{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data visualization with Python\n", "## 2 - Data with more than 2 dimensions\n", "*Cleuton Sampaio*, [**DataLearningHub**](http://datalearninghub.com)\n", "In this lesson, we'll look at how to provide visualizations with more than two dimensions of data. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[![](../banner_livros2.png)](https://www.lcm.com.br/site/#livros/busca?term=cleuton)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Three-dimensional dispersion\n", "In cases where we have three measurable and, mainly, plotable characteristics (within the same scale - or we can adjust the scale), it is interesting to see a scatter plot so that we can visually assess the distribution of the samples. This is what we will see with the Matplotlib Toolkits library, especially MPlot3D, which has the Axes3D object for generating three-dimensional graphics." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " periodo bolsa repetiu ematraso disciplinas faltas desempenho \\\n", "0 2 0.25 8 1 4 0 0.000000 \n", "1 2 0.15 3 1 3 6 5.333333 \n", "2 4 0.10 0 1 1 0 8.000000 \n", "3 4 0.20 8 1 1 0 4.000000 \n", "4 1 0.20 3 1 1 1 8.000000 \n", "\n", " abandonou \n", "0 1 \n", "1 0 \n", "2 0 \n", "3 1 \n", "4 0 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import axes3d, Axes3D # Objects for 3D charts\n", "%matplotlib inline\n", "df = pd.read_csv('../datasets/evasao.csv') # School dropout data I collected\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some explanations. To start, let's look at the columns in this dataset:\n", "- \"periodo\": Period the student is in;\n", "- \"bolsa\": Percentage of scholarship that the student receives;\n", "- \"repetiu\": Number of subjects in which the student failed;\n", "- \"ematraso\": If the student is in arrears;\n", "- \"disciplinas\": Disciplines that the student is currently taking;\n", "- \"desempenho\": Academic average so far;\n", "- \"abandonou\": Whether the student abandoned the course after the measurement or not.\n", "\n", "In order to plot a chart, we need to reduce the number of dimensions, that is, the characteristics. I will do this in the most \"naive\" way possible, selecting three characteristics that most influenced the final result, that is, the student's abandonment (Churn)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " periodo repetiu desempenho\n", "0 2 8 0.0\n", "3 4 8 4.0\n", "5 5 2 3.5\n", "7 2 3 4.5\n", "14 3 4 2.5" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2 = df[['periodo','repetiu','desempenho']][df.abandonou == 1]\n", "df2.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "#ax = fig.add_subplot(111, projection='3d')\n", "ax = Axes3D(fig) # Para Matplotlib 0.99\n", "ax.scatter(xs=df2['periodo'],ys=df2['repetiu'],zs=df2['desempenho'], c='r',s=8)\n", "ax.set_xlabel('periodo')\n", "ax.set_ylabel('repetiu')\n", "ax.set_zlabel('desempenho')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I simply used Axes3D to obtain a three-dimensional chart object. The \"scatter\" method takes on three dimensions (xs, ys and zs), each assigned to one of the columns of the new dataframe. The \"c\" parameter is the color and the \"s\" is the size of each point. I informed the labels of each axis and that's it! We have a 3D graph showing the spatial distribution of dropouts, with respect to the three variables.\n", "\n", "We can assess the data trend much better if we look at 3D visualizations. Let's look at a synthetic example. Let's generate some 3D values:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "np.random.seed(42)\n", "X = np.linspace(1.5,3.0,num=100)\n", "Y = np.array([x**4 + (np.random.rand()*6.5) for x in X])\n", "Z = np.array([(X[i]*Y[i]) + (np.random.rand()*3.2) for i in range(0,100)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we'll see how this would look in 2D view:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax.scatter(X, Y, c='b', s=20)\n", "ax.set_xlabel('X')\n", "ax.set_ylabel('Y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok ... Nothing much ... A positive non-linear correlation, right? But now, let's see this with the Z matrix included: " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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NJeB5vuxzkQtiOBzOG9W91qDCtwYo1Pw130OQr0sC2cfs7CwmJibQ3NyMvXv3SoJHWK3JT4vw8TyP3/3ud2AYBoODgzmh65U4tnxJ0/I+dbOzs1hcXIQoipiZmclZP6TuUv3vrWoInxKxKJfs+8tqtUIQBHR1dUmCGAwG4ff7kUgkMqrakPtMbVK+mm1CoVDR6O61AhW+GkaJ4BGyg0zIZOx2u9HS0oJ9+/bBZrPpfuxKUCN8oVAITqcTyWQSe/fuLRl5WmlXZHafOq/XC5PJhNbWVsmdtbi4mFF0WW4hVvLtXSvU4it/DL1bKZE1PpZl0dTUlOO54HleeuHK9kBkv3CVk5SvlGQyCavVWvH9VhsqfDWI0l54coirUxAESfBaW1uxf//+mr1hlaQzhMNhOJ1O8DyPgYEBJBKJstIt9Ib8NvkCHkjR5UgkgnA4jOnp6Yy3d/n6oR6TVSnWi/DpHRSih8WXb4xi64gsy+ZNyuc4ThJEeVK+0WjMEEMtEcxrdQ07H1T4aggieIuLi2hqalIkeASGYRAMBvHaa6+hra0NBw8e1DV3rRKUU6szEonA6XQinU5jYGAgJzCllifuQkWX5SW1siuIyK3D7O30oJavXzlUK6qzGhafmjGMRmPepHziko9EIlJSfjqdRjKZhMPhUCWIa/1eAajw1QTZnRLOnz+Po0ePKrrBBEGAz+fDxMQEWJbF4cOH14z1UMzVGY1GJZfmwMBATjRZLT2ESt+IC5XUSqVSUnQp6WIejUZx7ty5nPywSpz/eniTr/XglnKpZB4fkOuSB1YaRV+4cAFtbW1SYn40Gs1Jyif/yPGQVKn1ABW+VSRfayDyYJU7oQmCgKmpKUxOTqKjowN79uyB1+tVLXrE+lLzgJN1NDXClz35xmIxOJ1OxONxSfDy7Zccr95v4qWopACbzWZs3LgxQ+TPnDmD/v7+nHB40tNObiEqDXaodYu5HKqVzlCrFp/SMUwmU849RqrUZL90CYKAxx9/XPI8vP322xgaGirLkzQ5OYkbb7wRMzMzMBgM+NznPoc77rgDX/va1/Cd73xHinB94IEHcNVVVwEAHnzwQTz55JNgWRbf+MY38LGPfazi14AK3ypQTPDKhed5TE5OwufzobOzE5dddhlMJhPi8bim0HpifamZREhgjdJt5a7OWCyG8fFxxGIx9Pf3o62treikvJbz55RABC47HJ7n+Yx0i8nJSakDQba7tJAraz0IH7X4lI2R716QV6nJTsr/27/9W/zqV7/CuXPn8PWvfx3vvfceOI7D97//fezatavgWEajEQ8//DAOHDiAcDiMgwcP4sorrwQAfOlLX8JXvvKVjO+/++67eOGFF3D+/Hn4/X5cccUVGBsbq/g1ocJXRZQIXqHJiOM4TE5Owu/3o6urC0eOHMm4ictNYC8E2V7NAjip3qJ0W4PBgHQ6jXfeeQeRSAT9/f1ob28vazKulWa0qyXAhaL/0um09Oae7cqSC2J2SoseVOO6UOGTsbgI22c/C8P4OJJf/Sq466/P+LPSItsMw2Dnzp2IRCI4f/48nnrqKelYS9HV1YWuri4AQFNTE4aHh+Hz+Qp+/6WXXsL1118Pi8WC3t5eDAwM4MyZMzh69GjZx1sOVPiqQLHmr/nIJz4cx8Hr9WJ6ehpbtmzJEbzsbdVS7fZCiUQCTqdTEryRkRHFwTz1YPEphaRW5KtOk51uQSKI3W63JIqVTLeohkVZDVEC9F9TroTwWe6/H+yvfw2k07DefjuiV14JUWbBqR0jEAhkBM8o3Yfb7cbZs2dx5MgRvPrqq3j00Ufx7LPP4tChQ3j44YfR2toKn8+H0dFRaZvu7u6iQqkWKnw6olTwCEajURK+dDoNr9eLmZkZbN26FaOjo0VvOK0WkBbhVDJ2IpGAy+VCMBhEb28vQqEQOjo6FI9ZrvBVwzKsdQEuVE6LRMxardaMZOns3LDGxkZVwQ3VirhcD4UCKiF8TCIByO91WTPblf9U11YpFAqpTh2KRCK49tpr8cgjj6C5uRm33XYb7rnnHjAMg3vuuQdf/vKX8d3vfjfvM6THvUOFTwfK6XZeDJZlEY/H4fV6MTc3h23btpUUPILWm0Rviy+ZTMLlcmF5eRl9fX0YHh4GwzBwuVy6jQnoL0pr2fI0GAwwGo3o7OzM+JzkhpF0i4mJCak/Xba7tNi9WY3Ak2qIazVQah0bTp+G+ZFHIOzcidTf/i1gsSB5zz0wvPEGDJOTSP71X0PcvDljG7XCFwwGVQlfOp3Gtddei09/+tP45Cc/CQDYLDumW2+9FVdffTWAFQtvcnJS+tvU1BS2bNmieMxSUOGrIETwXC4XOjs78xYzLgWJqnr77bfR29uLo0ePVvVNVi+LL5VKYWJiAouLi+jt7cWuXbsqMlGtZcGpFQpNtvlyw7Ij/+TteEh1GiKKNptNdaSvUtaLxafoOoVCsP/ZnwGxGHDqFGAyIfXVr0Ls7kasSLH5copt5yMYDCoWIVEUccstt2B4eBh33nmn9Pn09LS09vfjH/8Yl1xyCQDgmmuuwQ033IA777wTfr8fDocDl112meJjLQUVvgqQbeEFAgG0t7crqpSSTCbhdruxuLgIi8WCvr6+jMiqalFpi08ueD09Pdi5c2dFJ0ElwqfnBLyWBVjJdSkW+SevTjMzM4N4PA6DwQCr1YpEIoGlpSUp3UKPc9BT+Grxt2WCQSCdBkQRiMXAnj1b1nZaXJ3FIjjz8eqrr+J73/se9uzZI7U7e+CBB/D888/jzTffBMMw6OnpwRNPPAEAGBkZwbFjx7B7924YjUY89thjukS5UuHTAGn+mt3t3GQySZ+VIpFIYGJiAsvLy+jp6cHg4CCcTueqRSpWyuJLp9Nwu92Ym5uTzkuPialWojrXOlpfCOTpFvK1Wp7nsbS0hFgshsXFRXg8Hl2aAett8VWrdVNJgeV5mO++G8Zf/hLcJz4BYXgYht/9DgwA9te/BrO4mBHIkg8twqe0M8MHP/jBvOdEcvbycffdd+Puu+9WfHxKoMKngkKCRyhHPEhwRyAQyHH9aY3MBNQ/qFqEhGVZpNNpOJ1OzM7OYseOHbq7amvF0qqV41CDnsdNAmTsdjsGBwelzyvdDFhv4atGfl05VqvxX/4FpueeA5NOw/S//hf4o0chbWEwgJmaKil8as9FS3BLrUGFTwGFmr9mYzQaC1p8sVgMExMTCIVC6O3tlYI75KxmLp7asTmOQyAQgM/nQ39/f9XWJqnFpx29rZl8+690M2C9ha9mcvhiMTCiuCJyDAPuIx+B8de/Xqnzu2sXhJGRkuNoCW5ZD734ACp8ZVGu4BHyCV8sFoPL5UIkEkFfXx92795dcB/FhLMctCahKxESeX6hzWbDwMAAuru7FY+rllqytGrlOJSyGsKXD6XNgI1Go+QmJc+nXh0aaqVcGffJT4L/4Q/BvvYauI9+FNyttyJy7BgMPh+E3buBMs6f4zhq8a32AdQqanrhEeTCFYlE4HK5EI/H0dfXV1aCNsuySKVSqo9di8VI3JWl4HkeXq8Xfr9fyi+cmppSNaYWyhU+vddn1kMovV5oTTUo1Qw4EomA4zi8/fbb4DhOKrRMtrHb7ZqttVWx+DgOzNwcxI6O3wuazYb4j36UuWFbGwQFgXBqa9uGw2EqfOsVLYJHYFkW4XAYb731FpLJJPr7+wsWWc4HSWBXi55J6PIaodkJ9Vrdjmosj3JaGlULavEV3r8eoiHvPDA9PY0DBw5AFEUkk8mKNwOuekuiYBD2q68G43aDEQTwQ0NIPvwwhP37KzKWmt+7ForBVwoqfO8jb/56/vx59Pf3q8rDC4fD8Hq9SCQS2LNnT04bnXJgWbYirs5KbsvzPKampqSE0nwl00jNTTUQ0VT6YClpYqsna9niqxVXZyVgGEaXZsDVaEIrd0Eaf/YzMJOTYGIxIJ0G+/bbsN14I6LnzmkeR83zUgvPWCWpe+HL1+08nU6D4zhFeXjBYBDj4+MQBAFdXV2IRCKqRA+oXHCLGrKtNnnbo3xFsYttq3RcNQ9XLa3xUfJTC1VVtDYD5jiuqq5Ocds2gGEA8hyzLBCNah5D7bNCtlvt37FS1K3w5RM88k+JqzEQCGB8fBwA0N/fjw0bNiAcDiMQCKg+tkoIn5aUBJ7npca2Xq8XnZ2dRQWvEuOqdVmWI7bLy8tSM1sy+TU2NqKpqUlx77pCrGUBXquuzkpQbjPgQCAgtYDSoxkwkNkuiB8dRfKhh2D63vdgeOstgGGQ/Md/1DyGWnclOe/1Qt0JX77WQNlreCaTqaTLbnl5GePj4zAYDBgYGMipWq5FuFZzjQ9Ycdf+x3/8Bzo6OqQ+f+XAMExVClxnj1lIcMLhMMbGxsAwDAYHB2E2m6Vw+WAwCJ/PJ0UHElcXmdDWy1pGOax1V6ceLxzZzYBnZmaQTCaxadMmXZoBA7nBLdyxY+COHVv5D1FcsQA1UqnODGuduhE+Jb3wiqUTLC0tYXx8HCaTCUNDQzl90EptXw5a1/hIXzwlCIKA6elpuFwuMAyDyy67THFpKS0WXyWFLxqNwul0IpVKYXBwEBs2bADP80in0wWjAyORCCKRSEbXaXnuWGNjY9E137Vs8QH6urDWurACv7fG9GoGTPZT8CWzQue3Gp0ZapF1L3xqup1nC5coilhcXITL5YLFYsHw8HDO5Flse6VUc41PFEVMT0/D7Xajra0Ne/fuhcvlUlVPUcsaXyVcnfF4HOPj44hGoxgYGCi71mmh3nVkMstu1SMXw8bGxjVvHeot2Hqv8VWr7VEhwVDaDNhqtaKhoQEbPR40Oxwwm0ww/eIX2DA8jOR//++6nofaHD61nRlqlXUtfKRwtJJeeACkPniiKGJhYQEulws2mw27d+8uKngErZGGWrdnWRbJZLLod0RRxMzMDCYmJrBx40YcPHgQFosFyWSy6u5Ksq3a4JZ0Oo0LFy4gEAigv78fmzZtypkI1aRJkPVAeQsVee7Y9PQ0IpFIxrrJ/Py84lD51Watr/FVYw1RTUeDYs2A06dPY/PNN0NMp2GMxcCbzeg4dQqeDRuw8KlPVbwZsPw8qtmSqFZZ18JHUPpQsCyLhYUFnD59Go2NjdizZw/sdrtOR1d5ill8oihidnYWLpcLra2tkuARqt2BXcu26XQac3NzCIVCGBoaqliro2LIc8cIxGpeWFjICJXPtg61FmLWi7XuiqxGcnmlxiDVaZodDrCCAPH9+4FlWQgcB/viIuZ0aAZMqHYvvlql9p7CCqI08ZyIgsPhAMMwOHDgwJoSPEI+4RNFEXNzc3C5XGhpacGBAwfypmtUqwO7lm15nofH48H09DSam5uxY8cOXZpVlgtp1dPQ0IC+vj7pc3kj15mZGUQiEcnVJRdE0rduvUKFLxf+D/8QosWy0indbAZYFumNG8F+5jPo7++XvlepZsDy/ald45O/7K111rXwlQtx+7ndbrS0tGBoaAizs7OaRa+aibty5OIliiLm5+cxPj6O5uZm7N+/v2h+opYgDa1rfKXGFQQBk5OTmJycRHd3N0ZHR6XIutUm3/EXauRKIksjkQhmZ2elvnXZ1qGWN3slVEOY1rrwVaRWZyy2kpfX1ARh1y7EfvELsO+8A/7wYcBgwDmfD/1bt2ZsorQZsN1uz7AQs1+qtHRmkHfXWOusa+Er9bAJgiAJXmtrqyQKsVgMPp9P09hqK5EQSLCHmgeaRIUSwWtsbMS+fftgs9nKGlctell8oijC7/fD7XZj8+bNGB0dld5a11o0ZaFCzDzPS2I4Nzcn1Z8kgRBkbbGSeWOEarg69QwAWgsWH3vyJKx/+ZeAICD5d38H7sYbIfb2guvtlb7D+f1lXadizYBjsRii0WhOM2AihuFwWJXlFgwGqcW31hEEAX6/H16vF21tbTnrXFqjMuX7UPvAE6tN6cMmiiJCoRDm5+fBMAz27t1bNXdtpYVPvh7Z1taGw4cP50Sb1lJbIq0BSfne7JPJpBRIMzExgVgsllNmS+u6j96sB1enVovPcv/9K9Yew8DyvvBVegx5QFZ2M2DiLiX/OzU1ldEMmLhLC7lBaTrDGiL7YZNXI9m0aRMOHTqUN2y/ksKnNBLZUBtJAAAgAElEQVSMQIRPyYS2uLgIp9MJs9mMpqYm7NmzR9XYaqmU8JFoWuKeLbQeCdSOxafHxC6vO2mxWHDJJZcAyJzI5Os+FoslZ92nHEFYD67OaqQzaBFXobsbxslJiADEzk5dxigEy7JSdZpwOIzOzk60tLRkNAOW56/KmwEbDAa0tLQotvgmJydx4403YmZmBgaDAZ/73Odwxx13YGlpCddddx3cbjd6enrw4osvorW1FaIo4o477sDJkydht9vx9NNP48CBAxW/FoR1LXwEeb3JcqqRVKLwsVbxVLL90tISnE4nLBYLRkZGYLFY8Oabb6oeWy1arhvZdnl5GQ6HA1artSxrVYnYrpcAEvlERpCv+2R3Jci2DrNf9mg6Q2m0WmPJxx+HeN99YFIpJL/61bzfqUZMgDy4pZxmwD/96U/x9NNPIxqN4t5778WRI0ewZ88eHDhwICPNJxuj0YiHH34YBw4cQDgcxsGDB3HllVfi6aefxuWXX47jx4/jxIkTOHHiBB566CG88sorcDgccDgcOH36NG677TacPn1at+uwroVPEAS43W74fD50dnYqKr+llWokoZMalCaTKSPHUBAETWMD1Q/MSSaT8Pv9sNvtZedLArVl8a3mcRRa9xEEIaNFj8fjQTqdlqICGxsbkUgkVBUsKJf14OrUOobY0YHkY49V8IjUUSqPL3sN+vbbb8ftt9+Oj370o/jrv/5rOJ1O/N//+38xOzuLm2++ueB+urq60NXVBQBoamrC8PAwfD4fXnrpJZw6dQoAcNNNN+HDH/4wHnroIbz00ku48cYbwTAMRkdHEQgEMD09Le2j0qxr4TMYDDAYDGUVWK40elZvCQQCcDqdYFkWu3btyqkYobVHHZnEqyF8kUgETqcT4XAYmzdvxs6dOxVtv9qCU+sYDIa8VUXI2mE0GsXS0hJSqRSmp6dzyrRVoog3Fb7aQW3cQTqdxuHDh3HkyBHF27rdbpw9exZHjhzB7OysJGZdXV2Ym5sDAPh8Pmzbtk3apru7Gz6fjwqfGhiGwY4dO1RXBNFys1fC1ZktfMFgEE6nEwzDYOfOnTkV5QlaJxm1gTVKiMfjcDqdiMViGBwclMKxlaLE1annBLzWBFhuHZIXxM7Ozrw1J0mLHnkQhJLJcz2kMwBru54pQY3LljTnVnN8kUgE1157LR555JGC8xUZIxs9r8e6Fj4tEOFS6wKqRDNZsn0oFILT6YQoijmdIPRAz0jJZDKJ8fFxBINBDAwMoL29HQzDIB6PV7w7Q/b31ssaX6WRl/TLV8RbvnZIcsZEUczIGSvW4knvNbj1YI1V6xy0CKzS7dLpNK699lp8+tOfxic/+UkAwObNmyUX5vT0tBR92t3djcnJSWlb0vBaL9a98Kl9E9cqfEajsWS9zGKwLItoNIqzZ8+C53kMDAxULY9G6/pkPtLpNCYmJrCwsIC+vj4MDw9nPEh6tCWqJrVyHHqQ3aIHyOxoXqrF03pwdRaCmZ6G6dFHgaYmpL7wBaDMtelsKpIgrxNq3KOiKOKWW27B8PAw7rzzTunza665Bs888wyOHz+OZ555Bh//+Melzx999FFcf/31OH36NFpaWnRzcwJ1IHxqqYSrMqqyY3IkEoHf7wfHcbjkkksyoq6qgVaLTz7RcRwHj8eDmZkZ7NixA6Ojo3knKbVj1lIe31pFjTDJO5pnF/HObvEUi8UQi8XQ2tpaVosnpWgpFKEV6w03wOByAQYDmMlJ1QEstSx8oVCoqJsyH6+++iq+973vYc+ePdi3bx8A4IEHHsDx48dx7NgxPPnkk9i+fTt+8IMfAACuuuoqnDx5EgMDA7Db7Xjqqacqfh5yqPAVYDV66kUiEYyPjyOVSkkdBtSKntbKL2otPmL5iKIIr9cLn8+H7u5uHD16tOixaOnOUO52a7EhajWo5HXJ15Hg/PnzUpUaPVo86W3xFftdDR4PYLMBHAfD2JjqMaohfGqvk5oC1R/84AcLXrdf/vKXOZ8xDIPHqhj1uu6FT+0DrUdwSiGi0SjGx8eRSCTQ39+PtrY2zM/PY3l5WfX4pCmsmhtda83NyclJTE1NobOzs+yIWi39+MoVHD1Fj64fFidfRZHsFk+kX53NZssQw1LteaqRJ1ho/NRtt8H8zW+u/P/bb1c9RjWET0tnhvVUrgyoA+FTi8lkQjqdVr19OcIZi8UwPj6OWCyGgYEBbNy4UXrAlAhnPojFqeZGV2PxkULf4XAYLS0tinMmtazxUVenNlarLVGhFk9k7TBfi6eGhgY0NTVltHjS2+IrFuHMBAIrXgcAxn//d/DXXKN6jFoVPjWuzlpn3Qvfalp8hbYnncIjkQj6+/ulyEY5lYgKrUaLIHn3hw0bNqC1tRU9PT2KCwVUw9WpJ7VyHGqopX58DMPAbrfDbrdnWIfFWjylUikYDAYp8brS51JsDdH0L/+y8rtzHIw/+QmSX/+6qjGqIXxaOjOspzqdQB0In1oqEZWZLVzxeBwulwvhcBh9fX0YGRkp+JBqjaw0GAyqty937KWlJTgcDjQ0NEjdH958882qWm40uEU7ayHqsliLp4sXL0ppMnq0eCpm8XF/9EcwPffcSl+9ZBLs//t/4P/wDxWPoaWgvZIxqKtzBSp8BahEcAuZkBOJBFwuF4LBIPr7+7F79+6SE41W4dPiKi0lJsFgEA6HA0ajESMjIxl5X9WOzqwVS6tWjqMW0UtYSXkti8WCrVu3StVpSBHvcDic0eKJFPGWJ+KXc1yCIMDu98Py3e9C7OxE6q/+aiWgBUD6tttg+ud/Xum8AMD4v/+3KuGrRmSqWnENBoNob2/X4YhWj3UvfKvl6iQWzIULFxAIBNDb25uTu6bn+HpYfJFIBA6HA4IgFKwcU8vCt5ph77VMLbk61ZBdGaZQEW9Spo10tYjH41Irn7wtnkQRjNsNpFLYdeedMAaDAMsCwSBSDzywMnZPD8SWFjDLyxDNZvBHj6o6B57nda2XSsZQu8Yn7wq/Hlj3wqcWo9GoOrglmUxKvdMGBgawa9cuxQ9+NYpcF8JgMGSceywWg9PpRCKRwODgYNEUCy3Cp9caXzQaxdjYGCKRiLSGRKqNVKoeJUDTGQqhd8mycqI65S2e5NZLsRZPg089hbaf/ARWAEw8DjQ1AakUWIfj9ztuaEDsZz+D6Uc/gjA4CO4//2dV58BxnO59M7UEt1BX5xqjmhZfKpXCxMQEFhcX0dPTg4aGBnQW6L1VikrV21S7bSKRQCKRwPj4OMLhMAYGBtDW1lbyuKodnVnseOTHPzg4KLlkST3KQCCQUY+SCKGSXnblHEe9U8slywq2eEok0PrDH0IwmSCmUuDtdrDJJMCy8F13HQxLS9JLk7hjB1Jf+pKmc9C7Ni6gXlzpGl8dYTKZyha+VCoFt9uNhYUF7NixA4ODgzAYDPB4PKtWTkmL8AmCgPn5eczOzpa9JkmohQosHMdhYmIC8/Pz6Ovrw+7duwGs/E7yLtXyiiOpVArhcDijl53cDUZEsdpdPqrBenB1VvIZYxgGFpsN6O0FOzEBkWEQuvxymO+9F1GGQZplESnQ4knNSxOg3g2pdAy1UZ1U+OqEcibidDoNt9uNubm5vOW4tNb71IIa4eM4Dm63W+qLd/DgQVUu2tUSPkEQ4PV6MTU1lfN7lHJDms1mtLW1ZfSyk7vB5ubmMD4+XjTBmro6C7OWhI8Qf+EFmJ54AmGWxdx112Hbtm1oBJBdjZO8NEWjUXi9XqlUoZIWT7Wex0eFb42hRyXydDoNj8eD2dlZbN++vWA5rkoIn9pJiWVZpFKpsr7L8zy8Xi/8fj+2bduGkZERzM7OqhpXbVCNFuETRRF+vx8TExPo7OzE6OhoRd6eC7nBEokEwuFwRoI1WRf1+/1SgvVa7xiwVtBL+MQtW5C67z4s+Hwotvd8L02CIChq8VQt4aN5fCuse+EDKhdqLi+4vG3btpL1JyuRi6dF+EqNLQgCpqamMDk5iS1btmB0dBQsyyIUCumWClEINb+RKIpYWFhANBpFMBjE4cOHdbeu5R2q5QnWoVAIY2Nj4Hkek5OTGW/98rVDNcentyVZrV5welENV6rSFymlLZ4SiQT8fj+am5srXsSboNadynGcpjzIWqQuhE8LoihKFtH09DS6u7slgShFpQpdq5ksi7kcRVHE9PQ0JiYm0NHRkVNeTIv1pUX4lBAMBjE2NgaLxQK73Y7h4eGKj6EEs9kMs9mc0UWavPWHw2EsytaESD4ZEUQ9qo0oYT0U79bz+Hmeh8Viqci+CrV4ev3112Gz2Uq2eNJiFapxda5V930p6kL41Fp8BoMBLpcLMzMz2Lp1a9mCR6iE8GmxvLK3FUURc3NzcLlcaG1tLWghVTIVotJEo1E4HA7wPI+hoSE0NzfjN7/5jW7jlUu+iTffW788nywcDmN2dhbxeLxinQrUsF4nt0qhd4CawWCAwWBAZ2dnxn2Ur8WTIAgZa4cNDQ0li3gT1HZfB9Zf1HJdCJ9SiLsqEolg48aNigWPsJrVV7K3XVxchMPhQFNTE/bv3w+r1Vpw29Ww+EqRTCbhdDql1AT5ekqtUG4n+Hz5ZKQWJVk3jEQiGZMcx3FIJpMVyznMd1yU/FQrMjv7N8jX4kkURcRiMUSjUYRCIUUtntRY9olEArb3q9SsJ6jwyRAEQWqp09XVhfb2dnR1dal+816Nnn4EYvEFAgE4HA6YzWbs2bMHDQ0NZY1b7TW+QuRLTVA7SdfyWlahWpTEVcrzPC5cuFCRnMNs9L4utXrNIQgwP/QQjD//OdLXXov05z+f92u11CRWno6TXcSbWIeFWjyRPplKfo9gMLjuOjMAdSJ8pX5oeZCHvIfcu+++q7lDgxa3nxYBisfjWFpagiAI2LVrl1THsBxqweKTpyZs3769YOd2wmqLmh7pDGSSs9vtmJyclDpZVzrncLWv3WphfOUVmL71LYDjYP6Hf4Bw4EDekmPVsPi03jtGo7Fki6dkMonXX3+9aIunbNZjKgNQJ8JXCEEQ4PP54PV6sXnz5pwgj0q0JorH46q3VyN80WgUTqcTyWQSVqsVBw4cUDyu2vJhZFstwicPvCk3NUHJpL0WJ/nsYy6Vczg7O1sy55ACIBgERBEwGgGGAQKBvF/T2+LTs4g3afHU3t6OpaUlHDp0qGiLJ/m9YrFYFFt8n/3sZ/Hyyy+jo6MD77zzDgDga1/7Gr7zne9g06ZNAIAHHngAV111FQDgwQcfxJNPPgmWZfGNb3wDH/vYxyp+HfJRF8KXfVMJggC/3w+Px5M3qpGwmsEpSsdPJBJwOp2IRqMYGBhAa2srTp8+rXpstagVPlEUwXEcXnvtNWzYsEFRagIpd1ZscmIYRtck89VOYFeScyiPFmxqatK9lqaeaLnm3Mc/DtPzz4P97W/BfeQj4C+/PO/3qtHotpo5fMVaPMmDaW699VZpTfrRRx/F3r17sWfPnqK1em+++WZ84QtfwI033pjx+Ze+9CV85Stfyfjs3XffxQsvvIDz58/D7/fjiiuuwNjYWFXcynUhfASS6OzxeNDe3l5yctXqqqyGcKZSKYyPjyMQCKC/vx+bNm2SJrHVmIjVVG4hqQnpdBoHDx4sax1SzmqLTq1SKOdQHi04OTmJ5eVlnDt3LmPdUG3OYTa1loNo+ta3YHr+eXAf+hBSX/sa4j/96UpLoSKTrd7CVK0mtMU8J/J7hVhmv/3tb/Hcc8/h7NmzsFqt+Od//mc8+OCDOHnyZMFr/qEPfQhut7usY3rppZdw/fXXw2KxoLe3FwMDAzhz5gyOquxwoYS6ED4ieG63G21tbTh06FBZD7XRaEQikVA9biWEr5DwknJp8/Pz6OnpUdUBQg+UVG4hqQkcx2FoaAjnz59XFUFWK81o14r4ZkcLnjt3Dn19fRBFseI5h7VUp9PwxhswP/QQwPMweTwQ9u0Dd+21RUVP6RhqqOVyZYlEAiMjI/iLv/gLTeM/+uijePbZZ3Ho0CE8/PDDaG1thc/nw+joqPSd7u5u+Hw+TeOUS10IXzAYRCgUwsGDBxUloppMJkQiEdXjVmKNMFt4eZ6Hx+PB9PR0WUEf1aYcESLdskOhUEZqAtlW6fnUgsVXCy8dahFFESzLSms88s+15hzq7UZVcr8wkcjKWp7RCHAcmHC44mOoodbLlfX29moa+7bbbsM999wDhmFwzz334Mtf/jK++93v5n1mld4rP/7xj3HfffdlfPb222/jX//1X/Enf/InBberC+FrbW3NKR1UDquZjpC9vTzyVE0yvRrUvK0XE77s1ITsxrxqBawWhG8tU+h3VptzKO9zWLWWRKIIw3vvQTSZIA4M5P0u/4EPgL/iChhPngS/fz/Sf/ZnZY+jd2WY1XZ1FqISdTrlXVBuvfVWXH311QBWLLzJyUnpb1NTU9iyZYuifX/iE5/AJz7xCem/v/3tb+O5554rGSRTF8K3Wl3YtSSgA78XPp/PB7fbjc2bN0upFuWi1tVEBEzpA5lP+Eh+5OTkZFErtRZaGqmlnsS3WM5hdlFm4rWYmZmpSM5hNkT4TP/wDzA//TTA80j91/8K/k//FMKllwJy1znLIvHtb69EctaQhV7Lrs5KpDNMT0+jq6sLwIqFdskllwAArrnmGtxwww2488474ff74XA4cNlll6keZ2xsDPfffz9+85vflLzH6kL41KJV+LS8JYqiiGAwiJmZGRiNRlUFmMlkvFrCpzQ1oZoFrim/pxLrcIX6HIbDYbz33ntIJpM5OYfyYBq13TSI8Jn/6Z9WjmNuDpZvfhN4/HEIPT2IvfwysHVr9sGqPk89qGVXZzAYVGTxfepTn8KpU6ewsLCA7u5u3HfffTh16hTefPNNMAyDnp4ePPHEEwCAkZERHDt2DLt374bRaMRjjz2m+jqk02nccMMN+PrXv47t27eX/D4VviJojepUA+k4MD4+DpvNhpaWFgwNDanaF4kKVfOGTbZVWpWdiNfCwgIcDoei1AS1+YNa8g4rhZ7iu5YbxRqNRlitVuzYsUP6rJI5h2QNkb/kErCnTgHkxYnnYRgfR+PoKGI//zmEXbt0Ob9KUC1XZ7EyhYUIhUJF0xeyef7553M+u+WWWwp+/+6778bdd9+t+LiyueeeezAyMoLrr7++rO/XhfBpcXVqcVUqZXl5GQ6HA1arFXv37gXLsjh37pzq/akVL0C99UUqivh8Plx66aWw2+1lb0vy8ZRS7nbUMsyPnsKXb9+Fcg7lVUaycw6JdZjd55CsISaeeAKWe++F6fvfB+RFI+JxGL//faTuv1/18etNLbs6g8FgzVduOXXqFH74wx/ijTfeKHubuhA+QN2kV6nJoNTEEgqF4HA4YDAYsHv3bikQh+d5zWuEardXuq08NcFqteLSSy9VPOZad3XWwjHUGuWKqrzKSLGcQ9LnkJRnI2OguRnJ//k/wX3sYzA9+yyMP/vZylqe1QqhjJZVWo9fC2pfTpWOoUZcY7GY4rzaarK8vIw///M/x/e//31FZRnrRvhWC7JOmO/GjkQicDqd4DgOg4ODOb50td3MCdUoNp0vNUFtm6C1HtyyVqm2xaeEfB0KBEGQXKXz8/OIRCI4c+bMSs7h4CCaHnkEG8bG0PSDH4A/cABcme6vfFSjTmetWnykqHUtpUtl861vfQtzc3O47bbbMj6/6667cN111xXcrm6ET4tVoOXhzedujMfjcDqdiMViGBwczGhKmX3MWtDT4iOpCXNzc3lTE9Sgdq2uViy+tYqewqdHHp/BYEBTUxOamppgNBoRiUTQ09OTmXPY0oL4pz+9knM4Nqa6z2G11t9qUfiA35f6q1Xuuusu3HXXXYq3qxvhU4va6EaCPDI0mUzC5XIhEAhgYGAA7e3tut5Uelh82akJR48erdgboZY1vlLCR0q7MQyD5uZmqQhvpa4/Fd/8VCuPr1jOobxdT7Gcw3z3QjUsPrWipAQ14rqWa7iWggpfCYhwaRG+RCIBv9+PhYUF9PX1Va28mJq6mfJt5aIpiiJmZmbgcrmwefPmsromKEUPVyfP83C73ZiZmZHCnIPBIHw+H5LJpNTbjkyAdrtd9W+zVieJWnZ1lqKUMOVr1yMIghRII885zNfnsFoWXy2KazgcVrRutpaoG+HTEtlJahYqhbxtLiwsoL+/X3V5MbWTh9ZGtkRM5KkJhw4dKutaqK36UilXp7w+69atW3H06FHwPA9BEDLyzOTusbm5uYySXEQQsyMJC7GWLb615OrUun+DwZA355DcC/I+h4IgQBRFTE1Nac45LHYOelt8ap5HpTl8a4m6ET61