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"name": "Exam3Solutions.ipynb",
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"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
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"source": [
"
"
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{
"cell_type": "markdown",
"source": [
"# Exam 3 Solutions Data Visualization and Preprocessing"
],
"metadata": {
"id": "hAO2R-c5dBOQ"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "u_rZgjLzc7M3"
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pa\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pa.read_csv('https://raw.githubusercontent.com/nurfnick/Data_Viz/main/worldCupPlayer.csv')"
]
},
{
"cell_type": "code",
"source": [
"df.head()"
],
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"height": 206
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"id": "FqCHp8f3dewy",
"outputId": "bfc69649-27c5-44f5-92c0-00610d07f980"
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" Unnamed: 0 Rank player club age Apps Mins \\\n",
"0 0 1 Hakim Ziyech Ajax 25 34 3043 \n",
"1 2 2 Alireza Jahanbakhsh AZ Alkmaar 24 33 2840 \n",
"2 4 3 Hirving Lozano PSV Eindhoven 22 29 2350 \n",
"3 6 11 Lasse Schone Ajax 32 27(3) 2350 \n",
"4 10 25 Santiago Arias PSV Eindhoven 26 30 2664 \n",
"\n",
" Goals Assists Yel Red SpG PS AerialsWon MotM Rating nationality \n",
"0 9 15 4 0 4.9 75.4 0.2 9 8.21 Morocco \n",
"1 21 12 3 0 4.3 73.4 0.7 14 8.20 Iran \n",
"2 17 8 4 2 3.4 75.3 0.6 8 7.90 Mexico \n",
"3 10 3 6 0 1.9 87.0 1.9 2 7.45 Denmark \n",
"4 3 6 5 0 1.5 82.3 1 2 7.25 Colombia "
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"cell_type": "markdown",
"source": [
"## COYS!\n",
"\n",
""
],
"metadata": {
"id": "7f4kIAqpfFzQ"
}
},
{
"cell_type": "code",
"source": [
"df.query('club == \"Tottenham\"')"
],
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"colab": {
"base_uri": "https://localhost:8080/",
"height": 614
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"id": "xPz98a2Odhcl",
"outputId": "92090ef8-d968-464b-9933-c66404f3dc0c"
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" Unnamed: 0 Rank player club age Apps Mins Goals \\\n",
"414 795 5 Harry Kane Tottenham 24 35(2) 3083 30 \n",
"415 796 2 Harry Kane Tottenham 24 7 597 7 \n",
"422 806 11 Christian Eriksen Tottenham 26 37 3226 10 \n",
"423 808 95 Christian Eriksen Tottenham 26 6 535 2 \n",
"430 820 22 Jan Vertonghen Tottenham 31 36 3205 0 \n",
"431 822 231 Jan Vertonghen Tottenham 31 6 540 0 \n",
"446 852 44 Dele Alli Tottenham 22 34(2) 2972 9 \n",
"447 854 13 Dele Alli Tottenham 22 5 427 2 \n",
"455 870 57 Kieran Trippier Tottenham 27 21(3) 1914 0 \n",
"464 888 75 Eric Dier Tottenham 24 32(2) 2827 0 \n",
"465 890 179 Eric Dier Tottenham 24 7 614 0 \n",
"468 896 78 Davinson Sanchez Tottenham 21 29(2) 2535 0 \n",
"469 898 236 Davinson Sanchez Tottenham 21 8 720 0 \n",
"475 910 94 Mousa Dembele Tottenham 30 21(7) 1886 0 \n",
"476 912 268 Mousa Dembele Tottenham 30 3(3) 328 0 \n",
"495 950 171 Hugo Lloris Tottenham 31 36 3240 0 \n",
"496 952 100 Hugo Lloris Tottenham 31 7 630 0 \n",
"558 1072 134 Toby Alderweireld Tottenham 29 4 294 0 \n",
"\n",
" Assists Yel Red SpG PS AerialsWon MotM Rating nationality \n",
"414 2 5 0 5 71.2 1.6 9 7.60 England \n",
"415 2 0 0 4.6 78.6 1.6 2 8.34 England \n",
"422 10 0 0 2.6 82.4 0.5 4 7.40 Denmark \n",
"423 1 0 0 3.3 83.1 0.5 0 7.08 Denmark \n",
"430 0 4 0 0.7 86.3 3.3 3 7.26 Belgium \n",
"431 1 1 1 0.3 86.5 2 0 6.75 Belgium \n",
"446 10 7 0 1.9 77.2 0.8 1 7.09 England \n",
"447 4 1 0 1.6 80.7 0.6 1 7.73 England \n",
"455 5 1 0 0.3 81.4 1.5 0 7.04 England \n",
"464 2 4 0 0.9 86.3 2.4 0 6.96 England \n",
"465 1 1 0 0.4 80.9 1.6 0 6.86 England \n",
"468 0 1 1 0.3 89.4 2.4 0 6.94 Colombia \n",
"469 0 0 0 0.4 89.7 1.3 0 6.74 Colombia \n",
"475 0 6 0 0.4 92.2 0.3 0 6.90 Belgium \n",
"476 0 2 0 - 92.7 0.2 0 6.66 Belgium \n",
"495 0 1 0 - 75.2 0.3 1 6.74 France \n",
"496 0 0 0 - 60.2 0.4 0 7.07 France \n",
"558 1 0 0 0.5 81.3 1.3 0 7.00 Belgium "
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"cell_type": "code",
"source": [
"ax = df.Goals.plot.hist(title = 'Histogram of Goals', bins = 25)\n",
"ax.set(xlabel = 'Goals')\n",
"plt.show()"
],
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"colab": {
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S5tGgZwovBV4C/AKgqn4K7DLXF0uy56TnnLgz6QLgqCQPbWcgK+jd8ipJmkeDXmi+q6oqSQEk2Wm2DZJ8FjgY2CPJOuBdwMFJ9qc3DPcaej/YQ1VdneRc4Bp6w2gcX1X3zHFfJEkP0KChcG6SjwK7JXkt8J+Z5Qd3quroKZrPmGH9k4CTBqxHkjQEs4ZCkgDnAPsCtwO/A/x5VV005NokSfNs1lBo3UYXVtWTAINAkrZhg15ovizJ04daiSRp5Aa9pvC7wCuSrKF3B1LonUQ8eViFSZLm34yhkORRVfXPgAPUSdIiMNuZwvn0Rkddm+RzVfUH81GUJGk0ZrumkL7pxw6zEEnS6M0WCjXNtCRpGzRb99FTktxO74xhxzYN911o/q2hVidJmlczhkJV+UM3krSIzGXobEnSNs5QkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUmdooZDk40k2Jrmqr233JBclub79fXhrT5IPJlmd5IokBwyrLknS9IZ5pvAJ4NBJbScAF1fVCuDiNg/wQmBFexwHnDbEuiRJ0xhaKFTVN4FbJzUfDpzZps8EjuhrP6t6vgvslmTPYdUmSZrafF9TWFpVG9r0TcDSNr0XcGPfeuta2/0kOS7JqiSrNm3aNLxKJWkRGtmF5qoqtuB3n6vq9KpaWVUrlyxZMoTKJGnxmu9QuHmiW6j93dja1wN79623rLVJkubRfIfCBcAxbfoY4It97a9qdyEdBPy8r5tJkjRPth/WEyf5LHAwsEeSdcC7gJOBc5McC6wFjmyrXwgcBqwGfgm8Zlh1SZKmN7RQqKqjp1n0vCnWLeD4YdUiSRqM32iWJHUMBUlSx1CQJHWGdk1BsPyEL89p/TUnv2hIlUjSYDxTkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdhLuZgrsNWSNJC45mCJKljKEiSOoaCJKljKEiSOoaCJKljKEiSOoaCJKljKEiSOiP58lqSNcAdwD3A3VW1MsnuwDnAcmANcGRV/WwU9UnSYjXKM4XnVtX+VbWyzZ8AXFxVK4CL27wkaR6NU/fR4cCZbfpM4IgR1iJJi9KoQqGAryS5NMlxrW1pVW1o0zcBS6faMMlxSVYlWbVp06b5qFWSFo1RDYj37Kpan+QRwEVJftS/sKoqSU21YVWdDpwOsHLlyinXkSRtmZGcKVTV+vZ3I/AF4EDg5iR7ArS/G0dRmyQtZvMeCkl2SrLLxDTw+8BVwAXAMW21Y4AvzndtkrTYjaL7aCnwhSQTr/+ZqvrfSb4PnJvkWGAtcOQIapOkRW3eQ6GqfgI8ZYr2W4DnzXc9kqT7jNMtqZKkETMUJEkdQ0GS1DEUJEkdQ0GS1DEUJEkdQ0GS1DEUJEkdQ0GS1BnVKKmawvITvjyn9dec/KIhVSJpsfJMQZLUMRQkSR27jxYwu5skbW2eKUiSOp4pLCKeWUiajWcKkqSOoSBJ6hgKkqSOoSBJ6nihWVuVF7Olhc1Q0EgZItJ4MRQ0rbm+Yc8HQ0QaLq8pSJI6Y3emkORQ4APAdsDfVtXJIy5Ji8iWnB3N9WzEsx2Ns7EKhSTbAX8NPB9YB3w/yQVVdc1oK5MWjmF3+xlS27axCgXgQGB1Vf0EIMnZwOGAoaCxNew34XG8tjNX28I+jJthhfO4hcJewI198+uA3+1fIclxwHFtdnOS67bwtfYA/mULtx0Va56jvHeLNltox3le693CYzrZQjvGMGY1D/jvMF3Nj55ug3ELhVlV1enA6Q/0eZKsqqqVW6GkeWPN82Oh1bzQ6gVrni9bUvO43X20Hti7b35Za5MkzYNxC4XvAyuSPCbJQ4CjgAtGXJMkLRpj1X1UVXcneSPwf+jdkvrxqrp6SC/3gLugRsCa58dCq3mh1QvWPF/mXHOqahiFSJIWoHHrPpIkjZChIEnqLMpQSHJokuuSrE5ywqjrGUSSNUmuTHJ5klWjrmcqST6eZGOSq/radk9yUZLr29+Hj7LGftPUe2KS9e04X57ksFHWOFmSvZN8Pck1Sa5O8qbWPs7Hebqax/JYJ9khySVJftjqfXdrf0yS77X3jXPazTBjYYaaP5Hkhr5jvP+sz7XYrim0oTT+H31DaQBHj/tQGknWACuramy+PDNZkt8DNgNnVdUTW9tfArdW1cktgB9eVW8bZZ0Tpqn3RGBzVb1vlLVNJ8mewJ5VdVmSXYBLgSOAVzO+x3m6mo9kDI91kgA7VdXmJA8Gvg28CfhT4PNVdXaSvwF+WFWnjbLWCTPU/HrgS1V13qDPtRjPFLqhNKrqLmBiKA09QFX1TeDWSc2HA2e26TPpvRmMhWnqHWtVtaGqLmvTdwDX0hsJYJyP83Q1j6Xq2dxmH9weBRwCTLy5jtsxnq7mOVuMoTDVUBpj+x9onwK+kuTSNtTHQrG0qja06ZuApaMsZkBvTHJF614am26YyZIsB54KfI8Fcpwn1QxjeqyTbJfkcmAjcBHwY+C2qrq7rTJ27xuTa66qiWN8UjvGpyZ56GzPsxhDYaF6dlUdALwQOL51fSwo1eurHPf+ytOAfYD9gQ3A+0dbztSS7Ax8DnhzVd3ev2xcj/MUNY/tsa6qe6pqf3qjKhwI7DvikmY1ueYkTwTeTq