{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "pd.set_option('display.mpl_style', 'default')\n", "plt.rcParams['figure.figsize'] = (15, 3)\n", "plt.rcParams['font.family'] = 'sans-serif'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By the end of this chapter, we're going to have downloaded all of Canada's weather data for 2012, and saved it to a CSV. \n", "\n", "We'll do this by downloading it one month at a time, and then combining all the months together.\n", "\n", "Here's the temperature every hour for 2012!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA4gAAAGECAYAAAB07Q6cAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXmcXFWZ93/33tp6SboTkkAgEMImBAybIioDjDhx1BnJ\n", "jDqo4Pa6zTgL4+74DjpuM+Mow6jjvL7z4oKiiCMaEEFQRCCIrCEhZCP7vnTSe9dyl/P+ce5zzrm3\n", "blVXd1f6dnU/388nn05V3XvrnOfeqjq/+2yWEEKAYRiGYRiGYRiGmfHYaQ+AYRiGYRiGYRiGmRqw\n", "QGQYhmEYhmEYhmEAsEBkGIZhGIZhGIZhQlggMgzDMAzDMAzDMABYIDIMwzAMwzAMwzAhLBAZhmEY\n", "hmEYhmEYAEAm7QGMlSAI8MlPfhJz587FJz/5SQwNDeGmm25CT08P5s+fjw996EPo6OhIe5gMwzAM\n", "wzAMwzAtR8t5EO+55x4sWrQIlmUBAFauXIlly5bhq1/9Ks477zysXLky5REyDMMwDMMwDMO0Ji0l\n", "EI8cOYLVq1fjVa96FYQQAICnnnoKV1xxBQDgyiuvxJNPPpnmEBmGYRiGYRiGYVqWlhKIt9xyC667\n", "7jrYth52f38/uru7AQBdXV3o7+9Pa3gMwzAMwzAMwzAtTcsIxKeffhqzZ8/GkiVLlPcwDoWdMgzD\n", "MAzDMAzDMGOnZYrUbNq0CU8//TRWr14N13VRLBbx9a9/HV1dXejr60N3dzd6e3vR1dVV9zgPPPDA\n", "JI2YYRiGYRiGYRhmanLVVVclPm+JWu64Kcz69etx11134ZOf/CRuvfVWdHZ2YsWKFVi5ciWGh4dx\n", "7bXX1tz3gQcewEUXXTSJo2UYhmEYhmEYhpk6PPPMMzUFYsuEmMahcNIVK1bgueeew/XXX49169Zh\n", "xYoVKY+MqcWqVavSHsKMhW2fLmz/9GDbpwfbPl3Y/unBtk8Ptn1zaJkQU5OlS5di6dKlAIDOzk7c\n", "cMMNKY+IYRiGYRiGYRim9WnJENOJwCGmDMMwDMMwDMPMZKZliCnDMAzDMAzDMAzTXFggMpMGx4Wn\n", "B9s+Xdj+6cG2Tw+2fbqw/dODbZ8ebPvmwAKRYRiGYRiGYRiGAcA5iAzDMAzDMAzDMDMKzkFkGIZh\n", "GIZhGIZhRoUFIjNpcFx4erDt04Xtnx5s+/Rg26cL2z892PbpwbZvDiwQGYZhGIZhGIZhGACcg8gw\n", "DMMwDMMwDDOj4BxEhmEYhmEYhmEYZlRYIDKTBseFpwfbPl3Y/unBtk8Ptn26sP3Tg22fHmz75sAC\n", "kWEYhmEYhmEYhgHAOYgMwzAMwzAMwzAzCs5BZBiGYRiGYRiGYUaFBSIzaXBceHqw7dOF7Z8ebPv0\n", "YNunC9s/Pdj26cG2bw4sEBmGYRiGYRiGYRgAnIPIMAzDMAzDMAwzo+AcRIZhGIZhGIZhGGZUWCAy\n", "kwbHhacH2z5d2P7pwbZPD7Z9urD904Ntnx5s++bAApFhGIZhGIZhGIYBwDmIDMMwDMMwDMMwMwrO\n", "QWQYhmEYhmEYhmFGhQUiM2lwXHh6sO3The2fHmz79GDbpwvbPz3Y9unBtm8OLBAZhmEYhmEYhmEY\n", "AJyDyDAMwzAMwzAMM6PgHESGYRiGYRiGYRhmVFggMpMGx4WnB9s+Xdj+6cG2Tw+2fbqw/dODbZ8e\n", "bPvmwAKRYRiGYRiGYRiGAcA5iAzDMAzDMAzDMDMKzkFkGIZhmAZZfvNqrNk3mPYwmsbmnhEsv3l1\n", "2sOYEDPsXjbDMEyqsEBkJg2OC08Ptn26sP3TY7y23ztQbvJI0uPIsJvK+zbrut96ZASv+dazTTnW\n", "TIK/d9KDbZ8ebPvmwAKRYRiGYQCMVHzlqbItK+XRNA+nxX/pi26Q9hAYhmFmFC3+s8G0Epdddlna\n", "Q5ixsO3The2fHmOx/YrvrcWa/UMAgOkU0OgH9HdyZ9Ws6z6fkUuVous35XgzBf7eSQ+2fXqw7ZtD\n", "Ju0BMAzDMEzakOfQsaXnMJgGOW8rnz+MeR1ZJQy9QKj5tRJ0LvpLHtqyTsqjYRiGmf6wB5GZNDgu\n", "PD3Y9unC9k+PRm1PzjX6UQwm2dt2LPivx/bg64/uRtmTLkRvkufUrOuehj3ZHtBWh7930oNtnx5s\n", "++bAApFhGIaZ8bih+PBDb9V00SKDZV8JQ9dvzVw+EoYtOnyGYZiWgwUiM2lwXHh6sO3The2fHo3a\n", "3gvVB4mQ6RBims/Y8AKRmsBq1nXvx8Q70xj8vZMebPv0YNs3BxaIDMMwM4i1+4emhfhpNuRBdIMg\n", "8riVaQuLu/jhVGhurQadiskOkWUYhpmpsEBkJg2OC08Ptn26TCX7f/QXL+CFnpG0hzFpNGp78lJV\n", "PPo7cTH1ozUH8KlfbpnwccaLHf7Cm0VqJpNmXffkOfQDgatvWYPnDgw15biTxdERF6//9uT3cZxK\n", "3zszDbZ9erDtm0NLVTGtVCr4p3/6J7iuC8/z8NKXvhRve9vbMDQ0hJtuugk9PT2YP38+PvShD6Gj\n", "oyPt4TIMw0wpRiqyTYCF1qtkeawhj2HFb54H8bdbe7HtaGnCxxkrj+7owyUnz1a9HElguX5reuDM\n", "ENOiG2DDoWG8+ITOlEfVOANlb1p4pBmGmTm0lAcxl8vhM5/5DL785S/jK1/5Cp5//nls3LgRK1eu\n", "xLJly/DVr34V5513HlauXJn2UJkEOC48Pdj26TJV7F8KvWIzKZer8RxEaZOy3zwxlZYe++yvt+P3\n", "uwbgkEAMtAdONOnc/8l3nsW9m47U3aZZ172uYkqPW/P6bZbtG2WqfO/MRNj26cG2bw4tJRABIJ/P\n", "AwA8z0MQBOjo6MBTTz2FK664AgBw5ZVX4sknn0xziAzDMFMSXaGzNRfYx5J4pc9mhGNO1Mz/5/d7\n", "8Lbb1o1r376iC2p5SEL1wGAFr/lWc0IdK77AhoPDTTnWaJgCFwBaLZWSxusL4N6NPTg64qY7IIZh\n", "mFFoOYEYBAE+9rGP4X3vex/OPfdcnHzyyejv70d3dzcAoKurC/39/SmPkkmC48LTg22fLlPF/tOp\n", "XUDJCxrqi9eo7SkEkHoGNqMlxESF+LoDQ+gZHp+YKHuBDjEN5zbsyhDjiXiyiuExAMAb5ThNz0GM\n", "/W0VzBzKm1btxt0beiblfafK985MhG2fHmz75tByAtG2bXz5y1/GN7/5TWzYsAHr1kXvrloW59Yw\n", "DMMkoUL1WmyBncQbvrsG33tmf9OORyGmFb95BV2ECo0UGCp7495/PAQCoJ/DuAduIlx9y1psP1qc\n", "8PFKXqBCnuPcvaEHGw5p72QgYh7EFrt840WCZuWdNIfDMAwzKi1VpMakvb0dF154IbZt24auri70\n", "9fWhu7sbvb296OrqqrvvqlWrVIwy3Wngx8f+8WWXXTalxsOP+fFMe/zEk08BaEcQLlTTHs9EH6/e\n", "shdnlraNuj1R73heGAe4dcdOADlUfDHh8RWLRQA2bltzEN97ej8+ffbwmPYfGBqGeR+30fcHOuAL\n", "gXL4/iRQNmzeAiAPAcAax3zk4w4cGKwAAA4eOoxVq/bU3J6eS3r97+/ajOHhIXxgSanq9a9t7MCy\n", "EzqxovsgAMA/fikA4Lnn1wMojNkeaT+ec8YFAIBHf/cYgA6cMCs/Ke9Pz6U9/5n4+LLLeL3Dj6f+\n", "4/b2dtTCEpOdNT0BBgYG4DgOOjo6UKlU8MUvfhFvetObsGbNGnR2dmLFihVYuXIlhoeHce211yYe\n", "44EHHsBFF100ySNnGIZJnx29Rbz/jo34wmtOwyUn17+RNtVZfvNqXHZqFz796tOacryn9wzgH365\n", "FX9+3nz8dN1hXHZqNz796iUTOua7frwe+wbKeM1Zc3Hf5qO4/70Xjmn/5TevBoBx7feOixfioW29\n", "2NlbUnN690sW4jtP7ce9/+sCOPb4om2W37wan371Enzu19vxh6fPwT/84anjOs4ff2s1ApE8t+U3\n", "r8YrF3fhM38kz+39m4/gKw/vwp+cMw93b+jBdReegHdcvHBc75sGa/cP4qO/2ILvXbMU77h9PT59\n", "1RJctqQ77WExDDPDeeaZZ3DVVVclvtZSIaZ9fX343Oc+h4997GP41Kc+hYsvvhgvfvGLsWLFCjz3\n", "3HO4/vrrsW7dOqxYsSLtoTIJxO/mM5MH2z5dpor9p1MOItBYCGajtveCeIjpxI000YSH49qz4943\n", "MOIw6XyPuNVzunX1AfzkuUNjO3Zo+MwoIrOe7Z1R0kGyjn6drtv+kgcAaJm72iFkf8pvnax+lFPl\n", "e2cmwrZPD7Z9c8ikPYCxcMopp+BLX/pS1fOdnZ244YYbUhgRwzBM60Dr0ulSxbSZs1B9EFWRGoF9\n", "A2V05hzMLozvp5I00Hj7Tp5xXBuOjLgQQmBzzwheNL/x/r6BEOpdKef08FClarvvPb0fhYyNN714\n", "QcPH/vULRwGMLvImyk/XHcL+gQoWz5Fhpc3IoUwDsn8z81sZhmGOJS3lQWRaGzMvgplc2PbpMlXs\n", "bzYc39IzguGKP8oerU+jttdFarSX510/Xo9/+OWWcb83VRE9PFwtzMbCtqNF/O2dm8e0jy+0B9OP\n", "VWiNy5OxRpvOykvBPJoHsZ7taQy7+ko12z78fH0P7lx/uKpITavhxW4+TNYNmqnyvTMTYdunB9u+\n", "ObBAZBiGmSHocvvAB1duwq1NrAKaBs1cZtMivuwLOJb0IALAkQn0rCP5VK5RrbPx4zSu4KisQDTE\n", "VMC2gLIRW/yfv9uNb/xutzz+GD2BC2flAGDceYyAFknv/ckGvOWHyb0e85lom46k6ruDZS9S8XQq\n", "ogR6E3tsMgzDHEtYIDKTBseFpwfbPl2miv1JH9CCdTQP0FQnaGCh3ajtKcTU9QMUso7yJE4oXzM0\n", "7/knzhrf7uH+dvhL3UhNOTKJG4jI/3OOjVKYgyiECL1zsh/fWC8DT10/9beb+HUfE4gJ5+K7T+3H\n", "9XeNzbs62Yw1xHTt/kH0Fcd/Y4KYKt87MxG2fXqw7ZsDC0SGYZgZAnlt6G9btrX7sTWzn6MXqo+y\n", "J9CWsdUifiLeHvqBTQopXL13EPsHyurxQMlTVUvjaA/a6O9JNnH9QP2/7AXIZ2zVd1CE/+gGQaP6\n", "MN6HcCI3GMgkZxzXVnMbEsj1cmfp/AghcM/GyWlAP1ZI2OqbDvVP5Ed/sQXffnL83v2JFqf/4M82\n", "4r8f3zuhYzAM09qwQGQmDY4LTw+2fbpMFfvHhYZd4xfg5+sPTyi0crJoRLyNZvudvUU8uPWoOtZz\n", "B4ZQyNoqxHQiApFCN5PW65+4dwtufHiXejxY9qq2IWFBwq6RHDyzKTv9v+IHKGRs5cEicmGl0EZD\n", "TPuKYRXRcEKjhZg2koNY7xhbjxQBmKHRtefvBgL/sWq3EmFTCXUevMZzKUe7+eEFomYu42u+9Sx+\n", "vv7wuL93thwp4rkDQ+Pal5FMle/8mQjbvjmwQGQYpiUpeUHLFq1Ii/hCu1Zu29d/twertvdN2rjG\n", "SzMciH//8xfwLw/uVCGmAFAwPIgTuca0Byz5GGZOYJKuccNWG0W3sdy1kYqvvG1+IAwPokAhY+tc\n", "yHAbKjbTqCOwEo6HhKY9jiqmRbd2YaRar/kNeHNpm5EpVHhpR28R92zsiXh1AcBrKFS4/jZ//r21\n", "+K/H9tR8/VBCxdqx0Orh5wzDTAwWiMykwXHh6TEdbf+G767Bt5/cl/YwGmKq2H8sbS5aQXo3EmI6\n", "mu2FIZrntWeRsS20ZR29mJ+IQAz/1jqE2SYiaS7kcSLRU0+sDld8rPjeWi1sRTS0MZexIiGmANAV\n", "tu9oVApQpdf4cWqRZPurb1mL7UeLidtffctaHBmu9lwr0Ztgo939pcg2U6mDy1ce2oX/WLXbKFJD\n", "Qnf0fUe77EpegAe39tZ8PZ+xJ/S9c6xbmEx3psp3/kyEbd8cWCAyDNOy7OgtpT2ElsIfg1esFRwI\n", "4xEDPbGWE2+54HgAsmppW1Z6DgsZG25Y+XMi0Bq7Vk6YbQFHR1z8y4M7EkU7CaJhd/QQUxJt1DLC\n", "D0NMbUu2VzBzEAmVg9igGHBjAnG89IYFWCxUn8Ph0ItoRsP6gezpmORlpbBXlR+Z9H6hjSebuMe+\n", "MoZQ4UYKMNXz4E40uCLrtMAXAMMwxwwWiMykwXHh6TFdbd/MIiXHkqlif7IXeZnqeRKztoUfrzmI\n", "H64+MCljGw+NeELjtn/bbc9j7X6dX1XIyEI9biDQnpP/bwtzEONhdgMlDx+9+4VR37N3xMVIxVch\n", "vLXklGVZuOmRXXhwa2+i+ImHTdYLTSTxsX+wrPb1hUA+Y6PsS9FbiXn+sioHcdQpAdAhr8qDOIr9\n", "a133FKJqWYBAVEQNlDw1n47wfARCIOdYiZ/3CxbKCrFmsZo4z+wbrOttO9aQ2G20SI25Tz3qXf9+\n", "IMb8vfNPv9qmcmGzjoVfbOzBT9cdGtMxGMlU+c6fibDtmwMLRIZhWhbOQRwbJELKdQqw0HOWZeHm\n", "J/fhu09P3V6J4z39w0aeGgmKkhugLSt/EqVADKo8NHsHyljbQPGOa364Dl97dLdawLte8kAdG3h8\n", "9wCAZNFO1zfl5iVd74NlD0eGXZXPSHPzhfQg5hwpDPOOrYShF1OjjXpKlQfRHZ8HUahcPGE8J/+S\n", "eDoaehfdQBhzAXIZO3H+i7rz4TahQEx437E2pj80VIlcI2NlR28RQoiq3EmzzcXfrNxUN0+wkTHH\n", "zUHvC9S+KVGP3+3sx+EhaX/bsvDN3+/FN3/P1UwZZibCApGZNDguPD2mq+1bRSBOFfvTopOKlXgJ\n", "bgp6rVHv7EDJi7RrONZsPjxS1a6jHkm2N3UfXUIjro/2sO1HPmMnenDyjt3w+/aVPEMYJC/XTQHq\n", "BdXeJV/ISqMjdUJMb7hvG9562zp13sqqUqbeX+Yg6p/7eFXUWsWKTJbfvNp4j/HlIHoxwWslvDZS\n", "oUI48m/GtuAHAlnHwp5+eZ0leQmVdzRhUGMtpnPdj57Hlx/aOaZ9TN5/x0bs6C1p0a9yELXdN/eM\n", "YOPh4ZrHaOQai18P779jIzYeHlHvOZbvnbiYFeBCNRNhqnznz0TY9s2BBSLDMC1Lq4SYThXiuVBu\n", "guAg8dBIDhQAfP6B7Xjnj9c3aYSj8zd3bsKafdKLN9bTn7TopudGKj7aQw+iY1vI2laVh5XCIRut\n", "lOmPKhCBN543P9yGRG90/0LGVt6sJI/vUPgaCUNT4AehB5FCTAl1gyA83mg6QHkyvWiI6WgcrVjo\n", "Ga5gZ28Rb/z+WiV0aT6WZRlezdC2oXh0fT02GWKavFzRXtZ6AlH//x23P4/nD47uBaZQ1/FiWWZb\n", "magnmR4HdczYyMcv6XqmczvWGjN0japrVbBAZJiZDAtEZtLguPD0mK62n4ItzxKZKvan5WS9XCha\n", "YDbqnB0sT15bARo35cI1moNYdH0sv3k11oS5h+aylxbrI26gchAzloWsowXioaEKlt+8Wl1vgw0I\n", "RCF0HplbI6HMsSzl3aJtzC29QKAt6xghptXHOBjmHJIHsmx4B30hUMjK9hZ5QyB6MW/RaGKC7E7j\n", "KMXaZdTiP7e14yN3v4ANh0YwWPZVhVIStbJITSiewrGQeHRjLUBMgWhFPK9R8RokDMq024HBCp4/\n", "WNtzl/Qe4yFrW9VFamKVcevd4Gqkeq65iUgIsaXvnf/83W7c9Mgu1MNNuEHBdWrGz1T5zp+JsO2b\n", "AwtEhmGYGUKgFqrRRbkJ5Zc16p0da37XRCAvEbV/aFTEDpSk6CDxYe7nGp6rtjDENGNbEe8J5YqR\n", "aCk36EHzY/aOI4u0hOMIqgu/+EJWViXPW1KRmng+qekdDATQFgpDUyCSYKLzP1qIKQmqohsg51go\n", "eY3fFBgo+1WClDzYsLTHj87DcMVH3rF0IRtIO5hVNaM2Qji2cEwJphaxJ5NaacQZr/NMfx4sNbda\n", "RWrqhcgnhX/Xfi+gJ6xe6yUIvbs39ODeTUfqHovGZtrWZg8iw8xYWCAykwbHhafHdLV9q4RApW1/\n", "PxC4f/MRVbhCeTKSchD9sYWYTmarERp3fzna2qAeq1atUtuTwHP9AMtvXo1V2/u0QDRCTDOOhazh\n", "seoPww0HQm9po5rYD2Ql1HKNqp+2ZalFfiWhkE0QhpjW64NIvQyVQFRzFHAsoJCtFohezLO1d5Qc\n", "UrO9RT5jq3DWRswwXPGVh3LLEZkfR+LPRrVALrpB2IdSHz0QQuV/xqHrlG5sJF0S8efOXtA+6rid\n", "cX63kE0FRKQoDaDFPAn+Yp1iP2P1IJrvC0hRTd87jXyUVYhz+FhAcC/ECZD2d/5Mhm3fHFggMgzT\n", "srSKQEybLUdG8JWHd6nFtKsWrtULVNqmkTL7kw2JKLNSZyMor6hqHC/3W39oWInGYaNITdyDSPai\n", "/n2NodtMFEOPW3y0tmWphX3JKLLy+K5+vNAzAl8g9CDWFogkXknskxit+AEc21LCqmB44GR1U6tm\n", "6GscsnPJldVQS+7YwoppbGRTEvpJOYhF10cha0e28QOhhG7V2IKo6Ip7CwHjmlY5l1FvZFIxobF+\n", "twxXfPxk7UH1ufnLn25UXs3B2A0Kun5r5aYCjQlEEzrvSiiPcX83wYPI368MM3NhgchMGhwXfuwp\n", "1li4TVfbZ1okSSZt+1OIpfLW1AkxpSUrebZMz1PaVGIhno0soi+77DIlcIpuNL+t6Orwx76ip9pc\n", "OLYVCWk08xSBxsNq/UAgn7FqerccS8+hZFQGveH+bfi33+6EFwgUso4OMU2Y7/GdOTkn4zgZW4Zo\n", "Oralzl8uEmIqhWujIsQUb21ZXeG1UQkyp116OUmYkyfNMkNMjWIzbRk70ivRN0Jlq8YWE3dJp4au\n", "aRKI5vm7a30PXvftZwEAf/KdNdjdJz3iY/We/X5XP/77iX0oKvEncNY86aksGaHRFrRArHcZeYHA\n", "+oPD+M2Wo5Hnv/XEXiU4AWDVjj6s3jtYlYvpCyC/eBke39Xf0PjjRZKEGL8XlUn/O38mw7ZvDlPn\n", "l59hmAmxu6+Eq29Zm/YwJhW+w90YbqyFQr0Q07gHMT+FRLgb85I1kqcFVOcCVnwtRnT/Qf18xraQ\n", "i3nc5PuPrSqSL4BCxlbib6Ti43O/3q4FimV4NRPyGv1AoD1rq1DEJEG3cHYuNkaZr1fxAziWFoiF\n", "WJGanNO4QKTrxyzk0winzW0DoKt1luJeLgEjxFZX1m3LOhF7BDEPoimsSLyr9gxJAjGWA+kHwP2b\n", "j+CZvQPYFQpCsh8V0BnrVwuF+u4zwnVpKKo9iC9zOM1Ks4/t7MevXqjOD/QCga89uhv/+lvdbsP1\n", "A9y+9hAe3zWgnvvcr7fjC7/ZbuRi6s/6p+/fihvu39bQ+Ok7wRTPU+ijzzDMJMMCkZk0OC782FIv\n", "XGy62r5VBGLa9icd4AtpMx1imiAQw6doUT2ajSfzFIzHg7hq1SotnoJoKf+SJwUiLYRVDqJtIWNX\n", "V/1MqvRYC8uSVVDzjhaIewfKWLWjD3et7wEgQx0pHzApT9EX0RzEep5LV81Rij839CAWEgRikgex\n", "3rFJiJe8AB2mQBzFk+oXh9Q8zDkWXV8Wnwl0M/mycdOiLWsbBXS0HZLGSgJbjTFBxKswVqN66Fce\n", "3oVP3rtVXb9P7x0Ij0eey/oX9i1P78e6A7pdBnmfj4TFYrKOzi8teYEU7WEOpxZjwL8/sgtffqi6\n", "wqgXiKrPFn3FF7J25DXPsCN5yQMhQAG8L5o/es4l2c88pfVscN/mI3gg5t1kNGl/589k2PbNgQUi\n", "w0wTatRwmJboXKKUB9IimB4wGX5Yu1IpLWrptalUyVD3aqstcE0e2taLh3uyug9dzIPoBzL/rDMv\n", "vT/nHN8BQAq3bIIHUYUxNjBW25IiO5+xlceMvJJ7+7WXiY699Wix6th+6E0jsZQ0XzqFtMB3/QBZ\n", "mzyIOkQ4UsVUCOQdC54hpuqZUoWvujGB2CBKBBqetEJWClRdfVXPMWNbSrT7Igwxzer3jRRnIQ9k\n", "+OSPnj1Q8/1pHtH8PPlG5AGka8SxZShorbzTH6w+gJ+uO2S8h/xLhYw6c44aZ8kLUMjIfpS5jG1U\n", "4a0jyoMAe/qjxYNo3HnHjpxP19d2NL2zY/noqhtDRvhwvf1vfHgXvmR4NxmGmV7MoCUlkzYcF35s\n", "qbfAm262v2ej9MBMYoeFCZG2/c3QzKwzNg/iaLlYY6yFMSHM9hy5sE/h7r5STaH4/WcO4Lc9Od3W\n", "QQlELYw8X6g8PvKWBkJEPKc6z81YPTcAFalR3r1YsRvTg7bxkGwlIYy3CARiQrX2e5mtJMhbZdvJ\n", "IaZ+gCoPYr2KsGYrkHYz1NOcayBw3Y/WRTyg3d1doR3kY/ISVjzp5bSt6rBhN5DjdoxzQdVciXzM\n", "GwpAid0kG9GIXHVjRD5euqADu/qK4ftAvT8gbxK8+dbncM0P1tW0y2GjXUb8JsIrFndFhHHOkZ7D\n", "nGPrSsEi2pNzR29R/d8LhO43GUKCUnoHEdlWeRCNPpi5jBS9jejEeKhuIETd/phTKfR8KpL2d/5M\n", "hm3fHFggMsw0oVXEUjNQ7QZSHkerYAqcrOlBTFhMB7GF4lSqdE/jdv1ACZz3/GQDVj5/OHF7Ennx\n", "HEKzKb0XCMzryALQYjgQSBRPbkKeVhwSSH4gj2M2eH9spywYcvpxbeo49D70HEGhr3GheveGHviB\n", "wKGhigpnNN/X86X48gUiOYj5hBxEMyo9SSDu6ivh3T9er0RTyavOQewvedg/WEbFD3BoyFWfTUCL\n", "DlMoWZBCMRuKQO0V1iGmjmUIxEBWg6UcxJO78hHPlhKI4d+LF82qmke8ei/ts/7QsPJc6kqnch+z\n", "gJDJpsPD6v+HhytVcyWhS/mVtiXtlqMQ0/Cv+Z4AsH+wjPffsVE99nyBy07tjs7D8PLRnnR9VHsQ\n", "xZiKzChPtJGvbNf58HMBG4aZ3rBAZCYNjgs/tiSVdyemm+1pMdwqAjFt+5sN3jOhB9G2kkWB9qTo\n", "nKTbnj2AGx9OP5zMLMSSsXUj8t6R5DDAbWHYpsohjIeKhkKQRI+56DVzeilPsOKPft2ZDesdK+oB\n", "fGRHHwBITkGdAAAgAElEQVQtGv0gOifz2PsGynBsK+LBLXsBvvbobjy8vQ/X/eh5fPr+rZH8Upoj\n", "vadja89hm+H5u2v94aoFfpLovfHhndg7UNb5fW6AnLGfEMCn79+Kd96+XrfrMHr79fUPRI7t+iK8\n", "/uR1aPaILBtFahzb9OZKO2XDx7ZlYafRe1OFDyuBVz0PZRuVQ6q3ecVi8nLSceqHEf/tnZtxJPQc\n", "/oEh4OLtSgIhZCXRjC09iEaIKVVxDaBvwNCQAuNao/MYCIG1+wcj4d+0ffwmSMmjFjCA72oBOxrm\n", "OZLHq799q+R/p0Xa3/kzGbZ9c2CByDDTBBX9NgNcicEMmmszMFsBZG0d6pYcYhpuazRu/9ULR3Hf\n", "5vQLUpihoralexWOtlY1F7/Sk2OIv0BEitPQX1PYUaRfvVYK5vEAuVB3bEsJGwA4YVYufE2LiHj4\n", "Kl3Ti7sLcGxLVdXMOpbab3ZeCtreoleVX+eG5xYgD6J8f8qzBIA1+4eqcpZ9ATyxuz/ymdp0eETZ\n", "DZAhpvGc1P6SFiQAVM9HOb/w2MbYsraFsidUr0lfyPNH89/TX0bGtpT3SoT7k4jf2VfCQ9v79LhV\n", "iKk+x8tvXh2dW+zGgJnDPCvMPSzFhGoggLntGSRRiYWqAtXtSnwhPYS5sEhRIWNXVaoNAh0qSkLR\n", "HCuZendfCR/9xRbjO14LWLpOdSsX7Z2k/Rv5loyfK1+Ihtu5MAwz/WCByEwaHBd+bKFwpaSf9Olm\n", "+3MWyGIirbJ+maj9B0oeVu8dHPf+riFCMo7skVerDx49pQuyiDH3hGs2FT/Aqh19WugFcvFMfTBr\n", "hcKR8DMFSsGoIikgBRoVQKEF9enHtalj2hbgqubzQu1XC1MoZIxcOgC6L57R5kAVWYkVwOnIOcjY\n", "Fp4Jz7tsl+Gr/WheugCPDp/VHkQL+VAJxvsIxs/pUNnHP963DUeLuscehTjGeywSArqtg+rDZ3gQ\n", "2zs6I6+R59f1g4h31CycRGMjfW6HoZ4LZ+Xx8SsW42NXnIJXhl4/aQuoYwM6z3HDIR0KGhfhptCi\n", "3MWRSrQFhxcILJpdQBJJ3sqqENNAIBBAPmOpHEQBqIq0QHjjIpwnfX+XPSmiLejPohVuNBT2P/yv\n", "x/ao7ek6pTkepfxWIdBWKKh5jkY8tDwwvJTM2Jluv7mtBNu+ObBAZJhpQmAseqY7tEidAVMFAPzP\n", "2oP4xL1bxr0/eVcqnmxCTjlRSeF4QkQX00JIr009bEvud9/m6n5uzeDpPYNh/0CowiYRD+IoLkQz\n", "/DKXsSPzNj2Ijm3h/vdeiHMWdCix6NiWEh3uWDyIrhRBJNayjoVhJUJCoRfoojIqpFWFjMo5fvDl\n", "JwGQoYokvkwR48fECuUX0tiViI7ZKB5iekdYkdN8tmKITscK51RDjCeFmKrXDPGRcSy4gfYgStvY\n", "ugBQODYt0MOKrDbw6jPnoruQjRRv0cV5oiJ+oyEQ4yKaxJCAFnsj4Tk5OFRR84lPlfbbH4riQAg8\n", "f2AI248Wqyq1BqEHLhfOjSrYvuyULuN4wNERLzKPkidvfuSMGzgU9kqhqUdGXLihh1CI6Pk3q5g6\n", "6nty9G9K+kiYvSITvh4YhpkhsEBkJg2OCz+2mIueONPN9mquLbKAmaj985nqr+o1+wYjXhJhhCvG\n", "UXlxfoBZYaihLFJSvb32yDTe0gGQC+sbH951TMJ+aXFddH1kwz6OZp5arYKKNBIzzy/v2JH8SikQ\n", "wxxEQxGQQHEsS4kOCk2tN8PoQl+LINcXuHP9YfUaEOapBdHCQSR9/DAXj8aRc3S7DOWBNAQitYdw\n", "DTHi1AnDjQvEwdA7ZeZe0ql0A1mcRuYHJhubrhczxHRwKOyDqEJ0BbJ22KPRKESTTfAgUhtK8iCS\n", "HdqzdsRLqQrQhH9//YIMhTbbcdA2ZnsTgm6ekGevbNh2zX7d59Dc7+Yn9qnHH7r7BXzy3i1qjmUz\n", "xFToz24uoZqsGcJpemBt20LRDXBwUIrVX26SN17IxnPbM7AtKaz1Na5tTGOrlMLWKQ18JOlzq7yj\n", "QnAI/wSYbr+5rQTbvjmwQGSYFmf9wWH8ZstR3ZTZ9fGdJ/elPKpji1B/Z8YCJmlR/rF7tuDT929T\n", "j3+05iBe9+1nE/c3ww8pJy2fsernINKKs0ET94SFO0yB0SzMEMWsY8P1pfhybO1lSkJXZjQEohFi\n", "6ocCrc3wIBKr9w2q5yoqxLS6mX3SWC1IESdFbPXPrBliKj2I2oN2XygGZJEb7UkbKnsRYQjIRuZm\n", "7phjW5EiNZmYJ87EsYCLT5oVvqbFL3mrAKPBvC+U4KolxikXcdgIoaQMO50nKUNUScyqnE/Tgwpp\n", "c7qRUfEFDg5V1LlpyzrK20c2pDECulH9LCPnMn7Tw7xEqX/iiBv1QCbdPCFh+ufnzY8cp7foqe1L\n", "Roip7DcZCsRw/GXD+xmtIgu1P52rzT0yB/S0uW3h+OUOr3vRPOkdtq2I58+8tk3x2cgn0jeuIxo/\n", "exAZZubCApGZNDgu/NjwtUd34V9/u1P9wG88PILb1hyMbDPdbE99wFrlBvdE7V8rBZCKlQDACz3F\n", "5I0QzZnK0oJ1lCI1RVeGoYrY+ySOD3phbHqCmgUtjEn8HC16spk9eRBHDTHVojefsXSIpi/Cnoq1\n", "fwody+jfZ4Td1sLzpeAMRHWxG0I1Sg/CCp1hZU9A586V/Wi+n21ZKLrRgjC2ZeYjQuX30XxsW481\n", "PgrHtnDxotkApOhaMlfmq5lCLTC8SuRlzRkeMFMo03knoQgAbW3tan+yjQ4L1te1Y+n5y7EhUtyn\n", "6AZKmLblpAex4gfoK7pVRXqIpDYldP5IxMv5hjmIoW3rVUMdCL2sFLYbD1UGoNtmCGk/uiFDlI15\n", "iloeRAt47YuOM/aJ3rTxhYANeW2q9iaB7BWpPaBAriCFJXki62EeR75H/XYuTH2m229uK8G2bw4s\n", "EBmmxaH1Rrwf2HRGCLk4ngFTBQDYNVpdz23Pqv+7dYRZpIm6TR5EO3ERLIQULEMVH21ZBwIC557Q\n", "WXd8lqXbFVSa4EHsHXEjY3ON8fcWPfSXPNgWDA9idP/lN6/GvZuOVIWY+oGuKknH9QOBk7ryOL4z\n", "FzlGxhCfJOjihWSSoIU6gEgYpUk55sE0x6T+hjmMdO5ec9bcSGiqnLcVKS5iW9ITpvIOYWHJ3AKW\n", "zClU2ci2LDXOOW0Z1fTdDQRe+63V+PHagzrE1Bdoz+kQyT85ex7OPb4jcjxXia/q/MDhshZfGSP8\n", "lRgsexgq+/jD0+eo1+IeTxVqa0sP8ree2If337HREMbRs5JUQIbOX8kNlDjVIabRPNOkj5PyrsW8\n", "beb/6XPw2K5+BAGqbj6YmouqxALR6re2Zam+j2QfOTbt3bPC8GE6XCBEWIBJfsYpBxKAqoRbD+WJ\n", "NEJUZ8jXK8MwCbBAZCYNjgtvDh+4Y0Pi4ocWA0lFJKab7QVowdgaS5iJ2r+Wg8w81fVuDLiG54QW\n", "rNkaRWp8IUXAYNmXuWwNmNiC0cdujALR9QMcGop6OK754Tr8yPCC6xBZvWo3PYhJIaY3PbJLrcbN\n", "IjWFjBZjXiBDPDtzDr7/lnMj+5NgdCyzSM3oHkQZsqr7KtIYrzpjjtqGGqZTm4uso0MFyY7FMMSU\n", "zlEu4h0KQ0xh3CASAoOhEDM9j/M6cvi/bzwHVlWIqaVyFQsZG7vCQkSuH8AXwG3PHtQ9Mf0ACzqk\n", "PfIZG3932cl45eIudWnkHUuFppqdHIaL0qt998YeZT9TeNOIRtwAj+7sx/yOrHotHpnrqP3keXvu\n", "wBD6Sp4KV/UCgVefOVdtn+RBpPNXMvIk6eYD5U66ocBKCjGlQ1JOo7mNEojGNSo9iHIiSZfMliPa\n", "62/2UXQsLaoBWWHWHD+1BrFtK3JjkCoTZx05/mKxfnGp6Ny0J9YCtbloeHcmxnT7zW0l2PbNgQUi\n", "w7QY23tLkSp+8bvadN93OhcYEEIujqbvDKPEF/fqecOzWE+YRTyIji56UivEtC1ro+j6ykNRP4BT\n", "blAeZ4jpbc8exHU/er7qeaoUCZg9/gReskjnzTmG2EhCeVeM+ecydqQKqOcnF155zyUn4m9esSg5\n", "B3GUNhfk/TGLxJw6R4b7UT/DXEaGofpCRMIpTaFNYghA2FQ+Gv4ovejVkQMkmNceiBZZAYBrli2Q\n", "Y4sVwCFvFnmQLljYqSzohV5WwCiyErsmTc8TEb8kvSDQYcGWVXVdk5hybKvKa262xPACobxivpDX\n", "tBcESmDS8+r/Rh/Ltqwd+f50Da+ifCzUzRMaj2pQb4Rfkl26wz6KfqArvRKBiIbkArXvt5jVby3L\n", "UvYGzPBX7XkmD6LpHadzI58f2+0zOm1HRlxkwpsX9X5DZsp3L8PMVFggMpMGx4VPHBHzFprEK3ua\n", "i7PpZvtAiDD/Ju2RNMaxsr+pa+p7ELUgIoGYFGL65lufw0DJQyHjoBIKp0ZsbOYgjtWDOFwj/O2g\n", "4VVUTdADgULG8M6pPohyu02Hh9Vn5NJTZusiK0YOXN5oOO/5IhJ2a3LZqd14w9L5UiCqHLDozZgk\n", "fKGriMIQsbR4z4cFafKOtL/p1QWiuYdmiKljWZEm7EB1kRqiXkrmou6COjZtZ1bJJWFlGSHcri+w\n", "JCyUEslBNP6a+X2Ek9Fhu9mw/6YKMbWrbzxQQZesLQVSzsjfJI+iY1vwhdmOQVdvNc9jcoipwKy8\n", "gyPDLgoZG1nbwnDFh23pAjRuIHM4Nx4eUb0jdW9AVD1+2Skyj3PElZVezQI6gZDXG/2/FvM6slVt\n", "Lq5eOl+9Hv9sBWE4cSa0BY1JVUwNKxRnctGw6XrQ+B7c2otseN2xB3H8TLff3FaCbd8cWCAyTAuR\n", "tBhUrxmhZgDwux19kzWsSUcINCxepgNmZUkT0wFTaxsgurAlMVLIyHYPppegv+RhV19JFdbI2JYK\n", "45PHqW1wCq0ba2GLWgV4zBYDSuAaLRxsqzq09G/v3IwdvaVw7La6PopGARIK1aT2CV5Qu3UDoIvU\n", "ZGxLNVWvh28czzQFjTtHjdMzUtz5hmgHpAep3fBAvviEDlxz/vGyH2MsxJQ8iLYVF4i159Nm5EfS\n", "dmbrBXOKZvjibKoKSuIUWriTHc19gKgXL+fY0RBTy1IKkcQQic9tR4v421eejDvevkztTx5EJ/Sa\n", "UdXcQIQCMXYek4vUBOgqZNBX8pB1bHQVMjgy4qHTEHbmGIeN59YdGKrqpyiMMMzBsof2rKPaZdD7\n", "kmg7YVY+Yj8TyxhjyY22R6Hn5Pi1B9NCNJ1Avpd8TB7QsTjzzZ+UtqwD1xd1P8ujRhUwDNPSsEBk\n", "Jg2OC584SeFktEYwqxkC0WIh0832AWRftKBFAp0man/SfvGQL1MI9BW92vsbrQB0iKkUCHHPox8I\n", "tBleOkCHuNXyUlqINugeC7UWseYCWRepCQyvoQ6wFUIX8iAcW4uyYRVSGiAfCmMpkAOVw1YLCjHN\n", "OVZDQtk8nrkdVY+VfRgDZG1b9TGMCERPeqLovTvzGbznpSeGIaY6xJBsEAhpc2rLAdRuRQFAh78a\n", "eX5mpU1T1JmhyXRM80YEtQ0RQofG7u0vY/nNq/Hz9YdRdvU5Me2n3j/8P+lT8rZZoXfM9GzGQ0zV\n", "eMMqsPFQ4SSh6voCXYUM+ksesraF9pyD5w4MYU5bNuKlM9uiAMAzewfx4btfiIQqA9Lua8MbGcNu\n", "gI6cHYncCIT2zr7ubF2VNI75OSyG7VFsO3pNyPHoGwRWrACS62vvOoWPlytuzfeMEwiB9qyNxd0F\n", "FYZb715Pa3zzpsd0+81tJdj2zYEFIsO0ECp8NLKoji5Gk7yL0w2qYjpTVil0uuMCzdQB9aqHmmFo\n", "WdUCQS7Ay0bBFvprVlAEtPireW1Z1eKlUcyCISZmlUyzzYVq4WB4oAIhdIggTTb0zuVsoXIIPV/3\n", "pWvPOSi5gQpRrAWFmGYduyqnLomoQNTPK2GesZWYUUVqjIosJS9QLSVMD5Fj62I5ug+i/tyPuAGW\n", "hdVm7TrzIRFhemBJxEQ9kVbkmrBtCx+74hScv3CWem8Zjmkh41gYcX04FrA3zB39+YaeiL2olQed\n", "H8fWOYgZEs/hOGj+JmQi88YAjS1jS9HtWDrs2A8EPvfrbfjaqt1GkZoA3W1ZDJZ9ZBxLeWr/YEm3\n", "4UEMokJWX2YRoQnI80uh0MWKr4T9WfN0ew+63pRXucaXls5BlFVMzVOoW8joGxQUYkqMuAEKhgcx\n", "EGOrQkpituQF8uaJL1rmBhzDMM2HBSIzaXBc+MShBUrSTz+JRlowmlFm0832UiBaLZMjM1H7V3su\n", "qider6AE5SzJEFMd4lfI2Pjao7vxwZ9txK4wNLPsGZUXw0OOll9oQfdqG2uI6Yib7EI0vWpmHz0z\n", "75AElDDGNmyEk3qBQHsuq8Tr0aKnwhhn5zMoeUFVaGIcx7JQ8YPIeOpXMdXjon6d5nw6sk6k0qQv\n", "9GttWRtnzmvXTentqECMe2njoaWnUH6hZSV6Ef/xVafixNkyL22w7Ktx0vnOZ2wltAFEQlotAH90\n", "5nERr57rCynKbAtFN0Bb1lHnf0dvCcKQchRiSt9LtiVDSQHd85DOTdI1lFSdGdCCnHos0laeEFi1\n", "ox+/2Xo0ElVBRWWyhoeyPWvj6EjYSiIQuOBE3dZldiGj8iaVZzHhczjiBugIhe2ctoyetxHSS1iQ\n", "3lLqdWhZ0TxJO9bmI95j1Bfay6rf34/kIHqBQCajx1GLXb0lLL95NYSQN18qfqDyU71G7ogwiUy3\n", "39xWgm3fHFggMkwLQWvBpAVqPPx04ax89UbTBAFRtxDHdINOt2pXoXKRRNU2SQRCFzzRVSSlIPjt\n", "tj5sOVJUi82SF6g8ta6CXPAWXb1A/dGaA4nvEa+m2yha9Ai1UAUQ8ap5RpEd04NoKyGm+++ZFUr9\n", "0Ctith4oONrLYlbNrIVjS6FkFpKpNUfXD2rmINJ8ZuUdVVAlCKI5iFedMRdlz8hBNH6hM3Z1E3e6\n", "SbJ0QQfmdWTV9kn5mQBw+Wlz1HnOOZYSa3et7wmfs1W+pmMBu/ulN5A8iCYW5HiyjoVsuN9Qxcee\n", "cJ/uQiZip3zGhoAWSub4HgnzpQsZG4u68rjwxFnqtUVhNc9a54jENgl9eks65QLRPoizC9VFjjrD\n", "/Erbkp+xnGPj9ONkUZ62rK1ungxXyBNNOYh6HK6vQ4NN4aZuyCgPIvCtN5+Db/75OZgdilXyJNMY\n", "41NVOYihUHx4W2+kymsmLLZD7VX6Sm5YoXf0JMSeEekB9YUcK+XnOmFeJ5MeQdgnlWHSgAUiM2lw\n", "XPjEIRFo/mZY6jX5V0XYGauX6WZ7Ejxj9ValRZL9H9/Vj+cS2hAkERjCoOj6hlCov58fCJS9AEHY\n", "SsEPdBVJs48goHPLyl6gQky7Chmc3JVXomFPfxnffnJ/1ftYluHdHOOCJn5jg7wl0QI8ZogpLbi1\n", "gBLGAptCVmmh65ZLqtE9oL1lGdtS4X/1kB7EaJ5gLV7/nTV4dGdfjRzE0IOYc1TDeFoAknhc0JnF\n", "waEK2kL7m8GUkYIkFCUAo82Dr0VcPETRpKtQ26uUz+hQYdu2kHcs5XmOT3/EDfDYzn4pEG2ryhN8\n", "4UmzYBu3LcjW54ZhsBaAVyzuAqBveOQcG99+81K86gzdz/BLrzsjnJM+Nh3VsaQwo7xExwg7N29Y\n", "6CI1OuTTvNnQntMeVDcIYBsVXjO2jZuf3AdAFztSBXmM81vxhfIgZgxj0WfMFI2Lugo4qSuPrryj\n", "jmeO0RTPWVtXr6U2J5XQE7v+0LDa/3c7+9W53TdQgR9E+4bWgo5JPRvl58ZSlWGB6d0y6VjRjN/c\n", "rzy8C++4vboFUJyimxymP1OZbuudtGgpgdjT04PPfvaz+PCHP4yPfOQjuOeeewAAQ0ND+PznP4/r\n", "r78eX/jCFzA8PJzySBnm2KDX3gkhprEWGGPrRtdaUIhprWXLQMmb8ouaG+7fhi8+sL2hbc0m1lff\n", "shY7Q4+GHwjsGyjDD0SiV/nNtz6HP/3uGlXp0Qv04lMg6qEyBVre8NJlnWhj+SSKboAdvcVwrA1N\n", "qWpuJBKo7UXUO2OGmOqxqRBTofOzyNtS8qRwoCqkREQgZkb/CVx3UP6emC0X6t2Y2N1XVt6ipBxE\n", "yq/LGB4aOg+duQyKbqDmaIaSR4r2GKF/QUB9AAUy5J2z6/TODJ/fP1ipei0fO9eBgLqxYMXqVlJx\n", "loxtq96OJiMVmZP495edLI+d0Z5rgqb0qVedCiBq4/i8kzyIlB9KIabmNtQnEUJEqo+SbSt+gFn5\n", "qMePwmDNYZiXCF2bFSWcgCVzCmjPytBMEpqmmFcFhyzgghM7lSgGgI489VA0wldjHkTTtmaP0SQP\n", "MYUmy2MKBA3UGjXnlAvzbOmzRWOa2t+ktfECUbONTivwQs8IDg/XLzS0Zt8grr5l7SSNiJlJtJRA\n", "zGQyeOc734l///d/xxe/+EXcd9992LNnD1auXIlly5bhq1/9Ks477zysXLky7aEyCXBc+MQJjLvi\n", "BK0TTC+T+RiYfranPoi1eNOtz2HVjv7JG9Ao1LR/g2GyZpEZADg64obPC7zrx+tx4yO7EkULLZID\n", "Ib0aAtGFpfl/EmhlL5pvJwteIDxO7aXiCz1FNaaxQMfeP1iOjVmgd8SFHwjDg6h7BFrQxVgCiCoP\n", "JAnEWZ0dKHsBOsPFc9YoGlKvOE0cM8S03gw9Y4yBEGpRT+9L3sGsbStxQ8KGRBQJpWf3aQ8zzTVr\n", "W+qYgQjPbazNQ9kTeN8lJ+K6C0+oOc4ndg+o/1Nxm0jRIl+E3kk7DDGN7t9XlNdgxg5vIrgBrlm2\n", "QL1edAPkshljbtFw3p4RF/QBOCMM50y6uRBpixGj4guUwuuV5v/ulyxER87B7r4wp9YXkRxEOl7F\n", "ExGxDsg2L4NlP/K5yBgTj/d6DFQOqTyXdDzzsjozLFjj2Bb+7XVn4pKTtUDU0R9miGnUg5hz9Dmh\n", "Gx2L5xQS28NEqpoGourrJcnTRAKq5Prq+qMQU2KK32uryf/9/V782ffSEU/N+M1t5Pupv1S7evVM\n", "Zbqtd9KipQRid3c3Tj31VABAoVDASSedhKNHj+Kpp57CFVdcAQC48sor8eSTT6Y4SoY5dtTPQZR/\n", "x5sL1koIyAVzPcEyUJ76P5zZ+Kq7BnEvW9mPevS2HSnW3d8XOoyR1hzSgxhdUALUqNtS+5nCiN6v\n", "t6jvasfXMGMN+6Xr9Zm9sk3DcNlX47vmh+vw47UHVaica3iJzHw2IbRtSl6g2m6QCCx7AU7ulrls\n", "pvit0y6wikaL1Jh99AIBXHpKF648rVuJvnYlVGVVTzO3j+ZDYtL0CCkvV0Z7+fywUmXGtuGGxUUA\n", "YE9fCX+6dD7ecfHCunOiebwpFHZ549huEKhQbl+ISM4boIsLZR1p45IXRMJXR1w/9OCGAtGsPgt9\n", "vgHt1TTbbcTnXW+tTNtkbAtvWnY8rrvwhMi5pWtsS8+IFoh+YBT7iR7c7LGa3G4lGr6ateW5pPNF\n", "OY0A1I2JWkV26Hhmr0ZzrjmqTBqGfOYc+de2gO/+xVIsnlNQxW5Mb2fFk9fDO41rgHJKTeizVTLy\n", "bG3LikQX1PtMV/wAH/zZxpqvp8mBwer5thL1rhnFGL7DGGYstJRANDl06BB27NiBM888E/39/eju\n", "7gYAdHV1ob9/6ngOGA3HhU8cKjueVMU03ubC/FGfbrYXQoZs1Vuo12sWPtnUsn8jeW2AnqeZJwjo\n", "c33hiZ2JXq257WERjMBcaJNCFJEFiBcRiFDHN8dI+Uq7+/TCyxQxQPTGxJO7B3DTI7vqzo3elypw\n", "UhVSun73D1R0iGmgixMJYeYgatuUvABtWel1ydgWRoYHI0VmTFHZ0AIsJOpBFPjfv9yKjYd0OgOF\n", "NA+WfSPEVOCMee341KuWoCsUDVSAJmNbyvtHOIbQAbS30Xwu71gqp9ILhYJjh3m5dN5GEelvPG8+\n", "PvPqJVXHzhkhpmUvPLYlRW/8Xgadn0xY7KXo+qpiJyA9iL5XUXPS1Tz1MUzz/+Ct5+L049qrxkr7\n", "1wqZBfTng85nd1sGT+3RApTsMVD2lVCvGI3g454a87qIVNNVNyp0YaUgzAGt+EKdr7yxT1JF2vi4\n", "/ECoCsMVr9qDSOOgAjquH8CChRNn5/H/3ngO7t10pGoeAgBEgD86U+dzJuUHU3RCyQ0i7U50MaH6\n", "HvORio8tR4pTMqS/XvGpY00zfnMb+Xoay3fYTGG6rXfSoiUFYqlUwo033oh3vetdaGtri7xW70eE\n", "YVod6lGd5B2kH/pA1N5muiCEqJuDCLTGjdVGRazKQTTCQM3nj+vIJYplXclRe7WUPgQii37z2MqD\n", "GOgiG3IRXJ3ZWog0M4/emHhwW69avNaCBCItTqlSJB3ml5uPRBqX09gsYxEbGOPfG3pJpCdGNmM3\n", "i8yQzguEGJMHkYSFbQEQwJN7BiJhmjTGoYpuH2F+BrvC1gdz27MAtPAwb3SYi3LTBuZruYiXT0Ry\n", "MeMCsxYfuHQRXnlqtz62EeKqBWKgehX6gai6Vk0PW1ZVv9TbFF0fDrS9kyrGmkec35FLHGvOsfE/\n", "17247nyOn5WLHDs+VrMSpNmyopZAND8Xjm3h5LCSqurHaeQgqhBfoxWKed4d28L/XPfiRLEyW+Ug\n", "SoGYz8hcRvP96brLObbqO0lFaoiPX7FYvlfs+rGM/584O5/YK9U3bgzlMqYHUV9TjWi/Wi1wGqXi\n", "B3jtt1ZP6Bhx0hSIkwXNkaudMs2m5QSi53m48cYbcfnll+OSSy4BIL2GfX2yTHZvby+6urrqHSJy\n", "d2HVqlX8eJIeX3bZZVNqPK34+IkwfHqo4mP5zauxatUqFItUHET+QGzdvkM9pv0pJj/t8U/08e2/\n", "+h3e/N2nEUD+MA4NDdXcXkyB8Y5m/5GRkYb2p7XX46vXAKBCMhYGhkYAINIU29y/4rrh63phvGnD\n", "Bka1qyEAACAASURBVGkfAQwNVAscQC+QDx85goG+owCkUFy/6QUA2vOxatUqlMtl/Ok58+R+EHh+\n", "/QZ1nMGeg3L7QG8fn9/gkMyz+/kG2Wph3YZNaswEeWyGRorYtnULALn47Tl8KJyLzuE6dLgHJ3cX\n", "UPYCuJVy2LogwJqwqMr659er4xdHogXNksZHZA13JS209+zepba5Z6MUwl0ZX4X6uZ6nXrctC584\n", "cxg7XpDheCoM1XPVudu0UdqOFvrFUkntrxaC5RIqYeXOUsUFhA5T3b1zpzx2ONbRrs9169dHxjLY\n", "exT7DvYowYdA2tALpCAx96dohqGBPlVpc3t4bgAZgmpbwOaNcr7kVdu+bavapqenZ1T7r1q1SoWu\n", "mq/nHAund8gwcuptuHHDeqxatQovXaTbZFiItgrYvEFfn/v2H4jY9qxOL2J/ABjs68WcNinqd+3Z\n", "C0AKc8cChkZGUCyVlHfvhU3y2vVi0RtJ4wcA7FmHT5w5DD8MVbV8F/2Dw5H3L4fXaC5j4UhvPwKv\n", "EhaysdTxqHXH5k0bq8b/5BPyN6OQsbB67XNV9t0eXjMlL0DvYfl5tS3jJkUQqN8Wc/wkwh97/Am1\n", "/0S+L4crPnzR3PXZ0Qavr2PxuBnrnaFB7QWvtf3z4feZG4hJnd9Ufjxd1juT8bgelpiKcQE1EELg\n", "G9/4Bjo7O/Gud71LPX/rrbeis7MTK1aswMqVKzE8PIxrr7028RgPPPAALrrookkaMcM0l739Jbz7\n", "fzbghquW4PMPbMf9770Q7/mf9djdX8a7X7IQ33lqP95x0Qn43jMH8Nk/Og0vX1z/Zkmrcefzh/GN\n", "x/bg7155Mn71whFsODSC+95zQVXkwPKbV+PvLzsZrzt7XkojHZ3lN6/GKd0F3Pymc0bd9j9W7cI9\n", "G4/gE1cuxpd+uxN/sWwB7tt8FJ05B3sH5Ln/weoDqPgC97/3QrXfG7+/FoNlH2cc1wbHtrDp8Ag+\n", "v/w03HD/NrzpxQuw9UgRq/fJRcg//OFi/MuDcrH43peeiJuf3IeLTpqF7kIGv9nai65CBivOnY9b\n", "nt6Pf/7j0/GSRbMBAG/74TpccVo37lh3GLPzDv7ulSfj8tPmAAC++MB2PLS9D7e+5Vws6MxhuOLj\n", "z763NjLG9/1kA3b2lXDqnAJ29Jbw1y9fhG88tgcXntiJ1WGRlvNO6MCmwyOYlXfw7peciBsf3oXF\n", "3QWcvaAd920+iuM7czg4JKtyvuzk2fACgaf3DuL4zhxOnJ1XcwSAL732DHzi3i0493hZvGbLkWJk\n", "PEnnCQBec9Zc3Lf5KHKOhQ++fBH+Y9VuvPslC/HWC2QhmA/9fDOePziMRV15vHJxF25fewiFjI27\n", "3nV+5Hir9w3iE/dswdVL5+PO9YcxryOLS0/pwt0bevCF15yGf7xvG6678ATcuvoA5rVn8cO3nQcA\n", "WH9wGH//8804a147AiGr17qB9AxfvqQb920+ive/7CT89+N78cdnHYcPX37KqNfVugND+PDdL+Cr\n", "bzgL19+1GcvPnItDwxVsP1pCf8lDe9bGrHwGB4cq6hwSb/nBczha9HDi7DwWdeWx4dAw/vLSk/Dl\n", "h3RI8cldebzvZSfh0/dvw1svOB63PXsQH/6DU/Dvj+zCgs4sTj+uHY/t7K9r/1rnpCPn4LzjO/D4\n", "7gG895ITcfMT+/Cvrz0dF500O3Le2rI25nfksCssWvN//uxF+KufbULWsfDKxV347bY+fGPFi/DX\n", "Kzep79Brli3AU3sHsfVIEa9c3IWeERebDo/gdWcfh3s2HsGyEzqx6fAw5nXkUPICzOvIYtPhEXz6\n", "1UvwuV9vx9VL5+HOsLdkI3P742+txhuWzseafYPoL3lYPKeAL73uTPxozQH0FT38dN1hLOrKoz3r\n", "oOj6ODBUUeGlAPDsvkF8/J4t6rM9K+9gsOwjn7Fxy18sxVt+uA5LF3TgmvOPr/pNuOXp/fjB6gNY\n", "dkInlh7fgR+tOYiXL+7Czt4S9g2UUcjYuP3a81SPReIvbn0OfSUPt1yzFO+8fT2+f825ypM7Ho4M\n", "u3jrbevGfC3U418f3IHfbO1t6jEnk7+7cxM2Hh6pO/5Hd/Ths7/ejp9c92LVV5NhGuWZZ57BVVdd\n", "lfhaS3kQN23ahEceeQTPP/88Pv7xj+PjH/84nn32WaxYsQLPPfccrr/+eqxbtw4rVqxIe6hMAqPd\n", "rWBGp14UT7wP4nTMQcypEC6hQhHj5fWJqXTna6L2p9Diw8NSBJW8APmMLkPvi+QWFGa4cTzEFIi2\n", "uTBDxMh7UDHC5rKOpSoemu8VGIVssmGZfKIvrLBHHsDBhMJB5I18fSjmdfhsdGyFjK1y7gBgZ19J\n", "hb6ROKTj6WIbwEB/b+T9zLzFRkJ8b/rTM+XcbJ07mFQIirw2BwYrkRzEOFkVugc1Rh2+Gg0RDIyr\n", "mLbPhb0K8xlbhdzGQ+kaDZ0974RO3PeeCyKVRmUumj4AHToerXfhSdJLt2+gLL2ZbgDHsnDpKbNx\n", "5jyZ+lEuFZVdCirElI5n4ZwF7ZjbNr5FrQXt+VM2TZh42QvgBQLfetM5+Mjlp2DxnDZ87Q1n4Wtv\n", "OAvvveQkfH75aZEiNwAihYNoboAuhOQFAhnHlp57I5eX9m+g/WAEJwxRnV3IYMDIYX3L+SeoHMac\n", "Q2Gs4Xk39tfh0xZu+tMz8W9h70jf91UYbz6THCJuhphSDqU8nHzetpLTFejaLqrvYV0h9ak9Axiu\n", "+Dg8XMGGQ421HRtr9eMkHtneF/nMpRViunrfIH710MR/cxv5HNN0k87tTGW6rHfSpqVuN5x99tm4\n", "/fbbE1+74YYbJnk0DDP51KsmV12kZlKGNKnQwk0IYOmCDuzqK2Gw7Ffd3aZtpjpmAEeSd01tFy7W\n", "VI8/V/YqLJKYCnvW1To+9UEEoqIo0nw9EmIqnz885OLUOXKxT8UxaNvfbu3FSxbNkr3ywsV/zolW\n", "lo33T6RXhBDK6+srkRvmQPrRHERACsS8Y2PE1S0IXn/2cXj7RQux7uAQ9g1UItt2ZPVcaSH9xvPm\n", "4451hyMVWhtZgFHrgmwommbl5SKe5kGYuW0Z4zqNk42JQQsW3n7RQpy/cFYk7wsA5oahjYBRuCbj\n", "4JBfiRQUMQsPAWOrzmpZliqcQ1VMSQxblqXOU9xL/1eXLsIDW3rVnMib+bnlp+PIiIu3/nAdHAgt\n", "bBOKBL3l/BPwlvNrt+KoP25tE7N1SRzHtlAKK6q+5ixZ7fPsBR3q9QWd2ru46fCIGqPKsTT6EMbb\n", "rQQCYZuLqECt1S+0FtSjlPpZmp/RrJGDOFTxMSuvz43eRs//3OM7I8emzSi/MY4pEM2CQOYUkgLN\n", "AiFFejEUhuaNuk/9civeev7x2NQzgmf2Dtb1gG09MoK/+tkmfO+apTW3aZTPP7AdX7/6LLxovjy/\n", "aaUgfuKeLbhkTg5/NAnvRTeRqIAYwzSLlvIgMq0N96aZOPHfaWHknlW3udAbTxfb0+99IGRBh1Pn\n", "FDBUTm6EPJWi5xuxf19RetcSF3HhVEgQVkJPwmiFCcxrI2sWWYEu9EO4gVB5YhZkSOXLF3cp7xaJ\n", "AEBeY//84A7ct/koBICcsVAPhMBD23qxq7eESkwgul60yIecW/TGRskNF9+G98wLBHIZWxVloTnN\n", "bc9WLcb9cFua67zjpChYFFZJdQzx1kgFQFUcJtyvuy2jeo+ZFVzNBugqXzDRgxit5jlY9tCRc/Dy\n", "xV1GkREL/3n1i/D55adXHbMjZ6PsiUjbiPg84i0pRoOKpeTC3EOzcmctD6L5liRQ6MYCXTNds2fp\n", "6quxIjVJlZjHihN7P1Mgfuiyk/HyU7pQyNgYrvh1vUnk3SQPWtyDSF5tai/h+rK1BVUxpfxWEsOe\n", "EJjXkUWjOJYVHjMqouXcbPVXetKrey2SB7W62I6thGTGtmu0RyKBGO3/SNvWKgbmC1m1tWjctDIx\n", "qyHXY21oO1VQaxzf267xnfm5X29X/79v89ExH6tZHH9C/RYzjWA18Dmm6BL2IGqmy3onbVggMkwL\n", "QT/m2jNkvBbzxExLD6Ly/shCKvmMrTxOBNmm1aZPbRqSqgEGhniibcjbANT2LJsN7uMeRAHgsV26\n", "JZAXCBSyuiT/Ry5fjA++fJFa/GdtKxJiR8elMv8AeRCBL/5mBz73wHaUw9L/NCVaxJiLGfovXbeV\n", "sNdh1IMYoJCRi2jSLvT6X166KGZHoUM2bUstUvMxD1ajVUxtFdop/9NVyODejTK/rGB4rh/bqW3p\n", "2BauXjof15x/fNXxyNNoGdey3i/8awFnzW/HcYbIoHG3ZZ2w4qR83F/yIqHC8uCjz8ukMy/nQR5E\n", "EnMWzLDXmPgwPVixEM+c4dFSfRAz0W2acf+mngfxtWfPw2eXnxZ+R4i6ApGKyFB+nhlimbWl5xqQ\n", "12E29PZlHHmNmvPQIaYCLwlzIRvBseXNl3ilXQCYF1a9zWVkiCl5e83TEffOEhVfqEshY9evfl1y\n", "o4KOvlMsK/lc+YFAIWvj/z0uC/cUY6H+gRANhdqqnp7h4DaGXtxGeWrPAF7/nTXq8TmGd5hI42bh\n", "WPvBjhe60VJ0WSAyzYUFIjNpcFz4xKEfc88Qg5Z6rXrxTkwX29P6JwjzfhzLqurtFfekTgXi9g8S\n", "RCyJr6RxB0J6LsyQzaxtqWqatXJToyGm2qsGVC8mPaMVhLn414tw7UEcCnMRfSFC76T2ctD5KLo+\n", "9g2UpUAMouGjZrl9WuDQYpLC90zPIPV/A4ww43C/tkz0Z0z2k9NeuqNHZXXRQjY6/0BUt25Igu7i\n", "Uxjz7EIG5YRz9bTR+D1jW/jrVyzCu19yYtXx4p5cE+VBTHjR7FVY8QIleOWxQi+RE51jo9iWhfvf\n", "e6EMx/QCnDZXhhVbVm0PYtKcaEj0eHBgQM2lyoPYhI/nlp6RyPtlEs6nyn2sM/58xsb9770Q5y+c\n", "FW5rKZs6xudMijjpycvYFnpGXCUeaT96z7F4SB0bkTYZ5nVpG+fdjXjH9TbtOZ0fmzS3nGMhn7ET\n", "hRJdw0WjTYkFfX4sJIudQMgxbe+V4blxD6Iv9H4Pbj2KJ42WMEnQDbKeYbfudnEODMrwcppb0mlO\n", "au9xrKEKucca+t5Myu+eqUyX9U7asEBkmBYi7iX0g+oQ07vC6nmTdQdzMoku7qV3Jx7Gp8IZp5BA\n", "jENi0PQWmuGbcYSINjH3hfRgUGjVYaNIS2S/8K8fyDvtACILXxMZYlpbYNhhGBwA/Ofv9gCQ4U1C\n", "iEgYanwt1l3QYaC0UDM9iHT6aN60+C4bHomo6LPUdoAWfua25tzo1UJMoASiMSFFHkTy3HQYXsNa\n", "uWb1+hDm7NgCP6GoRlLoq9mrUEB7NM3XlsyRYbRj1If6OFZ1iOlAGE5bT0yTBzHubTStM689F76G\n", "qtfGC4mTXILnjYif93qY4l0VwDFsQdemG+iCLuYlYFkWbrlmKf7y0pPGJICrQkxjIa6AnGPFC3Sx\n", "KWN/ChFOmn8+Y+Pud18A27KQ5GPyhQ6bNU1EYdRWrRBT4zMJVBcLC4zWM//y4E588TfbkQTZaax5\n", "mwQJdNp92K1OOSjXKGR2LJmsd1Q32Kbh7z2TLiwQmUmD48InjvaO0V/d7Dn+A2H+3k4X26vFhC+L\n", "nDhWtSAhoeGlcNe4FnH7m8Uu1HN+7dBgX+j8MEDOMWvbatvfbNWVOtcYLR3IXpSzCUiv0BWndeMP\n", "lnTjytN0s3TPCM00C2DQ/ywL8ILqRSB5EoBQIIaD6ipkkHUszMo7avFH56RiFFRQAlGQQAwiAvGs\n", "ee0Q0KGZtIglsdldiOZ6eUYYqi+A4xfMB6CFgrkIbsSDSKtjsl9HTv9s1lrU1hMjGSP8FYguJOON\n", "zpOOqXPSLGM/RI45XonohIVXTLscLZJAjG5LD9/z0hNrei47Omep86sqZDYxB/HUUBCTBztJmJPn\n", "t5F8UxK6MPI6zWN6QaB6HnYZLQVmhyG6XiCwcFYebVlnTLMzi9TIsUZfA+T1R4WAgFixKSUaa8/R\n", "DkNFr79rE0YqWkQFgS7EFM9JNvczob6rpm2KMWEWBNHPR7zIEWGGlgNjvy4qsRDVwYSc9FqVro8l\n", "Z55ykvr/6r2D+EZ4U20sjKWKacARporpst5JGxaIDNNCkBg02xuMVKiSZXzbSR3apKAqXYYFEBzb\n", "qvK4xUNtpyLk+TM9iCS+TKHfX/JwdMSVrSQytiEQtdCIQ3f+AX29BAK4+lwplGzLwv9+1RKcOa8d\n", "n3rVErztApkn5/mB8kqZh6bR2JAL43zGxqxwQRwI6UHUrTB0TujFJ82SVUQtfY7onJRMD2L4t5YH\n", "0Q/zHOMLY7JhvPeaWQUyCIQSTaYnybaAJXPb8PaLTsB1F9avokmXEQmzdqMwTa0w5npiRFUfDR+b\n", "i2/yViYJTOVJykRDXgHDcxc+HksVUxMlNEknQQp08z2I9pyDH7z1XFxz/vE120z4QqgFvwoxtSzM\n", "acvg5K7C+AZp8KozZL9NKiCUFJrb3UbetdGNQiLGjL4wW2CYub+OZeHE2XkAUL1MzRsoY/n2cYxj\n", "A8niTxaA0h7NpHNs11nRycqkAhsOjeC323pxdMTFQMmDL0RV+LV5aDPclPBDoWp6LJM8iObno5b1\n", "6Tthol4++t5MysUbSfAqTpSe4QqG6oR1muG8v9jYgzvXH276GIDktlYM0wxYIDKTBseFTxy94NcL\n", "7lqFSqZjDiLpirJv5CDG5h1vmzAViNvfC2TxlqhArA4xvfa2dXjLD9epXoNlIwcx7i150Xy5kE/K\n", "txFC6EV0bKU2NyyC4QZm/8Dq5Zxty/ed05ZRd+mlBzvq1TLH6FjRvoEq1NRYDNL5015VoXLh6D2E\n", "0AvluAcxY1u4OWwYTu+hc1WBnkMHAUQFyh1vX4aPXH4KzjuhE++4uH61QS1w5EHbYyGm248WUYmF\n", "ZR6qEfJLNgKi+bSEWcU0Dh0+n+RBjAmkheNsWO7Y1e9/wqxoaKjJ/A75WjbmFSUGBoeUuFBFgmzg\n", "u3+xFF94zemYKHTsbCz82ISGVC/sN45vXENmiCdV0S26AWzbUudkVhjiGbkpNYbvH8eSYatJxXaU\n", "B5HyLO3o9WNSzyNuegIf3zWAa29bh4/fswV+IFQ13iQvnwwxjc6FPtumveMC0bKi32W1hkZRBWr/\n", "cX5te7HvGJPhSvMF4ttuex6f+VVy2CwA7N67T/1/vP0YG9mLhOgUCphJnemy3kkbFogM00LEC7D4\n", "gVAFCuI/jPHiLdOBag9idVNqM/w2bUYqPl7oqa7KFwi5YDbLs5NYNIVtxQg7zRn92MziRADQmXPU\n", "4o+8e7Sf3L66/x5x+ZJuFeIWFy8mVuhBpKIQALBvsByKV7nDQMnDtiNFOZ9Q6JkFZ8jDYl6rpucQ\n", "ALYfLSITFgaxoMOoTQ8itTgh5rTrcL+IB9GwU94o7tGRcyL5U/WgoepQP20cPxD4wE834o51h/CS\n", "RbNx/kLZg+5So+VFHO0BDUPqjMtU90Gs3k+FmCYUKaHtLQB3vnOZ8haPlbgItywrUTTGycb2Iw6W\n", "HWU/s4ppW9ZR52MiaIFYHQ5KPBMWDxrLGt0LBD7wspPw0ctPUV45Kk6zp78MAOrmByA/L9csW4Cl\n", "RgXNsXoQvbB1hjx2tUDMxcJo4+Gkf3bufCXmk7Cgb6ZdurhLRp+4PgIh0EU5jEmfe6s6GiUQ5Im3\n", "Is/Ft4mEmNYYl2d8pwPa4ztWzN/EOMdCIAJAb7F2QR1TsI3l5sRYoelOtgfxA3dsUHntzPSEBSIz\n", "aXBc+MRR+YbGj+FJYZhT/IdxOuYg0hwrflAVvqi2EbUXCpPNd57aj79euanK/jJkVOZ7VYUNJ4yb\n", "PIimV830cNBC77j2bKLnVLaiSM4Ty9hScLl+coVEukO9et8g1h8axtsv0iGZD23rg4D24KzeN4RH\n", "w3YPsuiFFQkDJlFkLhzpv+RJODzsImNT2w3ZIkMAhkAEfvaOZfjApTrHx5yyZ4SVBgI4caEcrxIR\n", "9cpZJnDi7DzeefFCtSA3q4ean0OzCiyFZdaDPKbm2SJhkFikRrWQqBZjKsTUluKrodzKBHTF0gTv\n", "ZJ1DZut4nl80vx3/66UL9bXVxMUy2a6Qrfa8EZ959RIAtXPgkvACgbMXdGD5WcepnpI5oygUIOdK\n", "x7QtC++55CR05rW4GVORGhuRNhdmqKgKMY19NuNevb96+aLITQ8zv1juBwyEnv9ZOZ2X6QugKxRl\n", "6vwZpqoVYurYVsTe8QqpQoiISKpl/7gHcSznCdDXQNL3Z8a2cMnJs2v2yj2WLDhef0+OWyA2sJtu\n", "fTW+txgv23tLo1amTYvpst5JGxaIDNNCmB4h+Veo5+JVO6djToJql+AFsCwqqlErxHTSh1fFUCU5\n", "R0UIuRjLOLoyqPIgJqTikAeR7rKbLRoKGRuOZan+dWYBGIDK1JvCIrrqIJFtehDraSgzlPKVi7si\n", "x/7bVyxSoa7Skxd6eeuIYC2Q9cRp4dmWsWUhnEBEwigzMe9FZz4a9kk/bIHQ+2VsC798zwU4rr3x\n", "Bua037UXnqAEuVk99LY1Mnw141jwggCvfdE8fPLKxQ0dN6mxdabGOQKi7Q6A6EJaC8uG3romugqp\n", "fo6OWW/hnlHXTfU2+YyNt5x/gi4A0ySkcJHXDgmepIX40uM78dHLTxnTsZNCI7OOHbmxQbmstRjL\n", "14/Ob6wOlc3UujEwyhvEv/4tCypnjj6PFAZKlXlrha0mh5hGcxCrRKRo7CZdPAdxrJEvZoXkeHsc\n", "25JtaY6VB7HeUOPXyrHCLEQ22fzs+WOTV8lMDVggMpMGx4VPnCRvU7xNgN4W+O3WXpS8YNrYXjV1\n", "9oIwB7F2m4upUKTmgS2yumhSH0TbkqF5qmBNjdzJQiiSso6teo15gb65nHUsFLI2iq5s4h3fX4aI\n", "RRdNJiSyzVYS9cSAuXil9yKB0FXIqLYIFOoZDTGtPjd+mM9k3uCgcv+FrCNDTAHMKZCXo3pMtmXh\n", "K68/E394+hx4fhDxwBzYv1+Ne7yeNUDbW+XSGYfK2LLCZFchg1edMbeh4x0crM5TzNcJ8aV55xI8\n", "wbq4yMQWokk5kI3YrFaIqQldU8307NORzMJBcTK2heVnHTem4yZV38waN3MAOdd6phlLc3bHioZ4\n", "25FrK3pjIKmFSBLx2w+2ZfRNjX3+6t2YsKyo+AuEkG12bAvP7htSz8fHI4w2F4AsnlWvD6O++RU9\n", "xmh2NPfPOdHvPz8Q6Mo7qm9rs0kaGz23/+Ah9dx4PYiNfJ51FfNxvcW0ZLqsd9KGBSLDtBDx/Lp9\n", "AxVd5CP2CxEIgX9+cAce2taL6QLNdaRiVjGNbjMVQkzdJDcg5OLh+8/sx2DZh21ZKq8JkFVEgeo7\n", "wZYlK9TmM1akVyKtOYbKPvKOjaLrw7Gtqjv5tmUhCITKhYyLPwoBdf3kPohxK5p3w/1AbksLoFmF\n", "DPoiApFK+EM9R+MnUUr5TOb5ovcoZGxZCVNoEVBLsCxb2BmG2Ea3of9N9C6+9iCGYzOK1Tyxuz9S\n", "hbIRfheG4pqQCDgyUp3bRHNKykHT3tWG3z4R2t+sZtmIpq4XYhqnWT3pClk7kpf6+eWnqV6VE8Wc\n", "BZ3Snb0lDFV8FdLvWFbdBfxYvn2c8EZRXAzSa/+fve+Ok+Qoz36quyds3ss5ny7pJHEKloSQkBAc\n", "QmAhQDIGRDLCgO0PkfwZ2wiDwRgw2ZgPjATGCLAlkkAIOIIiKIFOupNOpztdzmF3b/OE7qrvj+q3\n", "qrqnZ6Znd2bT9fP73W9vZjrW9FTVU+/zPq98L0geq/HPkggiShehSF0QJvgstN+xgQJu/P4zAICr\n", "bn0CD+3rLfk9ETEyCUu4DzaNbB7e34s93cPqmsz8asJHfrUHf/+LXRXv04xAZhxLnfP7W47BE0BL\n", "2m5YmYuo44ZVPkBjchA3H+7HliMD45aDSKhlISTB5MLIsoETJBgBEl346BHOQbxt8xEVbTFr6qUM\n", "otCfc/HSKdL2dN/DRc93ESyNmNE24ymxffk3n8QHL1+iomf07HsC+PbjRzGnNQ0GP4IYiqqFuaWc\n", "xIlA7pt06pSTjiKXpSe6h4twIiS3NAkkiWKYw1iMDCU4UmQkEjGhOWdeK548MhCIIFKUkCbKzX4k\n", "E5C5ReEcRNfIQfzaI4ewaUc3BKQ8bNvxQXVcUnFmHLkAwIWIFaXSZRr0RosWLsAjPcfrQBD9SJL/\n", "e2vL2Eq69sThAayY0RR7IvjeSxdjw/xWfOK3e7H9hDYxIvlqJTlmU6qUxCuCOMoIYrjQPWM1RhCr\n", "8LPPvPwMnDmnpfJGMfDN69chZTO0Zx08b34bAODCxeWNgWrBV65djdmt2uwlvKBy+Ypp+M7mozg+\n", "WKhInmuJVttWsA6iaeBTPoJYrX8Lfm4xvXBFvIb5/Wc5Ayu5rcA3HjuM/adyigzs6hoO/J5edeYs\n", "FbFUOcVclPTNp4ZdVZ7lw5t2A5AmWQAC8nnCQ/t7q5oLUX9Z8DjStqV+k//5qHQRTdsWhorly1GM\n", "Bj3Dpcel62/v1EqCRriYfnjTbjSnLFx/1mx53nFaEC14ImDcNRGQzDXrgySCmCDBJIKSk/r/OXtu\n", "q5ooeFxg5YwmAH7B8ikgPcm5PBBxoHsZKnIwRNdBLHhBwjVeONCbx6yWUBF3RXClTb4pW9NEMXpV\n", "usXIs/OECEycMr7hjWOxku+b+TJcR036g4M5TQoLRgTRJIEXL+7AqpnNynjFthi+9dp1/jXLXFDa\n", "3KzNV+QctuUbYfDwPQrs68lhsOCp++ge0pOtmX75hLQt5bVClHdhjbqXqBy60ebn0e507HC0yvVK\n", "S4+Uw8tWz8DctkzZKX659y0GlUMpyRvwqatXGiY1sU5fFrZBDAE/ghhjvzjfDSCjvPXIx1rQkcHs\n", "1jSyjoW1s0dPOE2snNmM9qxeOw9fLkXyqP5sOfzN8xfiG9evrbgNwWZ+DqL/BZqRqXD9S/qO883b\n", "hQAAIABJREFUq61/hbs/xpiR56wjiFTTEAjeK0VKTwwW1SKGeUzz9zSnLa0eWiIqRY+X9MGfvHdv\n", "yXWW5CDW2G3TveRCEURCWBpcT0S5xtKpzBzjRtCnvMsxWPDQ7xPi8RruonKpE0wNJAQxwZgh0YWP\n", "HuEI4pJpTQGTGrL+p6LKgFxpnqxt/64fbsff//w5cCHQNVRUkw+SU8o6iMF9KrmBjgXo/DNbUjjm\n", "18O7+57f4bP37wtMZiz41vlcR9zoszC4EGj1JZYpS0pGTXlbxigCXypRlW104eJ2ANERONtiKPg5\n", "PPK1/mzN7BZ8+drVgQjkvDY5eWRgsKAnQCZpqpaDqMsP6Au6eo3MFaNSHRaT2wqgrAurCcsKEhUB\n", "4MDBg6odRgNFmvy/WSeY91Y0cshGi3JH+cXbNhgRRIZfvG0DNsxvi4ycjgT0vdsGQ4zD5xzj2TDR\n", "5kz+yWP49ila6lgMz54oLWFDaMs4WNiRLfu5CXIxpVzAZ0/oaDrU8+Z/79DPdiVEmdQQUVJ9BC0e\n", "RUiEoxQYtOhIdUlfumq6ukQtrZT/KbiipA8+3FfAP/1qt4rytaTtEoIYPm01Iqxrqwo/B1EWpic4\n", "Fguoa+oBuq8LFraXfEZj1ImeUgl5raj2c2YAvveENMoaa8UMKQGo7MtEwmSd70w0JAQxQYJJBO1e\n", "Kv8WPR4gjY6/vJyyNVGo89g4pjjUl8fh/jx+vbMbr/vuU2ry0efn8FlWKREkojVekdN+Pwev6GmH\n", "2YPDFn65o1tNZopclEQQ6TMyojHBhXbqTNksUAwe0ATRseSE6vMP7MeuruDk9Qw/AhjpkMkkMU07\n", "pRFEAhW3pwjQJ65aIXMhLYZpzSksn54NRBAjJaYRJjWBSGhoolrkcpJJ0eJy1x8+ViNMA4mQ0/mp\n", "/ijhxGBB/f5GC4qgRiGq7AS9N0p+WBKBZYhn7BOVg/jac+bgpbNLjXgmG8L9iC7XUb9zaIJN5FMf\n", "fEZzCt+8fm1JlK8aHwi79VpMEyX6/VmQ40NJDiJjeOO58/Cm8+YFjqEk4r5JzfsvW4JNN27wF1+I\n", "fMpth4pe4Hd+1txWvHr9LDy0rxf7T+XkeYxrybnUb9fWcVMdxZzLkbKls+wXHzygPjfzvOuFcH9m\n", "Qo/H+r2GDUUBQt+ok0SDvqYos60EUwMJQUwwZkh04aNHOILIhR4Yip5egU7bOgeRY3K3vQWmjE/M\n", "PAuKIJbkIIryg/dYoM+3ki+4XE24LjhnfeCaih7XOYghielwKIIoI4ACrWkpe0vZsjYgY8D/vn49\n", "7nrrOVoa6kcQf/5sFzbt7AYg28w0kikXQZQugOVr1ZGlOZGAlCVLazDI6MZXX71WRTlStsytVEZC\n", "9J14uo7jwo6MOjdBRzB9gugJRYYpLatiBDHswimABQsWlt+hBpgRxIuXdOCMGcFah+bvbzT4zuvO\n", "xEWLSyMTBJ0fyEreiyL2tcAkCIR4JjWl5P1tF8zHX1598aiuZyLgji3HAq/p2dx2bDBq8xEhLO0N\n", "P0cLOrLaYdaiCGLl/u2dFy/A7W9Yr14zGItnJDH1I4j0/dH5Cy7Hi8+Yjhs2zA0ck6J8RY8Hfrdm\n", "BJEbhM3sgpdNz6Lfr0fomucvkZjW1m+r/T3f2TrUQdCCWj1RyQiNuGi6yZA+q8hrfa/DvNOvPXKo\n", "rseuBgGBppQVKDE0UTCZ5zsTCQlBTJBgEiFc5oIbNuAu10YeKcsy5EDjFEqrExgDDvdJGYu5ENyc\n", "siJzEBUxHgeC+Fc/2o79p+S1mhMkWrmnfI2iJ+vzydVtPekCykcQSXaZ9ic8FmTkLm1bRgRRW9nT\n", "s0A1y5T7ZcSMn+oo6jqIpdv8zfMXqvMDMpJS8HiwHh9NXoV/XqtUYkqvaS+TVGScoIyUorAWY5El\n", "GMKIiiDW6ylQ1wuGj75keeTEqNZaf1E/zVkt6cplRpQhjfmef42j5Ke6jfV79TSpmYzozQWNSKiN\n", "6tm9hKPCLRFurNq9VqJat562LXQ26SiixfQiVN7oSIM5iPJveJGKkPOoHxOBPoIx/TujdgnXHuzI\n", "Ojjk9+MmYSt6si8gaX1Y8VLuNg/35dGXcwMSVepvTEiVRn1lNJVKKdG4Y+bmafJc18sY9e99NBBC\n", "Kj7q5UqcYOJhCnbnCSYqEl346BFepfWMCKJrDPRSYqr3mcxtzxhw9/YuAEH5UVPKiqyDKCAnHLVK\n", "leqB57qGsad7GIBeEbcYsPWpbYH3aFK09egAvuvnkFBZiGJoFiFX5wXaMzqCyMtKTBlyRTkxa0rZ\n", "sP2JmzSS0VG1MFozNk7lXBVBtCNGhhbKgbS102auyKMjkowkptqhEZD3lnWsshLTsMTVJP+VIqCE\n", "B/ac8rfRGx06dLD8DjXACkV56PG6881n4zrfSXAsVtN14Xr9Hl3LaHMQVZ6pQUbicN5yJjWTud8h\n", "vOtiuTCyYX5rw84Rlk9HSYzD300cmO0vTWpk/zOYJ9LLAmUu6Hdndp2L/Eg/oBevCm5pBFGVuTCM\n", "uKiu5w/eeBYytjaQCZjkCIG0Y2HrUVlTkQuBQ705dA2Wlnox8Zbbt+HDm3ZXJ4hW/SWmlfLc6a2B\n", "4ZzePlQCpF4YR34IATnuTESTmqnQ70wEJAQxQYJJBB4amLgQQYmpYYlO246X/XW9YJqxmPeSdWxY\n", "VkQdRC4lWmMtMaXvZMgnaHn/wkwjHSKILudqMrj5sDRrKXoCTX5heBOMBXMQVQQxgiDaRgSx6PHI\n", "3DAewRA7sg6KnlBOiVERxJR6tvQzlvd4JCmxLZKYMjhGnqjrCeU0yCIigmGJKzei4HFyEJ/rGva3\n", "0e/VexJFp5/ll0JoStn4ywsX4M43nz1qghYHKkprvPcrX0482gFd5x5C/SeOuU8cA6HJijWzpJT4\n", "E1etDLzfVsfFACUxBfDuSxbhmnUzS7eJ8fxXgsW0wzP9tZj8jYVzWE356tsvXKD+T/1XwROBRSTG\n", "WCCC6Pjy87Rj4a63noO2jCOdtUORN3JWzRplPbgA3nrHM/i7nz9X9Z729gwHJKqOVZozm7J1nxiF\n", "f71nLzbesrnquUxQlDNqjPGEQMZmcHnpuDXJh+IAhJCpBZXaNsHkRkIQE4wZEl346EFcSJnVcBGQ\n", "nVLuSrDMhZjUbW+O9+ZYZDMiX6URxFQEcWw0aKJC0iozgnjG6jWB94qeJnjt/kTT9aNrJQQRfh1E\n", "gwTKqKBuGJpgpQ3J6nCRG5Edfbwo0yJyHzVzGcOg4u2qVp8j8xajSIHFmE+Cg2Uuci5Hq+FcCASd\n", "LzNK4upfq7+ZAEpkcJVgbrN40aKq28fB0X4pj6MFiytWTMMv3vY89blp0BMX1WvZlYLu7amjOgfu\n", "NetlBDMqd7QWhPPcGOJNEsImK4TJ3O8QqORFmER5XOCjL1lel3OYz/Yr1s6MjCDqMjXydZwnx2x/\n", "yyhzUVQEUeaqm+f/xFUrcNMli9V+Zv3VnKul8makjrFgCSZbLSZZatEnZWvlAOVCCiFNqKifWjYt\n", "q/pzWmirBMZYMILISiOIabuyi+lAvvp5wqgkMfWEQDZlg1tGWSJOf2v7vVfr6izG0Jax8Y8vWgoA\n", "uO7bW2o6/mggIBcUCxNQYjoV+p2JgIQgJkgwicBDAxMXemAOS0xNWd9kBgOwpFPaxZsDLGPMjyAG\n", "748L38hljO+7qAiiHDCJDFIxakBPsCi69sZz5+KadbMAyO8vE5Jf0v5cCE2aDIMHQkYRRKbNboq8\n", "hFR96MqlmNUadDcEdAQonANognKxVATRkqvHUZMY2zff0WUu4LeNh/asA5cLVe9x2OXKMj0c8Qzb\n", "6ofvO4zVs8ipVb9Xr6CeFXH+sYgYloMZwZnp19scbQRPyWj91wLAUzHMWKIWIqYKZrWksenGDeq1\n", "KeddaMgvR4M4OaS0DX1Hu/xoeVycHCyosjtEmBzf1MrMgTx/YTsWGPeVMaJ7AZMa0yQJchFr044u\n", "cKFz4c0C6umImq8Cst8j5+cVM5tjuU8TiVw6LWtEEOV9hOXx5GK68ZbNkXLImS2l/WE1VDJC41wu\n", "2BU9rmS3XoTE9JP37MWHN+2qeB5qPY/L6x8OkeaBgof+vKdKIPWNgOyOFEL4CwxjdsYEY42EICYY\n", "MyS68NGDxqOgxFT+vzfnGgRR51243uStgwhIgjSvXa6ocyHw3kvl6vas1pSfgxjcXvg5NWOdg+gq\n", "gughYzPkXS3j2v7sDgBQ7xU9cubUeUH37OqBx0trh9m+xFQ5VUaYlNBELG1bKPjnGHY9te2AH9W8\n", "bNm0SFLjqAmdFbhOExkjSgkYpCBCxNmbcxVBDJe5aEpJEjzLj5Lkihzn+fXEwgSVvkJh/L+SU+c7\n", "L1rg76+3OXTgQLnNa4OxEFMvZKKSPWOi2YhY1hJdrQQ9kZWv07YVawKdKnP+ydzvVMIt163Fl69d\n", "jUWd2QB5HCmiSpeEEScHNwyz/e/cJmsDpm0WMJARqCxfNUleUGIaXIXpy3v4zP37kTPyE1PG802S\n", "dEAbcplmVoBf49V/Bh2LlZWH02+QTGrSNsNg0YNjld4DKTCA6AjeSH4y2o06KgfRj4gKEVD6AMGx\n", "6p5dPXh4f1/F89DmR3z1QpSBGTA2uc9RiKpDPBEwVfudsYYz3heQIEGC+KhU5gLQA3I65Bw5rtns\n", "owSDKV+ShIkmZdEuplJqO9YRRJJNDRU9tKRtDLtyEmYxpiYG4RzElG2hwLVL4rGBQplC9zpSR5K3\n", "oMRU10jszWk31LhlD4jsEWGJItdhYqgIYhmOU/CkxDRlaYmXJwTSfnRXRQehJaU0GY2aMO/rKc0v\n", "LL2P0ghovYJ8ZgmAeuHmK5cp6/9aYUZ2nDpF8Oa2SdIuhMBlyzpx5pyWisXgCalQ7uhUx2Jf0VAv\n", "6DIX5duP2vaxA5VJRTlcsLAdjx3sQ8ETiph4/gJjlHstwXzOSAGRD5nUWEyPSccHCmrBYN1sXeoh\n", "ZTPV/5kLnC4XGCpqOT4pJByLBaSrJmj/A715wC/Ufs+uHly5clpJn2exyukGYUlqHBSUEqT0wJ7Q\n", "udcFl8NJ23rhxRiTBHQfWg507/fu6gGgXWTDIAOxsYRctJz8LukJyiOJICYYMyS68NFDrUgaA46A\n", "UBK9KImpyyd/DiINQR4PrlxH1UEkV76xl5jq3L/mtI2TvgsfFwLLV0iDi1woB9GUXQHA2XNbS1Zk\n", "5aRJTnS+eM0qXLqsE0CQ89MkLmVr04ChIo/MJYyC+dwAwJzW0hwoWqWmdX0ijOXW+SmCmE3Z2NOd\n", "w7f+eAScSxLohiKlZs6SvGf5elpTKiB3BCqTkHAkSwBYsmRJ2e1rwUWLOwCUFiAfDaY1p7B42sjI\n", "hjkxc2IQjFjX45dFEAA+dOUyvGr9bFy6rBPnL2yruF+56NZk7nfGElGqgJJt/O/2ZBV3TxNm+//l\n", "hfNLPpc57JUj0GZubc6IIAZyEKGjgnlX58L3GSVC0ralS1n475HElOBygeGilr+WW+Aq17dLkxr5\n", "f1rsYCwYsYzap1bQ/UdGELn8HTSlUyh4PFCKIzxWVZuA023u7ZGOqObi1PRmHd9pHkH+8+ghJqzE\n", "NOl36oOEICZIMIlQGkEU4FznhZkS00qJ9JMJZgSR+7l7BNtiEXWzhG/SM3bXCOh2Hi56mN6UwkF/\n", "ZduUjQZNapiMrnkcRd/04cLF7SUDrqVyEBnWzm6JnIwrm3pDsjpc9GJPfmgratrpESToxSunAzAM\n", "SUJOo2FI6Zo0wNlxcgjf2XwUnhBocmzkPREyqgkSRJvJgvH/vHG5uqbmNBHU8kiHopoCAuctaKtY\n", "eD4ubIth040bMK2OBHE0MFs9jkSxFphdxiVLO0scPMOwLWmWETdiPZnRiG6lUo3S8DYjrTVJZXJM\n", "uFz4+b3yddTzQwZWWccK5SDqbSQJo/FG5z6bXXPaiCBSJI0kpgDQmrbxyx3duOWxwwCCZC8MT+jr\n", "AoDzFrRhXlsalp+XDgCXL5+m7snMeQzDLKnzyXv2KjOuShgseOjIOpEOntyPIJJ76nW3bcV9u0/5\n", "nwW3rfYsUd9KxHrz4QH1WZNj4wOXyXSLpoi6mY2GECgb4U0wNZAQxARjhkQXPnpQZ0yGIZ6QZQtI\n", "4qXLXGiiUJwCOYjk9igd8vRnUXUQ5Yp4qdlLo6EJIg9I0DwB7NwlzQi0xFRGEKkcx3CRoyllKTkp\n", "EFwl90RpEXhzMqldJPVkqMilsc0lSzqqXnuclrIthm9evw5z2oLRxUqRWgamjDFo22nNDvpybmQE\n", "0ZSYzmpJoz3rqAWBy/zIaaWoaCoU1eQc6NqxGf+8cUWMO5xc2HJETxbLuYiOFCORjf3gjWeXfDeT\n", "ud8ZSzAW/BsFewTfsdn+WZ9EXHvmLPWe67tgk3Ix6lsndYJJEMM5iAzMyC/UJjVNhjw1ZRRVp/MI\n", "oReKbIsF+k0pMY2+VzL00seW5lxm1PHPzp6N//qzdWBgypwmajGL3rtnVw9+u6sHz8QwZTo2UMDC\n", "jowaY4PHk4SbF/Iln8fNi//vPx7B7/edChjQAcBPtp1Q27hcYPWsZqya2TwiB+XRQoBccCceQ0z6\n", "nfogIYgJEkwi0GC2u1tKTjw/gkgDcnQEceLZUNcCYUxgXC6C7nmROYgI1NwaK1AOYt7lSPlEZ5nv\n", "sscFU58BlJ/HVBHnnMuRdSw/p0MeT+foCQgh1Mr4Hv+7N+dOpkSMJkNUzPp3+3rrdo8LIlwbKxFx\n", "i8ncJ8JzXcOY1pRSJjbmdoARQTQnn/5/K+VJEXQkVb4ea6OisUTPsJbv6QhUfY49dVttYuIeP8es\n", "0rNN0XHbYjhzTotKK4gL5VRshP7IBVvVJYzYz2IMz5vfiraMreSfprEMIJ+7oUIpeTRJXNqoR2iW\n", "r6F+2rEY3rBhDq5YMU29LhtBDI0DZMomzyuP15K2Mb89E4huRnUHdC2fvm+fvE6n+o8o53K0+7Vj\n", "S67NyEG8x48cmtcdB7dtPor/+sMR1X/Rd3/p0s7AsZrTNr587epYx6w3KPKc9BVTFwlBTDBmSHTh\n", "o0d4POI8mOxOuR8Fj0+ZHERpxCPv5eH9fUGJaUQdRC7kSvJYkwMzckc5YSnbggCwcLHMg7v72S4A\n", "OoKY8nMQh4semlK277gnjxc2IqK7fuygNJgIS23le3oyVOI0WAGjaaowQWxJ25jnRxkti2Fee5BU\n", "tmVs9OddaTDhIzyhDFvoA5r8VHLq1OUWtGR1Mj/7lWBK7EZbRD0MXqfFlana9vUGuVNWkpjSb6PJ\n", "sfD5P12Fz//pqqrHNdufeKF5Di4EOAQWdcrfaDk3zE9ffQayKZ1DKI9n/EYZlClX0V/8AoBFxoJS\n", "2pB+UNSJ++R0RnMKZ8xsgm3UNXRspp7rq27djJ5hLf00ay0CcmGIyjwRCWWstE+MiiCGx4msU31a\n", "LIRAxigpZIL75LWzrRX//ccjgc/CfaUAsPlQP/7v3TtLr8uX/85sTunSSR7H++7agWdPDAbGmfGA\n", "jiCO2yWURdLv1AcJQUyQYBIhPHGjMhe0OkwRFI8LFdGa7DmIAiKQuxGQmFqlq7J8jCKIH/nVbvx8\n", "+0n12mxnx2L43uvX44vXrArIPkkaLMtcMF8axdE1VESHL6dUclojT8esVabqIBrX0tmknU1J1lTw\n", "a5W98dy5Ve9FS75qbASUPl//8/r1+OAVSwEgkKdEaEnb6BqS7dBBRcgVoSuNEub951g7PZa/Fi0x\n", "Bf7xRUvxwcuX1HIrkwqzDCMh22L40ZvOrtuxJ7fmYPIhjkkNka43nTdvROcgwiSELkwv/Ahic8rG\n", "j950Nua2la/rmLKsQB3BYH4zU+NN0V/8uvPNZ+PVZ83W+xudAS100kLZt/5sHW6+chksw307ZVk6\n", "l1EA7/upJlFkVkZy2ZTN4Pp5keGontknRkYQQw+7EyPJkwtJ2KPqKnpC5ommIzo/NyLi+PD+Xjxh\n", "5BYSBGS/35yWC2oZm2GowPHU0UHc9JMd8Lg2AxoPCCGg47UJpiISgphgzHC66MJ/vbMb7/rR9oYc\n", "OypaRoQI0IP2qlktipRM9jqIZgQRCK5c24zh18/1KHkQQBMgq+EE8ff7evFzPyIIBAd/22KY0Zzy\n", "Czcz7N63P7Cv6+cHksR0T3cOy6ZnwZiOILqKIIpADiJN4kyitHZ2C+56yzmwGdQKunZKbWw3HyaI\n", "GcdCt2/0YEa0qJhzk5/LNKM5pcwV6N5UBDEi8kkS20o5WLr0BsMLl0/DOfPbJvWzXw4ffcly/O1l\n", "QfJbV6v7Ov10plrbv/OiBbFyemtFXInwphs3YNn0ptjHjWp/LnSUzPPHD8aqPz9mdA4I/kYtpvsB\n", "1zfgakrZgd9/VARR7suQdiykbEkIh/wajRnHQkvaxlvPl4T4UJ9WHHh+tHCavzCWsi2Zc22YdJnX\n", "RpcdtfBRmsNe/eHnQuZAlpOY2oxhsF8qPV53zhz1mctlwftj/X5etkBZ1y1SjrRnbOztySHvCfTl\n", "XfUZ5VyOFwRkPxunvcYaU63fGS8kBDFBgjrj0QO92NU1HGu7XI011bgAZvmFq2VRYZ8QWcGJdZOj\n", "cxCjZDDjift391QdVB490Ksd70SwJIJZ5oDu99c7u9V7HH6ZizG4bfP7M2tiOYHJE4PLgxGyosfB\n", "DInpnu5hLJveFEj69wSU5JSc8QDg+rPlqnyYmKUdCxaTx5Mr6bxmyeH89gz+5vkLa9on6vGi4urm\n", "/OU8v1RCWpXkYKqd6BBEEKMuO2zSEwW633pJJCcqLl7SgVWzmht2/Ow4uCJOBrx6/WxVh7SeqFRm\n", "ot4Q0GSNCz+/OcZ5HcOFFAiqAxi04qHIRaTTqhlBNLv/sJsxReWIvEYR14Ino6AZoy+R5jClsk+z\n", "DE+UoUrUoms1CCHbkAsRIKQbb9mMnSeGpAEZk8c5d4EuEUP3enJQG3eVa3nhq4PMPM5Bnzxftqyz\n", "pOTTWEOIaIVIgqmDZBRIMGY4XXThcaemH/rl7gCxiQNTTkrF4M0IIg30loWAxHSitH3B5fj4b/fi\n", "iLEaHIUP/XI3fv2cbBtaSSWEI4hA6eTDMaRKjQTVpwKCEx1TXmRbDDPnzEVL2laDfcHTVuiH+vLY\n", "tLMby6Y1oTfn4qH90lTG48Kf+AhlKU73ByByccFiUlqacSwldYozhtPEybYYrlk3q8rW1XHGTEle\n", "zHynv7pYEk/6rmymc4yo6ej5jYr+kmw0Tq2/hR3aDXGiPPuTBR99yXJsXDWjLsdK2j4eSCpYb34Y\n", "1f6Uow3oHPY4p01Zkry9+AxZ7iZoUqP726IvbQ8jbRCdcvnhtqUVENx3WDUjjzmX495dPdL12bFU\n", "f5o2XLwLbmkEUd976TnDC4llatEHwP3jtqRtDBWDOxzuz8NiDHNnzwQA5cxq1k00I7FmS23a0RXI\n", "PRdCzyeev6QDQ0VJEAcLnsq5HC8I+A7jE3AtLul36oOEICZIUGc0ssvmIuhYqnMQ/Um3qmelV1In\n", "Ug4i1ZgKD6qVQDl4hGAOorxv01iA2mOso0imxDRr2I5TNK85ZWGw4CkSR/JPyktcMi2L2x4/gm4/\n", "P08SREvlotCkS9XGimhDxqQMLFBwPsYDWe+WskLXuunGDaoIu+VfkGdMVMOzjCjpFmNSNloNm27c\n", "UFKKI0F8XLykI5ZRR4L6QUlMx+BcwpCry74lXv1MIjgZNdYYBBGaaJG0PYyU8abHo7dxLB2l9FQE\n", "TW/4wJ4efOKevci5HrIpCy1+P6vci1lEBNE4j9nN7O4axiP7exUhI7l7HHMzirq2pG0M5D31HiBV\n", "ELbFsKd7WL0G5KIhLeoR0SOSRfjM/fuxq1urjzwh8PihfgDA8+a3KafYoaIcR8Yi4lwe8jtsRL7y\n", "Vbduxu1bjuHt338Gn7t/f/UdRgGz1EqCIJJRIMGY4XTRhTsNzPniQiemO76MUpZ1CLo/Sjc47ifv\n", "T5wcxIIq4l59WKFxmqQ2BHNQpEmGuZIqhMztGw8XUyLq5gTbthgOHzuBjGOp/J+CytOR27327Nlo\n", "Sdu4fIUmQLRCTFHi8L1GRdlsJktp0KTEYvFc+VINWokOr8b/29UrlWPicJGXSEwJ5oA9v310ZG+i\n", "PPunI5K2jwddwqW+v8NyOYjMWMARQsSKyju2jCCSiYu5j7l70YuWrJqEUhrZRGzDdJTN47KEkxlB\n", "pMjbYEG6PrdnJUG8bfNRALK/CxNe8zzc6Gk+ee9e3LxptxpbXBW5i5ODqPM2B32yR/ufGnZhMeCg\n", "79KsJfWWIob9PqmMPDanFAMRILTTmx0jgsjHNXoI0EIDG50FdhlwAezqGsa+Uzk8eaS/5v1r6Xfu\n", "2HocV3/jiZrPcTogIYgJEtQZpC4ko456QkREED0hkA2t6jLfNCBjj33B+Eqga8m55QfIMLgIEg1z\n", "omEbbaG3F7JQsYg32I8U4eHZ5UIVhjZJmYzmatkp5XcxBlXguDUj85pedeZsrJwhTSg8PxJKuYg0\n", "ITtrXqvaPwxyAaRz2IzhZatn4CtVamW96+KFuPW6tTHvXMOscRiFMIk9Z36buo/enGtERYP7mRHE\n", "dXNaa76uBAkmE8Y2B1FH78KLT5WQ8k1qVH6h0bcGCCKvnvvs+SZdYdhmBJFLQmcSxGE/B+9f79mH\n", "rGMF8gsB4IdPyULyVhnyag4HtFhJfU/REyqXsRq4T6pb07bKC6Q+655dPbAYQ5sjj0/3mbKYWhg9\n", "ldNzg3Az0PlJOfPVV60BAHRmHQwWPKQsJv822HysGrifg9io6QW1W6OnL4d6K6e7nM5ICGKCMcNU\n", "14X35Vx87Dd70OmbGHRVIIhRyfJxwAUCURfKUyBJo2nk0T3kIu3IMgoTpe1pECWpTBwQCSaY0a6o\n", "HETur2xS9G0k+MKD+6vmSdJl9BmlK2b7pQeygRp1QGvHNDXRyTr0XTFFKMmIIWUzPNc1jOGiJyWm\n", "lpTKllsRL3dNWUdLTFO2hZUzKxuatGUcLOrMVtwmCs2jMDOZ357Wz3KJxDTaDGMkmCiaXi43AAAg\n", "AElEQVTP/umIpO3jYeMqyuur73Gj2t/jQpESAcSOINqWVKPQJZpdq0nUZP3Vyse6fcvxSIMV2wqZ\n", "1PBgPvcpv68FolMnBn3ppfmZVcakpuDqSCWNKe0ZJ7ZJjc3IZExerylttRjD+y5fAUAv7KVspiKA\n", "33jsiLqecNPTNQrfpKcpbWHTjRv8shqy7MVQ0SuJIH7yZSvU3GOsEOe5GSkq5aNXQy39TiaR05dF\n", "0jIJEtQJO04O4YE9p5TLHdl1R4H6vFojXKbE9ORgURbTBVSeBnWqVFcpY1uRtZfGCzRwD8dwb6W2\n", "8cImNYEIov+XBScBFpMD+Ehv/e7tXfj9vt6K29ChKdfE5QJLfQt6c9Vb5sVo2WfWkH8SsSWiRft1\n", "DRXh+jmIbhk5VhRo0pCt4AZaTzSlKlvjiwrZjStnNKvvz9zq+Us6cJ4RmRzfPJsECRqPCxfL0hlj\n", "8ay7XBNCzoU0XImxHzmE0r5euQhiGYlp1PHOmhtUB5RITIUImNsc6y/gpT6ZTtu6xMLXXi2jbB+8\n", "fCn+zyWLAk7M5qWY44iOIApF7ppTViyTGiJ2NmNq+8CillVKPFK2VZJaYRoEme7V9JcLoQguOZW3\n", "pu2APJ8wrz0zpmSHItGNUumE89gbhcxoVyCnMBKCmGDMcLrko1B/Vq68xN6eYU1+alwdo/w6Aq0G\n", "Z/yZdrM/Yac+L+2Xu2hk258aLsaW01Kb5Iql5Pn+PT340oMH1GtqG5cHcxCjIogBiSnkyqY9ighi\n", "NdDqLgB85aGD+MHW43A9jo5MKWGyLYbuU30l+YkWY2qyRUSLCBPJah2LyXpTEWNYWF5F5wqfo5Fo\n", "TlceQso1v2MxLOzI6LIsRiTyIy9ZHqj1NtpUm9Ol35mISNo+HugZr1TjcySIav8ZzSlFmkiBEue0\n", "tl9wPspXygoQxHjldSzG8ImrVuD2N6xX7zlGmQoqc2FGEPf25HDugjZ8/4az8J4XLMby6U24YsU0\n", "1V/MaU3j5WtmBpyYy0lM84qI6veWTm+KnYNowR9j/O1NWbzHBYb3bMFtf36mem//qRy+4+dKrpvd\n", "og8Wktm7nKtjCAEl6aXxo9UfY8IE0cLY1iSkHMRGnZHGwpEs8tbS7yQRxPKYVC3zla98BW9/+9vx\n", "/ve/X703MDCAj33sY7jpppvw8Y9/HIODg+N4hQkS6ET4KCdGIQT+8gfbMeBHF2vt/DgE+vNaZlP0\n", "5Ye0yjqrNYXb37Aef+oPkGORg3jzpt14w/eeirUtRTOjTGp+uu0k7tp+Ur2my/a4rIP4Ly+Vkh0z\n", "gmiW/CCQS589ylIX6Qori5S3s3JGE/b05PC1Rw7JwsW2hdvfsB5nzdUTAIsxuIJpiWmoOPzL18zA\n", "OX5e4dy2DKY3Oyh63I8g+pHhCJYUNQejCabOQazxpmvEy9fMxJ8bhaDDKDdh+c6fn4nXb5irrvfK\n", "ldPx/RvOitw2iggnSDCVoExqGjwj+8Ebz8Ibz52nJn7kFBo34lf0dATRlGuaxLZYJr+w5HhMTs47\n", "fXdjeQ79ucd1QXrCvlM5zGpJoz3rwLYYpjWn8PdXLAUA3P6G9Vg+Qy8sEcqZ1BSMOrt625h1ECH7\n", "X4tpt+yCxzG9WaqHuodcMAaVcmBCSkX1+EftSMSYxsaivzBKEUQaP1rTZQii1RC/mLKghctGnXOs\n", "Iog0d+o15MsJJCYVQbziiivwD//wD4H3fvzjH+Pss8/GF7/4Raxfvx4//vGPx+nqElTDVM9H0VIR\n", "+TeKnBBp7M9Jghi38xsuethxYghCAD3DuiPzfPkhRdUsxtDZlFLkJu2whtdBPDXsxia6tUhMPSFz\n", "Q1zfSIEGXzOCSBEsM6pKBgJp2wrIfmpFpZVFz59UmYO06+eydDalArkZNgOcTJMie02h6N5NL1iM\n", "ZqMYdGc2he89cQxFjwe+1zig66GIchSxrCcWdWbxFxfML/t5ueue1pxC2rbwlvPn4d2XLILFWEMK\n", "kANTv9+ZyEjaPh7od1rvCGK4/dsyklhpkldLBBG+3F2+Noe3QD/oiVj9TtQ29J7jR+ZkBDHYD3eU\n", "6SdMomnCPIsQwDPHB1HwNFUMO2THGTI8f4yxrWB5j86svAbGStt+Vov8LO/yQB1Es34kAL14HDIQ\n", "UuNHaIFRXTtYgAA3Go2OINJxG52DSOPx7q7hKluefphUBHHt2rVoaWkJvPeHP/wBL3zhCwEAl19+\n", "OR577LHxuLQECRS2HZNR7EiCSIOBISOJg59sO4m/ufNZcCGUoQmdg7GgSQugI2spSxaybZTUslbQ\n", "fUdJTAnUUUs3UgaLycGTZJNmBFFJai2Gg705bLxlsxy4INukMAJ9Cn1vlUgZDdwUuVw+PQvXiy5c\n", "LFfeufpOTBfTKOzuHsb9e07h0QNalhqX51HbhJ+H8UK1614xoxmvWDuz8kYT41YSJGgYMjbDG8+d\n", "G+jbGwmzDqKZB1cJlIMYFdkxFRzSxTTG8SI6QOo/0zZTOYjUl734DJl72NlU20KSeS1cCNz0kx3Y\n", "tKMbgF+/kcOoIxxPpkkmNTIHUUcA6TjhO7vrrefghnPnqdfk1CqEHm9IXUMlMCi1goUIIo0j4atk\n", "TEYuR2qAVytkDiJr2PnouLXUTB7Refy/X3/0UEPPMxkxqQhiFHp7e9HZ2QkA6OjoQG9vZWOJBOOH\n", "qZ6PQh35Iwf6/HdKO06SlhBxicvbiBxxEZThkIGJE9ImqcLBFoNjM9z/4O9i3kVjUUliSu232zd9\n", "4VxLRQuelhqZ5Icib1wI9OX0wMqYbIORRBCHi9WjuzwUufUEfIlpNEEczBXUtnHzA0/lXPW91hpB\n", "pAjBeJc4qUcO5GiPMNX7nYmMpO3jgTGGN547L9LZczQo1/7hn2UsF1PG4Hpc/R4DUn9j/IlvUhN9\n", "DkCSIO5HEGkR8KpV0/GeFyxCW6Y2gmje2y+elcSQ+nbh/1+Nlyxe2odQEURNKOUioD6X2fZp2wqk\n", "LORcSaIFtJsqLR4P5N1AlNZiQWJI13owVJ6Bzr23J1f9BuoB0ViJKRdaTlsraul3iOA/l0QQSzDp\n", "CaKJuJa75sPz4IMPJq+T13V7bYKL0s9///CjAPTEfc/efbGOTyvLx44dw8DAgPr8VF8/ONeW17Q9\n", "Dd6nenrABFdEtBH3n8/nYm+/bfsOANoBL6r99j73LABJprnngQmOgseV1OiRhx5S2/7h4d/jrUuG\n", "famtf449B1R5h0f/uLnm+7n/94/411h+e4pu9veeAgDs68mh4HEc3LenZPvBgX64htlC13Fd1Dnq\n", "+AQhBHpPdQfaptr1P/3UVrUvABw7cXJcfw893V2jPp5z6qByeR3J/lu3bh23+z/dX2/dunVCXc/p\n", "9rpc+3/4yuX44jWrEF7ErHQ8acgCHDiwH//04mW49sxZ6nOT7PX2D6q+OHw8ExZjJZ//4VHZ98oI\n", "IuBxjocf+j0ASaraT26vuT0eeViPF7977pi6F0JPbx8uWNSOhR0ZHD92DDt27gQXAkKIyON9+AeP\n", "4s5tJ2Ex4OTxY9i+YycAueg72OcvDle5/96c6xvdCBw8Kq+JFjN37j2otssVXTz6yMMANDE8eeJY\n", "5P22ZRwsafLwu8c219Q+I30tABw5fBgHDh2qy/HCr7kQ4J5Mp3n66EDD7ue53bvHpL0m6utKYGKs\n", "4tF1wvHjx/GpT30Kn/3sZwEA73nPe/CRj3wEnZ2d6OnpwUc/+lF84QtfKLv/b37zG5x77rljdbkJ\n", "TiM8fqgPH/z5LvX6/75wiZLFEA715vDWO57BJ1+2Ah/8+S68/nlz8Jbzy+dwEe7f04OP/2Yvrlgx\n", "DS0pG3dtP4n57Rk4FkP3UBGfefkZeOePtmPTjRvUPhtv2YwLFrbj2RODuPX6dWVzN0aLt9y+DYf7\n", "8oFzl8Pd20/i/z10EM9f2qnMBQh/d/dObD48gH+7eiX+9u7ncN1Zs/HLHV0ApOzmR286G08dHVCW\n", "8IQdJ4bwhQf346+fvxDv/elOXLlyGua3Z/DYgT68/cIFWD+nJdbi0T27uvGv9+zD1169Bu/44Xa8\n", "+5JFZeWPvTkXf3HHNqyf24qH/HIYV62agbWzm/GyNcF93vfTHXjm+CBetX42vr/1OF7/vDn47hPH\n", "8OfnzInM33vZrZvhCeCcea1oyzh4cK8koeHv9uo1M/CeFywO7PvM8UHc9JMdeOdFC/DVhw/h/IVt\n", "+MRVK6veeyOw8ZbNeOHyTvzji5aNy/kTJEhQGa/45hMoeCJW3/2dzUfxrT8ewZvPm4c3bJgb+Gx/\n", "Tw43/uAZ9fplq2fgvZcuDh8C248P4t/u24cDvXksmZbF11+zNvD5QN7Fq7+9FQvaM8i7HCeHivjF\n", "256Hq259ArdctxaLR1CrNedyXPNfTwIAFnVkcKA3j/dduhife2A/GIBVs5rx1xcvxJrZLfjig/ux\n", "fHoT7tx2EuctaMO7LpblMu7b3YN/+e1ebLpxAzbeIgnY/3n+QuzqHsZKXyb/0L5e3L39JB450If1\n", "c1vwuVesClzHr3d249P37cPVa2bg7u1yXMs4Fs6d34aH9veqcefSZZ14YM8pZB0LOZfjx286Wyll\n", "Nt6yGStnNKloV/h7u/mXu/DytTNxUWiMbASuv20rNp4xHVwIvOOihdV3qAEbb9mMjWdMx2MH+9Az\n", "7OI9L1iEq9dUSUUYIW7fcgy3PHoYFy5qx8d8I7zTCY8//jiuvPLKyM8mfQTx/PPPx7333gsAuO++\n", "+3DBBReM7wUlOG0RzneLkijSNqrWU8zlGTrUUMHD+rkt+NI1q3DTJYuUnLKcoQoXMi+ukbUQa1FF\n", "uVzWtYpqmyIPSm3ILl05/DGUkENASpXI6RTwTRL8COL779qJ7z5xrGSfKOzyB11yM4sjMU0bN18w\n", "8gyD1ydX3mkFmLapxlm7hooVC05H7U4r4xRRjnLSHUs0V6mTmCBBgvHDtDLGLlGgviiqvw9L68uZ\n", "7ayZ3YKbXrAIzSkrchvqv9I2C+SCb7pxw4jIIRCc5F6+Ypp/TP2ex7WpjpSMypIUpuTw0/ftAxAc\n", "E5g/NukcRC0x5RGZDbTvuy9ZBABY2CEXeHOudi0FgAf2nAKDNmALN1MlKWQ2VVprsZGwLIZGnY0L\n", "oZ6RRnoocCGwsCPT8JrBkxGTiiB+4QtfwM0334zDhw/jXe96F+655x5ce+212Lp1K2666SY89dRT\n", "uPbaa8f7MhOUQbVw9mRHVBHcMNRgohLS41kr0+AyWPBgMYY1s1vQkrFR8EnU/Pa0LxkKoujJvLiH\n", "HnlUvddXZztn6sQ37ejCHw72BT77ybYT2HpUS2KpdENUf98z5KprBiSZtpkmO+UmHY7vdErphgVf\n", "bkqD9dPHBiL3C0PXofLJe5lBqc+XB9kMSBnEfKjoRRJ1yiFxlMlA5fuhsx7szUea3hCiyj84ikyP\n", "P0H8+mvW4B0XLhi38xOmer8zkZG0/fiiWvvXYmZF/VVUtxVVcqEcGGMYKkYb2dA5WjI2Bgvljcxq\n", "AZHOeW1p1R8GSl8IXZbDYrquoTBG8BZ/oWuw4OGqVTP8bRHKQRRq8W/b8cGStqejmSY/jpEnb+bL\n", "MwZkHapprK/1wy9ehm+/VtZWjFK3NDl2RQO4ekIIIQlEA3MQ6burdRirpd/xONCecTBYGDtiPVnQ\n", "GM1Zg/Ce97wn8v2bb755jK8kQYJShAlFFL+g98jN8+7tXSUywehjy7/Drh5YUxZD3uVwfNvytbNb\n", "SvbbcnQA89szMIeM627bii+/cjVWzWquet44oOv5zP37Maslhe+8Thc+/vLvD2Ld7BZ8wSevrieQ\n", "sS1wLtA1WMSMFr2CTZMMWlEteFwZAQDlSzZQhM50g2NM5/zFXX2kgZ7+lhuUrrttKz7z8jNkBNE/\n", "R0fWwVNHB/HyCBkMrbxnQiYD5VYszcut1fY+vMo/niY1S6aV1iRLkCDBxEHY6KQSVD8ctTAVJogV\n", "+i0yAYsy5KH32tIO5rSla7q+cqBjtmZsHBsoANDEmPmmNJZaWIOqa2gKSNIO86+dG5E9Jk1tjEXf\n", "VIUFvTPntGC1MeYWPQHb0qoi1xNYMaMJe7qHwYUuZ2E25QuWdvp/O3DZss6SczSlrFglpOoBAT+C\n", "2DCCKNR41ugIYlPKUuVFEmhMqghigsmNqV4TS4SX0iIkip6x2lgLaL/hIlf5dGnbQsHlVaURKYvh\n", "nA3BvNsTg4Wazl8JJnEjcnfzL3fhSL8c3M12cblA2rbABfC67z2FLUcG0DVYRN7lipjRMfKujATS\n", "5KPc2GtbUuajCCLnsMDUam618fLT9+3DzpNDaqAjMs4jBiUaqPrzLmyLKeOc9XNaMFDwSmp2AZrk\n", "pZULa3Vn0pnNKXVvZVFhJV9HEJNV0ane70xkJG0/vqhn+9cSQTzSV57YUbcatfhFh7FYbeQ1DjKO\n", "hWdPDAEILpx5XBhpDJrwmMM3SUaHip7qv4seV4uTgByjqb+e354pafuFHVn8+ytXq9culxFEcjYv\n", "+q+p7w7XyzXx4Rcvx/Pmt5W83zSGElMh6PtqVJkLfe9ejVYptTz3HpcEsTBGxHoyYVJFEBMkmMgI\n", "92FR3Q2RoFrr8xExyRW9QF2kvCfQVqUQgGOX5iDWcxAx5wZ03EcO9OGSw1LaabaLzEHUspz7dvfg\n", "p8+cxCvWzlTDDElkKAdRTxoqS0xVwWE/L5MssqutPv56Zzc6s05AxgtED0p9viS44EnyShHE3/lG\n", "NekIyRYR6IzNAtuU4363v2E90raFa/97ywgiiMFjF8cxgpggQYKpAzu0+GQiTBAr9Tu0adTiF1Mk\n", "tP4JYc+dHFaLj+aYYJaOspkmj2a+ITcWaLkRMbQZw1DRw6HevCJM333dmZjeXD230yVi4o/NeZfD\n", "NsY7qpdbS45/U8qOnbYyWggECXW9wQG14NrYCKJst/w45+tPRCQRxARjhqmejxLuXqIWvcJ5bitn\n", "xJPhmcV4Va0oJb0svx9F4P6w+YnA+7WOvwWPY093dHI8TRjMwRXQ7SEgB9gdJ4ZQNCKIgG6jU8Ou\n", "ek9LTCUJq1ZTy2FBgnisvwDGGNoykiDGkVke7surelQkgYoaL/r9WouU+0mTnNedMwcAkI+I2JVG\n", "EMtPtACgsymlXOuijlcJKl9zgpjUTARM9X5nIiNp+/FFPdtf5+mVfkb51SSLrLSwRbnTFcURdeaH\n", "r1w3Ex/buFy9pjFBCN+khiKIftoGEFwgJHOb4aKnxrVFnRlYFsMPnzqBt96xzS9qzzCzJa1KeFQC\n", "EUyKIN6zqycQQczYWsoaFxRBfPJwP4YaLJkUQqhajo06PpX3aqmxHmItzz1JTJMIYikSgpggQZ1Q\n", "EkGMkpgaDp0AIiWJUaB5fsHPrwP0oBxlVmLCMWQwdE0nB4uxzku48+kTeMcPt0d+ppzGKjDkJ48M\n", "4G/ufBYeF0jbOoI4tz0NgAru6uiqxXQEsdr4SEYBrq8DOjFYDJjbxJGn/H5fL4ZdOaAO+VFQN4Kc\n", "DfrkMU+5oP6hX+fbvp8xszSvszQHMf7KcKVBK8pfIrzKX4yy00uQIEECAFf4xCcOqG+JIizU177R\n", "7wcfP9RXsg2BVSCaapvYVxUPf/38RZjXnlGvFUFEUBpqM6YW5XaeHFbj1Lw2ue/nHtgPTwjcsGEu\n", "/mRRB2wjZ1FKVeNfE0lMtWGdB9vSEcRyzuSVkHVkDuLf3v2cKo/USFiMoZ6V8jbeslkpeLiQc4KV\n", "M5pqVlxVw5Yj/eq6PS7Q5Fg1L8aeDkgIYoIxw1TPR4kXQdTyFIb4E3iTWNIAoqNFlfd1LIZ1Z56l\n", "zgsAtz52ONZ5CbkIorKnexjHBwolTnjU8dLtcyHUqmzelQXvaYA281rM6GrKthQZrjbm2kpiqt+z\n", "GIOjchDjDS4kj6WV1/586QosfQ8Fl/sJ+vJ11rGw6cYNaMuUqvYtFUH0I792+YlWGOWu/QOXLcZr\n", "/ailiZSa6MjXSQRx6vc7ExlJ248vqrV/LfXyTCOXcp/RRD5Ot3OoQp5i/QWmQRmsKVnMuzwgzTfJ\n", "yOcf2A9Aj9vHB4oQAkqdYltMyWlJckmo1vYul8SUFovJ4VtFEEdAEPvyHn69sxuANI1rJLgvqa33\n", "CEP+CFwIcCGltrXm0ldr+w/87Dns6c755wGyKbvuJHQqICGICRLUCeGVtKgIonYxlfUA49YnpCgY\n", "FzpiqOrpVRlOU0ZNqXqalrzjh9vx2fv3KcJz3gKZNE8drZKYCi3b7B4qIu0XAJafCf8etJmNxwUy\n", "tlzJtRmrSqR0mQvdllJaC3W8OMgRQSx6yNgMpyLKgVA75v0SHIUYxybSRtFiXeai+jWVi35uXDUD\n", "M1vSpecKGeCMp4tpggQJpg5UBLHM5x+8fAkuXNwOIB65OT5QXsXCWO2ywmowCWKRC3Uf/XlPfXb3\n", "9i7c9cxJtd1vd/UACBJe4UtJgaCUlnMRWxprLvLSeNmStgIRxLjqIhP1Kg0SBwJAe9ZB73B9ch5p\n", "LkBjlxByDpV1rIaQN8rVNCWm9YyGTgUkBDHBmGGq56OE5+JRXY2OIHJkbBbbRCRYoFf+JYJRaVAS\n", "Qg5CW556GkDt5jjVwBhTkVK6Dk3+5Gsu9Hm7horI2CwgI6HjKPLsSfJM0dJqtboc38XUJL+WxeBY\n", "1SOI9Nmc1rQquTFY5JjRkkLPsJ7AHOnLY+Mtm9X2BVfKX689cxY+/tLlpQc20J6VUUUa8NM15JbU\n", "SvCUi6kFXLasU9min86Y6v3OREbS9uOLau1fS6SO+Eq5futFK6erBaoX1SBdjbwuxvCCpfGjm3Fg\n", "muKYqRqA7jdPDgVJ6zK/VI8QAtOaHLxoxTR43HBbNY4pI2r6daW2J2JJi5sA8PD+PlWyCgAyTu1x\n", "1OvPml3zPiOGT6zqJc3UeaF6MZwLWQ+y1vzAOP0Ozb08Lr8HMxqcQCJxMU2QoE4IRwyjFqOoLy16\n", "AhnHwsHePH6+/SReFlE/L2o/wJRlssjzBq4BPoHyF/kKI+zMy50ibTNFCIcKpQV/6TVJTHuGXSyb\n", "3qQszDl0BHHptCxODhZxqC+HjG0h73JkHVbVydPy5aluIILIVOSuUvv8/c+fk9de9LCwQ+aZDBY8\n", "tGWcgNMr1c+iaORQUUpl57VlVH5KOdBqeiYkMY2Tg1jreGVOgj505bLadk6QIMFphUp9Yxh2BYkp\n", "gfrH915avbbvWMPsG//7j0eQMlIEypUTOnteKwDZD9NCZF/eRXNKRjfNuoccIrbjKBGR8HmdUeYg\n", "NhtR1wsWtte8fy0QkPn09XIY1e6x8P8KP4LI6rqwHX7mPSFUTeOCnwKTQCJpiQRjhqmejxIea6Pk\n", "CmYOIg0An3/wQNVjm51wmC9V43yOxbBylay/NNKOttxeadsK1IgCSlcCD/Tm1XmHi15g4KN9GdOr\n", "tX842C87az+CWG3QpYLFeZfr3BAWz8TnySOyFMdA3lPXPZj3pKzFWLWk+1fbFNzYK7wUAKVVam1S\n", "U3n/K1dOw0vOmB7rHGEk+fYaU73fmchI2n58Ua39a6kvR2RmX0+u7DZxJJbhkhiRx0H11IlaET5v\n", "VATx769YGthGp3bI/MD79pzC/XtOoTntq0FCY1ktOYhR12RHuJiOFFG+AfWEUKS5PsfzuG5r+Vf+\n", "S9lWXesg0nnMciZU0zjJQwwiIYgJEtQJ4ZWpqH6TOroi5zWtEJodZHh8rbaC5ximMCPNQSynzU87\n", "lrpvMnWh66E9LKbdOIddHqgVSFcjJab6HGk/78CK41IDOVDlXd2mjOnVXREjjb4tY6t80L68W5L3\n", "YDqeAcBAwYv//RlFmIH4EcS/u3wprlw5MoJYS2QgQYIEpydq4RAUQaxUQ3dJZxZfumZVxeNQVK4S\n", "LFb/Uhc07GzwC8xbjOHCRe2Bz6hvppq1NHR4Qi/sAVARxIwxlrk8fgTxkiUdeM36WSUEsS1tq/um\n", "1IRa8ZO3nIP3vmARcm5j8hG//fgRHDiV0+qkOo012mmd/goIn5jXsw4iGbfRMT0hv/9M4mRagoQg\n", "JhgzTPV8lJIcxIg+jSJmBU8E5ClVjx2IIAb3q5anlrIYtu/Yqc47EpQ7RcbWA0SXn79h6vhTtswt\n", "JJOaoicCEg66r1/v7A4Q6oxtqQhinJVk22LIuTKhHZCDPxGyOH3+YEFHEAfyHppCzmmKYI+EINI9\n", "+duryGbMGdD3bzgL33ndmTWdq5GFhScbpnq/M5GRtP34olr7nzm7BatnlZbmiQJ1203p8v0eYwxr\n", "ZrdUPE415YR/oLoTROpvs8YiIp2DheSzqm/2/3DfYZRAUk4zgkhlmQiV2v6fXrIc77hoYYnENOtY\n", "iojP9HPia0XWsbBuTosyXas3vv34Ufxs+0kIIeAYBnijRTiy53HpYpqyaieIldqeSlWpiCUPSkwT\n", "aCQEMUGCGBjIu+iLcLU0Ec/FVEtMTaJEBKocTF4X5pXlOuiFHRnMb0+rOoj/+cghPH6ov+J5yp6/\n", "zDlSftH7mc16MDNX6Fr9gfS4UXcxbUgzzaOajq5ph6mk/zjOYrYfQTQJIq0Gdg0VFXkFgOMDhZI2\n", "syyGoaIkhv15F61pJ0Cm6Z7oPZKh1gIqIp22qJh0vP3asw5mRTiWVkLCDxMkSFANi6dl8e+vXF3T\n", "PmORo8XQmFIXgB4/PS5KFulW+XVsSZ5Jn3IhAtG+Zr8vN2WgVL+3FtAxX7N+ljyfQVpXz2rG2tnx\n", "yHsYTSm7YqR3tCh4QkcQ60UQhSZs9NoTYkQS00p40/88HTifrINJEcRk4DSREMQEY4bJnI/y3rt2\n", "4sbvP1NxG7Of3DC/tUwdRPnX5RytGZ1Q/ql791U8drCEQ7wI4r+/cjX+49o1cCyGxUuX4/tbj+PH\n", "T5+oeJ5yKCdZZP61ZVMm2eXqmhmTg0i3QdDMCcZ3Nh9V/x8wLLrTqlxDvDwZx5KEkEibzYBh43iv\n", "++5T6v83/M/T+N8njwX2b0nZ6M25aEnbyHsCLelgBJGIIb2X93hZY4MS+NevjO2IVvAAACAASURB\n", "VA1UBDHe7iNBIjHVmMz9zmRH0vbji3q2P3WHDey2FBqRg6iObdRsDJ/BLB103Vmz8bu9vfjig/tV\n", "LhwAXLioHQvapTGZmYdepJQIH3HansaQGf4Cq6l8acs4+OI1tZF3QmvaRn8jS14IOayNJLpXDuEI\n", "osuFPMcIJKbl2t7lQi22m6Y4FmNI2ayuZcCmAhKCmGDKYLDg4WBv+QT60eBYfyGyLp4JjiCJi+pq\n", "aOK+u3s4MJh0DZWvCWXuB5QO0OUIYkvaRkvahmMx5cI5o9nBrJYUOmvMbzDzAoBgtJRqFQGSmFHu\n", "Q5ELeFxeR9dQUa26lluBprpEchudtxdHwiIlplwRVYsxDIVWUA8Zz0Z7JlhjqyUtCSJFPJvTsnCu\n", "EEFiSBKUgitg1TiBockArRo3agIEJBLTBAkS1BdxcrnrBdbAEKJZYzHqFKTsmNuWxrGBAn62vSsQ\n", "QVwyLatIpjmWFTmvedGP0kxobIhjyhYHWb+uX6MWChmT6h/bYugaKuK4P7+oBT966jj+4/cH1Wvi\n", "ZrQgXPCEavd6KT9zhlKLjsm5gM0YUlb8utSnCxKCmGDM0Oh8lC/97gD+4o7KUb5GghudGGOITEKk\n", "/uf4QBEmT6rWjwdqL9WYg+jYTEUOd3fn0JSyay5CTOcYLnJsPz6o7kPKQIDnuoYBBKUtnl+8vjVt\n", "o3uoiA5VD1Be/wuWdmCNn/8yszkVyJkwzWbi5E0qkxqKPFrAS1ZNx40XzMfKGdId9a13PKPKbbRl\n", "HJwc1IOaJIieIogpWxYtVnUP/WvIK6lp7ZMBAPjRm84OWJE3CjNrlKROZSR5cOOHpO3HF/Vs/zPn\n", "VDeXqQWViBADqwtRisIDe06pMYiM1UzYIdIGyAVS2sdMLTDz0AueCJRkitP2tKCZMmrj1uO2LcaQ\n", "dmSpqC1H+uteAJ5uM2Uz9OU93ODLNmvBHVuO485tJ+Bxga1HBxQxpDF3qOCN2MW0XNvnXX0cz5Cy\n", "WpacJyV1EINICGKCKQMzAjUeMBe5bKPwe2CbgBtp/KHAM1YwzYEzTh5b2AwnbbOaV4Op0/7B1uN4\n", "9092BBLJzWhVU8pSBLHIZQ5Ba8bGUJFjrl8vkFZdh4oc208MAZDRV3MQ0BLTeInjNgu6mFqMYV5b\n", "Bn92zpxALgZFagsex+u/pwe1jGNhsOApqY/N4JfaCEUQlcS09nwTAAFi3iiJ6V1vOQcXLGpsDawE\n", "CRKcXqh1UbEaKnV/Mc2rR4Q/WdSuiNyWowMlnyuCyEyCqMffppRuh0AEcQSLhk1kXGZGEOvEjJsc\n", "C0NFjg/87DnsrVCaZCSgK6xWo7gSaA7x+329eP9dOzVh84frwYIHLgTSNguY9I0GZukPOl/RE0hZ\n", "FlIWU14DCSQSgphgzNDofJRGLv7E6QfNTmzFjKZICmaSKZPc7Tw5VPHYHtcDVKB+UwzDAHLN/BOf\n", "NKR9Y5laoBw+C0EHMI8H211GEP16iJ4kjzSxmNEsI4hE4l66SpZwaMvYyLsi4DZK29gWYllPUwRR\n", "S0z1Z0UjtEtRynBU8vhAAb05V0X3bIsh5TupAtqkpujJ70FOBkY3kNeyQFAL0jWa50x1JHlw44ek\n", "7ccXjWj/evCX5y/pwFdfvabKVo3pHy9a3KFI4FvOm1fyOY2zTiiCSOOoSZRHm4NIkUNNEOuXeJBN\n", "WUolc6A3hwf3nhrxsY4PFLDxls2B9xgQcHaNQm/OxZOHo43xaEHYNAICfE8DRy40KxfTOtVBzBsE\n", "0VRFNacsmYPIkxxEE6flTOJgbw5PR6wcJZjcaKQxR5xO2zy7dPeMcjHV/zclLNWuPBhB1PvFKTrs\n", "MFr5JDkLq7mttNSSB157QpLAd160AABUx07beFyoVdJsyKRl/VwpWWpN2yX5EsrIBQzPX9Kp6lWV\n", "A+UgZozII+Ffr1qJtM3QlrHVCmLBIJ3/vHG5ytEkMx2yvS4qaakfOfSdUrmoIQJYZsNqg2uCBAkS\n", "TDTUY2HrIy9ZjiXTmsp+brp51hvNKUuNvVGjIN0frb1Oa3L8SJZ8wySI9J6sm8trJs8H/Lz4RhiX\n", "dWQd7OmWx//4b/bin3+9J7bUNLxdd4RHAmPVUxluefQQ/vbu5yI/ozkE3bOZg0jzGo9LF9N6ldLI\n", "exwpi+H8hW2KdOY9jrRjyfMkEcQATkuC+Jn79uO9d+0c78uoC6TT0+R4qBudjzLeP+6gfLRMHcSR\n", "Sky5QJ+fL2HuFue7d4xBDBhdBJEib8FaRTpKKCWmnr8tlwWG/cGvyTg/AExr0s5tYFJSQsgYLqbv\n", "vmQRPvbSFZXv0SeIlCdiSl8WdWbx2VecgXltGW2g4wnMb0/jm9evw0WLO9S2FEG0mLxOIpLDRU0s\n", "tSFPvO9v3exmZKzSBq+lDmaCkSPJgxs/JG0/vmhE+8d2bx4FGlVK4xNXrcClyzqVeidqGKRTU/8+\n", "rckB53qBtdUgiDQWZB2rJIIYp+0P9eYBGBHEmu6mMua2prH9xGDgvWpGe4Qb/udpfOOxw+p16WJm\n", "9DOw8ZbNARlnJWIX/szMQaQFAlnmovZai+XaPudyrJvTghUzmgOuqSmbSWVQkoMYwGlJEK0pdNdX\n", "f+MJ/Gx713hfxoRAI3/cceSE5ukZK1MHMSAx1ceslt8RrIOo9ztjZvU6STT40KCbriGCOFz0UPS4\n", "LhTvagMaeV2ymG1LShNEstceKsoVVZpQ0ABL56brGnY9dGYd9AwbLqZOaSSwEmxLRvdSdqnEFACa\n", "HCl9pcGryAWGizxQngMApjc5/vGocK68Vh151CU94k6Tzl3Qjr9bVSohbmSZiwQJEiRoBGqt/1or\n", "vnztarz5vHl407lz8R/XjqzMQzmcv7BdGZAB0QusM5tlVEznAkqJI+UemmM1EaeMY6HIR14HkcY5\n", "y6pf4fnZrWk8cTiolKtWqotwYrCIHSeH4HGBgsvVYjeN3VE5okVDZUOopHAKO217xqIzlfvwuJBt\n", "W6fFf9fTZFCV0/AEUhaVuUgIookpRJXiYzSJtRMRe7qHx/sSYqHR+SiN/HHHUQMKIdCUsvCa9bMq\n", "mNTo/5sLFdXKEpTLXYwzINEg9tNnTgKQ5Ctu0Pn9d+3El353QJ2fpJZmZ27mGWYdC4N+pHMg78Fm\n", "TP3eSGI6ozmFjHETw0WOE4PFwMojfR53wLUtaWZD9xpO9M+mLORcrgYv1+MYLnIV1ZzTKicFV66c\n", "rs6bdnQEke634OoIYi2TgSQXa/yQtP34IWn78UW92/8r167GNetm1vWYYaya2YyWtI3WjBNrAXQk\n", "cBRBLP3sX65agW9ev1aNW7TYS2Wa2jKm0ZjOSyy4PDDuxGn7f3rxcgDAQEEujjLUbx7z7IkhHO7L\n", "q7ENiHZtLQchpDP8K/7ryRLlkBCli7dH+2WahkkQK0Wbqe3pb9GYUzDIdne5bPd8jXUuyrU9mfPZ\n", "Rv1Glws4yqQmyUE0cVoSxCnGD5NVDx/1WnmLQpxIFhfAGzbMxTsuWhjogEx4QuDaM2eVHLNaRC8g\n", "TQ10ujFyEP3tKU9QRhBLt/O4QM9wMNfgua5hPHlkQLUt2URrsxq/DqI/eGYcC4NFT7mCWpYu/EsR\n", "xGlNDn761uepcwwXSztl0/Y7DhyLIe+JshFEcigzTWpM19NWf9A3I5cpw/aa2r/g6ZqPozGpWdSR\n", "wfLp5XNwEiRIkGCiYeXMZtXHTmYQcYkadzuyDhZ0ZNU8kXOpkmn2Fzg7QjWEN924AU0pP4JY43VM\n", "943b6DIsVj+jlBvOnQsAWNQp3cM7sg5esLSzpmMc7pMS2K8/eghAKI3Hb58LFkp/AD1H0NcflUbx\n", "1YcPBoIaJC0lcuYJOX4XPYGCJyO3tRLEciBiazPDxZRzODara67jVMHk/6WPAI1yDxwvTBbnpUbn\n", "ozTSpCZO3gUXOgfBZtHOW1xowmYz4GWrZ6j3o/DDp47jVzu7Ag6fZgQ8zqNM55vfLgeKcgY639l8\n", "FK/9zlMAgCP+wADIjtrsTAGdL0h1EClnMGVJk5r2jI3Bggeb6UgpESvTeTVTRq7kVJAAxdk+/Bsn\n", "skdRysGCh7SjpUZ/dfFCnDW3VUUgbcZkDqKrBy1A5iCaNRrjIvzs33r9uqRW4RghyYMbPyRtP75I\n", "2j8aNIaGyZ4JGnrI56EpZWFRR0YtdIaPV/CCEcQ4bU+LjFwRxPp5KVDkcHFnFgBwzrzWmiNk5y5o\n", "AwA8c1zmMprGMnSnH924HLbhuVBNYvrDp07g/j2nVP6nVueYOYh6v5FEEMu1PRfyuh2LoWfYRX/e\n", "VRJTJylzUYLTlCCO9xXUB0KtvCQPNdBoglh9GyH0s1U2gsiFIiWWIb8MX/u+HrnC9tWHD+Hf7tsf\n", "IJsjzXPIGNLIKEJ63Hfy3H8qhzffvg1DBTJ04SWduGlJzYXAjJYUnje/FbbFMFz00JKWjqGOpe+R\n", "BlZz0GhJy/desTYoW6JN4g4LdA4ihuFHIWVbKHocOVdaWvfnPSUvBYCz5rbis684Q614WpZc/SRp\n", "jbp/z5SYTpGOJEGCBAlOI9Ci5TXrZuF7r1sfuY0a4/xFUIsx3Hr9ukjlyJajAzg+UBzR3PLsua0q\n", "RYMxhoUd2YAsdKQgVQwRxM4mJ5DGUR1CEcKl0+QxSFHDoAmixeQCKrVXlMSUPqM5a7NBsmkuYqZz\n", "mE3cka31uivdkVzEdyyGTTu78f67dsL152QjMcOZ6jgtCeKursmRs1cNu/0w/WQhiI3OR2mkfDxO\n", "dSIuhFFANvp6zIK7tsVw9ZroCOLbf7Adx3xNPxDqdM0IYoxrp6hY2sj7i4rMqc7R/3PSt7amgveA\n", "2YnTwCDA/UTyT199BhxLmtMQQaRkc0BGF+X163N+4LIleN+liwNkDTAGlpgdNm1PTVMINT4loOdc\n", "jua0jf68G7kSnDLKZKQdS624mhJTFUGMdWUSSS7W+CFp+/FD0vbji6T9o0FjqG0xzGhJRW5DI4/r\n", "L4LGWSQ25wlx2/4zrzgDZ81tASDH1E9evRL/+ZpqNSKrg0jnEp8gZh0LQ8UachCh55Y05pGiRpZ5\n", "0ouyFtPk0axbrLwLQkocUz3jGWMr7WMS7YxjldQtroZybU/lqWi+sLcnh6EiNyKIwXnDliMD+Nuf\n", "TY2KByPBaUkQTbfEiYJ//MUu/OLZ2txIKR9sskhM4yLncmy8ZbOKaMVFIyOI8c6vOx67THFXcxuL\n", "Acv8PLSolUeT5Dx9bBDnzJN1A00ZSy0S04xRlDeKd4VrHfb6lthcaLJLAwYXMt/P4zpnAJBOqf15\n", "GUEcLnpwLKZWa81VUsL5C9tx1eoZJWRty5EBde44oHukI4cJIg1iQwWOtrQtI4hRBFHJfxlcT+Dj\n", "v90LQN9/wchbnCpKhAQJEiQ4nRAnZcQ1jFl4hClL9HFHdj3tvtTVYgxZx1KOqaMBXW+H78zNGEN/\n", "3sPGWzarUlTVQOPosyekCzdF8sJRPtuQZ9K8FNCkkXL/ww7mdCzzXJ4QAaLt+GqseszvSOUV/v5l\n", "BNEqccL/3b5TePLI6Vsz/bQkiBMRjx3sw327e2raR628uONLjOIibj7E/z55DABwtD+Pa7/1JJ4+\n", "Fu8HOt7qADOCSBbNUdtQBM1izCgBoQcEs8Ok1T8AeOHyaQBqtxl3rGD9wYwTnYPohlYAT9FCihCq\n", "eC1tw4WMSFLHTSuyM1pSGCxIgljwpHSDPls7uxl3vvnsyGsMD4hz29L+eWqNIMq/UVH1lG1hoOCi\n", "xY8gZp3SQdihHEQLAVlLwKSGylzUIDFNcoHGD0nbjx+Sth9fJO0fjUrlFwjnL2zDDRvmSiM2LmIR\n", "RJPY1NL2tFe9sxbuess5WNgh5xCLOjI44S+6f/XhQ7H21wvC8vWA4T1gXqrNGFw/UGGOm7R/zog8\n", "AkFXdvp/16BULLmhCCJjtZegKNf2Qsj8xvD3b1tMGdmZmCzqvEbhtCaIE01vXGvnsMNf1dlydGBc\n", "7mXjLZtrjnrGAf12XS4wVOTqPquhWqmI0YCOXWnljQsd3YsVQfT/fuP6tYHiu7SSlityCAAzfQkM\n", "XUM5Y5dyUHUQHR1JjOJd4TzDgbwfQfQ/I0IIyKg1afa5EUEkpzeqi2gHop2s7MooRfPOnCOlNpct\n", "k2S4VoJIbXWe76xmImUzDPjRzb4qEUQGpiS55upl3uXI2rVLTBMkSJAgwcRAnFJnrRkHr1o/q2SM\n", "q3jcEcpKaLGx3mMKuXL/4m3PwyVLO5XEkwzrKkGIUiXOSZ/EhedawQii3ofmpUQQKbXFHNfpmr7n\n", "BwbCJjWAXNwOX8tIwIUkPVHff1QOIkWRD/XmsKsr3jzUxK2PHsKHfrlrRNc6EXBaE8R6WeeOF772\n", "iF4FGsnDWw987oH9sbeNq8mnFS+SNfyP33FUQyMlpnmPozVto3uoWHYbLrTNtW1F5yB6htPpD7ce\n", "ByCLuJvad9LbDxU5ih5XZGvVrGZ86MqlgeO979LF+Nwrzqh47Z2+xMSMIEaR13AEMU89tyCCqDvp\n", "vMuR9o1fLKYHOCJdZD7jWCyWEynt98mXrQzsH1ti6p9/cUcWm27cEBllTVkMA350M+/ySIJI9yGg\n", "T5x3uZaYGi6mteRzJLlA44ek7ccPSduPL5L2j0ZcKaiMjImAQ3klmGPKRGp7kq4S4s59w7l//3rP\n", "XgAU5QvKQAsVCCIRShVBNAliaJAvelKtRA6qgFQr1ZKHWKkOopmDaCIqB5Giou/56U6860fPxj4/\n", "4bGD/Xj0QF/N+00UnJYEMWUxTK/Z0WliY6JFQ0dzPURCvvmHIwCio0FRoFNyIereHnmXY357Bl0V\n", "CKIwI4jlylxwbdJCcg2z3h6dC5DRyqJRhD5tMxVZI8xsSWP93NaK106FfZuMWoXmpRVcjju2HNM5\n", "iP75dUK6lJimHaZI40Be5hcWuQisxtEgZNqHx/mVkTmMbTFsunEDWjNy/6g2jII2/ql8joGCp9zd\n", "shXyPMzBL+/ygMQ0nbiYJkiQIMGkRZwIIuDn6/smbXFIZfMocwcbOaSYpKgvH8+HoxyRLMlBZJpM\n", "5SMkpnmP4/tbj6tx1Jyehcd4l8s0nJ0nddAjVccIImMs8ruMykEsqvnOyHxLdndPbkPM05Mg2tKh\n", "sB4RxOGih68+fLAu0as4TpkmWtM2vn/DWbhgYbuqSzdWqEbArv7GEzjUmw+8F1eTXwh9L23peJ0u\n", "fQefuncfrv7GE4FirKMBFwJFT2B6s6NIXeR20BIR2x9YwpADTfB7ToVWx2gVS0YQBZrToyMkNGgR\n", "eUvbDAJa7vG5B/bj648e1o5jKoLoy0Igo6FmXcB7d/eoUh7m7VB+HpGvgsdjOZHqMhXB9+P6L4Vl\n", "u1HwuMCRvrwi3JVyOc0JxIHeHDwhlAQlqvhvNSS5QOOHpO3HD0nbjy+S9o9GXCmo7efdCxFvfkZj\n", "NTCyth8qNDZosXpWMwBtQAcA/XkXtz1+JHL7vMtxxYppJe+HSZ1lSExzLsddz5zEod6cmsvs6hrG\n", "fz5ySC1Mm34b4QjicNGDbUlDHUJzysJwDW1TPgcxKOPddOMGbLpxAwBE5iDSGaOCl1wI3PrY4di1\n", "micjTkuCmLYttKZtDORHR6oKHscrv7UFP3zqRN2Km8bFQN6FywXaMjZaM/HupS/n1u1hHopBSPtj\n", "rroUXB7I7cuHf6QxL5miUI/s7wWAitG+WiDllFKiUWlRQRgylLIRRGObD1y2WG4bqplILmBDRS8g\n", "MTXLVNQC22L48JpBMMYwpzWNNbNbArUQl8+QTqqFkAuZSdRJYkpX+czxIaT8wdMkZU2+8UvKyN+7\n", "c9vJqtdIfCxMguPnIPp/K5Doac0OCp6OyIZLaxC+dM0qnD1PR2U/ec8+cK4lujS5mMoDQ4IECRJM\n", "VbRlnOobQff1YeOUchhtBHH7icFR7V8NNM/oMwjiw/t78d+PH0XB5fi8kTIkhFwkphqIweMEiZYp\n", "MS14HF/63QH8YOsJFUigdqQ50R8O9qt9w/O7X+7ohm0x5doOyHzQgcLoqw/IOogAIobuqBzESgSp\n", "4An875PHAkQ2jGrPjPk9lMOtjx0OlDwbS5yWBDFlM/QMu/jkvXtHdRxzUl8PSWMtAaKeYRfTm1Ng\n", "jKElbVeMbAEyKnXdbVvx2121OaWWw2DBQ2fWqUhawvdTThf+oU278LY7nsGh3jz+5Td7SnTg1XK9\n", "/u2+fbj+tq3q+xgKWSqPFlT7LuNYyFVwjKUaOwDlIEZLTKnTmOXXArIZAxcC248P4puPHQ5YS+dc\n", "jjZfrpkaqYc2dNt/+8/PxOLOLBiCxe4B3c6FUA6iELJjz/gmNy9bPcO/R+bLQQyCmNZRSjr2q86c\n", "VfX6yj1FtZa5qEQQqfgwTQ6ay0Sm18xuCawwnxwqSomtf08UeazlJz+R8lFONyRtP35I2n58kbR/\n", "NN5y/jx868/WxdrW8SNLldQphOZR5iBSreBGgfwIenN6TvX1Rw4DAI4PFvDzZ7vUwqeAlFhGkd6w\n", "kYzNdP4eLaIXOVfzYpqKRbmCRs2TbMYwy6hP2ZqxKxKxMMrmIPoS06ixOyoHsdIQ/+l79wEABiPm\n", "p4MFD8NFT5HrsCpOXovAdbdtrehrUfQ4/vfJY3hgT33m7bUi3jLKFEPatnCoL199wyowH7KxzgE0\n", "yyW0pu2qEtM+v0OolxR1sOBJyeUpDwWXq7yskWBvdw6nci7eesc2AMBCo7TDNetmKuescvjVzm4A\n", "QCZEVusgWQfgRxAdC5ZP5MpBRhDl/23GIs9vRhApykbRvJ9sO4FfP9eD8xfJnMt7dvXAsZgadFIj\n", "jCBGwWJMddq08me6kLVlbNXRS4mpUBE0isBR2Qtz3GzPBMmsJ6AIbiWU43W1uphWGl/JXKbdz0Gs\n", "5bfAhb7/2T7RTOKHCRIkSDD50JK21ThWDUUu0DVURJzhd7T1C7MRxmn1xD++aBkO9ubw0V/twanh\n", "IlozDhZ0ZHAq56rxnxbYyb07yjXd5aEyF5b2URhWC/RyTmEznTYTNeZGKa2kC7x+nXWsuniGVHKj\n", "jcpBDE/rD/flMb89Ay4EHtx7CgAipa9vuX0b5rWlsbs7B0A+Q+nQNn0+4S13XycHC/juE9KgcaTu\n", "uKPFaRtBrAeiarmMBrVclYCW47XEkMsSgR1NFMrEUNFDc8pGa9pGf+hHH3asIpTThZ8KhdmfOzmk\n", "DFWmN6UwkPfwn48c+v/svXmYHFd19/+tpbune2Y00sxoNCPJ2qzVixbjBdsiBgwOYGNjYwMmxhgv\n", "vOH3gl+bhCwmQIhJHAI4r/17Q3gTYQgBszjBEJxgRIwxyDZeJVmWF9nWYo21azR7b7W8f9y6Vbeq\n", "b1VX9/RMzXI+z6NH09213D5d1X3PPed8D/7bcQSD8Al/8OZuVNuLgmGhSVcdpy/KQfTqFMLbXAhO\n", "pNC7T1XgekmGaburZ6ripTamx/DZBW2vKl5+PXcEXZEa0/Y5iABz9Ph9w38weANb8cuLO7P8KdOy\n", "x5SK2cgIousgOg7rYknqjEiPIwW+vCMLw7LdyCH/+qglQk21QMlBtk8Osn2ykP0bw+HhUiwNAPG3\n", "sFbbv2lBKy5Z3Vnz2GqhOa1h8ZwsBooGPvC95/GFzbux8zBLa+W/ZyfybEG+bFmwbLiZQyIl0/It\n", "6uoqBAeTzQdtmzmYuqZKFU45Mo0CXfWXcDz82gl82YnYhVEyLVzzg+cBVOmDCEW6uCvrtRj8jb/u\n", "Ry+gYFi+7fJG5dx7oGDgJaE9m0xgh6eX3vecXKX/w9/fiQdeZOU55CBOIBldrYg21YMvxXSC65Fs\n", "IZ2xJaNVVaVyb8xG1SCWLWRTvP7Rf25+M9TbZPSJ/YPuKlRHcwqDRQP/tuMIvvYb+RfESqfwOkij\n", "VGpLBmttEJY2yrEAn/Mn29a0BcdeWG3UFMV1gMuW5TovtuCYNTKCqCieiA7/vEquOI6J1ozu+1Lj\n", "bS0AL32Uq5iKP5w87aRQ9pzOsVxycb8XuWMY9UXKaw65quvpVdRfP37OAvzhmxdgSXsWpqAmm3KO\n", "QyWIBEEQM4MoB7ER88k73r0ci6osWjYCvtgN+H9f+c89T3ksm2xxV7YwPVw0fQEN1WkHktEUN0po\n", "O/9YfSJPO5XPid4eEMIRM5ziMlQ0cWQ4OtvMAps3yxatuaaCiLgZnzcMFgyfo8vnqlHI5sLcTsva\n", "s1X3JwdxAklrKv7XxkVjPk7SKab8mlk8uwl7TxQit9/8Cmto//db9jfk/PmyhVxKRXNac1MSOGU3\n", "ZdHCRZu2uisl1XLy+Q0oMtdxEAG5khTg3cSWDXzp95e5zzfKQSwaFjKaClWV56574/Dy8qNEajRV\n", "wWWnzEXPLC/pQPziZEqZjhMCLzpWj3omJ2h7VQFu+vcX8dKREffLjn9h9Y2UnQiid40Zlpdqwn8w\n", "vAii/1wfO7MH63pYDyPTaZFRjTCFuLhfjNxGUZt3t7KIYFDVNeqYc5vTyJdMGJY3Fu4gUw3i1IBs\n", "nxxk+2Qh+zeOqN+W296+tOK5yWx7XovYktHQkWPZSvx3+m8fZgvxhmXDtOWZS4NFw1+D6NTvNWc0\n", "QQOCzXd0VXFr8HiqaadzTgX+8hXO/oGCL8r31YtXuBoCYfBon23bkTWIYZ+jril47bhf+d6ybVy8\n", "ugN/ddEyd4YyXDR9i+fV2m905lKRDmJLRsMt/7ELWw8MYdfRUZ9gozs2chAnjoyu4PTuFl8RbD1E\n", "Nfush1pEatip2Q4nd2Sx90Qh0knl/VhkzcHr4Y6H9+KRPf1SaWB+w3AH7U5BGSuKk9q81bOzFs7C\n", "B9d2YfXcZgwVotNnxbPzLzsAKJRN/PMTb0hvuFq49YFX8MKRkVCnj1MpUlO5jen0Qfyf5y0MTfc1\n", "TBu65qmn8ctCqeUCqYKqKDg6UsbvXh9w0z/45bPr2ChaM3pFOkg6kGKqOQ5zcGX16vXd6HDuLTNm\n", "BFH21tqadJwxv7XyBQk8rSXKoeQv8UhsnHshm1IxWjZhWDZ2HBoG4P1g2u90mAAAIABJREFU2lSF\n", "SBAEMSOIEqmZai1x5zgOomUDG+azTBo+hz3miyDKU0xP5A1/DaLCVEybdM11Am2b7a+rXv9kPlc8\n", "Y4H3u857LAPAemcsRcPGyR1Z9xydzamqNubHjkpcs5xFfJmz6UY+hQmLDeDNi9rw5kVt7vx6uGT6\n", "2pIVI4QL57WkkUtrbo9IES66M1q28MKREbx0ZASf/OnLuPK7Oyq2/dpv4s2hG82MdBDTmoq07u89\n", "Vw+NrkGsBVaDyP7OpjTMbU6hdyA8inj2SW0AgCtO62rI+Zt0Fdef1ePkbfsvfm5XfsOdNq8ZQHhe\n", "+JqunLOfd5xPnrcQN5y9ALm0Bk1VIifz/H7+xJsXuEXiGU3BaNnCfTuO4LJ/ec7XdLVeNCX6cxZX\n", "p9QYbS7CKJn19dqLQlaDCLD3IypsnTavGQeHSpiV0VA0Ld9YeVSzKdAoPur9WHb97SB++Aen4boz\n", "e2Jt6xZzR4yFO7yzMjpuOnt+1QgiADdCLn7ubgSxhgA11QIlB9k+Ocj2yUL2bxxRvxYb5rfi1o0n\n", "+Z6bzLaf3eQt4HLEv1Oq4tQg2qEL2aL2hK4qMEym9M0dNRvs99+XYsoXo539uAAen+/w3+iCYeFD\n", "6+bh5zesB8C0Daq1VuP7fn7za5F9EFUFOLW7BQ86x+as7OTzUM8OzKFkf3MHcaRUPYK42BFaTGmK\n", "q4IbhNd68rZs/LxxF8UngmnjIG7btg233HILbr75ZvzkJz+J3JbVIEb3tIuDWMDakDYXNcjUiDWI\n", "AIu2BIVqToyW8Re/eA2GZSNfZjnjRcPCL3YdH/NYO5tTOG/RbKnyE3cYv+qselQzDU/9K5m2u7Il\n", "RoIyulolz5udIJvSXEdyVpOOoyNe7xiuODUWqqWYWk4BNBBeg2jZtlRpU3SAy6blrzsch+VJMRrJ\n", "+2kCXk/EOdlUhTQz/0z4WGWrYjLirMPI/GFVUWJHTf+/cxeGHodTcAaiqQquWjsv1rGzKXbtmZaN\n", "BY5oDY8gWhRBJAiCmBFE1iDqKt49zgIzjYT/3pdM71eMz2Hnz0qjKaXCMB0VU+f37to3scXaWRmN\n", "RQWF+YGmMu2EjO7NB/nisCb0SCw7cwbL55h64olnLmQK7kyzT3FtnpOUMgXhTpjYYzEIm6Mxgp9n\n", "SlMxK6P5Ms5sIUPqYufzHS4Zgb7VleNqc4TwegeKLIgimQv251np1O9eHwQA/OJlNi+XlVolxbRw\n", "EC3Lwje/+U3cdtttuPPOO/Hoo4+it7c3dPuMxnralUyrpujGR36wE//4O++4psVWWtKavKVBzdTg\n", "BwQjUTwVTmTzK314cv8gDgwUkS9baGvSsfXAUEPC1QXDQlNKdVo0+G0YdJb5SlO1nPySaeHOS1bg\n", "kjWdvvTfrpZ4qcBNuupGEI+OlHF42HMQv79NrhRVC1VVTCGI1IS0xJClZALAxiWz3b+HSyZ0VcG7\n", "V3XgXSs7xjxuoNL2Yk29aduuQ7pkDnMQ1/a0oOj8QLj7ON8W3EHkq5BhDR/4KeLcY+t6WvHXv39y\n", "1e3CmO/Uc0Y5fSs7s+4Xd1xyKQ2jJZZieouzQsxtVUtgdDLXo0x3yPbJQbZPFrJ/46i1ReFktj1v\n", "S1YybXfRu+xE8oaKTKHesGyfiuk8Zx6mKEqFE8OdwLTmLeaXTQsWHDG7gFK6+NNpCT2GZT0XAbYo\n", "a9m2dP41WDCweddxFIVJeGgNIqLnCNmUhrzg8IkO5SfOXYjLTunEcNH0LXrLehyKi8eaIAgo8v3t\n", "/jnpsdEyOnIp/PerrOdhWlPws+vW4evvW8XGnoAq3rRwEF999VV0d3ejq6sLuq7j/PPPx9NPPx26\n", "fUZXoKks1lNL5O/wcAk7D424j03bxvy2DJa1ZydcpCZ4tuaUhtFAP5b5TsTjxn9/ET/YfhhtTXpF\n", "EW69FMpe64dgICloi6DKaRglw0JTSsPN55/ku4kXtkUre/Gzieq0i2Y34WgVRataUUNaV3DEdISw\n", "GkRRXEjkMxcsxnmLWRrwsdEydFXFrW9ZhE+df1Llxg1AtC9b6GBfBavm5tCc1tDdmkbBMH0RU92N\n", "ILIvcV5nGGYSfoo4ayeaquAsp//jeHH2SW2475rTa9onm1JxbLSMgYLhvu+xtBshCIIgph5x2lxM\n", "FfgiZ8m0XOelbNrIpVlD+iYnEshF9QAvw+2sha1uv2OOprA0yrSmoOAEKkomr0GE67wZrt6BNw8y\n", "BaXUKA2BlKZK0zl/s6cfX/3N61JHLUgw8y5INqW6CuxsnP7a02an57jo8BUlKVKiqIyqVM+i4k7g\n", "lad3QVNY+mnJsefyzpzbK7vRVNPnmBYznb6+PnR0eJGW9vZ29PXJe+YBQl85Xa25DlG8uFizesVt\n", "GD5Wavn6CaoxZVNaRQQxmAI4S4iejKVmsmRaGC6ZLIIocZqC9zAvxq2Wk89viCAtVRra8tM36SoU\n", "RcHmGzfgmg3dvtYfYlF0vWiKvGePOA7+I6KpCvrzlQ6qaYX/0PzlO5fhlK5mHBosNbSlBVBpez4E\n", "VifgRRAXz2nC/deudVcCVQX40Lp5AID9A0UAYg2idwwZ/H2evXAWTulqbtybkVBLenYt8BVNG96P\n", "Kv8Roz6IUwOyfXKQ7ZOF7N84av1Jngq2L5ueynjJtNy5VlNKRdm0YQnzFcu28X+vWI1PnncSWiQR\n", "xLJpIa2rrsNUMi1HxVR1hVzE9FOOaXnzD25j2RQprcl1Q/jvsfhaVB/EKKcnmIln234niTuI4pxX\n", "5piKi8hqSDZZW5OORU6t4vLOHP7/y1bivWs60ZrR8ds9rCRKEeaT4xGEuuxfnot8vbZ8q2nC4QO9\n", "ABYgran47WOPo0X3QtL8wgp7PDw0hC1btmDjxo0wLSA/MgxLA0yrJ9b+YY+B5pq2n7N8PRQo7uNc\n", "eglGy5Zv++AF1RZwEDVVqWu8A2UFaa0ZaU1F37FjeLF4CBcsO9d9fd+oijVdHXjxCBOG2X/4OICl\n", "occ7djQDQEfRtPDME7+DrvpfP34kBSAdun//QBMADWndez+Zk073FTXzlaf6Pp9mpDUWdX69txdb\n", "Snuk21s2sHPn8yjstbDmjHNQNG385rdboCre8U709+PFnUdw5sLzpOdDfgDbjmlYPKfbff1gvw4g\n", "M4bxe/DHts1SWl/vfQN9eRVqhl1/Tzz2GBQFeNM556JoWFBhY//+/QDSeHwfK6beue1ZADlXECaf\n", "L1Qcf+PGja7Llt/7HP73pbWNt9bHTUvWjsvxH3/sUaxpzeDFId1Vb+XXRC3Hk9mHHk/M4x07dkyq\n", "8cykxzt27JhU45lpj8n+jXjMvutVpb750mR8DG0JAODE4DDsvAVAZ6qlpVEAGtIaKx8aLZbwzFNP\n", "AcjBsoE3XngGbwCw7S7f8Xb3zcGhoRJObTXA3YqSYWN0NA/oNtIayw66/9l9ADSnYT3j8NFjWOcI\n", "s+zZ/Rr4XCc4/rSm4tHHn8CslO17P6868yOufdGmW9L9AWD3nr0YMQFgofT1wvAQnt62A6f+PpvP\n", "9g8M4Pnnj2LdfDZf6923B0eLKs4TSoL2vN4LnDXfdzzT6nZfHxwcgGXPqzhfybRwWXsfNCe2tWpu\n", "M7Zs2YKUxfouz8po7vYptRWGZeOpBl4PcYJEip1EYmuD2bVrF+677z589rOfBQDcf//9UBQF73vf\n", "+yq2feihh7BLm48PrevGNT94Hl+9eIUrklKNizZtxZquHO66lIWDXzwygq8/3ouWtIYrTusaU4rc\n", "RZu24vzFbfjCO5dV3xjAjkPDuOepA/j7964EAHznmYMAvEJiAPj5S8d8fQ8vXt2B/3yJFcLef+1a\n", "t/F3rfQOFPAXv9iNb3/gFNzx8F6ctXAW3rGi3X1964Eh3Lv1ELYfZG0BVnRm8Q/vWx16vL99eC9+\n", "9doJKAAevGF9RY74tT/ciUNDrJ5w840bKva/9We7sPPwCP7PZauwci5Tonr2jUH82c9fw5quHD60\n", "rhs/2H7I/dxq5aJNW9Ge1XHV2nk4MlLCJ968ULrdn/zXK7h6XTc2ONHKizZtxQPXrUNaUMv89AO7\n", "cN2berC2Rx7RvPvR/XjgxWO4eHWH26vTtGwcHi65KcON4IPf24ETeQOXnTIXLx8dwUjJxP6Bomvf\n", "kmnhkm9tRzal4tI1nfjhc0fcfe+/di0u/85zuP6sHtzz1EHMbU7he1efVnGOS761DSXTln5mjebp\n", "3kHc9uBr43Kurz6yD5tf6cPPr1+PQ0NFLGhrwkWbtuKdK9rxmQsWN/x8BEEQxOTgok1bAQD/+sFT\n", "Ma81uhffVOGzD76Gp3oHsWBWBgvaMnhy/yAuP20u9vYVsPXAEDbMb8ULR0agAPj2B07Bh+59Hrdu\n", "PMkV4uE24b+3/PFFK9qx+RWWvbdkThNKpoWOXBpFw8IuQUn+vMVteHL/IAzLxnmL27BxyWz83SP7\n", "8Ee/twhf+83ryKZU/PSj63xjfs892/CNy1dj0Rx/ydHPXz6Ov//t6/jzty3GN586gI5cKnSu98Pt\n", "hzFYMHDTOQukr//lL3fjHcvbsXEpcwBv/dku3HDWfJzWzdpvPPjycTx/aBjvWNGO7z57COcubsOR\n", "4RI+ca5/Tvgn//UKth1g898zFrTiytO7XAEe8f385KNrK0pWPv3ALrRldBiWjdsdXYb3/+tzuOeq\n", "U2rWUIiiaFh477e342/PsHHhhRdKt5kWKaYnn3wyDh06hCNHjsAwDDz22GM488wzQ7fnqkxpTUUp\n", "ooeJDDGVzbIanGJaUx9E27d9TiJSUy2CWC+scbwX+g6Gz3l0khNUVw1iC//LCojFVFrZegZ/n+J2\n", "/DOek02hI6RRaS00pzWWB14lxVQcfjalVnwGVkSKKeB9LsEmtI10DgEvxcOwLJh2ZUc/nkOvq4pP\n", "zhpg1xoAqM69EGaRpe1ZVzxmvBnP6pCmlJdSu0Coh50Ga2sEQRBEDGoVqZnMvHyUaWmUTK+F0093\n", "HnWDBhldQcppT8HnVWIi5X3XnI5N719TcVyxNIYL4OhqZSuIvScK7lzJtLzSIp6VJPs9Nywb9247\n", "VPmC8ztsWmxOHzUXNy07sul8NqUib/hTTMXpWkZXUHRSZzVVPv/lY+XIhBwt24ZhyduZtWZ0HBkp\n", "+RYjUuOQYhrneNPiktc0Dddffz3++q//GrfeeivOO+88LFwoj/IAnoJTRld9yke1YjotC8JaGtRO\n", "bW0uVGH7tqzuyuZyohxEmexuXIqG7TVLlxTgGoGbcLgUXYNYzXaffssi92/ZpqZlY3lH1udEpYVm\n", "7o1w4P/wzQudzzl8GytQF6qrCr7+eC/uf/6IsE10H8T3runENRu68Ydvlq9w1UvQ9tzmhmXDtCrt\n", "qgpf1CcC11XQiQ/zk75y8Qr84+XhkeNGMp4CAnyFL/i+e2pw2sOufWL8IdsnB9k+Wcj+jUOtcRly\n", "Mtt+aTtTKy8JNYiWDTQ5iqV8Dieqrou/821NekUkD/D/DpcMC7YNX5sLzoHBomvNJ/YPCvO16HHz\n", "NlwAcHSkhOOjns4DV0M1LRs//dWjbh9uEdO2I4Vwsrrma6lmBuZrPKjEtSRUJUSMUHiOqd/7Xy+b\n", "rO5SFhCZldFwaKiEuc2eg6g5fSYbSbB/uYzGxSsTZsOGDdiwIV56GY8u6WN07B548RgGCybas6mG\n", "ePe1FEFb8K9sNOlaRT8Ww7Jx5sJWty+MKFIzloutaFqugygrwDWdyCpnpGRGCnpUE/tY29OKzTdu\n", "wMXf2gbDqrzBTcvGn7x1MXJCyiwfn64q0LX6HUQeJXrTwlb8/OVSpIopi+oKkT9FweZX+pDdq+Ly\n", "01jOftCJDLK8M4flTsPW8YTbnBepiz0jRWwA3S1pZDSlQq2LSzmLX9IicRrRN4xxDCFmJO/jp5LU\n", "EIIgCGJ6sbwji1eP5yN/t6cafK5YNi2/M+O8yad7h9xWY24EMUbGDN+WR80UmymkS1tBSBTSoxZ6\n", "L1nd6WuD8amfvAwA+KhTVmXZTOm0ULbwD7tzeFndjz956xLfMUzLhh7xu51LqxgpmfiLX7yGty6b\n", "UyEGyYNKXN1VC1G2Nywb/+OcBZjVpGHLnoEK25VNSxo9BFgEcaho4sUjXseE1BjmsGEYlo2OXAqA\n", "fO4HTJMIYq3MamIXmaZEty2QIV6/v97dj9f7Cw1TGFJr+AYKppjKomSGZfvqDMUIYtwm5zJKhuVO\n", "jmVplzzF9BNvXoAf/cFpaNJVjJZMt1A2SNwgbphDH4xYAt4iwFgjiGWTpQGoihLa25BjBRSv+Jjy\n", "Ptlku6bPuVEEbc99PRZBtCNTcD9+zgL8+Nq1WNbuXzEca9puI1nT1YyPndlTfcM6kCnrZlNa5Epk\n", "kLBrnxh/yPbJQbZPFrL/2LnFyWCq5fsemNy2X9GZw5ys7osgAv73yNNFZRHEMEQHz7LZPo+/PoBj\n", "kkVkcS4Xx7bZlOoTHuzLGyz44Dw2LNuXYjooKW1iwYvwc7RkNAwXTTy5fxB/98g+7Do26lv0T2sq\n", "9vblsb+/AFUJVyg1bRtre1rwzhUd0hYVLIIod794j8kLls1xn9MUZUxzdhnlKum2wAx1ELm0rKrW\n", "XosnNl/nhOUh10otEUTb9tdD1uogFmL0jAmjaFhu81TNSUMQMW0bugpcfloXZmdTaMloFXVswe3j\n", "wG4S+c0YvNDTfHwKs82hoVJdNWNlQYKZpRNERBDhjyDqzn5ruryIIGuNUvMwxg3uIJ7WHd6GQlMV\n", "pDS14guNSzFPBpp0FVev766+YR2EfZETBEEQ0xse6ak2mZ5KfPK8hfj+h0+rWBzWFMVdENVVXlrB\n", "Xoua44pzJIAl9NjwN4wPIr7CM86CWXAiubSGkYDORi6tuXOysmmxFFMhOyqIaUd/ji1p3S2J4oi/\n", "/hldQV/ewD89eQCaokhLrAB/raMq8Q/KlrylG8AiiACwvqfFfa5ROicihmlXbac2I2c+XS0st1eW\n", "G1wN/mUhOht6iONSK7XUUdkI1LtJQtCGZfsamvocxPIYHMRAiim/IQuGhd/sPlGRBprRWIpBWE5+\n", "XOdaU1mB8E93HvU9L0s7FdOI+Y3aX/DX0sWhZFqug8DSCcK3tQIFzWLaRMGw8OvXTmB3XwEjpcau\n", "BMUhaHs+TMNiK4hx0kHPOWkWThZqABotnDNZCfsir4XJXI8y3SHbJwfZPlnI/mPHFWyr8XdgMtte\n", "UVhWVFpTfM3SNVXB1y9fjX943yp3IVtTFPzVRcvwrlUdIUcD3uK0feAL5IoTWYua2olTNr4G++vd\n", "J/CPl6/C3RIV0lwggsiO4c17i6bliyBKgwmSuaKIrir4xa7jvuf8IjXePElzMstkwoWGUGYlE6kR\n", "55VB+FysLevN18dSJhWGLPMuyIx0ELkjpofkD0dx6jwWaeGOwqLZTZHe/R0P78WnfvpyTeOKgxVI\n", "MZWpHBkmiyCuclo/iA3nv/zIvtjnClI0bGmK6cOvncCXfrUXpuVfpVEUJWIdyYvKdTo572HoqoKD\n", "g0X8w+O9sG0bv37tBI6OlOQpps5NxtMcgPqc4gODRQw4jiVbUIhWMfV/6SnOGGxs2dOPv3l4LwD4\n", "vpCTgl87ZZMVXH/szPm469KVFduJt8c1Z/T4RGcmT4Lp+CKrQSQIgiCmP6Ki93QjravIGxb+7K2L\n", "AbD5y6LZTVjRmXPnL5qq4M2L2pBNhbdFu97pAyj60ENFEyfyBm4+/yTpPuJUijtTV50+Dyd35KQC\n", "OM1pDSNlCz9/6RiOOZoJNmxXT6NkeCI1gDzbS3TcZDz7xmCoYB/gRffY88yxlfkQvEaR7x8mUiPD\n", "U+WPzhAcK5RiWoV61Ef5CknZiaJtunJN5HG2HRjCy0dHpa8FqUVGOZhiKquDNJyL9JaN7AYVJ7q8\n", "r2A9lCpEavyvG5Zf+UlR2Hir1SDedHa0cqemeqmxJdPG3zy8F9955iBMqzKHnT8uGBbac+ymDqYO\n", "xOG7z3qyyk0pNTI11wqI1PCb78Ujo74VpGA/nIkgaHtfBNGy0ZlLYU1XeJppkP97xWrculH+xT/d\n", "aEQEcTLXo0x3yPbJQbZPFrL/2GnJaE6bq+lTg8hJaQoKZU9TQgvM24BoUT2OJkQOAb9mXFAt8/Tu\n", "FgTh87Wl7ZWOISeX1jBSMvH3W/Zj864+93k+72VROW8uXpbU7FVTMf29pXMqnhM3n5XRhOe5LkXl\n", "cVhWm/PeJBFErm0hY3lHFrMD/Q51VW24immcFNNpo2JaD/WI1PDPtGzaQq52eE+RWr5SxpJiKosg\n", "8jzozuY0MrrquzGuPL2rhpH5YTWIYtolOy+3hxWoCVQQXeBs2ja+dskK6ReHiK4qGHXSM3muumVH\n", "97bRFPalta6npS4HUcxjb3a+oMKwIRepAeDbr9Zi9/GAvyveB7HWMXGZ7JnAys5mdOaio9sEQRDE\n", "9KM1o+P+a9cmPYxxoTWjY99owdNsEOYBfM4ma8UQhDtD7u7CLs8dHPZtm01VRkI0RcHmG6O7EDSn\n", "NTfFlM91FSiCg8iEX9wUU1kNYpUU0/OXtFUotouBGDEtVI9IMRWz6FgZlv/17287hH39BekYlnfm\n", "8KNrTvc9p6tja00nw7Ast840jBkeQYyvoBmMEIrh2ajwb5ybi9cz1ixSE6xBNCsdRE1htYc/u24d\n", "ABb5ufaM7tDViziMlEw0p70UU35avhoRrAlUFZYKEFWDGBX252iKglEnPZP3r7RRJW3Aeb4lzdSp\n", "amVFp+cIpTUlUrlTpizL+d3rAzWfu5EEbc+//FmKae0O4kxiQVsG9374tDEdYzLXo0x3yPbJQbZP\n", "FrJ/ckwF22edhf6U6i3414OYTgn4HYsWJ+p22SlzATDfcUkghTSODlxzylugF5XgxQhiWlPdubps\n", "pmba0fNsRVHQGojehdmkWpsLPieViVg+um+gJhX4jK5GCvjUQ9mkFNNIwlQxZbh5zbw9gBCejUox\n", "jXO7ebvWWoPoT2cMrjDIUi+XtmeR0dUxrUaMliy3H40mWUEZLZmBC0+JjiBa8b4gdFVxW0a4fXVs\n", "OzKCyA/bktFqiiAeHCzCtm10Nqdx+ansiy2tqShFrCiITWUBf7rG1gPDsl0Sp1TFQZwpdYYEQRAE\n", "MZPgwjs8+0t0nmr57feiZc4Twtznfe78ydlGVSp6CMdxTJvTqhsgEMfpOogGVzGFfywCcRbDgyUl\n", "wbnpP71/tTMGpaKFxcHBIoBgDWJlK7hayaY0X7u0RmBYpGIaiVpDDSJ3qMT8Zh6eHWsBqeGueMQ/\n", "BqtB9JD1CLRCUgdTVRwdkQODxYompyNl03UQRYUmfsjhkum7gRWFfdmE1iDadqz0Wk31FLd4LaAb\n", "QQy56Xmz0ea0hpFitIrpYMHAGwMs7P/RH72A7QeHUTAsV1UqVTWC6I/q8i2D+eRJEGb7omFVXVWr\n", "Bm8bQ4QzFepRpitk++Qg2ycL2T85poLt+/NsTpTSGxNB5EELMdrFnUfXYQIqHJM4879cSsNAgc3/\n", "xIADn/cWTRtpXRXm4pXHjKr9CxtLmACipvqDQ7uP5/HRH72AF4+M+BxRmU5HreRSasPFDUmkpgp6\n", "Df0LeWibb1+OGUGMExTkF3QtF1FlDaLqFuVato13fXOrIxZTuW+1VEmR6370Ar79zEHfc4Wy5eaR\n", "i60fuA2Oj5R9XzQKolejrCrKUhxNVTBa9kRqAM9mYV9s+wfYik5LprK/TZB/fvINfOy+F93HBweL\n", "zEFMeWkYssJn933YNlThA+epw6fOa550ThT/PEqmFR1BjHF/RPVQJAiCIAhi8tHrzI+40+QTqanh\n", "OGJLhzD4oRVFqXAQ48hviBoQYgYc//u3e/qd1hMIHUu+bEaqsQLeXPL/XLbKHa9IRmh7JgZI+GY/\n", "e+GoL2ihKmPvkz4uEcQ4znJDzzjFqNa2QGTzK0w1iUfJypbta6AaFkGMc2Hw9gu1NHK3AymmmuoV\n", "5ZZMG5bNJv8yxyulKbEjiABwdNiveFowAiqmroPL/n9kT3+gzQUbb1hOvmnHU3DVVaEG0Vmh2n5w\n", "KHIV5JI1nQCAw0NF3LvtcOTxBwM1igXDQqHsjyCWjIgIIvxfdPyS0DVv3KIK1kRSYXuhdyVQm0CS\n", "yH9ctw6fOm9mqJmOhalQjzJdIdsnB9k+Wcj+yTGVbJ/WGhNBlNHZzPqO877JmoKKFNM4Cp2iU8mz\n", "2hT49UEODxUjgw35soWcRCRHhJ9mpdMeLugjuBFEp5ekG6RwzptNab6yJ1VFhUiNqgD3BYRoomjS\n", "oxX068Gw7Kq9PWe2gyj54MJYNJtd3LwgVaxBZA6ifL84Pt83ftcLoLYIomX7PzxRvYnfPKNlS3rj\n", "pjW1pgLZkUBou2hYbnGzL8VUOKRfpEZeg/iRH+zEU/sHWeQtpkiNW4PoOLh9o0bkl9Nq5ybf31+s\n", "enzu8HNH3bBsFAzTdRDTWmWdpwirQfQe82tFV5mU9MfPWYDvj1HspNHky9aY+js1BdRxCYIgCIKY\n", "/HARPq5iKrZCe/V4vubj8Xne+vmeIn1GV/HAdevwe0tnA2CL6MHIlUzZNIgYELlvxxF2Pvg7CMxt\n", "TgvprpXHiBNBFOeiHzmjG+0BBfO0kDkoZg/y+d7S9iwLejiH0QIRRMu2Ydu1BQvGw0GkFNMqyHoH\n", "hjFSsjAro7nRsrLp1SBGpZjGOfwje/ornvv0z3bh+9sOSbZm2PAXIYpRTH4h5cum1PGKiiBetGkr\n", "Xj464nvu6d4hX3SzIoIYSDEFULGKI6tBPDxcwlO9gxUN5sNI64qrRFqQ5LjL4MM4Y0Fr1ePz44h2\n", "9KWYampFTx/OTf/2Ig4MFn1fYtweulM7mdEUn0zyRBJWD6HArwhGjA9ToR5lukK2Tw6yfbKQ/ZNj\n", "Kti+Oc2clFlOA/iMPra5wJa9/ejMpXwtyzQFSAsLyaokxZRHGetBnMN/5IxuX3uJICNlE7l0lQii\n", "KjqIPRXzS/6Yl3nx0/NxDJcMqIqg6Kr4MwlLTnApTocDTj0qpr8u0OqhAAAgAElEQVTZcyIyK9Ew\n", "LVe9NoyZ7SDWkGJ6YrSMuS1pd5VA9L7DpG6BeCmm717VgdVzc75tnz88gm89fTD0AzYtvxMmOojc\n", "+cuXLak6aLUI4hsDldG2Q0KaaVgfRHH84tFVJTySqinM2VViZLxnUxoGHaEZMdUzKoLFa//ee0on\n", "2qqIxfAvLV7fOFgwnRRTzX29bNrSz4T3tBFHwrfSnTrNpJxDGfzLKa0pkQI1pGJKEARBENMPHk3j\n", "87k487AoXj2ex70fPg0fOaPHfY7PNfh81bRtd061+cYNVfsfVkN0EBVFiZwPDhdNtGai54HV1sv5\n", "+zEd7Qw+/+W+xD1PHazIoBOlK5jaam1zwVodxKGigS89tBdHR8qh21CKaRVkjp1h2bjvucpatZLJ\n", "hFlcFVPTdkPNshrE/f0FPLq3P5YDWnSiVDInKqww1Qw0o+dOmGnZ7oWUL4fUIKqK6wT5jumMdZbE\n", "kfrus140s+iLIMK9+MX3KjqLCpTQGkRdU2HZ8YqUs7qKgQJzEMVIHn8uyOYbN2DVXCagkoqIFpuW\n", "v1UGj04eHy2jaHo1iKojaxwVdfY5ybwG0Vmlebp3sOp7HC+Ctn/vmk5csHS2b2WPGD+mUj3KdINs\n", "nxxk+2Qh+yfHVLB90D8IC3Q0Aj7N2HlopGoUL4qMrvqcuOB8jPtewWmNadkoGFbVdNY4gon8eGIn\n", "hLAMusoIouWm9MalVgdx3wkWsDg0VArdJk6KafL6+wkiSw3d31/APz95AAeHSrj5fE98o2TayKU0\n", "V1DGECOIkn6KX3+8F8+8MeQ6F1GUTBsZTYXs4w+7YYPKk3zlZLBgVE0xTevyVEmu8ik75c7DXh+/\n", "oNMkrqBceXoX/m3HkYrazrCvHV1VKtpDhJFNqRjkDmKNusF6RHronz/4KhQAi2azfPy+0bL7v2Xb\n", "boopwG1nIyyNXeY88kvgbSfPqWnM48lN5ywAAHz43ucjHd5x/L0gCIIgCCIx/BOvaqqWYzqTM8mz\n", "bNttk1YPoqOkABhwWnW8xalx5M5ZMBo6XDLRnNaq6l3EFewrWzY0IcVUnKuLc6pgmws+36+FWmsQ\n", "h5xSrP9+pQ9re1qk25CKaRU0pVKkhjuMD7x4zPd8yWTCLG6KqWn5RGqCjiZ/FOdDLTkOlyx1MUzd\n", "iYe3fdtaNj547/Nu+uVg0ZSmmIZFEN3onKSVg5irLPYG1AIiNXxFyvLdIOF9EHVVgQ1/e4gwmlJa\n", "RZuLuERFEPf0FbD1wLDryP1w+2FkUypGSqbvvfLjRCnAGoH3DXg560n2Qwyrh0jrauQqUrVGqkQ8\n", "pkI9ynSFbJ8cZPtkIfsnx1SwvTiFvOvSlbhgmbeI/Y4V7eNyTtMGcunGqLmXLRsv8F7Xbm9uzxEV\n", "GS4aaI0hDBPXd1PgD5CIcz/x76B/UKwjxbRWB3G4xObyD+46HroNpZhWQVMVnyMD+EVlgh8ql68F\n", "uHGZ+WQpprVEXkomS9mU7WOEHIj1WQk/HkcWLk+HRNPc6JzE+XrP6g4AzCaigqumKhgsmsiXTTfk\n", "DgQin0p4C4+UptSUYgqwSGJYNDAMMQVX9hrgOfW/2dOP1XObPZEa0UHU1IropTiWuZJia36dTEYx\n", "mLQWnbM/niuKBEEQBEEkgziFXNPV7JsLzGupXzgmirSm4KyFrVjTlat532B6KA9qfHj9PHziXJYV\n", "ddjRywhm3w0VTVeUJ4q4EURVCaiYWsApXZU9ofWA+n09KabNGa1qH28RLqp56rzwHtWkYloFWWqo\n", "eFH5P1Qb2bQXQSwJ4VlZqurWA0Pu39UuhZJhMwdR8lpo3ZwdLs5yYNATmZE5JUzFNDyC+F8vha86\n", "8PpDni6gKgoe3zeAL/xyN0zbi2qKw1bB0kjFnHzxfcVVMeVfDi1pL9U3LoqiQNe8z9u2bVy0aSt2\n", "HRt1xyqOuWCw6GG+7HcQ045Qjcg/PXHA/Vus3+TXhCu7XNOIG0tYPURGVyNXzCaTsM5UZirUo0xX\n", "yPbJQbZPFrJ/ckwF20f5QrX05eZsmC9PZwyyeE4Wd126qubj33T2Atx09vyK57tbMxXtK4Jz8oJh\n", "IavHiSDGm6mlNAW66rWwMCxbmnGVUv1zxnpSTGc36aFaGzJGSiZsADsPj4Ruw1RMyUEMRebYiWFp\n", "MTJUcnr/8afEi0EWQRTpbE6FvgZ4KaYyxdOwFFNLkmLKeUoQQ5HVQDI1zvAIoujccvgwRIEawHPs\n", "evuLvgiieFZFQUV9JT+/aTFV0DjqWU3OF0BrRkO+jp4wYpopfz+/3HXc/SIUr4VT57VgwKnnFGsQ\n", "Za0u9p6Q9wv66Jk9uOns+e5NODkjiGroilk2pWJpe9MEj4ggCIIgiPEmqtVCffID1ec4tZYHiVyy\n", "phNXrZ1X8bw8uBI8b7zIXZxp2iVrOvGO5e3QFAUlw8b+/gJMW+4gMv/AG0zRsGpeeG/NaBiqwUF8\n", "/tAw3u5oXoQJZYpZkGGQgxhwysSHol13Hh5BJliDqModRNGByKbUSOcR8Jwu8dx8JSY8gmiHrnTs\n", "Fhqc5iSKTSmtckyWbePpN4bcHG3uLPIQdH++jENDRRRMf0SNOxe5tOarQRS/dxQFgO3PyecrKqbN\n", "bu44Uf0m5+ZuSevIl+OH2zkpTXXTb7kzfmS4jEGnoFe8Fi52UmqDDrEs+tqfl9+45y2ejavWzvP6\n", "/9Q84sYRVg+R0cNTTO+9+jT8xduXjuewZgxToR5lukK2Tw6yfbKQ/ZNjKtg+0hmq0Y+76ez5+IMN\n", "3VW3q7WfXxzOWljZ59oIaGmUDDtW7V8cFdObzz8Jyzqy0FTg2GgZX/71PpiW/PjB+TYrKatdxbRk\n", "2rHa5gHAM28MYVaTjtlNOvpDHEtKMa2CpgDBQJpoftHz7i8YODpcxr4TBdi27fO+g5FI3pri+rN6\n", "8GdvXVLVQSyZNhOpEZ4LNt8MYliVDuJPrl0LAOjLG+6NP1eSRy6LeO7py+O3e/rdHG3+epOu4q3L\n", "ZuNHzx3BtT98AYbpv6j4GJrTqqusev1ZPXjXqg53GwWVBcM8fde07Ng1iFwopzVTe4opwJzl0RJ3\n", "ENlzj78+4L5uWV4/oPmzMu7zYoTtteN5/M+fvOxLv6gW+ncjiDU0Rp0o0lq4SE1zWkM6hgovQRAE\n", "QRBTi8VzwjOE3rWqAx87syf09SBXrZ3nU8y8ZHWndLsokb966QxoP6hKpZZG0fQv9odRS6YXn/9y\n", "DY6wCKIvxdSoPcVUVRSkY7a64HP3VXNzaMvqrsprxXamfLy+89Y0ymlGNqVhNBCJEif+YkQprSmu\n", "qtPx0TJrdRASQRwumZjXksaH1nXj9O7mqr0QPZGaynNH9e4LOoi5tIZrNnRjdpPuOkCyFQ1dVSRC\n", "K+wx75vCb2LDsjE766XIBiOXvC6wSdfcGsQPretGd6vnYAEKbARqEE3PQbRtuybnqTWj15Vimktr\n", "buQxKE4EsPd2cjtrdaEois9JDCLuzo+5aq686NqtQUzQPwyrh0hrSuy+P0T9TIV6lOkK2T45yPbJ\n", "QvZPjqlg+w+snYcHPrZO+lrPrAyuXl89IhhGmPNRY4eyUK46vSv0NQV2hYNYEnqXR1GLcDufOxVN\n", "i5WdhWh+BCOIqToW3ouGhad7K8u/ghTKJlKqgrNPakM2Qv2UIohVaElXKgOJFy+PUPOIYZsjQFIy\n", "bZTFGsTABbC7L48lzsoMS2ONHkfRqXOTnTtSpEby2TanWX3exiVt+Ozbl0j3lbXl4I7yFafNdd8j\n", "O4//pmIN5f3nA5ijaEmcVkCexsBbaZiWzVJMpSP1w3sxtmQ05MsW2nO1tY0QHXmZVU3LxiVrOvHg\n", "DesBAO9aFS7z7FO4dWx196Urpdu6iq+T0BGrJlJDEARBEMT0Q1WUmlsuxCVuOmS9REUDVVTOnUsx\n", "20ucOq8FmZheIp/vFspWqHBkMCBTNKzYxw8iClCGkTcsVywxo6sohkRswxxakRk9NdS1aJEar96Q\n", "RcYWtGWwrD2L0ZLpUwAK9tg7MlxyI2iaolS9Ubiqkb/+kTlmtUQQAadGzrAwuynl62kjojnN6cX3\n", "PlqycN7iNrTnUs57tmDbdkVetWn5UyV5BDGtKTAtudOqOL0SZTWIhm3DjplieoWzYtSaYZHAtKbi\n", "Aqc5ahx8IjUSu1o2ax3C39/J7eEyzLLPJazgmzuGaoJ3W2gfRE2dlI7rdGMq1KNMV8j2yUG2Txay\n", "f3LMdNvLpq6N1OmLmrZkUnpFllzeMCvaZMi47NS5+NnH1scaA4/AFQ0rck5uBFRM6ynduWDZbHS1\n", "RAteAsxZ5TohaU1FKSSCaJjUBzESWS2e6GxzJ0JUssylVPQXDBaeFfogiuHs0bKF5rTX+y4qxbRs\n", "WrBs1uZCdCQtm324YfuaISqmqsLSOastlHDnmL//kTLrEbOykzlFJdPGYNFELqX5UgWMQFh6YVsT\n", "zl3cBssOF86RKZTy81oWK7yNk2I6x0l1bUlrKBgWdFXBp84/CXdesqLqvvw98y8NmdNu2n7n96yT\n", "ZmHzjRukxxLTj6up1HL75VKNaQ7bSFgEkRxEgiAIgiAag2yOlUtpNaVwRhGlwKqplUr9+ZJV0Qpj\n", "rPC5U9FkwRRVUSpafQRVTEumVXMNIgBk9XjaG/my5QvcjIbsU7YsSjGNQleVijYSps9J85wn7jg8\n", "f3gEtz34GqtBDEkxHS2ZyDmpl6rCnL2wnjIFg120wWt9tGwirVf23BPHKftwXcXMKh98SlUwVDLx\n", "nnu24eneQQzkDeRSKtbPb8W6nhZ888kDGC2ZyOj+NghBJ1BXFbxzRTsMyw5dQVEcG4g5+a6KqYXY\n", "Kab8i4WnmGqqgllNOk7rjtd7R/y8ZR9HVOsQzgfWdjnjFlpidDXjtrctCd2Hp0LEadI6XkTWIJKD\n", "OO5MhXqU6QrZPjnI9slC9k+OmW57WTuLr1++CvdcdcqYjz23OYW13eFN4I1yuTJLrmxJVf3Hgujs\n", "FgwLqgL86VuX4J/ev9p9XlfVihTTOLWQQZpS4fWEIv2FMmZnWYrpo/sGcMfDe6XbsRRTanMRijyC\n", "KKSYOp/Ft58+WKFUWRbyd9Oq6tbUAcy549EiVVFcJ1FGwemvKG5j2zZ6B4oYKprREURpvrPzfxVH\n", "R1MVXH3v8wBYzeSmpw7g0b0DzjEUPHdoGAeHilAV/01gSgpbeU2jZcsdLAWVDhlXYzJqUDHlK0at\n", "GdbmotrqR5CU8zl9+dd7pZ9HVOsQzo1nL0B7VvfVlbJocvh+/Mugni+F8YZSTAmCIAiCaCTnLJqF\n", "c06a5XuuuzWDngjxv7h87+rTsLansrUFxwbL3PJ3FzDdXtqNQoxijpZNKFDQnkthyZys+zzrOz72\n", "FNOsriJftvCTnUfx6rHR0O1Yimn191mmFNNodEkfRFkE8aCkMNQwLX8E0QxEEIWVClWpPA8A9I2W\n", "kS+x9FUFCmxHOmXI6cu3rD1bkUftjjOk3o9P9qs5OqOCOM8Ptx9GSlXwFxeynnf8lE+8PghNVXzR\n", "SMOqTAflRbisSLfyXHxzMSefr4SYNlMxjUoXENl84wZkU+xGqdVB1DUFoyULD716AiWrciWG1VdW\n", "P04wbbhasS//6OO+x/EgtAaRRGomhJlej5IkZPvkINsnC9k/OWa67X9v6Rzc/vsnJ3JuXdcrxGHy\n", "RuMjiCKFsiWdPwYDUXWnmKZVjJRMfP3xXtzz9AHfa8dHy944hJK4KJhYDkUQQwnWDgKBGkRnZv+W\n", "pbPx5kVsJeSjb2J9YcqmDV31ahAN30qF5aaYAsyRk/l5H7r3eTzw0jFkU6qbhgmwlNZ5LWksmJUJ\n", "jSAaIdEu7jRVcxDFtz1UNKEqwNJ2przKHeP7dx6FpvjbIFiS1FYeQTQlziPAahCD+eiug+iomNZy\n", "IaY11jOy1siXriquWqssl9uKEUGEc17xcymb0c7qsvYsTp0Xng6RJBlqc0EQBEEQxDSBRRBVXx1i\n", "vhxPpKZeRsumNBMuKFJTb4rp7KaU2/R++4Fh9/n9/QU3GxBwHMQYDiiLZFIEMZRgg3tAnmKaL1tY\n", "3sHEW/5gQzdUBa5ICsDq+cSVihEhxTTsPJzegQKyuuakYXoKm7qqsNB0jSmmPNpXy/X3tpOZ2ilX\n", "PhJPqSr+qJph2RURJ+4ghwnnKAoq+iAWDdb7kfVBrK1HoBu5rTWCqCrIO44hd1C7W1mDVQVsQSDO\n", "IYORZ7HliYw5uRT+/r3yFhgTRVg9BInUTAwzvR4lScj2yUG2Txayf3KQ7ZOjXDYqAjejJWtchQJZ\n", "BFGiYhrwD+pNMZ2T1dHvNL0vWzZGSiaODJfcci0Om1uzcdx16crQdnAls3rbjxntIMocsL97ZJ/7\n", "tyhSI0YEUxpLcXT72zniJ9zBYxdiIMU0xNE7NFRCR3PKVR8FvNzgKMcyTFAlbgRRZN+JAoqml+Yp\n", "CuoEU0xNq9Ix07iDGKpiKq9BbE6pMO34KqYcXlhbq2Ojq4qbWpsvm5g/K41PnXcSG6PC03ZjRBCD\n", "KaamjdQUzdNcNTeH8xa3JT0MgiAIgiCI2IQJ/9lAhfbH+EcQLanYoq6qroqpZdt4/tBwZA/HMOZk\n", "UziRZ6mkzWkNl3/nOVzzg50VwRWmYqo5++ihQjQlSjGNJsoBUxUvmjhaMtEsXFgpVcFwyXS9b01V\n", "mIPhHCofcCg1NbwXYtm0kU2xOjC+2sFbSQT7K4qEOWNxaxBFdvfl/U8Iu6qBFFND4ph6EcSwGkRW\n", "Xynm5G8/OIyCYTEV0wmKIKY0L8X00b0DvrpPyw6PygYxLAvDRVN4HG+/JAmrh1g8J4u3L2+f4NHM\n", "PGZ6PUqSkO2Tg2yfLGT/5CDbjz9h3QE0TWPze+H10XLj21yI5A1TXoPoiNRctGkrntw/iKMjZcyt\n", "0hpNxuysjj6n1lCmecH9laGiiZYMe59pTUXJlCufFinFNBoW+pUbLyVcXCMly7dSMVwy8Xp/we11\n", "CPjznYNyuqrir/kTKVss1ZLt73cQWWTSP76RkomLNm2VpnqK1FpXdqXThB7wX3yscby3ncyJ0oUI\n", "orQGUamMIG7Z24/RsgXDqUGsZbTpMaSYjjgppkVHkpiPK6UqKJnyFIEg2ZSGQcFBZKm1NQ2FIAiC\n", "IAiCaDCW09PaEgIsBcNrID8e5MuWVIgwpSoYdGoHeYlTPamuc5tTGHYy4DRVcefl3G/gjuBwyUCL\n", "468EFVRFKIJYBRZBlL/W2Zz2RGNKhi8iyPGlnQrRPqZiKorUhEcqy6aNJl1lzqrgIKZ4BDHgWfEL\n", "TZbqCQBHR0rue6uF1ow3XvEiVxV/n7yyaUkdRC5SE5ViKubkr+nK4ZoN3a7NalH4TGn1pZimVAV5\n", "5wbb/EofDg+X3M+4bNl49Xg+lqJnT2vat7DA1Fsnt4dI9RDJQvZPDrJ9cpDtk4Xsnxxk++QwTLMi\n", "MFMcZwfxteN5aSYc06xgf/OIZz2proqiYE6WRR5F1VJeJsf7TubLXq1lWATRsu2q2hnADHcQw1I4\n", "sykV8wUF0aGi6XOg3rJ0NgCgWXACeRP2kmm5PVg4USmmhsUcxLQQgTRM5mjx2kYRfpywaN25i9rc\n", "8dTCoaGS+/etGxd5Y1cU33lEcR4OV4M1w/ogOiI1IvmyhdaM5rTNqGmoQoppbfvpmuqmmALshuoM\n", "hPrjRBDFaC+A0P6PBEEQBEEQxMSwcUkbTm01oCnevNu2bVcYcTyRzR/FXoM8K7HecSyZ0+T+zV0X\n", "IxBBLJmWmzrKI4i2bePh104I29hIa0rVwMyMdhBlKZwAa0ipqd4HMFwy0ZL2lIB4+FaMIOqO4E3e\n", "SS/1R+EQGqk0TNtJMVXcFYCyxQRwgipMgLciEhat4/1Pak15fN+pc92/5znKngCgqv5jFQyrwhni\n", "tZxWSA2i6tyoYk7+aNlEa0ZH2ZQX9kbBU2BrEbYBeJsL/wexojOHzTdu8G0T5/yigxjW3mMyQfUQ\n", "yUL2Tw6yfXKQ7ZOF7J8cZPvxRxZ2+fw7luErHzgbmsrmZoZl+4QfG404f5SL1HjPPrl/EIDnQ9TK\n", "is5cxXM8m63kqJmWTdvVR1EVxe0HecfDe7H1jSF32zhO6ox2EFOa6nPA+N+6psC2vVYIIyWv6BPw\n", "vH/xg+fRyNGSWZGOGilSY3kOIv+guZqmJoSmOfw4MrEYcWw1qb4AoaF3TfGrmBYNq8IJ5O89LILI\n", "U1BFRksWZjWxCGKtDeRdtdWa9mLjHCmZkdvEiQSyomMxxTS6HpQgCIIgCIKYGFRFwU93HsN77tk2\n", "7vWH3jnl4+A8srsfa7pyNc95OVet7cKX37Pc9xyva/zlK30AmIMoZjCKdYh8Gl4yrarppcAUchAf\n", "f/xxfPrTn8YHP/hB7N692/fa/fffj5tvvhm33HILtm/fHvuYmpOjzPOCuQeuQMET+wdxx8N7YdvM\n", "6RNzhmVRJpZmaWG0bPoEath5/GpKQXIpv0gN74OoBYpsAYCXvhUlqZ6AdzGG1TyG0RQYM78INdVT\n", "MVXAQtPBaBlXiwqLavIVDJ6Tb9s2RsssKluuI8WUE6ZgFUZaVzFUrOIgxoogqr72KCxyOrkjiFQP\n", "kSxk/+Qg2ycH2T5ZyP7JQbYff65aOw/vP21uxfNbtmyBqih4cv8AABbsqSbI0gjiOH5jyTbLpjSs\n", "62nxPffXv9oLAFjWngVQ2d8wpalur8Qv/HI3tuztR9GwY9ljyjiIixYtwh//8R/jlFNO8T3f29uL\n", "xx57DHfeeSduu+02bNq0CVaIMmkQRVGgKf72EgDc1geA4xCpSsDgEqUizYkgliubcYotM2S0NelI\n", "CymmvIUFK7INppg6aahmNRXT8NdkBFdXulvS7tj5eTK66qp/irg1iCFRzZTmr6UsGBZSmoqMzvar\n", "dzWlRh8YbU06BhyRnzDifIcE309YPShBEARBEATReK7Z0I3/8eaF0tdUxcuoG+/6wy++c5l7zmqM\n", "da6oKgouP7XSKTbd6KDtKv0DTPVfzJz7q//e49QpTiMHccGCBZg/f37F80899RTOP/986LqOrq4u\n", "dHd349VXX419XF1IMy1LPI6gIikAaVN0HgEMTzH1by+mnGY01dcmg0fiZPtxR7NkVtYC+qjxIgze\n", "PPwiFkVqMroqbQXhqpjacgeLRxB5Tv5o2UJzSoWqKDCsSoczLrU6iHFSDGJFEDUFJcvGvzxzEL97\n", "fQCWXbtDPtFQPUSykP2Tg2yfHGT7ZCH7JwfZPjk2btzozqGB8XcQudjhC4dHqm6bbsBkUfZeyqaF\n", "0ZKJoyMlX0Arm9JwIu+pnn5gbRezx3SKIIZx4sQJdHR0uI87OjrQ19cXe39RCIY7XzedvcB9fbRs\n", "+vodAvImlfw40hRTidiM+DilqdCcnnym20/QE38R4RHEoqTdhEi8lQzgj39vkfO3fwf+UBVusoyu\n", "ODWIlSmmhtPmQrY6wmoUvagud6K58mu9t0vNKabOjfnuVR2h2+ixVUwtfG/rIfxg2+HQ1FqCIAiC\n", "IAhiYmHiiOzvoZI5rjWIfG75hCNCI4N3QmjPpUK3iYvsvZRMG//rZ7uQL1u+krj2nI6DQpcCvm0c\n", "R1WvusUEcvvtt6O/v7/i+auvvhpnnnlm7OPUkrIoOohl08b8WWlcsGyOm9c7IkkZvWDZbPQJHjk/\n", "TtmyMVKykA1sL8rtckyfg8jkZtOOEioXqVEltYtcG6VkRDslcSyQ1lSf+E5wzPx/XuuY0VQUzcqa\n", "QU1VoCjMadUlF52uqTBMVoO4ceNGx4nWoDk2qzfkXmsEka+6NKc1fO7CpdL+MHEcvbSqYLQ0tVJM\n", "ue2JZCD7JwfZPjnI9slC9k8Osn1ysBrEeRh1UiuPjZTGNYIYZ97YmtExVDQxryVdddtqhEUQ950o\n", "uOfizGtJu88DQNGwY6eYTioH8XOf+1zN+7S3t+P48ePu4+PHj6O9vT1yH/HGtYwSHv/dk3jP286H\n", "YVkoFQrYsmULfvQH5+Dqe5/HE89sQ3k07dsXAD7h7M8fp7RuGKaNF3a9imFTBbDIfX14qAmm1ePb\n", "fsPZ57rHfG7bs1j69vOR0lT89tHHsGtIh9Y2H5oCHDx4CFu2vO6Od9tzzwHIuimm/HgbfeNpdh0W\n", "+esA0AwA6H3lBQDZivd3yhnnAAD6jh/D8zsOAshi/0AR+weKSA0fBc6c79teU1tQNCxsffppvJay\n", "fed741gKPQtPch/vHlGRTc2FpigolAzowr0VNl7Z+C3bjr39xo0b3Rvi0IFefPycc6T2eOqJ3yGj\n", "RR9vf5+Opk6W914cGUDZ0NwviFrGM5GPa7UvPSb7T5fHO3bsmFTjmUmPd+zYManGM9Mek/3p8Ux8\n", "DDCnbbRUBqDg6HAZTbo6budbcroXwNqyZYtkPM1oa9JwYBAwj+4F0BN5vGqPMx2rEUQskRPnowPH\n", "0ijP6XJf6z1wAD978Sgsm72ey1W2zuAodq15egnzxS9+ER/5yEewbBkrCu3t7cVdd92FO+64A319\n", "fbj99ttx9913h0YRH3roIZxxxhnu44/8YCf+7uLl6GnN4LXjo/jKI/vwjSvWwLBsXPKtbfjchUux\n", "eVcfvnjRsshxfX7za3j3qk7sOjYKTQGuOaPHfe1P/usVXL2uGxsWtLrPDRYMXPld9uX93Q+diq6W\n", "NC7atBXLO7J496oO7OkrYFVXDs8dHMZnLljs7vd07yBue/A1AMB3PngKulszFWO5aNNW/OlbF+PC\n", "5eGO8kWbtqJJV/Ef161DyahcTejPl/GB7z2PdT0tuOnsBfjkT192X7v2TT24ZkO3b/vL/mU7DMvG\n", "dz90KuZk/SH0H20/jN6BIt69ugNrupqxZW8/fvlKH24+7yRc84Pn0ZLRcd81p4eONWz8Zy5sxd+8\n", "a3nsffaeyOPj//6SdPx/+OOXsLsvj/+4bl3VVISfvXAUu/vy+M+XjmNdTwt2Hh7BTz+6VlqbShAE\n", "QRAEQUwctz34Kra+MQTTBt6zugOjJRO3vX3puJzrxGgZH2zmQmoAACAASURBVLz3eQD+voicizZt\n", "xbqeFnzuwqVozWh1CzNy/vuVPvzdI/t8z527uA2P7xuoGMO3nj6A147nMVgw8I4V7Xjl2Ch+savP\n", "3e7ZZ5/FhRdeKD2PPqZRTiBPPvkkvvWtb2FwcBB33HEHli5dittuuw0LFy7Eueeei1tvvRWapuGG\n", "G26oPcXU9FRMddXrcaipCvoLBnLpGKFYVXWLRLsCIWRNkTS8F1NMhfD0q8fzrtiLpkhqECWrBDKq\n", "Rbw3zG/FLCe9VBZqdkVqnPRRAHj7yXOw/eCwVJBFVxXky/LWG7qm4MFdx/HgruPYfOMGjJZMJlKj\n", "MuWlesv3ysEmkVXgRbmy3OvdfXk21hiD8QkbmeG1lwRBEARBEMTEwtrLsfn1E68PYmFbZTClUcxx\n", "6gpXdGZDt1EVBbOaGuNyBdvSAXCdwwdvWO97Pq2pGC6aaEqpyKbUCl8kiinjIJ599tk4++yzpa9d\n", "ccUVuOKKK+o6rthE0jBtn4OQS2k4PlKuqEEMPQ4XqQmomOqqpJbQ9tcg+l6zbEccBpW1i8LjKEGV\n", "ag3fg802w0ipilvPyHs9yo7N7RbWI1IkX7aQS2tef8U6fStZDWEU3BGWiQxx4ghMpYS61aJpwUb9\n", "Tu5EIaY9EBMP2T85yPbJQbZPFrJ/cpDtk2PLli1QFVYG1dmcwsGhEo6PlqvsNXbC8jEXzW7Cmxa2\n", "yl+sg6wzl/3G5avxh/e/5D7fnNYqghUpTcFg0cCCTAa6qvpatFVjyjiI4wVz7JijUbb8DmKTruLo\n", "SAmzs9VVh3irB97CQUSVqJiKvk06kJpo2rYgUoPQ/aIiiGNNd+SnFSOInqhM5fZahIMYdMi4SA3f\n", "Vq1Tx1Spcb+M4/1FFefGiT5rQtQ5XzahKbUJIxEEQRAEQRDjA58Cr+jMVah4TjSbrlzT0OPx+f3S\n", "9ibf82K/Q05aUzFSMpHSVF9wIw4zvmgqpapeBNGyfSqcuZSKX+zqi9VOgauYjpZMuYppSLsKABXK\n", "n24fRNl+MVNMxyrpy9NP9/d76keawqKtquS8PBoYlmIqwtpcqO746/Gt/vn9q/G5d9SWTx4nghgH\n", "8SYrhdhjskErmclC9k8Osn1ykO2TheyfHGT75Ni4caMbSTu5g6V9fr7G+WI9yFI/x4N5LWmW3ee8\n", "x6VzmkK3TWsKRssWUhormxuWOJFhkIMopphats954I7ejkPDVY+jqwq2vTGEZ94YqmgdoauoSDEV\n", "vXh+IX/+wqWY3aSzGkTeBzGwX75sCvvJx3LXpSuxbn5L1TFHwS+8/QNFN1Knqmzcsno7/pQsksbr\n", "Ojm8dQh3EOup31s8J4uOGvvJpCKinLUg9rU0LbtqOi9BEARBEAQxMfBpHi8RC/YnbzTfuuoUfP7C\n", "8XdCAWBeaxr/eT2rNVzWnpW2l+OkNNa/XFcVpDQF2w9W92c45CAKKaYVNYiOOE1bjMJSXVPwyB7W\n", "w7ElUIOoScK6QfEZADhlHmu1YDkRRFXxUkp3HBrGvVsPYbTs5ZiGOTprupobKpqS1r2eiEDt9XYV\n", "KaYlpw/iBPtVSkTN48YlbbGPw+tNASZSMwUCiD75Z2LiIfsnB9k+Ocj2yUL2Tw6yfXKwGkR/SVEw\n", "s6/RLGjLxCpHazTfuGI1Vs9lvsPGJbMrXuclbLqq1BwcmfEOYlpTUXIiiMEaRB68+8S5C6seR3SC\n", "KiOICoJ6KkHxGcBzPHhUSlMVd7vvPHMQ337moG+/OM05G8HCtibcc9Ua1xGSOZ8n8kbo/hUppmWW\n", "YsodNpktxhPZ6d568pzY+4vKt2XHmScIgiAIgiCSx9PFYI/HO4KYJDyIJZMeOTpSdl5Tai6vmr4W\n", "iwlLMXUiiJblc2Z46mlHjFUB0UmYlfFHHFVpmwvZWFirDNO2oaosUsdTTLlTIx5mIlorfHDdPADM\n", "SeTvUeYQFY1wRVHR6TYtG797fdD3XH+EczkeyGp0a/FRdVVB0fkAi4Zc1XWyQfUQyUL2Tw6yfXKQ\n", "7ZOF7J8cZPvkYDWI7G8+35P1DJ8uvHt1BwC5TzDbcR51VXGDYQDwv9+7supxyUHURJEavzNzaLgI\n", "IFr10j2Os9/7Tp1b4UDpQiSQE6wt5MfgffU0hYvUsNf4ysBER9tEsRu3N+IYUkwLjiNZMrz3Ua5B\n", "VWmsfGjdPKztqazPrMWuvOcjR53xdxFBEARBEMTkwJuvsv8zYxRunMzoEcEbLtKjqwpsePPcWU3V\n", "U26nr8VikhK8asO0kBJm+0eG4/dN4R9MV3NltDFuDSJvKVEyHRVTQaSGX+w19oYfM+Lp6hWVEZ3u\n", "kuMgcidtorMzrz9rPrpa0hXP19JSMaUpKBgm0pr/C2gyQ/UQyUL2Tw6yfXKQ7ZOF7J8cZPvk2LJl\n", "Cx7dyzRBZkIFkBYRvOHvX1cVn55KnNKoGe8gpn0ppvXXk/EomSzayHskisgcRH4cnraoKt5+fFzB\n", "thfjzUltXljeq0Gs7Rhi2m7RtNDVksIs50Ida8uJRlFLBFFTFRTKllv0PBGpvgRBEARBEER1BotM\n", "8X9tTws+dmZPwqMZX7h/IOtxyLU+dFXByR05fPycBe7jasx4BzGlqW6Ko2HZSAVc8Lj+i+7kgMoa\n", "1GtK5QcX1qwypanIG5YTQfTyp7186olzEB+8YT0uWOaJt/C0yjFFEE3bVVUCPLslTS1WTakK8obl\n", "Ordhzv5kguohkoXsnxxk++Qg2ycL2T85yPbJIdq+JaPj6vXdCY5m/OFT7IdePVHxGndpuBPZkXNq\n", "EmPM4yfH7DxBeN0fwJy2envk8f1kDepZqqj/uXAHUUG+bEJXWQ1iMMV0In2RoCP4bzuOsOdrvGrE\n", "tN2SYfkdxEkSQaxNpIbVrfLIqKyelCAIgiAIgkiOyZKlNp5ElTmJEUTAC2JRimkMUrrqppiWzXF0\n", "EGNHEFn6oq6GpJhOAmek1po7McWURRC9xzJ7JcHbT56DO951cqxt+WetT6EIItVDJAvZPznI9slB\n", "tk8Wsn9ykO2TQ7T9TGhDpka8R7EGEQAyQl/EalTvAD/NSasK8iUvglivw8JTUzN6pdE1xatz5IQ6\n", "iGq1FFPgytO78M4V7XWNsxGMJcX04FDR5zDOn5XB4eFSw8ZWL2ldxZsWzoq1LR8/f19hnyVBEARB\n", "EARBjBdRvp4aiCCmA/PXyOOOfWhTG96cHnBSTGvt4eCQcwRLmvRK6ViZSE2YU6FrrIVCMILINzdt\n", "G+25FJa2Z+saZyOotWxQrOt84MVjvgszWPM5FaiIIE4B/5DqIZKF7J8cZPvkINsnC9k/Ocj2ybFx\n", "40Z87sKlaElXb+UwHYgK2vDpNo+kciFNSjGNAW9ODzgiNXWGo1sy7EKURRBVVYERSA0NyxRNqQoK\n", "vAbR6Z94bKSE3+5hkr2WVXsfwkahBULVcZndpONvnPRN2/bvXzRq6C8xSfByuZNRliUIgiAIgiDk\n", "vGXpbPz42rVJD2NCufvSlRXP8RrEZ98YAgB05FI4Y0ErOYhxSGliH8T621w0uxFEeZuLoBMRVkuY\n", "dlRMRZGa5w4O+/ZLqq1CsPGoyJffsxzvWtkh3U9RFKyf3+o+FvcvTGEHUXfEd6ZCiinVQyQL2T85\n", "yPbJQbZPFrJ/cpDtk2Om2n5uc2WPb+6RDBUNAEBXSxp/++7lsY4342sQmYqpI1JjWRURxLiuWHOa\n", "RxDjtbkI8yn2nMi7KaaayvYTt2UOYsxBNRieiiuLIG6Y34oNghMYhO9TNC20a95l9+H13dh7It/g\n", "kY4vfBFBVdj1MfndQ4IgCIIgCGI6cnp3C1qbKlNq1UBJVC2Qg6ipbpsLM1CD+KdvXRw7WsdTTKUR\n", "RE2VOIhyt4L3GtRUBbqqwDBt376W7YWMJ5p3rmjHL1/pG5MqVDal+vY/d3Ebzl3c1ojhJcJUcQ6p\n", "HiJZyP7JQbZPDrJ9spD9k4Nsnxwz0fZfu2SF9Hk+267HQZzxKaZpTcHuvjz682WULdtNGwSAC5e3\n", "420nz4nY2yOXYvvJIogp1Utj5VTLSkxpClKaisGiiRP5srCfnVgN4rqeFgD1ywa/Z3UHLGvy9D4c\n", "K0ml+hIEQRAEQRBEFHy+Xs+8fcY7iNmUioNDJXx+824YY+iDqCgKHrhunduEUiStKW6UkmPbNha2\n", "ZfC375b33tNUxU13/dbTB93nLTu658l40jMrw8ZWp2N07PAh5B0BnulArWquSTJTc/InC2T/5CDb\n", "JwfZPlnI/slBtk8Osr0Hn21/cN28mvedQlPc8aE1w7JsWzIaa3MxBuclHdJDUVRKHSoauGjTVlg2\n", "q9s7Y4G8956uKNKWG0nWIJ7ezSKIdp2JlbpiY2QaOYiqorhRVYIgCIIgCIKYLPCA0gInwFPTvo0e\n", "zFRjdhNzEE+d18LaXIxD/qbYa3GkZAKorkbK+yAGsezkUxvDWnRUY/mSRRgpWdPIQQTOWNCKxXOa\n", "kh5KVWZiTv5kguyfHGT75CDbJwvZPznI9slBtvfgTl49KaYzXqRmTi6Fj53Zg3zZgmHV3+YiCqaU\n", "yrwq7twxRy98H1n0EGA995J2EOttTNGkqxgpmeNi4yRQoODq9d24en130kMhCIIgCIIgCBeVahDH\n", "RkZXUTAslE27os1FIxBTTE0n/FYyLUT5eWFRNtNGYiI1nM5cqq79evftATB9RGqmQv9DDuXkJwvZ\n", "PznI9slBtk8Wsn9ykO2Tg2zvwWfb9fgN5CCCOYhFw4Jpj60GMQwxxdR0/i+UrchIIPf2gyqqQ0Uj\n", "0Qji5hs3oL1OB9ERep1GDmK9sVSCIAiCIAiCGD/4dLsev4EcRAAZTYggjlcNopNiyqNOo2UrOsXU\n", "eXF9QATlpaOjUKfop3bq6lUAgPRUkv8MIaUqmNucTnoYsaGc/GQh+ycH2T45yPbJQvZPDrJ9cpDt\n", "PRRFwTcuX001iPXSlGIRxPGtQXRSTB0HsXeggBWdudB9+DC4MqoC1pR9MtQg1gt3jlszWsIjGTub\n", "rlyDlmnwPgiCIAiCIIjpybKObF37Tf1QTgNo0rmDaI1bDeLx0TIODBZdJ2m4ZMaqQcw4DuKmK9cA\n", "YDWMUzVD85kXXgHAHPKpTs+sjNsiZSpAOfnJQvZPDrJ9cpDtk4Xsnxxk++Qg2zeGqT9TbwBcpIb1\n", "QWy8SVKqgpJp4+afvuw6iLv78tJI4G1vWwIAyKZYdKrJcRB5WuZkaHNRL1mNvfeiMXXEXQiCIAiC\n", "IAhiJjF1QiDjiKoAOw+PYE5WD20vMRZ4XeNg0XRTTMumPBKY1v1P8oimWBupTVEH8ZMXn4OmJw/g\n", "vMVtSQ9lxkE5+clC9k8Osn1ykO2TheyfHGT75CDbNwZyEAGUHAGZE3ljnFRMvaik2BpBieHoqRIH\n", "caqmmKqKgo+fsyDpYRAEQRAEQRAEEQKlmAI4tavZ/Xu82lxwDMuLHMqMbweyL12xGsHJjONYTkYo\n", "Lzw5yPbJQvZPDrJ9cpDtk4Xsnxxk++Qg2zcGchDBlELXOe0kxkOkRqwZNC2vvjBOuSPfN+1LMW3s\n", "+AiCIAiCIAiCIAByEF24IuV4tLkQMS0bWUd4RkXluYLyLTwlVYwaqlM0x5TywpODbJ8sZP/kINsn\n", "B9k+Wcj+yUG2Tw6yfWMgB9GBp4GOp4M4J6vDsGxknTYPKUkocPHsJl+NoWFWKn5OUf+QIAiCIAiC\n", "IIhJDjmIDulxztv89gdOQZOuOg4iSzHNpSsbrZ80uwkP3rDBfVy2rIptpmqbC8oLTw6yfbKQ/ZOD\n", "bJ8cZPtkIfsnB9k+Ocj2jYEcRIcmvdJZayQpjfVCNG0vgpiN0TA+JSlUpAgiQRAEQRAEQRDjATmI\n", "Du9c0Y53rewYt+OnNRUl04Jh2WhyahAVSQ1ikPXzW3DPVWsAAH/+tiUAPJGbqQblhScH2T5ZyP7J\n", "QbZPDrJ9spD9k4Nsnxxk+8ZAfRAdVs7N4dNzF43b8dOagrJpw7RsN7V0pGRW3U9RFCxsawIArJqb\n", "AwA0S1JTCYIgCIIgCIIgxsqUiSD+67/+K2699VZ85jOfwVe/+lWMjo66r91///24+eabccstt2D7\n", "9u0JjjIcWQRxXku6pmPw0sOp6iBSXnhykO2TheyfHGT75CDbJwvZPznI9slBtm8MU8ZBXLduHb72\n", "ta/hK1/5Cnp6enD//fcDAHp7e/HYY4/hzjvvxG233YZNmzbBkgi7JA1XRy0aFnIpFRcsm40NC1pr\n", "OkbJYO9LpyJEgiAIgiAIgiDGgSnjIK5duxaqI9iyYsUKHD9+HADw1FNP4fzzz4eu6+jq6kJ3dzde\n", "ffXVJIcaSkpTUShbSGkqPvv2pTXvn9GnzMclhfLCk4Nsnyxk/+Qg2ycH2T5ZyP7JQbZPDrJ9Y5iS\n", "HsevfvUrnHHGGQCAEydOoKPDE5fp6OhAX19fUkOLJK0pGC1bdUcAu1sz+Pn16xs8KoIgCIIgCIIg\n", "CMakchBvv/12/NEf/VHFv6efftrd5sc//jF0XY9cIVAmaZ/AoaKJZ94YdNNN62Es+yYN5YUnB9k+\n", "Wcj+yUG2Tw6yfbKQ/ZODbJ8cZPvGMKlUTD/3uc9Fvv7rX/8aW7du9W3X3t7uppsCwPHjx9He3h55\n", "nC1btrgOJr+QJupxuTCK3teHgA3diZyfHs/Mx5zJMp6Z9pgzWcYzkx7v2LFjUo1nJj3esWPHpBrP\n", "THtM9qfHM/ExZ7KMZzI/zuVyCEOxbdsOfXUSsW3bNnznO9/BX/7lX2LWrFnu8729vbjrrrtwxx13\n", "oK+vD7fffjvuvvvu0CjiQw895KanTjRf2Lwbe07kcekpc3Hl6V2JjIEgCIIgCIIgiJnNs88+iwsv\n", "vFD6mj7BY6mbe+65B4Zh4Etf+hIAYOXKlbjxxhuxcOFCnHvuubj11luhaRpuuOGGSZtiqipA32iZ\n", "VEgJgiAIgiAIgpiUTBkH8e677w597YorrsAVV1wxgaOpj0f3DQCYuW0qtmzxUnuJiYVsnyxk/+Qg\n", "2ycH2T5ZyP7JQbZPDrJ9Y5hUIjUzhaksNEMQBEEQBEEQxPRlytQgNookaxAv2rQVAPCZCxbhnSs6\n", "qmxNEARBEARBEATReKJqECmCOIEsndMEYOammBIEQRAEQRAEMbkhB3EC+eJFywDM3BTToAQxMXGQ\n", "7ZOF7J8cZPvkINsnC9k/Ocj2yUG2bwzkIE4gKe3/tXfvQVGd9xvAn70ICyIgIFpRUItVjFGwiPES\n", "rzXGWBurrRo7plpjE+/RaLTiJWpSoxYtWsRLJaD81Jlkgr1XW0VNiEYUNSISQUBFREBWbrKwl/f3\n", "B3IKsrssCBx0n89MZiK77553n3Pmu+fd875nq+LmFUQiIiIiImqNuAaxBWnL9Zj2f8n4eFwPhHR1\n", "k6UPRERERERk37gGsZVQPfl9RlUr/Z1GIiIiIiKybxwgtqDqmaX2OsWU88Llw+zlxfzlw+zlw+zl\n", "xfzlw+zlw+ybBgeILUjx5MqhvQ4QiYiIiIiodeMaxBZUrjfizZjv8NHY7hji5y5LH4iIiIiIyL5x\n", "DWIrUb320GCyqzE5ERERERE9JzhAbEHVv3/Yto1K5p7Ig/PC5cPs5cX85cPs5cPs5cX85cPs5cPs\n", "m4Za7g7YE5VSgdjpL6FD2zZyd4WIiIiIiKgOrkEkIiIiIiKyI1yDSERERERERPXiAJFaDOeFy4fZ\n", "y4v5y4fZy4fZy4v5y4fZy4fZNw0OEImIiIiIiAgA1yASERERERHZFa5BJCIiIiIionpxgEgthvPC\n", "5cPs5cX85cPs5cPs5cX85cPs5cPsmwYHiERERERERASAaxCJiIiIiIjsCtcgEhERERERUb04QKQW\n", "w3nh8mH28mL+8mH28mH28mL+8mH28mH2TYMDRCIiIiIiIgLANYhERERERER2hWsQiYiIiIiIqF4c\n", "IFKL4bxw+TB7eTF/+TB7+TB7eTF/+TB7+TD7psEBIhEREREREQHgGkQiIiIiIiK7wjWIRERERERE\n", "VC8OEKnFcF64fJi9vJi/fJi9fJi9vJi/fJi9fJh90+AAkYiIiIiIiABwDSIREREREZFd4RpEIiIi\n", "IiIiqhcHiNRiOC9cPsxeXsxfPsxePsxeXsxfPsxePsy+aXCASERERERERAC4BpGIiIiIiMiucA0i\n", "ERERERER1eu5GSAePXoUK1aswIoVK7Bx40YUFBRIj8XFxWHx4sV4//33cfXqVRl7SdZwXrh8mL28\n", "mL98mL18mL28mL98mL18mH3TeG4GiG+++Sa2bduGbdu2YeDAgfjiiy8AANnZ2fjmm2+wfft2rF69\n", "Gn/+859hMplk7i0REREREdHz57kZIDo5OUn/r9Pp0K5dOwBAYmIihg4dCrVaDW9vb3Tq1Anp6ely\n", "dZOsGDZsmNxdsFvMXl7MXz7MXj7MXl7MXz7MXj7Mvmmo5e5AQxw5cgRnz56Fg4MDNm/eDADQarXo\n", "2bOn9BxPT08UFhbK1UUiIiIiIqLnVqu6grhp0yZ88MEHdf67ePEiAOCtt95CZGQkRo0ahejoaIuv\n", "o1AoWqjH1BCcFy4fZi8v5i8fZi8fZi8v5i8fZi8fZt80nsufuSgoKMDmzZsRFhaGY8eOAQAmTZoE\n", "APjkk08wderUWlcVazp58mSL9ZOIiIiIiKg1svQzF8/NFNP79+/jBz/4AYCqdYfdunUDAAQHByM8\n", "PBw//elPUVhYiNzcXPj7+1t8HUtBEBERERER2bvnZoB4+PBh5OTkQKlUomPHjpg7dy4AoEuXLhg8\n", "eDCWLl0KlUqFOXPmcIopERERERFRIzyXU0yJiIiIiIio6bWqm9QQERERERGRfDhAJCIiIiIiIgD1\n", "rEEsKChAREQEioqKoFAoMGbMGLzxxhsAgNLSUuzYsQMFBQXo0KEDli5dirZt26K0tBRhYWG4desW\n", "Ro4cid/85jcAgMrKSoSFhSEvLw9KpRI//vGPMWPGDLPbzcjIQEREBPR6PYKCgjB79mwAQEpKCmJi\n", "YnDnzh0sWbIEr7zyitn2er0ef/rTn5CZmYl27drh/fffR4cOHQBU3eU0PT0dvXr1wqpVq8y2t/Te\n", "ACAuLg7x8fFQKpWYPXs2+vfv3yztt2zZgszMTCgUCnh5eWHs2LF44403EBcXh5MnT+LRo0dwcXFB\n", "ly5dWiT7v//97zh16hRUKhVcXV0xb948eHl51WlvbR/Zkv25c+fw+eef4969e9i8eTN69OghPXb7\n", "9m3s27cPOp0OCoUCmzdvRps2bZpl3z148ABlZWVwc3ODSqXCmDFjUFFRgfj4eACAk5MTdDpdix37\n", "J06cwIkTJ6BUKtGmTRvMnTtXulFTTfXtp8ePH2PZsmUICQmR+mdLfpWVldi9ezeys7NhNBoxYsQI\n", "6c7BTZ1/azv2T58+jUOHDsHT0xMA8Prrr2P06NF12lurO9OmTYOfnx8AwMvLCx9++GGzZPeiZQ8A\n", "33zzDb744gsoFAr4+flh8eLFddpbqzu2ZM+6Yz7/mJgYXL9+HQBQUVGB4uJifPbZZ3XaW6o7ycnJ\n", "OHjwoPS8e/fuYenSpQgODrYpP3uuO/n5+YiMjERJSQlcXFywaNEieHh41Glvqe48a/YNye55zb76\n", "t7XLyspqZWWtltdkre5ERUUhOTkZQgj069evVk2rZu91x1L+tp7rWzvfiY2NxeXLlwEAU6ZMwZAh\n", "Qyy+fznrzrO0b3bCCq1WKzIzM4UQQpSXl4vFixeL7OxsIYQQhw4dEseOHRNCCBEXFydiY2OFEELo\n", "dDpx48YNceLECXHgwAHptSoqKsT169eFEELo9Xqxbt06cfnyZbPbXbVqlUhLSxNCCPH73/9eel5e\n", "Xp64ffu22LVrlzh37pzFfv/73/8W+/fvF0IIkZCQIHbs2CE9du3aNXHx4kWxefNmi+0tvbe7d++K\n", "5cuXC71eLx48eCAWLlwojEZjs7Q/cuSIyMzMFHFxcSI6OlosXrxYXLx4USxfvlzExMSI2NhYsXDh\n", "QvHll1+2SPbJycmioqJCCCHE8ePHa2Vak7V9ZEv22dnZ4t69e+Kjjz4St27dkv5uMBjE8uXLxe3b\n", "t4UQQpSUlDRb9seOHRNarVZERUWJ2NhYUV5eLubPny+WLFki9Hq92Lt3r5g9e7YwGo0tduw/fvxY\n", "ek5iYqLYuHGj2fb17aeoqCgRHh5eq3+25BcfHy+9VkVFhZg/f77Iz8+3uf3zfOzHx8dbzKsma3Vn\n", "5syZ9bZn3ambfU5Ojvjwww9FWVmZEEKIoqIis+2t1R1bsmfdMZ9/Tf/6179EZGSk2fa2fD6UlJSI\n", "2bNnS8+zJT97rjthYWHizJkzQoiqz85du3aZbW+t7lRrTPb2UHfS0tKEVqutUyNsyVQIy3UnOTlZ\n", "rFmzRphMJmE0GkVoaKjUp5rsve5Yyt/Wc31LdefSpUti06ZNwmg0Cp1OJ1atWlXrHKq+/Fqy7jxL\n", "++ZmdYqpu7u7dJVCo9HAx8cHhYWFAICLFy9ixIgRAICRI0ciMTERAODo6IjevXvX+abDwcEBffr0\n", "AQCo1Wp0795deq2atFotdDqd9FMVw4cPx4ULFwAAHTp0gK+vL5RK6zNja/Zt0KBBuHbtmvRY3759\n", "odFobG5f870lJiZi6NChUKvV8Pb2RqdOnZCent4s7V9//XV069YNI0eOxOXLl+Hj44MLFy5g6NCh\n", "SEpKwoQJE9CpUyf4+vq2SPYvvfQSHBwcAAA9e/bEw4cPzWZnbR/Zkr2Pjw86d+5c5+9Xr16Fr68v\n", "fH19AQAuLi5mt9FU+87d3R0///nPkZiYCI1GAwcHB/Tu3RtqtRopKSnw9fVFenp6ix37Tk5O0vN0\n", "Oh3atWtnNj9r+ykjIwNFRUXo16+f2bbW8nN3d0dFRQVMJhN0Oh3UanWtPtXX/nk+9m1lre40tD3r\n", "TlX2J0+exLhx4+Ds7AwAcHV1NZudrZ8NlrDu1H/sf/311xg6dKjZ/Gz5fDh//jyCgoKk59mSnz3X\n", "nXv37qFv375SvtXbtPbeLdWdxmT/otcdAPD394e7ajAk2wAADtFJREFUu3ujMgUs1x03NzcYDAbo\n", "9XpUVlbCaDSa3Y491x3Acv621nNLdSc7OxsBAQFQKpVwdHSEn58frly5YnN+LVl3nqV9c7P50zQv\n", "Lw9ZWVnSD9AXFRVJO9bNzQ1FRUU2b7SsrAyXLl2Sil9NhYWFtaZReHh4WDy4LCksLJSmg6lUKjg7\n", "O6O0tNTm9pbem1arlV4XADw9PaHVagEAe/bsQUZGRrO012q1yMrKgkqlgqenp/S4p6cnKisrWzz7\n", "U6dOISgoyOZtNoXc3FwoFAp88sknWLlyJf76179KjzVn9kVFRcjLy8PDhw9rHfudOnVCYWFhix77\n", "x48fx6JFi3Dw4EGLUzZqqrmfTCYTDh06hLfffttqG0v5BQYGwsnJCb/97W+xYMEC/OxnP5OmQtjD\n", "sf/tt99i+fLl2L59u8UvR6zVHb1ej5UrVyI0NNTiiR7rTpWa2d+/fx85OTlYu3YtQkNDzX7I18eW\n", "7C1h3amSn5+P/Px8s+2fZunzISEhweIAk3WnSs3s/fz8cP78eQDAhQsXoNPpzJ7H2HK+05jsX/S6\n", "Y82znkN26dIF/fv3x7vvvov33nsP/fv3NzsQtMQe6k5Tq1l3unXrhitXrqCyshLFxcW4fv262c/t\n", "1lZ3rLVv6DioKdj0O4g6nQ7bt2/HrFmzzF4BasjvDhqNRoSHh2P8+PHw9va2vacysfW9vffee83S\n", "vqKiAhUVFViwYAGSk5PrPN6Qb8ybIvuzZ88iMzMTv/71rxvVvrEMBgNSU1Px6aefwsHBARs3bkSP\n", "Hj3Qt2/fZsteoVBACIHt27cjICCgzrevCoWiRY/9cePGYdy4cfj6668RGRmJ9evXW3zu0/vpxIkT\n", "CAoKMruGxZKa7+3s2bOorKzEvn37UFpainXr1uHll1+Gt7f3C3/sBwcHY9iwYVCr1fjvf/+LiIgI\n", "rFu3rkGvsXv3brRv3x55eXnYsGEDfH190bFjR4vPZ935X9vc3Fxs2LABBQUFWL9+PcLCwqQrirZo\n", "aPY1se5USUhIwCuvvFLvdi19Pmi1Wty9exeBgYH1bot1p8rMmTNx4MABnDlzBgEBAfDw8GjUFfLG\n", "Zm/Ni579s0pJScH169exZ88eCCHw8ccfIzU1Fb1797apPetOwzxdd/r164f09HSsWbMGrq6u6Nmz\n", "Z73Hjtx1p772cvy+e70DRIPBgLCwMLz66qsICQmR/u7m5oZHjx7B3d0dWq0Wbm5uNm1w79696Ny5\n", "s3SzG5PJhJUrV0KhUCA4OBivvfZarZHyw4cPzZ7U1gzr6NGjSEpKgkKhwJYtW+Dh4YGCggJ4eHjA\n", "aDTi8ePHcHFxMdvWHEvvzcPDo9a3EJb61lTtXVxc8Omnn8LFxQUhISHIycnBw4cPpccfPnwItVrd\n", "Ytl/9913iIuLw4YNG6BWVx06T2dfk7mcG3uQe3l5ISAgQNqPQUFByMjIqPPNVFPuu4KCAhiNRrz6\n", "6qvQ6/VSezc3N+Tm5sLDw0OWY3/IkCHYv38/gKpF3pcvX66Vv7n9dPPmTaSmpuL48ePQ6XQwGAzQ\n", "aDR1rkRayu/mzZsICQmBUqmEq6srevXqhVu3btUp/C/isV+zdowePRqxsbFms7dWd9q3bw8A8Pb2\n", "xksvvYTMzMw6gxTWnf/1r/rbU09PT+nD3dvbG507d8b9+/eRmJhoc92xJXtLWHeqnDt3DnPmzJH+\n", "ba7um6s7NdtX1w9zWHfq9q99+/ZYvnw5gKov6b/99ls4Ozs3qO48S/YvYt2pvjlecHAwpk6darGt\n", "pUzNfd5Wq1l30tLSEBgYCEdHRwBVV6Ru3rxp8wDxRa07tuZfk7VzfcBy3Zk8eTImT54MANi5c6fZ\n", "K7itpe40tn1zszqkFkJgz5498PHxwYQJE2o9FhwcjNOnTwMAzpw5g4EDB9a7saNHj6K8vLzWt4tK\n", "pRLbtm3D1q1bMXXqVLi7u8PJyQlpaWkQQuCrr76qNTCt7pcQQvr39OnTsXXrVumACQ4OxpkzZwBU\n", "zb1/+eWX67S3xtJ7Cw4ORkJCAgwGA/Ly8pCbmyutHWjq9vHx8dizZw+MRiNGjRpVq/2AAQPwj3/8\n", "A7m5ubhz506LZJ+ZmYn9+/dj5cqVtdYBPZ19taf3Uc2/N0b//v1x584daT5/SkoKunbtWud5TbXv\n", "hBDYunWrdOzXbN+nTx/cuXMH/v7+LXbs5+bmSu2SkpKkuzK+9dZbtfK3tJ8WL16M3bt3IyIiAjNn\n", "zsSIESPMTlO1lF/nzp2lb3R1Oh3S0tLg4+PTLPm3tmP/0aNHUruLFy+iS5cuZrO3VHfKysqg1+sB\n", "AMXFxfj++++b9dh9EbKvfu2BAwdKd9EsLi5GTk4OOnbsaHPdsTV7S+y97gBVa+FKS0vxox/9SPrb\n", "0/lbqjvVEhISMGzYMIv9ZN2pm31JSQlMJhOAqjsaVvfJ1rpTrbHZv4h1Z+vWrVL21ljK9Onsqz1d\n", "d3x8fJCSkgKTyQSDwYAbN25Inxu2eFHrjq35V6vvXN9S3TGZTCgpKQFQdTfY27dvm733QmuoO8/S\n", "vrkphJUz9tTUVKxfvx6+vr7SKH7GjBkIDAy0envWBQsWoLy8HAaDAW3btsWaNWug0Wgwf/58+Pj4\n", "SKN8S7eLr77tc2VlJYKCgqTb56anpyMsLAylpaVwcHCAu7s7wsLC6rTX6/XYtWsXsrKy0K5dOyxZ\n", "skQa+a9btw45OTnSjT7mzZtX58Cx9t6+/PJLxMfHQ6VSYdasWdK0jT179uC1115Djx49mqT9xx9/\n", "jIyMDGg0Gnh7e0OpVGLGjBnIyMjAyZMnUVRUVOe2z82Z/aZNm3D37l1pvrSl28Vb20e2ZH/hwgV8\n", "9tlnKC4uhrOzM7p3747Vq1cDAL766iscO3YMADBgwAD86le/apbsd+zYIX172bVrV6hUKgBVa0JS\n", "U1OhUCig0WhQUVHRYsd+dHQ0rl27Jt3O+Z133kGnTp3qtLdlP50+fRoZGRkN+pkLvV6PyMhI3L59\n", "G0IIjBo1ChMnTmyW/FvbsX/48GFcunQJSqUS7dq1wzvvvGP220hLdefmzZvYt2+fNIVnwoQJ0kmQ\n", "Ldk3JLsXLXsAOHjwIK5cuQKlUonJkyebvV25pbrz/fffY//+/fVmz7pjOf/PP/8cer3e6rpna3Un\n", "Ly8P69evR2RkpMX2rDt1sz9//jyOHDkCAOjTpw/mzJlT58osYP1851myb0h2z2v2sbGxSEhIgFar\n", "Rfv27TFmzBj84he/sJppTdbOd6o/s4UQCAwMNLv+397rjqX8bT3Xt1R3KisrpauVzs7OmDt3rvSl\n", "ek2toe40tH1LsjpAJCIiIiIiIvvRuHuCExERERER0QuHA0QiIiIiIiICwAEiERERERERPcEBIhER\n", "EREREQHgAJGIiIiIiIie4ACRiIiIiIiIAHCASERERERERE9wgEhERNTKvP3228jLy5O7G0REZIcU\n", "QgghdyeIiIha2oIFC1BUVASVSgWlUokuXbpg+PDh+MlPfgKFQmG1bV5eHhYtWoQjR45AqbT9u9ab\n", "N29i586dKC4ulv5WUVEBBwcHaZurV69G7969G/emiIiInpFa7g4QERHJZdWqVejbty/Ky8tx/fp1\n", "REdHIy0tDfPnz2+W7SUlJWH06NGYPHmy9Ldp06bhD3/4Azp27Ngs2yQiImoIDhCJiMjuOTk5ITg4\n", "GO7u7ggNDcXEiRORn5+Po0eP4sGDB3B2dsbo0aPxy1/+EgCwfv16AMCsWbMAAGvXrkXPnj1x6tQp\n", "/O1vf8OjR4/g7++Pd999F15eXtJ2Ll++jHnz5tXbn2nTpmHnzp3o2LEjIiIi4OjoiPz8fNy4cQPd\n", "unXDsmXLEBcXh7Nnz8Ld3R1LlixBt27dAACFhYWIiopCamoqNBoNJkyYgPHjxzdtYERE9MLiGkQi\n", "IqIn/P394enpiRs3bkCj0WDRokWIiYnB7373O5w4cQKJiYkAgI0bNwIAoqOjcfDgQfTs2ROJiYk4\n", "duwYVqxYgQMHDiAgIADh4eHSa2u1WhQVFUkDuYY4d+4cpk+fjgMHDkCtViM0NBQ//OEPERUVhUGD\n", "BiEmJgYAYDKZsGXLFnTv3h179+7FunXr8M9//hNXr1599nCIiMgucIBIRERUQ/v27VFWVoY+ffqg\n", "a9euAABfX18MHToUKSkpAABzy/f/85//YNKkSejcuTOUSiUmTZqErKwsFBQUAKi6ehgYGNjg/igU\n", "CgwaNAjdu3dHmzZtEBISAkdHRwwfPhwKhQJDhgxBVlYWAODWrVsoKSnBlClToFKp4O3tjdGjRyMh\n", "IaGRaRARkb3hFFMiIqIaCgsL4eLigrS0NBw+fBh3796FwWCAXq/H4MGDLbbLz89HdHQ0Dh06VOf1\n", "vLy8kJSUhOHDhzeqT66urtL/t2nTBm5ubtK/HRwcoNPppD5otVrMnj1betxkMiEgIKBR2yUiIvvD\n", "ASIREdET6enpKCwsRK9evbBt2zaMHz8eoaGhUKvViI6ORklJCQCYvcupl5cXpkyZgmHDhtV5zGAw\n", "4MaNG1i4cGGz9t/Lywve3t61prYSERE1BKeYEhGR3aqeKvr48WNcunQJ4eHhGD58OHx9faHT6dC2\n", "bVuo1Wqkp6cjISFBGhi6urpCoVDgwYMH0muNHTsWcXFxyM7Oll7z3LlzAIDU1FT4+flBo9E0uo+2\n", "8Pf3h0ajwV/+8hdUVlbCZDLhzp07uHXrVoO3S0RE9olXEImIyG5t2bIFKpUKCoUCXbt2xcSJEzF2\n", "7FgAwJw5c3Do0CFERUUhICAAgwcPxuPHjwEAjo6OmDx5MtauXQuj0YjQ0FCEhIRAp9Phj3/8I/Lz\n", "8+Hs7Iz+/ftj8ODBSEpKwoABAxrVR4VCUeuKpbXfaFQqlVi1ahUOHjyIhQsXQq/Xw8fHB9OnT2/U\n", "tomIyP4oREO+miQiIqIGW7ZsGT744AP4+PjI3RUiIiKrOMWUiIioGRkMBowYMYKDQyIiei7wCiIR\n", "EREREREB4BVEIiIiIiIieoIDRCIiIiIiIgLAASIRERERERE9wQEiERERERERAeAAkYiIiIiIiJ7g\n", "AJGIiIiIiIgAAP8PaL5abGAXO5sAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weather_2012_final = pd.read_csv('../data/weather_2012.csv', index_col='Date/Time')\n", "weather_2012_final['Temp (C)'].plot(figsize=(15, 6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5.1 Downloading one month of weather data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When playing with the cycling data, I wanted temperature and precipitation data to find out if people like biking when it's raining. So I went to the site for [Canadian historical weather data](http://climate.weather.gc.ca/index_e.html#access), and figured out how to get it automatically.\n", "\n", "Here we're going to get the data for March 2012, and clean it up\n", "\n", "Here's an URL template you can use to get data in Montreal. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "url_template = \"http://climate.weather.gc.ca/climateData/bulkdata_e.html?format=csv&stationID=5415&Year={year}&Month={month}&timeframe=1&submit=Download+Data\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get the data for March 2013, we need to format it with `month=3, year=2012`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "url = url_template.format(month=3, year=2012)\n", "weather_mar2012 = pd.read_csv(url, skiprows=15, index_col='Date/Time', parse_dates=True, encoding='latin1', header=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is super great! We can just use the same `read_csv` function as before, and just give it a URL as a filename. Awesome.\n", "\n", "There are 16 rows of metadata at the top of this CSV, but pandas knows CSVs are weird, so there's a `skiprows` options. We parse the dates again, and set 'Date/Time' to be the index column. Here's the resulting dataframe." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YearMonthDayTimeData QualityTemp (°C)Temp FlagDew Point Temp (°C)Dew Point Temp FlagRel Hum (%)...Wind Spd FlagVisibility (km)Visibility FlagStn Press (kPa)Stn Press FlagHmdxHmdx FlagWind ChillWind Chill FlagWeather
Date/Time
2012-03-01 00:00:00 2012 3 1 00:00 -5.5NaN-9.7NaN 72... NaN 4.0NaN 100.97NaNNaNNaN-13 NaN Snow
2012-03-01 01:00:00 2012 3 1 01:00 -5.7NaN-8.7NaN 79... NaN 2.4NaN 100.87NaNNaNNaN-13 NaN Snow
2012-03-01 02:00:00 2012 3 1 02:00 -5.4NaN-8.3NaN 80... NaN 4.8NaN 100.80NaNNaNNaN-13 NaN Snow
2012-03-01 03:00:00 2012 3 1 03:00 -4.7NaN-7.7NaN 79... NaN 4.0NaN 100.69NaNNaNNaN-12 NaN Snow
2012-03-01 04:00:00 2012 3 1 04:00 -5.4NaN-7.8NaN 83... NaN 1.6NaN 100.62NaNNaNNaN-14 NaN Snow
2012-03-01 05:00:00 2012 3 1 05:00 -5.3NaN-7.9NaN 82... NaN 2.4NaN 100.58NaNNaNNaN-14 NaN Snow
2012-03-01 06:00:00 2012 3 1 06:00 -5.2NaN-7.8NaN 82... NaN 4.0NaN 100.57NaNNaNNaN-14 NaN Snow
2012-03-01 07:00:00 2012 3 1 07:00 -4.9NaN-7.4NaN 83... NaN 1.6NaN 100.59NaNNaNNaN-13 NaN Snow
2012-03-01 08:00:00 2012 3 1 08:00 -5.0NaN-7.5NaN 83... NaN 1.2NaN 100.59NaNNaNNaN-13 NaN Snow
2012-03-01 09:00:00 2012 3 1 09:00 -4.9NaN-7.5NaN 82... NaN 1.6NaN 100.60NaNNaNNaN-13 NaN Snow
2012-03-01 10:00:00 2012 3 1 10:00 -4.7NaN-7.3NaN 82... NaN 1.2NaN 100.62NaNNaNNaN-13 NaN Snow
2012-03-01 11:00:00 2012 3 1 11:00 -4.4NaN-6.8NaN 83... NaN 1.0NaN 100.66NaNNaNNaN-12 NaN Snow
2012-03-01 12:00:00 2012 3 1 12:00 -4.3NaN-6.8NaN 83... NaN 1.2NaN 100.66NaNNaNNaN-12 NaN Snow
2012-03-01 13:00:00 2012 3 1 13:00 -4.3NaN-6.9NaN 82... NaN 1.2NaN 100.65NaNNaNNaN-12 NaN Snow
2012-03-01 14:00:00 2012 3 1 14:00 -3.9NaN-6.6NaN 81... NaN 1.2NaN 100.67NaNNaNNaN-11 NaN Snow
2012-03-01 15:00:00 2012 3 1 15:00 -3.3NaN-6.2NaN 80... NaN 1.6NaN 100.71NaNNaNNaN-10 NaN Snow
2012-03-01 16:00:00 2012 3 1 16:00 -2.7NaN-5.7NaN 80... NaN 2.4NaN 100.74NaNNaNNaN -8 NaN Snow
2012-03-01 17:00:00 2012 3 1 17:00 -2.9NaN-5.9NaN 80... NaN 4.0NaN 100.80NaNNaNNaN -9 NaN Snow
2012-03-01 18:00:00 2012 3 1 18:00 -3.0NaN-6.0NaN 80... NaN 4.0NaN 100.87NaNNaNNaN -9 NaN Snow
2012-03-01 19:00:00 2012 3 1 19:00 -3.6NaN-6.4NaN 81... NaN 3.2NaN 100.93NaNNaNNaN -9 NaN Snow
2012-03-01 20:00:00 2012 3 1 20:00 -3.7NaN-6.4NaN 81... NaN 4.8NaN 100.95NaNNaNNaN-10 NaN Snow
2012-03-01 21:00:00 2012 3 1 21:00 -3.9NaN-6.7NaN 81... NaN 6.4NaN 100.98NaNNaNNaN-10 NaN Snow
2012-03-01 22:00:00 2012 3 1 22:00 -4.3NaN-6.9NaN 82... NaN 2.4NaN 101.00NaNNaNNaN-11 NaN Snow
2012-03-01 23:00:00 2012 3 1 23:00 -4.3NaN-7.1NaN 81... NaN 4.8NaN 101.04NaNNaNNaN-11 NaN Snow
2012-03-02 00:00:00 2012 3 2 00:00 -4.8NaN-7.3NaN 83... NaN 3.2NaN 101.04NaNNaNNaN-12 NaN Snow
2012-03-02 01:00:00 2012 3 2 01:00 -5.3NaN-7.9NaN 82... NaN 4.8NaN 101.09NaNNaNNaN-12 NaN Snow
2012-03-02 02:00:00 2012 3 2 02:00 -5.2NaN-7.8NaN 82... NaN 6.4NaN 101.11NaNNaNNaN-12 NaN Snow
2012-03-02 03:00:00 2012 3 2 03:00 -5.5NaN-7.9NaN 83... NaN 4.8NaN 101.15NaNNaNNaN-12 NaN Snow
2012-03-02 04:00:00 2012 3 2 04:00 -5.6NaN-8.2NaN 82... NaN 6.4NaN 101.15NaNNaNNaN-13 NaN Snow
2012-03-02 05:00:00 2012 3 2 05:00 -5.5NaN-8.3NaN 81... NaN 12.9NaN 101.15NaNNaNNaN-12 NaN Snow
..................................................................
2012-03-30 18:00:00 2012 3 30 18:00 3.9NaN-7.9NaN 42... NaN 24.1NaN 101.26NaNNaNNaNNaN NaN Mostly Cloudy
2012-03-30 19:00:00 2012 3 30 19:00 3.1NaN-6.7NaN 49... NaN 25.0NaN 101.29NaNNaNNaNNaN NaN Mostly Cloudy
2012-03-30 20:00:00 2012 3 30 20:00 3.0NaN-8.4NaN 43... NaN 25.0NaN 101.30NaNNaNNaNNaN NaN Mostly Cloudy
2012-03-30 21:00:00 2012 3 30 21:00 1.7NaN-9.0NaN 45... NaN 25.0NaN 101.32NaNNaNNaNNaN NaN Cloudy
2012-03-30 22:00:00 2012 3 30 22:00 0.4NaN-8.1NaN 53... NaN 25.0NaN 101.30NaNNaNNaNNaN NaN Mostly Cloudy
2012-03-30 23:00:00 2012 3 30 23:00 1.4NaN-7.7NaN 51... NaN 25.0NaN 101.34NaNNaNNaNNaN NaN Mainly Clear
2012-03-31 00:00:00 2012 3 31 00:00 1.5NaN-8.6NaN 47... NaN 25.0NaN 101.33NaNNaNNaNNaN NaN Mostly Cloudy
2012-03-31 01:00:00 2012 3 31 01:00 1.3NaN-9.6NaN 44... NaN 25.0NaN 101.31NaNNaNNaNNaN NaN Mostly Cloudy
2012-03-31 02:00:00 2012 3 31 02:00 1.3NaN-9.7NaN 44... NaN 25.0NaN 101.29NaNNaNNaNNaN NaN Cloudy
2012-03-31 03:00:00 2012 3 31 03:00 0.7NaN-8.8NaN 49... NaN 25.0NaN 101.30NaNNaNNaNNaN NaN Cloudy
2012-03-31 04:00:00 2012 3 31 04:00 -0.9NaN-8.5NaN 56... NaN 25.0NaN 101.32NaNNaNNaN -5 NaN Cloudy
2012-03-31 05:00:00 2012 3 31 05:00 -0.6NaN-9.2NaN 52... NaN 25.0NaN 101.30NaNNaNNaN -5 NaN Cloudy
2012-03-31 06:00:00 2012 3 31 06:00 -0.5NaN-9.2NaN 52... NaN 48.3NaN 101.32NaNNaNNaN -5 NaN Cloudy
2012-03-31 07:00:00 2012 3 31 07:00 -0.3NaN-9.2NaN 51... NaN 48.3NaN 101.32NaNNaNNaN -5 NaN Cloudy
2012-03-31 08:00:00 2012 3 31 08:00 0.7NaN-8.5NaN 50... NaN 48.3NaN 101.33NaNNaNNaNNaN NaN Cloudy
2012-03-31 09:00:00 2012 3 31 09:00 1.5NaN-7.8NaN 50... NaN 48.3NaN 101.34NaNNaNNaNNaN NaN Mostly Cloudy
2012-03-31 10:00:00 2012 3 31 10:00 2.9NaN-8.1NaN 44... NaN 48.3NaN 101.30NaNNaNNaNNaN NaN Mainly Clear
2012-03-31 11:00:00 2012 3 31 11:00 4.6NaN-9.7NaN 35... NaN 48.3NaN 101.24NaNNaNNaNNaN NaN Clear
2012-03-31 12:00:00 2012 3 31 12:00 6.4NaN-7.1NaN 37... NaN 48.3NaN 101.16NaNNaNNaNNaN NaN Clear
2012-03-31 13:00:00 2012 3 31 13:00 6.5NaN-9.7NaN 30... NaN 48.3NaN 101.08NaNNaNNaNNaN NaN Clear
2012-03-31 14:00:00 2012 3 31 14:00 7.7NaN-8.5NaN 31... NaN 48.3NaN 101.01NaNNaNNaNNaN NaN Mainly Clear
2012-03-31 15:00:00 2012 3 31 15:00 7.7NaN-8.6NaN 30... NaN 48.3NaN 100.94NaNNaNNaNNaN NaN Mainly Clear
2012-03-31 16:00:00 2012 3 31 16:00 8.4NaN-7.7NaN 31... NaN 48.3NaN 100.89NaNNaNNaNNaN NaN Mainly Clear
2012-03-31 17:00:00 2012 3 31 17:00 7.9NaN-8.1NaN 31... NaN 48.3NaN 100.88NaNNaNNaNNaN NaN Mainly Clear
2012-03-31 18:00:00 2012 3 31 18:00 7.0NaN-8.2NaN 33... NaN 48.3NaN 100.87NaNNaNNaNNaN NaN Mainly Clear
2012-03-31 19:00:00 2012 3 31 19:00 5.9NaN-8.0NaN 36... NaN 25.0NaN 100.88NaNNaNNaNNaN NaN Clear
2012-03-31 20:00:00 2012 3 31 20:00 4.4NaN-7.2NaN 43... NaN 25.0NaN 100.85NaNNaNNaNNaN NaN Clear
2012-03-31 21:00:00 2012 3 31 21:00 2.6NaN-6.3NaN 52... NaN 25.0NaN 100.86NaNNaNNaNNaN NaN Clear
2012-03-31 22:00:00 2012 3 31 22:00 2.7NaN-6.7NaN 50... NaN 25.0NaN 100.82NaNNaNNaNNaN NaN Clear
2012-03-31 23:00:00 2012 3 31 23:00 1.5NaN-6.9NaN 54... NaN 25.0NaN 100.79NaNNaNNaNNaN NaN Clear
\n", "

744 rows × 24 columns

\n", "
" ], "text/plain": [ " Year Month Day Time Data Quality Temp (°C) \\\n", "Date/Time \n", "2012-03-01 00:00:00 2012 3 1 00:00 -5.5 \n", "2012-03-01 01:00:00 2012 3 1 01:00 -5.7 \n", "2012-03-01 02:00:00 2012 3 1 02:00 -5.4 \n", "2012-03-01 03:00:00 2012 3 1 03:00 -4.7 \n", "2012-03-01 04:00:00 2012 3 1 04:00 -5.4 \n", "2012-03-01 05:00:00 2012 3 1 05:00 -5.3 \n", "2012-03-01 06:00:00 2012 3 1 06:00 -5.2 \n", "2012-03-01 07:00:00 2012 3 1 07:00 -4.9 \n", "2012-03-01 08:00:00 2012 3 1 08:00 -5.0 \n", "2012-03-01 09:00:00 2012 3 1 09:00 -4.9 \n", "2012-03-01 10:00:00 2012 3 1 10:00 -4.7 \n", "2012-03-01 11:00:00 2012 3 1 11:00 -4.4 \n", "2012-03-01 12:00:00 2012 3 1 12:00 -4.3 \n", "2012-03-01 13:00:00 2012 3 1 13:00 -4.3 \n", "2012-03-01 14:00:00 2012 3 1 14:00 -3.9 \n", "2012-03-01 15:00:00 2012 3 1 15:00 -3.3 \n", "2012-03-01 16:00:00 2012 3 1 16:00 -2.7 \n", "2012-03-01 17:00:00 2012 3 1 17:00 -2.9 \n", "2012-03-01 18:00:00 2012 3 1 18:00 -3.0 \n", "2012-03-01 19:00:00 2012 3 1 19:00 -3.6 \n", "2012-03-01 20:00:00 2012 3 1 20:00 -3.7 \n", "2012-03-01 21:00:00 2012 3 1 21:00 -3.9 \n", "2012-03-01 22:00:00 2012 3 1 22:00 -4.3 \n", "2012-03-01 23:00:00 2012 3 1 23:00 -4.3 \n", "2012-03-02 00:00:00 2012 3 2 00:00 -4.8 \n", "2012-03-02 01:00:00 2012 3 2 01:00 -5.3 \n", "2012-03-02 02:00:00 2012 3 2 02:00 -5.2 \n", "2012-03-02 03:00:00 2012 3 2 03:00 -5.5 \n", "2012-03-02 04:00:00 2012 3 2 04:00 -5.6 \n", "2012-03-02 05:00:00 2012 3 2 05:00 -5.5 \n", "... ... ... ... ... ... ... \n", "2012-03-30 18:00:00 2012 3 30 18:00 3.9 \n", "2012-03-30 19:00:00 2012 3 30 19:00 3.1 \n", "2012-03-30 20:00:00 2012 3 30 20:00 3.0 \n", "2012-03-30 21:00:00 2012 3 30 21:00 1.7 \n", "2012-03-30 22:00:00 2012 3 30 22:00 0.4 \n", "2012-03-30 23:00:00 2012 3 30 23:00 1.4 \n", "2012-03-31 00:00:00 2012 3 31 00:00 1.5 \n", "2012-03-31 01:00:00 2012 3 31 01:00 1.3 \n", "2012-03-31 02:00:00 2012 3 31 02:00 1.3 \n", "2012-03-31 03:00:00 2012 3 31 03:00 0.7 \n", "2012-03-31 04:00:00 2012 3 31 04:00 -0.9 \n", "2012-03-31 05:00:00 2012 3 31 05:00 -0.6 \n", "2012-03-31 06:00:00 2012 3 31 06:00 -0.5 \n", "2012-03-31 07:00:00 2012 3 31 07:00 -0.3 \n", "2012-03-31 08:00:00 2012 3 31 08:00 0.7 \n", "2012-03-31 09:00:00 2012 3 31 09:00 1.5 \n", "2012-03-31 10:00:00 2012 3 31 10:00 2.9 \n", "2012-03-31 11:00:00 2012 3 31 11:00 4.6 \n", "2012-03-31 12:00:00 2012 3 31 12:00 6.4 \n", "2012-03-31 13:00:00 2012 3 31 13:00 6.5 \n", "2012-03-31 14:00:00 2012 3 31 14:00 7.7 \n", "2012-03-31 15:00:00 2012 3 31 15:00 7.7 \n", "2012-03-31 16:00:00 2012 3 31 16:00 8.4 \n", "2012-03-31 17:00:00 2012 3 31 17:00 7.9 \n", "2012-03-31 18:00:00 2012 3 31 18:00 7.0 \n", "2012-03-31 19:00:00 2012 3 31 19:00 5.9 \n", "2012-03-31 20:00:00 2012 3 31 20:00 4.4 \n", "2012-03-31 21:00:00 2012 3 31 21:00 2.6 \n", "2012-03-31 22:00:00 2012 3 31 22:00 2.7 \n", "2012-03-31 23:00:00 2012 3 31 23:00 1.5 \n", "\n", " Temp Flag Dew Point Temp (°C) Dew Point Temp Flag \\\n", "Date/Time \n", "2012-03-01 00:00:00 NaN -9.7 NaN \n", "2012-03-01 01:00:00 NaN -8.7 NaN \n", "2012-03-01 02:00:00 NaN -8.3 NaN \n", "2012-03-01 03:00:00 NaN -7.7 NaN \n", "2012-03-01 04:00:00 NaN -7.8 NaN \n", "2012-03-01 05:00:00 NaN -7.9 NaN \n", "2012-03-01 06:00:00 NaN -7.8 NaN \n", "2012-03-01 07:00:00 NaN -7.4 NaN \n", "2012-03-01 08:00:00 NaN -7.5 NaN \n", "2012-03-01 09:00:00 NaN -7.5 NaN \n", "2012-03-01 10:00:00 NaN -7.3 NaN \n", "2012-03-01 11:00:00 NaN -6.8 NaN \n", "2012-03-01 12:00:00 NaN -6.8 NaN \n", "2012-03-01 13:00:00 NaN -6.9 NaN \n", "2012-03-01 14:00:00 NaN -6.6 NaN \n", "2012-03-01 15:00:00 NaN -6.2 NaN \n", "2012-03-01 16:00:00 NaN -5.7 NaN \n", "2012-03-01 17:00:00 NaN -5.9 NaN \n", "2012-03-01 18:00:00 NaN -6.0 NaN \n", "2012-03-01 19:00:00 NaN -6.4 NaN \n", "2012-03-01 20:00:00 NaN -6.4 NaN \n", "2012-03-01 21:00:00 NaN -6.7 NaN \n", "2012-03-01 22:00:00 NaN -6.9 NaN \n", "2012-03-01 23:00:00 NaN -7.1 NaN \n", "2012-03-02 00:00:00 NaN -7.3 NaN \n", "2012-03-02 01:00:00 NaN -7.9 NaN \n", "2012-03-02 02:00:00 NaN -7.8 NaN \n", "2012-03-02 03:00:00 NaN -7.9 NaN \n", "2012-03-02 04:00:00 NaN -8.2 NaN \n", "2012-03-02 05:00:00 NaN -8.3 NaN \n", "... ... ... ... \n", "2012-03-30 18:00:00 NaN -7.9 NaN \n", "2012-03-30 19:00:00 NaN -6.7 NaN \n", "2012-03-30 20:00:00 NaN -8.4 NaN \n", "2012-03-30 21:00:00 NaN -9.0 NaN \n", "2012-03-30 22:00:00 NaN -8.1 NaN \n", "2012-03-30 23:00:00 NaN -7.7 NaN \n", "2012-03-31 00:00:00 NaN -8.6 NaN \n", "2012-03-31 01:00:00 NaN -9.6 NaN \n", "2012-03-31 02:00:00 NaN -9.7 NaN \n", "2012-03-31 03:00:00 NaN -8.8 NaN \n", "2012-03-31 04:00:00 NaN -8.5 NaN \n", "2012-03-31 05:00:00 NaN -9.2 NaN \n", "2012-03-31 06:00:00 NaN -9.2 NaN \n", "2012-03-31 07:00:00 NaN -9.2 NaN \n", "2012-03-31 08:00:00 NaN -8.5 NaN \n", "2012-03-31 09:00:00 NaN -7.8 NaN \n", "2012-03-31 10:00:00 NaN -8.1 NaN \n", "2012-03-31 11:00:00 NaN -9.7 NaN \n", "2012-03-31 12:00:00 NaN -7.1 NaN \n", "2012-03-31 13:00:00 NaN -9.7 NaN \n", "2012-03-31 14:00:00 NaN -8.5 NaN \n", "2012-03-31 15:00:00 NaN -8.6 NaN \n", "2012-03-31 16:00:00 NaN -7.7 NaN \n", "2012-03-31 17:00:00 NaN -8.1 NaN \n", "2012-03-31 18:00:00 NaN -8.2 NaN \n", "2012-03-31 19:00:00 NaN -8.0 NaN \n", "2012-03-31 20:00:00 NaN -7.2 NaN \n", "2012-03-31 21:00:00 NaN -6.3 NaN \n", "2012-03-31 22:00:00 NaN -6.7 NaN \n", "2012-03-31 23:00:00 NaN -6.9 NaN \n", "\n", " Rel Hum (%) ... Wind Spd Flag \\\n", "Date/Time ... \n", "2012-03-01 00:00:00 72 ... NaN \n", "2012-03-01 01:00:00 79 ... NaN \n", "2012-03-01 02:00:00 80 ... NaN \n", "2012-03-01 03:00:00 79 ... NaN \n", "2012-03-01 04:00:00 83 ... NaN \n", "2012-03-01 05:00:00 82 ... NaN \n", "2012-03-01 06:00:00 82 ... NaN \n", "2012-03-01 07:00:00 83 ... NaN \n", "2012-03-01 08:00:00 83 ... NaN \n", "2012-03-01 09:00:00 82 ... NaN \n", "2012-03-01 10:00:00 82 ... NaN \n", "2012-03-01 11:00:00 83 ... NaN \n", "2012-03-01 12:00:00 83 ... NaN \n", "2012-03-01 13:00:00 82 ... NaN \n", "2012-03-01 14:00:00 81 ... NaN \n", "2012-03-01 15:00:00 80 ... NaN \n", "2012-03-01 16:00:00 80 ... NaN \n", "2012-03-01 17:00:00 80 ... NaN \n", "2012-03-01 18:00:00 80 ... NaN \n", "2012-03-01 19:00:00 81 ... NaN \n", "2012-03-01 20:00:00 81 ... NaN \n", "2012-03-01 21:00:00 81 ... NaN \n", "2012-03-01 22:00:00 82 ... NaN \n", "2012-03-01 23:00:00 81 ... NaN \n", "2012-03-02 00:00:00 83 ... NaN \n", "2012-03-02 01:00:00 82 ... NaN \n", "2012-03-02 02:00:00 82 ... NaN \n", "2012-03-02 03:00:00 83 ... NaN \n", "2012-03-02 04:00:00 82 ... NaN \n", "2012-03-02 05:00:00 81 ... NaN \n", "... ... ... ... \n", "2012-03-30 18:00:00 42 ... NaN \n", "2012-03-30 19:00:00 49 ... NaN \n", "2012-03-30 20:00:00 43 ... NaN \n", "2012-03-30 21:00:00 45 ... NaN \n", "2012-03-30 22:00:00 53 ... NaN \n", "2012-03-30 23:00:00 51 ... NaN \n", "2012-03-31 00:00:00 47 ... NaN \n", "2012-03-31 01:00:00 44 ... NaN \n", "2012-03-31 02:00:00 44 ... NaN \n", "2012-03-31 03:00:00 49 ... NaN \n", "2012-03-31 04:00:00 56 ... NaN \n", "2012-03-31 05:00:00 52 ... NaN \n", "2012-03-31 06:00:00 52 ... NaN \n", "2012-03-31 07:00:00 51 ... NaN \n", "2012-03-31 08:00:00 50 ... NaN \n", "2012-03-31 09:00:00 50 ... NaN \n", "2012-03-31 10:00:00 44 ... NaN \n", "2012-03-31 11:00:00 35 ... NaN \n", "2012-03-31 12:00:00 37 ... NaN \n", "2012-03-31 13:00:00 30 ... NaN \n", "2012-03-31 14:00:00 31 ... NaN \n", "2012-03-31 15:00:00 30 ... NaN \n", "2012-03-31 16:00:00 31 ... NaN \n", "2012-03-31 17:00:00 31 ... NaN \n", "2012-03-31 18:00:00 33 ... NaN \n", "2012-03-31 19:00:00 36 ... NaN \n", "2012-03-31 20:00:00 43 ... NaN \n", "2012-03-31 21:00:00 52 ... NaN \n", "2012-03-31 22:00:00 50 ... NaN \n", "2012-03-31 23:00:00 54 ... NaN \n", "\n", " Visibility (km) Visibility Flag Stn Press (kPa) \\\n", "Date/Time \n", "2012-03-01 00:00:00 4.0 NaN 100.97 \n", "2012-03-01 01:00:00 2.4 NaN 100.87 \n", "2012-03-01 02:00:00 4.8 NaN 100.80 \n", "2012-03-01 03:00:00 4.0 NaN 100.69 \n", "2012-03-01 04:00:00 1.6 NaN 100.62 \n", "2012-03-01 05:00:00 2.4 NaN 100.58 \n", "2012-03-01 06:00:00 4.0 NaN 100.57 \n", "2012-03-01 07:00:00 1.6 NaN 100.59 \n", "2012-03-01 08:00:00 1.2 NaN 100.59 \n", "2012-03-01 09:00:00 1.6 NaN 100.60 \n", "2012-03-01 10:00:00 1.2 NaN 100.62 \n", "2012-03-01 11:00:00 1.0 NaN 100.66 \n", "2012-03-01 12:00:00 1.2 NaN 100.66 \n", "2012-03-01 13:00:00 1.2 NaN 100.65 \n", "2012-03-01 14:00:00 1.2 NaN 100.67 \n", "2012-03-01 15:00:00 1.6 NaN 100.71 \n", "2012-03-01 16:00:00 2.4 NaN 100.74 \n", "2012-03-01 17:00:00 4.0 NaN 100.80 \n", "2012-03-01 18:00:00 4.0 NaN 100.87 \n", "2012-03-01 19:00:00 3.2 NaN 100.93 \n", "2012-03-01 20:00:00 4.8 NaN 100.95 \n", "2012-03-01 21:00:00 6.4 NaN 100.98 \n", "2012-03-01 22:00:00 2.4 NaN 101.00 \n", "2012-03-01 23:00:00 4.8 NaN 101.04 \n", "2012-03-02 00:00:00 3.2 NaN 101.04 \n", "2012-03-02 01:00:00 4.8 NaN 101.09 \n", "2012-03-02 02:00:00 6.4 NaN 101.11 \n", "2012-03-02 03:00:00 4.8 NaN 101.15 \n", "2012-03-02 04:00:00 6.4 NaN 101.15 \n", "2012-03-02 05:00:00 12.9 NaN 101.15 \n", "... ... ... ... \n", "2012-03-30 18:00:00 24.1 NaN 101.26 \n", "2012-03-30 19:00:00 25.0 NaN 101.29 \n", "2012-03-30 20:00:00 25.0 NaN 101.30 \n", "2012-03-30 21:00:00 25.0 NaN 101.32 \n", "2012-03-30 22:00:00 25.0 NaN 101.30 \n", "2012-03-30 23:00:00 25.0 NaN 101.34 \n", "2012-03-31 00:00:00 25.0 NaN 101.33 \n", "2012-03-31 01:00:00 25.0 NaN 101.31 \n", "2012-03-31 02:00:00 25.0 NaN 101.29 \n", "2012-03-31 03:00:00 25.0 NaN 101.30 \n", "2012-03-31 04:00:00 25.0 NaN 101.32 \n", "2012-03-31 05:00:00 25.0 NaN 101.30 \n", "2012-03-31 06:00:00 48.3 NaN 101.32 \n", "2012-03-31 07:00:00 48.3 NaN 101.32 \n", "2012-03-31 08:00:00 48.3 NaN 101.33 \n", "2012-03-31 09:00:00 48.3 NaN 101.34 \n", "2012-03-31 10:00:00 48.3 NaN 101.30 \n", "2012-03-31 11:00:00 48.3 NaN 101.24 \n", "2012-03-31 12:00:00 48.3 NaN 101.16 \n", "2012-03-31 13:00:00 48.3 NaN 101.08 \n", "2012-03-31 14:00:00 48.3 NaN 101.01 \n", "2012-03-31 15:00:00 48.3 NaN 100.94 \n", "2012-03-31 16:00:00 48.3 NaN 100.89 \n", "2012-03-31 17:00:00 48.3 NaN 100.88 \n", "2012-03-31 18:00:00 48.3 NaN 100.87 \n", "2012-03-31 19:00:00 25.0 NaN 100.88 \n", "2012-03-31 20:00:00 25.0 NaN 100.85 \n", "2012-03-31 21:00:00 25.0 NaN 100.86 \n", "2012-03-31 22:00:00 25.0 NaN 100.82 \n", "2012-03-31 23:00:00 25.0 NaN 100.79 \n", "\n", " Stn Press Flag Hmdx Hmdx Flag Wind Chill \\\n", "Date/Time \n", "2012-03-01 00:00:00 NaN NaN NaN -13 \n", "2012-03-01 01:00:00 NaN NaN NaN -13 \n", "2012-03-01 02:00:00 NaN NaN NaN -13 \n", "2012-03-01 03:00:00 NaN NaN NaN -12 \n", "2012-03-01 04:00:00 NaN NaN NaN -14 \n", "2012-03-01 05:00:00 NaN NaN NaN -14 \n", "2012-03-01 06:00:00 NaN NaN NaN -14 \n", "2012-03-01 07:00:00 NaN NaN NaN -13 \n", "2012-03-01 08:00:00 NaN NaN NaN -13 \n", "2012-03-01 09:00:00 NaN NaN NaN -13 \n", "2012-03-01 10:00:00 NaN NaN NaN -13 \n", "2012-03-01 11:00:00 NaN NaN NaN -12 \n", "2012-03-01 12:00:00 NaN NaN NaN -12 \n", "2012-03-01 13:00:00 NaN NaN NaN -12 \n", "2012-03-01 14:00:00 NaN NaN NaN -11 \n", "2012-03-01 15:00:00 NaN NaN NaN -10 \n", "2012-03-01 16:00:00 NaN NaN NaN -8 \n", "2012-03-01 17:00:00 NaN NaN NaN -9 \n", "2012-03-01 18:00:00 NaN NaN NaN -9 \n", "2012-03-01 19:00:00 NaN NaN NaN -9 \n", "2012-03-01 20:00:00 NaN NaN NaN -10 \n", "2012-03-01 21:00:00 NaN NaN NaN -10 \n", "2012-03-01 22:00:00 NaN NaN NaN -11 \n", "2012-03-01 23:00:00 NaN NaN NaN -11 \n", "2012-03-02 00:00:00 NaN NaN NaN -12 \n", "2012-03-02 01:00:00 NaN NaN NaN -12 \n", "2012-03-02 02:00:00 NaN NaN NaN -12 \n", "2012-03-02 03:00:00 NaN NaN NaN -12 \n", "2012-03-02 04:00:00 NaN NaN NaN -13 \n", "2012-03-02 05:00:00 NaN NaN NaN -12 \n", "... ... ... ... ... \n", "2012-03-30 18:00:00 NaN NaN NaN NaN \n", "2012-03-30 19:00:00 NaN NaN NaN NaN \n", "2012-03-30 20:00:00 NaN NaN NaN NaN \n", "2012-03-30 21:00:00 NaN NaN NaN NaN \n", "2012-03-30 22:00:00 NaN NaN NaN NaN \n", "2012-03-30 23:00:00 NaN NaN NaN NaN \n", "2012-03-31 00:00:00 NaN NaN NaN NaN \n", "2012-03-31 01:00:00 NaN NaN NaN NaN \n", "2012-03-31 02:00:00 NaN NaN NaN NaN \n", "2012-03-31 03:00:00 NaN NaN NaN NaN \n", "2012-03-31 04:00:00 NaN NaN NaN -5 \n", "2012-03-31 05:00:00 NaN NaN NaN -5 \n", "2012-03-31 06:00:00 NaN NaN NaN -5 \n", "2012-03-31 07:00:00 NaN NaN NaN -5 \n", "2012-03-31 08:00:00 NaN NaN NaN NaN \n", "2012-03-31 09:00:00 NaN NaN NaN NaN \n", "2012-03-31 10:00:00 NaN NaN NaN NaN \n", "2012-03-31 11:00:00 NaN NaN NaN NaN \n", "2012-03-31 12:00:00 NaN NaN NaN NaN \n", "2012-03-31 13:00:00 NaN NaN NaN NaN \n", "2012-03-31 14:00:00 NaN NaN NaN NaN \n", "2012-03-31 15:00:00 NaN NaN NaN NaN \n", "2012-03-31 16:00:00 NaN NaN NaN NaN \n", "2012-03-31 17:00:00 NaN NaN NaN NaN \n", "2012-03-31 18:00:00 NaN NaN NaN NaN \n", "2012-03-31 19:00:00 NaN NaN NaN NaN \n", "2012-03-31 20:00:00 NaN NaN NaN NaN \n", "2012-03-31 21:00:00 NaN NaN NaN NaN \n", "2012-03-31 22:00:00 NaN NaN NaN NaN \n", "2012-03-31 23:00:00 NaN NaN NaN NaN \n", "\n", " Wind Chill Flag Weather \n", "Date/Time \n", "2012-03-01 00:00:00 NaN Snow \n", "2012-03-01 01:00:00 NaN Snow \n", "2012-03-01 02:00:00 NaN Snow \n", "2012-03-01 03:00:00 NaN Snow \n", "2012-03-01 04:00:00 NaN Snow \n", "2012-03-01 05:00:00 NaN Snow \n", "2012-03-01 06:00:00 NaN Snow \n", "2012-03-01 07:00:00 NaN Snow \n", "2012-03-01 08:00:00 NaN Snow \n", "2012-03-01 09:00:00 NaN Snow \n", "2012-03-01 10:00:00 NaN Snow \n", "2012-03-01 11:00:00 NaN Snow \n", "2012-03-01 12:00:00 NaN Snow \n", "2012-03-01 13:00:00 NaN Snow \n", "2012-03-01 14:00:00 NaN Snow \n", "2012-03-01 15:00:00 NaN Snow \n", "2012-03-01 16:00:00 NaN Snow \n", "2012-03-01 17:00:00 NaN Snow \n", "2012-03-01 18:00:00 NaN Snow \n", "2012-03-01 19:00:00 NaN Snow \n", "2012-03-01 20:00:00 NaN Snow \n", "2012-03-01 21:00:00 NaN Snow \n", "2012-03-01 22:00:00 NaN Snow \n", "2012-03-01 23:00:00 NaN Snow \n", "2012-03-02 00:00:00 NaN Snow \n", "2012-03-02 01:00:00 NaN Snow \n", "2012-03-02 02:00:00 NaN Snow \n", "2012-03-02 03:00:00 NaN Snow \n", "2012-03-02 04:00:00 NaN Snow \n", "2012-03-02 05:00:00 NaN Snow \n", "... ... ... \n", "2012-03-30 18:00:00 NaN Mostly Cloudy \n", "2012-03-30 19:00:00 NaN Mostly Cloudy \n", "2012-03-30 20:00:00 NaN Mostly Cloudy \n", "2012-03-30 21:00:00 NaN Cloudy \n", "2012-03-30 22:00:00 NaN Mostly Cloudy \n", "2012-03-30 23:00:00 NaN Mainly Clear \n", "2012-03-31 00:00:00 NaN Mostly Cloudy \n", "2012-03-31 01:00:00 NaN Mostly Cloudy \n", "2012-03-31 02:00:00 NaN Cloudy \n", "2012-03-31 03:00:00 NaN Cloudy \n", "2012-03-31 04:00:00 NaN Cloudy \n", "2012-03-31 05:00:00 NaN Cloudy \n", "2012-03-31 06:00:00 NaN Cloudy \n", "2012-03-31 07:00:00 NaN Cloudy \n", "2012-03-31 08:00:00 NaN Cloudy \n", "2012-03-31 09:00:00 NaN Mostly Cloudy \n", "2012-03-31 10:00:00 NaN Mainly Clear \n", "2012-03-31 11:00:00 NaN Clear \n", "2012-03-31 12:00:00 NaN Clear \n", "2012-03-31 13:00:00 NaN Clear \n", "2012-03-31 14:00:00 NaN Mainly Clear \n", "2012-03-31 15:00:00 NaN Mainly Clear \n", "2012-03-31 16:00:00 NaN Mainly Clear \n", "2012-03-31 17:00:00 NaN Mainly Clear \n", "2012-03-31 18:00:00 NaN Mainly Clear \n", "2012-03-31 19:00:00 NaN Clear \n", "2012-03-31 20:00:00 NaN Clear \n", "2012-03-31 21:00:00 NaN Clear \n", "2012-03-31 22:00:00 NaN Clear \n", "2012-03-31 23:00:00 NaN Clear \n", "\n", "[744 rows x 24 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather_mar2012" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot it!" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA2wAAAFvCAYAAAA2Z0jWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl4JAd5J/5vH9X3qdZ9jOae0diesY3HBmN7DAZDOMJw\n", "Ezss5EnIJtkfDzhsYAMPhIQQwoLXsMQJSXaXEJwAMYEBGxsDvk8847FnPPehY3RLrb7Pququ3x+t\n", "1ujoo6q7JLWk7+d5eB7U3apuyaPueuu9DIqiKCAiIiIiIqKGY1ztF0BERERERESlMWAjIiIiIiJq\n", "UAzYiIiIiIiIGhQDNiIiIiIiogbFgI2IiIiIiKhBMWAjIiIiIiJqUOZ6vlkURXzxi1+EJEmQZRn7\n", "9+/HHXfcgUQigXvuuQfBYBAtLS2466674HQ69XrNREREREREG4Kh3j1s2WwWVqsVuVwOX/jCF/Dh\n", "D38YR44cgdvtxrve9S4cOnQIyWQSd955p16vmYiIiIiIaEOouyTSarUCAGRZRj6fh9PpxJEjR3Dg\n", "wAEAwK233orDhw/X+zREREREREQbTl0lkQCQz+fxmc98BpOTk7j99tvR09ODaDQKn88HAPB6vYhG\n", "o3W/UCIiIiIioo2m7oDNaDTia1/7GlKpFL785S/jxIkTC+43GAz1PgUREREREdGGVHfAVuRwOHDN\n", "Ndegv78fXq8XkUgEPp8P4XAYXq+37Pc9+uijer0EIiIiIiKiNem2224reXtdAVssFoPJZILT6YQo\n", "inj11Vfxvve9D9dddx2eeOIJHDx4EE8++ST2799f8TjXXnttPS+DiIiIiIhozTp69GjZ++oK2CKR\n", "CO69917k83koioJbbrkFV111FbZs2YJ77rkHjz/++NxYfyIiIiIiItKm7rH+9Xr00UeZYSMiIiIi\n", "og3r6NGjZUsi6x7rT0RERERERMuDARsREREREVGDYsBGRERERETUoBiwERERERERNSgGbERERERE\n", "RA2KARsREREREVGDYsBGRERERETUoBiwERERERERNSgGbERERERERA2KARsREREREVGDYsBGRERE\n", "RETUoBiwERERERERNSgGbERERERERA2KARsREREREVGDYsBGRERERETUoBiwERERERERNSgGbERE\n", "RERERA2KARsREREREVGDYsBGRERERETUoBiwERERERERNSgGbEREREQqTcZFnJ5KrvbLIKINxLza\n", "L4CIiIhoLXh+KIqvPzUEA4BvvWsXOjzW1X5JRLQBMMNGREREpMKvzofwX2/owgf3teHe50dW++UQ\n", "0QbBgI2IiIioCjmv4OWxOPZ3e3DzFh+GwpnVfklEtEEwYCMiIiKq4uREAl0eK/wOATazEWkpt9ov\n", "iYg2CAZsRERERFUcGY3jum43AMAmmJCR86v8iohoo2DARkRERFTFyckErmp3AQCsJgPkvIJcXlnl\n", "V0VEGwEDNiIiIqIKpFweF4Jp7G51AgAMBgOsZiOzbES0IhiwEREREVXQH0qj02OB02Kau81uNiIj\n", "MWAjouXHgI2IiIioglOTSfTNZteKbIIRGZmDR4ho+TFgIyIiIqrgzHRqacBmNiHNDBsRrQAGbERE\n", "REQVjEaz6PHZFtxmYw8bEa0QBmxERES0puUVBWJu+YKn8XgWHW7LgtvswvIEbHJegaJw+iQRXcaA\n", "jYiIiNa0J/vD+Mpjg8ty7ERWhpxX4LWZF9xeWJ6tb8Am5xXc9cA5/PjEtK7HJaK1jQEbERERrWkv\n", "jcQxEE4vy7HH4yI63FYYDIYFt9uXYejI/ccnkZbyeOB0EHlm2YhoFgM2IiIiWtOOjScwEReXpSyy\n", "VDkksDxDR54biuKum3pgMxvx8mhc12MT0drFgI2IiGiDOD4exyPnZlb7ZehqIp6FmMuj02PFWCyr\n", "+/HHYyI6PNYlt9uWoYctmpHR5BBwYKsPh0diuh6biNYuBmxEREQbxPeOTuDB08HVfhm6Oj6ewN52\n", "F3q8NgxHliFgK5th039xdiwjw2Mzo8dnW5bgk4jWJgZsREREG8BwJIPBcOF/2XU0jv7MVAp72pzo\n", "8VkxHMnofvzxWHZFMmxiLg8xp8AhGNHlsWI0yoCNiAoYsBEREW0AD50J4q07m7DZb8O5YGq1X45u\n", "zgVT2NnsQI/PhuGo/gHbdFJCi1NYcrvdbERa0m/oSDyTg8dqgsFgQKfHismEiJOTCfzNYwO6PQcR\n", "rU0M2IiIiNY5Uc7j1xfCeNvuZuxpdeLUZHK1X5IupFweQ+E0tgbs6PZaMbIMWalwutBXtpjeGbbo\n", "bDkkAFjNRnhtZjx4OogLM8sz/ZKI1g4GbEREROvcUwMRbA/Y0eGxoq/VidNT6yNgGwxn0O6xwi6Y\n", "EHAImElJuh4/K+ch5vJwWUxL7rPrPCUympUX7Hrr8lrx1EAEkbSs23MQ0drEgI2IiGide/5SFLdt\n", "bwIAtLgEhHQObFZLsRwSAPx2AdG0DEXH/WWhtIQmu7BkBxugf4YtPi/DBgBdHisUBcjIeYjrqOeQ\n", "iLRjwEZERLTOTcZFdHkLgzNcFhOSor4Ln1fLxZk0tgfsAAplhILJgISOP1s4JcNvN5e8z67zlMho\n", "RobXevm5Oj1W7GpxwGc3I5Jhlo1oI2PARkREtM5NJUS0ugqj6Z0WE5I6DstYTWOx7FwgCgA+u4Cw\n", "jiWEoZRUsn8NKGbY9Ps9RrM5eGyXSy8PbPXjY9d3ocm+fjKiRFQbBmxERETrWFbOIynl5jJFTosJ\n", "SXF9lNhNxLPocF8O2Px2MyJp/YKbYklkKTade9himYU9bK0uC/a0OeG3m3UNQolo7WHARkREtI5N\n", "J0W0OAUYZ/uwbGYjpFwecl6/Xq/VkMsrmE5IaJu31Frv4CacluF3lC6JXM4pkfP57QLCOgahRLT2\n", "lH4XUikYDOLee+9FNBqFwWDAbbfdhre97W1IJBK45557EAwG0dLSgrvuugtOp1Ov10xEREQqTSVE\n", "tDgvBzUGg2E2y5ZbkNFZa6aSInx2Myymy9eel6MkcsfsUJPFbGbjsmbYiphhI6K63qnNZjM+8pGP\n", "YPPmzchkMvjMZz6DvXv34oknnsDevXvxrne9C4cOHcKhQ4dw55136vWaiYiISKXJhIQ2l2XBbesh\n", "YJuIiej0WBfcVghudCyJTEkIlOlhswtGiLk8cnkFJuPSKZJaRTMyPNYSAZtDwMgyLAQnorWjrpJI\n", "n8+HzZs3AwBsNhu6uroQCoVw5MgRHDhwAABw66234vDhw3W/UCIiItJuet7AkSLnOpgUORbPot29\n", "8Ofy2wVd95aF0+WnRBoNhtksW/2/R0VREEpJ8JV4LmbYiEi3HrapqSkMDg5ix44diEaj8Pl8AACv\n", "14toNKrX0xAREZEGkwkRLYsDNmHtB2wTseySDJtvGTJs5aZEAoBDpwEuE3ERANDiXPpc7GEjIl0C\n", "tkwmg7vvvhsf/ehHYbfbF9xXatkkERERrYyphIjWRYHAesiwjcfFEhk2s24ZtryiIJKRS2a9ivT6\n", "Pb4ynsC+TnfJcya/3YxQihk2oo2s7oBNlmXcfffduOWWW3D99dcDKGTVIpEIACAcDsPr9VY8xjPP\n", "PLPg//Nrfs2v+TW/5tf8Wp+vIxkZTQ5hwf1OixEvnzij6/P97wdfwONPrdzPNzQ5g5ELZxbcf/Hk\n", "sbnywXqP/+snn4WA/NxQk1KPz2WSSM2WRNbzfMfG4nAmJ0reH3AImElJePrpxvj3xK/5Nb9enq8r\n", "MSiKUvNcX0VRcO+998LlcuGjH/3o3O333XcfXC4XDh48iEOHDiGZTJYdOvLoo4/i2muvrfUlEBER\n", "UQUf+rdXce/B3QjMy7Ld+9wIOj0WvPvKVt2e533fO44vvnkrrmx36XbMSv7kJ2fwyZs2YWfL5SmO\n", "aSmHD9z3Kn720X11V/gMhNL4m8cG8c/v6yv7mM/94iJ+e08zbthU+cJ0JYqi4M7vn8TX3r4dXV5b\n", "yce8+1+P47sf2FNy7D8RrQ9Hjx7FbbfdVvK+uv7yz549i6effhqbNm3Cpz/9aQDAHXfcgYMHD+Ke\n", "e+7B448/PjfWn4iIiFaWoiiIZXNw20wLbndajLqWREq5PGLZHIYjmRUL2FJSDk7LwkIhu2ACDAak\n", "pTwcFlOZ71Sn0L9W+TTJocPvMS3lERdzS/rx5mtxCphOigzYiDaouv7yd+/ejR/+8Icl7/v85z9f\n", "z6GJiIioTikpD7PRsGBXGVDovQql9BtkUSxDHI5mdTtmNUmxdFBWnKpYb8BWmBBZfuAIoE8PW3ES\n", "ZaWMYIvTgumkhG2Bup6KiNYo3aZEEhERUWOJZWV4bEsDF6dO0w2LisHfcGRl9oUpioKkmIOzTMAW\n", "0WGqYrUJkUBh2maqzuXZkYxUdnVAUbNTwHRCrOt5iGjtYsBGRES0TsUzuZLLmF0WExI6lkSG0hI6\n", "PZYVy7CJOQUGYEnmEAB8dkGXvWWhtISmKoGUXhk2n61yYNjisiCY5Gh/oo2KARsREdE6FcvKcJcI\n", "2Bw6j/UPpWRc2ebCdFKEmNMvc1dOSsyVLXn067SLLZyW4a+WYdPh9xhJV14dAACtsz1sRLQxMWAj\n", "IiJap2KZ8iWRxXH0egilJLS6LGhzWTAeW/4sW1IqXQ4JFBdN65BhS0loqtLDpsfQkWq73oDZkkhm\n", "2Ig2LAZsRERE61Q0I8NbYrKgy2JCPKtvSaTfbkaXx4qRFSiLLPSvlT6F0Wt5tpopkcUM278cGcNU\n", "jT1mkbRUdbhJYegIM2xEGxUDNiIionUqni3dw1boiRKRy9e8inWBcKqwnLvTY8V4fPkDi6SYg0Mo\n", "nWHzzZZESnWWZqqaEjk7dOTnZ2ZwcSZd0/NE0jJ8Vcb1t7gKUyLrWJ1LRGsYAzYiIqJ1qtDDtjSw\n", "sZmN8NsFTOgUXIXShYmK7e6VKYlMifmqJZEf+88zGAzXFkSJch5ZOV/ydzef02LCaCyDaEbGTErC\n", "uekU+jUGbsWx/pXYzEY4BBNCOmQOiWjtYcBGRES0ThV62EoHAz0+K4aj+ozhn5nt9+rwWDEeX+0e\n", "NjPOBVMYi2UxWWNAGkpL8Dsq70YDivvsCkFUKCXhobNB/PL8jKbniqSlqj1sANDutmBiBX63RNR4\n", "GLARERGtU7EyJZEA0OO1YUSHvWl5RUFkNkvU6bZiPLYyJZGVMmxyvjD2v9bl4GrKIQHMTaq0mAyY\n", "SUmYjIuaS0IjGXXPVQjY2MdGtBFVv6RDREREa1K5KZEA0OOz4XwwVfdzxLM52AUjLGYj2twWTM32\n", "xpmMlbNT9Sj0sJW+5uwQjLCZjbim011zCaGaCZEA5oLGK9tdmElJmIiLEEzqf24pl0daysNVpfQS\n", "ANrdK9MfSESNhxk2IiKidSqWlStk2KwY1iHDNj+4sZqN8FrNy77kOVUhw2YwGPDP7+3DNV3umjNs\n", "oVShJLIas9EAq8mAa7vcCCZFTCULGTa1w0GiGRkeqwnGKqWXANDhtmCSJZFEGxIDNiIionUqkc2V\n", "HZzR7bNhWIcR/IuDm3aPZdn72JIVho4AQJvbgiZH7Qu0w2lZVYYNAK7qcGF/twdD4QxcFhOsJoPq\n", "PXCh2emaarAkkmjjYsBGRES0DuXyCjJyfq7ParEmuxnxrFz3aP9QemH5YJfHiks6ZO4qqTR0pChg\n", "F+YGgmhVnHqpxt+8dTs2+WxQALS5LOjwWPHQmSD+5xODVb93Oimi2ak2YFuZgS5E1HgYsBEREa1D\n", "STEHu1C+3M5gMMBmNiIj17mvbFGW6OpON14ajdd1zGoq7WEr8jsEhGrMsIVSUtVR+/OZjAb47Ga0\n", "uy3ocFvww2OTODWVrPp9MykJzQ6LqudodVkQTsmQddqdBwA/Oj6J/3x1SrfjEdHyYMBGRES0DiXF\n", "HFxVslA2wYi0lKvreWbSEprmBTfXdXtwbCyOo6MxPHwmWNexy6nUw1bkt5sRStW2bDqcVl+qWBRw\n", "CGhzW9HhtsJkNGA6IVXNXgaTEgIqM2xmowFNDgFTCX3KIvOKgh+dmMJPTk7h+69M6HJMIloeDNiI\n", "iIjWoYSYqzp90G42IS3Vl2ELpRaWD3ptZmzy2fAXv+zHv78yWVPAVE25heDz2QUTzEYDkqL2gFTt\n", "lMj5ArOLw/d2uHDH1e3w2c2YSlYOroIpSXVJJABdF5OfmEjCZzPjm+/chV+dD+EnJ5hpI2pUDNiI\n", "iIjWoYSKDJtdMCKtQ0mkf1E26k07mvCuK1qgQMFwRN++q7yiYDopodVVvZSwySFoHu2vzNsrp8Xv\n", "7+/ELVt8eE23Bx/Y14ZOj7VqcBVMimjWkMlrd1swoVOG7amBMA5s9SPgFPDfb+nFI+dCuhyXiPTH\n", "PWxERETrUDJbvWzQJhiRqbMkMpSWEFiUjfrtPS2F1yDm8OJwFJv8trqeY8HzpSS4LSZYzdWvOTfZ\n", "BYRSEjb51D9/PJuDbXavnBa9fvuCr9vdlqp704JJrRk2q26TIk9NJvHx1/cAAHY02zEayyIl5soO\n", "qSGi1cMMGxER0TqkKsOmU0lkuZ1l+3s8ug8gmYyLaHOrG9QRcAqad8KF0hL8GsshS1GTYZtJSWh2\n", "qvtZgMIutgkdSiLzioKRaHYukBVMRmwP2HF2uv5F6kSkPwZsRERE65CqHjbBWFfAlpZykPJK2cCw\n", "x2urmmXSajwuok1FOSQANDsEBFPanl/rhMhy2t1WjMXKP3dSzEFRAIeg/lSs3W3VpSQymJTgsBgX\n", "ZGD7Wp04qWKyJRGtPAZsRERE61AiKy97D1soVVgwbSizOiDgEDBT46TGciYTItrdVlWPbXFZMJ3Q\n", "mGHTsMy6kk6PBWMVsmEzs+WQ5X53pei1PHs4kkGPd2GZ6J42J05NJuo+NhHpjwEbERHROpRUMfre\n", "ZjbV1cM2layc7XJYTDAagFSdZZfzaSmJbKmhJDK8aE1BrbY02TGTkjAaLR20TSVFtGjoXwMKqwoy\n", "ch6pGiZfzjcSzS4J2K5sc+L0VKruRepEpD8GbEREROvQSpRETiVEtLoqBx0Bh4AZjUFTJROJrOqS\n", "yBanBdNVRusvVujJqz/DZjEZ8eYdTXj4bOlddEPhjKZhKEBh2Xm7q/4s23A0gx7fwiylzy6g2Sng\n", "wgz72IgaDQM2IiKidSiRzcFlqZwpqrckshCwVQ6eAg4BM2n9ArbJuIh2DRm2ac1DR2TNO9jKefvu\n", "AH5ZZlz+YDi9ZLKkGs1O7X15iw1HMuj2Lg0Wr+5w4dgYyyKJGg0DNiIionVIXUlkfWP91QRsTTpm\n", "2BRFQTApoUXlZEWv3YyUmENWQ1AaTktoKjP1UqtOjxXxrAwpt/T5h8IZ9Naw7sBtNSGRrf2/WTQj\n", "48JMGtsDS4PFvR1uHBtnwEbUaBiwERERrUMJMQd31ZLI+sb6q82whVL6BGwJMQfBZFC1gw0AjAaD\n", "5tH+oZSsy1h/oFDC6LAs/R0rioJLkQx6NZZEAoDLakaijh62+49P4sAWf8myzyvbnTg1ldR1SAwR\n", "1Y8BGxER0TqUUJFhq78kUlKXYdMpYIuktQdTWvvYwmkJAR162IrsghGpRVnM6aQEm2CEx6Y9k+e2\n", "mBCrMcOWVxQ8eDqID13dVvJ+v12A2WhAOC3XdHwiWh4M2IiIiNahpJrF2YIR6RpLIhVFwbSKSYcB\n", "HQO2cFqGT+MExxangL97bgT/9JvRqo8Vc3mkpXzVYS1alMpiDobT6PVp718DAJfVhES2toAqkpZh\n", "MRkrBtk9XiuGI5majk9Ey4MBGxER0Toj5xVk5TzsVZYyF8b615Zhi6Rl2AUT7ELl4EbPgC2S0b7U\n", "+g3b/HjrziY8NRDGkZFYxceGU4WA0KhhN1o1jhKTOI+MxLGnzVnT8dxWc809bJMqSlh7fDYMl1lF\n", "QESrQ5+uWiIiImoY0bQMn81cdSlzPSWRaveI6RqwpWX4bNrKFW/Y5MUNm7wIOC348YkpXNftKfvY\n", "UFrSbUJkkc1sWlASmZXzeOxCCPce3F3T8VxWE+I19rBNq1jD0M0MG1HDYYaNiIhonQmnJfhUBB71\n", "7GFTO62xxVWYEinrsJA5UkNJZNG2JnvV/WXhtPYMXjWLM2xPDYSxu9Wpevn3Ym5L7VMi1WfYGLAR\n", "NRIGbEREROtMSOVoervZVPNY/5mUuuEcFpMRTQ4Bk3UuewaKgWhtAVWr24KphIh8hQmI0ToCwnLs\n", "FtOCPsEjI3HcvMVX8/FcVhPiNfawqRkS0+O1YTjCkkiiRsKAjYiIaJ0pZKKqB1O22ZLIbz07jMFw\n", "WtNzzKQkNKkoiQSALq8Vo7H6sza1TIksspmNcFpMCKfKBzvRrAxvDZMbK3EIRqTmZdhOTSaxp7W2\n", "/jWgvh42NWsY2t0WhNKSpt11RLS8GLARERGtM4VerOqBR2Fxdh4Png7i+aGotudISQiozEZ1eawY\n", "1WGQRS1TIudrc1kwkSj/OqJpuaZR+5UUpkTmcN/Rcbw8FkdayqHba635eO46etimktUDNpPRgBan\n", "BZOJ+jOiRKQPBmxERETrTFhlhs1kNMBiMqDJIeCVsYSm55hJSQhoyLCNxeoP2CIZua4esza3pWJp\n", "ZjSbg2+ZMmyPXwzjK48Noq/VWXUYTCU2sxG5vAIxpz0DNpUQ0ariv1l7ld8TEa0sBmxERETrTDil\n", "LsMGADbBhN/f34kz00lIGoKAkMoeNmA2w6ZHwJaW6gqo2t3WioNHomn9SyKLGbZIRoacV2oe519k\n", "MBjgrGHwSFrKQZTzqn6+NhczbESNhAEbUYP79fkQ/lnFwlcioqKwhl6vP715E27d5keXx4qz0ynV\n", "zzGTktGkMmDr1KEkMivnIeUUOKssA6+kWiASzSxPD1ssIyMt5fHXb9mGt+4K1H1Mt1V7wDYRF9Hm\n", "tqrK7rW7LZiIc/AIUaNgwEbU4B45N4OXRisve6XGNhBKa8pcENUrnJbhVzElEgBe1+uF2WjAjmYH\n", "BkLqBo+IuTySYk51cNPutiBY52j/4oTIesoJC4HIygZsdsGEsZgIn82MPW3OmoemzFfoY9M2KXI8\n", "nkWHylUCbS6WRBI1EgZsRA0slJJwYSaN0WiWE7vWqK88Pog/+vEZ/Pp8aLVfCm0ghX1i2gKDZqeA\n", "UFpdEBBOFXrJjCqDJ8FkhNdmRqiOBdpq1whUstlvw8WZVNnAcXkCNiNGY1ld1wW4LNonRY7FRHR4\n", "1A07aXdbMcGSSKKGwYCNqIE9OxjBDT0e9Phs6Fd55ZsaRzAp4shIDH92oBdPDURW++XQBiHl8khL\n", "ebit2koHA47Cgms1ZlKS6nLIueM7BQRVHr/cc9YbsDU7LejyWvHKWHzJfVk5j5yiwC7oe2rkEExI\n", "ijnNv69KCrvYtJZEasiwcegIUUNhwEbUwAbCGfS1OrGzxYFzGnpLqDEcHonjNV1uvH6zF6enkohm\n", "alt2S6RFZDZLpDb7VdTkEDCjMgNWS/DU7BAQTNUeBMwk1U+lrOSWLX482R9ecns0I8Nrra/kspRi\n", "AFjPdMvFOtwWzUNcxjVk2Px2M1JSDhlWdhA1BAZsRA2seIKyo9mBs9NJ5BUFT/WH8avzM4jx5L/h\n", "HR6OYn+PB3bBhBs2eXHf0QkoSu09PERqTCckNNcQ2AQ0BGxaJkQWNTvVZ/D0es5Sbtnqw3NDUSQX\n", "7TKLZmR4dQyqii4HbPpl2LYG7Oif0VZ1oaWHzWgwoM1lwZgOu/OIqH4M2Iga2HRSRItTwP5uD46O\n", "xvHnD1/A949N4vmhKH7v/lM4MaFtbxKtHDmv4OWxBK7r8gAA/tvrunFyMoGfn5lZ5VdG6914PIt2\n", "lSfm82kJ2GrKsDktmK6nJDIt6xKwtTgt2N/twU9PTi+4fTn614BCSSSgb4ZtW5NdU5l8Lq9gMiGi\n", "3a1+YffOlsKFQiJafQzYiHT0g2MTdTXVLzaTktDssKDVZcHfvm07OjxW/K937MAX3rQVn7plE772\n", "5BDSkrY+BloZ54MptLkE+GdPMD02M27fGVA9hY+oVhNxER0aTsyLvDYzElm54kTTjJxHLq9oWppd\n", "pCUgLGUmqb1vrpzfvbYdPzk5vaDkb7kCtuXIsHV4rIhlZcSzsqqBVDMpCR6rGVaz+tO+Pa1OnJpi\n", "wEbUCBiwEenogVNBTXuMKpHzCuLZ3Nxksc1+Oz550ybYZ6/W3tjrw7aAHb88x+mDjejYeBz7OtwL\n", "bvPaTCxlpWU3UWOGzWQ0wG8XEC4xKfJnp6aRlfP41rPD+OX5UGHoSA1TKOsZOqJXSSQAdHtt6PZa\n", "cXJelUI4Lde1lLscwWSEYDTommEzGgzY7Lfh84/04+tPDlV9/FRCRJtL27+JPW1OnJpkwEbUCBiw\n", "EelEnr3qPKaxEbycUEqCz2aGyVi+Af7GXh+OjS+ddkar79hYAvs6XQtu81jNiGYZsNHymoiLNQVs\n", "QGGS4+IsmCjn8Q/Pj2AwXFgxcimcrrEkUsBMPUNHdAzYAGBvhwvHxy8HbMHZEvTlYBeMc9l2vWxp\n", "smM4msHxiUTV3th4NgePTdvU0M1+O2ZSEi8yETUABmxEOplJSsgrhavbephOilUHB1zdWTjhyHOQ\n", "RU2++cwlfP+VCd2PK+byOD2VxFXtCwM2r82MWIYlrLS8ai2JBC5PihRzeZwPFqoFBsJp5JTCHq+J\n", "eBajsWwh21VDSWQwKdU0eCcr55HNaV9VUMnVHW4cmxewTScltGjMQqn1/93Ygy6VExrVOnhFC/72\n", "t7bDaDBUXAYOAPGsDLdVW4bPZDTgijYXvvnsMKaTHPFPtJrqDtj+/u//Hh/72MfwqU99au62RCKB\n", "L33pS/jEJz6Bv/7rv0YyyZQ6rX9Tsx9oYzF9PthmktUnvTU7LXBbzRgMZXR5zo3k4kwKzw9F8evz\n", "IV2XWst5BX/7+CCu6/YsOUHy2My8Wk3LSs4rCKVqDzwCDgGhlITnh6L4+E/P4omL4bmVIkPhNEJp\n", "GQOhDDJSHh6NwZNdMMFiMmreHwYUKg6a7IKuI/f72pzoD6Xn+oCnE9UvktXq1m3+itUStdjst2NH\n", "s6NQulil1yyWzdUU7H72jZvR7bHiTx84r9vFSCLSru6A7Q1veAM++9nPLrjt0KFD2Lt3L775zW/i\n", "yiuvxKHn7BU8AAAgAElEQVRDh+p9GqKGNxkXsbXJjnGdPtSCKQkBR/WTrr0dLhzntEjNfvDKJN63\n", "tw3v6GvGaR0b618dT2A0msWnb+1dcp/HViiJ5Gh/mu/oaAyPX1y6F6wWUwkRTQ4B5hqDgw63BcOR\n", "DM5Np3Bgqx/fem4YvxmOYXvAjmPjCQQcAiZnn6OW4KnNbanpPTKUlnTtAQMAm9mIXS0OHB0tlJVP\n", "JyW0OJcnw7ac+lqr95rFszJcGjNsAOC0mPB7+zvx5h1N+O5L47W+RCKqU90BW19fH5xO54Lbjhw5\n", "ggMHDgAAbr31Vhw+fLjepyFqeNNJEXs7XJhMiMjlaz8hf/hMEFIuj6CKDBsAtLstdU1e24gURcHL\n", "Y3G8YZsfbW4LphL6lfvMpCRsbrLDYlr69mozG2E0GLiMluaE0xK++sQQ/v75kSV7wWpR68CRoqva\n", "XTg2nsC5YApv3tGEN+1owovDMdyy1YczU0ls8tnQ7BRq7iXb4rehv4aKgFgmtywTHG/Z4sNTAxHI\n", "eQXRjD5rA1ba/m43nugPVwyoEtmc5ozofG/dFcCRkXhdn21EVLtl6WGLRqPw+XwAAK/Xi2g0uhxP\n", "Q9RQJhMiur1WeKxm1QHUdFLEby5FF/Sg/eNvRjGdlFRPRLOZjchwtL8mkwkRgsmIgENAm8uCCR0D\n", "tkhGnpvsWYrXZkKUZZE06z+OTeLWrX68psuNbzx9Cc8ORuo6Xj0DRwBgR7MDUwkRZ6ZT2NHswAf3\n", "tmFbwI4be33IKYULRF0eK5octQVPW5u0L3wGlm/k/k2bfXhxOIaJeLbqkKdG1eu345/e04f7j0+W\n", "DagKPWy1B2ytLgv8djPOBfWZgkxE2iz70BE9682JGllxbHKH24JxlZMin+yP4K9+PYBvPD0MAJBy\n", "eaSkPJJiDgkxB5eKD1i7YEJaYsZGi3PBFHY2OwAAba5Chk2vMsVIWqo4Gtxj5eARuuzMdAqv7fXi\n", "D67vRLvbgm89N4zjdUx+HY9rW468mMlowJXtLvhsZnhtZjQ5BPzDu3ejy2OFyVD4e+nyWmvORG0N\n", "aFv4XBTLyPAsQ8DmdwjY0WzHA6eDaHGtvexaUcApwGM1lx0OEs/mNA8dWWx/tweHh2N1HYOIarMs\n", "AZvX60UkUrhKGA6H4fV6Kz7+mWeeWfD/+TW/XotfTyUkjJw7ASUVncuwVfv+E+cH0GuXcClSKBF6\n", "9OnnAQApMYeUmMPFMyerPv/QxXNzJXaN9Pto5K/PB9PY0eLAM888g1cOvwADCic0ehz/7NDo3ILc\n", "UvfnM/G5DFuj/D749ep8/fTTz+D8dALbmuxodlqwSxzAm/0J/K+nLyGXV2o6/on+0bkMW62v7+pO\n", "N3bN/n0U7zcZDfCY84iODeANW/14/WZfTcefPn8c/aE0FEXbzxfNyAhPjCzLf4+37Azg56eDQDrW\n", "UP8+tH7tRAaPPPdSyfvj2Rwunj5R1/FN4Ut47uxow/y8/Jpfr7evKzEoOlxWnpqawle/+lXcfffd\n", "AID77rsPLpcLBw8exKFDh5BMJnHnnXeW/N5HH30U1157bb0vgWhVTcZF/MmhM7jvQ1fg2y+MYleL\n", "A2/b3Vz1+77+5BDsghGvTiTw7ff0YTCcxh/+5xn85Zu34l+OjOHTt/ZiW8BR8RgvDkfx05NBfPmt\n", "2/T6cda9zzx0Ae+9qgXX9xQuJv3Rj0/jU7f0Ykdz5d+1Gp/7xUW8c08zXrup9IWqrzw+iP3dHrxp\n", "R1Pdz0Vr20g0gz9/+CK+96ErFtz+yZ+dwwf3teF1vZUvdpby8Z+exR+/tht72pzVH1yGmMsXpkAu\n", "ymjdd3Qcb9zehM46x9N/6N9fxTfeuVNTJvDup4awp82F39oVqOu5SxHlPO74/gm8aUcT/ui13bof\n", "f6Xc8/QlbAvY8dt7Wpbc95EfnsTfvHU7ury1/7cbjmTw+V9exL984IrqDyYizY4ePYrbbrut5H11\n", "Z9i+8Y1v4POf/zzGxsbwx3/8x3j88cdx8OBBvPrqq/jEJz6BEydO4ODBg/U+DVFD+/dXJvD23c2w\n", "CybYzEbVJYqRjIwOj3Xu8cVSuaSYQ1LKwWmpXhJpMxuRlllip1ZayuH8vJJIoNCfMalTH1sko6Ik\n", "ksuzCcCFYBrbAvYlt79tdwAPng7WdMx6e9gAwGIyliw//N1rO+oO1gBgR8CBs9PaeqEKPWz67WCb\n", "z2I24v1729DXWnuQ2wi6vFaMlinHj9c41n++NrcF0wmJg0eIVkH5swqVPvnJT5a8/fOf/3y9hyZa\n", "E8bjWTwzGMF33r8HAGATjKqnAIbTEjrc8wK22RP5lJRDUsyrC9gEEzLsYVPtif4Irmp3wWe/3K9S\n", "7GPTQyQtz5VEluK1mRDLyMjlFZycTGJvh6vsY2l9uziTwvYSWd0DW/34p9+Mzk58VB8gpaUcMlJO\n", "9/H3entNtwdHRmI4sNWv+ntimRw8dfZgVfLBfW3LduyV0uWx4tXZReCnp5LY7LfBLpiQyytIqbwA\n", "WInFZITPbsZUsvbF7KtFURS8NBrHa7rcnK1Aa9KyDx0hWu++//Ik3tnXPHdF2i6on9oYScvo8FiQ\n", "ng3w4rO9TUkxh7SUg0NQMXTErD5AJODnp4N4e9/Csqo2lwWT8foDNkVRqk6JLCzPzuH5oSj+x8MX\n", "5pb20sZzfiaN7SUybFazEbdtb8LDZ2c0HW9iduBIo5+QFodX5DV0ZESXaejIelLMsMUyMv784Qt4\n", "fqgwoTspFoI1PSZgdnqsqodqNZKxmIjP/uIiHjkXWu2XQlQTBmxEdZhJSXh2KIL3XtU6d5vdbJoL\n", "wCopnty3uSwQ5TxyeQXRrAzD7HEtJqOqD1i7oL4Ec6NLijlcimTwmi7Pgttb3fqURKakPASjAVZz\n", "+bfWHc0OvHApih+9OgWjAThZZeEtrU+KouBimYANAN6+uxmPnJ2BrKH8bLzOHWwrpctrhV0waRrv\n", "H8suz1j/9aTTbcV0QsQ9s0NrhsKFYVZ6lEMWtbstGNfh4tZKOz4ex64WB/7v4TEM1DCllGi1MWAj\n", "qsNELItur3XBuGSbygCqeHJvF0ywmo3IynnEMjk0OwVMJUTV5SuFnjlmadQIpSQ0OYQlgbBeJZHh\n", "tFQxuwYAfa1OvH6zFyPRDA5e0YJjsyVMtLEEZyfJlhuPv8lvQ4vLgpMT6v99BJMSWpyNH7ABwNWd\n", "Lryq8mfL5RUkxRxcdZb0rXcWsxF/eftW5BQFH7muE4ORYsAmw2XRJ9hdqxm2V8YTeNuuAP7kdd34\n", "84cvlF1/QNSoGLAR1SEu5pZ8EKotUZx/cm8XjEjLecSzMjrcVkwnJfUBm2BCRs7rtkdsPQunZTSV\n", "CKjadBo6EknL8Nmq73L62PVd+Nrbd+C6bk9dO7do7boQTGNHs71i+eKuFgfOa8hCJcUcnDplUpZb\n", "p8eqemF9IeDQp6Rvvbu2y4O/un0bru/2LFOGzbrmMmyKouDYeBz7Ot14wzY/+lqdODnBygZaWxiw\n", "EdUhkV263LqQYaue8Zp/cl/se4tlcujwWBBMSnAI6v48zUYDTEYDpBwDtmrCaQn+EhkNr80MMacg\n", "JdaXqQynK/evFVnMRmxpsqOv1YmhcAaRtFTX89Lac2EmVXVlx/aAAxdn1E9TTEl51e8bq63Nrb5v\n", "NJbJsX9No06vFcGkWKjcyMq6BWxdHitGo2srwzYay8JkMKBjtly4u8I0TaLlkssr+MTPztZczbM2\n", "3tmJGlQ8K8Oz6IPQrnJq4/yTe5vZhLRU+GBtc1sRzciaJnrZzUZVfXMbXTgtl5ygZzAY0OoU6s6y\n", "hVISmipMiFzMajbixs0+/Oo8G+E3mgsV+teKtgfsuKAhw5YS658EuFLa3VbVf29R9q9pZjYa0Omx\n", "YjiSQTApoVmnUtkenxWj0Yym3srV9spYAvs6XHPZ7E6vDaOxLB45N4NHzmkb7ENUq7PTKZyeSuGh\n", "M7WtbGHARlSHeDYH16JR0zaVwVMkLc0FD8WSyFhGRrur8MGq5cRLbVZvowunpLIj99vc9fexTSdF\n", "tLjUB2wA8I7dzfj5mRlNE/No7RuNZrHJZ6v4mF6/DROxrOopsCkpB/saybC1uyyYUJlhi2bkZR3p\n", "v171+m0YDGcK70tObe9L5dgFE1pcFgzP9setBcdnyyGLujxWjEWzeKo/gkc0TmIlqtWLw1Hc0OPB\n", "L85pGyZVtDbe2YkaVKJEI3yhvFFthu1ySWRayiGWLZREAtoCNrvZxNH+KpTLsAH69LFN1zD0oa+1\n", "UBY3GFo7J0BUv/kXbMoRTEZ0+2yqp9qlxLyqVSCNwG01QVEUJFQskY+kmWGrRc9sJmk6oe8wmq1N\n", "dvSvkUmLhf61QoatqMtrxUg0gzPTSZyfSSOu4t8gUT2SYg4vDsfw/r1taHFaVA9cmo8BG1EdEiV6\n", "Awpj/QvZrkhawpGRWMnvjWQuBw/FkshEVp5blKulF0XtZMqNLpwun2Fr1WEXWy1Xsg0GA7Y22TAc\n", "ZcC2URSnHrpVZI22B+y4qLIsMiXl4FgjJZEGg0H1RZJold2GVFqnp1C+WEvmv5KtTXZNKxlW09HR\n", "OCwm44IF9E12M6S8AqfFhH0dLrw0wsFPtHwGQmm873vHkZHz2NPmxFXtLpyqYZ0PAzaiOsTLDB0p\n", "ZtheGo3j754bKfm9kbQE37xl25NxEQ6LaS4A1JRhU5nV2+hCFbIa7XqURCYktLi0X8nu8dowHMng\n", "O0fG8MxgpORjTk0mkVtDfSNUXiwjw2U1q5p6uD3gwAWVg0eSYg7ONZJhAwplyGomDjLDVpviIu1a\n", "Mv+VbA2sjQzbk/1hfO2pIXzshs4FtxsMhf6+Pa1OXNftwUujpS+qEunh4kwaN23x4f+9fw/MRgP2\n", "tDpxeooBG9GKSpS4Sm6bHeuvKAom4iLGYtmSO18ii0oih6MZNDsEWExGCCaDth42s3Euq0flhdMy\n", "msrsvQo4LHO7sWqRVxSEUhKayxy/km6fFcPRLJ4biuJSuHSm7UuPDmAw3PgnSVRdJCPPXaypZnvA\n", "jgtBtRm2PByWtfOx3u5Wt9Mrmqm+35CW6vJYMRzJIiXmdP39rZWSyMPDMfzuNR24ZYt/yX2bfDZc\n", "2e7CrhYHLs6kEUlLuPupoVV4lbTeDYXT6PVfHjDV11YI2LT2ra+dd3aiBhTPLu1hMxkNMBsNyOYU\n", "TMZFGA3AsbGl9crzp0TazUaMRLMIzJbTOQWTxgybusmUG5miKLOrFEqfuHhtJsQytfcyRNIyHBYT\n", "LGbtb6s9XhvOTidxKZxBpMRrEHN5zKQkJOtcO0CNIaKhxG9rwI6hcFpVk3pKzK2ZHjYAuL7Hgx8c\n", "m8RPTkxVfJyWAJcu89jMEEwGNDkEGCvs+9OqxSlAzisI13GBayWcmkrO9Qgv9smbevBbuwLY7C9U\n", "N7w8Fsczg9EVfoW0EQyGM9g8b8BUwCHAIZgwonE9BgM2ojqU6mEDigFUDpOJLG7o8eJYieXIC3rY\n", "Zv94mx2FshWHxaTpxEvtZMqNLJ7NwWY2lg2oPDYzYtnaA6J6JrH1+GwYi4lQUOjXWaxYqpkU+d94\n", "PdBS4qdlKt9a6mEDgOu6Pfir27fil1XWWkRV7jekpTo9Vl3714BCSeEWvx0XGzjLFsvICKUkbPaX\n", "Xp1hFwqL2O2CCc1OC355LoSkmGPZOeluKJJBr3/hROC+VgfOaCyLZMBGVIe4uHSsP3A5gJqIi3jz\n", "ziYcG1+YYRPlPLJyfi47ZxeMiGZkNBczbBaj5h42Dh2pbDopIlChXNFjNSOelWv+wK61fw0o9Cs2\n", "OczY0WwvuUS7OP6cGbb1QesQjcI+tsp9bHJegZxXYDXpl0lZCTsCDoxEMhArXHAqZNj0DTo2ii6P\n", "Vdf+taJG72M7PZXErhaHqj7RrQE7XhotXFSNcWIk6Sgt5RBKSej0WBfcvi3g0Pz3w4CtAcl5BWen\n", "tTck0srKzp5glDpBsglGpMQcgkkJ+7s9SEv5BRMIiyU+xUWe9tmsT7Ek8sPXdmBnS+lSjlJsZiMy\n", "3MNW0empVMXfqclY6BusNSiqd9fRtiYHDmzxL8iwKYqC01PJuUl61V7b2WkOJlkLImlJ0xCNTo+1\n", "6gTT4tJsg46lbyvBYi6sLih38pJXFMQyMjy2tZM5bCRbm+zo9lqrP7CG4y7HpMh/fGEE7/3ecXzy\n", "Z+dwclL76POiE5NJ9LU6VT12a5MdRkOh1DOe4eco6ed8MI1ur3XJhYNa+kAZsDWgF4ai+NKjA6v9\n", "MqiKeFaGu8wJUrEnzWMzw2o2Yl+Ha0FZZGRRiY9ttvyxOLDitZu82nvYWBJZ0emp6h/gHqu5ZEmi\n", "GjMpaS5DWou/un0r3rjdj0j68vOPx0X86QPnMBBKw2SoHrD91a8HcLKGccG0sqIae7LcVjPiVcp1\n", "U9La6l+bb2ezA+eCpTOIiWwOdsEEwcTTlVq8f28rfveadt2PuxwZtheHo3h6MIJvv2c3bt/ZhHue\n", "Hq75WEdGYriu26PqsTua7djR7ECL08IMG+nmxeEo/vLX/XhHX8uS+7YGChc8FA2DR/gO2IBeHI5h\n", "KiEhxfKnhlYY6V/6pMsuGDEYzqBttkSuELAVrhbef3wSF2ZSCwI2++zOtVpP+FkSWd2pySSuaKsS\n", "sNlMCz6w01JO9SSnUEpCU5kdb2qYjAZ4bYWAsficwaSInAI8diGMTT5bxYBNmh1MMsRJkg0vkpbh\n", "1VAS6baaEK/yeVBYmr02P9J3NDtwvkzAFslwpH89DAbDsmRdN/tsGItlK5aylpKbLd0FCr25Y7Es\n", "zkwl8eXHBvC1Jy/hz27pRYvTgrfuCiCWkTEe1zaYASi8b04lRNUZtuu6PfjyW7bBYzPVfMGOaLET\n", "E0m858pWvKOvecl9TfZChdWMhsE9fBdsMIqi4PBIDF6bGUORjOo3HFp5CXHphMgim9mE/lAabe5i\n", "wObGD49PAgB+cnIaHqsJWwOXy/OKJZHNNfYauK38oKkkmpERTkvY5LNVfJzHakZsXknMpx+6ACmX\n", "x+feuAU9Vb53JlV+ZYBagskIu2BCIpuDx2ZGMCnBaCj8W7thkweJCiftwaSEvFJocKbGprUny201\n", "I17l73utDRyZ78p2J/795QmIuTwsizJpi6sRqDFYzEZs8tlwYSaNPVUuhM334OkgnhqI4PadTfj2\n", "C6PwWE0wGw14y84A7rpp09y/YaPBgOt6PDg8HMPbdxdOeNX0owHA4ZE4ru1yq3680WCAx2YuvP/X\n", "MXiKaL6phIjXdLtL3mcwGObKItWe963Ny3HrWH8oDavZiOu63Rgqs4+JGkMimys5IRIo9LAdGYnh\n", "6g4XAKDHZ0Uim0MwKSKYlNAfysBvm59hM0EwGeApc7xqen12DDRwA/hqOx9MYUdz9Qb0YoYLKGTX\n", "BsMZ7GlzVZ1iBwDhdH0ZtvmvoTjaP5iScH1Poaxna5O9YtZ9Ii5CMBr4vrEGaB064raa1nVJ5Ga/\n", "HVsDdvzi7MyS+6LMsDWsvlYnTmmcdNcfSuPMdBLfenYYX3/7dnz3g1fg/75/Dz6wr23JBYfruz34\n", "t5cn8NvfPYbf/pdj+J9PDqmqPDo8HJt739TCY6t+YYRIramkiNYKwdiWJhsGQuo/rxmwNZhnB6N4\n", "7SYPev02ljY1uHiZkf5AoURRMBpw67bCwk6DwYBevw3PDUXR6hJgNhoWnLB5bWZ0eqw1l670+KyY\n", "Sohzg1BooWBSQquKCY4em3luF9uZ6RS2NdlxyxYfjo0tXcuwWCglwe+o/8TSZ78cNM4kJeztcONP\n", "b95UKImsMFhmIiHiqg4XBhmwNbxwhX2ApRQCtsonkklxbS3NXuy/XNuBHxybXDI0J5Lm0uxG1dda\n", "WACsxVgsi4/f2IPPvnEztgUqD9a6YZMHH9rXhu//zpX4j9+9CrGMjIdLBPXzyXkFL4/FcV1XLQGb\n", "iT1spJtqk6O7PFaMxdSX/K7dd/d1SFEUPNkfxoGtfvT67CxtanCVethcFhNu294E+7wr3r0+O54b\n", "imJbkwNXtbsWjJhvc1vwD+/eXfNrEUxGdHltGGSQX1IoJakqV5yfYTs9mcSeNif2tDoxGM5UvLIr\n", "5fJIijldMgE+m3lu8EgwJaHZIeCtuwJwWQsTLB8+E8TR0diS75uMZ7Gn1Qk5r+De50bw4jCXwDai\n", "RLbQo1juYk8p633oCADsbHGg1WnBC5cW/rtlhq1xXdHmxKnJpKbBCaOxLK7udOHGXl/Vx9oFE959\n", "ZSs8NjOcFhM+tK8NPz8TrPh8JycS6PJY4a+hPH1xSTxRrXJ5BaEqg8g6PFZMaOjRZMDWQAbDGWRz\n", "eexucWBzkw39M+m55lxqPJV62H7n6nZ87IauBbf1+m04NhZHl9eKz71xM27esvADy6yy3r6c4tQh\n", "WqpQrlj9pK+wPLsQLJ2anSppMRuxs9mBExVGTIfTMnx2AUYdmvu9izJsl3fzmZAU83huKIoXLi0N\n", "2CbiItrdFmz22/BkfxiHTk7X/VpIfxNxEe0ui6Zsums2w6YoStkhD8Wx/mvZO/qa8bNTwQWN+BGN\n", "EzVp5bS7LcjlFUwn1Q1OyMh5xDJyzXvhrmhzwmQ04NWJ8lm9F2sshwRmpwQzw0Y6iKRluKymJT25\n", "83W4rRiLVV7XMh8Dtgbym+Eobuz1wWAwoN1lwdaAHT84NrnaL4vKSFQoiXRaTLCZF/559fptyCmF\n", "nUoem1n3MdW17PXYKNQOBPHaTIhlcohlZJyeSuLK2Wb6q7vceGmkfFlkIYOnz0mlz2aeO2GdTooL\n", "AraEKGM8LpYMzCcThYDt0wd68Y/v2Y1Tk8m58k5qHIXAWtteLIvJCMFkxFMDEXzhV/0lH5OS8nPT\n", "Zteqm7f4kJJy+P37T+G+o+MAgCiHjjQsg8GAPW1O1atExmNZtLuX7qTS8nw3b/bh8MjSC1ZFx8YT\n", "uLar9KCHajw2E3vYSBdTSbFqG0arS0AoJalOzKztd/d1ZiCUwfaAHUDhjemumzfhJyemENYw9pNW\n", "TqEkUv0V7c3+wpTBLo/+S0wBYFuTHf0aGlg3ErUlkcU9bD8+MYXX9/rmympu3uzF0wORsiP+QzoN\n", "HAGA1/V68dCZIEIpCeG0PFc667KYkMzmMBHPoj+0dH/L5Gwg0DFbDnRdtwfPDEZ0eU2kn/F4Fu0e\n", "7RkGl9WEVycSODmZLPkBH0yKdU8pXW1WsxHfetcufOf9e/Cr8yEcG4trnqhJK2uPhj620Wi27s+/\n", "vR2usj3FiqLgUiQz91mrlZtTIkkn0wkRLVXWNAkmI5ocAibj6rJsDNgayFA4g955bzQtTgv2dbgr\n", "Xk2i1RPP5uAu08NWSsAhIOAQqo6Wr9Umnw3D7HssSW1JZMAh4Ox0EodOTuN3rmmbu73Xb4fLasLp\n", "MleSQzqM9C/a1eLE7Tua8Be/6ofTcnlhsM1shJRX4LSYYDEZFpQhJbIyEmJuQV/kDZs8eHm0+rAU\n", "WlnFkkitPFYTzkylkJXzJTPpE3ERHe7aSs0ajd8h4OpON4aj2ULAxgxbw9oz28dWzf95cRTffWkc\n", "nTVcrFjwfBV6ioMpCXbBWLa3vBrvvKFTtP5NJUR87Een8V//8zTCaX0TI1MJseLAkaIOj0X1rkEG\n", "bA0il1cwGs0sOZm/fnYPCTWehCjDraFnxGAw4Lsf2INAjcuxq2lymCHm8lWnyW00iqKozrB1eKz4\n", "t9+5Ev/6wSvQsahs7ZYtvrIZK7XHV+uj13Wiw22ZW7wOFP79OC0mdLit2Bqw4+K8ssjzM2lsC9gX\n", "lBrtaXXhpMYJbrT8aimJBApX//tDabS7LSUvHIzFsuhYpuz9amhxCphOioUl4+xha1g7mh0YimSQ\n", "qTKh+JnBKK7qcOGmzdWHjVRiMRuxq6V0T/FIJIseb+0XRIvTWMtVUtD68oNXJnFtlxt9bU7cf3xK\n", "12NPJyVVvZodbismmGFbW8bjWfjswoKpggCwv9uDo2PxJaOOafVpLYkECh82y8VgMKDba8NIVP3U\n", "oY0gJeVhNBqW/G2V0+QQ4Clxgtjjs2GqTHN9KC3Br2MWwGQ04DO3bsaX3rJ1we0OwYQOjwVbm+y4\n", "OC/Lcn46hZ3NC0dkd3oskHIKphLqm5rpslxeWZYTt/F4Fh01ZBncVhPkvII3bW9asvtKzOURScsV\n", "d/6sNS0uC6YSIhJZBmyNzGo2YrPfhnPTqbKPSUs5zKQk/LfXdeOKdlfdz7mv042jJaoHhqMZ9Phq\n", "v2ghmIxwWEzMss3K5RX8+nwIj5yrvEphLQomRTw5EMYd17Tjw9d04JFzM7q2H00lRLS61Fwktqge\n", "7c+ArUEMhkvXXQecAtpcFpyYKD+hjlZHosJY/9XS47OyLHKRUEqCX4f+MpfFhESZ7OX8aY56MRkN\n", "S163y1rIsO1sceDsvJP2c7OLweczGAya+ktooX97eQKf/Nk5JFUs6lUrrxQC6LYaSiLdVjMEkwG3\n", "bffj5dH4gozGZFxEi0uoeZhDI2p2COifScNhMa2rn2s9uqrdheMVzlEGQhls8tU+bGSx67tLVx4N\n", "RzLoriPDBhTK4kMpBmwA8B/HJ/H/jozhwdPBZX+u4UgGzw+t3CqaM1Mp7Gl1wmszI+AU8PpeH36h\n", "Y2A6lRRVZdjaXBZMq7yoyoCtQQwu6l+b7+YtPjw5wOEBjURRFCTEnKaSyJXQ42Uf22J6TXCstAtr\n", "WuWbc72csxm2YiBWHDxyPrg0wwYAfW2OJdmYtWoglJ5bd7Cczk2nkMjKePRCCF6bGX/56/4FmbaX\n", "R+NIV1hgXkk4JcNpManO9s7ntprQ6baiy2vDle1OPHjq8tqG8Xi2pjLLRtbismAokuFI/zVgb4cL\n", "x8fL98v2h9LY2mTX7fm2N9sRz+aW9P4MR7N1ZdiAQsA2w0FvyOUVPHg6iI/f2IOgyrUNtZJyeXz5\n", "sQF89YlBfOGXF/EHPzqNoWXeKTu8qAXpHX3NeOjMjG5VFdMJqeqUSKAwq0LtWgwGbA0gnpXx0Okg\n", "Xk7k7eQAACAASURBVLvJW/L+W7b48cxAhGWRDSQj52EyLG+JYy16fDYMsyRygVBa1mWCY2EPWrmA\n", "Tao6EUoPB69owbWdHjQ7LbAJRozGsphKiIhmZHR5l56o7Gl1qRoIsBZ8/akhfG921PtyURQFX35s\n", "AJ9+6AIMBgO++OatyMp5fOfwGI6NxfHqRAKfe+QiPvfIRcQyMqYSIkIaTu4KgVVtgb3LakLn7H/j\n", "D1/bgftfnZr7TBiPiehcbwGbU0BeKewlpMZ2VbsLZ6dTEHOl+9j6Z/QN2IwGA/Yv6u9XFAVD4Qx6\n", "6hzq1cSADQBweCSGJoeA/T0eRDPysp5//tvLE2hxWnDvwd3Y1+HGwSta8D8evli2okUPheD+8r+V\n", "nS0OuK0mHBurv5pNlPNIijlVbRLNTgFTSWbY1ozvHB7HjZu9uLJMbXeX14pmp8BpkQ0k3oDlkADQ\n", "7WVJ5GIT8ayqK13VuK0mJEoEbGkph4ycX5E+m5u2+OaG1vS1Fqaz/fDYJN62u7lkudHOFgcGwxlk\n", "qwwEaHRjsSwm4iIevxiuObulxkg0CzGnICvncWCLDyajAZ8+0IvRWBb/8MII/uzn5/HZN2zG7hYn\n", "fu/+U/i9+0/hn18cVX38WgeOAMC+DjfetL0JALClyY4mh4Azs9nTWlcFNDK7YILLYuJI/zXAaTFh\n", "k8829++xSFEUfOXxQTw5EMa2wNIKgHrs63At2P82ERehQKlpAut8zLAVPD8UxW3bm2A2GuCxmRDS\n", "eYpi0bnpFB46M4NP3rwJXV4r3ntVK97R14zXdLnx4xPT1Q9Qo+FIBj2LLnK+dpMXR8usjNBiOikh\n", "4BRgNFQvAW52WhBJqwuIGbCtslxewVMDYXxwX1vFx330ug7c+9xIyVG2tPISNQwcWQntbgsmE+KS\n", "HV0bmV7lOMUM2+KSieBsds2g4s1ZT3tanfjRq1N4oj+M9+9tLfkYm9mIXp8N54PlBwI0uqycx6MX\n", "Qrh1qx9XtDnxRP/ylYcfHonh+h4P7nnnTtxxTTsAoMtrwxfetBX/8O7d+Kf39uGmLT784Q1d+Mf3\n", "7Mbdb9+BY2MJ1X9vE3Vk2Ppanbh5y+UJe/u7PXhxOIZ/OTKGX50P4Sodhjk0mhanwJLINWJ/tweP\n", "XwwvuG0wnMHJyQS++OatuLLdqevz9foXlv+/Mp7Avg533e/DDNgKzgVT2N1SCLKbHZZlKYtUFAV/\n", "99ww/uD6zgUraQDgjmva8bNT03hZhwCq1PMOR5ZmYyvt+NNiKimqHgClJSBmwLbKzk6n0OwUqva/\n", "XN/jxbVdbnzl8cGyZQe0crSO9F8pdsEEm9mICKdczdGrHMdkNMBmNiItLfz7W6n+tcXetKMJ79/b\n", "ir9+y7aKQ1X6Wp1ruo/t9390Cg+cCuItOwN4R18zfr6MDfAvDhcCNo/NDOuicmeDwbCg56HZacGu\n", "2RMatVO+6smwLXZ9jwcPnA7iif4I/s/7+tDXqu8JcSNocVm4g22NeNcVLXhqILJgCfDh4Rhu6PHi\n", "qnaXqmyDFsWJyMULaMfH49jXUf9FCwZshZK+kUhm7nMz4BQwswwB2+GRGNJyHm/a0bTkvk6PFZ+4\n", "aRO+/uQQni2zTqdWobQMwWRcMg260o4/LaYThSFQarU4LZhOMGBreC8OR7G/p3Tv2mIff30PBJMB\n", "9zx9aZlfFVUT07g0eyW1utT98W8EWTmPqYRYdyN6kWt2T0/R2ekkJhMr07+2mNtqxpt3BKqeqO9p\n", "c6zZPrZIWkJSzOOHd16JnS0OvKbLg0hGwrllyBiKch6nJpO4utOt+nsMBgP2dbpwbFxd38N4XKw5\n", "w7ZYX6sTHpsZ//2WTbpMQW1Em3w23X5ftLy8NjPe2deMv/jVRRyf/XsoXgBZDk6LCQ6LEcGkhJSY\n", "wytjhQxbvQJOQVNf6nrUH0qjx2eb69FvdggILsPv5P7jU7jz6vaywfzNW3z4/f2d+NkpfS/SjZQo\n", "hwQu7/h7sc7dx1NJSdOKlRangKCKPjYGbKtIzit4eiCi+g3NbDTgzw704vRUCk/2h6t/Ay2bRi2J\n", "BAoB2yR3bwEABsNpdHltEEz6vNW5LGYkZidFinIen3rwPB44Nb0qGTa1ru5w4/h4Qtfx9CtlIJzB\n", "Fr9trszJZDTgbbua8cAp/Xsbzkwn0eu3wakxc76vw41nB6OqyiIn4ll06BSAmIwGfOf9fWV7n9eD\n", "P7yhC7fvDKz2yyCV/strOvDBfW34m8cGcCmSwYWZFPZpuACiVY/XhiMjMXz0P07hum43OnXo42yy\n", "M8O2eE1Ms1PAjMrBGGrFszLOB1O4sbdywuKmLT70h9IY1XGY2kgsW3JIFwC896pWfPuFEfysjs+Y\n", "QoZNS8BmKbvjdT4GbKvoB69MoN1txZVt6ktZ7IIJn7m1F99+YZSZtlWUyMoNHbBxWXJB/0waWwP6\n", "TSdzWS4PHjkznYSiABdm0rrvYNOT3yHg6k43HrsQWu2XotlgKI3Ni8pZ39HXjOeGoktGetfr2Hii\n", "ppKqN27zYyKexZNVeuuk2eXWegb3K903SVSJ0WDAG7Y1YU+bC3c9cA4f3NcG2zJOUu7x2fDdl8Zx\n", "23Y/PnVLry5/D36HGZG0rNt49+U2lRAxFssil1fwncNjOKLDcLozU8klAZva0fNqHR2N46p2V9VJ\n", "2xaTEW/c5sfjF/X7/JqIZdFRpjT9tZu8+JMbu0suZld9/Li6pdlFLU4B0wlxQfVOKQzYVklayuFH\n", "r07hrpt7NL/J9LU68Z0P7MELl6K4xImAqyLegDvYihiwXTYczaK3zjHP87msprkM27HxBN7R1wyP\n", "1aTpatpqePvuAB4+q99S0JUyEMpg86L9lJ7Z0qvvHB7TdbjOsbEE9tYQsFnMRnzipk341yorB6YS\n", "IgLO9bXcmqiUj76mA9d1e/CBvZWHqdWrx2tFOC3jbbubdTumxWSE02JCJN34feDDkQw+9p+n8acP\n", "nMNH/uMkjo7F8dUnhuZKUmuREnN44VIMr5u3ZqrZYdE96/jicAz7VVaX3bDJo+uU9LG4iA5P+TaJ\n", "evfZjsWy6PKoP+9odlrw01PT+PhPz1V8HAO2VfLyWBy7Whxo/v/Zu8/ANst7beDXo2XJkmVL8l6x\n", "HduJ4+wJJASasEcJtDRAW0ppX3qAlk5eCjSFwstpaQktHOg6LQ3QAh2QlJZRRhYkQIYzILETz8Tb\n", "ljWtvd4PSkwcy7YkS7YkX79PaD3PnaBI+j/3f0R5tVUuEeGSah1eb4j/BHoaaTCha9ikDNhOMTu9\n", "MW1akJEmhvXUDtuhrkEsLVbjkctmRlT3NBUWFmbghNGZdA2LWo0OlIdoGPOF+XnotrrxxK72mMzq\n", "cXh8aBywY25edOmFtXlKGOyeMQd7hwo+iVJRqUaOez9TFveLE7NzlVhdnjXh2WtnS5bGIztaTbi0\n", "Woe/3DgX3zu/FD+/ohK3rSjECwd7oj7mthYjFhSohsbHAMEGIG1G55ifb5Gq67RiaXF4AdvcfBVO\n", "xPD83ZaxU9OL1GnoGXTDG8XsObfXD4PDE1Ht7YpSNf77spnjpp0yYJsiwasL4TUbGc3ls3R4t4m1\n", "bFPBmsgpkUrWsJ1mcXqhjmFgrZSJYXN5YXP70DRgR22eErNylHFN+4kFsUhAjko6rIPbRPgDAezv\n", "sMQ1APSfGoQbKshJl4nxs8sr4fEF8LV/1E/4z3WoexDV2elIj3LXXCwSMCtHifoxunGeXRdCRBNT\n", "k6vEj9aWx/y4wSYQiR+w7WwxDs2LXFykhkIqxgXlGjQPOMLuXHumAbsHfzvUi6tqhu9Y5mXIsLZS\n", "g6d3t8dk3QM2D7z+QNj1vDKxCAsKMmKS7hkIBNBtdaNwjB02mUSE7HQpeqJIu++xBlv6R3KxQiEV\n", "Y3GRGsXjXHhI7F8ZKSoQCMSke1JBhgzOUxPVaXINun3ISNCALU8li3m+ebIyO70xHWitSpPA6vbh\n", "nUYDlhWro/6BPxUKMtJiVvf1g3834sG3W/B2Y/zq4nqtbqjSxKPuZCtlYtx9wQysq83BT7e1YcN/\n", "mvFJT3SpQHsjSM8ZzZw85ZjdOI/r7ahmwEaU8II1W4l90bN5wI5Blw81Z/VAkElEuKhSg7eOR54C\n", "v+E/zbikWoclIXa+vrq0EPs7rWF1MxxP8OKVIqJyoIurtXjhQA/c3oldJLS6fAgEAuP+fivJkqPd\n", "FPn3ZecYDU3GM175BgO2KXC0zwa5RBSyrWgkBEEIFism+AdLKrK6fFDJEjMlMkshYSB/isXlRaY8\n", "dkFVhixYw/Zagx5X1MSubmIyFGSkodsy8c8Kk8ODVqMTP76oAq/V6+M2pL3V6EC5ZvyGMV+Yn4cZ\n", "GjlKs+T4+Y4TaDM68I+P+8L+wRKrC2hzckffYQsEAmjkDhtRUshWxmdQdCz95UAvrp2bE7Il/sLC\n", "DDT0Rzb6xOb2od3swo0LQ9cdpklEWFyUgb0dEx8sHU22wcoZmSjTKvCXA9GnewLBHbBCddq4wWJx\n", "ZlpUdWydZieKxti9G8uMcVLmGbBNgdcaBnD5LF1MOhqFO3CPYiuR2/oHB/ym4YSRDWnMTt+I4ZgT\n", "oZSJseuECQEAC2MwpHUyFahlUe+wnRmUtRqcKNfKsaQ4A4Nu34QK3Mdy+jzjEYsEfPf8UvyfFUVY\n", "VZaFB99uxUcnzfj7x31hnefDkxZIxcKEm9PMyklHo94eMoDtGXQjTSyCNj1xu4kSUVC4c7GmSqvB\n", "gaO9gyNSF0+r0CnQMuCI6JgdZieKM9PGHHC+vESNve3miI4byvH+yLMNBEHA15cX4rUGPVwT2GXr\n", "sriQP0qHyDOVZMnRbo4iYJvADlvZOBcoGbBNMqvLiw9PmGM2WyZXldgfLKnK6vImbEokEPyHf8IY\n", "2Qd2qvH6A3B6fBHP1RpLRlqwe9j3zi9Nupbq0e6wbf6kD0/t7hi63WxwYKZWAZEg4I5zi/HI1jY0\n", "D8R+kHWbwTHuF9jZbltRhE1fmIOfXV4Jvc0Do2Psi1kWpxdP7mrHd1ZN/P+nWi6BWCSELIw/0mPD\n", "rBzurhElg3i0sY+lna0mXFSlhUIa+rstO10KXyAQ0QDwdpNr3KyvpcVqHOgahMMTffbO6WyD6ig+\n", "Dwsy0lCdk46drdH3bjhpCgam4wl2igxe4LS6vNjaZAgrHbPT4hqzPm4s4zWlYsA2yT46acH8AlXM\n", "6mqylaxXmmyBQOBUDVtipkQCwa31tmk+8sHi9CIjTTLmFcNIzc1X4ccXlaMmN/zZiYmiQC3DSZMT\n", "P3yjKexaL38ggFc+6cc7TYahGTEtBgcqTnVuPKc0E19anI/n9k8sTSWUVmN4O2yhiEUC5uYp8fE4\n", "u39//7gPy0vUUbXzDyVYJzgyKH6vzYTzyibWZIqIJkc0KZFWlxdPvt+OO7c04J1GA3xRdBgM1552\n", "M5aP0bROEARUaBVoMYR/0bbd7By326ZGIcXq8iz8+K0WvNtkiKob9UmTEzKJgOwosw2unJ09oRE1\n", "+zosWBRGV+eSrDS0m50YdHnxtb/X46+HevHgOy3Y1mwcdYfP5w+gSf/p92Ok8sZpwsKALU4GXV48\n", "ur0NprOu8O7tsGDFBGslzsQatsln9/ghE4sgSeB5SmUa+bRPibS4vDFNhwSCKZHnzciK6TEnS35G\n", "GjotLhjsHjy280RYV0n3d1ihlotxTmkm3jnVYOTsYeQXV2nxSe9gTD+H3D4/eqyuCbXrXlCgws5W\n", "E1rP+tFicXrxcc8g6joteL1Bjy8uyp/ococUqGXoPqs7m83tw6Eua9K+b4imm+z0YOZSJPW5/zqq\n", "R7/NjS8vLsAbxwbwX5sb4IlDF12D3YNuixtz8sa+aFihizBgM7lQnDn+5+1dK0swL1+FD06Ycfvm\n", "Bvz1UG/Y5wCCHdKXF2dGndGwvESNE0ZnVJllJocHJ01O1OaPf8E169Rvhz3tFpRkyfHra2ejSpeO\n", "lw724NWj/SFf02JwQKOQRJ36Pt7FZQZsceAPBHD/f5qxo8WEtjN+NPv8AezrsGBpTAM27rBNtkSu\n", "XzttRpaCAZvTC3UMG44kO6VMjGvm5ODRKypRnZ2Ol8ep8fL6A9i0vwvX1ubisurgCBG3z49OsxMz\n", "zkhVVEjFuLBCgzdjOJi7UW9HcaYcMnH0X1HnzsiCyeHFhreacc/rjUMB6v/b2opff9CBP9f14IYF\n", "eciN4dDzgow0dJ21w7b7hAnzC1QxTc0lovhJl4khEYtgdYWf+ren3YJranNwTmkmNl5VBb8/EFWX\n", "wfHs67BgUVHGuBeMZ2oV+He9Hj95uwVPhdGOv93sRGnW+Kl8YpGAm5cU4Edry/H762rw1vEB3PN6\n", "E57d3w1/GAFuJAOzQ5GKRTi3NBM7W00Rv3ZfhxULCzPC+l4RBAHFmWnY2mxEdbYCYpGAry4rxDfO\n", "KRr13Ie6B7EgjjNZGbDFQV2nFR5fAOeXZw276tzQZ0OOUoqcKIdlh5KjkqKfM7cm1aDbi4wE//GV\n", "q5LC7vENpbFNR2anD5kJnLY6Fe48rxgahRRfWVKALUf6YXF6EQgEoLe58fuPOvGnfV1Ds2f+XNeN\n", "TLkEays1mFegQqfFhXcbDagOMXfuytnZeKNhIGZpQLFos1+UmYbHrqrCs1+oRZZCimf2dqHd5ESb\n", "wYknP1uNx6+uxvXzQ3dEi1aBOm3EDtsbxwZwcVVsapaJaHIEd9nCuxhucXrRZnRgfv6nqdWR7nCF\n", "62CXFYuLxg8Kzi/Pwm0rirCmUovX6vVj7va5fX50W1woCmOH7Uw6pRS/vLoaV9dk43D3IB7feXLM\n", "74Dj/XYc19uxsHBiKeirK7KwsyXygO3jnsGw0iFPK8mUY1+HZVhHywUFGeixukM28DrUZY1rM7K4\n", "BWwHDx7Ed77zHdx1113YsmVLvE6TkP5dr8eVNdnIVUqHdXB8u8mA1eWamJ7r9A5bvFpr00gWV2LX\n", "rwHBq0MzdQocj7C1byoxO2OfEpkqijLl+MxMDT7/54/x9X/U4wevNcLj88Pt9ePOLcfwwzeasL3F\n", "hO+fPwOCIEAiErCoUIU/7O3CBRUjU/sqdArkqKTY0z7xwabAqauwIWYBRUMsEvDN84rx4UkLNrzV\n", "gkurtZBOYOduLAUZwztxnjAGB9ieO4P1a0TJJFsphd4e3sXw/Z0WzMtXQXbGhaxIa8jCEQgEcLB7\n", "EAvCCAoUUjFWlWXh/PIsZCokMIVohnTan+t6sLxEPeJCXDjUcglWlWfh/11agd5BN36x4wQGT10o\n", "DgQCONBlxT8O92LDf5rx4NstuPPc4lGbpYRrUWEGTpic4zaVOlvPOAOzz1aSJYc/gGENUsQiAeeW\n", "ZuKjk8O/6/yBAI702jAvP34BW1x+zfj9fvzxj3/Ehg0boNVqce+992Lp0qUoLi6Ox+kSykmTEx/3\n", "DOL/XjAD7zQZhuonbG4fdraY8L+fr4np+ZQyMURCcC4Yf5xOjmRIiQQ+nQsVagjmdGCJ8dDsVHPn\n", "eSW449xiHOiyYtDtG7qYdOPCfGxrNmJlWSZ0yk9z8ZeVZGJXmxmrykLXYl1Vk43n67onnP43YPeg\n", "xzp+jUYkMtIk+O11s/HW8QGsrojtRbMzFaqHd+J889gALq3SJXS9KxGNlK0Mb4ctEAjgn0f0uKZ2\n", "eIv9mToFXv44dK1TtLqtbgQCiHjOl1YhhcHuCZnd1WVx4Y1jA/j9dbMntDaFVIyHL52JX+/uwC1/\n", "O4pLqnU42muDxeXF8hI1VpRmYsPa8mFBbbSkYhEWFqiwv8OKi6q0Yb+u3+ZGXgQp8CVZaUiXikYE\n", "eaUa+YhMim6LC0qZGJo4jm6Jy6+ZpqYm5OfnIzc3FwCwcuVK7Nu3L+UDNp8/gMd2nMBXlhQgXSZG\n", "jlKGvaeuOG9rNmJhYQZ0cfifWZQZbCbAgG1yDCZ4S//T5uQp8e96/VQvY8qYXd6Yph+nIkEQsLho\n", "eECvlktwTW3OiOeunJEJp6do1ILqtZVaHO214e7XGvGNFUVR5/Lv67BgcRg1GpFSysS4dm5uTI95\n", "Nl26FFaXFxanF6o0MXa0mPDTy2fG9ZxEFHs5YXaK3N85/ILXaad32AKBQMxGwBzqsmJBgSri42nT\n", "pTDYQ++w7e+wYHmJOiaBhlwiwvdWl+JGSx5ePdqPa2qzsbpcA3EcLlgtL1FjT7s57IAtEAigb9CN\n", "HFX4f87aPBW+tLhgRDOQ/AzZiA7E0QwDj1Rc8kIMBgN0uk9z9rVaLQwGQzxOlVCO9Nrg9vmHhhme\n", "2cFxR4sRF1XF58pucF7E9G4wMZmsbh9UCV7DBgA1uUo09Nnh9vnDKgZONRanF+okCKyThVouGTPg\n", "EQkCvrWyBNfNzcUjW9twJMzRAWfb0x78AZGMxCIBF1ZosOVIP4722qBKEw9r0EJEySE7zA7cr9Xr\n", "8fl5uSOCEl26FIFAYNRAKRrH9PaoMg+0CikMo6QPHgozxTISBeo0fOOcYnxmpjYuwRoALCtRY3+n\n", "Ney6aZPTizSJKKJ0zEy5BJ+fN/I7L18lQ+/g8B224/12VOfE97M+IZqOvP/++8P+O1lv91hdUHmt\n", "2L1rF4DgP/gukwNvbt+F5gEHlhap43J+v7kX7WbXlP/5p8vt+qY2qE7VsCXCeka7rVFIIQ14cN2z\n", "B/H2qZbsibS+eN822D3obj2eMOuZDrd379oFee9R3LWqBI/tPIl3dkT2+h3vvY+9J4xYeiqNd6r/\n", "PNHcnuXrwD+P9uOZvV0oE1umfD28zdu8HfntbKUUjZ19Yz7/vffeR127aaje9szHBUFAnsSFl3fs\n", "i9n6jrf3Qn+yKeLXa9MlMNo9Ide/72Qw+yvef5+xvp2tlEHk8+C17bvDen7/oAdKuGNy/rwMGXqs\n", "brz33qePH9c74O5pmfDxxyIE4tCt4vjx4/j73/+O+++/HwCwefNmCIKAdevWjXjuu+++i8WLF8d6\n", "CVPiuf3dCAD4ypICAMEt2Ks3HcKXFxegzejAPReWxeW8O1uM2NpsxIMXV8Tl+DTcL987iars9KGd\n", "1ER2sMuK99tMEBCsWZpOvvb3o9hwUTnKuMMxJX7zYQeO9Njw6BWVw2raBmwe/O1wL3a0GnFBhQZF\n", "6jR8ZqYGGWkSHOiy4g97OvH0uonVU0y1D06Y0Wlx4dJqbcI3KCKikVoNDvz31rYx+w40D9jxyNY2\n", "PHP9nJCP/+NwL7qsbty1Mjbfvbe9XI97LpyBmbrIUu9ePdqPNoMTd60avo42owMPvNWCZ9fXxmR9\n", "k23Df5px6SzdqHXVZ3qv1YR3mgz4SYx+J1/73GE8+4U5UMsl8Pj8uP7PH+P5G2on/HlfV1eHtWvX\n", "hnwsLjtsM2fORE9PD/r6+uD1erF7924sXbo0HqdKKD2DwwsaBUFAtlKGFw72xPXHfUkWUyInk8np\n", "HRqqmOgWFmbgnNLMYfMAp4sBuwfZcSwAprH914oilGnk+N2HnUP3vdNowG2v1AMC8NAlM6GQiLC/\n", "04p7Xm/CjhYjHttxAtfFuc5sMpw7IxOfn5fLYI0oSYWTEnmoexDzx0gnXFCYgUNd1pitqd8WunHI\n", "eEZLidx/ai5ZsirTKtAWZifOvkE3cmNY056nkqF30A2Hx4dHtrZhcVFG3D/v43J0sViMW2+9FY88\n", "8gj8fj/WrFmT8g1HAKDX6kZe1fA3RJ5KhhWlatTmxa/VZ5E6DT2Dbnj9AXYjmwRmhxeZiuT5IVam\n", "kU94iLbV5UW6VBy3fPRYs7l98AfAYcVTSBAE3HFuMb7xSgO++6/jEBDscvbLq6pRqgnO+6nOTkcg\n", "EMDfDvdha5MRX11aiLWV4Xf9IiKKB5VMDF8g+F0y2vfI4e7BkGNOTqvQKmB0eGGwe0Zt1hQuu9sH\n", "r88fVcMzTboEBvvIgG1vhwVXJ0Gm0GjKNXLsOmEO67l9NjfyImg4Mp68DBneaTJgW5MRK0rVMdtF\n", "HUvcfnUuWrQIixYtitfhE1LvoAv5GcMDtns/MyPuUbdMIoIuXYouiwulWZENPqTIJdMOGxAsfvb4\n", "AzA5PMhSRP6B5fUH8K1/HkOFNh33rSlLiosCAzYPspXSmHXnouiky8T41Wer0WkOXjAozpSP+OEi\n", "CALWL4jtAGsiookQBAE5SikGbJ5RA7aTJifKtaOn3ItFAuYXqHCgyzrhC1F6mwc5KllU32na9JE7\n", "bA6PD/V9Nvx4bfmE1jWVyrUK/PlAT1jP7bO6UZsbu1Ex+RkybP6kHw9dUoFzSidnzmZCNB1JBV5/\n", "sBvQ2dvVWQrppOxKVGgVaBmI7ZBGCs2cZPO9BEHAjKzId9kCgQD+Xa/HXw/1IjtdBqvLizcakmNM\n", "gN7ujssIDYqcLl2K+QUZmF+QMeGrzEREk2WstEifP4DeQTfyM8aeibasRD003mki+mxu5Cij+/zU\n", "KqQw2r3419F+2Nw+AMCBLitm56QjPYmzUIoz09A36IbL6x/3uR1mF4oyI5tfN5baXCU+Py930oI1\n", "gAFbzPQPuqFNl0zZ7kNVdjqO6+1Tcu7pxO3zw+lJjsHZZ5qhkeNEhHWOR/ts2LSvCy9/3IevLi3A\n", "BRWapHmP6U/tsBEREUUjVylDtzV0wDZg9yAjTQz5OIOglxWrsa/DEnb7+dH02zzIjrIGK00igk4p\n", "xQsHe7G9xQgAeKfRGFazjkQmFQeHWp8c57eNx+dHt9WFkszYZaCtrtDgthVFMTteOBiwxUiw4Ujs\n", "ovdIVWenozFJfkwnM4szWL929iDFRDdDIx/3Q+1srzUMYP2CPLz85XmozVcNDQJNBgP26L/ciIiI\n", "avKU+GSUeZI9VhcKxtldA4BclQzadOmEL3b2D0a/wwYAz62vxZ3nFWNHixEDdg8OdlmxJgXqhcu1\n", "CrSO87uk0+JCrkoG2TjBdaJL7tUnkBNGJ4pjuN0aqapsBRr19mk5IHkymRzJVb92WnFmGjrNrvGf\n", "eMqgy4sPTphxSbVuKGe+XCvHSaNzwlcKw+H0+uHxjZ/mcLZAIIDffdiBRr2dHSKJiChqCwtUc+tu\n", "iQAAIABJREFUONw9iFDTr7osbhSow/vNt6QoA3WdE+sWebqGbSKWFavRqHfgyV3tOL88KyWacpVp\n", "5ON2wT5hdGJGCvR3YMA2QacDpPo+G2piWNAYqSyFFKo0Mbot4f8op8iZnF5kypMvEChSy9ERQcC2\n", "+4QZCwpUw2r1FFIxdEoZOszxHREwYPPgjs0N+NO+7pCP/+toPwZd3mH3WV3B/PwWgwMvf9KP99vM\n", "0DElkoiIolR4KiDrCvG7qtvqQkFGeAHUnDwV6vtsE1pLpyX8840mTSLCutocFGTI8LVlhRM6VqII\n", "Z4fthNGJGRoGbNPeE++3Y/MnfTjaa8OcvKkL2ACgNk+F7S2mKV1DqjM5vMhKopb+p+VnyGBweMIq\n", "zgWAHS2mkO2Kz0yL7LG68NbxgZBXHyfiyV3tmJevwtuNBrSbnNjf8WnB9vttJvzP7g580jv8y++N\n", "YwP4n90d+OPeLlw7NweLCjNQngIf0ERENDUEIdjl8WD3yLTIbkt4KZEAMCdXifo+W9TflV5/AI16\n", "O2blTPw35leWFOC/zimGOgkzhUIp1yjQahw7YGszOjFDM3o3z2TBgG0CXF4/drQY8dKhXtg9vilN\n", "iQSAW5cWYsuRfrSN8+al6JmTrKX/aWKRgHyVLOSVwrNZnF4c6R3EipKR3Y8qdQo09NvRqLfjzi3H\n", "sGl/91ARcyz4AwF83DOIrywpQKVOgTu2HMN/b2uD1eWFyeHBU7vaUZObPiy90x8I4PWGAVxUqcG+\n", "DisuqtTi0SsqURTDAmMiIpp+KnUKnAyRctdtdaNAHd6Ol04pRbpUHFGWy5laDA7kZ8hSIoUx1nJV\n", "Ujg9flic3lGf02Z0oCwFLuAm3y/PBLKvw4Kq7HTY3D5o06VT3ogiL0OGa2pz8EbDAG4/N/UHlU8F\n", "U5K19D9TcaYcnWbXmHNjAOBgtxVz81Uh2/2eU5qJB95uAQLAutocrCjJxI/+04wlRWq8dKgXq8uz\n", "MHsCqcEdJhdUaWJo06W4ZWkBui1u7O+04Jm9XTA4vFhTqUWOUor2M774PumxIU0s4Dvnl6JCl45K\n", "XfJfSSMioqmXrZShvn94wxCfP4B2kzOiroNz8pQ42mdDSRS1VEd7p7bkJpEJgoAyTTAtckFhxojH\n", "bW4f9DZPSswo5g7bBLzdaMAFFRrcuqwQV85OjGnxS4oycKh7YsWtNDpzkqZEAsHGI+1h1J/V99pQ\n", "O0p6b7lWDqlYwOsNeqwuz0J1TjrOKc3ExvdO4uWP+/CPj/smtMajZ9SCzspR4sKZGnx5cQH0Ng/k\n", "EhG+sqQARWc1UDncbcWyEjVkYhE+Py+Xw7KJiCgmsk8Nzz7TSZMTWQppRGmF8/JVUTceqe8b/TuZ\n", "gNIs+bCLuGdqHrCjQquYlHnI8ZYyAVus62jG88EJM9qMDqyt1GBpsRrnzpi84Xljqc5OR4/VDfMY\n", "28MUPaPDk8Q7bOF1ijw6RgMdQRBwQYUGBeq0oZzwmxblYc9JM768OB91nVYY7J6Qrx3P3w73Ymer\n", "ccQXU65KhocvnYl7P1OGNIkIRWr5sNTOsdZLREQULZ1SCr19+Cy2Y/12zMpJj+g4K8sysafdEnYd\n", "+Zka9XZUZUd2vumkJGv0i9HH++2oyk6NrJuUCNgsTi9uevEI9nVMfJp8OFoGHPjV+yfxvfNnQCFN\n", "rJxisUhAbV6wFS3FntHhhTZJ28UXZY7fKdLt86PF4Bzzy+jz83Jx72fKhm7nZ6ThsauqsH5BHs6d\n", "kYn3WiNvfNNmdOCvh3rRZXFjYcHItIYznW6g4vb54Q8E0NBnxxwGbEREFGO6dCkMdu+wkUnH+m2Y\n", "HWHAplFIUZ2twN72yH6nBgIB9A+6kTfBlv6prCRLjvZR5sw2DjhSJthNiYBtV5sJGoUEj24/gd9/\n", "1Al3FFcwwjXo8uK+N5twx7nFmF+gitt5JmJ+gWrUYY80MQa7B7okDdhKMtPQOU7TkSa9AyWZaWNe\n", "iFDKxCPq4GrzVJCKRajJVaJpIPIBoTtbTLi4SotNX5iD0nGKg8UiAblKGXosbpw0OZGRJoYmSf+f\n", "EBFR4pKJRVDKxDA5Ps1aaui3R1WrfX65BjtbI2vSZXX5IBGLQtaUU1BJphztptC/bY7321EdYXCd\n", "qFIiYNvRasINC/Lw9LpZaOiz4d3m2HWtO9srn/RjabEaF1Ro4naOiZqhkYdVq0SR8QcCMDmTt4Yt\n", "SyGBxzd2N6VD3VbMy4/+QsRMnQLNA5F1KQ0EAtjZaoro31Rplhwvf9KHvxzoQe0E1ktERDSWbKUU\n", "+lOp/k6vHx0mJ2aO07wrlHNK1djfaYXPH34JT7/NjRzOFB3T6awb51mbNU6vH/02d0TNYRJZ0gds\n", "JocHDX02LCtRI1clw7q5OdgRwzbjZ7K7fXj1aD9uWpQfl+PHSpE6vFoliozF6YVCKoJMnJz/bARB\n", "CHaKHGOXbU+7BctK1FGfo0wTTE2I5AupZ9CNQbc3ohSTb60shkwsQp5Khm+sKIpmqUREROPKTv+0\n", "8UiT3o4ZGgVkksh/B2QrZchRytAQwRDtfpsHOUqmQ45FLBJQmJGGzrM2KjrNThSq01Ki4QiQAgHb\n", "rhNmLCtRD6VwLS/JREOfDSZHdI0PxvJxzyDKtQoUqqd23tp48jNk0Ns88PjilxqaasJpWmOwJ2/9\n", "2mnFmWnoGGX31eL0otXgwPwJ7FgppGJkK2UR7fAe7bWhNk8VUXfHbKUMd55XjK8vL0raJjBERJT4\n", "dEop9LZg45GGKBqOnGl5iRp7Iqhj6x90I5s7bOMqyUobkRZ50uSKaoxCokr6gG1nixEXlH+aSiWX\n", "iLCqLAsPvt2KRn3ktTRjOdQ9GHLOQ6KRikXIVkrRY3WP/2QCAPzf15vw0UnzmM8xODzQJmk65GnB\n", "gC30Dtu+DgvmF6iiunJ4pgqdAi0RpEVyxgwRESWqbKVsKCXyWL8Ns3MnGLBF0CBPb/Mghw1HxlWV\n", "nY76/uE7l+0mJ4ozE3uDJRJJHbAZHR4c1ztGpHB99/xSXD5bh/vebEZ9BFvP4znUbcXCBG00crai\n", "MBpMUJDV5cXRPht+9X77qPVdbUYHDHZP0u+wFWXKcbh7EEd6hzelcXr9eL6uB5fPmvg8wUqdIqJ5\n", "M0c5Y4aIiBJUvkqGVz7px92vNeJIjw2zcqL/vqrJVaJv0D1ittto+m1u5HKHbVwLCjJwqGv475p2\n", "c2TDzRNdUgds/zqqx6qyTKSdtSMgFgm4tFqHu1aW4Bc7TkRUTzOaQZcXHWZX0nSbYR1b+Or7bJiT\n", "q0R1dnrI0RCtBgdue7kB+zos0CiS+4NzXr4SuSoZfvxWy7D3x4sHe1Cdkx6TeYJX12SjrsuKA11j\n", "B23NA3b8dFsbOswuzNSlxpwUIiJKLWsrNfjT9TWo1Cng8vkntGsjFglYXJiBvWHusvXbPEyJDEN1\n", "Tjp6rK5hF907zC6UMiVyanl8fnSYnXj1aD9uWDB6A5BVZZlQp0nwxrEB2N2+CZ3zw5MWzM1TJU3D\n", "iUI1d9jCVX9qjldRZhr6Q1z1er6uB1lyCXadMCf9Dlu2UoZ7P1OGa+bk4IWDPUP372wx4fp5uTE5\n", "hypNgluXFuKVj/vGfN6xfjtaDA5cNVuXNP+uiIhoehEEAdlKGW5bUYQ/fK4GogjqrUNZFkEdW7BL\n", "JFMixyMRCZiTp8ThUyOt/IEAOswupkROpZ0tRtz816P4wWuNuLRah6Ix/mcIgoCvLy/ES4d6cOs/\n", "jk5oPtvrDXpcPksX9esnW5lWEVEnounsaK8NNXlK5JxRWHya0e7BwS4r7lpZAo8vkPQ1bKddNzcH\n", "u0+YYXZ60Wl2wuH1xXSXq0KrQM/g2DWUBrsH583IxDfOKY7ZeYmIiOJBEISYzPxcVqzGgS4rvONk\n", "f7m9fgzYvaxhC9OCggwc7g4GbC0DDmgUkpSaX5dUAdtJkxNP7mrHjy8qx0s3zcP/CaOd99x8Ff58\n", "w1xUaBXY2WqK6rxtRge6rC6cE4N0sckyP18Fi8sb88Yrqcbh8eG43o6aXCVylDL0nbXDdlwfHLq4\n", "rESNNLGQ9Dtsp6nSJJhfoML+DkuwlX+xOqIujePJy5Ch1+oes/umweFN2iHkRERE0dCkS1GkTsOR\n", "nsExn1ffZ0OZRg75BBuBTRfzC1Q4dKoU4/VjA7i4SjvFK4qthHoXPLO3C3WdobeJrS4vfrqtDTcv\n", "KYiqo9wVs7PxWoM+qnW922jARZVaSJJoloNYJODyWdH/mVNN84AdrhA7rNtbTJiXr0SmXIIclRT9\n", "Z+0KHdfbUZ2djjSJCHetKkFVdnLUMIZjWbEaH7VbsK3ZiBUlsb0YoZSJIRULMI8xpNtg9yR9TSAR\n", "EVGklpWox61jO9Q9iAVJ0uguEVRnp6N30I0eqws7Woy4LImy4sKRMAGbzx/A6w16bGv+dOh1l8WF\n", "R95txRvHBvD9fzdiQYEKV9dE18XunNJMdFtdaDWE324cCM7n2tFqwoUVmvGfnGAuqtRiV5s5rBlj\n", "qSoQCOCRd1tx++Zj2H1iZNv+1xv0uHJ28D2VrQzOrzvT8X77UJB2cZUOyhTaXl9eosb2ZiNEghCT\n", "ZiNny1PJ0DtGWmSw62ZqpJgSERGFK5x5bMGALfFHSSUKsUjA3HwVfvJOK5YWq1Ou9i9hArbjejtE\n", "goC97RYEAgH4AwE8tvMEpGIB77eacMOCPHxjRVHUaVuSUztOrzfoIxoo3ah3QCQISdnFLi9DBqlY\n", "QJdl+s5j299pRYvBgevm5qDHOrwJyyc9gzA7vVhaHBwLoVFIYHP74Pb5EQgE4PMH0DgQ3GFLRbkq\n", "Ga6qycYPLiiFOA67x/mn0iJHY3Qk/yByIiKiSFVnp2PQ5cPx/tBlKy6vH416O+bmc+RNJOYXqKC3\n", "eXD7OeOXTCWbhLm8vafdgkuqtdh9woyXP+7DjlYT0qUifH/1jJj9mLx8lg63vVyPtxoN+PqyQlw9\n", "J2fc17z8SR/WVmpiWt8zmWpzlajvs43ZnCVVBQIBPF/XjS8tLoDd40NDnw2BQACHuwfRZXVja5MB\n", "Ny7MH3p/iYRgjdqedgteONCDbqsbEpGAXFXqBhXfWlkSt2PnqWSjDm8PBAKnBpGn7t8tERFRKGKR\n", "gPUL8vB8XTcevnTmiMebBxwozkyDQpo6WT2T4eqabJxbmomsFPxtkRABm8vrx7ZmI36wuhQiQcDb\n", "jQZ8cVE+VpVnTbh96plyVTJ8f/UMKKQi/GxbG2bnKiETCzA4vFhYoBoRlO1qM+FYvx3fPb80ZmuY\n", "bDV5ShztteGiEMWXgy4vThidqM1Xwe31Y3+nFStK1TH9O59Kx/rtMDq8WF2ehcPdg9jebMRrDQP4\n", "66FezNDIYbB7RhSl5qik+OV7J3HjwnycU6pGp9mVtMH6VMvLSMNJkzPkY4NuH2Ri0YgZikRERNPB\n", "5bN0eOlQL1oNDpRrh2dxNertKVUzP1kUUjFKslIzyE2IgO32zQ2YqVOgNk+Jufkq3LqsMG7nOr88\n", "CwBw53nFuP/NZgCAWi6BXCLCutocFKrTMCdPCa8/gN9/1InvnF+a1B16anKV+M+xgZCPPfF+O3ad\n", "MOOK2TrsajPD5PDgt9fNxgxN8qV/hvJagx5XzNZBLBKQr5ahy+LCvg4Lbl1WgM/M1CIQCIwIxnKU\n", "MpgdXlxbmwOxSEBxZuoMXZxs+Rky7B0lR99g96TMiAQiIqJIySQifGamBttbjCMCtuN6O+bkMR2S\n", "PpUQkciSogx887ziSd3J+MxMLf58Qy2ev6EWv//cbKxfkIf32kx44O0WHO214Z1GA3JVMiwqTO6C\n", "z0qdAh5/AC+eMSQZAD46aUaLwYEnPluNQAB46JIKLClWp8ywbYfHh/fbzLi0KtglKFcpg8nhxZFe\n", "G+bkBrsuhXq/XVihwV0rS+JS0zXdzMiSo3nAHrLpjcHO+jUiIpreLqjIws4W04jvyUZ96tbPU3QS\n", "4hL3nefFr45mLLIzds7OL8/C+eVZeL1Bj6d2t0Nv8+DBiyumZF2xJBWL8IsrqnDXq8cwL1+FufnB\n", "YGVbsxHXzctFVXb60LZ7kToNnebUCNga+uwo08iHhlyKRQJyVFI4vf4xa9Li0S1xuipQB/Pvmwcc\n", "qDzri8fg8DBgIyKiaa06Ox2+QGDY96TD40O3xYUyDTN86FMJscOWSC6p1kEuEeHbq0pSZjtap5Ti\n", "y4sL8FxdN4DgCIV9HcFhyWcqykxLmR22I302zDlrXl9BRhrm5CpZkzaJQrUudvv8eLfJgJJp2AiH\n", "iIjoNEEQcFGlFm8e/7R0pc3oREmWHFIxf6LTp/huOItEJODxq6uxsixrqpcSUxdVaWG0e7Hu2UN4\n", "dHsbdOlS5KqGz6goVKehK0UCtvpeG2rOCrjLNHIsTPIU12SzLETA9sc9XZCJRbhhYf4UrYqIiCgx\n", "XDZLh23NRjg8PgBAp9mFkizurtFwDNimCYlIwG+um43fXjcbrQYnzikdmfpXlJkaKZH+QAAN/SN3\n", "2G5bURT14HWKzvwCFXoGXWgeCM6asbt9eKfJgG+eVwwJ6wSJiGiay1XJUJunxPttJgBAp8WFIjUz\n", "UGg4BmzTiEQkID8jDU+vm4UvLh65u5GrlMHs9MLlDX+weCLqMLuglIlH1EgJgsB0yEkmE4vwhfl5\n", "eK4u2PRmW4sR8/JVyFbKxnklERHR9LC0WI3D3YMAgE6zE4UM2OgsDNimIZlEBFmI3GixSECeSpb0\n", "aZHNAw5U6thdKVFcOTsbTXo7drWZ8LdDvbimdvyB9URERNNF7amZucCpHTbWeNNZGLDRMOVaBVoM\n", "jqlexoS0GRwo1zL/O1GkSUT4zqpSPPxuK2rzVUk/KoOIiCiWyjQKDNg9sDi96DQzJZJGYsBGw1Rl\n", "p+O43j7Vy5iQVqMD5Sky/DtVLCtR44cXluGOc4qmeilEREQJRSwSUJ2Tjg9PmiEWCVDLE2LqFiUQ\n", "Bmw0THV2OhqTPWAzOFHGHbaEc+FMDVRp/BIiIiI629w8FV461MvdNQqJv55omMpsBZoHHPD5AxAn\n", "YRc/u9sHk9OLggx+4BEREVFyuH5+LqRiAelS8VQvhRIQAzYaJiNNAo1CghNGJyp0yZdW2GZ0ojQr\n", "LSmDTSIiIpqeFFIxbuR8UhoFUyJphIWFGbhjSwP+drh3qpcSMdavEREREVEqYcBGI3xnVSl+dXU1\n", "3jw2gEAgMNXLiUibwYEyLQM2IiIiIkoNDNgopFk56fD4AknX4r/V4ES5hg1HiIiIiCg1MGCjkARB\n", "wAUVWdjeYprqpYQtEAgEUyK5w0ZEREREKYIBG43qoiot3m4cgNefHGmRBrsXIkGARsFeOkRERESU\n", "Ghiw0ajKNAoUZqThw5PmqV5KWFqNDpRp5BAEdogkIiIiotTAgI3GdMXsbLx93DDVywhLq4HpkERE\n", "RESUWqIO2D744AN873vfw/r169HS0jLssc2bN+Ouu+7Cd77zHRw6dGjCi6SpMy9fheN6+1QvIyyN\n", "ejsqk3B2HBERERHRaKIO2EpLS/GDH/wAc+bMGXZ/R0cHdu/ejccffxz33Xcf/vCHP8Dv9094oTQ1\n", "clVSODw+WJzemB/bF+PauEa9A9U56TE9JhERERHRVIo6YCsqKkJhYeGI+/fu3YuVK1dCIpEgNzcX\n", "+fn5aGpqmtAiaeoIgoByrQKtMW7v7/MHcOeWBrx6tD8mxxt0eTFg96Akky39iYiIiCh1xLyGzWg0\n", "QqfTDd3W6XQwGJKjBopCK9cqYj6PbUeLEb4A8Nz+bnSaXRM+XuOAAzN1CohFbDhCRERERKljzP7n\n", "Dz/8MEymkXO4brzxRixdujTsk7BrX3Ir18jRNBC7gG1nqxH/u6cLd19QijajE4/tPIHHrqyaULDV\n", "qLejOpvpkERERESUWsYM2DZs2BDxAbVaLQYGBoZuDwwMQKvVjvma999/H6tWrRr6bwC8nUC3rXYR\n", "Why6mBzvze3v4+mWdPzk0kosLlLD1nIYVosc/6rXY11tTtTHb/EUY3FRRkL8ffE2b/M2b/M2b/M2\n", "b/M2b0dyOz199I0HIRAITKjzw09+8hN8+ctfRkVFBYBg05EnnngCP/3pT2EwGPDwww/jySefHHWX\n", "7d1338XixYsnsgSKM5vbhxtf+ARbvjIfognulm5vNmJrswEPXTJz6L6WAQfue7MJf/rCHCik4qiO\n", "e+eWBnzzvBLU5ContD4iIiIioslWV1eHtWvXhnxMEu1B9+zZgz/96U+wWCz46U9/ivLyctx3330o\n", "Li7Gueeei+9+97sQi8X42te+xpTIJKeUiZEpl6Db4kZRZtqEjnW4exDzCzKG3VehU2BOngr/rtfj\n", "+vl5ER8zEAig3eRCyQTXRkRERESUaKIO2JYvX47ly5eHfOy6667DddddF/WiKPGUa+VoNTgmHLAd\n", "7Lbiitm6EfffsDAPD73Tguvm5kZcy6a3e6CQiqBKi/rtTERERESUkGLeJZJSU7lm4p0i+wbdMDu9\n", "qAgx3Lo6Ox1Zcin2d1oiPm6HycV2/kRERESUkhiwUVjKtQq0GScWsP3n+AAurNCMWgd35WwdXqsf\n", "CPnYWNrNTpRkMR2SiIiIiFIPAzYKS7lWjhaDM+rX+/wBvNEwgCtnZ4/6nNUVGhzqtmLQ5Y3o2O0m\n", "J0qyuMNGRERERKmHARuFpThTjgGbGw6PL6rXH+4ehDZdGjId8jSlTIyFhRnYfcIc0bE7zC4Us+EI\n", "EREREaUgBmwUFrFIQHGWHCeM0e2yHekdxKJC1bjPu6AiCztaRg5rH0vvoBu5KllU6yIiIiIiSmQM\n", "2Chs5VoFWqNsPHK0z4aavPFnpC0vycThnkH4/OGNBwwEAui3eZCjZMBGRERERKmHARuFrUIjR2sU\n", "O2z+QAANffawhlorZWLkKKVh7+RZXT5IRAKUsugGbhMRERERJTIGbBS2sih32E6anFDLxdAopGE9\n", "vzo7HY0D9rCe229zI1cZ3nGJiIiIiJINAzYKW4U2OIstEAgvXfG0hj47ZuWMv7t2WnVOOo73hxew\n", "9Q16kMP6NSIiIiJKUQzYKGwahQQiQcCA3RPR69qMDlRoR+8Oebaq7HQc10eyw8aAjYiIiIhSEwM2\n", "CpsgCCjTyNEWYR3bCaMTMzThz0mr1CnQZnTC4/OP+9y+QTdyVEyJJCIiIqLUxICNIjJDE3lr/0gD\n", "NoVUjJLMNBwLIy2SHSKJiIiIKJUxYKOIzMiS46Qp/IBt0OXFoNuHvAjrzBYWZuBg9+C4z+sbdCOX\n", "O2xERERElKIYsFFEZmgUEe2wnTA5UZolh0gQIjrPggIVDndbx31ev83NpiNERERElLIYsFFEyjRy\n", "nDA5w+4UGWk65Glz81U41m/H+60muLyha9l8/gAMdi+y07nDRkRERESpiQEbRUQtl0AmFqAPs1Nk\n", "q8GB8igCNqVMjHW1OXjhYA9+82FHyOcYHB6o5WJIxXwbExEREVFq4i9dili5VoHmgfAGaB/X21Gd\n", "kx7Veb66tBC/uLIK+zosOByinq1v0M2GI0RERESU0hiwUcRqcpWo77WN+zyfP4AWgxMzddEFbEBw\n", "p+2yah32dlhGPNY/6EEu69eIiIiIKIUxYKOIzclV4mjf+AHbCaMTuUoplDLxhM5XoVOgJcSOXp/N\n", "jRwl69eIiIiIKHUxYKOIzc5Nx3G9HT7/2I1HjuvtqMqOfnfttAqtAi2GkQFb/6CbO2xERERElNIY\n", "sFHEMtIkyFXKQgZRZzrWb4u6fu1MeSoZnF4/BuwemJ3eofv7ODSbiIiIiFIcAzaKyvwCFfa0j6wr\n", "Oy0QCKCu04qFBRkTPpcgCCjXyvHjt5px04uf4MWDPQBO77AxJZKIiIiIUhcDNorKpbN0ePPYwKhp\n", "kZ0WFzy+AMq1kbf0D2WmVgGD3YunrpmFvx7qhdvrZ5dIIiIiIkp5DNgoKtXZ6VDLxdjfGXqXbU+7\n", "BctK1BAEISbnW1ebg0cunYlyrQJlGgX+9nEfVGliaBSSmByfiIiIiCgRMWCjqF01Oxuv1Q+EfOyj\n", "k2YsK1HH7FxFmXJU6BQAgGUlavylrhtXzMqOWUBIRERERJSIGLBR1C6cqcEnvYPot7mH3W9yeHCs\n", "346lxbEL2M60/NTO3cXV2rgcn4iIiIgoUTBgo6gppGJcUKHB6w3Dd9nebwvurskl8Xl7VWWn49n1\n", "c6BRsOEIEREREaU2Bmw0IdfW5uDf9XrY3L6h+3a2GnFBuSau52WzESIiIiKaDhiw0YSUZMmxrDgD\n", "mz/pAwB0W11oGXDEtH6NiIiIiGi6YsBGE/alxQXYcqQfnWYX3mgYwNoqLdLilA5JRERERDSdsCc6\n", "TVihOg1fXJSP+95sgtXlw6+urp7qJRERERERpQQGbBQT19TmoEyjgFwqQqkmNsOyiYiIiIimOwZs\n", "FBMiQcCiooypXgYRERERUUphoREREREREVGCYsBGRERERESUoBiwERERERERJSgGbERERERERAmK\n", "ARsREREREVGCYsBGRERERESUoBiwERERERERJSgGbERERERERAmKARsREREREVGCYsBGRERERESU\n", "oBiwERERERERJSgGbERERERERAmKARsREREREVGCYsBGRERERESUoCTRvvD5559HXV0dJBIJ8vLy\n", "cMcddyA9PR0AsHnzZmzbtg0ikQhf/epXsWDBgpgtmIiIiIiIaLqIeodtwYIF2LhxI37xi1+goKAA\n", "mzdvBgB0dHRg9+7dePzxx3HffffhD3/4A/x+f8wWTERERERENF1EHbDNnz8fIlHw5VVVVRgYGAAA\n", "7N27FytXroREIkFubi7y8/PR1NQUm9USERERERFNIzGpYdu6dSsWL14MADAajdDpdEOP6XQ6GAyG\n", "WJyGiIiIiIhoWhmzhu3hhx+GyWQacf+NN96IpUuXAgBeeeUVSCQSrFq1atTjCIIwwWUSERERERFN\n", "P2MGbBs2bBjzxdu3b8eBAweGPU+r1Q6lRwLAwMAAtFrtmMepq6sLZ61ERERERETTStSu3f+0AAAO\n", "OElEQVRdIg8ePIhXX30VDz74IGQy2dD9S5cuxRNPPIGrrroKBoMBPT09qKysHPU4a9eujXYJRERE\n", "REREKU0IBAKBaF541113wev1QqVSAQCqq6vx9a9/HUAwTXLbtm0Qi8W45ZZbsHDhwtitmIiIiIiI\n", "aJqIOmAjIiIiIiKi+IpJl0giIiIiIiKKPQZsRERERERECSrqpiM0PRw8eBCbNm2C3+/HmjVrsG7d\n", "Ovztb3/D1q1boVarAQA33XQT6xQpZfz617/GgQMHoFarsXHjRgDA888/j7q6OkgkEuTl5eGOO+5A\n", "enr6FK+UKDZCvefb2trwv//7v3C5XMjJycFdd90FhUIxxSslig29Xo+nn34aZrMZgiBg7dq1uOKK\n", "KwAAb7zxBt566y2IRCIsWrQIX/rSl6Z4tUSsYaMx+P1+fPvb38aGDRug1Wpx77334tvf/jY++OAD\n", "KBQKXHXVVVO9RKKYq6+vh1wux1NPPTX04/Xw4cOYO3cuRCIR/vKXvwAAvvjFL07lMoliJtR7/t57\n", "78XNN9+MmpoabNu2DX19fVi/fv0Ur5QoNkwmE0wmE8rKyuB0OnHPPffg7rvvhslkwubNm3HvvfdC\n", "IpHAYrEMXZwmmkpMiaRRNTU1IT8/H7m5uZBIJFi5ciX27dsHAGCcT6mqpqYGSqVy2H3z58+HSBT8\n", "uKyqqho2a5Io2YV6z3d3d6OmpgYAMG/ePHz00UdTsTSiuMjKykJZWRkAQC6Xo6ioCAaDAW+//Tau\n", "vfZaSCTBBDQGa5QoGLDRqAwGA3Q63dBtrVYLg8EAAHjzzTdx99134ze/+Q1sNttULZFo0m3duhWL\n", "Fy+e6mUQxVVJSQn27t0LAPjwww95kYJSVl9fH9ra2lBVVYXu7m4cPXoU999/Px588EE0NzdP9fKI\n", "ADBgoyhceumleOqpp/Dzn/8cGo0Gzz333FQviWhSvPLKK5BIJFi1atVUL4Uorm6//Xa89dZb+OEP\n", "fwin0zm040CUSpxOJx5//HHccsstUCgU8Pl8sNlseOSRR/ClL30Jv/zlL6d6iUQA2HSExqDVaodd\n", "VR0YGIBWqx2WIrBmzRo8+uijU7E8okm1fft2HDhwABs2bJjqpRDFXWFhIe6//34AQFdXF+rq6qZ4\n", "RUSx5fV6sXHjRpx//vlYvnw5AECn02HFihUAgMrKSgiCAKvVioyMjKlcKhF32Gh0M2fORE9PD/r6\n", "+uD1erF7924sXboURqNx6Dl79uxBaWnpFK6SKP4OHjyIV199FXfffTdkMtlUL4co7iwWC4Bg86lX\n", "XnkFl1xyyRSviCh2AoEAfvvb36KoqAhXXnnl0P3Lli3DJ598AiB4ocLr9TJYo4TALpE0pgMHDgxr\n", "63/ttdfiqaeeQltbGwRBQE5ODm677TZkZWVN9VKJYuJXv/oV6uvrYbFYkJWVheuvvx5btmyB1+uF\n", "SqUCAFRXV+PrX//6FK+UKDZCveedTif+85//AABWrFiBm266aYpXSRQ7DQ0NeOCBB1BaWgpBEAAE\n", "RxTNnTsXv/nNb9DW1gaJRIKbb74ZtbW1U7xaIgZsRERERERECYspkURERERERAmKARsREREREVGC\n", "YsBGRERERESUoBiwERERERERJSgGbERERERERAmKARsREREREVGCYsBGRERERESUoBiwERERERER\n", "JSgGbERERERERAmKARsREREREVGCYsBGRERERESUoBiwERERERERJSgGbERERERERAmKARsRERER\n", "EVGCinvAtn79evzP//zP0G2fz4evfe1r+NnPfhbvUxMRERERESW1uAdsaWlp6OjogNvtBgAcPnwY\n", "Op0OgiCEfQyfzxev5RERERERESUsyWScZNGiRairq8M555yDXbt2YeXKlaivrwcANDU1YdOmTfB4\n", "PJDJZLj99ttRWFiI7du346OPPoLL5UIgEMADDzwwGUslIiIiIiJKGJMSsJ133nn4xz/+gSVLluDk\n", "yZNYs2bNUMBWVFSEhx56CCKRCIcPH8aLL76I73//+wCAtrY2PPbYY1AqlZOxTCIiIiIiooQyKQFb\n", "aWkp+vv7sWvXLixevHjYYzabDU899RR6enogCMKw9Mf58+czWCMiIiIiomlr0rpELlmyBM8//zxW\n", "rlyJQCAwdP9f//pXzJs3Dxs3bsQ999wzVOsGBOvfiIiIiIiIpqtJ2WEDgDVr1kClUqGkpARHjhwZ\n", "ut/hcECj0QAAtm3bNlnLISIiIiIiSnhx32E73Q1Sq9XisssuG7rv9P2f/exn8cILL+Cee+6B3++P\n", "qHskERERERFRKhMCZ+YnEhERERERUcKYtBo2IiIiIiIiigwDNiIiIiIiogTFgI2IiIiIiChBxaVL\n", "pF6vx9NPPw2z2QxBELB27VpcccUVGBwcxC9/+Uvo9Xrk5OTgu9/9LpRKJQYHB7Fx40Y0Nzfjwgsv\n", "xK233goAcLvd2LhxI/r6+iASibBkyRLcdNNN8VgyERERERFRwolL0xGTyQSTyYSysjI4nU7cc889\n", "uPvuu7F9+3ZkZGTgmmuuwZYtW2Cz2fDFL34RLpcLra2taG9vR3t7+7CArampCXPmzIHX68XDDz+M\n", "a6+9FgsXLoz1komIiIiIiBJOXFIis7KyUFZWBgCQy+UoKiqCwWDAvn37cMEFFwAALrzwQuzduxdA\n", "cED27NmzIZVKhx1HJpNhzpw5AACJRILy8nIYDIZ4LJmIiIiIiCjhxL2Gra+vD21tbaiqqoLZbEZW\n", "VhYAIDMzE2azOezj2Gw27N+/H3Pnzo3XUomIiIiIiBJKXAM2p9OJjRs34pZbboFCoRj2WCQDsn0+\n", "H5544glcfvnlyM3NjfUyiYiIiIiIElLcAjav14uNGzdi9erVWL58OYDgrprJZAIAGI1GZGZmhnWs\n", "3/3udygsLMQVV1wRr+USERERERElnLgEbIFAAL/97W9RVFSEK6+8cuj+pUuXYvv27QCAHTt2YNmy\n", "ZeMe66WXXoLD4cBXvvKVeCyViIiIiIgoYcWlS2RDQwMeeOABlJaWDqU+3nTTTaisrAzZ1h8A7rzz\n", "TjgcDni9XiiVSvzoRz+CXC7HHXfcgaKiIkgkwQkEl112GdasWRPrJRMRERERESWcuARsRERERERE\n", "NHFx7xJJRERERERE0WHARkRERERElKAYsBERERERESUoBmxEREREREQJigEbERERERFRgmLARkRE\n", "RERElKAYsBERERERESUoBmxERERhuPnmm9HX1zfVyyAiommGg7OJiChh3HnnnTCbzRCLxRCJRCgu\n", "Lsbq1atx0UUXQRCEMV/b19eHb33rW3jxxRchEoV/PfL48eN48sknYbFYhu5zuVyQyWRD57zvvvsw\n", "e/bs6P5QREREEyCZ6gUQERGd6Yc//CHmzp0Lh8OBI0eOYNOmTWhsbMQdd9wRl/PV1dVhzZo1uO66\n", "64buW79+PR577DHk5eXF5ZxEREThYsBGREQJSaFQYOnSpcjKysL999+Pq6++Gv39/XjppZfQ29uL\n", "9PR0rFmzBtdffz0A4IEHHgAA3HLLLQCADRs2oKqqClu3bsW//vUvmEwmVFZW4hvf+Aays7OHznPg\n", "wAHcfvvt465n/fr1ePLJJ5GXl4enn34aaWlp6O/vR319PcrKyvC9730Pmzdvxs6dO5GVlYVvf/vb\n", "KCsrAwAYDAY888wzaGhogFwux5VXXonLL788tn9hRESUkljDRkRECa2yshI6nQ719fWQy+X41re+\n", "hWeffRb33nsv3nrrLezduxcA8NBDDwEANm3ahOeeew5VVVXYu3cvtmzZgrvvvht//OMfUVNTgyee\n", "eGLo2EajEWazeSiwisQHH3yAG264AX/84x8hkUhw//33Y+bMmXjmmWewYsUKPPvsswAAv9+PRx99\n", "FOXl5fjd736HH//4x3j99ddx6NChif/lEBFRymPARkRECU+j0cBms2HOnDkoKSkBAJSWlmLlypU4\n", "evQoACBUSfbbb7+NdevWobCwECKRCOvWrUNbWxv0ej2A4O7awoULI16PIAhYsWIFysvLIZVKsXz5\n", "cqSlpWH16tUQBAHnnXce2traAADNzc2wWq343Oc+B7FYjNzcXKxZswa7du2K8m+DiIimE6ZEEhFR\n", "wjMYDFCpVGhsbMQLL7yA9vZ2eL1eeDwenHvuuaO+rr+/H5s2bcLzzz8/4njZ2dmoq6vD6tWro1qT\n", "Wq0e+m+pVIrMzMyh2zKZDE6nc2gNRqMRX/3qV4ce9/v9qKmpieq8REQ0vTBgIyKihNbU1ASDwYBZ\n", "s2bhF7/4BS6//HLcf//9kEgk2LRpE6xWKwCE7CKZnZ2Nz33uc1i1atWIx7xeL+rr6/HNb34zruvP\n", "zs5Gbm7usFRMIiKicDElkoiIEsrp1Ea73Y79+/fjiSeewOrVq1FaWgqn0wmlUgmJRIKmpibs2rVr\n", "KFBTq9UQBAG9vb1Dx7r44ouxefNmdHR0DB3zgw8+AAA0NDRgxowZkMvlUa8xHJWVlZDL5fjnP/8J\n", "t9sNv9+PkydPorm5OeLzEhHR9MMdNiIiSiiPPvooxGIx/n97d4iqQBTFcfg/FsEtDC7AJBiESaaJ\n", "FpPdatIiiHtwBQbdz2zELoIK5hfeC5Z3we/bwD31x7lwqqrKcDjMfD5P27ZJktVqlcvlktPplNFo\n", "lKZpcrvdkiT9fj+LxSKHwyGv1yv7/T7T6TT3+z3H4zHX6zWDwSDj8ThN06Trukwmk49mrKrqx0bv\n", "rxtxvV4vu90u5/M56/U6j8cjdV1nuVx+9DYA38XhbAC+0mazyXa7TV3X/z0KAPzKl0gAvs7z+cxs\n", "NhNrABTPhg0AAKBQNmwAAACFEmwAAACFEmwAAACFEmwAAACFEmwAAACFEmwAAACFegMOQ2R9atNb\n", "LAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weather_mar2012[u\"Temp (\\xc2\\xb0C)\"].plot(figsize=(15, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how it goes up to 25° C in the middle there? That was a big deal. It was March, and people were wearing shorts outside. \n", "\n", "And I was out of town and I missed it. Still sad, humans.\n", "\n", "I had to write `'\\xb0'` for that degree character °. Let's fix up the columns. We're going to just print them out, copy, and fix them up by hand." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "weather_mar2012.columns = [\n", " u'Year', u'Month', u'Day', u'Time', u'Data Quality', u'Temp (C)', \n", " u'Temp Flag', u'Dew Point Temp (C)', u'Dew Point Temp Flag', \n", " u'Rel Hum (%)', u'Rel Hum Flag', u'Wind Dir (10s deg)', u'Wind Dir Flag', \n", " u'Wind Spd (km/h)', u'Wind Spd Flag', u'Visibility (km)', u'Visibility Flag',\n", " u'Stn Press (kPa)', u'Stn Press Flag', u'Hmdx', u'Hmdx Flag', u'Wind Chill', \n", " u'Wind Chill Flag', u'Weather']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You'll notice in the summary above that there are a few columns which are are either entirely empty or only have a few values in them. Let's get rid of all of those with `dropna`.\n", "\n", "The argument `axis=1` to `dropna` means \"drop columns\", not rows\", and `how='any'` means \"drop the column if any value is null\". \n", "\n", "This is much better now -- we only have columns with real data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "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", " \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", "
YearMonthDayTimeData QualityTemp (C)Dew Point Temp (C)Rel Hum (%)Wind Spd (km/h)Visibility (km)Stn Press (kPa)Weather
Date/Time
2012-03-01 00:00:00 2012 3 1 00:00 -5.5-9.7 72 24 4.0 100.97 Snow
2012-03-01 01:00:00 2012 3 1 01:00 -5.7-8.7 79 26 2.4 100.87 Snow
2012-03-01 02:00:00 2012 3 1 02:00 -5.4-8.3 80 28 4.8 100.80 Snow
2012-03-01 03:00:00 2012 3 1 03:00 -4.7-7.7 79 28 4.0 100.69 Snow
2012-03-01 04:00:00 2012 3 1 04:00 -5.4-7.8 83 35 1.6 100.62 Snow
\n", "
" ], "text/plain": [ " Year Month Day Time Data Quality Temp (C) \\\n", "Date/Time \n", "2012-03-01 00:00:00 2012 3 1 00:00 -5.5 \n", "2012-03-01 01:00:00 2012 3 1 01:00 -5.7 \n", "2012-03-01 02:00:00 2012 3 1 02:00 -5.4 \n", "2012-03-01 03:00:00 2012 3 1 03:00 -4.7 \n", "2012-03-01 04:00:00 2012 3 1 04:00 -5.4 \n", "\n", " Dew Point Temp (C) Rel Hum (%) Wind Spd (km/h) \\\n", "Date/Time \n", "2012-03-01 00:00:00 -9.7 72 24 \n", "2012-03-01 01:00:00 -8.7 79 26 \n", "2012-03-01 02:00:00 -8.3 80 28 \n", "2012-03-01 03:00:00 -7.7 79 28 \n", "2012-03-01 04:00:00 -7.8 83 35 \n", "\n", " Visibility (km) Stn Press (kPa) Weather \n", "Date/Time \n", "2012-03-01 00:00:00 4.0 100.97 Snow \n", "2012-03-01 01:00:00 2.4 100.87 Snow \n", "2012-03-01 02:00:00 4.8 100.80 Snow \n", "2012-03-01 03:00:00 4.0 100.69 Snow \n", "2012-03-01 04:00:00 1.6 100.62 Snow " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather_mar2012 = weather_mar2012.dropna(axis=1, how='any')\n", "weather_mar2012[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Year/Month/Day/Time columns are redundant, though, and the Data Quality column doesn't look too useful. Let's get rid of those.\n", "\n", "The `axis=1` argument means \"Drop columns\", like before. The default for operations like `dropna` and `drop` is always to operate on rows." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "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", "
Temp (C)Dew Point Temp (C)Rel Hum (%)Wind Spd (km/h)Visibility (km)Stn Press (kPa)Weather
Date/Time
2012-03-01 00:00:00-5.5-9.7 72 24 4.0 100.97 Snow
2012-03-01 01:00:00-5.7-8.7 79 26 2.4 100.87 Snow
2012-03-01 02:00:00-5.4-8.3 80 28 4.8 100.80 Snow
2012-03-01 03:00:00-4.7-7.7 79 28 4.0 100.69 Snow
2012-03-01 04:00:00-5.4-7.8 83 35 1.6 100.62 Snow
\n", "
" ], "text/plain": [ " Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n", "Date/Time \n", "2012-03-01 00:00:00 -5.5 -9.7 72 \n", "2012-03-01 01:00:00 -5.7 -8.7 79 \n", "2012-03-01 02:00:00 -5.4 -8.3 80 \n", "2012-03-01 03:00:00 -4.7 -7.7 79 \n", "2012-03-01 04:00:00 -5.4 -7.8 83 \n", "\n", " Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather \n", "Date/Time \n", "2012-03-01 00:00:00 24 4.0 100.97 Snow \n", "2012-03-01 01:00:00 26 2.4 100.87 Snow \n", "2012-03-01 02:00:00 28 4.8 100.80 Snow \n", "2012-03-01 03:00:00 28 4.0 100.69 Snow \n", "2012-03-01 04:00:00 35 1.6 100.62 Snow " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather_mar2012 = weather_mar2012.drop(['Year', 'Month', 'Day', 'Time', 'Data Quality'], axis=1)\n", "weather_mar2012[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Awesome! We now only have the relevant columns, and it's much more manageable." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2.3 Plotting the temperature by hour of day" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This one's just for fun -- we've already done this before, using groupby and aggregate! We will learn whether or not it gets colder at night. Well, obviously. But let's do it anyway." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA2YAAADcCAYAAAAbbLJwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4lPW5N/DvLJnMvmQyWSfrsIVA2BIQiZAIrriAorTW\n", "vad9tfq2PbUVbWvlFK21vi6tVWkrR2o9qIUqeqy7GCCghiWyhE2ykD2TZSaTTDKZ7Xn/CERQ9plk\n", "Zp58P9flFe5Z7+DNk9zz2ySCIAggIiIiIiKiiJFGOgEiIiIiIqLRjo0ZERERERFRhLExIyIiIiIi\n", "ijA2ZkRERERERBHGxoyIiIiIiCjC2JgRERERERFFmDyUJzc3N+OZZ54Zitva2rB06VJceeWVISdG\n", "REREREQ0WkjCdY5ZMBjEXXfdhd/97ndITEwMx0sSERERERGNCmGbyrhnzx4kJyezKSMiIiIiIjpH\n", "YWvMtmzZguLi4nC9HBERERER0agR0hqzY/x+P3bs2IGbb775lI/55JNPwvFWREREREREMWv+/Pkn\n", "vT0sjVllZSVyc3Oh1+tP+7jp06eH4+2IiIiIiIhizs6dO095X1imMm7ZsgVz5swJx0sRERERERGN\n", "OiE3Zh6PB3v27MGsWbPCkQ9RTCkvL490CkRhx7omMWJdkxixrsUl5KmMSqUSq1atCkcuRERERERE\n", "o1LYzjE7k08++YRrzIiIiIiIaNTauXPn8G7+QURERERE0aWjowNerzfSaYw6CoXivM52ZmNGFILy\n", "8nKe30eiw7omMWJdkxidrq57e3shkUiQlpY2wllRZ2cnent7odVqz+l5YTtgmoiIiIiIokN3dzcS\n", "EhIincaolJCQgO7u7nN+HhszohDw01cSI9Y1iRHrmsTodHUtkUggkUhGMBs65nz/7tmYERERERER\n", "RRgbM6IQ8PwQEiPWNYkR65rEiHUtLmzMiIiIiIhoVPvtb3+LlStXnvXjFyxYgAMHDoQ1BzZmRCHg\n", "mgUSI9Y1iRHrmsQoFus6IyMDmZmZyMzMhNlsRnp6+lD8r3/9KyI5dXR04PXXX8cdd9wxdJvL5cKD\n", "Dz6IgoICZGZmYsaMGfjlL3+Jrq4uAMC9996Lxx57LKx5sDEjIiIiIqIR0dDQgPr6etTX1yMjIwOv\n", "vvrqUHz99ddHJKc1a9bg0ksvRXx8PADA6/Vi8eLFOHToENatW4f6+np88MEHMJvN2LFjBwDg8ssv\n", "R3l5Oex2e9jyYGNGFALO7SYxYl2TGLGuSYzEVNfBYBDPPPMMZsyYgTFjxuDOO++E0+kEANTX18Ns\n", "NmPNmjWYPHkybDYbXnrpJezcuRPFxcXIycnBsmXLhl5rzZo1uPzyy7Fs2TJkZ2dj1qxZ2LRp0ynf\n", "e8OGDZgzZ85Q/Nprr6GpqQn/+Mc/MG7cOABAYmIi7rvvPlxyySUAAKVSiSlTpmDDhg1h+ztgY0ZE\n", "RERERBH117/+Fe+99x7eeecd7N+/H0ajEb/4xS9OeMzOnTuxY8cOvPjii3jwwQfx9NNP46233sLW\n", "rVuxfv16bN269YTH5uTkoLq6Gg888ABuvfXWoUbvm/bt24cxY8YMxRs3bsT8+fOhVqtPm/O4ceOw\n", "d+/eEL7rE8lDfQG3242VK1eisbERAHD33XcPdZZEYheLc7uJzoR1TWLEuiYxCqWuL32xMiw5fPgf\n", "08LyOqtXr8Yf/vAHpKamAgDuv/9+TJkyBX/5y1+GHvPzn/8cCoUCpaWl0Gq1uP7662E2mwEAF1xw\n", "AXbv3o0LL7wQAGCxWHDXXXcBABYvXoznnnsOH374IW688cZvvXd3dze0Wu1Q7HA4MG3amb8vnU6H\n", "1tbW8/+mvyHkxuyll17CtGnTcN999yEQCGBgYCAceREREVEMCgoCGpweZBqVPNyWKIqFq6EKl4aG\n", "Btxyyy2QSr+e0CeXy09Yw5WUlDT0Z6VSeUKsUqnQ19c3FB9r8I7JyMg4ZRNlNBrR29s7FCckJJxV\n", "w9XT0wOj0XjGx52tkKYy9vX14cCBA7j44osBADKZ7IxDfkRiIqa53UTHsK7pfLm9ATz8YQ1+8vYh\n", "3LP+ID6tdiAQFCKdFgDWNYmTmOraarVi7dq1qK2tHfqvqakJKSkp5/V6LS0tJ8QNDQ3fataOmThx\n", "Ig4fPjwUz5s3Dxs2bDih0TuZgwcPYtKkSeeV38mE1JjZ7Xbo9Xo8//zzWLZsGVauXMkRMyIiolGo\n", "wenB/33rIJJ1Cvzz5sm4dUYq/nd/O27/5z6sr2pHvy8Q6RSJKIrdfvvteOSRR4aWR3V0dOC99947\n", "p9cQhK8/CGpvb8df/vIX+Hw+rF+/HocPHx7auOObLrnkEmzZsmUoXrp0KdLT03Hbbbfhq6++QjAY\n", "RFdXF5566il89NFHAACPx4Pdu3ejpKTkHL/TUwtpKmMgEEBtbS3uvPNOjBkzBqtXr8b69euxdOnS\n", "kz6+vLx8aC7ssQ6fMWPGjBlHV3zstmjJh3H0x4d6ZXivQ4s7C1Oh6ziAis+OoLi4GBdkGvDaR1ux\n", "YU8f/qeyFVfnJSK5pxoaeXTlz5hxrMbHbjvd/bHirrvugiAIuP7669HS0gKLxYLrrrsOV1xxBQCc\n", "1dTo4x8zY8YM1NTUYOzYsUhOTsbq1atPOe3wO9/5DubOnQuPxwOlUgmFQoE33ngDv//973Hdddeh\n", "u7sbFosFV155JYqKigAA77//PoqLi5GcnHzKfE72/+90swslwvGt5TlyOp341a9+heeeew4AcODA\n", "Aaxfvx4PPPDAtx77ySefYPr06ef7VkRERBRlgoKAV79sw7/3d+DX83MwMVlzysc2dnuwbo8dm2qc\n", "KLGZsGRyEtL08SOYLdHo0tzcjLS0tEinERFr1qzBK6+8gnffffesn/PII48gMTFxaMOQM7nkkkvw\n", "7LPPYsKECSe9/1R//zt37sT8+fNP+pyQpjIajUYkJiaiubkZALB7925YrdZQXpIophz7JIRITFjX\n", "dDb6vAE88kktKhq68ey140/blAGA1aDET4szsWpJHnTxMvz4rYN45JNaHGx3j0i+rGsSI9Z1+Pz6\n", "178+66YMAD766KNTNmXnSx7qC9xxxx149tln4ff7kZycjB/96EfhyIuIiIiiVLNrAA9/VIM8iwYP\n", "lGZDITv7z3lN6jjcUZiGpQXJeP9QJ377cS3S9PG4oSAJRVY9d3IkopBJJJKYvJaENJXxXHAqIxER\n", "Uezb3ujCH8qO4JbpKbgqLzHkX378QQFl1Q6s29MGQQCWFCShJNeEuHNo9ojo20bzVMZocD5TGUMe\n", "MSMiIiLxEwQBa/fY8cZeOx5akIPJKdozP+ksyKUSLBibgPljTNjR1IN/7m7DS9tbcN2kJFw53gy1\n", "QhaW9yEiinb8OIooBJzbTWLEuqZv8viDeOzTOmysceBP14wPW1N2PIlEgkKrHn+4ciyWX5KLg+1u\n", "3Pp6Ff57WzO6+nwhvz7rmsSIdS0ubMyIiIjolFp7BvCf/3sIcqkET101DklaxbC/57hENX51cQ6e\n", "vXY8+nwB/OBf+/H05no0OD3D/t5EYiGTyc54QDINj76+Pshk5z7azzVmREREdFKVzT34/ad1+M6U\n", "ZCzKt0RsMX23x4+397Xj7X0dyE/W4MaC5DPuAkk02gmCALvdjkCAh7uPNJlMhqSkpJNeM7nGjIiI\n", "iM6aIAhYX9WO13a14YGSbExL10U0H4NSjlump+KGgmR8eKgTvy+rg1kdhxsLkjErUw9pDO6+RjTc\n", "JBLJaQ8/pujDqYxEIeDcbhIj1vXoNuAP4olN9fjgUBeeuWZcxJuy4ynlUlwz0YKXbpiIRfkWvFLZ\n", "gh+s24/3D3bCGwie9rmsaxIj1rW4cMSMiIiIAAD2Xi9++3EtUvUKPH31WKjionNHRJlUgnm5JszN\n", "MeLLll6s3d2Gv+9owaJ8CxZOMEMbz19viCj2cI0ZERERYW9rLx7ZUIvr8pNwQ8HJ10ZEs+rOPqzb\n", "Y0dFgwuXjTNj8SQLLJrh36iEiOhccI0ZERERnZQgCPj3gU68vKMFv5iXhaIMfaRTOi82sxrLSrLR\n", "1uPFG1V23PXGAVyQacCSyUnISVBFOj0iojPiGjOiEHBuN4kR63r08AaCeKa8AW/ta8fTV4+L2abs\n", "eMk6Be6+wIrVN06E1RCPB987jF9/UI1n/vdz7GntRc+AP9IpEoUNr9fiwhEzIiKiUaizz4cVH9fC\n", "pJLjj1ePg1oRnevJzpcuXo7vTk3B9ZOSUFbjwIZdnXixoglHHB6o42TITlAi26RCtmnwa6ZJCaWc\n", "n1cTUeRwjRkREdEos9/uxoqPa7EwLxHfnZo8qrabFwQB9l4f6hz9qHN4UOfoR22XB43dHiRq4pBl\n", "UiHnaLOWnaCE1aCEXDp6/n6IaHgN6xqze+65ByqVClKpFDKZDI899lioL0lERETD5P2DnVi1rRk/\n", "uygTs7MMkU5nxEkkEiTrFEjWKTAr8+vvPxAU0OQaGGzYujzYVOvEyzv7Ye/1Ik0fj2yTEjkJqqFR\n", "tmSdYlQ1tEQ0/MIylXH58uXQarXheCmimFJeXo7i4uJIp0EUVqxrcfIHBaz8vBE7m3rw5FVjkWlU\n", "RjqlEXWmupZJJcg0KpFpVGJuzte3D/iDaHB6hkbX/n2gA3WOfrg8AWSZlENTIbNNSmQnqJCgksfc\n", "jpYUu3i9FpewNGYjNBuSiIiIzoOj34dHPqmDOk6KZ68dD43I1pMNp3i5FGMS1RiTqD7hdrc38PV0\n", "yC4PPq/vRp3Dg6AgHLd2bXCULcukhI5nqxHRGYS8xuzee++FWq2GVCrFggULsGDBgpM+jmvMiIiI\n", "Rt6hjj789uMaLBiTgFtnpHL63TBz9PmGRteOfT3ZhiMTLBpkmkbXqCURDfMasxUrVsBkMsHlcmHF\n", "ihVIT09HXl7eSR97/HDrse09GTNmzJgxY8bDE3/8VRf+XF6HhckDuL1wUsTzGQ1x1c4vAACLj7tf\n", "MAHjps5EraMfZZUHcPCIFKv9KujiZciWuTBJ78fVF8+JivwZM2Y8vLFafeLo+/HCuivj2rVroVQq\n", "cfXVV3/rPo6YkRiVl3NuN4kP6zr2BYICXqxowmf13Xh4QS4PWEb01XVQEFDV5kZZtQObap1I0SlQ\n", "kmvCvFwjEjWKSKdHMSLa6prObNhGzAYGBhAMBqFSqeDxeLB7924sWbIklJckIiKiELg8fjy6oRZS\n", "iQR/umY89MqQftTTMJFKJJicosXkFC1+NNuKyuYebKxxYM0brcgxqVBiM+GiHCMM/P9HNGqENGJm\n", "t9vxxBNPAACCwSCKi4uxePHikz6WI2ZERETDq7qzD//1cS3m5hhxR2EaZDx/K+Z4A0Fsb3ShrNqB\n", "bY09yEtSoyTXhDnZRm7aQiQCpxsx4wHTREREIrCxxoE/b23Ej2ZbUWozRTodCoN+XwCf17tQVuPA\n", "ruYeTEvTocRmwqxMA5RyaaTTI6LzcLrGjP+qiUJwbFEnkZiwrmNLIChg1bZmvFjRjN9fYWNTdgqx\n", "WNeqOBlKbSb81yW5eOU7+bggy4D3D3biu2v24rFP6/DZkW74AsFIp0kRFIt1TafGictEREQxKBAU\n", "sKnWibW726BRyPDsteNgVMVFOi0aJtp4OS4bZ8Zl48xw9PuwudaJtXva8P82HcGcLCNKbEZMSdVx\n", "+ipRDONURiIiohjS7wvgw0NdWLfHDosmDjcUJGNWpp7nk41S9l4vNtU4UFbjRLvbi7k5RpTkmpCX\n", "rGFNEEWhYT3HjIiIiIafs9+Ht/d14H/3d2BSsgYPlmZjYrIm0mlRhCVpFVhSkIwlBclo6h5AWY0D\n", "z5Q3oN8fwLwcE0psJowxqyBhk0YU9bjGjCgEnNtNYsS6ji7NrgE8u6UB31+3H519Pjx11Vg8fEku\n", "m7JzNBrqOt0Qj+9NS8HfluRhxaU2yGUSPPJJLb6/bj9e3tGCeocn0ilSmI2Guh5NOGJGREQUhQ61\n", "92Ht7jZUNvdg4YRE/O36PCSouYaMzk5Oggo5CSrcPiMVhzr6UFbtwAPvHYZeKUOJzYR5uSak6uIj\n", "nSYRHYdrzIiIiKKEIAjY3tiDf+5uQ7NrANdNSsIV481Q8/wqCoOgIGBvqxtlNQ5srnUiVadAqc2E\n", "uTkmmDVs+olGAteYERERRTF/UEBZtQNrd7cBAG4oSEaJzQQ5d9ijMJJKJChI1aIgVYsfzbbiy+Ye\n", "lFU78EplK3JMKlyQZcBMqx4ZxniuSSOKADZmRCEoLy9HcXFxpNMgCivW9cjp8wbw3sFOvLHXjjR9\n", "PP5jZjoKrTr+UjwMWNcnkkslKLTqUWjVw+sPYkdTDyoauvHgXjukEglmZuhRlKHHlFQtVHEcsY1W\n", "rGtxYWNGREQ0wrr6fHirqh3/PtCBaWk6PLwgF+Ms6kinRaOUQi7F7CwDZmcZIAgCjjg9qGhw4V97\n", "7Hjs0zpMTNJgZoYeMzP0SDcoI50ukWhxjRkREdEIaXB6sG6PHeV1TpTkmnD95CSk6bkBA0UvtzeA\n", "yqYebGt0oaLBhXi5BEVWA4oydJiSqkO8nBt8E50LrjEjIiKKoP12N/65qw1729y4Oi8Rq5bkwaji\n", "ZgsU/TQKGYpzjCjOMUIQBNR09WNbowuv7WrD7zbUIT9ZOzSalsoPGYhCEpbGLBgM4oEHHkBCQgIe\n", "eOCBcLwkUUzg3G4SI9Z1eAQFAV/Uu7B2Txvae31YMjkJ95dkcb1OhLCuQyeRSGAzq2Ezq/GdKSno\n", "HfBjZ1MPKhpcePXLVqgVMhRl6FFk1aMgRQsFR9OGHetaXMLSmL377ruwWq3o7+8Px8sRERHFLG8g\n", "iE+rHVi72w6FTIIbC5JxUY4RMu6wSCKjjZdjbq4Jc3NNCAoCqjv7sa3BhVd2tqLO0Y+CVC2KrIOb\n", "iKTwzDSiMwq5Mevs7ERlZSUWL16Md955Jxw5EcUMfkpFYsS6Pj9ubwD/3t+BN6vakW1S4p7ZVkxN\n", "03KHxSjBuh5eUokEYxPVGJuoxk3TUuDy+LGjqQfbGrrx8s5WGJTywZ0erXpMStEgTsbRtHBgXYtL\n", "yI3Z3//+d9x8880cLSMiolGpw+3Fm3vb8f6hThRZ9XjkslzYzNxhkUY3vVKOUpsJpbbB0bSvOvpQ\n", "0eDCS9ubUe/0YGqabmjaY5JWEel0iaJCSI3Zjh07oNfrkZOTg6qqqjM+/vh5sOXl5QDAmHFMx8du\n", "i5Z8GDMOR/zCCy9g8uTJUZNPtMYZ+TOwbo8dGw93YorBj+cXTUWyToHy8nK0REF+jHm9jrZ4vEWD\n", "nL5quA2A3JqBigYX/vpZPXRyASXjUzAzQw/H4V2QSaIj31iIeb2OvVitPvUHdyFtl79mzRps3rwZ\n", "UqkUPp8P/f39mDVrFu69995vPZbb5ZMYlZdz0S2JD+v61LyBIKpa3Xhjrx2HOvpw7UQLrspLhF4p\n", "j3RqdAas6+gUCAo4dHQ0bVuDC02uAUw7Opo206qHWcPdS0+HdR17TrddftjOMdu3bx/efvvtU+7K\n", "yMaMiIhijbPfh/32PlS19aKqzY3qzn5kGONxxfhEXDI2gWc4EYWZo8+HbY2DTdrO5h4kaRUosg5u\n", "x5+XpOEmOhTzRuwcMy5wJiKiWCUIAhq6B1DV5sa+o41YV58PeUka5CdrcOv0VExIUnO7e6JhZFLH\n", "4dJxZlw6zoxAUMABuxsVDS48/1kj2nq9mH7c2jSTmqNpJC5hGzE7E46YkRhxCgGJ0Wipa68/iIMd\n", "fdjX5kZVWy/2tbmhipMhP1mDicmDzVi2ScVP6EVitNS1mHW6j46mNbpQ2dSDVP2x0TQDxlvUo/Lf\n", "Kus69ozYiBkREVG0cvT5UGV3DzViNV0eZBmVyE/WYMGYBPxkTibXsxBFMbMmDpePN+Py8Wb4gwL2\n", "tfViW4MLfyyvR2efDzOsgyNphVYdjCr+W6bYwxEzIiISnaAgoN7pQVWb++jURDdcHv/QtMT8ZA3G\n", "WTgtkUgs7L1ebG90oaLBhS+be5BhVA6dmzbOooaUy20oSnDEjIiIRM3jD+Kg3Y199sFGbL/dDa3i\n", "2LRELW6YnIQsk5K/nBGJVJJWgSsnJOLKCYnwBYLY2+bGtgYXntxUD6fHjyLr4Nq0Gel67qJKUYuV\n", "SRQCzu0mMYqFuu7s8w3tlLivzY06hwc5psFpiZePM+NnF2UigRsD0HFioa4pPOJkUkxL02Famg4/\n", "nJWOth4vtjW68Gm1A38sb0C2STW4HX+GHjazKqY/sGFdiwsbMyIiimqBoIAjDs/XjZjdDbc3gIlJ\n", "g5t0/GBmOsZb1Ny6nohOKlmnwFV5ibgqLxFefxB7WntR0ejCY5/Wwe0NoMiqPzqapoM2nr8aU+Rw\n", "jRkREUUlR58Pr+1qw4dfdcGolA+tDctP1sJqjI/pT7mJKDo0uwawrWFwp8c9rb2wmVVD56blJqh4\n", "FBSFHdeYERFRzHB5/Fi7x453D3Rg/pgE/O36CUjUKCKdFhGJUJo+HtfmW3BtvgUD/iB2tfRgW0MP\n", "VnxSiwG/MNSkTUvXQaPgZkE0vNiYEYWAc7tJjCJV125vAG/utWN9VTuKc4x4YfEEJGnZkFF48HpN\n", "ZxIvl2JmhgEzMwwArGjq9qCiwYV/H+jAE5uOIMekQopOAYtWAYsmDknHfdUqZBEZXWNdiwsbMyIi\n", "iiiPP4i397Vj7W47Cq06/Ona8UjTx0c6LSIa5dINSiw2KLF4UhL6fQEcau+D3e1Fe68PNV39+KLe\n", "hXa3F/ZeL4IChho1i0aBJG0cLFoFkjQKWLSDt3EdLJ0J15gREVFEeANBvHegE6/uakV+sha3Tk9B\n", "lkkV6bSIiM6Z2xuAvdd7tFHzod3tRXuvF+1uH+y9XnT0+aCOkw02bloFko5+HWriNAqY1XGQSbmm\n", "Tey4xoyIiKJGICjgw6+68D+VLcgxqbDiUhvGJqojnRYR0XnTKGTISVAhJ+HkHy4FBQHd/f6hETf7\n", "0cbtYHsf2nu9sLu9cHkCMKnkJzRrSdrBEbfBkTcF9PGRmTJJI4ONGVEIOLebxGi46joQFLCxxoGX\n", "d7bCoonDg6XZyE/Whv19iE6G12uKJKlEApM6DiZ1HMZbTv4YXyCIzj7f0IibvdeLI04Ptje6hkbi\n", "fIHgCWvc1D3NuP3SmVDFcWMSMQipMfN6vVi+fDl8Ph/8fj+Kiopw0003hSs3IiISAUEQsOVIN/6+\n", "owXqOCl+UpyBaWm6SKdFRBRV4mRSpOjikaI79RrbPm9gcJqk24cW1wDea5Lju2v2osiqxzybCTOt\n", "eii4li1mhbzGbGBgAPHx8QgEAvjNb36DW265BRMmTPjW47jGjIhodBEEAdsbe7B6RzOCAnD7jFTM\n", "zNBzGg4RURh1e/wor3OirNqB6s5+zM4yoCTXhGnpOsi5Zi3qDOsas/j4wa7e7/cjGAxCq+W0FCKi\n", "0W53Sw9Wb2+BayCAW2ekoDjbyAOhiYiGgUEpx8IJiVg4IRGdbh821Trwj50t+MPGI7go24gSmxGT\n", "UrS8BseAkBuzYDCIZcuWoa2tDZdeeimsVms48iKKCVyzQGIUSl3vt7uxensLWnsGcMv0VJTaTNxl\n", "jKICr9ckRt+sa7MmDosnJWHxpCS09AxgY40Dz3/WhG6PH/NyjSjJNWG8Rc2ZC1Eq5MZMKpXiiSee\n", "QF9fHx599FFUVVUhPz//pI89vnjKy8sBgDHjmI6PiZZ8GDMOR7xnz55zfn6rR4rdwWQc7uzHLF0v\n", "rkzzY97Y/Kj4fhgzPl605MOYcTji012vU3XxsPYcxs1JQEb+DGyscWL5ewcgALh8YipKbCY07dsR\n", "Vd/PaIjV6lPvQhzWc8zWrVsHhUKBa6655lv3cY0ZEZH41Ds9+MeOFuxp7cXSKclYOCERXHhORBSd\n", "BEHA4c5+lFU7UFbjgFohQ0muCSW5JqQbTr3pCIXPsK0xc7lckMlk0Gg08Hq92LNnD5YsWRLKSxIR\n", "UQxocQ3glcpWVDS4cP1kC342N5PbNRMRRTmJRIKxiWqMTVTj+zPTsL/NjbIaB372ziEkauJQmmvC\n", "3FwTkrSKSKc6KoXUmDmdTjz33HMIBoMQBAFz587F5MmTw5UbUdQrL+eaBRKf09V1h9uLNZVt2FTr\n", "wDUTLVh940RoFGzIKPrxek1iFEpdSyUS5KdokZ+ixV0XWLGrpQdl1U7c/eYBZBmVKLGZcFGOESZV\n", "XJizplMJqTHLzMzE448/Hq5ciIgoSjn6fXh9Vxs++qoLl48zY9UNE2FQhvQjhIiIooRMKsH0dD2m\n", "p+vxfwNWbG/sQVmNAy9tb8F4ixqlNhPmZBmgjed1fziFdY3Z6XCNGRFR7OkZ8GPdbjveOdCBi20m\n", "fGdqCsxqfnpKRDQaePxBVNR349NqByqbezAlVYcSmwkXZOo5ff08Des5ZkREJD593gDerGrH+qp2\n", "XJhlwPOLJiBZxzUHRESjiVIuxdyj687c3gC2HnHio6868cfyehRl6FFqM6HQqodCxk2fwoGNGVEI\n", "uGaBxGbAH8Sf/l2BbT0aTEvX4ZmrxyLdoIx0WkQh4/WaxGgk61qjkOGSsWZcMtaMbo8fm2udeHNv\n", "O57cVI/ZmQaU2EyYlqbj2ZUhYGNGREQQBAEbqh1Yta0ZiRIZHr9yDHISVJFOi4iIopBBKcdVeYm4\n", "Ki8RHW4vNtU68fcdLXjs0zpMT9dhZoYehel6mDj1/ZxwjRkR0Sh3sN2NFz5rgi8YxN0XWDEpRRvp\n", "lIiIKAZ1uL3Y1tiDbQ0uVDb3IF0fj6IMPWZm6DEuUc3RNHCNGRERnUSn24dV25uxs8mFOwrTcMnY\n", "BEgl/KFJRETnJ1GjwBXjzbhivBn+oICq1l5sa3Th6c31cPT7vx5Ns+q5s+9JcKUeUQjKy8sjnQLR\n", "OfP6g3j1y1b8nzf2w6yOw38vmYjLxpmHmjLWNYkR65rEKJrrWi6VYEqaDv8xMx1/vT4Pzy0aj4JU\n", "LTbXOnHb61X48VsH8crOFhxsdyM4MhP4oh5bVSKiUUIQBGyuc+JvXzRjjFmFZ68dj1R9fKTTIiKi\n", "USBJq8DCCYlYOCER3kAQVa1ubGt04YmN9XB5/CjM0KPIqseMdB30o3Q0jWvMiIhGgerOPjz/WRPc\n", "Xj/uusB0Vew5AAAZ30lEQVSKqWm6SKdEREQEAGjtGcC2BhcqGlzY09qLbJMKM4+uTbOZVZCIaJo9\n", "15gREY1Sjn4fVm9vwef13bhleiquGG/m4msiIooqKbp4XD3RgqsnWuD1B7G7tRfbGlz43ad16PMG\n", "UHR0NG16ug7aePG2L1xjRhSCaJ7bTaObLxDE2t1t+MG6/VDHSbFqSR6uyks8q6aMdU1ixLomMRJj\n", "XSvkUhRa9bh7thX/fcNEPHnVONjManxwqAvfe60K973zFV7b1Yqazn6M0MS/ESPelpOIaBQSBAGf\n", "17vwly+akGGIx9NXj0OGkQdEExFRbEo3xCPdYMGifAsG/EHsahncjv+/Pq6BLyAMjqZl6DEtTQeN\n", "QhbpdEMS0hqzjo4OPPfcc+ju7oZEIsH8+fNx5ZVXnvSxXGNGRDS8arv6sfLzJnT2+XDXBekotOoj\n", "nRIREdGwEAQBTa4BVDS4sK3BhX12N8YlqofOTcsyKqNybdqwrTGTy+W47bbbkJ2dDY/Hg2XLlqGg\n", "oABWqzWUlyUionPg8vjx8s4WbKxx4qapybh6ogVyriMjIiIRk0gksBqUsBqUuG5SEvp9AXzZPHhu\n", "2kMf1ECAgJlWAy7KNaIgRRsT66tDWmNmNBqRnZ0NAFAqlUhPT4fD4QhHXkQxQYxzuyl2+IMC3txr\n", "x/fX7QcArFqSh8WTkkJuyljXJEasaxIj1vXXVHEyzM4y4MdzMvDy0ol49DIbknUK/O2LJnzv1b14\n", "/rNG7GtzR/W6tLCtMbPb7airq8PYsWPD9ZJERHQK2xoG15ElauLwxMIxyDapIp0SERFRVJBIJMgy\n", "qZBlUmHplGQ0OD3YWOPAk5uOwBsQUJJrRInNhNyE6NqKPyyNmcfjwVNPPYXbb78dSuWpF5mXl5ej\n", "uLh46M8AGDNmzJjxOcQNTg9+/94edHql+EnJGFyQqceWLVvQGMb3O3ZbNHy/jBkzZsyY1+twxDdP\n", "T0WWuxptA1J0S0xY/lEtAl4P8vV+3FoyBRlG5Yjko1arcSohHzDt9/vx+OOPY+rUqVi4cOEpH8fN\n", "P4iIzl/vgB+vVLbi46+6sHRKMq7Nt0Ah44knRERE50MQBBxo70NZtQMbax0wqeJQmmvCvFwTknWK\n", "YXvf023+EdJPdUEQsHLlSqSnp5+2KSMSq2OfhBANl0BQwDv7O/D9dfvR7wvib0vycENB8rA2Zaxr\n", "EiPWNYkR6/r8SSQS5CVpcPdsK/7nO5Pwf2alo7lnAPesP4Cfvn0I66va0dXnG9Gc5KE8+eDBg9i8\n", "eTMyMzNx//33AwBuuukmTJ06NSzJERGNZl8292Dl543QKOR49DIbxiSeevoDERERnR+ZVIKpaTpM\n", "TdPhntlWVDb3oKzagZd3tGBMogqluSbMyTZCrwypdTqjkKcyni1OZSQiOjstrgH89YsmHO7sxw9m\n", "peGibGNULU4mIiIaDQb8QVQ0uFBW48CORhcmp2hRYjNhdqYB6vM8zHrYzjEjIqLw6fMG8OquNrx7\n", "oANLJifhwdJsKORcR0ZERBQJ8XIpLsox4qIcI/q8AXxW342yagee3dKAGVY9SnNNKMrQIz5MP6v5\n", "E58oBJzbTeEQFAR8cKgTd67bh84+H/56XR6+OzUlYk0Z65rEiHVNYsS6HjlqhQzzxyRgxWU2vLw0\n", "H4XpOry9vx3fXbMXfyirQ0VDN/zB0CYicsSMiCiC9rb24oXPGxEnlWL5glxMSNJEOiUiIiI6Db1S\n", "jismJOKKCYno7PNhc60Tayrb8MTGeszJNqA014RJKVrIpOe2DIFrzIiIRliLawBlNQ5srHHA7Q3i\n", "jsJUlNpMXEdGREQUw1p7BrCpxolPaxxw9PswL8eEEpsJEyzqoZ/xXGNGRBRhnW4fNtY6UFbtQEuP\n", "FxflGPGj2RmYlKKBlA0ZERFRzEvRxePGKcm4cUoy6p0ebKxx4ImNR+ALCCixmVCSazzt87nGjCgE\n", "nNtNp9Pt8eOd/R34xb+/wg/f2I+azn7cOiMVr900CT+ek4GCVG1UNmWsaxIj1jWJEes6emUalbhl\n", "eipWLcnD8ktyAEHA8o9qT/scjpgREYWR2xvA1iNOlFU7UdXWi6IMPRblW1Bk1XOHRSIiolFGIpHA\n", "ZlbDZlbjzqI0VFZWnvqxXGNGRBQajz+IivpufFrtQGVzD6ak6lBiM+GCTD1Uced3zgkRERGJD9eY\n", "ERGFmS8QxI6mHnxa7UBFgwvjLWqU2kz42dxM6OJ5aSUiIqJzw3k1RCHg3O7RJRAUUNnUg6c21eM7\n", "a/bin7vakJ+swX/fkIffXzEGl40zi6IpY12TGLGuSYxY1+IS+79BEBENo6AgYL/djbJqBzbVOpGo\n", "iUNprgk3T5+AJK0i0ukRERGRSIh6jZkgCOgZCKDd7YW913f0qxftbh8CQQFzsg24INPANSBEdAJB\n", "EHC4sx9l1Q5srHVAJZcNbXObblBGOj0iIiKKUcO6xuz5559HZWUl9Ho9nnzyyVBf7px4/EG0937d\n", "bA1+/boJa3f7ECeVIEkbB4tGAYtWAYsmDtkmFQKCgE8OO/DH8gYUWfUosZm4axrRKFfv8KCsxoGy\n", "GgcCQQEluSasuNSGbJOShz8TERHRsAq5MSstLcUVV1yBP//5z+HIZ0ggKKCz79vN1rEmrL3XC48/\n", "eLThikPS0cZrYpIG83IHGzCLRgG14tSjYZeNM8Pl8WNznRPrq9rx1OZ6XJBpQKnNhKlpOsil/EWM\n", "Tq+8vBzFxcWRToNC0NIzgI01DpRVO9Ht8WNerhH3z8vCeIt61DZjrGsSI9Y1iRHrWlxCbszy8vJg\n", "t9vP6TmCIKDb44f9aIN1fLPV7vbB7vbC2e+HUSU/2nANNllWgxLT0nSwaBVI0sTBoJSH/IuTXinH\n", "wgmJWDghEZ1uHzbVOvCPnS14vOwILso2osRmwqQUTVQeAktE5+fYv/WyGgeaXV5clG3Ej2anY1JK\n", "dB74TEREROI3opt/3P/uV2g/OvKllEuPNlhfj3iNTVTBolEgSauAWR0H2QiPWJk1cVg8KQmLJyUN\n", "fYr+/GeNcHn8mJtrRKnNhHGJo/dTdPo2fkoVO1pcA6hocKG8zonqzn7MzjLg5mmpmJbO0fFvYl2T\n", "GLGuSYxY1+Iyoo1ZvqwdF186HYmaOOz44jMAXxdUeXk50ANMOj7+5v0jGFfv2gYrgJXXFeOIox//\n", "KNuNhw+2IV6pREmuCQZXLZLihYjlx5gx49PH/iCgyy1ARaMLmw61wRMA5uQm4tp8C/z1eyGXulCU\n", "kRU1+TJmzJgxY8aMxR+r1WqcSlh2ZbTb7Xj88cdPu/lHJHZlDLfjd2orq3FArZChJNeEklwT0g3x\n", "kU6PIqC8nHO7o0lbjxfbGl2oaOjG7pZeZJtUKMrQY2aGHjazitMUzxLrmsSIdU1ixLqOPcO6K+No\n", "IpFIMDZRjbGJanx/Zhr2t7lRVuPAz945BItGgZJcI+bmmni2EdEI8QWC2NvmxrYGF7Y1uOD0+FFk\n", "1aHUZsLP52ZBr+QljoiIiGJDyCNmzzzzDPbv34+enh4YDAbceOONKC0t/dbjxDBidiqBoIBdLT0o\n", "q3ZiyxEnskyD0x0vyjHCpIqLdHpEotLu9mJbgwsVDS7saumF1RCPmUdHxcYmqjkqRkRERFHrdCNm\n", "oj5gOhJ8gSC2N/agrMaBigYXJljUKLGZMCfLAG08P70nOlf+oIB9bb1DzVhnnw8zrHoUWfUotOpg\n", "5IcfREREFCM4lXEExcmkmJ1lwOwsAzz+IL6o70ZZtQMvfNaIKWk6lOSacEGmHqq4U5+vFgmBoAC3\n", "NwC3L4A+bwBubwDqOBlyElQjvjtmLOHc7uHR2ecbnJ7Y6EJlUw9S9QrMzDDgJ8WZGG9RsyaHGeua\n", "xIh1TWLEuhYXNmbDSCmXYl6uCfNyTXB7A9hS58RHX3XiT1saUGTVocRmQqFVD4VMet7vIQgCvIGj\n", "TZU3gD5f4Oifg9+Ij90f/EY8+FhfIAh1nAwahQwahRTqOBm6PX509vkw3qJGfrIWE5M1yEvSQHOa\n", "Q7uJzkcgKOCA3Y2Ko81YW68X09N0mJWhxz2zrUhQc1SMiIiIxI1TGSOg2+PH5lonyqodqHX048Is\n", "Ay7KMUITJ4Pbd1xTdRbNVp8vCIkE0MTJoD7aVGkUsuPio//FSU+IB5sw6VCslEtPej6by+PHPrsb\n", "VW1uVLX14nBHP9L08chP1iA/WYOJyRokaxU8243OmaPPh+1Ng9MTdzb1IEmrQJF1cK1YXpKGo2JE\n", "REQkOlxjFsU63F5sqnViS103AkEBaoX0hKZKfbSp0hwfDzVeg7eHMuJ2rnyBIA539qOqtfdos+aG\n", "TCoZatTyk7XINat4YC99SyAo4FBH3+CoWIMLTa4BTEvToShDjyKrDoka7mZKRERE4sbGjIaNIAho\n", "6fGiqu3rRs3e68W4RPVQo5aXpBbtxiec23163R4/tjd+PSpmUskxM2Nw4478FC0b+CjFuiYxYl2T\n", "GLGuYw83/6BhI5FIkKaPR5o+HpeMNQMAegb82G93o6rVjdd3teFQRx9SdIqhRi0/WYMUHac/ilXv\n", "gB9bjgxuenOgvQ8FqVrMzNDj+0VpPOOPiIiI6BQ4YkbDzh8UUN3ZNzSiVtXWCwjAxKNN2sRkDcaY\n", "VYgbwSmZFF79vgA+r3ehrMaBXc09mJY2uLnNrEwDlHL+fyUiIiICOGJGESaXSjDeosF4iwbXTRqc\n", "/tja60VVqxv72tz48FAnWnq8GDs0/XFw90e9kuUZzbyBILY3ulBW7cC2xh7kJalRkmvC/fOyuHMn\n", "ERER0Tnib7404iQSCVJ18UjVxWPB2AQAg9PfDrQPjqr9a68dB9v7kKRRYOLQpiIapOnjo27642ib\n", "2x0ICqhs7sHGGge2HulGjkmFEpsJ91yYAQMbadEYbXVNowPrmsSIdS0u/E2KooI2Xo5Cqx6FVj2A\n", "wQagumtw98dtDS6s3t4Cf1A4rlHTYkyiakR3pBytgoKAqjY3yqod2FzrRLJOgVKbCbfNSOVOikRE\n", "RERhwjVmFBMEQYC914d99q93f2zqHsAYs+roOrXB9Wqc/hgegiDgq45+lNU4UFbjgE4hQ4nNhJJc\n", "E1L18ZFOj4iIiCgmcY0ZxTyJRIJknQLJugSU2ganP7q9ARw4evj1+qp2PF5WhwR13Am7P1oN0Tf9\n", "MZrVOfpRVu1AWY0TAFBqM+F3l9uQbVJFODMiIiIicQu5Mfvyyy+xevVqBINBXHzxxVi0aFE48iI6\n", "I41ChhlWPWYcN/2xztGPqjY3Kpt78EplCwb8AiYmfb1ObWyiGoow7hIohrndza4BbKxx4NNqB3q9\n", "AZTkmvDLi7Mx1qxiUztKiaGuib6JdU1ixLoWl5Aas2AwiFWrVuGhhx5CQkICHnzwQRQWFsJqtYYr\n", "P6KzJpNKYDOrYTOrcc1ECwCg3T24+2NVmxvPf96IeucAbAmqEzYVMariIpz5yOtwe7GxxomyGgfa\n", "eryYm2vEj+dkYGKyBlI2Y0REREQjLqTG7PDhw0hJSUFSUhIAYM6cOdi+fTsbM4oaFo0CJTYFSmwm\n", "AIPnbR3b/fHfBzrw/zbVw6iUDzVp+claWI3xZ92cxNKnVM5+HzbXOlFW40Sdox8XZhlw+4xUTE3T\n", "QSZlM0Zfi6W6JjpbrGsSI9a1uITUmHV1dcFsNg/FCQkJOHz4cMhJEQ0XVZwM09J0mJamAzA4/bHe\n", "6UFVmxu7W3vx6q42uL0BTEzSHB1V02K8RY34GD0kuXfAj61HulFW48B+ex9mZuixZHISZlh13NGS\n", "iIiIKIqM6OYfx8+DLS8vBwDGjCMe5ySo0LRvB+bIgWVLi9HZ58O/yrZjX7UMW48YUOfwIFHuQ4Yq\n", "iEunj0N+sgZVO7/AMcXFxVH1/fT7Anj5owrsdcnRMKDA1DQdsoLtWJAdwMVzCyKeH+Poj1944QVM\n", "njw5avJhzDgc8bHboiUfxozDEfN6HXuxWq3GqYS0Xf6hQ4ewdu1a/OpXvwIAvPnmm5BIJCfdAITb\n", "5VOs8viDONTuHtqmf7/dDV28DBOTNOjrakNGFE3dbev1YltjD/KS1CjJNeHCLAO08fJIp0Uxpryc\n", "i8lJfFjXJEas69gzbNvl22w2tLa2wm63IyEhAVu3bsVPfvKTUF6SKOoo5VIUpOpQkDo4/TEoDE5/\n", "3NfmhsukjHB2J5qq1+Hu2VaYRuGGJhQ+/CFPYsS6JjFiXYtLSI2ZTCbDnXfeiUcffXRou3xu/EFi\n", "J5VIkG1S8WwvIiIiIgqbkOc4TZs2DdOmTQtHLkQxh1MISIxY1yRGrGsSI9a1uHBbNiIiIiIioggL\n", "afOPc8HNP4iIiIiIaDQ73eYfHDEjIiIiIiKKMDZmRCE4/nwcIrFgXZMYsa5JjFjX4sLGjIiIiIiI\n", "KMK4xoyIiIiIiGgEcI0ZERERERFRFGNjRhQCzu0mMWJdkxixrkmMWNfiwsaMiIiIiIgowrjGjIiI\n", "iIiIaARwjRkREREREVEUY2NGFALO7SYxYl2TGLGuSYxY1+Jy3o3ZZ599hp/97GdYunQpampqwpkT\n", "ERERERHRqHLejVlmZiZ+/vOfY+LEieHMhyimFBcXRzoForBjXZMYsa5JjFjX4iI/3yemp6eHMw8i\n", "IiIiIqJRi2vMiELAud0kRqxrEiPWNYkR61pcTjtitmLFCjidzm/d/t3vfheFhYXn/GY7d+485+cQ\n", "RTO1Ws26JtFhXZMYsa5JjFjX4nLaxuyhhx4K2xudar9+IiIiIiKi0Y5TGYmIiIiIiCJMIgiCcD5P\n", "rKiowEsvvQSXywW1Wo2cnBz88pe/DHd+REREREREonfejRkRERERERGFB6cyEhERERERRRgbMyIi\n", "IiIiogg77wOmz9aXX36J1atXIxgM4uKLL8aiRYuG+y2JRsQ999wDlUoFqVQKmUyGxx57LNIpEZ2T\n", "559/HpWVldDr9XjyyScBAL29vXj66afR0dEBi8WC//zP/4RGo4lwpkRn72R1/c9//hMbNmyAXq8H\n", "ANx0002YOnVqJNMkOicdHR147rnn0N3dDYlEgvnz5+PKK6/kNVtkhrUxCwaDWLVqFR566CEkJCTg\n", "wQcfRGFhIaxW63C+LdGIWb58ObRabaTTIDovpaWluOKKK/DnP/956Lb169ejoKAA1157LdavX4/1\n", "69fje9/7XgSzJDo3J6triUSCq666CldddVUEMyM6f3K5HLfddhuys7Ph8XiwbNkyFBQUoKysjNds\n", "ERnWqYyHDx9GSkoKkpKSIJfLMWfOHGzfvn0435JoRHHvHIpleXl53/pkdfv27Zg3bx4AoKSkBNu2\n", "bYtEakTn7WR1DfB6TbHNaDQiOzsbAKBUKpGeno6uri5es0VmWEfMurq6YDabh+KEhAQcPnx4ON+S\n", "aMRIJBKsWLECUqkUCxYswIIFCyKdElHIuru7YTQaAQAGgwHd3d0RzogoPN5//31s2rQJubm5uPXW\n", "Wzndi2KW3W5HXV0dxo4dy2u2yAz7GjMisVqxYgVMJhNcLhdWrFiB9PR05OXlRTotorCRSCSRToEo\n", "LC699FIsWbIEAPD666/j5Zdfxt133x3hrIjOncfjwZNPPonbb78dKpXqhPt4zY59wzqVMSEhAZ2d\n", "nUNxZ2cnEhIShvMtiUaMyWQCAOj1esycOZOjwSQKBoMBTqcTAOBwOGAwGCKcEVHoDAYDJBIJJBIJ\n", "Lr74Yl6vKSb5/X48+eSTmDt3LmbOnAmA12yxGdbGzGazobW1FXa7HX6/H1u3bkVhYeFwviXRiBgY\n", "GEB/fz+AwU+vdu/ejczMzAhnRRS6wsJClJWVAQA2btyIoqKiyCZEFAYOh2PozxUVFbxeU8wRBAEr\n", "V65Eeno6Fi5cOHQ7r9niIhGGeTVsZWXlCdvlL168eDjfjmhE2O12PPHEEwAGdx8tLi5mbVPMeeaZ\n", "Z7B//364XC4YjUbceOONKCoq4tbLFNO+Wdc33HAD9u3bh7q6OkgkElgsFvzwhz8cWpdDFAsOHDiA\n", "hx9+GJmZmUNTFm+66SaMGTOG12wRGfbGjIiIiIiIiE5vWKcyEhERERER0ZmxMSMiIiIiIoowNmZE\n", "REREREQRxsaMiIiIiIgowtiYERERERERRRgbMyIiIiIioghjY0ZERERERBRhbMyIiCjm3HPPPdiz\n", "Z88Jt5WVleE3v/lNhDIiIiIKDRszIiKKSRKJZNjfIxAIDPt7EBERAWzMiIhIhBobG7F8+XLccccd\n", "uO+++7B9+/ah+5YvX44NGzYMxd8caVu6dCk++OAD/PjHP8ZPf/rTEc2biIhGLzZmREQUkwRBOOnt\n", "gUAAjz/+OKZOnYoXX3wRd9xxB5599lm0tLQAOLuRtu3bt+Oxxx7DU089FdaciYiITkUe6QSIiIjO\n", "xxNPPAGZTDYU+/1+5Obm4quvvsLAwAAWLVoEAJg0aRKmT5+O8vJy3HDDDWf12osWLYJGoxmWvImI\n", "iE6GjRkREcWk+++/H5MmTRqKy8rKsGHDBnR1dcFsNp/wWIvFAofDcdav/c3nExERDTdOZSQiIlFJ\n", "SEhAZ2fnCVMd29vbkZCQAACIj4/HwMDA0H1Op/NbrzESG4sQEREdj40ZERGJypgxYxAfH4+33noL\n", "fr8fVVVV2LlzJy688EIAQHZ2NioqKuD1etHa2nrCRiBERESRwqmMREQkGhKJBHK5HMuWLcOLL76I\n", "9evXw2w2495770VaWhoAYOHChaiursYPfvADZGVl4aKLLsLevXsjnDkREY12EuFU21oRERERERHR\n", "iOBURiIiIiIioghjY0ZERERERBRhbMyIiIiIiIgijI0ZERERERFRhLExIyIiIiIiijA2ZkRERERE\n", "RBHGxoyIiIiIiCjC2JgRERERERFF2P8HnahJd/NvNvMAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "temperatures = weather_mar2012[[u'Temp (C)']].copy()\n", "print(temperatures.head)\n", "temperatures.loc[:,'Hour'] = weather_mar2012.index.hour\n", "temperatures.groupby('Hour').aggregate(np.median).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So it looks like the time with the highest median temperature is 2pm. Neat." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5.3 Getting the whole year of data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, so what if we want the data for the whole year? Ideally the API would just let us download that, but I couldn't figure out a way to do that.\n", "\n", "First, let's put our work from above into a function that gets the weather for a given month. \n", "\n", "I noticed that there's an irritating bug where when I ask for January, it gives me data for the previous year, so we'll fix that too. [no, really. You can check =)]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def download_weather_month(year, month):\n", " if month == 1:\n", " year += 1\n", " url = url_template.format(year=year, month=month)\n", " weather_data = pd.read_csv(url, skiprows=15, index_col='Date/Time', parse_dates=True, header=True)\n", " weather_data = weather_data.dropna(axis=1)\n", " weather_data.columns = [col.replace('\\xb0', '') for col in weather_data.columns]\n", " weather_data = weather_data.drop(['Year', 'Day', 'Month', 'Time', 'Data Quality'], axis=1)\n", " return weather_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can test that this function does the right thing:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "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", "
Temp (C)Dew Point Temp (C)Rel Hum (%)Wind Spd (km/h)Visibility (km)Stn Press (kPa)Weather
Date/Time
2013-01-01 00:00:00-1.0 -1.7 95 35 6.4 99.89 Snow
2013-01-01 01:00:00-2.0 -5.1 79 35 16.1 99.93 Mainly Clear
2013-01-01 02:00:00-2.7 -6.0 78 28 19.3 100.08 Snow
2013-01-01 03:00:00-5.6-11.7 62 30 25.0 100.21 Clear
2013-01-01 04:00:00-7.7-12.6 68 35 19.3 100.32 Mainly Clear
\n", "
" ], "text/plain": [ " Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n", "Date/Time \n", "2013-01-01 00:00:00 -1.0 -1.7 95 \n", "2013-01-01 01:00:00 -2.0 -5.1 79 \n", "2013-01-01 02:00:00 -2.7 -6.0 78 \n", "2013-01-01 03:00:00 -5.6 -11.7 62 \n", "2013-01-01 04:00:00 -7.7 -12.6 68 \n", "\n", " Wind Spd (km/h) Visibility (km) Stn Press (kPa) \\\n", "Date/Time \n", "2013-01-01 00:00:00 35 6.4 99.89 \n", "2013-01-01 01:00:00 35 16.1 99.93 \n", "2013-01-01 02:00:00 28 19.3 100.08 \n", "2013-01-01 03:00:00 30 25.0 100.21 \n", "2013-01-01 04:00:00 35 19.3 100.32 \n", "\n", " Weather \n", "Date/Time \n", "2013-01-01 00:00:00 Snow \n", "2013-01-01 01:00:00 Mainly Clear \n", "2013-01-01 02:00:00 Snow \n", "2013-01-01 03:00:00 Clear \n", "2013-01-01 04:00:00 Mainly Clear " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "download_weather_month(2012, 1)[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can get all the months at once. This will take a little while to run." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data_by_month = [download_weather_month(2012, i) for i in range(1, 13)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we have this, it's easy to concatenate all the dataframes together into one big dataframe using `pd.concat`. And now we have the whole year's data!" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \n", " \n", " \n", " \n", "
Temp (C)Dew Point Temp (C)Rel Hum (%)Wind Spd (km/h)Visibility (km)Stn Press (kPa)Weather
Date/Time
2013-01-01 00:00:00 -1.0 -1.7 95 35 6.4 99.89 Snow
2013-01-01 01:00:00 -2.0 -5.1 79 35 16.1 99.93 Mainly Clear
2013-01-01 02:00:00 -2.7 -6.0 78 28 19.3 100.08 Snow
2013-01-01 03:00:00 -5.6-11.7 62 30 25.0 100.21 Clear
2013-01-01 04:00:00 -7.7-12.6 68 35 19.3 100.32 Mainly Clear
2013-01-01 05:00:00 -9.7-14.8 66 33 25.0 100.47 Clear
2013-01-01 06:00:00-11.1-17.0 62 30 25.0 100.65 Clear
2013-01-01 07:00:00-12.2-17.2 66 20 25.0 100.78 Clear
2013-01-01 08:00:00-13.0-17.7 68 13 24.1 100.87 Clear
2013-01-01 09:00:00-13.0-17.3 70 20 24.1 100.86 Clear
2013-01-01 10:00:00-12.6-17.8 65 19 24.1 100.90 Clear
2013-01-01 11:00:00-12.2-17.6 64 22 24.1 100.88 Mainly Clear
2013-01-01 12:00:00-11.8-17.2 64 26 24.1 100.87 Mainly Clear
2013-01-01 13:00:00-11.3-17.4 61 26 24.1 100.83 Mainly Clear
2013-01-01 14:00:00-11.3-17.4 61 28 24.1 100.82 Mainly Clear
2013-01-01 15:00:00-11.4-17.6 60 30 24.1 100.85 Mainly Clear
2013-01-01 16:00:00-12.0-18.0 61 22 24.1 100.81 Mainly Clear
2013-01-01 17:00:00-13.0-18.4 64 19 25.0 100.90 Clear
2013-01-01 18:00:00-13.4-18.4 66 24 25.0 100.96 Clear
2013-01-01 19:00:00-14.1-18.7 68 20 25.0 101.02 Clear
2013-01-01 20:00:00-14.3-19.0 67 15 25.0 101.04 Clear
2013-01-01 21:00:00-14.8-19.5 67 15 25.0 100.98 Mainly Clear
2013-01-01 22:00:00-16.3-20.2 72 7 25.0 100.98 Mostly Cloudy
2013-01-01 23:00:00-15.4-19.8 69 11 25.0 100.99 Cloudy
2013-01-02 00:00:00-14.0-18.4 69 11 19.3 100.96 Snow
2013-01-02 01:00:00-14.1-18.3 70 11 25.0 100.91 Mostly Cloudy
2013-01-02 02:00:00-14.3-18.3 72 13 25.0 100.94 Snow Showers
2013-01-02 03:00:00-14.7-18.0 76 9 19.3 100.91 Snow
2013-01-02 04:00:00-14.2-17.1 79 6 9.7 100.83 Snow
2013-01-02 05:00:00-14.3-17.0 80 0 6.4 100.81 Snow
........................
2012-12-30 18:00:00-12.6-16.0 76 24 25.0 101.36 Mainly Clear
2012-12-30 19:00:00-13.4-16.5 77 26 25.0 101.47 Mainly Clear
2012-12-30 20:00:00-13.8-16.5 80 24 25.0 101.52 Clear
2012-12-30 21:00:00-13.8-16.5 80 20 25.0 101.50 Mainly Clear
2012-12-30 22:00:00-13.7-16.3 81 19 25.0 101.54 Mainly Clear
2012-12-30 23:00:00-12.1-15.1 78 28 25.0 101.52 Mostly Cloudy
2012-12-31 00:00:00-11.1-14.4 77 26 25.0 101.51 Cloudy
2012-12-31 01:00:00-10.7-14.0 77 15 25.0 101.50 Cloudy
2012-12-31 02:00:00-10.1-13.4 77 9 25.0 101.45 Cloudy
2012-12-31 03:00:00-11.8-14.4 81 6 25.0 101.42 Mostly Cloudy
2012-12-31 04:00:00-10.5-12.8 83 11 25.0 101.34 Cloudy
2012-12-31 05:00:00-10.2-12.4 84 6 25.0 101.28 Cloudy
2012-12-31 06:00:00 -9.7-11.7 85 4 25.0 101.23 Cloudy
2012-12-31 07:00:00 -9.3-11.3 85 0 19.3 101.19 Snow Showers
2012-12-31 08:00:00 -8.6-10.3 87 4 3.2 101.14 Snow Showers
2012-12-31 09:00:00 -8.1 -9.6 89 4 2.4 101.09 Snow
2012-12-31 10:00:00 -7.4 -8.9 89 4 6.4 101.05 Snow,Fog
2012-12-31 11:00:00 -6.7 -7.9 91 9 9.7 100.93 Snow
2012-12-31 12:00:00 -5.8 -7.5 88 4 12.9 100.78 Snow
2012-12-31 13:00:00 -4.6 -6.6 86 4 12.9 100.63 Snow
2012-12-31 14:00:00 -3.4 -5.7 84 6 11.3 100.57 Snow
2012-12-31 15:00:00 -2.3 -4.6 84 9 9.7 100.47 Snow
2012-12-31 16:00:00 -1.4 -4.0 82 13 12.9 100.40 Snow
2012-12-31 17:00:00 -1.1 -3.3 85 19 9.7 100.30 Snow
2012-12-31 18:00:00 -1.3 -3.1 88 17 9.7 100.19 Snow
2012-12-31 19:00:00 0.1 -2.7 81 30 9.7 100.13 Snow
2012-12-31 20:00:00 0.2 -2.4 83 24 9.7 100.03 Snow
2012-12-31 21:00:00 -0.5 -1.5 93 28 4.8 99.95 Snow
2012-12-31 22:00:00 -0.2 -1.8 89 28 9.7 99.91 Snow
2012-12-31 23:00:00 0.0 -2.1 86 30 11.3 99.89 Snow
\n", "

8784 rows × 7 columns

\n", "
" ], "text/plain": [ " Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n", "Date/Time \n", "2013-01-01 00:00:00 -1.0 -1.7 95 \n", "2013-01-01 01:00:00 -2.0 -5.1 79 \n", "2013-01-01 02:00:00 -2.7 -6.0 78 \n", "2013-01-01 03:00:00 -5.6 -11.7 62 \n", "2013-01-01 04:00:00 -7.7 -12.6 68 \n", "2013-01-01 05:00:00 -9.7 -14.8 66 \n", "2013-01-01 06:00:00 -11.1 -17.0 62 \n", "2013-01-01 07:00:00 -12.2 -17.2 66 \n", "2013-01-01 08:00:00 -13.0 -17.7 68 \n", "2013-01-01 09:00:00 -13.0 -17.3 70 \n", "2013-01-01 10:00:00 -12.6 -17.8 65 \n", "2013-01-01 11:00:00 -12.2 -17.6 64 \n", "2013-01-01 12:00:00 -11.8 -17.2 64 \n", "2013-01-01 13:00:00 -11.3 -17.4 61 \n", "2013-01-01 14:00:00 -11.3 -17.4 61 \n", "2013-01-01 15:00:00 -11.4 -17.6 60 \n", "2013-01-01 16:00:00 -12.0 -18.0 61 \n", "2013-01-01 17:00:00 -13.0 -18.4 64 \n", "2013-01-01 18:00:00 -13.4 -18.4 66 \n", "2013-01-01 19:00:00 -14.1 -18.7 68 \n", "2013-01-01 20:00:00 -14.3 -19.0 67 \n", "2013-01-01 21:00:00 -14.8 -19.5 67 \n", "2013-01-01 22:00:00 -16.3 -20.2 72 \n", "2013-01-01 23:00:00 -15.4 -19.8 69 \n", "2013-01-02 00:00:00 -14.0 -18.4 69 \n", "2013-01-02 01:00:00 -14.1 -18.3 70 \n", "2013-01-02 02:00:00 -14.3 -18.3 72 \n", "2013-01-02 03:00:00 -14.7 -18.0 76 \n", "2013-01-02 04:00:00 -14.2 -17.1 79 \n", "2013-01-02 05:00:00 -14.3 -17.0 80 \n", "... ... ... ... \n", "2012-12-30 18:00:00 -12.6 -16.0 76 \n", "2012-12-30 19:00:00 -13.4 -16.5 77 \n", "2012-12-30 20:00:00 -13.8 -16.5 80 \n", "2012-12-30 21:00:00 -13.8 -16.5 80 \n", "2012-12-30 22:00:00 -13.7 -16.3 81 \n", "2012-12-30 23:00:00 -12.1 -15.1 78 \n", "2012-12-31 00:00:00 -11.1 -14.4 77 \n", "2012-12-31 01:00:00 -10.7 -14.0 77 \n", "2012-12-31 02:00:00 -10.1 -13.4 77 \n", "2012-12-31 03:00:00 -11.8 -14.4 81 \n", "2012-12-31 04:00:00 -10.5 -12.8 83 \n", "2012-12-31 05:00:00 -10.2 -12.4 84 \n", "2012-12-31 06:00:00 -9.7 -11.7 85 \n", "2012-12-31 07:00:00 -9.3 -11.3 85 \n", "2012-12-31 08:00:00 -8.6 -10.3 87 \n", "2012-12-31 09:00:00 -8.1 -9.6 89 \n", "2012-12-31 10:00:00 -7.4 -8.9 89 \n", "2012-12-31 11:00:00 -6.7 -7.9 91 \n", "2012-12-31 12:00:00 -5.8 -7.5 88 \n", "2012-12-31 13:00:00 -4.6 -6.6 86 \n", "2012-12-31 14:00:00 -3.4 -5.7 84 \n", "2012-12-31 15:00:00 -2.3 -4.6 84 \n", "2012-12-31 16:00:00 -1.4 -4.0 82 \n", "2012-12-31 17:00:00 -1.1 -3.3 85 \n", "2012-12-31 18:00:00 -1.3 -3.1 88 \n", "2012-12-31 19:00:00 0.1 -2.7 81 \n", "2012-12-31 20:00:00 0.2 -2.4 83 \n", "2012-12-31 21:00:00 -0.5 -1.5 93 \n", "2012-12-31 22:00:00 -0.2 -1.8 89 \n", "2012-12-31 23:00:00 0.0 -2.1 86 \n", "\n", " Wind Spd (km/h) Visibility (km) Stn Press (kPa) \\\n", "Date/Time \n", "2013-01-01 00:00:00 35 6.4 99.89 \n", "2013-01-01 01:00:00 35 16.1 99.93 \n", "2013-01-01 02:00:00 28 19.3 100.08 \n", "2013-01-01 03:00:00 30 25.0 100.21 \n", "2013-01-01 04:00:00 35 19.3 100.32 \n", "2013-01-01 05:00:00 33 25.0 100.47 \n", "2013-01-01 06:00:00 30 25.0 100.65 \n", "2013-01-01 07:00:00 20 25.0 100.78 \n", "2013-01-01 08:00:00 13 24.1 100.87 \n", "2013-01-01 09:00:00 20 24.1 100.86 \n", "2013-01-01 10:00:00 19 24.1 100.90 \n", "2013-01-01 11:00:00 22 24.1 100.88 \n", "2013-01-01 12:00:00 26 24.1 100.87 \n", "2013-01-01 13:00:00 26 24.1 100.83 \n", "2013-01-01 14:00:00 28 24.1 100.82 \n", "2013-01-01 15:00:00 30 24.1 100.85 \n", "2013-01-01 16:00:00 22 24.1 100.81 \n", "2013-01-01 17:00:00 19 25.0 100.90 \n", "2013-01-01 18:00:00 24 25.0 100.96 \n", "2013-01-01 19:00:00 20 25.0 101.02 \n", "2013-01-01 20:00:00 15 25.0 101.04 \n", "2013-01-01 21:00:00 15 25.0 100.98 \n", "2013-01-01 22:00:00 7 25.0 100.98 \n", "2013-01-01 23:00:00 11 25.0 100.99 \n", "2013-01-02 00:00:00 11 19.3 100.96 \n", "2013-01-02 01:00:00 11 25.0 100.91 \n", "2013-01-02 02:00:00 13 25.0 100.94 \n", "2013-01-02 03:00:00 9 19.3 100.91 \n", "2013-01-02 04:00:00 6 9.7 100.83 \n", "2013-01-02 05:00:00 0 6.4 100.81 \n", "... ... ... ... \n", "2012-12-30 18:00:00 24 25.0 101.36 \n", "2012-12-30 19:00:00 26 25.0 101.47 \n", "2012-12-30 20:00:00 24 25.0 101.52 \n", "2012-12-30 21:00:00 20 25.0 101.50 \n", "2012-12-30 22:00:00 19 25.0 101.54 \n", "2012-12-30 23:00:00 28 25.0 101.52 \n", "2012-12-31 00:00:00 26 25.0 101.51 \n", "2012-12-31 01:00:00 15 25.0 101.50 \n", "2012-12-31 02:00:00 9 25.0 101.45 \n", "2012-12-31 03:00:00 6 25.0 101.42 \n", "2012-12-31 04:00:00 11 25.0 101.34 \n", "2012-12-31 05:00:00 6 25.0 101.28 \n", "2012-12-31 06:00:00 4 25.0 101.23 \n", "2012-12-31 07:00:00 0 19.3 101.19 \n", "2012-12-31 08:00:00 4 3.2 101.14 \n", "2012-12-31 09:00:00 4 2.4 101.09 \n", "2012-12-31 10:00:00 4 6.4 101.05 \n", "2012-12-31 11:00:00 9 9.7 100.93 \n", "2012-12-31 12:00:00 4 12.9 100.78 \n", "2012-12-31 13:00:00 4 12.9 100.63 \n", "2012-12-31 14:00:00 6 11.3 100.57 \n", "2012-12-31 15:00:00 9 9.7 100.47 \n", "2012-12-31 16:00:00 13 12.9 100.40 \n", "2012-12-31 17:00:00 19 9.7 100.30 \n", "2012-12-31 18:00:00 17 9.7 100.19 \n", "2012-12-31 19:00:00 30 9.7 100.13 \n", "2012-12-31 20:00:00 24 9.7 100.03 \n", "2012-12-31 21:00:00 28 4.8 99.95 \n", "2012-12-31 22:00:00 28 9.7 99.91 \n", "2012-12-31 23:00:00 30 11.3 99.89 \n", "\n", " Weather \n", "Date/Time \n", "2013-01-01 00:00:00 Snow \n", "2013-01-01 01:00:00 Mainly Clear \n", "2013-01-01 02:00:00 Snow \n", "2013-01-01 03:00:00 Clear \n", "2013-01-01 04:00:00 Mainly Clear \n", "2013-01-01 05:00:00 Clear \n", "2013-01-01 06:00:00 Clear \n", "2013-01-01 07:00:00 Clear \n", "2013-01-01 08:00:00 Clear \n", "2013-01-01 09:00:00 Clear \n", "2013-01-01 10:00:00 Clear \n", "2013-01-01 11:00:00 Mainly Clear \n", "2013-01-01 12:00:00 Mainly Clear \n", "2013-01-01 13:00:00 Mainly Clear \n", "2013-01-01 14:00:00 Mainly Clear \n", "2013-01-01 15:00:00 Mainly Clear \n", "2013-01-01 16:00:00 Mainly Clear \n", "2013-01-01 17:00:00 Clear \n", "2013-01-01 18:00:00 Clear \n", "2013-01-01 19:00:00 Clear \n", "2013-01-01 20:00:00 Clear \n", "2013-01-01 21:00:00 Mainly Clear \n", "2013-01-01 22:00:00 Mostly Cloudy \n", "2013-01-01 23:00:00 Cloudy \n", "2013-01-02 00:00:00 Snow \n", "2013-01-02 01:00:00 Mostly Cloudy \n", "2013-01-02 02:00:00 Snow Showers \n", "2013-01-02 03:00:00 Snow \n", "2013-01-02 04:00:00 Snow \n", "2013-01-02 05:00:00 Snow \n", "... ... \n", "2012-12-30 18:00:00 Mainly Clear \n", "2012-12-30 19:00:00 Mainly Clear \n", "2012-12-30 20:00:00 Clear \n", "2012-12-30 21:00:00 Mainly Clear \n", "2012-12-30 22:00:00 Mainly Clear \n", "2012-12-30 23:00:00 Mostly Cloudy \n", "2012-12-31 00:00:00 Cloudy \n", "2012-12-31 01:00:00 Cloudy \n", "2012-12-31 02:00:00 Cloudy \n", "2012-12-31 03:00:00 Mostly Cloudy \n", "2012-12-31 04:00:00 Cloudy \n", "2012-12-31 05:00:00 Cloudy \n", "2012-12-31 06:00:00 Cloudy \n", "2012-12-31 07:00:00 Snow Showers \n", "2012-12-31 08:00:00 Snow Showers \n", "2012-12-31 09:00:00 Snow \n", "2012-12-31 10:00:00 Snow,Fog \n", "2012-12-31 11:00:00 Snow \n", "2012-12-31 12:00:00 Snow \n", "2012-12-31 13:00:00 Snow \n", "2012-12-31 14:00:00 Snow \n", "2012-12-31 15:00:00 Snow \n", "2012-12-31 16:00:00 Snow \n", "2012-12-31 17:00:00 Snow \n", "2012-12-31 18:00:00 Snow \n", "2012-12-31 19:00:00 Snow \n", "2012-12-31 20:00:00 Snow \n", "2012-12-31 21:00:00 Snow \n", "2012-12-31 22:00:00 Snow \n", "2012-12-31 23:00:00 Snow \n", "\n", "[8784 rows x 7 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather_2012 = pd.concat(data_by_month)\n", "weather_2012" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5.4 Saving to a CSV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's slow and unnecessary to download the data every time, so let's save our dataframe for later use!" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "weather_2012.to_csv('../data/weather_2012.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we're done!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.8" }, "signature": "sha256:b30cddcdda4ccce9aaafa59c0e24cbf9e66ca9362289410aeba3df769257302e" }, "nbformat": 4, "nbformat_minor": 0 }