qEliJ01UfT4fLBYLdu7cKVUuUIoWV6tWiy8SieD111+H2WxWlJqgNnG+Uq7OxcVFjI2NobW1NaPlVD63r8VigcViyehtx3GclJaRHUkotw71nqwIa7GHIEFvV2cl95/vXlhcXMT09DQMBoNufQ61eJT0ZL12XwfqSPjU3pQmk6ls4ZP3+SOd3KempjRFHJJcQjUPhtqo0FgsBr/fD47jcOmllyq++dUWm9bq6oxEIrh48SJYls0r1OXeA0ajMSeSsFDStXytaC1bfHqhRLQZtxuW++4DDAYk770XhrExGNxucFdfDbGzM+821bCWbDZbRg1JtTmHhaiGq1MN1OKrY8qx+Mj618TEBNrb2zOsjEoVulbTG41lWaRSqbK/T1ITgsEgNm7cCLPZrOqNr9ppCTzPY3JyEqIoYmhoSJeE20JJ17FYDOFwGMvLy0gkEr8Pq5e5Suu567kS4bN+/vMwXLwIALAdOwZmdhYMz8P0+OOIvfpqZt3N96lG54Ts/avNOST3RHZqUzUCgNTcf2sheV0tVPhKUEy4SHkxp9OJDRs25G17ZDQakUwmVY9fjSR0juPgdrsxOzsrpSbMzs5KD66acashfCRwZWpqCps3b65ISoUS5PUpAWBpaQmHDx9GMpmUXKUzMzOSNUAsgaampooXa65VlEy6zNISYDYDoghmZgbgOIhmM5i5ORjeeAPCBz6Qd/96i0a53pZSOYeLi4twu93gOC7j5YisI+p1765mZ4ZapW6ET2twSzZLS0twOBxoaGjAvn37CjZQ1SJcZHy9hI+kJkxNTaG7uzsjNaEaye/ZlLvGJ4oifD4fPB4Ptm7dir6+PimkfTUhOU8krJ50sgZWrAEihh6PRyrWLLcElOaYrQWUWDPJ+++H9Y47AIMBqTvugPkb31gRQ4MBtptuQvxf/xVCVt3a1bD4lCDPOSRk9zlMpVJ4/fXXM/ockqCqStwPq9mZoVapG+FTi9FoRCwWk/47GAzC4XDAaDRiZGSkZJ+/1ezpV0i8slMT8rU60lINRe3aosFgKFkUnESYbty4UXIpEzdnOegdul8Ik8mEjRs3ZhQr4Hk+J8dMFEXY7fYM63C1BV0Lxa43s7gI89e+BmZpCam77gJ/5ZWIktq0LAu0tcH81a8CRiOYeBzsv/1bXuHTO2q00muI2TmHCwsLOHz4cEbOod/vV5xzWAi1MQLBYLCsTgdrkboRPq09+SKRCBwOBwRBwM6dO8te+6qE8FXS4ltcXITD4UBzc3PR1ITVsPiKbRcOh3Hx4kWYTKacwBWGYapaTLxSsCyb09dOEARp3ZC4xtLpNJLJJCYmJqQJsJLJ93pSTJjM99wD4y9+AZFhYP3sZxE7fXpF8N6Hu+IKmP/H/wATj0M0m8EfOJCzj6o1utVx/+T6FMs5JOvIJOfQbDZnWIc2m63gcVKLL5e6ET618DyPubk5hMNhDA4OKmrRAdSOqzMUCmFsbAwmkwl79+4tmZqg1eKrlPAlEgmpvNvQ0FDeNYdaaEsEVCYXzmAwSBMaIZVK4a233kJDQwPC4TD8fn9G8r183bDWxDDD4hNFmL79bRj/z/8B98d/DGZpCaLBAFgsYCKRlZZCMuETt2xB7ORJGH/5S/D790M4ciRn/9Vwderpfi61f3nOoZx8OYeF+hxqET66xldnJBIJqbyYxWLB4cOHVU0qq+3qJJNmKpXCzp07y76RV2uNjwgYCbiZm5tDf38/Ojo6CrvMaqRcmF7HwDAMjEYjOjo6MqIIU6kUwuEwwuEwFhYWEIvFdFsnUosoimBZFsz0NNhXX4X5kUcAAOb33kPy+HGYnU4w0SiS996bIXrS9oODSA8OFtx/NSyyWhTWfDmHJOUmHA5npNyQ+2d+fl6Rt4BafOuAckUrlUphYmICi4uL6OvrQ39/P95++23NrlK1sCyrKio0lUrB6XQiFAqhv78/o35hOayWxcfzPKampuDxeNDd3V1WtZtasfiqjdlsRltbW07yPQma8Pl8iEQiAJBhCZDiztVAFEU0vfIK7P/4j0AsBqRSwKZNQDwOsaMD8Z/8BJY77oD5iScgbt8O/g/+QNH+a1WYVmP/hVJu3G63FGmsJOeQpjOsE4pZBvKQ/p6eHuzcuVOKMtQiXFon5ezgmlJkn0cwGFQsesDqWHyhUAjT09NgWTYjF7IUShrR6kktuBkLrRMRS2B+fh4ul0uqPtLU1ASO45BMJlWV5SuFIAjY8E//BJFlgQ0bYJiehhgKgf/AB8B/5COw3nor2NdeAxgG1ptuQvTiRUCBkNWrxVcuDMPAYDBgw4YN6JQVASiWc+jxeCTrUYnwffazn8XLL7+Mjo4OvPPOOwBWot+vu+46uN1u9PT04MUXX0RraytEUcQdd9yBkydPwm634+mnn8aBPGu4elFXwpcPkvzs8/mwbdu2nG4Dq21NlOvqFAQBU1NTmJyczEhN8Hg8qsbVYvEpzeMj648A0NbWhp07dyoab727OrVSKKSeBE3wPI8LFy5I4icvy2az2TQJuiiKSA0NwfKrXwGiCP6DH0T8+eeB9y1OJhpdaRjLsmBSqZV1vhoSvrVk8RUbI9vCL5ZzOD4+jpMnT8Lj8WB0dBTd3d3Yt6IRW2wAACAASURBVG8fbrjhBuzevbvgODfffDO+8IUv4MYbb5Q+O3HiBC6//HIcP34cJ06cwIkTJ/DQQw/hlVdegcPhgMPhwOnTp3Hbbbfh9OnTlT/5AtSV8MknSEEQ4PP54PV6sWXLFoyOjtZkDlUpy0teNaajoyNvaoLacdUKX7kWWCKRgMPhQCKRkCxsNUJdC41o1xry6iNerxf79u1bESnZuuHs7Czi8bjqUlzAyv25fNddsFxyCZBIIH3zzZLoAUDy7/4O1s98BkwwiMSDD2b8rRyoxVeacoNbyAvSn/7pn+Lqq6/Ghz70Ibzxxhvw+Xx46623Su7jQx/6ENxud8ZnL730Ek6dOgUAuOmmm/DhD38YDz30EF566SXceOONYBgGo6OjCAQCmJ6eVl3TWCl1JXzAyoM4PT0Nt9uNTZs2KXKpaR1XbYeFQsInT03IVzVGC1qsqHKb2M7Pz2NgYACbNm0CwzBS3lI1j7WS1IKrUwsMw0hBE3L3OHGLhcNheL3enAhCEkSTb2IURRFoaED685/PO6awezdib7yh+pj1LuC9Hiw+Lf3+DAYDtm3bhm3btqnafnZ2VhKzrq4uzM3NAYDkYSN0d3fD5/NR4dOD+fl5qWr/oUOHyq5/SSwYtW9+RAjU3Hz50hmIa9BoNGLPnj05oc6rTaFEdLk7dtu2bTmBK5WIBl1NauEY9CCfW4yPxRCfnUUQyGnwKneV6p1gvtbz+Gq1wzvpT6gX+Z6Var441pXwsSyL/fv3w2q1KtqORGaqKRRNxlUrfPI1vlgsBofDoTg1odptbbIFTBRFzM/Pw+l0YtOmTQXdsWrXU9e7q7PWBJVxOND053+O5qUlbNq1C8l77oFw6FBGsvXi4iI8Hg8ikQhCoRACgYAkhmupaHc1hE/vCFs1Fl+lOjNs3rxZcmFOT09L6Tjd3d2YnJyUvjc1NZXRAUNv6kr42traVEUqahU+sr0aVyTLskin07hw4QICgQAGBwcVRWlq6eenFrkQhUIhXLx4EVarFQcOHCj60lGpfnzrkVoSCtNzz4FZXASzsAB2ehq2CxcQf/ZZ4PBhKdmaRBC+99572LhxIxiGyQinN5lMGeuGtVy0W29Xqh7RtHLU9PurlPBdc801eOaZZ3D8+HE888wz+PjHPy59/uijj+L666/H6dOn0dLSUjU3J1BnwrdauXhqtyepCZFIBD09Pdi1a5ficyDWZrWFL5VK4e2330YymcTQ0FBZJd70dnXWknisZYTt2yFyHBieXwlG4TiwZ89COHw457uiKMJqtaK5uTmjaHcqlZLWDUnyPalaI183rMWAs0pSjWdTjTs4FAopbkn2qU99CqdOncLCwgK6u7tx33334fjx4zh27BiefPJJbN++HT/4wQ8AAFdddRVOnjyJgYEB2O12PPXUU4rG0kpdCZ9aCnVoKBel1VeyUxMaGhpUuwG0lkxT6iblOA5+vx+Li4vYs2cP2tvby96eujqrj5rrzf23/wYmFIL5m99cET67HfwHP1hw//kmXbPZnFO0m+M4Kd/Q5/MhGo1mFO0m1mE1gtGqRbVfSsslEAgoTl5//vnn837+y1/+MuczhmHw2GOPqTq2SlBXwreaFl854iOKImZnZ+FyuTLWwnw+n+qxK5GIXs6DKRfr9vZ2bN68OeMNvxyoq7P6qFr/NZmQ/uIXkb7pJrBvvAFhcBBigSr+SvZvNBrzFu0m/ezm5+cxMTEBjuNgs9nQ2NgoJd8r7VhQK1RD+NRcl/VcrgyoM+FTi8lk0t3VqVdqgpZ8vHLcpPkCV6LRaMbCdbmoFbDVLjJQt7S2gr/88qJf0RpYJU++J2tAJPk+EonkJN/LXaVak++rgd7Cp/a5WM8FqgEqfGWhZ6HpclMT1E4ganvjkW2LiWYwGMTFixdht9szAlfUiq3aSaocS5E0rw0EAmhubq6rLujF0DviV490BpJ8b7PZ4PF4sG/fPgCQ6lFGIhHMzc0hHo+DZdmMGqVKku/1TsUA9Bc+tTl8gUAA3d3dOhxRbVBXwqfF1ammUHSx7WOxGJxOJ5LJZMnUBK3pEJXu4B6PxzE2NoZ0Oo3h4eGMUliANrFVQylLcWlpCRcvXkRrayva29sRjUbh8XgQjUYzLAqlE2M10bN5bs6+l5dhfvxxIJVC+i//EuLmzZnH4nbD+KMfwfjKK2CWl5G6/XZwN91UcP96Xc/sVIN8yfccx0liKK9JKe9gQdr3lNq/HlRD+NTsPxwOU1dnvVOJNT7ywKVSKYyPj0upCW1tbSUnNbJGWG3hy7b40uk0XC4XlpaWiqZVVDvYpNB4sVgMFy9eBADs3bsXNpsNqVSqYDcDMjGSqiTEMlzt6MJqu3Etd98N9t//HYwownDhAhIvvvj7PwaDsP+X/wL4/WCSSaChAZZ77wV/xRUQt27N2ZeeFmU5wmQ0GnOT7wu075F3Om9qapJaKulJNSrDqJk3KpXOUKvUlfCtZnALEbyZmRn09vYqSk0grlK1eYBaLT5BEDA5OYmpqSns2LFDqqtZiGoLX7bFJxfonTt3oq2tDaIoSp02yLEbDAapcr387Zbn+aKtfZqbm9HY2FiT0XhKySdMBrcbsFohGo0weL2Zf5uaAuJxwGwGEgmA41b+f4F7bLWFLx+F2vfEYjGp07nX60UymQTHcXC5XJIg6pF8r6c7lXZfz09dCZ9atKQzCIKAhYUFTE9PY3BwMKf7Qzno4a4sB4ZhsLCwgHfffVdRAezVEj5RFKVefqS1FABJvIGVMHpBEKTvC4IgXR+paSrDoKmpKSe6kIjhzMwMwuEwBEHIqFe5FgNs8glT6otfhPVv/gZIp5G8666MvwmDgxB6e2EYHweSSYiNjUjdeWfBqE4918kq6YokVr58jT0cDsPtdqOpqUn63UkvO/m6YS2vFau1KNdzLz6gDoVPTeSgmqhOeWrChg0bsHHjRuzYsUPRPghahU+NaAcCAczNzaGxsVFxlOlqCF86ncZrr72GjRs3Sp025ALHMIw0AcsnAnKcgiBI3yef8TyfIYaNjY0ZVoIgCJKVMD8/j3g8jjNnzmTknTU1NdV83lm2MPH/6T8hOjq6YsXJXIQAALMZ8R//GOybb0LYtg1iiQAIvdf49K4DajKZsGnTpozUnHQ6LXWw8Hg8UtHu7HXDWvAIUIsvP3UnfGpQ6upcXFyE0+lEU1MTDh48CAA4d+5c1caXw7IsEolE2d+PxWIYGxsDz/Po6OhAW1ubYhdrNfPqotEoLl68iFQqhUOHDsFut0MURUm0SCPOQpC/yb9TjhgSNylZF+rq6kIwGMTBgwcz6lW63W4p70wuhmrL31Wagr9TsaodNhv4o0fL3r+egTmrUUDaZDLlJN/L3ePyot3EI0AEUf4SVI1nRK3wRSKRnKC19UTdCZ+aSblcCyYcDmNsbAwsy+KSSy6R3CY8z2tOh9Db1ZlOpzE+Po7l5WVpXWxiYkLVuFonunImS3K8gUAAO3fuRCKRgM1my3Bryq08JeQTQyBXCMm1kbtKRVGEzWbLqFcpb/pK1o/S6TSsVmuOGFYl7ywcBhMIQOzurkoB87Xg6tS6f5Zl8ybfE4+A/CWI/O52ux2Avi8HPM+resmqRmDPalJ3wqeGUjdlqdQEra4/PYVPEAR4vV74fD709PRgaGgoI/ij2qXASDJ6oWsurxBDjhdYecCDwaC03qLHREKsvOzjSSQScDqdsFgs4HkeDMNI15yIr9Vqhd1ux+b3UwNEUUQikUA4HEYwGMTU1BSSyWSGGJJOBhU9h3fegfWmm8DE4+CuvBLxBx+s+STvQtSS8OWD1B5tbGyUPsv+3ROJBF5//XWYTKacdcNK/C4cx0kCWy5rca1aKXUnfJV8yOWpCQMDAwXrUmods9ySZ/koJHzyNcjNmzfn7UCvtc6nGor1Ppyfn4fD4ZAqxMjX8bZv3w6XyyUlLZOoPZKOoMfkzvM8vF4vZmdn0d/fL/3+cqsw201KzpE0fbXZbFKrFlEUpSTscDgMv9+PZDIp5YGSNdeyKpIkk2Dm5yF2dQGy39X07LNgIhGIzc0w/vznMPzVX638YWkJ7JkzEHbuhNjXV/FrpQdrsVcewzCw2WyS6zuRSGDPnj1IpX7f+Z4U7WZZNmPNsLGxUfH5qsnjI8K3Vl+IyqHuhE8LxBLhOA4ej0dVaoIaWJZFKpVStW0+q215eRljY2MlA1cKNZTVk3zHG4lEcPHiRRiNRuzfvx82my1nHa+7u1uqNJFOpxEKhaSgk2g0KkXiEUHUIoakTJvL5UJnZycuu+yynIa6QG4QTTliaDabc4IpSHWfaDSaE1lI/sktBGZ+HtZPfxrMwgKE4WEknnwSeN9yFPr7AYYBEwxCbG4G39wM48IC7H/yJ2ACAYBhEH/hBQjvV0OpZWrd4iuFXFjNZjPa2toK5phOTU1JucDZ64bF1vDU5PFFo9EMK3U9QoWvTIj4zM3Nwev1YuvWrapSE9SOXQmLjyR0i6KIkZGRkjf3alh8cuEjFnUwGMTQ0BBaW1slwSu2jmcymXImERKJFwqF4HK5pDdqIoblVm2JRCIYGxuD2WzG/v37yw780SKGRqMRZrMZvb290rakrU8oFMqwEJqamrDl3/4N1ulpiG1tMFy4APbsWSkYJX3LLQDLwjAxgfRnPgPRbod9YgJMMAiYTEAoBPZXv1ozwqd3rzw9m8SWsiiNRmNOjikp2h0OhzE3NweXywWe5zOCpxobG6X7Uk1wCynrt56pO+FT86CQyfb111/H5s2by85nyx5XS8KtlqhO0sg2GAxK1WLKQesan5pFe4PBIPUh9Pl8kkUNQFPgSr5IPHlYutvtlkqYESEkliGxfF0ulyTClahqUUoMSQDN4uIigBWxI+uXRqMx7/lEIhEkNm1CmuchzM4CLIvxWAwWv3/lnC5eBPsf/wGhrw9Cby/A84hv3w5YLEAkAlgsEI4c0XxuBD3Xi/RusFyLrlR5iT0CSb6PRCJS8FQqlYLVakU0GsXy8rIUdFXOM7PeC1QDdSh8SllaWoLD4QDHcRgZGSlbNLLR0sVd7RofCQQJBoPo7u5W7JLVmvyuVPhEUUQqlcKbb76Jzs7OnHW87Hw8reQTQ1LbMRQKSWLIcRzS6TQ6Ojqwa9cuXd1AcjEkUcI2mw3Dw8NgWbaoZciy7Epprk9+EjCbYTx9Gsk//mO0XnLJShWasTG0fupTEJNJGBgG8UQC4c9/HnxLC2Ivvwz21CkIw8MQDh3S7fwqid4RqdUoJ1aJ/cuT7+XBU8lkEmfPnpWCr4iLXL5umM/LQYVvHVLug5KdmuDxeDS9/WkRPqUCJIoiZmZmpDUou92uqpGtlpZGxFos95qFw2FcvHgRiUQCIyMjaG9vV5SPVynktR0DgQDGxsbQ3t6O9vZ2xGIxeL1eRCKRjDdvUsKsUsdHrMtQKFSwe30xNyn77rvgrFYIf/EXMP3ud9jY3IwNe/eCMZthASA2NQHRKEwzM5ibm0MwGMSZWAyNhw6tnFMwWDMJ2MVYT2t8lYZEEhuNRvTJgpWIlyMSicDr9UrJ9w0NDWhsbITT6UQgENAkfD09PWhqagLLsjAajfjtb3+LpaUlXHfddXC73ejp6cGLL76YUT+12tSd8JUiHo/D4XAgmUxicHBQ8q9XojWRWutJicVHAleamppw+PBhmM1mzM7OqhpXz5ZGhFQqBafTiXA4jKGhIUxNTcFkMlUkH08tiUQiw8rP1yqK53nJMpSLIanuokYMRVHE9PQ0PB5PyZqohdykhp/+FJa/+RtAEFYCWFpaAIZB9IknkB4dhfHYMZhfeAFobYX5y19G79atmJqawtDQUE4CNul+Ts6lVCBFPvRueaTnGpzertRqNKHNdjUXS75fXFzE008/jfPnz0vCuH//fhw5cgR/9Ed/pGjcX/3qVxlF7E+cOIHLL78cx48fx4kTJ3DixAk89NBD2k5OA1T43ieVSsHlcmF5eTlvakIlClVrWacrtW00GsXY2BgAZCTPa6ESFl8h5PmDfX19GB4eBgD4fD74/X60t7ejublZ14ktG57n4fF4MDc3h/7+/qId5FmWzVvcmojh5OSkVNw62zLMN9mFQiFcvHgRzc3NOHTokKoyZwaDAeaXXwYjioDRCCYeBzo7gXAYptdeg/AHf4D4ffch/sUvQrTbAbMZ6XBY2j67cLM8kIJEsZIuBrVQkq0aFpne+6+FCj7y5PtnnnkG3/72t2E2m/HRj34UZ8+exZtvvqlY+LJ56aWXcOrUKQDATTfdhA9/+MNU+KrJ/2fvy6PbKs/0n6vFsrzJ+yLvm7xkcRLbCVsIpaTQKSUDnULKdChQypohlKVwytCGFJhMAqVlaQMEGEppafkdCiEtKQ0MCQRikjQJTmxZ3uNVsixr367uvb8/lO/mSpZk7Qbs5xzODCWy742k+37v+z7LLF9ChsHQ0BAvTRAKuIWIxaiavD6Wwhes8yIdk9lshkql8jnJxYpYOr5gRVOY2E70g6RIchyHyspKTE9PQ6vVoq+vDyzL+nRRZIQST5Br6u/vR0lJySx5QrgIVgwJ+3J0dJQvhuSe5HI5tFotnE4nmpqaYt4fMhddBNGBA4DL5ZUwuFyATAbq4ov5hyx7Rjeo0+kwODiIiooKMAwT0KybUOcJCJHCbDbPacmWaCH04qgzNKLdgZrNZjQ2NmLJkiVYsmRJxK+nKArf+MY3QFEUbrnlFtx8883QarUoKSkBAJSUlECn00X8c+OJBVf4CFiWxdjYWNjSBKlUCofDEfXvi6XwETcTIUh3MjExwXdM8R4rxcLqDPRai8UCtVqN1NRUPrHdf48nl8t9kp9JKoLZbMb4+DjvgSjsomIphkQjSK4pmuinUAhkZUU6w9OnT6Ovrw9SqRRSqRTDw8P8/UR7T8y114IrKwM1OQlm9WqIu7rA1tWBO+NwA3gPSz09PaAoCitXrkRqampEZt3Eko0gmCWbTCaD2+2GXq9HZmZm3P9uv+yF6Yv682PN4jt48CCUSiV0Oh3Wr1/Ps7K/SFiQhY+ET+bn52P16tVhjWrmc8cnBNkDDQ4OQqlUBnRcCfa6SAtjrCG25LUulwu9vb2w2+28FCAcPR75OYFGcMJiaLFYwHGcj0B9LnIG8fq0WCwBbeYSCUKcysnJwdq1ayGRSMCyrI9jCynw/t2uZHISGBqC9LXXgIkJeH7yE7BCw2iKAisYSzEC7R8ZL09OTs6StURr1k2KYSBLNqvVilOnTvGWbG63GzKZzKczlMlkMRkJJHqH+GUurPOVzECIdIWFhbjyyivx2WefoaioCBMTEygpKcHExATvVjRfWHCFj+M4mM1mvuMIF/HY8cXqgmIwGKDRaKBQKHjiSjgg3Vc0mqFYOj6Px4PBwUGMj4+jtraWfyjGSlwJVgxJ4RgbG4PlzO4qENlkbGwMIyMjqKysDDraTgTIAcDtds8izYjVamTTNBTLlwNnOl7/Ai/Zvx+qJ55AitkMEcOAzc2F9Kab4PrnP706vBAgn52ioqKwR7mxJlekpKRAJpOhtrYWQHBLtpSUFJ9iGG7Y65e9MH2RC1+0B0GbzcZPZGw2G9577z387Gc/wxVXXIFXXnkFDzzwAF555RVs2LAhqp8fLyy4wicSiaBSqSLeP8Sj8EU7KrVarbDb7RgeHsayZcsiJq6Qzi3SL1ksJ3GHw4FTp06hrKxs1h4v3no8wPu+BhopCvdrRqMRLpcLcrkcSqUS6enpSUknIAn25ABQUFDg8zvFv/89JM88A4rj4Ln6anjuuYe/pyy3G9m9vWAbG5Fy+DColBSeuOKhKMBqxeFPPoG8oMBn9EseeC6Xi4+ZamlpgVwuj+leIkmumJmZ4bMSiRwlkCWbsBgSS7ZwTJsXd3yJ+fmxhNBqtVpceeWVALyF99prr8Vll12G9vZ2XH311XjxxRdRUVGBN954I6qfHy8suMIXLeaD1elyufhxnEwmQ0tLS9Ski2RZj5nNZqjVatA0jbq6OiiVynnR4wFn92symQwzMzNIT09HS0sLGIaZRTbxH5PG6xqJAQIZqwd6EIn/8hcgLQ2cVArx7t184YNOB9m3vw3KZgOkUniuvBKSgwe93R1NIwUA/bOfoXXdOthsNpjNZkxOTqK3t9fH9q28vBzl5eUJZcgKkyvcbjd6e3tB0zQaGhp44b1/jBM5/EilUl4rSSA0bSYhv8SSjfyTaNYlucZE4Yvc8UWrsaupqcGJEydm/e95eXl4//33o/qZicCCLHzRprDHMqqMpPgImaa1tbVoamrC4cOHo/6iJ6Pwkc7C6XSisbEROp2O3/PNlx5PKE8gEhWCYJ2hvwwh2mLodDqh0WjAsiyWL1/u7bQcDoj37QMnlYK95BLgzEOJXb0akv/3/wCOAyPYz4mOHQNltQJpaYDFAq6uDvQjj4DS6eC56iqvVIGiIMJZyURpaSmMRiMvjcjMzITVasWxY8fAMAzP0iT/LZ5SBI7j+DFyoM4WiMyfNJjfqtVqxfDwMKanp2Gz2aBQKPj7D8dv9YuCZBS+aH4+mYp8lbEgC180iLV4hNPxcRyH8fFxDA0NzWKakt8fzYMqkYVPWKTr6ur4pbVer8f4+DgYhoFCoQh7bxMPcBzHG/gqlco5d1qhmJeRCtRZlsXw8DC0Wu3ZYuvxAFNTkP73f0P80UcAAE9nJzz33ef9/++5B2xLCyi3G8w3vnH2PpqavMXxjIE029ICLgS9nHRaLpcLy5Ytm5XDRoJRzWYzdDod+vv7eV2ekEATzWeMMHazsrLQ3t4etNOIxaxbLBb7iK8///xz1NTU8DZzIyMjsNlsoCiKH5GSYvhFdKFJxig10o5vIWTxAQu08EXzAI5Hpl6owjc9Pc0z/QIxTZORwh4JSJ5ff38/lEolzj33XN6Im2VZKJVKpKWlwWw2Y2JiAk6nEzKZjH/AZmVlxT1kFTjLmExNTUVra2vUAuG5BOr+1mVZWVlgGAaTPT2+BBKzGSm33QZqaAii4WFwMhng8UC0bx9wpvBBIgF72WWzroGrqIDrjTcgOnQI7MqVQYuesNOqqalBYWFhUIYsyXUjzDuO4/gxKdEyejwen84wKysraDFkGAYDAwMwGo1obGz00fyFi3DMugMRaMiDPSMjI6B2khCdhNpJYYLBF6EYJvIwGK1FIvDVzuIDFmjhmw8EK3xERyYWi9HS0hI0LTlRAvi5EMhs2mQyQa1WIyMjA21tbZDJZLP2eFKp1IfEQBh9ZrOZ36+RxHHycFUoFFF/UYXyhGD+lrEiWDHU6/Xo7+9H7iefYNVrrwEUhYlbbgEuvxz5HR2QDQ4CRUWARgPKYgFEIojGxgCO844qP/4Y1MAAmPXrgTMiXwJOpQKjUgW9JpPJBI1Gg+zs7KA7xFAg3ZF/SjjpDPV6PQYHB0HT9KzO0GQyoa+vD2VlZWhra4s7WQkIXAwZhsHY2BjcbjdPniHFkHSHgTp44kIjtGQjBZ4Uw2Q6BSUaxFgg0td8EQ4EicZX511OEqJlAfoXH5fLhb6+PlitVjQ0NMzJopqvjk94siZ7K5fLhebmZmRmZoatxyNar9TUVJ/EcafTCbPZDKPRyMepCB+woboN8jNGR0cxOjqKqqqqpMoTyJhXr9ejsbERxdu3gyosBMtxKH/rLQxedhnGGQZiux3c6dNIk0iAzEwgKwtikQjgOIj27kXKj38MMAwkTz8N15493iI5B2iaRl9fH+x2e1wcX4QQuv0Ttw1hMdRqtejs7ATHccjOzobH48H09DSysrISasElEon4kWp2djbWrFnDH8zmGpNSFBXSko1ML8geND09HQzDgKbpebNkixXRjDrNZvNXPosPWKCFL9oHY7R6OOHvJFlzOp0ONTU1aG5uDut6oo0mAmIvfDRN89dcV1fHd3GxEleIC4hcLvcRPjscDt4Sa3BwEB6PJ+AeijAm8/LyQu6V4g1hArtSqUR7e7vXXaeiAtTBgxBPTUGUl4cqmgb33e9ClJkJ6uBBWJRKyF9+GbBaob7+ekwfOYLGPXuQ53JBxHEQ9fQg9fzz4d6500t+CfK7iZF1VVVVxFFT0YK8V3q9HmazGcuWLUNubi7sdjssFgsMBgOGhoZA0zTkcrnPwSUexZBhGAwODmJmZibgSDWSnSEAvjv0z7Yje1CTyQSPx4POzk7+8ycclcZ6T8nYpUXD6ozVteXLggVZ+KIFEaFHU/hI1lxHR4ePti1cxBJGG63nJsdxoGkaR44cQXl5Oc455xyfPR4Qf6YmRVFIS0tDWloaiouL+esg3cbU1BTvAiMWi1FSUhJ1RmI0sNls6OnpgUwmm5XATj/8MGRXXgkYjUBKClJ+8hO43nzTu7+77DKkAuBuvRVUdzfqh4dRWVsL54YN4P7xD1ATE2AlEtAMA3rrVmibm/kgXPL3S6KbMjMzozayjhaEKZqfn4/29nb+O0C6I+F7RQ4uMzMzGB4ehtvt5osh2RtGYl82PT2N3t5eKJXKsEaq0RBoyOvI6FcqlUKv16OlpYX//BFLtuHhYXg8HqSmps5yoQkXiSa2ANGxRmPR8H2ZsCALX7QP6mj3bHq9ntdWhWuR5o9YY43cbndEryEPOo/Hg+XLlyM7O3vWHi9ZI0UyektNTYXdbgfHcVi2bBlSU1P50Rv5+02UoTVxoZmZmYFKpQr8cMjJAVdZCbAskJICCJIPCESffoqUH/4QACAtLobk3XfB7N0L8TXXgNLrkUJR8NTX82khdrudnzQwDIP6+vqAMoFEgaZp9Pb2wuFwhJX6EezgQrw8hSNt4X43UDF0u93QaDTweDxYsWJFTGSoYMUQOEuYEYrvidkEwzA+o18CMqa3WCxRWbJFM4aMFNF2fIujzkX4QCqVRlT4yAldKpWipaUFx48fj/pBHC/fzLngcDig0WhA0zSWLFmCwcFBUBQ1r3o8oTyhtLTUR54gzGAD5wAAIABJREFUZCiSnY3JZOL9LjmOm1UMI83I02q1GBwcRHl5Oerq6kLeO33PPUi57z7A5QL98MOz/rto3z7A7Qays0FptaAGBsA1N8P95puQPPUUuIwMiO66C1Vn/EwnJycxODiI/Px8SKVSPmBYLBb7FI1AziaxgPxuEhwaiwm6sBgKR9rC/e7IyAhPdsrMzOT3hsTqLhGft0AuNAzDYHJyEsPDw6irq/MphuS6iT+pTCaDXC732VmHa8mWDBJJNIUvVp/OLwsWC18ECLfjczqdPPGAmDKT10crQpdIJHC5XBG/DgivaJKOZmpqiu8qCFNubGwMBQUFSc/HA87KE+Ry+ZzyBGEqOgHx8BQ6tZBxFmGSBhM9E8ZtOL+bgFu+HK69e73/EuBhza5dC/zhD15BekGBt0MEwJWXg96xY9bvTktLQ3t7+6wpAU3TMJvNsFgs6O/vh81mg0QiiUsxtNlsUKvVSEtLS9hINdh+12g0Qq1W82SowcFBTExM+EgrYjG2DgWHw4Hu7m6kpaVh9erV/Gc9ErPucC3ZyGFUq9UiMzMTcrk87vcUzTh1ccf3FUaiRp1C4kptbe0sPRV5fbJHnaFeKxTNk92jsMOrqqryyceLtYMKF263m3+gq1SqqMcvwTw8STEcHh7m9XjknkhGXtTSiBCfL/ZrX4P7D38A1d8P5qKLAL/RIdHFzczM+Bya/CGVSgM6mxC5iE6ng91uh1Qq9dmthSqGhKU6PT0d8ncnAkT4r9Pp0NTUxHcd/jKYsbGxWZrQSIytA4HjOJw+fRoTExNobGyc1fHEatYdyJJtamoKExMTcDgc0Ol0cDgckEgkPp1hvLv4cGAymfiDyFcZC7LwRYtghY9Q6k+fPh2SuDJfkoRgr52ZmUFPTw8UCgW/e/Tf46WmpqK0tBSlpaUAgndQ/vZe0X5hWZbF6OgoxsbGUF1dnRDWYiA9nsfj4e9penoaEokEqampmJiYgM1mi+s4kV21Cli1yud/E4bhlpWVob29PeLfFagYEs/LQMVQWOgJQ7akpARtbW1Jtf0i++TCwkKeIUsQTAZDiiERqZNiKPwchlMMrVYruru7kZOT40PamQuRmHUDvvIKQqJJT09HVVUV/1piyWaxWKDX63kCF9EYks9guO9NNJ9Vi8WC+vr6iF/3ZcOCLHyxdHxCv06O46DX69HX14e8vLw5iSuxiNDjKWdwOBzo6ekBwzBYunQpMjIyIsrHC9ZBmUwmDA0NwWazRbWDEsoTohFjRwyOA/X55wDLwl5djf7+fmRlZeGCCy7gvVktZzoNywsvgDl6FIa1a+G+4gqfohFrMbTb7ejp6UFKSkpMbjOBkJKSErAYkqIxPj4Ok8kEiqJQVFQEmUwGp9OZkNGbP4RaxHCIMwSBiiEAn85wfHwcTqcTKSkpPp0huS+WZTE4OAiDwRC140wgCM26CfxdaDweDwwGA/8ZC2bJBoC3YyP+pHa7fZYlWyDrvGjlEiaTKWqD6i8TFmThA6I3qrbb7QC8S2CNRoOUlBSsWLEiLIeEWN1XYnVu8Xg8GBgYwPT0NOrr65Gfnx92wZvr5/t3UIHGbsKHkPBETgg1AM4aOicB4t/9DuJXXoHD6YT9ggvQ+NBDZx+AFgvS77oLmZ9/jqIVKyA6cQJIS0PBG29Ad/75MEil0Gq1Ie9rLggF8OGYGMQLpBg6HA64XC4sXboUCoWCf78mJyfhcDiCFo14gHiFVlZWxq2rl8lkAfdrpMiT0aJIJILT6UReXh6am5uDuiXFC0JGqc1mQ3d3N7KyslBRUeEjwAdmC+9FIhFycnJ8ilEgSzbSQQoJNNEcHGPJ4vsyYcEWvmhA3Es6OzvhdDojTu6eL9sxkUgEm82Gjo4OlJeX844XiWRqBhu7mUwmnxM5wzBgGAbl5eUoLS2NSAsVCziOg2v3brgAyAsLUdHZCW7LFlDj4/Bs2gRqbAzU8ePgCgogPngQnEQCFBQATidyJBIoBMnmpIMivqQOh2OWL6k/IYOMNUtKSmaN9xINs9mMnp6eWTZngaKB/O8r2iJP4HQ6oVarIZFI4t7dBoKwGHo8HvT19cFisaCuro4PBib3JUytiPd+jWVZnD59GlqtFk1NTQH3xuGadYdjyWY2m+F0OtHV1RWRJduijm8RPvB4PBgfH4dOp8OyZcui0lLFqsWL5rUGg4HX45ER3nzp8QjjLT8/H1qtFgMDAygpKUF6ejosFgtOnjwZsWVZNDAajdBoNKhraUHx//0fKLMZnFwOUUcHuIwMSB96CJ477wQFgLPbvcbSIhGo7m54vvMdsCtXzrov/6JBNF7+vqRpaWkwmUz8pCARRt3B4PF4eD/TcGzOAt2XcJwYSTHkOI4P462vr0+q6QAAfiVRXl4e0NZOOP4lnXwkxKBQIHvE3NzckIecWJIr/C3ZbDYbL8EJZMkmJNEIi+GinOErjnBHnYRsMTIygqKiIuTk5PjsFSJBMkedZG9ExN6ff/45XzznS48HnNU2pqeno62tjT/x+4udTSYT9Ho9BgYG+C+r8OEazRhHGNuzZMkSpLe1wXPJJd60hL//HeJ33vEKz1kWzNe/DmpkBKLDh0FpNN5cPLncy8IMQ9JBdlBCe7f+/n5otVpkZ2fD7Xbj2LFjvKMJyZRLRAck1EFWVFRApVJF/b6HGicKO3nS8RITgYGBgYgJJPGA2+1GT08PWJad5bQjRKAiH4wYJCTQhCqGLMvyo+ympqakJle43W4flqjwtcSFhtjuMQyDY8eOYWxsDHa7PabAbYK9e/di8+bNYBgGN910Ex544IGYf2Y8Qc3x8P/KhjPRNM1/YAKBsOz6+vpQUFCA6upqsCyLEydOoL29ParfOTk5CZvNhtra2qhe/8knn+C8884L+WfIqd5gMEClUiEvLw8cx+Gjjz7C8uXLeVZYsgue2+320TZG8hAQRueQf1iW9XkAhZJVCJmiAQNS7XbI/vVfITp5EvB44H74YTC33UZejNSWFnDZ2YDdDq6hAe4//CGiezcYDNBoNCgqKkJlZSV/nUJ7L/JPMF/SaOFwOKBWq5GSkoL6+vqEjxYJnE4nTCYThoeHYbPZkJKSMsvDM1F6PMBXgE+kRfGAcHdtsVh89JPk85iens53eQUFBT7veaIgLIak2GdnZ0OpVM5KrghEhOnt7cX+/fuxc+dOlJWVwWAwoLa2Fg899BBWrFgR0bUwDAOVSoV//OMfPEP5j3/8I5qbm+N5y+Eg6IdrQXd8wUCiXlJTU7Fq1Sp+HEUYWdEiFoLKXBBKKsipHjhrJF1ZWYnBwUHYbDZIpVIoFIqo9zSRwF+eELEDCMdBNDSETIkEGeXlPi4tJDU9mKwiPT0dRqMRvb29yM/PD8oUpYaGQBmNYJcuBaXTgRK+RyIRPDfdBMlLLwFiMegf/SjsSydpFhzHoaWlZRZpJxxfUuF4SlgM59rVCANxVSqVD1MwGSCjttLSUpSVlQHAnHq8eBVDp9OJ7u5uyGSyuAvwg+knSWfY398Po9EIhmFQUFAAmUwGu90ekQwhGpCfPT09jf7+ftTU1PAmFOGMSVUqFerr6/G73/0O77//PjiOw8DAQFSfm88++wx1dXWoqakBAGzcuBFvv/32fBS+oFiwhS8QHA4HPwoLJFwWiUQxuarHIkkIBRJim5ubizVr1kAikcza45WVlfEPILLPINZeTqeT900kBTEencH09DT6+vpCFp25IP7jHyH505/AURQ8t9wC9pvfBAAfwXlZaSlwhqxDHkADAwMwjo+Dk0qRX1yMtLQ0OJ1O72iKpgGplBeac5WV3o5Or/eGwq5e7XMNns2bwXz3u+BSU4EwHgQsy2JkZAQTExNnU9jDRLBIINLxhuNLOjMzA41Gg8LCwjnT5+MN4q/JMMysHWYoPV6gjEZyiAl3D0oOf2NjY0kt9lKpFLm5uRCLxdBqtaisrIRSqeQPZuTASTR55N6COQZFA5qmeYmSP2ko3J0h2UuTYlhXVxfVtYyNjaG8vJz/97KyMnR0dER5Z4nBYuEDfGj+5EGViA4olh1fIJCkAIqi+BDbcOQJ/vsMoW+i0FGfdBlk/xSuXZndbodGowFFUVHLE6jTp0FNTUH81lvgCgoAlwvit97iC9+ZC4f4uecgefNNsM3NwC9+gaysLBiNRmS/8QZWvf8+RLm5mN66FQaXC/19fSh4/nkUf/ghmLIyzDzxBDJqa5GalgbXa69B/OmnYKurwS1bNut6uDOd5lwgRcc/xSAWEN1WIF9SQjIhxYZY4pGRbrKKHnEAOn36dNijxbnE6cECiwMZWhOZgEKhSPoekbjtmEwmHz1iIE0eGZESvSux2RNOKSJ9z4gJfnV19Zy+psF2hseOHcPmzZtx/vnnR/S7AyFQc5Ds1cpcWLCFj4hYCXGloqICa9asSeiDItZRJ7lmQpQgtla5ubkx6fGC+SYG6jJC7dWIZRvRCUZ74qY6OyHdutUrMJ+aAsbHQQ0PgysogGj/frDr1nn/3MAAJK+9BmpmBuL+fpirq3FizRqUZGRAtX8/uOJiUAYD8nbvRtbDD4MaHETK4cNgS0vBTU5C+pe/QH355WdHbs3N3o7X5YpYVkE6HZqmsWzZsqRowwhxQalUYmJiAkNDQygtLYVEIsH09DSGhoYAYJarTrw/48TbMz09PeZcxGDFkBzMTCbTLENrh8MBm82G5jNRTskE8RZVKpVobW0N+Z2TSCRBBer+9nnhFEOapvnP3KpVq6KSAtE0jR07duCDDz7Aq6++iiVLlkT8M/xRVlaGkZER/t9HR0f5A9sXBQu28JlMJpw4cQIFBQX8eDAckOITrdF0LKNOsViM4eFhjI+Po7KyEg0NDQBiD4QNhGBdhtVq5WNYhHs1juMwMzOD8vLymHVpoiNHAIoCV1oKsCwopxOsSgWUlECycyfcZwof5HJQw8OA2w2OpiHavRsrbrkFqSIRkJkJamYGoGmwZH+Wng6IxRBZraDEYuTV1yP7jDQh0INVLpf77EID7YqECfABiTMJhtVqhVqtRkZGho+xMgERO5vNZoyMjATdhUbzfhHW4tTUFBobGxMmfA52MJuamoJGo4FMJoNUKsWpU6diyv2LBAzDoK+vD1arlSeNRQOJRDJLoE6KocVi8SmGwtG2y+VCX18fqqqqUFxcHNVnrqurC//5n