP++sNv8+dvfPUP4Wou8ccFf1SE9DJX+sXFpUr6w8MXgpSyK9sZxy7t7AmN2u3UZVkJQ3i6bxesQ2U5m2ab5lCUSdMEQiBCpOsGssLgRkeQntxkIA1CQtypfMSIzpIaqsuSTqZZgc53yBAZnQUN1nsckE8NL3/pdc4en/HBe5+gvedwcgB2N3QQU8NrEIkOCpHU07IuMQ6CUly5ekTh5rT3Pk7TCUW6EbZtj/ee2WSe7K1ZTtCw2Z6h8owsy6mqmt/73X/M9WuH/OxP/ST/xX/9/3J8/pDoPdPZHp0FowuMrvE+qcVtt2a9BR96TAb1RFNPJzRNw8VFSwyaTOVonadtxRARCIq8YNu12DCgcwO2Qya+xRgtSguE0CgVCSrtCSIVMiqUUmRZ+fTvKx1Yry4Yho5OGx4/fMCkLBn7jvO+4/Rkn8O9fd765vtMqilaCUqdU+qc4/aUk5MzRKbTIUWm6IaO7XbLdFrj3chmfc7VwwXXjva5enjA5uJTjJZ85c0vsTi4waMnS0yec7BfM5nmzOYl4+kWmUGuIoUqMEoBCi1V2iTNDFob1C6/dnEekaQSG2sdUin6zQXK1Lsb5A6pLNqAVCC0xdmOPDO4ONCHlulkRjnLsG5gvelTfjFTaBHxzcC1K3v4tmFRL/jwnff42l/+dyCM6EmOHh2LvT0+O37Id77/PT7+5BNu3LzNfD5Pqt3Fik/ufsT5+Tl/8md/nslkyv6VjKZZoZUiy+b0fY9UMNnb42tf+xrf/O1vgUoTQcqUjA7Wm5Ztt0254rpOCr7OUVnJph3YbLZMp1NclLRDssMGNIKIdYEoFUVdEKXg4ZPHZGXJ+WrFdrsFIkVR4BH01jISQRsmiz0cgXG3n6m13G1rSiK70p7gEFEgdYYLAb+bhCL9DQJpAiQo//S/1m4YQk8IBqU8GkUUuy3O6BFKkGeagEcgGOOWYCPjMGCtZV7vExjJCsloO7TJ2TvYp1+vEcbQdCPN4EBnbK1HigxvPRGZCs9MxmQid3MtijzPESJ9xg29Z73Zsu42kGliIbEMDDR0bokoNFGOWAK9GxAqkheSspQIHMPWc3hlDkDTniOV57OHnxBCUrAhoo3EGIH3drfZackKQ16l17X36bq89wgR8D45U0yW9nRl5gh4lDGoEBA2HQ7IKIgxQhzRmcIYQ4bi87kXWygW0z2IDiHSju96nQqfYKQoKqSUqXzMBbzfzdXkCmEEUqaJr6EX9H0gIpPCLT9XsiVKQQyK4AP9psXkBikl2kjKqkjXlBU/3K+vS/xI8AfJ5GXh0SV+GPhnEdL5X/rwUj39NxSXhPSHiy8EKZUind4LFEoaIN38GJXtTsEtIqST9M9H051LzZYRydnZGd4ni5cIgcwUtEOLQlFPa4pC44PD2oFCRvrlksZaTJ5hlKL1ga5pUSLdGA3DQPQBVWQcXptw5+oNDq4e8ujBQ6SS6N3v116CkEilduPvEosjRs9gLZu1ByM4XByhtaI0BWWV452la1MD7OdWZUTABwsuYr1gDJajZ64ifc/QWb7//kPefTvyN//mf8okM7x1t+OVN/ZxfUDGDImBAMFFRIxMJyWTWcdkmuN8hy6grEqisgCIENHSoIUk+khwAWctBEF0EYLEExhsoK4r7NAjBUil0VLuWnYtIgikEJRltWusBSMFeZ6x2rZkmeb27VsEFzg7eYKMnna14Znr1/n617/O7/zj36bZtNx56RZNu0FEgbcB5wKTyYyrN69RVRWrZs1czumHNuUlY3q8JJFnb9/Cu56ubfjB997mja/+NP/ev/9zjF7S9SOffPJ9nO+oporVKKHUWB8oqwlVmRQuP1qqqkQrgR09zbAhyzLyUkNI5NGGgaysOZjX1GWJUIoxixTVFGM0Dpc2clVEiMAwtigZiDj6dkNWFozDwGwywY2OznrQkne+8y0mxQQyw9fefI0716/wG7/2q/zY17/Ke3c/5sn5Ez47fsTJ2Smn52cgBZPZhEU3p55MkFownSzYW1R0fYOQjjzTbNcbrHes1yuUMmAHfumXf5nf/Sdv07Qd1iqc9Ugrqaf7BGno+55tY3fWcjg735LnOU0zghhxzmOdTOSCiMfio2eUHpRicI55nVHtzTndLFkPbdpqdR1BJ9vlk4tTvAtIJej79mnTsR8sRakI3iGlQBsN0WGdQ8uAD44gAkVRoZTAe7AuMAwDg1tRzwqKumS5PMf5AZPXKBWQQuKjTwdaxqNMyqRKLVDaoAuN9ZboOpwd2HY9PkryqqTpnpCFmj/9J3+BO1dv0q/XuGaLR5IVM9abTfoQdZZMG6yzSAG5USip8BGOrh7iQyJVzgb2R0s0hsebkzR9JDvyuaTMDHqqGXGMfYuUnrww5AUI6VDCJ7t1PkUpRds17O8fpOyyUekzxFukTPZk50ZiTC3ko2tTQ25Mc1s+CGIUzKYzRpvyp8ZIfHAoJZOtXwl8FORh9zURJSAhCrLMoHWWbPyBpLjGjO36FKVSo3KRF+wd1gDpM9v6NA8TktrpvU+/x0SEEghkOoioSsbREZB07YjO8nTNbvcZLyTRB+RkhkI8zfDGGBEozI7EXuKPD/78ja/+SxHTS5X0Ev+quFQ3f7T4gxnSSwL5rz++EKTU+0DTtAiRVKthsMgIusyJ8fdJaSbTSHuWZbsbMUM/WM7PL4hCUZYlCgMxMq1rhAbnLH0fqIqM6bzkYFaz3W5ZrtfICL1oaFZriBEbAiJEzs7OqMuKoijYu32LRT1h2254ePwInWtmxRw3BNK4icJoidAKIWIqV4mBfDLhbHnBpJjw3AvPI7RAC8nR0SHFB5qL1SrlGKXGmFSmkucZ1vW0o0XkGZM64+LJOSfnF+iY5m6GZsuf/blf4K233mWSVXx49wHTyVVwDqfFU6Xr+q19Xnz1Ov14xmh79g/mXFycsdmsmUwV7blDktQjFxzjYLHW0rV2N5eiELuxP60NTbtCm4wYBFJrYNypJjFtHYaAUpKzsxPGfsv1G0fMJhU6N3hvabcbppMK34+UZcl/9Nf+Op/e+4THDx/x8MFnvPv2pxQ5fP2rb/D48RP64JgvFlw9us6Vq4f0duQnf/rH6fqGb33rW7z84gu8/sarfOett/ixr3yZrmn5zne+w4NPH2L5FhetxaMo64rz5WMQA+XiCvODCfXBBLs8ISs0m+UFFxcr+q7h9ddfZzKd0G62NL2lHx3VtCbLNFGmXdGDgwPKICmMxsfAOPZM5zVRpoZSoSRN33F+sWHbb8A7unbLadPwla+8SZUZFtMZFycXLDdLCjK+/qUv4zpLv+34y//2X+A73/omn92/z7Y5pxOB9z75iHEcee7l52nHgRu3n6GcTRBPjhltj7VDmtsII6enx8ymNZNJhXOOtmvZbrcYk3O+vODHf+IncD5ysVwj1EhVTciV5MnpKciID2HXtOpTC673dNstfd8z7oiEUimr6IJHZIIoIzaO2GHEe8sLr9zGGIXMA/lEURQZTdMwnU4pimSrPz5ZgksHC2WVUxQFbZdKekbfY5QmKyskAdt1iMwTpSU6T9QBr8CGkT72eBFpxoHZlWtk2rC1HtcOmFqhRVIscZaoRkwmMZlC63Rds3nF1auHRDzDMDCOI+uzhulknzt3XmW56pEi56/+1f+Qm1dvUWcF7377u/yjv/8PcIPDCsf58gwTI5MiYseOGBxVnpFnBhEiPljGwdGNA0JIsrykFw65UOhZYAwjk/2C6EuyeUlrO2ZywugDWaYhevqhIfiBN998kbZ11JOKtm0xRmFMOtRKSrMjxoDJVFI9pSTLFYiRpmuwo8OYHCk1mUnKYtcHhIg7YqvI80Tqtl1LiDopvkIhVMqxJ2tyhoiC0XqC8yBFmsQ6PExqdAShUr5WCYk2hkxnac9ZyZQ/jQE3ekbviCHZ45XIUEZRqpRNLaLHFAVaaOwYkUajhSLGgIwQRp9UXpOTZRlCKC7OV3yu3l7iEpe4xCX+eOAPu+TokuT+8PGFIKWpbEfgXUApDVHuyoskShlmswXb1ZoYBtbLJTev3yDLst0sSEhqqnNPf05d12yaNdN6wrDuCNbjh56jw+fRMjK2PaXJ8MOIKXJMFAzWonar7nVZsb5Ykuc5dV0hYqCelBRVjs4VUYLFofMa55PNV8pIlmXIrERGzyggn08QRcYQRo5PHrMdOjb9lqrIGcecphvorYU+7Xpa22G9Iy8yTFnSbJYo5SkLRSU0Z8ePKKTkuRs3uXVjTr/pmBbF0xmdvh/x0WOqjJdeeom8cAw2sm7WrI+P2bZb2ga2G1AqQ0TIc0PwyaoadnmuPK+x1lLXNVVdsFwuqeqa+bRGSE8mNZkK5NMCJTL6fkjW6W1DmRum1R6L2ZxNe0FdF4hM0jUbJpMKVVV8+c03Gcee5cWa4+MTvvKVHyPXBq01Lzz3PP04MBLQuebP/rlfROeaDz76kKZraZot9+/fxw49333722A9P/0TP4kiKcDnSxjVQy76SJQanWc8fvQ+P/FTX2G0DSYXnC6PWTfnbE46NDkowWRWs203tH2Tdhr7LpUBaY0fRrIyzWwILdg8uWB6dJVpWbElkmsDMjKGDgiszy4os4rDvX2ODo6YTRc7IiRYXyzR3rFX5siDPWpV8ejTu1xZ7POnfvLrvPv2t7j7wSdoITk5fUifabwOnJ9dQIzcuPMMo7NstltuP/csH37wEaMfCcHR9RvywlCWNW070A0jw2C5WG5RquPJ6Tlt72mGnmJac3axoXeeg/2CvcMD1s2asevI65TFdc6htCY4h8ozvABTFrvCoEQQRGbTYyTS1JH3lsFvOVtt8aLHxpahWbNYLIj0bIa0W2sqgIjG40LLukuKsskE+3sFRZGhNWijOZBzuq7j8UnPpoF6saaaVsgosSFHhMjhlQPm+1NybTh45llEiEyqemc3Fzg3Yu1IVWfpZ5tU3OS9RekVbduSTSSHkwnPPXuTGDRCrJjtZUzrGa++/jJYzfZ8y8uvfZntqucb/9uvYswe1SKn31zQeEcMkmk5xXvHcrVFSWjbJsULlKTtW3IfYCKR2YhVlsNn5ohZh2hHZKaoS0M7emZmgvcRKSJ1XSMIBKeYzTQxeiZ1nsikLokElBJPLc+pyCkpjz5alM6I0RHzItlgZVI6m6ahyHJCcBADSkqazXZXapThd23C0UeCTxZ1qRS5LvE2zSeJEHA+oLVhMd9Lv3O09HZMG66BVJomJQKByiSFKZBKopSDwQGC6XRK03S0qx5jChQKLQQm5GQypxk72k3PYG1y0giF7S3Xr1/n+MEJ167NCSHytZcuZwEucYlL/OHin2bPvVRJL3GJP1x8IUjp/t61ZMEbhl3hiKBrHcENxCJwOJ1DHek2W8qyIiIoiyopVS4Rh3F0jIMjyzWr8zWjH1BCsJjO+cqPfZmXXnievDD87b/13yFiJDjPZtMhAwzLLrU3Ss2kqlk/OoEQOFgcUIRITeD+B+9y9WCBCooH95+AzGm1J+hEhMEjQ5o9ECLdTOfTknJa82R5Sm97+qHBekewPVVmKLKcwcMw+mQnzaeUMqJyTWd7Hn/2KZkUyBDZjo6vvfkK//DXf42XXnmZ/+Df/Sv8rb/9t6nKCdugsEMgemDXcnr37qcEsSUvHZaG5aajKCdMJgoZHflsnwcfnaKlpioqvMqopyUXF2uiDhgt6XzDsGrQWlJNSq5fv87ZyTHDMLK6WLFeteztHXD16jW+/923+et/7a8yn9c8+9wtjq4e8tKLt9g26zQvs91yeHjE7/2Tt7j34V2++bu/w/J8xfHZKY+PT3nx+ReSdfqjuwQRGOOI9Y7f/vZbjONIUVc8fvKIqiiZTCq+9dZ30Ery8N5n3Lz+LL/5W/8PxlimhxlmuocqKzwarzw3X7zDKC3HF4/QReCsO6ePHQdH+2w3I8Zk5EYzxA1uSA3JugRrLX1Y78pikq15aDpeuX2TQiv6vqXtVmRVRAuN0pFh6LnzzA2Kcsp223F8csbmYsl8PuXqMwfcunqY2qOdR8ZnKWXOL/zcL/D2d77D44fHnJ2e8vKXnufk5IR7xx8i9iY0ePK9DIVhtdqgpwXL7ZKD/T1eefVlXnn1ZfxoefjgM6SUPDk5R2A4OrzFg+MHtOOAKQzf//D7FFXJ0h0zWo/LA3tXr3F88SHDdgCSPZ4AWmvyKqf3HhcdgxuSkuVTIVAIAS88B4cFrRsRE8HKnRNCoNkI7jx7i1vVFfL8JtZazs5O08/MDfNFjc40s/kEJSQuWJwdsH4kzzOIPk1YRp9aWYODUPNlDlEqtXLHGBEyIqWkKDLW6zXGBJQa8T4AUJiWXKt0WCQVkRytJdpElAoIkRqGrRuIMbkwhFAUskaImrE3eDdBhJpt2zG2BqPn9F7x9Z/5SyhxyP/9jW+wOX+MVRY/NDCMbIee6EZksBgF3gWiAK0UZjJhjIGDawuyW5LqqmQyzzjp1ixmNSrPWDctVZUjKQkyqZNSSiTg9SlK/36EYRgGkImQ5nn+9GBpGAY8oJQhUxrtMzJVAamYLPhIv3XMi6toofEkC3WuDQ6LNOmwCiTSSKTQxBhxzuNsIA6CoRsIPl1LJg1hCHR9SaZzcmPIEZRiROh0/VmWceP6Tfb29pjNFrvnRVLLKVUx4YMPPuLw8BBnAxdnS6RU2H5gGCxDb4l76aCk6zr6vmd9sWTvmT329/e5blbcvv0sWmtC+OF/h13iR49/UQvvpXX3Ev88uCSjfzxxqZL+aPCFIKV9l6yjwUdiSJX/IkZEBOccxhhkCX4YUYh0+k6ye0G6gdbap/1EadBZRiUqDo7mKc82WpbLJW2z4dNPP31qcV1MoDAZ5ZWUjcqUZm+22BWACGZ5xdhskESGbYM2FUFEuuAoqppeSBAaGdXTdlZJQABCCZyEIXo2bUMkbecZJSF6go+MntReG8HonGEYyTJNJjV5XhJCoBsH5DByY/8KVw8WvPOd7/Lcs7f5E29+hf92+z9QKQuyxI02Fa0osNanRuM9yfHJBWerc/YPc7Sq6bqBtrE0wxljSHM7UeVIHVBSE4THWktuMmJaukHlyZp87949hrZD65wYU3lNXdeUZQnAr/zKr+Bcj5CB1fqMd955h/XmnL7v+OC997g4X3JwcIWzk3Pe/vZ30kRGiLz66qsM3ciTR485PEz23icXj6jrmovVioBnPzPkZU07DEyEwWQF08mE+esLbt5+jpv37/P//cb/xeGNZ5gf3GB65TpVPUVmMKkHdDaA6LlojxET0L4hq3KEBKk12e4mX3mBiEldC60FNUKURBkJIeJDZD0uWW4sXdehteSZOzdoh57mcYu3Hicdnz68S985VqsNShvmezXvfvAOi+ke83qC8IF22/DcjTv8H7/2q3zrrW+TZRmvvvoq63HL0jZcObrG427Nk+U5Y+NYzA8YRkcUAakUlkTeiqzG0QJQFAW5yTg5O6cfB1565UV+9df/Lvfu3+PV119i73APPfHYoSdDMb9msBqa4w4kuBH6EbIwUMwcIgbEaAkRplPN4f4eZV1BiLjYc3R79lSNPD09BeDZZ28DYddmO6Kc48ZkglIKpSQmC0BH229THjC6Xb7Qs1x3ACidbPpap1Kj9eaCPM+pqgKh0ntM6VTYExgpqoAxyYaaNoA9eZZhTCTL1dMMZFklYjqOI8ak9+16MwAqEbrBkVcVZX7AMliCy4hBY7IZQ+OQuiK4SNNHrt56gVvP3+d8MuGDHyzZNj3KDsjo0cEio0dES10ZfAwIAXmZ45ylWiyor2T0rLjYtEQjGfoenEXJDO8g7iyxoBCBVPIkBZqIjAEpBUIrgk8lY8vTZcpyFgVFVTzNWRI1IhTYUST7rJAYkZGVmqZpwJhkh5UShMGPHaFXFEWNdQHnU9mX85Gxj/Sjo2sH7OB2O9EZ1aRkXs94+blXqKoJ02pCVhapgVhlSK1xg2O73dLbkc2xo7ctth8IwxNm9Zzf+q1v8uILL6cYhtBM65qhUwgUUzNncbBIhx5NQ9M0XFukAiY/ePpNZHsxUFWfFy9dMtNL/LNxSUgv8c+Lf14Cell2dIlL/KvjC0FKm6YjRp9yai5tdyoEeZbhbMorGmMoy5IRkdQBACV3N7oKIdJNZd/36aYmV0yqCYjIRx98yKOHD1itLtLExd4+4zjSNy2ESJHnVFWFjFDuyKBSimle0rUdExHJjGGUyQaoMoWZ1TS9JGpFJrN0HWJ3w4hgGAeUEkSdZmoEEAKpzMgHxtGm/GnQjIG0vzc4nNGgNZjIbD4hWkWIgr35FKLng3d+wGdvfpkvf+3rlBr8aKGAcRyRyiCEThuCg6V5tE05OqUoiz1Wa8t2O5Driu12zWSeg/T0dosjkTGUp2s78kKhtKYq0k28w9JtGnKdhu+9j5RlSWEy+qZlvWn43ve+x5MnD2maC87On3D/wUdcvbLP2dkJ3jquXrvGb/7Gb6Ok4bkXX+C3fvO3uXr9Ov/4d9/i1q3bRGN4slxSjT2rZs0YPOsuqcuttdy8eROpOzyCvSs38NZxfvqEd975mBAl5WyfT0+WnPWCIzKu5QVuGOj7LTobkLrnZPmEcpGaj5t2lRpjhSVEl6yJUSJ2hx2lFEiRsmsxRrxLkyEru8SOA6MfKbOcs+GC9XrN49VjFrM5Iz0n6yfEIIkZ1PMZ8yszlu0Zm37L4HpUkATnCQbe/t47mHnJlaMjOul4970f0PUjx26NKASPnjzi/GTL0cE1JuUCnRvKuqIfLHH0FFmB9+Gpgtl2LfV0iouW2f4EUwjuPvwAM3VcDUfcfGGPwQ4EAYfXDdmi5sbzqRnVj5ZuHNIBzd4enkiVFzv6m15vg7PIKBCmYHYAMQYmkwmzvf3d+/mY2Wyys24OCB0piwJtktV+Oq0YxpHlcgkKcmMoimKnnC1wLh3gCCGASAyBvb2kvhmTVLeE9G+OBLKsSgQ1OJwTxKjJhEnTRkIgRURJ0FKhpaQdLWqXN9UyWcdjjIxR0G0N0UoUC5659hxleZ1mExFUEDQqg4cPLlhUU557+TWmixmDXfPwnmJ98hDbN/ioKZXEWk/vUm7bSFA+4IXERoiyxgVLOwyIKEHnBO+BiJSpgdwojUAT/W7CxkpC1ChjMFqTScl22zAMnqODO+kAJUa6bkwfkUphRI6kQsekkqayIkUIcFgdPCV63ltsL+la8M5h80AQkvlsj735nLKeUpicKBSTyQwjDUKZ1GAtJUZqnjx8guhznDeMW0/TbIkuXTshpEy60Whh8F7QbyzORiqlydWcvdl1ptMpQzugMVR5mn8JPtCskpMmVzXZtOLk/IwiN1hrKfIJzkKzTQ3KiEtSeolLXOKLj0vV9V8ef9gZ0s9xqZI8uSR8AAAgAElEQVT+6PCFIKWfK5OfbwWGkBozhUjNik3TUGUFeZ7jhjHNxiiJNqm1N+6mCsYxZZguLi6YL6YcHM7Z218wDPapqvfTP/VLVEXJd3/v25ydnLI6Oydg0XlSWLbdkG6QiwKNYF7WTMeRUGdsfVKEimmNrAuiFkQhGTEoIVBEgo0IPDYESiUxZUE5yYl+pG8b3DCyXq/pR4fQGVJnKCHoB0+h8zRRMXhwaVomMxlUgboqUBEOD/ZQItJsVnz9K1/ld777PZQQDM5ihHqqHkuVU2Ugs5LBZvQDnJ81NNuBg4OSoirZX+xxdnbBdrsmMxWj8Ohc4beASruFeZVya947hIgURUmmM2KMVFVFluV0Xccbr77C3/k7f4ezs2Ocaxltx3ya8+G738PaZMEzxoDQONfy4Ycf4oLno0/vUs0nOCJN11LXU9CG0TtyAfV0gg+Bpu/Ii8/bli+IQeJHj3WRj+/eR2hPPd9n9ekjmvOWDz875daTU4pSoznl8CAH2TI7LFjs7bE3VSz7FS62OD/ibCDTaXtUhPQazPJdsUuMREdSSr1gsB1UElloBiwfPnyfcRzpwsD6dIVzgfPtBoEgNwVFKDjfnuMkbLZrtus1ucq5duWI83bDsk+7issHHUgBWlFdXaBmBafLY6IK7B3M05ajjAyuR2iVLKvKoLuWTCrqepIen+WSLIemXWOU4Or1A/YOa+aHBav2Mbde3MdHRxAOaTxmqsl3Bysigo8ByW42JAYIFh8DZVliVA5SIBEIBb1b4r0nKweyUmOMQl20GDNS1gqtZ093MM2OVIbgKaqMK0e3EUI8dRmEne8y7cGKXeGWQRAgRJTg9z8fJLuG4BGt85SfjC5lMFXKTOfku23QgHeRGBzE/ul2ZwwKhEBSIGI6ODLasFlliFhwdPgsb37pZzk6fJF7H6452r/FGKAqIUQJueHGnVtMpjl7i4IfTGs++K7n4vgh0bagc1SMWN8TSM6PMUR0obnYNISLguJwTqklbWg5WBww2I6m3VDWFWHY7bXa5CTxwbI/uUKwDt87hhhRQlPrKVFLbOMIUUCM5GKBNjllXmBMTp1NWUwPqOsJVTnDmJwYJGVZ0zQNp6enqbRrVtN1bZprocJaR9u2qXnXSeyYHs/BCQYghAHv0nOihODD9+8l90lZUhQFZVmh/kBBXUQgfWr3jX2PbRTff+dd9g7OOHmy5sH9Y+bzPk3rCJlcMiKVxBWloipLqrLG5IbnXnyRelojRHx6GGmMIeL/Kd8yl7hEwqVKeolL/OuPPypCeokfLb4QpDSGVFRUFAV5XiKlhl1Waewb7t2/z950xu3rz6T2TyGRRlNWFc5H2rZHmXQD07Yts70ZN2/d4tGjR9STiqZpdkP2msXBVb7xD/4eH773Pm9+6XU22yWvvPEy9z76GERg3a7JXUZz3PDw9FMWec4zVYHKCvR0HzHRlFXB+dijpge0w0DXdkTn042TiOAD0XtKVREz2NoNwXWMvmGMAyoThNEjY8RojRKaoe/wIu1+yiDw0WPHDp0lW+J0XpLVGTduvcgP3vmE//V//wa/8p/8x/zO3/gbBGGxdkj2ZSORMrC3KGmHnr29Q5quoh8CpdL0YoUdASyvf+kV7t69S9N03Lx5m9Vyyycf3+dsCShLN/awdeRZiR99Ui9ETywUBwcHLKZziIKm2TKbTHnrrd+l67dY17G3N+fhoxVXDmbcunObw8Mjttstjx+d8NprbzDfO6DvR/7+3/8GF8sVupSsT5eILLI/mfLSwYs4P7JtGrKy4Gp2RL2YcP/7D+m2HX3nqLOKQmmKoiKfSDq9z5vmqwxB887791ivGh4/XvHZwzNefQ3uPYD/7G/+LIPvON+uKSpDAMYQcNohdhuYUqfGUYJDqUR+/JjKVXIpGYTBETGkDGKMAV0LpvMSLSTjYLnz8k3W6y0iQGYK+nHJ4Z191heCq3f2yYzBj5a373+Pg+cPEFLSjUMipZlGGk0zbti7XqGXFkVJu3HM9ytOz4+p65pPHtyjyGruvn+f2WQC0TKMgcXeIaumpZhMOO9PefblG/x4+xqWLVMjiflAEI5yUnJ6fsLBbEoZc8Z+/P094OBxbiDPc8ZxRGtNWYJzPc5ZlNLkZY497zg62k9W75CmPYpqihQC60eCS0TbZBoRx0R4Q1JBowgIKZEitTyrKHe/X++sv0Mq0JEC5wZQghgEEY9WGVJFpJLE6JMDATAmzRWlvUuXCnp2/yZjDM7FZFUVmsZ5ZNTEUDNEUEKj2OOFmz/PT//Un2Y+v44bc5QoWcwC7797n/PlmqqquHb9iNV2g5CR688/y7Vb11FFwXS+x7tv/x5njz5FEbDdhu26o6xKZG4IEcqy5uOPHtLeP+Pacze5fvOAyeIFVo+2LDdbsrzGriNDtyXThjwvyfOK2XTCS7d+krrYYzabUeRJ3RZC7zKfgtVqw5PjEx4/fpImtpRCK0EcOjqnsGvFVo9ImVTLvl/Sti3r9ZqyLJk+t8e4krTbLUYLRMx2OeJk/U1zUJLC1yluEdPBYdd1PHj0iPsfPAJSpKIoCg4PDzEyWWonkwk/9tWvc3R0RFVNnrpc/vJfcfjomc1meOvSgZDWeDvu7MsBSWrzJUb4fK+2KrC2RylF7QvGcSBikZfFu5e4xCX+NcClSvovjh8GGf38d1wqpj98fCFIaWFygtY06w1FXaWbChGREkxuQEqyIqN3A6ow9G1HITKCEohM0m8GyrJkcD2yEEgjaIcGk2d8cvceQmrWm4asyPlv/vv/ESkD0/097p4+YnZjwt3Np2zrhouLNfkc9p85JLNlKtSoBL97/CnzfM760X1WTSCvDtBZTbfZEF1EW7Ah4HB0IiAITIoKnSlW/QVmJun6FdthhcwFtgxIMiR5KlcJkdIoZClBK0YXmM8XzOaRxUIydhs+W95l1TVc9IajKzd48+s3eOv775BVhrW9SE2zWUU7LKknktPl+yA9cjnSdpLtOjJbTJlVPc416THqOybzmoPDPfJc0bSWuhYUBQQ/kOmCbtuQzycEK9CmZnACrKfUOQEIfiSSSIFzfcobdmlyZG9/isgKNt3I1bxEDY4XX3iVzFSsz1ap1dcYXKV49bU7HMwV56tz2uYRmhlZmTGbZZyeP+Hq9Rs07QU+jNSTktX5lmgd08MFz9za52x5n9OLDwm2ZGw0M1Pwymuv8dqbz/I73/+fOL04489+Fdpwj6KekDkBY0RJQ4kgiggqkSUhk1IXgkeEiEIQTZrJEEKgYyRKhRACKdkRgwK5y0BPihxBYH9RpskcH8lzQZ631DcKvHOEYJG1ZHqwD96DiizIANCZwXnPOAp0rpnOF0yyBe3GIaykqhXvvfshcVDoIFjMr+OHnhvXr9IPgWJ2g8OrGhc23L33TU7PHpMXkqFvmEwyNkOLjyPNpmdaFsgoMCFDS4MLDjc6REx2TGEF82KS3qg2YqJMtk0UjJ5JNYUgEFLgnccOY5okURq5s8UiI4KAFKmYyAaPkjLlq0mzTdZavI/JDeFTPlwrifcD3WgxmaS1A0Io8jyn9/1ugzM9D0OXdn8jQAiEGDHFLncePDFaRga8UIjdpqYyFQRJsxYgi9TEbAt+/Of/DHvT60SnkUHiA+zNJebFO/za3/t7nD6JHO7P0CbnxvUZFxcDRZlz48WXON+seKMu+OZvWJanx2AKsukCoSLOByQBFSW1LFltIp+8c05zDr/0y3+GvJDsv57TDysQlmefvc7Qjbt9UIXtIsFW2JXg4ZOWvj+n73uUTAQwhLThulr1xE7z/AsvsV6vyTKN2MUjiPJpEdJ206CUxoiKeZ1ee4/unzOOI9Y6FOu01ZvnOO8YR/d0i/jxo88AUDJZrxPhfIN/6y/8HELEpyr3dDohzzK0MjsFPD1fivR/gcIrRyQQxhVaSJRR+HFI7wuRlHUfI5nSuy3WNM/kfIeUGhsGhBCU2jx114jdQcclLnGJS1zi3wz8sNXRS3L6w8cXgpRumw15nu+aE13aJY0RqXIOFjOidWRSE3bWvWEYyevIbkaTKAIm1+hMoYwk4Blsz3q9TtnRcUzzBSbNa0Qs5WJCPc24f/op0gTqiUEuBE5GTsYTyrqimFWYyvDMzVvk2YT5oKmPOz589xHSO8YmJ3hFQOzKjUBmEomk6VrKQlAZzfOvPc/DR5/w/7P3pj2SZvl13+9uzxpL7pm1dC1d1d3T26xNzgzJ4WiGoAUZkk2ZIPxqDBgw9An8OewXfmFAAgQZAmx5EWxDpmjR5lDm4iFn6+m9uquXqq41K7dYn/UufnGjsquHQ5gQbbKHzFPIiqqoiKiIjOfJuOee8z+ne7SMQR8+0HmBCRopEoKzOG9XHZGOPBkhFYzHI65eXefh/h3+9Hs/YpDt0RztcufRjK2dIR/cP2RatfgUkLFHMFMJ2liyXFA1bQwaWmZYO2ByPKWzc4qhZDQY8uMf/5imbVgfDxkMBiwWC65df5qTkwmuI86KJYpq3tK1LvbDGk2SZHRNx8w6xMo23SpJmicMh0OCDFTHFU5I8sGQssx47+ZN7nz8MS+/+Hl8sBwcHHB08Ii79z/k+nOXeXRwhyTzfPHacwQvuPnOLQId+ShjUKbYfslsMWcyOWZYrOF8j3Nw9ekLZImgtxVCdrEH0kg2xkPuffwR0+kdXvr6dRY2IckbED1NOyPRa7gAiU4JIVr+HttGhVhdpgEho10xWkzjYtdLBfBTC99oQ80HBd57+u6Tx5OpikmxBJQKgDolbEII6mZJbCOKj6F1DHAxScBLT1oaRNsyGCUMzBpdv+QnP/kJ6+UuF7YvU2Qly+mCG++8Qdt5Xn3rDl2A2fIBG+dq1rY1XjWsrQ/xasmwTAjSxH6PIHABvLUID1I4tFqFdkm56qj85LVGe7hEqdg3mWYpAM4G8AHQMY01MQgZAA/C4lwX1cwQGA2G9H1PtVwgRKx/Go9GGJ2yXC5X1U4gEAQEQhoIHiki6Qge+s7H2UGIvZsi9p8GL9FaY7Skq2qEkAhhkCqcvq8eTdd5QtuRmgIpxzir2dy9zLVLn2d34xKJSpktl0xmC4KXdF1M+P61b32LO/fu8Qd/+G/5zd/6LR4+WJKVGXXTkQ5HvPCFLzOfHNH0Hc18Sj0/5id//F2895RpSllkCC+QTnHl4lVOmkA793z///qAja2CL33xeVwouX3rbUKlokpNSmJylCxZLuZIERVGKTJ0kCymC+q5jXPx3tHXHt8J6nlDV/WoEDcIJrMq9s123WkY1NraGlop8mxAWZacPx/rtrSSZKkiM5qyLE9t0/H8EKf3/5TVOktBRvt3PGccAr8iooG+dTGoXESLMQgCHmcbeDy7jcI5G5PEPQTpMVkGUjE/3I9VOIMByeYarGaPsRbv4rHmnEcp8//XR9UZfs5xZt09wxl+PvHXadc9/EdfPyOmf0X4TJDSLNMkicKGQJJGG1qwDqUERVEQnAcbFzGCxwXxq0Xw6kuvlCsR4hximqYs6xoVAsJZXBeTfeumIYSeoe3x5MwXPWtbOW3vWd/cZDAoUdqhjCY4S90uuXzuHFqV5Mk66wPH9//v9ylMQLioPBDiOss7j2/iPN4oj+RkOp0yGBQUZcbm5gZaa5rJAt+D8iouuld2RoQgeIcSAt97rA0kSUHbOrJ0gBQaqQUnsyMGa4LjyT2uP7/D27cPSFVBUQzIsoQks1y8CDc/uMl81tJ1kiKTzOZTXGgZro3Y2trixnuHKA1ZlgMC5zzDwTrGZDSLhkQrEpNSt+4JwiTJ85x5PaHtOhQKtaqhSVNzSl66rsMkCms7ynKdW7c+pOkq7j38iLv3LHfv3UEpwdb5dSw1lV2iguRoesjli1djwmblUNkmQgjm8zmTExvrfFa1FzYInnvuOYQIdH3Do0eHvPD5X+LN1z9iNnfUbcPhpOGr3/4VdjbXcOGE6fIAFBRFVJa8iIvZEBQ+PBmwA8ao1ev2q/5HvyI1cUPkSVJ6mgRtVoqQtKfXCSGiRfWJmcnHr6HrG4BTxS/aVgMx7EbS9BWaGLyjBXSu5uH+XfqThndm7zM7+j3oocxTgquQOkOXWzjXs1hMGbvA7t4u87pFpTWNkygdg2mEirN91oGQcYNBhkAIK86wSjAVq3TdEGLoEIATca7TNnb1b/HYlUgSLamXU5QWsYJFKxId5zCDZ5XgbNjZ3EYIhXOOvnNUdZxdlCKGGQkkWRpJ7mKxgNX336gEpSBdhdk4FxiPVv2YzuGso+s6hB2cEiYpIciwSvZWlDql6xS+STFizMbaFtcvv8yLz30FJRQOcEDb9miV0jQN2uTkpeHpp6/w+uuvIyVsbpYcnizIMo2zAa0Ttnf3+MorX6OaHvP2az9ivL5NPZ8QRECqhKZzSJWDzGi7hmre8MbRDXZ213n5xZdAJggygtc4a7G9o6k6CII0ySKR85EMBjxplqC1Zv/RQ7Isw1qL1prZfEpd1/iwSiZXirX1MUVRMBgM2NzcZDAYnB7DsV4nQ2kNUjA92I/hVyvyeTqvvrLwSilPr4/hSjVJlhKCJ3iP9zGESiAi6ZSrj5sg8OKxxzagSREChIwbDiEEpBIx1VlKuqbFWctwaxu0hL6nnc+iLVuL1XkZiXrMcIqbSOov/9F0hjOc4Qxn+GvG2fzo3x58JkhpOYjBOXVVkRcjTGLoGx/VFdeTmiwurIJEJSlKprjOoTwoBPhwaivr+56qqmj7nrpdhZooiUji4jaVnq7zzJcVJjNkZca585eQypKVCT60SO0RGgbjIWVIaXyFcoI0GTJcGzFfghn1KOcQKIQw4OPCzGHRUsSaFNExmcxZLGL1xWBQ4JwjyzuCBWk1MghCUEjn8bYnkQLb9TTUTA7h9q37HB5MUTqjbRzHsxOmsxPqW48Yr1te/vwXePfuMYlKVla6gqAqhoMhRif4UAM+KlcioFUkWxeeusg7796ga8E7UIkhSwccHU2xfUAKhXMBreJGgFIrxXBV3fGYpCDAGINzUbVazKa0zRKlBKPBkNEgZzgs6W3NeK3g4Pg2QnrKNTg4tJwfOxo/IxiHSFIeHt1DKEWWZXS+jXN+yiKsYFAUGJnh+5hcm+Q5e3s7TCcH9C4GYJ2/sM3d+w+5de8GPijSIuX4sKYYbaCNQmFJtEArGa3fK1JICAj/eIEdr3KOJ4jiJyTTiceqW1SAoqIYF9lt10TrqXk8F+lwztI5R6rVKXF6TGiXyzlZVqweR+Ncf6pSBuEpigwIJGkJvcE2LVIarOt4/vmXWSu3aZYty/mCB3c/IBsMeffDu1gJXrRYBG1fUbVzbD0jH0o6a6NF2WuUMrFaRNqYWBoCYpXgGskxBB03TEASXDglKfQOLSVGp3E2lIQgolI5Ho2ic4BAEIG2W2L7OCM6yPIYNNRJAgGxSso1WqCkWRF2T9f2dK5DSk1ZbMYkbucQrYghOAiQggBUx56qrlFSUg4GrOeb2EafhqD53mJdR9P2eA+JKXBO0bWCK09d5uWXXuHp688xYJOm6kgyTZ6VlKXD6IyqmmGM4cGDQzY2Nvna177GrVt3+dKXLnLnXkNajJlO5+xsjJHe4ywgFHkxpChHyACuqxE6QwSHEy2SjMQYis01quUM2ztGwy08S46P5pzb20KrnKwokCLFO8NiMcEHd3osPt4oCSFw4cIFxuMxw+GQp59++lThlFnG6sanX09usjypgnvvEc4hg6AsS1aG6FO3wOPbPb6ffGKAU4dA27SnGzZCxKorKRVCgOtXAUTi9LfVXw1SSFhZ5x8HWaEVy8WCNDUkZUHft/RNTF4XymOKWGVjrUMES1BxQxBl8Wek9AxnOMNfMc5qYf6/xxkh/duFzwQpfXj0iK2tlNG6woc5i7rH9jbqomYHpQVYSbACZwXeCZpZhR6vM8oGLPQcW/exs89D11qC8zHpUitQGp1KTJGQpgXz6QQbwKQFF/aeJSiYLJbY+QnOV/zy3/kiB4f3kXmHkD1ZYeiWNUfzfXbGBeUIfLBooUhUilKr0vq2Q2hDkmrqumE0zlnf3MAFh0kN3ncI5bHB4r0AoiqqjcEoSWOnnNvdYXrsUCqhrQRvvXGLLFdINSLJU8pNGO8Z3v/4Br/5m9/mhZee47/9n/8YJ2e4YKi7lqwIlMNzbO+s4aWjrRVV/RCV1lx4apOLT+3yh3/0e5QDw/Vrz/Krv/JNjEn5/e/+AT/809dJTMHW5hrLRUNdWQiaosjIEkXXNSyW07j4cz6muK4WuonRPNi/j9CejbUxm1tjnn/uaUKoUbojqI4vffki482C4Tij7ipQAsjQKidNBtx4531e+8F7nMueIlNZJBUO8IKmajCyoOobgnV87auvkOWK27cP6EPD3/sP/h437/yAX/v7X2G82/H6ax9wMrF8+P4+Rwcda1sD1rYu4Jkzrd+jWEvo7Sc28Me9jo9TYLGgVXK66H98vUk1iBBvAKchOyHEmhzvLU1bfWLflZJEg1KgAIP8ZOZunJ0G8UB0JD5WtRCBZT0jL1Kq+ZRUD9naXsc1JScPFszbCdYGDh5OmE1m4Hvmk0Nu3n6LJJesbw9QSc7+o7vkQ0i0pu9blFEgohLZd5EA9mKOkFHNknKlVhoNSBZ1i5QKpcwqZ0atlCiN6KKK51xYBeskZGmCk3ZFTCIhkapAU2DQhEaiRBJ7cT3x/+8czgWUTFbhOYFgfXT/opDdmHE2ZDQccvHCJYpBiZaP04GjhbcoS8qiwIdAtag52K+xfVTtm6aibVvqtsMHgfeCYrDG+XOX+eIXfwlJSgjx+SZZzJsKEkyS450koKnrjvXNLbresaxbvve97yHUrzBcG/PG6ze4dOUp/ov/8r/mj37/93n08C5PndumWU751tdfYWAGLKcTnDJsbW7gs4aZLzBGMRqM8e4hy+qEp556jvHY8Etf/RpaNFhrSXWJEIauDSRpwBGPt0+OmThPu1wuMSZWpEgpmc/nDAYDfNOcWm4/saJHghlreCRRSg74roubDi6g0zTuWFn7ZwjokyoprNwASmGEPL0OwPcivkeATpLTqpYnbxN6iQ9xg8et+qd734P1lJs5Vb1gWp8wGA/om5b79+/z8NE95u0Js9mE+WJG27Z4bwnBrdKePf/5f/bP/9KfTWf4m4Mz6+4ZPks4Czn6f8cZIf3bh88EKR0MoSgNLli0iEmdXefBKwKWtm+wbUA6Sde41ULXkWgTF9AImrZFkxCISo4nzpz1ztL0HT4Ech2VLBBkRUbnLIulRTaOosyp+57loqG1SxwNWZmjjMLSIHWC6x2OnqyAxVFgUCYYadBC07kObx3BRxVqfX0LqQO5+mRWdrGcIRUIEUCsVLnVL0IgNRotoMgSnDd4B0bn1NUCFxRFmSKSlmU3ZWMH8pFksnhA50GqmlT2hKDJy4LzF7Zpwy7F2BBcwv37Ew4OK4brkp3zI966ETg46On7t8iSnLIYc3IypW0cwTs67fA+khOkZDwekxri92v1vnnvWb0U0iSSN7daTLZtzXBYMF+cUFcnnL+wzc6FMduXJdPlASfNESqVbG5t8dFH97l44RrT6THHyyPSAZSqxLqOLM8py5ym6Qj9ksWkITMJaaLY3d5kNj/Bh4auqwmyIxtY9k9ucu5KRsc6r/7whIODA6aTBu/OU5Y5UgqSPCBCQ3wx8tRiG9Xflf1PapLksU3xCWVHOOCTBboXEPCEAGmicA6cdaeKp9aRZAbfRbustdg+4Kxe1f5kQAxv8c5idI4U4IKjyHKUUBgVMFLE2cqVrfbdd9/FdwmJLEhNJFXHk2O8sJg89oJu76yTF9DY45VqKPE+Ko1SJDHECYeSgiAdAokIMYBG+gQhFJmKr7dvAt5HMqGUQSMxRDU9PCagaLAxnMw6h+09vW2xj4lNCAzTMa0NdF0bU3yTnDzNSbKM7a09EhOt6EVRMhquoYQmlTlSaPCe5aKms5a2alk2Na7refjw41VXpsEGj/CBehmTabXWSK0xJmWQryNUyny2YLO8xKXd50gpWVSOEAQmgaDAemhbVr2fRHLnxapeyiCUZmtnm/39fRyBne09FvOG3/s/v8vs+JjBcExRrlEvaqbzFhF6rAVtNUKXDNeGLKaOPClBKA6PJxS5YHt7m/WNhOX8IFbc+B7nbXSJCA302K49HWEQQsTaHCkYFDlaa6rgI5n0DimgbZpTEilFDKVSSiO0pm8agrOnaqlaKaAiDlN/SlV90qorTm/3abIqfFiNjUY7uldPnCerYwfho/66IqhSqtVMtwMVe1r7sMR5R1vP8cJhZc2P33yd+w8fxPN5cYwwPS50WNsR8GgtkQqSVMcaoTOc4QxnOMPPHc7I6N9efCZI6dp6ghcdk2nHaCRikiSBZtnT9BV0Hb4VKGfiwk4nGOHIkgRP3HVvmoYMYiKvlHhWO/QO7MouGQTY3pPnKWlWcDKd0E+WDEcpB5Ml+UAhDQzHBa3N0AnU/YJimKGCRGEQApSGqoLOdARpCIDtbZzlSsXpvJW1LYMiZTQecHRiOTw8WHU/WqwPuB5cUOAcwlmkqZhPNfgBzoHJUsaDEXf3Z5F0pwN613EyO+TS9Q2SQtDYaUzBDYHeLuhsx8gpgux56tIOwzVFlo4wmaDuDsnKntGa4vKVDZJkQl15PvjgJt5plouOohjQd552ZXOEqDRJCUoHBLHv0fYB27VIooI2Ho+RWpyqV9Z17G6v03YLDo73SQrFhUvbuOIRwnZsbQ1YVDOOFg9IBoaPH35IPQ+U43Q1y9cym09YC57BYIAMgkQojNLkeUmdLEiShNnsGB96un5B6yrykWAy+5grVy+xqBRCQ9stcVYDmkwPSHSPzlIaO0Ebs7LjxsWzd3HTIISYvhuCWyloj49W+YkCKqJ1VBuFCAqPWy3wIU0NhMDjOJfgLTHGBSwe4WO/rjEZEo/1ED5e7MoAACAASURBVJz7xCbpIslNkpgCnagU18Ph5IDUBK5de57b7x9QzwVJktG3PcFb0jxjY2ONcpzgXIWWhrLMaE6mCJUgPXSNxQm5mvdMSJI02q99JJ2ReAi8VwghGQ/WsdYyayt8v5orNClGSaT3qx5Kg7OepracnMwJT3ACrRPGa1vkeUpmMoxIGJUjnn32cwwHsTMTJMELCIq27eNXY7n94Ji+tdSzCokghKjK5XmJUtEO/frrb7CzvcdTT11mMBhQVRV1XTPO8hgAttp0AEnnBN7C7uYVrl56nnO7F+haYvq1hNaCNI+PA9BaYV1AJQIsZFpRNVGZ3N7e5rvf/S7f+Oa3+PwXX+Zf/avfwaN56vIVbr57g9lkzvbmmHdufsD6aMj21iZJOUJlA7pZxcbOLkk+oqs7ZvMJQmW0bU217Om6hiITaCkh9Dgf8M4ReouUkqIoVsqjoKvr0xnlxyp7tNQ7SBJE267mauVpyJD3nr6uVxtm/lMqakzF9UQPMqfVLU+Sz8fWX3hiRrqLVuvHc9gQQ4/ijHJAKhWJqAynVnHw9N7Gc014BI4gPa2b0vqG99+7yf39ezzYv48pEspBgSo9qY45XUIrnNOE4Ij5Y4GqPo4bf2c4wxnOcIYznOHnBp8JUvri559jOBxSDDJmsxlvv/02i0VAKni4v8/VC1fpBEwezUhETiLSaJXMytWiJCaC9r1DoMnSlIOTY7yWXLhwgfsH+0Dc+K+bDmU0oq7J8xzhatbWS/LBiNGaYX2zoO0WrK2XBOXItKHrKowcc/GpPW6/e0zbwrnzKaJa2TqDZzQasVwu0EikhKpqKIYaoQIHB/tII9k9v8v6+jq2ucvto4c0tUWnBVma0iw68J6maVjOWxYLy9eufo2sdPR3e0ajEY8ePeLO/QdcuDrmi19+mcn8kOFI8/zLcOcj8KHBKM10doCnxvopo3WJdxVBzdg+L2j7Ce+8+yOKwZCiNMxmLR9+NEVJKAuNMWOKvMC2liRJWC4qiiLj4zu3GQ0MRoOWKT441tfX8TZw9OiI8fWnefud15AGTJJgbYvzHdPZAYdH9/jW3/1lJosHDIYtg42Ew9kDtne3WFQNTd9TDIecP7fNj3/0Fr2FRd2QZyVZllPXDWU2wBcaFXIePXrE9WvXKIuMwVDyh3/8Kl/+5ZewumJzPaeqK/aP3mf3wja/+R9v80//q3d46YWrnBwdc3iQ8szWGo3z5HnCtK7Jh6OoShtD31uSJKOuWoSOi3uBOp1NFELFkNng4yyz9yRpVPCsddAHkjzB9R7X90itSU2cbut7R2/jvFuiU4xOaOsOYRLatifPMpwN9E2HF6sQIiuoppZhkVPmI5rpnCQrsH1UDJ++8gK2F3R1h5SBew8+ijZj59lc36CvLctZS6pL5lVHkmRkMkFIjUThO6gXASMGJCrBO6jrOqaYypS2s6i5RuuMazvPMR5vMBjEjsmdnR2MECip0TpBYOh7z+RkgXMBa2OStrWWrmvo+xhY45oOESR/9PtvcOmpyyRJxnK5JMsKCAZnH6f/JhhdkgiBkwa9CsLpug5bK4JSgEK6HNsoZkctzTzQti1d1zGfHyGNxugUk2bk2YC9i1fJiwG7O+dZ39pEAHUVK3tW9chID8s6jgEkJpKsvgsoJbh7/wCA0WhE2/esbW7wu7/7u3zvT7/P93/wA7a2tqgWC176/Bc4OTpEEWjaBQcnC2bLimbvHMeTOZevX6fDMZkfsz5e4xvf+DrlUBPoqZsKJS1CWtJMooSEoIEE7wJilYrMav441nfGy75bWXX7OHvZzSYA2MfznD+NEDOOtRKET1lyV5sExMd+rHSf3i38WdInpYQQfwZLKfGEGFAnFErFELCqbclMgnWW2XKGUoIs15SDnHfffZvetSzbKe9+8BqzegbS4YTFJz2Vg3p2SBASL3sSFajbGeCRUsR8ATxO11F1PcMZznCGv2L8ReZKz6y7fz7OVNK/3fhMkNJf+IWv8HD/AVIHinKDh/sD6qrCrxaHs8UJhgLrepRKqduKUZZig0c6TsNjghBI51gul3jvGZRDZrMZIoAnYFTCYDAmMRqlAvPFBFP0jNczrj17gSQLKG2p+wOs72NaJx2IHuc62rYly5KolkoVlQqnkCist+RFShDxdmvrm5jEoJU7tXc2TcWjRy11vcSLQJoZtFEgBMWqJiNNU7TMyTJBlico02KMou1qpBZs7m6yt7dBXqRII0F7dvY0d25Zgo99f8umRhlBVS9JBejMkBYdQy8pB5rNzR1ODnsmJ5LBMNpvg3u8qCQGinQOpQxplpCnGYKG5WJCWWTkZYZOUowxoMRplcSHH73LYnnC1niD2bLi6HifO3c/xOQCYRz5KKHqDxFpT5pr9g8fYNKM8fo2y5ljsZjRNBVaQ5qm+L47tQgH5+i7jsSk7O3uUpY5SaIpCsN8MUElgWDAiQ6VQmIEUrekWcpsAR/deo/Ll56l71tOjicMN1Pq+ZIkyZBB4qxFKIkMGk1CniiEUCwXLdb2EARKGYxRGJV9EvQUepSLp1Eqop3ct452Eef6FIq2j2mwWWIQXiC8p7eeYC3BCXoLRuYIZ1AuEmEpFUqm4BJ2hussl0vuPTxiPNrGNYLdzR1u2HvcuvUxw3yN3d1drG1ZLmq0NOAlqSnIzJDjRweY1LOxscfR0QEqSUiSDG0KtDYEKShZY1CMyPMyzroOxpw7d5HgBV0XiXrfebyLhGQ2m7F4GOts2qan66J6HlN4FVonPzVzmBLQCB/QOLy12DqhWxp0yNFBk8oBfRfwLqpovoeqcgTnSVUCIeCsp1r0QHxPQggIbzAyJ09LRqM1tI6W3c+98ExMVw5qpZgmpMU6Sku6LkbtdC0YI2A1VpkZOJp56qYjeImz0FlPUUgePqoYDAbcuHGDnb096rrmlVde4b/7F/8Dx9MZw+GILE0oioJ6OUcoHYN4UHgXaOuesH/IoCz5wsYOx8uK3HiMUQzXSvZ211nbGKFVy3KxIPg+Pn/v4nGGp+87gvzEPguczjo/rvD5Wfh36e18fJ+fdd9PVwRx+nziSEKcD46Wd7lSb0VMUFaWedWiNAyGGd5bOpbcuvkW3/v+H7OoJmRlQjaCRHQ0fU0QPV46nHfYEI8Pj6VxDUmmUEoScFhvcS5aes9whjOc4QxnOMPPFz4TpPSf/NN/xt7emJPJlCSHtbUxn//SdUByeHfG+28/5MqFMdVcooOnSIcYrZgtK4RWCJOQa005jArOolpydDLFZB11XVMOBiRJQrXs8Cpj0cxRuuOb3/4y569KhhuK/YNbSB8ggFI9SIGMzZIEeoR31LMZ53eeRgmQiDirpjRZVjCfT8nGCb3tKAcDTqbHtDal9YHZwrO1M2J9q6Dve+5+dIxOFFIkOOuoqhmjfIiTktbHrr3WO+49/Ii1bcNgTTNbLCiHGceTJdaOOD6acGFomBzt881vvcKf/smfoCQgFccPe6zrGIwz2v6Iru+4dH2NpklZVifM6vtcuHyZk8kh80UU/fAgUZwczAhexXRjHfDeceXKFkaVNPU6ru+glxwcTelkR2biHNubr7+BliKSxVTy7//qr/P+7Z+wsZdw/YWrHC/ukwxAZRqvPYhoTW7bDm8FvnX4rkH1nnEpMCQ0XY/rPKlJGA/X6Oew//CIuq751jd+ievXrnD30U949vkrpIWiCj2utbjgKIsBnQ9YW/Gf/Kcv8wfffYN7d29g2wlNNWZ7V3DtuZc5rPex1tHULZ1QdJ3HlXGWUsmEgc5xMtA0LdWkYdr2cYY2TSIpJ9DKx5U+nsGgwBjNcBQ7Jtu2xjlHIQK5j8E+fd9HdT9IfO9IsozBYMjBvSOcC5TlkOFwyPpwi6LYYHN9m7X1ko2NDaTUpGbEP/9nv80/+PXf4E++9yoffHiL5bSmHCZ0jePyuWv82rf/Djs7G9x47zWeeeoLJFmcz35qoyZ4SZyjVRA0QkiyfoSRKfTQVz3zE8/Jh4exJ1MnDAYD3n33PZRSXLxwaVWN01KurZEKjRYCh6OxHc5Cv+gJUiCCo7Udy+UCsVKv6mVFmqY8tfcST19+mu3tbdI0Jc/z+D0N8tMkx1sSE1O0AXzTIXUMa4oDjJrQ2VWlkqfre0SQyKwhiBCDlqRByYyq9/RtoG4sTWdxPiBTTdPVNE2Dc46d7XNkaUbfw6PDGXXV8MFHH3P50lXK0ZAXX/4Cv/M7v8PzL36OxazmO9/5Dq+9/ia3b39MVS2RYki1KNjc2cZIxd07txiVA8AznUw4qloOF0uOTo5XimvDzt42n/vcVXywHB3tMxoahGjwzoKLu0YSgVGxrgWeIIur3lzvPTwhYH5azfzZdtbgw6dvG8JpLq6Qn4QW/fSllJ8ONAohWvslDgIEL2JQncyiJTdIktQgdBxLePDoDm+8+Sr37t0h2wkcLx5RrmeUY5guHlD1LQhHRwUCggo4LyDEn8sSSzlI6PqGpmlpmpq+7/HeUjfLv/iHzxnOcIYznOEzgTOV9AyfCVKa55LlcgkxU4eTyRSEZX20TpYZHKATyXhtgKsFWhiUkFRdi3KKoKLFLU1TpJS0J8enFsbMJCwXC5L1dfqmZ9o2SNUyr5bs7Wwg5X2ODo/I0h6VepQOKC/i9J+XWGeRq+AXLTRGJTFJlUjcdKIwqUY1Ek9HMtBce+5pfvzDt0mCQWtD0zT0vaFIFCEohsMhJwc9Xd2CVTgnaPoOi8U6j+0CXe85OG7IRmPyQnM0rVgbxt7Fg/19srLh6WdeIIglo/U1bB/TXYXMwMJsWrNZxM7M3jmKVJEkmtYa+t7hfE050IzXe4yC4BKCS/BdxnS6YFn1CDEjSTVZrlAiMBpusJjN6ZY29nz2ir7vaaqWIjGkaYptGq5evcKXvvQFfvzmv+X6S9fY2B4xu3eAQiGCoO8FvRN085ZU50gnmR3N8I1AA3tb25xM7WouN4a8aJWAFxR5Tpam7O3t0HUN1nasrY9wzsW+zazEOY+UBanRNDZw7dpV5hPHj7//DsfHx6yNh8yPDM1sgBaWdCgxWObzmnq2oF10tI3DWdCqoOuiEhi8IE1zhukYLUvKNG52FGWyWqTHUJ96tmTeVYBCiJIsy8izlERrlDQYYyjLYezg9ZK+79nbOw9Irj19HeeiBdV1AlcrgoOTyUOOmoq6bkmzGuE0N966ya9/+9/jy1+acuPtN1nfGnF8dMSlC0+TmxHNIuBbg6011bQmzQxpug5eEVf6ehVIoxBBQ4hKb2JSAEICWRpYLBZ4J7C9P1VO4xyhpelqJFGJlEGhE8N4OGJ3ewdlFFoJkGFVRxTrYtbGm6dBOGmeg5SEFaHouu60cuhU+VOB2WKJ1jp2+HqPCAojTXQh2AaQCKVQUqAShRKClh4X3Go+UoIVTGcdVedpGo800cZsm44gBF4q2q7HEVg2Fu9hfX3E7s6IH/zwdebLd3j55ZfZ3BxTDEreeecdXnzxRcqyZGdnh/c+eJ/t7W2OTw4phwO6rmE8GvFw/x5BCqQ0pFmB7BUHhxNQGhcU1olYP1OMMDolSWLwVSTnq5lYqRHE982vyP1pcNDPwE+TyH83fKKG/jQB/enrgNX8tEeKADra3i2B4MH2ffxZWcaqrK6vaJolKoXD6SNO6kO8GZLlhmyU0LuKRT3He4sgxG5TLyMplRopFdWixrroppBo8I6+DXT1WcjRGc5whs8mzqy7ZzjDn4/PBCk9f/48aWq4+dFHVBUUJWxubrC3vcvNo1toA01bkWUlXmmqSYPICuZNhVE6BhqFT7r0jo+PSbQmNUnsLZ0vKExKcDAoN0jzjtl8STnIOJw9ouofsXd+jJA93lrqFqRIECTgPSH0JASUkbRVTaIhIWHedShpqaoKZKDtW0ZJwuWrF/n+n7yG9ylJkgAdXdeQpCl935OkBqmIfZXeo5MMHwQmzQhSkJsC40HoBXmZMlob8taNmxg9Jc0MDx9MWVRLvvGrz2NMSlmMEQISU5ImA9JhQbW0DFsPKLTW9H2PEIrxaJ2tLUW7aNjcGqJ1yjwPzKeO6UmLNiXDYYmiQgjBZNLQ25r1zQ3O7e3x8M4D9uvDaJf2Ak3sf10sFuxd3ETqnovnz1PVS7a217GuprdLklRhjGbRVFjhQMaAFYciIWM0GJMUhm7eEpqYRCtXM51GGYyO/48WkvWtTRJj2H9wD11IwKITg/QZwUtECHSNIBiNs47j6SFPX7nM5FHFhzfvMj+pGaYXOLxv0UONUintsmZxFEjTTXa3ziFkgkSztXmeJC1ITUaWl4wGYy5duEqelRR5jtIaowQBT+866mrJnXsfc/feLbIkJckMRZZTlDmu7xAivqaiKMmzkq6zSKlZzCvef/8D7rHk5s0PAOjqntKsIZF4ljTNkrWNMeB4/tmX+Sf/+L/h+GBB3XTs7GyB92yMNxgPNkjUAG8tiRpx+cJzLGZThAjUdQ2o6Ai1ioAEobDB0Yce5xx939N1HcvlEuccw+EQFzxSKwbDIRtb6+R5TlFkDIYlWZqTZQXJyhZs8px2OUfKlZgpAkI6hAAhFc0y2u299/R9uyKfAR8cSaKj9RNLEPH7GnxgMM6jvdzH1+CFp/MOTyBL8hjMhKN3Husd3jr0cEWQQgwCc72ndeC8pByOUYnGBqiXi/g8TYoGpNRoDctFT9t39CZhb2+P23fv8tu//dv8xj/8h/zKL3+Df/O7/zuHh4c0XctTVy6zdfM9urpZbTqU7D+4z2K5ZGtnl77v6NsWlSU4CQfHJ5SrULEiy2jP7VFVDd4LsnSA91OQEvnYAhtW6raMCuTPIp1PWmp/lrL5s3Baf/QzcGpR59MW3idtvZ+270YRN8Z/BVCgPFjhCd5xdHzM3nCXtqlYLGa0rmaxnLB2ZR1tJX3fMG9mLKsJQSwIdNHKrljN9Qr8Y1uwF/TWM58s6b3DSIU0hkGWMcjGuD9HGT7DGc5whjOc4QyfTXwmSOl0PmcjWaOqIM1hbWPI1tYGWZYitGQ0khwe7rM9Ps/aeIfJwSOUMtRNG4mndas6kkAIHu8CZZFj2562aVBC0VYNMilplh3O1WCjGzDNJMOtNXo3BR8X5a5LEUohhMcHjxYCfEAJyfHxMcBpwmUIjkXVUI5KtFCYTLN7fheTJlHpUDEN0wviIi2ISLikJASLIAbsuC7Q2riUUvR4An2zILBBPhixvpEwmR6T6C1cD48egusfLxAjyRAkSHKGg22Wyx4lCxAZAG6VlpkkCVmWEPqO0VpKYgYMc8Uk6wluwa39EwQGpSFJDEXfcvnyRZ6+cokHdx6wXM6pqiqqEyKgVVTb8sRw69YtXvnFl9ncXGc6jSTI0nN0coAXPb2D3ntciJ2FidH4PvZQ7m7sUSY5R/ePuX37CK3GBO/JsgxN7GDs6uZ0cT0YDFjUh0xmE6SKr8svG5pakCZDbNeDlxTZiOnMsjYq+IVf/AonhzUP7h2zMbxGWxWkg4xMFwS1ZJQXXL3+DL/wpa8yHG+gMJTFBjrJ0ULjV+Sgq0FJQ+gETdMz71u6tqbpGso8Q/k1NoaXcb1lPpkz7ZcY02CUoGstTdPEGUzrmJzM2Ns7z/7+AfsPD/jmN7fI5A7D4ZClrKCXpCZB6iFaTMlMSV23CKHZ3T3P+XOXSNOU6eyINE05Ojzhq1/ZQ4WEk6Mp79+4zcZom9l0QrKq7RHEHlDX+UgAvWCwYdAaijynKDYpioK1tTWMMSyrBVmWMRyWlGVJmudUiwXGKGQApTWoJJ7MvWN2dJ/BsMB7i3M2Xvp69WdBYjawVqBWZF5ITZoaAoK6XoB43NsaVunHgaruUDqGMwUR4nklJIJAa1eVJ7DqU43Jwo1dRGInYhhZHxxCpihj0KmOx6MDoRJa10SFPcSuYymjzXoyXVBVDVtbW5zMZrz15jv86Ec/4utf/zp7e3u8/+FNhsMhl65c4XOfe5bXXnuNtbU412rSqKCPsjHee6rFkhAC8/mMyXSGkglNYzEyR6mUpvEQJGkyoK6XMTBIEDcOQnRuID9Ntp6sZnmyrgX+YirpzyKbT+LPI7OP8ameUuFXqubjdF2HkAlKgAfyPMf2NdpIdnd3WDQXQfS8+v6rDLfKVcDcgM1yi2Xt6foYJCaFik4JFed7vQWPR8uMVDuUj9bmxKRkSRZ/3p6R0jOc4Qxn+LnBmXX3DPAZIaXDseb45B5XrhmuP/M00igcLceLmsE4ZzgueXBnzjBtGO6WSKFp+y52FBKwAZSUBBXVt2I8xGQZJ8cH9H3HYFDSdRWZNKwXGYtujjIQfE3nl2RaEHxAKoEOBmUypEgI3iAsSKWhBZBMJwtCLwhBszbconeedj5hMBhgnGc4UmxujVjbSAnBo7TDBYF3CilSpFK0tgUsXtjVZawESZJ8Vc0QrZFO9Og0YTwe8+KLL/Inf/oqSSZYWxccTwNZMqZ1lmrZ0dbQqCVKzJHKM581FPl5qm6Bsy1pksTamMbTVHOUFkihGQxzxqMRa+tQllN2dva4c/sRtz98RNN3ND28deMnvHvzNWzdszhZIkhYX9/D9xLbBvq+obceLQPf/OY3ePDwY+4+uM14vEGZChbz1eyv9WTZGp2ziCBxTcAogxI5oQ+xB7Ky1As4uvsRRgoG158hHwwxRrF3bovFbEnXVVw6d448hf/tD37A1t4mtsvZKMe09OzubKKEI8sSzu+d4/K5Z2grzyDbYHkg+Jf/07/mwZ1HZFnG5StX+YUXPs+5ixdYLFusDbhe8+6bd+k6x/HhAmsDAnVaKxJsggjRWmxtR9/HcKumrTg6OmA0GvDVr/0i1loODqZ0XUeep2yMCxKl0WJEmkpEodgYXcRIw4Nuiq1BiwLbtQir6GpHmeTIIFnMGwbDMV3bUeRDPr6zz2/8g7/P//Hd3+fB/X3W1kdcvPR1nnvmcxilaNuG69eu8mvf/lXGO1t8fPMmFy9exDsXF/jEEB/voxW9F0sc/adIDURythnWVumrkSTWyznzRTzmhQu4Kt7nccBQUWZY2+FDrNSRErK8jBtGXhCsiX2rUsZZ3q6hbaCzsQPUaIlJErRWqwoTT1VVKCkRApwj1teIT7pgIYYjudXjxs2dBFSc3Q5WQ4hWZakUx8dLlnWLUJrRxoiubbGdJdGGxbKmrlu8C6RpzrLuscFz4cIFvvOd7/Df/4//gizL2Du3iw+Bd999l7ff/tf81m/9FtNLl/De8+jRI4piwNbWBh998CHj8RijY2exkJq787scTqbIIMnyAQHBYlGxmLckpkMpGW2qHoKU4AQgsNbhiVUtj98rpeJM6U+n4/7MtFwRrbCIx2RSIiSfuo4g/sx1AgkinF7GWV8+dbtoLzbAEx3HJvZIayF489U3mS4OeOGFZ7l45Rzj8ZgvvPQF/sP0P+J+e5f/5X/9l8weHJMXGhcSqvkyVsxkBpMUYCE0Pba3US2VinNb107rb9q2pW1b6qblL+VaPsPfSPyb+z/h757/4l/30zjDGc7wc4jDf/R1tv7x9/66n8bfeHwmSOlgMMEFx2hTUfn7hFaikoS1rR1uvnebB4ctSR4L2W0XMGhqG9XEtrMIragdhLpCJ4rh9iZpLvng7j2yFJb9kmeeHXNxb4dXXnyFdz54jZoTbLOP14EqeB5NKpSJ6uAoN0CCdBKlEj7++D6XNtfResDrP3kT22UcTzq2yoTEGMZFQrvoMKmgXU55440/5ld//Tlefe0nYCS2G9HONSc2oLRkY2OD27f2KdcylvOWOizR2SZt58nzIYGO+eIYiSRJRiTJBucuJDzz7IIfvnqT7a0BIlly48aM3XOb5DPL9jYo0dG3+2RpyXLimR8JWqujrS0v6FqHcIpUKfp+RnADQOGwaNOxd6knOehRpuTGDWhryDN49qXrbKwXJFLx1qvvsD66wDs/vEszd2yubaClIE8EX/zCK3z07rsgwS0D53aeJssM6TCSFREkZTGM9sY8p/1/2Hv3IMmu+77vc865735Oz3tnZ9/AAosHAYIASAIQKYoRKblEkbZk0ZEjK6mKXZErSlLRH06cVCrl/BU5j4oq5aRUllSRaVOWRYmWqAdNSoT4AECQlEjhsbvYxb7n2dPT7/s695z8cbt7Z3dBSkmVLFCcb+1Ud/XM7e65907v/Z7v45emZTlS1SPNYhwBO6spg+3zrDgt0jzB6IxxMiRJR6hEM+70OH3yDLvXr9EfJeTjJZ579qfo9vsk45RrV66SD+qE9ToGuHGtoN/oE8cxlm3uW3+MD73f8uKLL9K+4XBZu2QbghOnhuSuQ24Nc4vL/OonfpPeYIQ1ajI3tJwTmec5OrWYMumHFdDr9bBFaW8tck0Qhbz3vR9GKoM1KY4wNKI6vtAUeWlNTnWO1vFsPqTJco6srLK3vc38/DxQsHZkkfm5+VKlbDyCkBYpwXUd3vus5B/94/+WmzduUas1ePQdD5KmmqWlJX7gA88gMBNCaMgGuywu1hiPO7eJB1DqVyUEpdJ5UHkTQmALS56VbaYWyHWp8tejOsKosiBLTLYzAnSZG7XCBTEtgBJQCAQgJxnRyZQcQtebzbm01pazNQsoxlAcfHdOBLp8v56YfGxNOdQsWzlppJ1aVkWVJC6wQlFYhSNC8rxAKq90PlhwrIRhjpdJRK7I4gwqDa7fusH169ep1WosLCzguj5b29sEQcCzzz7L888/z0c+8lFOHj9NJazQ3l3nU//6U3zwgx/EDwOqUY2NzU2q1SrzCytYKbBaM0ximksrhI05rl65Rqo1t3a3wXEZxAlZoXFciysc0jjBERKJi9UgjMA6FiEVd1top7NApyibb6e7wqAciTF6upsOtPea2WMHdvdsHuz0NaZHw3K7TEk5E3/2dCMjwYYgBNJV5ZNYg85zOvttfOmx3DhKdytm88qrADSbTY6dWuVY8CD/+Q//Y9zIp7/fLaPO3AAAIABJREFU4d99/vfZLrZZXztKEPkYo5lbmEMoqNVqGAM6h9W1ozSrTTqjHXqDLlduvMlef+NwJMz3IP5g40//qt/CIQ7xHXGYJz3EIb4z3hak9MzJh2l3dhnnY6yWzC8scevWBsO9DUSuMBpcWbbDZkle5iOlQUmLnAxhtxQ40kNJiesKHrj/DB94/+N4SiPI8H2PlYUl6qqJ8nI64x0cUeBRxcQ5rXB5UrQk0SNJmmeQl5mro8vHqHqL7LdHbG500ZmLFAJjcwoj0DpDkKNcQRYX3Li+wY985IcZDEZceO0C6ThlaXGO5aUllGNQBlqNDfa2R0g8PNcDLSmsJXAdxlmK67r4YUS3O+TWrQ32e/usrBwhG7+B70fUqh4XL17mxMn3ATlJDPVKRFCZxxqJSV0itwUmIU0zBm0NOCgRoTwP3wlJM4XAxXEkjmdBxJx8+AjdNnz+01fod+DdH3gnH37/32BhPqTTafP4Q0/y6rcu89Ifvkartky9Xmc8HLF56yr/4D/7KV544ctcu3aNWq2GFAGeCnGFy2JrkUa1wf5+jzzL2R+WswTzNGZTJ0hpqNcqDPZTilSyODdHYcusqOMoTFFQmDHz6+u0Wq2yUKZ3Bc/zZgpJrVajKAp832dubq6c16gnY2WEACtZWlzmmfc+y/Xr1wk9n3a7XZYKWcPqyZNktqBRq5OMY944f4HRqMw8+q6PI1VpvbYgHEXgeijPZXGhyfLCInML86ytrKI8l9WVFq5U1Oo+rUYTP/CYb4Yz27dSamaN1FrP/hbuyAha6LQ7eJ6HqxwsBbnOiOMxzdYcjz/6DlzpcPzkaY4cOcLS4iqVMJjkfcvndF1xB+kTiEnOs1R9Z8QDBVbOyoUOjhwJ/Oj2H+uUZE6/sgI7ee7pezfGkE2I7PQ5pr/rwec9aDmdbusH/r0fEMJQ6Iw7mdNt3K0KTu8XRUEQBAz6CZVGg05nTLU6T5YLXNdgbGljzrUuU5DWkuc5r776KhcvXsJ1XY4fP47jOHz6059mdeUIWmuOHTuG4zhsbGxMcrQeR48exXUdPvOZz1BvNnjmmWdYP3aM/f19xuMxqc4ZDErr+97eHidOnGB9fZ3RKObKG5dAKnSh6fWHOMrDcQTGlJ9vUhqUchFCUohy7NPtfSG43ax7b9tuuSum+/u2onrwOHw73D4Xv53FV9xzTCxl1lyK6YsX5LqcG5tlGZ7noJTL3FyD0WhEu73DcNQjKzIqlQrNZp1qtcr7n/tB5ldXiIdd/MgnjkfstLe5dvMGF157hTfffJNut0uSJVSrEXmRIRxBrhNwC6y0/OQHv+Ovd4hDHOIQfyn4i8wqPcQhDnEv3hak9Pqb29QaDRab83R6+xSJYK6+Qi2sc/O1b2DScqC9QpVZt0aD7mgfR4CUhgIxI6hqktOMx322NvcJPVhdblHoEdakXLvxJvujDsIXmFSircsoS4ialTKvJSS+8ssCG69sI42zGKGqxKMEVznUmvMkQ4WxWTmX0RZYbdG5QeewdavDfnuAMi7D/phWq4VODXlcMEgHLC3Os9haZufmJYy22FI8wpjbF+j1eh3DgP1OlzD0Ob5+kvXjx/jdzzzPfmdIlmpu3ezw/d///QgbMdiDwFHU55qMRxnL8yd48L4nSfIt8rxNVHGpVprUqgtUwoC5uRAdO4AzKaTJQMakseS1P7vJYtQic/e5f+1B7jvyANJPaVQanD9/kd3NXebn5rEably7zn2nT3H6xDNcvHgRIQRJkhCEFdJEE2Quo/EYmw2Ia2C0pVJpEgQGx5GYisaanMKkCGEZ9TXjUU7mZxgKtJnkb02BTTMC6zIYjBgOxty4cYNarcbm5iaNublSZYPZBfDU1jcej8vZkXFcllIBp0+d4bU/e4X15TVqtRrdbpcVa+nudfjKl76EsHDyxAlMIalWqyzOL7Iw1yKKIh588DRz802OrKwxN9/E8zwkCukIapU6w/EApRSBF5JkMY25hbL4h5IcGmMm1l9NnuezUSjWWpIkIU3TkrQiWFpaQkytqoAQLo5UOFKxtLREmn6DzZu3sNpy/NgpPK9s97VGzOb3QkkKPc+bEeCp7XJ2K+TMonyQmE42Lhd+jMFOinGmhEUpD3GAWE6/ynE5bw2tNQiDUgqBKotscEryWWRg5SSTOFHhxHduUz2YezxImkpbq8D1PRzHodfrUW00cHwPPShz6HmegbI4rpxZYV3XJQxDkiThwoUL9Ho99vb26PcGk4UOzdGjR7l69SrVapV6vUrg+6yurrK6ukqnu8+FCxc4fuIErVaL1dVV9rr7ZTN4njEYDDCF5dSpM/T7Qy6efwNTQOD7JJkhTjVR5JQzb7EgJySyADATtVvcvqVUMKVUt+25TFXNg1bdOxcEDhYV/Xm4m8DOFPA7H0QoB3Q5ngc5HbGlcBxJo1Fja2sDz3dZWV6lWquQZgnjUUya5mTjnK3NXe4/cxorBf3+m0RRwKJXpVJZZN2rY7VLNjRs+x1ilZLqGKMtnusjpMULHBxfTHfBIQ5xiEMc4hCH+C7B24KU1sNVIjek3+2RDuHG3g5BJaI9HlDz5zD1EfmA0s6qPCgMrlQYJcsLNgMIgZpYxcIgol4LqVUM2BRHWfba2+jhmKQL/VEfr+phXUu0uES9uUJv1JsppcrzEBYyU5KIxaWTZGOH3Y1dOnuayO1j8wC/aiiERiqBtQKtLblRDPYz+vsjfBXiq4hGpVVmCWVA4FniUU7oV8vRNspD4ZZzMZUlzRKsLgi9CmmRY7SgVm3x7DPfX87h04L25pi5uToL83OsLB/jsafO0Zj7JdJY0NFDCi04dexBlpsnKGiQZYvE4y55X7K3n7JbDPna7g2UrWIKSWFSLAnIMVE4x0tfeZ3OxhCRegx2E17/04skeo+9wRZffvEFlAm5fv06p47fx954yLVrV/jxH/svuHT5dcbjhG5vgOdXCIMGydCCCgncFq3GMkWmKYqCYX+A45R5XSUnNkNhMZlLNWzhui55ISYX2xLP8wn9Kr5RrK+vs7e3h9aarCjodrtYIUjjjEzntDt7aFMQRRFFUeB5HoPJbMxbt27RbDZZP36CP/6jP0ZqWFxc5PjJEzzx+DtZWFpke2ePH/rQh4kqNQxO2eTsBXgThRM7xgiNMILc5ChZEHoe0pVIcnxPMBoNkEYzjofYPKXdblOrNWbEp7xQdwjDkH6/T5KUZT1KKcIwLAup/ICkP8LogqxIyhbbCcFo77QJvNImeuvmTfb3ujz15HtwpJg4CSyO62CtmjQvS6TjwnQuJWUg0NpSdRNWlM8PWGtKRXVCeEyu7yGd5VgWUHflG6ek9uAcy4NKLYCQk3ZWDGLSvDt1gRqtATkZnjt50E6Lj966dOctCROAUCRJRlRpMBon7LY7jHXE8soRkiRBTAq0fM/B0Q5ZkmKkYX9/n36/j7V2dpyefPJJLpy/yHA45MqVKzz66KNsbGxw7tw5HMchTVOsNTz99NNcvX6Ny5cvk6QpZ86codksc9RSSpzJ6KT27h612hxRWKXZbDEcp3huQJoVZLmiMAJHOoAuF71QEw46PQfsJONrsJN9We7E6e2kBVeUaubB43OQmH6n9t3vuJ8P2KRnsNNDZJiZr4XFdRVRFABzpNmYwaBHe2+XoiiL5Rq1eaLlKpubm/zub/82Lzbn+MhHf5Rqo8qNnW3yTBJFEa2FFqdOPcKp04/y3qe+j/6gzQsvf4WtrQ0Goz79fh9tC9JcY/+chYxDfG/iMFd6iL9K9H73zKGF9y1wWHJ0iCneFqT07//0z7Lf67Kzv8Xa2ipxHtNoNrl29Sr/5ld/i4poEfs5SnsIK8iSFNd1sLbACImUFinKcRF5ltJcXeY9Tz7Fu999jt2dW4yGHb71zZTu7j6DbsG7n3kvT7733dTnG3TSAdoWuJGHthphC7J0zKg/oNPpMBgMGCUFwou45veYq1XQqSKq18jSMSaZjpBwkEbhu02EzBh0E1wZUg3nCFQVYQo8VeHo8ipfe/kr6LjAkS6OU0VYD6MlfuCRZAlFUTAajUiLMUHhI63Lv/zEvy5tb80lqpFFKZcbNzb457/4L/jI/ofJM2jU5qiF85jccuXSLX7vd/4IR8UYRkiTUak08L0qwhrG44xAFVhTNlxaoZFOwTde+Crf+pOrLM+tUVlbYH3lOOkgJ8PQqDXZurnFXH2ZJ554gt2NNoPBgJ/9hz/Dzs4O8/PzfPVrL7Oz08Hg8UAGoR9RWMPuZpedjXIMRq1SRUiH0TgDoVFC4/suYeShZEizscCg38fxXLzAx/PKubTd9j4V6ZdlJnHCuXMP860bN/nZ//K/Yqe9Sy2szpRIz/PKGZhAliQzxdDzPJIkwXEcTp88xS/80/+V8+fPU63X+PrLL/ODH/4wx46uYwUM44RadQ7f91HKQU0u7jOdIZWcKE2lGjsa90iShJ2dskDJGDObsxoEAaaAzc3x7P0dHNXRarXIsmzWjlwURVkYFIREbgDW4jl+KViKMisaVCJCP0AiqFbq3H//AwgheP3118EUBKFHvV4vFfeJMlsUxYRUywmpmFRCMyGp3NvmevCxg4rkTCk1ckZsDhKfoijuIbF20soaBGXRUvm9AhDYIkcIget5b/kZofP8//PnipQKXWRIx6Xb3aPX65HZGguLR3AcZ6bEGmNIkoRkPMKLAvI8p1KpcOzYMVZXV/F9nzwvWFle5fr161y5coXNzU3SNC0bZbVG5zmLiwvs7u6yvLyM7/ukWcb29ja+X46GGo1GRFHE/Pw8V6/8O65evcry0irLS6sMRymuJxmOUioVRZIZIlfO9q8QZXOxcCSW24sTJQGc2qb17LHbBHKarbxL/T5wDP883ENGy43vWHQo7fEgbDFZsMhLoXTyvXIMVoV1Z41+v8ZwOKTbHTMcDrnx5i1WV9bIMs1oMOZPv/FNvvrVr/H0u9/Nxz72MfKRZne/zZtvXEMIQbPZxJJTa/p88H0/gHQUtUYNo6elcTlG/MV+t0Mc4hCH+PeJQ2J6iEN8e7wtSOnvfeolHMdhlPb51ktXuHHjOp7nMI6HfP53LrC+EnFk5SgKj/FgSL1eJ9MaaV3MZM6iUYI0TRnt9/HPVJEm4DO/9TmuXTlPteoS+T6B02QsBrz6rTf4+svnkV5Aa3mdtDBkOieORyRJjO8DJmc47NMfjlk7cT+bWxe4dPENdOIwHic0Gw5RFNDe7ZLHhiiq44oAYX1ybRj3LavLS5xef5CdnR2uXr3C7q19nnr6cfJYkg5yTALWKSh0isRjOB6Sm5wg9Gjv7NKYa5DHhhvXd6jVaiwuHkGnr5HGmjDyOXbkPjrtEa5TJ88EaZxQ8zVSSGSh2L3VIwoESkry2BIHCZKMJEsp0CRJDAhcT+L6GumM6Q01t7b2EWaeze2bfOiHW4yymKDqs7W9w/raKXp7Qy5ePU+rPs973vMkp06f4Etf/AJ/+q2vs7CwhJABSlWwRDzxzvdy7tw55luLaK2pVqtYU1p3bVHuY62HRJFPr7/PC19+kaubOzSqEeMkZjAalsqigN5GmweOn2H96HGiqMLXv/kKH/r4x/nCH36BI8fWKfIcVzkEQUCSJLTbbYwxLMwvkWW6zAHe2qLRmCNNUn7owz/CYnOBX/y//xm9Xo9XvvVn7O91+ImP/yTCUbhGsHn9JmmaAmKmmmW6j+sJlHQR0pYjQJSH7wacPXOOLC9JsOv4uJ5i0B9RbzaIU33HBf7UXiuEoOG6CCHIsmxGaK2xaG1wKYlIpjVFkWOFQeU5juMxHiU0ak2uXrnG9labMPTxnNISOz8/z5PveppGPThgbdYloUbeS0DvupCfks27213Lx0tSkurbZLEcCyIQUpCm2Z05TyXLkiPMZBszIyxTZVUgMPqtyaf5DhyjmIyEOvg+ANK4wAsqbNza4dLla+y0uyw4LfqDMdV6HWPKhQdPSXq9HkmWUptr4DgOrVaL4XDIH/zBH3Djxg2CIOIdjz7Gc889x+LiIp/97Ge5//4H2NraotVqYo0hTVOCIGBuvrR551qTpim3bt0iqEQEQUCnu4/Wmueee47BIGZ7a5dWax6cAOlUaPczjDT4kUttsYYyCRQZogDlKAru/F2nmLYQ31lOdDs7bIqprff2uJjpefbtMCOtdkpmD2xvCqw9OOd00oKc5xhT/q0hJGkao1SpwkdRgBAF1WpEmsWcdo4jhKC3OySNU1546UX29zYZ9tsoUTDqd+i2d9FJXLbwFgX90RCRaRzfweYxO+mYazeu4rkBCEMlqpGZMs/8/R9+9NufNIf4a4W7S44+dOSxw+KjQ7xtcUhMb+O7SSU9bOD9y8fbgpTubPap16uMkhytc+JhQUxOlqTUAvCcgPEwxsHiyKQcBzPMUMrF9YNypqc2uE5EvdKiuzemszvk1o02aSJZWphn2OvRqFdZO7ZElhYsLtZpd4coQqQuqLhVVBESqpyiGNHptTl9+iFee/0Cca8g7msG/RRjJZVKhX6/z6mTy9y4fgutLWFYluxUogrEBfvtHitLC+jM0OuMWFpYQQlDZ7eLEi77+31AEnghOD4Wl/4ow/VU2UrreAyHo5LwCJfVlWP0ej1cJ2Snt0UUNnCky5mTp1k/skYea9ymoLO/QzJOOft3/iZLiy2UyHEUVHwHJSQKRSENbtXDDxdotRbwA4kVY7Tp8olP/EtGf/RVQtdSnW+wfGyF/+CHz9Hp3uRoe4Xf/czvUQkaeK7P5ctX+Ns/9uNcuXKZ3d1tXNdl49YWrusj8HCdgOPHTqJ1xl5nt5zROOzhSFVaD4ucIPCZm2syGO4zGOzT63fIsnQyszYgqoYMh0OOrh3FzWB9fZ2VlRUGgyGu63Ly5En+t//rn3H67P188APvp91uMxqNuPLmNS5dukS1WufjH/8PUUphhaTZmidNysypYMiZ++/jqXe/m09+8pM89Mg7iOOYzVsbPPjQOfK8oFptIqUk1wVhGOJ4LkncL3O4QgGlClm2nRqU9IkCf0LkJNYWNBsRxlqSNL6n3VaqyTiLTE8eK0eWAAhhkcJBuYqiyMtSp9xgjMWPKgyHQ5IkYTiOkUIxTnKcgeSpSoTnOTSaLfrDAVEUIaXDYDDAmpJsVKt1XMdlMBhMsqbZnQTxAPHJknRGXKckZPpzru/dU1wE4PreHXMzp3ZeYyxKOfeosLcJ771zOAHMtykzAhDy3vIkAOV6JHGKEIrxOCbPc7IsKxcWMk2cZkTVCqNBHyPA8Vxc358ok2Wp1fz8PMvLy/zJn3yTl156iTfeeIP19XU6nQ6tVovLly8j5eky597t4vs+WZYRBAFKa8IwpNfrYUSZpY2iCGstnuexsBBSqzbY3e0wHMUsLLRIs4L+IGc0jlBOnXQ4hlzjhSFIB5En92Q5i6KYlXl9O5uulLeLrcqf4Z7jfHdhVGkRPtDia8vHrLVI5ZRtymq28eSmVPkBrDH4vo+1pUIvlaJSqWCMwXHlLFcdVTwsOWcfOMXP/MP/lBs3bvCvPvFJuvs7jMdd0nRArVovzytVMBp2iPcSGs0qw+EQR7pgBMpxyFNNnKQc4hCHxPQQb2ccEtNDHOJevC1I6cc++rfxPJdcxyhXkKRDHEfiew6vfvNb7O91+aM/fJ4s1uWFeKypVOrovFSScm3QCIwpGA4yTp2a44H738ET73wUSU4YOGzcvFZaTOcWCcIarblFeoMUP5ojHicUtry4C0MfJQviZEiWJTz95Ptx3ICf+k/+Y6qNKrm2pGlKve4TVSOQlmq1SprGRKHHaDDG8118L+BdTzzF6tIx/vj5F1hbW+HY0RWefeZ9VCqCz3zmM7z00svs7u7SqC+U9sCVFQqTM4yH5BO7oi0giTUf+8jHaM63+PhP/CRnz55FKZd2u82tmzd58Ow51k8sI41DpV7n8cee5O/9vb9LlsYIU2BNjtWlelfkGTmGVORoG+KGAUk+QqiC3GREjSrSUwjXodPZZ2N3k1cugBAjKr6P74Ts7e6xsrjO+599jjQecfHaVTY2bpJkKVa46AL6w5gwqvO5z32O5lyZm/M8rxxTgihtnK6LsRnGjCmKFKkEUkKtVkGhcJSHlBNFUgjCsILnBcRxwtbWDleuXGFvb48oijh9+jSdTodPfvKTjEYjPvqjf5PHHnuM69dvcvny5bLAxvFKgpnnJElWqrUm5+ln38sXvvxFXjv/OmurR/i1X/s1Hn30UVbXjlKtt4jjmCCMUK5DkiR4jjO76D9YJgSQJAnGmNnxm+ZEhZI0Fxsz++7BESh3l8/cbsQFpQWB6yGVwXWd0mIuBJXRkKvXr9Eb9ImqNdK8nIW6trbGJz7xr5ifb3DffWc5ceIEa2vrnDlzhkpULZuGC0uSZHS7fTw3QOAipWGqXk5/n6kFd0pEp+/NcRxc18VxHEyh77Bx3v013W76fSgV4OmsS6wEabFGIOTktSZFRwI1I2Alqbqt3h3MQh58nYOWVGNAeT7JaMDC/BK5dsgNjNOEXFuMAd/3Z3NOjTEUphzRM8311mo1ms0mx4+fpL27xxtvvMH29jbPPvssv/7rv04QBBw5ssLK8jKdzh7Ly8toralUKnT29ymKguPHj5czf5OEcRKTJEl5DsZD4jhlMBiQZ0OiKMBZbuF6Dps7+xw/EuA5Po6cWK1zjRAKYwvK8GaZu3Ucb5IvFbPH7IRAlvfNRO28q935Lay8B4np7Fw8YNmd7dvJOXL3QoG4W3mdzja105bm8tiZ4vb5ojzFXDhHvV5FCMHTTz/J9z33DIsLy/T7fQaDAcPhmDfffHOWEbfWUuiU4Xg0e8/Wlp/N+jBOeogJ3oqYHuZKD/F2wSEx/e7DoVr6l4u3BSl1Xb8cfyAdPMelWqkAhlazjtCSF7/yApcuvUkUVakGFdxJZi9NM1JdUBgIqg2EMCAU129s4noV1tdWkCIHm5MnBZsbHZaOnKZWazDXXKDSG+AHdTJd4LkBuU6JogjPF2RZwvNf+EPW1o5hrCLPMurVCqMEtq63OX36JGfPnuXLX3oRrQqyLGe+FZInljzXbG/vcvbsgzxw9hF+6Zf/H2r1OYTycbyITneLXq/H3NwcjiovUJeXj+B4DlmeYK1FO5q8KNC5YTAY8fLLX+epp56akIouxhje+c53cub+04wHIwLXYzSKSVKJ4xr2OtuMhyMcIVEOeK5AinJOqqsEOBKbKZQrSUYxlZrEQfGlr3yRcaJxHc1wPKA36FKtn2E0GnP9+k2UcsFKVldXefLJJ7l6+TLjeIgXuOzutREqwHE8arUGOrfcuHWLJG9SWEMQBFhrcaRCSsg8hSXHUTkWje8qqo2Qfr+LgzMrBXKccozE0tISR48eRWuN67oYY7h8+TJHjhxhfn6ednuH1y9cIM9zRklMp9fFj0KsEBQTd6pCgHIQymKExfM9KvUaz73v+/jVX/kXzM3NcWR1nd6gT300YuXIsVnG0IqSdIoJSbbWYss6mZnqVG9Eswwn3FYUpQKtb+f7prZJpdzbI2u4k5gKC0YXaGsweUZuNNqUZNdgufzmVdJcEwqBEeCHIfc/+ADVRoWt7Q3Ov3GR+cVlXn39da5ev8HDDz/K4uIi+7sd4jil2+1SrdZKEhY5TEkp3LYW301Spu20vu+Xt+5EFbsrPzpVyw5ud5Co3n4tUxYdTVRna6clPpOpMweeY3Kn3DcHPj/Ege8fJEmOcpEqJIn3aLTmsDLk1k4frKAoStKrpDs7xwrXxfW9O9RirTWj0YhGY465OcNzzz3H3t4etVqNF154iYceemgy6sQjz3P29vZwfY9GozHLkmqtMRNCOG2FzfOcMCrJVa1Z48a1Nv3RmPliDl3ATrvPYDjPQsPHVYoiz1FGI5xpE3KpHmPLFmOEKHP1QpYdUTAhowf30r1q83fKld5jE56UG92dTb0Dd9TeHnj9SamWnRVYlQsSAkW5pFiAgiwvFfvF5QWKIkM4hqjmU29ESKXpdruMBkN6gyEAGxtb5HleLpJMGp9H48G3/Z0O8dcfdxPOQ8X0EG9nHBwd871GUL+brLuH+PeDtwUprVUbpFkMOLiewvcU4+EAU5QXRtev3yTPy6ZG5TvYwpAVCbnVGCxGgHQEFArpOgwHY5RySTNDr7dHNfLRRmCER1BZwAsr5MYhzgzCySfWMoNOMnq9lCAsicLFNy6z2+6ghOThc2cZp2MqoU+WQBRFuK7L/v6Q5eWIMIzY2LjF0vxRLIbuoMyjUgiWl1dpNGosL81TrdbYuPUGaV5a+QQet25uMxiUxT6IMucVhiFubkpVJ8341Kc+xVe+8hXuu+8+Njc38TyPj370I7zrXU/w+ec/z2gUo7UmLsZ0e3v4kT8bKyKkBZNijEZbTYEhTlO0jtCT3Fu1HuEoh93dXRYXm5jc4ZFHHsH3fS5evMj29hVkDoEX4CqPo2tr9Ps9hqM+jlNexBdY0nFCXniEUZ0grLG8Pk+9EVKv11FK4TkS3/fxXQdjcxwX6nWPNB1jbMaRI0e4dX0Dx3EnxEDNCoPmaqWFb2dnByk8lHS5cOEN7nvkETY3N6lUQvb29njmmWdoNBpsbm5y7NgJXCeYkCs1yS4qfA/A4IWSKzevcfahc0hH8fwXv8jHPvZj9DZ7eF7AuYcfI5oQUpQkqERgSyuqMBIjDFaWtlvhTOy3riQMfKSVFBSU/wpK7iBmM0qnLbxTZfJuFUtY8GoejlRk+RghLKlOsbYgatRo73fww5DCWsKoyvziEqdO30etFtGab3LhwgWOHDlCHCdcuPAG73znu9jZbnPx4iWCIKTVauEoj+6gi+tGIO7MvE6zpNPbg5gqvEbndxDZqdIax/EdVlLHcW4TV3Nvyc70dRuNxgFifvv92El5z/S5psTxLffbTF1VpHlGkmWgy8UvrJwQZE2eZyXpHPbKkiBR5iJ935+93yTStBVyAAAgAElEQVRJ6Pf79HoD3vHoY4ShRxiGVCoVlFJkkzKj8+fPMzfXZH9/n0qtSr/fnxVujUYjtCn311TlG4+HGFOgHKg3IpIsZTROGMU5SoEjNINhxlwlxLoKawuE8EAJFBbuKsyyhlKlnCmkICZZ5CnuUUnvIvd3H4uZAn3ge7cblKfNyHcq47f3v5xsOSGh1iKFwgoxKbeSE1uxIcss2hqkkBgEOtd4jstoOGRubo48z1BCIsQKi4sLYC1JmmGNSxhW6Ha7pGk6UbqnMumhXPrXGYck8xDfbfiLzC6dfv97jZwe4hBTvC1I6WDUx1hNUWj8QqK1AmspCsuf/dmrvPTyi7zjiXeQxNlMpbAqJQwESpV20STvk1vQdlRa7XrbLK9WQQjGScYXnv8i3/jmaxThce47c4r5BYfccdgfd5CTEQue54E19HZjgkqVH/7RH2Fnc4N4sMuDZ49x6cqbbO32ed/7HyVJEn7+f/nfMQJ++qd/mscfexf/43//TxgPO2idc+bso/z+Zz/LSy9+nT/8wpcwRvPMs0/i+pL3PPsIv/Xbv8X585dYWlpidW2F7v6AcTvFnYwdCYIALwhoNJo0m83JeBPN+7/vGcJqhTD0GQw7fO7zn+VXfvnfELh1woaL73tUKhUuXrzEaJjiuP6kidaiHIPrShxl0VmGwmWUD/Bw0OMMK3I6m33qlSX8oMn/8fP/J2Ho0+59i1NH1vjaV18kDGpsbJynUqnwyiuvcO3KZZSy9Pr7eG7AsROnSMaSwSDn3MNP0Fzw8EKF53koIWalJ9YU5UJAFrPf69If7BMGDosrx8j0S7QqPtqUpMR1y5xeY3UOpRzOnj3Fiy98lb29fT7wgQ9QmV9kkAxZWmrxcz/3c6ytrfGbv/lp0jTl61//E/7B3/8ZrBXlHNlJ/lNKhTYZO50djp46wc3rN/jFX/klfufT/5bf/8xnOffgg1y/fp00y5ibb7HX7aIcj8Z8a6L4lMQgn6iJjpQIpfAcBz2x70rAlS6uUiAllnvJp7UWf5K/vLuZVwjBcBzjOS5WWFzHAYqSWPke+8MRlXqN0WjEytpxnnzPu1k6skpUcVlcmudDH/oQ/80/+u8QQjAYjGjvdtjZaXPt6k1+8Ad/kB//8Z+Y5BsjHLcAoe8lLjArxJFSzt5jUViMyXDVvUU5pdU6nD3XlIDfJqRi8nWvSpdlZpZBLYU5MyEx0/mc96qiUxv13TlVbVJ6w4x4nLK5u0m9scxuZ5/WfpewUiNLxgx7Q9o7G1QqIdVKNCO9eV4uVi0vLxOGIc1mC4C5ORiNqvzCL/wC6+vrbG1tcfPmdf74+ef5uZ/7r6lUKlQqFV599VX8IKDRaLCwsICcfNQWk/E2vu9SqVZI8ow0gU53j9Nn7sNKhVABcTKksz9mrhIhfAebFWTaIJwCJCjlICeLISUhNGRFQUlIp6Qepgqpsfoe4nj3YsPdmdK3Up9v72N74DhJhJLlPNvcTDcub6W9fb8oEJQjiJQEJct94vj12WvXnHIxJh2PaDSXMDrH9TW+71GfXyg92UXBaJwghMvxE6fKvx1bjs6RUuI6U2vzIf66YqqG/v8hp4fW3UP8VeEg2fx2BPWQkB7iexlvC1I6jId4vovOU7CSXm+M56iJVVKWDawdh2PHjnFj4wbCtUijJ3P7PCwK14sQCtzQQThw/cYVluarWFPwxqXXefkbL3P5ygZPDBN6owTHG1LohKIY4EhLmsU4jsRVHkms6ccjwqBCUPWJvAZnTh0lqvrMbe5QaTTZ7w5otZpkmeFrX/sa519/g/PnX+PksZPU61UcVyKV4oFzDxIGNVxPcfzEKutHl9ne3aU36FJrBBgKkollt7xIFGhd2oGREscY8iTl6s42Dz30UDn/UoISBdJVNOoL/MSP/x2ENBhTjlip1Wr0+kMa9XnUJPtnydBFhiGjMAJZgESQJgn1RoTNY4QUkEPVr/Lk489Q9WvkacpCY4HeYBOJYvPWButH1tjc3GTQ7WF0jhSlsjslDUEQkWWGre02GRHVekCtJktSlZcEQ2IwNqfQGcYKtAGLxA9CkkzPSnGmypXn+lSrVarV6oyEuK6L67okSYJSiu3dHU6cOoG1ME5i2u02YVBhv9fFUeUYkjwvMEWpmuYmo7UwT1ZolOsQJwmPP/44v/Ub/5abt24h1hQ7OztU8wau5yOkZBSPcZwyE2sLQ2EnGVFbNtoiXApryE2OsFO1SiGtJMtKS+/dZUcHs5t3E6upTbZAooQEUzoG4iSj3mwgpWI+CrECKrUqg9GQ1sI8/X6XvU4X5Tq8/vrrNOpzOJ7L1evXmF9YYnXtKHGSlWqjUFhREmbzFlnQ6ePmwJiXKemZ2pTvtnS6rnvH88yKjrBAOY7lrWZkKqnuKOAx1oAoVc+D9uLyfZTbCClKO+usJKl8f4UQOI7LcDgkTcvs5ng8Jo5jwkqNKIrKkS7ZuPzbnywIua6L1ilxHOM4ZZtzURRYU3D1arkw1mw2GY1ixuMxrVaLeDxma2uLI0eOYCfvT2tNlmX0ej2EU1qEmWRjfd/HohHSkqYJ3W6XrNC0O/tk6Yj5ps9onNDp9iHycY3GNQadpiDLqIMQ5e00E3vbAj09DtP7BiGYEdODx+Sghfduq/YUb0VKp9tOb4UQSOFQFOaObaZZYIQ5cLzv/BktLJ5XNmbno4QoCElzi3AkQjil7T3RSAxKCaRy8DwPxwnoDUZlfttolJqo6KIk4u49Z9ch/rrhkGAe4u2IuwnnWxHNv4hyeohDfK/hbUFKhTWEnk9qCooip9PpllbFNCU3lt29Hls7XR565HE8LyDPCkJPYo1Gm6K0rjnMLnSLwrC5vcuV6zcAw1deeImLl98kzgTJeMzOzhbdjiBLB7huTug7SDXJeQUVoqBCHCfs7uxRiXyKtM/q0XUa80s8874PkuWaTnfI5z7/xzTqc3Q6bdo7uywsNihMzDhOmJubY231KA+fm+fsfW08T5bNsjqhHiiWllZw1C67O3sst5bIRkOELECAmCofWUYaJxM1zSfPNa7rU6vU8UMPz3cY9Qesra6V1lBZ4PsuypGkGbiewlHlDFVdZBQIJA7CWnwvQBrBeJwiVUg8jkEWRH7EsB9z8sQxPB8sljhNCXyf9dUVdjdv8eijj9Pv90jyDByXnU6b4WjE2vH7aO91GQ47CFml292jkCPyooaw5axCMLiuQjmiLF3KUxynvKD2gojm/AK1Wp1KGDBOy3EdxhiEyTA6pzfssrm5yThPcSOPK9du0FpZIbcG6Qj2OrucOHGCxx97gs9+9nPs7/fodQcTcudPlD6QFGib0ekM0TYn8iMcx2FxZZk4G2FsQX+wz8bmTebimOMnT2IKUbbVVm8rMQfHuighyZW6Q4UyuiAxKdZagiACphf2dlL6cm9J0FR9klKRJjGYAukIjKS0bRYWW1iWFpaIR2Pm5hcYDAZILIN+l+7uFsvLS7OSnfPnz8/mpUopecc7HuHBB8+S69Jim+cFninznQdzn1PCMbWyTltep9+zCuRdba8zoqH1PQTbWjtZEGC276wpCT5WlkVHViKFU1rOJ3/PloJyLuedZGZ6f0oAp6R+9l48gXIV7f0Oo3HGKNaMRylxmjMYjAijCpWoguuHGJ2RZjnjJCWsVJHKL8lrGBKGIUoJCix5lhP4Hu984nG+9vLXJ2TWJ89zzl+4yLmHH2I4GuMHAcNhSZjCMEShJsRNgoLAC0mzIQ4uriwIfEWrWZvs37JoKU1Set0RskipexLpqpn6aYye/K5l2225T27Pi53ui+m5ppzp4sfUOmsnCwWCg+S13KfqwHn61qT029333IBSqT2w+CJvn0+3c8S3z5dUF7iuy2g0oN/tUW/USOMxceKgsOQ6w3UVjppuUxZ1uY4mz8v5to5XtkBrq8lGWVmk9hf4v+cQhzjEIQ5xiEO8PfC2IKW93T3iwZAkyyhMTpYX7HX3eeWVV2gtzJMbhZAWz6ticSnShByLkg7WOphCUOSAVdTCFnmm2Nrc5+GHI9I05tkf+CHe/+G/gZIueSZRqiQNjVoLTE6WxlAIHOGSp5ZYZwihCByfPNEk8bSl02Vvu0uaF/SHAz7wvvexsbHB1uZ1xuNxeWFMTL02x7Ur1/lC/kWazTqWnGotRClLo1nlwvkbPPv0M3T2dvnyF7+CTVMWmxX2TB8rQFoFylKrNRFWkOmCU8fvY3FhicXWKoHj4bshYeDTqDqk6Xim8AiRU2hL5Ee4LuT5iDTVpbKgFCYvbX65yAhDgXETRmmXXr/NsWPHUE7E3l6Ho8eXGOdt9vu7IIfEw126u7d456P38fBDp3npG6+QaxilOYPUYpw6xq2RyTG5TGk0QnBT2u0uxmQEjoPn1FGOJc9ikjgv7+sE13eRjiXNE46fPMbc/ByhlCgkw+4eAkOlVicd76N9RU5ORsbc6hKbWzu41Rqvv3GJtWPHWV5eo703Ik4NP/kf/TTVMJqpdqbIkVLiuBIxaXkVNsCTPsJaxvGQShjwT/6n/4F/+j//PKNhh1f+9OvMt5ZZaS2yurLO1uVNgmqTzOSYSXGR53lldtfasmEUyLMcOVXyhMAKiOPRPef+QRXxNglwSgKoM0xhyIpJsZMQCANKw3h/wPryGpcuXCQdjDBJhi8Fc7UGnTwnjVM2Nzf50R/5CPVqjd/4jd+gXqsQhS5/62/9CFmqyfMxxpRFOVqbO0jlwWbgaeb1YIazKAp0UaCm5OJAWdM98y8P2kLlXbNIxYTgT6y65WOlslc2t9oDra/T5xSz/TZFEHh3kDEpJSLwyEcp58+/xpkHHmFt7STD9HpJzhC4fkB/MKJaayIFdLsdpPIZa0izDD8MsUj29/cRGIbDIbVajd2tXc4++CC9Xo/Xz7/G9u4QL4gYZzmjNGU4Tmjv76NzQ2u+iZUSneaM+kMqlQjpOigckq6h3W7T6e6TJz36nVuMx2OiKCBSOY3VKtKp4PoOsR6QFTGNWn2mjk4zya7rzvbFdJEky7I7SKMr1WRBRmNMObpluth1u7G3mCwmlMfYDbw71HtjDDrXM3X84Pk7LYuyZnpsBRM+jC3K7W83Td8mz9ZaclMwHLfL4xhasqwP0pLladnwLAxxliEmzonpV1EGaTHWEqfZHYsmYFi456/tEN+rOFRUD/F2xN1q6aF197sDhw28f3l4W5DSItfkQqALDVIiXQ8/iIgqNeIkw05KM7JMlwU3rkSpAmENxkhMIUr1SAgsEikUAoe8EAjHRSiBkaLMMUqNFC7G5KQx6CxH64xqtY6xGmHKiymDxhRQGEMY1UplotBIIQkCD8dxeO/TTxHHMVmhJ3k7Tb/fRwiXerhAq7WE6ypGaZ8gKIt9PM9hr71DnqQoKYn8AJ3lBKFPvRZSTPN6hURgEKK8AK1Wq0RBiO/4ZQmQhTwr0DoHkSGsg7EWx8iS2CpDPOqTF8Ush4WSCGMprMEJPHKTUqBJ8zHCkYziFN+LMAzwIgddxBTEWJORZjEL803O3X+auUYVMGgLcZKB4xNFDbZ29nEcD21hnI5RnqURlqpnUeT0B10cBxxXIJUhCCoYm87adKMowprSvjzIRrjKIfBdTJbiKIFyBGmeUp9r0BnHtEc7CEcRBBHGwM0bGxxZW6dIMvbaPdbWLI4fgJlmOacXreV+AIESLsaW4yWE0eROTqs1xwd+4H388j//Fd7/zA9Qq0ZcunCJQFU4d/osm3obqWRZrgXYoiSiFnAnMziFFFM3M1C6No1zJ/ksYdFFPiNUQgjs5KJdWkHg+GAsripzjuNRqb5JKSmSDIzlysVL7O/vE/7dn2Jncws3KG3NAOPxmLW1NY4ePcrm5i2WlhYYjQZkWXkR77ouwiqslXcQ0oM50oOE526VcvrYwW2n209/Zno7u8/BHOqdls5yW81UzTtQH3t7jx2wm05vZ0qsOaBgZxmocgTQYDBgNBoRBAFZls2ysUI6FEUMSuH7IVK4eJ7HeNBnOByQu4pqFPLA/acJ/DLnurO8hON49PY7bG9vc+z4cQajhFE85o1Lb87s1a5yMAXl3GEhZ6VWxhiUUAx7Y/LYYjNDOhqAzWjUo8mIqYSiqGCQBFFI4EjyvGzPthPiqXV2j8I+xZSwTku1TH5buS5/bKLcTubtlsfZveM5Ul0cUO5vLzgcbGa+W0113W+fQ+WAofbg+3bImRUizQhyqahqbZASrPUPnCeyTKZKAZRlTcpKpFO+zsHm50Mc4hCHOMQhDvHdgbfF/97GQprlDNOYTGuG4xG7e23euHx5cjEr8TyPnZ1dlHIQCMajMUCZHxJO2W4pNa4T0t7bpbXYZHPrGmEtQEqD55dqWej4KKVnF75+6OFaD2SBkAZhJYYy9+g4CmVdtNYIx8VzPcBgBTjGYSEsL5SKIifNM4SwnK09UOYVkwJrBXme0qpH+L5LYTR5nnLk6CrP/9EXqFerRLUqu1vbZRGPKdCmtFMW2hJUq/y/7L1Zj2zZnd3328OZT0TkfOd7q4pVHJrFJoVuSd2tVndrgvzgtiEJlh4MtydBFgzDH8B+MPxifwELAhpuWTYMG5Zs+UF2W1KrrdZMUiS7yabIKlaRNd1b997MyIz5jHvww46IHO4lJcAyVJRjAYnMjDhxzo5zTmTutdf/v1aWp+Q64nz2lLqfYXXNYFAwGg0ZDoekSULTe7x0RNJjnMUaS+eCChJLjZSBKLEmHomSOA9eOdIip6kXpIOCd95/l16GHq9iNGQ6nzGZzGjsjPn4OXeGKVGS8uTZM+q6pV0nnOR5znQ+pesBocAJbp0cMR4/C0RTdHjVom1EnidI5zGu59nZc0b7Q6JIUK2WdE7Qtw3l6JjFkydILGkUMb44RyclDx6+xvOzcei1u7hgMBjwzW9+k9HeIa88eoBIFK1ZsqimfO4n36AcZjx5+iG3jm9vJ9LBd0Vsz4npe+IsRXqJMYLZbEGRxPyb/8af5Itv/h5+9S/8Go8evs6twwl11XPn1j2Gj0b00oCXIWZHKSA4pPbWI6QPKqm7LI30wtG7oDC9rHfvsvSUdcgMgKcyDQDLtkYLiRGeZbXi7/29v8df//X/kzxJKUdDyizn29/5p3zhS1/kYjJhOluQFyPSrODho1f5/Jtf4hvf+FqI9BER5SCjrlvSNGY6nRN8ai6jUMJ0H1j3km7GeFUZEwj8jV7SzXY/zBkXWC8IvBw3yc5mP5sS4qv7unoOr2bFbs5vZ1vKwT5d1/HWW99hPm84ufcGT548IYozlAokrO86dJZxMNqj71oOi5SBPgQckZKhLPriAjkaMRhEFHnGt775u7z55ps8/vgJv/PN3yXLMrq25rvf+TbDoqQcDYmUYDmfUi3nDAblNh4myzJWixXWtujIoRLB+PyU09NnvP7pzwRX4BaWi4b5rGI50LhsvWCmBVJe9nJur8WVEumNkn31fMTxpep59Txurul2QWRL9AVuHV3UG7u9LpvjJXH2wmKEcw7hN6XW13F14eDqGMI+r8cKbcYFgLrM8b2mvq/vCWvtC/fMjpTusMMO/7Lwsj7RXR7pv3rYqaX/3+AT8d+7bjta0/Px06cs64pltWI6m/H82dk66y8lz3OauiOJM6r5DNOvJ7mRQImgQEiCU6eUEMea+WJCayPariLNE5SUDLIRG0fKKIrxPsM7Sxw5hAzqlBAbx0q37lNyxEIjlcITguOdc+goPCZkTOoyhPAIJbG9QUcCa3u0sKhIYGnpXUvdVByeHJJm66iIxmzLNztjcQisd1i/cWM1SBTj8SlpkZINIyw1xle0ZkHS5AgVzHBiF6+JcI/3oJvQTxrpjcpwWfJXNR1ZrlCRo2lrnDA8efaUzvQorbmYTlgtFjx7/pjF6hTXzLn7hc/y7Okpq7rD4elNmOwu6oaqqkizYTh3PqjGp2fP8N5x78FdhDyimbTM5ueMBkOKQUESa4wtcMCqarHAfDrDqwgrw+R/NMyRKmK0v0eSlewfwOn4nNVqxZ2DY+gkWRqjsoSGDqFhUc35xjd+h7u3bnP//n28CPGJHokTmz5EgUQAFi0kyAjTB6ffpmlxDj772Z+gWtVbk5zvfe97xHHK8NEI2zussSjhkYkMiwG2R+sYrAtlrU7gWWdKCocTV4x9Nj13ayMYuYmZQSD9VUInt2ZOMoqJlGY6f8Jb33uXJM25c/ceewf7PLh3nx+8/yG37z9Aa82qaWmbnsWqJk40cZpzen7B4cExXigWVc18tmQ4Kumtx/QdSomt2c9VorIZyyWZDopWqA6wLxCiqwZG142Jws+J/uHdfjePd7V0+KZb72bbjbPvzddLGRYIykHB8+cTZtMp5WjFbD5hVS0ZDocIEcpOtdYkSULTVjjbg3UkkSbPMxSeycWYs9NTjo6PqbseoSQ6jnjzzZ/kb//m3wkuvdbijcE7iwKUDHmoSoZ8z77rcD4sYpxfjMnTHCEdUnoGg4LehEWC1aLi+OiYs/MLikzQHmXEOmiCxri1Am+5iavn/WaPby/kC4RwQ+ZvluCG38OH5qaB1eb1dV1fMznaqp7yujp+XdW+Tog3C45stwu99OHv3masl2XdUnKNhG9cnIOyevmargsLOXs/9C7bYYcddvhk4P/PhkdHv/qPd1mlO1zDJ4KU9s6yWC75/vvvMZlNqZsG50IPV9/3xHHIBuz7njRNWU4nKBmv1T+FEApjGoQDoQVtX2Ndy/PxU7I8pm4WlMMSrTVt0+O9QGtJmZVkWQrS44VHCpBXTEPkWllUUXALlQq8l1gcWscIKUOUjXHBEVNIurbF2h6Bx3tLFCuEtrRtEyZOGKyHclhw0U0wricrCzQRnW2CEYo34Cx12+EQ0LaUZU6cJhRlRhQp2q7CzGpknZAND1CdhErQt4ZVXdE0HVoqoiQmT3JGoxFxmpHGCUpqetchek9f11TVAjPteP/Jh3gFeVnwzvffoVquePzRe7T9hIMyEN/OWlZ1gxQaY2oUirquSaMY5yxZFgyD5ospF+Mx5V7O89MnnI2fUtc1g0GJc5bFaoFzhmfPn28J0GhvwPNnZ6yqhmK0j5KSzglElNBaR9dbBoMRZ+dTZrMFVfd9ju6+xv7+HrXtKfdyPnzyIcvVlFU148v/5H3yb6X8uT/75/H+iiOoCLe98yG7MtxHYVJfZDl1b3EWzk7PEUry7W9/mz/0B/8wvWkZj8e8oT9NIhKs2BAytS65lVcUJ7HOcFzHlQhxjZRenexfVbBuTuRXq2C2I4QINcAWmq5lOp9R1zVn52Osd+R5zre+/bsc373N/XsPg2PvevEkz0NJ6Gy6wDvB6ekpxgSTmI2CHCu/LeG9SfCuqp43yadS8hoJufnebu7vJrG8iQ35fFk57steuyFUV8uFt2OUnq7rODk8Yj5vcM4wnV5QL1fMpzPu3L6LtZYsjYNCvW4C7uoO5wxpHBFHCZGSCKk5Ot5nNBqR9oY4L/nq136Hcm+P119/g8nFOX3X0NQrIinIsgS9NrvalFJvlMaNK2+eZjgRDLoGewNm8znGGJq2IysGnH/8EdNZSm8FWVriLPR9vS0Lv1nGfNmz+WKcy9X+5s3X1YxcKSXW2uBku4aKkheu5dVreHPxwXuPUD+qfPf64sZlX7Bek0+Jdx7vFM6GcnutE0L/azCJUlKgZIRSAmO77SLb1X3nef4j77Eddthhhx122OGTh08EKX3v/fdZLBZ88NGHzOdzjLUhqsE7usUCuZ7ANE1Dnof+QamjddmWwJqgqGgZTIx0JBDCMZmOMS5jsZrhRIcUmpVu1j1UsEyXeOmJtSTPSuJIEUtBEofJmGQdT0EoE0OEUkZnfehjEo7lakHbtsG8RCn6vkUI6No5SkFZlpiuY76aB1Lct9jGUJYFbd3QLhuklHS9I4ozkBE6cvS6x4uI3nq8Mbg8TAI7YzC+p+9bpAKdxMy7HuE91nu6umNZV3SdIVYaFUfkSc6iWqDjhERHoCQnJ7eZr+acjZ9RNwum0ynff/8d0iIlSQRvv/02wjvG41MODzLu3bvHdDJHq5jVcrxuU3X0pgMEcRzT9p62ronKEm8tq2qB1x3zyq/VW08+yJgupiwWC4wxa2UmnOeDg73gvCxjjO1ZLZY0yzkay0wKTsfnwWzFGPb29jg9n3H+9ttYaxmWOf/3P/wtJss5R0dHNF1N7xo+ePKctu/AS3DrSbB0hJa1oFqtlstg+GIJTs5CoXXEYjXnZ3/2Z/nKl7/OolpRlkM+ePwev2f1JVSsSaK146cxSB+yI40xQfmRct1nGmJQvPN4eZWUhWeF8NdIXiDoVz4cSlJ3LdZalnXFarXiYjZlsDdiupgHk5i64sMnj5nP53z00Ucs5iviNAmll2v319liTpKl3Htwn2W1QilFVuSX7qVaowVg3TbWY1PO691VkhpyJ916Gx+pa8QFrpOVDa4Sm5c9/8O2vUlOX6aWboj1Zsyb17RtQ+88JycnXMwqjFPM53Os9YzHYz4L4ENJt+16TBT6t4vBHtPphPHFjPmyZm844O79R8SxoG49VsDDV1Kc/jm+/94HlHv7TC7OMH0bvjpNXS1hbczjrUGo0IKQJAkX58u1Ii1AKFIRc3R0SN2s0FoH5922Ze/gEOdgPl+xN4jB9aTKr3vNX4xsuRrDsyHxL4sZuiTyEKfJ9rx67zHrhQzv/Tq+6Xpf8Wa7be7stXJgRyfctet3Uym/Op7NtVJyM4ZNLu1m/I6m6dk4VW+ya6UMLsRRpEL0lrzeDz2ZTAA4GT74kffZDjvssMO/aNws0/3nUUF3pb0/ntiV8P6LxyeClH7ta1+j6RuenT2naw0yksRZitaSyWJFFqU409M0DWWRbfuQvA/xGFZZnA+5dnEaM9ofsH805MnZBOMUbVezXHqsF2gVIlaMMUhgujgn1sEYJkkSyixnOByGUjapQg8eMqgTUpgijJ0AACAASURBVNC2LVVVBTOTtmK2nGGtpSgK4jjifHKB8x1JLEgiwXBYMpnPuJhekEQxfd9ztH8c3mMaY1x4X/XS0nUaqQLR6Z29jBXB0ZmetFqhE4FUYH1PliXkZcHsfBxKUaUAJ+iNQeuI3lm6tqVpKs4uzuiNwa6jM/ASHffMFhfkRUrfdyyqKXGmkS7i4+ePGeYFzltu3znhc5/5LG9/83dwCGaLBZagVG/U6956olgxHo+J45i9/SFdV/H0+x9ycveI/f1DrLV89PgDrPE0zWXUjTFuraIOqOuak8MjchkhVYTUEcNyBLbFryfTp+NzJpMJcZyyf3AL2/V897vv8Tf+5q/zH/0nf57x2QU//dMhPujX/49fp+tagr2OQjqNlA7nBN46hHLM53P29kZ4F2J4+r4nSRJGoxG/8iu/wuc+93n+x//+f+a11z5F1xkuxuekg5xROUBoRd+0wdVX6xfMgDYTcedcIKfevzCZ30zwb5oGAZRZzqqpideRF957Xn/9dd544w201sEN9uyMpmkYjUYIIUjijM6ERYD5fI73nk9/+tPcu3cPKSWDQYgeGQwGzOdzsiwjFg7h7OVY132hN8t4N+9pM/bWdFcUr4Cr22+eu0oc5I9QS2+aK/0wBfkqrsbybI7pvafrDfSO0WjEaG9A3TgmiwohE+aT6RXiZun6hkgTFm6ykj0RsVzOMX3LsunJm56mCwY7TW/47veWfPj0lNPTMZ/61Kd4+sE7aBzhr4XHdi21NRgPq1UMwHBvhPeei4sLRqMRnhD1k+mUk9u3OB2fc3B8xN6B4Mv/8Kv8vjd/Ausalqsa7w8ZDUZ01fgaudtcq819tHn/V0na5hy9TAGvquraY5cXWYYKgDUB3dyjwWDpsjf66j7DNfZbxfna7q689uo1lVKiVXZtu6s/b+77S4U+9PAHwmqJE33tPt3kF++www47fBKwI5w77PDPj08EKX12/ozOtIwnZyRZjm8tciVDb5CwRInCY1AajA2lrEol9DZMys4nY/JhTpxGPD/9iAePHtCYFfP5hLpbYl2PWYU+yCTttuW7WTFg1S1orcCuPB5LWQwplqFE1ltI0xSFYnIx207sOmtC7qcPSp+UsJrO8N6H6A7XY9uOunMs2zkoiFIF0pNlKefTMW3VcTo5IxvmPPv4Od5HtNYhvF+XREY0vUUqkEozXVYcZynLukFHkOcZaV7gNXhTg4roum5L9g7LI7quRqmIru/praU3PdZa0jghTzMWyyVR4rBUdK6C2JCJmCwuSJSiLCKEETy6e8zTxx9wdjbmww+fkRUjzqcrhNREiabte6I4ZGA+fHifMstpm4pOGe7dPWFeL1FKrifRPpTeVhVaxWvyE8hV13UoqSnLkn65RCtBkaWcPvuYh/fuooRgfH7O4f4es+NjLJp50xClgUDiLM8+foJSEScHh6GEteswfY0zYSEj0jFeamy37qVTgqODUSirdNC1a+W667C9oa5rXnvjVb70U5/nrbfeous6/um3v8nRyTGPHjwkLwvwHikEi/mUNE2D+Y/cOM0Gl1CFAhVMj4Tw6wl/KJcMkSwdaj2p7/sGkGgtMb0jiYJCKbxHpRqcoigK6rahXkzJU83+4CCY2fjQF5sSIz0cDAf0ziK94+GDewgXFmR0liCdZVDmSA++79lUCCut2Lg+b96E90FBvUY+uU4grpKdl/V5bvAyw5urpcyb/V0tyb3ZL3kVV0nSVYMfLRVeSJJY07cN3ioO9oZcTFbUbYPtOo6Pjzk6HPC7v/tPkdaSDzUqh0XVM5mskMKSJCH3OIqC6dlgNKTMMn7mpz/Nd7+bU2rPkwf3uHj2MVoY5pNTVouYsixBaayOyLICZ3sWszmLxWKdQ2rIy4woiXjttdc4O7/g+ekY0znu37/Pe++9z6iMyLTl8599ldliQSoFwoduaPAoqVDy8vy/sHiwMdBSms0z1xYMkC+Q+fBasY5yCW7YxlySfqVe/m/Dew+SrXv09rGwdxCgI3XtXtmMwTuxHe/mHpJS0NTdNYX38iYIsUF11b6wSLG0gWjfeuWlw9xhhx122OETgl1f6Q5X8YkgpVWzCv15CsCBAuMNFks5yEnjGL92dbS2J3hjeMoyp24b0jTm+Hifw+NDprMzLianDCc5dV3jhCNJI1SkEM6hYrUlBK1p6eqGOFKY3iEVIXtRC56enlNmJSNG9K3hg8cfrPut3LaEFOkROpSSOQIhvXXrmEhLut6wqpZEkeLevTssVkvargNgVVd0VYjkED6Uf2ql8cKAVLh105iXDuvBWUMcazrTgoaszGn7ht4l9KuGzq3wXZjIFWUwqjG2pm5WZFkRynzxdH2Idum7FV2tafolxncUg5SiSOitJUoSZhdTonzEcmHxpsX3Le9+7x2effyce/ce0BnHrHofty7v2yimRZYQR4q+a6iqFYdHQ87Pz1nVqxCBoxS3bt3Gdj1dXYEzNFWFQGHaZq14ebxpee32LcqioGtBuX3u3j4mUhItBYvFIqiZRcIgLnj33XfpXMfP/cwfYD6ZM51O+dQffo3T01Pu3L6NNR3eeKzr8Too0EoopJCsVgsipdckyiLVprwRhJbUdU1dr/ilP/KLeOl45513+OjxeyFWpVrxk1/6Es450jyjqsL9Kb3EqytqlQz9cc1yhUAilQixRTKYZnV1g8chhSKKNVkSo6RGaclyucSLtQGRCH11UoK3hlhrkrLA+kBYtZJ4IQCDNw5HKOmMpAgl8FJivQFvw/kWAmPtthRd8mKZp1gfGzxaXxrbbEiitdcV3k2v4k3SedUUZ2PydJOcwCUZvUlKX1auehU397M9ppLkecrB3h7j8xUSQZantP2S2TyUeU4uxsxmM24fn3Dv/j7vftgSSYXpWp49/YgyT3nl/m0GZYKLFJly1M2c+Tjmwa0Rb77+c+hmyv/wl/8Szhv29/dJs4y+65gvznn0+usMyoLeGZqmw7vQUwrQ1B0IQV4OUFFMURQsbYX1nnsPHpFKQxQFsm2dxTp3xZ2Z7TkL7zfEWV2ey1CKHkrF1ysOm99E2EswALv8nc11ubLvm+XUQlx3O776nNJqu1hxlRSHAV4u1Fy7Vg4QDriisgoHQoRM4ZeQ5tC/bUMZPteJ+D+jOnyHHXbYYYcddvgE4hNBSr2yeO/YP9pHCLGesBnSNCaLYtJIBzfMNPSCtm1N1cwZjfYD0ROOuqnIi3vEacSyXjIen217+IwxdH2PwxIVKVIIrLP0bUVdV+Q+IdIxQglW9ZI9P6S3PSpWWCzWd+goENa+72i6kK1ZjsrQZ+pDoLzzHYtlcPIsy3JtauKo246u6y7zEcXajRVLaxyrumZvkJBkgjRPSOIUR3C49N7jBYDDio4s1xRlwvLsnKaXVO2SKF+H3UeSNA0lx1VVIZVHqvXEzRmi2GNsIDCREvTWkCSag4MSD9TNijzK6KsO61pW1YJX7t7FdTWLyQUX51M+/+ZP0RnLd975gLa3RFEo7eutu+zjazuc6dASural73vausWLdVzIehK5mM1Z1RUHBwcIXChnFB7hQ26j7GpMXzPIUm4fHWL6Fu8tFxdjwFFVFb3wFEXJ5157gJU957Mz3n37e/ziH/hFBkXJ4XCPQV7Qtx19b8F2CCKyIgl9lEW0LdkNURKOqlrSdjX7oz2sa1muFrzxxhv83t//JXpbcf58ShVFfNjWfOELP0FnelaVINIiLJhIh/N9ULRkUJ3AUxRZUKB8IPPBwVaRZRkbM5dNnIZ1Bts5Yq1AOJS8jGMJn5EqkGut0WKdres6ECpEbHizjnQUIDzCSxCOPInRAiwO7Fpdc+toJa6TvQ2pbJrgZnozs9Q5h5PXS0avmg5dJaUbkx8hLg2fbpZqXu0fvami3ixJfRlJvWnKY0yPUpo8zTg6OmK+6GiMJ9ERx4dHxHHMYDBgf6+kLHOyPOHZ8zl/8S/8RT7/2c+wvzfk/tEhe6OMIvIcZJLZbE43WzAsM4o8Y7Fasjqd8uDuMX1XMxyWtNWKtm1RMqIsCgZFSVmWTCYT2rbdjjOOU1QkMR7KOOXg4IDDw0MEmuerMXt7e2ArvKjW58Tit4m416/T5prcPA/hwl0v5b352qsLBNt9cZ2Y3nzNzb7gDalVqBeO8XJSeVUd30S6XPaUhudBiNBHurk3L5+/fm9dxc3omB122GGHHXbY4ZOPTwQpzcucums5ODig73uWq2D4cXx0RD1fohAgHVGk8c4hpCWKNHVbhWB6rei6iq5riGONjApWqxXpIAMkVd3SdR1xGlG1FUpF6+B5gfUWJxyNadFIqq6m6RpUJLHecj45w7YdKhLEaKxvcb0B5VDKoyKF1hnIoBANhgWCQDSklLRty3Q6RWq1NZ9RbXBE7eqOxjZhZV9Z6mpOogRJoQFJv5msEUrn0lwz3I8pSkW88OjIEnkYlMm6N9NQVUv63pDnOVpqlHJUVVAhk1iTxDlKSKQTCBmhY0FvKqazGfPFguJwn4P9kmbR4CPB5z79KSanH9G19Voxk1jbkSQJIorROkI2NYM4RkvJYjGn7WryJGa5XGK7HttbjLB0pmc5X2H6Dokg0kH5jJTEWYsSECURsYJEBsVUmI5UZ6SRBGcxfUtT1Ygo4fT0lPLoIUrHPH78MefnF8RJjBaap0+e8PM///P8/b/zW0gBkZJ4a7HW4WxL23hawBmPNWGCW5ZlUGq8BWepmhVKSdIiZtUsOL51wP2Hd3j/3Q84PjyiqSsuJmNGoxFVtUJKyMsB3tvt/SUleKEQ0pOmoX/WGIu1Zq3+i3UvoFtPwDcl4OBsj44k3gei553DuaBQaSlw1tCZfqtUBvMciHSCEB5vw8Q+EN6QgdrUZm3eZRFCkmiFXGesCn+dQGy+3zQRgnUfp3d0zl9XQblOQF+mlN4kEzfJ5AY/6vGbP9/c9nIsDimjUEq7fi6OY4wTXIxDP/n+IMf1ht/95rf46le/yjf+wW/xld/8v7h1csB/+h//eXRxwGfuvsrF+XOO85SiLEiShLOzj7g9GDC6e0y3miK8RUkRcl0deO1JZEpRFFvTqb7v14ZEAmMdaZajYkmel9y6dYe272majqIoODs/RZiK/YFCaIFyAmGDq/PLcPW8vozI+5dse3X7m9clmFxdLbUGNufeXyd+3oMXobfXC67t5+pxrl7zq32lm0WZsLhyaXRkrSd8Njbq+2Y7fy2P9OqxdqR0hx122GGHHX788IkgpXEWg3LEqaK3HWmmKYoBd+6d8HHf4PqQIdqbFkxPksSUw5LJdI73jiTPKQYpDstwOMB4x2Q2pdSaKImJkpg47ikGOZ2sMaajN22YcDmLcQpn1uv8StB1DUoJFqs5i/kU4SFLIqJY4kSC2PhoCIhiSZIlwfVXa1Qc4gwuLi4oigFFMaBqlugoTJSapkZqSZEXa7MlQZyBEA4vHCpqibMegWKw7sPsbSjfy0qB0gbrK5IUVGIpYk0UC6xrsc4gpEVIQ1UvwAfHTyEtw0FBHMc0TYNrewSOYZnS0zJfTrk4P0WICOF79kYH2DQnVwn37pzwzu98Gdt1pGnK2+98j8Uq9GwFJ+QwtmGeh5LSSCGSmNFe6BEdDEbIem3UU9fUqwqEI9KaPM9p2xbTdxhjguFOHOFty155GHIdlSaS0FQLsiQlTxPqeoVyUBQFURTRti3n8wv6tuPk+C5d09I1LX3VcHxwyN5giFg7eloT1OqgjlriNCGOY9I0J45jwKGUQirBZDqlNy2lSmnbFUka8cUvfZ7/9X/6a+RphlIR33/ne/z8L/xB8ryksx0eGTSm3q8VUocPUYw0bYV3AkTozZRKkSQJbdOvybAnMMOgNlnbY5p+S1SlCOQ1xGMItBYoFaNUiKVp2xbbd2FSj0d6hZASIRxKSHSkaPsOpSTrDJwQW+NeLJW9JAth8n+z91OsS4m1FC8QoBAVo17Y3xb2xR7Tm2radXOblyujm5+vKrNXyVUURVjnsM4SxxHOG7zXYaEhTkJ/dZqGe8G0lGXJK48eIrolGY5SOd77zm/z+C2LmH2O1x7eY/bkI35wfkZexBweHuLtgtP5mEGcoqXCmQ4VJRRFTt10tE2F9I5qudoqzhD6YKWKQerte90bHTCdzCmHA+pFTRmlCC+Jox5re5zpSf45+NYLZPCHPX7jvF57vRfBTE5elmffNDW6eTyPxBqHl/6FY222e5lSqrZk2F1Ryd12ISWopO7Kz2tfa//icX7Ye9phhx122GGHHT7Z+ESQ0slszJ17d4kTxdn5LKgasmc2P6dqFpRpQZENmI0vmE2nDLIRTgpk7Dg5PKRpa07PP+bj5x+SlQVZkSPkWt1BMBjuMZlMuDifEg2Dgy5AOcjZHx6Q5zlVVdE1LUdHe6xWq0B2+pa79+8wKkseP/6QKIo4ON5HSqiamiSJiGK1zvszWO8wpg+5It5gmgqjwJkOLzVJkpClBUmUIpxgOukR2jLYy0gSxe29lGyg0HGNF4qD/ZS27VmtKu7cu4vWkvPFB/QXLYNhgZctRVFQLS7oOoNSiiLLiIclpr/MzZzNViQ65WAvw/uUvm0p0wSpLLVpUNE9TP8ZJvMlCXv4VvLap1/l9sEJ77/9Nu+//yF7+0c8eu1T/Nbf/zJZUaKjhK6qQnlknjM+PUV4H3IcoxjXe8bjc4pBTt22DE5OuHX/Hm985g2GwyHDUShpnE2mvPbaKxwcHPDowQP6vuXi7JS/9pd+ldn5KcdHB9y/fYsiy5nNZjz9+Bmvv/YG81XNB0/HaNNxcnzI7/v9P8WzZx8TJ5IvfPbzvPbqKyyXS/79X/l3EetIk77v6bqOSOngfrqewG7LscshOglOqcYYBsMhOpLMlzPu379LXa8wtufP/bl/j7/8a3+ZMh/w9ncddbPil3/5l7l76w7FcIBQEhUFQhccR4PBVKRCv+9GfdzkiF51jvXek6Ypxhjapsb1HXGsGQ6H4D1101BXFXVdo7Qm0hrnPV3bYvqgtqZp6EnVWlNVFU3T44QBGXN8OKIsy+3xN6QuLfJtP561PdZuYnzs+j4y657qUHYcsiUt9B3Weqwz4dMmAoltqwopQUqNUmK7b+89kdJIvynIXDu2rgl3IMIbEqLo2pbOGJIk33RGbktFN/REK7UtahVXvlvnMM6TZANuHe0zKgseP3tK1Z6TpAX/5OvfYFVX/JE/9IfpO8vBwQGv3P8F/upf/G84P33Knsx56x/9Le7f3ufeT93hsJfcHUjm3lCWKULPUa7i44uWi1XCUZkgVCi9LsuCtBwQJxlPnp4ymU2RUnNwcECSJEitieIY6yGSiq7uqFc1X/5HX+XP/Ol/m64yzOcXlLkgysMiibdXSnQhOI6v/4YGc/DLblPn/GUbqRBIrbaux5dELixICHHZixqeW0fq9N32b7RE4MXldw/gQtzR5rtzIXPVm8v4lxDbdb28+GafqpJrxfTKMYRYH8e67WMQemAFVxXxS5fm8BjbSKMddthhhx0++diZHe2wwSeClMaDlEWzZF47rLJYYTBNi1bQm47ORqhOUfUtOs2obM8gCcpoeZDD0vB8suTk5ISqqXj27ILDw0O0dLT1iqqqKMuSOBkhIkkqDc4bMp0gifAWJAotNPPJHKUillWF6S2Pq2fUB0PiJOPxkw958OABQnjatsZYwVG2T983NE2FMYbjw32q5RLUEuEXTM4mpFnGaHibppsyLPbpbcV8sUSqnjj3lAch9uDg4C7LakVvQWqP9QYvOw5PRixX55SDHCUscS4ZFJosT7C2JYsFxVrx01pjrSFRIWvz4uKCRDuO9nMELcYa4sjhRE1eFqSkLKuWi/MxzbIn3xshpVhnlI6ROmV4eIe0GPL8/IK7D+/zxhtv8OWvfgOtIY4zLi4uUEIyGI54/Pgx+/v7uN7wJ/7kn+bgIOXTn36NO/fuhhiSvdFasa0YDodMxucc7O8jEazmUwZFyUXb0bYtg8GA1bJh2XTczUc0LVycv0tSO4yT3D46ZtEYvvW1LzN+9pif//lfCERJOFIVMTy+Rd+3dF2IwRFaMShGFGnBclGR5QlNO0OKHiU9ZqOiWoPpLb01CJWRZ0MuzpecXZxR1zV/6k/8Mj/43nf5jb/5t/nc5z5DJBU/eOcHvPn5L3F2dsb44py7j+7RtjXL5YLR3gBnQTqF7d21WA3n3La0VOuwcDGbzUKPq4owgIojqrZDOI9FoHTMYJig4ohER6F32lj2jcEJyLIiGCUpte1l7vv+koQKLg26nAMlmU+mIDxaRcEh1Vgm4zM8jnt37yNVwnw+x1lPlmfkWYHSkGiHQOGxWOODK7W1dG34jDkL1vVMpzOkE2glME0f1Mo0JRAgh3cAnjRK6boeaw0gGMYRPonorcURyKx3HuNdcBL2DqkjnHPoOEKxjlNCUNcTjk9uM1stsN6htcMLT1xkLFYV9159xLJpOblV0DQHPP/4Cb4vaG0LwhLT8eB4xGFiOJJLuJghYslJniHkks5r2tpSxBll05P5kIWa5kO89xjnOTg44tnZFIOizFKcc9SrJfuHB+g8Ag1Hx4c08yUZiufvP2F5PiGPEr79+CPungw5Hh2G99U0kGi8CNmxXgR2KKVESHFJ4ERQ0pFiHWUVFhjEDZU1LEjYmy2qAV4QFiDWv67Lf91a0N/2hsuwDODwGGeJvAruu4LQX71eLfCbKgA2FcAbYurxqHU/KbA2awpDEJclw2Jd/r0mwZtBb8rZr0LKnVK6ww477LDDDj9u+ESQ0ulyRZr2CDyRkhjTsT8cMShLTNNyeHCIVjECRd8amq5lPBlzPpmzrGbcv3+fW3duhZiFviUvMoSE+XxO2/Zh8tUbhFbkgxJne6w39HiySCFjxSBLaaSgWq2YTycIpUmiBB1LJrMpQoaSxOGw5N13v4dU8NqrD7FdS1vXJIkmjRXOdgzKCG0FSawp0gOGoxFZVvDk2ZzZ9JQHD18hy2P29guchdFBgRCSxXzF3b0TjDFMpufcun2AsR3j8Sm37x6hlMD5jrIsGAwG9KZlNllSpsFUKUmide+ao+96lNQksUTJeE26ekzfgejw0rFYtkwnC9rGYa0g0jF91TAoQt7lxfmY5x+f4VGoJOX+yR0++PJX+MrXvkqapiyXoY93b3+P+XzOhx++z+3bt7HWM55N+eN//I/z5Ml3OT7Z4+hwiHGWznYYa0FYTs+e0jctuJ48SenahhrHaj4hSZIQSZGAVimrumVyMUPqhK63aBUxHo9JigGjQckf/aVfREUxWZaE7ExvadsaLUF4S1GUKCRtHwiTEBpnoSxznI/ojKU3YRKupEYlMa5t6Lt1P6YWKBWhI8fZ2Rn/5X/9X/HKw0f85m/+XcZnE7Ks4L/7b3+NP/Wn/wyvPnqN6WrC3t6QSCuiRLNYLEijclsK2/c9xhjiLCZLM5xzof94chbU3HXfodJBiXfO0a8n4EJfxmp4GVTXtmux1qJ1TNt0QFC5uq67plbBZc/dVcOa0d5w+5wQgr7vuXf/LnEcI6Ukz3OOT04wfb/N6l1NVyQqlEH3fYsxDnDEcczh4THeW6TUCOEZFhlSahKtSJQMFcpSQu8xrsP1HifCOF3v6dePrVYrOmfQKl87wwZlV7ke50E6g5IKgUPTh+MRjjvIEoRrUd6gFdy6dUj2ZEbTSx698gpxnPPB+x+xXAaC1tQ1f/Mf/QN61/OpTz0iigXCtrx69wGTp9/nwe0jFBKhDBDjVBKMpXxHEQnuHOScNZ40jTnYH7HsBaa3VHUblEipiSJFHCUcHh0gh3vkgyGDJOODt9+lrRrm0xm//fVv8Ht//8/QdYbxxYSjoQbnibXGse4pXTsYs3b+xnmkCnqi9x7r1n2tweUsXGf38pLaH/q7f9G0aIPN4sZmnxsjJmvZks/Ndpvvm3Lwm4+LK/+GbvYQd64DD5aNsi7WJNUhWPds33gPu/LdHXbYYYcddvjxwyeClKZxhhKC87NzijyiixT3bt+jLIbUWejD6vueOE7p2orFfIWMNEWR0DQdWZZx//794KaqPmK5XAZH2K7aOoZa16OdB9+jlQ89hrYj0gVZGrFaLnGux/QVk4tT0jxD5gOcl0ymY8oyRStFmiiq1ZwkjdDShbJd00IcVui10AgPjx49wpqO88kFHouKFaPRAKkipII81SSJAiRxIvEC9g9KptMpxrU8eHhCkgqcU9zPj9dKhyTWijiRKO3pjVmb6oSsy74PDqp931PX9dpYpUWpaD1hDKY4UsFsNuPgYH/d0wlKJjRNi7ELynyItT1VVbFYzLAY6mZJ+/wxSlu6qqXva5yHvrNMZ4FgHZ8MUdrw9NljnHd89Z/8fdLUUQwkcaaIkoRVHfpRhRDkec7BwTF93TAaFNgiQSlFOSwwxuJtMIQK6m9Q+VarFUmWcnS4h1OCfDjCOcfeyTHjs+eYqqW3HV1b05keiQguzX3FfLpgOl+QRjmj0SGtMdhVxaZP0zqJFAoVJ6HnNSupmtXWjCjPc6Io4uLjD3jVe974zKf5a//7X+cLb77OZDLBGs9bb73FF77wBc5Pz+j7FiHhOD/k5OgW9cpQVcGcq65rjDHcuXOHp0+fUpZlcNNVIYNUCEFvWpI4QylJ19V0ndkaGmVZShzH64xTszZVkiRJcG/elA53Xbcdv1KKKE3Dh87arfGOtcHYabN9XddUVbUdS5qmnJ+fMx6Pt32YeZ6TpilZnCClwvtg4NT3QZV99vwUIUDrCKXkmjBHmDiidnZd2ivxxtO7PkT2rA29Ihmh4pgsTRju7WO9YF41oV/Xi7XSLNZxNIK6Xq6JWOiDDGXAmkgHc6GQ/dpSFhlKWNJYE2nFbHLB6fOnPHn8mP/tr/wvfP1rX+Otb3+L20OF1pqiSCmKGJREa70mXgLvDMJrlAh+P05AFkOZR8zaliLRRFIQS0XXtCwXDUUCyAAAIABJREFUi7UqTHD8LTOOjg6oZBwM0dYl0WmaMBoNWCwW24WLyWTFWSkwzqF1jDXNCz24V51wN32Wm97M8NhaTRQvEtCr/cJXH9/s+4fhagzQ1fgfY8w6sut6r/HNft/N/oUQaBW9MO5NJcHVMVztNQ5FvNfLjq+WwO+www477LDDDj9e+ESQ0r29Pby3XIzPMcaQRpp6VeFt6DGbTCbgJcNiL0SvOIf08MUvfpGu6zDG8fWvf52HDx9e69NL05Q4ZktqtJas5mfBRVZYuq5hNJT0jWW1COpcpCxaWWLlEL6jaw34lr3RERKH8IY7tw4ROFbLGaOyQBQJHotGkqURy9UcYzO0UiEaRmuSJCLLknXUy/JKPAYhtkXAII95+vyCxXLB4fGrTCbPEQL2D0ZIJRkMiiAu9T11s0QIwXBUYqpQDhp6AD3Wui3h8C5M4jZkyHuPjoKC5j1oHRMphRQpbbVCeKgWSx6vPmJ8dsF0MaXve1bTCp2kZLmmLDPG4zEHh3vEccxkMiFXEdPpOUIV5KXAe8mz8QcMBxHVO2Pef/IDVKRRccRoNGJvb4/G5ORFhPENTmSoGLSGrExo+x5nDMPhcKuwpGlKUWbEScZiNd++51W1pFnNyAcRT08/BtiWkTrnWDxfIKWiqhraxmJLj2pSIrWOS8EjkCRxitYxKgrk2Kzdj5UOhC+QQMGDz38erGc43CNNU+bzOZl1OAtf+cpXkBIevvIAocP+q6ohjh2rVbtdLGiaJsSGKMXx8THAlqwKIciyjCzLtv3KbdtijUNHCrxguVghVYVA4rzF2XB+lLRUq8n2M2BM6DWOoih8re+Lzdfm81TmWVBc25amaei6Dq01dV2zt7cX+qkPDgDWxlBpcE02DVEUbftkN+/t4PAEuFTI2rYN5zBS+HV57c3eWu898/mcqutxTYsQ4VxYPIdHx9u/FyEnWK1fF3FwOAyLK8as7wmLcy3GCJxXqCilqits72hWK7JhRqoFbz35iNPnT/kHf/e3+I2/9Te4GJ/z8OF9Fs/fZzwec2fvAfmg3CrXbd8jhENGEu09SoYqVyU9RSrYH0acL1oyLTGrJd6nWB8xzEpUrIl1hNAKqRVV26DKbP0ZhcFgQL2syfOcxXK2JdPOe5bLJXVdU8Z+uzhz1c14o4S/zKwKuFQob7ji3iSNG2xJHj+clL6MAN7cz49y372Kq5mnLzPGukmyb+7/Za7DO+ywww477LDDjxfEJ2FV+V/7d37aLxYzFrMLjDHcun1M17QID2mUInzI9ItlyuPHT9jbO+D23bt8+PgjfvCDH2Ct5eTkhOl0zmKxZDAIrq7Hx4ckScJoNKLrOg4OSprmGVkSh3iY1ZLbd46QWhBrTZpneOu5uJiSZgWRimn7Zq28Co5PDoNLbJKEiWI1J06CoczxwT7WWqaTC1SkKYsBWRYm+tPFLCgiOkRvVPWSOEm2ZDnKIiD0qQ5HYRI8mUw4ProVlLmLC/I8RwhBXbdbd9PNZDOPQintcrkMyhihvLNpGrQOBMJ7tlmcaZqwf1QyOZ9SVz1apAincVZyOLhD1/Y8ffJsfT4X5GmG9QYixfjibKuuSCl45ZVXyPJwPl599RHL5ZL9/X2s7cnzHAhKUhRFxGnCR08/5uzsjNVqxfHxMfvDEcM0Z284wvY9g6Jkejbj6VtnSOCVR6+RJSm2d7z77g/48MOPuHf/Ps/Pxhyc3OJscsFnPvcT/NIf+4OkQ8W33vpt6nrFs2fPsNZy69Yt7t97BecgiUsePHjEwwev0ndBkWuWdagNBOIoxzlHtSZmUimiVJFmeq0qBZVy/OQjBlnKrVt3OH0+5j/7z/8LHj9+woMHj3jzJ3+S1WrFf/Bn/0OaJij1bdcgdUSRj7b3fFDBJnznO9/h61//Onme86lPfYovfelLHBwc0LbtluxV9RKAshiSZjFKBsfh3qzNjaQnjtIQJeMNwSTo0iFVSrlVSjek0bmw4BNFUehljfRWXbXWbu+tzT2zWq2YTqfotWvyYDCgKArqrsUbS2cN2NCfmqYpWLft++ydZT6fg3VoLbfRM957vLV0xiC8xwF3795FCRH6JZ0L5btdQ1EmSCm2lQ8b0u2c4/nz55RlKI2O43hbcryczenaHi8ThM4o92/xF37tr9BZRWsUk+mCvb0DPv7oOZOLC97//g9IYonsZ6TScJJrPv/wFq+eFHzxXs4wi8hSxWBQkJcFejQCneCUwsuI83nF//Ebv81FJZhWETI95N2PzmjjEis8Vjq8NCjtaUzD3vFDHr3yOgdlSb8IY3n/vY/46jd+m5/7hT/E+PxjItnTL8/4k//6H+XWXoyivUbcbiql8LLInDVZlS9u8yPjU/4Z5btwk2i6a72jwJZMeu9RSr1UKfXukmBvyPbGECxUAbxomgQOhdj2lN40TwJ48/f90o6d/r/EH5P/1r/8CcIOO+zwrzx+XI2Ojn71H//LHsKPHX7D/dUf+r/5E6GURrrDmjlCNBRFjHd1yN5MI3wfTIiM6ehMi1AtTz7+AU+ePaZpO+7du8NisSCKIkajAZ/5zBu8/fbbCCEYDEvSNGa0V1LXK/b2CybnniTx5IVCCk0cOTrTcnByC6mDEY3pY3QMErtO59BICYIeKcKkPc8VscpArCMTsOANuA5nPBeTc/blIaPRiLvDDKSnrmum0ynOmdDnGTkchkgpuq7B2IbVyq8n/imz+QQpJVrHvPfeewihSJKULMtIU4VbR3kY0RNKFkFriZSBfEgFcazJsoQ4viwfTNOYql2QJjn4HukTbAumNTx//hzhBReTMVVVhfcnOh5//IysVPzMz/4MzhmePvuYvb29/4e9N4uV7M7v+z7/5ey11117Z5PUkDPkcDSRPCONRptl2UgiRY4iw4mjAEmQGHlI8qo3vUeIgTwECfyQhwSxEhhIAMeAPVYiyNrl0eIZjUjOkGz2frvvUvvZz/n/8/Cvqr7dJBUlkgUOUj/gspu36tSpW6fq9v/7/250u12X1mrAkPLG528zHA555513GO3FREmHZZqxWCy4mM4QuuXgeISUe5RlyfnsKWq8h0xb0tWKouxw+uQCKSOMebbwVZ5EKcGVa1fWAMtV93R7CU1TsVhOefv+h9x7+B5KKZ6cnVAUBWkxJ+7EVFVNWVienD7m9PwpN66/TBx08VSwrlVR+H5I2xqscBsNCEHSCfF8QZ7naC0Ig4D9/X0W0xlC+3T7PX7+53+eX/p7/zVZmXH33h2GwyG9bsLxtSucPn6M73kUZcmdO3e2wG8DoMbjMT/+4z9O27YkSeJqhZRyrKdSpGlK21iiKMLzAseMGvB9d7vxnDVTqQ1bKTC2ce/XFxb6Qgjn1V0v8jcA77LHtCxL0jRdM3Viy6Q2TbNlSDeS4TzPaQCtNL7W2NZQtw2rNKPX6aLXXkeBJQhrhMVdOwRyXaGEsY5tFBKkIMtzAs/HDwM8X6O8wHW+tiVKi+1mzGVQevv2y3ieR9M0W1BdltUW0BRZigoFdVlQ5Cuy0lDUksnFlDzNmC9WTCbnDId9rlw9Yn72gHx6ilHQCMt8lWJVj6KsgQahJEZCN4pRQiG1oCoXHAy6vPn6Le4+WHHx9j1M6xFiEFIgo5BatFhZI3yIvY4L8mkNVVFQFgV1XTIcDojjcLupUxdzirxESInyImTbsgGZL8psL1/H57/atXfz+fqdzX2f83deZhntJwPW/6fNzBcltR93+2Y2m1wb2e5lAOpqmj7u3BY+hhXdMMe72c1udrOb3ezmu2s+FaB0NnvIajVlOBrQ7zpfZesHlLVi2B1S5iV1meLrkNFewN0HF/S6FXVj8APF4vGc8XjMfD7l5OQRaZphgSjyiGKfMFKUVYuQNZ2O83L2+wGeVxMlEpu1BOG6u9E2BBFY09A0BW1TE4Sa0WjowK+WKA39Toc8hyAIKPKUusnBtHS6EYtVSncwJIh8EC4VtNOJGY+H9PsdHj66Sxi50BNJi+cLyqqlzFOArXfy6dMzyqLG932axhBFMd3OAK1CBB5KKjxhMLZCa0UUOeAppaQoSjxPEUWJSx72nM/Q8zyCIOB8+hRFSFO1+NL5egMJIvIpS+cLLMuC0d6QwyuHnE6fULUto3HCw4cPOToecfXqFdI0pSxrwrhLXsz45h//C3q9Ht1eB+k3nJw+wliBFRYv0tjaMWdt2+L7iqfpnMPxEOGB1CC0Y3R836fMK4q6ctJdP8APA1ZZznQ+Qwc+nW6MjkM+uPsBmV0wOPZZFXPHwO73SFNFY2t+9/d/k2tXbxHHXR6cXHD/0UP+yvfXvPLSZ7gyuoEno7VnEIRosb5AexKlNUknRMiWPM+3jFSel9y4cYs7779Pt9vlrS+8yY/92I/xW7/1WwSBk/7++q//Oj/4gz/IcrlkOBxSlQ3D4RDf97dS5F6v56qIqmrr0dv4NYuiIM9z5430IAzjtZTXYEz9gqdPbj141rZOzmvsc2BlE5Z0mQndfH0SIzUajdBauwCxdY3Sc4t+qQj9wIHBpqFpXBxNEERYIcFahBJIa9HagQut9bbyw6XUmHVQD1gEg9E+tmlprKGs2nVQU00chSiJCzwTAkGDNQZEw2ya0uv1EMKFevmewPcsonXv9/kqxwqfuqnQUtDvJthliVaCRw/vg3V+0eOrV+l0OhRpQjpX5FUN2iPqxpydT+lFiqqGum2omhoRRIQWPFqkraHOePPV2yjzhN//+jewjcd+b8hS+fj9hNK2FG2J8CHod0g6R8Rh6EC7pynzjCCM2NsfI4QlCALytKWoK3w/JAxjmjz7iGz14yS4m++7P+VH7rv5cjU/zwPbLdD7U3Dnhkn/JHD6IiC97D19cZ69d589x03P7WZz5LnntXl813fzkZ95c+xudrOb3exmN7v57plPBSj9zGvXKIo9lss5wua88cZNxuMhs9mM5XxFp5OwdxBTpCVFYfBDiGLJSy+/xLVr1/E8xfHxVe58+AGtaXjrC6+zWMwYjjpUdcFoHCNUQZwolFAcHIzRnuT07AH7h11Oz6a8/4EDD1mWIaVmtUw5ODhgNB6yXKYEPvijDk3lGJiTJw+Iw5AsXWCaahuEo6RAe4I4DqnanHKZ8u7X36GqCzqdDlEUcPXaIat0Rts2jg2pWjylGI/2UcpzDNpgzNHeNZZL5yebTRf4fogwik7Ypd/vc+fOXZJOCBT0egM8r7v11s3n8/XPIlksZgRBxHQ6Jc9zjo6OCMKQ6WzGzWu3eXT/CaW1HI4O+fbb7xOGEWEY8D3f8zJBrHly8YQvfv+bhJ2A6fKcqOszHPY5OXtAVVXs74+p64pRv898PqUyKXcfPOGDu+9xcHCD2Tx1UtEwIKtLlsulC6XSGiEts/mE4aDnGCJTEyUhp/cnYCxXrlzhznvv4+/vr/2NPZJuzGyxYpmtSCdn9Pt98mJFM6n5ib/+Y9y7dw+pDUdX9vA8n3fefo/GFsyXFUp5DIYD/sUf/DYffvght49f49qVW4zHY7K0cr5RqZ23OQioyoy8WDrG0lQEQUAvjjifzPCCiNPzCZ7n8Xf+zr/Lb/7mr/P7v/91vvCFL/D3/7v/HmEEn/vc51AotPa5cXgEuAV9nuecnZ1RliWHh4fbhXTbtkwmk7U82i3Ek8RtLGyYpA14DMPQdV5KufVzCiHdJoB1wLPb7SKE2FbDVFW1lVVvmMaNTBhcYvXdu3cBOD4+3vqRNyFI4NhOrTUCwWKZXmJdneQyCOMt4DGtA88I5wEVjXXBQUpjgbppaEyLlgqtNGlWuB5TrREClBUgNW1jEZ6krcBag+d7SCUxVCyWE9JsgtIC3wsJQg+sJMsLFk+fEMU98rqg1w9YLWbMVxWLrKIsLca0eH7IYDTk6PgqdVPy9GKC7/mMxiNqI3g6mbN/GFLPV0hboZXF9zXzPGcw3qM/6BIGkroo0WHMZ1+5wb/3b/8Uv/tH7/HBowk1JVk+o/U9vG5MEMSYxiIt1GWNsS03jo9ZrVbMFgvGwwGL5Yyk0yFJukysoGpaWmPXGwLmOYC2kcheZr83Uln3xdYj+qLn8zKAexFEuk2Gj/o8L/tYL88nBSpdPt+GzX0eYH70/Jclv5e/9+z5/OmgeDe72c1udrOb3Xx3zacClB4fDlilC6RI0TpEezWL5RmzxQVHB1ew6868XsenqiKOjh8wGAwZjxPqJuPe/ffpdCPqpmW5yhjvTZhMz7h+c0RVL8mKKUo3dHs+w/4+RZGxWGYMRz1ms3Ou3zhmMplQVkvmixl74wP8QJBmCxbLKf1+n24vpqoqClMDAqUNSluUVmiRgDCYtqEqc6SEsslBKM4np3z+rTeYzSacnZ0Rhj7GtPi+B3gEvnaLSE+R547FStOc1SoDq6jKhiKvaFsn/9UqoGkMVeUSV40xVFXGcrkkCAKiKCJJEoajPpaWKArxPA0ItJb4vkb7iiiKsK2iKCokim6c0Ot0uX79BnfufEDTVOhAMD4YUYgUpKWpCyxuUbxKLU1TopSgNRVpNmc4ukJReMzmUybTM1ojWCwLPvu5txzrU5aYzHJ09DKz2Ywsyzg83KcfJSglSMuMpqppa0FrLUqKbehPGIakeYbUiqptKKoc2zgZKcItdjvdhPv37/Ho8X201hwc7pEkCW9+/nXyvCSOOkjpMbmY0en63HvwPovTBXXZEEU+YZRgjfPEaU9RFDlBuE5I9n2EdNJn3w+c3zl0Pk7HaEq+7/u+j6997Wu8++67fP5zb/IP/+E/ZLlc8sNf/VGklA7Ytu025EgIwcGBCwTaLLA34HJT5eL7PsY4OS5IjHl23evasZdau1Tauq4xpqE1NVKylbRaa7eA9HIi7+VU3jJ3HtarV69y5cqVtWzcgfM4jmmaZvv8t8937W2+nJwKPOtDNWb7s5ycnLhkViEY9kdbL+sGSAlfoaxYh5C5z7vBglQoJEqsgexaYuzCvUrKsuTmzZe3z+EyA6jkAOVJpA7xGmiMS6AuyowiLWiF2wDSnsfLr7zmjmsbZBBwMNxnf5Tgywpbzilqx+hq1l5doahbQ1EU+KkiW5b0ej20rtC6ZNz1uH7QoaprstMVUgXUUmLqgjy1+L0BprE0snHWhCJHCYgCH+/ggJOLCRazfn8rZrMFx6MerXGvDDzPPl4GcC96K+F5UHn5mMv3fTHBVmvvufu/6F39uOChj5PTvjj/qoOI/lSf7G52s5vd7GY3u/lUzqci6Ojn//M9m/QSgtAjCDzmc5ceure3h+e52pfHj55QFDVSaN743PdirMejh6fMZ0vOzi7o9/a4e/cuh4eHTCYTrl475MbNQ06e3OfNz7+OsTWPHz6gLQu6nYTeoItpaqo6Y7aY8eort5FasZguubiYULcNcZjQ6/cZjQdrr92KMnd9kKvVCl9pVqsVAhiNRgwGAxQCtMLvxnx47x79fh+9lrppqXjw4AG9Xtf55nyfzjrAKF1lGCFJOj209qmqim6nT9O0zOdzjDEsFqt1mq5jpFarFb1+TBDVDAZDoihiPp+zWq0Yj/bXYUcV8/mcvb0Dl0S7XGJxMsds2ZAvKgbxiHH/gG7c55997Vc4vzjjZ372p/FjBb7h3vkdJpNzfOUSRHu9Ho9PHiKlZDAYbJm/tm3XC2OD1prlIuf8zJ375OQpjal5cr7gtddeRgjLapUxHg4wVc3NKzdI4pCmbKD2ePT2El9r3njjDaIg5DOf+Qz/8//4P6EDHytguVzSCmiw9IcjrFdjghVH1/cYjvosFg70ai3p9/ukac5isWJvb49bN2/z3nt36EQjzh+tSIIBh4fH/OiP/DWGgzESTV23NFWN3LI4lxI+PZcmS2tIksgBwcYxkGVW8su//Mv87u/8Ad/zymdI05y3Pv+9fPaNz2H9ZyzRxjc6Ho+RUm79kEKILVhr23YbXOTAoEQIi5R6HV7VYgzu/K1dy4CfSSGNMeR5vgUsGz9mEAR4nrdlWIuiYDwcsFqtaNuWIAgAJ6tMkoTpdLr1lW6ev5QSgaQyYuv9832fIAgYDofbpOfLcuBNArBaV4Dkeb4Fyhv2dVOdshljDMJCulht73NZOrph37TW2+e2Ba5mRduWLLOSKO5ydj7jH3/tn/P2Ox9gjKZBYwnoDA8Jow4nJ09Jy4Lrt44JRUs1P6eaPKUrS7700ghVZ8Ta0Ak1caiRyp3bU5rY99jf28PzY/wwQfsJeSuphM//8L//KtMaRDKCaECOhwl6KO1k48JWHA17+IGmtYrRwRG/+hu/TbffYzzqcWV/yCBUXD8Y0OQnKPFMfn050GoDGi/7hNevogOlL2C1j/OTPgdezUfB3ebfi825nv/3w6xltZvPzPOez48DxgCmfRFE89y1/fgx0BqsNR+9Zf3c3vqBv7oLOvpzzi7oaDe72c1fxuyCjv7/M5/6oCNf+2ihMbWhoSFfOf9e3amhlcxnS8qyxtMBSnk8ePAALwgZjfvs7fepmwxsxa2XrnJ46MCopeXgqE/Vdji7eECazqmriquHN8jTlMdPTrhydMjkbMrhsQs5yvKcNM9QnibudVBopCeQWvL43mO34DeCoiiYTqf0uz2yMkdLSWtbkNDp9gjCkEZZ9g/3SeKYd//kbddP2O1SFDm+9igoiOOYJIzRnqYsS/woxvMUvq9oW0uWzwAJosYPNEEoqcqGssycrLPj0ekGSA15ntG2DU1TEwQ+SSdaS3klYehvmTMpu7RG8uTkjNW8IVQxoR9RVQ2TbII1htUqZTq9wCslQd+jMSWdXoQykl63y/7+PrP5hCzLWC2zrS8NIEl8Op0hSZKAveDa8W3+4I/+JVGYUNYFdbng937nA7785ZcZD/e4ffMGtIYyK5nNFpjaEKoug9EYT0lWqxWhHyCEcJUpVYn2Pdq2xipJURUwF5Q2JRlrHj14RLpaIaULeRJYJhdnDqgUKcuFZLkYsJifM72Y4ZkOyxz0TLr3kejTrhkw29ptMq8SEotjss9PpmjPgcq4G9Pr9jk/fULb1jRNxWc+8xnee/dD7t69y5Ur15hOJpR5wWh0QFmWaK3xPAfM0jQlCAKqqtqyp91u1wFI5aSNrWlo2hprjFvwGzg/P3UhVK2lqkvqqtmCtmvXrgFuYb+R3m6Am+/7W5/ehq3s9/usFvMtcN0AO2OM23RZA5/LwM/5OiVmzda2DbQSamGpyhwlJVXlkn6bpiEIAkwLVWswxh3jmF2DWL++SkjS5eo5oLUBtEpJhABjXBfqhrHdhB5dlnka467fxeIJaZZxfn5BFPeYLVK09lmuViTdEVXZIKRm//CIb37rHcKoyyDu4scdqnxJ3liE5yO1ZJ6VjKIAqw1oBdqjbnJs09Aqi4dHOi/oDnxa5UKLrOfR6Y65cpCQPZ5SlCk66BL6MZlRLtzJWJQQFGWGVDFe4OF5LvgMOcBa5y19+vQx3VDR9SVCPAOElxnMy77LF1nLjXz3RaD4Yh/o5ccQfDLj+CIb6wDm5nE/OeDo42bzXD/Jh/oJR2HNR0Hpn37Mbnazm93s5tM4e3//d74rgen5f/oDO2D6FzifClCaJF3yPCcrUsIwIM9rV3lRP2J/75gwTDjYjwBJ0xjmswUiW1GUS7qdAYdHY7QKWSxSWpM7+aGypNmEql7SGEOWz7dSxriTID3BMl2R5pmT7pY5AFYIDI5ZErh6i6dPn5KmS8IwJIwC/MC9bIf7jn30td56+4y1oARFnXPl6gGT8ylKOY/f2dkZXuBvKzlAUnUbpNS0raUoUvxCY2xAUWbusX0fPxAMBl38QLBapbAsUErS68WEocYi1oxUvQU2Ukrm8zmbxNXpdLplq7Tv0nijyHI0ukKsEuqsIS8Knj59yiuvvMTh0QEPTj6k1pper0OWp+h1GudsNmO5XLq6EOUTx501yydpGkueVQg0+3vHLGZLfuSrP8qHH37IYrnkx374FnEc88dv/wmDLsynC1596TZZkOJrTZkXtJViOnFexzTPOVRqXcujWC4XxCIB5Rg/FQeEYUhWw2CQcHRtzHI5pzUVSZLQmprFYkrbtutk05j54oLrN4755jfepR/7BMqjNQUPHnyIMYZ+Z4j2fM6nFyjr0nA9pZ0k1Tr20C2eXe1O6DukmOc5RV7w+uuv89/8vf+W/f1DrBG89533yfKCn/sP/vZWrroBpp1OZ3vNNpLXzftUSItYpztvOyiRWAz9Qe85iexGZhsEAekq3Xp2X+wQ3fSWbhJPy9JJYLPVyklZ15LdDTgoy3LrS93cvjkeIViu8uclvWsJ8gbgboDvYDwGz3Mou3HBRuW6s/WyLHTzOdqc36WxNgjbsgE7xrbYdh2AozTakwSBv/VSOg9tSGZWyCAgTnr0hiOq2tAZnPHOtz+gWvecKilQns8qzekN9umNhqAlaVaQVxWJVKgwgDUYlcqAUiAVQq13DaSiaaAqXU2JJwxFW9JWEltrXrl9QGbg6dJSNg1WNHihxlpBVZWgLXnqpPBxp4cxbhMhDEPKomYxX/Ho8WNevXWNOI6R1M8xxRvg/qLvc/OnEHLrO30RLF72eH4kUMg+z0h/nFR4c93dMevzi+d9q3+W+aSk3k9O0jWfCJl38t3d7GY3u9nNbr775lMBSqeTJfP53LGEOqDfGSIHbnE5my4ZHxwSBB5ZmiPQJEmXol4wmZxSliVXjq/R7YwoioIsXzKdnXPrpWvMH6cknYCj4zFNs0dVNTx5OEEpyfGxY1OLOuP07ClXgiMnH4wiiqoGqZHKI0q6TBcT9o/2qaoKiyAMIqRSaN9zC3TpfHVV09LmGXlT0hkmdLsJeZ4Td2NWq4wsy4jj2Pk/dUCrW8rceTrDMGSRTckziyBGSYsUFq1aJ3vUBk8blKzRqiEIFHEkKcsVXhASho4BK7RYyzIblJJrAORtO0zrusRkOb7u0u/HDIdD5qcL8lVFukyxTcurL7+C7/tkeUppAcPGAAAgAElEQVSlBFXtZJbDzoCiypnN53h+iPYClOcTdxIuzifs7R1Q1zWeF1A1LaQ5nU6Psqh4/bXPMp3PUJ57y/30v/FTPLz/YN1/OWdxMaUTu9drdraCbEAcRiilSZKEyWSCH4UMtSCMI5fKC+R1gRCQlzlh4a0X+g1FmZOmS9JsSRw7kK9TibENbWPx/YC6LlksL+gmAl1IHj66j++HaKkJ/IQw9PFE6MCdcmBMAkGvQ9WUFLmTB08mE4Q1lGVJJ+5gDJyePWVvtE+6Wm1rfE5OTuj1elvJbJIkVFW1TeTdSFM38lTTthhb07au8scBPblmjfOPgJKNxxTYymbh+aoQ3/eJomgLSouiQAixTq99HtREUQSwldRugM3GJ2qtRSHRWm3BqhACEUWYLEMqifS0A8NZug7PMQRJF4zBtjWmqbY1IMAW7Dwv/W0JOwFC2LUE2SLWvkrpK+I4WDNkBrOWkFamYO/ggLo1aKnwg4SmaVmmFiNAaY32LWGSUJQ1t26/hB8mDMZ7zIsFDRLthQTKwwvAqppVXmJUizUC0wpXESVBakXdGBrfpWYjPITnKqSqasGNq3uYoEd0knH/rGFWNMhQUVQVVVUS+SFSWsw6WGg2m5EkiasEmi9ZLDSnp+dMLmYcjwbObXsJIF5+vTbX7jJIFcJumdJNavPmmM39Xxy3kfE8I/vi/T/OU+r8tnzk9hc9vy8e90le1E9mXDcVN/Ijz+tftWd1N7vZzW52s5vN7NjSv7j5VHhK/8P/8sgq5bo1Nx2JG3/Z8fFVAJarjHS5oqhKOv0ehWmo24YrR8dYazncP+D9D77Dw3sPuHr1iL3xAF+DkhDFLixGCEWWV0wmDpjeuHGD2WzGlStXMMYwn89ZLleOjVj7/Jy8rd0unNWawUiShLOnp/hKc+XKFay1PHz4kFduv8p8OcPYijCOwRi0iiny0qX6rlZcv3qDoqhYrVZrP2DLk9MT/EAxGI1omoaqqnjppZdYLJasVisWiwVpmuJ5AbPZjO5aRluVDYvFwgHs1D33g8N98jSj1+sxn88BwXB0QNs4H+dsmhPYPa4c3mI2mTKZTCnSjEePHvHDP/IV/MjnfHJKVRf0BgnLfEGWrTg42CPPc8b7B+RZzWq1ojGWoiq3ITEA0lMURcbVq9cxleDOnbvbHtmDwxFnZ6d04sQF5SDp+x2yec7F6TlVURN6HUwZsTcecvvmLb73C2/yf/3qr/Dw/j2Eko79k5q8qSiaFj8I0ZHmdPaQ6WpCURcYIM0zbty6yWA8YHJ2ijU1+3sj4tBncvoU3wtJoj2yrOT46CpXjm6wN9rneP8qTx6fEqiIKOiCEfjK5/xsQl1V/GuvvUGdZ1gBQguSbkwQRbTWYDVcffUVZucX/Fe/9Et885vfZLi3z95wj3/9r/1Nbty8yXh/n/Pzcx6dnBAlMZ1+jzAMCEMf7UmMrVEIrBS0xgXs+L6Pr52UVFhX4YJ00ncv8MCwZdaLzAUvbWTVxhisYAsyDR+VfbYbD9+lz6Vp2m3Kr689PN8HY2nrmixNSbOMqnXMaxAEBIEDh3meb1ncjUe20+k8e9x1b2ZV1jRltZXfel7gejurau1RdtU5UkIQ+Rhpt37cZ92r7rXJstW2/3XjyQ2UJk1TlquMOO7Q1Jaq9fmN3/46/+RXfg1kxPXbrxP2jok6Q8oWinLFyaNvEQXus0vd4klBPXmKKJYksqaraxJZM/JSQs+dRxIRhjH9XkQQunqmIAqRShMOr1Baj7LVzJYNb7/3gLuLhhMbkaIZDYYc7x+xmK+QuN872veYTs4oyiVR7HF68pDRsMfP/o0voUyxDrGqiJOIPFusPc/u6inpEYYJAgUttKZGaHflkQKJwuCSnCXS9X3CuvdTIRFYgetdlm6Ta9MjKxEgxdbra9fEqBXufba5XVi253BPzX1PSrk9xmx6bNfqFLGujpKs2dq1VN24/7iRbG+31rouVWEcq0u7ZXcRhs99/w/v0Omfc3ae0t3sZjd/mfPdKOGFnbf0/8186j2l3ppNqarS+SGTGN93fY+dTkyWFZi2ptON2QtHPL04p2hbgjBGKg9PSxbplLatMBZGow7dXsLk/AlKCIyJ0EqQlyuKssRfp88a02zZqfv37wPg+4Fb2BfFtkPy4GCfqsydz3C9eG+qmvFgCMCHH36IEILrV6/xwQfvYa3lpdvXGQwGFEVFnrnQpKYxZKucpjGkaUpVFeswmpS9vdFa1usqHEBwcTFzi+rl0i0wrQsPqitLVRqy1IFAYxyAyPOSumwQgKlrAu3RVg6Mnz09x7SAlHgyoOP1sZWgKVuqvGK5XDJbznnplZd4dPKQpmmI4pi6bjk7OWdvf8x8MicMQ9raMOgNEGisdP2Xd+/dI+l2HHPkrWXPT07p9vboDfeI4oAkiZmnS2rTUtYVgedTZAXnD87IFzltZeklfXq9AeXSAUG9lvSWeUE3ichLJ/e0bYlpDUpqt2C2lm6nQ0vFXnjAIk9ZLAsen1xQVC1SKgLlU+QtkVZcO75JlhXM5yu09ojCkCLLaPstR4f7XLtynSSM+Z3f+DrpPCMOE6QQeFKReB5K92ltgwGEVVRZTitgMOqTnp0TRgE/8zd/itPJ0zUArJhdTOgkXZTSSBRxEBOEMUkYIT2FlBrHiAoC7SE9TVHWKM+j2+06CbFyPsS6rmmtAwFCSoxx7Gtd11tW93IozYbF8n2fvCwo6/o5JrXX622lw3Vd09Y1de1koicnJ4RhiJaKtqqfY8CMYCsR3nw/z3PiON6yp65ftd0CSdeZ2tCaBotZp8yuZb/CHeMAtCSKIgc+FaDY/lxVVVHVzq+aZSt6PSchXywWTkZdFJSLBd1Oh9F4n16vS5mX2JVlb9CnG4UYEaCsQYl1V2tZUuU5wtQI2yKVxhiNkAoZDmlaQWUL8janrUv8psG2BqstnvbQpqYxPrIR6MYiG4uyhibL0DpGSoGfaMzVEQ+evIPyBmivD7bl9Ok58/kCKTRt0/DSSy+51yGMCQKJDkJaKel2++SL2ikgPEVbV3Q6MZ6vEcbSNoamMZRZjhBOeeJ5HlVbrjfmBEasmUlj3YYGuN8vbGS8LqwMIXhWP2PXBKgDjxILYk2KCsBaJBYhpOMwBUjrvMKINXu5/mdIbCtqgPXmhXtki6usde8V2nWoFg6sWuvOvZEHW+Oe1xpBw+UtFbuT8O5mN7vZzW528900nwpQenBwSF3XLBYLAHzfJwxjPM+jbS3L5ZKyLLcM5qDbo+d5hHEEtqXIc2azCYHnMRxGW+8kgBf4RElMtxMznc1YLFNu375N0zTcuXOXNM2wFtI0Wwe5COqqdemquAV3WZaYxlJX69RLoZFCk2cpSin29w8BODl5ymy2oN/vslisaFt3TJL01jv4giCIuHfvHmm6XPdFGibTc8Zqj16vR9UahAApLfPZ0i3ipYeUmk7HI8vOCcPYJfSWNUHoALTnKeJuh9DzSToJYeATB5ELymktWdHQNAYhJG0NXuB8hrPZDCEs88WMpBOBNASRx3CvhxEGsLz6+it0OjEPHtyjO+hyfn7K+cX7PH1yhlnL5ybTFf/O3/oZnjx5zId379Hvd0Eq7ty9R6fXR7aKQFjOZ3O0EmRVxf2Hj1BCEIsEFUVoD7w4RGiPMHRMebfbJc8LVsts7d3VZEVOmqZkVY2fdNHaxxOaD9//kFc/9yppkZOvcqIgRgnNV770VaxpePjgHu99+20et4/47Pe8zHKZMhweI4SHkiFFUdPUEIVd9vb2USh+4id+AtMKmtKx5nXZkJ9O6IQxbWNorSHwPVoD3U5CUdX88be/zcHVQ958801+8Rd/kV/4hV/gwYcPGSdXODl9ypuff4vv+76/ws1bt2AdalPXFas8Y76Ycnr2aCtpvH79Jn4QooSkrRvKuqKpalfpI0BLhRf4eEoTBaFjIPMC6fsI4+SurXom5zw/P6fb7dLrdDDGSY6zLOPpyQngPHxN09DWzZZ1PD4+RilFXVZUXrWV1TZNg14zqFJrWuvCi9K8YL5c4XkeQRBsN34cSBWcPH7kJLlhTJIkRFGEp30HmGoHjMuqdJ+f1gEpoTf1NZsapIqycqD04GBvLX9m/Tuj5cmTJ8wvzvnWt77FdDpHSk3dWq5ff43JPHPqCBESJB3OZxPa+YqLyZy6KWjqBY1xnadtZbEt6KZF64C2achqQ1kbpC0pa0mkDb5ymy1KQ1BrJxM3NVIphArQgUB6EIU9bt88pvOtb2PSFaYyFKbB4oFV7B0cECVdjLUsiwopDKVpmKcFWV5iWljM5vT7XYJQk6ZLLB51UyEtax+xRiBpW4OhxjaCpBM9J+8Ft5klXojk3YBTByQVfEy36SfJcDeP/XE1M8/O+cwfvZmNlPzyXJacX37sy39+0uzku7vZzW52s5u/zNlJeP9i5lMBSsuyJgg810WZ5hRFhdY+YRhSVRWe53F4eIi1lul0ynA0QnoaP3RS1rouydMVo6vHeJ7rphwO+6zSqQsfWleHZGVBUZSsVin9fp9r165v/XiXPXZ2XXPhvJwBVVWj1gurTXiMUq4jc7VaEUURcRzj+z79ft+lnqaFk+NJzfHRDVarjCjyuHWrw5MnT7C2pdtNUFrQtCVxEqGDkHRd/9LUTk7c6XQQYp30GndoGuOkkNal0TomJaDbTZAKFAIpn9Ui9Ho9oijh3t0T0nLpKk7a0LFgTc5kck6cREzmc26/coOHjx+QVSusNdRthecrtK+ZpVPCOGA46nP//n3u3r3LKoNez8cYCEOPNM1ZLt31u3p1wL379ykaiDp9lmmGDDwMgiBOqMuKGy+/DK0hn+SUqwIpBdL3kZ7G5grfDxkMRpRZSpbltJ5k7+AI7QVuY6AsqdbhV6JpGY1GlEVBXdQMeyOOj2JmixXvv/sBcRJCI9kbHiGtoakERWr4tT/6bW7cfInx4JDQ71DkNfNFSrczoMpT9m69AlZizqdObt1YusMBnThhsVhQpCswDa2xaN9DCo+vfOUr/Ml33uYb3/gG+/v73L59m8npFOlp5vM5H3zwPoPRkDjqMF8tqaqCqqnIi5Rltty+b5VSfOc779Pr9nn11VdJwggvDIj8AIWgblua2oHD0rpQorZtwdrtBk4cx1smU2uPQa/PdDolK3IXqCQcm/Vit6hpWmQSr32gjj2ViG3IU5ZlVE1NHIb4vr+tl2maZgtAL3tktz5ZY7l58yZFkZHnbuOnKAoW5ZKqqlDK24YvaeGShP0wRHsbkNJug5g8f/OZrbC2JY5jOt0+SZKgtSYdj4iDkCA4o6oaVlnBdHpBXlq0Dmmsk8rOZkta4dM0LUmSkC594qiD74ekpqRqCgIvoK4LjAGFh7Ieq1ZTl4asquloAdbia0ETKBAumElrTVvnW4BmlaY32OPW1UPO755hyxzyFqMSGiuxNASxxyqvqNcg0wiD1BFIUMqB7l6vx9HxPhcXZzRtQZanNLULyJKBJE5CrBWYFiyumxae1fkANI1Ba+85EHfZ3+kA4ceHFn1SmNDlWpkNO//i9y6f5+Nuu/xYl+/7p1lNXvwZdrOb3exmN7vZzXfXfCpA6WK+otONkVKva18Ung7ASsIgJgxi+v0+dV2TpQVVWdJkGbGN0UrQ7QyxpiWJYgSGsqoo6wpjLXVVYYVBVRIhNU1tSFc5cdRxjx2GTCYT2sZugWh30HUL/TWLNN4boqVCyk3ipKBpWtrGMB7t8ejRIx4/OuHG9eu88859PA+OrowpCxfionREusrpdrskSZc4SVhlS5bpCs9TW49WEATEUWddcwFFUeF5AUIoB/yCiPFoj/F4TFU1zOdzwtBnMBjQ73fXFSIWa1u0kFycn7O/d0i/N6RpHlCkToaaRB3qqmK2dNUyJyePkNKFik6XF5xdPCVMQgajPoO9HvPljOG4z50PPiArMsq6ojbQ62n29vZYLHP6/QHpKmM82qMxFmskUnp4viIrnX92mRcoabBCsVgsaIzFEx5VUVFUNZ6Q6LpilaV0hAP3YRgyPT9bS1AV77777a2vVIcRCI1WPp6UKKGYTxd4fog0knvv32eVFeyPDllNcmzTEsoObVszPVuhVcQPfOlHyIqCi/MFP/ezf4Nbt26zP9onXa7YOzjm/M5djHGy6263ix96fONbf0I36bBarcjLgv6oD1JgtSQrMx4+OSHNUz68d5eHDx+h1inOk9kFvd6A9957j/lywc2btxzD2LYYDMY2WNvS73RRvuv07MZdF6xlYTadUpQlpm0Zj8cIKQl8nyiO6SQJ+3uOMfSkQgcBTVk6Rjlb1/YIwXg8pikr2rpBCoEfBIR+wHg83vpMy7KkKSuEVq57NAq3gHXrRZUCtEQKHyFdEi8CpPLwg8gxuWswsQEmTdNQ1TXvvvsNWlPT7fQZDod0Oh26YbSucqloraExLcK6hFsn9223oU5V5cC3MU76G4YhQRCQ5zlnZ2drcF7TT7q8+trrvPW9348xhtPTc+7cOQEVUVuPB4/PWOROki8VhKHbCBO2S78/BCRZWlO3Bqt90trgWYkvfXy/S93UVG2OVxu0tHhNTVFVCKEce97WKAmmrbCtQvs+tkmpioBXru5xvizwZjmNkLSdmFlRg6gp24qLxYS8bYl8n8DXhMmAMAjIspwyywl9n/H+IaHnU1ZLLibnaz9+SVFk+F6xVou4zYDaPEtE1vhrELepVBFstLWubkY99/v5cl3Mi9+7zIZuPMSXvzbzYsrv5b9vNgbho+FLWuuPAM5noPOjacOXH2M3u9nNbnazm7+s2bGlf/75VAQd/fv/2RUrBGRZhu877+GGtdzb22M6vXAexyjC8zz8QBOGPk1TMxoOkUoxW04p6sL55kIPpCSv3II8ThJWqxX7431s6hYvnueRJAm9Xo/zi1POz88RwuJ5zlNqjAtw2SSj1mVF29bUtUsDjcOEThxzcvKI4XDMYNBz9SavvspqteLJ6VN832e1zAAXBNPpdMiyDGNamqZaV8s0TGcTyrLE4jMaHdDpOGC6WqbkeQ445qnX67FaZa7z0RjqqiWKAzzf1afM51Pn1Qw82qZhf7RPnhbQgq9ifB1QFxUXpwuWk5bpPCUvM4LA4/ZnbnN+8QSdKJJ+RBj7nJ6fEHUj7t6/w/e+9UWazPDtd75DVdVUpcS0bkPg/HzKl778Q/wf/+gf89ZbbzEYDJjMptR1TdnCdD6nbVtaUxPHIULg2CwJntLMn1yAsRyO9zk+PGKQDBErH9s2fPnLX+btb36Tu/fuoBA8ePyIvHCMlRfFJIM9J0cdxjx8+gFR5NFa+I//o7/L0ZWrLBYZ777zHYqidCDXd8zQoNdlvH+AQZF0euztHRB4Pk+fPqVIXVLxbDpldjGhaVyYlGkcS/fg0WOk9p1Uutfl1VdfZtjvE0UBdV3z6qsvE8fuPTyfz7ny2qukJ6f8J3/3v0BKyeHeIZ4O+OIXv8gP/eBXOTw8dKEvGFpR09qWxjbOI1gbfOVqVTaL902Ike/7W4/lxqvZti1eGIFSFNMpH9y5s03LNVi63a57DXOX3uv5Pp7nEa8/W5Ef4EeO/dSeh5WuzzSKIrTv0azrSjzPQ0mPxSLbMrQbJcGGFYVnzNym49TalihUCGmRQj8DKWs2dbXMHAgVIK1cA1IXqqOE+38/0G4HRVgHho1htZitmVax/T0hwgDyHJRHW5YoL6LIDX7Y43yy5B/8r/8b03lB//BlgqSL8hLKMqfIL1B+wPnZhPPJBIFTRZTpCuHEsgRKEIoS0VZ49ZIwf0xX1niyIfSgn4T0k4gw8Lh+fEQYxMRxhyjpIaVG6R4q3uMirbjz8An/6OvfxCRDvPEBk9ywqi2H114BJMJY7r5/B4zhh15SyGrCD3/lh/jsm5/Ftg068WnKdP2aG5BOtl2Wpds4yUvyqma1zLd1Q0qpdSBSvL1O7j106Zqs35PPdZdekuF+HFgUQj3HcG58y1um2H6UeX3xtsts7YuJws99GfmJIBfgjS99dafj/XPOLuhoN7vZzV/2fLeGHcEu8OjPMp/6oKMsLfB9n7JoKAuXchtFEb7v0zQNnhe4zsnWdX32+h2mFyVVXaKVQq99n/PFkjAOKKuKqq3o9BL8ICSKYi5mM4TSrFapW/yalDTNaJrWSWVnS+IkJAgi6nXIi0sUFfh+SFXUGCNpmpqmafG1QaDodUc0tSHPapKky3y+5Pj4mKJ0TI4UAft7h6xWmQMB2tIfJK46gpZVumC5yPB9n6TTpd8boJRyoUV1S5q6wJLDw0MEHqtlxmK+QqwX6AB10xLHktY6eV8QJKTNktPzGZEfkkQdFqdLTL1EWImpnaxwMBjw3h+8x0/+5F/FD1yoUBBqyjLHDyX7+/ugLQ8eZPzkT+zTj4a88yfvgdX4XkBlDHHc5fAgRglF4MU8vH/Ccp4xGAx4+ZXP8PY77+C3kihKWGUp5bzA2IZB1GN+MaPXTeiGCQpB4odoBG1RkQRdyrxFiHWCJ4rlcs7BwQFl1aC1T9zrYXXk2LOyxfdCPM/n7NETvvGHf8w//7XfpshK/vpP/pt0ez26nc4aNEEUBSAVSXeMWaeCqigmSbpO4ozz307Oz8E0FEUBuKCd6TJjlWfbPs7DvTH9fh8tFXVTuqqXPCNNUw4ODrj3rW9x85XvYb6ck2UZN27cYHo+5fd+7/f4Wz/3t8mzDMSaZVLWValYicDSWPN8T+l6AR4EwXbDJM9z8jxfd/vWVHmB1k4qfPLkyRa4KqU4OzvDCOh0OgwGA4bDIUmnQ+T5215Rbw1G83Vw0mAwoLHOPxspRWsNy/mC2XzJcum6Rl0oWYd+v7+VsD+TiTbbRF65/hmUkrSN84Y6Oa5EKEngRwitoG0xBpqmxjYt6XKFaVoHOITbhHG9qXINrjVFUaw3cZzqwF932faHY4qioF0VrHJDf6jo9ToknRg/6uH3OiA9Ot0OtQl49GBCvsqZTqesFkvCKCFNc7cZ1NY0RoBpkX6MVJH7WeoZjSgxrWPkvdoQNO32epVVjmlboiDEizSKhnp1wcHgAF8f8a3HTwj2j2jCHvm9Ex48fMyVazcxLZjGkC6nNEXJrK/oBy3YhqYqqesSz+RUbb22ILRYYdYdt4JO1/l2WxRPTs626ebAVnK9AXOXNxNcJ+wzkPj/tXblRRD6cce9CDYvH/fiMZfv9yIz+2eR+e5mN7vZzW52s5tP53wqQGnbuqqSXm/AK6+8wtOnrs9RSEtdV2umykld+/0+i+WMqsiJ4pDz83P8IKBqy3WNiyGOQ/wopG0deFkuU/bGB6yWBVr7AOtU3NTJdmldb2XVUpUNQRAwGDh2dTqdo6SHrz208mmkwQsDPC9guUyR0tU/3L17jzc/9wbnZxN63QHWwmA0ZrXKePj41MkthaSoWupWcDFd8vjxfYR0QU9Oshyu/bR63WtaEAQRcdTh7of3OT6+grUQRfH6Nh9rochLBBJPhyyXSy4mj3j15Vd4+PAE0yrqYsXNKzc5efSE6fmUtpFkacvZxZTXXnuVi4sLdKY5OjpChFA0GXVZEHciJtMzbl7vEvkh2apAGo3C8uUvf5WD/WP+2dd+FRrBw7uP2R8e4nk+TdHy5OEZN49f4tr4mPnjc+bTc9I8I+l1Cb2EclZw1Dvgs69/hhtHR4z7A64cHfP05BH/9J/8n8hhRCeOtwnIcRIy7HdpDCxWS9I0ZzKZEHSGaO0jsGAVDx+ccHhwzB/+4b+krgxt1TL74oKbN17m6OAQpODhw/tAjZAWREbduuAeX6+w9pkstCkr4jgk9DuMDn3QGtqWfSuxbBbBgLU0TYWpGwId0xpDi2MNp9Mp3U6f2cUFP/2z/xb/yz/4ZT689yG3rt+mzHPe+/Y7HB4e4/uauqlRQGMMYRLSlK7D1FcaP4qgbde9rjMmk8k2mbmuXRprEASOlRRyC2SvX3cp0Fq7hGvtu1TfjS/aGCd33/g+86pkupg/S+rN8y347vR7TsaOpBMn+H7IaGCe81lfBqJt/SwUqSpcTY3nK5ra0jbW+TOlRIchm0Cdtm1p19VCQihXiWMNq3UlVJa52iM/0NvzRf83e28WI2mWX/f97vJtsWdkZuVSWVt3TXezZ4azkDOkhqIk24IlCyYlWyYsEaZkyaQBPwmGIfjJsB8kPfjFD/aDQcnGSE8WJUq2bEmWDI0omRxS0MyQM+zpnu6u7tqyMivX2L/93uuH+0VUVnUNtQxAdcNxgERFRUZExvJ9gXvuOf9zksjPcWdLZwG0Wi0Ggw5VlnI58XVKRV5jXcCjw2Na7Q329/fZunaDk1FB0h1QVlCWJfN5ymg08jPbSYJorL1CCKKoQ6AlWEOWzQiVJtLgqj7T+TntICYv5qjA0UFTFxXj+YJWEKFbAWmaUhQVw35AiACT0Qng069eZ2I1R9MJLVGys5Fw9vge/eEm+zv7HLUV46IgDjooWTMeXVAWC58ijrfr+45gv0lX2hJjms9VaVxtuHnzgKIomE6nTXhchdbPLLnewv8sYGhJ8KqquqKkqhfI6/O4GoQEz9KSrz7ei4rpi0rnyx57aR33z9M/R630R0KTls9hjTXWWGONNX63sbbw/mD4WJDSfm+TJEk4Oz/h0aNDiiIjywpmswmv3r3jVRQhfG1gVXDnzh2f7orDGUde5pxfXmBwKKkAyXSSokNFWWY8OT5GKUkStRgdzilL6PX9POSTJ8eMRnNu396jrEqUyr1VUYVIobGAlAqlQoRwaO3QWpLEHXrtDsdPnzCbpuzs7PKtb32bW7du8bV//E+5eec2QdRGqQApFd/5znfJ0sIraoGkrkvKwisogim7u9eoKofWgrqCQEc8OfwAISQ7Ozvcv3+IEJqyLEkXJ0RRRFWdkRcp/YGfjQ2jyFdnOMU3v/XbxHGLOoJECx4/esp8NKNIDekiJcv9YgTSyVAAACAASURBVK7b7XNwsE9aLqhri6oFoQgIIkWAQrkAUQveeeseTx+dk6c1m8NtyswS6Tafef2HwUnu3LlLGHhVptVqkSQJe7vXUBbOTk7Z2NggjmOm2YLT01PSNKUuc6IgQNQFSRhhy4r5aIK0jnYnIVCK8fiSy9E5i8UMYQVxu4W1TZBPGFLRzGQa43surWJzc4c/9lN/lCI3vPXW20ynM777nbc4u3bKYHPIYLBBXmZEUUIUJQSusZgqQVmW5HlKWXq7uDE1s8UcFgAWZy1p5YtMVh2crVbTimEIlUYIuSKTS/sjgeLn//P/jBs3rvM//Q//I9+d/Tafun2XX/6lv8Gf+3P/JXGvz/zoMe2wSxQFTKdzXxu0yKnygizL0Fo36qCm1WrR6/W4c+cO7XZ7VWNUliXtpEUYBMgggDD0VldjoCxA+9TopVqmg4BWu02gNUVR0Gu32Dg4AGB+csJOt4to7JuySbQWde3rPqwlTCKUDBDS4SxY09SVSIU1FaZqUmiF76S0tUGFGlvVTCZT0jRlli5IFxlFVaIDb3Nv97okSRtgFWy07C7udrskSdIc87qxIj+ziS57T9M0R2uJ1n7uWquIKO5hrCDNDReTOZ1Oi+2DVykrx/HTSx4/fMDJ8VOyLPNzrULghKCoKrrdLtbVWAKCKGKj3UEIQexyBt2Q4jKknF+gI0VaVxydT6FMSZQiiUL67Q5V6YiDkDiIkChi4dBxm8+/9grnpSN9+z3y8yOK8QLZHhB2AzZb19mIHalbIJ3G2ZosnzGfTbCmIowikBA0M+91balMxbM6F0tZGtJFsVK02+02s9mCPCtXhO+q3Rb4COF7cU705WrpyxN5l3hRcX0RVxXSF5XTF+/rbP19Ce4aa6yxxhqfTGz94q9/oi28a/zr42NBSufzBUJIAh2xmGcoLXBO0Gp1UEpRliVZ5pWW6XRKt9sljmOCSBOEEUmgSEpvXbTW+qoOYwlciET77kOhkGiGw03quvQL27iFkpp+f4Mkia70Asa+l1FroigizyqEk9SmpMhN0yUqkNJXwwRRQLudMLp8m6/8nhvESZt/8qv/L6+9/jq7u/sMNra5HC0oywk6SDg9PcVay3iSUZY5EHPjZpsoCMmylMnksqnFSQjDmE6nhzFw7/0HfPnLP0pdW8IwZDabEQQBtUmbBaQkSVqESUxtz7CV5ex8TDc0lM4yvZgQqJBAxeiuYn5+Sl3XvPXWW2Rlxs1bN9jd36ayDmssWZYja81Pfvn3EQYtbm2+zsbgGltb19gc7rK3e4Pf+2UIw5jZOCWOE18TIvzM4cXZGXVWcH52yvh07IOnTN30sVq0EqAtBzvb7F4b4kzN5OyM4WCDsswJkxaXo3OMqWi1EpIwZp6lzfvv7Xu5KQGJCCRhGIHQSBUyGF4jEBGbw1267R6zxZw8T7l//z43bhxgpKWvNLFw2LomS/3x40mMJ33G1iA0iLqZ5wSJZHt7iDFeHQWv9tV1TV0b0tm8UZSEj49ZLpKlIxSWL3zhC7z52c/wzd/4Bs4ZtjY3KLKUJN5lOBwiWwloC41iNewOSNOUy0t/TLTbbdptT9ZWwUR1RV6VLLsfz8/PV+QVKTxBDkNviy0NCIFcKlhSYAUIKWn1eiAEbrFYVSKlaUpvMGjOVAFCIJQmDiFSmlmWgvbdqkIopHAEgQYVoKUlkAopI4IoAql9lWSeg3D0NrbAWkxdUZYVtTEsytKTHymRUuOkAGNRQmOadNlOp4PW/hgTgSRZLDCmoigKoizy89nO0erGzyX/SqeZTqekWUm7O0RYx/GTI5KFZTJPmcwKjo6OyOZ+7tt/AgakQEmHqQvqGqz1NTedrrcp6zokjnyf6mg+JwTK2lJj6bc3uJzndEuLcxIlQ+rI0CtL4jCiKhZ+znZzl/044NXtIeO9LW7v7XLv6CnXIsfZg+8Qmkt+5M3raHOJMyWL2SXn5ycMBgM6vT46CKjrGhQ+CCwOUEo0r1/T7nVJp/PmePUKY5qmPhwNh63dFTXSv/Jlr6lS6qXpucBHSOqLIuW/jp12FabFM2L8MvJZV+al91+ONayxxhprrLHGGp8cfCyCjn7hz33RlWXOj/zoF3j77bd58uQxVVVy89YBcewtkGk2Z3NzSBiGvrtQK4TCz3M2oS3LpEZr/OxZURREYexnO6VkPk+RNvRKqPZ2Rx1AUWR0Oh1qUxGGmslkhA4kZVn6udKwDVasKmC01vQ6XeIwZDwes6yq+cLnPs/7779Pp9clbrXQYcDJySm/8fWH/ORPfpa6gsePn3B5MQF82E+32/UzpPmU6XTM9rU2169f5/TknOl0yhtvvEEctyiKgrKsmwTfNknT43p4eEhVlxhj0FFIURdM5zNaSZfZZI6oJW3dIjuZcXP/Jh3d5t0P71Gqms984bPs7e1xdPiYy8tLkiSilfgQpc3NDcIw5PT0lDde+xTztGB//y4bg2soGfDGa58Gp2i1OkgZUGflai4Na7CuRuEYj8eoJlwoCGMKW1NXfvGrJQShoC4WtOKAyfic/+cf/H3eeustXv+hz7I52ODrX/8609HY19xUlso4yrrGGokMI6yKqCpDYWqIJBfnE4o852v/8B9hKosERqMRe3t7lKaktjVpkTLLvEVViZAoiFcVP0oJEJ6wLYmZbEjn0ia72dtACLWyMpZlTp5lFFWx2jxptWKfEKy9WmqE4Z2H96A2aKf43re/xz/8e/+AwGpuXr/Jwc2b3Lh9wO7+Pqkt2NzZot3pkKd+3toYw2w84XIyJl/41OS43aKTtNBRSBJG3sppLaoJIkqShMHmpvdlAgiomkTprPAdn0JJkigG7YNxQq3pdrs4Y3ny4JFP6FUa4SAQsskWEigETgoWdQpIgkB51TlQTeewt0ILoZCSxgKqCJQkaLptdRD587SusA5UoBEqIIhCVBgghaas/UYTViClDwxLkrghK14RDVot0umIxWLBfO7V1zzP6W/0QTokS1IlWcwL5oucQf8aR6eXfPWv/nX+8a99k1lWMNzcYXtrh698+SfQUlCanCxfkOcL8jLDCXBOYBFIFTHY2vXVMUFAJCX7O1v0whKbTjj64G1OHryHMgu2I0MsoR0oBp0uURCyv7dFmEi63Tatdg8dbBBGbcK4i9ABIkr4kz//p7h/dMi/91N/mN2DXYq6QGkJxtLtDLhz91O88uprDDZ2UUGIsRaahN24G6OUwC05o/WbaMYY8jwnTVMm4ylFUTWW6aYaS4XPpexeDamCZ+TwxaqXJZbi6tWwo6u225fZdz8SYOSeEeSXPc7y8U3NcyFMy9st//+5r/yBtWz6A2IddLTGGmv8m8AnWSld23d/Z3zsg46Ojo6I45jJeEZZ1AyHW0gJWoUURbHaqZ/PF3Q6+BRQKVBaI7Coph5CIJrZwJjZ9NIniaqQy8klkmaxlngy55zFWtA6XNW/VFVFXdcrReri8ozTk3M2NhzCLdWDZzv3ZVkymUxQys+6zudz9vb2mC3mtNtt5mmKqf3c4WKRoWREvzfk6fEIgUS0Q6SIEEg67Q1u3tylP0jo9zYYj6YAVJVBiAJjHFEU+dCYNGc+W7C7u8vOzg7vvPMOaV7Q7rZQQYATmqjVRqsWRw+PMBaub+9T53BRjImCmFYvZDqdUhQF28NNpFBMJxMePHlEp9Vmd7jH9e0D+vEG+9s3qA2E8ZAbe6/SbrfptDZBN+pXWYKpUUEASQymRs6nkMS0e46gFTGfzimMxQlNe+C7VcExn14QtmJqV/PwyRHv339A7awPI2pFlFVKGGqUEqhIYRAs0pyyMIhAErQSnBVUQuCCgPmiBARPnp4w7A8YDLZoFQWXk0uyLKWz0WWezkhLT+xsMWejP6DX69Fue7u1cb6rc3Nzk+PjYxaLBYvFs3nFal6im8VwWdeMxhfked4E+qQIJdFaXpmhM9TC0NvdIA5DLp6e8+/8wX+L3/jVX+fs8NTPnl5ccHZ+wk/8/jaVspy/+y6DjQ3Ap99KKSnzAouj1e2wubmJDgOEg9oanPCKZ+0sSiiyPCcvCqq6xgo88XC+49Zaiwo0wTLcKopAK4LInwuLLKMuSybzGVWWI523hiY6RAuJXNW8QKlrQhUiw4Qk0ARxQBwF9K8fQF1AXpGlMx48eEDZbFz0W/45xO2GQBhL0DgDuv0BQi1rkkBXGosj1PEq2GYZyCQCBVpTNxtFfsMmATxZqVyNEA5nmhlXY3FW4VCMRiO++93v8uGH9/xnZCxHh48ZX064vr1Hr9chTkKEM2gJSlpP4qV3XFhTkC0WSATQZTRfkBnBwTCiHycM929TlQWjo/sU1QKLASNQsqQOYJEW1EpiUkeN5Fq/izYVqsiQVclidM5/9fM/x9sfvMvG7gZn03OKfEGpQnSQYGzu+08xOAxSQqc3pG5CuY6PTzCmWqU6h9pXSy07lXu9HmVRkab5c/OaVwneUnF82Tzoy1J0/WXxkuuezZRe/f5c4urff9njfz8su3x/p1nUNdZYY4011ljjk4GPBSlNUx+m8uDBA0ajEVvbQzqdFvP5jLLKqetqRciqqiKtCrK6ptVpe3Um9Da9uqyoqgxrPKFtt7sEShMFqbfwBpog8LNoZZWTpgt0AP1+nyxb+LAWLanrnF6v53sjrcDb2URThRGidQAIup0el+GoCUYa8OTJEZ1OB6U1UiuCMKTT6/LaG7vUxjGbTVEqwjofNKSDkjgRJEnMYJDg7IzFPOPyYupVXam5vBwzGAw4uH6DsiybZGDj1eM0Z29vj06nhyPFCYlFEAQRWsVI7cjzEmssm7d2OD86Y3Y5J+rE6FBz//5DX99ydkkcx2wNN7mxe0ArTrh94zZbW1vk3Ywbu9exIqC3sUu741XC0yen1KVPB5YOiqJg0Osz2OgRBRJjKsJAUdU1QWtIC4XQisl0QVoUpIWf91vkBVsbLZwtqZxhPJ9h6godSMJQs1jM0GiK0pOfdrdPWVdUlT8W6iwj0BEyDIm7PaQ+Y7jZ5f/43/9PPvfZz/KVL/0YZ2dnGAyDQR8Ai6G2NcdPjugmbe+UbRJdozBBBd7eePz0CR8+eNgk25arDZJ8tGh6ayXGNSFJoabVa/HKK3d8zyxeAaxrH9pjpeXa7R22+kPODk/YO7jNF77wBf7Ou3+bqigpyxKDQUvJYHuT0WzsreN5Qd70ckoEQRTSihOyIqcTBXQ6HU8upe9+nc5npHNvv7XWNlZXjdb++H/69Clh7O20ceyrX9I8J2x7siIDzWw8wdU1N27cYD6ecHj/IS4MackApMNZB8ZhJVhXYp0gXxiqNMcJH7CUvvMuta2QKKQWRFrT3Rj4xODSv2fSgalrirJANtZcFYQ4IUB6O3CUJGitKUuzIi9SNqE71qJq29iUFdYY6lo25NUhhUSFCi2arzkLraRHURrGo5R33/1lZrMZnXaCRVLVc0ajEe++8z02hn16vRZxEqADUIHAVCUoiZAWIQKKbIGta2bznCAZcjktoEypNxJubO8xaMWcd9ucvPsNhHGUlSUvDdiKtKwQNqDMU4yBzWTTf0ehQVk6ScCPf+lzvHJ7k3c+/B5HRyd0WiGni8ITcukoy4L5fIohottzPHr4BBH6ruewHdFud4lbEVEUUebFajbXuy5KxpORf58kQDM3rAAnnlMcgY+olC8qpM9u86Kd9+WK6FW8SFRfRnhfnCm9evnFBN41OV1jjTXW+OTik6ySwjrs6AfBx4KULsZzxpVFO78wSnSLneEuraDNBx++ixCC7e1doiig1Y45H0+QWUokYkQlKPPCBwpZhaxDskVBO+5CFVDllsAlCATpLEeoEiU3aCUJwjlf9ZI44jDxSZtC8P697xGoGGMg1Al5Xnj7aeAthUoGfp5UapxTaB3TbvfZ3Qt48OFDbt6+wWJeUlvLbJLSbffIs5KyKIhC7WdHyYijgOFGv5lfzBmPZ2xfGxBoxe1br3Lvvfc4PTqjFbapC0sctrg4PcZay0Zvk9l0zsXxiM3+HhtdR1YUTGZjZtMJh+eHKKHphX1CETGbpfR7mxSziovLMZ9/4/P88Be/xGuv3uXatWuYqqbT6fqUUKWI4xiFYDyeEocRRVkzHc/53jv3yRYpRVGTzuZMJjO2t7c5OX7KsN+j2+3SaieEoSbpJBBq9kxFnpXErTZOBU2PpEJrTRLHmHKGbRJgTV2zmM7oRAnddodW3KYVJzjn6Hb7zBYpcdImDDsYBLO06eCsDU7HzGc5yWbC06enHOxf8O6997l79xWEdLSGPe69+zaPnzxiuDPk8nLE1E3J0or5ImvITGPdLUuctZycnqOUaoid763d3NxGI1bzscZUtHtdOp22v22oUCoisL7TVqkAEQhGl2NaQczu/h4mnfEf/kd/lK/+4i9ycv6EMIl55dW7DDYHvPGZHyaII1CAcxRFznQ69QtuYZv3ottYjn2tihCS3qCPUJKNjQ3qum5UPFhk3s5aVCV5WTA9ewr4Wpl2u02SJERxvLLAa6VIZ3M+fP8e0oE0jjAIyEM/u2yqGozFCEvYDuj1eiRJ4rsvlaLdbjNsd1bBS1JKwigiaMixCw3SOK+sVxVKeDuoDgKEcCRxhFAB1loW87kno6pRTFVIEIVNSrLDmmauVwhqW1FUFVXlCXmUBCgjQHl7al0aFvOcsrD0ez3ef+ctLs9PcLoDKIYbPfKkYDQ+oSzGTEYRSSsgTgJa3ZgwjBFGorUDaajKirR2VE7j1CVCay5cwaE2jG7s0Avg5MkJ0mhkZcmpqF1JJGuSSUZFRRQLkl4L5SyurkEUoEOoHdiQftzitduvcHT8iLPJCOtChPRjCnlVMp5OmOcCg6C3OSCKYsLI27irqiCf5hQyJ0xiWq0OZVkya0K0lNSwUjE9CRUoHM+TuqsEdWntfZGUXp1FRQqEEzjhH0kgm+MWnMOHhDW/F04019nVdf7PN5ctq+uc85elEyz/mnPO/z3w9mrbWH/Xxt011lhjjTX+DWBNSP/18bGYKf2//95fdMvgDW+zq1YzTodPHjGZTFY9kUL4ioIsS8lLv/gMw5AgCL1yVtmVIjAcbq1CYipraLVChtcSNjc3KYqC8/Nz0jRdzd8tF+lLa66UkigOMBjm8zlFUVDkVTN7GNDt9slSXzPjnKPd7pLOUubZnOFwgBP47srKMJsumtdnqPKKUAfs7e35TsuyZDDcIE3n1MY/fpIkTC4nvPfePc7OLDdvdum0e1zf3SdoKjjiqEUcJuxv3aY36LK1PeTGjQPidszOzg5RGPH1X/06f/fv/H3GZ1PuvfcBn/70Z/m5P/WnePWNu5R1xejicmVfHo1GvPXt7/iE3zSlKArq2oJ1ICzOWDqJt/4FQYRw0Ov1GA6H7O7usre352tEcp/uenZ2hlTecjvc2EIoTXewTVUZjKlYTGdMphecnz7k4vQJxua89VvfJFuk/Njnv0xelrx3730mswX7B9cJoogP7j+kqi15XlLXhls373D9+g36m9f4jW+8xaKoieOQJA55/fXXuHmwTxxrZvMp27vbXF6e0263OT454g/+u3+IIrcM+lt0u22Oj4/RgSRJEmprydOUzWtbPrxJa8bjSz9HWikCGTCZjJoqFp9KGyc+AOf04pQ4Dv0mhoKnx6cESQRxjDUVxWJOLAWxVvzaP/mn/C9/+a/w2qd+iFanSxR3+NN/9r+gv7GFxaKVIQj93KrSgrzMyLKUMIw8GXcCJSNKYykLQztO2NoeEscxrdirjLU1wDP7ZJ6nq/NraYUtyszbNZ3vrqyrqpn79UFjvt9Vr8iIKf1mQBjq1Yzh8veVNSipm/An3ztcmZpAaXSoiWJfRbNYBipZQSAVWocMBxsEUiGauVNTWWocC1OTO4OrvbInpEPJgCBUaKlQwmFMTVGUVE0VTSuJMFXJRq9PVVWEOiJf5HQGGyzGC/7gH/736Q62eHQ8ZrooaHd75FmBsbVPDTb+PRDSoQKJVr5OajnzWDt88rBSGPQqHVxg/by0cAQYtluKnW6H/c0+exsDEiXYCGHQUXSTkEArPvOpT9Fptb1l29aQJN4arxRoyXg256133+FXv/c2vWvb7N+8yc7edTaG1+hsbCOD0H8PWRBW0A5bzcx8AEpRV2UT9pWvlFLfAR2svoeFEDj7TIU0zTFzdcb06szn8j5Xf4x1OAEShRPNgKkVOGH9jLeUIP04hBN+VrgsS9+t2lwnUavbOcPq9kIILAZnlsS2sRtLgXCAFGD9segE/PCXfnJNTX9ArGdK11hjjd9tfFKV0jUZ/ZfD7zRT+rEgpecf/F8OWCVlvvhztRuvLEtGk0smsylC4ENekpYP8GhIVKvbYTKeMR6PyYqcyWTmSa00FNWYsiy5uLjg9PSUi/MR1kKn02mK5P0i3VqLs+CUxZiC2XxKmuVki5TaOpKoRRy1qY2j025jLCRRyycGB5Kdne0m/CXC1F5RE0IQaT8HGEURrZZfOAZBwP7+Pg7NzTu32RxseNXOSRaLlCzL2N8/IFAaV3tL7jJ0J5ABs8s51tWUZc50OiHNplxcnOGc4Hvf+x6PHh2SpTVlUXP37hvs7e+TFylhHJNl2YqslGXJ3bt3SZKETqfj+yDD0CcdK8ViPl4t+sIwfG6+LwgCwjBcdWVWVUWazv3rN4ayrMnymp3dG1ycezLnMHTaMa6e8Z3f/Ge88/a3OT07IhSKn/jR38/F5SX//Le+xWgypbvR5+4bP0TdqJnT6ZTDwyMe3X9AtkiZpiVbu3dAaKw1jMYX/JE/8of5k3/yP2YyHbOzs02r5dVAYysWiwXDrV2OTy6JWl7hHAwGjEYXTKdTWq2Ymzdv8vY730VryWAwwFo/bzw5n+GTjhNu3jwgyzLOzk4bhTVr3sucfr/L06dPuX6wR20cUX+TJND02zHOVqTTEa4q+W//m/+OX/u1X+fgxm3uvPo6t299hp/+Y3+c26+/TjY6wdqS+WKCk46yyhHC0el1sNaBUAihyLOS0SR9rjNU67A5d/D2XeUJh3VewQXpCZ5QVFkK0ChsFUVeUdbV6rP2s3vPQmWKqqIuS0xRYZwnH0ul1P+twM9p13XTJeoJsgw0pauQSiHwvaB14QmScLCYTAmUJpABSkgCpXAKbCDQka/ZCYLAH5uBJ7dVkROEfrZQNl9nQgjCMKDKMqqiRAnpg8LaA84vxvylv/jf8977HzJNC+YllFYwW+Rorcmbz/BltSRXg3eWr1lKSW0NFolDYq4ojRJLYmuCumLYiblxbYvtXpdXrg2JbEavExEqzWt3Dhj2utw8OCBpxV4W1CHWglQRhBGmqvnW8UNUr0W3NyDpdQjiNlG3j1SK+TxHKUUUthi0N7y6WPsNgQpDmmWUZbkipMv6l6uq51X1s7LmI6/7RcV0CV+dA856Qvg7WX+v4kVb7vL3y+f2LwpEepmNeEmYv/Dj66CjHxRrUrrGGmv8buKTSkiXWBPTfzE+9kFH995536sRSiGFRiqQQj93HcKC80TGAXVjDTOuRoqKdrtLq90nCAKytKBuw3B4jTCKmoVyQBxHZPlktcj2hCpCSM14NFqpR3HUAnw/qdQQtwLybOFTXpsUXJwkSTpYA3EcNymWzquhrm7UMx/MUjXKhJSSKAipinJFsLMsI09T5mnKydkZ80m5WvDt717HWt8d+M1f/7skSZuN/nBF1rUKCbVESRpyAQjL9vYOW1tDvvOdt0jTnHary861Pm+8/ibXr99iOBxiMcStVpOK6kmpMYaqqkiShHa73QRCeWUaYTnYuIVz5rkEzlXdSENQ67r2SmuRE0QhUeJngYuqBGnoDXtkZdaEVDl6nRa2FizylN/89m8xmVxwbXOLvCiYz+deDbSWw8NDfvudtynqio2NDQb9obf/tgLCoE2r30UHgsOjI/obPVpJQFGm9LodDq7vMp6O+Mdf+xr/6Gtfo92K+Zmf+RlOzi74+q9/g0VRcnp8yle+8uNs725j65ogDplNxjx9esR4NmUxmyCU4ke/+EWSuEcUhCRJ5D+/PKPf75O0fHLx2dkJURQwmUzY3d1lPp+zfW2XyXSODTXClLi6ZDGb0Y5Cfv7nf57t7R2++a1vky9yvvGNbzCbpfzpP/NnqIoMqRxKOYIkRAo/e1lX/riobYm1UBY+OdgT0sBbzIXygVoCQOIc1LVBa4VaElYl/O3ilq9nMZaqKinjyqdcC4gin05smkAxay1IiXCOnc3tZv5TNGTUk1KJIm9qmpbHszGGyllsrZBa+XRejE+0teCMfXZ/JZEILJ4cVnmBpKRGUwuLNDlGaYyp2Oj3sdar76Z2vkvUWgohkAjKLCeOWyjnKLOcb/3zb/DBe++jg4i6XngLvtQESuB4XgFcqoLL7tMllufL8jwoax/iZKX05LS5n8QSaL8xMJovKLOUJ1rhqttc3+pRzTOcqRkOB4ggpJ/lFNbQimJsuQxKy9FRjJIBX/qRL0GsIU5AKz9Li0+M7rZ7CKFASFxpyLKCbJGR5zkVhvpKyu6S0C1nnl82J+o/o48SwKvq6Yuk0bK03/Lc9S/Dy8j+6nGa9/zFGpoXNwp+J5K7xhprrLHGGr+beJFUr0nqvxo+FqQ0EJ6g4CsUccZiqHHOYKTEuRJra3w3KISthKIuKY2/birnOHnu5z0DTRwnvrOUGc41C6+mrzFQerWo8mQMeCFZNwhmzQxpRBgqapOT5gu/4AOs8dUHQeDtvFJq0rSxF6OQCqp64eefpMTW3v47n8+pipJuYxFeLsYkgrKo2NrYp6oq5tM5zjnOGfmwlyjic5/5UaIooR23VosuKTVawZOjD3DuGTEIw5A8r+n3N7yFT4Xs7e3z5ptvUhSGKIpI8wWmKnDGk/yy9ER5e2vLWz9bLT//t7TqKUmWZcxnC2azGRsbG3SSFhaYzBd0u120DpjP/OvMsoyDg12CQCK0P3RBQAAAIABJREFUJTYhlbMcPn1ElhXcunWLw4cPQFVsDiJqDJPFFJRg/8CT8cUiJWve13a7zfbeDt1Bn7wsVmmrs2GHyWhEXhqUbvHe+yOkrmhFMW/99m/y1776V/jZn/1ZpospkfY9mvki5W//8t/gweNj+sNtZBAgURxc3yNKIiajMdJZDh8/5IMPPmA6nyCaypL33/0edz/1aWRHYJzhcnxJUXgFKs3m9Ho9RqMRv/IrX+NTn/oUk8mEn/3ZP0GWFQwHHUxVki1SqjLF1pZKGG7dusN/8Mf+OFUlePDgkP5gxyvdxnCwf4O6Ljk5P8bMC69ySsFG0l7ZY8uypJYWaS3COpwQGGex1jW3aezwGN/FmyREUdBU1kikdCRhhFMGJbRPDw6ajk8FWVoghcICAgHOW0RxktPT05VaeLUmJAkj0qZ2Zlkr4uf/FGG7B1JS1w4tNFaFSARSQ9BOiEKviEr8hojDEKgWWgtfzWRK4kihpcRahS0WvlMTh3YC/2HB06fH9Ds9sBZXaUDy9ttv8bf+5i/7lGXjX4etDUiIgsBvnuC4ynX8ZW8PXmJJSv15KJHCgQApBQgvdCL84wslcUJTGcukqJguUu4fn5HmKTtbG3STmOPJjHlZIYKQYa/LoAPSGAR4d4WQOFFRjkbYOEInBSqKESrAKIUREiFrQOIQ1JU/p8u6orY1s8Xcd8w2333LTTnvDhEvJaWsAqeW//X9sUL4vlrn3LN//Vv03P2XhPJlqumL6bsvhhW9SEpfVKy/H9akdI011ljjk4lPukq6xg+OjwUpbbe6wPM75NZaHMonfQKCpsbFQJnVZFWFwSGlQkcBSImzAlM6RunML4SjEFNbqsqAFLi6ZpYtEE76dFylieMWOlCMLyd+9s46tA49idUBQaSRyjIajZoFfqOQWIGUfpa0lbQxxjWLfL8gnkwX1LZAojzBc5p20MWoCldbsqzE1RVBEBFFAYPuEBGEbG906L7aZTAYoISmLD3Bun//PnUxZ3Y5awJpQpIoJogkUnqFTAcSKWMADg+PePDgAU+PT4njhJ/+qR/jh3/kS5wfnzAY9Jins+cWeXmeN3Ox7VW/ppTy2cJQCtqdDjIMCFtNkIrzv0MrpukCVeQ8Pnqyqk7ZLAYoHdLe2aJdGtL7D7i2t8l4NOXo6WP2bu363swiI2nH3Lh9g9HFOaaxEusopN/vkxY5Vjp29nfQYUDbtAhDTafToSrnLGagDDhX8Mqd6wyGGxzsX0dqxWR8zl/+xf+ZMIoYbmywPdzEWYvWkk+/+QZFaZllOWEQEGjFfDZhOhkRVxGT0YQiS9FSsb+7R1HlHB8dkWYVnU6H4XDYLNQdDx8+5O2332Zzc5Nbt27Q7/e5f/8+r7/+Og8ePCCKEjZ6OwRBiMIQCLCqIltMGW5scOfOHe7cucMv/dLf4sd+/PeRZef8zV/66/ye3/OT9Pt9LBVhGBAnEWGosbVDSk0YNrUYUlMURaOWyyaI6+osIBjjfK9mtPxsoSgqrC0YX1yubrtUvZMkeY5oBtqnEuvGeiuwtHud1bGy2sCw3jHgqoq66XpVSbKyeTtX46xC45N0g1ChpEZKkNTEYUCgGhtnZXHWUZcpsgbpINYaTYUUFgLpA1+NJ4PPLAOWm7euQxhDmpPPc+oKRheXVHlFK04YzRb+vbEWnECK5y2kL9pKjTGr9+NqP6ZUyw0t58N7hKN2zQabBCElVVN7k4RtqCvO05y0TJlXJf1uh8H2JhrNOCspqwmT8YJuoGglESpp+zlbKbFlCVIhgwAROIgUQRgRIMA4CuMdGLN5vnJ1FHXF1vb2c0r30p68dDl8pG9UgHG2eUufvdZ/Uf3Kizbf75fAu7z84nv9L0NAr6q0LyO8L6qna6yxxhprrPFvAusk3n81fCxIadFYSK+GaCwXTVo3yqYQ6GaxURlDGCSeREpfCm9ryEtfeyB14Be4wlGZmrKsvMVR1gRon0pqBXVtyeoMHRqEFdSlwdWWsO07/aRT2NovjAMVI1yNrSrq2qFUQBwlKBnQ7XYpioqiKBhfThDC0e61ySuBKQ2mNGil6LRaBKGiygv2dzr0Om2CIKKqCqrK4JQkbpTQ89MLitSnlwZKr8J2lJTUpiadF8zHIww1w2sxURysZkGXnatahQghOTk5odVqUcznq/c5DEOqqlgpXF6JdnS7bWC5QWCw1lt6DY7JIiVuJcSthNlsRll7q2/c8um4jx8/5t6HH6C1Znt7GxWHnJw/ZVB76/Pjo4dcO9jHiprD40f0NloUeUo6vcQJy5ufeZPDxw/ptnosFhmz6YKsLJjOZxBI0jQltBFaS/KiZDq7RCvFjTsHKBkyulywuTFAKI0UliiIqaloxRFOwHw6QSvBdOYDpawQXNs9QGhFO07otiKiSHF4/z6/8c9+G1MYdveuMZtNGYcBla3otTss5mNOz57y4KFfHN+6dQOw9Hodnjx5TJYteP31T9HvdxmPL/mVX3lMt93jzdc/T7/bIY4UYBHOEIeJt6dT8vnPfY7bt29i65JuO+bD+x+wt3eDT7/5WW7cPMDaGoulNiXzWYYOFKIhRM7WhIECoWm1+wgClPbKubV+ftDbs8tG6fKbK0u1VTWWUx9q1TgwraeeZeVnFbFuZd+uyhKTl8zybNUVuTx/tZTUdYkzJcp5dbEuZggbIFxFrDoIZwGLEzUoS6AlSknqqkabGqx/XbYukVh6SYRrvifQFlNkVMafE3VRkqXzJlTp2Wsdj6fkRUWaZpycTqgrwXffPWQymSBUTF37xNdAKmocaZYSxAmi/ijpukrOnyPg+NAl2zgO8Nk9CCe8lVXAosxxZd0EOAlcbSldTeEE6fkIeXHJ1rVrmC1BMF2gK0OAYa/XYaNuoSwoZ4mjiDhqbLulAZNiFjnzuqa0jmmaUaOwDoKkhQ4DWt0WbSGYTCa+zubKa5BKPVM7YSkJf4Q0vjg/+jupkVcDkK7e/urvX7z/i4/1MlL64gbBcpPgZYR3TUrXWGONNdb4uGBNTP/l8bEIOrr37b/rfBhO+Rwxdc4xbyohlv9fLpL0qkvPK0VB6ENsaudnv8IwpqzMKmRFSkld13QivZp9zFKf3hsEEXt7e03tR+htec6rRTpQSGkRkfYqjL2y4NEh1DVUFdYYjPHPt6wLnjx9jLV+Qd5ruiKd83OAofYhLsvXEgSe2Ja1oWi6SL0CmyARq/lTgFBLAhWuVCehYbK4oN1ur+Zav/a1r/HBvQc8fvyE87NLoijiL/yFv0Se5+zs7DGZjDC2II5DiiInDCOqqsQ52NzcBBxK+cCgIAjJsozKWQgUtTUkcZuiKDC2oioNQaiwBu7du8fl6Jz9vQPmiylg2NrqAJajoyNGkykXk+mqPuTu3bs8+OAeoYZ733uHbL5AOMfWYEir6jKdz/jg0YdsbA7J65JaGLrdNrWtGI/HbAz7FFlGGCjSNCdLc+6++ibWwvHRKZ2OTwn+ia/8XsbjMdYtlaKayfSCgxu3ePjoEBmEBFLx1a9+ldOLCz73mc9w885t9q7tMp1OeXx0yJd/5EfZvLbNxekZHz55TJTEFEVJksS02212d/cYj0dkWc7l5QXOOY6Pn3Lt2jXa7TZ3br3Cn/ipP05RlpyePaWuS/I8I4oDHjx8yKuvforL8wuU0vz5P/9fc+vmHfq9LXTQodcd8gu/8AtErQjnDHES+Q7aKifNFuR5ihCOINIY48hTgWpUfIddkUZjqmYON1odP1r788c5n1zqCV2FFpokiZDKX6+jCFtkVEXuj9kwbCprqqbnwzYqpcPMp1RVhRKeaAL4GFX8hpASUBt/nQJwUBWYusTUPmTIuhpblZydn5KmKZPxnLKsSRc5lxdn1HXp/yY++Apr/DyoddR1SVUZ5lnqnQadIYuFobIR3377mMvJAh31KC0UxlI5sM5hMX7zJSs+Mre4dA28uGkmGlVWK+EtxEpiXaOUSrn6PnHOJ8TKZlRAONDKIZVFIwjrko1Oi7vX97mzt8swCXhtZ0gvCunHMXduXicJAtTGFlZpdBiCCrxMG8UQRtQOZkXBoiiplPKfh1RYKagRzQbeM9Vzmar8/bAKL/o+pPFlPzj13O2WJPVl919CLckxH1VKrxLPpSJ/9bGvKrfLn+Xs74985d9es9MfEOugozXWWON3A/9/se6uyeknIOjo7g992pPELFvNai2tZnHTn3h1caMRiKpC4ue1giAgSNqABOewdQ3K23mF0kjdVCtYA8UUEDhrm5CPZym/QoX+dsZBMy/m59MkVD6saFmpUFUV02b289lMlSe+xtX0N3oY6wNXBDSqo1/Mah0TXLE8GlsznoxIWm2kAu0b+LC28otlazENwS1LRy1yirJZXEpH6UocFq0CTk9Pee/dezx8eMh8ljIajdjfP0A13aN5njOdjolihTF+oX1+fsbl5WVT7+KTf4uiaOoi/IydxOGcpdtuk2UZSgqiMMZFfm5xNB2xMegy6HfY2tpisegynvj6ldH4jMPDQ+bpgrSsODo6ZD6fEwSKd997hyrP2OwN2Htlh8VsTj7LyKcjzs/PiaKIJ0+eMNgaktc5aZ6xt7fDwcEB/UEXLX3dxeHhIWWjVgdRzLVr17h+4yZYwcnJCbPFnCSOfHXOcIfFu2OeHD2iKks22gm3bt3i5/6TP8Hx8Qm9Xo8wDLlz5w6/+a1v8+rN2yRRzMnhEdPplM+8+QY6CleVGpeXl5w+fcrp6Smbm5u8cvuO31gwXpG+cf2Am3t7fPOf/QY6VBRVxdOTY5ywFEVGXlQ8ePCAqiz54he/yI0b+0hZc3T0gBs3Xufi4oy9vR3vAggkZeVrSwLpFV6tJWCRga/Q2Lt2jUBGCCEoCm+lXpJNb/F1UJcUZU7WKORahyipCbQi1JogULi6oCwq4jCCskLYmihSgMMUc4o8pdUKGlLa1L/UFdiaKAjAGmzpM2mFBFD+fCpKMBVlmSOsoTYlZZlTlgXWlVRFSVFm5HnKkyeHpGnGeJJR1n7GtGqSrLXyJKssS4TzdSOyCUYyxoCtsKbCVBnWOMqi6XRFYZzAsZyNNE2PpsE2j7P8vnkp8eLlFlHnGRxSCN87Citl2Vt7JctvMYmgEqCc9NcbwTSreHo5BueYtVrcvrYFQQQ6AKGojSVwzTxrXiIDi1ABTipvQRaSSAhUHDEuSoqywjpBLSHodJrn80xJVEp9hDSu7LSNG9r3g36Ul1xNx71KKOVLrM8v3m55/cusuy9i+R35/RTQl6UGL5/bGmusscYaa6zxycHHgpTW1i/Y4lZ7FcKxtJKZuv7I7aVtFkx22ajuvIJpm0VllHhSqfyCps4LHAIlHVI66qpeVSLU9bM0ymXgUZ6XV7r8SgSWMAw+YuHb3t58LuQFnvXmpUXmO/Wc8+RZCFTzb13Xfi5P+JCVuraUdUVlKpwUaO3tnV6Nsd6yWfvAnxoQjeK3tNhWlJRlTbvd5dGjR5ydnXlFNgzp9QbcvfsaH374gMvLSzY2+gyHA/I0o9OOaSUR52cnPH70gCRJ2BwO6Ha7VGVBVeYcHh5ijKG/MaDb69Hv9zg9ukRrTZZlXF5ecnx8TLfb5eHDhw3p9oTb2IKbd/aZpTNP2La3+PRnP8NoMmE+n3N2cszW1hav3r7Fa3deRVjHt3/rt/hwdI8sS2m1Yn7uz/6npGXBzt4O3/j2N7l+44DS1Dx69IDj42Omsyn9Xo+DG7eJk3Nu3LpJu9NHOM21nT2yRUa322c6nzAdj3n0+DHvv/8O7U7oa3iMZDqd8eD+ByzmU3a2t3jttdfo9/u8//77zGcTut0udVUQRwF1EvH06AnG2eeSZWezBc5a3n/3HRaLBYtFxvb2Nq1Wi8vzNqKsiGvQYUDUisDU9AZdwq0B55cjnjx5zNnJKe+8E/DTP/2HWExnfPWv/W/cuPEqxhj+6l/7X/mZn/kZepu7lBeFrzkJaBRPhdCCMPJkyuYFhAIpFUp6yy3SgnO0ktCnW8tndSb+mPSvx1YVtq6xlGgpUMJSFxVlkTG5vCDQklar5VN+rWV6doKUAt2oXbYqafe7pJNzyiIjXyzIi5QyzzDGk9fLsxPKMufi4owiy1gsZiwWXvENwuV55JAKfx7WljgZUBuv9traNOnT/jzM85RANnU0jUXVkxgLpqAqFzhCqrr2SdIqxALGCazwvZrGOYwzfo5SCITwmzDgViT3eQvp8qvH4TmnxBqDFAKplxZfPw9L8/urgUEOgTEWIx1agkMxz0qeXkzI04xxHPKFN14hDiOEs8yKikg4EqWQzfMS1oGWCBSidjgMURAS6YDKCrSqMRYqKamco7Km+R5SKxXUvkAUucL7rLUrEv0iYTTfx17LFZL7Mpvui/Uzy+Tv74cXSenVGdWXEdK1dXeNNdZYY401Ppn4WJBSHbbB1timJ5SGIPrKCN/DCBZfa2FwziJM9ax6oEmDRCmkk9iioCgKastKga2NJQz+P/be5Em2PM/u+vyGO/oUc7wpXw5VmVKra2pVqxohmbpL3RJaSGokE8YKbTDWrNhgGPwLsGDDHwAmQCBYgJAMJAGikcBouubMrsrK6b18Mfp8p9/E4nfdw1/ky2yZJFrZaj9VaRHhEXHd47r7fb/zO+d7jqRqbrBtDP8I1uFcv/DyHqlTijRjPD4gLXKyLOuthB36XgVCXBx5QhCEQFxg9uquUJKmbRCqJ9hKIRAIpdBCEoLAO98vegVKp4yLAbUxKCSouHAEQxACpQTeJzGhVPWLPWvjfSJwtgN8r4IuyPOcxbzGuaj6HB8f8+abb8Y5TyUiKW0W28qSX/zFX2Q4HPLxxx/zwx/+kKdPn1KWJScnJ2RZxosX0W46HJa4esW7P/weo9FoS2gOhgXBG77y+hPOz8+3ivD3f/h9bq9vEEqC92ipuLq64sWLFzRNw2Qy4ezklOODYybDCbPbKd4GxuMxq8slF9dXW/v19XTKg4ePubi62XbMLpcrfv6zn1FkOaPJmKLIuLi8xnx6zfXFLcVgyCAf8Jf+0m+SDUpOTo45OJ2AN/zuT3/Izz98n/ViTbNuYiJtWlC7JR/+/Ge9lVxwenTM9fU1//c/+sdYa3n69Clv/ZE3sabFtR02BM7OHlCmGScnJ8ymCz7++GMWixUHkwNub29574c/5rVHD/lzf+pP40Occx4dTHDB0gWLUvD221/lK2+9zsXFBXW94tHjc15/7ZwPPniPt976o7z/s3e5vr6kaSqGwyGHhxMCDuc9znegoirnjcUZ23dGKoKNAVYCUH36rrUG37+jEJEQDMoRvrNY0yAkhKAxwRCCQyPIlOTxwxOCNbRdTb2Y07Y1goamrjDGsF4uWM7n5FkkiM16zWo5p1otWS0W/UZPw2bDxbpoU7c29mYGLCEoApHceR83aIIUd4pjcPhgCT7EsDEl8NZglQfhtlVScYPJEHyH6aq+s1X0HZoS5z22vw8vPCGWz2C9R8pkS4I2mz/33/ufhewt0CImcAsXCZ/ziNCn+cYRUwQxyTiEqGx7AJ0QAtTGgW/xxrKoLXnSgpWsmhafJlTLZZwNpSfhziF9NHfYEDB1TWMCq+AIWhOkopOBIHLsjiV2Y+ne4FWfm1d0hd7H/UAj714mmC+pqLsbd19wjPvE84tmWF96Bj7n+Hvssccee+zxZcB+vvSL8aUgpaEx+LApcg9x5gyBEGoTpAkInHVxLtB0JDiEs1vi2TQNzsfFT2fdthfUemiaplfwJCbUCC9wIeB9IM0KVBLDj5ROKfKcg4NjVKIRvVUO3+HDXf1G13VY58iTO/U0dkZu1CZIsgyUvLPourgI78JOeiTxc50kZHmORW47H73vkzylQAkYpiWyT/YMIRC8jdU0wVCSoE9ybm6m0VqrIvnrOsuf+BO/wr/yK3+SJEliFUy14uLiggcPjijLFGs7nj//hOfPn7Nczlmv19zcXLFYLHjttdfQWnN4eIjWmtn1JcIZbi8v0dzZ5LTW/PznP8c5R7tek+c5BwcHTIYDkiJDZoqjoyMGgwFVVVOvK7qu49PVmtvLaz55/yNuv3JDva74yY/fQwXI8pTT0xNmixkewY9/+h5feeftrTBeFiMEmvHoOM4F65xyOCF4SVmk+Isp1zdzlknLP/ytf0RWatJEMp1fI6VlsZ6B82RZgms68I5qvcS5gHeWtm1Jk4zT03Nee/IIKQLvvfceFy9esKimjA9GnJ8/5OTkhCIveDa95dIahFBkqeadt7/CaDjh/PSMn/zkJ9i2Y1zm6DxntpiBcGRpyunxKaPJkKpaMR4NePLaA/7n/+lv01YzilKzXNe8//N3efvtX+Dv/S9/h69/81t851d/ldnFRZzptRYhPUWRMRzl9O8iEgUQe0y37zMcRZZgxO48XnzP1KtZr+ALiiwl0YrZ7S1d1+DaJoZi9cm6dbNmdjtltZ5x+eJD2k3YUXA0TcMgTzDGYNuGrm3wtsOZOCvdmg50ghfsOAw8QQZkIqPhAbAvzW+CkO1WmRQq/q4SEiEDQgsEURF2AUSIhFWLDonD2pYk68mmABPAInCe3t4a8CFOlMZtnuQzxGZXrdu1ksbbBT4IfJBIIba2V3wgeIcUMs7PCvr519CHBPeEywNKEVTAeY8Jgc7DsukYD0oGWYLXCq81nbNkOiNNYmquRICQKCFQQtKu18xu5yysoZyMUFmGEwKRZy8pkvcDjF71t+0S8t2f28XnEcxXqZmba+H9c7r7OF5VI7P7+D7v6118kfK6xx577LHHlwt/WOZJ9/i98aUIOrp977eDMYbVarVNA93Ya7Ms+8xMqZCeIhMofRfcIXUM/5FaYU20kKokjSFISUIQcX6qMvVWyXNu57hhcyy1tepJoWM1RXAURd4vqu5mQwN3HX+7ASLOQ+cjEY1BSkm0SvbeuFTp3n6otoR2vV4jVYLxDu9jt2ORpVsSGoNUPKap8X2iqUQgpEXqiu9974e89+77/PhHP6VtHMtFx0cffcKv/9nfiHU2znBycsLx8SEIy1feeo2PPvgpdV0jhODx48c8ePCAJElYr9dMp9OoNlvLcrnEWcODsyNOj4+4vLzuLbsD6rrl8HDC4eEx7777Ll3XkCQZ4/GQB48ec1tViFRzeXmJThJsiISvbVtGgwHj8Zhu3fLpsxcMigHVcsV3/vi3+a3//X8lSwvyYUlWlIyPD/no2XOOTs64uLpmvV5zeXHF0cEhCkU5KhkfDvneD35MlhUQNA8fPqbIS05OjzGmpjNrZvNLslyCrMl1wkE6JhWa4+NTrq+vmU7nFPkg9sWuKrROmE6nZGnByckJaZryyYsPQQaaqkbqGLJkO8fl1TV5WnB0cszjR69RrWrOHpzz4OycJ4/OmD7/kNlywYuLC370u+9SdS35pCQvCgbDgne++lW+8c2v8fHPf4oIMUPrd37ndwmkLJYNXes5O3vAeHLEn/m1P0tepH3nqCbNE0bjAhUCoVkhgo/WcNcRAGtamq7l5uqa6+tLqqbGmpbOGKwxNLVltpizXq6wtovqu7WUueb68opqveTh+QmPHjwkz1O6pmG9XmDMvC/l9CgESkIqoWtrhAho4kaKJBCcxwjJzAmcihs6W8WwJ3cueIK/C7KJoWOBQZ73s9l+mxQtQyTaSsT3pdy+D3tlzq4oywGVSQlqzPPLhu+/39G6nE5kmCDpvMeLhiAd3segNdepl8KMNgRoc124P18KGiEyQhAkGgQObxuCt72BI26wBQRiM0OKJEjVbw5IRABnDQmSTIGwLe+cH/O1r77Bm08e8JWnj8jwPJiMKfOMNElwNkA/K7uqG5arNV4qVk3LtO04e/KIx6+/Tnl6TFdm1MG/dL2Clwnc/fnQ8Iqgo1eR0m01DgK5E3R0H583O/pFs6K7z8HmGrt5bWxmYj/PzvvH/+R395LpPyP2QUd77LHH/9/4w0pK/7Aqpl/6oKOPP/mATWpikiTkRYqU+XYhGCth9Pb7WZ4QXIPoFR9rLXVncK5DCo1OE6TUWOP7nkNJCJbGdHS4bX2DVorgwTgLPiCURAQZA5cIJDIlSWOfYiybjwu5jU1XSggiIAESQaLjQlt6SLSm6+JsqhKSRN0FG1nThxbBdqHdtC1CWGxflZEkCYlOEXKj1rrY1xhAeBVnAnWKVI4sD3zyySfM51OUBudbPvjwdxkMRhizZLm84rvf/S7T6Q3e1eRFxuWL52ipePDgAWVZ8ujRI87Ozri5ueb2tmG5XLCs1gyHQ1CCtm54/vw5+Bg28+zZM54+fdorx1GpPjg4omljzYx1geW65ic/+DGTk6PotHaeRb0EGZOIl+uaLC0wjWF+fcvR6xOy0Zjjw0OCNaiyJFGaq4sLjk6OeXD2kCTNke6aQT7gq2+NyZOc1WrFydEJt8spbz59k0E5QqmEs7MHVFUFzpJqiVYp1VrTNRVZHpgMR4zzMcoLsiwDQCUJo4MRWqcMq4pnz1+gsgSday6nl+RFymtvPWW9XvPRRx8hjOH09JSz0wdcX9/Q1g23szmdaRAKLi4+7StsFii7YlEvOTgb8xtv/RoffvIh0+WMrusospjGOhkNudAZNzc3pEnJW2+8TlUbvvvdr8du2nzI6ek55WDCaDSiGBQgwHQNTVthnaNtOrzttqFWbduyWixZrZfc3ET7c9vW/es4du8CtFWNdV0kUTikNzgnGI+HDMqcVGvm8ymLmUMI0NoxSgECbdthO4MVHu8dWm6qOwAXsMEiAgQpYzUKAucDYRNs5jektCdMUiEkJCo6Ftq+71RuSVDszgWFF4IQYjq22J1Hd4akGJNqTWs0tbExPDuJs9yeQMwnjvJ7HBP4rFX0fo/nZ0OPiDboIBBCEvxdergUcktIge19BQLemfj7fcJ2AJwEJyVpWvDx5RXj8ZC8zCnHIwaJ5GBQIjtJ18WNO2EFi/mK6WLJbL5gNDlMrpP6AAAgAElEQVQAnbBazMhuUg6PJmTjATJNEPQ2YglxVj1e18KWl4Z+JCHgRewFCv35EEEQRADfX/OkRPRpSBJJ/L/EtvZzSeZGnd89p8BnFNzNOX7VuX7VJqoXIHyI6nuIzhm/p6N77LHHHnt8ibG38n4WXwpSGtKeeGpAeZy0BCkjwcyyPuI/LtwMDuEEiUz7GgcPUpMmKZuwomAFnfPoNIspl02c+fQBRAFZmoKI3adSaJCCel3hCXjrUIkg0Zo8TcnSlAS5tQhvFlZSq6jIqbjIpiesnTE45+iqdQwVkZIotlp8v1KSKoYdGRPTUKuqom1biqJAax2rXoJntV5ubX5aawIBnWSxUkYLutayrtcslrdcX19jbItSgRcXH/PJJ5f8xb/4Nmna8OjREJjx+uuH1HVNqhPmt0tOjo7IioKizGnqivfee5dVvWI+n3Mzv2K1XrNY3+BDoFrVPDw943YR+0mz4YRF3TEajemC4mq2Is8HVOuWPM95/Pgxt1fXrBYVSijGBxOU0IxHB7TW0ZqGtjFcX9/i1g3nxycsrm84Pz2FriPLFW29BGA0GPDO61/l//3Bj8Fb1rdLHj55zHQ6JT0ZURYF1XrN+dEjrm9vWS8rRqMRTb3EdC2r9RQpAWFJtGBQTlhXM9790U85PzzmjadPycoMlSY8fPyI2/mM+eULLq+uOH/ygEFSYJ1D2EBnGtauYdU1TE5PGeQFXdWxqmsevfaE+e2U00cPGI3HBOJmQ91WrOZznJnhbUdBTjYKfP2bb9JUCw4ODghBcHR4zunRhLM/9Wu0bUz2DTbO/40nE5q6JR8d0C7XBBGw7S2fXq+p6poQAhcXF3TOc7OoqOqYEH1xcRFnNo1huVxSVRWDQRHttdb2ry9FMC3OGiSevJAMygJvYFlXjIcTmvmCVdNxNjzEu5a6WZB5i6gvYwWTUmR6k9waUOouwVYpibPx9ZtIKEJLY1a4riVL4nn3QdBZh3UCqRKCcHgfc3OEUDjvGZRDpJRUTUtWDAhBUNU1w/EkWvZ9rF6JvnhNojxtGKDyAYv1ksYJGtOiigJrDa3zOA9a9/OgSJRUOOl2VNHNVUpgzGbEQLxEYL23SPpqE2K1DFIj+15St6NMBreZr4w9ytG+a6IFN+kDwhBYAVky4N3nn+LThOHZGcNBwWnT4ZyjyEqkTrHWM12uqeqGEASz2YyTB+doHNcXz3j44IRmloPz+CQlK3K8D+g8o2pbnPV4cRfghpAEdgKd8Fvi6UWfTNx33Iqw0y0t/FZd3iXxu6Tyvn337lyKz5DOzfmy1r4yECmEQGO6zUEQEDcDiMT/S2AA2mOPPfbYY48vxJ6YvowvBSkthhmbhMs46+mQaAQenSbxP60Jvt9VD4G67XDG9gm5FqU2vYuaoiwRQmCNpzXmziKnxHZxJJVCAMZ0eBti12aIaZY6kQRAEENYutZsF/FbRTdLkYlGExeSMYopkOZZXFDNFv1fF3B9oMsGba8mxnTcIZPJiDRNX7YAO0fbtlvFJRKIGJxkvWO1aJhOpyzmN9xc/ZSryxsWyxmL+QqlA3/5N3+Fb33jj5GmCTdXNyjpomq6mGOM5eTgAcZ01F3DdBZwIQZCzZYzWtPgnEOnCYNhgdCKwbDo52YNUsLR8UFUpgS0tiPLcpbrNUJJjLN88vwZ6+WK06NjgrfYzpCVBctqTd21IARVVVEDAzSD0QiygmA6nn/yCR989BylEv7KX/01fvbTD/ib/+1/jwuSIh+gVEaiC46PNet1RZ7ntG3L1eUNP/rRjwgyMB6WqFTR1Q230wtkIjk/PeLR00cxvdQK3njjK3z/t/8fPvnwY0YHhxwcHvPggaLIBxRlyetvvcknFx+zrpc4HHmeMj4+5Hh8zNHBIRCVmZtPr0jThDxVvPlLX9/OF6d5wmgy5uD4iPF4SLBLsjShyARJrkA4lpcXDPICqXNIBkDC1Ys11brDdWtWqxtMV2NdoF5XWO/54GcfcnMz5fz8HJ1mzGeRbDZNCzqhdoq19QgfqKoKrTVCBJq6RkrJ7W1MT95U/wDkSoBvkMqhOkkjarwxuM4g/BgBVFXFeq1JdEAGj8SipIfgcdYAm6AZtbXfE/rXbJ9yjfGgPQpPphVCepT3KKlQSYIoM4z1uACoPiE3SLLRGO/A9Em8Ok0RUqOLES8ubmidozMxydoRUDJhrDrqdkUxSljVnkXV4noyKBSkUiNI6GyL6RzBW6RWKJVuidCmnso595nZR7gjUZEw7cw8Cvrz0au6/bkJoq+KET7WxoSAE/H7gp4gAlYEGhfAO9776GOMCDx5+IB3jr7B7XzNcvEpy8Ua6QEHq1Wsp/JAUuQ8fHDG1fSWZx9+wPXslsGDp5y98WbfRWsjb1cS4zfKrYxBTP3MNoDoxwRCCLh+Wtn2t8X03gCOGBEV4lzuq2Y/Nx93r4H3Rx7uk9UNAd30qG6ugS8pp30n7BepqHvssccee+yxxx8MfClI6cnx6ZaERcUCpIhkzxi3tehaEwOM1us1wd8tFkMIZFmOkx5NYHW7jhbSvuYCIMsKkkyCjIv1ICC4uCj3BFId51FTnXA4OUBq1S/QAqZqqOuarut6264kSdMYatQ/Nu9jrYuUsTc1k/qV86ZwVxa/KXl3zsVey35Bt1n8Jn2Q0obAAn23KmRZRpqmjIY5X/vaU375l7/Der3kxYtLLi9foJXAdYaAoxx0PH78hMPDA1ardex67AJN0/VpqIBMKcuctNA0XSTDKolq13y1RCHwbYvxAa01g8GQzhrauqYzhmUQ5HmJ1BqtJEo6ylyRyyGz6QLjPDpJ8G1UY4pBGRNuvcc2FkdgOCgplCIojSFnXVmqVjBfOYxPmBye0DaGJFd8/PySqlohE8XBwQHPnz/n8ePHtLbl4OiQw5MjhAI7MDjRsa5XtMYTUHg0P/jxewgfOJ1M0Ini8OCYg8NjYm+t5vj0iPV6ydtvvoWQnuliyosXz3n28w8Zf7XkYHwYw5vygvDG6wzLIePxmLquKcqSo9MTpFaEXlWXUkDIIk+xDTQ1BMOoHNKuKqQIzBa3PP/0htuZo6kti+WMQamp6jmz2QLbdjgC1y+uWa1WFJkiTVOuL66Yz+eIIEEr1sbROocikiqV56RZhiB2p3b1knIyweOpqxuapkGXBVoGkkKSCEUqBFmhIFNIDKn0VF2D71JUolFJDBqSabEloBtSoLVEJSlBOkD2XaDxvYKUtF0XrfJSYz0YJ5FagtJ0daQ/SqekaUqaZNFhEFKqdUtnOpxpWF5N4yyvdyAThE6wHrwPkVjqDKEUnZdMsgFJLrHuBoKgblqULuPPyQznTez5dJ4gBOiXg3l2N4V2sWtB3eBVwUC7SuDu7VtytXMMGXfD4n3jUUJxfTNF4nny8BEffvwJyhpW8wVXl9e4zvDw7CFSCBbLJZ6AvFS89uYbrNuGjz76iHCRc9TBw698FaUUlWkJJpAlZRwLiA+of2DxJfqqxNtXhRR9Hunc/f59m+6uOrp7vXvVfW7mRnevs1s1VeiXZk63lul7z9Mee+yxxx577PHlx5eClDZNhxCCNM37Cph+8AnouvXWNrtBOSjIB+lLi53lck3TNphmSVEMUEpxdHy0tcSGEAjW4YMhOI/1Dm8dZZIhlIx9gEqCD6wXK1zwcRY0SahWK4RSW2IohEAoSZomWxsuRBK5+ZlUp1tC6Vwk0xu1ddfeFmdV47E3qtU2aGmHzC6XS9I03QY/QVywJWlO27TopCTNBG+9OeEX/9g3cD7OyYYQ6JqqT8r1FPkY7z3D8Yh1E8+ttRakIHjB9e3N9jYvoK5bVDrkcFQyKmTfN+n6eUWLFJKhGkaFOh/QNA3GNOBhPp/S1JEIZjKlalqk1OS53Cp1eZYxLAc4bwnCo4sSJwQPn/wC0/mM/+Jv/o8QJIcnp/yff+8fUhQFVbXm+OSQqq3Iy5Q3JPzmX/vLXL34GHiLxWqFd0u0ShmPEn7pW7/KuqmxbYfxFm8sv/6rv87R0RH1ao3wgfFwTFmWFEVB0zRIIXj4+A3eeOshk8NRfKf4FhIF3mzt2nQOqha/WrNaTSlTRSIqph+9y3xdUbcddddi247HByOkDJh2TbVeUDdrqmpF13qWq5qr2zXTeU1ncoJI8ViKAQwHKcbE10a9XjMsUwZJwfTyfVbzBSEERoMBbd0gAdfUaGdQMr69h3LAOJ8Qck/bdLw2SUmS+Jp9UGRMpxWKjnKQk+cJQhoCllRpgpRcvPgAESQyGIQ3yCCxrqVyHZ1MCCIlqDvLpxXxNe+d6gO9UkTeEzglkdZgrEfqJJ5C6/qfl9heWW2tYNlG6U4mCU1t0CrHOMVitWI0POH8eAhSMl+uUEmGdR7T1yBlWcbbrz/Fth0nZw+5+p0fsaw/ISvGSAsIhTEB4xuUh0JKrBdbArqZG98Qns37epf8bNKnge01Zpd47RK2+/OoQsh+flzEak8RtnZZgcB2HiE8gkBWDnj65tv89X/73+Ef/Dd/g3a5oq5qOi3xXnO5WFCWJYcPHyCE4PLykp99+BHlcIDzktvpjGf1j/jOb/xGVHD7a0+0v0ZXyGaWdBPGJoTYboDt9jNvvrchirvnaPOzu+doe70UL9e87Fp575+r3eM1TbM9x/dDmty9+9hs8u0V0z322GOPPX6/sLHf/mENbPrniS8FKc3SAiEDWu0u/NguBo15OeVWa43E432Hc3FxqKVH5RqytD9qwNuWroE2BOq6pmkayjwjS5Ko6PWE0RnLzXyx7Svtug6kJE9TXBpTfZMseymx0hOo6volopn09+29J8nvOvOccy8lCm+UUmPM1n68XC63aszGppv197lZZCulqKrYCbk5pjEttak4ODjgYFLE2argqKqGpqpRWpAnKZPxIB4vTUHB4vaWYjTczoCpvmLiG6ODXjGKj73pWlbLiixVYJc4U9O2LZcXMQE3hDjv+uLFC1arFQdHhxhjubm5YTAc8/TpOTotEEJQdRXd7JbWOJr5nOOjI6rlgrpryZQmkGN9y3rVslwtSBJNkijKckhwLY8fnXJ4eMjTN17jrTff4NOLT/j2L3+T7//ge3zvt/8Pgl3z9MkZbTuM3bR9R+3f+dv/Hbe3M87Pz/kLf+Ev8N3vfpfhcIg1njIrEUKikpxmtSIvc0xdg/ckowJX3eCqFQiLdzE8SJoppq5YLZY0TUdwYNuOddOipKY1lh++9zOqpiMtCspyiFaCn91ckyYC7w3WNXRdy3w+j9ZlmQM5mYL33/8QIVOGwxKpEpwL3F5dRkK+XseAoyRBBcOgTCjznDIvWCpHUWas1wFr7wKCCu1IZXQEoDq0CNSrOVJKyjxHH5Ws5oZMKVIVcN7GACQ8zsZ5akJUH2US+y5bGwhBEnTSi6F3G0nBg041wTmcB0fc3PBxQJS2dTRdh05TpNB01uBcACmZHJ/iQqDp4rx1XhQUesD4oODk+IzJZMJwcsDZ+TmjgwMIkuF4QtMaVnXFarmmbuN8pasrrDHoJGe++m1up2tGB2OkkPggwRm8jT3EzsSgNB8E5Mn2fbxLkDYbKa8K63mVGrq5lu1+fPXtn03lkVLirMNaQ5oojA8MhmP+0l/9a/zk+7/Dj37wPVSVc3pwxLjIo7XbOQZ5wejwgOdXFxzaY7xUVHXLrG5pTUcX4nVD6TRufrF5HP3jF3cbYRvr7P1U2+01cIeU3v+77p+bXex+fX/u9L5aGq3nr67n2SX79wnzHnvssccee/x+4uQ/+609Mf1nxJeClIYgoq3Q2e0u+4aUFkWJ1vae2uBwbYvzHcbYLZlLkwQlk/6oEuEszkflwzQNrusQWYpEoPueQyUkQcDReEJrOtq6icTPWUzbUdc14/EYnab3HnNgMBhsFRUg2jX7x7+x424WbbuqKLBNEt6Q1s1tm2Nv7GobhTVNU6y1TKdTjDHb30+ShOHBWT8nGy27XedJ05yiGNA0Fd4HVqua1WoNQNd15MMB+BjeEhWRaE22F3N0X6+zmdFNZIF3DimL2DuaOkZGUk5ctIwCJ+dPuLqMxKltDGn2jNVigeksjnqbXvzowTlCxBm15XzOctpQryqMFGgchAFtY0lkDOpJRIP0gfHogLOTU8pBwa//2rc5Oz3khz9uub54j+nVT7l49jFPH5/x7V/8DuPxeHteV6uK6e03aZqOyWTCO++8w+nhMCbo5DndyoBMUNIzu70mXHnq9ZpECepqwWz6jGq9INGBwbDfmGgv6Kol9WpN11nauolqV5Cs1g0ySfFthwyCrvGs5nPa9YqzQmBFIGABS5JITg8LprMZKi1J0oBCIkMT56VbT1tlhAzmixneWZp6zenJIevFjEwrFAHTrah9i+sqjOjINbQEhA80LlbJaOVxwZPqDGdbmnrVVx4pEqVAWBCxb9P1AUMISWdBpQWtEaBTjEox3tJ5jdIK49WW0NzZKMGt25dmADek1COZTI6QMpAOhpGUGEMmNWmWYwOUZclBMWAwGPD6m19hOBzz4Pwxw+GYwWCAVP37JgS6rmO5rvFCILRA55JUpDgXGA8OSZIEYzydEVgn6foNLoiv3USDMSLaV33orcYvq34bbBwMu+/p3c2y+0Tp94LfIaZSeDbFKhD7mv3mWEJxfXPLbFVxOhgyOTunPDrmdvUx06ZmOBxSO8d6MccGTz4ccfHxR1RtvC7WxtD1j9M6hw0e2duGX6Vgql4ZVSr+87C5vu0Sxl1SuhtudD/o6PfCruL8KmK6rfza3RDc2HSjxBvvZ+ej3Aule+yxxx57/AvAnpj+s+FLQUqLYkDod/C3O/Y9mqbZKoebXXPbtRRFjreKTnR0iDjv6QJBGBKdIYQHF3C+gxDIhEBnKabtCM4j25ZNqq2Ukk+ns62auplj2nx9eXnJaDIhz/O7zlGtGB1MtsRSCBGVqB6+NVt1dBNstGvVBbYzsW3b0nXd9liq7y/dPDYp42yn1prJZPLS/GmEpGk68jxFSoVznmq1Js9zZvMF3jrGgyFpFi2GTef56L33SdIc4G4BKiVpmiNlrKeBuq+myTC2xtGSF7GaB12SFwm4eO6LouCN4XE8P0Ly9PWv8uLTZwyLgqpesVyvaduWm/kNTVMhvGEyyLGHE8rzE1zboZUgT1OU9AR7TT1fcXpyzKDIOTsbc3J6QDkssatnvH/zLq+fn/L3/sHfZ3XzCa8/PuTBRDJQFQd5QVkOyLMJIjnHNjamLANSKmhnzK9ueHE55XpuuZ4u8NaTKEWZp9TVCi3g8uI5D89HLBc3rBa3dKairitGeo2gI5Hx+axWNVJq0qzAo+jaiovLOciEvByjkpQsUQS7jmFbviNg4+tFCMpCYoOhrqas20BZaNou0LYLzA2cPThmNIhqa9M0BGtIEkWWJZi2xXQdSgYGgz4wjD7MS0vSIicrSsrBAB8CXWcJ3hOUxgVB06v8KisQSUGQgdZarHOY1lE3Dp0OaDtDazWJUTgcxkiKJKFpOry1WO8ILhJf7yC4WLWSKE2al5RHB3ETSOe0nQOtSctxfPmmljTJGYxHTCYHHBwex07dkzNef/118rzk5noWu2mnl6xWK5qmwfnNzCGxQkbFeWChclItWNcNR+UhWgacSNBpySbF29k+sCxNEcFjVUcICVorqr6GarNJBJEwxZn3O9K0eZ++Cp+nnL6Mz6bRgkcEgbGW4B2J0gSpuJ3OWSzXJGQcP36NX/CB2lhuLl5QO0dIFFeLBQbP+VnJqmmZVQ0nR0c4IVGJIi1yMIbOxDocoRRio273s/xKqm1/MpsAo1dYdTcdsrsE/X4Q1P0E3vu4ryK/SindneXdPf6r1Nm9bXePPfbYY49/0dgT0396fClI6Xy2ABGTQuuqoevn54QQ1HVNWZYopZjP52RZhqkr5pfPY41Fn4p5enpOWZYkScLKRpWxKAZb26sQCi0EPpGYttsSwaqq8N73NuGYsrupZUl1QjbJSLKUVVVxc3ODtZYsyyiHAzq3k0QZ4iJ8M/+6ms63xyvLcmuFc86htSbLMrTW1HUdQ2qEYDAYUBQFw+GQ4XD4UvIkgDEGIcTW1rtZwLVtjbOepunIsozBaMJwOEQiODo6iqqStVgb1dB8MGE0OcGLuMhTiG16cVkMUVqDEHRNw2KxYDab44UkKUcgFTrNKEq9VSuG/YK0rauosoWA0gXf+Pofx7YLJJYgBUIEmj5YSWuJVLBeLljObri6uGQ+jT2fplG8x4J8HHhwojg+LMkyw5/65a8wmYxIUkGSPEQq+KNv/iYhxCqT1Atc54AO6TxhvcC6QLVuqdYNNzc3TKdzrLXMZgsubld88OmaeW3o6o6urXGdQYpAmkiKTHF6UBJ8y2CYUWQa51tauUQLi+1fv0IovFdUtqPtPFkxxDQ1SaFZr9d4KiaDHHxLvW5AWLTuq0u0oGkdCE0QGuscn7643YYlZXlOCIHxeIw1Laenp9ze3jIcFNR1jZSCoixBeFpr0DoFqTDOIJGMj89pjWXdeXSa4rXGuoDKFE3XUq1b4qYGpLVAJWBsx2I543q6JJAwOVAEElyAq/U1xrVY1+Bcx6goGRQlSZaipSIvcs7OzhkPJ+RFwcFkwsHhMU+ePCFPM6ROGAyPEDK9s7E7i7WR4Lz/wQd9FYznZr5m+oOfIFCkaQmAR6CzIcNsSCzH7MlfkH3iLQQpkAHGk2PWizUHB0e89vQt3n33A5TQ0UZvHU1do5RApyoqiM7FCiel7ym//jNdmpsxgg0x3YTwbILQdhXVXXK7C5X09xPfNMQXREBKQaIUrbUUgzI6N7zgP/8b/zX//r/373J18YyjBw/5M7/+5/lP/5P/mKaq+Kv/+l8mG5T88Pvf5yc/+4Cvfe3rvP/BR6ii4NHT1zl88ojVek1WFmQ6Jwix3UJzhLtQN2Ox/TdcsFvXx+7fvWuRvT9vuvv1qxTT++dxQ/53VebNMXbJ5q4imyS9vdq6l56n3c2CPfbYY4899vj9wL7W5Z8fvhSkVKmMEBxFPiTPBghxtziJc05xUXJ4eBitgPMpj8ZDRK9EbtM/O49pG9br2NuYkiJVRqYj4ZJpwsV6GatPZjOur6959uwZxpi+K/IuaXOzWJIyJsVODg+3ZFVKSdu2LBaLrZrZdR3rumKxiFUwqYgzoYPBYLvDr7VG60hUNrOlk8mEo6MjZrPZ1jIrRFTEZrMZXddtg5IGgwHn5+dbtXbz8+DphMAYw7qeRmJsHZLeShfuwlsCsabjdrpiOByTJS9bddd6Ttu21PU6zsZK1T8PnsPzxwgl0VoiQlxgCjwQaFZrcqVRqrdYe4tZzkgyCzT0HTuUvopDhwjwgYnumDw55MlpBuY8JpG6jr/4538BkNC20VqpFK5eItwcs2yo25rO1NTNnGCjcry4WdPWce6zqmrqusZ0jqqKmxDWuF5xT4nNixmlEvhUYkNHSAJa5xRZQpEnSO8YFhJrBFnqkMJgQosWFkFcqMcFsyCgcEITpKbqGqbrNb4NJMmANBuQOkUmEygE1jQYOlKVIKVn3a7RWR5LN6TnrbcfkBUj0mxAQG1nh6XOSISmQ0FSEkRUNVd1tHOXxZDaesrBEUF5OudY1Y5V1cW5bBlQacLtdBFfDzH1Bhcc1dLEYB0VENKg0jEP3v4F8nLML37t25TlAW9+5Y8wnpRkuUapgMRyMCi2r8fY3RmJyeXFVW8/j06Bm9UKN+8IwbCqpgglKYqCNM1J+7ltpRS6OH5JmYP40nFyY5/v03xF1PiiSHo3B3lHggTOa2Q6QOmcb3zzl/gHf/9/QyPjM58lVFVMzG6NwwrwKnZ0Nk3zEpG6P8O4S7x2Q492CdF99e+zQUcCZwNe9IUxIvaBKtFv3jQ1xWBEZz1eJKAE//D/+m3+y7/1t/nlb3+TbDDm5OQhf+43/wp/93/4W7RK8p1f/zPMbcPiRz/BDQvGjx7wznd+hW9865t4BaQxWduFgEp0X7/Vb6z1IU/SR4K6SzKzLPvMNTtN05fO+eajc+6VZHTz/d051fs26fvBR/fnd3efj887/l4t3WOPPfb4g4V/GZTF+8R09/M9af0nh/gy/CP+8+//VtgsSiLxixZXpfquQB8XtptFj+9qTgcloY0EJKbFbhZDamtxdTZsF4zegxNQS79VRkejEaPRaPu1tZamabi9vd15LAl5WZAVxXbBo1S0Cq6bersQstbSdO02LfJoNAEiceu6rq9RGVCWJRcXF1xdXXFzcwPAZDKhLMtt8FFdxzChDandqKcbVWajwG4WZ0nS1yaEO5Kep0kf5BRnY29ubuj6/tHgBZPJEVlaQF9670wMXDJtE5NegyPPc06Pjvnq228hiox2vY4qlJR90FRUeERwJEUJbYN3DnxUWDQewhqCi6NyWkCzwlsLOBCermtIE0m1Xt71spoG4ZYsl0tubm6o1g1KiDi7GWKNTdfUdF2FtRXOxaCcTBcoEjpncZ3BuNgOqVVG1TYIJ1BpghYyBuvkIxoxZGk8bdVSVxVKSIo0Ic0S8I4yA2c7Ug0Ih3OGQR5A3CWvuiC2VTMOTRsSPvh0TWcVQRYInZHKwNNjgVaBrqsJviZNFaEntyopcF6wqh3ICVJlOC8oyzHBC3zfD2l7smaMARUtpet1rEAaDoes65bZdE3Td+v6Ps9V65Q0K6i7lq99/Zc4PTvn8PCYyWGstnnrrW+RZwV5kRCUwTlLMRiQZWNupisICdaJGNDkWrxtcL5jdXtL13Xb2eeNypmlxY5ayNaGvrE5O+J7xjvi3+bAC8/BQQza2lhDvfd4AcG/rMbBHVHZvC8+EzzkoxI5LIbcXF/yH/4H/xFd3WzdFZ11uOBpnKFumjhrKTWduXtu4WWl7u7vuJtx3J2LvD/76L3fbjRtjhVCACnwm/lRH9AyHluLeOymaZA6JyDRaUpWDEjTnEGSMB4W/NK3vsaf/le/w11MBxkAACAASURBVNFkxAc/+wEH4yGvPXnMzc0NbdPx5lvvMF+tyYthvD4Gi84TXAjR5pxoTBf7nUMICN+fy76rNM7s3m3O3T8fryKLm2vh5wUc3bc831ejN7hPUnd/fxci3N2+uwmweby/8mv/2j/ZcO8en4s/J/+Nf/ELhD322ONfevxBJ6W72BPQL8bf9f/V5/7b/KVQSq8ub/qgHnpSFqtKuq7j/PyUNIsqSlFkFEXB2dkZq9tbVPCILCVLNLSmn9GEjz59ERfGWbFdoAihEEpQtw15npPmGVIrFqvl1mKrlEIlmoOjw+0ufew7tVRV9bIaIgXLar1deCql0GnCaDR6aWG2mYX13jOfz5nNZpRlyeuvv86TJ0/6xyaYzWZUVbW1AQohyPOc4XDIYDB4aVG8m95rjMEJ0//cIQoRu0d9IEkSrDO0VY3zBmMKgO3fNBolZFlUSHUUoKirRU8SLEJCqiVte432kmwYfx/nwRoQBuhTceaXeGvw1iF8QAAumHgs71A6BjHVqxltHQlNphVNW+G9Yb6YUlWrvo+2ZTa9xJtIvpqmo61bqmpNkWY43+KdARyJhoAAJ1hUFVql0cbpY5qrUjrm10gZV7EyYIPFOId0FWhJphQqdSgX0FpQZpo003SNIUlABo9UgeAtUnhsCOyMD+NEfAxOgA0S4wMyyekcBDSCFGMsi0ZGCzAQkHgb+jTaliRxeDSdi9U6wUuM89xMFy9ZRK1zoCRJlscAq6ZhtuwwPsCsYb1acX78gEJBKQSjySHFYEg5HJMXJU+ePOWdP/Z1JocH5FmBzlLyvCTYEms9i1WNSgVpmnB5NaWurkizMU294vnzF7TdGhdatApIJTBN9xIhk0IjhMbYqFbGGfEYnhTnrh3T1RQpRW+t10iVIJUkiNB3ct6FB93NV8f33OZ+hBDb+hKpdtW6+JwowBLQSuGD5eTkiPF4yOVq2YeIeYROyHRGU3ssAhtfHi+pnfcVvM3j2sx53w8+uo8vCvu5I9kCKaONXoqAwDMsByyqFoRC2IC1Hp1I6qbj2ccf0jQVbVvz1/+tf5Nv/Ylv8+knH0OqOX/tMV1r+OTmGp2kZHlCmmnMYt6nloMnkmjjLEHI/m2xmS0FwcsdorvVVJ83H7r53hcR0vvq5+5tm883hHTzcVNLc/9YAKp/7PSPGXoDtNun7+6xxx577LHHHzR8KUjpJgBISgmJ7AlZiRCB2ewWqUSvxkRbXZooHpwco8Tmd5NoBSwKsiRhfHaM6VyvonbbYBTvPV/9o19lNBqRpul28aOTBNN1WwVqU9OyWSxZa0n6ftCtpViKuz7PPoQo6wNmvPcMh8VLhHVz7M1caJ7nL6kuJycnvPHGG1vVpWkanj17tlULDw8Pe2JevKTOdl1DW7fbpN5ERkuhVpLOtDhnsG23Q7JBqbic78wSa6Iq5WyDc5aTozFlpinKnCJLEVpElVMYWN7SS2FE46SPBDU4MBYpBBIb7bne06zXtJ2LJC14pBIsF7c01RrnDQqo6gVNu+b29prVarE9/1Vje+tgjgySrnOkyYCua8ELQv/StSGwCcdK8xzoyUJvAfdCEoiVN3CnwiRKg1bU7QqEQouAU4ZMK7T2KAxpGtASgrJEnmtBODySWC0Z4lkQ0cRsfSAIQWM8nZAYB6QpeTrAWcN0XeOkpswPSJRHKUuWeDJjEEJhvSTxgs5q6rqjrtoYAuYD19NZnIldLGm7SISzQpEVBeVwxOnZKe/8kV9ACUkuNYmMnbmTo2OyvECnOSpJGY0PUDrHGYlNJKET1M2K+e0U5wLW1QS6OKPaGIwNJLpEiAQtNDLNMNZhbB1JezYkzdKtNX07l2g31tv4P2fDtkpJZxlCBDwCnMPaO2JSliVC9ASXO5Wusyaq8ruzhgDCI/vE7Tsi5CEIQnAoNF1Tc3x4xMnRAZ9+/FH/+xIpIyFESaRWYOPzuKsL7ipwX0TQdgnZ/XTeV9p3gwIh+70NDyFumuwS4LhRF1VWYz2hNRQCTs4e4L3gd3/2PlXTUeQZB6fHrNsGZRUqSTg8PaHqLLeLJeApsxR6G77riWCWZVjrYwpwz+M2RC+I/vMdVXjzuH4vYvpFt22uQ68KJ7pP+r/IxRNC6OuvPvszu/2xe+yxxx577PH7ib1d958eXwpSOpkcADCbTWPwULCkaUqWpbzzzjvoJCqDq9UCIQTr9ZLZfApsFoCR5JXFkCzLertcJHBZkiLzjIFzCAGdtayqCtXbgdM0RW/tfJa6aZgvl1ti6pwD71F9uIbWmjRNkVpxfn7+ciWCkltSuVwut12icGdf3FhyNyEpuzOsNzc3LykHZ2dnUdVNU6qqivO0dZyVrKqqJ8UdaalpmgpjWlSvGJSDolcMPMIHpBbgRW9585ycTtDSEXz8G72FECxKNzHBVHigjbbKziB9B74DZ8D2xLMnnwRHqGqwFtPFeVbnHNPZkqtZQ2ME3hmECJh6hTMdAUNTrWm7BqUCVbPGujgbqSQU5YSu62jagLfRip2nGq0GSOXx3uG9xdgaiAQl1QVNFy2kmxtDbwXd2ipNfD6UUvimwXtHkqSgJB2G4AXWOIIRCBlwIRC8w4uAD10kTDqPB/cBQcD5WN/hexLsRECnJUEZfFC0Dtra0xqP8RYbEhIVMKYj06bvuvXRoioTposZi3lF07Tc3lSUJTx4+JDD41MePHlKNhhyeHqGVIoky0nzkmJQMj44JFOKNx88JhNxk0ckCUiFC7HuJc1zVlVH11lsqIGWpm1p635jqCdAbVchpaYsiv+PvTdZlmXJzvO+5R5NNrs9ze2ruagqgIRKIlAERTRmMhNkfAJBegRpJJPMJD2BTC+goSYcaiCZhBk1oEEjEjSBEAcygSAh3KoCUN2te7q9c2dmRHijwXKP9IzMfaoAisS5xlhm+2TuzMgID4/Ifdbv/7/+xdBFQvQq6xYH4mispakqYrUY66qdh2FwaQEof7vLes8KI5H9vgejigMreWFGIEnTj0i2oKCjWbRkR1gFL5kVTUAmBqX5gIhPwE8XYYahw1h49uwJxuhmprL4GNl1e/phAJukAh5iwc5lAJVZ2xxTYHZOklrWxZ+TosaoXUJjzO1fVDtrIuydfg+jAMZijUm9kTuEhp/ev6DrtvzRH/0Rv/0f/l3YC9e3N7y6e8ObuzesLyuwlugDbbuC6FTyL8qU5vpO74fEOqc2MGKwUYiCzlVxLaYAuzyX6fO8XXnupQFUGef2N2Wfy/k9d6wyZqOjOeaYY4455vjyxTsBSv/JP/1HiNU6qsoIi9UyAUv4wU8N292OfbcdmZivfvUjVk8XDK6j6xzeOe5dx/2bO0KIuCExlFJxfX3LkyfPuFiusCZQmS3R7xmctsf4088+4/7+nk8//YayPW3D+mrNlV0m9rYi2oZXL99oi5i+V0dV77m727BarbhYX9I2NSGxsyEKn3/xmqpe0DaVspumoq6VTTJiwWvrFmVQhbvNPbuuQ6zBVppMt0PHbn+PNco0CtAaYXVpef/6GrjGBMfKbBByMVj+2cDQEb3+mMsIBIL3BL+jGvZgfcrsvRaTeY/f7PBeZbgPzhH8wMPDQ2pts0smSB2bzZah93TDgBsCzkHX+5F5DQG6KOxiQCpLIxYbHY131EBlBYP2Kx1iwBEUOOHxMVLXidkVMDZgTQQGXEiVeCESo0eMV6BthP3uHlstiFHb+dS1soW1qcYWFhJUym2pqG2kDiDJRXlhI6DAOxqDlYohMX5Cpe1kAB/WBDJgqKBq6QZP7wxv7jru944ffnFP5yM+DPj4Bnzg5npFtxt4se+5vLzg40++yTd+4dNxoWO1utDFlfUldd1ovV8QmmbBYrHAhThKuH0Eokm1mZnh1/PYBMMOQYIgHOTrAC9e7hEsIoG47Qjknrg7Yq/3iIKpmqquiYCxEXBUtQA1iCVGT8QQxaRrofdnU1uael3I5o97YcaovTKnwM0Ucl1lI6NK7hMQJQlPp3WjOXw8fi/EQNc90CaG3HnP17/5Df7RH/wBfe/YdY43m3u22y3NSnufNjGz7Me9O3Mrqmmf0qnstARh+fMZgJ24zhKIPmJEjY0wRnvERmX5vPOYSuXE0Xuc30MHF5cLBt8Ra2HXOf67//5/wPv/ll/7O7/CFy/vaNoLbq6vtE7eGpbLtS56YahMRZBAne6FOMRx8cLUJtVaF7W84cD8Tl11MxtZnrP3fpRUS0yuvklmHQXER21HlNx+MQqCjRii0e90CBGf+jCLPQBkydNn0hFElQshhFRcKhgjiOTFg7kUco455phjjr+emNnSv1q8E6D0vfeeUTVqKmSNwUet4dxsNtxtFAg1TcWTJzcqe60tu35LVRkurq5omgV42O06+m6g2ynLuXvoubvbEAJsmyXGRtpqOEokP/rKV6mqiru7O4SIBG1Now3mDdEI3aDsTjYRykzgF/cbgLEGzqJMj4uRi8tbTKWyxkVTHVpICJCMm3IPvrZtWK/XPHt6RYyeEB0Rh+/uGfo9ne+orUkM4pJFvaCpaq2TJMD9K8aO8RLAOwha7yluj7gebABjMHgMHfSvCG6n4+0Huq7DDwO7hy0+/d7vO3a7Ha9evqTrezBJhuwDPhhELD6aVDdZ0QdLCIKnIiJEI+z2D5jowVQ0JrFBAcLgQXS86t+rTJDHECUwdLvT1hAG6qrCuR4/KFOaZaPGGHzvic7ptRWLNboAsNtp2xMRM4Kz3VbrXa+urkYQXjcLTFVh7cFhebFeYutKFycSqx2q1VhK6zx88WrP/XbPtgvsXeR+N7B5GFhf3vLBh5/wwcefcHt7zZOby7HVT13XoxQ71x3n+skYI31QebCtW2K0dDtfmAkFRKye4/gZgxEFjF03gMkMYv6WKYgYhogxB4BUfhdI4tXRYdbo82Bceu3AeMZoAUOU016d54HjYZssty23zT/ZnbUcH9kQKIOpmMFQuaVJvx96995e3TK4HrGGV29ec3VzS8Bgqor9wx4fgtZsYpWRjfpdnoo/H2Pkzm2Tz6kEtY99zuSCyFwPKQCqnrB1lrEWkmRgu3tDXdf43uIN2GrBP/79f8Z3fu3vYKROklanLL7RyZKoXtORiMGMjDJJAishQgx4ORg6TeXIGVSXjOVUhqvfu1SbStS/i7nul0P/ZVMA9xAT4M1l2uFQZ2ryvEYOxcJJlYCE4p4snZchhFm+O8ccc8wxxxxftngnQOnf/Tu/Rue0xYoENaLZbpeslws+++7/S3QD1bImBoc1sH/Y8eT5c0IUgvfsdwNf/PQl282G3bbDO5cMVwzeGZp6SVNDLRU/fbNJPUJrrFhsqCHWRLNkPwSG1Eqkamou11cslgv2+zsWi4a2vaRtmpEFCt3Afr+n67Sv6qJpWbY1IQSWyxZE2bnt5oG+1/rTGD3LpmXdWtqFOuuuVitWqxYfHwixI0aPkYAErc3zztNUIDhs6EHuYNBerPiA8Z0mbyHifI/vB/bbnY5t98Dm7p4vvvicrusY+p7BbTGyxXk1b/JDBtuOythRMmkzuAjaOiL6ndYCisH71ALE1IgRQoQQopoOQUoiLX5wxCj4Stt4iDXEEHAxUIka4AQTx7pMEGUAk0EOUdk1HY8lOMF7qz1WbYWP8LBzeB9YLC/pvSdGcLEiBotzQrAtWUaaFwcubpTNu9/u8IAYlXR2MdB3A8PQU1cLfvz5A/uuG8EgwPXtM5bLNbe3T/ngg+f87d/6RapmSbQNpmoJpsabBYMXBudxqX3Ok5tLNZ9KwDkbYGW5a06mx7YaeKpQJRdqi/dR1dJpXrAmzY2oi22IRMm10MlYKBwD0KlL7QE8RUSqo7o+fV1GF+zSdTZ/3hf6zrcZ/ZTvjeCkqFXMMZW7Thcm8pjPyWGnv+92O7a7BxZL7fX5ySefcH+v7KgPciTr1s+neYmn+/1ZwLQEoXnc+ffHPlPOyVgCkBcEisfyGENiETN4XSwW/P7v/z7/9X/zXxBDhRSu0CGoxD7LhM+xh9O5LJ9nNnR6bnmcGbyeO59yfyWbWu6jZJynLHMJgs/dr5mZLQ+Z35vlu3PMMcccc8zx5Yt3ApT+4R/+AU3T8Pz5U5qmgV6Zsv12gwRPbYT9dsfLzz8nJvBSL64QU1OZwiQpKAuzWF0gIjxsdrx+dcerl28AZSL+1q99hye3z7i5veJytaZtW4xofVvfqynSj370A0QkgcUln/7C18hMRfQB57XvpTSGpo7sa02GVouWi9UKxLFeqP+nkZrwTFk2CSqtvXv9iqZJ0tJKiHHD7vWPcO4OMQNiApVAXXuaGBAb6B8eiNHjvSMmKarvPX0yONJ2Lh3dfqDb73nY7HFdT9cNbNM8eO8J3hPpkGoPRutqtc7UYG3Lru+V8YiMTI1E0dYURhCj9WeDczjvMBIxVcBWi7FvpHjwBIJPTsWSk02UzbOOGMEnQxU1fFG5ZpTkpBkqQlT2NMaobVHQ6zxEIcSApHpEbxxDCFga+ugU9BiDbVuapqFp1KnWe69uvsPAw92eKIbF+gof1I347n5D13V03cDgHK9f/5TFcsV6veb2+S1Pnj/j2bNnfO3jT5TdrFuqqiGalj4IPgi7+w5jA7GyKrE1asTVNhV959lttX1KjJG2bVksFtixB6dG3aoJlmDZD8ojWwNGLHWlbK/2iLVIAqQqu1QDLlsfekHCebOeEhDGVM9YAqESJGT5ainJzeFdOAEjJYjIcQzSzNH+pnLXEkjndirTOsQpSCxdXfPv+4cHQvRjn9/b26dst1tev35Nu1gnWWp1FjRNxzU95tuA8Tkgfi6mNZfn6ienx2jbVhe9FguM1Bip+MmPfqzsqrWqPCjnJu9jwnCWz6fnMy44FBLd6c90XOP19PHk2uTjZEBdAvcDuJwYQcmhlnc6l9P9ljG9D+aYY4455pjjryNmCe9fPt4JUPqTH/+Q/X7PP/2DN4gIbVuzWCy0aXuIXKzX1IuaZV0TiNh6wf0msO8Cm722UXn+/DlPb59ycXHB9eUFdV0TnFd2cBhUehsir+/37IeX3G33XF9ccn11gU1un9YKddXywXsfpkQpUonw+ouf0NSGuq61b2klrKqaofO0Vc3FShOoyliM6bD0uG6DjU5rEyurSaEWQ7KuHwjuDjdEoqgL6EIC0g6AUzdb19Hv7qlMRKwwvH5FCJ5uv8X16bz2Hb13/PT+tYKpXcd+1+O6QLd3dDuHGyJ+CHgn2n7DVIg1VNYwuJT4jVcismjXmhh6bX2ioDUSg5rdVBwEkiKismGDSmBFjX5CIpsi2sYixKi1jzEyBI+JYWRuQlS2LRgFvjpDhiFGiClpjVpT6Glo61avq++JAdp2SbVoaIxRGfdup+z0ds+m6zHGsWgj1tbJBVnoHbx5c08fIn/xRz/A2AZsRdu2ahh0/T43qxV/4zvv8fz5c1YXFyyXq9F0alFVSHJMDSTfJ0CM5en1JT7C/XZIoLymXrR6L3s3ylMzACzdmbWlUaq3DLpPI1bbzSQmWtkvxvtTp1GviNahWoIcAzg4NeCZsk/GnIKPDATLMU8ByZTtzPvM9d+H/ZsC7Jz/OzAFgFMZ7LltynOb7qtpGpq2Zpt6kw7DoHL6xUJb6xTXoXRsnYK0n8WWTmWs50D5XyXOMayLxYLNZpNq0yu2D3tWqxV/8Rd/wScfP8X51L84f/4McJuO/bFzKgHh20Dp8eth3N85dvvcvVeyxOX+8vcjb3cEoImj70D5+nTxYo455phjjjnm+HLEOwFKvanp4o4+Gabs3cBm36n5y3rB7uUrjIGmaVRm6nukXmNCxEaIMWBxVOJoKs/mzeeIRLq9ylOtTS6YCJcXt7StY2k68J7Nyy+I3vG1r3wF7zrcvqN2A03qGyjesaCHrscMWtNoKwsG9nevMBJpjIwAIQSHYSDs7xiitqHJjrfee3xwbO83DF1P16vEdrvdsnm5Ad8ShsgwdEQCwe9w/Y5h6Ng+3BNCqhXL5iTR4O3Arr4jegpppyC07LY9xlRYqajqZWqBEcCoZHSIB1Y0s829+BEg5dDSN0crFucdMTpC1L6OoQ/40GOblqrSXrAIDCHSh0DvwJiKurIEga33WAxi27FeLoi6w3qDAlExVIsGH8A7h/NBWUdaXm8cplpimprBR77/w5fsOu1vakX4+OOPqes1Lx8cd3d3WFvzjW98lco2CjqXS55fXvP3fvmXubp+QrW6YbG8ZLW8wMc0L4PDhUAI2oqk73v6zhEETGofJCYlyUHwNhvWCOvrJwoY607nMSapoYMQKrrhWPKoNcX1odMO9iAPD4EQA3hlNq2pqRJQMG1VJPKavKv6N0AcTlk3beZ41PszhzJpByCmw8u1jklGDYhM6zahqk4BWAlcMkgopbIihz675WfyfJQS3r7vj97P432MpSw/64YB5wd8iDx//py2XfL69WsFrO2qaJOUGbtUMxzDyf5LkH4OLJYA6tz5n4ty+xLcn5PN5m222y3GGF6/fk1dLfDOcnt7y+/+7u/yX/2X/zmDSy2sbDWCU63ZjCOAOzeGc3Oc22Zl86Ny3s9JjDNbW4L6cq7ye9NjZiZ+6s6bn5eA9sD0n+4r72+W784xxxxzzDHHly/eCVD6zV/8Fg8PD2y3G4Zh4P7uNXd3dwoQ3nR476kqw9P6lqurK7797X+Pyi5YLrUmM0bPH//z/5sf/egHfP6DPwECxsKirbi8XHP75Dm3N1e0ixXt6hqDMntu6BDfYxt4ePEZQqSWwOXFCozA4PBuj60NsXvADx66iEtmRKvK4t2gdZxeaw77viOGHovDDwP9sGe3eUiyUDUWetjc4XptBeK9tmRxe2H3YOn2AecGmtrSLgy7hzseHu65ub6EaPHOqXxTREGpDwxjC5SDqUwInsWywUg1JqU+djgfCd6BjQc3zJRwG4RutyfkdidWAUxd12oG4wcIChqbtqUWi7qpRpwPULXEnOCHQB8ig480tsbYisoaYhgI2RiqTnLQqI9GDAHtQ+G8xYXAboB93zO4gJcBjMXtHbv9ljf3D9zvdiyXaxaLK5q25pe+/bd5//33GXqf+sVe8f7777NcLlmvtT8tyWU1iND3wm7nub9/wX7okWQeZGzNbrejWS5oFgvEDoldE3ofVDZeNRhjWBTJ8pu7B4bg02JInRhIZULd4DGmUudho+04vPd0ezVtiqmFiY5PpdBV1RyY06DsM6jcOBskGSMYqfBxUKYq9aMsQUYGSZmJnQIQZUNPZZwicqhxnbBcwNjSJG+f91fWC05loMYcxlK+LiJjC6UpgzetjS0jg5kpY3lzc8OLl1/gfNAevrX2Gr64uMCH47nJLN85wFvG2947t+05iWn5/vS9vP98nfL48jkOw46bmxvePOywpuHi4pqqqnh4eHiU9SzPs3wETkBd+dl8LaYgGSjA4TEoFY6l3+fY0vKcMhgva3tLsJlVBCUoraoKY0k9oo/HNAX4c8wxxxxzzDHHlyPeCVC6H/aY2vD+Rx/q6rwf2Gw2PDzcs7m752GzIQSnvUKtcH/3ipvLC9x+y86pEczf+OYHfPPTJwz7HXf3r7i7e833vvsnvPrix9y9+h5NAlgffPARl+sL1hdLFk3NelFTCdpHMwYaEXAbIMDgsH6AAWRwVJJqs6Ij9D1+NxCjh+Bw3Y5dt+fVqxf4wbHf92Mt293rN+qc6pQ963dbjDAm7Mpy1bhhTYg1CHS9Y993RKBarNm7lKyJxUST0IAQMATXnCSCzvXYqgJRpim3ZcgtG6oouK7XJK+usbbS+rPc/sGou6kkwxzvwZgGjB7LUxOjAUxy2d3SVhX7ndaNLVfXPHT3NG1NXbdIVeGCR6JQ1zVVrX0iXfA87Afc4HEhqsFRsLy52zEMns3DA3cPD/QD1MsliOHq9glPn73Hh1/9Jb7y9V/ggw8+4ubpDZerFYvFkjbVkipgq+i7g2x2s9vx8LAhxkjbLmjrBdEHogeL1T6lzjEkGWQXOwWDMSpTaio+/MrXsdaOrVqUwdqw2+0I3iBuoOt3xFQTS6rJrdtaW7ui5lVaymsxtsJUdgSdPrGRguBd0DpbkdFESsRo31nRBQEJgUSDaj2upN916/F7lpnpqYGO7jMiWGx1qLHMYGBknlQNmup/E8vN4+xhfj0D0MzSZrBzTn57bDx0+ngO+DZNc8SQ5m1fv37Nxx9/zPe+/2dYa+m67qzcuATOVVXhB3e0TQmSHpMRT2W7pQnQtIbznDQ19yrO20/B21g3H2vu7u5oW20f5L2nWiy5u7vT9jZtg/OWtm3ZbnfE4Fiv10TvyXXx5fjLGmJtDeTG42Um+5x8twSk5f0S/Kmzc/n7yaJGjKP5V/5bOP1bNgWwWUFQMt3lPM8S3jnmmGOOOd6FmOtK/3LxToDSjz5+jxAcr754wQ8//ws298qSRh/wgyaSl6slNzc33Nzc8OlXP8Dt77FmILgHtncb/vj7f8qLn37Bm7sXrFcL2rbhl775MU+ur1hfLBWUhMCistS2Qkwkug63fwPR0xjAqzuu2yjzOfQ9YXCIg9evXrHb7xn6Pbtuz36vLWtC0Fq1ftjTDcp8RTHs9oEYU3KZE7VU6ycxUKXceEyuRXCxJ0jAEAkmIEbHA4EhyS+DNvgDtM1DAIJrU7KXWjwYqJsBawUvWT6pANoDEoTKLKilwYVA33nERawYMJYqtURRuXHEeYjRYKsl3eDx/QA1VI320hRTcdVeY+oF0mr97sMA91vPbj9wcWG5XC8wpua73/0+n3++4+4erm6gaeCDDz/g+vqGy9sbVqsLqmbJr/3ab7FarWiWS2zVUDU17fISWzXE1NOx6x33+732YKwqXr95xb6P7IYOiZ22RUl9PqN0SAQXPCEkwyQvuG431nKCAaOSXEJQQOmESJbWgreeH/7wxyopTkCmrmuI+nvbtml/QeXS2thC9x1Fn6dHj05gdgAAIABJREFUSdexlKhmOaNRZ6PxO6LJfQZUpnDoPce05Z9TY5tSulu+PgWqU/B3LkQOfTXL45cgdFqXeBjjeSA7ZQ+n9YvT4wNnwRMoy3Z/f5/UFHFUJbRty24/pHM+gNmSdfvXEeX5l4DtMTnwFAAaY2hso3XIVMm4bOD+/h6kZ7vd0i4uRoApqtdN/UOPj5t/spFUPmaW0orIKN8txz6t/czjz8A+tyB62yLF9Hd1nz6ATGvtkdR3yrDqY56jU0lyWXowxxxzzDHHHHN8OeKdAKVvvvgLlqsFX/nwlg+fX9J32ps0Os+rF19gjaFpKtqqxkrHm8+/R2U6Vq32AF3fGN6/+ZTd7gN2+4329KyE5UL7IXq/Jewd3vXY2qi8EYjBQd8hRLp+T0z1g7v7O7p+T7/vcP2ABMOrFy/Z7ncMXU/vsvRWV/aHkNjOnHBJzb6LRLIsNTEEqS1JcIFgcsKtgE/EMbAhYrVe0QSt/5QIhCTvjETRGj/BJMa0IsQmYRAFQjFGjG3Y9XsCHu19OqRj6S63905b3jQ6RyG9uXl4YLlssE1FxGq/wWqJqSq2u4CpliyXLYvlmsEFtl3PfttjrbbcwbaEMLDrO2K1wsWen7584Eefv8EY4Rf/xq/wW7/9kbofX91Q13VqsXJJ0y6pKnUUjSjTKZWFKPgY2HaB2Gm9Z5+Mq3xUqXKMPVEqvPO4GNTp2AqVWPxerxE+gDW0tiFGw9B7bGKHlQYl9UlMybePBJIMNUmjDWBtg/OOYVA2PLNLIsJm+6C3gGiPUAl6/cBQ2ZaYWNAyNffpFyOifR6N1Z6y6Vp6sjFUZt8iPmYTm9wbMrVOQVv5wKGu7hjkWUAmrx32XYLADEbfxjy54I72VQKUDCxO2cOD6+5j8ZcBpiUDd/RjLZvNhnaxxDk39hqe1nIewM+/OqB5G9CcbvfzSIWngMtWumhhqSAeWMKHhwd++MMfcvvkF0c22qTFG+/9eP9Mx5bbEuVj1XX9KAsMx868U5DtvSfm9bdHJMvn5mgKOsu60NxuazpuxgWW033PTOkcc8wxxxxzfPninQClf+srls3mFS9//Ke0dcPTRUO9qhCJfPu925SoqzyR6KHbsdm8wHhgBzF6bbEinnXda1LiAu5lR7dTVnMYBoIf+GK7pe869ns1Gbq/v8e5PiVUmkzvdjucUxMgCWok411K0CUZtWC0Pbyo6QamxRjDruvpXaALRvtyBkNEnVJNTp4RfDS5SFDBogQwkUCvpiQRfFAGLRLIrpYKYDLbZbDiiVIlwEoiyQwSDX1qEYKAsQYj2k5HpEKaml20GG/AmpGFrW/fxxmDA0KSaXqxhAFe3+0wpiJGuL/7CWINi9UFy/U1X/3463z01a/x4Ucfc3FxQTTCxfqG2rQ45+mGATGwXC90UUBgu90SAngH3hu2UaBXgKVuqfuRxbO2xoWQQFVy7A1RZbAJadumwTYHOJYTZO+11i2aCMHQhUgIHok+XUW9rr4LYwsagCiWMMQkn02Jtod+81oZzbRY4qNj6Ae8H6gaZZmxFo/2TM2rAUZcAZoOCXTb1uN3QV9LvV09DMGBZBOjQwLfNNp71SSTLRFtEQNCbQ9f6yk4mPaWzM8z23iOwZs66RZ7wwfPOVCawU7uyVoyfyLmZF9T+e65sU8/U8pOzwE8k1jRh4cH1us13nu++c1v8tlnn9G0q0O7mXhoPRJjhLfjybMxBWhvi3PbTAF1ZrSn7K8xqf7XG/rOIVicG7jfvOAf/IN/wNc//Zi6EfqhxxirRmfW4odhdFgu910uIkyZz8eMnUS0vcs51rRkm89Jdd8W+Ro458b7Md97eUzjfJBB7PG8lmOZY4455phjjjm+PPFOgNK7H39G29Z8/b0V0Xv88EBMIFCCmvu4viMkZvLhYYMLA1E06e12e169fsF2s2G73dL1OySxl2NPTz+AD+wftgWzcjBJcc6PPkGlGYwxonJLoz00YxSte4wQojD4oEwdA9bWgGGIBlNZAoZo8sq9ECUgAsF5rCRGS7SxvTHJ0EOy4DOBAIIC1hDH41vUEGhkxOyAESGKJqFiKsTUXF491TFEIfhIICWhVLx4+Ybgta5t3++4v7/n1Zs7dh0sLwy3t7c8f/89PvnkY7797W/T1gueXr/H9eUN11c3iK201U4AsYbNww4XoWkVnAcRlhfXmFghgwM70Lmez1/d0e0H9kPP9e0NIUC3dwSv4zy0N6kJsUqgAYZeFwsgOQUXMtS6qjDW8rDdYGr9DDEn3Iz1ejEIMSrgGwGNUxmnMtBmBPcigvPqwCsiYJNUNhqayiAxIBLUeEgMtjEEKr1VjME09VFyLCLYcMb1dvJ49BmTOVXBVkCcArbTJPwcU1S+/7Z+n1NAWoK+c+OFQ/1fGblesgQ2dV2PElTnTsHJzwKg09emgOgcQPLOKSjd7hARlssln376Kd/97ndHo6jyXI2RseXOXyUeA5tTCTWc76c5lTifu1eGQQ3VJKhiwhgFmW3b8urVKz3vwiQJGBdJSqb0HBuar1f+vVyMmM5tlvY+xgxPz/dtca4+tZyPEjiXoXN4vK+fZ1FgjjnmmGOOOf5NxVxX+vPHOwFKn91UEAYeXn5B33UQAk1V0TQNr169xPUDfbfT+k4RNrstP339BoxVM6F9x273QL9XVnS1WjH0e+7u7tTEpki4q6o5yPewSd6qbVZkbEeR2imIIYhh83CP2CSPDBCNhVjRLNZgItEpIxmNJQaL9z2Dd8Q4HGRtMWpvS2BRK3iJRqWiiY/CD4mFlQghtW+RgI8Ridl3VdSQRqwqe61H6p2+ZoyCGAHEst85fDT4YBh6cKntiKfnz374BhcU4K0u1rz3lW/xN7/zjF//zd+kbhsFEbVeg8urK2wU3IMjhIqXdztVwlqrdaWm4uLmmQJg0aS43/X82Z//GCs63857Ah67qGhWSxpreHN/DxiMNIitEKxeBxG22x3WysHgRQK2Sn08MeoaTEpCB0c0Qtd11H5SHxklJfAxyXzV0MdYXWTwWKLRY7hwLCMMxjIkcGBTG54oggydCpujSrZFLNEI1hokmcTEBHg88ZB096fJ+jmAMLJ2aTxRQjK5iSeJOxJGcS9Ra4q9P63LzDFlxA6Pp2zj1BH1FIQEpDInnzvnmJrZuSnTWY5jOtbpe+diysZN33MJmPZ9j7U1V1dXiQ0t5zID9cdlwj9vvO1cHttu+pqIPOqSHI2WDpgI1jRUVqjqCmPXVOlv5m5/N1YaHy8OnDKf0/2X7sdTx+PpPZWvZ/mePAJSH9sHHNpR5Xtk2lrnMRl5BqV/WUZ2jjnmmGOOOeZ49+KdAKXd6y9GKa2EiB+cMp67HdE7+q5js9ngup7oA3ebe7xpGCIKWIc9ADEGovPcvdkSojIhberPmXsQRqwCNyNY7OiC2zuPRfARvFcZmkhAxNO0Cw4dJJJs19TsB+3XGURbfESxbLZb9n1H3RyYBWNqxKiRkBiVxSLgQwQfk/nQgIQWlQMbrUU0gtb/wRBjOrYlRJNaL1hidMqMiiVIrr+0BFfRD9pKxAcYeu0dGoNKgP/d7/w6X/v0G9zc3LBcLmkWLYvFAhcC7XKhTEiSmCILxNasLisk9UkNCXx2g8ftO3bd/cg0m2SU5LzgErhHDGIaeufpnSMKWLNMkmN1vR2CJwwDATVgiUR65wkh1e86lQxG34+GKgCEiI8qGXUR8Id2JDFGVsuLQy2hCGIOkmWxlbaxMQbvHN4f19eZBBLVyTdLsm0yMNJL5FGgGwWquiYaZbG0T2mSswoQjoFYWXuZX5sCPE8kSiSamNxz9ScvmhwB2hAUjIjBFADnHCt2+vupoUyehykoKLezqDo5qwEyNjAms8Iyuv56r+DImGrcTz5WGecAxjmAl8FIBnBlG5oYIwtr2e/3tIslr169YrFYjY7Y7aI+C2b+TQKatzn6nmu3AiCpHVCIjmgMhB09YMWrMVizYHP/ijorBoIn+oG+744Y5RJUnlu0UEZbRfw6RovKxPUxpr9Hypbra1rDquUUgiFK+i5FQyC9FiOYiMGCSe8FLV0w0eCjSz2X9bVVXviLaVFQghqEif69F9GFMIH0mM5rVvDOMcccc8wxx5cq3glQ+vf//v+Ec46+7zEmJf+pDYfWFpmUwKe6M2sxRmWYmkga1KU2pmTFIFJTibAb4pgcCzVVUoBJEAZyYlsRiAQfmUoilVkT+r5HlX0GxBLEEWmItkKiwbmB3nXs/UA0Fd4vkTS9UpsiURJ2wx5xkaapMLXRdg0V+OC0XUqzABFe3+3Yd57BqdmQD4bX93v2+47BJfmfNfzqv/8dntw+S70411xfX7Ncrlmv17TtguVyiTWahOfelpkxzkl8ruPKTAlRmTqA/b1XObEoVxtjbmWj10AT0yaxfCBSAxGxNT4IoaghjMGOyfgw9OM1Lpm1iOGLV92YiGfGTvvVVkV/zuTsajWJ3idzF70nACzGGjrvFYwWTqNB8oLBwRCobSrguH6yzUZQwRODQ4BQtfScgokYI9Eb8Pk1XfiAlNrHQ21qXnyoa1u4jpojuaLOF0m2a5KUmOIezfOVDYqUMxWjCx2gQPUcCJ2CPSunwK/sTzpl10bApNghmS0lmTJ2BC0xRvDgU6shizL8MUamuEFEjZ5KBi6zxRntFhBybD8yrSk1gIhRV2OJ7N+8GYHrZ599Rl3XtElmnr8TwzCQZd0xHM/Xuecn4zbm0ffL61l+5jE2O59TyQzm7S9XtwBUcnDJ7fcdzgf+5f/zJ/ze//57/OZv/TrBb2lqw93mNavVCohI+kzef3ZILo+RWydBwFpdTNL3dPbzPed9gHSXhTjodXLHoD4DRDH5My5JglHwWSz4RAFvkmFYBSHtazs8jPNnG4uRgytvtWjSYpM/Aviz++4cc8wxxxxzfPninQCld5s3KakUjEn9DE2NGMEFD6T60JSSGhGc3+OnzJIEiMkIJAG2KKJ1f2iy6uR8jRT1AWAc7TMatvuewSkzJZVRpsc0eA8+pLpOMcoeCjgXqC+WZFOeIWgrCt8r+DJWj+WssKhbqraiMpah7xGEroOH3Z6ffHGHGyI+WtqFYbG65Ktf+xZ1tWB5ccnNzQ0XV2s+/Or7XFxc0TTNmHC7wafEu0o1fpqIusRE7zt/1C8yJ6nTfollrRepPjWG1DYltTmJRCpbp8RfTXk0lzWoUjKDjGyEkoCQqTXZNOpQPM65EarqUBeXE+eyX2MeVwlI4hkmr/z8NGKMypROwMTJvVFsn19/23vnXj+3/3OmPuU5K8sUjo43/Wx5v55jGM/Vg54DpSKnsssMDt82f+fmrgSx+TqVrWGO5J5vAWblWN/GYI4LKRxfG609FsSEcSxd1x1t86+LHS3P8bFzeJu8dzrn+Tu63++1XZP14wJAXdc0bcXdw4Z/8gf/J9/45qfc3qyJ6LkOg8fY6uT+mN43b2OujxYK4sF0aHouU/a3ZGXLFkHTa3u0CFhcn/L7fY6pn9bBvm1O55hjjjnmmGOOdzfeCVCaGZkYGV0drYmjrPFk+6h9PJXOA46SPUmOs5GQgEqZ/BgRLEIQFfKKpG4gMbFnIQE0oj4nUrVrxCq4CgJDgOiSKy0GsRXG1FRVQ2MGpAlsfVTJrjW4KOx7x263p+97NpsNPiVYVaX9ANfLFdftJRerNdfXt3zlvRt+8z/4BrdPnrO6uOLq6obF8oJ6eUG3dwzeYU2NqQ1SDcmtdhjdbLtuoO8T0xLLHpSaXHp/2phexFJVx3M+JofREMbcPwF0TLK6rdJ+IQbBRzeyuJl5Opc4npMngsrwrq7akyS+lLrmz2RZbghBzZ7OJNZTxik/ighu0uOy3GYKGvPv0/vyiKUrXVwnj9WZz033MU3KyzkqzymbCU33k+cpv/6YSdF0nvKpTkFpGecS/ikwyT9N0xyNvwSqJYgsYwo6puDjsTgF2MnB1lhspfXI+frtdruja6T3TgY9f3Vweo5RfWwhIMfbANQRG13st+/70dlYRPvE1ssVTXJ9/hf/4l/w/e9/n8uLXyQCTbM4cq3NcW6h4bEFgsM8HX5Klrkc65FDbvFz7pym17kEuvnvRe7hCxz12H1szqbfnznmmGOOOeb4647Z7Ojni3cClLqYaoJiwHmX2LOQWDGtNwzxUNtmrNZbBgJEM2LS3Gqi86n1RsZkReJTVVbrDkXScdXf1PWD1iRlglTAYIhUdN6AtBibXSxVXty7SEzGQ0YagjR4U+ODY+eTJHXwbJIr8Ha7ZRgct7dPuFytWCwWrFYrLi8v+fi9D/n6h1/nZn3Nk2dPub6+ZnVxrfWitmKz2WLqBuwK2zriEBQkR89ue8fQH1hOre3S+lI9b09dtYdENEYqY0bwIqq5BTmtPyydSEXU9ffwewH8YiRgCDGkely0ltBUmIT4Q655pEggEYycAquqPsiLyzjIc09ZS+E8QCnZmykr48MhiZ3W8U2T3MdAaZgsfBzNX3G+50DkORaqfD3LYqfzPQU8+bnu65RRKvc7ZZT0WKfHKNnNt8U50HHMsJ8CtfI8Hpu/6XZvi+OWMwcDoymw3Ww2R2Dq/0+m9OfZ12Ns5DScc2PLmvLcaptl64ZhUBdrgMFXPH3yhD/7s8/43ve+x69+59vYSl2PS2A3vVaPOzUfeuKW5zY1sJqOb3pe5WeyAdajSofiHsly6/Fv1BnA+dh8P8bszzHHHHPMMccc7268E6BUO0WqW4UkKacYC8bgg4LVEEkmGhFJ8lCfGnNqsmJTzZ62bBGEyjQpibEjYHFZBCyiljGitZ7SLJRkJYEPIwpQpWIINUM0+ARGfQQ3BIYo+ORo68KA9x3bXUfvHd2w132IsFgsuLx+xpNnNdbWfPjhx7z33nvc3t5yfXXLzc0NH7z3AW2oaW1Ns1gmox81/4lesM2SIURe/PQFfe8YnFMwLp66CQmQ6zx6D95F2nZRJG2WLKMFMFIhmBH4HBiK43qs8XURjGnVeym72eL1uQQkJhbDOAiGQMCQ5XqHJPaczG6aRAYirpDlja+HQ9/LkpksQWnJtpxjGKdJ81QafAxqCoZ9wlqd3MNpPG+rZ/Pu8F4JdN823nPHyHNRvnYETDk933w+1tqzibz3w9HvJQjIdYbnQPGUncy/T9nQcnzl9Z4ycCWjWi4EvG3uH1tMIB6z8jEpMdq2LRYWDq2hDmP6V69JnN7jOX5eBi+rR/L1yuOtRjCdF1Gy9F5rs7fbPX/yL/+Utm2J0Y+S/LpqTsb19u9HXkQ5BqB5HOfA4TmQOP0OuVT3nfd3DpDmUoLp927qSHxOsfCXmeM55phjjjnmmOPdiXcClHahBCWN1pLGCC6vwGu/z5hMNqRq2Hk/9u0EkKjyU4IZW2I4arINY5bexgTE8MeJVdepsY5zjv1+j3NaBzpE2PaBpl2xXq+5vL7l+vqW24srPvjwY9p2wWp1wWJ1wWq14r33PmCxaBg6bWmihjwV3kWc02SrqZeEwGieVFUVfgi86Xq83xHjVhPByqoBkVcDKEn1lD56gs2tRhp1hE2y5RgiUQyL9YJuv8fYirqqRndYi0WsITgPMRIkEKPBB3W9NKZRp8zkmJkBaASGsBuv0pQVidGNtas+gUkXA+IGCrLvqAasbD9RgpFAHOuFy4RYme7qCMBkwBRjxIocscVlMpuPMx17lNOvQJlE58+eA7t529KU5hxjNybRjT2pgZv2lJxGdn0+l+xPz+Wwr+N5Lcfrwyn7LCI0dX30Oxwn/afX+zwzPGXUysWDDPqzRH+6GJFBz7SO8Ny207ko76ER5LqBED2D8+O9ud1uubm5ISbQpSY5eex/9ZYw5xjyfxWQVNf1uAgDh/sqNtUI6qrG0jQN1iYnYWN474P3+eM/+Zf4KPSDQ0JkuVjh/anZUh7blLnXCGlhLBzdo3mey9ZC5XnnazVtA5SBtf7NO4xj2nam3E+5MDKV0ltrR6Om6b15MGuaY4455phjjncjZgnvz4534n/vIM0o5TrUOirIjCGOjB6gZaSDIVYLfJDkAhsQ6tHUx/mcaApGstxNQWnvw+gyW4KV169fF0ZBF6yuVtze3rK+vMa2Cz7+6te4urpivb6gbVuaxYqnT9/H2Iqq0pYszjnu7x64e7PDRo+RSIdHfX4hGx89bHcKMsUgEYZBnYerxmCTU29mWW3dUGHVqCjJ6WxiHwECAWtbnRcjWCPE1F+1aZdEkwArRiW2PuK907raqKyvhIBHWeKIEBPrHMVijGBE5846N8qo1X3zkDyGEIkjO6b1pSGbJpmJrE+MslMJ8xySz8SkAQE/Mqs5cdV5PmUYR/bVGOoCXOXI5khlopsTZxcm+ygS3Jw8Z5ljBgi5XrLcfym1DCGMjsJlkl4CtHEqRNjv9+PzPJZxTEaO9lMm+eW25f7UiTqXWgsgxXXyJ8AZGOdtyoDlxymbln/f7XaHXrIpykWDKRs2refMUX5+6mSb/zaUYy73OQWj+bNN04BErCUx7DJuY6u6WEzI85rGFY9NfM7NQXm98jlnoFTX9VjjXVXVEXtentdUOZDB1jkn3/H64fHegdd7vW5qovcMg+NFt6OqDBdXlwyDp7IN0Xo2u72C0+XyLDNZgr6SndTFqOPrVDLP02uRX8vn7pwbvyt5ESpvP10oKp+XQLm8F8ua0vL7cG6xaY455phjjjnm+HLFOwFKN3uPqSx11SIWxEjqY6ePMQR8CIm9i/hoGLoKMY22N8kMnQ84B7bS/pJdN+CHnFRFMIbPX9wDmlRVVc16vcZay9/8d35prO/85JNPuL295cmTJ6yvLqkXLcuLNWKN9tBDgfLr13daD2kiMfba1mYIGA91VWGi1rxqZBmipRJRk6CorwuS2iIEvERMjISxp2VKCI2M1Zw+CZ4BiEkiGyX16iuAl60hKuuY+2+OMtPISRKfmcizTI8IgwvaYzUZw0QBE1Orm2QSk+tyU3MSVO/MYT8cnj/G/pVJerldKbUtk+nHpIPTfWdwAwfA6cMp+Jg+z8fJDMxUUjoFx9MxliD33Lim+5uC0nLfUzB3/lxPW4nknxLYlz/nQEI+bslGT8+zHM+5z5aP51jP6TWbypLfdp/kKFm7xwx89HqcB7WRn+3a+rPez4tc55jzxyTd5+arrL88d0zvPUg89Ffue2rbjLWjT58+5/7NK/75P/9jfvVXf4X7+ze0i4YwHAzBysWWtwG5DNBLtjb/nHPZLcdfAtTHFhCmgPgcQH0MnMOpfPfc9nPMMcccc8wxx5cj3glQSnVJrCyhqpAALgbwQdlBH4kOghgqMWANIVbsncH5yDBslZXyJHZVa0jruub6+pp1kt1eXFywWKz4yte/RVVV1HXNYrHg9vaWuq65uroaE6S8yh9CSEBR2Dz09N7hup4heIiGplkAAd9r7Zb3HiMWYyqCj6NpUhmRqOY1Y/IUMQmUSg1OhgTwclJuRzA1MhLjzrQNzeB8AQBy0jZQ2ZyEcmj1Mibmp1JSgBD9CZjIiWDvutGhWA8vmMzQ5mQThd9BzoOYEQihrWRAW/ykN3U7UXZ2CkjOMVU5oQ0hIG9JSMt9HfU0DMcsyxTclszs1Nglv3+ubcVjctPpOYQQRqA4HWeMkSDHPSvLxP5tzF3JYpfzlHuhThmmLHMv95GPMSSH4um9Us7nuYWEElicY9vOsb2PAdC3gdNzYEbfD4iUzGsBqiagVLc/f6+eG9c0sqy8BPA/bx3ylGWG806zypTmJTH9TjsCNCqVbduWn/zkJ1SV4X/73d+lXbZ88slHvHzxmtvryxMZbq5XnS7+6Gun4yxBZFYC5LFmoFoaGQGp/+sBkD4GJKfsaDnv0wWUvE35+XP30hxzzDHHHHPM8eWJdwKUDjSYYJBYkxWHUmviFWKgjwNDPxCjJ0bHvu8w9QUhGkRamuVaWc31mqZpMFLRNA2Xl5c0TcNyueTy8pLlckXf29S/sAKp8cEgXtjtswFHxNoaW1VE5/DR4YaBaLQ3p9iaxqpU2PceTyQOQfup+oCpLWIMbhgIBASbmsdHRPunECUeMCk+JXqC1EIVGzwemcgVfRiIEUIoE3CLRPChZCMOyd2AH187gMEs0wsnoPSx5E5EzYyG4CExoMrOBoKkR2NBFGom+HQWfDwGXMpjkT4/jXPbl/t/DAhOAVKZJIdwWndZvl++/jZn2SmYKeWQ5fimsmPgrJFQft9zqD3Nrz3mmKqPWiOc528q1X0seZ+6/JbvT82lyscMbErAcg7I5XP4WaDhMSD3NtBRsuUleLcCQgnKD6DUu+KajQsof/Wa0rquGYZhBGwZlD7W/gaO65Snkt3M/k5/bFXj8dn1jRjjuIi2ur7h/v6e5fKSP//zH/B//eE/46OPPsJUB3OrUmqd2dVz4Lv8zpT3fSntzQtd+WdqVpWvebn/khWdLlqdu+7TuubHFibKx7fN+RxzzDHHHHP8dcVcV/r2eCdA6U/vAxBwrh+Tk8o2WGu5ubllcdNws1iwXl+yXq+5urzh4uoWsYamqjGVBYlEH/DRaduEytI0lbrp1kJbN1R2gR8O/RON0T6bHs/dw90RSCiZivuHzYlpR/QdkAGIpUINmcRrSxRjrZroiGCroqbRpEQ4HpwkRQJS1Tgf8RgkKtCLMfGooi1nYhQIYQSZxlRgPFWzP5LmESEGwaWE0BRj98GpGVI4Zb4AKpOYngIUCqL8jC3bo2it4riFFKAsvRqjttUROSTFx4zHce3eYSyBaVuT/JMZmTx3pTywfqSv7Tm57fgTT5m7ckzZeCczQBmInWNKy5gm3DGqK24JRPLrw6RX6tGcyAG8lMDy3HweQKky7dOFhXL7MkTUIGt6HaZgczo308jHK5nocrzTeT7nPFwaVZVjKYFnOW4Roeu6swAu5u9QPGaap+eIZMCTvs9yKi9+DDTlGIbhSGHx/Plz1us1L15Ryu6lAAAgAElEQVS8YLPZnP1MeV3L+cj39blFjMpq/XZAsLVlUS8hVjjn+OmLL3j27BlffP4TPvzoff70e9+lbVuqylA1LdGr87CI0Pc9XdcdsfTH55zuSzmuA86AO493Ok95gaWUIWfTo/Kz5Xe4vP7TOFeDPP2elp89d3/PMcccc8wxx7sSMzB9PN4JUPqNb/0yVVVxe/OU1UrltqvVBU2jQGwEhKnOsl0uqOta3V1DJEikXdS0VY1UAsERRTBWsGhdnk1mP65vjpMhk5rQ9z0xJfL73YO+l9kJGgUvgDVqCJPzsSNmJ0ZFEUZwCCHVA6LYFJHMIXowgRgPtXASwdBgo7bCEYnEcAB+EtWYKIaAyaCUiiCW3t8fQKk/MKYjo+bdyNIeItWCpmQ8n+8ouz3K67SNjjEmsb6H8z8k7aFgnHIYfIRDXW3xmTPgYPzBUz1Sd3iOXckJq30kGZ2ynlOAMQU7R7M0SXhL1vLc++cYpylYO5kLTpPy8fXKPpp8l8c8/JjEXoajRH46F9M4115jCrbPzVMJ0M+xYyUwfQwwlPt9bHzTcZxbSJiCeknMZxiv2WntsYj2KdbPHeqnp2PLRkaPRa45jlFrcJ8/f87NzQ3e+0dB6RTU5YWP8nzK9wDEBXz0xOQYvKenTcDv6dOndF3H7e0t9/f3XF9fEtD7rm1bup07mtvHGP98vYwxRE4XrvL4phLjcg6m+8r3RDmf+f2yzUw5H3DqnF0+L49VfuZtTs1zzDHHHHP82xvP/sff54v/7Df+uocxxyPxToDSX/3Orx+1EAAwojLYytajM2hOzNp2SbtaYswhmfTe48NAGDxVZYGgUlWr9Yk+OIIPY7/S7NpbJj05SctJkpEqPa/Ub0gUJGoim8ZrIhaLSovTe6IOqNpG1eBH2WtGf/m5+sxqKMDWXqsHKWFOPm3qM+pjJCRTIxO1jjIElQPH5DisvyujmplHI4c2DSorPJZSTpP88vnhmiiwNwgmuflKSvrzqWU8G/WUCMGPOX5OSvO+Nek9BkD6A2IzINcerJk51eeefJS8fcwLAnl+s+NSFLwPqf+tHV+Tkek9L1fOr50Df6U8sLxvynM8lywT1eM4pkeRvP98H9jxfPU84xFDP43p2ExezDjHBhafObevEPM5Hcan341AXbdAlnpnNlYf9TtoyLLhENx4Lnp+ZtwuM+r5GHnxJH93MnOuP9p7WLfx4/UnhPGqGQxRoLaJTRO9H2O6BVD/L2I4ZtnyHtQN2yEmgiQG26QvUpqLQ5jJ7+HouRAwEnA+YGzNarXgcn1RtCcxk88wSp+nTHx+bwriQghgIWAgeFwE3wdoobINr1+/ZrVa4b2n73u++93v83u/93/wG7/x61RVQy97nTWTAWS+xvk+0r8VWhgu1JXFx9RmKZLM1nTRLcaIFTOanGVgX7b0yffnMAx4708Aa3nvTmP63Sm/Z3n7UjpeXt/HFpjmmGOOOeaYY453N94JUFrbFcYYrQctTDJEZJTSloDKGAV6mQTKyb2RGluN4lG8i/gRPyiwHfqy3sggVqegqg5tPsYUKUpi+iosymBmaV8EfABCxCGIaIuX4AMuegUViRmVCVMYYkTGVjXpUDEqoxiz9DIDI91H7wdELB6fQC5IEEyAMEobNdkegedwysxlQyYrCsxGhjUe5He5l6Up2JAYs+EUWssmITHQRqW8OSkkYmJyCI5Qm0OLlhgjPjF4AsTgtVY3RmJOuiXXpx2AeXYiFtEetADaUucY1InYZDjjGAaP94OaTiEKnnUQeoWTG7GEU6OXPAYjQhgcJt2L0Xllqs8wXGWU8tOybtfaw4JDTqxDAl0i6PuK8sg32Tln21LumYHMoWVNIDp1aB0BXjE2l9qUlKxfCIHeH9r5kJ2TRQfR+75gEYv7FZK8U+csqnKcqrYQhaq2WFMRCez3e204ZMAFr5XHoxBAJbN6fT0eT4hgjei9Hjw2sfBS1MpaiQqUrH4uoAx8PuflxZrXdxs2mwc+/PBjgoemXeGdLt64qPcfou7eEDH2sGCjSoVUiyoW78KhJlO03EDvk4DEHsFhENbLNatlyw/+/Pss24U6iGMScEvzJ+Ho2k7vwSloy99D7wfSkhhNU2kfYR8wVcQ2FV2nLXpunzxjs9nwj/7xP+HFi1f8vd/+j/j061/l7u4N1gpNWwEeaw5S7xhDagqVxuiTjD6oGZuILkghalJmOLDMgUjwx27eefzaq9mMC1Gnf/dOZesh/d079CI1qpQxWi5hK5PeH46Oqd+9xxntOeaYY445/u2MLJl9F9jSWcJ7Pt4JUHp7+/Qo8XpbjVBItZDqYqItV2JmHqMmi94p8wGMr2UJqSY4tth3en7CipDyc4OYCufUTTeaAyg4rM7nVhfaeiVEj7E2JdzHkjz9QAUIwZfywEiIp/0Mjx8PbR3yucRI2k9WxGqiGMPba+BKOWXZvuRtck9jKtRCJwGxEHEFSFDQIInFSqDaF3WjCYySmM2YLmHglN3I1wUsxmSZX02MDkYpskmssE/Xox8TVK3t0/eO5YF2cv6n99hU0jhlF6djPSctLVl3nRtP2zZH209ljMeXK/KWy3d0vGP26TxLdG7M50DQ4fOH7Y/VkMfv55reUqKb+3WKCGKAWKgPjEEkKNsH6tosMj7GqO7SUSS1ekosIhGiP2klku9ZA0UrInXUvbu7w9qa1WpF3/c4n1naSMAgWKJkWW9Ii0iPzaHK3L0vvn9WWUdrLK9f7bi9afnW3/xl1hdX7B+2RXuUCueTkiLdy49xeVPFQvk9BV08G1vrYAgcGMK2bXVOrWW329F1HT/60U949eoNz2/f5/b6CYPrubq61HFLYHABJKkUiCqBl4OZUe5dLKL115Gof06D9jbOcmdrDFVTIQi+6G2ar0++P8/1Fs1lGVMjpXxe+e9nWT+u+/RHr+X9ve3v3hxzzDHHHP/2xQwAvxzxToDStl1OEvUyIZkm6zlhMxwARpa9ZXYNFMwkMMjBzCMET3a8VQMh3WfdFDK7eAxQyx6fU0lnuUo/9r6MQdvayLH8dXoOpSwvhICR+mS7HFODnHKfWU46BR4lGJsmgm7iupmTwmEYjtjR0rAkO5aWUQL0cl/j4xkToPE9yXWqhRlOBnMTpnF6vHy+5ful3HHqOjtN9sd2Frw9gc3g6nh/h/fLaxFjpGmao7GUsd/vT8ZTblsCvHPHmkY55wewltnC42tTgrk8b+V8HWSmp3EOKOWfunBzLd/Lz6ctTkSE2h7chrMsNEtBY4wQohprRTXeEitYexj3Sd/P6LHVseOrfp/AVhV13eCcSpIvLi50nnMf4LxAEnOr3QBI+huQ/85otG2L9y71ClUW0Tllkm9uVlSV8Du/8zv8z//L/8p6dcVu19F1A03T4HY7SvVBmJzD9F49J0Od/h3Jkt/FYjHObzaK2u/33Nzc0DQNn3/+Of/wH/5D/tP/5D/mxcufYK3FuY5u2FIZrT/OoffBwVwIGM3FjiTQE5M0EcFU2pam/F6+rb4zn8/g+/R3oEKMGU3U9Htsx3ONPhBi0LnzWXVwOnczKJ1jjjnmmONc/HUzpGXMbOlpvBOgNJvzHCKBGnQVPeOGA+OWPlO+XiQjLrmZZgfZ9HZ6nhMu/cdnB1iXksQTtsnrsTJbYIQQD6YkIRbSMQ7JpO7+8TqnaYIP0Pf98XkWcc7pMifT46ydAQ8/K6Y9Nsv2D1PX13O53lkgWp7D9PeCFR2SZDSWrTiKJHc6R9M+iyVYPGZQTuvWpmzmCF7lfAuTEhzk3/OcGHO6ODBltM7N06GP7sRh95Hr9LOYz3MAZgqYp58p6xaP2LizR/n54sAGH8BIfi2fZwZNBklAKM0/CQYGleJWVmXZWf5tjCEaIYSDK+8U+E6v29iTNR1bFwocn333+2y3/x977xZsS3KWiX2ZWVVrrb3X3vtcuk/r0rogIdQIuoWAQT0oCMw4CIkRQtgxGgLmgjHhiDGB58lPHodjwjxg7AfHYBPhMB7PBH7wRAwwxoKZB9sxAcLjQQK1hm5dkZD6flqnz2Vf1l5rVVVm+iHzz/rzr1y7xUXSPt31d+xY69SqyspbVf/f//2Xc8xmCwxZijUQSyeFSRjK6eTi0fddmndTVTDGw7ougsA13v9jP4o7d+7gzp07WMyXqW/GmFFN0FeSXeeUDDS05+u6Ts+Icw7bbcgQPp/P8dJLL6HrQl/X6zU8Omg4WB/iidNeVsFlmfeVXP4TQ1tIxgSgyFryPAHkiptmtMBuyudX7m9+PX0tAfpJJplkkkkmuewyAdNcLgUoldlMuZJCbB9XQi1FlnkEFzwClt4AykGrBpS4RMEk991QjkXGzsWMu5sNY0iZdd8HRpUrxNRnqt/I3WkTEwWbmFKpREsJ/QxujfyY/C6VtWEcw3n0G2dw+fkSDHEgByAxfdKN11kPY4ZEJVIBLWXQ3DUW6mdd1+G7ZuCPZzMWY76IPZLgkJ/LGUU6p3S9/M4V4GxfsvMk8OWJs/J2AqiXYMo5l1hKAi78ns6VFWzZzjBupGRecq5KgCC1UcgMXLqOCwEWKitC7pc7WXMEt26tdcia7V2KQQYiMEWIK6Zj3ntor1KKIAI6cu/JZwQA1l0HXdXY3z+A7c/wyU9+Cl3XYbk8RLfZROMRY0P9+JniEoArMcwOm+0GXdfC9h0WM4Wf+ImfwD/7338DR0dHWK1W6Ps+zQ8l+aFEVEoNpWfkWpTmjb7z54eeW0okRFl+6zq4LNd1DWMMbty4gRefeQHPPPMMXvf6B7BancG6FpW2IUWT7wcDVBWSipFhgdhX8saQ3hfc8CDjSWX86K4apaX1Kz3zdV2LEjl2BJDp3TfJJJNMMskkwOC6e5lY0knKcjlAKRigAIa/yC4BSOVaBgYyglWooEyqIU4rxCMqxBy1kfjQ8M6l2p2kiJLK13WUIReAz5UaY5CxiFwp5IoYV8J614ekQJBAbWzJ1yrU/ZQlFrhiSkqjdGd1Lij2JWaxpJwlcOBj7Kmn4RILnQNapRSc9QAoc+xucFg6jgIA5GBCaz2UoQknBbAjMtySAswz3/K2iAWUwJID6BJQkrUg+fHSMSAkcSoBCfpeYmskIE2u3imRS1wXZviQbctxy/WmGGOF/F4SzJTavEiR3wUw4w1Gbcoao9l9vE8ZpUv96No2M+4opWCj4WK4f2AzqRshudWYIdfRyNN1HY6Pj/GHf/iHaJom7gcV/uCgFDPoIJRBKc6DDtmEA7B06PsuZhsG3ve+9+FbvuVbcHJygsVigfV5mwAdL5VCrKScR8kM0u98/XatB2XbtdZisVhgu92iiwmtrLW4du0a9vf38clPfhIf+Zv/AbquxdnqHHA9Km1gnc2eH6V2GyGMMajrOtsvCWRTXLkPxgeFGIdK60LvUAAp/ZYK2ZfhfaifzO6lQuPJYKK8CbHqND+x/XBufN97kB/2JJNMMskk94F8PcHixELeX3IpQKlWFSjZBnxQ+uiYtRY8WZGHg/MKJsYaBffemPDGhThO7waWEj4/Zh3Fk0ZXtKSsE3M6fMTescymyECMBKUJdCmkbKakyEnFsgQ8uEItzy3F/KkIZnsRn7ZL4Qd4NtchQyUpv9w1ksdS0nUct3CgIwEx/1SiH579Ri6BXjN2g+ZJgFmaRxk/yz9L5X1kG6Uxl1hR+W/eBinJpTUkJmkcc+djqaIcMHODQwmkeM8AIJ9H73fuJ5KLsruO2rog9k/eiwtPQiOPccNIYrQ8AGcTcJZza+1Quzeb397B6TGD7b1PTJ58HqE11ustzk43uHnzq/jTL30Z+/uBxdQp23Z01/U6vROKT44i9jA8c0prLOs9aANUWuGDH/wg7t69i6qqcH5+jr3FAZxbp/FQ8idKbrbrfSCNLFkX2F6Rc62UQl3X2N/fx/HxMfq+T/GddV3Dtw6f+tSn8JM/9RE0TQN1Po7BJPBM7zzOgJIBqWkaNE2T2FnuUh8ypFdZf7nxjo+P3zckJBMGhYLHhIyrLzGv1N9JJplkkkkmIZlY0vtDLgUo3XYD0BiSV3RMAbGZsjYkJBkDOa5IUTZK21MWTECbOrah4F1kAD0pewNQ4yVZlBvu75yH8gOIcCAXQEAhgF8LD23qIjjykcqiuETqtweglGP3yV0gZW1MElIYpVILDDFcHESHawNTTOVVAvsTRhCOhUy3XEoKMu9HqX8ScABI5WxCPC6x3zng8d7Hmqg5u0pJXLJ5ewUmsaTcl66XYIgneALCPHddKD/hVN5GNr6CgSBISIyTux+W4+ZyBTuPm6V7ckaVwERIAtSjrhtA6Wwcuxjm1HfWD56kxhiTYhOlIUIFijHNHZ9v6cac1tIDTTNLnhDUf/q+WCyyPlhr4byHBUI9TO/gXJe/DwoZowFg27cwTY0n/vgJ/Pqv/ybqeoautcGlP5YyCqWIWpDnRDCChWeAPC5oXHt7c5ydnWA234O1PV766j38/b//H+ODf/0DMFBYLpc4PT3F4eEhzk7X6PseTdNgvV0nA0zKyGt2ex3wvSmNAdybgoc2EAN8dnYGY0xyw2+aBicnJ0Dn8bu/+7v41V/9VXzkI38Dy+US3m5CuRc/GFHatkVdz1J8Ks0tuWhba3F+fp76Rsay9Py4+OzG98223aZzl8tl3NNxHuIeq7SB8z2sDfHaWutUm7rrOqhYKcvo8BdnaMiYTqAWg7fNJJNMMskkl18mlnSKK+VyKUCpZdl2SQeLes1ORtHa4B7LFVskcBfKGBB4CDGLgXDt7NhiDxW0Hc+z7kal3sNGfTUCCd65eB/qYrgftUsKYwCBQ99J4eSAK/azkEVXKqBjCTF4XAgIcMYqT0YTSrdQrKyc39jKcIfEduV3LoEo+ndiIgVLx0G3i3PF1Uhav4uYu3J/c4bulVjEi9qhY5LhScDQ5EzdK7He4dNBMlB/EZHAFhiUfecclB7mg2IbyYAhx0NMXkk44JOljTgQKPWruAZ+qGHrySWdPYsEjjgo9d7DF9hXblDg/adzFosFqlmDj3/84zg+PsZ2u4WCw2y2QGddMibloiMTPiT2koYRa3ucnNzDww9fwfd873tw9epVnB2fYLVaQSmFbdtiu92ibfvM2DGaH0roJowrF+0P+VvpGZTGMO89TIz1vXPnDu7evYv5ooLrt+i2LShOVmuNiiVL2pUUi36TLKvWGq7rk7eDBtCYKp1XUyZdhPrPMX0ctDFwzqdM2EopqAg0Z1Wd9hLFoA/9yd8Rr/ScTzLJJJNM8tqQ+w3kTcA0yOUApYxV4Z9cpMJBgFQyVSTE1nC2CDF+jAMurSsA5C5MCiJXIisE4Je7QtJ37vKagTE9BnUcPJTGZnRQxuRYLmIEAZ9qkvK+EaMimY4A6B2013HsQx92uZEOdUx3j6G0ZsSMceAkFV3JANJxYkVlX+gaCXQvYp2+VimB69K/S+6BuwD6cGxwL+ZjkDGk4zbM6L4cvPG5ozXcbrfQJo9RTsx+IRZwV79pPxAYKDHJHkO8Ne9HqRyRUgGGWWvRE7jx4Vk20YhkrYWOwBWxFJOFR8XmiYNp2p/8OH03xmC76fCpT/0xui6wlps1r5sbXPZ99rkjnlR5rFanODxaoutarDcOP/qhv47Xve4GNptz1HWNe/fuoe97bDYbtG2Ltu3R9/l7IxmGMLzzSoB0FzDd9dyVSiDxdaqrOeq6xp07d0L8qdtCo8PmfI2q1pjNZikxEnkF8NjRUggCHefz7Xz+juSeGhRfO95rgwcB35N87w2uxcN7wLmL3dYnmWSSSSa5vPL1YkkncHf/yqUApQSOgrJBbCKAjMng4CS4uhJhGRTKQUEhBcdarpyQhT+47gFReQIpW+MYy/A5BqP0b/459H9QqiiBT2Jk4qmOKVKpzz640Wr9tbMmso0SSOdjGRRCBeXy2DwCIFzJHIOh3aU4drnIeu9yRVOzeEqM51OOSf6bABC5lnK3yF3K6G6W+SIQOV5zEudsdl7+mxutwTA3+f6gNZFAkX835mvLRpwxVz4HsPTJY3L5b7zf8h67QGn6TAAhZ4B3zZ1XgPWsDJFHyk3jFUIdyvhdRQ8HTZ4G5Mng/RCTiuAKH9bfx3eDhlYKbdvjhZs38dJLL+HGjYewt7/AZn0XXdcF7wg5FgVQiZiSkFupcx2aBnj/+98PrTU2mw325/up7Aq5zYd9p9H2Q3y5jh4Y1vZQAmjvktI+k+sq9xx/Jpxz6NFjsVjg5OQkMMuVDhl6TQVTqRQralCh6+xob8kSP6WM6VprzPf20n7grLfsd2ZIgINSVJNahgn4mAROsfdPeIfJdxC1fVHN3UkmmWSSSSaZ5HLKpfi/N8VEUokVqRCVRJmxAs2FX8dZw3CclSlQ9JtoX6lMYVXseDomgGk6pkK2UOxQJktJdEIJjAFI8Pa/FikCADY3PD4MGJTji9rgCiRnf+V8c7ZqBCbZ+QQmdymT/Lt035WsKL8XHePg82udu1diR3miJ2r3lZgYuTfCX4jblYC3VAZGsn2lscsEW9zoUOtQJqn0XJSAo7ynNGoQAOEGizQvfV+cQ/ls8DZ7NgYVAaiGgo/zQ8cUa1a7UNG0dC8C9hxIa61xdHSET37qU5jPFylRV1VVqOsa2072myqmlsX7kDDo9u3bWCwaPProI3jrW9+M4+O7mC/3UKkKp6eno/0xnouyR4HcA/IY/02ex5MQ0T1lDGuNCrOmwsnJCZ5//nl86zveivl8jqODQ1jXZX2WRhyaT2m0AAZjRgK/fkg4BeRlsqqqGpX4AoDe9jBGZ+8HLjyr+bBPh3Uvzcckk0wyySSXV6bEQ5OU5FKA0tVqDYArP3rEEHHx2sMYBettwH3eQysNrU1U/AFjNNq2BaCg4ACvYJ1FpUxiPwENp8iNjtXZ5C6nKjCbKmNqc9YugQY2BnjAKRVrL6rkougjsDPimIGCd31Wn1EyZGUJLAI/jxRSUua01oEdwsB6WBcYPwlGesbqyPnPmWfRixKLBqCqq0E5VoCDh7MW1nPFHey7Hx1MrJpzqbTGdjskUKExSjdw+r7LsMGlBLSpxiTdO4FvFmtYYqVlH6i9knt0ieHl/WjbDRtDzEytq6iQ99GF0aa2AB+ZwFjexPsAUB0A5WHIZTv+rk1IGOOi14HW4fkIn8FlO9SnjZmwY6wllWXhbvI8E28pMVb6pN+0ZjHg9OwxQ0qsl6m8h/YulggZryXdW4L33/ntf4Vf/V//MZbLJZwdsj23bQvo4LJLzzqfd6M1Bhf+yPTDYdbMYfQSd+7ewS/94n+Dk3vHaNst7LYFnMFzz76A2WyGs9V6SJRV10DLEkWhCqnRXAtvECbd5YCUfw99CjGu3iMlJ+P7jMa/ibVXw9Tq7M86j/PzUzz73DP4lV/5Ffyjf/TfR0a0g4+ZwquqQlVXsDYvKSWNHsBgSBxc+2PcaF1nGbJlDDN955l7lXZZ+8655L7P32O8tJNSBl1n0zzzPv5ZjHmTTDLJJJO8euR+dt2d4kovCShVPElJZBqDGjYoM5mS6z36PtQV9Z5i1RSU14B3QfF2Dk3VINQjDHUJNQwcU5it7RJQ0GpIyCGVW6UUBbFG5Tkyh0oDLjoZx/a9DTGbTVOFbLxQ6LousEHaQCvDFMo4fpoHpaKyjJR9lqRndQeBgc3oewtvw2/ktuacQtc51PWgEOo0xQ7WRmVW+VT/FdErro11Igm8kmIYFHOT5mS4VyyV4QaFmseh6ZjUJCSzCnOmlA4pTmiMHBjTp8mz0nLmh+8HDhgr08R75xlrjYidDWsf5rHH2BU3gRSt0EVXXaVVNHooVM6PFOCQTXRwKwV89ptzPVQ1ZptoPBxkEAM0JCYK7p7xiWCusj66e6sEGkuMm1Iaug6x0dpQnKCDh4aNGYEbE35PWafj7oV3qHWNvm8xmy2gdQVrO1jr4VwP6wbGkRs0KH6Q//F+ZXPNDBGpJiUAw4CK7fpY83Lspm5tCAFQSmO1OsNDDz2EW7du4fd+72NY7h/h3r17qOuQibuuA6vYORvmzFlIDwUNA69sAkZVpaG8h1EOp6tjHO3PcePadbTdGv1qi6ZpsDg8wOc//wX01uLk5AR7e0soKGw2a7R9B+8RMtp6j/PzcxhTw9o2GNiUgtImA9wBhHUAXKyP6gHn0VubjBJyr0h3Wf4M62j8Wh4s8fQzz+ONb3ozzlfHcM6hrho4H8ZbQ0FXgblGT2w9ZeceQiacoz3u07+V8rDxPxigMqE8Du1jYt35nvDew/Z93MO5YYOuo31NGXnDb/EZdQGsOz/0Z2JKJ5lkkkkur3yjWdKJlb1/5HKAUuHix/9K7BIAdF3O6FFc2QAquRtYYHWkS6GMkwrnRLDoyWU3ANZdfd7177Zt0zG6hzEGRoe4Pso8CYVQ0kANILXUpjEm9ZfaDMDGwFQmlrkItVxDTcwq1EREqPPqnQKUi+chAXXJwFJCpJKbIPx4zPKPQDx9Wu9hvU+OkcoPOU9LjIZkXPlalY7z67quw2w2S/smAc9COZSUfAp2tC/kWOTv3rvRWHnbpFzzuDmtAafKrubcFZeD7ZIbLJkwwj+5mze5VytU1SybF7k+oX1qp0pzl88BfTexfyoyaDYxaVpr9HZckknOnbw3nyspkmFNoJ2eFQyAf2DnKqzXa9R1jcUiuOoeHR3h5otfxWq1TvvcOYe6iaB000WGeUfSKnK1tj08KlSNxstfvQWlgQ9+6Edx6+ZL0EZh3sxQzxoo73F2dgZrPfb396G1Qe8cFosZtm0fGFVroasK8/kcTVPj5PxOMlzplMVbMMHKgVhpKBfB9+6M1nIdBgOGgvMO9XyGanOOu3fuoW40bO/hTQwf8CrE+8a6r5UeYlX5e5LAJa1Xzuy3WXwxsadUsmY+nyeA2vc9ttttBJtuNIYhLjd/L4S/eG+dJxArPV+TTDLJJJO8+uW1zjK+GtCCVUgAACAASURBVORSgNJdwi3nJSHFpRRzJL9zJUm6uJWUmQxQKFNkoS76TqUgOKghxY6An+yX8312jWSUCNjS+TayJt5ZWGejOy5ASvsAQKLi7UmxD4yT9+N4LGIjSnPh3Tg+sDR+DqZSSQ/hIrnrWBovbJ68B/nayX4DwLbfYrFYJGW8BBpH9y4kH+Lfd8XSyXFIEMnXLF2nkF1L9+Duu6VMttkasPvIfcuv2zWv/Hc+Xud3K/J932dMHD2XVZXfj7N30qWSj2dXv0rH6N9N0xTGEdrt2j4CvSa5qiulcO/ePcBUKVETlcbpWRxsycihAiLPnkMCSI8+9h342Z/92TBGODR1hfliAeeA9foct2/fg6kqGFOj226hTA2jgarSgU2EhXcKd+/exmxuEOjfSBYrx+Jo9ahfPs1xIUkTBsNNyZWZQPne3h62TYObN2/ida9/EN6ywkziGr5u8o+7ytP5xI5Tn2m+uedFKJXTpjltmgbeBiaZP7P8Hcm9G8hrwtrgxl7aSyVj1ySTTDLJJK9NeeB//v8mtvQ+kUsBSrm7GYlUtKTyUVVVEZDuUnq5giMt+XScK1iSbSgllpHKDz+W3OZiLBR3sduVHbKk/PE54gp+3qZN7pRU1iIogTVyRpT+AhMmQRT1m+ZIMi8Qc1b6fhELKNeEl8oZrZvKY8X4eaV70795mxedR2LdONPqRf11zoX4X8FOcWDIwRsp0c71MM2YhS6Bo6x/zLhB5/F78vmVSZFku3ROiU3i5TbkfbjbdHKVripUlc5cJUv7l/5KjF4JlJb2EM1rqV80R8vlIQDg3r17ODw8TG6jdRM8DLqug4tZf0NMaak0CesDyDtBx+tbdJ3F448/jocffhgnJyfYthsc37sL5xwOrxzh0UcfxR/90R/h5OwMfd/DGIPZrMbJyWncy9E7o9boXAWlHNjuglL6wozUJHJNS++ykvGEgOF8PsetW7dw/YErqGLssGfsszZ5/WIOFmkdCPhzQOq9T+62bdtitVrhzp070DpkLSY2vqoqLBYLLJdL7O3tYVbn5YOCwaNKBga+z8kDwrkQmkyP76538iSTTDLJJJNMwPT+kEsBSoE8/gkYx/6NlHY1KKgS3JCCLeva0Xd+D3Lt5OyOBEnBJXZQmOiPx9CR0DU8pk5mBg0JmArCaqGW5oeXYSD2SikFZ0MJDFPVWT8UQkKQoIw7cNdApctu03xO+RwopQA/1ByUzLEES3zeOXNTypZZYqtNVWZBdn0HgMVigbZt0z15X6XiTtdzA4EEa6WkKUopeFcGfADS/SUoo/Xj/SKh2pAlIF3aCyWmU36X59NxUvLl89TbcQkZ+k79JcaR9p0xGqbSGWDgRp9doLS0rvL4qH9ueNbod4orPDo6SuzbbDbDlStX8NGPfhRXr16FhRqtifeBmqS+ynjX4F4fnrXKhN9WqxV+6Id+EB/+8Ifx7LPPYrlcQmuNBx54AJvNBtvtGj/ygR/Ch37sR/Dkk0/iox/9HXzhT76E2WyG3lp0XUia1dsO/baHgo4JlQDAwcWY9fBcUty5iyWrksM7nM3jX4lVpHXizy5nHPu2w2JvDwDw4IMP4sknn8R7H/9e2K5H12/h+gAyt9stVIwzprI50qWW7wEeTkDn0nFjDA4PD9Oa7u3t4ejoCPP5PNVE1Vqj0vl+cy7USe06C4CSH1E8sYmZej2MnsGqsQfLLmPDJJNMMskk31z5ZtYm5edcVoD6Wk92dGlAaUmRkMe4gu98HgsmFX0ej8QVZq6AFtlAdu8EJJEDN/pdAmjZdw7CuEK3S2nq7Tj2kT6bpsniJHnG0xA/CwB5u1TCBciBkFI+Kd3UNz4n8picFwky5JikAYADTw6seftfC8Oxiw1JDJzvYaoQm+e9g/MOKkbtBYWW4vbidYEPu7AfJVbvIoYtjyPl8b8KvbfZHPBzqF2+r+haeU8+36U9a22bnSuBa4kpBVvXXe1TSY8B+IQ/CUrlfSWDx9lV2Q8yttDxNIdmcA0erh/GslgsAACHh4f4zGc+g4997GNomgatHbK39i4weNZaaDZGOefhPiY9b9T++973PhwcHODWzRfhvce23WC5t8C2XePO8S3cuPEgnnnmWTz66HfgAx/4APq+x1eefhY/93M/j9Vqi8Wix97eEro2mC3mcH0s02SB3nk4pULoKFxaDylhPvRoP3KDGV8Dmj+j8vjMp556KiZ8ypl25232GuHrwA0q49h2cumu0rHDw8O0LtbaxJSSC3XXdeGejRnt4872aVzWO7gwMaBapuGdbMDLVNFem+qUTjLJJJO8duTPA+Im5vRyyqX4vzexFZIpIQVWMk9a65R8iCsipDBRBlmeIZas+2SdJ5aUK3TUnlSwJQAtKewk9BtPGCSVRFLO5DUlsJUAV1SQ6RyevMfEjKoc1BBrItmu8OnR90jMLJ9HCX5yBqNcpkaCmRIoLQFbmcSKrzsvPyNZOz5XPHuttRaz2QxUUoLmSzJhvA8XgagSqwgMfHOJ2eSxj3wvAQqVqdB1XWZQKAE0ySZLELkLNA57IM/iKvtYEhlLzNeC76Xcfdxm9VB3rb0E1iU3fd4PCUqVUnC9y9rjsZXtNjwLZ2dnODw8xBNPPIFnnnkG+wfX0DmfuUBTwrBWJL/iYoyBNhEgdyHOe7lc4h3veEfqH/WhbVvM53PoKuznq1evYDab49atl6B1hevXruCv/bV/D5/4xCfw8t17ODk9RtcB17XD/nwB5xScinsk7nlXKHsDKJBxKWVIZoYvpVRyqS0ZgRazOZwPY+77Hl/4whfQx4RG1lmYOO5KG3gbXI/7digjRXuV3p/cpRsY3m08rIDer33fY71ewxiDg4MDzOfz1G/nHNbrddaO3BvUZvaMYoif5X3k4RyTTDLJJJNMsksmYHr55FKAUqAM9ghsckUrKVzIa1KS669SCk3TJAWUfqP2eZITzvpIhjADKH5gA3KlOGdbSAhw8X+TEiYzRdLvWmv0NgfJBKLruk51ObfbbZaF1zkHZ7vsXtQ+V/ByN+ih1Ajv38C85iwv3a+uh5qd3I2PXJUl6KD+c+WYt8/HQYpnun4HQOdt83n33qNpQrmSMHbP6rfSueQCyIFS3r4Ep7RfaLxKKTiRxIrvPc7Oj/+GNZLMFp8LPiYqA7TdhlqXVPqntI/k81MakxwLnWu7ftQGd9fVWmO9XmfrATiwzDzpuPQ+4C6yHGjUdZ2ADO8nPy+16wbgMdThNcmN3pgaR0dHeP755/Hkk09CqeCK6lkGWeUHY4Ur9TmybpvtBvNFw/ZVg0cffRRvfOMb8dJLL4XM1s5hNpvB2wDs+rYDnEvuqsZodF2Ptm3x8//Zz+GFF17Av/vUk/jMZz6D8+0GP/ADP4DXP3gDD7/xzdBe4W/8zZ9CPZvjYHkFfd/j7HwD6Jy9hib33XFCKz7vJPydaZRG221wdHSE7TZkAv6DP/gDPP5978V6Y7GYNXG/GfTO4vz8HLO6ye4jY0s5+OPhDHz9KFRhNpuldZcx19rU2V4Z9k8EwtVgfCKjQMjaOzwHznloeBiFZKyYZJJJJpnk8sjXAwD+RV1dJTC9H1x8X81yKUDp3t5eUuhLVm4JFJRSUAX2hZQnrgBxi7z3PrEJdC2xYfw+3M0tgBCk8zljSYCL94NEWvYleJDnB6CduxlzBfDq1avo+x7n5+cjVgo+B5cXSRh7zPTLaoXSJ4+T5cmagCFeUoJDCX74vTgYofmTgJwMD7wdng1WznFpjKTQyrXkwudtUHzNqD1+H77GJNxQIvfLRXNuXc7cKjXUbSxdr5RKsZLz+TzN0a5M0IMRpklzETKV2rRnKxarS2Pke5mvDe1hCYCHfjoKOxwxZhIg8f3BDQrE1tGeIgOH3HvcE0Lupf39fQCBtfz93/99fPazn8VyuUTbKziV1/Hc1T8uBJzm8zk2NriZfuhDH0LXdaGvFIfuFLztAUXMoIfabAE9PIe1MWg3axwdHeGvfv978d7H/wqMMTg6OsJePcP5+QZXj66h2/a4dm0P7XaNrndoqirV0KV3ndLBQEagVBohSnuI5mm9XsNUYZ1ne3vYbDb4tV/7Nbz3r3wflAosq3MOXQ8YFRl/l++H0p7na2GtzQw0HGTS+nLPBjreO1sEuXyduDcN35/8WaC1LYUITDLJJJNMMklJdgHbiUn9xsulAKXEbHLlXCraEhiYKrfecyXz7Owscx8j4cwBtSlBYJFxwFDPlLMGkqngwl0GpbtiCTCF8wZXzsBM1qiqKjFKEtymNlSoRap0rEOqIntgEVx0qWZr/B5qH6psTFxZl/0jhVVhAGgydrKUwEjOAzEdci74v2k9aH3pHMn4ja+n9RiDNTpX3oePg0S6bc/n87SXkmIs7i2VdsmQUv+0KTM4JZaePomVk2yinG9+f25okYYQ2a+0LnoApRzQAkhAtugObsrAv+ROTsLdTENCmy5jwXj9YNp7MxP2DWfeXUx+BK/RdYFN/vjHPw4AkT2dk70m81LQWgMXgNKDgwN0/RYnJyeoVHApfvvb3z4kqopJeqraAC70pzIK3lv0zsJbsR+UCgxeZeBVAG3ddoPT9RrzZoZ7d2/h+9/7Hnzs3zyBt7/tLTg+O4OHgnMKljOHAIwy8D7fpxzAy3cU3wOHh4chK+5mjYODA3z2s5/DZrPBYm8O2wYPjPP1CpUObcybWTIc8L3Gn0d5TwkI+fPL40qz/WEqWB/YTr7PaP2pnaqqsI2MvnMO6PO4eB3ruZ5v1phkkkkmmeTyyATuvnZ5LSc7uhSgdFfcm1RK6NN7D93nCjBX0i9KuCIBZEnJl6KQg4Ux4BgDE3lvLrvupXwe/0YMFynt3H2O31drQBsFfhvvPaqagAYpfA6UtbgElIkZ5GOkcRhjoFU1YsvSegiwz6+XfZZzUcpGTJlVOQgazVe2V8iduFwSaNe1u/pVAnH0Z0QiFd5GyYWSMztyXmUs9XhtB/dmzmrKvvJPpfI6uHIe5Npwo8JFa1XazyXQuysemz9rMiEPBzh8L1EbbdsGIMhYdfo8OztD08yxv7+PmzdvYrlc4vj4GKHkSj5+3rddwl3JKUaZz1WldDIaKR8zJ1sHpYBKaziweQBQmyp5g1DbTdNgfXIC5TyU8/jhH/5hfOXpZ3Hz5k14rbG3f5AMIKmSqFLJ5lJ6r8jyPDybuettSjp01neRgQe22y0ODvfRrs/Z/ozZwzEwmtywQO8J+R4FBvd8GRZBLDhnPpMBShuEWq35dfJ9XYpjLRmbJqZ0kkkmmWSSvwyZ2NJvrFwKUMoT/0jFl7tnZeAAdqQIkzTNEAtVAkj8XiQ8I+qIkXN+5MJYUmylYs2F31+6eyagp4d2uXLH750pmlFJMyYkL1IqhGJS14xRCElvFKz16bv3Y6X2ovmhMdl+DDyGPuRAidqSrA1X+DnQJpfNdC831EG8CGCVWdN8PBclPikZE3jbfP/xGNBSG7wd6bbsfTAcSIMJ1dDkbfHfeW1H+o27/JbGQ+7rQA6ES0aUNHf64kQz9FvezuC+y+/B+yfXga+5jBfn9+VJqpRScO045hWgaz0ODgKI+/KXv4w3vOENODg4wOmqTaw2Bzs+PADF+QNiHKRyKWnVy7fvYX9/Hyf3jlEZXbw09CMwqF4hufQG41ANG+FlYgC3W1w7uoLbt17GjYdehw984P1oZgv80i/9d7j64A2cnYbEQEpruGgUs/BQzuzsOn8GZeKf2lSh3Evcc845LBYLvPzyy7h2/Qratg2/a2C+txgBSvl88PqhfI/t7++ndxZ/tmnvyPeG9x4OHaBVdg6fV2lU4MYcaeh5JYPDJJNMMskkk0xyOeVSgFJK4kPAQjKbwJiRocyxJUZGJtzgf5IheyXAUgK2UnhbHDTuAn6kjHNxzoG8dzmQkol9ZIKlkGwGAHRMOqMARaU6VHLZVQoBQASNOfZvXI5ExsICAyhxNnc15cplCczLOZIAiY6RklliyOQe4EwJn3uq5SjXqsRG8vkE8jhPfj1nELMkWzZnQ/m+SIllGOMc5i/EQb8S48vb4/NE7XEWSM4D/VsaCCQQLs1vaW9zVisz0iQwYIvuu7SufAxyfjjw5P/m4JuzfaH8Rw5qh2tDttibN29m/dZawzqf3K+p5JJSCq8EXSg2UTOwHlzpDSo1BvWVqWGgoDTNk4EzEdS7HpYyfVcGdT1DU2n4WBIm/Fbju7/7u3Fyco6tvYn9vUMoFeoPqxgXq5C7cHODj3x/8ueJDADn6w26rsO8DqV9rly5gi996Ut405vfmMZhdEisRrG93DDA9yXPssv3Fwer8lmXhovBLVkBTrPxxPe0AjxCJm6lFCyGeP6qUvBwoz5474sGskkmmWSSSSb588g3gy19rbrwXgpQaq2FVxGYQQFapU8AgPMBS7HPqi4n+yB2iStTXCGyLvAOEb4l1sQYExRVAmfeD5SjH9f+ky7HdDwVq+/7EbhOSr5IMhTu56B8nqmWM6olho5+807Baw/ldazJGY51jpI6cdAYrgvtIZtDznJxkLbdbuGcQ2WGcielWMzSnHCRQJvuRaUmMrDCGDj+uSt2NfYinhdWV6kAvI2p4JyNyq6Hcz65BwN9bKOK/XIIS29RVbNo4HCRBVMRKITzQsIZumf43vcuAmSDkESJsoM62LaHMVVcAwUfs8FWVQ2AsvNSv8LvtAf4uLnrJN9jA2gj8EXKuUufSlXsmIqfJmufGyhIyefAPfcaKLv1kku2BKcc7EsGzPsQw8tZNhrjbDGwv13XwTsX50vjdHWG+d4+PvPZz+PGQ6+HqWrcuXuMZm8Z9pN36J0dAL3Ww7MtJNh1FAw01usV5odLXL0a2mlmFZqmQqU0rOvjfgUUASMArvVQ3sFTuLdSUEajrmcAHDoXnqduA9h2i8OjK1hvNnBwePDB67jxuqs4OTtH7zpo3wBKQVGJGJs/nxyUciDO9wzN+b22xeHyAN6tAaNhux597/DMM8/hfLXBbN5g5j2UBnRlRgYqyW6S8L6kdVXxfayj24bzwQWZ3sHewVkLBw/lAV2RmWxsHKP9VjI4Ol/2orkoFGOSSSaZZJJJJrmccilAKWoTkniAlW7xHp6xckopwETlt1JwdlxnkJQnzlLRtQPoHJRk54KyCnD2Mt6LKTczM0zTSAFLypCD8w49WfVtzthpraFN6GPbdgC8ABIOxixQ1zXquh6xDRLgKUUlO5rIToTEKIMiF0ATgQbvCdhRv/osUyZX5iQAJzdG31umPUbWxodSDBoIyWNUzIzso7FB5/3mYqoA8gCgt23GwmpRq5Gz0XzeOBAOhgCdjcUYhb53cR6C0WA2MylRTjiPuaMqFUvJaISmw84M3z2c69CJmLXQl3C/ahbmtPcWznaZK2PTLATjGMwjWg/7i6874GFMFd2zVapxGsZlUryxdGms2JxQxmSaw6Zp4HjGUq2hFWChUrkUAo70zLTtNpvrYT86mC43UhBoqmL8Z1VV4/hDk2duJhYSCF4TJXfPe+1xuBaGrTHgfQvdLHDn5Az/4rc/irunK1y9ehW62UPrPDpn0XmHHh6WgCKCEUhrDYWB1dVeodI1+m2HetFgdljhbHWChx9+PZ55+ou4/sBVnK8tABezAVdp7AZ5LeFhX4bnRinuvQF01kL7BquNx53ju9BaY91t8U//t3+C3/qt38Iv/w//BI888nbcfvkeVusOs9kCfecxmzfB0OE8XMxau5jN075KLrF9yIRbmQrKaGhdYbO1gKqxXnfoe4fFfA+/+Zv/ElAVfvzHfwzzxQzetzEhE7Bab6B8yI7u/ZC5nNbKe/5+1sHMoYNhLADP/P1dzwMDq5wLxh3P3cPzZ4qY0q7rwlwqYNtu0t5suzFApvvIOtCTTDLJJJNM8hcRYi2/kYzpa5EtvRSgtBR/xn8ruWtKVq7IijIFXmsNpTW67WZ0Hb8PZy+5yxq/N/1OCrx05SN3Qz4GrTVMpaKyH1gwzjDtjJ1l7Zdc9gCM2BOuzEsWjdopudySQscZLT4vFrzW6XjuZXmGoFiOQSkfJ+8fHxdXsKk97pa3a6+U5o2UVBrPAPY5szruH80lny8ZP8vHQP2X+1C6Mcq540wQHQ+fw3PR9/0IlPJyKsYYzGazMEaMXZ3pXhRPKA0P1g/34UYXDlIpWc0AWjWcjSVc6sA0mzg/BEiplAufV94uB1POudH51J/exn6pwICH5y+McbVaY73e4NatW7DWYrPZwJgaDn50r8TEs7WVTC+B6K7r0LZbfPu73onZbBbPIR+LuP5OhWRK6mL3/hKz2Xc95vN5GrP3Hov5HO9+97vxnd/5dpyft8FAdb7B/v4+zk5Xcf3y2Ey6B2Uv5rGc9N6r6xrWbgDvM2PUcrnEZz/7WfzAD7wPb3v7W7BZb9H3fSpFpNncUN1a2nu8NJbWOnm7eOTvQ26Yk3uPrz0PBaB7VVVuECw9myWD3SSTTDLJJJdDpkRBk3ytcilAqVSQpRJbEn1BgXSueHOXLr8jHhHIS5zs6h99L4EOKUrl4wntcmCiRko6J+AkWOMAtMSiyn4Q2JHtkXDlcBcY5gxcabz8N64c87niUyMNCpKVk7Fg0kAwbjtXyjmQ5WPigDKfO0rIMy7vQv0szTGv6cn7I68n4fV35e/yvvk8E/OGEUDk80/3SHuGzTOx3HyOSnGtdA6tgXQRlUYPAmiU3IfKOnFQwc/nmVdTjHLBE0Duv7SHFXNzV/neapoGTz75FFarFRaLBc7Pz7FY7MMqpAzW0iAg53y4v4WpNPq+hbUdlssl3vOe92A2r+N+0GkNyOgi9500ZvH55gCtcx2qqsJisYAxBm3boj89xeHhIf7O3/1b+IX/+pfw5je9BdsusLPLg3207WBUI6HxcdDIgbbH8BzQvcM+CKD02WefxdNPP423f+tb4ZzD2WnIxNtUsxBGwfYqgXp6DngfoFXKFEzn8/cMhQFw4casEvMpn2MSDrz5+1iGEUwyySSTTPLqlG8Gizhl4/36yqUApbtkF9gBxqCK/y5rmyaFESFeqiQlpZWEJ2SRfZEKKP1G7GXGjtg+Ku0BcPDzAwOnR8qsBMBcMePKF3cTlQBI9pGOleL9JDigtgFAuTHw4ucQcCEw55yD83m8L4+T5TUnR6ystaPyNMSkSXBJ7fHf+HpJFpzPHXfflcC7FMfrfYgJlHNJf3xMHAQqpdB14xqwnM2k9jloDgADI4AYmC+bxV+enwcwsTefZ2tRigXkY+37HtbrBCZJiPEkIw+A9Htos0dt8j1O4JP2A92HAxJq1/tQ6oUSHFVVlRLsUHsJxMVnw0e31TCGAPYPD/fx1FNP4c6dO3jD6x+ObSu07RZdP7DLuwxPfM877+FtD+8t5osG73rXO/HYY49lTB43dHgXrq3junOjGrVZipGlubbWxjEHQAwAV69exSPzOc7OQq3U2WyG1WqFvb1lHEv+7qA4S9r33MDjfYjn3Gw2aNswt1TaCV5DOY/bt2/jqaeewqOPfSf2Fhrr9Rp78xls5+CVguvabM/Qc1jV1bB/+rCGqXwNe2alsUvOQ6kWNX9nlfZv2aAQ2p7cdyeZZJJJJnk1yGvNhfdSgNJdjB0JV1C4Yl5iJjhbwzPhksLpmD4qGbWSguO9h2cA8yK3MS4cPCbWx3VRAR/YOQ4eyC2Q7svdOuV9OYhzzqXYQg5cJajkwoEEH+sQLzZmTys1ri0p14kDIT5+yXoCQ1xkKaOsdIMl0M37Jw0WJYU3gME88RXvq5wbydRxdol+5yVSiOWltnn2WN4mH5O8104jindxvDlo5gwiB0F0Xdd1WU1PLrtqOPK1o77Q2JqmSW3TMxXAlMJ6dRZiSOO9CIzy7K3SmNI0TXI1JTdQ2g/cfTwBUm7c8SFJVVjbYU5OTk7SvCwWC1jrce/sFNaPmbkSa51YPedRKY+226KyCu9+97tx/fpVbLYrDEmt8vaAvGRP9s6Je0iWQqqqCvCBPYQfnukuzlvbbjGbAc89fxNv+Za3QOsF1utzDEmrBuHrTmtGz4lzLrkxA3E9QP3SUEZhNlvgK195Bn/yJ3+Cxx59Z3he9vfhtuvsfcvnja8nAetwYm5Ak0Y2fh1/RvlcEtAFBiOIfP/L6/m78aL38iSTTDLJJJNMcjnlUoBSnkBDggcOTvifFbGhHIDSdZTkJV2nNVQ1uPZm7oGsLSAHJ9rlbmJF4CoU3Pl8nilnWmtUdYhL6/s2sT2k0AVmsMna5fMxlEKoUpsERHlcLAeqJQBEfwQ0pMtsEQiQqxzUSBHk7UnFu65rwIxLrci5r+s6xdVxRoozTJxB5WAxlOmoU5ybdOcFgPl8PmLzgssgRudKBlEquxLU0D6jawkYUK1QzpRR5ltpDCEFXM4tAGw2GyiFbH8757Ber7O9L1ld2h8cKNH+4YwlJdbSMdMwxXBWVZX25vHxcQZGB7duoKF9jgAYrXPQsW3K7+sBeLYXt9st2rbNXJIpFnQ2m2VrTHOd2C8/7EsyaNx48EF8+tOfxtWrV7FcLtF1HVarVRiLGWejpbFLo0bwZuiglEdVGSyXe/jwj38Qzll4H/pHezYwyDXgwzNnmVGI741dDJ/3HrNqgfV6jWZe4/R0