/2pwO7A7N2KS7GUFiQQ2lU1fr2dyPwBXr/oS4EN7c+5Ym+5Y0jrmdGVXVz+5/rXuBjjOFxbn3GnwM+XVWfb81jfZynqnkhHOuqug34OvAMYLckE1/4Hdv3jb6aD21dd1VVdwJ/xwDHeDGGwoIbSiPJTu0CHUl2An4fuGrmrcbGBcAxbfoY4IsjrGVWE2+szUsZs+PcLiieAVxbVaf0LRrb4zxdzeN6rJMsSbJbm96R3k0p19J7o31ZW23cjvFUNf+o74NC6F0DmfUYL7q7jwDarW9/xX1DaZw04pJmlOSx9M4OoDc0yWfGseYknwUOpjdc783Au4DzgXOBRwFrgSOraiwu7k5T78H0ujMKWAO8rq+vfuSSPBv4FnAlcG9rfge9PvpxPc7T1Xw0Y3iskzyZ3oXk7eh9cD63qv57+//wbHrdMD8AXtE+gY/cDDV/DVgCBLgceH3fBempn2sxhoIkaWqLsftIkjQNQ0GS1DEUJEkdQ0GS1DEUJEkdQ0EaQJKlST6T5CdtqJHvJHnpFjzP8vSNyiqNG0NBmkX74s/5wDer6rFV9TR6X3pcNtrKpK3PUJBmdwhwV1X9zURDVa2tqg+1cez/Lr3fuvhBkudCd0bwrSSXtcczJz9pkie0MfAvbwOWrZjHfZKmtP3sq0iL3hOAy6ZZdjy9MeielGRfeiPZPp7e2EPPr6pftzf7zwIrJ237euADVfXpNuTKdkOqXxqYoSDNUZK/Bp4N3EVvCOUPAVTVj5KsBR5Pb6iJD7dfurqntU32HeC/JllG78dbrp+P+qWZ2H0kze5q4ICJmao6HngevTFlpvMWeuMpPYXeGcL9frqxqj4DvAT4FXBhkkO2Ys3SFjEUpNl9DdghyR/3tT2s/f0W8HKA1m30KOA6YFdgQxsW+pVM0TXUBlj7SVV9kN6Im08e2h5IAzIUpFm0H605AnhO+xH0S+iNSPk24CPAg5JcCZwDvLqNnPkR4JgkP6T3Iye/mOKpjwSuar+W9UTgrOHvjTQzR0mVJHU8U5AkdQwFSVLHUJAkdQwFSVLHUJAkdQwFSVLHUJAkdf4/+YgwcmKKWGkAAAAASUVORK5CYII=\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"ax = sns.histplot(data = df, x = 'Goals')\n",
"ax.set(title = 'Histogram of Goals')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 313
},
"id": "f7BK7tw9feYw",
"outputId": "99a5b86d-7d1b-4f99-f5be-b2d227495af2"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[Text(0.5, 1.0, 'Histogram of Goals')]"
]
},
"metadata": {},
"execution_count": 19
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"ax = df[['Goals','Assists']].plot.hist(alpha = .7, bins = 25)\n",
"ax.set(title = 'Goals and Assists Histogram')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 281
},
"id": "nPrzI32agApg",
"outputId": "947c3958-564b-45ec-d9cf-4c6f4372d587"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"ax = df.groupby('nationality').Goals.agg('max').reset_index().plot(kind = 'bar', x = 'nationality', legend = False)\n",
"ax.set(title = 'Most Goals Scored by Nationality')\n",
"ax.set(ylabel = 'Max Goals')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 344
},
"id": "AGg1E9H2gr4E",
"outputId": "385a0e84-3650-4efc-faa0-487a07ce3731"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"df.boxplot(by = 'nationality', column = 'Yel', rot = 45)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 414
},
"id": "OFfONhTShXo7",
"outputId": "d4764307-1279-418d-a95c-de8938f7baaf"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/matplotlib/cbook/__init__.py:1376: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
" X = np.atleast_1d(X.T if isinstance(X, np.ndarray) else np.asarray(X))\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 46
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"df.club == 'Tottenham'\n",
"\n",
"df['Tottenham'] = df.club == 'Tottenham'"
],
"metadata": {
"id": "l6CE9scclJRM"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"sns.scatterplot(data = df, x = 'Goals', y = 'Assists', hue = 'Tottenham', alpha = .7)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 297
},
"id": "IXIwrDJlinbT",
"outputId": "d4874133-086b-4c1a-e643-f3a078d6f053"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 58
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.rcParams[\"figure.figsize\"] = (5,15)\n",
"ax = df[df.nationality == 'France'].plot.barh(x = 'player', y = ['Goals','Assists'], stacked = True, color = ['blue','red'])\n",
"ax.set(title = 'Goals and Assists of the French National Team')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 879
},
"id": "nqBaedP8j2P9",
"outputId": "b5df30ee-0481-480c-f412-e5f62e246f82"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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ZbLLJJjzyyCN06tSJV199laOPPnql5xted911/OhHP+LYY4/l008/ZenSpbkeR5sKNJJ2ADqQ5XJfp2DVBsDciFgm6cRUp3jbbYDXIuIqST2APsDDwH2SroyIdyVtBKwXEeUeHjeB7GaEO4rKNwDeTUFmX5bnOf8IWK+g3uvATpLWBjqTjaAmFrX1LPBHSd3I8swfAUwt0x8za0POOOMMJk6cyFprrcWWW27JmWeeCcAOO+xAz549mTVrFj179uSHP/whU6ZMoUOHDsyaNWuldvbcc09+85vfMHfuXL773e+y3Xbb5drvtjB1VnONZgrZNNKJEVEcnocDJ0qaCuwAfFyine8BM1I7vYGREfEScAHwcJr2eoRa7iaLzO8j4r2iVbcDlWnq7gRgZqo/H3hK0gxJl0XEG8CdwIz07wsl9vE22YhpEvAU8HK5/phZ69arVy+ef/75L95fc801PPbYY8ybV/5a65VXXsmmm27K1KlTqaqq4tNPP12pzjHHHMPYsWPp3Lkz3/zmNxk3blwu/f9CRPjVjl79+vULM6ufl156aYX32WMtmu5Vl2XLlkX//v1j+PDhX5S9/vrr0bNnz7j88svj5JNPjoiIV155JXr06BFLliyJH//4x/H73/8+IiJuueWWIO1o9uzZ0atXr4iI+Mc//hHLli2LiIizzz47rrzyylU6L9m5oSrKfO60hRGNmdlq0dShpi6SGDNmDE888QRbb701/fv358QTT+TSSy/l9NNPZ9myZey8884ceeSRjBgxgrXXXpvTTz+dW2+9lV122YWZM2ey7rrrrtTunXfeSe/evenbty8zZszghBPy/X/eivocrbUZlZWV4cRnZvXz8ssvs+OOOzZ3N1qcUudFUnVEVJaq7xGNmZnlyoHGzMxy5UBjZma5cqAxM7NcOdCYmVmuHGjMzCxXDjRmZvXVHHkCgDFjxiCJmTNnNrjLF154IY8++mitbb/00ksNbrchHGjMzFq4O+64g7333ps77ih+jGLdfvnLX3LAAQeUXe9AY02uurpJvmCZ2WqyaNEiJk6cyM0338yoUaMAePvttxkwYAB9+/ald+/eTJgwgaVLlzJ48GB69+7NzjvvzJVXXgnA4MGDGT06y1h//vnns9NOO9GnTx/OOeccnn76acaOHcu5555L3759+cc//sFVV131RZ2jjjqqbL8aok09vdnMrK257777+MY3vsH2229Pt27dqK6uZvz48Rx00EH8/Oc/Z+nSpfz73/9mypQpvPnmm8yYMQOABQsWrNDO/Pnzuffee5k5cyaSWLBgAV27duWQQw7h4IMPZtCgLKv9JZdcwuzZs1l77bVXaqOxWv2IRtLS9PTmqeXSNNey7eaSRjdBH8ZL+mdhwjVJYyQtqmO7rpJOr+c+bpK0UsI2SYMlXZ2Wh0rK96FFZrZa3XHHHV+MLI466ijuuOMOdt99d/785z8zbNgwpk+fznrrrcc222zDa6+9xplnnsmDDz7I+uuvv0I7G2ywAZ06deKUU07hnnvuYZ111im1O/r06cOxxx7LbbfdxpprNs1YpNUHGpZn2NwF+ClZPph6iYi3ImJQE/VjAVl6ZSR1pZZ0AgW6AvUKNBFxamRpC2qrc11EjKxPe2bW8r3//vuMGzeOU089lYqKCi677DLuvPNO9tlnH5588km22GILBg8ezMiRI9lwww2ZOnUqAwcO5LrrruPUU09doa0111yTyZMnM2jQIO6//36+8Y1vlNzn3//+d8444wyef/55dt99dz7//PNVPo62EGgKrQ98UFyYRjcT0oin5KhHUi9Jk9PoaJqk7VL5cQXl10taKWlaMoosjTPAd4F7CvbfRdJjad/TJR2aVl0CfCm1fZmkgZLuL9juakmD0/J4SZVp+SRJsyRNJgW3VD5M0jmNOG9m1gKNHj2a448/ntdff505c+bwxhtvsPXWW/Pkk0+y6aabctppp3Hqqafy/PPP895777Fs2TIOP/xwfv3rX6+Qxwayaz0LFy7km9/8JldeeSVTp2b5Etdbbz0++ugjAJYtW8Ybb7zBvvvuy6WXXsrChQtZtKjWiZl6aQvXaDqnZGWdyEYR+5Wo8y7w9YhYkgLIHUDxU0aHAn+MiNslrQV0kLQjcCSwV2TZMYeTpWUuNWp4DLgxBaKjgCHA/0vrlgDfiYgPU6rpZySNBc4HekdEXwBJA+s6WEmbARcB/YCFwOOUSJBmZjlYzU+7v+OOOzjvvPNWKDv88MMZPHgw6667Lh07dqRLly6MHDmSN998k5NOOolly5YBcPHFK07ufPTRRxx66KEsWbKEiOCKK64Asum40047jauuuopRo0ZxyimnsHDhQiKCs846i65du67ycbSFQLO44IN6T2CkpN5FdToCV0vqCywFti/RziTg55K2BO6JiFcl7U/2gf5cuvzSmSxolbKULO3yUUDniJhTeMkG+K2kAcAyYAtg00YdLXwFGB8R8wAk/a3M8XxB0hCywAf0aORuzWx1e/zxx1cqO+usszjrrLNK1i8exQCMGDHii+XJkyevtH6vvfZa4fbmiROLs8evurYQaL4QEZPSiKF70ar/At4BdiGbLlxSYtu/SnoW+BbwgKTvkwWIWyPip/XswijgXrJUy4WOTX3ql0ZGc8hGYMU+Z8XpzFJ1GiwibgBuAJAqnYDIzFarNnWNRtIOQAdgftGqDYC3I2IZcHyqU7ztNsBrEXEVcB/Qh2w6bJCkTVKdjST1rKULE8huRij+X1UbAO+mILMvUNPGR8B6BfVeB3aStHa6oWD/Evt4FviapG6SOgJH1NIfM7Nm1xZGNDXXaCAbgZwYEUu14v8+HA7cnW79fRD4uEQ73wOOl/QZ8C/gtxHxvqQLgIclrQF8BpxBFhBWkvJm/77EqtuB/5E0HagCZqb68yU9lW5I+N+IOFfSncAMYDYlrr1ExNuShpFN9S0AphTXMbOmExHI/5v5C43JyuxUzu1MNnVWPpWzfx3Mlps9ezbrrbce3bp1c7AhCzLz58/no48+Yuutt15hXW2pnNvCiMYaoF8/qCofZ8yswJZbbsncuXOZN29ec3elxejUqRNbbrllg7ZxoDEzK6Njx44rfXO3hmtTNwOYmVnL40BjZma5cqAxM7NcOdCYmVmuHGjMzCxXDjRmZpYrBxozM8uVA42ZmeXKgcbMzHLlQGNmZrlyoDEzs1y120AjaVHR+8GSrs55nyMkDSoqq0hpAhrSzuaSRjdt78zM8uGHarYyktaMiLeAQXVWNjNrAdrtiKY2xSOPmtGPpDUkDZc0U9Ijkh6oqSdpf0kvSJou6RZJazdiv50k/Tm18ULKxlkz2horaRzwWOEoSFIvSZMlTZE0TdJ2TXISzMyaSHse0RRm5gTYCBhbxzbfBSqAnYBNgJeBWyR1AkYA+0fELEkjgR8Af2hgn84gS9S5c0pL/bCk7dO63YA+KetnRcE2Q4E/RsTtktaidJrqIcAQgB49ejSwS2Zmq6Y9j2gWR0TfmhdwYT222Ru4KyKWRcS/gMdT+ZeB2RExK72/FRjQiD7tDdwGEBEzyVJG1wSaRyLi/RLbTAJ+Juk8oGdELC6uEBE3RERlRFR27969Ed0yM2u89hxoavM56dxIWgNYq3m7A8DHpQoj4q/AIcBi4AFJ+63WXpmZ1cGBprQ5QL+0fAjQMS0/BRyertVsCgxM5a8AFZK2Te+PB55oxH4nAMcCpCmzHqntsiRtA7wWEVcB9wF9GrFfM7PcONCUdiPwNUlTgT1ZPpq4G5gLvEQ2xfU8sDAilgAnAXdJmg4sA64r0/b1kuam16SidcOBNVIbfwMGR8QndfT1e8CMdL2pNzCyIQdqZpY3RURz96FVkdQlIhZJ6gZMBvZK12tahcrKyqiqqmrubphZGyOpOiIqS61rz3edNdb9krqSXbf5VWsKMmZmzcGBpoEiYmBz98HMrDXxNRozM8uVA42ZmeXKgcbMzHLlQGNmZrlyoDEzs1w50JiZWa4caMzMLFcONGZmlisHGjMzy5UDjZmZ5ardBpqa9MwF7wdLujrnfa6QIjqVfZGWuQHtbC5pdNP2zswsH37WWSsjac2IeAsYVGdlM7MWoN2OaGpTPPKoGf2khGfDJc2U9IikB2rqSdpf0guSpku6RdLajdhvJ0l/Tm28IGnfVD5Y0lhJ44DHCkdBknpJmixpiqRpkrZrkpNgZtZE2vOIpnNKFlZjI2BsHdt8F6gAdgI2AV4GbpHUCRgB7B8RsySNBH4A/KGBfToDiIjYWdIOwMMp0ybAbkCfiHhfUkXBNkOBP0bE7ZLWAjo0cJ9mZrlqzyOaxRHRt+YFXFiPbfYG7oqIZSkPzeOp/MvA7IiYld7fCgxoRJ/2JsvcSUTMBF4HagLNIxHxfoltJgE/k3Qe0DMiFhdXkDREUpWkqnnz5jWiW2ZmjdeeA01tPiedG0lrkCU5a24flyqMiL8ChwCLgQck7Veizg0RURkRld27d8+5m2ZmK3KgKW0O0C8tHwJ0TMtPAYenazWbAgNT+StAhaRt0/vjgScasd8JwLEAacqsR2q7LEnbAK9FxFXAfUCfRuzXzCw3DjSl3Qh8TdJUYE+WjybuBuYCL5FNcT0PLIyIJcBJwF2SpgPLgOvKtH29pLnpNalo3XBgjdTG34DBEfFJHX39HjAjXW/qDYxsyIGameVNEdHcfWhVJHWJiEWSugGTgb3S9ZpWobKyMqqqqpq7G2bWxkiqjojKUuva811njXW/pK5k121+1ZqCjJlZc3CgaaCIGNjcfTAza018jcbMzHLlQGNmZrlyoDEzs1w50JiZWa4caMzMLFcONGZmlisHGjMzy5UDjZmZ5cqBxszMcuVAY2ZmuXKgMTOzXLXJQCMpJF1e8P4cScPS8jBJgwvW/bekmZKmS5oq6QpJHVdudYX250jauAH9+aK+pH6SZkvatRHH1VXS6Q3dzsysObXJQAN8Any3rmAgaShwILBHROwM7A68C3TOo1OS+gCjgSMj4oVGNNEVcKAxs1alrQaaz4EbgP8qsW4RWdpjgJ8DP4iIBQAR8WlEXBIRHwJIOjqNdGZIurTUjtKIaEZ6/biWPu0IjAGOj4jJadtvS3pW0guSHk1ZO2tGXbdIGi/pNUlnpTYuAb4kaYqky1LdcyU9J2mapIsacI7MzFaLtpwm4BpgmqTfFRZGxO8BJK0PdImI2aU2lrQ5cClZSucPgIclHRYRYwrq9CPLrPkVQMCzkp4oM1q5DzguIiYWlE0kG02FpFOBnwBnp3U7APsC6wGvSLoWOB/oHRF90/4PBLYD+qf9j5U0ICKeLDqWIcAQgB49epQ9YWZmeWirIxrSqGQkcFZddQEkHZRGCnMkfZVsGm18RMyLiM+B24EBRZvtDdwbER9HxCLgHmCfMrt4FDhVUoeCsi2Bh1Lq5nOBXgXr/h4Rn0TEe2TTeZuWaPPA9HqBLK30DmSBZwURcUNEVEZEZffu3Ws9D2ZmTa3NBprkD8ApwLrFK1IgWiRp6/T+oTRSmEGWPbOp/TD9O7yg7E/A1en60PeBTgXrPilYXkrp0aeAiyOib3ptGxE3N2WnzcxWVZsONBHxPnAnWbAp5WLg2pSaGUli+Yf9ZOBrkjZOo5CjgSeKtp8AHCZpHUnrAt9JZaUsA44BdpD0y1S2AfBmWj6xHof0EdlUWo2HgJMldUn930LSJvVox8xstWnL12hqXM7y0USxa8lGO89K+oTsRoGngBciYqGk84HHyUYOf4+I+wo3jojnJY0gC0oAN9V2N1lELJF0CPCEpHeAYcBdkj4AxgFb13YgETFf0lOSZgD/GxHnStoRmJTFSBYBx5FNtZmZtQiKiObug61GlZWVUVVV1dzdMLM2RlJ1RFSWWtemp87MzKz5OdCYmVmuHGjMzCxXDjRmZpYrBxozM8uVA42ZmeXKgcbMzHLlQGNmZrlyoDEzs1w50JiZWa7aw7POrEB1NWSPRSstqGUlgB9ZZGYN5BGNmZnlqk0GGkkh6fKC9+dIGpaWh0kaXLDuvyXNTCmbp0q6QlLHOtqfI2njBvTni/qS+kmaLWnXRhxXV0mnN3Q7M7Pm1CYDDVnSsO/WFQwkDSXLULlHSj62O9kj9lAcmToAACAASURBVDvn0SlJfYDRwJG1pROoRVfAgcbMWpW2Gmg+B24A/qvEukXA4rT8c+AHEbEAICI+jYhLUvZNJB2dRjozJF1aakdpRDQjvX5cS592BMYAx0fE5LTttyU9K+kFSY9K2jSVD5N0i6Txkl6TVJOO+hLgSynl9GWp7rmSnpM0TdJFDThHZmarRVu+GeAaYJqk3xUWRsTvASStD3SJiNmlNpa0OXAp0A/4AHhY0mERMaagTj/gJOArZMnRnpX0RJnRyn3AcRExsaBsItloKiSdCvwEODut2wHYlyyj5iuSrgXOB3qnlNNIOhDYDuif9j9W0oCIeLLoWIYAQ7J3PcqcLjOzfLTVEQ1pVDISOKuuugCSDkojhTmSvko2jTY+IuZFxOfA7cCAos32Bu6NiI8jYhFwD7BPmV08Cpya0kLX2BJ4SNJ04FygV8G6v0fEJxHxHtl03qYl2jwwvV4AnicLTtsVV4qIGyKiMktK1L3W82Bm1tTabKBJ/gCcQpaueQUpEC2StHV6/1AaKcwA1sqhLzXppIcXlP0JuDpdH/o+0Klg3ScFy0spPfoUcHFE9E2vbSPi5qbstJnZqmrTgSYi3gfuJAs2pVwMXCupK4AksfzDfjLwNUkbp1HI0cATRdtPAA6TtI6kdYHvpLJSlgHHADtI+mUq2wB4My2fWI9D+ohsKq3GQ8DJkrqk/m8haZN6tGNmttq05Ws0NS5n+Wii2LVko51nJX1CdqPAU8ALEbFQ0vnA42Qjh79HxH2FG0fE85JGkAUlgJtqu5ssIpZIOgR4QtI7wDDgLkkfAOOArWs7kIiYL+kpSTOA/42IcyXtCEzKYiSLgOPIptrMzFoEhf+nd7siVQZUlV3vJwOYWWNIqs6uA6+sTU+d2cr69ctiRblXrSsdZMysERxozMwsVw40ZmaWKwcaMzPLlQONmZnlyoHGzMxy5UBjZma5cqAxM7NcOdCYmVmuHGjMzCxXDjRmZpar9vBQTStUXQ2q5XlmfsyMmTUxj2jMzCxX7T7QSFqaMmvOkHSXpHUa2c6ivNqXVJFSA5iZtTrtPtAAi1N2yt7Ap8DQVta+mVmL5kCzognAtpK+LelZSS9IelTSpgCShkk6p6ZyGqVUNKL9jSSNkTRN0jOS+qT2ukt6RNKLkm6S9LqkjdO2a0q6XdLLkkbXjIwkXSjpudSXG1KWUDOzFsOBJpG0JvCfwHRgIrBHROwKjAJ+0sTtX0SWxbMP8DNgZKr2C2BcRPQCRgM9Cpr4MjA8InYEPgROT+VXR8TuacTUGTi4xL6HSKqSVDVvVQ/EzKyBHGigs6QpZGkn/wncDGwJPCRpOnAu0KuJ298b+AtARIwDuklaP5WPSuUPAh8UtPNGRDyVlm9LdQH2TaOv6cB+pfoaETdERGVEVHZfhQMxM2sM396crqEUFkj6E3BFRIyVNBAYllZ9zorBuVMj229MP4vvOw5JnYDhQGVEvCFpWD37ZGa22nhEU9oGwJtp+cSC8jnAbgCSdgO2bmT7E4BjUzsDgfci4kPgKeB7qfxAYMOCbXpI2jMtH0M2vVcTVN6T1AUY1Mj+mJnlxoGmtGHAXZKqgfcKyu8GNpL0IvBDYNYqtN9P0jTgEpYHs4uAA9OtzEcA/wI+SuteAc6Q9DJZALo2IhYANwIzgIeA5xrZHzOz3Cj8P8FbDElrA0sj4vM0erm2eNptVVVWVkZVVVVTNmlmhqTqiKgstc7XaFqWHsCdktYg+z83pzVzf8zMVpkDTQsSEa8CuzZ3P8zMmpKv0ZiZWa4caMzMLFcONGZmlisHGjMzy5UDjZmZ5cqBxszMcuVAY2ZmuXKgMTOzXPk/bLYz1dXQ2lOjBa38AJqbHztlq5lHNGZmlqt2H2gkLZU0JaVCvqsmRXIj2lmUV/uSKtITnc3MWp12H2hIiclSKuRPgaGtrH0zsxbNgWZFE4BtJX07pUd+QdKjkjYFkDRM0jk1ldMopaIR7W8kaYykaZKekdQntddd0iOSXpR0k6TXJW2ctl1T0u2SXpY0umZkJOlCSc+lvtygRqbvNDPLiwNNImlN4D+B6WTZK/eIiF2BUcBPmrj9i4AXIqIP8DNgZKr2C2BcRPQCRpOlDajxZWB4ROwIfAicnsqvjojd04ipM3BwiX0PkVQlqQrmreqhmJk1iAMNdJY0BagC/gncDGwJPCRpOnAu0KuJ298b+AtARIwDuklaP5WPSuUPAh8UtPNGRDyVlm9LdQH2TaOv6cB+pfoaETdERGWWlKj7KhyKmVnD+fbmdA2lsEDSn4ArImKspIFkqZcBPmfF4Nypke03pp/F96SGpE7AcKAyIt6QNKyefTIzW208oiltA+DNtHxiQfkcYDcASbsBWzey/QnAsamdgcB7EfEh8BTwvVR+ILBhwTY9UnpngGPIpvdqgsp7kroAgxrZHzOz3DjQlDYMuEtSNfBeQfndwEaSXgR+CMxahfb7SZoGXMLyYHYRcGC6lfkI4F/AR2ndK8AZkl4mC0DXRsQC4EZgBvAQ8Fwj+2NmlhuF/5dwiyFpbWBpRHyeRi/XFk+7rfo+KiO7XNR6+ckAq8h/85YDSdXZdeCV+RpNy9IDuFPSGmT/5+a0pt5Bv35Q1brjDCtfrjKzlsyBpgWJiFeBXZu7H2ZmTcnXaMzMLFcONGZmlisHGjMzy5UDjZmZ5cqBxszMcuVAY2ZmuXKgMTOzXDnQmJlZrhxozMwsVw40ZmaWKwcaMzPL1WoJNJKWSpqS8trfVZPvfnWSNFjS1bWVS1pD0q2SblHmAUldV3dfS/RxmKRzmrsfZmaNsbpGNIsjom/Ka/8pMLRwpaRmf7insrSX1wEdgVMj882U88XMzBqpOabOJgDbShooaYKkscBLkjpIukzSc5KmSfo+gKTNJD1ZMCLaJ5UvkvQbSVMlPSNp01TeXdLdqZ3nJO1Vz35dBXQDToiIZamtOZI2llQhaaakEZJmSbpd0gGSnpL0qqT+qf4wSX+RNCmVf/GYf0nnFhzbRamsXu0mu9S3XTOzlmS1Bpo0cvlPYHoq2g34UURsD5wCLIyI3YHdgdMkbU2WtvihlABsF2BK2nZd4JmI2AV4kuW5W/4IXJnaORy4qR5dOyb15aiI+LxMnW2By4Ed0usYYG/gHOBnBfX6APsBewIXSto8pWXeDugP9CXLrjkg53a/IGmIpCpJVfPmzavH6TAzazqra8qqs6SaADEBuBn4KjA5Iman8gOBPpJq8t5vQPYh+hxwi6SOwJiIqGnnU+D+tFwNfD0tHwDslM2EAbC+pC519O95sg/5/sBTZerMjojpACmV82MREZKmAxUF9e6LiMXAYkmPpzb3Tsf3QqrTJR3bP3Nq98nCjkfEDcANAJWVlc4aZmar1eoKNIuLUxKnQPBxYRFwZkQ8VLxx+pb+LWCEpCsiYiTwWSzPQ72U5ceyBrBHRCwpsb9yZgIXkmW3PCgiXixR55OC5WUF75ex4nks/iCPdGwXR8T1RX2qyKNdM7OWpCXd3vwQ8IM0ckHS9pLWldQTeCcibiSbBtutjnYeBs6seSOpby11vxARTwM/AO6X1KMxB5AcKqmTpG7AQLIR2UPAyTUjK0lbSNqkhbRrZparZr/bq8BNZFNFz6c7wOYBh5F9qJ4r6TNgEXBCHe2cBVwjaRrZ8T1J0V1u5UTE/0jaGHiw5qaDRpgGPA5sDPwqIt4C3pK0IzApjawWAceRjcTyaPfdRvbdzKzJafnsk60qScOARRHx++buSzmVlZVRVVXV3N0wszZGUnVEVJZa15KmzszMrA1qSVNnrV5EDGvuPpiZtTQe0ZiZWa4caMzMLFcONGZmlisHGjMzy5UDjZmZ5cqBxszMcuVAY2ZmuXKgMTOzXDnQmJlZrhxozMwsVy020Eg6TFJI2qGgrELSjDq2q7PO6pLSQH8mqV5Pj25Au3PSU6bNzFq8FhtogKOBienf1uoI4BlqOQZJHVZfd8zMVr8WGWhSIq+9gVOAo8rUGSzpPknjJb0q6RcFqztIulHSi5IeltQ5bdNX0jOSpkm6V9KGqXy8pEslTZY0qyYXjaReqWxK2ma7VH5cQfn1tQSLo4GzgS0kbVnQ90WSLpc0FdizXHuSjpY0XdIMSZeWOQ9jJFWnYx1S/7NsZrZ6tMhAAxwKPBgRs4D5