/+Jyy67DPv374/bLrS9vR29vb38jvf111/HHyIkhCUaC7bwyeVyH+JKuCDjymh2YLGMOknydUZGRtA9XqIfuMK9GsHMzAzUajXEYjHS09MxNjYGnU7nsy+MlDzDtrRAvGcPqNOnwZWVgcvNBXX4MCiTCayAEespKvIKzLVaiLOzkVlcDPeZ99P95JOQvPoqWKUSzA03eF9QWAj6f/4H4tdeA9fcDOY73+F/VqAuI1QSvOJMbFBfXx9ycnKSY7EmAEkkJ5ZbwTodsVgclkm3cP9EimGo9yyUv2aiISw6K1eu5EeL/lFHJPcv3onwhKVbVlYWkzQkGAIVQ/KeGY1GdHZ28vc1MzMDhmH47j+c94FhGDzzzDN48803sXPnTrS2tsb9+p955hlceumlYBgGN954Y1w6yXhiwcoZWJb18d0MF8eOHUNDQ0PUJ7xwJAlCkHgaIn5vaGhAeno6r98hX7r5kic4HA6oVCofeYLQ8cNkMvmQZ0jRmOvhQ/X2gtLpwC5bBrAsxK+9Bsrlgufaa8EVFUGv16O/vx+NH32E4hdeAJeRAfeuXeCWLYP4rbdATU/Dc9VVQJxo7MDZ8e/MzAzfFQpZiQqFAhkZGQkvgESMrVQqUV5eHpf3nuyfyD/EINnfb5W4nzgcDjQ2NiZ8pOsPksZeVlaG0tLSOe9deIAhxZ6YJAgLfTjF0OPx8E4vTU1NSbPWIyBmFBUVFVAqlbxhPLkvq9UKAHwRJKNt4edxYGAAd9xxB9asWYOtW7cm1UBhHhD0w7FgCx/HcRGnkgNAZ2cnKisro94lhFv4iIGvyWRCQ0MDcnJycPLkSSiVSr7IzIcAnTAWx8fHUVNTMyt6KRAIYYHYlZGHj78oPZxxs81mg0ajgVQqhSojA5nf+x7gdoMC4H7iCYg+/xySF18EOA5cVRVcb78dMiYoEggJHIRIwHEcP0okD1fg7F4tVN5fpCDyCABQqVQJf2gJNWvkH5qmkZOTg5KSEigUioRKYfyvheyzGhsbY7r3QPpJmqZn6SeFxZAwpysrK1FSUpLU7x3DMOjt7YXdbkdzc3PIexeOtkkx3LdvHzo7O5GRkYEjR47gt7/9Lb7+9a8n7frnEYs6vnjBP6Eh3iCFZXR0lI/lAcCPM06dOoW0tDR+fBVuwYgHyGm7oKAgotEeT1iw2VCi14OrqgJbXAy73Q6TyQSdToe+vj6eok/uS3HqFFKeeALIzobzZz/DAE3zwvzs7GxQx44BHg+Qnw9otV6nlc5Or8VYZiao06cBlwuIQ4GwWCxQq9XIysryIXD4W0UBc48SFQpFRPZXQruvSOURsYBo1tLS0mA0GpGbm4vKykp+nEjMrBOhxSMQus6Ee9CaC6H0kxaLhR9t0zSN1NRUuFwuiEQiLF26NG4pDuGCRIeVlZUFtFrzR6DRdl5eHv75z3/CYDDg/PPPx09/+lOwLIvt27fja1/7WqJv4QuJxY4vQvT19SEzMzPqsMZPPvkE5557bsAP8NTUFF9YqqurA+7xAPCWXuRUxzCMT8GIdzgskSeIRCLU19f7jnimpiB59VXA5QLz/e+DE+h3fDAzg5TNmwGTCZDJQD/xxKw/KxSlm4xG1P3oR6A8HqRYLNA3N8O4fTtqamrO3pvbjZRbbgF18iSQkwP3K6+A6ulByn33ASwLz7e/Dc+WLTHdO03T6O/vh9VqjdhxRohAo0RhYnqw7slkMqGnpwe5ubmorq5O6h5RGNAaShcnlB8Qc+S55AfhgBhaS6VSqFSqhCTBh4JOp0Nvby9yc3MhEolgsVhmdYaJ8JIFfPeYzc3NUY1VWZbF66+/jqeffho7duzA+vXr+c+Xy+UCwzBJH1UnGYujzkBwuVwRv2ZoaAhSqZQPZo0UHR0daG1t9enSCDOPfMHlcrmPF99cezwh25KM2wgRhRTDaAx2PR4PT6AIJk+QbN8OUWcnIJWCS0uD57bbwNXVAWYzRAMDYKurgcJCUMeOIeXhh716uNFReO68E+wllwT/5RwHybp1EHV3g2IYsJmZ6HzhBRjPdLj8vaWlQT49DRQVeb00AWByEpTFAq62FojyACC0vErUeEu4CzWbzT7dU3p6OgwGA5xOJxoaGuY0lI43zGYz1Gp1VAXXX4tnNpt5lmw4JBOO4zA2NobR0dF5MbQWisEbGxt9irbQWUdoM+fvrBNLMSQSCeJ6E83nTqfTYfPmzcjJycGvfvWrBWE8HQCLo85AiCaTL1YROnm9RCLhCSIWi4XPY4tGjxeIbSnsMIhHZkpKytkxokIR9BQufOiXlZVh9erVwa+BpBc4HBB/8gmokRFwlZVeKYHDAcjlcO/YAa6qClxGBjA6Cshk4M5YqgUC8RtNP/981Pb2gsrOhkihQDPLgj3nHJ+CwZsiGwxn7y03FylnRljRgBCK0tLS4m55JUSwVIfTp0+jp6eHf3/6+vriykoMBaIRNZlMaG5ujqrgzqXFE5ok+HdPbrebl2ckW4gOnM0JrKmpCTjVCeWsQ4yfic1cpJ6rQiF8tBIJjuOwe/du/Pd//ze2bt2KDRs2fOHE418ELOiOz+12R1z4YjWaPn78OGorKzFtMGBschLV1dX8F0jotB4pcYXq6YH4zTcBtxvMlVeCW7581p8hp3DSGbpcLh96fpZUCmdvLzQWC9KKilBbWzvnl5UaHITkV7/yGjwD4BoaQHV1gcvIAFdXB2pkBJ677wZ7/vmAXg+RWg2uutqr0fMDx3GYmJjA8PAwKioqUCoSQfb97wN2O5CaCvfvfx/0df73Rh6qQh3eXLtQ0uEajcaAlnWJht1uh1qtRmpqKurr6/kIKaHGkBAxoiEGzQXCFo2l04gE/t2TTqeD2+1GdnY28vLy4npvc4EUXIqi0NDQEPPhwt9Y3WKxzCqGwnszmUxQq9UoLi7mA2ojxczMDO699154PB785je/8UnQWKBYHHUGQjSFT6/XY3p6mhePRwKO49C5ezfSP/0Uitxc5Pz7v0NcWhpSj0cND0P07rtARgaYyy8HAo0sjEZIHn0UomPHvGPBmhp4tm4NWCT8r4c8eEwTE8j+5S8h0+shzsmB9YEHkFFd7ev0wbLAzIz3GvxO4qJDhyB97DFwLAuQxbrL5e34tm2DaGwMXEoKuJaWgCxLEleUkZHhU3CpiQlQp06Ba24O2zZs1r2ZTPyDJ9AuVEigIIG4yTwlC4Xg4SSxk3sTjrbJvQXy7pwLLpcLGo0GLMuioaEh6RR3MlbNz89HZWWlD+My1nubCxzHQavVYnBwMK4pDsF+V6BiSNyYyO+PtNBzHId9+/bhoYcewv33349rr712scvzYnHUGQjRjDqlUmlUrE7CCsw+ehT5tbXISU8He/gwmOJifo83q8vjOIjffBNcSgqosTGvXdeGDbN/OE0DTieQkgJOLPYyHc9oekKBOGJMTU2B1mhQ6PFA2toKtr8f7r4+jEgk/L5QkZqKqv/9X6QNDYGqqoLn4YcBYc7XOefAvXUrqMlJsK2t3lSF/n6w1dWQvPwyxP/4B2CzgW1thWfzZnBnDg5zkUe4khJwZzriSBBoJBUo0YHoOeVyORobG71s0SQ+NIgYuri4OGwhuPDe/L07ifG41WoFx3Eh7cqE8oy6urqkdwhktGc0Gn3GquH4kvrb50Wjn3S5XOju7oZUKk3oSJvA3w3JbDajq6sLeXl5yMjI4D+XLMuGncZhsVjw4IMPYmJiAnv37v3CWYN9UbGgO765MvkCwWazobe3N+yMKhJ+arVa0djYCMef/oRMrRbpcjmYFSvArlsXfKzJcZA89RQ4kQiUzQZWpQK3bBm4zEzAb4cl+vvfIdm5E/B4wHzrW2BuvNEbqioEy4Lq7wd16BAotxv69nb02O0oLCxEZWYmUh96CJTNBohEoLdsAVddDaqnB+zICGwuF1KffRb2vDzIurshpigwFRWw/fSnSF+61LuP4jhQExPe6xMUMNlll4ETiyE6dgwQicA1NcH1v/+L0TM0/Vhsl6IFcT6Znp7mxcBms9knXy0U2zJWEG9Pj8eDhoaGhIihhZouk8nEW18RlqVOp4NCoUBdXV3SJDEEpOBHK8IXHmIC6SdD+ZIKR+r19fVJk4cIr52QxpqammbtUYWFnshihGkcg4ODWL58OU6ePIn7778fd9xxB374wx8m1T3nS4LFUWcgeDyeiL0zXS4XOjs70dbWFvLPkTy08fFx1NbW8ovyyddfh/yvf0W6VArquutAXXhhyJ9D9fdD9NZb4PLzQdlsoCYmALHYKx3wjw1hWW/nJ5cHHCeKX3kF4j/+ERgYgEWpBF1SAsnzzyOVCOLHx0F1d3slB3I5uIwMSJ96CmBZcGlpoBwOQCqF6JNP4Glu9urVamuh+dGP4HI6Uf/GG8jv6IAoPR2eX/4SojMpB5KHH4b4L38BNT4OrrYWHqkUp264AeILLuBlG8kEISAolUqUlZXNemAQ4TYZJRK2pXBfGK0HJGEsjoyMzIu3Jym4MzMzSEtLA03TPoU+KysLcrk8YddE0zQf/dXY2BjXgh9IvO3vSyqRSKBWqyGTyaBSqZL+2bNYLFEF1Ao7+v/6r//CsWPHMDU1ha9//etYt24d2traInKEWiBYHHXGC3OxOsm+qL+/H8XFxTjnnHMgFov5PV7B9DQc6elwDw3BvW0bBqxWpNbU8KJTn4eO3Q7xO++AMpnA2e2AzQbU13vF2hrN7MInEgECJhg1MOBNNWhsBFdYCOrAAdhYFlKWRYZWC5HZDLdaDa621luUampAUZRXlwd4i2h6upelOToKzw9/CGpwENT0NEQpKRA7ncgpLcWqVavATU8j5ehRuAoLwUxNQf/b32Lwuuu8D53/+A8UNjQg47e/hdPlgjMzE+X/8i9Ij1ILGS0cDgdv/7Zy5cqgxStQ2KiQYEI8IH2IQWGQMMi4m0TnJPuhS8TQxcXFaG5u5h+6QoeWRIrSyfciUR1+KF9Sk8mE7u5uWCwW3vCaeMrO5UsaD5CD8NTUFJqamiLWg5LEhp6eHvT39+OOO+7ArbfeCrVajaNHj2LPnj2LhS8CLBa+CCESiYKOR81mM3p6eiCXy9Ha2gqZTOYjT6AoCqKyMmS/+y643FxweXnIpCjMFBbCZDJBq9X6dBd5BgNydTqIqquBoSEgPd37fylqdtHzAzU05I32oWlwGRkYufNOsHI5ClNTkXpmJ8gqlZDu2OHtDl0ucEol2IYGIDUVXFERqJ4e788aGfG6rXz960BKCtiLL4bkuefAKRSgb73V+2cyM0Hl50NuMAAiEZRr16Jg9WpYrVYYjUYcr66G8957oTCbIW9uRhbLAjZbVPrCSEHIIzqdLuqA0kD0/EBJ6WQcJfTtFEoEGhsbk+7+Qbosp9MZMAk+UKEPlokn7HrDZT66XC4+N9I/JDXREIvFkMlkmJ6eRlZWFlatWgUA/AhRGBLr70sar8+l1WpFd3c3cnNz0dbWFtVI0u12Y9u2bfj444/x+9//Hk1NTQCAFStWhL12WcRZLOhRJ8MwUWny/P02XS4X76VHnPKFAnRAIE9wuSB54glQRiO4zEyv9GDpUp+f73Q6vTuZ0VFkvvgiKKcTErkcjuuuQ5ZYjLTiYojKykD19UH8zjvg8vPBLl0Kym73jjIBsOedB/Hf/gZncTFsPT0w3HYblOefD9mpUxD97W8Q9fSAKymB6ORJb7J4VRUwPg7PjTdC8sc/euN8WlvhueEGUDoduPr6swLxIKBOn4bonXeAkhIwGzYAYjEfzJpATrYcAAAgAElEQVSXl4fq6mpwHOdjYG232/nugjxU4xklQ2zWCE08kXsQ4TiK7Gc8Hg/cbjc/2srIyEjaaFPIWIy1yxLKKoR+q0LJiL9WTbhLmw/yjDCRnfjdBoO/L6ndbodUKo1p18txHIaHh6HVatHc3Bz1gefkyZPYtGkTNmzYgPvvvz9hk4Inn3wSu3btAkVRWLZsGV5++WVMTExg48aNMBgMWLVqFV599dWkHlxixOKOLxBiLXwMw2B4eBgTExOoq6vzdgNOJ/DWW6BGRsCccw648847+2VhGMBoBCgK1OAgkJXl7dxCfZmmpkCNjsKalQVjaipPzRd5PGh+5hnIpFLIOztB5eSAMhi8uXXZ2WDEYpiNRsBqRUZtLfDoo96OEQC0WkgffxzU5CSYr30N4rff9l5bZibczz7rJcEYjeCqqoAov2ROpxO9vb08eSOUGFdoYG0ymaLS4AX6/RqNBhzHzQtFn4xVRSIRiouLeYq+sLsg95eInZrD4YBarUZKSkrC7L4CuZiQrjc1NRXT09PIzMycl12a3W5HV1cXsrKyUFtbG5X8IZSzzlwjYJvNhq6uLuTk5Pja7EUAj8eDp556Crt378bzzz+f0M5ubGwMF1xwAbq6uiCXy3H11VfjX/7lX/C3v/0NV111FTZu3Ihbb70VLS0tuO222xJ2HXHG4o4vEGI5/U5MTGBgYABKpRLnnnsurwfjTp4E1dcHrrwcko8/hqepCcjNBWga4hdegKi/H1xhITwbN3pttua6hoICcAUFSAeQDvBWaYzZDLFIBIdUihSzGdasLKTSNKihIThKSmDJz4foF79AAU0DlZU+uz8UFYHesQPgOICiwJ57LqihIa/o/cwYkIuS6cayLE6fPo3JyUmevDEXZDIZCgsLA44RhQbWQpPnYIw94e9PpqFzoN8fzG4r1E4t1q6XmJzP5a8ZDwSSjJCx7sTEBDIzM2G1WnH06FEf/WQiUuAJiL/o5ORkzOG4gZx1hCPgsbGxWb6kmZmZ0Gq1Mf/+3t5ebNq0CWvXrsVHH32UsEBdITweDxwOB6RSKex2O0pKSvDBBx/wIbI/+MEPsGXLli9T4QuKBV34ooHJZILD4YBer0dbW9usPZ5IJoOY48DZbN5uiQixR0Yg6usDV1kJ0fvvI6WzE1xGBphrrgG7bl1gT0mTCdTMjFeI7ndiF2dlQfQf/wHF66+DKi5GdmEhnJmZmE5NBVtSAu3ll8M2NYWJ9HRknaGtZ2Vl+Z58zxRdrqkJ3JmdQSwgY8WioqKY7KaCafDIXmZkZAQWi8VnL6NQKPgus6CgYF7srkg4a35+fsjfHyl5JlwzZCIEz8vLw+rVq5NObyfknZycHJx33nn8/fu/d0K2JflcxoNgIuyyEhWOK5PJUFBQwB/ohK5Ber0eJ0+eBEVRUCgUmJ6eBk3TEe1DGYbBrl278Oqrr+KZZ55JGmGltLQU9957LyoqKiCXy/GNb3wDra2tyM7O5rv1srIyjI2NJeV6Eo0FXfgi+aKRh6rT6URWVhbq6uqQkpIyy1cTjY1gL7wQGBsDu349r2fjFApAKgU1NARqchKcRAJxTw+o4WF4rFaw3/6277WNjECybRvgcIBraoLnxz+eNXZkL7sM7vXrYZ+awvjf/w7k5aHskku8JAz4OkVMTk6it7eXFzUT9ls8HjgOhwMajQYURQUkT8QDIpFoFmOP+JEaDAb09fWBpmlkZmaCZVkYDIa47wuDQUgeWbp0KZ8IHgmCJcCbTCbo9XoMDAwEdTAh3qYWiyVqf81YwLIsBgYGMDMzE5C8E+y9C0UwmcVwnuP3E8ZkqDT6RICiKMhkMn5cv3LlSv4QNpcvqf9BZmRkBLfffjuWLFmCjz/+OKnJCTMzM3j77bcxODiI7OxsfPe738W777476899VRxhFnThCwcMw2BoaAharZZf0Hd2dsLtdvtksvEfCLEY7Nq1s39QXh48t98O6vhxgGUh+uwzcDIZuNJSiDo7Zxe+Y8dAuVzgKiogUqtBTU3NcjDxeDy884Vqw4ZZVlf+ThHkfgi9e2BgADabDVKp1CffL9x9GNlxTk1Noa6uLuku+mKxGFarlbf6KiwsDNo5xbIvDAahmXe8KfrCzDhh1yt0Z/Enz6hUqqTHzJAut7i4GG1tbWHfv0QiQU5Ojg/hRDgC1ul0vLG6sBj679SILi4vLy9qxmQscDgc6OrqmmWqTSQTRL8rDL8leX8ejwf79u3j49H27t2LX//617j44ouTXmD27duH6upqvpO96qqr8Mknn8BoNPKm+qOjo18ZZ5gFTW4JlclHHmoDAwMoLS31MY7t7e2FXq9Hbm4uXzAi6iz0ekiefhqi7m5wBQVgrrrKKxUQgDpxAtInn/RKF3JyQD/6KM+qFFpNVVRUQKlUxvRFcbvdPuQSYl4dqlgQCn9JSQnKy8uT/sAxGo3QaDRzxub4e3YSFwzhmC2anZPNZoNarUZaWhrq6uqSnhVHJAIcx0GpVPLdYSydUyTweDx86kdjY2PCCm6wrL/MzEw4HA7YbDYsWbIk6RIRYXTSXIzRUD/j448/xpNPPompqSnIZDI4nU40NTVhy5YtqK+vT8CVB0ZHRwduvPFGHD58GHK5HNdffz3a2tpw4MABfOc73+HJLcuXL8ftt9+etOuKEYuszmAIlMlHTrGZmZn8SNM/H48wvkwmE89ETE9P5wvhnEa6HAdqYAAQi73syUD//dQpUFot2OXLgTMnMfLAVygUqKmpSThbz79YyOVyTE9PIzU1FSqVKimjRCFIlBPJqYtmrCjcORErr3CLBZkAEKPyWMgT0UDo/BJMIhCImi9kI0Z8UPPD1NQU+vr6EpZTGAocx0Gv10Oj0SAlJQUURSUtHJbA6XSiq6sLaWlpqK+vj2qXzHEc3nzzTezYsQOPPfYYvvWtb4GiKHg8HnR3d6O8vDzpGXo///nP8ac//QkSiQQrV67Erl27MDY2xssZVq5cid///vdJ/87HgMXCFwzChAZCgXe73bxhclA9nh/IPo0UQovF4rPAVygUMYlinU4n+vr6+GuL5oEfC2iahkajgcFg4K2uhE4ZZESaqIeg8IFfU1ODwsLCuP4umqb5EbB/sSD3aLFY0NvbO29dLgksjoaiL5SM+EdShVss3G4332U2NDQk/QEo3CUKPS6DySr8o5tiJTuRScvIyEhMjNnp6Wncc889EIvFeOaZZ5K+IlhAWCx8weB2u/kcNp1O52NaG0s+HuDtDoRdIXmYCovFXGwvsrjXarWora1Ffn5+0k/YJLKnrKwMpaWlPlZX5N7IGEoul/uMSONx8iaOOKTLTZYmjOwLDQYDtFotWJZFdnY2cnJy+K4+Gdci7DLjRd4Qkmf8i4VQkE7s9sguM9HRPcEQaV4dy7Kzops4jptFDgr38OJ0OtHd3c1nJUbzvnMch71792LLli148MEHcc011yTsu9zT04NrrrmG//eBgQFs3boV1113Ha655hp+L/3nP/85qjHtlwSLhS8YhoeH0d/fj7KyMh+XeF6eIBLF9cNJXFnIF9Lj8fjYXAkz4vR6Pfr7+1FUVBSRoW28YLVaodFokJqayo98Q4G4ewjvT5iBF0p/FwjCyKLGxsaksxWJ88fo6CivCRQ+TM1mM/8wTZRGjaQYJKPLFKYCkBEwMXkgnwGFQpHUzyHRBZrNZjQ1NcU06SCJDuT9C2RinZ6ePiu6ibjPqFSqqLszs9mMBx54AAaDAc899xxPWEoGGIZBaWkpOjo68OyzzyI3NxcPPPAAtm3bhpmZGfzP//xP0q4lyVgsfMEwMjKC7OzsgHs8IPH0XSFTj4xIAe9Dn5wuFQpFUrs8whY1mUxQqVQx7bH8HzZC/V0w5xJhhzEfeyTgbJeZnZ2NmpqaoGOyWPaFoUBGy263O+4pBuGAOxMZNTY2xpsmkGKRDPIM4N1nq9XqhCbCE5Yzef+E5KC0tDRotVrI5XI0NDRE3eUdOHAADzzwADZv3ozrr78+6QfY9957Dw8//DAOHjyIhoYGfPjhhygpKcHExAQuuugi9Jzx5P0KYrHwBQNN03x3F8tYM17XQuQJxcXFYBgGJpOJZ7KRrkmhUCRkxCYsOPFgiwaDkHxBDAGI+0VKSgomJyeRmZnpk8SeLAg1cdF2mcH2haTQKxSKoN2z8D2orq5GUVFR0j+LxFQ5WNEPdH8pKSk+I+5YLOIYhuG9b5uampJe9GmaxvDwMMbGxpCWlgaGYXx8O8PdZ9vtdvz85z+HRqPBrl27UFlZmaQ78MWNN96IVatWYdOmTcjOzobRaOT/W05ODmZmZublupKAxcIXDJ988glqamr4Ecd8FLy55An+I0STyeRDySdC9FhOkhaLBT09PcjIyEh6wSHEoN7eXlgsFr4o+LNkE3lSFu4yE1H0hfpCYvBMyBekYLjdbp89UrKLPkmx0Ov1Ee8SieyA3J/L5Ypq30tGu2SfnOzvI3kPJBKJj8epkMUtlFX4+3YSfPbZZ7j77rtxww034I477pi3kFi32w2lUolTp06hqKhosfCR/7CQCx/Hcbjzzjtx6NAhAN6Ij7a2NrS3t0OlUiXlw0rkCeR0HW4nR0ZspBCS5HBhVxHOqVu4RyNM1mRCWHDKy8v5h12gETBJDyf3GK/oGKGhc319fVLc5wkTkdyfXq+H2+1Gbm4uCgoK4nKYiQSEPFJYWBiXfbJQsC3c9wqLvVDy4/F4ePebpqampJuKA4BWq8XAwEBYSRJCqzJyj6+++ip6enqQmpqK8fFxvPjii1i9enWSrj4w3n77bTz77LN47733AGBx1En+w0IufASk4zhy5Ag6OjrQ0dHB09bb2tqwevVqtLW1IScnJ24nUGF6gUqlios8wV9bKBSi+3t1CrvMRAWDzgWbzcY/KMIhzxCLsmCRRqFGiIEgZMwm2tA5GEwmE+/vWVFRMYtckugkB4Zh0NfXxxOIEimTEZJnhExLqVQKq9WK0tJSVFVVJd1j1e12Q61Wg6IoNDY2Rt1pHz9+HD/5yU9QVVWFgoICHDt2DCaTCTt27MAll1wS56sODxs3bsSll16KG264AQBw3333IS8vjye3GAwGbN++fV6uLQlYLHyRgri8Hzp0CIcOHcLhw4d5lwhSDJcsWRLxl4RhGJw+fZqXJyQyo8y/qyAPGplMBqvVipycnIRF1oQCwzAYHByEwWCASqWKSagbbIQ4l5EAyQmMV4cTKYjzic1mC1lwAu1Dw90XzgViKj5fY0WaptHT0wOHw4G8vDzY7fZZ5Jl4h8L6g6TCxyLToGkaTz75JPbu3Yvnn38ey5cv5/8bYcXOh+jbbrejvLwcAwMDPEFtenoaV199Nb9WeeONN+blwJckLBa+eMDtduPEiRP49NNP0dHRgZMnTyIrKwvt7e1ob2/H6tWrg3ZOHMdhamoKAwMDSQlFDXb9vb29fNFzOp2w2Ww8MSGarilSkLGmUqn0kY/EC4GMBAD4MBDHxsZA0/ScOYGJAnE+iXaXGM6+MFTXRAqOx+NBY2PjvIwVyd9BIAIP6ez9yTPC+4v1msnfAcuyaGxsjPoz39PTg02bNuHiiy/GQw89lNDvjtFoxE033cQnQLz00ktoaGhYSLq8SLFY+BIBorUjXWFHRwc/NiNd4YoVK9DV1YWOjg6sW7cOdXV1ST/9CfVogVxPiKsH+YemaaSnpyM7O5s/dcdapMkeTSqVor6+Pql/B8RIYGRkBNPT05BIJLxrSVReq1HC6XTy4bQNDQ1xe0gKO3uhvlCYX0hSOMjBIxHuN+FA6P4SScHx36cR8oywGIY7uRAW3eLi4qjug2EY7Ny5E6+//jp++9vfJmWX94Mf/ABr167FTTfdBLfbDbvdjscee2wh6fIixWLhSxYYhkF3dzc+/fRTHDhwAO+99x7kcjkuvPBCrFu3DqtXr0Z1dXXSur1wzZyFCGa/JiwUkUTGDA0NYWpqCiqVal5Oo8Tqi0gkJBKJDwvRP/U93q4s5OAxNjaWtHBcIfmJFAy3242UlBRUVlYiJycnYfq7YCDkkZqaGj61IFoImc7k/jweT0ibMqKNJJ1utIed4eFh3HHHHWhpacFjjz2WFLmF2WxGS0sLBgYGfN6zBUZWiRSLhS/Z2L9/P+68807cfffd2LBhA44ePcqPSAcHB1FRUcGPR1tbW5GZmRnXh5DL5UJvb2/cRnrC8ZO/9o4UC/8Tt16vR19f37yNdhmG8cmJC0XPD6drysjIiPg9Ipo4hUIRsb9mPCBMEaiuroZEIknIvjAUiERALBZDpVIlbBwoPLD525RJJBJMTU2hpqYmakMElmXxyiuv4IUXXsCvfvUrXHTRRfG/iSA4fvw4br75ZjQ3N+PEiRNobW3Fr3/9a5SWli4keUKkWCx8yYbBYIBUKg0oD2BZFoODg/yI9MiRI3C5XFi+fDlfDBsbG6N6SLIsi5GREUxMTCSUPEPo3MIRKbEnS0tL4++/oaFh3nZI/f39Mbl+BHL1kEgks0akwVIcCIGnqakp6TIR4Gx0UkZGBurq6gJ+nkKRg2I1dxaK8cORCCQCbrcbXV1dsNvtyMjIgN1uh1gs9omlCoc8MzExgU2bNqGiogKPP/540t/PI0eO4JxzzsHBgwexZs0abN68GVlZWXj66acXC19wLBa+LzqcTieOHj3KF0ONRoO8vDy0trZi9erVaG9vR0FBQcgv6PT0NPr6+lBQUIDKysqkdxeEqajT6ZCens4nOGRlZfH7wkQmOABn92gURUGlUsW96AaSjBChNnmQms1maDSahBF45gKRaeh0OjQ2NkZkOUe6JnKPpGvy3xfO1b27XC50d3dDKpXOC3MY8B4+e3p6ZtneBZLF+JNnyIGG4zj8+c9/xpNPPolt27bhm9/85ryYXExOTuKcc87B0NAQAOCjjz7Ctm3b0NfXtzjqDI7FwvdlAzktHzp0iB+RkjgWwiJdvnw5ZDIZ+vv7MTg4yKdwJ9viCfA+ZHp7e1FQUICqqiqfBAdhoRAmOJCHTDx2aSzLYnR0FOPj40nbowG+KQczMzPQ6XTgOA65ubl8UHG8jatDwWw2Q61WIz8/3+d9iAUMw8wydxbqC4lZAikU8TB1jgXCkNzm5uawDj/CMGaz2Yxt27ZhenoaNE0jMzMTzz//POrq6pJw9cGxdu1a7Nq1Cw0NDdiyZQtsNhsALCRdXqRYLHxfBXg8Hpw8eRKffvopDh06hOPHj/MO+j/60Y/wb//2bz6xQcmAy+WCRqMBwzBoaGiYs+gKC0WgRPRodmlEBB4JgSeeEI70ampqkJ+fD6vVGlSILiwU8QLZZxqNRp+sukQhkL5QKpXyHXAiU9lDYWZmBj09PTFpEzmOw549e/D4449j7dq1EIlEOHr0KGZmZvC73/3OR6eXTBw/fpxndNbU1ODll18Gy7ILSZcXKRYL31cNH3zwAe69915s2LABK1euxNGjR/HZZ5/xQa2kK1y1ahVPZY8nhB1WrLtEf/s1q9UKqVTqoy0MxMAjdmtzicATCbvdDrVaDblcjrq6uqAjvUCdr9B4PJbsQuJvmcgUg1AgrNWRkREUFRWBZVmYTCZ4PB6eKRuvMNhgEDrQNDc3Rz31MBqNuP/++2G1WrFz504f9inDMOA4Lml5kIuIGYuF76uGQ4cO8d6WQrAsi97eXr4r/Oc//wmO4+LqQxqNRCJSkNGTUG4gFGk7HA4MDw/PW2yRcI/W0NAQsfuMPx1fSA7yz2YMBpqm0dvbC5fLNS/RRYBXn9nV1RWQQBOvfeFciEd8Ecdx+L//+z/89Kc/xb333ovvf//7CZ2cVFVV8a5CEokER44cgcFgWBSjxxeLhW+hgtD0jxw5wovso/UhJc4vLpcLDQ0NSe2wyEN0amoKIyMjYFl2VlRTIq2thCCGzv77zFgxlzG3UD9JrLbmy2eV5PWNj4+jsbEx7MIfbF/ob64ezv2QkFqLxYKmpqaoR6tWqxUPPfQQhoaGsGvXLpSXl0f1cyJBVVUVjhw54rOL/slPfrIoRo8vFgvfIs5C6EPa0dGBzz77DFarFUuWLOHlFEIfUkLNJzqo+XD8EArhSYdFHFlIoYjVtHouhOuvGU/423fZbDbQNA2pVIrq6mrk5eUlJU1CCJvNxmsTQ4X0hgvhGNhsNs/SiJKcRiFMJhO6u7tjZs5++umnuOeee3DzzTfj1ltvTdp+PFDhWxSjxx2LhW8RoeHvQ3rq1ClkZmbyX9DrrrsOt99++7zR0jUaTVhCeKEujdivZWRkxJzrRzqs+Rqt+mc2CoXo5B4Dxf3E+xpImkWkMolIfw/RiArvkYy6rVYr7HY7lixZEvXhw+l04tFHH8WRI0ewa9cu1NfXx/kuQqO6upqfstxyyy24+eabF1pWXjKwWPgWERkMBgPuvfdeHD16FBdccAF6enoC+pAmcq/kdrt5i6lwGKOBEGx8KBythbLuIrrARLuOhAIh0KSlpaGurm4WuYLjOB8WKbGYEzJlYx0DEweanJwc1NTUJN2Fh+M4aLVa9Pb2QiaTgTy3hEL0cNnAx44dw5133omNGzfi7rvvTjoLGADGx8ehVCqh0+mwfv16PP3007jiiisWC198sVj4FhEZ/vznP4OmaVx77bX8w4T4kJIR6bFjxyASibBq1Sp+RBoPH1JiszUyMhJTXEwweDwen26CjNb8tYXEX7O+vn5e9GhkJD0xMRHRHg1AwDEwSeEgBT8cr0pC4pmamoo4lT1eIE5HBoMBzc3NfJc3l7OOv2ECTdPYsWMHPvjgAzz//PNYunRp0u8lELZs2YKMjAy88MILi6PO+GKx8C0i/uA4DhaLBYcPHw7oQ9re3o7W1lZkZWWF3W1YLBao1Wp+f5QM6riQYUmE6Ha7HXK5HKWlpcjOzk6qCB04+/cQzw7Lf3w4V5yRxWJBd3d3XMXwkYJcA3Ejmusa/PeFIyMjeOqpp1BfX4+Ojg58+9vfxqOPPjovI3sCm83Ga1dtNhvWr1+Pn/3sZ3j//fcXxejxxWLhiwduvPFG7NmzB4WFhTh58mTAP/Phhx/irrvuAk3TyM/Px/79+5N8lfMLQkIhcopwfUgJQ89kMqGxsXFevC2FInCVSgUAs0ToQhZpIjxICZGIGGsn8u8hmNwgIyMDbrcbTqcTS5cunZf3gnyO9Ho9mpuboxbk0zSN7du348CBA6ipqcHp06dhNBpx7rnn4je/+U2crzo8DAwM4MorrwTgnT5ce+21ePDBBxdaSGwysFj44oEDBw4gIyMD1113XcDCZzQacd5552Hv3r2oqKiATqeL+5juywjiQ9rR0YFDhw5BrVYjLy+P3xWOj4/j4MGDeOSRR+YlCRw4m0YeiiVI07SPttDlcvnk+sVqv0ZcR0pKSlBRUTEvfw9GoxGnTp1CWloaxGIxbDYbbyYglBskElarFV1dXTF3moODg7j99tuxevVq/OIXv+Cvm2EYjI6OorKyMp6XvYgvHhYLX7wwNDSEyy+/PGDh+81vfoPx8XE88sgj83BlXx4Qi689e/Zg+/btfNZfbW0tXwyJD2miQQg0xHItkoc60UgKR2tEoE26wnBcczweD3p7e+FwONDU1DQvQnRhtyvcowG+PpaJKPgEwn1iLIkWLMvipZdewssvv4ynnnoKa9eujfnaQoFhGLS1taG0tBR79uzB4OAgNm7cCIPBgFWrVuHVV1+dF1LUIoIXvkXvnThCo9GApmlcdNFFsFgs2Lx5M6677rr5vqwvHCiKAsuyeO655/Dcc8/h4osv9vEhfemll/D5558jNTWVL4SrV6+Oqw+p0Ew5WgINRVFIT09Heno6SkpKAJwlXJhMJgwMDMBms4UklZA08MrKSjQ2Ns5bl6dWq3lTA/9rSElJQUFBAW9LJyz4Op0OfX19s/xWI3Vksdls6OrqQm5uLtra2qJ+n8fGxnDHHXegrq4OH330UcI9SwHg17/+NZqammA2mwEA999/P3784x9j48aNuPXWW/Hiiy/itttuS/h1LCJ8LHZ8ESJUx7dp0yYcOXIE77//PhwOB84991z89a9/5fdFi/CFx+MJ2ilwHAej0YjPPvuMJ86QMNVYfUhJTl16enpAeUC8EYhUIpfL4XQ6IZFIsGTJknnr8uLhfALMTnz334kGi6QizNXJyUk0NTVFzRplWRavv/46nnrqKTz++ONYv359Ug4Ro6Oj+MEPfoAHH3wQv/zlL/HOO++goKAAk5OTkEgk+PTTT7Flyxb8/e9/T/i1LGIWFju+ZKCsrAz5+fl8F3DhhRfixIkTYRW+uYgzJpMJ3//+93H69Gl4PB7ce++9uOGGGxJxG0lDqIJDURRycnJw6aWX4tJLLwXg60P61ltv4ec//zlYlsWKFSv43ML6+vqguqxY/TWjhUwmQ2FhIQoLC/lOc2BgAHl5eeA4Dp9//jk/7iVdYaLt18g+sbS0FPX19TH/LqKNFIrayU7UbDZjfHx8ljG3VCqFRqOBQqFAe3t71F2eTqfD5s2boVAosH///qT6W951113Yvn07LBYLAO+uODs7m/9sl5WVYWxsLGnXs4jwsFj44ogNGzZg06ZN8Hg8cLvd6OjowI9//OOwXnv99ddj06ZNQUejzz77LJqbm/HOO+/wtl3//u//vqB2ByKRCA0NDWhoaMD1118/y4f0kUceCepDum/fPrhcLt6WbT6o+Q6HA2q1GjKZDGvWrPGh1AvDUUmWnEwm82GRxoOCL8yqa2lpSWinKZVKkZ+fz9tyEdmI0WjE4OAgzGYzZDIZXC4XxsbGkJWVFZGzDsdx2L17Nx577DFs3boV//qv/5rUUTE5qLa2tuLDDz/kr8kf0V4Tx3FYu3YtHnzwQXzzm98E4NXXvvTSS9i7d2/U172IxcIXEb73ve/hww8/hF6vR1lZGR5++GHQNA0AuPXWW9HU1ITLLrsMy5cvh0gkwk033RS2SNEVsREAABHHSURBVPbCCy/k05UDgaIonm5utVqRm5u74ONRyI5t3bp1WLduHYCz5smHDh3CgQMHsG3bNoyMjEChUGDjxo0oKysDwzBJLXxCQ2eVShWQoi6RSPjwWgKiLTQYDBgcHOTTG8joMFL7NcJcLS8vR0NDQ9L3iSSodnx8HFlZWVi5ciUoiuJNq0dHR2GxWPjswlDOOjMzM7jvvvvgdrvxwQcfxBSLFS0OHjyI3bt3429/+xtvlXfXXXfBaDTyY/zR0VEolcqofj5FUdi5cye++93v4mtf+xoYhsGDDz64WPTigMUd3xcIofaHFosFV1xxBdRqNSwWC/70pz/hW9/61jxc5ZcH7777Lh544AHcddddWLJkCe84c+rUKWRlZaG1tRXt7e1Ys+b/t3f3MU1dbxzAv21VEEErOpEMmKIItQIFpfiKDMM0UdkUJ3NzypBgVCJmU8S5qTNzAeYYbM4X1ChOjUw3t8WgzqFs6gIKQxGl+IKVSiuIvDMoLZzfH6T3R+XFUkovpeeT8Afl2p5rbni45z7ne3x7bYcDTdQXn8/vcaBzR/Frumxwq1arcf/+fSiVSggEgl5fjtARzZ59JSUlr0yh6WiTWwsLC1y/fh2jR48Gj8dDfHw8Nm/erJUsxKaMjAzs3r0b586dw7vvvovg4GCmucXDwwNr167V+72jo6MxZMgQ1NfXw8bGBp9//rkBR96v0eUMpqCrwnfmzBlcv34dCQkJePToEQIDA3H79m1WIqRMRW5uLhwdHbUS8IHWX8Ll5eXIyspiGmfa5pD6+PjAy8urR9OAmpitFy9e9GrUV0cb3A4ePJi5K1Sr1SgqKmItXBtoneItKChgmom6W/w1odWnT5/GqVOnmHWgIpEIYrEYISEhWhvGsqFt4SsqKmKWM3h5eeH48eM9WppTX18Pb29vDBo0CNnZ2UZZ5tNP0MJnCroqfPPnz0dMTAyzJikgIACxsbEQi8XGHma/1NzcDIlEwhTCnuSQavbrs7Oze+VuEoZGCEFDQwMqKipQXFyMpqamdls16RrmbIixyOVyyGQyuLq69qjp5OrVq4iOjsa6desQHh6OlpYWFBQUICsrC3PnzjXKHnps2rZtG6ytrREdHc32UEwJ7eo0dU5OTkhPT8esWbNQWlqKwsJCODs76/zvZTIZVqxYgWfPnoHL5SIiIgJRUVFaxxBCEBUVhbS0NFhZWeHo0aPw9vY29Kn0STweD0KhEEKhEOHh4e1ySLdu3YrHjx/DwcEBYrG4wxzSxsZGPHnyBHV1dZg0aZJRN+rV0Dwzk8lkcHZ2hp2dHXMu1dXVkEqlTJhzb6axNDY24t69e7CyssKUKVP0fh7d0NCAnTt3Ii8vD2fPnmWueS6XC3d3d7i7uxty2H0Wl8tlpSGrv6J3fH1E28YZOzu7do0zcrkcoaGhUCgUIIQgJiYGy5cv1/n9FQoFFAoFvL29UVtbi8mTJ+PXX3/FxIkTmWPS0tLw/fffIy0tDVlZWYiKikJWVpbBz9VUvZxDmpOTg8bGRnh4eIDP5+PcuXNISUmBSCRiZUqxqakJhYWFIITAzc2ty47fztJY2q670+d5ZNtgAFdX1x5lTebk5GDDhg1Yvnw51q9f36vbBzU2NsLPzw9KpRJqtRpLlizBF1980WdSWDQ7OGzcuNHon23C6FQnpU2z9CIwMJB5bfXq1fD398eyZcsAaO8ITXVMLpcjPDwcT58+haurKwoLC7VySH18fPDaa6/1eiEsLS1FUVGR3ik0mqUhmmeFmhQSGxsb8Pl8DB069JVhAUqlEvfu3YOFhQUmTJig911eU1MT4uLi8Pfff+PQoUMQCAR6vU93aAK7ra2toVKpMHPmTCQlJSEhIQGLFy9mGlU8PT1ZSWGhhU8vdKqT+j+pVIrc3Fz4+vpqvV5SUqL1rESz+JYWvs4lJSUhLCwMwcHBTLv+s2fPkJmZiczMTPzwww+orKyEq6sr86zQkDmkSqUSEokEPB4PU6ZM0XutX9v4NU37vSZ+raqqql38muZr0KBBzDlLpVK4uLi0aybqjrt37yIyMhILFy5ERkaG0bYP4nA4TLyZSqWCSqUCh8PB5cuXcfLkSQDAypUrsWPHDtYKH2U4tPCZmbq6OgQHByMxMbFdp6EhF9+ai7i4OK3vORwO7O3tsWjRIq2tZ9rmkN65cweWlpZM2oyPjw8cHBy69QynbbEZP358r6xj4/F44PP5WksPNPFrVVVVePLkCZqamqBWq2FhYQEXFxe9pzbVajW+++47/P777zhw4AC8vLwMdRo6a25uxuTJk/Hw4UOsW7cO48aNoyks/RQtfGZEpVIhODgYH3zwARYvXtzu5w4ODpDJZMz33Vl8q0vzzIkTJ5hCYW1tjX379sHT07MHZ2QaBgwYAJFIBJFIhDVr1rTLIT158mS3ckgbGxtRUFAACwuLHt3l6aNt/FppaSkePXrEbB2kCazmcrlaXaQdLUBv68GDB4iMjMSMGTNw9epV1tr1eTwebt26haqqKixatAgFBQXtjqF/CPYPtPCZCUIIVq1aBYFAgI8//rjDY4KCgrBnzx689957yMrKwrBhw3Se5hwwYAC++eYbreaZwMBAreaZsWPHMlmK58+fR0REhFk2z3SVQ5qZmYnffvsN27dvR3NzM0QiEfO8cNy4cdi/fz/GjBmD6dOnY8SIEayMv6mpCRKJBFwuFz4+Pu0KryZ+rbq6GqWlpWhoaIClpSWGDh0KPp8PKysrDB48GC0tLTh48CCOHTuGPXv2YMaMGaycz8v4fD78/f2RmZlpsBQWqm+hzS1m4tq1a5g1axbc3d2ZKbWvvvoKxcXFAFo7RwkhiIyMxIULF2BlZYUjR45gypQpen1eR80zbVVWVmLSpEl06qgTL+eQXrlyBTdv3oSLiwtmzZqFGTNmMDmkxrwLKSsrw6NHj7rVRKPJ6KypqUFVVRXi4uKQnZ0NHo8He3t77Nq1C2Kx2Kh3ri97/vw5Bg4cCD6fj4aGBrz11lvYvHkzUlJSDJrCQhkV7eqkjEcqlcLPzw/5+fmdJpbs3r0bEokEhw4dMvLoTE9qairi4uKQkJAAZ2dnpnHmxo0bqKurY4K3xWIxhEJhrxQQlUoFiUSi01KJrrS0tOD48ePYv38/IiIiAAA3btzAnTt3sH37dgQFBRly2DrLy8vDypUr0dzcjJaWFixduhTbtm0zeAoLZVS08FHGUVdXh9mzZ2Pr1q0dPkcEgCtXrmDt2rW4du0aa9N1puT+/ftwcHDocL+8pqYm3L59m8khzc/Ph42NDRO9ZogcUs1muZoF8fp69uwZ1q9fj1GjRuHbb7/V2sIIaL0zpM/QKAOihY/qfSqVCgsWLMDcuXM7fY6Yl5eHRYsW4fz5893eoFeXBhqNmzdvYurUqUhNTcWSJUu6fS6mqqMc0rKyMri4uHQ7h1SlUuH+/ftQq9UQCAR63+URQvDLL78gPj4eu3btwsKFC3u1wHV2nVRUVCAkJARSqRRjxozBTz/9ZNS9+yijo4WP6l2EEKxcuRK2trZITEzs8Jji4mIEBATg2LFjmD59erc/Q5f0GaC1LT0wMBCWlpYICwszq8LXEX1ySBUKBVMgenLH+OLFC3zyySfgcrnYs2dPj9b46aqz6+To0aOwtbVFTEwMYmNjUVlZ2W45CtWv0MJH9S5dmmfCw8Px888/44033gDQ2gmanZ2t92d21kCTmJiIgQMH4ubNm1iwYIHZF76XabI7s7OzmWJYVFQER0dHeHp6MrtaxMfH653hSQjBxYsXsWPHDnz66acICQlhbRpTc51ERkYySUQKhQL+/v4oLCxkZUyUUdDCR/UvnTXQlJSU4P3338fly5exatUqWvh01NLSghMnTuCzzz6Dh4cHysvLoVQq4eHhwSyncHNz0ymGrKamBlu2bEF5eTmSk5NZTf5pe504OTmhqqqK+dnw4cNRWVnJ2tioXkcjy6j+o6v0mQ0bNiAuLq5XA437o6dPn+L06dP4559/8PrrrwNoXSj/77//IjMzk+nC7SqHlBCCq1evYvPmzVi/fj0++ugjVncU6Oo6ocwbveOjTMqrGmjGjh3LRK+Vl5fDysoKycnJeOedd4w91H6HEILS0lJkZmYyU6QVFRVwc3ODSCRCfn4+ysrKcPjwYWY6my0dXSdtQ9fpVKdZoFOdlOnTpYGmrdDQ0G5PderaOZqRkYENGzZApVJh5MiR+Ouvv7p1Lv2FJoc0LS0NRUVFOHDgAOt3251dJ5s2bcKIESOY5paKigrEx8ezOFKql9HCRxmHTCaDn58fcnJyYGtri8rKSnh7eyMjI6PHdwG6NNC0pU/h06VztKqqCtOnT8eFCxfg5OSEsrIyvbYConpHZ9eJr68vli5diuLiYjg5OeH06dM92i+Q6vNo4aOMJz4+Hg8fPkRycjJWr16NMWPGYMuWLWwPSy8ddY7u3bsXcrkcX375JYsjoyjqFWjho4xHpVJh8uTJCAsLw8GDB5Gbm8vKrtU91VnnqGaK8+7du6itrUVUVBRWrFjB4kgpiuoA7eqkjGfgwIH4+uuvMW/ePPzxxx8mWfS66ghUq9XIyclBeno6GhoaMG3aNEydOrXbSTTUq4WFheHcuXMYNWoU8vPzAYAmsFA9xl6vMdWvnT9/Hvb29swvK1Oiy76F8+bNw5AhQzBy5Ej4+fnh9u3bOr+/TCbDm2++CYFAAKFQiKSkpHbHVFdXY+HChfD09IRQKMSRI0d6dE6mKjQ0FBcuXNB6LTY2FnPmzMGDBw8wZ84cxMbGsjQ6ymQRQrr6oqhuy83NJRMnTiRPnjwhjo6ORC6Xsz0knbW0tJAPP/yQREVFdXrMvXv3SEBAAFGpVKS+vp4IhUJy584dnT9DLpeTnJwcQgghNTU1xMXFhdy9e1frmF27dpHo6GhCCCFlZWVk+PDhRKlU6nFGpu/x48dEKBQy30+YMIG5puRyOZkwYQJbQ6P6tk5rG53qpAyKEII1a9YgMTERTk5O2LRpEzZu3IgTJ06wPTSdXL9+HT/++CPc3d0hEokAtO8cFQgEmDdvHjw8PMDlchEeHo5Jkybp/Bn29vZMmomNjQ0EAgFKSkq0Okc5HA5qa2tBCEFdXR1sbW11Sk0xB6Wlpcz/n729PcrKylgeEWVqaHMLZVDJyclIT09HamoqgNaAZLFYjISEBMyePZvl0fU9nTXQ1NbWIigoCBKJBLW1tUhNTcX8+fNZHCl7pFIpFixYwEyb8/l8Gj1G6aLT5hb6jI8yqIiICKboAQCPx0NOTg4teh3oqoHm4sWLEIlEkMvluHXrFiIjI1FTU8PSSPsWOzs7KBQKAK3rLukaSqq7aOGjKBa8qoHmyJEjWLx4MTgcDsaPH4+xY8dCIpGwMNK+JygoCCkpKQCAlJQUvP322yyPiDI1tPBRlJERQrBq1SoIBIJON+x1cnJCeno6gNZnWoWFhXB2dtb5MxobGyEWi5mu0O3bt7c7RqlUIiQkBOPHj4evry+kUqle59Obli1bhmnTpqGwsBAODg44fPgwYmJicOnSJbi4uODSpUuIiYlhe5iUiaHP+CjKyHSJXpPL5QgNDYVCoQAhBDExMVi+fLnOn0EIQX19PaytraFSqTBz5kwkJSVh6tSpzDF79+5FXl4e9u/fj1OnTuHs2bNa09QUZeJocgtFmav//vsPM2fOxL59++Dr68u8PnfuXOzYsQPTpk2DWq3G6NGj8fz5c9Y2jKUoA6PNLRRlbpqbmyESiTBq1CgEBgZqFT2gddNeR0dHAMCAAQMwbNgwvHjxgo2hUpRR0cJHUf0Uj8fDrVu38PTpU9y4caNdik5Hsz30bo8yB7TwUVQ/x+fz4e/v3y76y8HBATKZDEBr/mh1dTXdpocyC7TwUVQ/9Pz5c2aRd0NDA/7880+4ublpHdN2WcCZM2cQEBBA7/gos/Cq5haKokwQh8PxAJACgIfWP3B/IoTs5HA4OwFkE0J+53A4lgB+BOAFoALAe4SQItYGTVFGQgsfRVEUZVboVCdFURRlVmjhoyiKoswKLXwURVGUWaGFj6IoijIrtPBRFEVRZuV/eAEW0fohWsAAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "ax.scatter(X, Y, Z, c='r',s=8)\n", "ax.set_xlabel('X')\n", "ax.set_ylabel('Y')\n", "ax.set_zlabel('Z')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And it gets more interesting when we overlay a prediction on the actual data. Let's use a Decision Tree Regressor to create a predictive model for this data:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R2 0.9976832045216716\n" ] } ], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "from sklearn.model_selection import train_test_split\n", "features = pd.DataFrame({'X':X, 'Z':Z})\n", "labels = pd.DataFrame({'Y':Y})\n", "X_train, X_test, y_train, y_test = train_test_split(features, labels, test_size=0.33, random_state=42)\n", "dtr3d = DecisionTreeRegressor(max_depth=4, random_state=42)\n", "dtr3d.fit(X_train,y_train)\n", "\n", "print('R2',dtr3d.score(X_train,y_train))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "yhat3d = dtr3d.predict(X_test)\n", "\n", "fig = plt.figure()\n", "ax = ax = fig.add_subplot(111, projection='3d')\n", "ax.scatter(X, Y, Z, c='r',s=8)\n", "ax.scatter(X_test['X'], yhat3d, X_test['Z'], c='k', marker='*',s=100)\n", "ax.set_xlabel('X')\n", "ax.set_ylabel('Y')\n", "ax.set_zlabel('Z')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the predictions using a star-type marker. It was very interesting, right?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More than 3 dimensions\n", "\n", "Sometimes we want to demonstrate information with more than 3 dimensions, but how do we do that? Let's assume that we also want to include the scholarship percentage as a variable in our example of school dropout. How would we do it?\n", "One possible approach would be to manipulate the markers to represent the exchange. We can use colors, for example. Let's see, first, we need to know which stock ranges exist in the dataset:\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " periodo repetiu ematraso disciplinas faltas desempenho abandonou\n", "bolsa \n", "0.00 53 53 53 53 53 53 53\n", "0.05 50 50 50 50 50 50 50\n", "0.10 50 50 50 50 50 50 50\n", "0.15 50 50 50 50 50 50 50\n", "0.20 45 45 45 45 45 45 45\n", "0.25 52 52 52 52 52 52 52\n" ] } ], "source": [ "print(df.groupby(\"bolsa\").count())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can create a color table, indexed by the percentage of scholarship:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
periodobolsarepetiuematrasodisciplinasfaltasdesempenhoabandonoucor
020.2581400.0000001k
120.1531365.3333330m
240.1001108.0000000g
340.2081104.0000001y
410.2031118.0000000y
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" ], "text/plain": [ " periodo bolsa repetiu ematraso disciplinas faltas desempenho \\\n", "0 2 0.25 8 1 4 0 0.000000 \n", "1 2 0.15 3 1 3 6 5.333333 \n", "2 4 0.10 0 1 1 0 8.000000 \n", "3 4 0.20 8 1 1 0 4.000000 \n", "4 1 0.20 3 1 1 1 8.000000 \n", "\n", " abandonou cor \n", "0 1 k \n", "1 0 m \n", "2 0 g \n", "3 1 y \n", "4 0 y " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from decimal import Decimal\n", "bolsas = {0.00: 'b',0.05: 'r', 0.10: 'g', 0.15: 'm', 0.20: 'y', 0.25: 'k'}\n", "df['cor'] = [bolsas[float(round(Decimal(codigo),2))] for codigo in df['bolsa']]\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This \"trick\" deserves an explanation. I created a dictionary indexed by the value of the scholarship. So, we get the corresponding color code. I just need to include a column in the dataframe with that value, in order to use it in the chart. There is only one problem: The original dataset is \"dirty\" (something that happens frequently) and the percentage 0.15 is like 0.1500000002. I can remove this by converting the speaker from \"float\" to \"Decimal\", rounding and converting again to float.\n", "\n", "When plotting, let's look for the color in the dictionary: " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "#ax = fig.add_subplot(111, projection='3d')\n", "ax = Axes3D(fig) # Para Matplotlib 0.99\n", "ax.scatter(xs=df['periodo'],ys=df['repetiu'],zs=df['desempenho'], c=df['cor'],s=50)\n", "ax.set_xlabel('periodo')\n", "ax.set_ylabel('repetiu')\n", "ax.set_zlabel('desempenho')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok! There we have the color of the ball giving the fourth dimension: The percentage of scholarship" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that there is already a concentration of students with a 25% scholarship (black) with few repetitions, but low performance, in all periods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just as we touch the color, we can touch the size, creating something like a \"heat map\". We will transform this vision in 2D, placing \"performance\" in a different size." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(df['periodo'],df['repetiu'], c='r',s=df['desempenho']*30)\n", "ax.set_xlabel('periodo')\n", "ax.set_ylabel('repetiu')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This shows us a curious fact. We have students with good performance (big balls) in all periods, without repeating any discipline, who left. What would have made them do this? Maybe it's financial conditions, or dissatisfaction with the course. A fact to be investigated, which was only revealed thanks to this visualization." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Georeferencing\n", "We often have datasets with geographic information and we need to plot the data on a map. I will show you here how to do this with an example of the dataset of the 2018 Dengue cases in Rio de Janeiro. Source: Data Rio: http://www.data.rio/datasets/fb9ede8d588f45b48b985e62c817f062_0\n", "\n", "I created a georeferenced dataset, which is in the folder for this demo. It is in CSV format, separated by semicolons, with a decimal separator in Portuguese (comma) and field separator as \";\"" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bairroquantidadelatitudelongitude