C62BPrpsX7t2Df/LP/6f8H/+1m/jn//Gb+P69avYXx6ga22aNxnvS8+0cy5LGKWMhvcWe3szVFUDaz26zqbn7fr163j66afxG7/+m3jnt/3nMKbBanUO5R2M0pmRw/vAbhtjRh4Dzjk0zSz1Txrd6D3Gn18Aac/x54tieGl8klXlcynntWSEm2SSSSaZ5BsvXy9X128me/iNduF9LbGllwKUWmsxm80yYMOVbTqHQIfWGhXymEbpMkfsDcBiNvseBnWm9Eulnc6nY1rrUOJBsHCcqS2xk6REZwyud0mxJ/dd3n/udsZZJl6CY7sdMqHy8jN0InkSywAAIABJREFUD96nVwLPKVMqc9GUNV6BARAZDPNNa0Hn9H2ezZf6s40JUyQTR7+Tci0ZzF2sR4nx5GCYjkmjBh0HBlYLcJGxsxlAonNpTgh48nvz/SPnWTJl1BZlZKY5IGVczvfQX9qDeeIhvka0jrvql/JzqD+Hh4cJnLZti9PTU1i/wnw+T/GNBMh5siL+TARGLiT4Ad3PA1rFeNsQNh1KFCG4kCqlkmGD1qtpmszdGxj2/gB+Nbo+AGzNDDMhQ7JG27boug7Xr1/HvXv3cHh4mMa9C6DQfnUu7AFyI27qGt16hc3W4j/6mb+N7XYD53tY28X1CtmSvffo2gBWAaCpTEyM1Ca2krOMfI3puaFz27aFNgrWOljfo+89bt++BaUUHn/8cXzpK0/jS1/8Mvq+Rd/n+5PHy9Ka0V9K6OS6UIZKKYQM0yErtXM9msUejk/uYrFY4OWXX8Z20+HwaInT02PMmxrWO5g6vEcpU7mpq2wc6f2rB+MgN25xowl38eaxyLmxYziXvx9p/3MDCTc48DYmmWSSSSZ5dcplAGhTbOnXRy4FKOWKKVd2OFMi3cEkGOSKCGfc+LkXMZukXPHjvF0OMEjhkwlvSgAlb2vsYkrCGQ86TkorZ0Jns9lIueMZKqXIcfLjkmng/efXJJDn8zY52NvFIA8AIme9S/2UwJ63Td9LayjXnu5F7ck9wkEfZ7PkHBCDX/pt1xzT3iD2lDM9ns1fqb3xmEjpHycHkveWhpkBOOYeBDQmbtgAAK+qtFbcpZavqVwP5xx614/WB8jjsPm4nAqxybQX+NzL/cF/5+0PYCT8vlqtEnAmkCeBu5SSazHNx7q3eNObHsC73vUI6sZAa4OTky2otmsCun4oteR0ngQIQAae5Lo769HbWMsVFsbrsB8R9uPe/h7294PnxLvf/Siefvpp3L17BwcHV6AwALFSvDRfr2AgUJjVNapaQ4FlwPUhDvnw4ApW56fYbNbQukLXWsxmC1RaBXMCA5h0L8kC014jdl6yoRy8kkFE7ldu1OL/D6Brab04syr//8Dne5JJJplkkkkmuX/kUoBSsnaTQgMMQIKXXckUVOwGmKT0cOWlpMh7P8TzcUVGgknJikolWV4TzsmZOy6cQeEK/mw2T6yltRbr9TpjMilTp/chfmy73WYgY7j3uE8lpfVruYb/W+txdlzpMizniNaCs5l83LxvpfktAU65HzgQomyznDXhoIDaDQqwj3suL0dB53D3Zt5HCdTkfuHghPZOWMe8Lc4KldeAxp7HV3JAxa9LLBUbi1T29/b2smRFdE7bB2WfEhJxME0Ab+zSbdH2OYPMf+fn53NU3q9AzrhnhgW4NFcUW6xUAKDbbp3K4SilYlKfFhdJyRhA++INb3wQP/3TfwePPfYo7tx9GdvtGg8+eB23b99Oz7b3PpY8DmOhUAHyXqB9t8vw4JyHiYyrVjrtxwS8bCgHc3CwxPd8z/fg3/7bj+PTn/4irlwxQKGGr1IqsY7SGOCVQ1UraG1ge/Yecw6b9QY3btzA6dlxLKUTDG3NrAHgAK/QM68PrRSCuST+sfe1tzbUKsb4fcgZzhJzTMmZuKFAvou4izrtz9IeItf5SSaZZJJJXl1yGVhSkokt/cuXSwFKKZaNKyekaHDGgyt7RufKi2QZJYOklEpxb9yCL5XpXYCChCs/0jWQt6FVDrq01lB6KKVhbZ9lnSWgwOP6eFwVuWiS8sv7wplSDlRKLp30yTN0cpAj4xv5WB3GzBdXgDlIpDGTSzIZC3i/B7BWTsiTsT1iL5SAKcW5cbDM15FfE/pE7ef9pr5I11IJgktgg+aSJz8axpQnTaI2yO2ShH5XalxKiINLPibaL1pr7EfDBc2jnPOu65KraTIE6XpU95SDQDpGeyawqR1QayiF4Joe/HUHAO0BRQBUBU+BSik4j/R8SOAxxPuGcVG8MMU1Kq3TvJDhqarmuHr1aoqj3W63YdwXeHFaa1Pb9O+u62C0w3/1D/4LvPnNb8aLN5+H9xaLxQzPPf8s9vf34Z0i3JX1Bc6m+GaaMxoLlWrh+8Q7QMPAOcD6HjKBkVIe947vwOgaD7/p9fjJn/wIfvmX/8dgSEC+v4mVJs+KqqowjxmYAcArB6gObduj63t0nYVzgIns+L1796C1xoMPPogXXngRjzzyTpyc3ANUD6XyLL+SwZTPTSPyAvDnjYSzn/Rvvge4y7t8p9AepPjUrutGybIu8hyZZJJJJpnk/pTLBEhJJmD6lyuX4v/epMSQAsKVUgKogGDYfB5/xMElB0UyjtHaHACQcEWGu4ZprXfWRJWxkMDYVVR+B4QbH2MPKbaR/k2sHwcUnLXiiqm8BzAw0HSt/K0ErjibIRkX19tMuebjlW6WklmUx/i1OVDMmW0+TyV3xRLgHEBdubYqH29wWR2DTa5Q8z+6J193rkiXasMObed7hdavaYYEV/y6UDoouO+WDA/8XL4fCGiS0i5dZIE8Rtt7D2eRjY+zUJJ9o/vqygB6XD+Wz5Fccw8P21sYMTd0Lu1Lmk+KabUgd+AABMNzEIw5d+/cS3Gw2+02vTes2+3GWXynRPmu9zyGF198EdevX8Uzz3wF3i9x/fr1kFxKDR4DChVC8qrg5eARQDEHSLS2Upz1gIsZhAvomcZQ1wGAfds734HHH/8+/L+//0kYPSQG48CNs8w8O7NSCn1c777vBlAd2dXVaoVmVmE+38PnPvc5vO51D8HaDs630HowdtA1tF6l9yh/15aEv7M5a8rXgO8derYkcwog1cLlpaAoedckk0wyySSTfCPkGwFMXyvJji4FKCVlg8e/SUWXK98ymUUJEHIFJinkTBGV9y6xp0nx8znTRJ8lhYqfI89XGMCjVLyCe1s1yrLKAQcwBs/AECco+8CVMw5k6NoSaOPghiuF3nvAYHwM3B123AdTYKt43Ccp07LMilRAOagqgWZgiMHNgeAYWA3KMLmEjtkarthL44E8Tx7nrsB5Ztw8gyh95+VE8nWiLLkai8UiY8aIMac/AqAA4CLbScCTzyVn5akPAOBszl6VWDC+Zmmd1NAOv14C2QTaEdxGOejlfZEsV9M0Yb5MTB7mhz1vTI29vT184otPpPYpM6zWBrgAlMq9Q/PSNKF26OnpKRaLGa5cuYLlcon15nzYA7E+qlYGSoXYVj4Hpb1UkmEONJQO7Cjty7bvMrf4+XyO97///fh//u9/g6Ye4l/5Xpf7NYE/DImA+D4koXeZtRZPPPEE3vzmN+Ftb3srrA3Tbb0DleGBAqDUyJUfQEhiVXj3kQxu1+N9wedLa50ltaO5IpaUnikyWHDjkfchTnaSSSaZZJJvrkwM4iR/VrkUoNR1PXzMMGqg4LVKn23bhsQoysNAwcEB1oHQjmS0gIE9y1g+sqQ3dWpb+5i5FB6wDk4BBuHeyhjUOgAGx0qTAOVEP/w4iTwfnthfDaVM/NTw3mWuncR+cHc8Ap482+QwZqpB6AEEpdZ7j6paIGQH1ek87ykiLM1+BGWBeSKlmNoBBuWTJ5OR7AWPW8wAJHKFUbKmADK3UQmIpUIv3XP53FNMKRCUaO8tlKJ+haypxihoXaVxDmVTgDCUoLT7qIiHtkOCGxVZMudyhpyPuaqqTKEeALTGZtNmY5KGApoz7rqsNeJ9NYwhVnfoh3MEPm2MB7VoTB0S1Li495SHQgA+m3Woi6mNCr/H80xF4Ir2DwEEwFoPYm1DBmEb5lIpOB+eSx+fHaoDrH0ANMr5VCcz/K5CXCIzPtC6c8BBc0T/bqpmyCBsKfa0xqxZ4Omnn4Z1Dh5AZ2MZGO3hVeyDHz5J5L6i/TSbzXDr1i289a1vxUsvvYj5fI5bt27j6tUjbDfheQzGGcoMHvZL24WSLqEGcYWu26LrLLpuG2M9TfZcea/gETJyO+eglYfWEfTBoGkC89t3Dui2WLdbPPod3wHbrdFrj7nXUNrAmBreUwy9g3Nhv2rdJeYQzsfnHmldQz/Ce4SA4mazwZ9++Q6effY5fNsj7wC6Hg6xvEucQ01rbUyYT63SJ1LbcXzexvuFsfe9i+uJ9B6ydvDo4O+Hvu/RdV3Ghs7nQ8w97ZH9+T5UpeB7j851sK1FpSp4PWZxJ5lkkkkmmWSSyyuXApQ2VT0wLh5AUKEBKDSmgtJMqdQBVHT9dtSOZC45Y5UYQHKWcz6xCAbkRkdEgAKch/U9nMhCKtlFaeUnpkcpRKDDgUc419qggAbAERRbrYfSGzmbN5RuoTFJdskoFWL3tIJCRDEAXNciNB9qR3o4eOuDm6GlOqk9+t5GRdZEl2HE+F4NrYG+7yJ4N0mBJWWWWDeK5+TGgO12Cxgd6lT6IS6Uu5MS21ExZtJ5D8fielPpG2thY9yxB2AjgBuYbY2u2ybwGEC/QtcN5TACQKe4Ogff25gUKbBydV1B6+CS2dqeJjkBWmNqdK7N5p+7nlOdUnLbHBIuaVQmuGN3bZ/mrLMWRtdQKrqJK1obBW3COMJctlDKou9bbDZtZIhsVP6D4l9VTQDiuoJKhoph3Ep5VM0i9tzFTWrDXPZ9mrfwSfvchZ3jyBBDAE6F+UWoX0vOySECNjxfiGBfKaAxVSoHgwjYeWZmAqWcXQYQ3Y976FrD+w6Ahq5qvP4ND+PFF19C1czwxKf+HVrr4n4Det9DVwbaG2zaHrAOqjKo1ODqv783x2azgbcOnQ3Zevf29vD93//9MLrG6ckKy+VhBKoLeK/QNHuDEcIpWG9TXzuXG1XqOpQAooRQ4bfBYNb3PbT2gDHQRqPvO/QOMFVkCrs+zGYEmbOqxstf/Sre/vY34PkXXgh7oDlEpffQVA02axf3bXh+tl0PB4VGK1SqCgym6yIUpbndYrFYhBqxbYv5fA7rFZ597gUsl4c4Od4CseSNRsicrL0ClEZtKlTKBOa7t+htMECZ2sBaFw08Lq5xeP6bpoK1HbwHqqqBUhrOAX1vxXq7lF+A1yHm3ivWWszrOYyqQnyyifsVIVaXJ5qbZJJJJpnk/pbXguvqJJcElPLkIM47uM6iZwwKB2KcUeFunMDYFZeDO1J6KCbTR22ZM30knOHkrooExoA8nlReR9/p/pwJkEArKGABnFHGUO4KyZV1eY9wro8wO7J9sPARQLR2aI+7Knrv0UVXujB2DQIwWlPt0C7rq9YKfdtnMVzr9ToxGqQ8UvKZoIQ26G2frcFiPk994omeaP25K25gWpEMA7bvw0idG1yxI/OmNbnvKjjn01ySAitdd4d9E7LiDgYAYlg5k0f9A5zrYvLTsUFCrjXdJ6yfhkKdjCR8b5f2rvcetge6bgPnHO7ePQaANM+cMc69BYb+UzZXWlulePyxQYCPBlr7CGj4/uUlPXy2Tlxcb+FpbrVGpU1KTMSFuzeTS65MZENjoLXnCalWx6e4/sA1GN2gtwqf//zn8eij78a//te/i5devg0djSKzxTxkrt6uoXRI9uPi/YPhxkdDS9jL8/kCJ6f38Phf/T78zN/9aXzrt74N9+69mPrSW5eSjMl3DTGRoe1gGOj7wI7SOOfzZRqPtQjJoRDeH22fZygmsOuhoFV0c4XL3hu/+Iu/gH/5r34H/8e/+C2szo6x1lsYvYeD5VXUsVxNby022/Pg0m3D/puZGvAatrewtk1977oO8/kcXddhs9ng2rVr+OKffgUvvnATy2WFmRnqOkt3dKUCS2qNQuXCc1fXdeaiO7zjglcCJQ/jXgTej2O4aT7CGs1T1nH+vu5bi9tnt9M7iCeDm2SSSSaZ5NUh9wMgpT5+PV2WXwtxpZcClMoYLB43ypNYAAMopRp/kq0sxbXRcXkvruTsivsi5U26Ae+6Zpc7K3e3pcQhvD1SvmR8FAcwY0AauSmm1PM+EItJbfIx8/m8aPxcqA9t26Jt2+RSR0otP4/aNHowHhDzQffiCjkHaxKgynP4GIc2qFRIk42XzxvfA9RO13aZ2yglSiE3XGI6ubIsDRh8zXgZEGJ10hh8fg39rVarbJ75uF1MwkRujNTenIF7mi9SzImlLbk58+zNXAJLncePcvaq9IzJmD8ONAaPgbEbto/zRGvB/ziQ11rHTLodFosF6qrBfL6H83WPg4MDrNdb/MkXvpgB5qoyyTBSN8Mc8PlXSmG9XqOqKty+fRtQDh/+8IdxdHSE23deTuygNEqV9msamx/iNvnc8fdN2gcIxgXl85qs0nBC96Y9aK1Fo4F3vOMdeOyx78Lv/d4f4S1vuY67d86hDbmfaygO9PvIOvrBaMLLM1H7SinUdY39/X0cHx9jNpthf38O5fv0bNN+HuYFABS0ruG9zVzW5RiUCu7BvBwRzRGVsqE5J3DJ+7fZbNIcpORcXTSKsP2slMJiscAkk0wyySTfPJniSSf588ilAKWyDmIJTF4ku4Ao/z13ox1LKbMqtaf1kHiDnydrWO7qr1Q4Ofji/SIALsfE+ycBPB+fvFbWeJX947U86TdiOTnwoLhL5XRSDKnuoIyB5f3uug5O5Yw1LxEjFXYO0nlpGv47Z3zzPTKwNKTQ0vh5FmO5PvP5PLUj50syLhzYcfaQ97FpmszQwEGMs30GXCUzxBX4xI6ZgU0lQ0ff91iv1xng4iwWV+jlXuKAOh9XcNPlx/g1slSTXBt+vvRU4GOi/kh2tARM+Vp5r3BycgLngNOzLebzOT7+8Y/jj//4jzMDj3OUVCyw/4CH9hYUYqh8iIt0tkOzmEHtzXB2fIJH3vGtYT8sZji+d569TwDKjp0/K7x/Tdx3lHGXs//8OePrVZlx0jK5Dzi4897j7OwMDz30EH7wB38Qx8enePa5F7FcHuH8/AxVM4cPgbzDHnKhBE/rWsxms2QUoj3CDSd7e3vpOmMMDg6W8HaL09OQ1Xc2m8F7KinUMyNEiEdWKrDV/LngTLiMF+bzwdec739ic6ldmlPnHPrteE6VVujsUDpqkkkmmWSS+1fuN2ZwKhHzF5NLAUp5LJkEo5Kl4UyDFM5KSeVRMoMS4MjENCRccZYZYmUmXH4v6jcHC7zdZO1ngES6LfK+SlA6jFXD+zxOk4Szl1zBVSpkyZQAjd+HX5Nic53P1omUW1LG6Xq6ByWRKoF2DjxLLsqS3ZT9lGDHORvruw59p37wvnFApVRgcmXfgCFTqOxz+DLcQ5b9IIaVYksHpsvD9nktWG7UkECN+ru3P8/qMXJgSNfJfSu9Afic8WP8OQksvcv2pewL7+cukCvZYgnavfcpOzCfbw7k+W/ErjvnsN128H6F9dqiroGP/d7v47nnnoOlIqgAutYCyjMPC4rkHowXADCbzUJc4nyOtzz8RljXo+8snO92llIqhQoMMaQDi0h1Sfk+KIGv3uVrweeBgzi6DwA0syUA4F3vehe0rvAP/sv/Ft/+yEO4c+cF7B8qKJiQkIj2Ar2P+j7FbxMzyVlpIBhUyBDz0ksv4fr1fcC1ab9ygxG5P4frB8MGN7jIvQgg1WAe3OUttM69ODgb6r3HZrNJbsbcmMWfT9qjZDycZJJJJpnkmyMTKJvkzyuXApSSEieValLMJPvpnINmyjlXHCWTVmJNS7ILOEk2SyqW8hoJCCRwoHMkQOJMIx2jWFv5x9kbpRScDfGklIwGAJRWSNmjEMCrVoxRMMjYSGqTjsl18N6Tf2AGHEgJpDUEhnhbrfWoRIS1bC4dtQsAISYRCO6dldLZven+IeIOKUGVjuN2qSSKjOXMa4dyIQWY+kousdzNmoM0+gvt5vHNvD3uHknH+j4kU6L2lVIgEwVlYOUu20Mc3gCQCJgSsJDzI8EpB+4kpTqqYb4MqOxHyWDCnwHaA8TK0n3pPM6Gl+IwPXNH5c+SfO6oDe89LCzquo7xyw1u3ryJz33ucyHjLDSUCQaCtg0ZjquqQtf6kJgHIW4xpiMGXGAcvbcwUPhP/5OfRaUVqlmD7XYNU5WTmnFGjoNmrXVItgN6J4QyQyHDNkAJiLhhyloLH+O26V7ynnyu0/2qGSir9Ld/+7fjoYf2cXx8F7N5g75voXUFbeqhDjF7duj90jRNlsV2Pp+nfbvdhnjYp556CleuzLE3r+NzHlhopShxGFtPWISkRZRdt2JrPjxfAcxSqST63UGpIc6f+sHnmd4x/H1Fzx33YKF9WzJYTjLJJJNMcn/J/caSknw92dJXe1yp2gXSvpHy0d/8Z16CTq4Y54xYUE6aWTVSXrnLGLVDv3Fmj9+LK9QkUikkBY+3Q0wIbyevSZkLV7g42ObX83qdPOMk/43PQ+pbP7ATUonmYwDIZbcHjErggTM5u0CLUgr9duwWSn88KyZPDEOJb0i55P1YLpfFmpukOPP+U81NisdNYIVqM6qQLVepvN4tdweVhg/vPQyqDBgRC0T9v3btWpaIy1qLznXwPo/5DS6NXQJFtH7DnIeyP9yoAQRXYO7uSaBzAGpDn7lRwgijDN2T3EzpnrLMCh2jftF+rCqdxkRrTAo/uT9ztrTkblsCwPwZpPMrndcBlnuJvBCI7XQulIyqa4P1eQdTzfD3/t7Po+8s5vM9eGWwaTsoRTVcN3Dw8H0FYyooFWM44bBanWJvfw7YHveOz/BjP/oB/MzP/DTmiwark1PcuPEAztarNHb5XpEMPf3NYskamg++PgSSaI+QweN8O7hgy5jhk5MTAIN7bXIdVn16XrTWOD45wz/8h7+Auprhxa/ewv7eAZaHhzg9WaOqGtTNHG27QaWGzLb0zFdVheVymY3v/Pw8sJne4vWvu44fef+/j+/93u/F3t4eVudnODw8xO3bt3BwcAClcha+rmtYq6CVSWu9v7+fxk5AmBtyrA3MNrmkn5+fw3sf27Jp/rSm+OLBkOFsvibSnf6D/+FPvXKg/CQXyg/rj3zzFYRJJpnkvpG/TDB2v4OvrydjfD/Pzf/l/vnO/zdfCpMyV+64Qk3KGwd73LWLiwR4nFHk96BzJSPBlWPZnozHlMCCW+75+TSGVF9RuETKPnNAK/t30fddwl3pZGKZSlcXtlNijiUg4eeNWFXWh5IRAADW63UGbDio4SwmzXeJHRyUdaDWBk7lfeXnF9koNYAz+m02myXQRDF4fB7P1+cgN1A+J9balMhFghbnXJb8h/YOB4xyfyo1ZM6Ve4+7h/P2+DPCYyD5dzqPu8wGA0vOhHPWiq8db4fiiek8cmem/pWuoesG0Jkbj+jetGbOIdRV9RTvWIekOdUczgWHgHCuhlLETHqYJpQd6fsO5+fnqIzC4eEhrNtivjdHb7f4zu98F9abFZqZxsHBPlbnZ8nllc8dgXm+lzgI8i4/xscjgbtzIXN1M2/Susr4bmLppcs/IkNPIG9/fx+PPPJOfPrTn8GNGw/g7t1j3LnTYX/vCqylkADAwmf7zEfmdLVaZX1OQFyFmNznnruJxx5zUGqLxXwJZz2uX38QzvVprwcjThcBZA2jB7da7gVDru19H4A1GZpMpRPDzoE9Je3iBg0u0oBGMjGlk0wyyST3t9zPoGuSP79civ97c7AmXbEkyKHzXZfHPnImkyuFJfZwF+Di13ChRD/0O29XAikaA2fXeBka3gd5rxIDKeeFn5M+PTm0+uyPak2m2Lo0PzmLJRVwCSDouNFVtj4crMi2BmV9OFcq8qnsi2BkAbCYwHFiHfo3V1IJEDnlR0o2d9GVe4Mr/fS7ZI7onrSWIZ5ubNggdlT2l4PuYb3J/TPEIwJA34d1a9ttvL/HbLbI9gR9LwH5xBoXzqXvlAhK7t8wR2NjhFxrLnS9vAffF/wz3ccP9Wk5I0kMN1936h//DQgGjdnRXjhXKcAPBp0wLwBsyM5aVxWaukbXbeGtRbfdwniP7/6u9+A9734UgIOGh48xkSjsE2mY4ntGKYWubbP9xedhs9kkNpyz2QT+aY9ymc1myZOBvEO897Cug9ZIiX+UBh599DvwiU/8AZZVhb5vYZ3GrOmjK28wlPXtFsaMjT5t7DcZR4iVrI3Cl//0Gfje4W//rZ9G17UwusLJyT1cuXKI89UKde3gQfvDYz7fQ9dZGI1kzKFngkB28jZgngVVbUbv8PBsDGteSsoGwzL9sqRregKlk0wyySSTvIrl1erGeyn+703JL4AxC0lKq2QbOVNFnxJYceDH3dY4qCkp21JKbGKpTe46Se1zpokDIan0ksLOM8dyEMMZRc4Qeh/qlJbALXf742Ad0Nh0m9F8Ux94G3RvANBmAHByzkvHtNawfkhswj95Ns8SuKfrZdsl1joo1AC0gtK5OzLNJV83fi3NKXeTJDdHYnR4v51z0EYnUJrcgEXdTep/xqYVgCL9mxTqqhoYbO/z+Dp+LbFU/BhdJ5MPccOGZMtofUP7+T7nDJfsM/8uM/O2bZu5o0rmULNr5Drz8fM501ojFIhVWK+36FoHpUzILktg2gckqpSBh4XRGuvNBlU9D+6nq1Cjcz6f4+T4Ht7/gR/GlSuH2LYbAA5nZyscHh6i7V22VqW9Tb+RwYlKJPG54s8UN4zQeLbdUNZKGhLI+EFzTaDU+SF+UymFbbvFt7ztLbhy9RB37h1jsZihbvawOttgf/8ATdNgs9lEEJqDOlnqiuaf9uGb3vQWKGgYPUO9mMFU0V0WNY6OrkbQGK9VweUevk1t0LzQuDnbSfvCxPqyPFSBrzkHsiXDFd9bfK9NMskkk0zyjZW/LHfVVwvYmjLx/tnlUoBSYLf7KCmmPH6zqipQ0lQJdoAhY2+pniSQ10YkhkC6hpX6wBU6pVTmJiZZkvV6na4lFzYJHuRfiTmVzKxkCwJTWp5TzjjzsQBU/3XMUPL7ldaHxknKN/0mDQGJ4VI6lOHgCmNkbauqzsbO2+q7PinH/NrtNrCIPjLBAGC0ga4UoBV6P46v5S6mnCEGAGe7DLwTAKDYteTOyABW7/tsPTjo5cwiNyIQ8JQgQCmVAA25vtLc9n2P7bbII8c9AAAgAElEQVQfAUM+Jr6fuAu4vA/9m9w+qa+0hnVt4Fzu9jsAfp3NG18PDo75+Ok8GWetlELNnktyz+RumxxYkDEKfmDFXvrqV1OiHBpbMhAwYE0Jodq2Rdd1MPCYzxp4WOzv7+Od73wn/v/23qzHki07D/v2EBHnnBxrunXHvn3JniQRzbbazW659SJLsuGBpGhIMGA9CfDwZsCw9VMIGDBAA4YfDPjNhiCZsixwEGkRfLLZTdLsAc3uvnNVZWXmGSL2sPyw94pYsTOqB5F9K+ve/QGJzDonhj2siNrf/taw2+0QvIO1Go2x2UYmErhk0/I9M7pK+4DkXqzEM8f9sQiBEIIbv4vRz1R9fua4v5zUqtxAaJpm9MJYr9fo3QGvvPIQv/RLv4Tf/t3fA5GCNmk+2YY4y3Df72f9kqq5tFlrLYIxaI7u4OLiEn/yx9/Cp9/6FKzVWK+OU2be++ew1qBt7UhOiQj2qEmbArkPV1fXN54hfgcpZaBUnKm1bEMy/lxu2szewWbuWi/vU1FRUVFR8bxRielPh1tBSssFNDARQqmm8edaa/gw3FAt+HxZAqRUCWW2UGAeLybv+6OIWXlPSTDK80pVk4gWSWq54JXjIhW5JeK6hFI5kIQ5RnZbvdnOpmlmpB2YFAmp2rF7XumKWxIRTj7DxIpVSLkRIN1Q+TvOhMsLayZ/5X3HvmlCu+pwcL1Y+Kc+cJmLUo0CAKunuDgeNybDwzCM7eBzlFLZJiflWqp7nBRILp6ZCACYLbyXxss5h8PhMPa3bdezMeA2yrGT7VZqSlBUji/fV45FuVEjNx+k8sl2wOMvbYbP475sNpsbBFMqXY0xs2RYxpiRaEkiJhWy3XaL9XoNIoXf/M3fxP37L2G/P6BtVuiHAU3b5qQ5+ZmHwZPHF7h79y4Oux3cMODs7jnee/cHOD5Z4x//t/8N+t0ewWoc9tc4Ol6j6zpst1cwzfrGM6SUmpX54TmY3h+p/bxpIm1GJpRie+m6BmF0tZ8IvCzXwuMuVVdtWE1OCujR0RG8d/i1X/tVvPnWW/hn/+w38c0//h5ee+UNbLc9Dr3Her2G0ansT+lCW84nE3inLA7Xj7DpNvj1X//v8dprr+HBg3v4lV/5Zbz62ht4+PAejFUpXnd/ndVOhYuLpyNZn94ByTZ3u90NuyUinByfwvlh3GzhTQo+X37G/7bWAtk9md3qY4xQRDjkDMIVFRUVFS8WPi4qqcTPipjyNT9OY3YrSKlcDJcLQUkWABFPJ+KJSmImSQmjXLwzOJPlqHpmRYbVvHRPN1vAM0rFUpJfuQCUpBPAbOEt+y7JTXld2cdSuX0WRpUJ86RLKZspx51OpEguuCX55X6l0jPTGCwRRD5+7F+K1AMiEBEQEUCU/jbKglQEqQggufpSxIxISnvgkiC8uC/7v9vt0Pth1kY5hmV9VSJCn4lGo9N3LgaQC3AxwKqsPGoFFQmeIhTdjLWUromHw2GmMMoNF+nWKMeZ7ZRtoW1bEZs69xTQGjmjrIJSBKUMgDR+6ToRTdMiRg/vpxjilPwnIkYmxX48V2uLGB2UJmiY9Ftl1TA6KGWhNME2GkYn11jvki0xQShr8fJGxpIdyc9jIAAB1jQwhksCAT669B0pKJ0IYSL8Ae+99x66rsHV1RaNTQqkiRaEAFAaIwWFpmvggsfB9WkjQSucnp/hV3/lP8bnPvc5EAU0jcHR5h5icHjnhz/A6596ExdX+zzWkzrHG1dyowuYElUZTGqyUjYrhwpEAet1B+dy1mtoaJ03RdRczWcV1AjSLu2XiGBNB2ts3rzY4XxzhsvLS2w2G3z961/H06dXCF7j8aNtek/CwA8OnjxWq3bcNGHiGEKA0mITBTE/n8BumzZHLq4uMHiP//cb38C/+r9/H1dXV/ja3/gKvvrVr+Dzn/8sTk6PEEJyN95sNhi8QxgiSGciDkBZhTZv9ASkuGKY9NzBKEQPhJjig3kDTPabiNAf0juhaRqgURjiYRwr3vgpXdcrKioqKl4MfJzIVYlaJuYnw60gpVARWk+kISGRJq4ZWCpcfT/VQlRqSqghCdGy2hngvShlYnI5jph35LUZFREmBI3t4Hx/c0EdpwQtUmHSWiM6nxe1OTlQkK6S2eVRAaQmQmOQXFp5EZwWjFMMJicmAXJMntYwSmOIg1CEpYvxRGD2+/1Ihq218OQX+7JUG5XH2bR2RrZizGVYooJpGxg04719YpeAijCtgYoqub1qSvVSrYIfHHSTUsxQTH9rpUABWJl2UvuIoPLPKmfgZTtJxCkiIGDnB2irZ6pcqteKVANVq5RZNbt5Kq3QZPdOLs1irAW0BgUNBaD3DgSkdgEgldxPrZ7H+4YQELPLodYajbUTecnzHWNM96ZUa9WITQylFJQxQB7/KFQhKEBbk2ImVTqXKKZnJCZyoxXQNhZKA9Y02B8cyDt0q1UqueEGhJhIf9M0QAyIPsUC2kbDdhbeJ7fJZLsBXdeh0wYhJMU7PRIRCoSmNWiQYjp5rHlTZb/fj7Uv2Yb4e601nl5dC7VLI1B6PlTkjMsGkYAABcr1au/eO8/EtMEHH7yHSBGrVQsfBlirEcmDXUi9DwgEBHiQtrCtQdNZPHl6gdAf8PprnwLIYNWt8fYPv4eX7p2CKOD85BSuP+REVnr2XG82m2kOxQbU6BJOAUoDg+tBsUfT2kS0rcbgemhlUgbhmDI+22ZOnvi5O+SSLKyU8ibFerNJfYsK/RAAZXF0fI7ggc3mOLvKfogvf+nLsKrBv/jnv4u33/0QL7/8OrbbLa6u9vkdqcG8zYch9yfZEns2KKUQ4bE+NiD0aKzF9f4Kyhj4oLA5OsMf/dG3cHXV40/+9Dv47Gd/Dv/WX/9F7PYHQHkQ2WTLKgKUEmgRIg5uSO8Da2BMep4GvwdcAx8jnHdQwaPrGqyOVqMLr3cR0Xs0TQetLVTUcM7DxQCXvT5M203vg7Bcl7iioqKiouLjCEl4X2SCeitIqXTlKlWuZ6X3X1IOmVjJxXB5zaYxSJlqJ9e6GGPKGplXa85N5AJINRyl26PcvZfgz0II0DQn0vLY0sWPj5kRFDUn41L15M9Lt2Fgnsm4jImclE0AsHkxejN2tRxfiTKOsWynvEYkD4NECkkJBVin5EzKTioj8kKZdCJahNwelRLjUP7be591waTmsMueR5i1QyrM81i2ObGIYVL1rHCr1jS5TSskUqv4upESkRYbEbJ0zJKSvWQvjFLdkfF1s7lWAFFa4KekU3z9tBmhc3ZV54e8oQEYmzYQbAMY0mMJDk0NlJqS50TPYzbVhUzKKpAICyv8UyIspQwUpo0kJgMyhpQhYyS1tlBKZyWRN2s42ZlCCH6co6SCBYSYNpSIVI6NTP9mrwZkhS9ZBRK5sgoBYVTjuU3vvv8BvqTSe+Xs5BwhOCiKiCFg2B/QdZvRbnjsnXOzOF7ZTyLK2X0d7t27B61TTU3OnqtU2kxAnrsYaMzqzOCNKn4fcVkiaQM8js57+DAAIDSNQdu1KSQABo31+PSnP43t9v/AqrU4bK8x7PtZNnCempTht5/NQ6SpNFDqZQBBgZA2wUgrKGVxGAa8+8GHuLi6xPV+i3a9wmc/+1lY08L5PqmlwcEYtstkV4Pbw/U9Bs1uuBqH3sOYBqtNk5TaELHb79OmjNaIySsbSiFtXhCBVEq8RsW7Ur5HKyoqKipeHHycFL8lfFTxpS+yW++tIKXloqJ0YZW/+W8+p0wSwtdbIq3lv9M5TDbn9UXLZCvSFXip7eU9eTErF65LRK9045QEu3Q/LkngTxJnKt0DJyU6pgVenIiudD0urzO1Y35Pvv7SWAA5tteHmSu0xET852QfWqV5yYvPSGlBSgrwMYIUEGJyDSaitN7P2T+1VqNSykRRxuSxgkzIfVCAkapmbovO48GlN8qSJHJO+V7GmJF4lf0tFXz5mcyCynM9Ku6CnJXHSEji3ff9bFNCLtabppmV62A7632PRG7tTCVM/ZUlkLjdgFIRbdPO+sYbSXLMGTx2HFMt66nKcZLJeBIpHdDCZDdkk5P3sL1q+CifT7EJo+YJzPia3/72t3H4+tfRD4TNeo3h4KGtRqMbaNNgmz0lZKKdpMBOsbol+eF3zxtvvIG2bfHo0SM8fvx4jLUG5i7N7Pos54btiIhGbw2+H6unrLLrvGmjlYJGIr3WKBjd4q03P52SN2mD/e4aIQLtejX2IbmAc/wqv2/zfQLNxhKkc5wupU0OkzZAXrpzH94PeP/9d7HbX8H7AV3X4N6dMwDJ1dk2BsYaxOjgg0OICsYo2Ibr9ab5uH//JQx9xOAOmchqEOW5o3RPYzRizPHxlLwevApj5mX5TFUX3oqKioqKTzpeRJJ/K0ipXDjLhT5wU0VilKUyykV7STKm7zS0FgqhzqQqMllI5T7SDycDirNss3wuXxvAjETIeMNSIZMqUtlfzkJZKr+SzCwpxyUB54XZsxRNopT11LlpwcwL+ZJ8S0U2xik2k5UdSb6Z+E7xhQD5pNjxcXLe+J4yTpTtoaekUEalYKAQtYIyCu1mlbSbSOm3UrBKgzTl8btZs7ZUmSWky7d0jWZlSSagYRdqk3L/zgg697nN7sVL8/OsjQ0eS3kcj5Usm1JubEiCJN0WuRyL935MmsR9ADDGvTKRVkph3azHe5Zt5ftyEp7ycybr8v5Lmyr8c8ixgZwZlvvOcyUVSp6D5H4+YL06wdHRES4vU9Kc/X4P265Ee6Yxb/MmAfJ1jTHQ0PiDP/gD/Nqv/gqONyt0TQPTthiGPXxw2GyaUaXkfnFNTSaGkliyXfmcQfkP//APoZTCyUlq52q1wna7nSnFfF1OCBVCGMu2yPdJ13Wz2EpjDM5OkpuqhgI0QSFiv9/Cx4jz4xMY2wJR4T/4u/8u/s//61/CH3qcn55i7xx85CRZ+RnRNNoEE1Pn8nsDU9+0MtBawWbXX2MUHj95D+v1GnfvnaFpGnznO9/Cg5fO8O/9+38LWnNiIodtv0XbtmjX3ZhIKmTvBGPTpsL3//x9dO0RNptVSly122JwB6w3HUbaHwHnUgKjxrQw2gIhZeDWlNzrVd6I4MznFRUVFRUVtwkfdTbeF001vRWktFRHgWVlqfyOzy2vUSp2S/dKf09KaxgXjHNXT6kOyfN5YSmJn8ysigUFkxe0kujJ75diYpdU3yVFsiT2ktBIpU2Ow5K6K4m0JPj8W9aXlIvlpXmJMbk1Qk2xl7JPS2MwUw81webraR4XrdLljIKByNyLm+UgJMmVpHfeN0xzhokc8TiUrr/pXoBSetYHSYJln2R/Zc1a/l4qinObm29olKRazpG0QwCzDRSeLy6PwgSvnOMyK7D8rBwX2UZOwCSvJd1Wy82IRDwxHifjshn895SxFoBqMAwHWGtxdnaG7bZHBN1oI7ueTqrg5KlgbUqs5fuAb3zjj/HVr34F+/6AxkZo28AQQWk7I58/bvz5vpFolkHYez8js2WtTc5SzOPDzzBfbxiG8X3A7xadY8iJQupn9mM/Pj6GUgpdt4a1Fk8vrvClL30R3/3ut/Fnf/ZtRHIgSjbLbQ8hgIYArVthozKTdE4chQijW2idN5qUglIBx8ebHKOaXHO11nj69Cmur6+xWrVYrVYT4Y2AG1I8c7pWGtfddsB+v0dr7+HDD57genuFrmtwdrLG6dkaFBUC9zVQ7rdGjB7kc9aBeHOj8FkhHxUVFRUVtxsvorr30+J5lIl5Ucb1VvzvXS7UJaSSIo8vyZNcIPLiuXS/S8fkRU76Bkohx+Mh/ahUazBxC170hxTXSDRTf1B8tkQYyzbL9pVEqFQ0ZW1WPq5UAUuSt0Q8WTWb4kvVM9VDdimU38v78OJYZi1mZY7bx3NGFAATofTUnjJjbTkO43whJxaS5J4IvlBaic/NLoOtnVwix/NiTImO8v1ANJJcBY5JVNA5KZRWGhrpN9dCVJEA4ng2ths9m5PSFbkcu2cRm9Km5Dw+y8afRUiBebIXWaJGklYee25jDABFBZBO8b5KQSszHs/2SDTfWOBYRGn7rHZKzO1pim8sNyq4z0zcErHzaDs72hsnUVJIauLg5+7207ikcigUUhxn23UI8FCrDr/7e/8Kf/Nv/jvJZTR6nJwcJVKpgP1+Oyt/U7oil8TdGAPK43337t2x/0xIS+LPfbi+2o7X9C4IO0q+6inbdbJNUP4BUu1flbw8ZAIpigQKKSbz1Vdext/42lfxzttv4+nlNXSzRiTpeg5QUPCeNwU47rzJ7SVEmmJB0xaQQnp/agz9AKKASCnj7s9/5i184QtfwPsfPELbWaxXR1iv11ntTe/QGF1WhwP6fsB2u02qpnf47ne/j7ff/nN0qxZvvPYQb/3c62gahbt3zhIpz8mhFDQQU51Xym7+XG+ZbbyS0oqKioqKijl+WmJaEuePgtTeiv+9lxTN8rtnkb1SIZWK1Fy1i0glIOzsvHIhrTSJ41O5iZRlw8w+p6yMlIRiJCZxItOl6imvM1PgRN9KsiLVL160S8K5RMxZgZEkZhyjmLO3FmMpk7ksqYW8sOa4RaXUGKdYEqUQHMLgoPR83qQKtUTOA02xviWk2jQjhYgpuZTRM5tYcmGe2RbN1dnSNmTc39ROQWoFsZPuz+X95DyXhJMJm7SJksjKfsjrlJ+x/Zfkn394M6G011A8R3KO2raduQLLzQk5j3ytspwP25SMzZZ2wjbAffLez2rjDkMPY7tUTiQT7t1uh8a2aNupjmw6f7Jl9hYIKoLIZ/KYavF+68++g83xCeJlxPV2i+OzUyAQtvvdmMlbjp1zbpaMSMYtG2Og21Q3tJxra+0Nl2RWUWOYyDcfz/c9HA6j4iw3sdpmhcbo7P6aNhGcc3DBYb/rYYxB3/doW4u/9tf+Cv7pP/0n+PBRj9X6CMHPS1ABGDPcyjnPIwhFSaW21gIkn6uIEB0MKWy3icC//PLLeOONN3G93WK/2+Lxh+9DKYWHDx9itdrkcVrh6cUBl5eXuLrcgoiw2WzwR//PH+Xx7dA0FhdPLvHo0SO89NJd9H0PgNAYM9YMDj7CBQ/Tdjc2tEq38YqKioqKituG56GWAs8mpj9JWz4KtfXWkNJyEc4LIOlCx4sz6fYnF96lEscLuekzA20A5CQaSTybFq9EhBAdtGaXwJy0hfx4T24TgxeRclGulBrpHi9MGUwUZbkJRhlLV6prsl9SaSoXZpIIcw0/vj63IWVyvRl/Kxfbsi0xRljbjdfmEhl8TSap8kdrbsu8jAbPL99PXmdJvZV9k+RlliAHEaumRXB+RngAoM1ldmT/xzmIwqU3ZDtRKT6N3TiVGHMigjJApImYsNumtEtW2fh+knhKW5ZzIMecIYmrnCsZSyoVUL4mEx1Z3kQpNSMhsk/OefFZei44u+0wsAtqzNdOmX9TBt3l5GTSbuRzmex+2R04hDCquM65GVl9+vQpzs/PoZTC22+/nTLHDn4ksdBsw5MCbI3BbruFQnJfds6ha1dQitBt1vj9f/2v8cVf+Ks4OjnF5dUW61WLzSbV3JQEEsDseZVzMH4vCKh8Hvl7STBZAVbQ8D4CmNyMraW8ydPCOZcV23Ycl67roPX03gmBcBgcvB+wP/RoGgMXPAbvcBh6fPkr/zYud7+NJ5c7rDZHoKy2Js8JOV8KzgWEwK7CgDENIvnRZoxNcxcDcHJyhIcPH+LBg4do2xb9weGwH/DO24/gcjms09NTWHOEiyc7XF5eYrc9QGuL3W4HrTU2mw2uLi/wve99D8fHG7z55hu4vHoCpwLefvsHsBY42qyA7EjMNgEQtFFjjGn5zgg0uclXVFRUVLxYeFFcTf+ieJ7E9LZCPYsEfJT4X/7n/4GA5bgthlTGJDlk4tX3fZFhdu4GyQutQ3+F5J6bVZ6Yzm9bWYJhHkvGCW54US1JoSSlfKwxBq2x4zHShQ+Yq1z8b0m+5XH8W6pN8rylcStV5VIpVColCfLe3SA7nORliQyhKP8hVT15/Ymkp0RHHFNatkuS7zLeM5CeHct/y3g/qWwCMWVbDRMJky7Csk+SGMYwEUN5XSaJMuMq30sZgDBXd/k7eZy8Hrs8lwp5SULlGPA4y/mRP+Wcl0R36dpsyzfsUd3cFOC/Szdy+Z0x+oYdLNlGaUfys9INnds5ue/22Bx1uL6+RNce4T/7h/85Tk6OYLSFUgaDj4Dm8cjjrwBQDl4dbamBVom4379/H4+ffIj9fo//8r/4R/jSX/9FuL4HVERnaPYe4TYySZS1esexZk8LNY81575MfU9j1x+GTBD1LHEY/621xp07d0BEOBwOGIYhX3uAiwHRefQ+IAwOw+ARiNBajQCCpojzOyfQjcXVxRN88Ogpfu/3/xD/4l/+FpRS2G53uHv3bn42ciwrJVvtupRIiRMdcRjD2Kdceun46BTr9QZdt4bRHYgUggeMXaNbHaNpGgzDgKurK6xWKxwdHWGz2eD8/BxPnjzB48ePQUQ4PT3F/bsd3nn3B8mzIvY47Lb4D/+jv4PPf/5zGPo9lCJoApxL97Y616Q2evZs8hjzzz/4h/9VZaZ/Qfxd/Q+e/wKhoqLihcBfNtn5JBBT4HaTxBJ/GXPyz+P/+sz/m2+NUip/SyypRnIxyMewi1zpUijvoRSh6zrwJbXW8O5mrU6lJNnB6Ea41G4mHVIV4jbNVdpp4b20yJcL8pI8AfM6hpJ0lGPIn5eEdU5k5jVR5THynjJBDSvNDLkol+0t1dqlioFL6q9UMZncawIoZ9eMuemcLFmLpRLXhLWNQe/dGAPI7ZcuuNJ2kmLazkj71Nd5FmTZZufcSLTL2MnSXXYp2VS5qSAhiZx0v5aqIoBFe+TPpKt3uWFQKuB8jBfXk3Mi21v2dakPklSWGxbTv/WMuC3FlfK10nXa0Tal0po2auaeCfNxTNmzKYpNluxW/+677yZi+ugC/9v//k/w1a99Dev1Gm7Yw8LPNrj4XHYplpth3AdZ47bsL5d3KZ/JpLCr2QaKfOY+/PDD8Xh2+e19jxAjUm1RAqBhbYdGKdjWAn5AjB5750FDj2gUzu+e4TOf/wx++3d/LyUWygmI0nzefE8kBThv/JkUG542Z/I71gDeBxwOA/Y7B61TNtyr6wPu3X8FkfYInmCsSjG9RLi+vsbl5QU+/PB9XF09hdYa9+7dQ9MofOu7/x+C36HrWkBFaB3xxhuvp7hRCsnDRaV4Vjm+5SYd96l8VioqKioqKir+YvjExJT+KJQJTJaUnCVyVhKL9BPzApAXYEklMEjJRXghm9wTAWRKJReMz1oASWUxtWGeDXdpsSTbukRW5cJe3r9URkuy8Kx7TOPGyW6CyHCqb5BvvmfZx3I+iKa4Q9mfGAMo0o2YUj53idDwj1EanEtVKzUKYaR0miM1JeSBIlCmJfnT8TchZeslSomSFDCdh5Q0JlJEJALFCCKkJEuUa6H6gCjGhMdI6TkxZ3uThJcJF9tESYwnYjWPJZX2xgSi3HQoUZLMpXGVc1pubiTXXBlDLDcsWEWV1002vuRqLjdjpJ1Mz8BNFZwh4zWn7LkBPkwk/+jIjucTpXJNXLN2miiVk5ZFROJ28CaXwn6/R9M8hQ8e17st3n3/Pbz00kvwgdA207PKbfTeTyqi6M9kR6n/HPfKtmKMGcu9SPtumgZN04LopsLMsb9cQkZu2IQIRKXTXKW7wIXsodBoBNJQuoWPES4npmqaBvfv38fxyQbX20ucHJ/BuQFaG/GuYztItpDcioEQ8pxED64rqmCTG7FqMQQP7wJUY2FMg4uLC+jGom1W6FZNHpOk9LZtg+3uCg8fPsDJyQmcO+CDJ0/RrRS21x4+RJyeHuPOK/ex3jR4//13cHp8Aq0BbdiFGdAwKREUzTdmeC4qKa2oqKh48fFJceN9EfBRzcOtIKWl6iMXFGXymdIdsXT3k2qfLBfBi75IfkayStdBuRDlxbPWqf6kVEb4c9k2AGOcmdI32y2JmFQqGbL258w1sFDXSgXrWWqV/Lsklbx45rGSbqdlG+RC+lnup7I+5xT7GxCCh6KbBF7OS0l2lUpEUtH0N3/eNW0iHFAglb/XAJQkVBrlJoC0G0niS5Im+8+2VI6zURrKzMvPjGQ6q7IyzrnsW3kPGa9Yxn9Ku5JjVirVsn1L7oylXdz8XiNlSJ02IviZkfGxcs7SxsvN8eF2l8qg7Kd8lstnUD4ziaQ6GIscT6nxyiuv4OnTLdqmhVIByjQIxG6cmQxrBYoe6XaEGNIWB3tBnJ+fo2kafOrNNxGCw2/91u/g7//9/yQ/Xzf7ysmVpLI7G5e8ucDu3jLOfL1e35gHoy1Czq7LMbRlvV5+5+x2u9ETZIBCQN4SIAXEtNmWZiOVUDE6Ygge+34Lin5s5/3793FxcYGmaVKiqKaFUjwnadydc3nMJ5tNSccUlFHjce+//yGsWSEEyiTVw9gOIfbQCCAK6AfA+UN+Nyt0qxZNdwRjIwZ3lUrnxAF+twMQ8Pobb+Ktt97Eg3t3EKPDatWBEPPP5B6t4rIiLe2voqKioqLiRcDzii39SfFRbgzcKlK6RKaAZycAkkSKXev4eOnSWyqSvOhPi0K6sbM+EZFpYdZ13RjjtkQWJPGIMSLiJgFYUk0lkZCulSUB5vOWytz8OFK6RAQHN4BoTtRK8sSfM+FvmmamZElivzTO0w9mRFGSGOm6OZK8SNCkkSpjJJU05uONVelvIoSsfBqlENU8wU9JeuRcyfEDzVXoH6VI8jnWWsBgRtzKuZWldWQ2XGkjkpDKjRROjFWqZ+XYlqSU3UCftShfmt9yzuT35fHcLu5T6le4MW6yPijft1RSyw0m2S8Zg8lxuJrSpsjhcMCDBw+w2w2j+yu0AUXuC/t5q1TShBJBBSWlN5U2Abb7HdrQ4t7RXbz/6H381u/8Dn7570uL4/kAACAASURBVP0yTo+PgGE7I5/cXm4Lfy43kWL+G5g/MzyfbIMyOZlzfnwH8XsFmFysD4dDzj48jGRxT4TAxEwZGBgY04C0SrGlCDAqIFKP3u9BIV1z1W4ymX+K66vd2Naydm7qY7bPHFuvzZQkjii1u2m6NObQiBE47AcoE6CtRvTDGJPathpNu0LTWhAG2Ibw4aMfIlIq12OtRhwOePNTr+PLX/5FPHjpHtZti8EdcHZ+gn5/GNuZAoWntgY3ZWnWIibau0pKKyoqKj4O+KSopbeVmH7UY38rEh39T7/x6yTJIjARAJkEhBfo7CoqF+ecCIQXz5KQTKTWg+BF4pOJkMhFfxn/1TRtXphm905KykEiIVPsGiuraYEZxwVp27Y3lMWSDLCbYlKrUh3MpHCka4cQoRSrv9ktMab6f41J9fuUzotEygvfkOXG7JZJiGlhpwgqJ7wpyU7btjPFB8C0qFZ2NgdM/r3345xIt1CjgVXTzhIdpc2ARGh4XuUmw0i04zzRDI/dUmwlz20IAW3XJF3FeZBKmXdDCIggIBKgk2uw1hoRBKsNAkUgZFLXaGjSIE1AyIoyQirPaACrLHQzbZJIlZ/VTSYj3GbutyQd8t8lWeZMrfKZkMor9/tZSbb6fD4rcFrrWd3Nvu/hnIMxZkxs5fo+XQs6KVMxPztGYegdbJNKcsRACDG5bLKdlSSZx8R7Pz6nnJk2hIA2l/ZIx2N8drTm5wAYhh5KpcQ7fX9A21n0/R4hAt/85p/gN37jf8TJ2R14HxE8ASrH0WozeTC4iegGH0cCaExS/LUx0DCwbZNLjwD/+L/7r/Hw7mocb9ulMXPBAxBuzwZjiRIiQmva8TlnwkpEs1I6+/1e1PdtMfjkLuucGz9fqh/M7yfvPaLSuXyPGudb2iHbTNc1gMqfBw+KKXPvhx9+iG984xv45je/OT6vTIKHXmbp1rC2BUUFpQlKSYU71SZlV/ZhSO+Ko6MjnJ7cnUpEIcC5PbQB2Gllu7sY41QfPLiHr3zlK/j5N38O7BER43yTsbEdVK7LqlWbx0ZDRYIPB6GOp0R2Wts8LxF/7z/9R9WH9y+ImuiooqLip8HPilh9EogpcHuSHv0sx/vWJzoqk7mUKqkkcLxwk6S0JKB8rLwmL/RSYqMp+ZBUuOR5jHT9eemV+aLRAGDFkmML1ZhBs0yW8iyXMyLpPjq59XFsajpmUpVnKhRfM94ka7If6Y9JtZLqpCSMSxsVpXLMn5Xq10zx0vPzSkW0zGgs3TuNnhIQjS62OR4QUpVGiiclBZjGQlsDxAiyebFOEU3XzsiSUirFkFJyDNQ6uePGGBF9cr3UpOFjUp5iTHdRUcEpBxvsrF2y39KFXI7xzfjmm6VfGLKE0JLSLe9TKrtyw4Ptm1U4rRPJk9lxuW39uDmR7Qo0lsKxTboXk2WiHCcc50mZpAK+ZH/cHhkrmVxl+Rr8HPJ5BGsNiFoYk92Zkdxh27bN7q4K3gc0bcrICp3m3Q0BjWnTc+STHVCOpdZWQweNzIcRfSJmrnf48z//AR4++BwOg0MIHhtrYBo1K0cSQCAfsO8PsDoRwwCF3idVE6Rh7AEgjRCzAkoaB+ex3zv4MMANV4CyoypZPlPynRQjEqGGRgzJe0A+c0sxvHJeYozYtCkb7nq9xp07d3B6eor9fj/WVo0xIhIrjwBFQt/vYW2LTbeBUjRuMhARttstCGljZLVa4fj4NMXkDgFD73E4bNNzbID+sEPf76E0EOOAV159iAcP7uPVV1/Ga68+RHADlDJgV2KKCp4IWhOaXIYGZBDAdpZ+GmMBeABz9+/qvltRUVFR8SLiNiimz3MD4NaQUuCmyy5DLnZZwVDFwoxRktRSbZPHSXdf6cYm71neY5HoFdfl30ukgReKNxU/d4OMyEUlqxmlMsf9fRZBKdsyLlyxnE2VicNSvGSMmJySeRwoudBSkjhSIiHFWYkVKERIMivbIePuyrarIisoQ24MlN/JtksVnNWkpesNwzCqiKOraFYWS9sqCaXcqGBIVV/2k12/5bzw3zI7MKtsMrZT2rS0W/633BgAMHP/lWVtpLrK12eFjvu6FOvMKucwDM8k17J9xphZ+ZtxTvn5Ff/mtrJqx2PExJXHMSX+iWhsA6KkUh72A1wkHB+doh+SCqsppblqGg2olKQqhV5GKAO4EBADwSgDUkik0nY4OzvD0Pf44NF7UOZzUEaBYsTge8DHXDaqhcrZoEPArPxQchuN2O96hBBHDwp2kdfaIPhEvN0QcH29hdIWnERq5gpczAWPodYapObvjvTsE4yRz08AvyZ4brbbRBI3mw3Oz+5ivTrCD3/wzux5UTBZmVSIKmK12oBIYb/fjvPRZMX8zt0z3L17F13XwXuXNywI19snsNaiWxnE6LHfbwFFWK0b7PdbfOazb+EXfuGv4pVXXsFq3WKz2WD7ZA9jplrCpFKiMX7fKaUw7iCI59AYO26i8PiUGzgVFRUVFRUVPx63QY2+NaS0XKzL3X5eOPEPL+TlsfwjE43IxX6pJpTqqyQ58jNuH38uf5YWjtP95mqUvKckLMC89Mqz1Mhy939JTZbXlLGFJfErf8v7lJ/zd2lu5omj5v2dk7PxGKGUlmRMxijeuGYMN9pRJveZK7NTmQ62EyZTrO6UJF3ORdlXWcajtAd5jXITQval3DxhsiHnv7SD0nX8WRsf8hg5PrKtMk6VbVgmIYoxou/7RLjyXHCbuZ08TzyO8hn8USVulsaL28jn/6j+yPkhImyv92ibFay1+OEPf4hVt0HwCv31DlobxOiy0qZGN+CUMTYARqGxrKJFUAiAUmisRdNYWGtw7/45iAguDNi7AW3XQjUakTxc77FZtRiGnnuXYy4jHEWEENEPiUilOFD2mjAAYlYfLbwP2T0VAHTOcBvHTTGeszLxG9sNb2yoPJ/le03G3ssxNErBtqtR7T05OcPrr7+Ox48f491330fXabTtCk1j8v3SfYdhANdsbtsWx8fHOD8/xfHxMR68dA9EKe51v9/h+voaw3AAUY/BRbGJAZydn+D4+Bg//5lP4Utf+iLeeustaANst1sMwwFN08GYZqr/GhVinNzUE2FG4R2QyPjS5tmzNiIrKioqKl5MfFJiS58XbsvY3hpSKhftAG78lgv2UjnlRR3/SBLL10g/8zItUpVYImpSrVxS+Eqlck5u5zGk5b2WCE0ikfMsrJKUMtEqF/9aLNZKsiqPk7g5NnPFS57H5KTrNrNxkcSjvH46h2CVXhxvufheVDbIzMaZ71vWHJ36nf72g1skNqV7Kd9XKlSpTEcza6Ocn2e1VY59n2Mz5dgyGZDuyaUdyXaN7sqCMJe2I5Xc0qZcVh1lUiq+1263G21LxqnKNpeqMsczyvmS8aJyw4i/l8/qDbd84cbL/eY54ljlsn+IEXdOz9F7hz/+xp+gtR3MaQNAY7/fAwQYraE4wVKMODpaw8XJ5VRrg2Y12U8qa2JBpNCsUhxkVBHf+s63cXp6iqOjI6xWLQJF7HuHw26bxiY/740x6GkPHxWGQSPmmHKQBiEApKE0gagHSMOHAd4lN1k3BARajsflcZakn+d8v9/PNhlKG+XjZ/HGALRtMAweff8UgMZrr70B7yOur/8QTWPQdWtoDez3e8QcT7xardA0TS6FE8c5ds7hT//0T+HckKczbYA9evwO7t87xeXVE2y3DkdHDf723/5bePjwITabDc7OzrDedPBhwPZyi8PhgPPzcxhrYU1XJIRK/XKOlVJ+xpF/OI7/2d4qFRUVFRUfHX7Wbqd8/dtCoH5W+KhceG/jON4KUioXp8ByXJV07ZPEjBfYwKQ4MoHla/FxWk+ZLfl+8j7P2mlfWqSXJEOqomlH385Iq8zCygvukpCktsXZd7y45CQqsswN3zcKFbVUReVxklBJgijPLcvoAKK0ThCLwCBInjg/LSDz2MaIqHJJBzEPJaQbL//t3bL6Vs7PRCDDjAhJt9S2bWdkS15PnrMUmyyxtJlQ2s1ms5ldb4kIM1FkAszJkaStS2WsJHWSNEvlk5UyJYh72ZfNZjOSZD6f+yw3dSRRlG7lJVGSfZLjW26ISPIkY3tLtZXHgkkruxyvujX63sG5gOurHVarFbbbPR48eICuXeHi6hrOOfQHhxADjk5P8NJrD1LSq6za9X2P3faAGJHLNllsdzvcv/8SBu8AZaBtg4udx+XhEut1j/OTU2hF6LSFdyq7B5vkM6AUFCyIAKUtYqCc4Ce56IaQxnm/34/vL343xRhhmsmDQsbV8/jt93sAk9IdQsBm1RW2OJF3jg8FAKtT4iDOOrzbHXB8fDzapvdrvPRSPyYo2+/3WK1WODu7M7Znt7vONjKM74AQHeLgYYwGkcXV1RWurp4CAF5/4zV87Wtfwr1753j48CGOj4/R91OftTbY73p0TYfNaoVVG7FqV+ivDwiIUCqOCin3kd/XRAQfhtmz1OjJg0W+x5ae3YqKioqKjwckYbuNxOq24UUao1tBSjlz7pTYY17fsVSprLUzRYu/WyJepQrqCwInF/hSCZXgjLQlieNzyni/tEifXOrKxabM0imVvqQYT6qebAe7JZc1IJVS4KPkOMnFvxyLse2Yq2+lW6W8x7gg9VM/l+bnJmnLShxodp+yTZKkjN/TPPvuqAKKzLSAVEGzImjmbtk8T0t95TYwIeQMrEwYZekfeU8mTXyPpc0MqXiVrufSrVeOtbR/qXxJ1VyOhRw/acshkx/ewCmfDVZz+TqcKXbpGZJ9l/ZfkvmSkJau+LNNmDwWfN/yuZLjwtm399cHXF19iPX6CK+/+iqePH2Kx48f477W8IPD3bMz6KbF9fU1njx5gv3uGk+frrBar3F8fIqz0/S+uLi4hHMO11c7dG2H7XUPrRrsdwN21MPaBjArxBixP2zR7w8Y9gd8+vXX8drLr8AqQCsFFQmIAY21MNbCKY/eu3E+DofD6N3A9UalPfA889wnV9m5azuTzDGbLaXY0dKWpYot7UO+D5omZd6Vc3Z+fo7z8/Px/XtycjLWMB2GAZvNBm1rcefOnWQ3wx7b7Ra73RZXV1domgaf/vSn8MUvfhGf+cxnsN40eHrxAYwFjGkxDAEUdUpS5Am6aVNMcLQ49C65jnsLQ1NppTLUweXyLqXtsz3K53zJhioqKioqKj6JeJHIKONWkFLpalbWZZQLFV7syoQxJVnkxYpUS/lzvpc8hlUIeU92I+NjnHPjZ3IBKEmsjLMDAKJ5DOeSa6M8n0mp1lPbZAZTqa5yH7z3qX5h4V4sF2xS+ZLnx2IByMSndHWVJXlWjYXOmVIPhwMINOv7SJTy36tVh8PQIyyQeRkHJ+eDiYj8jNu4VIOU7WJcgBeqLCuA7BI61aid1Ei2s6ZpZuPHroqynZJEyftI4iXbx4ttVvyWbF/OZ9/34/MgbZ83YgCMilu5OTD+LQgJk3gew77v0TTNDZd5Jwj4suv7fLOHr1uSCP6evRlkLGqMKbHS+uhoHHP5jMh2skrGCuPhcEDXtOj3Oxwfb3B5eYE333gN7WqFd955B6axONYad89OsV53uLi4wNNHV/CnGquWcHJ0hFW3hlUr7Pd7bLpT9H2Pu+cWfiCQIWhl8d67T/DBxQ6H3R5QhK5p8eTDR+j0CqebOzjZrGG1wXA4wCikEjmHHtf9DjDTxpd8duU88Ri0bYumESqg8BZh+2MiymOTxpoQYnr/tW0LazWgNLTBSGwBhRCnMaWoYEy8sbFxcXExkt90LYvdLtUwXa1W6LoG1mr0wz7Hju5zDLLH5z73GXzhC1/Aq6++iq7rcOh3CLEBkBTjIQJKRWiV6qgabeEHADBwg4bVR9DdGv0+YNWkclfJXqYNrGSjfrYBxeqwMXbMNi5tlD0jKioqKio+/qixpnO86GNxK0gpuyjy4r50xSoVmVJd4wWMJLal22IiFgDHbJbK1phkQ6hPsi0l8ZUKGTCRTT6OCQ73ge/BkEQiEQz+9824Vwmpko2K6ozcTn+XbsfyGpLgyc94ISzJILejs9M5TGokGSvj3HiBGOJE5tmtVqp4co5HxSTHopaKp+xD2S8iGlVZeRwTJJ5jqTyWdsR/MyTpkp/L6y9BXqu0A9mPUiGSx8hx5HGThBqYk1o+xy8o94z1ej2WK+IamofDYUx0VI71T9M/SQwOh8PMHnjc2cNB9l/+yHjJMVkOAMQA53r0/aSUEwUE12O96bDdXgGIODWnWLUGm6MOu0NEfxjw6P0Pcfn0Cptug/Pzc5ycnMHA4OAGhCGrl9ai0RZBA3tP0LjA4XBAf/CIQWG37XF5tUUMwKpt4YeQVFNHcNEhIMzGrrRrObcAxmzPcjzlWMo5nm/CTBtfTNKWVFK+tjEG1rS4urpCukSq6Zmuk967w3CAcw5d1+Ds7CTXcfXo+z2GweN6ezkmxNI6PUdnZ2djlmXCpAD3B5+zWWto0yT35qhB0Bj6AK0Bijq7/GuAgO32CsbOwzImu74ZT80bHQbT8yw31njzpqKioqLio8NtKGdS8WLjVpBSVlKWiJJc8JaLNknCZGbGUtma1IZlN68yvlO62Un1kD9jwieTsUgXTVbFSnJU9kf+ZkVWJu+YEU9BmKVSV7qwSVW2VE9l++V1GKwmlu6YcgwleeAFIo+FnA92NY4gQM2JR7kBIedqTM5jpgXqEkm8CVZf9WwsgKncxpIaV7o4lyRiSQlc+rtULZfGv7RlPtY5d6PuqFSTWUmTdiDtUY45n7s0dpL083dlXLScE75+maH4WX/zNWRct5xbfp6M2PgoSam0uzEOmwibozWC81kxtVh3LbwfMAwHtG2qrWkNgeCgNLBZWcTg4H3E4fo61as1DYb+Faw3G7hhQIgR0acsuaaxaG0DMgYX2wOGvk9lbVwqbXN1dYW3334H56dnOD4+QmMMWpsV7uhAxk9pa0fbAYzRCGFSQVM/I2JcdrmVG0kyPIDHauj3o3rorZttwjVNA61STPeY8KtpoJE25KZnRyGE5PKeSry0AFJ7D4cdlDKZlPaI5PP7WWG9PsrJn1Y4OjpCiA7X20uYgxm9EIbBIwYNUGpHQARFApFHCArWEIJ3AKbnODgPIgVQFM8be3q4/LxgjNdOdjF/9y29vysqKioqPv6oamnCx2EMbgUpZeWmJJElGZEL95JYcsylJD0yni6B6wdOsXRyISOvzffjGpacaVQqqnxfPleqhxy3J48vXWMZqQ1xXHwtubTyIlUSeHbpbJ5B5r33YzZTjpEc3WYxuTLzOTIjq4yB43tcX18DMc1N13UwxsKoTFowz3xLRIgI0NaMWW2JCFdXV2NfmqYZ3TNLl2YmudKNVKp3pX0QZbdp3MyYK1XRHz0HfK15BlP5GdtiiVL9lSoyX5/HgI+XY7wUv8obIpLcLbWf7yNd3pfGiDcs9vv9jedI/lsS0/LfJQmXLvT8OSeW4ufaOTcqvUDK8Mr9L+dBus2P9wRwcfEYMTjEAPzSV78MbdKYOe/x+PFjHNyAx48f47333sOTJ4/ggsfRKrm4rlaplAxFwPst+u01VqsNlFVAq6E1QesUH6oswbQNiCyGg8V2FwFYXF09wQdPe0S1hd3cR7s5QdAa3g/w0cMqA6VoLP+CtB0DH9j928KY5NYfQgDUlECKx1F6Z7D9AfOYaGMUbE7wo1XyrNAgWK1AwcO5vJlByY1+d33A4D2g1TgfbCPeexAGHJ+sx42bH/7w+yPBPDs7h7Ub3Lt3V8xPmqP33n8H773P9sfzqGFVB62n54Z5usL0Hkg2NCnnrQloGju6EGsNrNZtfu8OWK/XODraQGkS7ykLawyUmt5h/CzJjY2KioqKio8OS8Too1BPP27E9KdVnT8ufb8VpFSSI4ZUQEv3Lf6eIQlESSjlIk+ppFJIVy9JQuWuO0PGPpbtKxeRMtYVmGeUlSSlXNynH52J79Qn2c+lONRRnRTHSjWsVEel6icXiOW9eIFcEqsQAhRNcXNSTSuJiVIKCikDKLdVKYX1ej2Lcy3dS5mQlvbAY1KWOJn6nNURdVOpLNU4OZ9lmyX5LOeqJILy3+XmQRl3CmDmCcDt8N7PFHfZBrZ9qaLx3DChWSKFZXul3YQQ0LbtSNSdczMSy/NRjsXSXJTXlrbW9/14vXLDR8aNl8+1JGfj84OIzdEKwWk4FxCiw+BSopxh6NG0Bs3qCMcnazx46S4++OADvP3OO3h7/z6G/hJDf5mvZcZNmmFImwCpJiaTGA1SwKANfD9g1x9AlOORGwsftuhDg71r0UaFVbuCthErsqAAKFIwRsMYDSDV2kw/bEfJHTXVUgWCDyOpKsMHeBOsfCc1yiDEebIpti1+tthTg92oD8OAQ78DUYAPA9yQfzuH4+MNnlw8wsXFFSJ5NK2CzedeXV1Ca4PLy6fCeySX8CI/kkhj2AYMWjtAYb7ZZW2KYe6H7Wh7vNmno0dURfkfTO/N9Xo9/qSxExnB47J7/LNstqKioqLio4ckTD8rgvpxIWUSPykx/Tj1/VaQ0nKxz5BqDLDsTjlbpGBO4qQrarpGcu+Ux/F3kjjKxY0kXwBmtRn5PiUR4faUKtuz2spKafr8pouxJI4yLnUkjsKVmfvEKqkkcqWSXLaLSUuZJZSIEPk8TKqEdKGW1+XzXMiLazfFq3KSHSZEMtGUXHxL18WxDcKllds7kac89mqZLC3ZWbngL8mrvE45HvIYSUZZ8VxSY8v6kzze0oXWGDO7hlS2JPlkO5T3lxs5sn1yA0Ym7WK74E2AcoNAkkaJkmjL50O2RRINGffKinGZ3Ifvw+0b48QpQEULxBY+E7JIAYNz8GHAenOM73//+3DOYb3u8NZbb+LNN9/A/nqP3W6Hy8srXF9f43A4YLc9IISA/f4a3vtcKsaNScMG73EgwLsIKODs/AhN0+DO3Zdx7/5drNdrHB+3aNeAbSOs1WhMi9gDiHmzSzepPmlUIOT4R93ANhoUFaACFJhULhMp+Y6R9nd2cgIfUlxt0zQjySuVdJ6/9XqNIQxQ6hykAO9Tf4chZQd+e3gXRCEnM9rBOYe2XaXNErMan1udy2m1bYe2bXF2foKuawQxTYS/Me1MvTRGzUracMwnZxTWWmNl1miaFtZyPHFE29n8LKSkUG3bjLGr6ZoK5H78c15RUVFRcXvwkxCoT6JC+Cx83PtX4laQUkk0GPxvdjmVJFAuoMsFOS985UJ57g5ISGuWiBRbFRCCh9apHAugspqiQJTc42TtRF7wyYQaJZlTaq6ulS6X02I8ubwhu5w2jUVSWOYJfYAphrZ0BQYwuu8uqchl3N7cfS8glaBJbsPG2Kz2prFRCnlcIhAjrM1jTEkJiwgw0UJbBZ2TjphGw+oGpCL8QcF2UybjMVtwbjsTKM6yKmMdBxdmZLwkimU/+Rgm9aUtLRFI+b3KynakiBgIhAijLRQ0tFaIgQAVoaARok8zRslZWCUJBxEAhYDAhDLPrBF2qZDtNgLQmbzGrPZrO5LSGAhAhDUNCCneOLUBUNBwg4M2CloZQAGgbK+KYIwd55X7p7XJKp4d52IYHELwsLaB0jqP3URCx6zJpEayXxL7Mm6UkxMx0eVnUxLlhkk4K/H5KSCkrK+8oTTWFI4ejdWIPtnOdrvFMDg45+Ccx+Ce4ujoCEQbRAXE6BEjcH5yCpfrk4YYYZTFYehzCZRkw/v9Htvr/fj3fuhhV0cjeb7/0j0QEV5+5RW03VR72EWH/X4PYzRWjYXSdswc2xoNZQ2MIkRYELWwygJGg3zArg+IY3ZcGp/HENMPEUFpQOls5/n9oJWCDw7O9eAYUKDNhJ+gVPosRpM3LWhMOtT7fXpnmRVa2yCu0zifHp/gtVdexn6/x9XVFT744AN0XZc3BRo0TZdLxZjRFTplDs6bESrZMiGNV2dzuSsYQM3jnrkOs24sWmOhbLKDTq1hTAOt8/syssfJFH4QQoCx/LznmH7TjKRe2uRSluuKioqKihcDnzQiVjHhVpBSK2KdbiQOMvMC6YGVzUIt43P5M6lazdXBgORamwih1hxn16d4LdsAYDdgmwnTPF6VSXFZ85SVWUDBGJtUEUyJdiL5TMj8uCCNcSLVpRulJNalG6lUCSMAyiSIv4fWCPk3iBBocut1IcAYm/uZxgOIcI6Jcxw/U7lUAxSgiJDWoQRSEaSSMqlsUlCN0YBBJm0Ryqoxiy6XVpFEksmqrD0qlTXuS6kal2RUXg+KZmPH7qDl+eNYRqRNCpXcLdP8JGJjVi2cC1A5GU5KUBPh4oAISqqxTm7KFCMCRSBS4nB5UwMKiASACDoxWSTCr6FAWK82IFLQilLylsMwbmq4YUBsE+EgpUE6xe8ppRFVfj5sm+cwj5NO8YuJCPI4RMSYVLIpwQzB2ja7eQL7/VTiJcVdE5wL8H7AZnMMoryxgrlSLdVbni8mlHKcZ2VxIkEhxUamjYxUaihQxMnxMXRW0IgI+/6ASArkAlzP2YIHkFKwzQZNq0Z74ZI6LvapFmqkpF7CwNgG626N1WqNvu9BCjg+Pk62OUuMoxFyd2Q/+Plju/TkcbY6SX32hGazyjGQDv3+gEAebWPQdG3KhJtYKHRroM0KT59cIuTNLm0SgVM6IoWLprGwDRNXg6gAqzSiG9BYDa0sFCKGwx4alAgbBSidStt0jQWURtpnS9dybkgeD0ZDN8lr4Wi9wp2z03GzCPgrs9hyGX7Ac661Rtd12eshue2G4NDvU6Zko3Ta0NEpspbPifweMxpGaah87cZoWMXvNA2gSxszFJDy9hK00lAxvxtJQ6tUn9aY+TtB5ftXVFRUVFRUvFi4FaQ0eA9kxUxxfGIIiEI549+j2li4V5ZERaqKwNxNl4kBL+SJJpdBmaBDKXZfTAt7VthG1Uu4y/G/1+s1rG0SsaF0377v033AtTFVJns6h4SQLwAADHhJREFUc8apRMnSQl66UJaxrQzpwsfkcyl5Dv+OMbnBaT2PK00Eke8hXQsJMQQQFKLKhJM0VI4ngwZ634PcPG5TukUzqee/Jann+4wklMzsGvxzOBzG4+cqcMjlZ/zs87K0j7QHIJWnSNfO5TNsm4+ZEkPJedFapwwzMcLHZJ8c32mUBulJ+Yo33AhTApzc+lENkhsd3EatFbpuDU+phAe7Yku1eIpD1ABYaWYbmMZ9GluVlKoxvjERCq01yORSG2GYZfpt2xWUInA8JuWSJJzgqySl7HZb2h63WWuNo/V6skUz2f7oTrvdTkQzpkRYoZ8SJR2dnM5qzl5dXeU5tFBqmkMVUwKttslxyNZAx/SeQVYho7C7kF3AjWrH+7O9SlfaGCNMEDHpltA266ROImK96UCUEjztd1d53BSMAYxusTYGR+tNqnMaI1wI6Ps+jZ81QN5MOPQ9Bj/F/OrGAjsNy+/K/Nz2wx7U0+z5nj836R27Wa1n5Xa4bI/VBs1qilEevU9sUqxXq9Xs+QSm981YZqlrcLo5gut9zvarxzEd22TN5FmQfycRPo7H8TWPT45mZJg3tmQ7uvVmer4xbRjGBW+JioqKioqKituNW0FKpdJZKmMy0UtJLJ4V6yZj0spYz3KhLM/hxZx0jQWm0i+ly6ckEdJ1OClCDUCT+y5RUhWZ5C61vSSQ0tVUjkFJwkvFanbPDLlInQjNzdqUzxqfFPM6T6LDx4cQsFqtZotNOX+ybXx/bjMfL+cXSGRREkH+uyydIolsyiY63Yd/cwIq2afR5sT5pY3IRFiyX+ziLBVuPo/jJWX7GExy+VrWWqzX6zEpEI/JTFU2cw8Ctk2eX+mqyO1dylLNfy+RRbZNCVZaAaDrOsSYa6Vicl9nMi43T9gu2AWX4wdl/9s2uXiyOsckdxiSAs11VmOMoJyNWudr8HUBYBgGhBBwfX09y3o8bhyFAE5sxu0kSkq25eRqciOHIogUgos35pDnlseG78Hkq21bHB0dwYcVttstDodDipdskoI6brIoTuKloPIGgUGqH5uU70yEtYKxFq1L8a6kchZpeFh907NEbviUia+IgBA8rq/dzB6UUjgcDjeeJ76msZNHSLkZ1jSNcPOdYsSBKQ9A+Z6KMQJFGAa0GpVNHs+lesKyXSP5LO7xrA3KioqKioqKituPW0FKeUEpM06WST7kQmPcyS8WIfybY0CBeTxpeR15Lc5EywtUmRwp/T25+C0tCOfqZgTgASpqSpq5G668f6nIlYRCjkf5w9dhKDWVfyiJKV/L+wAiNyNkZT9LKDUfP3lv6XrMn0mSzMfLTMsptm/+2Xh9mpe54fGWmXmZEJZjyOctjY0cz0Rc4uy42aK8dB3nzQo9jWVZr7W0B3ldpfTsmnyeVOhLtYtJUzk+kiSUGxbPGo+5twDm8xOAKNQqrW8mAyPI54izpNpZe5g08thwQhtJ4Pk5d86NqpbL5Ktbr2CAsVTQYUheBuumnT0H3idXXqmeSRsDgKgUlLIgngrimFxAwYCUgtEmqZMATB63oOJsLAHcIPrl88cbCcaaTNaSXdkme0AgZ8pGk0MLArx3UFqjGZMJ6VHBDVn5a5pmNm+mU2OyMbbJtp1vqPHYyTau1+vZ5kz5jihVUKXUGBO6tKEkN+R4PNJnaszQrbWGNdM7iBRA5bsru7+X7z2eV96AkHMsbWmpnFhFRUVFRUXFi4dbQUqliyf/mxd7ZdIKSXaWFut8jFQLpcJZQqqEpdIwZbH0IOGGxr+lWqJn5EHhcBig1TyLKCsPKaZ0vsiS15aLK76mHAe5MCzHQJIlVorLJELc9hKcIXNpfADAi3IsZQZhjhcsFZWybZKAdl03I3byWDfMEzTxvJTlYkriQGFOhKWCxP+ej9N8MTxPijWvk8q/0wbG5Goov5P1bKUdAhgzD7O9e++x2+2w2WxmfWIFSimFgJt2UCphsu3lJkRJUNlmub0jqYjTOEpSSpRcS5Wel7SJkWvempnNpQyt7ex+fd/P2nbYHSa32JxxlcfSNg10rgsMAC6k8WQ1mYmItNPSvZR/bLeGQpy5c1I+zsUwxqWX40jChOUzLp+70l2e26g9x9Qmd17vc7bj7B0hCZgk8qNbLc+t0aOLcowRkQgKwKrpUtwyTXVu5fuH7YoJ6HSvm2WtYoxYrVajPZXllmwzlXqSzy4fUz6XR8fH8EMYRXetU7zwOCdqcpce50sBjW1m9l8+bz/uHTi3y3gjLKCioqKioqLi9uN2kNKcNNXm5C0Kakyiqqkgb5SydkLfdKvkY0o1UqpLvPAqCaEs9SIX5/y7jJtTSqNp7I0FK8MYM2ZT5TZozdeak0Ne7JULPakeLJVN4fZLQlAqGCXkYm5JQS7V1dm5Qs0rS97w53IRWWZgLd3xpMu0PB/AjHTIfpf9mhTKqXantAFJwMqEPNNc3nQPL8msPNbkzMQKSLZIBJV/QAStFNrctxgjQra7JWLDJTXknEu3YbMwT0sbMWVf5TG8OcMqJW8GyPE0OiV6Sg8e19lNamiMMZcw4XthnEfpYVASI76ndKldsk1p/1fba2jhFlzauvSmkHGlixsYWiGSn+r4yk0nFuTVRDxJKehiXOV4SlstaytPzy5vGISRNLJLNxEhBlYr5yRrtLX8vlMhla/Kjr6ASu9CjRSHufTuk9cqE00phdn7geeIlVgZssDntZ1drCnM887u2PydtRZG2ZE0MykdN3oUALkRolL8p6y5W9qEvP4N2zEanmJ+BIW3Bz17E7KioqKioqLiduJ2kFKkuKfoAyLm7ozD4GaL9WlhhBnp4YW9VEfZPZQXzuzWy+oDEY1/8yJLXkuSQbnIkwqYXPjJxXdju3HR6VxKuKK0bMOkssjFIHBT3ZML4mEY0phpPbufXNBxrJ5UN3gs+J7OubHfcnzatpkRDG4P5c0AvoYs6yJ/GEqpsYaiXLxyO7TWY3IXSVDGe0Y9W4DyfPD5fOykbCaXxbZrxrHhNko1k1FuPJSf8b2k+yB/1xg7xmDGGDFkJRCYMi37wc2OX7UdDr2/MS9EhP1+P1t4z1wvrZm5TwIY4y/5OjJ5DatWMxU0PwOsYHL/uK1AIjwpeRHfO/WlaS1WocNq1eLk5ATG5OQ6fY/DYcAw5PqeOb4TuKlcStd0YwyUSZ+vVivs+wP2+/2oflpr4YWnAs9127ZjW+V4cN+ZXLEbMIAxRjRvHwCkMIw2YQEmWnmDi2KEJ8I6k3ZpE/y8y/tKhRKUS0aRG881xqChXBIpzOu2pvG46bmgoaBN3lwJk2K/bloYpbDPz8xkj9zOiF4kg0ptyFmelboxB9LGuR88J2yD2szVcbbR5P7vx/cGf+acg9XNbOyky3CgOLqjj6Q+vxPl9TkJE1+XY/rlZ0opKKMRieDzu4zf50rPFeGKioqKioqK249bQUr/TaD/kkOHSlJVKqm3GXKh+6x/A3MXRXbbK0npkgIzumIKlaqMgX0WZJZWJrPATbfsH9e/n3Y8yt+SHAGTMhXJz84rx+6nhVQpGXJTQV5XulaXKuo4V/9GrfjpIe/NP23X5JhQjbZtMzGM45x6P4yqvyQvY+mXjwhLc5WU1Ll3AWkFm5VRsN0aDc0bTQpQ8S9/xHkTrWwffsLZ1ZjyYf8oyOdb2hHb3dL7rVTd5fk/aft+llh6v7CqrcS/KyoqKioqKl5sqBeBdFVUVFRUVFRUVFRUVFR8PFH9nCoqKioqKioqKioqKiqeGyopraioqKioqKioqKioqHhuqKS0oqKioqKioqKioqKi4rmhktKKioqKioqKioqKioqK54ZKSisqKioqKioqKioqKiqeGyopraioqKioqKioqKioqHhuqKS0oqKioqKioqKioqKi4rmhktKKioqKioqKioqKioqK54ZKSisqKioqKioqKioqKiqeGyopraioqKioqKioqKioqHhuqKS0oqKioqKioqKioqKi4rmhktKKioqKioqKioqKioqK54ZKSisqKioqKioqKioqKiqeGyopraioqKioqKioqKioqHhuqKS0oqKioqKioqKioqKi4rmhktKKioqKioqKioqKioqK54ZKSisqKioqKioqKioqKiqeGyopraioqKioqKioqKioqHhuqKS0oqKioqKioqKioqKi4rmhktKKioqKioqKioqKioqK54ZKSisqKioqKioqKioqKiqeGyopraioqKioqKioqKioqHhuqKS0oqKioqKioqKioqKi4rnh/wfsYC0iLVnLGgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "img_path = 'PennFudanPed/PNGImages/FudanPed00021.png'\n", "mask_path = 'PennFudanPed/PedMasks/FudanPed00021_mask.png'\n", @@ -168,20 +113,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0, 1, 2, 3], dtype=uint8)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "np.unique(mask)" ] @@ -195,32 +129,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(-0.5, 489.5, 377.5, -0.5)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeYAAAF7CAYAAAAHayhSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAC3xJREFUeJzt3d1x20YYhlHYoypYBZvIsIJUmQo8acJVuIwoFw5lRSYpAMTuvrt7zoxvnB+D1BIPvgUkf3l9fV0AgAxfWx8AAPCLMANAEGEGgCDCDABBhBkAgggzAAQRZgAIIswAEESYASDIS+sDWJZl+ePrn378GABT+fufv77c+n0TMwAEEWYACCLMABBEmAEgiDADQBBhBoAgwgwAQYQZAIIIMwAEEWYACCLMABBEmAEgiDADQBBhBoAgwgwAQYQZAIIIMwAEEWYACCLMABBEmAEgiDADQBBhBoAgwgwAQYQZAIIIMwAEEWYACCLMABBEmAEgiDADQBBhBoAgwgwAQYQZAIIIMwAEEWYACCLMABBEmAEgiDADQBBhBoAgwgwAQYQZAIIIMwAEEWYACCLMABBEmAEgiDADQBBhBoAgwgwAQYQZAIIIMwAEEWYACCLMABBEmAEgiDADQBBhBoAgwgwAQYQZAIIIMwAEEWYACCLMABBEmAEgiDADQBBhBoAgwgwAQYQZAIIIMwAEEWYACCLMABDkpfUBAHC8bz++P/znl9O50pGwlTADDOKzGN/6dwU6j61sgAFsifLH/27vf0sZJmaAjh0VVRN0DhMzQKdMumMyMQN0RpDHZmIG6EjpKIt+e8IM0AnRnIMwA3SgZpRdALQlzAAQRJgBwrWYYE3N7QgzQDCBnI8wA0AQYQaAIMIMAEGEGSCU+8tzEmbgN/7GIWhHmIE3H4MszlCfMB/oelJzMqNH99at9Qx1CfNBPp68RJqefLZOrWOoR5gBIIgwV2DaAHpzOZ1bH8K0hPkgFjEARxBmAAgizAfx8AwARxDmA6yNrjiTyq2YPM4X8xLmJ2398PiwAfCIMDcgzqRZsyZ9b3493uO5CfMTfHjo3d7QCnRZbi3MTZh3evak5KTGCKxjOJ4wA0AQYYZJmXaztdzOtpXeljDDhEQZcgnzDk5q9Ozo9evzUM7ldDa9TkiYAcKJ81yEGSZiuu1XrTi7CGhPmGESogx9EOaGnCipxVqDfgjzRk5w8DufizHYxs7w0voAevNx4Tohkc4aZQ1RzmFibsgHgdIeRdn6y1frLw6xFrIIM0zIibg/peJsLeSxld2ADwKl3TuJW3u8Zz1kMjE/ycKmF9Yq9MHEXJmTIzWsXWeX09nDYRBGmIHdXGiW44GvednKrsgHAVjDLsbchBkgSK0oi38uYQZ2sQN0vNqxFOdM7jEDBGgVyfd/routDCbmSix44JYaP9lrrZTjmJ0wAzQihNxiKxsmd93N2RIJO0DPEWQeMTEDQBATM7CJaXk/kzJrmJgBIIgwA8uyrJuETcv7mZZZS5gBIIgwA0AQYQYozDY2WwgzsIr7y1CHMANAEGEGKMg2NlsJMwBvXEi0J8xPsoiBe5wf2EOYgTce8IL2hBkAgghzJba0YC4+8+wlzMAqQgN1CPOB3J9jdOI8B1/ntoT5YOLM6Jy0P+c94hnCXIA4MzrhgXKEuZBbcXYyYyTW89h8fdt5aX0APXm0UG+F+HI6W9wM4d5avvV7s+8Y+czzLBPzBs+ecGY/YdE36xfqEOaNnJyY2eV09hmAwmxl7+DExKjWbk27TQPlmJgBIIgwF3bd+jNlM5p7kzTjsCvShjADQBBhBoAgwgwsy3J/29J25tx8/esTZmD3yff9PWX3l3/yPvAsYQaAIL6PGXhqyjMhju/bj+++zhWZmAEgiDADHMx0yTOEGQCCCDMABBFmAAgizAAQRJgBCvAAGHsJMwAEEWYACCLMABBEmAEgiDADFOIBMPYQZgAIIswAEESYASCIMANAEGEGgCDCDABBhBkAgggzQEGjfC/ztx/fWx/CNIQZgFXEuQ5hBoAgwgxQ2Cjb2ctiaq5BmAEgiDADsImpuSxhBoAgwgzAZqbmcoQZoIKRHgCjLGEGgCDCDABBhBmgktG2s91nLkOYASCIMANAEGEGgCDCDABBhBmgkhEflhrxNbUmzADsNtqT5gleWh8AAP0R5HJMzAAV2PJlLWEGYDMXGuXYygYobNSIfXxdtrePYWIG4BCjXoDUJswAHEacnyfMAAXNGKoZX/ORhBmAw4nzfsIMUMjscZr99e8lzAAQRJgBKMbUvJ0wAxQgSOwlzAAU5SJlG2EGoDhxXk+YAahCnNcRZgCqEefPCTMABBFmAFbxt0fVIcwArHY5nQW6MGEGYDNxLkeYAdhFnMsQZgB2E+fjCTMAqxzxrU5C/jlhBmC1W3FeG1tRXufL6+tr62NY/vj6Z/uDADjYDD9MQ2z3+/ufv77c+n0TMwAEEWYAdpthV6A2YQaAIMIMAEGEGaCQWR6Msp19LGEGgCDCDABBhBmAp9nOPo4wA0AQYQaAIMIMAEGEGYBDuM98DGEGgCDCDABBhBkAgggzAAQRZgAO4wGw5wkzAAQRZgAIIswAEESYASCIMANwKA+APUeYASCIMANAEGEG4HC2s/cTZgAIIswAFGFq3keYASCIMANAEGEGoBjb2dsJMwAEEWaAgVxO59aH8BtT8zbCDABBhBlgENdp2dTcN2EGGEBijNlHmAEGYzrtmzADFNIikKLcP2EGoAoXDesIM0DnrveXhW8MwgxQQK1I9vbQl4uHzwkzwAAEbxzCDHAw0/JjLiIeE2aADvUa5Stxvk+YAQ5UIzi9R5nHhBkAgggzwEFMyxxBmAEgiDADdGK0adkDYLcJM0DnBG4swgzQgdGmZe4TZoADtJxaRXsswgwwAHEehzADPKn0tLw2upfT+e1XL9wf/50wAwTbG9neAs0vwgwwsB7ibGr+P2EGeELJqBwV1Y//nx63vGfy0voAACjvXoQvp7OJNYyJGWAnQaMEYQaYXMKWtoucX4QZgIg485MwA0AQYQZgWZb2U7Pt7J+EGYA3reOMMAPwQcs4m5qFGWAXAaEUYQYI1HpLufWfPzNhBiDK7LsRwgwAQYQZYKOUv3+5tJTjmI0wA0AQYQYIkjalph3PDIQZAIIIM8AGJe8vp06nLY5r5iezhRkgQGqUr9KPbyTCDMAqteM869QszAArlQqFaZT3hBmA1VxElCfMAA0JHR8JMwCb1LyYmPE+szADNNLztNzzsacTZoAVZpzcaEOYARoYYeIc4TUkEmaAT5iWqUmYAR4oEeWRJs0ar2W2CyNhBiDeTHEWZoCKRpqWr0Z8TS0JMwBdmGVqFmaASkaeLGu9thniLMwAHGLkC4+ahBmgAtE6zuhTszADcBhb2s8TZoDCZpuWxfk5L60PAAD2eh/nUS6ATMwAhY062T1yOZ2rh/Lbj+9vv3omzAAMp+c4CzMAxbTcXu51ehZmgAp6DMRRWt/77e299/AXAMP79uP7pguEWzGvdYEhzAAUdzmdYyfXtce1Ne57CTPAHUeHpNaJnduO+HrW+Bq6xwxQUerUSA5hBqCKEXYLarwGYQagmp7jXOvYhRmgMtvZ/al5QSHMAHeUPBnPHOcWP65zrxbH6qlsAPig5YWDiRmgkZmn5mXJvd/c+riEGYBmWkcwka1sAFhyLhJMzAANzb6dvSztg5j2MJqJGaCx93FOCkRNtX+WdvL7LMwAQfw87XJ6eV+FGSDMdXLsJSTJenwPhRmAofQY4/eEGSCUbe11RnuPPJUNEMxT24+NFuVlEWaAh67fSjNiANJ4j38SZoCVWkXa1DwXYQbYoWakZ5okt7zWUd8XD38BPGltILZOvqOG5zOzvu4rYQaoZPbgsI6tbAAIIswAEESYASCIMANAEGEGgCDCDABBhBkAgggzAAQRZgAI8uX19bX1MQAA/zExA0AQYQaAIMIMAEGEGQCCCDMABBFmAAgizAAQRJgBIIgwA0AQYQaAIMIMAEGEGQCCCDMABBFmAAgizAAQRJgBIIgwA0AQYQaAIMIMAEGEGQCCCDMABBFmAAgizAAQ5F8NyMtAoDAbZwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "mask = (mask != 0)\n", "\n", @@ -238,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -281,27 +192,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of samples: 170\n", - "PennFudanPed/PNGImages/FudanPed00001.png | PennFudanPed/PedMasks/FudanPed00001_mask.png\n", - "PennFudanPed/PNGImages/FudanPed00002.png | PennFudanPed/PedMasks/FudanPed00002_mask.png\n", - "PennFudanPed/PNGImages/FudanPed00003.png | PennFudanPed/PedMasks/FudanPed00003_mask.png\n", - "PennFudanPed/PNGImages/FudanPed00004.png | PennFudanPed/PedMasks/FudanPed00004_mask.png\n", - "PennFudanPed/PNGImages/FudanPed00005.png | PennFudanPed/PedMasks/FudanPed00005_mask.png\n", - "PennFudanPed/PNGImages/FudanPed00006.png | PennFudanPed/PedMasks/FudanPed00006_mask.png\n", - "PennFudanPed/PNGImages/FudanPed00007.png | PennFudanPed/PedMasks/FudanPed00007_mask.png\n", - "PennFudanPed/PNGImages/FudanPed00008.png | PennFudanPed/PedMasks/FudanPed00008_mask.png\n", - "PennFudanPed/PNGImages/FudanPed00009.png | PennFudanPed/PedMasks/FudanPed00009_mask.png\n", - "PennFudanPed/PNGImages/FudanPed00010.png | PennFudanPed/PedMasks/FudanPed00010_mask.png\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Collect all paths\n", "\n", @@ -320,18 +213,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Train set size: 150 \n", - "Validation set size: 20\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Split into Train / Validation\n", "val_samples = 20\n", @@ -347,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -380,70 +264,9 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"model\"\n", - "__________________________________________________________________________________________________\n", - "Layer (type) Output Shape Param # Connected to \n", - "==================================================================================================\n", - "input_1 (InputLayer) [(None, 160, 160, 3) 0 \n", - "__________________________________________________________________________________________________\n", - "conv2d (Conv2D) (None, 160, 160, 64) 1792 input_1[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_1 (Conv2D) (None, 160, 160, 64) 36928 conv2d[0][0] \n", - "__________________________________________________________________________________________________\n", - "max_pooling2d (MaxPooling2D) (None, 80, 80, 64) 0 conv2d_1[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_2 (Conv2D) (None, 80, 80, 128) 73856 max_pooling2d[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_3 (Conv2D) (None, 80, 80, 128) 147584 conv2d_2[0][0] \n", - "__________________________________________________________________________________________________\n", - "max_pooling2d_1 (MaxPooling2D) (None, 40, 40, 128) 0 conv2d_3[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_4 (Conv2D) (None, 40, 40, 256) 295168 max_pooling2d_1[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_5 (Conv2D) (None, 40, 40, 256) 590080 conv2d_4[0][0] \n", - "__________________________________________________________________________________________________\n", - "max_pooling2d_2 (MaxPooling2D) (None, 20, 20, 256) 0 conv2d_5[0][0] \n", - "__________________________________________________________________________________________________\n", - "up_sampling2d (UpSampling2D) (None, 80, 80, 256) 0 max_pooling2d_2[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_6 (Conv2D) (None, 80, 80, 128) 131200 up_sampling2d[0][0] \n", - "__________________________________________________________________________________________________\n", - "concatenate (Concatenate) (None, 80, 80, 256) 0 conv2d_3[0][0] \n", - " conv2d_6[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_7 (Conv2D) (None, 80, 80, 128) 295040 concatenate[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_8 (Conv2D) (None, 80, 80, 128) 147584 conv2d_7[0][0] \n", - "__________________________________________________________________________________________________\n", - "up_sampling2d_1 (UpSampling2D) (None, 160, 160, 128 0 conv2d_8[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_9 (Conv2D) (None, 160, 160, 64) 32832 up_sampling2d_1[0][0] \n", - "__________________________________________________________________________________________________\n", - "concatenate_1 (Concatenate) (None, 160, 160, 128 0 conv2d_1[0][0] \n", - " conv2d_9[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_10 (Conv2D) (None, 160, 160, 64) 73792 concatenate_1[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_11 (Conv2D) (None, 160, 160, 64) 36928 conv2d_10[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_12 (Conv2D) (None, 160, 160, 2) 1154 conv2d_11[0][0] \n", - "__________________________________________________________________________________________________\n", - "conv2d_13 (Conv2D) (None, 160, 160, 1) 3 conv2d_12[0][0] \n", - "==================================================================================================\n", - "Total params: 1,863,941\n", - "Trainable params: 1,863,941\n", - "Non-trainable params: 0\n", - "__________________________________________________________________________________________________\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "def unet(img_size):\n", " inputs = Input(shape=img_size + (3,))\n", @@ -491,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -504,107 +327,9 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING:tensorflow:sample_weight modes were coerced from\n", - " ...\n", - " to \n", - " ['...']\n", - "WARNING:tensorflow:sample_weight modes were coerced from\n", - " ...\n", - " to \n", - " ['...']\n", - "Train for 37 steps, validate for 5 steps\n", - "Epoch 1/40\n", - "37/37 [==============================] - 5s 128ms/step - loss: 0.4881 - val_loss: 0.4072\n", - "Epoch 2/40\n", - "37/37 [==============================] - 2s 51ms/step - loss: 0.4876 - val_loss: 0.4168\n", - "Epoch 3/40\n", - "37/37 [==============================] - 2s 55ms/step - loss: 0.4235 - val_loss: 0.3694\n", - "Epoch 4/40\n", - "37/37 [==============================] - 2s 54ms/step - loss: 0.3674 - val_loss: 0.3376\n", - "Epoch 5/40\n", - "37/37 [==============================] - 2s 50ms/step - loss: 0.3483 - val_loss: 0.3406\n", - "Epoch 6/40\n", - "37/37 [==============================] - 2s 53ms/step - loss: 0.3463 - val_loss: 0.2984\n", - "Epoch 7/40\n", - "37/37 [==============================] - 2s 54ms/step - loss: 0.3296 - val_loss: 0.2962\n", - "Epoch 8/40\n", - "37/37 [==============================] - 2s 50ms/step - loss: 0.3304 - val_loss: 0.3261\n", - "Epoch 9/40\n", - "37/37 [==============================] - 2s 54ms/step - loss: 0.3221 - val_loss: 0.2903\n", - "Epoch 10/40\n", - "37/37 [==============================] - 2s 53ms/step - loss: 0.3013 - val_loss: 0.2732\n", - "Epoch 11/40\n", - "37/37 [==============================] - 2s 54ms/step - loss: 0.2918 - val_loss: 0.2621\n", - "Epoch 12/40\n", - "37/37 [==============================] - 2s 53ms/step - loss: 0.2822 - val_loss: 0.2603\n", - "Epoch 13/40\n", - "37/37 [==============================] - 2s 53ms/step - loss: 0.2690 - val_loss: 0.2560\n", - "Epoch 14/40\n", - "37/37 [==============================] - 2s 54ms/step - loss: 0.2742 - val_loss: 0.2413\n", - "Epoch 15/40\n", - "37/37 [==============================] - 2s 51ms/step - loss: 0.2590 - val_loss: 0.2578\n", - "Epoch 16/40\n", - "37/37 [==============================] - 2s 53ms/step - loss: 0.2628 - val_loss: 0.2303\n", - "Epoch 17/40\n", - "37/37 [==============================] - 2s 50ms/step - loss: 0.2629 - val_loss: 0.2351\n", - "Epoch 18/40\n", - "37/37 [==============================] - 2s 53ms/step - loss: 0.2441 - val_loss: 0.2173\n", - "Epoch 19/40\n", - "37/37 [==============================] - 2s 51ms/step - loss: 0.2425 - val_loss: 0.2651\n", - "Epoch 20/40\n", - "37/37 [==============================] - 2s 50ms/step - loss: 0.2423 - val_loss: 0.2415\n", - "Epoch 21/40\n", - "37/37 [==============================] - 2s 50ms/step - loss: 0.2313 - val_loss: 0.2179\n", - "Epoch 22/40\n", - "37/37 [==============================] - 2s 54ms/step - loss: 0.2241 - val_loss: 0.2145\n", - "Epoch 23/40\n", - "37/37 [==============================] - 2s 50ms/step - loss: 0.2163 - val_loss: 0.2227\n", - "Epoch 24/40\n", - "37/37 [==============================] - 2s 50ms/step - loss: 0.2406 - val_loss: 0.2167\n", - "Epoch 25/40\n", - "37/37 [==============================] - 2s 51ms/step - loss: 0.2333 - val_loss: 0.2253\n", - "Epoch 26/40\n", - "37/37 [==============================] - 2s 53ms/step - loss: 0.2209 - val_loss: 0.2082\n", - "Epoch 27/40\n", - "37/37 [==============================] - 2s 53ms/step - loss: 0.1994 - val_loss: 0.1984\n", - "Epoch 28/40\n", - "37/37 [==============================] - 2s 51ms/step - loss: 0.1935 - val_loss: 0.2366\n", - "Epoch 29/40\n", - "37/37 [==============================] - 2s 51ms/step - loss: 0.1979 - val_loss: 0.2294\n", - "Epoch 30/40\n", - "37/37 [==============================] - 2s 53ms/step - loss: 0.1881 - val_loss: 0.1899\n", - "Epoch 31/40\n", - "37/37 [==============================] - 2s 51ms/step - loss: 0.1829 - val_loss: 0.2036\n", - "Epoch 32/40\n", - "37/37 [==============================] - 2s 50ms/step - loss: 0.1760 - val_loss: 0.1987\n", - "Epoch 33/40\n", - "37/37 [==============================] - 2s 51ms/step - loss: 0.1674 - val_loss: 0.2137\n", - "Epoch 34/40\n", - "37/37 [==============================] - 2s 51ms/step - loss: 0.1709 - val_loss: 0.1972\n", - "Epoch 35/40\n", - "37/37 [==============================] - 2s 50ms/step - loss: 0.1522 - val_loss: 0.1994\n", - "Epoch 36/40\n", - "37/37 [==============================] - 2s 51ms/step - loss: 0.1396 - val_loss: 0.2034\n", - "Epoch 37/40\n", - "37/37 [==============================] - 2s 53ms/step - loss: 0.1294 - val_loss: 0.1797\n", - "Epoch 38/40\n", - "37/37 [==============================] - 2s 50ms/step - loss: 0.1306 - val_loss: 0.1992\n", - "Epoch 39/40\n", - "37/37 [==============================] - 2s 49ms/step - loss: 0.1496 - val_loss: 0.1950\n", - "Epoch 40/40\n", - "37/37 [==============================] - 2s 50ms/step - loss: 0.1374 - val_loss: 0.2271\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Compile and Train \n", "epochs = 40\n", @@ -613,22 +338,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "loss = history.history['loss']\n", "val_loss = history.history['val_loss']\n", @@ -661,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -671,65 +383,9 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\t\tImage \t\t\t\t Ground Truth \t\t\t\t Prediction\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "samples = 4\n", "idxs = np.arange(0,20); random.Random(42).shuffle(idxs); idxs = idxs[:4]\n", @@ -771,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -781,65 +437,9 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\t\tImage \t\t\t\t Ground Truth \t\t\t\t Prediction\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "samples = 4\n", "idxs = np.arange(0,20); random.Random(42).shuffle(idxs); idxs = idxs[:4]\n", diff --git a/04_images_time_series/01_time_series/CAE_LSTM.ipynb b/04_images_time_series/01_time_series/CAE_LSTM.ipynb index 796222e3c..eb7263c08 100644 --- a/04_images_time_series/01_time_series/CAE_LSTM.ipynb +++ b/04_images_time_series/01_time_series/CAE_LSTM.ipynb @@ -93,9 +93,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "# timestep, y, x, variable (channel)\n", @@ -149,9 +147,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "# Visualize multiple time instances\n", @@ -300,9 +296,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "time = 100\n", @@ -359,9 +353,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "encoded = K.eval(encoder(swe_train_data[:,:,:,:].astype('float32')))\n", @@ -437,9 +429,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [], "source": [ "# Model architecture\n", @@ -543,9 +533,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "for i in range(4):\n", @@ -631,9 +619,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "x = np.linspace(-1/2, 1/2, 64) # Array with x-points\n",