kvqVqdcfOBzoAxwhqSYXwnbANRHRC1iQ6gCMBM6LiD7AdKAwOK0ZEf2BHxeUDwX+mNJQVwJzU6KxI4G9UvlS4NjijknaCtgsIiYDd6ZtaqwLPBsRuwDzS7UnaXPgUmA/oC+wu6TDSpyDkyOiX+rfWSkDZ3FfhkiqklQ1b968Ek2YmeWnpQaao4FRaXkU5aeeHomI+RGxGLiHbBQEMDsipqTlaqBC0gZA14h4IpXfCgwoaOuewvppeRLwM0nnAT3TfvYH+gHPSZqS3m9Tom9HkgWYUsewFLg7LZdrb3dgfETMi4jPgduL+lvjrDQyegbYiizIriAiboiIyoio7N69e4kmzMzy0+Ly0UjaiOxb/M6SAugAhKRzS1QvTg9a8/6TgrKlQOd67Lpmm6Wk8xIRf5X0LPAt4AFJ3wcE3BoRP62jvaOB/5BUM9rZXNJ2EfEqsCQiatI4l2xP0qF1dVjSQOAAYM+I+Lek8UCnurYzM1udWuKIZhDwl4joGREVEbEVMBvYp0Tdr0vaKF2DOQx4qlyjEbEQ+KDm+gtwPPBEufoAkrYBXouIq4D7yKboHgMGSdok1dlIUs+i7bYHukTEFukYKoCLKT0yK9feZOBr6c61Dmnb4v5uAHyQgswOwB61HY+ZWXNoiYHmaODeorK7Kf0hPTmtmwbcHRFVdbR9InCZpGlk1z1+WUf97wEz0pRWb2BkRLwEXAA8nNp5BNisscdQrr2IeBs4H3gcmApUR8R9RZs/CKwp6WXgErLpMzOzFkURxbNPrYOkwUBlRPywufvSmlRWVkZVVV3x2MysYSRVR0RlqXUtcURjZmZtSIu7GaC+ImIEMKKZu2FmZnXwiMbMzHLlQGNmZrlyoDEzs1w50JiZWa4caMzMLFcONGZmlisHGjMzy5UDjZmZ5cqBxszMcuVAY2ZmuXKgMTOzXLXYQCPpMEmR8qzUlFVImlHHdnXWWV1SLpnPJA1t4nbnSNq4Kds0M8tLiw00ZLlbJlI+jXNrcARZjpiyx5CSmpmZtVktMtBI6gLsDZwCHFWmzmBJ90kaL+lVSb8oWN1B0o2SXpT0cMrAiaS+kp6RNE3SvZI2TOXjJV0qabKkWTVZOCX1SmVT0jbbpfLjCsqvryVYHA2cDWwhacuCvi+SdLmkqcCe5dqTdLSk6ZJmSLq0zHkYI6k6HeuQ+p9lM7PVo0UGGuBQ4MGImAXMl9SvTL3+wOFkKZaPkFSTdGc74JqI6AUsSHUARgLnRUQfYDpQGJzWjIj+wI8LyocCf4yIvkAlMFfSjsCRwF6pfClwbHHHJG1FlilzMnBn2qbGusCzEbELML9Ue5I2By4F9iPLBrq7pMNKnIOTI6Jf6t9ZkrqV6MsQSVWSqubNm1eiCTOz/LTUQHM0MCotj6L81NMjETE/IhYD95CNggBmR8SUtFwNVEjaAOgaEU+k8luBAQVt3VNYPy1PAn4m6TygZ9rP/kA/4LmU4nl/YJsSfTuSLMCUOoalZKmdqaW93YHxETEvIj4Hbi/qb42z0sjoGWArsiC7goi4ISIqI6Kye/fuJZowM8tPi0t8Jmkjsm/xO0sKoAMQks4tUb04D3XN+08KypYCneux65ptlpLOS0T8VdKzwLeAByR9HxBwa0T8tI72jgb+Q1LNaGdzSdtFxKvAkohYmspLtifp0Lo6LGkgcACwZ0T8W9J4oFNd25mZrU4tcUQzCPhLRPSMiIqI2AqYDexTou7XJW2UrsEcBjxVrtGIWAh8UHP9BTgeeKJcfQBJ2wCvRcRVwH1kU3SPAYMkbZLqbCSpZ9F22wNdImKLdAwVwMWUHpmVa28y8LV051qHtG1xfzcAPkhBZgdgj9qOx8ysObTEQHM0cG9R2d2U/pCenNZNA+6OiKo62j4RuEzSNLLrHr+so/73gBlpSqs3MDIiXgIuAB5O7TwCbNbYYyjXXkS8DZwPPA5MBaoj4r6izR8E1pT0MnAJ2fSZmVmLooji2afWQdJgoDIiftjcfWlNKisro6qqrnhsZtYwkqojorLUupY4ojEzszakxd0MUF8RMQIY0czdMDOzOnhEY2ZmuXKgMTOzXDnQmJlZrhxozMwsVw40ZmaWKwcaMzPLlQONmZnlyoHGzMxy1Wr/w6Y1TnU1SI3fPliFjduKVvrYJrPm4hGNmZnlqlWNaFL2yMfS2/8gyx0zjyxR2VsRsVMzdW0lkoYBiyLi983dFzOz5tSqRjQpm2bflPL4OuDKtNwXWNa8vWsZJLWqLw9m1va1qkBThw6SbpT0oqSHUzI0JPWV9IykaZLulbRhKh8v6UpJVZJelrS7pHskvSrp1zWNShojqTq1OySVdZA0QtIMSdMl/Vd9OynpXEnPpf5clMoqJM1Mbc6SdLukAyQ9lfrTP9XrL2mSpBckPS3py6l8sKSxksaxfMRnZtYitKVAsx1wTUT0AhYAh6fykcB5EdEHmA78omCbT1P+hOvIMmieQZbgbHCapgM4OSL6AZXAWam8L7BFRPSOiJ2BP9eng5IOTP3sn9roJ2lAWr0tcDmwQ3odA+wNnAP8LNWZCewTEbsCFwK/LWh+N2BQRHytxH6HpIBalc00mpmtPm1pmmV2RExJy9VAhaQNgK4RUZMC+VbgroJtxqZ/pwMvpqyWSHoN2AqYTxZcvpPqbUUWKF4BtpH0J+DvwMP17OOB6fVCet8ltffP1P/paf8vAo9FREiaTnYNCrLUzbdK2g4IoGNB249ExPuldhoRNwA3ZG1X+pYpM1ut2tKI5pOC5aXUL4jWbLOsaPtlZCmSBwIHAHtGxC5kAaJTRHwA7AKMB4YCN9WzjwIurrnOFBHbRsTNJfpf2J9lBcfyK+DxiOgNfBvoVLDNx/Xsg5nZatWWAs1KImIh8IGkfVLR8cATtWxSbAPgg4j4t6QdgD0AJG0MrBERdwMXkE1b1cdDwMmSuqR2tpC0SQP782ZaHtyA7czMmk1bmjor50TgOknrAK8BJzVg2weBoZJeJpsueyaVbwH8WVJNoP5pme0vkPTjmjcRsaWkHYFJyv7X5CLgOLIRWH38jmzq7AKyKTszsxZP4f/l3K5k12iqGr29nwyAnwxgVoKk6nRz1Uraw4jGCvTrB1WNjzNk9yCYmdVfm75GY2Zmzc+BxszMcuVAY2ZmuXKgMTOzXDnQmJlZrhxozMwsVw40ZmaWKwcaMzPLlQONmZnlyk8GaGeqq0Gr8BSZdvEIGj9ixqxJeURjZma5atOBRtJSSVNSGuapks6ueeKypEpJV6XlQySdn5ZHSBpUj7Y3lzQ6LQ+UdH+JOuuktMzTU9rniQUpAp4u0+4X+5d0k6Sd0vKixp0FM7Pm1danzhZHRF+AlPflr8D6wC8ioor0GOOIGMvybJt1krRmRLwF1BWQfgS8k9I9I+nLwGdpn1+taz8RcWp9+2Rm1lK16RFNoYh4FxgC/FCZL0YhkgZLurqg+gGSqiTNknRwQZ2xksYBj0mqkDSjjt1uxvJEZUTEKxHxSWpvUfpXkq6W9IqkR4EvEqFJGi+psuD9lWl09pik7qnsS5IelFQtaUJK0GZm1mK0m0ADEBGvAR0o+DAvowLoD3yLLGlaTcrk3YBBEfG1eu7yFuA8SZMk/VrSdiXqfAf4MrATcAJQbqSzLlAVEb3IsoT+IpXfAJwZEf2Ac4Dh9eybmdlq0danzhrrzohYBrwq6TWgZpTwSES8X99GImKKpG2AA4EDgOck7RkRLxdUGwDcERFLgbfSiKmUZcDf0vJtwD3pes9Xgbu0/FaytYs3lDSEbDQH9Khv983MmkS7CjTpQ38p8C6wYy1Vi+9vrXn/cUP3GRGLgHvIAsMy4JvAy7VvVb+myUakC2quQ9XShxvIRj4pw6aZ2erTbqbO0jWN64Cro+781UdIWkPSl4BtgFcauc+9JG2Yltcimx57vajak8CRkjpI2gzYt0xza7D85oNjgIkR8SEwW9IRaR+StEtj+mpmlpe2PqLpLGkK0BH4HPgLcEXB+nIB55/AZLI71IZGxBI17n85fgm4VtnGawB/B+4uqnMvsB/wUtrvpDJtfQz0l3QB2YjsyFR+bNrHBWTHOQqY2pjOmpnlQXV/uW+bJB0OHBIRJzZ3X1anbOqsqtHb+8kAZlaKpOqIqCy1rq2PaEqSdAjwG+Dk5u7L6tavH1Q1Ps5QfhBoZlZauww0Df0PmmZm1njt5mYAMzNrHg40ZmaWKwcaMzPLlQONmZnlyoHGzMxy5UBjZma5cqAxM7NcOdCYmVmuHGjMzCxX7fLJAO1ZdTU07vmgTSf356X5WWVmLYpHNGZmlqtWG2gkLSpY/qakWZJ6lqk7WNLVaXmopBOaqA8h6baC92tKmifp/vR+mKRzmmJfZmatVaufOpO0P3AVcFBEFCcVW0lEXNeEu/8Y6C2pc0QsBr4OvNmE7ZuZtXqtdkQDIGkAcCNwcET8Q9KTkvoWrJ9YnHGycJQh6TRJz0maKuluSeuk8hGSrpL0tKTXJA2ivAeAb6Xlo4E7itbvImmSpFclnZba7yLpMUnPS5ou6dBUXiFppqTbJb0saXRBn+ZI+l2qP1nStqm8e+r7c+m1VyNPp5lZLlpzoFkbGAMcFhEzU9nNwGAASdsDnSKitmyT90TE7hGxC/AycErBus2AvYGDgUtqaWMUcJSkTkAf4Nmi9X3IMmjuCVwoaXNgCfCdiNiNLHXz5VqewvPLwPCI2BH4EDi9oK2FEbEzcDXwh1T2R+DKiNgdOBy4qbiDkoZIqpJUBfNqORQzs6bXmgPNZ8DTrBgc7gIOltSRLKnZiDra6C1pgv4/e3cepVdV5/v//WFQAgFUSNPiisSBQYgQkmIGTRSHtkFAaCNNK9G+5GIjNNLYfZfQNE7okttX5SJooFtQaUIjcxY/DGoiUxiqyAhBVIhXBjFRUcIQIXx+f5z9kEOlplSeU6kKn9datZ7z7L3P3vsp9Plm73PqfKXFVCmR96jVXWv7Rdv3Azv01oHtRcA4qtXMjT00uc72s7ZXAHOAfQEB50haBPwIeENtjF/bvr0cf58q2LVcXns9oBwfCpxfUlZfD2wjaXS3Oc6w3VFlvxvT20eJiGjESL5G8yLwYeDHkj5r+xzbz0i6GTii1E3qp49LqFZECyVNAybX6lbVjvu7H/d64H+X87frVtf9XltTBbUxwCTbz0taBmzRR/u+jjcB9rf9XD9zjIjYIEbyigbbz1BdHzlOUmtlczHVzQH32P5DP11sDTxeVkDHrcdU/hP4nO3FPdQdIWkLSdtRBaJ7gG2B35YgMwWo3y33Rkmt1crfArfV6qbWXueV49nAya0G9WtUERHDwUhe0QBg+/eS3g/cImm57esl/Qn4zgBO/1eqayrLy+vWg5zDI1TBrSeLqLbMtge+YPsxSZcBN5Qtu07ggVr7nwEnSfpP4H7gwlrda8t22yqqrTqAU4BvlvLNgFuAEwfzOSIimiBvZH9FXS62zwV2s/3iBp7OOpE0Dphle3wPdcuAjnKtZ9A6Ojrc2dm5Pl1ERKxFUld1HXhtI3rrrLvyh5h3AWeMtCATEbGxGvFbZ3W2vwt8d0PPY7BsLwPWWs2UunFDOpmIiDbZqFY0EREx/CTQREREoxJoIiKiUQk0ERHRqASaiIhoVAJNREQ0KoEmIiIalUATERGN2qj+YDP619UF6u9Z1LFBud+HhW/kNrLHYkVWNBER0bARG2gkrawdf0DSg5J26qXtNEnnl+MTyzPR2jEHS/p+7f1mkpZLmlXev5Q2OiLilWrEb51JejfVI/rfZ/tX/bW3/a02Dv80VZbOUbafBd4DPNrG/iMiRrwRu6IBkPQO4CLgMNu/lHRLPfGXpNsk7dXtnJdWGZJOkHSPpIWSrpK0ZSm/RNJ5ku6Q9JCkY/qYxo1UydegyhFzebf6vSTNk/RzSSeU/kdL+rGkeyUtlnREKR8n6QFJl0laKukHtTktk/TV0v5uSW8t5WPK3O8pPwcN8tcZEdGIkRxoXg1cS5WKuZU47D+AaQCSdgG2sL2wjz6utr2P7b2ApcDf1+peDxwMHAZ8pY8+ZgIfkbQFsCdVmoK6PYF3AQcAZ5V8Oc8BR9meCEwB/l166RL9rsAFtt8G/An4h1pff7T9duB84Oul7BvA12zvAxxNlWE0ImLYGMmB5nngDl4eHK4EDiupmT8BXNJPH+Ml3VoyXR4H7FGru9b2i7bvB3borQPbi4BxVKuZG3tocp3tZ0vCsjnAvoCAc0pWzB8Bb6iN8Wvbt5fj71MFu5bLa6+tdM+HAudLWgBcD2wjaXR9ApKmS+qU1FklE42IGDoj+RrNi8CHgR9L+qztc2w/I+lm4IhSN6mfPi6hWhEtlDQNmFyrW1U77u9+0+uB/13O365bXfd7NU0V1MYAk2w/X7JnbtFH+76ONwH2t/1cb5OzPQOYASB15N7RiBhSI3lFg+1nqK6PHCeptbK5mOrmgHts/6GfLrYGHi8roOPWYyr/CXzO9uIe6o6QtIWk7agC0T3AtsBvS5CZAtTvlnujpNZq5W+B22p1U2uv88rxbODkVoP6NaqIiOFgJK9oALD9e0nvB26RtNz29ZL+BHxnAKf/K9U1leXldetBzuERquDWk0VUW2bbA1+w/Ziky4AbypZdJ/BArf3PgJMk/SdwP3Bhre61ZbttFdVWHcApwDdL+WbALcCJg/kcERFNkDeyv8ItF9vnArvZfnEDT2edSBoHzLK9Vjrnsr3WUa71rMcYHa5iWwxXeTLAxvWd9Eohqct2R091I35FU1f+EPNLS4D3pAAAIABJREFUwGkjLcgMlUmToDNxZpjLF21sXDaqQGP7u8B3N/Q8Bsv2MmCt1UypGzekk4mIaJMRfTNAREQMfwk0ERHRqASaiIhoVAJNREQ0KoEmIiIalUATERGNSqCJiIhGJdBERESjEmgiIqJRG9WTAaJ/XV2gBh+l1ZbndOVZVxEblaxoIiKiUcM+0Ej6S0kzJf1SUpekG0ua5ibHPFXSlrX3N0p6zQDPPUPSgvKzunZ8Sg9tJ0uaVY4/KOl/te9TREQMD8M6TYAkUaVrvtT2t0rZXsA2tm8dwPmb2X5hEOMuoy2P5NdK26P7qJ8MnG77sPUZZ93m1GyagGydRbwy9ZUmYLivaKYAz7eCDIDthbZvVeVcSUskLZY0FV5aJdwq6Xrgfkmblnb3SFok6X/W2s2V9ANJD0i6rPR5CrAjMEfSnNJ2maTtJY2TtFTSRZLukzRb0qj+PkTJsPmdMs/5Jatm9zbTJJ1fjv+mfK6Fkm4pZXtIurusjhZJ2rmUn1baLpF06vr+wiMi2m243wwwHujqpe5DwARgL6rslfe0vpSBicB42w9Lmg780fY+kl4N3C5pdmm3N7AH8BhwO3CQ7fMknQZM6WVFszNwrO0TJP03cDTw/X4+x0mAbb9d0m7A7H62/84C3mf70dqW3YnAN2xfJulVwKaSJgEfB/YDBNwl6ae259c7K7+D6dW7N/Yz1YiI9hruK5q+HAxcbnu17SeAnwL7lLq7bT9cjt8LfEzSAqp0zdtRBYtWu0dKkrQFwLgBjPuw7QXluGuA5xxMCUa2HwB+BfQVaG4HLpF0ArBpKZsHfFbSvwA72X629HuN7adtrwSuBg7p3pntGbY7qmXtmAFMNyKifYZ7oLkPmDSI856uHQs42faE8vMm260Vzapau9UMbIU3mHPWie0TgTOBsUCXpO1s/xfwQeBZ4EZJ72r3uBERTRjugeYnwKvL1g8AkvaUdAhwKzC1XIMZA7wDuLuHPn4IfFLS5uX8XSRt1c+4TwFbt+UTVG4FjmuNT7V/9bPeGkt6i+27bJ8FLAfGSnoz8JDt84DrgD1Lv0dK2rJ8pqNKWUTEsDGsr9HYtqSjgK+XLaPngGXAqcBtwAHAQqok6/9s+zflGkjdxVTbW/eWu9iWA0f2M/QM4CZJj9le68L9IFwAXChpMfACMM32KvX+l5Pnlov9An5M9Rn/BfiopOeB3wDn2P69pEtYE2Av7n59JiJiQxvWtzdH+3V0dLizs7nbmyPilWkk394cEREjXAJNREQ0KoEmIiIalUATERGNSqCJiIhGJdBERESjEmgiIqJRCTQREdGoBJqIiGhUAk1ERDRqWD/rLNqvqwt6f8TayNCWLJ7rNYE8tiliXWRFExERjRr2gUbSX0qaKemXkrok3dhPdsp2jHmqpC1r72+sZbrs79wzSrrlBZJW145P6aHtZEmzyvEHJf2v9n2KiIjhYVg/vbk81v8O4FLb3yplewHb2O4374qkzWy/MIhxlwEdvaRyXpd+Vtoe3Uf9ZOB024etzzjrNqcOw8h+enO2ziKGn5H89OYpwPOtIANge6HtW1U5V9ISSYslTYWXVgm3SroeuL8kRjtX0j2SFkn6n7V2cyX9QNIDki4rfZ4C7AjMkTSntF0maXtJ4yQtlXSRpPskzZY0qr8PIWkLSd8p85wvaa0cN5KmSTq/HP9N+VwLJd1SyvaQdHdZHS0q+WqQdFppu0TSqev7C4+IaLfhfjPAeKCrl7oPAROAvYDtgXtaX8rARGC87YdLds4/2t5H0quB2yW1UjnvDewBPAbcDhxk+zxJpwFTelnR7Awca/sESf8NHA18v5/PcRJVHre3l8Rss/vZ/jsLeJ/tR2tbdicC37B9maRXAZtKmgR8HNiPKknaXZJ+2j35WfkdlCylb+xnqhER7TXcVzR9ORi43PZq208APwX2KXV32364HL8X+JikBcBdwHZUwaLV7hHbLwILqDJx9udh2wvKcdcAzzmYEoxsPwD8Cugr0NwOXCLpBGDTUjYP+GzJNLqT7WdLv9fYftr2SuBq4JDundmeYbujWtaOGcB0IyLaZ7gHmvuASYM47+nasYCTbU8oP2+y3VrRrKq1W83AVniDOWed2D4ROBMYC3RJ2s72fwEfBJ4FbpT0rnaPGxHRhOEeaH4CvLps/QAgaU9JhwC3AlPLNZgxwDuAu3vo44fAJyVtXs7fRdJW/Yz7FLB1Wz5B5VbguNb4VPtXP+utsaS32L7L9lnAcmCspDcDD9k+D7gO2LP0e6SkLctnOqqURUQMG8P6Go1tSzoK+HrZMnoOWAacCtwGHAAsBAz8s+3flGsgdRdTbW/dW+5iWw4c2c/QM4CbJD1me60L94NwAXChpMXAC8A026vU+19Onlsu9gv4MdVn/Bfgo5KeB34DnGP795IuYU2Avbj79ZmIiA1tWN/eHO2X25vbMYH8fyaiu75ubx7WK5pov0mToHNkxxmqBWxEjBTD/RpNRESMcAk0ERHRqASaiIhoVAJNREQ0KoEmIiIalUATERGNSqCJiIhGJdBERESjEmgiIqJRCTQREdGoPILmFaarC3p/lmce4xUR7ZcVTURENGrYBBpJqyUtkLRQ0r2SDlyPvj4v6dA2zeuOdWx/iaSHy2e5V9IB7ZjHAMc+W9LpQzVeRMRADKets2dtTwCQ9D7gy8A7B9NRSRjWFrYHE/A+Y/sHkt4LfJsqSVlbldw6KmmoIyKGrWGzoulmG+APrTeSPiPpHkmLJH2ulI2TtFTSRZLukzRb0qhSd4mkY8rxWeXcJZJmlC9oJM2V9DVJnaWffSRdLennkr5YG3tleZ1czvmBpAckXdbqqw+3AG+VNFrSj8sKZ7GkI0qfX5F0Um2ssyWd3kf7cZJ+Jum7wBKqzJtnSHpQ0m3Aruv7i4+IaLfhFGhGle2mB6iyYn4BoKwKdgb2BSYAkyS9o5yzM/BN23sATwJH99Dv+bb3sT0eGAUcVqv7c0nU8y2q9MgnAeOBaZK266Gvvamye+4OvBk4qJ/PdDiwmCoz6FG2JwJTgH8vQeoK4MO19h8uZb21b33mC8pn3h74SPm9fADYp6dJSJpeAmpnlWA0ImLoDNetswOA70oaD7y3/LRSFI+m+rL9f8DDtheU8i6qlM3dTZH0z8CWwOuA+4AbSt315XUxcJ/tx8v4DwFjgd916+tu24+UNgvKeLf1MOa5ks6k+lb/e6qUzOeUAPki8AZgB9vzJf2FpB2BMcAfbP9a0uY9tS99/8r2neX4EOAa28+UObU+z8vYnkGVnrpk2IyIGDrDKdC8xPY8SdtTffkK+LLtb9fbSBoHrKoVraZasdTbbAFcAHSUL/CzgS1qTVrnv9itrxfp+XfTfbzefn+fsf2D2jymlc8yyfbzkpbV5nElcAzwl1SrGYDj+mj/dC9jRkQMS8Np6+wlknYDNqVaUfwQ+ISk0aXuDZL+YoBdtb6cV5Tzj2n7ZAdmW+C3JWhMAXaq1V1Btf11DFXQ6a993S3AkZJGSdqaaqsuImJYGU4rmlFlOwqqVczxtlcDsyW9DZhXLlOsBP6OakXRF9t+UtJFVBfOfwPc08zU+3UZcIOkxUAn8ECrwvZ9JUg82tq666t9ne17JV0BLAR+y4b7fBERvZI3wj8Fl3QD8H9sz9nQcxluOjo63NnZuaGnEREbGUld5eaqtQzLrbP1Iek/qS7893SRPiIihthw2jprC9uf2NBziIiINTa6FU1ERAwvCTQREdGoBJqIiGhUAk1ERDQqgSYiIhqVQBMREY1KoImIiEYl0ERERKMSaCIiolEJNBER0ahhH2gkrS6ZN5dIukHSawbZzzhJS9o0p2mSzu+h/0ckbdKtfIGk/doxbkTESNRvoJG0iaQP99euQc/anlBSMf+eKt3ysGN7GVXWz0NaZSWvzta27+rvfEkb3XPnIiJgAIHG9ovAPw/BXAZiHlVaYyTtK2mepPmS7pC0aymfJuk6SXMl/VzSv9XO31TSRZLukzRb0qhyzgmS7pG0UNJVkrYs5WPK+3vKz0H9zO9yqiRmLR8BZpbVzq2S7i0/B5b+J5fy64H7S9m1krrKHKe3OpK0UtKXyhzvlLTDIOcYETGkBrp19iNJp0saK+l1rZ9GZ9aNpE2BdwPXl6IHgENs7w2cBZxTa74vcDSwJ/A3klo5EnYGvml7D+DJ0gbgatv72N4LWAr8fSn/BvA12/uUthf3M83/psp42VqdTKUKPr8F3mN7Yik7r3bOROAfbe9S3n/C9iSgAzhF0nalfCvgzjLHW4ATBjpHSdMldUrqXL58eT8fISKivQa6XTO1vNa3rQy8ub3T6VEr8+YbqILAzaV8W+BSSTuXuWxeO+dm278DkHQ1cDBwLfCw7VYWzy5gXDkeL+mLwGuA0VTpowEOBXYvmT0BtmmllO6J7SfKdaB3S3oCeMH2EknbAudLmkCVGXSX2ml323649v4USUeV47FUwfF3wJ+BWbW5v6evOdpeWZvXDGAGVInPept/REQTBhRobL+p6Yn04VnbE8p21g+pgt15wBeAObaPkjQOmFs7p/uXaev9qlrZamBUOb4EONL2QknTgMmlfBNgf9vP1Turfan3pLV99kQ5Bvh0eb9X6bPe39O1fidTBY4DbD8jaS6wRal+3mvSoa5mzX+7HucYETFcDGjrTNKWks6UNKO831nSYc1O7eVsPwOcAvxT2ZraFni0VE/r1vw9ZXtvFHAkcHs/3W8NPC5pc+C4Wvls4OTWm7Ii6c/VwAeoVoEzS9m2wOPletdHgU17OXdb4A8lyOwG7D+A8QYzx4iIITPQazTfodq6ObC8fxT4YiMz6oPt+cAi4Fjgq8CXJc1n7ZXZ3cBVpe1Vtjv76fpfgbuoAtIDtfJTgA5JiyTdD5w4gDk+SXXTwhO2HyrFFwDHS1oI7EZtFdPNTcBmkpYCXwHu7G+8wcwxImIoac1uTB+NpE7bHZLml4vvSFpYLkwPK2Xrq8P2pzb0XIajjo4Od3b2F3cjItaNpC7bHT3VDXRF8+eyDeXS4Vt4+fWOiIiIHg30rrOzqbZ1xkq6DDiIta+LDAu2L6G6uB8REcPAQO86my2pi+ritKj+7mNFozOLiIiNwoACjaSrgP8A/r9y51RERMSADPQazYVUt/3+XNJXWo97iYiI6M+AAo3tH9k+jupxKcuoHklzh6SPl789iYiI6NGA0wSUZ25NA/4HMJ/qGVsTWfNImIiIiLUM9BrNNcCuwPeAw20/XqqukJQ/yoiIiF4N9Pbm82zP6amitz/QiYiIgIHf3jxH0nhgd9Y85BHb321qYhERsXEY6NbZv1E90Xh34Ebgr4DbgASakaarC/p6+vQAHkkUEbEuBnozwDFUScd+Y/vjVI+737axWUVExEZjoIHm2fKHmi9I2oYqY+TY5qYVEREbi4EGmk5JrwEuosrueC/Vo/AbJ2m1pAWSlki6ocxjMP2MK9kv2zGnaZLO76H/RyRt0q18gaT92jFuRMRINNA/2PwH20/a/hZVCuHjyxbaUHjW9gTb44Hf8/J00sOG7WXA/wMOaZWV5GVb276rv/NLMreIiI1On4FG0sTuP8DrqJJzTRyaKb7MPOANZW77SponaX55SsGupXyapOskzZX083IjQ8umki6SdJ+k2SX1AZJOkHSPpIWSrippo5E0pry/p/wc1M/8WmmcWz4CzCyrnVsl3Vt+Diz9Ty7l1wP3l7JrJXWVOU5vdSRppaQvlTneKWmHQc4xImJo2e71B5hT+/lJ7WcO8JO+zm3XD7CyvG4KXAm8v7zfBtisHB9KlUkTqqcXPA5sB4wClgAdwDjgBWBCafffwN+V4+1q430ROLkc/xdwcDl+I7C0Nsb5Pcx1hzJ2a15LgfHAlsAWpWxnoLMcT6bKtvmmWh+vK6+tuW9X3pvqj2Whyi56Zl9z7Dav6UAn0PnG6r6y3n8iIgah9b3W00+f2zW2pwCUf/n/A3Bw+cK7lepBm0NhlKQFVCuZpax55M22wKWSdi5zqj9z7Wbbvytzv7rM+1rgYdsLSpsuquADMF7SF4HXAKOBH5byQ4HdteZ24G0kje5torafKNeB3i3pCeAF20skbQucL2kCsBrYpXba3bYfrr0/RdJR5XgsVWD6HVUq7Vm1ub+nrznaXlmb1wxgBkCHlPuXI2JIDfS6wKXAn4Dzyvu/pfobmg83MalunrU9oWxn/ZDqGs15wBeAObaPkjQOmFs7p/uXaet9PSvoaqpVA1SJ0o60vbCkgp5cyjcB9rf9XL0z9fV3KGu2z54oxwCfLu/3Kn3W+3u61u9kqsBxgO1nJM1lzR/IPl/+1dCae+u/XY9zjIgYLgZ619l42//D9pzycwLVltCQsf0McArwT+XC+bbAo6V6Wrfm75H0urISOxK4vZ/utwYeL0+iPq5WPhs4ufWmrEj6czXwAWAqMLOUbQs87uoW8Y9SbQP2ZFvgDyXI7EaVaK4/g5ljRMSQGWiguVfSS1965XbdIX+Ypu35wCLgWKrrFF+WNJ+1V2Z3A1eVtlfZ7m+u/wrcRRWQHqiVnwJ0SFok6X7gxAHM8UmqmxaesP1QKb4AOF7SQmA3aquYbm6iutFiKfAV4M7+xhvMHCMihpLW7Mb00aj64tuV6vZdqC46/4zq4rpt79nYDNdR2frqsP2pDT2X4aijo8OdnXngdkS0l6Qu9/KQ5YFeo3l/G+cTERGvIAN9evOvmp5Iu9i+hOrifkREDAMDzrAZERExGAk0ERHRqASaiIhoVAJNREQ0KoEmIiIalUATERGNSqCJiIhGJdBERESjEmgiIqJRCTQREdGoERVoJJ1RUhwvkrSgPEUaSae20i9vgDlNlmRJh9fKZpXcMpSU0uMk7VfmXP95TtIn2ziXEyV9rF39RUS0w0AfqrnBSToAOAyYaHuVpO2BV5XqU4HvA89soOk9ApwB3NBbA9t3AS/lipH0PuDrVEnl2sL2t9rVV0REu4ykFc3rgRW2VwHYXmH7MUmnADsCcyTNAZD0XknzJN0r6UpJoyW9X9KVrc7KSmRWb+1L+TJJnyvli0sysp4sBP4o6T091P2eKiPmS0qQnAH8XUnohqTTJC0pP6eWsnGSlkq6qKzkZksaJWnHbiuj1ZJ2knS2pNMH/RuOiGjASAo0s4Gxkh6UdIGkdwLYPg94DJhie0r5Ej8TONT2RKoEbacBPwL2k7RV6W8qMLOP9i0rSvmFQF9f4l8q/byM7Q/Z/nW34v8ALrDdBSBpEvBxYD+qrJonSNq7tN0Z+KbtPYAngaNtP2Z7gu0JwEVUyd16fcK2pOmSOiV1Ll++vI+PEBHRfiMm0NheCUwCpgPLgStKkrPu9gd2B26XtAA4HtjJ9gtUGSwPL6mg/xq4rrf2tf6uLq9dwLg+5ncLgKSD+/ockk4EtgHOrRUfDFxj++nyOa8GDil1D9te0NMcJB0EnAB8oq8xbc+w3WG7Y8yYMX01jYhouxFzjQbA9mpgLjBX0mKqoHBJt2YCbrZ9bA9dzAQ+RbWd1Wn7KUl9tQdYVV5X0//vq7WqeaGnyrL1diawv+0X++mr+/itOYwqfb2eamX0wRKcIiKGpRGzopG0q6Sda0UTgNZ20VPA1uX4TuAgSW8t520laZdS91NgItUqYOYA2q8T27OB1wJrpbaW9Crgv4BP236kW/WtwJGStixbe0eVsh5J2hy4EvgX2w8OZq4REUNlxAQaYDRwqaT7JS2i2u46u9TNAG6SNMf2cmAacHlpNw/YDV5aEc0C/qq80lf7QfoSMLaH8qOBtwNndLuQ/2nb91KtzO4G7gIutj2/jzEOBDqAz9X62XE95hwR0RjZ3tBziCHU0dHhzs7ODT2NiNjISOqy3dFT3Uha0URExAiUQBMREY1KoImIiEYl0ERERKMSaCIiolEJNBER0agEmoiIaFQCTURENCqBJiIiGpVAExERjRpRT2+O9dfVBVLv9aaPyoHII40iopusaCIiolEJNBER0agRFWgknSHpPkmLyqPx9yvlp0racgPNabIkSzq8VjZL0uRyPFfSOEn7dUsPsEDSc5I+2ca5nCjpY+3qLyKiHUbMNRpJBwCHARNtr5K0PfCqUn0q8H3gmQ00vUeAM4Abemtg+y6qZG0ASHof8HXg0nZNwva32tVXRES7jKQVzeuBFbZXAdheYfsxSacAOwJzJM0BkPReSfMk3SvpSkmjJb1f0pWtzspKZFZv7Uv5MkmfK+WLSyrmniwE/ijpPT3U/Z4qBfNLSpCcAfyd7WdK2WmSlpSfU0vZOElLJV1UVnKzJY2StGO3ldFqSTtJOlvS6YP+DUdENGAkBZrZwFhJD0q6QNI7AWyfBzwGTLE9pXyJnwkcansi0AmcBvwI2K+kSgaYCszso33LilJ+IdDXl/iXSj8vY/tDtn/drfg/gAtsdwFImgR8HNgP2B84QdLepe3OwDdt7wE8CRxt+zHbE2xPAC4CrrL9K3ohabqkTkmdsLyPjxAR0X4jJtDYXglMAqZTfVteIWlaD033p0rzfLukBcDxwE62XwBuAg6XtBnw18B1vbWv9Xd1ee0CxvUxv1sAJB3c1+eQdCKwDXBurfhg4BrbT5fPeTVwSKl72PaCnuYg6SDgBOATfY1pe4btjir73Zi+mkZEtN2IuUYDYHs1MBeYK2kxVVC4pFszATfbPraHLmYCn6Lazuq0/ZSkvtoDrCqvq+n/99Va1bzQU2XZejsT2N/2i/301X381hxGlb5eT7Uy+mAJThERw9KIWdFI2lXSzrWiCUBru+gpYOtyfCdwkKS3lvO2krRLqfspMJFqFTBzAO3Xie3ZwGuBPXuY/6uA/wI+bfuRbtW3AkdK2rJs7R1VynokaXPgSuBfbD84mLlGRAyVERNogNHApZLul7SIarvr7FI3A7hJ0hzby4FpwOWl3TxgN3hpRTQL+KvySl/tB+lLwNgeyo8G3g6c0e1C/qdt30u1MrsbuAu42Pb8PsY4EOgAPlfrZ8f1mHNERGPkPDLkFaWjo8OdnZ0behoRsZGR1FVdB17bSFrRRETECJRAExERjUqgiYiIRiXQREREoxJoIiKiUQk0ERHRqASaiIhoVAJNREQ0KoEmIiIalUATERGNSqCJiIhGJdBERESjRnSgkXRGSXG8qDzBeL8NNI8eUyhLukTSMd3K1il3jKQjJe1ee/95SYeW41MlbVmru1HSa9b9E0RENGdEJT6rk3QAcBgw0faqkpL5VRt4Wk04kiqlwf0Ats+q1Z0KfB94ptR9YMhnFxHRj5G8onk9sML2KgDbK2w/BiDpLEn3SFoiaUbJoomkuZK+JqlT0lJJ+0i6WtLPJX2xtBknaUlrEEmnSzq7HL9F0k2SuiTdWjJmDoqkyZJ+Kuk6SQ9J+oqk4yTdLWlxGetA4IPAuWXF9pbWKknSKcCOwBxJc0qfy0rAjYgYNkZyoJkNjJX0oKQLJL2zVne+7X1sj6dKfXxYre7PJWfCt4DrgJOA8cA0Sdv1M+YM4GTbk4DTgQvW8zPsBZwIvA34KLCL7X2Bi8s4dwDXA5+xPcH2L1sn2j4PeAyYYntKX4NIml6Ca+fy5cvXc8oREetmxAYa2yuBScB0YDlwhaRppXqKpLskLQbeBexRO/X68roYuM/242VV9BA9Z8YEQNJoqsyWV0paAHybalXV5zT7KbunNv4vqYJna27j+ul7wGzPsN1hu2PMmDHt6jYiYkBG7DUaeCk181xgbgkqx0uaSbXS6LD967LttUXttFXl9cXacev9ZsALvDwAt87dBHjS9oR1mOLvgNe23kh6HbCih7l0n09rLhERI96IXdFI2lXSzrWiCcCvWBMYVpRVyDFrndy3J4C/kLSdpFdTtt1s/wl4WNLflPElaa9++poLTJXUuklhGjBnHefzFLD1IOoiIoaFkfyv5tHA/y23874A/AKYbvtJSRcBS4DfAPesS6e2n5f0eeBu4FHggVr1ccCFks4ENgdmAgv76GuWpElAl6TVVNtjJ67LfMoYF5WL/92D5gzgJkmP9XedJiJiQ5Hd02WE2Fh1dHS4s7NzQ08jIjYykrrKjVZrGbFbZxERMTIk0ERERKMSaCIiolEJNBER0agEmoiIaFQCTURENCqBJiIiGpVAExERjUqgiYiIRiXQREREo0bys85iELq6oEoD17M8kSgi2i0rmoiIaNSIDjSSzpB0n6RFJdXxfhtoHmdLOr2H8kskHdOtbOU69n2kpN1r7z8v6dByfKqkLWt1N5anWUdEDBsjdutM0gFUuWIm2l4laXvgVf2cNhIdCcwC7gewfVat7lTg+8Azpe4DQz67iIh+jOQVzeuBFSUNMrZX2H4MQNJZku6RtETSDKm6KiFprqSvSeqUtFTSPpKulvRzSV8sbcZJWtIaRNLpJUsnkt4i6SZJXZJulbTbYCcvabKkn0q6TtJDkr4i6ThJd0taXMY6EPggcG5Zsb2ltUoq+Wl2BOZImlP6XFYCbkTEsDGSA81sYKykByVdIOmdtbrzbe9jezwwipIls/hzyZnwLeA64CRgPDBN0nb9jDkDONn2JOB0qpTR62MvqkRobwM+Cuxie1/g4jLOHcD1wGdsT7D9y9aJts8DHgOmJOlZRAxnIzbQ2F4JTAKmA8uBKyRNK9VTJN0laTHwLmCP2qnXl9fFwH22Hy+rooeAsb2NV9JCHwhcKWkB8G2qVVWf0+yn7J7a+L+kCp6tuY3rp+8BkzS9rOI6q19VRMTQGbHXaABsrwbmAnNLUDle0kyqlUaH7V+Xba8taqetKq8v1o5b7zejSgtdD8CtczcBnrQ9YR2m+Dvgta03kl4HrOhhLt3n05pLW9ieQbUaQ+rIDcwRMaRG7IpG0q6Sdq4VTQB+xZrAsKKsQo5Z6+S+PQH8haTtJL2asu1m+0/Aw5L+powvSXv109dcYKqk1k0K04BRs8xYAAAgAElEQVQ56zifp4CtB1EXETEsjOQVzWjg/5bbeV8AfgFMt/2kpIuAJcBvgHvWpVPbz0v6PHA38CjwQK36OOBCSWcCmwMzgYV99DVL0iSgS9Jqqu2xE9dlPmWMi8rF/+5BcwZwk6THcp0mIoYrOX8K/opSbZ119lqf/zlExGBI6io3Wq1lxG6dxeBMmlQFk95+IiLaLYEmIiIalUATERGNSqCJiIhGJdBERESjEmgiIqJRCTQREdGoBJqIiGhUAk1ERDQqgSYiIhqVQBMREY1KoImIiEYl0ERERKOGTaCRdIak+yQtkrRA0n6l/FRJWzY89iWSnpG0da3s65Isafs2jbGyTf2Mk7SkHX1FRAyFYRFoJB1AlWBsou09gUOBX5fqU4FGA03xC+CIMp9NqFJAPzoE40ZEbNSGRaABXg+ssL0KwPYK24+VZF87AnMkzQGQ9F5J8yTdK+lKSaMlvV/Sla3OJE2WNKu39r3MYSYwtRxPBm6nSqjW6vNaSV1l1TW9Vr5S0pckLZR0p6QdSvmbyriLJX2x1n60pB+X+SyW1Apu4yQtlXRRGWO2pFGlblLpfyFwUq2vcZJuLX3dK+nAwf36IyKaM1wCzWxgrKQHJV0g6Z0Ats8DHgOm2J5StrHOBA61PZEqg9dpwI+A/SRtVfqbCszso31PHgTGSHotcCxV4Kn7hO1JQAdwiqTtSvlWwJ229wJuAU4o5d8ALrT9duDxWj/PAUeV+UwB/l2SSt3OwDdt7wE8CRxdyr8DnFzGqPst8J7S11TgvJ4+mKTpkjoldS5fvryXjx8R0YxhEWhsrwQmAdOB5cAVkqb10HR/YHfgdkkLgOOBnWy/ANwEHC5pM+Cvget6a9/HVK4GPgLsB9zare6UsqK4ExhLFRQA/gzMKsddwLhyfBBweTn+Xq0fAedIWkQVIN8A7FDqHra9oN5XSVX9Gtu39NDX5lRpnhcDV5bPuhbbM2x32O4YM2ZMHx8/IqL9NtvQE2ixvRqYC8wtX5zHA5d0aybgZtvH9tDFTOBTwO+BTttPlZVCb+17cgXVF/yltl9sLTQkTaa6bnSA7WckzQW2KOc87zX5sFfz8t9pTzkrjwPGAJNsPy9pWa2vVbV2q4FR/cz308ATwF5U/2h4rp/2ERFDblisaCTtKmnnWtEE4Ffl+CmgdTfYncBBkt5azttK0i6l7qfARKqtq5kDaL8W278CzgAu6Fa1LfCHEmR2o1op9ed2qtURVMGl3tdvS5CZQt8rLGw/CTwp6eBe+nrc9ovAR4FNBzCviIghNSwCDTAauFTS/WVLaXfg7FI3A7hJ0hzby4FpwOWl3TxgN3hpRTQL+KvySl/te2P727Z/2a34JmAzSUuBr1AFsP78I3BSWZ29oVZ+GdBRyj8GPDCAvj4OfLNs/6lWfgFwfNnS2w14egB9RUQMKa3Z9YlXgo6ODnd2dm7oaUTERkZSl+2OnuqGy4omIiI2Ugk0ERHRqASaiIhoVAJNREQ0KoEmIiIalUATERGNSqCJiIhGJdBERESjEmgiIqJRCTQREdGoBJqIiGhUAk1ERDRq2AQaSWeUFMaLJC2QtF8pP1XSlg2PfYmkZyRtXSv7uiSXLJ3tGGNlm/oZJ2lJO/qKiBgKwyLQSDoAOAyYaHtPqiRjvy7VpwKNBpriF8ARZT6bAO8CHh2CcSMiNmrDItAArwdW2F4FYHuF7ccknQLsCMyRNAdA0nslzZN0r6QrJY2W9H5JV7Y6kzRZ0qze2vcyh5nA1HI8mSpx2Qu1Pq+V1FVWXdNr5SslfUnSQkl3StqhlL+pjLtY0hdr7UdL+nGZz2JJreA2TtJSSReVMWZLGlXqJpX+FwIn1foaJ+nW0te9kg4c3K8/IqI5wyXQzAbGSnpQ0gWS3glg+zzgMWCK7SllG+tM4FDbE4FO4DTgR8B+krYq/U0FZvbRvicPAmMkvRY4ljVZOls+YXsS0AGcImm7Ur4VcKftvYBbqDJ8AnwDuND224HHa/08BxxV5jMF+He1ckbDzsA3be8BPAkcXcq/A5xcxqj7LfCe0tdU4LxePltExAYzLAKN7ZXAJGA6sBy4QtK0HpruT5V98/aSbfJ4YCfbL1BlwTxc0mbAXwPX9da+j6lcTZV+eT/g1m51p5QVxZ3AWKqgAPBnSkZPoAsYV44PAi4vx9+r9SPgnJLx80dU2Td3KHUP215Q70vSa4DX2L6lh742By4q2TqvLJ91LZKmS+qU1Ll8+fI+Pn5ERPtttqEn0FJSMc8F5pYvzuOBS7o1E3Cz7WN76GIm8Cng90Cn7afKSqG39j25guoL/lLbL7YWGpImU103OsD2M5LmAluUc573mjSlq3n577Sn9KXHAWOASbafl7Ss1teqWrvVwKh+5vtp4AlgL6p/NDzXUyPbM6hSYtPR0ZGUqhExpIbFikbSrpJ2rhVNAH5Vjp8CWneD3QkcJOmt5bytJO1S6n4KTKTaupo5gPZrsf0r4Azggm5V2wJ/KEFmN6qVUn9up1odQRVc6n39tgSZKfS9wsL2k8CTkg7upa/Hbb8IfBTYdADziogYUsMi0ACjgUsl3V+2lHYHzi51M4CbJM2xvRyYBlxe2s0DdoOXVkSzgL8qr/TVvje2v237l92KbwI2k7QU+ApVAOvPPwInldXZG2rllwEdpfxjwAMD6OvjwDfL9p9q5RcAx5ctvd2ApwfQV0TEkNKaXZ94Jejo6HBnZ+eGnkZEbGQkddnu6KluuKxoIiJiI5VAExERjUqgiYiIRiXQREREoxJoIiKiUQk0ERHRqASaiIhoVAJNREQ0KoEmIiIalUATERGNSqCJiIhGDZs0ATE0urpA6r3e9FE5EHl2XkR0kxVNREQ0KoGmH5KOlOSSh6a3NnMldZTjG0tWTCSt7KX9akkLJC2RdEOrfRvm+nlJh7ajr4iIdkmg6d+xwG3ltV+2P1CSlfXlWdsTbI+nygh60nrOsTX2WbZ/1I6+IiLaJYGmD5JGAwcDf8+abJlIGiVppqSlkq6hlnJZ0jJJ26/DMPMoidEk7StpnqT5ku6QtGspnybpWkk3l/4/Jem00u5OSa8r7S6RdMz6f/KIiPZJoOnbEcBNth8EfidpUin/JPCM7bcB/wZM6q2DvkjaFHg3cH0pegA4xPbewFnAObXm44EPAfsAXyrj700VqD7WzzjTJXVK6oTlg5lqRMSgJdD07VhgZjmeyZrts3cA3wewvQhYtI79jippmX8D7ADcXMq3Ba6UtAT4GrBH7Zw5tp8q6an/CNxQyhcD4/oazPYM2x1V9rsx6zjViIj1k0DTi7Id9S7gYknLgM8AH5b6ujl4wJ61PQHYCRBrrtF8gSqgjAcOB7aonbOqdvxi7f2L5Db1iBjGEmh6dwzwPds72R5neyzwMHAIcAvwtwCSxgN7DmYA288ApwD/JGkzqhXNo6V62vpNPyJieEig6d2xwDXdyq4q5RcCoyUtBT4PdA12ENvzqbbejgW+CnxZ0nyySomIjYScv+R+Reno6HBnZ+eGnkZEbGQkdVXXgdeWFU1ERDQqgSYiIhqVQBMREY1KoImIiEYl0ERERKMSaCIiolEJNBER0agEmoiIaFQCTURENCqBJiIiGpXnab3CdHVBX8+fzhOJIqLdsqKJiIhGJdD0Q9KRkixptz7azJXUUY5vlPSacryyl/arJS2QtETSDa32bZjr5yUd2o6+IiLaJYGmf8cCt7Emu2afbH/A9pP9NHvW9oSS4Oz3rEl8tl5sn2X7R+3oKyKiXRJo+iBpNHAw8PfAR2rloyTNlLRU0jXAqFrdMknbr8Mw84A3lHP3lTRP0nxJd0jatZRPk3StpJtL/5+SdFppd2fJBoqkSyQds/6fPCKifRJo+nYEcJPtB4HfSZpUyj8JPGP7bcC/AZN666AvkjYF3g1cX4oeAA6xvTdwFnBOrfl44EPAPsCXyvh7UwWqj/UzznRJnZI6YflgphoRMWgJNH07FphZjmeyZvvsHcD3AWwvosqQuS5GSVoA/AbYAbi5lG8LXClpCfA1YI/aOXNsP2V7OfBH4IZSvhgY19dgtmfY7qiSEo1Zx6lGRKyfBJpelO2odwEXS1oGfAb4sNTXzcED9qztCcBOgFhzjeYLVAFlPHA4sEXtnFW14xdr718kt6lHxDCWQNO7Y4Dv2d7J9jjbY4GHgUOAW4C/BZA0HthzMAPYfgY4BfgnSZtRrWgeLdXT1m/6ERHDQwJN744FrulWdlUpvxAYLWkp8Hmga7CD2J5PtfV2LPBV4MuS5pNVSkRsJOT8KfgritRh6Oy1Pv9ziIjBkNRVXQdeW1Y0rzCTJlXBpLefiIh2S6CJiIhGJdBERESjEmgiIqJRCTQREdGoBJqIiGhUAk1ERDQqgSYiIhqVQBMREY1KoImIiEYl0ERERKPy4MZXmK4uaEuig4gNxOR/wI1r8/OosqKJiIhGjYhAI2m1pAW1n3GSJkuatY79dEg6rw3zuabM4xeS/lib14GSlknafn3H6Gf8O5rsPyKinUbK1lkrI+VLJI1blw4kbWa7k76ekT9Ato8qfU4GTrd9WG2c9e1+IOMf2PggERFtMiJWNP2R9DpJ10paJOlOSXuW8rMlfU/S7cD36qsgSftKmidpvqQ7JO1ayqdJulrSTZJ+Lumrg5jSyZLulbRY0m4DGO/82meZVeZ5oqRza+UvtZO0srxOljRX0g8kPSDpsjalmo6IaJuREmhG1banume9BPgcMN/2nsBnge/W6nYHDrV9bLdzHgAOsb03cBZwTq1uAjAVeDswVdLYdZzvCtsTqTJxnj6A8XpyFXBU7f1UYGYP7fYGTqX6nG8GDureQNJ0SZ2SOmH5On2QiIj1NWK3zro5GDgawPZPJG0naZtSd73tZ3s4Z1vgUkk7AwY2r9X92PYfASTdD+wE/Hod5nt1ee0CPjSA8dZie7mkhyTtD/wc2A24vYemd9t+pMx1ATAOuK1bXzOAGVWbjqQ3i4ghNVJWNOvj6V7KvwDMsT0eOBzYola3qna8mnUPyK3z6+f2Nt4LvPy/Q30eM4EPUwXRa9xz3u31nWtERKM2lkBzK3AcvHSBfoXtP/VzzrbAo+V4WmMz63+8ZcAESZuULbp9a3XXAEcAx9LztllExLC3sQSas4FJkhYBXwGOH8A5XwW+LGk+Q7MK6G2824GHgfuB84B7WxW2/wAsBXayffcQzDEiou3U825MbKw6Ojrc2bned3hHRLyMpC7bHT3VbSwrmoiIGKYSaCIiolEJNBER0agEmoiIaFQCTURENCqBJiIiGpVAExERjUqgiYiIRiXQREREoxJoIiKiUXnS7ytMVxc0mRrNtKHzPBYpYqOSFU1ERDRqRAQaSatrGTYXSBpXT8u8Dv10SDqvDfO5pszjF5L+WJvXgZKWSdp+fcfoZ/w7muw/IqKdRsrW2VoZNiWNW5cOJG1muxNY70cX2z6q9DkZON32YbVx1rf7gYx/YOODRES0yYhY0fRH0uskXStpkaQ7Je1Zys+W9D1JtwPfq6+CJO0raZ6k+ZLukLRrKZ8m6WpJN0n6uaSvDmJKJ0u6V9JiSbsNYLzza59lVpnniZLOrZW/1E7SyvI6WdJcST+Q9ICkyzQUkS4iYh2MlEAzqrY9dU0P9Z8D5tveE/gs8N1a3e7AobaP7XbOA8AhtvcGzgLOqdVNAKYCbwemlsyX62KF7YnAhcDpAxivJ1cBR9XeT6XnLJt7A6dSfc43Awd1byBpuqROSZ2wfJ0+SETE+hqxW2fdHAwcDWD7J5K2k7RNqbve9rM9nLMtcKmknQEDm9fqfmz7jwCS7gd2An69DvO9urx2AR8awHhrsb1c0kOS9gd+DuxGlY2zu7ttP1LmugAYB9zWra8ZwIyqTUdu6YqIITVSVjTr4+leyr8AzLE9Hjgc2KJWt6p2vJp1D8it8+vn9jbeC7z8v0N9HjOBD1MF0WvcczrU9Z1rRESjNpZAcytwHLx0gX6F7T/1c862wKPleFpjM+t/vGXABEmblC26fWt11wBHAMfS87ZZRMSwt7EEmrOBSZIWAV8Bjh/AOV8FvixpPkOzCuhtvNuBh4H7gfOAe1sVtv8ALAV2sn33EMwxIqLt1PNuTGysqms0632Hd6/yZICIVyZJXbY7eqrbWFY0MUCTJlXf4039tKeTiNiYJNBERESjEmgiIqJRCTQREdGoBJqIiGhUAk1ERDQqgSYiIhqVQBMREY1KoImIiEYl0ERERKMSaCIiolF5pPwrTVcX9JWEM4+Aifj/27v3aD/K+t7j708TWOF2oBjqggIJcijQJCWQDUfuCYtaVEhQozSFKgtasLWIdEVgSQs5enQVC2dZBarRIoIIQQVBUCiXgEEsSTbkwh3bxHI7QnAFDAJy+Zw/5tky+fHbt+xM9i/Zn9dav7Xn98wzz3xnksw3zzOz54n1LD2aiIho1LAnGklrhnHfUyXd2FJ2maSZwxVTXbv4IiI2NsOeaDZ2kjL8GBHRh45MNJLulNRVlsdKWlmWR0m6QNIDkpZJOq2UnytpUSmfK1U3ISR9UtJDpe6gZ6iUNEXSXZK6Jd0iacdafF+StBg4vXw/X9JCSY9JOrTUGy9pgaT7yuegUj61bPM9SY9IurIW81Gl7D7gg7VYtpJ0adnH/ZJmlPJvSFpSPs9JOm+dT3xERAM2tv+NnwKMBybbfl3S9qX8ItufBZB0BXA08EPgbGA3269K2q6XNg+VtKT2fVfgRkmbAV8BZth+TtJxwOeBk0q9zXsm+ZF0DDDa9gGS3gecBxwJPAv8qe1XJO0BXAX0TAy0LzABeJpqls2DS+L6OnAE8HNgXi2uc4A7bJ9UjmWhpNts/1WJYRxwM3BZ6wFKOqWcO3bt5SRERDRlY0s0RwJftf06gO1flfJpks4EtgS2Bx6kSjTLgCsl/QD4QS9tLrB9dM8XSZeVxT2BicCtpbMxCnimtl09CQBcW352UyVDgM2AiyRNBt4A/qhWf6HtJ8s+l5Rt1gArbD9eyr9NSRDAe4DpkmaX72Oo8sbDksYA3wVOs/2L1gO0PReYC9Al5bGyiNigOjXRvM5bw3pj+qpYLrKXAF22n5A0p7bN+4HDgGOAcyRN6klSAyDgQdsH9rL+pZbvr5afb/DWeT0D+CWwD9XxvNKmfus2fcXzIduPtln3VeBa27f100ZExAbXkfdogJXAlLJcfwLsVuDUnhvwZeisJ6mskrR1T31JvwfsYns+cBawLbD1IGJ4FNhB0oGlvc0kTRjkcWwLPGP7TeAvqXpFfXkEGC9p9/J9Vm3dLcBptXs5+5afnwC2sf1Pg4wtImKD6IREs6WkJ2ufvwcuAP5G0v3A2FrdbwD/DSyTtBT4C9urqe5rPEB1MV5U6o4Cvi1pOXA/8OVSd0Bs/5YqaZ1f9rUEOGiQx3YJ8LGy/V68vRfUus9XqIbKbioPAzxbW/05qqG4ZZIeLN8BZgOTag8EfHyQMUZENErOb4KPKF1dXV68ePFwhxERmxhJ3T0PSLXqhB5NRERswpJoIiKiUUk0ERHRqCSaiIhoVBJNREQ0KokmIiIalUQTERGNSqKJiIhGJdFERESjkmgiIqJRnfr25mhKdzdU7+VsL68kioj1LD2aiIho1LAnGklrhnHfUyXd2FJ2maSZvW2zIbWLLyJiYzPsiWZj1zM3TkREtNeRiUbSnZK6yvJYSSvL8ihJF0h6QNIySaeV8nMlLSrlc2uTg31S0kOl7tXrEMcUSXdJ6pZ0i6Qda/F9SdJi4PTy/XxJCyU9JunQUm+8pAWS7iufg0r51LLN9yQ9IunKWsxHlbL7gA/WYtlK0qVlH/dLmlHKv1Gbi+Y5Seet84mPiGjAxva/8VOA8cBk26+XGTYBLrL9WQBJVwBHAz8EzgZ2s/2qpO16afNQSUtq33cFbpS0GfAVYIbt5yQdB3weOKnU27xn7gVJxwCjbR8g6X3AecCRVBOX/antVyTtAVwF9MzXsC8wAXga+ClwcElcXweOAH4OzKvFdQ5wh+2TyrEslHSb7b8qMYwDbgYuaz1ASaeUc8euvZyEiIimbGyJ5kjgq7ZfB7D9q1I+TdKZwJbA9sCDVIlmGXClpB8AP+ilzQW2j+75IumysrgnMBG4tXQ2RgHP1LarJwGAa8vPbqpkCNWMmBdJmgy8AfxRrf5C20+WfS4p26wBVth+vJR/m5IggPcA0yXNLt/HUOWNhyWNAb4LnGb7F60HaHsuMBegS8pjZRGxQXVqonmdt4b1xvRVsVxkLwG6bD8haU5tm/cDhwHHAOdImtSTpAZAwIO2D+xlfeu0zK+Wn2/w1nk9A/glsA/V8bzSpn7rNn3F8yHbj7ZZ91XgWtu39dNGRMQG15H3aICVwJSyXH8C7Fbg1J4b8GXorCeprJK0dU99Sb8H7GJ7PnAWsC2w9SBieBTYQdKBpb3NJE0Y5HFsCzxj+03gL6l6RX15BBgvaffyfVZt3S3AabV7OfuWn58AtrH9T4OMLSJig+iERLOlpCdrn78HLgD+RtL9wNha3W8A/w0sk7QU+Avbq6nuazxAdTFeVOqOAr4taTlwP/DlUndAbP+WKmmdX/a1BDhokMd2CfCxsv1evL0X1LrPV6iGym4qDwM8W1v9OaqhuGWSHizfAWYDk2oPBHx8kDFGRDRKzm+Cjyhdkhf3VSF/HyJiHUjq7nlAqlUn9GhiQ5oypUomvX0iItazJJqIiGhUEk1ERDQqiSYiIhqVRBMREY1KoomIiEYl0URERKOSaCIiolFJNBER0agkmoiIaFSnvr05GtLdDdVrOZuRlwtERKv0aCIiolFJNBER0ahNItFI2lnS9ZIel/Sfkv5F0uZl3VRJN5bl6ZLO7qetz0o6cojxHCVpoaRHyqv750nadX2138d+1zTRbkTEUGz00wSUicDuBf7V9jcljaKatvhXtj8taSowuz5d83re/+j6rJ2SJgLXAdNtP1zKpgOrbf+kj3ZG2X5jiLGssd3n5G5Sl6HPiQKGZCP/6xQR62hTnybgCOAV298EKBfrM4CTJG1ZryjpREkXSdpW0i/KLJxI2krSE2UWzcsk9czSOUXSXZK6Jd0iacdSfqekL0laDJzeEs9ZwBd6kkyJ6YaeJNPS/kpJ55dJzj4saZak5ZIekHR+Le41teWZki4ry7tJ+lnZ5v+sj5MZEbG+bQqJZgLQXS+w/SLVTJz/s90Gtl+gmjHz8FJ0NHCL7dd66kjaDPgKMNP2FOBS4PO1Zja33WX7wjbx3DeI+J+3vR/wE+B8qsQ5Gdhf0rH9bPsvVD25ScAzvVWSdIqkxVVifG4QoUVEDN2mkGjW1TzguLL85+V73Z7AROBWSUuAfwB2btm+T5LeUe7RPCZpdh9xAOwP3Gn7uTIUdyVwWD+7OBi4qixf0Vsl23NLUuyCHfoLOyJivdoUEs1DwJR6gaT/AewK/LyP7W4AjpK0fdn+jpb1Ah60Pbl8Jtl+T239S720+yCwH4Dt521Pprpn1Nu9k97aqavf+RjTx7qIiI6zKSSa24EtJX0UqpvqwIXAZbZ/09tGttcAi6iGn25scyP+UWAHSQeWdjeTNGEA8XwROEfS3rWyLXurXLMQOFzS2HIMs4C7yrpfStq73FP6QG2bn1L1xgCOH8A+IiI2uI0+0bh6bO4DVDfTHwceA14BPjOAzecBJ9BmGMz2b4GZwPmSllLd0zloAPEsp3pA4HJJj0r6KbA38J1+tnsGOBuYDywFum1fX1afDdwI3MPa92JOBz4haTnwh/3FFhExHDb6x5tjcLq6urx4cXOPN0fEyLSpP94cEREdLIkmIiIalUQTERGNSqKJiIhGJdFERESjkmgiIqJRSTQREdGoJJqIiGhUEk1ERDQqiSYiIho1ergDiA2ruxuk4Y4iNmYmf4EylezgpEcTERGNSqIBJFnShbXvsyXN6WebOe0mM5O0k6TvleWpkm5sU2eqpBfKpGhLJN3Wz77WtCn73X4iIjpZEk3lVeCDksYOtSHbT9ueOYCqC2qTqh25vvYjKcOhEdFRkmgqr1PNgnlG6wpJx0i6V9L9km6T9M7a6n0k/UzS45L+utQfL+mBdQlC0gmSFpZeztfKBGj19WPL/t5f34+kEyXdIOkOqongIiI6RhLNWy4Gjpe0bUv53cC7be8LXA2cWVv3J8ARwIHAuZJ2GsT+Dq0NnfXMyHkccHCZ/vkNarNmlgR3E3Cu7ZvatLcfMNP24a0rJJ0iabGkxfDcIEKMiBi6DLMUtl+UdDnwSeDl2qqdgXmSdgQ2B1bU1l1v+2XgZUnzgQOoZuIciAW2j+75IunvgCnAIlWPhW0BPFtWb0bVU/mE7btaGyputf2rXo5tLlWPDakrj8tExAaVHs3avgScDGxVK/sKcJHtScCpwJjautaL9lAu4gK+Vbtvs6ftOWXd60A38Gd9bP/SEPYdEdGYJJqa0iO4hirZ9NgWeKosf6xlkxmSxkh6BzAVWDSE3d8OzJT0BwCStpc0ric04CRgL0lnDWEfEREbXBLN210I1J8+mwN8V1I3sKql7jJgPvAfwOdsP72uO7X9EPAPwL9LWgbcCuxYW/8GMAs4QtLfrut+IiI2NDm/4TqiVPdoFg93GLERy5sByJsB2pDUbbur3bo8DDDCTJkCi5NnYkhykY3BydBZREQ0KokmIiIalUQTERGNSqKJiIhGJdFERESjkmgiIqJRSTQREdGoJJqIiGhUEk1ERDQqbwYYYbq7QQ2+QWRAryfJ6zsiRpT0aCIiolFJNIAkS7qw9n22pDn9bDNH0uw25TtJ+l5ZnirpxjZ1pkp6oTbD5m397GtNX/uJiOhkSTSVV4EPShrbb81+2H7a9swBVF1Qm+TsyPW1H0kZDo2IjpJEU3mdaqrjM1pXSDpG0r2S7pd0m6R31lbvI+lnkh6X9Nel/nhJD6xLEJJOkLSw9Dh9oSgAABFTSURBVHK+JmlUy/qxZX/vr+9H0omSbpB0B9UEahERHSOJ5i0XA8dL2ral/G7g3bb3Ba4Gzqyt+xPgCOBA4FxJOw1if4fWhs7OkbQ3cBxwsO3JwBvA8T2VS4K7CTjX9k1t2tsPmGn78EHEEBHRuAyzFLZflHQ58Eng5dqqnYF5knYENgdW1NZdb/tl4GVJ84EDgCUD3OUC20f3fJH0d8AUYJGqx8K2AJ4tqzej6ql8wvZdvbR3a5mK+m0knQKcUn3bdYDhRUSsH+nRrO1LwMnAVrWyrwAX2Z4EnAqMqa1rfU53KM/tCvhW7b7NnrbnlHWvA93An/Wx/Uu9rbA913ZXNfvdDkMIMSJi8JJoakqP4BqqZNNjW+Cpsvyxlk1mSBoj6R3AVGDREHZ/OzBT0h8ASNpe0rie0ICTgL0knTWEfUREbHBJNG93IVB/+mwO8F1J3cCqlrrLgPnAfwCfs/30uu7U9kPAPwD/LmkZcCuwY239G8As4AhJf7uu+4mI2NDk/Jb2iCJ1GRY31n7eDBAxMknqrobn3y49mhFmypTqOt/UZ2CVImIkSaKJiIhGJdFERESjkmgiIqJRSTQREdGoJJqIiGhUEk1ERDQqiSYiIhqVRBMREY1KoomIiEYl0URERKMyH80I090NGsDryHozoHeZ9dtIXkMTMZKkRxMREY1qNNFIOlaSJe01wPqfkrTlAOr9SNJ2Q48QJB0laaGkR8q0yvMktZ2GUtLHJX10few3ImKkaHSaAEnzgJ2AO2yfN4D6K4Eu263zvjRC0kTgOmC67YdL2XRgte2ftNQdbfv1DRFXk4Y6TUCGziKinb6mCWjsHo2krYFDgGnAD4HzSvlUqsnEVgETqaYoPgE4jSopzZe0yvY0SbOAz1BNc3yT7bNKGyuBLmBr4MfA3cBBVDNhzrD9sqTdgYup5i7+DfDXth9pCfMs4As9SQbA9g21Y7gTWFKO4ypJ2wBrbF/QW/uSltTa3xM4qpyD3YB3AbsCZwDvBt5bYj7G9muSzgWOAbYA7gFOte0Sx72lne2Ak20vkHQiMB3YEtgduM72mX3+wUREbGBNDp3NAG62/RjwvKQptXX7Ap8C/pjq4nuw7S8DTwPTSpLZCTgfOAKYDOwv6dg2+9kDuNj2BGA18KFSPhc4zfYUYDZwSZttJwD39XMcm9vusn1hS3nb9m1Ptj0Z+EeqrsM9pf7u5VimA98G5tueBLwMvL/Uucj2/rYnUiWbo2v7G237AKrzVu8dTgaOAyYBx0napfUAJJ0iabGkxfBcP4cbEbF+NZloZgFXl+Wry/ceC20/aftNqh7D+Dbb7w/cafu5MmR1JXBYm3orbPf0IrqB8aU3dRDVFMxLgK9Rmxa5HUnvKPdoHpM0u7ZqXpu6fbYvaQ/gn4GP2H6tFP+4LC8HRgE3l/LlteOfJuleScupktKE2m6vrR9jrfx22y/YfgV4CBjXGq/tuSVZdlUdsIiIDaeRoTNJ21NdKCdJMtWF1ZI+Xaq8Wqv+xhDjaG1rC6oEurr0LPryILAfsNT288DkkmS2rtV5qc12vbZfktA1VENpz7TGaftNSa/5rZtjbwKjJY2h6hV12X5C0hxgTJvjbD1f6/NcRkSsd031aGYCV9geZ3u87V2AFcCh/Wz3a2CbsrwQOFzSWEmjqHpEdw1k57ZfBFZI+jCAKvu0qfpF4BxJe9fK+n3qrZ/2LwW+aXvBQGKt6Ukqq0qymjnI7SMiOlJTiWYW1dNcdd9n7eGzduYCN0uaX3oDZwPzgaVAt+3rBxHD8cDJkpZS9VxmtFawvRw4Hbhc0qOSfgrsDXxnXdqXNI4qQZxUhuGWSGr7FEabWFYDXwceAG4BFg1ku4iITtfo483RefJ4c0Q0oa/Hm/NmgBFmypTqOr+unyFt/LtGImIkSaKJiIhGJdFERESjkmgiIqJRSTQREdGoJJqIiGhUEk1ERDQqiSYiIhqVRBMREY1KoomIiEblTb8jTHc3aD28RSaiN+vlNUWbuhH2hoz0aCIiolGNJhpJx0qypL0GWP9Tkvp9Tb+kH0nabugRgqSjJC2U9Eh52/I8Sbv2Uvfjkj66PvYbETFSNPr2ZknzgJ2AO2yfN4D6K6km/lrVWFBr728i1XQG020/XMqmU01q9pOWuqPLTJ8btaG+vTmiPxk6G4BNcOisr7c3N3aPpkzedQgwDfghZZ57SVOBOcAqYCLV1MQnAKdRJaX5klbZniZpFvAZQMBNts8qbawEuqhmwvwxcDfV1MpPATNsvyxpd+BiqrmLf0M14+UjLWGeBXyhJ8kA2L6hdgx3Uk01fQhwlaRtgDW2L+it/TK1c489gaPKOdgNeBewK3AG8G7gvSXmY2y/Julc4BiqWULvAU617RLHvaWd7YCTbS+QdCIwnWqytt2B62yf2ecfTETEhma7kQ/VxGD/VpbvAaaU5anAC8DOVEN3PwMOKetWAmPL8k7Af1NdyEcDdwDH1usB44HXgcml/BrghLJ8O7BHWf5fVL2q1hjvA/bp4xjuBC6pfZ8DzB5I+1QJYwGwWdnu7rK8D1Viem+pd13tuLavbX8FVQLqiePCsvw+4LayfCLwX8C2VDN0/gLYpe8/lynr4T3/+eTT+2fYA9gYPpsgYLHd/rrT5D2aWcDVZflq1p5dc6HtJ22/SdVjGN9m+/2BO20/52rI6krgsDb1Vtju6UV0A+NLb+og4Lulh/E1YMe+gpX0jnKP5jFJs2ur5rWp22f7kvYA/hn4iO3XSvGPy/JyYBRwcylfXjv+aZLulbQcOAKYUNvttfVjrJXfbvsF268ADwHj2sR7iqTFkhbDc32dhoiI9a6RoTNJ21NdKCdJMtWF1ZI+Xaq8Wqv+xhDjaG1rC6qe0mrbk/vZ9kFgP2Cp7eeBySXJbF2r81Kb7XptvySha6iG0p5pjdP2m5JeK/8DAHgTGC1pDHAJ1T2qJyTNoeqltB5n6/nq91zanks1TXa5RxMRseE01aOZCVxhe5zt8bZ3AVYAh/az3a+BbcryQuBwSWMljaLqEd01kJ3bfhFYIenDAKrs06bqF4FzJO1dK+v3qbd+2r8U+KbtBQOJtaYnqawqyWrmILePiOhITSWaWVT3Huq+z9rDZ+3MBW6WNL/0Bs4G5gNLgW7b1w8ihuOBkyUtpeq5zGitYHs5cDpwuaRHJf0U2Bv4zrq0L2kcVYI4qQzDLZHU9imMNrGsBr4OPADcAiwayHYREZ2u0cebo/Pk8eZoWh5vHoBN8Lo7LI83R2eaMgUWJ89Eoza9i2gMTV5BExERjUqiiYiIRiXRREREo5JoIiKiUUk0ERHRqCSaiIhoVBJNREQ0KokmIiIalUQTERGNSqKJiIhG5RU0I0x3N2gjfxXVkN+ltQm+Zyqik6VHExERjWo00Ug6VpIl7TXA+p+S1O98MJJ+JGm7oUcIko6StFDSI+W1/vMk7dpL3Y9L+uj62G9ExEjR6DQBkuYBOwF32D5vAPVXUs0wuaqxoNbe30SqeXOm2364lE2nmj3zJy11R5cppTdqm8I0ARk6i+g8wzJNQJkl8hBgGvBD4LxSPhWYA6wCJgLdwAnAaVRJab6kVbanSZoFfAYQcJPts0obK4EuqimXfwzcDRwEPAXMsP2ypN2Bi4EdgN9QTa38SEuYZwFf6EkyALZvqB3DncCSchxXSdoGWGP7gt7al7Sk1v6ewFHlHOwGvAvYFTgDeDfw3hLzMbZfk3QucAzVdNT3AKfadonj3tLOdsDJthdIOhGYTjUr6O7AdbbP7PMPJiJiA2ty6GwGcLPtx4DnJU2prdsX+BTwx1QX34Ntfxl4GphWksxOwPnAEcBkYH9Jx7bZzx7AxbYnAKuBD5XyucBptqcAs4FL2mw7Abivn+PY3HaX7Qtbytu2b3uy7cnAP1J1He4p9XcvxzId+DYw3/Yk4GXg/aXORbb3tz2RKtkcXdvfaNsHUJ23eu9wMnAcMAk4TtIurQcg6RRJiyUthuf6OdyIiPWryUQzC7i6LF/N2tM4L7T9pO03qXoM49tsvz9wp+3nypDVlcBhbeqtsN3Ti+gGxpfe1EHAd0sP42vAjn0FK+kd5R7NY5Jm11bNa1O3z/Yl7QH8M/AR26+V4h+X5eXAKODmUr68dvzTJN0raTlVUppQ2+219WOsld9u+wXbrwAPAeNa47U9tyTLrqoDFhGx4TQydCZpe6oL5SRJprqwWtKnS5VXa9XfGGIcrW1tQZVAV5eeRV8eBPYDltp+HphckszWtTovtdmu1/ZLErqGaijtmdY4bb8p6TW/dXPsTWC0pDFUvaIu209ImgOMaXOcredrfZ7LiIj1rqkezUzgCtvjbI+3vQuwAji0n+1+DWxTlhcCh0saK2kUVY/oroHs3PaLwApJHwZQZZ82Vb8InCNp71pZv0+99dP+pcA3bS8YSKw1PUllVUlWMwe5fURER2oq0cyiepqr7vusPXzWzlzgZknzS2/gbGA+sBTotn39IGI4HjhZ0lKqnsuM1gq2lwOnA5dLelTST4G9ge+sS/uSxlEliJPKMNwSSW2fwmgTy2rg68ADwC3AooFsFxHR6Rp9vDk6T1dXlxcv3rgfb46IztPX4815M0BERDQqiSYiIhqVRBMREY1KoomIiEYl0URERKPy1NkII+nXwKPDHUc/xlK9C69TJb6h6fT4oPNj7MT4xtlu++qR/Bb5yPNob48gdgpJizs5xsQ3NJ0eH3R+jJ0eX6sMnUVERKOSaCIiolFJNCPP3OEOYAA6PcbENzSdHh90foydHt9a8jBAREQ0Kj2aiIhoVBJNREQ0KolmBJF0VJkO4eeSzh7ueFpJWilpeZleoSNeMS3pUknPSnqgVra9pFslPV5+/n6HxTdH0lO1qSreN4zx7SJpvqSHJD0o6fRS3hHnsI/4OuIcShojaaGkpSW+/13Kdyuz8f5c0jxJmw9HfAOVezQjRJk87jHgT4Enqea7mWX7oWENrEbSSqoZRjvmF9EkHQasAS63PbGUfRH4le1/Kgn7922f1UHxzQHW2L5gOGKqk7QjsKPt+yRtQzUV+bHAiXTAOewjvo/QAedQkoCtbK+RtBlwN9UcWn8PXGv7aklfpZol+F+HM9a+pEczchwA/Nz2f9n+LXA1bSaDi7XZ/gnwq5biGcC3yvK3qC5Mw6KX+DqG7Wds31eWfw08DPwhHXIO+4ivI7iypnzdrHwMHAF8r5QP69/BgUiiGTn+EHii9v1JOugfVGHg3yV1SzpluIPpwzvLDLAA/w9453AG04u/k7SsDK0N29BenaTxwL7AvXTgOWyJDzrkHEoaJWkJ8CxwK/CfwGrbr5cqnfhveS1JNNFJDrG9H/Be4BNlWKijuRp77rTx538FdgcmA88AFw5vOCBpa6rp3D9l+8X6uk44h23i65hzaPsN25OBnalGJvYarljWVRLNyPEUsEvt+86lrGPYfqr8fBa4juofVSf6ZRnb7xnjf3aY41mL7V+Wi9ObwNcZ5vNY7i18H7jS9rWluGPOYbv4Ou0clphWA/OBA4HtJPW8q7Lj/i23SqIZORYBe5SnVTYH/hy4YZhj+h1JW5WbsUjaCngP8EDfWw2bG4CPleWPAdcPYyxv03MBLz7AMJ7HcjP734CHbf/f2qqOOIe9xdcp51DSDpK2K8tbUD3M8zBVwplZqnXc38FWeepsBCmPaH4JGAVcavvzwxzS70h6F1UvBqq3in+nE+KTdBUwleq17L8EzgN+AFwD7Ar8AviI7WG5Id9LfFOphnwMrAROrd0P2dDxHQIsAJYDb5biz1DdBxn2c9hHfLPogHMo6U+obvaPouoYXGP7s+Xfy9XA9sD9wAm2X93Q8Q1UEk1ERDQqQ2cREdGoJJqIiGhUEk1ERDQqiSYiIhqVRBMREY1KoomIiEYl0URERKP+P/MlB5zlYa3gAAAAAElFTkSuQmCC\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.rcParams[\"figure.figsize\"] = (15,15)\n",
"ax = sns.heatmap(df.corr(),vmin = -1)\n",
"ax.set(title = 'Heatmap of the World Cup Players')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 879
},
"id": "mZyYsWSSl12D",
"outputId": "1c4bbc44-8bf6-4b2a-e0c1-a0c865f9d6f2"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
""
],
"metadata": {
"id": "jy17YoLVoeEV"
},
"execution_count": null,
"outputs": []
}
]
}