0Saúde0-22.897827-43.197170
1Gamboa8-22.900655-43.206874
2Santo Cristo13-22.876059-43.234724
3Caju42-22.900546-43.186895
4Centro54-22.919694-43.202203
\n", "
" ], "text/plain": [ " bairro quantidade latitude longitude\n", "0 Saúde 0 -22.897827 -43.197170\n", "1 Gamboa 8 -22.900655 -43.206874\n", "2 Santo Cristo 13 -22.876059 -43.234724\n", "3 Caju 42 -22.900546 -43.186895\n", "4 Centro 54 -22.919694 -43.202203" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_dengue = pd.read_csv('./dengue2018.csv',decimal=',', sep=';')\n", "df_dengue.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The columns are: \"bairro\": neighborhood, \"quantidade\": quantity of cases. The rest you know.\n", "A simple scatter plot gives a good idea of the problem. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(df_dengue['longitude'],df_dengue['latitude'], c='r',s=15)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can place the point size proportional to the number of cases, increasing the size of the information: " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(df_dengue['longitude'],df_dengue['latitude'], c='r',s=5+df_dengue['quantidade'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can manipulate color and intensity to create a \"heat map\" of Dengue:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "def calcular_cor(valor):\n", " cor = 'r'\n", " if valor <= 10: \n", " cor = '#ffff00'\n", " elif valor <= 30:\n", " cor = '#ffbf00'\n", " elif valor <= 50:\n", " cor = '#ff8000'\n", " return cor\n", " \n", "df_dengue['cor'] = [calcular_cor(codigo) for codigo in df_dengue['quantidade']]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bairroquantidadelatitudelongitudecor
0Saúde0-22.897827-43.197170#ffff00
1Gamboa8-22.900655-43.206874#ffff00
2Santo Cristo13-22.876059-43.234724#ffbf00
3Caju42-22.900546-43.186895#ff8000
4Centro54-22.919694-43.202203r
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" ], "text/plain": [ " bairro quantidade latitude longitude cor\n", "0 Saúde 0 -22.897827 -43.197170 #ffff00\n", "1 Gamboa 8 -22.900655 -43.206874 #ffff00\n", "2 Santo Cristo 13 -22.876059 -43.234724 #ffbf00\n", "3 Caju 42 -22.900546 -43.186895 #ff8000\n", "4 Centro 54 -22.919694 -43.202203 r" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_dengue.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we will classify the largest quantities to be last:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bairroquantidadelatitudelongitudecor
0Saúde0-22.897827-43.197170#ffff00
101Cidade Universitária0-22.837634-43.382897#ffff00
30São Conrado0-22.989818-43.252920#ffff00
21Urca0-22.961871-43.170891#ffff00
128Joá0-22.985191-43.329977#ffff00
\n", "
" ], "text/plain": [ " bairro quantidade latitude longitude cor\n", "0 Saúde 0 -22.897827 -43.197170 #ffff00\n", "101 Cidade Universitária 0 -22.837634 -43.382897 #ffff00\n", "30 São Conrado 0 -22.989818 -43.252920 #ffff00\n", "21 Urca 0 -22.961871 -43.170891 #ffff00\n", "128 Joá 0 -22.985191 -43.329977 #ffff00" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfs = df_dengue.sort_values(['quantidade'])\n", "dfs.head()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(dfs['longitude'],dfs['latitude'], c=dfs['cor'],s=10+dfs['quantidade'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok! A heat map of Dengue in 2018. But something is missing right? Where's the map of Rio de Janeiro?\n", "A lot of people use **geopandas** and download map files. I prefer to use Google Maps. It has an API called Static Maps that allows you to download maps. First, I will install **requests**:" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: requests in /home/cleuton/anaconda3/lib/python3.7/site-packages (2.21.0)\r\n", "Requirement already satisfied: idna<2.9,>=2.5 in /home/cleuton/anaconda3/lib/python3.7/site-packages (from requests) (2.8)\r\n", "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /home/cleuton/anaconda3/lib/python3.7/site-packages (from requests) (1.24.1)\r\n", "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /home/cleuton/anaconda3/lib/python3.7/site-packages (from requests) (3.0.4)\r\n", "Requirement already satisfied: certifi>=2017.4.17 in /home/cleuton/anaconda3/lib/python3.7/site-packages (from requests) (2018.11.29)\r\n" ] } ], "source": [ "!pip install requests" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, a bit more \"smart\" part. I have the coordinates of the center of Rio de Janeiro (geographical center, not the city center). I will create a request to the API Static Map to download a map. You see, you have to register an API Key to use this API. I purposely omitted mine. Here you have instructions for this: https://developers.google.com/maps/documentation/maps-static/get-api-key" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "import requests\n", "latitude = -22.9137528\n", "longitude = -43.526409\n", "zoom = 10\n", "size = 800\n", "scale = 1\n", "apikey = \"**HERE TYPE YOUR API KEY**\"\n", "gmapas = \"https://maps.googleapis.com/maps/api/staticmap?center=\" + str(latitude) + \",\" + str(longitude) + \\\n", " \"&zoom=\" + str(zoom) + \\\n", " \"&scale=\" + str(scale) + \\\n", " \"&size=\" + str(size) + \"x\" + str(size) + \"&key=\" + apikey\n", "with open('mapa.jpg', 'wb') as handle:\n", " response = requests.get(gmapas, stream=True)\n", "\n", " if not response.ok:\n", " print(response)\n", "\n", " for block in response.iter_content(1024):\n", " if not block:\n", " break\n", "\n", " handle.write(block)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](./mapa.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well, the map was saved, now I need to know the coordinates of the limits. The Google API only allows you to enter the center (latitude and longitude) and the dimensions of the image in pixels. But, to adjust the map to the coordinates in latitudes and longitudes, you need to know the coordinates of the image rectangle. There are several examples of how to calculate this and I use a Javascript example that I converted to Python some time ago. This calculation is based on the script from: https://jsfiddle.net/1wy1mm7L/6/" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'ne': [-22.406842952305475, -42.97709259375], 'sw': [-23.418774019100944, -44.07572540625]}\n" ] } ], "source": [ "import math\n", "_C = { 'x': 128, 'y': 128 };\n", "_J = 256 / 360;\n", "_L = 256 / (2 * math.pi);\n", "\n", "def tb(a):\n", " return 180 * a / math.pi\n", "\n", "\n", "def sb(a):\n", " return a * math.pi / 180\n", "\n", "def bounds(a, b, c):\n", " if b != None: \n", " a = max(a,b)\n", " if c != None: \n", " a = min(a,c)\n", " return a\n", "\n", "def latlonToPt(ll):\n", " a = bounds(math.sin(sb(ll[0])), -(1 - 1E-15), 1 - 1E-15);\n", " return {'x': _C['x'] + ll[1] * _J,'y': _C['y'] + 0.5 * math.log((1 + a) / (1 - a)) * - _L}\n", "\n", "def ptToLatlon(pt):\n", " return [tb(2 * math.atan(math.exp((pt['y'] - _C['y']) / -_L)) - math.pi / 2),(pt['x'] - _C['x']) / _J]\n", "\n", "def calculateBbox(ll, zoom, sizeX, sizeY, scale):\n", " cp = latlonToPt(ll)\n", " pixelSize = math.pow(2, -(zoom + 1));\n", " pwX = sizeX*pixelSize;\n", " pwY = sizeY*pixelSize;\n", " return {'ne': ptToLatlon({'x': cp['x'] + pwX, 'y': cp['y'] - pwY}),'sw': ptToLatlon({'x': cp['x'] - pwX, 'y': cp['y'] + pwY})}\n", "\n", "limites = calculateBbox([latitude,longitude],zoom, size, size, scale)\n", "print(limites)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function \"calculateBbox\" returns a dictionary containing the Northeast and Southwest points, with the latitude and longitude of each one.\n", "To use this in matplotlib, I need to use the **imshow** method, except that I need to inform the scale, that is, what is the range of latitudes (vertical) and longitudes (horizontal) that the map represents. Thus, the plotting of points will be correct.\n", "I will use the **mpimg** library to read the image file I just downloaded.\n", "But the function **imshow** uses the coordinates in the attribute **extent** in the order: LEFT, RIGHT, DOWN, TOP. We have to organize the passing of the parameters to it." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.image as mpimg\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "rio_mapa=mpimg.imread('./mapa.jpg')\n", "plt.imshow(rio_mapa, extent=[limites['sw'][1],limites['ne'][1],limites['sw'][0],limites['ne'][0]], alpha=1.0)\n", "ax.scatter(dfs['longitude'],dfs['latitude'], c=dfs['cor'],s=10+dfs['quantidade'])\n", "plt.ylabel(\"Latitude\", fontsize=14)\n", "plt.xlabel(\"Longitude\", fontsize=14)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There you go! A georeferenced heat map of Dengue in 2018 in Rio de Janeiro" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }