{ "cells": [ { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "\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": [ "We saw earlier that pandas is really good at dealing with dates. It is also amazing with strings! We're going to go back to our weather data from Chapter 5, here." ] }, { "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", "
Temp (C)Dew Point Temp (C)Rel Hum (%)Wind Spd (km/h)Visibility (km)Stn Press (kPa)Weather
Date/Time
2012-01-01 00:00:00-1.8-3.9 86 4 8.0 101.24 Fog
2012-01-01 01:00:00-1.8-3.7 87 4 8.0 101.24 Fog
2012-01-01 02:00:00-1.8-3.4 89 7 4.0 101.26 Freezing Drizzle,Fog
2012-01-01 03:00:00-1.5-3.2 88 6 4.0 101.27 Freezing Drizzle,Fog
2012-01-01 04:00:00-1.5-3.3 88 7 4.8 101.23 Fog
\n", "

5 rows × 7 columns

\n", "
" ], "text/plain": [ " Temp (C) Dew Point Temp (C) Rel Hum (%) \\\n", "Date/Time \n", "2012-01-01 00:00:00 -1.8 -3.9 86 \n", "2012-01-01 01:00:00 -1.8 -3.7 87 \n", "2012-01-01 02:00:00 -1.8 -3.4 89 \n", "2012-01-01 03:00:00 -1.5 -3.2 88 \n", "2012-01-01 04:00:00 -1.5 -3.3 88 \n", "\n", " Wind Spd (km/h) Visibility (km) Stn Press (kPa) \\\n", "Date/Time \n", "2012-01-01 00:00:00 4 8.0 101.24 \n", "2012-01-01 01:00:00 4 8.0 101.24 \n", "2012-01-01 02:00:00 7 4.0 101.26 \n", "2012-01-01 03:00:00 6 4.0 101.27 \n", "2012-01-01 04:00:00 7 4.8 101.23 \n", "\n", " Weather \n", "Date/Time \n", "2012-01-01 00:00:00 Fog \n", "2012-01-01 01:00:00 Fog \n", "2012-01-01 02:00:00 Freezing Drizzle,Fog \n", "2012-01-01 03:00:00 Freezing Drizzle,Fog \n", "2012-01-01 04:00:00 Fog \n", "\n", "[5 rows x 7 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather_2012 = pd.read_csv('../data/weather_2012.csv', parse_dates=True, index_col='Date/Time')\n", "weather_2012[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6.1 String operations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You'll see that the 'Weather' column has a text description of the weather that was going on each hour. We'll assume it's snowing if the text description contains \"Snow\".\n", "\n", "pandas provides vectorized string functions, to make it easy to operate on columns containing text. There are some great [examples](http://pandas.pydata.org/pandas-docs/stable/basics.html#vectorized-string-methods) in the documentation." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "weather_description = weather_2012['Weather']\n", "is_snowing = weather_description.str.contains('Snow')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This gives us a binary vector, which is a bit hard to look at, so we'll plot it." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Date/Time\n", "2012-01-01 00:00:00 False\n", "2012-01-01 01:00:00 False\n", "2012-01-01 02:00:00 False\n", "2012-01-01 03:00:00 False\n", "2012-01-01 04:00:00 False\n", "Name: Weather, dtype: bool" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Not super useful\n", "is_snowing[:5]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA2kAAADiCAYAAADUF48gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXucFcWZ///pGRhgGHC4zgyIchFRQUBIDODExGuiJlmz\n", "UZO4EWOWuIlxE3e/yW6IDoiEl4lJ9ptXYjSb8FVWfzEbcXeJJjExcTW7IxBU7ncFFGRmGJhhZGAE\n", "Bk7//jj0me4+1dXV9+4zn/frpcw5XU/VU9XnUs+p51Ol6bqugxBCCCGEEEJIKihL2gFCCCGEEEII\n", "IT0wSCOEEEIIIYSQFMEgjRBCCCGEEEJSBIM0QgghhBBCCEkRDNIIIYQQQgghJEUwSCOEEEIIIYSQ\n", "FNHHrcC2bdvwxBNP4KKLLsJtt90mLbtx40Y888wzAIBbbrkFU6ZMCcdLQgghhBBCCOkluAZp3d3d\n", "+OQnP4kdO3ZIy+VyOSxfvhwNDQ0AgCVLlmDy5MnQNC0cTwkhhBBCCCGkF+Ca7jh16lRUVVW5VtTS\n", "0oK6ujpUVFSgoqICNTU1aGlpCcVJQgghhBBCCOktuK6kqXL06FFUVlZi2bJlAIDKykp0dnairq4u\n", "rCYIIYQQQgghpOQJLUirqqpCV1cX5s2bB13XsXTpUgwePNix/AsvvIDy8vKwmieEEEIIIYSQTFFd\n", "XY2ZM2cWPa8UpOm67lqmtrYWzc3NhcctLS2ora11LF9eXo4ZM2YAAK5dug4A0K9cw3N3TMe1S9dh\n", "YEU5qirK8b0bzsPfLt+GC0YOxK3Ta/DrrQexeu8RAMCdl47Cz9Y0obJvGbq6cxjcrxzP3Da10Mbc\n", "X23BwqvH4cv/ldfTfXBcNT40vhqXjxtS5M/3//w2mjpPYHPLMQDAC/Musfi2+NrxmDi8Ep95ajN+\n", "/7fTUSbQ2hllf/eF6ehTlr/+L/+zF7/f2VYo8/XLz8H3/2cvFlw9DvVjq4tsAeCrl43Bj17ZJxw3\n", "wy8AWPLfe/Dn3R14Yd4luHbpOnz/hvMwtW6Q0O4zv9iE9vdOAQD+z+Xn4Af/s7dwbWRVX7Qe7cYL\n", "8y7B89sP4f825tt+8KMTMPNs50DbzuGubnz6qc2oH1uN4QP7YsWWgwWfjf59aFw1agZVYN6lo4v6\n", "Xtm3DCtun1bo25xzq3HFhCGWsblu0jA8v6MNC64ahwde3IOPnD8U/+fycx19evzVJvxywwHLuLmN\n", "ldGe2SYuzG1fu3Qd7qkfg+svGB67H1HytWd3YFtrFx6+cRLuXrHDdZz/z2/ewKaWo4ncD0IIISRM\n", "bnhsPbpzeuF7vqqiHP85d6q7YcIY85NRg/uh6cgJ4XfyydM5fOzxDagbVIHmzpMAUDT/sj9nZsEL\n", "u7B67xFcMmoQvnv9eRa7c6v74+2O45by894/CrdMqyk8/tjj63HytC5twzynBIBPT6vBr7ccxPFT\n", "uaKyU2oH4nDXKew/cgIAcO6Q/nj7cN6HSSMq8eO/mlRU9/CBfTF6cD987pJa7DjUhY73TuHOD4zG\n", "c1sPYk/7cbR1deMjk4ZiyIC+eHTVO/jRX03C2rVrhb66atJWrFiB5cuX4/XXX8fPfvazwvOrVq2y\n", "VFpWVoabbroJixcvxre//W3cfPPNblUDABobG5XKRUXQ9qOw3/Xmm4HqjJMox2/Hju2u9gcOHIis\n", "/TTbG3ZZ9T8sgo5D0v2Pw15WJgv+R2FfKu+fKOy91JlG/6O0t5fPmv+0j88+6Gdz0PbTaB/2+ycN\n", "BO1DZ2en9LrrStqNN96IG2+8sej52bNnFz03bdo0TJs2zYN77uhn/tOMv90X9XpsdUCDbcXLwT7f\n", "hnwnSsNUNxxybLengG5rUC/6w7kdr8jGxnxJuZxPP6RoivcwksZN1UdcPyGEEEKIGyU1HdEt/wSv\n", "KA5cJsWeN6nXxVXa5+Eq89DED7Our6/veWAaCc360PsgCexEVZjb99OExf+Q7M877zxByWLCOtzA\n", "LTiV4bX/9pZk9hdMusC1vpqaGtcyMqK4f3HYG3ZZ9T8sgo5D0v2Pw15WJgv+R2FfKu+fKOy91JlG\n", "/6O0t5fPmv+0j88+6Gdz0PajtDfmcTJ7UQAS9vsnTPzGGLI+aJpgnq7B8uTgwWLZjUHiQRohhBBC\n", "CCGEkB4SD9Jc8zl1941LdNu/KmXt7SstrAoKRZHT+2YEmjTV9D6vC8x++m9uw2xvT7WkJs3dLqv+\n", "hwU1adSkBbHLqv9R2lOTpl4+a/7TPj773qpJk80h06pJk/nsNid26oM1tbG4lryUS8eRI3JNWuJB\n", "Wprwu9xJ1NE4yIQQQgghJYt9P4Ysk+SsNfEgzSmf057LGYcmzQ9R2E+YMCFQnXES5fhdcAE1aW52\n", "WfU/LKhJoyYtiF1W/Y/Snpo09fJZ85/28dmXsibNr32qNWmya7b9MszI+1C844NNkoazJOdJAykI\n", "0gghhBBCCCGE9JB4kOaWk2rZgt9p+3zHbfX1oijWXrbQvq67rtYZy7dOmiqzz07tGY+Np4WatF27\n", "5I44+qd2TVrO4wq115xi+xBbNGmmtnUA27e7a9JafGrSZOPvBWpqqElLuz01ac52WfU/Sntq0tTL\n", "Z81/2sdn7+Wz2W3fhSBtxG1vOarKpbys/TiTJaU78OvyVTanMTCnewrH5Exwc6TziNS3xIM0M0XL\n", "gprsqmqdLvmOgVtIjizqu7y4nL3eEUIIIYSULirzuNJRpMH3ZFSznyUGh235JSQepCWdk5rGnF5q\n", "0vIoadJGUpOWRPth2QeFmjRq0oLYZdX/KO2pSVMvnzX/aR+fPTVp7uWTnj+EQdA+DB6UcU2aNQVO\n", "HJs7RexuJ36rPC8q42VpuqR+TQgJp/GTpYkmgd8UBEIIIYSQ3oZu1/RkgEhc1Yv/FGQ7upJ4kKaa\n", "E+s7s8/Fztq+90aiyOnd5VOTlgRhatLsqGjSDrTynLQk2g/LPijUpFGTFsQuq/5HaU9Nmnr5rPlP\n", "+/jse+s5aQaiACSt56S5oTn8DQTvQ6Y0aWY00/+tf/mpR62ODEq8sgcHmRBCCCGEpATZHg9B4g/h\n", "FvzqW2UkH6QlnZOaxpxeatLyXHAhNWludln1PyyoSaMmLYhdVv2P0p6aNPXyWfOf9vHZU5PmXj7p\n", "+UMYBNakZf+cND2/BaZmPBIVcdY4FQfHDmVdttk0N+OaRyrIRbU/lp3G7lcKJd9a3+yUrG1dpZhv\n", "NEj8LNqf1B2/LnrRIBJCCCGEEDVkc1zAXfOfli0BdLgfzyWy0a1P5P8xz69dRyhP4kGaOZ/TsgSo\n", "FZ/U7QdLuqNgpJ3aVyUSTdrueDVpQTIQo9Sk7djmrklr9XlOmkr7abYvFU1NUKhJoyYtiF1W/Y/S\n", "npo09fJZ85/28dn3dk2aKAJJsyZNPg12virrg2AHftiTII8cyagmjRBCCCGEEEJ6I4kHaW75nOZt\n", "Kp2WPx2vi7bgtz1ntO9pZdVUWOS/dZlTXrPIfvx4Z02a323hVa281u4nH9fchtnevgX/BRde6FrX\n", "yJroNGkqQ01NDTVpabenJs3ZLqv+R2lPTZp6+az5T/v47HurJk0mC7LP95KePxjI5tVu80CnPliP\n", "DxMVyJc5K/uatDz+kx/V7cJJsAxOKZ/Pxc0dCSGEEEJKl1KaxlqlWB5tBXV5qSPxIE2azxlgYFTt\n", "0pjTu3v37kB1xkmU47d9+zZXe2rSsul/WFCTRk1aELus+h+lPTVp6uWz5j/t47Pv9Zo0hfJJzx/M\n", "yGIFWRgh7YNC3JJ5TZrrkqHMVvG5sJG2EeVp7Ip1qqc+pvenkMCepbdrxEaaX4eEEEKIFxSUOURA\n", "VOMUer22CkXTftU2Ew/SVHNSjYBUtIQq66xbIGtu323VTTTQKpo61fYNxo0fr1RfWJmDQerxmlOs\n", "QXPU9NlfwBde4K5JGxGhJi3N9qWiqQkKNWnUpAWxy6r/UdpTk6ZePmv+0z4++1LWpBlzRtmeDK6a\n", "ND35+YMKfubwXmoffFaGNGmaw99hVepWJ+VS0eMpbdXn8jMpLdKiFSWEEEKCwm80fyQ1br7lVgKP\n", "rRvwu89vEg/SzPmcfpYCw2w/LfbUpOXZvo2aNDe7rPrvBVm6IzVp1KQFscuq/1HaU5OmXj5r/tM+\n", "Pntq0tzLp0mT5pegfXj33Xel1xMP0pwopDeannPcLcZB5iWa3Dlu46+wFY1Rn1tJy6niIUebUe+Y\n", "E8eOPI5NBNAfRkEafCCEEEIIyRJZ2qU8mi0iipedLHts6Grz7cSDNIsmzPS8JorSfBCmJs3N3g8i\n", "+7HjnDVpfonq/RJlTnTS56Sl2b5UNDUqyNIBqEmjJi2IXVb9j9KemjT18lnzn/bx2ZeyJk3F3k2T\n", "Fkb7caFJxFhufdDsgYVmreGss86S2icepMkQBm2e6+gx5BldyePlHvB2EUIIIYSQKJHNN6M6Asyt\n", "XUAhSNu4cSMWLFiABQsWYPPmzdKyf/7zn/Gtb30LDQ0NrmUN3PI5A22/rWBqtO+3Fa/5qPadb0T2\n", "e3xq0mRjpar38zoOUeY0b5No0gw//WrSjLGSta+yXE9NDTVpabenJs3ZLqv+R2lPTZp6+az5T/v4\n", "7KVzC1sZv5lOae6/Snn5/EvwnKfWPBCgYlEfdIiPDxPNw900aX1kF3O5HJYvX46GhgYAwJIlSzB5\n", "8uTi5bszPPfcc3jooYdw/PhxLFmyBEuWLJE2roKSzkxi723lRl64MNAe3lF+7r2qjd/o3u5+nCuM\n", "mqB9A93xASGEEEIISRqnGABQnx9nZYqn69HNkVXGQLqS1tLSgrq6OlRUVKCiogI1NTVoaWlxLH/2\n", "2Wdj69atWLt2LSZOnKjkpFM+p4aeF0J+y8rgoySqwdJ+SjRp48aNC1RnnPg6J03R/qKLnDVpRi0j\n", "R4701L6dNOd0q9hl1X8vUJMWzJ6aNGe7rPofpT01aerls+Y/7eOzl12TnTMWVvtJ24titaDvnyjX\n", "E2SBp6xdV02a6LHpyerqAJq0o0ePorKyEsuWLcOyZctQWVmJzs5Ox/JTp07Fb3/7W/z5z3/GlClT\n", "pA0DxcuEp06fLvx94uRJdHV1FR63tbdh69atlvJ79uyx2p86Zan75MmTluutra2W6+b2Dx08hPa2\n", "NsfrW7ZuxWuvvuZ4XbSMK91efvv2QEvNjY2NaG09aHnOnGJqb988NrI6zWzZstVyzd5f++O/rPlL\n", "4XFTU5NrW/b2crlc4e+29jZs2+qc7rhtu/Wain/mx5s3b5ZeB4CVK1f6rj+Mx0H6l/bHALB+/Xql\n", "8qLU1KT952M+5mM+5mM+9vM4p/fMdQDg9OnTqfLP7bF5bi66DhTPx+3XX3nlFel1cxqg/Zodkb2X\n", "601NTeju7na8Lot7RPWfPHnSYtPc1Gy5fujgIezYsd1i74SmS9Ymm5qasGLFCsybNw+6rmPp0qX4\n", "1Kc+hdra2qKyBw4cwJNPPomvf/3rAICFCxfi3nvvRUVFhbDuF198ETNmzEBjYyMe2D4QAFDZtwwr\n", "bp+Ga5euw9ABfVDVrw/uvXIsvvSf2zHrnLPwkUlD8Ztth/DaO/nO33npKPxsTRPKNeC03mNv8Olf\n", "bMKP/2oSPvfvWwAAV583BJeMHoRrJg6zDE59fT2WvLgH3TkdK9/OvzBemHcJAODapesAAIuvHY9z\n", "qvvj9qe34te3T8WAvuUWe3PZFXOnorIif/3Bl97CS7sOF9q7p34Mfti4D/deORYfGj+kYG/YAsDV\n", "I07iTwfF4/a7L0xHn7J8GP7dl9/Ci28exgvzLsG1S9fhO9dNwIzR4tPLP/nERhw7mQ+Cv3rZGPzo\n", "lX2Fa6MGV6DpyEm8MO8S/NfmVjy6ej8A4NsfGY9Lx8ijfHP/D3d149NPbUb92GoMH9gXK7YcLIyl\n", "0b+PXTAc5WXAV+aMKdgb979cA57/2/y4L3hhF8493Yq/vW62ZWyumzQMz+9ow4KrxuGBF/dg6uBu\n", "fP+WSx39e/zVJvxyw4HC/QRgGSuz/+brAPCbO6aholwu2xTZe8Fub7RtjNk99WNw/QXDHe3Cbj8O\n", "+689uwPbWrvw8I2TcPeKHZZ7I+Iff7MTm1uOCcsFHYcsjp9Xe1mZLPgfhX2W3z9R23upM43+R2lv\n", "L581/2kfn73s2g2PrUd3TseCC47hge0D0b9PGZ79/DRhWb/tR2FvzE/Oqe6PvR3HseCCY0X2nSdO\n", "4VNPbsLAivLCnNP47jbP9357xzT8ZdXKIvsFL+zC6r1HMLW2Ct//WE9G3rVL1+Hc6v54u+O4pfy8\n", "94/CLdN6dvn+2OPrcfK0bmnXqR8GN04egZd2Hca7x4sXMyYOH4ByTcP2g/nAdMKwAdjV9h4AYNKI\n", "Snx62MGiOdyQAX0wsqoCd80+GzsPdmFvx3H8/WVj8MzGAzjU1Y22rm7MOfcsVA/oi0de3oGf3/o+\n", "rF27FldddVVR+9IZaG1tLZqbmwuPW1pahAEakF8FOX1mJUzX9aJVLM+EtK6Zxd0EIzmzIS1nVqRl\n", "kElmCCPVmRBCCCHxkJo5ZwgE0aQJduD3NKPpI7tYVlaGm266CYsXLwYA3HzzzYVrq1atQr9+/TBj\n", "xgwAQF1dHSZOnIgHH3wQuVwOH/nIRxxX0czU19cD29cJrxkd0bz2SlBHT0WC9gMQiSZt7FjgoDxd\n", "MC0EzSmW3f+LLrrItT5q0rLpf1hQk0ZNWhC7rPofpT01aerls+Y/7eOzV/5sdpj/BG0/jfb2/iY9\n", "f1BFRRcvtnOn2uWcNGmQBgDTpk3DtGnFy7CzZ88ueu6v//qvFVzyhv2Ebr+2bnXoCG8HF5Ut7mV9\n", "8fv7g+r4KO++k+IfQoK6ptS3FPe/NxHoGA5CCCEkRRTvWk7siMYkqnEKe65rr0+4Bb9im4kfZu0k\n", "mDMiV5UJmnQLfpdY1tq+6hb8TvYCG5c7IbLf89ZbSvX5jSmLPfIfnbr1v6glzdq+2d7+ArZvFCPi\n", "gG3zFK949T8ue9XXTVr9j4ug45B0/+OwdxNUR91+Gu1L5f0Thb2XOtPof5T29vJZ85/28dkH/WwO\n", "2n6U9saMUWQvm7rY53tJzx9UcAumvM+BtZ6dJHX3c9ISD9LMFG2BqQn/9FhpCHWQ0AjrHvBe9h6o\n", "SSOEEFIq9IZvtChWvSLdgl92za/cKgSHEw/SzPmc5tUDr4dWi1Apb7Tv9wXlNafW6KLRnsj+3HPP\n", "VavM9goI400hOhFdRpQ5zTJNmuHbyJEjfLUrG397GRnU1ESfUy5bTacmjZq0IHZZ9T9Ke2rS1Mtn\n", "zX/ax2evMrcolPGZb5fm/quUl49R8BhAHfWahfsqCGrTBZNp0fw60DlpSVJId4wxWdct6rUHWCqE\n", "7b5vvVqoXgQjzVq3tMAhMmG87/jCIYQQQlKP69c1v86V5FyJB2nmfE5zumNcaXGW9n3U70eTZW5L\n", "ZP/WW2+rVWZ7F4S9FKxSn/ecYmutMnuZJs2oxX6gt1cvspoTXiqaGiUkL0Rq0qhJC2KXVf+jtKcm\n", "Tb181vynfXz2smtF8w+feXFp7r8o/PDy/hHJHJJKE5W1K+qD5vC3iI6ODGnS7Gimf/3eHC+DRaLH\n", "07l1vGGEEEIIISRCpPNN30eAuRu6lUg8SHPLadUdH/jDXkVBk6b7uw/CfFTJOm+omjR73bJrikcZ\n", "WMoptElNGjU1kSO5EdSkUZMWxC6r/kdpT02aevms+U/7+OypSXMvnxZNWpB6HTVpplp1gSjNuOWZ\n", "1aQZEVPReRIezj4z1+OlTWd83MqwTcwXfS412euPc8FKE7Rv4DVAtNuUEqXaryBwSAghhJCEkUwa\n", "C9/TLpOYNH2fu51bHGSHafuu9ebMQJV5XuJBmmNOqmllK3+ugL/6LemOgjrSmNP79tuKmrQU4Ln/\n", "tnsQVJN28GBpnpOmapdV/70g+xyjJo2atCB2WfU/Sntq0tTLZ81/2sdn70mTFkH7SdsH1aSJSGwL\n", "fsk1aR8UHM60Jg2AdXnQq6kgTHWOXMOL69VqCt5eFC9YPyeiJ0EcrnE3wYhR3LWRt4EQQkipUJQh\n", "logXKUeUNRdfU8HrFMQuftpJPEhzzEktpDu6dyusfFK3oKcw0KbR96Spc2nf4JxzzvFdn4pdmMGH\n", "r5xmU/OWc/LMRXRgskSTZjBihD9Nmqj9NNo73alS0dR4QfSypSaNmrQgdln1P0p7atLUy2fNf9rH\n", "Zx/0szlo+0nZG/NL0dzFPt+Lc/4gRXGfBhFB+qADqK6ulpZJPEgzE3QnRtFY2vNBpe3Hup1g8Lai\n", "/vUliuGI62iFrMNf1nrgLp+EEEJKBftXWkl+xQWdxAgGJbEt+ENsWNO81Zd4kCbN27WcKRbN7Ulj\n", "Tu/be/cGqjNOguYU+9WkGVCTlk3/w4KaNGrSgthl1f8o7alJUy+fNf9pH5990M/moO2n0T7s90+o\n", "+AwxVLSHMt7t6JBeTzxIc8Oa1+ktNBeVVtlZMChqdcW8VqLaQVO5NGuBUuwaUcR4P7vdyzS/Dgkh\n", "hBAvUJOmQKyatGjvQM/RW4Jt+V1IPEhzyufUCpo0K16H0i2S9aRJKz7qIBJN2pgxapo0v2uLRVvw\n", "B1ik9JqPq2ma5cXpZK9Dx+TJ7pq04SWqSSvkdTu8gEpFUxMUatKoSQtil1X/o7SnJk29fNb8p318\n", "9qWsSTOmjE5nhJn/dWpP1/XE5w8GbocFyObIbn2w25q34AeA6iEZ0qSZyU9Oe/Idw8gJDXLWAUkX\n", "pX4n+csaIYQQUnqU+vwFiGZ37Gi34Heu3W+7KnZuZRIP0jzlpIZxz20vHKN9Hf4CQa85tfYVEpH9\n", "XkVNmt3dMN4TXquIMqd5yxZnTZrh5yGfmjTZ+NvLyKCmxr99YWXaZZxlaQHUpFGTFsQuq/5HaU9N\n", "mnr5rPlP+/jsVc4QM88/w24/jfZe3j9e5EpB8TJ3tscJoj7ounjWYpFvnfn7cMdhaXuJB2lOFNId\n", "Y1xSUN+CX71OP/7LTPz+OpGW8880hPtGK9kVp5LtmH84JIQQQkiKEciCsowlq88HRZam7R1V5uKJ\n", "B2kWTZipNxo022N33DosWimLO6fX2Obf8MXrOWlmwtSW+cV7/9XtZZo0oxq/56TJxt8LkWnSFO3S\n", "6n+YyNIQqEmjJi2IXVb9j9KemjT18lnzn/bx2cuu2TVdfqduae6/SnmVMXJ7LmlEffBynNeQ6iHS\n", "64kHaW7o0As3xmtkLgraHHd39Fi3tF3ZNZcNIcxlPLcrq9Phb1m5pJFNzoP6qTLEaRqLUkR1fKPe\n", "eYkQQgiJC+7u6E7c6Y6ysMrrAoiu6/k6FTIC3epOPEgL85yEwJoyHxVEkdO7d98+Jds0/Krg1H9V\n", "3+SatC2u9jwnLZv+hwU1adSkBbHLqv9R2lOTpl4+a/7TPj77Uj4nzZjfJf3+ERH1vNi+eBC0D4cP\n", "Z1STVsAWgcpXoIqf8xJ3uRb1Fcan8DeSGERpTi1ois339rOxevSPvXwgTHAsCCGEkPSiundDVF/n\n", "fqqVZevosMYGXjN77HGFeQt+lboSD9JUclLt5wrE1X5S9mPGjAlUZ5x47r8tapbZT5ky2bmaM//6\n", "1aSptJ+kvVtAUiqaGhVkQ0FNGjVpQeyy6n+U9tSkqZfPmv+0j8/eiyYtivaTtnc7J81P+5Gukkkq\n", "D3JOmhtDhmRek2b622OI7Cmn1SUn1VO7EkdlB/0VFXKhJ9/1jM4tjFU78xahaVwFPENgTVqK+9bb\n", "cLsTvFOEEEJKhaLvNH7JFeFlT4k4UTlvWTf9P/9X8V4Uqn1JPEhzy+cMelPchtPcvltqpF409Ar+\n", "u3RAqEl7x1mTJjpnQQkfLw4VvObj2ofYyV4HsHkzNWlO96pUNDVeEI0FNWnUpAWxy6r/UdpTk6Ze\n", "Pmv+0z4++1LWpMnsZfNLc3k9hPbDQnXTPRGufbAFFvbMQDdNWh+X9rFx40Y888wzAIBbbrkFU6ZM\n", "cSzb1taGhx9+GKdPn8aECRNw++23u1XviKVfmqa0zOU2mElsUV/kg+3fIBRtwR/yYnDY9eXr9FBW\n", "tvwc2I8UvBgkUH7VQ7rvFCGEEKJO8dlZSXiRbkTzvyiHSbq7o8eWe+b57nZuJaRBWi6Xw/Lly9HQ\n", "0AAAWLJkCSZPnux4BsCTTz6Jz3zmM5g0aZKrYwb19fXA9nWO1/0sD/bYFlvYnzLySf2mv4nyUVW2\n", "uDf+FdmfffYYoO2Asg89dbqnWar651afQSg5zQ73f/JkZ02a4ZlfTZrRN2lOtUKkRE2Nf3tjePPj\n", "7O+4BWrSqEkLYpdV/6O0pyZNvXzW/Kd9fPYqeq3C/Mfnj7Jp7r9jedN8Tz7/EjznqTV1gtTrFAO4\n", "+W9cHzJkqLR+abpjS0sL6urqUFFRgYqKCtTU1KClpUVYNpfL4cCBA54CtLApmR8jYl5GiWLcSuZe\n", "EEIIIYQQAOnISnMi8i34Y+67NEg7evQoKisrsWzZMixbtgyVlZXo7OwUlj1y5AhOnjyJhx56CIsW\n", "LcKaNWuUHHDPSVU/9k90xe3kb4smzeX2irZFV9EUyWoV2e975x1XH6LEy2tQpilzqtwcgzra6737\n", "nDTVPOi0+h8JgkGhJo2atCB2WfU/Sntq0tTLZ81/2sdn31s1abLJSxznpPnbgl9+0RxG2NdQ3Pog\n", "Sm01H3J9+HC71F6a7lhVVYWuri7MmzcPuq5j6dKlGDx4sGPZyspKfP3rX0cul0NDQwOmT5+OiooK\n", "x/rtnevuPlX4+/jx49C6daNPOHTwEHYcbwEwvFBmz549APoVHudOn7bUffp0paX+Ay0tOG/YeGHb\n", "7e3tOFGuA+hruz4QALBl61bs75sDUCm0zz8eKOjbKGha8Y3duWMH+rWchl8aGxvR2lpR8BcAtmzZ\n", "ikvHzLa0X0jn1HNwC78aGxuBQRML/m7bug1zzhXXJ+r/0VOAMQZNTU0W3wxUD0Hs6OjAW0f2AJgt\n", "vL59+zYA/a2+i/zrN154fcuWrTj59mlHewBYvXo1rv5QvfC604eN/brbY7u9MX6rVq2C6PVk2G/a\n", "tCmS9uOyB4ANGzcAGKBcfuXKlfjw5eL2jfHISv9pn6x91t8/tE/G3l4+a/7TPj77TZs2Odrb52M5\n", "PYfGxsYtd55JAAAgAElEQVRU+S8un5+THDt2DEC5o70de3tAfo7Tv9zZ/kjnEZv9QMcZrGr7Ttdb\n", "DxzAyRPlcFq3OtzeDlm4ZK//VPcpHOvqLgRjBw4cQGPjPmDgeYXHFUeacenUCwv2lZWVxRUD0HSJ\n", "8CaXy2HhwoVoaGiAruv49re/jcWLFzs6+sMf/hBz587F0KFD0dDQgIaGBscg7cUXX8SMGTMAANcu\n", "zeeoDupXjv+4bSquXboOtYMqMKhfOe68dDQaXtiNWecMxuxzz8Lvd7RhXdNRAMCdl47Cz9Y0Fers\n", "16cMz31+WuHxjf+2Ab/47BR88omNAIAbLhiGCcMq8bELewI9g4Y/7MLQyr54fkcbAOCFeZdYfFt8\n", "7XjUDKrAnf+xHU//zRRUDygOQIyyv7p1CoZU5q/f/8fdWL33XeTOjPLdc87GwyvfwT996FxcPXFo\n", "kS0A3DJ1JJ7e2Coct/+aOxUDK/Kv7O//+W288EY7nv/CdFz32Hp8+yPjcemYs4R21z+2HqfOODHv\n", "/aOw9NWecRtzVj/se/cEXph3Cf59QwuWvdaMnA4svHocLhtbLaxPxOGubnz6qc2oH1uN4QP7YsWW\n", "/CrXC/MuKfTv1uk1aO86hX+8/Bxh341x/+ffvYlbpo7EzLMHW65fN2kYnt/RhoarxmHxi3twxYQh\n", "mH/FWEefHn+1Cb/ccKBQr9GebKyM9v7jtosxqJ/zGzMKjLb/a+5UfPKJjbh7ztn4xEXBzoJLG197\n", "dge2tXbh/358Iv7huTfwmzumoaLceVH/7hU7sPNQF37z+Wmo6JP4hrSEEEKIb4z5mDE36lOm4Xdf\n", "mJ60W64Y85PxQ/tjd/txy7zKoO1YNz77y82W5+zzL8A6lzWz4IVdWL33CC4aORA//MT5Frtzqvtj\n", "b8dxS/l57x+FW6bVFB5/7PH1OHlaL2pX1A+Dq88bgo0tR9F6tLuo7LnV/VE7qAJ/2ZcPGieNqMSO\n", "g12Fv3/8V1aJ17VL12FQv3IMq+yL+VeMxY6DXdjcchRf/9C5+P/WtaD7dA7tXd24qKYKQwf0wXPb\n", "DuHbH5mAtWvX4qqrripqXzoDLSsrw0033VQIzG6++ebCtVWrVqFfv36FQAsAPve5z+Ff//Vf0dXV\n", "hdmzZ0tX0dzoOZE7PRQ2OvBiE6CdMOs2x+JJjqmmaYqbtKh5qbK5RxYpnH1Xmt3zBYeCEEIISS+q\n", "m/Clae6mupmeH+yKK/NDlbpdf5aeNm0aFi9ejMWLF2Pq1KmF52fPnm0J0ABg+PDhmD9/PhYvXozr\n", "r79eoXnxMihg7Lqv9fytotZzuekizZlT+6qo2Is8N7ojsn9n/ztKbUf1Ei9sH6ow5F7HT/WcNADY\n", "smWz4zWjnoMHD3lq304c99+PPTVpPcheh0HHIen+x2EvK5MF/6OwL5X3TxT2XupMo/9R2rulPUbd\n", "Pu2zYy+7Zpd9+N2LIs39VykfdP4YJrI9KVTmIH7Jp1I6k/rcIdGWlX5se+pwriSsXVuU1oli/hFB\n", "dWt934dlx0wcrqW5/yWB/TwKp2K8D4QQQkoE9e3wiJnItuCPoGLhsVc+JtiJB2nO5yT4iJgEUZZb\n", "Leb2/cRoUZwzMXr02YHq9Ip9lVJp1fIMTv1XrUE2frKD0w1GjCjWF3oha+eM2O2y6n9YBB2HpPsf\n", "h72sTBb8j8K+VN4/Udh7qTON/kdpby+fNf9pH5990M/moO1Ha6/5sg/7/SMimiOlnGt164PdUtM0\n", "S31DhwY4Jy1urIGlWAAmPZQ5rp/cPYrSvAQ9rtVlZFkhqJfZ6GV0+NE/lirGyi/HghBCCEkvqt/T\n", "aTqYWqpJi3DOrVJ14kGaNG9Xy0/Q/G4iUjQAWnEdRvt+b4PIf0Gzjj4JNWnv7Fdq2z4uyhuOuJTz\n", "Mt6ec4pt8arMfvNmZ02agV9NmjEGWcvptttl1X9AOdtR+nqlJo2atCB2WfU/Sntq0tTLZ81/2sdn\n", "7+Wz2W8gkOb+q5SX2atuQBILHjVpug7L+WqiuY7xd3vWNWmeCLhi5XaYdVzE/dKMZnmYEEIIIYSU\n", "EiEmh4VO1K7F3fXEgzQ3TZrsBwaVdEe3F5OlfZeyohQ0t3xUHbq0XrEmbZSkPvHfQSiqx8Or0Kn/\n", "Tr5psN4mR3sduHjKxa7tDy9RTVrP6qh4JEtFU+MF0VhQk0ZNWhC7rPofpT01aerls+Y/7eOzL2VN\n", "mvFVLLKXzdnN5XU9mvmDv2OvJJvpQb5tvtc+aLDGJZnSpJkpEtsp2LjdnKSCf3O7of4CYXthhVW3\n", "Zvs3VLw4KSka1Lc0/xIEZEd7GAdpv1eEEEKIKqLNJIgVUWZbpFvwhzjfNOpSsXO79YkHaW45rWFv\n", "we/Uvi5f8HK1V21YRZO2f3+TJx9UDj5W3fnTUk6h7Shzmjdv2uR4zfDtUISatKT7r2KXtZx0M9Sk\n", "UZPG90/67KlJUy+fNf9pH5+9ytyCmjRvmrQ0bTZi4KRJ0+1PQDy/zqwmzSm6tLyWQ75jbhGtn13m\n", "wl4QCaM+2cYmosdhognaD0KprjeVar8IIYQQQkREsRgTtBJzbOB3VU3crLv3iQdplhxV0/NxZXvF\n", "kdMru6ki+1GjnDVpaSPK8ZtysbsmbcTw0tSkub13S0VTExRq0qhJC2KXVf+jtKcmTb181vynfXz2\n", "paxJ82sfxzlpYeMWiwTtQ2Y1aUDPJhOapvnTpQg0W04DHuZ2n0V1mZzXncpY7BU5U69q2pgKuqne\n", "KJZzvNxGpbI+l/1UukZdWLQUNuJxGWfeBUIIIaVK1r7jopTQFaafioMShiv2zUGCtqIjP68xdHWi\n", "rhj9c9tVPvEgLWhOrJmgmrLQNGkB7ZuavGnSAhPgVe7Uf9UqZeO3SaJJM/CrSVNpP832paKpCQo1\n", "adSkBbHLqv9R2lOTpl4+a/7TPj77oJ/NQduP0t6Y3yX9/hER+Rb8Hs76VaGtvU16PfEgzYmexRz1\n", "FSdRSW+75iiW9fizR2QvGg8rPVIpn33hz687pr8ct+AXHCgurEv1YG61YpkjzNXRUoELm4QQQkiy\n", "yL6Kk567+dqC3+WaOYzwOg+xr5RpmrfVwsSDNFk+p3kby6i24I9FkyYQHRo3TmRfV6emSXPbAMQv\n", "Wo+TrkQ5flMlmjTDNb+aNMM+rTndbq/lUtHUqKCi6aQmzV+ZLPgfhX2pvH+oScu2pob2pWsvndva\n", "yvidu6W5/yrlVeb/luc8teYN5/Uc3fO+ElrRH84MGzZMej3xIM0LXnVjwjxQSfmw8mzdovL8vyql\n", "vDWobOVycJ9fN+IkqGtKq3kB2yBuqI0w7wMhhJBSQSULrLcjmqZGtvoW9i7sEG+E6KeZxIM0cz6n\n", "aAMB6ZleCl12i7u8aNJ6BrqnXS/nvLm1b9DU1Oy7Pl9o0odSvObjasZuMC72OtQ0aQcPlagmrbCp\n", "htwutf6HiOwDjpo0atKC2GXV/yjtqUlTL581/2kfn31v1aTJ5uX2+X7SmvYeJAsXunxO7HkOjJ76\n", "dADtbRnVpJUSUS3R9uYz6ku972HuNkoIIYSQdFDq85eoSGLckp6JJR6kyfN2tR7RnqaFcMidVrRa\n", "Z7Svu+/BKUTkv3T1z3byuMi+tq7Okw+FFMowBJumSlSq85qTbBdRSjVpU501aYZvfjVpsvEvakQC\n", "NTX+7XWX1UJTSdf2qUnzVyYL/kdhXwrvn6jsqUlTL581/2kfn73smq5QJmj7abT38v7xKlcKQn4O\n", "IgkAzPtK2IqJYwDdYqbbnjf/nVlNmp+IWWQTwd6OkRN35G7vt7cdMdXqdHueEEIIIYQQv0Qxx9Qs\n", "f3troWg6rWme6kg8SHPVdElXpWyPI2hfVL+5HRX/ZUGPyL6lWaJJ87jS5eST5bHPegBbjrGpftVt\n", "UZw1aTo29mJNmtsW/KWiqQkKNWnUpAWxy6r/UdpTk6ZePmv+0z4++1LWpMnsZXM/+3wxivlD6Fvw\n", "F82XrU8E6oMOtGVVk2YPbJTiTpctc2QLRG43Nkgg4zWyV20ryI4xsraD/hIh9cdD5aKiwVNe47EN\n", "SimfCWZ/3ZZwVwkhhBCSYtzmvX6yy/ILNMXt2P92qznxIC2Oc5ZU2/cTnESR01tbWxuozjiJMqf5\n", "4ounutoP96lJU2k/zfaloqkJCjVp1KQFscuq/1HaU5OmXj5r/tM+Pvugn81B20+jfdjvnzQQtA+Z\n", "1aQZ2JcWPa8weFm5kUTLGrxv0AGEv0tfFKsOgpTZUOuzX1MaP4cyXn3LvAauBJfUvN7Dng1GSm8s\n", "CCGEkJJBORUsUi+84eGoL8+aNNFjzbXZAokHaWnRtERpL5uUCjVpLS1KbYd1+HYQohy/TZs2Ol4z\n", "un6oVDVpLu/eUtHUBIWaNGrSgthl1f8o7alJUy+fNf9pH5+97JrsnLGw2k+jfdD3TyJb8CvOxfyS\n", "WU0akA9CjIPkzCtZqtjLy+oI80f6oHV57qfHBlVFklGc1WV/k/kdqzh+hEnTDz2lSBZ/cCOEEEKC\n", "ULR9Ar/klIhsC37o0kUPP8GhWeemB9hAIvEgzSmf01fELDByqyeNmrSamng1acLlWEU83z/bO6G+\n", "/jLHuqdOpSbNzS6r/ocFNWnUpAWxy6r/UdpTk6ZePmv+0z4++1LWpBnTuKTfPyIi2YJfUqlbH+y2\n", "xqKTwfDhATVpGzduxIIFC7BgwQJs3rzZrTi6u7tx11134fe//71rWRW8bI0Z+U/uPusP9UVjXuny\n", "uwplMwxt2Ew/FqhuwR+kjJdyWcNYxSzV/vmBY0EIIYQki/RoLNU6QvEknHrD6I8fVLLVpEFaLpfD\n", "8uXLcd999+G+++7D8uXLXVPr/vjHP2L8+PHKW1Y65nNqZ4KbM+eMGamPMoqXkO178BfX0dO+v1sh\n", "PifCJjT0ek6aoibN9zlpLte9bDcaNKe4sfEVx7KbNjpr0gwi1aQpDHDU56S52WUtJ91CCBuCUJNG\n", "TVoQu6z6H6U9NWnq5bPmP+3js++t56R5KZ+0pl0JXb7Q4tyHnoRH0XFDxrQnkCatpaUFdXV1qKio\n", "QEVFBWpqaqQBxIkTJ7Bx40a8733vS2QntqArVmnYiCMJoj6hnRBCCCGEZJ80z5VT7Jov+sguHj16\n", "FJWVlVi2bBkAoLKyEp2dnairqxOWf/755/HRj34UHR0dSo03Njbm8zm3rwMAnDp9unCt61gXcsd1\n", "6BgJADhw4AAqjjRDR0/+5ltvvw2govD4dC5nqVvXKy2rQk37mzDy/LGF60BPPmlHx7t453h7ob6e\n", "6HggAGDL1q0YWK4DGABdL7bPPx5oaR8AdF2sL9u58w1Utm5z1qS9K46ujdC3sbERBw/2g/kWbt26\n", "FbPPnS3snwqNjY3AgAmFx9u3bcfl48T1iR53dmsAKgEA+5uaAPQtasO4HYb9ZfWXATvWF5V798gR\n", "YESxj0bsv33bNgD9C5o0J//Qb7zw+tatW3F632nH/gDAmjVrcN0Vlyn3P4zHxmvotVdfA1Bpud92\n", "/wrvnxj9C+sxAGzavAnAANfyxhisXr0a13zIub4sj0eUj+vr61PlTxoeG8+lxZ80PebrhY/5OKzv\n", "cwiv53I5AFr+8fZ10KFn4vPImJ8c7TwKoFz8fS1Yn7HUd2a+/5c1a3Ddh50/nzs7O232PfNrWf2i\n", "5SFR/Wba2tvxXncZROtWOoDW1laI5rNGnfb6T50+jffeO3WmhIZDBw+hsXE/0G88NA1oaW5Gd3sO\n", "75s8CcOGDUdjYyMqKyuF9Wu6ZMmrqakJK1aswLx586DrOpYuXYpPfepTwsOWu7q68KMf/Qjf/OY3\n", "8fLLL+P48eP46Ec/6lQ1XnzxRcyYMQMAcO3S/E0b0LcMv759Gq5dug7nDumPQRXl+OSUkfjRK/sw\n", "65zBmFxThT++0Y5NLUcBALfPrMO/vd5cqLNPmYbffWF64fF1/28dnrtjOq5/LB8EfHLKCIwcWIFP\n", "XTyyyJ9//t0bOH94JX61sRUA8MK8Syy+Lb52PKoH9MHf/3onnvz0ZNQMqiiqwyj7xKcvQu2gfgCA\n", "+c+/iTfb3sO7x/M37MuzRuPR1fvx9cvPwbXnDyuyBYCPnj8Mv98pDtL+/dYpGFqZf7F856W38N+7\n", "DuPXt0/FX/3bRiy6Zjxmn3uW0M5c/2en1+CX6w8UHo8b0h97Dh/HC/MuwROvN+O5bYfw7vFTuO+q\n", "sbh83BBhfSLajnXjs7/cjDnnnoWRVRVYseUggPxYGu1/adZo7DjYhflXjAUA5HQdH/1/PUGaMe73\n", "PLsT8y4dhSm1VcKxabhqHBa/uAcfHFeNhqvGOfr0+KtN+OWGA4V6jbFQGatffnYKhg0UvzGjwmh7\n", "2S0X4fNPb8W8S0fhlqk1sfoQNV97dge2tXbhu9edh39+/k38520Xo6pfH8fyX/yPbXj78HE887mL\n", "Mbi/czlCCCEk7dzw2Hp05/TC3EgD8AfTHCWtGPOT84YNwJtt71nmVQb73z2BO5ZvtTxnn38BwC9v\n", "nYJhlcXzqwUv7MLqvUcwaUQlfvxXkyx251b3x9sdxy3l571/FG6Z1jNH+tjj63HytF7UrqgfBpeO\n", "GYymIyfwzrsnisoOreyDGaMH409vtAMALho5EFtbjwFAkY9G3ZV9y1A9oA+WfOQ87DzUhZVvd+De\n", "K8fhsVebMKBvGdq6ujHmrP4YMqAPXt7dgQVXj8PatWtx1VVXFbUvTXesra1Fc3NPENTS0iIM0ABg\n", "+/bt6O7uxg9/+EP88Y9/xMsvv4x33nlHVj2A4l8cLGhWfVcUW/Ab7euArzVckf+idu3XzCsk9ji5\n", "5YCaJq1QZ2HDDsURchFJagrlDKT3T4AXTdpGiSbN6KtfTZphL/NfZTy99j8se8MuqfbDsFfeHEVS\n", "IOg4ZHn8VO1lZbLgfxT2pfD+icreS51p9D9Ke6cVkrjap3127OVzC2sZv+KgNPdfpbx0jASDEtlm\n", "Iy66M6+aNN2oUzM9Aav/xt9tbfI5rPRn6bKyMtx0001YvHgxAODmm28uXFu1ahX69etXWA2bMWNG\n", "4e+XX34ZJ06cwNlnny1tXIafvFKRjZd6Si2XVZWiLUJDGIjeOpaEEEIIIaVKb9Okmev02vegcYlr\n", "7tC0adMwbdq0oudnz57taPPhD39Y2QFzjqoQD1tj+omynXJUhe0JVqzc7HW4n7FgX0mrqakB3m13\n", "rE/0txfCPEjR3H/zyoj86ISeq5ddJtakAcA0wTlp9tWtYcNK85y0whA5DKRhl1b/4yLoOCTd/zjs\n", "ZWWy4H8U9qXy/onC3kudafQ/Snt7+az5T/v47JU/m2Xz3wDtR2lvzE/E9s6zP0t/9WjmD7624PcQ\n", "aNjny0H6oMP9rN/ED7N2In/gm1ZIv9NE++fbcNtRMr+lv7iM23KnJ4p3/vdS3HPQFDQN1Nq2Hukq\n", "mJft/aWOxLB5aLLncpX+qWCFHz1Kv6uEEEIISSlOc1O3hRYnzNKhwhTHNNkx4hW3qhMP0sz5nEEn\n", "a54CAEH7fqKTKHJ6Dxw4ICgZHUXD5mEcnPrvVIX9+VdekWjSNrifk+aWz+tG1nK67XZZ9d8Lso8F\n", "atKoSQtil1X/o7SnJk29fNb8p3189kE/m4O2n0b7sN8/IqLOxLTPl936IJYT9Tzptq9C4kGaG/bA\n", "zbIsabsY9dlsLhloYpuwXQqjvhiWLqSrdUr2vXt5xc9rrdThWBBCCCHpRfV7Oqo5nq90R1m2Y4QT\n", "D5W6Ew/SrJqmYoJosFR2h1HNJ3VqW2RfVNYUSdtTvETnSoyo8bfluuqLSTWAUqlOOH4ebtScyy5z\n", "vDZ1mkCTZtslx02T5uSKPKfaWkZG5Jo0F7s05+Q7Yb+H7uVdctx9+hHELkv21KQ522XV/yjtqUlT\n", "L581/2kfn33Qz+ag7afR/jLbfE86/4rxZ9kgiwrCGEC3zuFkP7pnVpMG9MQ2mhbSjoMulUS1TKqZ\n", "alZ62SUs0tEiXDD2JklL8RZChBBCCCEk88i34Pc5F1Uwy5QmLcg2l3mbYiO3eiztSwo7XQl+Tlix\n", "ff508zjRJI/kCPuvqdch06Rt2LihuGpbxW6aNDc/spbTbbfLov9hbt9LTRo1aUHssup/lPbUpKmX\n", "z5r/tI/Pnpo0UflXbI+zoUkzz1lU5vAW26LHmqW+g1nXpBXvf+l4JXJNmmPDLoXDfNGEsQRcPEzh\n", "jJtu+kNao0JzTreySKNYokKlnuXxEu2gD2J7fxNCCCHEM2HIbgK178fGg1GYfqvUlXiQ5pyTmo82\n", "zVvju3VI5dw0J02a3y34nfJRLZg1aQr2I0aOVGrbmLR6nby6BlAeBsJrTrK96jlz5jiWnS44n8/A\n", "6PLw4cM8tW8ntTndJaxJsxPkQ4+aNGrSgthl1f8o7alJUy+fNf9pH599KWvSjO9sz5q0enVNWrw4\n", "BwBu82tZHwqxi+C4IePPESMypEkLGqEGPdk7FozAyr1IjPhPd1Sr0fR8mo+qJ6mE62eEEEJIOkjz\n", "LC7udEd34+KHXupIPEhzy+eUrY4Vb88ffvuW+gW70qn4L7shIvuDBw9K6zNIQ8Dj1H/V3XJWrlzp\n", "WGbDhmJNmr3eQ4fapP65kdacbiPN0SlgLxVNjRdEQ0FNGjVpQeyy6n+U9tSkqZfPmv+0j8++lDVp\n", "xnexyF4293vFpEnT9WjmD77SHQPUF6wPOg4dzLgmTT8T5Ripj0HQAMcRD/fXemttmijd0XzyeEBf\n", "vJ6pJVu+1dHjbxwren7bCOqain2SEqjesHrUkwLQG3pLCCGE9F68fNPHOS1wkzt5XQ7Rkf+hXbOJ\n", "tWSLTE4kHqSFmZMaVFPmZ2HKq//2gEqoSRsxwrsjAQiyIOfUf9Uq51zmrEmbJtGkGZSsJk3RLqv+\n", "hwU1adSkBbHLqv9R2lOTpl4+a/7TPj77UtakGfO7KM9J80vk+WW2BoL2IVOaNDNhZfJ5SQlMPnkw\n", "HaTlnDRCCCGEEEKSIsicuMjWoygt8SDNaz6nbIkwck2aQCfkqknT5TfYsybNvDuMz/Xg4qMLfFUD\n", "wOp/j2ZPvnG8RZP2iliTBvRyTZrLPSkVTY0nBGNCTRo1aUHssup/lPbUpKmXz5r/tI/Pvrdq0mST\n", "P/u5uGnRpEnrc9EjBemDrgMHs6pJ03BGh3Ymr9NzTqhglpuvz6E89NCWebyeEWb31es5E16DrCAi\n", "yaB4GWF52egTlnlGWbTogjxtQgghhKSXUpORyzRpOuArzU7X5fs7GE+5hR2JB2mWfM4E7rxFkxbQ\n", "XgUVTdpwlxzVsLG/SLzEql41aV7OSVPRpA0bRk1aEu2HZa+C7GOBmjRq0oLYZdX/KO2pSVMvnzX/\n", "aR+ffUlr0jR/9lnVpGmOD9z7YPfHnu3otgdF4kGaG2GnNwZCL/pDiah0WL6rjWPXRtk1hfYdy5Ta\n", "TzgOiA4/7O1wKAghhJBkkc/L1b6po5rbhL4Ff4STMJWaEw/SZPmcmulfDZqnwRKV1FD8Aiq077IF\n", "pxPCcyJsjZvrtevaGhsbi3x1y1F1xGOapPiibts0VI7nfFxbxPqKwzlpgFiTZmCMX1ubT02aafxd\n", "ikiJ+pw0N7us5rRbcBlo2WVq0qhJC2KXVf+jtKcmTb181vynfXz2paxJ82vfGIMmzQ86dOliiuya\n", "WJdnncH1SJMsm0oAkO9BAaQgSIsSr0FXHDsPpnFlpGg5NoRxUE13JIQQQgjpjWRxTpTmXbqjTnf0\n", "vENGsM0dkw/S0nLOUprshw+PV5MWhKD9l2nSpk+nJs3NLqv+hwU1adSkBbHLqv9R2lOTpl4+a/7T\n", "Pj77Utak+bWPQ5MWN8HPScu6Jq3occ8zUeaKynzxemp6mL86WFZLQ6gjSD2y+uV1urfolO7nshtq\n", "yVHq/fMCx4IQQkgpkcXvtTD2iohq92xftXroT5h+q4QwiQdplnO2TM/nAxst34kz64Nu/RGke1rR\n", "tKLnjfb9DrtQk1bcsNzeZnDwkKImTbf84wFni/wV9ajSa06xPWBdKdOkrZdo0s7861uTdgap/woD\n", "y3PSgp0RAgT7kqImjZq0IHZZ9T9Ke2rS1MtnzX/ax2df2po03Zd9HOek+UE279Vd9uB37IN5C35Y\n", "/zX/fag3adKCbCXvp7wfenbtCyEaD8lf0RahYdcZZt1R1kfSSBZ/aySEEELkZHMOk16vI9GkmSr1\n", "qkkrKq1p0DwEG4kHaW75nEVLjZJ0Pz9xj5d8UtHh0Sr+y26HyH7YMGdNWhhLrWFOeZ36r7oF/2wH\n", "TZquA9OnT5faAsDQEtWkuaXWloqmxhOCwaAmjZq0IHZZ9T9Ke2rS1MtnzX/ax2df2po03dFeNg83\n", "70GgB2rfGV9b8AdI3+zVmjRNQ2FL+ChXdwDjxHHnEp5uvH0Lfq34kmjZ02drhVU55Vxg2QvSoqGL\n", "fgVDuqIouWFBFyJVzJNcv+kNa0eqGs807ohKCCGEEHU87ecQmRdiHBe3TMdSqaLDtkAjkHYYf7st\n", "qikFaRs3bsSCBQuwYMECbN68WVr2Zz/7GRYtWoSFCxfiwIEDrnU75XN63uYS/tIVze2HdU6aDPsL\n", "T2R/6FAwnVWcON8/MfZ7tGrVKse6169f79p+pJq0FNuXiqYmKNSkUZMWxC6r/kdpT02aevms+U/7\n", "+OxVP5uDyGyS67/my37lK9Y9CKKYP0SSiKkJ/wTg3ociGZbtemurXJPWR+4ZkMvlsHz5cjQ0NAAA\n", "lixZgsmTJzvmVN55550AgM2bN+PZZ5/FF7/4RbcmCCGEEEIIIYScwXUlraWlBXV1daioqEBFRQVq\n", "amrQ0tLiWnH//v3Rp49rDOhJk1a0tbt9K3mF7entqVOq+aS6Lt6NTpiTaz4mwMFJo676+voiX2U6\n", "K1H/vS4LS/ViHusy998pLc2e0mh+NHv2bMe6hZo02+MoNWkqaXaR5YSLBJACu+zmtJu6pviiE+kx\n", "qUmjJi2IXVb9j9KemjT18lnzn/bx2fdWTZoMy7m4enrOSZPt9eBXkyaMA2z5jjp0jBwp16S5RlFH\n", "jwt2SUQAACAASURBVB5FZWUlli1bBgCorKxEZ2cn6urqpHYvvfQSrr/+erfqLdi34NfOPKdp4ey8\n", "6FpFRBvWmKsNUwvlO2fXxTDKfXu8pLGmd/+g6InqDJEswpEghBBCSBTk96RwuAb/c1GV+a5bCdcg\n", "raqqCl1dXZg3bx50XcfSpUsxePBgqc1rr72GUaNGYfTo0dJyPbmcAwHkUysNOjs70V2uA6gGADQ3\n", "NeNkWw7AkEKZfe/sA1BReGye2L7yyiuAXmlpb987+3De2HNtbecj4SOdR/DWnnYA/YS+bd26Ff3L\n", "dQADhPb5xwMFfRsp7Puu3bvQeHgHAOB9s6w7HLa3tcHt1jQ2NuLQoX6Wctu3bcMHx822tO/ll4rG\n", "xkag77hCKuuOHTtwxQRxfaL+d3RrAPJj3tTUBKCvvC0AJ3OAedwMjh49imeWL8f8L98utN+5cyeA\n", "fmfGaryzf/3GC/3fvm0btP2nLf6brwPA66+/htFXXqbcf9F1t8d2e2Ms1q/fAOO1JrJ/9NFHcfHF\n", "F4feflz2QP49BfRXLr9mzau4/grr/TDKGOORlf7HaW8vmzX/o7DP+vsnSnvZ6yUL/kdp7zRGWfGf\n", "9vHZb9q0CV/+8peF9vm5rnbm+YGFMmnyX1w+7+uxY8cAlBd8Fn1fmzGunzLN91577TUMqdAd7Y8d\n", "PWqzL54n2ut3a9/pemdnJ07rAFAuvN60v2c+a18wEn1e5nI5nDyZn19q0NDe3o7GxmagfCw0Ddi/\n", "/x0cLgeGXHQeWltb0dj4DiorrfGKQR/hsyZqa2vR3NxceNzS0oLa2lrH8rt378bWrVsxd+5ct6qL\n", "PuzKynqyLwcNGoSqivJCSlTdqDqMOas/9rzZXihz9tljgDbz5iQ9o3fZZZdB22ndeGLM2WMsbQM9\n", "Azx40GCMG3sWcLDJch3b1wEALrroIgysKAP2vmlZprXc/DNlzfb/+dxOoX5vwvgJqJ88wtJ/JUxp\n", "kn9+cQ/Q2VG4dMGFFxa1L67COYVu61/2Fx5PmjTJsT5R/w90ngR2bQEA1I0aBRwWCyLNW6/+9/+I\n", "+z+wqgrn1U107MP5558PNL/t6t8brzYJr19w4YWoH1ctffPOnPk+1/qd7FUfF9mfeQ1NmzYNeHtn\n", "4U7Z7Y2AJPT2Y7IH8u8p7N+tXP79l77fsX1zgBaH/7TPtn3W3z+0T8bebTKbdv9pnw77srIy5HK6\n", "Y5nU+n9mflJZORA4cVxYXqTQMK6/bJrvzXzf+7B746vC9oD8HNBib5pfO9UPiDNvRPWbqRo0CKdz\n", "OnDiveKLOjB6dM98VtY/g7KyMlRU9AR8Q4cORX39BGxa9Q4A4OzRZ+Os/n0ssqe1a9cKfXPVpJWV\n", "leGmm27C4sWL8e1vfxs333xz4dqqVauKKv6Xf/kX7Nq1C4sWLcJjjz3mVr108IzYRjuzaOhp+07R\n", "SGrFdRjt6/C+zabZ3tJ2cbMmv6xl6uvri3wdOtSjzqpQp9oIuZUy/A1Lk2VPYzUza5azJu0SgSat\n", "p858rX41aYa93H/3AVDpvx971TzoqNqPyx5wf93KXodBxyHp/sdhLyuTBf+jsC+V908U9l7qTKP/\n", "Udq7TWajbp/22bEP+tkctP002tvPxZXZJ3X0jj0OyEuunKMDxxjAlCcp2s/C+HtkTY3UH9eVNCD/\n", "q/60adOKnhdt+vDwww+rVBkJ9mH0cqr3GYPQfHFDdj5Y3Hqkom5HqP/rzTozQgghhJAsE+NU2TNR\n", "uxa075rHOhI/zNpzul/K2o/Cvr29XVAynQTtv+yctHUK56S185y0RNoPyz4oQcch6f7HYS8rkwX/\n", "o7AvlfdPFPZe6kyj/1Ha28tnzX/ax2cf9LM5aPtptF+5Mvpz0uImaB9aXc6TTjxIc6In5c60jaWu\n", "S7fZFy0l2pFtzS8LbnXopiVL9fQsHbBUrLS7o6SQqI+et+CX1e/jdPUef3ShP+b2NMW8Vbft/EXL\n", "x2GThl0Fk1ryjwOn14tj+RIeC0IIISQLyOeoirKbFH2fRzEnFlVpjQ3UBiDxIM2Szynwuecp78Ok\n", "ksVnbt/PMqZKTq5Vk+YsFjUYOnSoUttRvca9DIP3nGZr7bMk56TNuMRZk2YwzKt+z0Zac7rdPsBK\n", "RVMTFGrSqEkLYpdV/6O0pyZNvXzW/Kd9fPbUpBXjRZMWJzr0nj0wNPs1eWwg3VfDwdb8VI2LJi3x\n", "II34J8VpwfHBQSCEEEIIISVG4kGa13xOyxJhCOulXtoXpRe62bulUXrVpIWxRBzmMrNT/2VNmO/h\n", "akdNmo5164o1afZ620pUk+a2FF4qmpqgUJNGTVoQu6z6H6U9NWnq5bPmP+3jsy9lTZoxO/Fqv8qi\n", "SdMjmT/4md4GmRMH6YOODGvSgPzW+7qeXy70nIoo2oFf0xzvhtup4kFuoibQpFm0Zba6PWvMPBrK\n", "AgDz0m4U6ZSi7U0TIYAuLhZSlK8dFQVdoUtf497tlBBCCCHh4u2bPOZdzh0iALeFFrGR1U43XzDV\n", "e6ZhKYkHaU75nKFs8alQR+w5vbaJqch+yBA1TVpYFL841Qff8f45tWW7IDrGweCSXqxJU7XLqv9h\n", "QU0aNWlB7LLqf5T21KSpl8+a/7SPz171sznIVDep/hs+e9ak2eZ7UcwfIlHAeDwnzWJaVJV11alm\n", "JDVphBBCCCGEEJIZEg/SzPmcwi0rbX/LtuB3spM9b25fdvi1brI1+yDKRy1O3+qp157u2NjYWORT\n", "+2HZOWmChdMQV4XddrKxI7p/svRNzXbd6Zw0XYdQk1ZYiTzzsK09Ok2ayrBGp0mT+1AKmhqvW++L\n", "0iKpSaMmLYhdVv2P0p6aNPXyWfOf9vHZ91ZNmky+YJ7v6QHaDxu3WMLrvhL2Op2OjNJ14EBrRjVp\n", "GjTkJWT5Mwr8LGF6TeKLaqNAkSYtSdw0QJFumOihci0Vo5UMvbfnhBBCCCHxYOx9AYinqL7nxIL9\n", "NOzxjFvdiQdpadG0pMl+yJAhgeqMk6D9nzVrluO1Sy6Z4WpPTVo2/Q8LatKoSQtil1X/o7SnJk29\n", "fNb8p3189jwnrZg4NGlRYw+6gvahpM5JK0qjk556rlaHSl2FCn3snqjDdlq5wpZ2XvtltKecPqZ4\n", "MazdDe0HeKv44vZ8z/KxPyeVrBJczup5mZTwmpry7o7GvyU8FoQQQkjGkaYOephfxjv1CbexorRG\n", "Y45u679Kq4kHabKcVA0mjVREOXhWTVowexVEmjQ7hw93eHfEhw8GQXbS9Np/+06Sq1evdiy7bt1a\n", "1/pkZ8qpkN6ccJ6T5qV9atL8lcmC/1HYl8r7h5o0atJon0571c9m2V4IQdpPo719D4Kk5w8G5uBJ\n", "eD8kt8gthnHjQJbPSQtKpNqqEiaU4w+c6o6uakIIIYQQQkIjzHmrpnmrL/EgzS2fU7ZTYBgLlF7y\n", "SUVLll79V2m/eki1Un2+l4NthkGWlS3++9h500mTpgOYMaNYk2avN+iZcmnN6XbaDchul1b/o0A0\n", "FtSkUZMWxC6r/kdpT02aevms+U/7+OxVP5uDSBqS6r/hsche1huzJk13svc4HMWphd4JEksEuge6\n", "ni1NmujF6jco8/rCL9KOSfzwimV3R8Hk2+5r0BdpkPL57UaD/W5g1w5ZHtmq9vv5FEe6cpIaqN6g\n", "vlLWmvWGwSCEEEKyQIrnbX5w88tPSmpY8UziQZpTPqd1THyGDbaBFY2z6jlpTqjk1Jq9t98YkX1H\n", "R7SaNDtFW4T6PCfNUodTW7bHf/lLME3aYemZcu5kLafbbpdV/8OCmjRq0oLYZdX/KO2pSVMvnzX/\n", "aR+ffUlr0jR/9qsVNGleh8PrUVtu9bhtwW+/LtWkaZo4ejE91dqbNWmEEEIIIYQQkjUSD9Jc8zlt\n", "Iqyg23LazY323bcB14Xbvrvl1BZ2p3RwpL6+vsins6rPkvgheE5xK3ORf16uiVDKx7XsnGNt4wMf\n", "cDgnTRefk1awPfOHX02abhp/xzIK9USmSXNxohQ0NapHR8jGgpo0atKC2GXV/yjtqUlTL581/2kf\n", "n32vPSdN8oU+y3xOmh58/hUaYe3LYFSnW0UcPfNWa5M6gJqaWmn9iQdpTmg4M6E3/vZZh+xxUfkY\n", "th408lRVz5KIxAeX61EOg5fE1TjuR2pJa/I2IYQQQkKhN09z0oJlMUWUnejzJhlxTNFzHupOPEhL\n", "i6YlTfbvvvtuoDrjJGj/V0s0aWvX9uZz0tTssup/WFCTRk1aELus+h+lPTVp6uWz5j/t47MP+tkc\n", "tP002qf1nLQgBO1DS0uL9HriQZobsv1Rgmxd6odULG7ojg8SR3XnGpVdE51LpKvPUaGaCtib4FgQ\n", "QggpJTL5vSaTzCj2yKlcIlvwxxxLFNpVKJN4kGbO5xQ6rHj2VpGZQ2H7zTC3L111dNEGyYpqgmvG\n", "CzR/Toa1/FlnOWvSwkD+gtQ9Le2q5DTLWnPUpEF8Tpq9zqFDozsnTeV9G/U5aW52qcxJV0WQpy0u\n", "5lyAmjRq0oLYZdX/KO2pSVMvnzX/aR+ffSlr0mTnpMmwn4sb1P+wCCIB8jIHtsxlzkzyamszqkmD\n", "1qNf0jR/2+MXmbjUEVVusOWcNIXyCQX1BYKek5avw+F5D1UzV5sQQgghpUoW5zmR7luQ2Bb8mrN9\n", "iBskaJrmKZ5JPEhLOic1jTm9vUmT9pfV1KQFscuq/2FBTRo1aUHssup/lPbUpKmXz5r/tI/Pnpq0\n", "Ylbb5ntJzx/CIGgfDpSSJk1H8fb2KnbKz0uiW+F2moplLStTCtvle9Vz9RwNoIbquKnmFntpzz7C\n", "jvfDYYC89lXFpzSimAmYaZT76PGICUIIIYTEj+rcVvnonZDKBUEkWZJRFKsI5q32Mk70cSuwceNG\n", "PPPMMwCAW265BVOmTAmlrEF9fT2wfV3R81o+3zFQoKCyDKqsSXPAa06tvTf19fU4cvyU5bnBZw0G\n", "3jvmwxt/TnjMCrXgtf/2uj/wgQ8Ab24Wlp05Y6ZrfVFq0tJsXyqamqBQk0ZNWhC7rPofpT01aerl\n", "s+Y/7eOzV/5sfmN9JO2n0X7WrFnAG5tCaz8szMGSaPrrV5Omae711dbJNWnSIC2Xy2H58uVoaGgA\n", "ACxZsgSTJ08W5lN6KUsIIYQQQgghRIw0SGtpaUFdXR0qKioAADU1NYXngpQ1aDvWjTVr1gCoBADk\n", "9PxzQM8K2rGTuUL5YydP41SuJ+R9r7vnmrlOAOjqPi1ss+tkrlAGANasWYNLL73UUq+5HoPOE6dx\n", "+kyZjuOnCtcNezMd73UXrp/K5dCnrNzk8+lCfUb/L5hm3cWwveMIgHKIOPzeKVRVdBfqAID294zH\n", "p4r8FnH8lHXc3jvzuO1YN46bxvTI8dOu9Zn7f/iMH8e7c5bxb++y1nHylF6o9+VVPfff8AEATus6\n", "Xl/7Os656jKL7YnTef+Onul786HDUh8NP4rv56nC+Nvvn0HHe+7jKbNXwcn+3TOrq+91i++BYRdV\n", "+1HanzjzejNev4ff60a/cufMa+P12vFeN/r3sZYLOg5ZHD+v9rIyWfA/Cvssv3+itvdSZxr9j9Le\n", "Xj5r/tM+PnvZNWO++fxLr6D7dH7+ozJ389JGlPbdufx38vMvvVJk/64tMwzo6dv/rO6Z7x1+7xS2\n", "rS+2N77vRXOf46eK5/XHTlrLnTjdM5dXHVP7/F+V7tM54RjkdCBnWp7rPp0rml93nTyNivKyM+ek\n", "nePYhqZL9mPfuXMnVq5caXluzpw5OP/88wOVBYDXX38dHR0djo4RQgghhBBCSClTXV2NmTOLJT7S\n", "lbSqqip0dXVh3rx50HUdS5cuxeDBgwOXBSB0hhBCCCGEEEJ6O9LdHWtra9Hc3Fx43NLS4njwmpey\n", "hBBCCCGEEELESNMdAWDDhg2FHRtvvvlmTJ06FQCwatUq9OvXDzNmzHAtSwghhBBCCCFEDdcgjRBC\n", "CCGEEEJIfKT+MGtCCCGEEEII6U0wSCOEEEIIIYSQFBFLkPaTn/wE+/bti6OpTHD//fdj4cKFWLRo\n", "Eb7//e9Ly86fPz8mr+KntbUVn/70p9HW1oYTJ05g7ty52Lp1a9JupYaHH34YP/zhD5N2IxXwtaIG\n", "P2uLURmTRx55BF/5ylewdu3amLxKFn62iNmwYQMaGhqwaNEi/OEPf0janVSwcuVK3HfffWhoaCg6\n", "ZknEn/70pxi8Sp7W1lZ8/vOfx/HjxwEAixYtwokTJxL2Klnmzp2LRYsW4aGHHsKhQ4eSdqckkG7B\n", "HxaapsXRTGbQNA3z589Hv379knYlccaMGYNXXnkFw4YNQ01NTdLupIZTp05h7969KC8vx6lTp9Cn\n", "Tyxv1VTD14o7/KwtRmVM7rrrLixfvjwGb5KHny3OPP3007j33ntRWVmZtCupoKurC8899xweeOAB\n", "aJqG+++/H9OnT5eOz4svvoirr746Ri+TQ9M0vPjii7jhhhuSdiUVjB49GgsXLsSePXvw4x//GIsW\n", "LUrapcwT26ez8UX50ksv4dVXX0VrayuuvPJKXH/99QCAr3/965g6dSp27NiByZMn49Zbb43LtUSw\n", "79eyfv16PPPMM9A0DTfccANmzZoFADh+/DgeffRR7Nu3D9OnT8ctt9yShLuRoGkaRo0ahf3796O5\n", "uRlTpkwB4Pwaefnll7Fz5040NzdD13U0NDSgvLw8yS5ExpYtW3D++eejT58+2LBhA2bOnIl77rkH\n", "kyZNwr59+zBjxgzcdNNNAHrHuHh5rezfvx/Lly/HPffcAwBYuHAh5s+fj/79+yfZhdgwPmu/+c1v\n", "4jvf+Q6A/Ir8gw8+CKD3fdYC7mPSmxB9tjiNy1NPPYVNmzahT58+qKiowJe+9CWMGDEiSfcj5Zxz\n", "zsHKlStx1VVXFV4zTt/NTp/HpcQbb7yBadOmoW/fvgCAKVOm4M0330RlZSWeeuop5HI5DB8+HHff\n", "fTeA/AptU1MTFi1ahMmTJ5fkmBhomobJkydj7dq1uO666wDk53Uvv/wy/vSnP0HXdVxxxRW4+uqr\n", "0dTUhKeffrrXfCeNGzcOQ4cORVNTE0aNGuX4HnrzzTcLr6MRI0bgK1/5SsKep4/YgjQjKPngBz+I\n", "K664At3d3fjWt75VmIAfO3YMn/jEJzB48GB84xvfKPmJw4MPPoiysjJMnToVN954I37xi19g8eLF\n", "6Nu3Lx544AG8733vQ58+fXDy5Enccccd6NevHxYsWICrr74aQ4cOTdr9UJk4cSLa29sLqQJOrxEA\n", "6OjoQENDA8rKSltO+Ze//AUzZ85EWVkZVq1ahZkzZ6K7uxt33HEHKioqCq+F6upqAL1nXFReK6NH\n", "j0ZnZye6urrQ3t6O2trakv0ylOG0gtTbPmvNcKVR/NniNC4bNmzAgw8+iGeffRYjR44s6QANAL74\n", "xS/if//3f/Hd734Xn/rUpzBhwgTH72bZ53GpcPToUQwaNKjweNCgQejs7MQvfvELzJ8/v6i/d999\n", "N+bPn4+FCxfG7WoilJWV4dJLLy2kgXZ1deGPf/xjYeXxgQcewIwZMzBq1CjLd1JdXV3JfyeNGDGi\n", "8P0reg+Vl5fj5z//ufB1RHqIfSVt27ZteP3119G/f39L/m51dXXhRlVUVMTlVmJ861vfKqQ7vvvu\n", "u2hvb8d3v/tdAPlJVHt7O0aOHInBgwcX3szjxo1De3t7yQRpRuBupEY8+eSTAJxfIwAwderUkg9E\n", "crkcNmzYgM7OTgD5XzNzuZzltTB+/HgcOnSo8J4p9XHx+lqZM2cOVq9eXVhhIz30ts9a0oPTZ4sT\n", "H/7wh3HPPfdgzJgxvSKFraysDB/60Icwa9YsLFq0CN/85jeVvpvtn8elQlVVlUXP2dnZiSFDhlg+\n", "Q3orxnfShz/8YTz00EMAgAMHDmDChAmFTJaJEyeiubkZQ4cORX19PVatWoUDBw70iu+kQ4cOYejQ\n", "oejs7BS+h/r378/XkQKxBGltbW2oqqoCACxbtgzf//73cejQISURaqliTnccPHgwRo8ejW984xtF\n", "ud7t7e04evQoBgwYgN27d5dUuqMTvf01smPHDlx44YWFFJJHHnkEmzdvLrwWKisrsWfPnl7xWnDD\n", "6bUyZ86cwsYIn/nMZ5JyL3bMn7XG5PvEiRO9WtDOMenB6bNFNC66rmP9+vX4wQ9+UEh3K3VyuRzK\n", "ysqg6zp0XVf6bi7lz+OJEyfi6aefxk033QRd17Fp0yZ84hOfwIoVK9DW1oZhw4YV2Zw6daowjr2B\n", "fv36YcKECfjDH/6Ampoa7Nq1C6dOnYKmadi5c2chE2j27Nn4wQ9+AE3TSj574e2330ZbWxtGjRoF\n", "XdeF7yFd13H48GHH1xHJE1mQ1traikceeQS5XA4TJ04sRMuTJk1CQ0MDxo4da1lG722Y00uMN+1D\n", "Dz0ETdMwZMgQfPWrXwUADBw4EP/2b/+Gffv24fLLLy9MNkoBpxQb2WukN6QrrVmzBvX19YXH9fX1\n", "WLNmTeG18M477+CDH/yg5bVQ6uOi+lrRdR2apmHAgAEYNGgQzjnnnJg9jR+nz9rzzjsPTzzxBPr3\n", "71/yrw87fsfkqaeewv79+/Hxj388bpdjwemzZeLEiUXjomkacrkcFi9ejPLycgwZMgTz5s0r6U01\n", "nnzySbz11lvI5XL4m7/5GwBw/W4WfR6XCpWVlbj++utx//33F/RElZWVuPPOO/Hwww8jl8uhuroa\n", "//AP/1Cwufjii/Hggw9i5MiR+OIXv5ig99Fi/vz46Ec/it/+9rcYOHAgrrnmGtx///3QdR1XXnkl\n", "hgwZAgDo378/hg0bhtGjRyflcuQYesQBAwbg7//+7wE4z281TZO+jkgeTbfvYEEISSW9daMDv/zk\n", "Jz/B3Llze/WPQYT4paurC8888ww+97nPQdM0/OAHP8CNN96I8847L2nXUgE/jwkhUcO9dwkhJcWb\n", "b76J3/zmN7jwwgsZoBHik759+6K1tbWwjfbUqVMZoBFCSIxwJY0QQgghhBBCUkSoK2k/+9nP0Nzc\n", "jFwuh7vuugs1NTXYuHEjnnnmGQDALbfcUjjfaNu2bXjiiSdw0UUX4bbbbpPWQQghhBBCCCG9hUhW\n", "0jZv3oxVq1Zh3rx5WLBgARoaGgAAS5YsKaRObNy4EcePH8eOHTssQZq9jlIWnhJCCCGEEEKInUj2\n", "SO3fvz/69OmD5uZm1NXVoaKiAhUVFaipqUFzczOAfH67bDckow5CCCGEEEII6U1EEgW99NJLuP76\n", "6wtniCxbtgxAfjvXzs5O1NXVKddBCCGEEEIIIb2J0FfSXnvtNYwaNQqjR49GVVUVurq6cOutt+Kz\n", "n/0sjh07hsGDB3uqgxBCCCGEEEJ6E6EGabt378bWrVtxww03AABqa2sL6Y0A0NLSgtra2sJjkRzO\n", "XgchhBBCCCGE9CZC3Tjk7rvvxrBhw1BWVoZzzjkHd9xxBzZs2FDY3fHmm2/G1KlTAQArVqzA+vXr\n", "0dHRgYsuugh33nlnUR1jxozBF77whbDcI4QQQgghhJDUw3PSCCGEEEIIISRFRLK7IyGEEEIIIYQQ\n", "fzBII4QQQgghhJAUwSCNEEIIIYQQQlIEgzRCCCGEEEIISREM0gghhBBCCCEkRTBII4QQQgghhJAU\n", "wSCNEEIIIYQQQlJEn6QdIIQQ0nu5//770dXVBQAYO3YsPv/5z6OyslLJ9re//S2uueYaVFRU+Gr7\n", "T3/6Ezo6OnDTTTehpaUFjzzyCACgubkZVVVVGDRoEKqrq/GP//iPBZtcLoef/vSn+Lu/+zuUl5f7\n", "apcQQghxg4dZE0IISYxFixbhtttuw/jx4/HCCy/g9ddfx/z585Vsv/KVr+A73/kOBg0a5LldXdfx\n", "rW99C/feey+qqqos1x555BHMnDkTH/jABzzXSwghhIQBV9IIIYSkgmuvvRb/+7//i927d6Ourg6P\n", "P/442tvbcfDgQcyaNQuf/exnAQAnT57E4sWL0dHRge985zsoLy/HV7/6VQwfPhwAsHv3bjz55JPI\n", "5XKoqqrC3/3d32Hw4MGWttavX48JEyYUBWgGot8vf/rTn6KpqQlvvfUWnnjiicLzTz/9NNrb2/HW\n", "W2/h0ksvxaFDh7Bz50489NBDKCsrw5EjR/Dzn/8cnZ2d0HUdt99+O8aPHx/WsBFCCClBqEkjhBCS\n", "GiZMmIC9e/diwIABmDt3Lu677z5873vfw8svv4zDhw8DACoqKrB48WJUV1dj/vz5eOCBBwoB2qlT\n", "p/Doo4/iq1/9KhYtWoQPfvCD+MUvflHUzu9+9zvccMMNnnz70pe+hAceeKDoeU3TcOrUKXzpS1/C\n", "c889h1tvvRVlZWVobm4GADz22GO48sorcf/99+Puu+/Go48+6nVYCCGE9DK4kkYIISSVlJWV4fXX\n", "X8fBgwfRt29fdHR0YMiQIVKb/fv349ChQ/jRj34EIK8hs2vW9u7di759+6Kuri40X8eOHYuBAwdi\n", "6NChqKqqwsCBA3HixAkAwKZNm9DR0YFnn30WANDd3Y2jR486ruIRQgghDNIIIYSkhl27duHyyy/H\n", "22+/jYcffhjXXHMNxo4di8GDBwtTEO2Ul5dj5MiRWLhwoWOZ3/zmN/j4xz8epttS38rKyvDP//zP\n", "GDBgQKhtEkIIKV2Y7kgIISQV/OEPf0BlZSXGjx+PTZs24ZJLLsG1116LyspKtLa2FpWvqKhAR0cH\n", "gJ4gadSoUeju7saaNWsK5cwBVEdHB5qbm3HhhRdG3Jse3v/+9+NXv/pV4XEul4utbUIIIdmEK2mE\n", "EEIS5ac//Sl0Xce4cePwta99DQBw2WWX4Xvf+x7uvfdejB49GhdeeGEhIDO45ppr8NBDD2HEiBGY\n", "M2cOrrrqKpSVleGf/umf8Pjjj+PZZ5+FpmmYM2cOrrvuOgD5QND4W4amaZ6uGc+Jrs2dOxdPPPEE\n", "5s+fj759+6K2thZ33XWXqw+EEEJ6L9yCnxBCCCGEEEJSBNMdCSGEEEIIISRFMEgjhBBCCCGEqBTp\n", "fQAAADtJREFUkBTBII0QQgghhBBCUgSDNEL+//brWAAAAABgkL/1NHaURQAAMCJpAAAAI5IGAAAw\n", "ImkAAAAjAdG6ACCSV96JAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# More useful!\n", "is_snowing.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6.2 Use resampling to find the snowiest month" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we wanted the median temperature each month, we could use the `resample()` method like this:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA2oAAAFACAYAAADNg49yAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X9wVfWd//FXLhDhcolUkeTSnZbSOFpkkhptd+2uldmM\n", "7hZnd2Q3YdtOpfVH0a/t1OoOrBZSSKM7Ttna1io6yEoWpnU0zpShK1Yra9tNp10WsxIirvXHYFm4\n", "F3QxIT9ICN7z/aNLmjefEMPNyT0nn/t8zDjjuQn3fnh6knvf3nPOLQmCIBAAAAAAIDYSUS8AAAAA\n", "AGAxqAEAAABAzDCoAQAAAEDMMKgBAAAAQMwwqAEAAABAzDCoAQAAAEDMTM33D27cuFGZTEa5XE63\n", "3XabysvL9dBDD+nQoUMqLS3VVVddpcWLF4e4VAAAAAAoDiXj/Ry1jo4O/frXv9aXv/xlbdiwQcuW\n", "LdOcOXPCWh8AAAAAFJ1xH/o4ffp0TZs2bWibz88GAAAAgPHJ+9DHU1544QUtWbJE0u+HtgceeEAz\n", "Z87Ul770JVVUVIx7gQAAAABQbMZ16OPu3bt1+PBhXXvtteb2/fv3q6WlRStXrjzjn33uuec0ZcqU\n", "fB8aAAAAACa12bNn67LLLhvxa3m/o/bmm29q3759Wr58ufO1adOmve8QNmXKFNXU1OT78AAAAAAw\n", "qbW1tZ3xa3kPavfff7/OP/98NTY26kMf+pBuuOEGffe731VnZ6dmzJihm266Kd+7BgAAAICilvfF\n", "RB588EE1NjZq7dq1uuGGGyRJd9xxhxobG3XXXXfpggsuCG2RUWttbY16CbFCD4seLppY9LDoYdHD\n", "RROLHhY9XDSxfOnBB14DAAAAQMyM+3PU8rVz507OUQMAAABQtNra2lRbWzvi13hHDQAAAABihkFt\n", "DHw5zjUs9LDo4aKJRQ+LHhY9XDSx6GHRw0UTy5ceDGoAAAAAEDOcowYAAAAAERjtHLW8P0cNAADf\n", "ZY4N6EjPiaiXEYq5qVKly86JehkAgDFiUBuD1tZW/dmf/VnUy4gNelj0cNHEooc1mXoc6TmhlTte\n", "j3oZoVi/pHLSDGqTaR8pBHpY9HDRxPKlB+eoAQAAAEDMcI4aAABnsOdQt1fvqFXPmxX1MgAAw3CO\n", "GgAAGDfO2QOAwmFQGwNfjnMNCz0serhoYtHDosfkxTl70eBnxqKHiyaWLz04Rw0AAAAAYoZBbQx8\n", "mMjDRA+LHi6aWPSw6AGcHX5mLHq4aGL50oNBDQAAAABihkFtDFpbW6NeQqzQw6KHiyYWPSx6AGeH\n", "nxmLHi6aWL70yPtiIhs3blQmk1Eul9Ntt92m8vJytbe366mnnpIkLVu2TIsWLQptoQAAAABQLPIe\n", "1FasWCFJ6ujo0Pbt23XzzTerpaVFDQ0NkqR7771Xl1xyiUpKSsJZaYR8Oc41LPSw6OGiiUUPix7A\n", "2eFnxqKHiyaWLz3Gfejj9OnTNXXqVGUyGaXTaZWWlqq0tFTl5eXKZrNhrBEAAAAAisq4B7UXXnhB\n", "11xzjXp6epRMJtXc3Kzm5mYlk0l1d3eHscbI+XKca1joYdHDRROLHhY9gLPDz4xFDxdNLF96jGtQ\n", "2717t+bNm6cPfvCDSqVS6uvr0+c//3l97nOfU29vr8rKykb988Mjtra2ss02255s7927N1briXqb\n", "HpO7h2/oYUW9f41le+/evbFaT9Tb9GDbp+3RlARBEIz6HWfw5ptvqrW1VcuXL5ck5XI5rV27Vg0N\n", "DQqCQPfcc4+amprO+Od37typmpqafB4aAICC2HOoWyt3vB71MkKxfkmlqufNGtd90AMAwtXW1qba\n", "2toRvzY13zu9//77df7556uxsVEf+tCHdMMNN6iurm5oOKuvr8/3rgEAEckcG9CRnhNRLyMUc1Ol\n", "SpedE/UyAADIS96D2oMPPujcVl1drerq6nEtKI5aW1u9uXpMGOhh0cNFE2sy9TjSc8Krd0wY1OCD\n", "yfQ7pBDo4aKJ5UsPPvAaAAAAAGKGQW0MfJjIw0QPix4umlj0ADAe/A6x6OGiieVLDwY1AAAAAIgZ\n", "BrUxeL9LZxYbelj0cNHEogeA8eB3iEUPF00sX3owqAEAAABAzDCojYEvx7mGhR4WPVw0segBYDz4\n", "HWLRw0UTy5ceDGoAAAAAEDMMamPgy3GuYaGHRQ8XTSx6ABgPfodY9HDRxPKlB4MaAAAAAMQMg9oY\n", "+HKca1joYdHDRROLHgDGg98hFj1cNLF86cGgBgAAAAAxw6A2Br4c5xoWelj0cNHEogeA8eB3iEUP\n", "F00sX3owqAEAAABAzDCojYEvx7mGhR4WPVw0segBYDz4HWLRw0UTy5ceDGoAAAAAEDNTo17AZNDa\n", "2urNZB4Gelj0cE2WJpljAzrSc2LCH6erq0vnnnvuhD7G3FSp0mXnTOhjAHAV4vdIIX6HSJPn98hk\n", "eY4pJJpYvvTIe1B75ZVXtGXLFi1cuFDXX3+9JOmhhx7SoUOHVFpaqquuukqLFy8Oa50AELojPSe0\n", "csfrBXq0tyf03tcvqZwUL7AA3xTu98jE/g6R+D0CxE3eg9rg4KCWLl2qV199dei2kpIS3XHHHZoz\n", "Z04oi4sLHybyMNHDooeLJgCAicJzjIsmli898j5HraqqSqlUyrk9CIJxLQgAAAAAil2oFxOZPn26\n", "HnjgAd13333KZrNh3nWkfPkshrDQw6KHiyYAgInCc4yLJpYvPUK9mMiNN94oSdq/f7+2bt2qlStX\n", "jvr9w0/0OxWUbbbZnvzbe/fujdV6zrQ9a0G1fNHV1SXNmyVp/H18Qw+LHtZ4e3R1dRVusQUQl9/P\n", "o23v3bs3VuuJw/YpcVlP1NuTqUcymdSZlATjOFbx5ZdfVltb29DFRE45ePCgnnjiCd15551n/LM7\n", "d+5UTU1Nvg8NAOO251B3AS8mMrHWL6lU9f8NauNBE4seFj1cNAEwHm1tbaqtrR3xa1PzvdNt27bp\n", "pZdeUmdnp44fP64VK1bou9/9rjo7OzVjxgzddNNNeS8YAAAAAIpZ3oPaddddp+uuu87cdscdd4x7\n", "QXHU2urHZzGEhR4WPVw0AQBMFJ5jXDSxfOkR6sVEAAAAAADjx6A2Bj5M5GGih0UPF00AABOF5xgX\n", "TSxfejCoAQAAAEDMMKiNwemX+ix29LDo4aIJAGCi8BzjoonlSw8GNQAAAACIGQa1MfDlONew0MOi\n", "h4smAICJwnOMiyaWLz0Y1AAAAAAgZhjUxsCX41zDQg+LHi6aAAAmCs8xLppYvvRgUAMAAACAmGFQ\n", "GwNfjnMNCz0serhoAgCYKDzHuGhi+dKDQQ0AAAAAYoZBbQx8Oc41LPSw6OGiCQBgovAc46KJ5UsP\n", "BjUAAAAAiBkGtTHw5TjXsNDDooeLJgCAicJzjIsmli89pka9AAAAAPghc2xAR3pORL2MUMxNlSpd\n", "dk7Uy0ARY1Abg9bWVm8m8zDQw6KHiyYAUJyO9JzQyh2vR72MUKxfUjlpBjWedy1feuQ9qL3yyiva\n", "smWLFi5cqOuvv16S1N7erqeeekqStGzZMi1atCicVQIAAABAEcl7UBscHNTSpUv16quvSpJyuZxa\n", "WlrU0NAgSbr33nt1ySWXqKSkJJyVRsiHiTxM9LDo4aIJAACFw/Ou5UuPvC8mUlVVpVQqNbSdzWaV\n", "TqdVWlqq0tJSlZeXK5vNhrJIAAAAACgmoV31saenR8lkUs3NzWpublYymVR3d3dYdx8pXz6LISz0\n", "sOjhogkAAIXD867lS4/QLiaSSqXU19enm2++WUEQaNOmTSorKxv1zww/0e9UULbZZnvyb+/duzdW\n", "6znT9qwF1fJFV1eXNG+WpPH38Q09LHpY4+3R1dVVuMUWAD2suDxfvd/2ZFsvPf6wnUwmdSYlQRAE\n", "Z/zq+3j55ZfV1tam66+/XrlcTmvXrlVDQ4OCINA999yjpqamM/7ZnTt3qqamJt+HBoBx23Oo26ur\n", "k1X/36A2HjSx6GHRw0UTix7A2Wlra1Ntbe2IX5ua751u27ZNL730kjo7O3X8+HGtWLFCdXV1Q8NZ\n", "fX19vncNAAAAAEUt70Htuuuu03XXXWduq66uVnW1P4cSndLa6sdnMYSFHhY9XDQBAKBweN61fOkR\n", "2sVEAAAAAADhYFAbAx8m8jDRw6KHiyYAABQOz7uWLz0Y1AAAAAAgZhjUxuD0S30WO3pY9HDRBACA\n", "wuF51/KlB4MaAAAAAMQMg9oY+HKca1joYdHDRRMAAAqH513Llx4MagAAAAAQMwxqY+DLca5hoYdF\n", "DxdNAAAoHJ53LV96MKgBAAAAQMwwqI2BL8e5hoUeFj1cNAEAoHB43rV86cGgBgAAAAAxw6A2Br4c\n", "5xoWelj0cNEEAIDC4XnX8qUHgxoAAAAAxAyD2hj4cpxrWOhh0cNFEwAACofnXcuXHlOjXgCAwskc\n", "G9CRnhNRLyMUc1OlSpedE/UyAAAAJgSD2hi0trZ6M5mHgR7WZOpxpOeEVu54PeplhGL9kkoGNQAA\n", "NLleixSCLz1CH9QeeughHTp0SKWlpbrqqqu0ePHisB8CAAAAALwW+qBWUlKiO+64Q3PmzAn7riPj\n", "w0QeJnpY9AAAAFHitYjlS48JuZhIEAQTcbcAAAAAUBRCH9SmT5+uBx54QPfdd5+y2WzYdx8JXz6L\n", "ISz0sOgBAACixGsRy5ceoR/6eOONN0qS9u/fr61bt2rlypVn/N7hJ/qdCso222xP3PasBdXyRVdX\n", "lzRvliR6SOH08OVQkdPRw6KHNd4eXV1dhVtsAdDDisvz9/ttT7b10uMP28lkUmdSEkzQcYoHDx7U\n", "E088oTvvvHPEr+/cuVM1NTUT8dAAzmDPoW6vrvpY/X+DSb7o4aKJRQ+LHi6aWPQAzk5bW5tqa2tH\n", "/Fro76h973vf07vvvqsZM2bopptuCvvuAQAAAMB7oZ+j9vWvf12NjY266667dMEFF4R995Hw5TjX\n", "sNDDogcAAIgSr0UsX3pMyFUfAQAAAAD5Y1AbA19PoM4XPSx6AACAKPFaxPKlB4MaAAAAAMQMg9oY\n", "+HKca1joYdEDAABEidcili89GNQAAAAAIGYY1MbAl+Ncw0IPix4AACBKvBaxfOnBoAYAAAAAMRP6\n", "B177qLW11ZvJPAyTqUfm2ICO9JyY0Mfo6urSueeeO6GPIUlzU6VKl50z4Y8DAAAml8n02qwQfOnB\n", "oAavHek5oZU7Xi/AI7094Y+wfkklgxoAAECR4NDHMfBhIg8TPQAAAOKD12aWLz0Y1AAAAAAgZhjU\n", "xsCXz2IICz0AAADig9dmli89GNQAAAAAIGYY1MbAl+Ncw0IPAACA+OC1meVLDwY1AAAAAIgZLs8/\n", "Br58FkNY6AEAAPD+CvF5rlJhPtN1Mn2eqy+vVUMf1Nrb2/XUU09JkpYtW6ZFixaF/RAAAABA7BXu\n", "81ylif5MVz7PtfBCHdRyuZxaWlrU0NAgSbr33nt1ySWXqKSkJMyHKTgfJvIw0QMAAABx5ctr1VDP\n", "Uctms0qn0yotLVVpaanKy8uVzWbDfAgAAAAA8F6og1pPT4+SyaSam5vV3NysZDKp7u7uMB8iEr58\n", "FkNY6AEAAIC48ua1ahCigwcPBg899FAwMDAQ9Pf3Bw8++GCQyWRG/N7nn38+kOT8s2rVquDo0aPB\n", "9u3bg+3btwdHjx4Njh49Gnz2s58d8fu/+P++HrzQ8Vaw7VftwbZftQcvdLwVvNDxVvB3N94a2vef\n", "+t6Juv8XOt4Kdv7mv8b0941jn4n8/rP9+57+/S/vz0z4+rf9qn3S9Lnt9r8vyH/fHz736wnff3b+\n", "5r/4eQn55+Xo0aPBy/szE77+v/nCTZOmz8v7M178vGz7VXvw8v4MPy/D/rnt9r8f98/L0aNHg+U3\n", "3TIp/r6F+n2y8zf/NeHr/+Fzvy5In5f3ZybNz8vf3XjrhO8/L+/P8PMyAc+/zz///Blnq5IgCAKF\n", "JJfLae3atWpoaFAQBLrnnnvU1NQ04vfu3LlTNTU143q8PYe6C3iC5sRav6RS1fNmjes+6AEAAIC4\n", "8um1qhTO69W2tjbV1taO+LVQLyaSSCRUV1c3NJzV19eHefcAAAAAUBRC/8Dr6upqNTU1qampSVVV\n", "VWHfPRA73hwHHSKaWPSw6GHRw0UTix4WPVw08VPogxoAAAAAYHwY1IBx8uWzOsJEE4seFj0serho\n", "YtHDooeLJn5iUAMAAACAmGFQA8aJ48JdNLHoYdHDooeLJhY9LHq4aOInBjUAAAAAiBkGNWCcOC7c\n", "RROLHhY9LHq4aGLRw6KHiyZ+YlADAAAAgJhhUAPGiePCXTSx6GHRw6KHiyYWPSx6uGjiJwY1AAAA\n", "AIiZqVEvAJjsOC7cRROLHhY9LHq4aGLRw6KHa7I0mZsq1follVEvIzRzU6UTev8MagAAAAAmXLrs\n", "HKXLzol6GZMGhz4C48Rx4S6aWPSw6GHRw0UTix4WPVw0sXzpwaAGAAAAADHDoAaM02Q5LryQaGLR\n", "w6KHRQ8XTSx6WPRw0cTypQeDGgAAAADEDBcT8UihrqTT1dWlc889d0IfY6KvohOm1tZWb/7PTVho\n", "YtHDoodFDxdNLHpY9HDRxPKlR+iD2kMPPaRDhw6ptLRUV111lRYvXhz2Q+AMCnUlndY396j6Y5N/\n", "5wcAAADiqiQIgiDMO9ywYYOWLVumOXPmjPp9O3fuVE1Nzbgea8+hbq3c8fq47iMu1i+pVPW8WVEv\n", "AwAAAECBtLW1qba2dsSvTcg5aiHPfgAAAABQVPIe1Nrb29XU1GT+eeuttzR9+nQ98MADuu+++5TN\n", "ZsNcK2LCl8+mCAs9XDSx6GHRw6KHiyYWPSx6uGhi+dIj73PUqqqqVFVV5dx+4403SpL279+vrVu3\n", "auXKlWe8j+En+p0KejbbufPn57v82Onq6lLrm3vG1YNttuOyvXfv3litJ+ptetCDHme3vXfv3lit\n", "J+ptetDj/bZPict6ot6eTD2SyaTOJPRz1E45ePCgnnjiCd15550jfp1z1CzOUQMAAACKy2jnqE0N\n", "+8G+973v6d1339WMGTN00003hX33AAAAAOC90C8m8vWvf12NjY266667dMEFF4R994iB099WLnb0\n", "cNHEoodFD4seLppY9LDo4aKJ5UuPCbnqIwAAAAAgfxN2jtr74Rw1i3PUAAAAgOJS8M9RAwAAAADk\n", "j0ENZ82X437DQg8XTSx6WPSw6OGiiUUPix4umli+9GBQAwAAAICYmdTnqGWODehIz4mQVhStualS\n", "pcvOiXoZAAAAAAqkoJ+jVkjpsnMYbgAAAAB4h0Mfx8CX41zDQg+LHi6aWPSw6GHRw0UTix4WPVw0\n", "sXzpwaAGAAAAADEzqc9RAwAAAIDJis9RAwAAAIBJhEFtDHw5zjUs9LDo4aKJRQ+LHhY9XDSx6GHR\n", "w0UTy5ceDGoAAAAAEDOcowYAAAAAEeAcNQAAAACYRBjUxsCX41zDQg+LHi6aWPSw6GHRw0UTix4W\n", "PVw0sXzpMTWfP/TKK69oy5YtWrhwoa6//vqh29vb2/XUU09JkpYtW6ZFixaFs0oAAAAAKCJ5naPW\n", "3t6u/v5+vfrqq0ODWi6X09q1a9XQ0CBJuvfee7Vu3TqVlJSMeB+cowYAAACgmIV+jlpVVZVSqZS5\n", "LZvNKp1Oq7S0VKWlpSovL1c2m83n7gEAAACgqI06qLW3t6upqcn889Zbb434vT09PUomk2publZz\n", "c7OSyaS6u7snZNGF5stxrmGhh0UPF00selj0sOjhoolFD4seLppYvvTI+/L8+/bt04svvjh06OOh\n", "Q4e0bds23XzzzQqCQJs2bdLf/u3fqqKiYsQ//+KLL6qzszP/lQMAAADAJDZ79mxddtllI34tr4uJ\n", "SNLp811FRYUymczQdjabPeOQJumMCwIAAACAYpfXoLZt2za99NJL6uzs1PHjx7VixQolEgnV1dWp\n", "qalJklRfXx/qQgEAAACgWOR96CMAAAAAYGLwgdcAAAAAEDMMagAAAAAQM3lfTMRXQRAom82qu7tb\n", "ZWVlo14QpRjQw0UTix4WPVw0sehh0cNFE4seFj1cvjZhUBumo6NDLS0tKi8vVzKZVG9vr7LZrOrr\n", "61VVVRX18gqOHi6aWPSw6OGiiUUPix4umlj0sOjh8rpJgCENDQ3BwMBAEARBsHnz5qC/vz/o7+8P\n", "1qxZE/HKokEPF00selj0cNHEoodFDxdNLHpY9HD53IR31EZRUlIS9RJihR4umlj0sOjhoolFD4se\n", "LppY9LDo4fKpCZfnH6a9vV0tLS1Kp9NKJpPq6+tTJpNRXV2dqquro15ewdHDRROLHhY9XDSx6GHR\n", "w0UTix4WPVw+N2FQO00ul1M2m1VPT49SqZQqKiqUSBTvxTHp4aKJRQ+LHi6aWPSw6OGiiUUPix4u\n", "X5tM/r9ByBKJxNBbpolEwov/yONBDxdNLHpY9HDRxKKHRQ8XTSx6WPRw+dqEc9SG8fqqMXmgh4sm\n", "Fj0serhoYtHDooeLJhY9LHq4vG4S7bVM4sXnq8bkgx4umlj0sOjhoolFD4seLppY9LDo4fK5Ce+o\n", "jcKnq8aEgR4umlj0sOjhoolFD4seLppY9LDo4fKpCRcTGcbnq8bkgx4umlj0sOjhoolFD4seLppY\n", "9LDo4fK5CYPaaXy9aky+6OGiiUUPix4umlj0sOjhoolFD4seLl+bMKgBAAAAQMxM/lETAAAAADzD\n", "oDaCPXv2jLpdbOjhoolFD4seLppY9LDo4aKJRQ+LHi4fmzCojaC3t3fU7WJDDxdNLHpY9HDRxKKH\n", "RQ8XTSx6WPRw+diEc9QAAAAAIGZ4Rw0AAAAAYoYPvD5NEATKZrPq7u5WWVmZKioqol5SpOjhoolF\n", "D4seLppY9LDo4aKJRQ+LHi5fmzCoDdPR0aGWlhaVl5crmUyqt7dX2WxW9fX1qqqqinp5BUcPF00s\n", "elj0cNHEoodFDxdNLHpY9HB53STAkIaGhmBgYCAIgiDYvHlz0N/fH/T39wdr1qyJeGXRoIeLJhY9\n", "LHq4aGLRw6KHiyYWPSx6uHxuwjtqoygpKYl6CbFCDxdNLHpY9HDRxKKHRQ8XTSx6WPRw+dSEqz4O\n", "097erpaWFqXTaSWTSfX19SmTyaiurk7V1dVRL6/g6OGiiUUPix4umlj0sOjhoolFD4seLp+bMKid\n", "JpfLKZvNqqenR6lUShUVFUokivfimPRw0cSih0UPF00selj0cNHEoodFD5evTSb/3yBkiURi6C3T\n", "RCLhxX/k8aCHiyYWPSx6uGhi0cOih4smFj0serh8bcI5asN4fdWYPNDDRROLHhY9XDSx6GHRw0UT\n", "ix4WPVxeN4n2Wibx4vNVY/JBDxdNLHpY9HDRxKKHRQ8XTSx6WPRw+dyEd9RG4dNVY8JADxdNLHpY\n", "9HDRxKKHRQ8XTSx6WPRw+dSEi4kM4/NVY/JBDxdNLHpY9HDRxKKHRQ8XTSx6WPRw+dyEQe00vl41\n", "Jl/0cNHEoodFDxdNLHpY9HDRxKKHRQ+Xr00Y1AAAAAAgZib/qAkAAAAAnmFQG8GePXtG3S429HDR\n", "xKKHRQ8XTSx6WPRw0cSih0UPl49NGNRG0NvbO+p2saGHiyYWPSx6uGhi0cOih4smFj0serh8bMI5\n", "agAAAAAQM7yjBgAAAAAxwwdenyYIAmWzWXV3d6usrEwVFRVRLylS9HDRxKKHRQ8XTSx6WPRw0cSi\n", "h0UPl69NGNSG6ejoUEtLi8rLy5VMJtXb26tsNqv6+npVVVVFvbyCo4eLJhY9LHq4aGLRw6KHiyYW\n", "PSx6uLxuEmBIQ0NDMDAwEARBEGzevDno7+8P+vv7gzVr1kS8smjQw0UTix4WPVw0sehh0cNFE4se\n", "Fj1cPjfhHbVRlJSURL2EWKGHiyYWPSx6uGhi0cOih4smFj0serh8asJVH4dpb29XS0uL0um0ksmk\n", "+vr6lMlkVFdXp+rq6qiXV3D0cNHEoodFDxdNLHpY9HDRxKKHRQ+Xz00Y1E6Ty+WUzWbV09OjVCql\n", "iooKJRLFe3FMerhoYtHDooeLJhY9LHq4aGLRw6KHy9cmk/9vELJEIjH0lmkikfDiP/J40MNFE4se\n", "Fj1cNLHoYdHDRROLHhY9XL424Ry1Yby+akwe6OGiiUUPix4umlj0sOjhoolFD4seLq+bRHstk3jx\n", "+aox+aCHiyYWPSx6uGhi0cOih4smFj0serh8bsI7aqPw6aoxYaCHiyYWPSx6uGhi0cOih4smFj0s\n", "erh8asLFRIbx+aox+aCHiyYWPSx6uGhi0cOih4smFj0serh8bsKgdhpfrxqTL3q4aGLRw6KHiyYW\n", "PSx6uGhi0cOih8vXJgxqAAAAABAzk3/UBAAAAADPMKgBAAAAQMwwqAEAAABAzDCoAQAAAEDMMKgB\n", "AAAAQMzwgdd4XydPnlRfX5/KysqiXgpiKAgCZbNZdXd3q6ysTBUVFVEvCTHDPgKcHX5mMBr2j+LB\n", "oDYGGzdu1IoVK6JeRsFlMhk9/vjj6uzsVG9vr6ZOnaoPf/jD+sIXvsDQdppi3Uc6OjrU0tKi8vJy\n", "JZNJ9fb2KpvNqr6+XlVVVVEvLzaKdf+Q2EfGqpj3kZEUcw9+ZsamWPcR9o+x82EfYVAbZuvWrSPe\n", "vm/fvgKvJB42bdqk22+/XTNnztR3vvMdrVq1Sm1tbfrBD36g1atXR728SLCPWE8++aTWrFmj0tJS\n", "NTc36+abb5Yk3XPPPUX5hMH+4WIfsdhHLHq4+Jmx2Ecs9g+Xz/sIg9ow+/bt09KlS5VKpYZuC4JA\n", "b7zxRoSrik5/f7/Kyso0ODio48ePS5Jqamr04x//OOKVRYd9ZHQlJSVRLyFS7B/vj32EfWQ4erw/\n", "fmbYR0ZT7PuH5Pc+wqA2zPLlyzU4OKiFCxea21977bWIVhStxYsXa/Xq1Tp58qSWLl06dPu8efMi\n", "XFW02Eesuro6NTU1KZ1OK5lMatOmTcpkMqqrq4t6aZFg/3Cxj1jsIxY9XPzMWOwjFvuHy+d9pCQI\n", "giDqRSC+BgYGFASBpk+fHvVSEFO5XE7ZbFY9PT1KpVKqqKhQIsEFZfEH7CPA2eFnBqNh/ygeDGoA\n", "AAAAEDOlAXq/AAAQT0lEQVRT1q1bty7qRcTF4cOH9aMf/UjZbFbpdFr333+/fvnLX+rCCy/UrFmz\n", "ol5ewR0+fFiPP/642tvbNXfu3KErPT722GO69NJLI15dNNhHrJF6/OIXv6AH+8cQ9hGLfcSih4uf\n", "GYt9xGL/cPm8j/A+6TAbN27Upz/9aeVyOX3zm99UfX29brnlFm3evDnqpUViw4YNuuKKK3TllVdq\n", "x44devrppyVJBw4ciHhl0WEfsUbqceutt9KD/WMI+4jFPmLRw8XPjMU+YrF/uHzeR7iYyDC5XE4X\n", "X3yxLr74Yu3evVuVlZWSfv+Bz8UokUho0aJFkqTKykrt3r1bW7ZsUS6Xi3hl0WEfsehh0cNFE4se\n", "Fj1cNLHoYdHD5XMTBrVhLrrooqF/b2xsHPr3yf62ab7S6bTZvvzyy3Xeeedp165dEa0oeuwjFj0s\n", "erhoYtHDooeLJhY9LHq4fG7CxUQAAAAAIGY4Rw0AAAAAYoZBbRS7d++OegmxQg8XTSx6WPRw0cSi\n", "h0UPF00selj0cPnUhEFtFKeucojfo4eLJhY9LHq4aGLRw6KHiyYWPSx6uHxqwqAGAAAAADHDB16/\n", "j/nz50e9hFihh4smFj0serhoYtHDooeLJhY9LHq4fGnCVR8BAAAAIGY49BFAqP7nf/4n6iUgxk6c\n", "OKETJ05EvQzEFPvHH5w8eVLHjh2LehmxEASBMpmMfvvb3yqbzUa9HKBgOPRxDDZu3KjLLrss6mUU\n", "3OHDh/X444+rvb1dc+fOVVlZmSTpscce06WXXhrx6qJx+PBh/ehHP1I2m1U6ndb999+vX/7yl7rw\n", "wgu9+GDFs/XTn/5Ub7zxhl5//fWhf5588km99957qqysjHp5Bffzn/986HCLbDarhx9+WP/xH/+h\n", "yspKzZw5M9rFReRf/uVf9PGPf1yStGvXLj388MNqbW1Vf3+/LrzwwohXV3hf/OIXdfjwYV1wwQWa\n", "PXt21MuJXEdHh77//e/rwIEDOnnypDZt2qSdO3dq6tSp3hy6dLYymYweffRRPfvss/rZz36mf/u3\n", "f9Nrr72miy66SOecc07Uyyu4jo4ObdiwQQcOHFA2m9WePXv0k5/8RHPmzFF5eXnUy4uNYn2tKvn9\n", "enVq1AuIk61bt454+759+wq8knjYsGGD6uvrNX36dO3YsUPz5s3TtddeqwMHDkS9tMhs3LhR9fX1\n", "eu211/TNb35TX/nKVzR79mxt3LhR3/jGN6JeXsFt375dCxYs0OWXXz5025QpU4ryxYQk/eIXv9Di\n", "xYslSc3NzfrsZz+radOm6Z//+Z911113Rbu4iLzxxhtD//7MM8+oqalJU6dOVUNDg5YsWRLhyqKx\n", "YMECfeYzn9Ezzzyj//3f/1Vtba0++clPKpEozgNcnnjiCa1evVptbW169tln1djYqCAI9I//+I9D\n", "P0vFZtOmTbr99ts1c+ZMfec739GqVavU1tamH/zgB1q9enXUyyu4J598UmvWrFFpaamam5t18803\n", "S5LuueceVVVVRby6wuO1qsvn16sMasPs27dPS5cuVSqVGrotCALzQqOYJBIJLVq0SJJUWVmp3bt3\n", "a8uWLcrlchGvLDq5XE4XX3yxLr74Yu3evXvoXaOTJ09GvLJofP/739fPfvYz/eY3v9Ff/uVf6uMf\n", "/7heeumlon2BdeLECb3zzjsKgkC9vb1D7wgcP3482oVFaMqUKXr11Vd10UUXacaMGUokEjp69KiS\n", "yWTUS4vMhz/8Yd16663q7u7W888/r7Vr1+qyyy7TddddF/XSCu69997T9OnTNXv2bE2d+vuXJCUl\n", "JUU7uEpSf3+/ysrKNDg4OPS7o6amRj/+8Y8jXlk8lJSURL2ESPFa1eXz61UGtWGWL1+uwcFBLVy4\n", "0Nz+2muvRbSiaKXTabN9+eWX67zzztOuXbsiWlH0LrrooqF/b2xsHPr3YjzsUZKmTZumJUuWqLa2\n", "Vs8884x++tOfanBwMOplRWbevHl68sknJUkf+chHhm7/wAc+ENWSIvfVr35VW7duVXNzs06cOKG1\n", "a9fq/PPP15e//OWolxa5WbNmaenSpfrrv/5r/ed//mfUy4nEX/zFX2jVqlX6oz/6I33iE5/QP/3T\n", "P+m9994zv2uLzeLFi7V69WqdPHlSS5cuHbp93rx5Ea4qOnV1dWpqalI6nVYymdSmTZuUyWRUV1cX\n", "9dIiwWtVl8+vV7nqI4DQ9PX16b//+79VU1MT9VIQM7lcTseOHVMqlRp656QY9fX1FfW7ie/n8OHD\n", "eu+994p2KDllYGBAQRBo+vTpUS8lFnK5nLLZrHp6epRKpVRRUVHU77qieDCojSCTyai7u1tlZWWq\n", "qKiIejmRCoJA2WyWHsPQxKKHi98hLpr8AT8zLvYPF00AFO//1hxBR0eHWlpaVF5ermQyqd7eXmWz\n", "WdXX1xflCav0cNHEoodFDxdNLHpY9HDRZGw2btyoFStWRL2M2KCHy4cmDGrDcGUhix4umlj0sOjh\n", "oolFD4seLppYXOXQoofL5yYMaqMo9isLnY4eLppY9LDo4aKJRQ+LHq5ib8JVDi16uHxuwjlqw7S3\n", "t6ulpWXoykJ9fX1DVxaqrq6OenkFRw8XTSx6WPRw0cSih0UPF02sV155RYODg867idu2bSvKj7Sg\n", "h8vnJgxqp+HKQhY9XDSx6GHRw0UTix4WPVw0ASAxqAEAAABA7PC/Z0axe/fuqJcQK/Rw0cSih0UP\n", "F00selj0cNHEoodFD5dPTRjURvH0009HvYRYoYeLJhY9LHq4aGLRw6KHiyYWPSx6uHxqwqAGAAAA\n", "ADEzZd26deuiXkSczZ8/P+olxAo9XDSx6GHRw0UTix4WPVw0sehh0cPlSxMuJgIAAAAAMcOhjwAA\n", "AAAQMwxqwxw+fFiPPvqoNm/erIMHDw7d/thjj0W4qujQw0UTix4WPVw0sehh0cNFE4seFj1cPjdh\n", "UBtmw4YNuuKKK3TllVdqx44dQ1eNOXDgQMQriwY9XDSx6GHRw0UTix4WPVw0sehh0cPlc5OpUS8g\n", "ThKJhBYtWiRJqqys1O7du7VlyxblcrmIVxYNerhoYtHDooeLJhY9LHq4aGLRw6KHy+cmDGrDpNNp\n", "s3355ZfrvPPO065duyJaUbTo4aKJRQ+LHi6aWPSw6OGiiUUPix4un5tw1UcAAAAAiBnOUQMAAACA\n", "mGFQG4ONGzdGvYRYoYeLJhY9LHq4aGLRw6KHiyYWPSx6uHxowjlqw2zdunXE2/ft21fglcQDPVw0\n", "sehh0cNFE4seFj1cNLHoYdHD5XMTBrVh9u3bp6VLlyqVSg3dFgSB3njjjQhXFR16uGhi0cOih4sm\n", "Fj0serhoYtHDoofL5yYMasMsX75cg4ODWrhwobn9tddei2hF0aKHiyYWPSx6uGhi0cOih4smFj0s\n", "erh8bsJVHwEAAAAgZnhHbQSZTEbd3d0qKytTRUVF1MuJHD1cNLHoYdHDRROLHhY9XDSx6GHRw+Vj\n", "Ewa1YTo6OtTS0qLy8nIlk0n19vYqm82qvr5eVVVVUS+v4OjhoolFD4seLppY9LDo4aKJRQ+LHi6v\n", "mwQY0tDQEAwMDARBEASbN28O+vv7g/7+/mDNmjURrywa9HDRxKKHRQ8XTSx6WPRw0cSih0UPl89N\n", "eEdtFCUlJVEvIVbo4aKJRQ+LHi6aWPSw6OGiiUUPix4un5pwMZFh2tvb1dLSonQ6rWQyqb6+PmUy\n", "GdXV1am6ujrq5RUcPVw0sehh0cNFE4seFj1cNLHoYdHD5XMTBrXT5HI5ZbNZ9fT0KJVKqaKiQolE\n", "IuplRYYeLppY9LDo4aKJRQ+LHi6aWPSw6OHytQmDGgAAAADEzOQfNUN0+PBhPfroo9q8ebMOHjw4\n", "dPtjjz0W4aqiQw8XTSx6WPRw0cSih0UPF00selj0cPnchEFtmA0bNuiKK67QlVdeqR07dujpp5+W\n", "JB04cCDilUWDHi6aWPSw6OGiiUUPix4umlj0sOjh8rkJV30cJpFIaNGiRZKkyspK7d69W1u2bFEu\n", "l4t4ZdGgh4smFj0serhoYtHDooeLJhY9LHq4fG7CoDZMOp0225dffrnOO+887dq1K6IVRYseLppY\n", "9LDo4aKJRQ+LHi6aWPSw6OHyuQkXEwEAAACAmOEcNQAAAACIGQY1AAAAAIgZBjUAAAAAiBkGNQAA\n", "AACIGa76CACIzLp169TX1ydJmj9/vr70pS8pmUyO6c8+/fTTuvrqq1VaWprXYz///PPq7OxUXV2d\n", "stmsNmzYIEnKZDJKpVKaNWuWZs+erTvvvHPoz+RyOT3yyCO65ZZbNGXKlLweFwCAseCqjwCAyDQ2\n", "Nur666/XggUL9Nxzz+nFF1/U3XffPaY/+5WvfEX33XefZs2addaPGwSBvvGNb2j16tVKpVLmaxs2\n", "bNBll12mP/7jPz7r+wUAICy8owYAiIVrrrlG//7v/64333xT6XRamzdv1tGjR/X222/rT/7kT/S5\n", "z31OknTixAk1NTWps7NT9913n6ZMmaKvfe1rmjNnjiTpzTff1NatW5XL5ZRKpXTLLbeorKzMPNZL\n", "L72kj370o86QdspI/w/zkUce0aFDh7R//35t2bJl6PYnn3xSR48e1f79+/XJT35S77zzjn7729/q\n", "29/+thKJhI4dO6ZHH31U3d3dCoJAX/ziF7VgwYKwsgEAPMU5agCA2PjoRz+q3/3ud5oxY4aWL1+u\n", "NWvWaP369fr5z3+ud999V5JUWlqqpqYmzZ49W3fffbe+9a1vDQ1pJ0+e1MMPP6yvfe1ramxs1JVX\n", "Xqkf/vCHzuPs2LFD11577Vmt7dZbb9W3vvUt5/aSkhKdPHlSt956q37yk5/o85//vBKJhDKZjCTp\n", "scce05//+Z9r3bp1+upXv6qHH374bLMAAIoQ76gBAGIpkUjoxRdf1Ntvv61p06aps7NTH/jAB0b9\n", "MwcPHtQ777yjBx54QNLvzyk7/Ry23/3ud5o2bZrS6XRoa50/f75mzpyp8847T6lUSjNnztTAwIAk\n", "ae/evers7NT27dslSYODg+rp6Tnju3kAAEgMagCAGHnjjTf06U9/Wm+99ZYefPBBXX311Zo/f77K\n", "yspGPBzxdFOmTNHcuXO1du3aM37Pv/7rv+qv/uqvwlz2qGtLJBL6h3/4B82YMSPUxwQA+I1DHwEA\n", "sfDss88qmUxqwYIF2rt3ry699FJdc801SiaTOnLkiPP9paWl6uzslPSHQWnevHkaHBzUrl27hr5v\n", "+BDV2dmpTCajj33sYxP8t/mDT3ziE3riiSeGtnO5XMEeGwAwefGOGgAgUo888oiCINBHPvIR3X77\n", "7ZKkP/3TP9X69eu1evVqffCDH9THPvaxoaHslKuvvlrf/va3dcEFF+hTn/qUamtrlUgktGrVKm3e\n", "vFnbt29XSUmJPvWpT+kzn/mMpN8Pg6f+fTQlJSVn9bVTt430teXLl2vLli26++67NW3aNFVUVOi2\n", "22573zUAAIobl+cHAAAAgJjh0EcAAAAAiBkGNQAAAACIGQY1AAAAAIgZBjUAAAAAiBkGNQAAAACI\n", "GQY1AAAAAIgZBjUAAAAAiBkGNQAAAACImf8PNF6brdMtHUMAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weather_2012['Temp (C)'].resample('M', how=np.median).plot(kind='bar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unsurprisingly, July and August are the warmest." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we can think of snowiness as being a bunch of 1s and 0s instead of `True`s and `False`s:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Date/Time\n", "2012-01-01 00:00:00 0\n", "2012-01-01 01:00:00 0\n", "2012-01-01 02:00:00 0\n", "2012-01-01 03:00:00 0\n", "2012-01-01 04:00:00 0\n", "2012-01-01 05:00:00 0\n", "2012-01-01 06:00:00 0\n", "2012-01-01 07:00:00 0\n", "2012-01-01 08:00:00 0\n", "2012-01-01 09:00:00 0\n", "Name: Weather, dtype: float64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "is_snowing.astype(float)[:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and then use `resample` to find the percentage of time it was snowing each month" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Date/Time\n", "2012-01-31 0.240591\n", "2012-02-29 0.162356\n", "2012-03-31 0.087366\n", "2012-04-30 0.015278\n", "2012-05-31 0.000000\n", "2012-06-30 0.000000\n", "2012-07-31 0.000000\n", "2012-08-31 0.000000\n", "2012-09-30 0.000000\n", "2012-10-31 0.000000\n", "2012-11-30 0.038889\n", "2012-12-31 0.251344\n", "Freq: M, Name: Weather, dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "is_snowing.astype(float).resample('M', how=np.mean)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA28AAAFACAYAAAArqkQ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X9sVfd9//HXvZhruFxuKKHYl6wqpY6SgoUboN1omwYN\n", "JVupNoFmo4AWWiWERGnVpJGSLQUXiGGKypqlaUIiwsADrRkYqVm6kKYt64/5KzbmWMF2SVNClJXB\n", "PSRZYuMfMRju+f5RxeHdD9jXP8895z4f0iTO9fW5H549ZPfte85xzPd9XwAAAACAghYPegEAAAAA\n", "gMExvAEAAABACDC8AQAAAEAIMLwBAAAAQAgwvAEAAABACDC8AQAAAEAIlAz2hJaWFh04cECStHLl\n", "SlVWVl7xuf/yL/+i1157TfF4XOvWrVNZWdmQ9wEAAAAAcA04vOVyOTU0NKi2tlaStHXrVs2bN0+x\n", "WOyyz7/11lslSb/5zW/0r//6r1q3bt2Q9wEAAAAAcA142qTnecpkMkokEkokEiorK5PneYPu9Pjx\n", "47rmmmtGtA8AAAAAwIcG/OStq6tLyWRS9fX1kqRkMqnOzk5lMpkrfs/GjRt19uxZPfzww8PeBwAA\n", "AADAGnB4S6VS6unp0dq1a+X7vnbu3Kl0Oj3gDjdv3qzXX39dTzzxhB566KEh7+MnP/mJJkyYMLy/\n", "DQAAAACE3LRp07Rw4ULn8QGHt/LycmWz2f5tz/NUXl6e14tdvHhxWPuYMGGCFixYMOhrAAAAAEAU\n", "NTc3X/bxAYe3eDyu6upq1dXVSZJqamr6v3b48GGVlpaaQesf/uEf1NnZqZKSEt1xxx2D7gMAAAAA\n", "kJ+Y7/t+0Iu41KFDh0LxyVtjY6O+8IUvBL2MgkITix4WPVw0sehh0cNFE4seFj1cNLHC1KO5uVlL\n", "ly51HueXdAMAAABACPDJGwAAAAAUED55AwAAAIAQY3gbpsbGxqCXUHBoYtHDooeLJhY9LHq4aGLR\n", "w6KHiyZWFHowvAEAAABACHDNGwAAAAAUEK55AwAAAIAQY3gbpiicMzvaaGLRw6KHiyYWPSx6uGhi\n", "0cOih4smVhR6MLwBAAAAQAhwzRsAAAAAFBCueQMAAACAEGN4G6YonDM72mhi0cOih4smFj0serho\n", "YtHDooeLJlYUejC8AQAAAEAIcM0bAAAAABQQrnkDAAAAgBBjeBumKJwzO9poYtHDooeLJhY9LHq4\n", "aGLRw6KHiyZWFHowvAEAAABACHDNGwAAAAAUEK55AwAAAIAQY3gbpiicMzvaaGLRw6KHiyYWPSx6\n", "uGhi0cOih4smVhR6lOTzpJaWFh04cECStHLlSlVWVl7xuTt27FA2m1Uul9M999yjsrIySdKTTz6p\n", "06dPK5FI6KabbtKSJUtGvnoAAAAAKBKDXvOWy+W0ceNG1dbWSpK2bt2qTZs2KRaLDbjjtrY2HT58\n", "WHfeeackafv27Vq5cqVmzJgx4PdxzRsAAACAYjbsa948z1Mmk1EikVAikVBZWZk8zxv0BSdNmqSS\n", "EvvBXoHdGwUAAAAAQmPQ0ya7urqUTCZVX18vSUomk+rs7FQmkxnw+37+859r2bJl/duTJk3S448/\n", "rilTpuirX/2qysvLR7bygDU2NuoLX/hC0MsoKDSx6GHRw0UTix4WPVw0sehh0cMVlibZs+f0Vtf5\n", "MX+djo4OXXXVVWP+OjNTCWXSpWOy70GHt1QqpZ6eHq1du1a+72vnzp1Kp9MDfk9TU5NmzZqla665\n", "pv+x22+/XZL05ptvau/evXrggQeu+P2XHmgfXFhYaNuXrrUQ1sM222yHb7u1tbWg1hP0Nj3oMdh2\n", "a2trQa0n6G160GOw7Q8UynqutH381Nva8v/e1vgY+9fZ8PmP6kTLmyPqk0wmL7vvIV3z5vu+tmzZ\n", "orq6uis+/4033lBjY6PWrFlz2a+fOnVK+/bt0/3333/Zr3PNGwAAAFA8jp7u1AMHXw96GaNm27IK\n", "Vc2aOqJ9XOmat5LBvjEej6u6urp/YKupqen/2uHDh1VaWmqGrUcffVRXX321Nm/erI997GP9n7g9\n", "9thjeu+99zR58mTdcccdI/rLAAAAAECxGXR4k6SqqipVVVU5jy9evNh57IknnrjsPu67774hLq2w\n", "NTaG4xzi8UQTix4WPVw0sehh0cNFE4seFj1cNIkefkk3AAAAAITAoNe8jbfRuOZtvO5YMx7G8m41\n", "AAAAQNC45s017GvewuitrvOROQC2LatgeAMAAADAaZMYPX94W9piRw+LHi6aWPSw6OGiiUUPix4u\n", "mkQPwxsAAAAAhADDG0YNdzOy6GHRw0UTix4WPVw0sehh0cNFk+hheAMAAACAEGB4w6jhvGqLHhY9\n", "XDSx6GHRw0UTix4WPVw0iR6GNwAAAAAIAYY3jBrOq7boYdHDRROLHhY9XDSx6GHRw0WT6GF4AwAA\n", "AIAQYHjDqOG8aoseFj1cNLHoYdHDRROLHhY9XDSJHoY3AAAAAAgBhjeMGs6rtuhh0cNFE4seFj1c\n", "NLHoYdHDRZPoYXgDAAAAgBBgeMOo4bxqix4WPVw0sehh0cNFE4seFj1cNIkehjcAAAAACAGGN4wa\n", "zqu26GHRw0UTix4WPVw0sehh0cNFk+hheAMAAACAEGB4w6jhvGqLHhY9XDSx6GHRw0UTix4WPVw0\n", "iZ6SwZ7Q0tKiAwcOSJJWrlypysrKKz53x44dymazyuVyuueee1RWVjbkfQAAAAAAXAMOb7lcTg0N\n", "DaqtrZUkbd26VfPmzVMsFrvs89etWydJamtr0/PPP68777xzyPtAeHFetUUPix4umlj0sOjhoolF\n", "D4seLppEz4CnTXqep0wmo0QioUQiobKyMnmeN+hOJ02apJKSkhHtAwAAAADwoQGHt66uLiWTSdXX\n", "16u+vl7JZFKdnZ2D7vTnP/+5brnllhHtA+HDedUWPSx6uGhi0cOih4smFj0serhoEj0DDm+pVEo9\n", "PT1avXq1Vq1ape7ubqXT6QF32NTUpFmzZumaa64Z9j4uPdAaGxuHvN3R0THg/sOko6NjxD3YZpvt\n", "wtxubW0tqPUEvU0Pegy23draWlDrCXqbHvSIynaU3rtLo/P+/Upivu/7V/piLpfTxo0bVVtbK9/3\n", "tWXLFtXV1V1xZ2+88YYaGxu1Zs2aYe/j0KFDWrBgwRW/no+jpzv1wMHXR7SPQrFtWYWqZk0NehkA\n", "AADAmIjSe3dpdN6/Nzc3a+nSpc7jJQN9UzweV3V1df+wVVNT0/+1w4cPq7S01Axajz76qK6++mpt\n", "3rxZH/vYx3T77bcPuA8AAAAAQH4GHN4kqaqqSlVVVc7jixcvdh574oknhrQPREtjYyN3NboEPSx6\n", "uGhi0cOih4smFj0serhoEj38km4AAAAACAGGN4wafrJj0cOih4smFj0serhoYtHDooeLJtHD8AYA\n", "AAAAIcDwhlEz0G1NixE9LHq4aGLRw6KHiyYWPSx6uGgSPQxvAAAAABACDG8YNZxXbdHDooeLJhY9\n", "LHq4aGLRw6KHiybRw/AGAAAAACHA8IZRw3nVFj0serhoYtHDooeLJhY9LHq4aBI9DG8AAAAAEAIM\n", "bxg1nFdt0cOih4smFj0serhoYtHDooeLJtHD8AYAAAAAIcDwhlHDedUWPSx6uGhi0cOih4smFj0s\n", "erhoEj0MbwAAAAAQAgxvGDWcV23Rw6KHiyYWPSx6uGhi0cOih4sm0cPwBgAAAAAhwPCGUcN51RY9\n", "LHq4aGLRw6KHiyYWPSx6uGgSPQxvAAAAABACJUEvAGMve/ac3uo6P+avM3VOlY6e7hzT15iZSiiT\n", "Lh3T1xgtnGdu0cNFE4seFj1cNLHoYdHDRZPoYXgrAm91ndcDB18PehmjYtuyitAMbwAAAMBo4rRJ\n", "YIxwnrlFDxdNLHpY9HDRxKKHRQ8XTaInr0/eWlpadODAAUnSypUrVVlZecXnvvrqq9qzZ4/mzp2r\n", "2267rf/xJ598UqdPn1YikdBNN92kJUuWjGzlAAAAAFBEBh3ecrmcGhoaVFtbK0naunWr5s2bp1gs\n", "dtnn9/X1acWKFXrttdfM47FYTN/85jc1Y8aMUVg2UPg4z9yih4smFj0serhoYtHDooeLJtEz6GmT\n", "nucpk8kokUgokUiorKxMnudd8fnz589XKpW67Nd83x/+SgEAAACgiA06vHV1dSmZTKq+vl719fVK\n", "JpPq7Bz6HQUnTZqkxx9/XI888siAwx8QFZxnbtHDRROLHhY9XDSx6GHRw0WT6Bl0eEulUurp6dHq\n", "1au1atUqdXd3K51OD/mFbr/9dtXV1enWW2/V3r17B3zupQdaY2PjkLc7OjqGvL5C1dHRQY9LjEYP\n", "ttkulO3W1taCWk/Q2/Sgx2Dbra2tBbWeoLfpQY+obEfpvao0Ou9XryTmD3IuYy6X08aNG1VbWyvf\n", "97VlyxbV1dUNuOBf//rXam5uNjcs+cCpU6e0b98+3X///Zf93kOHDmnBggUD7n8wR093RurW+FWz\n", "po5oH/QAAABAoYrSe1VpdN6vNjc3a+nSpc7jJYN9YzweV3V1df/AVlNT0/+1w4cPq7S01Axbzz33\n", "nF555RW1t7fr/fff17p16yRJjz32mN577z1NnjxZd9xxx4j+MgAAAABQbAYd3iSpqqpKVVVVzuOL\n", "Fy92Hlu+fLmWL1/uPH7fffcNY3lAeDU2NnKXp0vQw0UTix4WPVw0sehh0cNFk+jhl3QDAAAAQAgw\n", "vAFjhJ90WfRw0cSih0UPF00selj0cNEkehjeAAAAACAEGN6AMTLQbV6LET1cNLHoYdHDRROLHhY9\n", "XDSJHoY3AAAAAAgBhjdgjHCeuUUPF00selj0cNHEoodFDxdNoofhDQAAAABCgOENGCOcZ27Rw0UT\n", "ix4WPVw0sehh0cNFk+hheAMAAACAEGB4A8YI55lb9HDRxKKHRQ8XTSx6WPRw0SR6GN4AAAAAIAQY\n", "3oAxwnnmFj1cNLHoYdHDRROLHhY9XDSJHoY3AAAAAAgBhjdgjHCeuUUPF00selj0cNHEoodFDxdN\n", "oofhDQAAAABCgOENGCOcZ27Rw0UTix4WPVw0sehh0cNFk+hheAMAAACAEGB4A8YI55lb9HDRxKKH\n", "RQ8XTSx6WPRw0SR6GN4AAAAAIAQY3oAxwnnmFj1cNLHoYdHDRROLHhY9XDSJnpLBntDS0qIDBw5I\n", "klauXKnKysorPvfVV1/Vnj17NHfuXN12223D2gcAAAAAwDXg8JbL5dTQ0KDa2lpJ0tatWzVv3jzF\n", "YrHLPr+vr08rVqzQa6+9Nux9AFHBeeYWPVw0sehh0cNFE4seFj1cNImeAU+b9DxPmUxGiURCiURC\n", "ZWVl8jzvis+fP3++UqnUiPYBAAAAAHANOLx1dXUpmUyqvr5e9fX1SiaT6uzsHNILjMY+gDDiPHOL\n", "Hi6aWPSw6OGiiUUPix4umkTPgMNbKpVST0+PVq9erVWrVqm7u1vpdHpILzCcfVx6oDU2Ng55u6Oj\n", "Y0hrLGQdHR30uMRo9GCb7ULZbm1tLaj1BL1ND3oMtt3a2lpQ6wl6mx70iMp2lN6rSqPzfvVKYr7v\n", "+1f6Yi6X08aNG1VbWyvf97VlyxbV1dUNuNhf//rXam5u7r9hyVD3cejQIS1YsGDA1xjM0dOdeuDg\n", "6yPaR6HYtqxCVbOmjmgf9AAAAEChitJ7VWl03q82Nzdr6dKlzuMlA31TPB5XdXV1/7BVU1PT/7XD\n", "hw+rtLTUDFrPPfecXnnlFbW3t+v999/XunXrBtwHAAAAACA/Aw5vklRVVaWqqirn8cWLFzuPLV++\n", "XMuXL897H0CUNTY2cpenS9DDRROLHhY9XDSx6GHRw0WT6OGXdAMAAABACDC8AWOEn3RZ9HDRxKKH\n", "RQ8XTSx6WPRw0SR6GN4AAAAAIAQGveYNiJrs2XN6q+v8mL9OR0eHrrrqqjF/nZmphDLp0jF/nZHi\n", "vHsXTSx6WPRw0cSih0UPF02ih+ENReetrvPjeDvat8f8FbYtqwjF8AYAAICR4bRJAOOCn/y5aGLR\n", "w6KHiyYWPSx6uGgSPQxvAAAAABACDG8AxkVjY2PQSyg4NLHoYdHDRROLHhY9XDSJHoY3AAAAAAgB\n", "hjcA44Lz7l00sehh0cNFE4seFj1cNIkehjcAAAAACAGGNwDjgvPuXTSx6GHRw0UTix4WPVw0iR6G\n", "NwAAAAAIAYY3AOOC8+5dNLHoYdHDRROLHhY9XDSJHoY3AAAAAAgBhjcA44Lz7l00sehh0cNFE4se\n", "Fj1cNIkehjcAAAAACAGGNwDjgvPuXTSx6GHRw0UTix4WPVw0iR6GNwAAAAAIAYY3AOOC8+5dNLHo\n", "YdHDRROLHhY9XDSJnpJ8ntTS0qIDBw5IklauXKnKysohP/fJJ5/U6dOnlUgkdNNNN2nJkiUjXDoA\n", "AAAAFI9Bh7dcLqeGhgbV1tZKkrZu3ap58+YpFovl9dwPhrdYLKZvfvObmjFjxmiuH0BIcN69iyYW\n", "PSx6uGhi0cOih4sm0TPoaZOe5ymTySiRSCiRSKisrEye5+X93Gw22/913/dHb+UAAAAAUEQGHd66\n", "urqUTCZVX1+v+vp6JZNJdXZ2Dvm5kyZN0uOPP65HHnnkisMfgOjivHsXTSx6WPRw0cSih0UPF02i\n", "Z9DhLZVKqaenR6tXr9aqVavU3d2tdDo95Ofefvvtqqur06233qq9e/cO+JqXHmiNjY1D3u7o6Bjs\n", "rxUaHR0d9LgEPVyX/n2G04Pt4LZbW1sLaj1Bb9ODHoNtt7a2FtR6gt6mBz2ish3F92Yj7XMlMX+Q\n", "cxlzuZw2btyo2tpa+b6vLVu2qK6ubtjPPXXqlPbt26f777//svs4dOiQFixYMNCSBnX0dKceOPj6\n", "iPZRKLYtq1DVrKkj2gc9rCj1kEanCQAAQFB4b+Zqbm7W0qVLncdLBvvGeDyu6urq/iGspqam/2uH\n", "Dx9WaWlp/7A10HMfe+wxvffee5o8ebLuuOOOEf1lAAAAAKDYDDq8SVJVVZWqqqqcxxcvXpz3c++7\n", "775hLA9AVDQ2NnLXqz9AE4seFj1cNLHoYdHDRZPo4Zd0AwAAAEAIMLwBGBf85M9FE4seFj1cNLHo\n", "YdHDRZPoyeu0SQAAAACjI3v2nN7qOh/0MkbFzFRCmXRp0MsoGgxvAMYF5927aGLRw6KHiyYWPaww\n", "9Xir63xk7q64bVkFw9s44rRJAAAAAAgBhjcA4yIsPw0dTzSx6GHRw0UTix4WPVAMGN4AAAAAIAQY\n", "3gCMi8bGxqCXUHBoYtHDooeLJhY9LHqgGDC8AQAAAEAIMLwBGBdci+CiiUUPix4umlj0sOiBYsDw\n", "BgAAAAAhwPAGYFxwLYKLJhY9LHq4aGLRw6IHigHDGwAAAACEAMMbgHHBtQgumlj0sOjhoolFD4se\n", "KAYMbwAAAAAQAiVBLwBA8LJnz+mtrvNj+hodHR266qqrxvQ1JGlmKqFMunTMX2c0NDY28pPiS9DD\n", "ooeLJhY9LHqgGDC8AdBbXef1wMHXx+GV3h7zV9i2rCI0wxsAAMBQcNokAASEnxBb9LDo4aKJRQ+L\n", "HigGDG8AAAAAEAIMbwAQEH4nkUUPix4umlj0sOiBYjDoNW8tLS06cOCAJGnlypWqrKwc8nOHsg8A\n", "AAAAgGvA4S2Xy6mhoUG1tbWSpK1bt2revHmKxWJ5PbeysnJI+wCAYsL1GRY9LHq4aGLRw6IHisGA\n", "p016nqdMJqNEIqFEIqGysjJ5npf3c7PZ7JD2AQAAAAC4vAGHt66uLiWTSdXX16u+vl7JZFKdnZ1D\n", "eu5Q9gEAxYTrMyx6WPRw0cSih0UPFIOY7/v+lb54+vRpPffcc1q7dq1839fOnTv1V3/1VyovL8/7\n", "ublcLu99SNLLL7+s9vb20fsbAgAAAECITJs2TQsXLnQeH/Cat/LycmWz2f5tz/OuOHRd6bm5XC7v\n", "fUi67CIBAAAAoNgN+MmbJB09erT/TpE1NTWaP3++JOnw4cMqLS3VggULBn3ulR4HAAAAAORn0OEN\n", "AAAAABA8fkk3AAAAAIQAwxsAAAAAhMCANyzBh3zfl+d56uzsVDqdHvCmK8WAHi6aWPSw6OGiiUUP\n", "ix4umlj0sOhhRbUHw1se2tra1NDQoLKyMiWTSXV3d8vzvKK9+Qo9XDSx6GHRw0UTix4WPVw0sehh\n", "0cOKdA8fg6qtrfXPnTvn+77v79692+/t7fV7e3v9DRs2BLyyYNDDRROLHhY9XDSx6GHRw0UTix4W\n", "Pawo9+CTt2GIxWJBL6Gg0MNFE4seFj1cNLHoYdHDRROLHhY9rCj14FcF5KGlpUUNDQ3KZDJKJpPq\n", "6elRNptVdXW1qqqqgl7euKOHiyYWPSx6uGhi0cOih4smFj0selhR7sHwlqdcLifP89TV1aVUKqXy\n", "8nLF48V7s056uGhi0cOih4smFj0serhoYtHDoocV1R7h/xuMk3g83v+Razwej8T/+CNBDxdNLHpY\n", "9HDRxKKHRQ8XTSx6WPSwotqDa97yEOk71gwDPVw0sehh0cNFE4seFj1cNLHoYdHDinSPYO+XEg5R\n", "vmPNcNDDRROLHhY9XDSx6GHRw0UTix4WPawo9+CTt2GI0h1rRgM9XDSx6GHRw0UTix4WPVw0sehh\n", "0cOKUg9uWJKHKN+xZjjo4aKJRQ+LHi6aWPSw6OGiiUUPix5WlHswvOUpqnesGS56uGhi0cOih4sm\n", "Fj0serhoYtHDoocV1R4MbwAAAAAQAuEfPwEAAACgCDC8DcHRo0cH3C429HDRxKKHRQ8XTSx6WPRw\n", "0cSih0UPK4o9GN6GoLu7e8DtYkMPF00selj0cNHEoodFDxdNLHpY9LCi2INr3gAAAAAgBPjkDQAA\n", "AABCgF/SnSff9+V5njo7O5VOp1VeXh70kgJFDxdNLHpY9HDRxKKHRQ8XTSx6WPSwotqD4S0PbW1t\n", "amhoUFlZmZLJpLq7u+V5nmpqajR//vyglzfu6OGiiUUPix4umlj0sOjhoolFD4seVqR7+BhUbW2t\n", "f+7cOd/3fX/37t1+b2+v39vb62/YsCHglQWDHi6aWPSw6OGiiUUPix4umlj0sOhhRbkHn7wNQywW\n", "C3oJBYUeLppY9LDo4aKJRQ+LHi6aWPSw6GFFqQd3m8xDS0uLGhoalMlklEwm1dPTo2w2q+rqalVV\n", "VQW9vHFHDxdNLHpY9HDRxKKHRQ8XTSx6WPSwotyD4S1PuVxOnuepq6tLqVRK5eXliseL92ad9HDR\n", "xKKHRQ8XTSx6WPRw0cSih0UPK6o9wv83GCfxeLz/I9d4PB6J//FHgh4umlj0sOjhoolFD4seLppY\n", "9LDoYUW1B9e85SHSd6wZBnq4aGLRw6KHiyYWPSx6uGhi0cOihxXpHsHeLyUconzHmuGgh4smFj0s\n", "erhoYtHDooeLJhY9LHpYUe7BJ2/DEKU71owGerhoYtHDooeLJhY9LHq4aGLRw6KHFaUe3LAkD1G+\n", "Y81w0MNFE4seFj1cNLHoYdHDRROLHhY9rCj3YHjLU1TvWDNc9HDRxKKHRQ8XTSx6WPRw0cSih0UP\n", "K6o9GN4AAAAAIATCP34CAAAAQBFgeBuCo0ePDrhdbOjhoolFD4seLppY9LDo4aKJRQ+LHlYUezC8\n", "DUF3d/eA28WGHi6aWPSw6OGiiUUPix4umlj0sOhhRbEH17wBAAAAQAjwyRsAAAAAhAC/pDtPvu/L\n", "8zx1dnYqnU6rvLw86CUFih4umlj0sOjhoolFD4seLppY9LDoYUW1B8NbHtra2tTQ0KCysjIlk0l1\n", "d3fL8zzV1NRo/vz5QS9v3NHDRROLHhY9XDSx6GHRw0UTix4WPaxI9/AxqNraWv/cuXO+7/v+7t27\n", "/d7eXr+3t9ffsGFDwCsLBj1cNLHoYdHDRROLHhY9XDSx6GHRw4pyDz55G4ZYLBb0EgoKPVw0sehh\n", "0cNFE4seFj1cNLHoYdHDilIP7jaZh5aWFjU0NCiTySiZTKqnp0fZbFbV1dWqqqoKennjjh4umlj0\n", "sOjhoolFD4seLppY9LDoYUW5B8NbnnK5nDzPU1dXl1KplMrLyxWPF+/NOunhoolFD4seLppY9LDo\n", "4aKJRQ+LHlZUe4T/bzBO4vF4/0eu8Xg8Ev/jjwQ9XDSx6GHRw0UTix4WPVw0sehh0cOKag+uectD\n", "pO9YMwz0cNHEoodFDxdNLHpY9HDRxKKHRQ8r0j2CvV9KOET5jjXDQQ8XTSx6WPRw0cSih0UPF00s\n", "elj0sKLcg0/ehiFKd6wZDfRw0cSih0UPF00selj0cNHEoodFDytKPbhhSR6ifMea4aCHiyYWPSx6\n", "uGhi0cOih4smFj0selhR7sHwlqeo3rFmuOjhoolFD4seLppY9LDo4aKJRQ+LHlZUezC8AQAAAEAI\n", "hH/8BAAAAIAiwPAGAAAAACHA8AYAAAAAIcDwBgAAAAAhwPAGAAAAACHAL+nGsF24cEE9PT1Kp9NB\n", "LwUFyPd9eZ6nzs5OpdNplZeXB70kFBiOEWBo+DeDgXB8FAeGtxHYsWOH1q1bF/Qyxl02m9Wzzz6r\n", "9vZ2dXd3q6SkRB//+Mf113/91wxyf6BYj5G2tjY1NDSorKxMyWRS3d3d8jxPNTU1mj9/ftDLKxjF\n", "enxIHCP5KuZj5HKKuQf/ZvJTrMcIx0d+onB8MLzlYe/evZd9/NixY+O8ksKwc+dO3XvvvZoyZYq+\n", "+93v6sEHH1Rzc7O+//3va/369UEvLxAcI9b+/fu1YcMGJRIJ1dfXa+3atZKkLVu2FOX/E+H4cHGM\n", "WBwjFj1c/JuxOEYsjg8ryscHw1sejh07phUrViiVSvU/5vu+Tpw4EeCqgtPb26t0Oq2+vj69//77\n", "kqQFCxbohz/8YcArCw7HyMBisVjQSwgUx8fgOEY4Ri5Fj8Hxb4ZjZCAcH9E9Phje8rBmzRr19fVp\n", "7ty55vHjx48HtKJgLVmyROvXr9eFCxe0YsWK/sdnzZoV4KqCxTFiVVdXq66uTplMRslkUjt37lQ2\n", "m1V1dXXQSwsEx4eLY8TiGLHo4eLfjMUxYnF8WFE+PmK+7/tBLwLhc+7cOfm+r0mTJgW9FBSoXC4n\n", "z/PU1dV9Nw31AAAQZElEQVSlVCql8vJyxePc4BYf4hgBhoZ/MxgIx0dxYHgDAAAAgBCYsGnTpk1B\n", "L6LQnTlzRj/4wQ/keZ4ymYweffRR/epXv9K1116rqVOnBr28cXfmzBk9++yzamlp0cyZM/vvMLlr\n", "1y7dcMMNAa8uGBwj1uV6/PKXv6QHx0c/jhGLY8Sih4t/MxbHiMXxYUX5+OCz1Dzs2LFDX/ziF5XL\n", "5fTtb39bNTU1uuuuu7R79+6glxaI7du3a/Hixbrxxht18OBBvfDCC5KkkydPBryy4HCMWJfrcffd\n", "d9OD46Mfx4jFMWLRw8W/GYtjxOL4sKJ8fHDDkjzkcjldf/31uv7669XU1KSKigpJv/8l1cUoHo+r\n", "srJSklRRUaGmpibt2bNHuVwu4JUFh2PEoodFDxdNLHpY9HDRxKKHRQ8ryj0Y3vJw3XXX9f958+bN\n", "/X8O+8euw5XJZMz2okWLNH36dB05ciSgFQWPY8Sih0UPF00selj0cNHEoodFDyvKPbhhCQAAAACE\n", "ANe8AQAAAEAIMLwNQ1NTU9BLKCj0cNHEoodFDxdNLHpY9HDRxKKHRQ8rSj0Y3obhg7sr4vfo4aKJ\n", "RQ+LHi6aWPSw6OGiiUUPix5WlHowvAEAAABACPBLuodp9uzZQS+hoNDDRROLHhY9XDSx6GHRw0UT\n", "ix4WPayo9OBukwAAAAAQApw2CWBc/O///m/QS0ABO3/+vM6fPx/0MlCgOD4+dOHCBZ09ezboZRQE\n", "3/eVzWb129/+Vp7nBb0cYFxw2uQI7NixQwsXLgx6GePuzJkzevbZZ9XS0qKZM2cqnU5Lknbt2qUb\n", "brgh4NUF48yZM/rBD34gz/OUyWT06KOP6le/+pWuvfbaSPxCyKH68Y9/rBMnTuj111/v/7/9+/fr\n", "4sWLqqioCHp54+4Xv/hF/+kanufpqaee0n/913+poqJCU6ZMCXZxAfmnf/onffrTn5YkHTlyRE89\n", "9ZQaGxvV29ura6+9NuDVjb+vfOUrOnPmjD760Y9q2rRpQS8ncG1tbfre976nkydP6sKFC9q5c6cO\n", "HTqkkpKSyJz6NFTZbFbPPPOMXnrpJf30pz/Vv//7v+v48eO67rrrVFpaGvTyxl1bW5u2b9+ukydP\n", "yvM8HT16VD/60Y80Y8YMlZWVBb28gsF71ei9Vy0JegFhsHfv3ss+fuzYsXFeSWHYvn27ampqNGnS\n", "JB08eFCzZs3Sl7/8ZZ08eTLopQVmx44dqqmp0fHjx/Xtb39bX/va1zRt2jTt2LFD3/rWt4Je3rh7\n", "/vnnNWfOHC1atKj/sQkTJhTlGwxJ+uUvf6klS5ZIkurr63Xrrbdq4sSJ+sd//Ef97d/+bbCLC8iJ\n", "Eyf6//ziiy+qrq5OJSUlqq2t1bJlywJcWTDmzJmjL33pS3rxxRf1f//3f1q6dKk++9nPKh4vzhNk\n", "9u3bp/Xr16u5uVkvvfSSNm/eLN/39Xd/93f9/5aKzc6dO3XvvfdqypQp+u53v6sHH3xQzc3N+v73\n", "v6/169cHvbxxt3//fm3YsEGJREL19fVau3atJGnLli2aP39+wKsbf7xXtaL8XpXhLQ/Hjh3TihUr\n", "lEql+h/zfd+8+Sgm8XhclZWVkqSKigo1NTVpz549yuVyAa8sOLlcTtdff72uv/56NTU19X+6dOHC\n", "hYBXFozvfe97+ulPf6r//M//1J//+Z/r05/+tF555ZWifdN1/vx5vfPOO/J9X93d3f2fHLz//vvB\n", "LixAEyZM0GuvvabrrrtOkydPVjwe17vvvqtkMhn00gLz8Y9/XHfffbc6Ozv1s5/9TBs3btTChQu1\n", "fPnyoJc27i5evKhJkyZp2rRpKin5/VuVWCxWtMOsJPX29iqdTquvr6//vx0LFizQD3/4w4BXVhhi\n", "sVjQSwgU71WtKL9XZXjLw5o1a9TX16e5c+eax48fPx7QioKVyWTM9qJFizR9+nQdOXIkoBUF77rr\n", "ruv/8+bNm/v/XIynTErSxIkTtWzZMi1dulQvvviifvzjH6uvry/oZQVm1qxZ2r9/vyTpE5/4RP/j\n", "H/nIR4JaUuC+/vWva+/evaqvr9f58+e1ceNGXX311brzzjuDXlrgpk6dqhUrVugv//Iv9d///d9B\n", "LycQf/Znf6YHH3xQf/RHf6TPfOYz+vu//3tdvHjR/Le22CxZskTr16/XhQsXtGLFiv7HZ82aFeCq\n", "glNdXa26ujplMhklk0nt3LlT2WxW1dXVQS8tELxXtaL8XpW7TQIYcz09PfrNb36jBQsWBL0UFJhc\n", "LqezZ88qlUr1f8JSjHp6eor6U8fBnDlzRhcvXizaQeUD586dk+/7mjRpUtBLKQi5XE6e56mrq0up\n", "VErl5eVF/eksigPD2xBks1l1dnYqnU6rvLw86OUEyvd9eZ5Hj0vQxKKHi/+GuGjyIf7NuDg+XDQB\n", "ilvx/phzCNra2tTQ0KCysjIlk0l1d3fL8zzV1NQU5UWx9HDRxKKHRQ8XTSx6WPRw0SQ/O3bs0Lp1\n", "64JeRsGghxWFHgxveeCORhY9XDSx6GHRw0UTix4WPVw0sbi7okUPK8o9GN6GodjvaPSH6OGiiUUP\n", "ix4umlj0sOjhKvYm3F3RoocV5R5c85aHlpYWNTQ09N/RqKenp/+ORlVVVUEvb9zRw0UTix4WPVw0\n", "sehh0cNFE+vVV19VX1+f86njc889V5S/XoMeVpR7MLzliTsaWfRw0cSih0UPF00selj0cNEEAMMb\n", "AAAAAIQAP64ZhqampqCXUFDo4aKJRQ+LHi6aWPSw6OGiiUUPix5WlHowvA3DCy+8EPQSCgo9XDSx\n", "6GHRw0UTix4WPVw0sehh0cOKUg+GNwAAAAAIgQmbNm3aFPQiwmj27NlBL6Gg0MNFE4seFj1cNLHo\n", "YdHDRROLHhY9rKj04IYlAAAAABACnDYJAAAAACHA8JaHM2fO6JlnntHu3bt16tSp/sd37doV4KqC\n", "Qw8XTSx6WPRw0cSih0UPF00selj0sKLcg+EtD9u3b9fixYt144036uDBg/13rDl58mTAKwsGPVw0\n", "sehh0cNFE4seFj1cNLHoYdHDinKPkqAXEAbxeFyVlZWSpIqKCjU1NWnPnj3K5XIBrywY9HDRxKKH\n", "RQ8XTSx6WPRw0cSih0UPK8o9GN7ykMlkzPaiRYs0ffp0HTlyJKAVBYseLppY9LDo4aKJRQ+LHi6a\n", "WPSw6GFFuQd3mwQAAACAEOCaNwAAAAAIAYa3EdixY0fQSygo9HDRxKKHRQ8XTSx6WPRw0cSih0UP\n", "Kwo9uOYtD3v37r3s48eOHRvnlRQGerhoYtHDooeLJhY9LHq4aGLRw6KHFeUeDG95OHbsmFasWKFU\n", "KtX/mO/7OnHiRICrCg49XDSx6GHRw0UTix4WPVw0sehh0cOKcg+GtzysWbNGfX19mjt3rnn8+PHj\n", "Aa0oWPRw0cSih0UPF00selj0cNHEoodFDyvKPbjbJAAAAACEAJ+8DUE2m1VnZ6fS6bTKy8uDXk7g\n", "6OGiiUUPix4umlj0sOjhoolFD4seVhR7MLzloa2tTQ0NDSorK1MymVR3d7c8z1NNTY3mz58f9PLG\n", "HT1cNLHoYdHDRROLHhY9XDSx6GHRw4p0Dx+Dqq2t9c+dO+f7vu/v3r3b7+3t9Xt7e/0NGzYEvLJg\n", "0MNFE4seFj1cNLHoYdHDRROLHhY9rCj34JO3YYjFYkEvoaDQw0UTix4WPVw0sehh0cNFE4seFj2s\n", "KPXghiV5aGlpUUNDgzKZjJLJpHp6epTNZlVdXa2qqqqglzfu6OGiiUUPix4umlj0sOjhoolFD4se\n", "VpR7MLzlKZfLyfM8dXV1KZVKqby8XPF4POhlBYYeLppY9LDo4aKJRQ+LHi6aWPSw6GFFtQfDGwAA\n", "AACEQPjHz3Fw5swZPfPMM9q9e7dOnTrV//iuXbsCXFVw6OGiiUUPix4umlj0sOjhoolFD4seVpR7\n", "MLzlYfv27Vq8eLFuvPFGHTx4UC+88IIk6eTJkwGvLBj0cNHEoodFDxdNLHpY9HDRxKKHRQ8ryj24\n", "22Qe4vG4KisrJUkVFRVqamrSnj17lMvlAl5ZMOjhoolFD4seLppY9LDo4aKJRQ+LHlaUezC85SGT\n", "yZjtRYsWafr06Tpy5EhAKwoWPVw0sehh0cNFE4seFj1cNLHoYdHDinIPblgCAAAAACHANW8AAAAA\n", "EAIMbwAAAAAQAgxvAAAAABACDG8AAAAAEALcbRIAUHA2bdqknp4eSdLs2bP11a9+VclkMq/vfeGF\n", "F3TzzTcrkUgM67V/9rOfqb29XdXV1fI8T9u3b5ckZbNZpVIpTZ06VdOmTdP999/f/z25XE5PP/20\n", "7rrrLk2YMGFYrwsAwGC42yQAoOBs3rxZt912m+bMmaOf/OQnevnll/XQQw/l9b1f+9rX9Mgjj2jq\n", "1KlDfl3f9/Wtb31L69evVyqVMl/bvn27Fi5cqD/+4z8e8n4BABgNfPIGAChot9xyi/7jP/5Db7zx\n", "hjKZjHbv3q13331Xb7/9tv7kT/5Eq1atkiSdP39edXV1am9v1yOPPKIJEyboG9/4hmbMmCFJeuON\n", "N7R3717lcjmlUindddddSqfT5rVeeeUVffKTn3QGtw9c7uedTz/9tE6fPq0333xTe/bs6X98//79\n", "evfdd/Xmm2/qs5/9rN555x399re/1Xe+8x3F43GdPXtWzzzzjDo7O+X7vr7yla9ozpw5o5UNABBB\n", "XPMGACh4n/zkJ/W73/1OkydP1po1a7RhwwZt27ZNv/jFL/Tee+9JkhKJhOrq6jRt2jQ99NBDevjh\n", "h/sHtwsXLuipp57SN77xDW3evFk33nij/vmf/9l5nYMHD+rLX/7ykNZ299136+GHH3Yej8ViunDh\n", "gu6++2796Ec/0urVqxWPx5XNZiVJu3bt0p/+6Z9q06ZN+vrXv66nnnpqqFkAAEWGT94AAKESj8f1\n", "8ssv6+2339bEiRPV3t6uj3zkIwN+z6lTp/TOO+/o8ccfl/T7a9T+8Jq43/3ud5o4caIymcyorXX2\n", "7NmaMmWKpk+frlQqpSlTpujcuXOSpNbWVrW3t+v555+XJPX19amrq+uKn/oBAMDwBgAoeCdOnNAX\n", "v/hF/c///I+eeOIJ3XzzzZo9e7bS6fRlT2X8QxMmTNDMmTO1cePGKz7n3/7t3/QXf/EXo7nsAdcW\n", "j8f1N3/zN5o8efKoviYAILo4bRIAUNBeeuklJZNJzZkzR62trbrhhht0yy23KJlM6q233nKen0gk\n", "1N7eLunD4WnWrFnq6+vTkSNH+p936WDV3t6ubDarT33qU2P8t/nQZz7zGe3bt69/O5fLjdtrAwDC\n", "iU/eAAAF6emnn5bv+/rEJz6he++9V5L0+c9/Xtu2bdP69et1zTXX6FOf+lT/oPaBm2++Wd/5znf0\n", "0Y9+VJ/73Oe0dOlSxeNxPfjgg9q9e7eef/55xWIxfe5zn9OXvvQlSb8fED/480BisdiQvvbBY5f7\n", "2po1a7Rnzx499NBDmjhxosrLy3XPPfcMugYAQPHiVwUAAAAAQAhw2iQAAAAAhADDGwAAAACEAMMb\n", "AAAAAIQAwxsAAAAAhADDGwAAAACEAMMbAAAAAIQAwxsAAAAAhADDGwAAAACEwP8H/q6WSl47DA8A\n", "AAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "is_snowing.astype(float).resample('M', how=np.mean).plot(kind='bar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So now we know! In 2012, December was the snowiest month. Also, this graph suggests something that I feel -- it starts snowing pretty abruptly in November, and then tapers off slowly and takes a long time to stop, with the last snow usually being in April or May." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6.3 Plotting temperature and snowiness stats together" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also combine these two statistics (temperature, and snowiness) into one dataframe and plot them together:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "temperature = weather_2012['Temp (C)'].resample('M', how=np.median)\n", "is_snowing = weather_2012['Weather'].str.contains('Snow')\n", "snowiness = is_snowing.astype(float).resample('M', how=np.mean)\n", "\n", "# Name the columns\n", "temperature.name = \"Temperature\"\n", "snowiness.name = \"Snowiness\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use `concat` again to combine the two statistics into a single dataframe." ] }, { "cell_type": "code", "execution_count": 17, "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", "
TemperatureSnowiness
2012-01-31 -7.05 0.240591
2012-02-29 -4.10 0.162356
2012-03-31 2.60 0.087366
2012-04-30 6.30 0.015278
2012-05-31 16.05 0.000000
2012-06-30 19.60 0.000000
2012-07-31 22.90 0.000000
2012-08-31 22.20 0.000000
2012-09-30 16.10 0.000000
2012-10-31 11.30 0.000000
2012-11-30 1.05 0.038889
2012-12-31 -2.85 0.251344
\n", "

12 rows × 2 columns

\n", "
" ], "text/plain": [ " Temperature Snowiness\n", "2012-01-31 -7.05 0.240591\n", "2012-02-29 -4.10 0.162356\n", "2012-03-31 2.60 0.087366\n", "2012-04-30 6.30 0.015278\n", "2012-05-31 16.05 0.000000\n", "2012-06-30 19.60 0.000000\n", "2012-07-31 22.90 0.000000\n", "2012-08-31 22.20 0.000000\n", "2012-09-30 16.10 0.000000\n", "2012-10-31 11.30 0.000000\n", "2012-11-30 1.05 0.038889\n", "2012-12-31 -2.85 0.251344\n", "\n", "[12 rows x 2 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats = pd.concat([temperature, snowiness], axis=1)\n", "stats" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA2oAAAExCAYAAAAN/VEWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X90VPWd//HXDBDDECNFMQlKcRWLVUwoWle3tbIn2irW\n", "H1TCqqvsqoBt1a3oKqySAo1aW1dUVLSIkJJTXYinRVbRqvHXZr+70hgxIKw/q0XIwFoK5gcJP+Z+\n", "//A4mzefEMJkMvfmzvNxjud4J5O5nzy5k5lP5v6IeJ7nCQAAAAAQGFG/BwAAAAAAsJioAQAAAEDA\n", "MFEDAAAAgIBhogYAAAAAAcNEDQAAAAAChokaAAAAAARM/1S/ceHChWpsbFQikdCPf/xjFRQU6OGH\n", "H9bmzZuVk5Ojs846S+PGjUvjUAEAAAAgO0R6eh21devW6b/+6780depULViwQJMmTdIRRxyRrvEB\n", "AAAAQNbp8a6Pubm5GjBgQHKZ62cDAAAAQM+kvOvjl1555RWNHz9e0heTtvnz52vQoEH6x3/8RxUW\n", "FvZ4gAAAAACQbXq062NdXZ22bNmi888/39z+8ccfq7q6Wrfccst+v/eFF15Qv379Ul01AAAAAPRp\n", "gwcP1imnnNLp11L+RO2jjz7S+vXrNXnyZOdrAwYMOOAkrF+/fho7dmyqqwcAAACAPq2+vn6/X0t5\n", "ojZv3jwdfvjhmjt3rr761a/qqquu0n333aft27dr4MCBuuaaa1J9aAAAAADIaimfTOShhx7S3Llz\n", "NXv2bF111VWSpOnTp2vu3LmaOXOmhg4dmrZB+q22ttbvIQQKPSx6uGhi0cOih0UPF00selj0cNHE\n", "CksPLngNAAAAAAHT4+uopaqmpoZj1AAAAABkrfr6epWWlnb6tR6fnh8AAABAz/z5z39We3u738NA\n", "LzjiiCOUk5Nz0N/HRK0bamtr9e1vf9vvYQQGPSx6uGhi0cOih0UPF00selhh7NHc3CxJGjZsmM8j\n", "QbolEglt2rRJBQUFBz1Z4xg1AAAAwEc7duzQkCFD/B4GekE0GtVRRx2lzz777KC/l2PUAAAAAB9t\n", "3ryZT9NCbn//xhyjBgBACho/b9fW5l29uo4j83JUlH9Ir64DAND3MFHrhjDuC90T9LDo4aKJRQ+r\n", "L/XY2rxLt6z6oFfXMetbQ1WUf3SvrqOv6UvbSCbQw8qGHr39RyL+QNQ3MFEDAAAAAqS3/0h0z/iR\n", "3ZqoPf300/rVr34lSXrrrbd08sknq3///jrnnHM0ffr0Xhtfb1m1apWOO+44jRo1yu+hdAsTtW4I\n", "+19tDhY9LHq4aGLRw6KHddhhh/k9hMBhG7HoYdEjcy666CJddNFFkqQxY8Zo2bJl+spXvuLzqFL3\n", "7LPP6nvf+x4TNQAAEC6ZOGZPYrcsoC/Yu3ev5s6dq7q6Ou3Zs0fXXHON/u7v/k6SdMEFF+j000/X\n", "b3/7W912222qrKzU1772Nd17772SpKOPPlo33HCDXn75ZbW1tenBBx9UcXGxJOmzzz7TzTffrG3b\n", "tsnzPN1xxx0aM2ZMcr0lJSW6+eabVVVVpba2Nv3mN7/RV7/6VUnSz3/+c9XV1emzzz5TYWGhfv3r\n", "Xys3N1eS9E//9E+qqanRm2++qUcffVQ33HCDzjvvvOR4KyoqkusZPny4Nm7cuN91PvHEExo+fLgk\n", "afny5Vq8eLEikYjGjh2rO++8M22Nmah1QzbsC30w6GHRw0UTix4WPawdO3ZIww71exjdkolj9iSO\n", "29sXzxmLHsGwdOlSRaNRrVq1Su3t7cnJ2YgRIxSJRHTMMcdo6tSpqqysVFVVlf76r/86OVHbtWuX\n", "zjzzTM2YMUM1NTWaPn26ampqJEkzZszQFVdcoXPOOUcbN27U5Zdfrv/4j/9IrjcSiei9997Tiy++\n", "6Ixp6tSp+pd/+RdJ0hVXXKFnn31Wl1xyiSRp/vz5uu6663TuuefqggsuMN8XiUQUiUTM8r5f72yd\n", "GzZsUFVVlZ555hn1799fM2bM0LJly5IT1p5iogYAAADgoLzyyiv605/+pAsvvFCS1NbWpvfee08j\n", "RoyQJJ100knasGGDTjrpJA0ePFg7d+5Mfm9ubq7+5m/+RpJUWlqqa6+9Vrt379aAAQP02muvaevW\n", "rXrwwQclfTGp2759uwYPHpz8/ptvvrnTMQ0ePFi1tbX64IMP1NLSong87twn1SuTdbbO119/XZ9+\n", "+ql+8IMfSJJaW1vNOHuKiVo38Fcbix4WPVw0sehh0cPiGDUXTSyeMxY9gqF///6aOXOmzj333C7v\n", "152JUSQSUb9+/ZKP+8QTT+jQQw9uT4OWlhZdcMEFOu+883TaaafpuOOO63Td+35a1hMDBgzQ+PHj\n", "07q7Y0fRXnlUAAAAAKF1/vnna/78+WpubpZ0cJ9Utba26oUXXpAkPfPMMxo9erSi0S+mJeedd55+\n", "/vOfJ++bSCS69ZgffPCBBgwYoFtuuUVjxoxRQ0ODM6bc3Fz97//+r/O4gwcP1tatWyVJb7zxRrd/\n", "jtLSUj399NP64x//mLwt1U/sOsMnat3AvtAWPSx6uGhi0cOih9WXjlHLFJpYPGesbOhxZF6O7hk/\n", "slcf/2Dt+0nUJZdcong8rgsvvDB5wo7q6moNGjSoy++TpFgsprfeekv333+/9uzZo0ceeST5tYqK\n", "CpWXl+vss89WTk6Ojj32WD300ENdPp4knXzyyRo+fLjOPPNMHXXUUfr2t7+dnJR9qaysTNddd51W\n", "rFihr3/96/rFL34hSZoyZYp+9rOf6aWXXtJxxx13wJ/9SyNGjNADDzyga6+9Vv369ZPneZozZ45O\n", "P/30Tu9/sFKeqC1cuFCNjY1KJBL68Y9/rIKCAjU0NOipp56SJE2aNEmjR49OyyABAACAbFGUf0jg\n", "znz61ltvObddd911uu6665zbV65cKemLU/pfdtllkqQ//elP5j4zZszQjBkznO/Ny8vTfffdd1Dj\n", "kKRoNKpFixbt/weQdPrpp+vNN990bv/Od76jl156Kbk8bdq0bq1T+uJTtdLS0i7Xm6qUJ2pf/gDr\n", "1q3TypUrNWXKFFVXV6u8vFySdOedd+qkk05K636gfgn7X20OFj0serhoYtHDoofF8Vgumlg8Zyx6\n", "IFv0+Bi13Nxc9e/fX42NjSoqKlJOTo5ycnJUUFDQ6ZlWAAAAAGSvfT9dQ+d6PFF75ZVX9N3vflfN\n", "zc2KxWKqrKxUZWWlYrGYmpqa0jFG39XW1vo9hEChh0UPF00selj0sHbs2OH3EAKHJhbPGYseyBY9\n", "mqjV1dVp2LBhOuqoo5SXl6fW1lZdfvnluuyyy9TS0qL8/Pwuv7/jE622tpZlllkOyfLatWsDNR6/\n", "l+nRt3v0tpaWlkD9vH73kL5okur4wri8du3aQI3H7+Uw90C4dfbv35WIl+I5JD/66CPV1tZq8uTJ\n", "kr44xeXs2bNVXl4uz/N0xx13qKKiYr/fX1NTo7Fjx6ayagAAMuLtzU26ZdUHvbqOe8aPVEkfOcNh\n", "JnpIfasJkA6bN2/WsGHD/B4GetH+/o3r6+v3ezKS/qmubN68eTr88MM1d+5cffWrX9VVV12liRMn\n", "JidnZWVlqT40AMAnjZ+3a2vzrl5dx5F5OYE7mxkAAEGT8kSt4/UMvlRSUqKSkpIeDSiIamvDf72O\n", "g0EPix4umlh9qcfW5l29/onJrG8NVVH+0b26jr6Ea4a5aGL1pd8hmZANPbb/uUWf72jrtcfPPyxX\n", "gw8fdOA7wlcpT9QAAAAApN/nO9q0fNEfeu3xJ035Zrcmai0tLbr55pv10UcfqV+/fpowYYJzjbHe\n", "sHLlSnmep4suuqjX1xVkTNS6Iex/tTlY9LDo4aKJRQ+La2RZ9HDRxOJ3iEWPzHnwwQc1fPhwPfro\n", "oxld74UXXpjR9QUVEzUAAAAAndq+fbtz2913360dO3bos88+04cffqjjjjtOjz32WPLrCxYs0G9/\n", "+1tFo1GNHj1ad911l3Jzc3XXXXdpxIgR+vu///vkfW+77TaNGTNGkyZN0urVqzVnzhx9+umnmjZt\n", "mq6//vpur3P58uVavHixIpGIxo4dqzvvvDP5tZdfflm//OUvFY1G1dLSot/85jc6+ugvdsH/5JNP\n", "NH36dLW1tam1tVX//M//rO9///tpbZiqHl9HLRtw2lSLHhY9XDSx6GFxjSyLHi6aWPwOseiROTfc\n", "cIOampo0btw4LVu2zHxt/fr1mjdvnmpqalRXV6ePP/5Y0hfXWH7mmWf03HPP6YUXXtAhhxyiefPm\n", "SZJGjhypTZs2ae/evVq/fr2kL86GOHLkSEnSaaedplWrVpmJXHfWuWHDBlVVVSXXu2fPHjPen/3s\n", "Z7rnnnu0atUqvfbaa8lJmiQtXLhQZ599tlatWqVXX301MJM0iYkaAAAAgE4MGjRIjz76qKqqqvT8\n", "88/rhhtukCRFIhF997vf1aGHHqpIJKLhw4cn/8BSU1Ojyy67TAMGDJAkTZkyRTU1NZKkY489Vp9+\n", "+qmefvppff/739c777yjTZs26bjjjjvgWLpa5+uvv65PP/1UP/jBD3ThhRfqzTff1EcffZT83smT\n", "J+vGG2/UL37xC7333nvmcS+66CL927/9m2bOnBm4PwKw62M3sC+0RQ+LHi6aWPSwOP7IooeLJha/\n", "Qyx6ZN7w4cP1+OOPa9SoUdq9e7ckaX+XYo5EIkokEsnlRCKhSCQi6f8malVVVXr88cf1q1/9Sjt3\n", "7uz2c35/6xwwYIDGjx9vdnfs6Oqrr9all16qmpoaTZ06VTfffHPyOLjTTjtNr776qt544w098sgj\n", "euaZZ3T33Xd3azy9jU/UAAAAADhaW1uT///uu+9q6NChGjBgwH4nTJJ09tln68knn1R7e7sk6bHH\n", "HtM555wjSRoyZIjee+89DR8+XH/7t3+rTz75RPn5+T0eZ2lpqZ5++mn98Y9/TN7WcYx79+5VLBbT\n", "BRdcoAkTJqi+vj75tUQioWg0qjPOOEPXX3+96urqejyedOETtW7Ihut1HAx6WPRw0cSih8U1six6\n", "uGhi8TvEokfmPPfcc3rooYcUi8U0cOBALVmyRNIXn5p9+SnZvs466yytX79e559/viKRiE4++WTd\n", "eOONya8XFhZq6tSpkr7YJfHll1/u9HE6e/z9rXPEiBF64IEHdO2116pfv37yPE9z5szR6aefLkkq\n", "Ly/XW2+9pUQioSOPPFL3339/8nufeuopPf744+rXr58k6Ze//OWBsmQMEzUAAAAgQPIPy9WkKd/s\n", "1cfvjksuuUSXXHKJc/uMGTPM8sqVK83yj370I/3oRz/q9DFfeumlg3787qyztLRUpaWlna7zrrvu\n", "6vR2SZo0aZImTZq036/7iYlaN/BXG4seFj1cNLHoYXH8kUUPF00sfodY2dBj8OGDunVBaoQbx6gB\n", "AAAAQMAwUeuGoJ2q02/0sOjhoolFD4trZFn0cNHE4neIRQ9kCyZqAAAAABAwTNS6IRv2hT4Y9LDo\n", "4aKJRQ+L448serhoYvE7xApjD8/zujzlPfq2jteVOxhM1AAAAAAfHXbYYdq2bZvfw0AvSCQS2rRp\n", "k4444oiD/l7O+tgNXK/DoodFD1dfadL4ebu2Nu/q9fUkmrfpG18b0evr6Su4RpZFD1dfapKJ3yP8\n", "DrH6ymvMwcjLy1N7e7s2b96c0vfv2LGDT6I7CFqPgoIC5eTkHPT3pTxR27Bhg5YuXaoTTzxRV155\n", "pSTp4Ycf1ubNm5WTk6OzzjpL48aNS/XhAaDXbW3epVtWfdDr65n1raG9vg4A/sjE7xF+h2SHww8/\n", "POXv/eijj/T1r389jaPp28LSI+WJ2u7duzVhwgS9++67ydsikYimT5+e0kd7QRa2v9r0FD0serho\n", "YgXpr3pBQA+LHi6aWPSweI1x0cQKS4+Uj1ErLi5WXl6eczsHQgIAAABAz6T1ZCK5ubmaP3++7r77\n", "bsXj8XQ+tK+4XodFD4seLppYXBPKoodFDxdNLHpYvMa4aGKFpUdaJ2pXX321KioqdOmll6qqquqA\n", "9+8Ysba2lmWWWQ7J8tq1awM1ngMt97aWlpZA/bz0oEeQe0hfNEl1fJlezsQkqi/1yMTy2rVrAzUe\n", "llnuyXJXIl4P9lV85513VF9fnzyZyJc2bdqkZcuW6aabbtrv99bU1Gjs2LGprhoAeuztzU0ZOZnI\n", "PeNHqqSPnMEuE03oYdHDRROrL/UAcHDq6+tVWlra6df6p/qgK1as0Jo1a7R9+3bt3LlT06ZN0333\n", "3aft27dr4MCBuuaaa1IeMAAAAABks5QnahdffLEuvvhic9v06dN7PKAgqq0N3/U6eoIeFj1cNLH6\n", "0jWhMoEeFj1cNLHoYfEa46KJFZYeaT1GDQAAAADQc0zUuiEMM/J0oodFDxdNLK6BZNHDooeLJhY9\n", "LF5jXDSxwtKDiRoAAAAABAwTtW440Kkzsw09LHq4aGJxDSSLHhY9XDSx6GHxGuOiiRWWHkzUAAAA\n", "ACBgmKh1Q1j2c00Xelj0cNHE4vgSix4WPVw0sehh8RrjookVlh5M1AAAAAAgYJiodUNY9nNNF3pY\n", "9HDRxOL4EoseFj1cNLHoYfEa46KJFZYeTNQAAAAAIGCYqHVDWPZzTRd6WPRw0cTi+BKLHhY9XDSx\n", "6GHxGuOiiRWWHkzUAAAAACBgmKh1Q1j2c00Xelj0cNHE4vgSix4WPVw0sehh8RrjookVlh5M1AAA\n", "AAAgYJiodUNY9nNNF3pY9HDRxOL4EoseFj1cNLHoYfEa46KJFZYe/f0eAAAAAMKh8fN2bW3e1avr\n", "ODIvR0X5h/TqOoAgYKLWDbW1taGZmacDPSx6uGhi7dixQxp2qN/DCAx6WPRw0cTqSz22Nu/SLas+\n", "6NV1zPrWUBXlH92r6+hreN21wtIj5Ynahg0btHTpUp144om68sorJUkNDQ166qmnJEmTJk3S6NGj\n", "0zNKAAAAAMgiKU/Udu/erQkTJujdd9+VJCUSCVVXV6u8vFySdOedd+qkk05SJBJJz0h9FIYZeTrR\n", "w6KHiyYWx5dY9LDo4aKJRQ+LHi5ed62w9Ej5ZCLFxcXKy8tLLsfjcRUVFSknJ0c5OTkqKChQPB5P\n", "yyABAAAAIJuk7ayPzc3NisViqqysVGVlpWKxmJqamtL18L4Ky7UY0oUeFj1cNLG4BpJFD4seLppY\n", "9LDo4eJ11wpLj7RN1PLy8tTa2qrLL79cl112mVpaWpSfn9/l93SMWFtbyzLLLIdkee3atYEaz4GW\n", "e1tLS0ugfl560CPIPaQvmqQ6vkwvZ2LSQA+rL/VgmeUDLXcl4nme1+U9uvDOO++ovr5eV155pRKJ\n", "hGbPnq3y8nJ5nqc77rhDFRUV+/3empoajR07NtVVA0CPvb25qdfPTiZJ94wfqZI+csa2TDShh0UP\n", "F00selh9qQdwIPX19SotLe30a/1TfdAVK1ZozZo12r59u3bu3Klp06Zp4sSJyclZWVlZqg8NAAAA\n", "AFkt5YnaxRdfrIsvvtjcVlJSopKSkh4PKmhqa8NxLYZ0oYdFDxdNrL50DaRMoIdFDxdNLHpY9HDx\n", "umuFpUfajlEDAAAAAKQHE7VuCMOMPJ3oYdHDRROLa/5Y9LDo4aKJRQ+LHi5ed62w9GCiBgAAAAAB\n", "w0StGw506sxsQw+LHi6aWFzzx6KHRQ8XTSx6WPRw8bprhaUHEzUAAAAACBgmat0Qlv1c04UeFj1c\n", "NLE4nsKih0UPF00selj0cPG6a4WlBxM1AAAAAAgYJmrdEJb9XNOFHhY9XDSxOJ7CoodFDxdNLHpY\n", "9HDxumuFpQcTNQAAAAAIGCZq3RCW/VzThR4WPVw0sTiewqKHRQ8XTSx6WPRw8bprhaUHEzUAAAAA\n", "CBgmat0Qlv1c04UeFj1cNLE4nsKih0UPF00selj0cPG6a4WlBxM1AAAAAAgYJmrdEJb9XNOFHhY9\n", "XDSxOJ7CoodFDxdNLHpY9HDxumuFpUd/vwcAIHMaP2/X1uZdvb6eI/NyVJR/SK+vBwAAIKyYqHVD\n", "bW1taGbm6UAPqy/12Nq8S7es+qDX1zPrW0NVlH90r6+nr9ixY4c07FC/hxEY9LDo4aKJRQ+LHq6+\n", "9F4kE8LSI+0TtYcfflibN29WTk6OzjrrLI0bNy7dqwAAAACAUEv7RC0SiWj69Ok64ogj0v3QvgnD\n", "jDyd6GHRw8XxAxY9LHpY9HDRxKKHRQ8X70WssPTolZOJeJ7XGw8LAAAAAFkh7RO13NxczZ8/X3ff\n", "fbfi8Xi6H94XYbkWQ7rQw6KHi2vcWPSw6GHRw0UTix4WPVy8F7HC0iPtE7Wrr75aFRUVuvTSS1VV\n", "VdXlfTtGrK2tZZllljO03NtaWloC9fPSgx706Ds9pC+apDq+TC9nYtJAD6sv9WCZ5QMtdyXi9dJ+\n", "ips2bdKyZct00003dfr1mpoajR07tjdWDWA/3t7clJGzPt4zfqRK+sAZuejhykQTelj0cNHEoofV\n", "l3oAB1JfX6/S0tJOv9Y/3Su7//779Ze//EUDBw7UNddck+6HBwAAAIDQS/uujzfeeKPmzp2rmTNn\n", "aujQoel+eF8c6GPJbEMPix4ujh+w6GHRw6KHiyYWPSx6uHgvYoWlR6+c9REAAAAAkDomat0Qlmsx\n", "pAs9LHq4uMaNRQ+LHhY9XDSx6GHRw8V7ESssPZioAQAAAEDAMFHrhrDs55ou9LDo4eL4AYseFj0s\n", "erhoYtHDooeL9yJWWHowUQMAAACAgGGi1g1h2c81Xehh0cPF8QMWPSx6WPRw0cSih0UPF+9FrLD0\n", "YKIGAAAAAAGT9gteh1FtbW1oZubp0Jd6NH7erq3Nu3p1HYnmbfrG10b06jr6mh07dkjDDvV7GIFB\n", "D4seFj1cNLHoYdHD1Zfem2VCWHowUUOobW3epVtWfdCr65j1rXBc2B0AAADBwa6P3RCGGXk60cNi\n", "X3kXTSx6WPSw6OGiiUUPix4u3ptZYenBRA0AAAAAAoaJWjeE5VoM6UIPi+u5uGhi0cOih0UPF00s\n", "elj0cPHezApLDyZqAAAAABAwTNS6ISz7uaYLPSz2lXfRxKKHRQ+LHi6aWPSw6OHivZkVlh5M1AAA\n", "AAAgYDg9fzeE5VoM6UIPi+u5uGhi0cOih0UPF00selh9qUcmrucqcU3XfYXlvWraJ2oNDQ166qmn\n", "JEmTJk3S6NGj070KAAAAIPAycT1XiWu6hlVaJ2qJRELV1dUqLy+XJN1555066aSTFIlE0rmajAvD\n", "jDyd6GGxr7yLJhY9LHpY9HDRxKKHRQ8XTaywvFdN6zFq8XhcRUVFysnJUU5OjgoKChSPx9O5CgAA\n", "AAAIvbR+otbc3KxYLKbKykpJUiwWU1NTk4qKitK5moz7n/UfKZbbu3+pyD8sV4MPH9Sr60gXelg5\n", "O3fqTx/1/v7nfalJXzp+IBPoYdHDooeLJhY9LHq4aGJl4r2qlIH3Zl4abdq0yXv44Ye99vZ2r62t\n", "zXvooYe8xsbGTu/70ksveZKc/2699VZv27Zt3sqVK72VK1d627Zt87Zt2+Zdeumlnd7/H350o/fK\n", "uk+8Ff/Z4K34zwbvlXWfeK+s+8T7u6t/mLb7/6Fug/daTZ33Wk2dt6bufW9N3fveP06e2un9r516\n", "g7em7v2Dvv//q63r1s8btD6p/rzdvf/B/rz73v+djxvTvj3se/8/1G1I+/bQW31+/JObe/358sq6\n", "T7wXa9/w1qxZkxzPtdde2+X416xZc9D3f+211/rc86UnP+/B3D/V58u2bdu8dz5u7NXnyyvrPvGu\n", "vGpKn+nzzseNoXi+dLw/z5f0PV+2bdvmTb6m88fP1j41//1Wrz5fVvxng/di7Rs8X/b5b8oPfxzI\n", "7SEoz5egvR/reP+XXnppv3OriOd5ntIkkUho9uzZKi8vl+d5uuOOO1RRUdHpfWtqajR27Ngere/t\n", "zU0ZOUDznvEjVdIH/kpBDwAAAAQV71Vd9fX1Ki0t7fRrad31MRqNauLEicnJWVlZWTofHgAAAACy\n", "QtoveF1SUqKKigpVVFSouLg43Q/vix07dvg9hEChh1VbW+v3EAKHJhY9LHpY9HDRxKKHRQ8XTayw\n", "vFdN+0QNAAAAANAzTNS6gWtTWPSwwnKtjnSiiUUPix4WPVw0sehh0cNFEyss71WZqAEAAABAwDBR\n", "64aw7OeaLvSw2C/cRROLHhY9LHq4aGLRw6KHiyZWWN6rMlEDAAAAgIBhotYNYdnPNV3oYbFfuIsm\n", "Fj0selj0cNHEoodFDxdNrLC8V2WiBgAAAAABw0StG8Kyn2u60MNiv3AXTSx6WPSw6OGiiUUPix4u\n", "mlhhea/KRA0AAAAAAqa/3wPoC8Kyn2u60MNiv3AXTSx6WPSw6OGiiUUPix6uvtLkyLwc3TN+ZEbW\n", "EwZM1AAAAAD0uqL8Q1SUf4jfw+gz2PWxG8Kyn2u60MNiv3AXTSx6WPSw6OGiiUUPix4umlhh6cFE\n", "DQAAAAACholaN3BMlkUPq6/sF55JNLHoYdHDooeLJhY9LHq4aGKFpQcTNQAAAAAIGE4m0g07duyQ\n", "hh3q9zAOKFNn0kk0b5MU/B6ZUltbG5q/3KQLTSx6WPSw6OGiiUUPix4umlhh6ZH2idrDDz+szZs3\n", "KycnR2eddZbGjRuX7lVgPzJ1Jp3a2relr43o9fUAAAAA2SrieZ6XzgdcsGCBJk2apCOOOKLL+9XU\n", "1Gjs2LE9Wtfbm5t0y6oPevQY3XHP+JEq6QOfqAEAAADoO+rr61VaWtrp13rlGLU0z/0AAAAAIKuk\n", "PFFraGhQRUWF+e+TTz5Rbm6u5s+fr7vvvlvxeDydY/UN1w2zwnJtinShh4smFj0selj0cNHEoodF\n", "DxdNrLD0SPkYteLiYhUXFzu3X3311ZKkjz/+WFVVVbrlllv2+xgdD/T7MujBLCcOPybV4R+0VMbH\n", "MsvZurx27dpAjcfvZXrQgx4Ht7x27dpAjcfvZXrQ40DLXwrKePxe7ks9YrGY9iftx6h9adOmTVq2\n", "bJluuummTr/OMWoAAAAAsllXx6j1T/fK7r//fv3lL3/RwIEDdc0116T74QEAAAAg9NJ+MpEbb7xR\n", "c+fO1cz6the8AAAYBklEQVSZMzV06NB0P7wvOEbN2vdj5WxHDxdNLHpY9LDo4aKJRQ+LHi6aWGHp\n", "0StnfQQAAAAApK7XjlE7EI5RAwAAAJDNMn4dNQAAAABA6piodQPHqFlh2e83XejhoolFD4seFj1c\n", "NLHoYdHDRRMrLD2YqAEAAABAwPTpY9QaP2/X1uZdaRrR/h2Zl6Oi/EN6fT0AAAAAskdGr6OWSUX5\n", "hzCBAgAAABA67PrYDWHZzzVd6GHRw0UTix4WPSx6uGhi0cOih4smVlh6MFEDAAAAgIDp08eoAQAA\n", "AEBfxXXUAAAAAKAPYaLWDWHZzzVd6GHRw0UTix4WPSx6uGhi0cOih4smVlh6MFEDAAAAgIDhGDUA\n", "AAAA8AHHqAEAAABAH8JErRvCsp9rutDDooeLJhY9LHpY9HDRxKKHRQ8XTayw9Oifyjdt2LBBS5cu\n", "1Yknnqgrr7wyeXtDQ4OeeuopSdKkSZM0evTo9IwSAAAAALJISseoNTQ0qK2tTe+++25yopZIJDR7\n", "9myVl5dLku68807NmTNHkUik08fgGDUAAAAA2Sztx6gVFxcrLy/P3BaPx1VUVKScnBzl5OSooKBA\n", "8Xg8lYcHAAAAgKzW5UStoaFBFRUV5r9PPvmk0/s2NzcrFoupsrJSlZWVisViampq6pVBZ1pY9nNN\n", "F3pY9HDRxKKHRQ+LHi6aWPSw6OGiiRWWHimfnn/9+vV68803k7s+bt68WStWrNCUKVPkeZ4WLVqk\n", "Sy65RIWFhZ1+/5tvvqnt27enPnIAAAAA6MMGDx6sU045pdOvpXQyEUnad35XWFioxsbG5HI8Ht/v\n", "JE3SfgcEAAAAANkupYnaihUrtGbNGm3fvl07d+7UtGnTFI1GNXHiRFVUVEiSysrK0jpQAAAAAMgW\n", "Ke/6CAAAAADoHVzwGgAAAAAChokaAAAAAARMyicTCSvP8xSPx9XU1KT8/PwuT4iSDejhoolFD4se\n", "LppY9LDo4aKJRQ+LHq6wNmGi1sG6detUXV2tgoICxWIxtbS0KB6Pq6ysTMXFxX4PL+Po4aKJRQ+L\n", "Hi6aWPSw6OGiiUUPix6uUDfxkFReXu61t7d7nud5S5Ys8dra2ry2tjZv1qxZPo/MH/Rw0cSih0UP\n", "F00selj0cNHEoodFD1eYm/CJWhcikYjfQwgUerhoYtHDooeLJhY9LHq4aGLRw6KHK0xNOD1/Bw0N\n", "DaqurlZRUZFisZhaW1vV2NioiRMnqqSkxO/hZRw9XDSx6GHRw0UTix4WPVw0sehh0cMV5iZM1PaR\n", "SCQUj8fV3NysvLw8FRYWKhrN3pNj0sNFE4seFj1cNLHoYdHDRROLHhY9XGFt0vd/gjSLRqPJj0yj\n", "0Wgo/pF7gh4umlj0sOjhoolFD4seLppY9LDo4QprE45R6yDUZ41JAT1cNLHoYdHDRROLHhY9XDSx\n", "6GHRwxXqJv6eyyRYwnzWmFTQw0UTix4WPVw0sehh0cNFE4seFj1cYW7CJ2pdCNNZY9KBHi6aWPSw\n", "6OGiiUUPix4umlj0sOjhClMTTibSQZjPGpMKerhoYtHDooeLJhY9LHq4aGLRw6KHK8xNmKjtI6xn\n", "jUkVPVw0sehh0cNFE4seFj1cNLHoYdHDFdYmTNQAAAAAIGD6/lQTAAAAAEKGiVon3n777S6Xsw09\n", "XDSx6GHRw0UTix4WPVw0sehh0cMVxiZM1DrR0tLS5XK2oYeLJhY9LHq4aGLRw6KHiyYWPSx6uMLY\n", "hGPUAAAAACBg+EQNAAAAAAKGC17vw/M8xeNxNTU1KT8/X4WFhX4PyVf0cNHEoodFDxdNLHpY9HDR\n", "xKKHRQ9XWJswUetg3bp1qq6uVkFBgWKxmFpaWhSPx1VWVqbi4mK/h5dx9HDRxKKHRQ8XTSx6WPRw\n", "0cSih0UPV6ibeEgqLy/32tvbPc/zvCVLlnhtbW1eW1ubN2vWLJ9H5g96uGhi0cOih4smFj0serho\n", "YtHDoocrzE34RK0LkUjE7yEECj1cNLHoYdHDRROLHhY9XDSx6GHRwxWmJpz1sYOGhgZVV1erqKhI\n", "sVhMra2tamxs1MSJE1VSUuL38DKOHi6aWPSw6OGiiUUPix4umlj0sOjhCnMTJmr7SCQSisfjam5u\n", "Vl5engoLCxWNZu/JMenhoolFD4seLppY9LDo4aKJRQ+LHq6wNun7P0GaRaPR5Eem0Wg0FP/IPUEP\n", "F00selj0cNHEoodFDxdNLHpY9HCFtQnHqHUQ6rPGpIAeLppY9LDo4aKJRQ+LHi6aWPSw6OEKdRN/\n", "z2USLGE+a0wq6OGiiUUPix4umlj0sOjhoolFD4serjA34RO1LoTprDHpQA8XTSx6WPRw0cSih0UP\n", "F00selj0cIWpCScT6SDMZ41JBT1cNLHoYdHDRROLHhY9XDSx6GHRwxXmJkzU9hHWs8akih4umlj0\n", "sOjhoolFD4seLppY9LDo4QprEyZqAAAAABAwfX+qCQAAAAAhw0StE2+//XaXy9mGHi6aWPSw6OGi\n", "iUUPix4umlj0sOjhCmMTJmqdaGlp6XI529DDRROLHhY9XDSx6GHRw0UTix4WPVxhbMIxagAAAAAQ\n", "MHyiBgAAAAABwwWv9+F5nuLxuJqampSfn6/CwkK/h+QrerhoYtHDooeLJhY9LHq4aGLRw6KHK6xN\n", "mKh1sG7dOlVXV6ugoECxWEwtLS2Kx+MqKytTcXGx38PLOHq4aGLRw6KHiyYWPSx6uGhi0cOihyvU\n", "TTwklZeXe+3t7Z7ned6SJUu8trY2r62tzZs1a5bPI/MHPVw0sehh0cNFE4seFj1cNLHoYdHDFeYm\n", "fKLWhUgk4vcQAoUeLppY9LDo4aKJRQ+LHi6aWPSw6OEKUxPO+thBQ0ODqqurVVRUpFgsptbWVjU2\n", "NmrixIkqKSnxe3gZRw8XTSx6WPRw0cSih0UPF00selj0cIW5CRO1fSQSCcXjcTU3NysvL0+FhYWK\n", "RrP35Jj0cNHEoodFDxdNLHpY9HDRxKKHRQ9XWJv0/Z8gzaLRaPIj02g0Gop/5J6gh4smFj0serho\n", "YtHDooeLJhY9LHq4wtqEY9Q6CPVZY1JADxdNLHpY9HDRxKKHRQ8XTSx6WPRwhbqJv+cyCZYwnzUm\n", "FfRw0cSih0UPF00selj0cNHEoodFD1eYm/CJWhfCdNaYdKCHiyYWPSx6uGhi0cOih4smFj0serjC\n", "1ISTiXQQ5rPGpIIeLppY9LDo4aKJRQ+LHi6aWPSw6OEKcxMmavsI61ljUkUPF00selj0cNHEoodF\n", "DxdNLHpY9HCFtQkTNQAAAAAImL4/1QQAAACAkGGiBgAAAAABw0QNAAAAAAKGiRoAAAAABAwTNQAA\n", "AAAIGC54jQPas2ePWltblZ+f7/dQEECe5ykej6upqUn5+fkqLCz0e0gIGLYR4ODwnEFX2D6yBxO1\n", "bli4cKGmTZvm9zAyrrGxUU8++aS2b9+ulpYW9e/fXyNGjNAVV1zBpG0f2bqNrFu3TtXV1SooKFAs\n", "FlNLS4vi8bjKyspUXFzs9/ACI1u3D4ltpLuyeRvpTDb34DnTPdm6jbB9dF8YthEmah1UVVV1evv6\n", "9eszPJJgWLRokX7yk59o0KBBuvfee3Xrrbeqvr5eDz74oG6//Xa/h+cLthFr+fLlmjVrlnJyclRZ\n", "WakpU6ZIku64446sfMFg+3CxjVhsIxY9XDxnLLYRi+3DFeZthIlaB+vXr9eECROUl5eXvM3zPH34\n", "4Yc+jso/bW1tys/P1+7du7Vz505J0tixY/W73/3O55H5h22ka5FIxO8h+Irt48DYRthGOqLHgfGc\n", "YRvpSrZvH1K4txEmah1MnjxZu3fv1oknnmhuf//9930akb/GjRun22+/XXv27NGECROStw8bNszH\n", "UfmLbcSaOHGiKioqVFRUpFgspkWLFqmxsVETJ070e2i+YPtwsY1YbCMWPVw8Zyy2EYvtwxXmbSTi\n", "eZ7n9yAQXO3t7fI8T7m5uX4PBQGVSCQUj8fV3NysvLw8FRYWKhrlhLL4P2wjwMHhOYOusH1kDyZq\n", "AAAAABAw/ebMmTPH70EExZYtW/TEE08oHo+rqKhI8+bN0+uvv67jjz9ehx56qN/Dy7gtW7boySef\n", "VENDg4488sjkmR4XL16sb3zjGz6Pzh9sI1ZnPV577TV6sH0ksY1YbCMWPVw8Zyy2EYvtwxXmbYTP\n", "STtYuHChvvOd7yiRSOinP/2pysrKdO2112rJkiV+D80XCxYs0BlnnKEzzzxTq1at0rPPPitJ2rhx\n", "o88j8w/biNVZjx/+8If0YPtIYhux2EYserh4zlhsIxbbhyvM2wgnE+kgkUjohBNO0AknnKC6ujqN\n", "HDlS0hcXfM5G0WhUo0ePliSNHDlSdXV1Wrp0qRKJhM8j8w/biEUPix4umlj0sOjhoolFD4serjA3\n", "YaLWwahRo5L/P3fu3OT/9/WPTVNVVFRklk899VQNGTJEq1ev9mlE/mMbsehh0cNFE4seFj1cNLHo\n", "YdHDFeYmnEwEAAAAAAKGY9QAAAAAIGCYqHWhrq7O7yEECj1cNLHoYdHDRROLHhY9XDSx6GHRwxWm\n", "JkzUuvDlWQ7xBXq4aGLRw6KHiyYWPSx6uGhi0cOihytMTZioAQAAAEDAcMHrAzjmmGP8HkKg0MNF\n", "E4seFj1cNLHoYdHDRROLHhY9XGFpwlkfAQAAACBg2PURQFp9+umnfg8BAbZr1y7t2rXL72EgoNg+\n", "/s+ePXv0+eef+z2MQPA8T42NjXrvvfcUj8f9Hg6QMez62A0LFy7UKaec4vcwMm7Lli168skn1dDQ\n", "oCOPPFL5+fmSpMWLF+sb3/iGz6Pzx5YtW/TEE08oHo+rqKhI8+bN0+uvv67jjz8+FBdWPFjPP/+8\n", "PvzwQ33wwQfJ/5YvX669e/dq5MiRfg8v41599dXk7hbxeFyPPPKI3njjDY0cOVKDBg3yd3A++fWv\n", "f60xY8ZIklavXq1HHnlEtbW1amtr0/HHH+/z6DLvH/7hH7RlyxYNHTpUgwcP9ns4vlu3bp0eeOAB\n", "bdy4UXv27NGiRYtUU1Oj/v37h2bXpYPV2Nioxx57TL///e/14osv6uWXX9b777+vUaNG6ZBDDvF7\n", "eBm3bt06LViwQBs3blQ8Htfbb7+tf//3f9cRRxyhgoICv4cXGNn6XlUK9/vV/n4PIEiqqqo6vX39\n", "+vUZHkkwLFiwQGVlZcrNzdWqVas0bNgwnX/++dq4caPfQ/PNwoULVVZWpvfff18//elPdd1112nw\n", "4MFauHChbrvtNr+Hl3ErV67Uscceq1NPPTV5W79+/bLyzYQkvfbaaxo3bpwkqbKyUpdeeqkGDBig\n", "xx9/XDNnzvR3cD758MMPk///3HPPqaKiQv3791d5ebnGjx/v48j8ceyxx+q8887Tc889pz//+c8q\n", "LS3Vaaedpmg0O3dwWbZsmW6//XbV19fr97//vebOnSvP83TXXXcln0vZZtGiRfrJT36iQYMG6d57\n", "79Wtt96q+vp6Pfjgg7r99tv9Hl7GLV++XLNmzVJOTo4qKys1ZcoUSdIdd9yh4uJin0eXebxXdYX5\n", "/SoTtQ7Wr1+vCRMmKC8vL3mb53nmjUY2iUajGj16tCRp5MiRqqur09KlS5VIJHwemX8SiYROOOEE\n", "nXDCCaqrq0t+arRnzx6fR+aPBx54QC+++KL++7//W+eee67GjBmjNWvWZO0brF27dumzzz6T53lq\n", "aWlJfiKwc+dOfwfmo379+undd9/VqFGjNHDgQEWjUW3btk2xWMzvoflmxIgR+uEPf6impia99NJL\n", "mj17tk455RRdfPHFfg8t4/bu3avc3FwNHjxY/ft/8ZYkEolk7cRVktra2pSfn6/du3cnf3eMHTtW\n", "v/vd73weWTBEIhG/h+Ar3qu6wvx+lYlaB5MnT9bu3bt14oknmtvff/99n0bkr6KiIrN86qmnasiQ\n", "IVq9erVPI/LfqFGjkv8/d+7c5P9n426PkjRgwACNHz9epaWleu655/T8889r9+7dfg/LN8OGDdPy\n", "5cslSX/1V3+VvP0rX/mKX0Py3fXXX6+qqipVVlZq165dmj17tg4//HBNnTrV76H57tBDD9WECRN0\n", "4YUX6g9/+IPfw/HF9773Pd166606+uij9c1vflP/+q//qr1795rftdlm3Lhxuv3227Vnzx5NmDAh\n", "efuwYcN8HJV/Jk6cqIqKChUVFSkWi2nRokVqbGzUxIkT/R6aL3iv6grz+1XO+gggbVpbW/U///M/\n", "Gjt2rN9DQcAkEgl9/vnnysvLS35yko1aW1uz+tPEA9myZYv27t2btZOSL7W3t8vzPOXm5vo9lEBI\n", "JBKKx+Nqbm5WXl6eCgsLs/pTV2QPJmqdaGxsVFNTk/Lz81VYWOj3cHzleZ7i8Tg9OqCJRQ8Xv0Nc\n", "NPk/PGdcbB8umgDI3j9rdmLdunWqrq5WQUGBYrGYWlpaFI/HVVZWlpUHrNLDRROLHhY9XDSx6GHR\n", "w0WT7lm4cKGmTZvm9zACgx6uMDRhotYBZxay6OGiiUUPix4umlj0sOjhoonFWQ4terjC3ISJWhey\n", "/cxC+6KHiyYWPSx6uGhi0cOihyvbm3CWQ4serjA34Ri1DhoaGlRdXZ08s1Bra2vyzEIlJSV+Dy/j\n", "6OGiiUUPix4umlj0sOjhoom1YcMG7d692/k0ccWKFVl5SQt6uMLchInaPjizkEUPF00selj0cNHE\n", "oodFDxdNAEhM1AAAAAAgcPjzTBfq6ur8HkKg0MNFE4seFj1cNLHoYdHDRROLHhY9XGFqwkStC88+\n", "+6zfQwgUerhoYtHDooeLJhY9LHq4aGLRw6KHK0xNmKgBAAAAQMD0mzNnzhy/BxFkxxxzjN9DCBR6\n", "uGhi0cOih4smFj0serhoYtHDoocrLE04mQgAAAAABAy7PgIAAABAwDBR62DLli167LHHtGTJEm3a\n", "tCl5++LFi30clX/o4aKJRQ+LHi6aWPSw6OGiiUUPix6uMDdhotbBggULdMYZZ+jMM8/UqlWrkmeN\n", "2bhxo88j8wc9XDSx6GHRw0UTix4WPVw0sehh0cMV5ib9/R5AkESjUY0ePVqSNHLkSNXV1Wnp0qVK\n", "JBI+j8wf9HDRxKKHRQ8XTSx6WPRw0cSih0UPV5ibMFHroKioyCyfeuqpGjJkiFavXu3TiPxFDxdN\n", "LHpY9HDRxKKHRQ8XTSx6WPRwhbkJZ30EAAAAgIDhGDUAAAAACBgmat2wcOFCv4cQKPRw0cSih0UP\n", "F00selj0cNHEoodFD1cYmnCMWgdVVVWd3r5+/foMjyQY6OGiiUUPix4umlj0sOjhoolFD4serjA3\n", "YaLWwfr16zVhwgTl5eUlb/M8Tx9++KGPo/IPPVw0sehh0cNFE4seFj1cNLHoYdHDFeYmTNQ6mDx5\n", "snbv3q0TTzzR3P7+++/7NCJ/0cNFE4seFj1cNLHoYdHDRROLHhY9XGFuwlkfAQAAACBg+EStE42N\n", "jWpqalJ+fr4KCwv9Ho7v6OGiiUUPix4umlj0sOjhoolFD4serjA2YaLWwbp161RdXa2CggLFYjG1\n", "tLQoHo+rrKxMxcXFfg8v4+jhoolFD4seLppY9LDo4aKJRQ+LHq5QN/GQVF5e7rW3t3ue53lLlizx\n", "2travLa2Nm/WrFk+j8wf9HDRxKKHRQ8XTSx6WPRw0cSih0UPV5ib8IlaFyKRiN9DCBR6uGhi0cOi\n", "h4smFj0serhoYtHDoocrTE04mUgHDQ0Nqq6uVlFRkWKxmFpbW9XY2KiJEyeqpKTE7+FlHD1cNLHo\n", "YdHDRROLHhY9XDSx6GHRwxXmJkzU9pFIJBSPx9Xc3Ky8vDwVFhYqGo36PSzf0MNFE4seFj1cNLHo\n", "YdHDRROLHhY9XGFtwkQNAAAAAAKm708102jLli167LHHtGTJEm3atCl5++LFi30clX/o4aKJRQ+L\n", "Hi6aWPSw6OGiiUUPix6uMDdhotbBggULdMYZZ+jMM8/UqlWr9Oyzz0qSNm7c6PPI/EEPF00selj0\n", "cNHEoodFDxdNLHpY9HCFuQlnfewgGo1q9OjRkqSRI0eqrq5OS5cuVSKR8Hlk/qCHiyYWPSx6uGhi\n", "0cOih4smFj0serjC3ISJWgdFRUVm+dRTT9WQIUO0evVqn0bkL3q4aGLRw6KHiyYWPSx6uGhi0cOi\n", "hyvMTTiZCAAAAAAEDMeoAQAAAEDAMFEDAAAAgIBhogYAAAAAAcNEDQAAAAAChokaAAAAAAQMEzUA\n", "AAAACJj/Dz196E0n0cu0AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stats.plot(kind='bar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Uh, that didn't work so well because the scale was wrong. We can do better by plotting them on two separate graphs:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ], dtype=object)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA28AAALBCAYAAADPrpnWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs/X+QXXWd4P+/OsROaELAAUkaSAYQRoGYXoPOiEsJtbF2\n", "tmC3JmgSfpRRhEw+87WcElBcZ4YQsZNZaqgFpEBHBtcszOyKye5m2R1/jYF17TFWDbYQfsksEwMh\n", "SYsDpEmAANr3+4dDDy/eSTfp3O57z+nHo4oqzr2n7zn9rCR9X33f596ORqPRCAAAANralFafAAAA\n", "AKMzvAEAAFSA4Q0AAKACDG8AAAAVYHgDAACoAMMbAABABRjeABgX3/nOd2LOnDkxZ86cOOaYY2Lq\n", "1KnD26eeemqrT2/cfP7zn49ly5a1+jQAqKGprT4BAOrpd3/3d2Pbtm0REfH9738/PvKRjwxvAwAH\n", "zitvAIy7RqOxz9tffvnl+MxnPhMnnnhivP3tb48/+ZM/iaGhoeH7TzjhhPjiF78YJ510Unz84x+P\n", "//bf/lscd9xxcc011wzvc8kll8QnP/nJ+MhHPhLHH398vPOd74xvfetb6Ti7du2KSy+9NObOnRvv\n", "eMc74otf/GJxLpdcckn80R/9UXzyk5+MuXPnxnHHHRebN28evv/JJ5+M5cuXx6mnnhrHHHNMnHnm\n", "mfHoo4+mx1iwYEHceOON8T/+x/+IOXPmxNy5c2PHjh3D9+/rVbkpU6bEli1bhre3bt0aU6ZMiR/8\n", "4AfxL/7Fv4jjjjsuLrnkkvQ1P/3pT+ODH/xgHH/88fHud7877r333n32BaBeDG8AtMxnP/vZ6O/v\n", "jwceeCAefvjhuO++++KGG24Yvr+joyMeeuih+Pa3vx3/+T//59iyZUt89atfjdtuuy09zl//9V/H\n", "H//xH8dTTz0Va9asiSVLlsQvfvGL4fs/9rGPxd69e+Pxxx+PTZs2xde+9rVYv359cT5f/epXY/78\n", "+fHkk0/GT3/605g/f/7wfYceemhcdtll8eijj8bAwECceuqp8ZnPfCZ9fX9/f1x55ZXxoQ99KLZt\n", "2xZPPvlkHHvssen7ebPWrFkT3/72t2P79u1x8803D9++Z8+e+OAHPxi/93u/F0899VSsXbs2Lrjg\n", "gnjqqafe9GMDUE2GNwBaYmhoKG6//fb4D//hP8TMmTNj+vTp8fnPfz7+4i/+Iu130UUXxQknnBAR\n", "ERdccEHMnTs3nn322eH7Ozo6YtmyZXHaaadFRMSHP/zhOO200+Kb3/xmREQMDAzE//pf/ytuvPHG\n", "6OzsjN/4jd+If//v/31xnI6Ojli6dGmsWLEiIiIOP/zwdP/b3va2OPPMMyPi16+WnX/++cUrbxG/\n", "fpVxf6807u/2ffnLv/zLmD17dkREzJw5c/j2//2//3ccfvjh8Yd/+IcREdHT0xMf+tCH4s4773zT\n", "jw1ANbnmDYCWeOaZZ+Kll16KCy64YPgVqaGhodi7d2+x75QpU9L/jzYE/eZv/mY8/fTTERGxbdu2\n", "mDJlSrzvfe8bvv+Xv/xlHHPMMcXXvfWtb93vY+7duzeuu+66+Ju/+Zvo6OiIV155JX75y1+O/E0e\n", "hN/4jd/Y5+3btm2Lbdu2xYknnpjObenSpeN2LgC0B8MbAC1x9NFHx+GHHx733HNPnHTSSQf1WK++\n", "+mrafvzxx2Px4sUREXHSSSfF1KlT49FHH43p06eP+Rh//Md/HE888UR861vfipkzZ8a9994bH/3o\n", "Rw/oMQ455JB0Td9YvP3tb493v/vd8YMf/OCgHgeA6rFsEoCW6OjoiCuuuCKWL18e27dvj4hfLysc\n", "HBw8oMdpNBrx53/+5/GjH/0oIiLuuOOO2LZtW/zbf/tvIyLiqKOOigsvvDAuueSSeO655yIi4le/\n", "+lXs2bOneJyRPPXUUzF37tyYOXNmPPHEE/H5z3++GBojfv2K2YMPPhivvvpq/PKXv4ydO3cO33f8\n", "8cfHI488Mny81atXH9D3GhFx3nnnxT/+4z/G9ddfP3z8l156KV555ZUDfiwAqsXwBsCE2NebdVxz\n", "zTXx7/7dv4t//a//dcydOzdOPvnk+NKXvjTq17/x/y+88ML4sz/7s+ju7o7Vq1fHXXfdFYcddtjw\n", "Pn/+538ep5xySrzvfe+LuXPnxjvf+c7iDUs6OjpGfEORL3zhC/H9739/+N0fr7jiivjHf/zHYunk\n", "xRdfHF1dXXH88cfHu971rtiwYcPwfRdccEHMmjUr3vOe98SiRYvi1FNP3ecxRzqPadOmxcaNG+OB\n", "Bx6I3/qt34oTTjghfud3fmd4KASgvjoaB3L1NAC0mY9//ONx/PHHR29vb6tPBQDGVdOvebvtttti\n", "586dMTQ0FJ/4xCdi1qxZceutt8aOHTuis7Mzzj777DjnnHOafVgAJim/gwRgsmj68PbaWyw/9NBD\n", "cffdd8fv//7vD1/XcPTRRzf7cABMcqMtdwSAuhi3d5ucPn16vOUtbxne9ptRAMbD1772tVafAgBM\n", "iHEb3u69994499xzI+LXg9zNN98chx12WFxyySXDHzoKAADAmzMub1hy3333xc9//vM477zz0u1b\n", "t26NdevWxVVXXbXfr/3ud78bhxxySLNPCQAAoBKOPPLIOOOMM4rbm/7K25YtW+KRRx7Z5weXvuUt\n", "bxl1MDvkkENiwYIFzT4tAACASujv79/n7U3/nLcbbrgh/uEf/iGuvfba4esQbrzxxli1alXceeed\n", "sWzZsmYfsiX6+vpafQptR5NMj0yPkiaZHpkeJU0yPTI9SppkdejR9FfebrnlluK2K664otmHAQAA\n", "mFTa7kO6N27caNkkAAAwafX398fChQuL25u+bBIAAIDmM7yNUR3WzDabJpkemR4lTTI9Mj1KmmR6\n", "ZHqUNMnq0MPwBgAAUAGueQMAAGgjrnkDAACoMMPbGNVhzWyzaZLpkelR0iTTI9OjpEmmR6ZHSZOs\n", "Dj0MbwAAABXgmjcAAIA2sr9r3qa24FwAoNJ2Pv9yPL3nlVafRhwzozO6Z05r9WkAMEEMb2PU19cX\n", "Z511VqtPo61okumR6VHSJKtSj6f3vBJXffPxVp9GXH/uyZNqeKvSn5GJoEemR0mTrA49XPMGAABQ\n", "Aa55A4AD9MCO3W3zylvPsYe3+jQAaDLXvAEA48I1gAATw/A2RnVYM9tsmmR6ZHqUNMn0qC7XALaG\n", "vzOZHiVNsjr0cM0bAABABRjexqjqU/t40CTTI9OjpEmmBxwYf2cyPUqaZHXoYXgDAACoAMPbGPX1\n", "9bX6FNqOJpkemR4lTTI94MD4O5PpUdIkq0MPwxsAAEAFGN7GqA5rZptNk0yPTI+SJpkecGD8ncn0\n", "KGmS1aGH4Q0AAKACDG9jVIc1s82mSaZHpkdJk0wPODD+zmR6lDTJ6tDD8AYAAFABU5v9gLfddlvs\n", "3LkzhoaG4hOf+ETMmjUrNm/eHOvXr4+IiKVLl8a8efOafdgJV4c1s82mSaZHpkdJk0wPODD+zmR6\n", "lDTJ6tCj6cPbihUrIiLioYceirvvvjuWL18e69ati5UrV0ZExJo1a+L000+Pjo6OZh8aAACgtsZt\n", "2eT06dNj6tSpsXPnzuju7o7Ozs7o7OyMWbNmxcDAwHgddsLUYc1ss2mS6ZHpUdIk0wMOjL8zmR4l\n", "TbI69Gj6K2+vuffee+Pcc8+NPXv2RFdXV6xduzYiIrq6umL37t3R3d2936/t6+sbflnztcjttv36\n", "c22H87Ft23b1th988MG2Op9Wb1etRzsYHByMOPbwiNAjor16TMT2gw8+2Fbn0+ptPcrt17TL+bR6\n", "u0o9urq6Yl86Go1GY5/3HIT77rsvfv7zn8d5550XO3bsiA0bNsTy5cuj0WjE7bffHh/+8Idj9uzZ\n", "+/zajRs3xoIFC5p9SgDQNA/s2B1XffPxVp9GXH/uydHzT8NKK+kB0Fz9/f2xcOHC4vamL5vcsmVL\n", "PPLII3HeeedFRMTs2bNj586dw/cPDAzsd3ADAABg36Y2+wFvuOGGOOqoo+Laa6+NuXPnxsc//vFY\n", "vHhx9Pb2RkTEkiVLmn3Ilujr++elnfyaJpkemR6lqjTZ+fzL8fSeV8b9OIODg3HEEUeMuM8xMzqj\n", "e+a0cT8XqIKq/BsyUfQoaZLVoUfTh7dbbrmluK2npyd6enqafSgAJsDTe16ZwCVxvxjx3uvPPdnw\n", "BsCk5UO6x6jqU/t40CTTI9OjpAlwMPwbkulR0iSrQw/DGwAAQAUY3sbojW85iiZvpEemR0kT4GD4\n", "NyTTo6RJVocehjcAAIAKMLyNUR3WzDabJpkemR4lTYCD4d+QTI+SJlkdehjeAAAAKsDwNkZ1WDPb\n", "bJpkemR6lDQBDoZ/QzI9SppkdehheAMAAKgAw9sY1WHNbLNpkumR6VHSBDgY/g3J9ChpktWhh+EN\n", "AACgAgxvY1SHNbPNpkmmR6ZHSRPgYPg3JNOjpElWhx6GNwAAgAowvI1RHdbMNpsmmR6ZHiVNgIPh\n", "35BMj5ImWR16GN4AAAAqwPA2RnVYM9tsmmR6ZHqUNAEOhn9DMj1KmmR16GF4AwAAqADD2xjVYc1s\n", "s2mS6ZHpUdIEOBj+Dcn0KGmS1aGH4Q0AAKACDG9jVIc1s82mSaZHpkdJE+Bg+Dck06OkSVaHHoY3\n", "AACACpja6hOoqjqsmW02TTI9Mj1KmkA97Xz+5Xh6zyvjfpzDT+qJB3bsHnGfY2Z0RvfMaeN+Lu3A\n", "v6klTbI69DC8AbzBRD3xGs1ketIFdfL0nlfiqm8+3urTiIiI68892b8jUCOGtzHq6+urxfTeTJpk\n", "emRV6tEuT7w86QJ486r0c2aiaJLVoUfTh7dHH3007rjjjjjttNNi2bJlERFx6623xo4dO6KzszPO\n", "PvvsOOecc5p9WAAAgFpr+vD26quvxvnnnx+PPfbY8G0dHR1xxRVXxNFHH93sw7VM1af28aBJpkem\n", "BwDjyc+ZkiZZHXo0/d0m58+fHzNmzChubzQazT4UAADApDEhHxUwffr0uPnmm+O6666LgYGBiTjk\n", "uKvD50Q0myaZHpkeAIwnP2dKmmR16DEhb1hy6aWXRkTE1q1b484774yrrrpqxP1ffzHha5Hbbfv1\n", "59oO52Pbtu3mbR9+Uk+0g8HBwejb8oAerzM4OBhx7OER0fo/L+1Aj0yP/Wt1j4nYfvDBB9vqfNph\n", "+zXtcj6t3q5Sj66urtiXjsY4rGd8+OGHo7+/f/gNS16zffv2uOuuu+LKK6/c79du3LgxFixY0OxT\n", "AnjTHtixu23ebbLnn56ItlK79IjQ5I30yPQotUsT4MD09/fHwoULi9unNvtAGzZsiPvvvz927doV\n", "L730UqxYsSJuvPHG2LVrVxx66KFx2WWXNfuQAAAAtdf04W3RokWxaNGidNsVV1zR7MO0XF9f9T8n\n", "otk0yfTI9ABgPPk5U9Ikq0OPCXnDEgAAAA6O4W2Mqj61jwdNMj0yPQAYT37OlDTJ6tDD8AYAAFAB\n", "hrcxeuNbjqLJG+mR6QHAePJzpqRJVocehjcAAIAKMLyNUR3WzDabJpkemR4AjCc/Z0qaZHXoYXgD\n", "AACoAMPbGNVhzWyzaZLpkekBwHjyc6akSVaHHoY3AACACjC8jVEd1sw2myaZHpkeAIwnP2dKmmR1\n", "6GF4AwAAqADD2xjVYc1ss2mS6ZHpAcB48nOmpElWhx6GNwAAgAowvI1RHdbMNpsmmR6ZHgCMJz9n\n", "SppkdehheAMAAKgAw9sY1WHNbLNpkumR6QHAePJzpqRJVocehjcAAIAKMLyNUR3WzDabJpkemR4A\n", "jCc/Z0qaZHXoYXgDAACoAMPbGNVhzWyzaZLpkekBwHjyc6akSVaHHlNbfQIAANTbzudfjqf3vDKu\n", "xxg66oR4YMfuEfc5ZkZndM+cNq7nAePJ8DZGdVgz22yaZHpkegBMXk/veSWu+ubjE3CkX4x47/Xn\n", "njyphjc/e7M69LBsEgAAoAIMb2NUhzWzzaZJpkemBwBMLD97szr0aPqyyUcffTTuuOOOOO2002LZ\n", "smUREbF58+ZYv359REQsXbo05s2b1+zDAgAA1FrTh7dXX301zj///HjsscciImJoaCjWrVsXK1eu\n", "jIiINWvWxOmnnx4dHR3NPvSEqsOa2WbTJNMj0wMAJpafvVkdejR92eT8+fNjxowZw9sDAwPR3d0d\n", "nZ2d0dnZGbNmzYqBgYFmHxYAAKDWxv2atz179kRXV1esXbs21q5dG11dXbF798hv41oFdVgz22ya\n", "ZHpkegDAxPKzN6tDj3H/qIAZM2bEiy++GMuXL49GoxG33357zJw5c8Sv6evrG35Z87XI7bb9+nNt\n", "h/Oxbdt287YPP6kn2sHg4GD0bXlAj9cZHByMOPbwiGj9n5d2oEemx/61usfg4GDzv6mD0Ooenq/q\n", "Mdp2V1dX7EtHo9Fo7POeg/Dwww9Hf39/LFu2LIaGhmLVqlWxcuXKaDQasXr16ujt7d3v127cuDEW\n", "LFjQ7FMCeNMe2LF7gj6PaGTXn3ty9PzTE9FWapceEZq8kR6ZHiVNsnbpAaPp7++PhQsXFrdPbfaB\n", "NmzYEPfff3/s2rUrXnrppVixYkUsXrx4eGBbsmRJsw8JAABQe00f3hYtWhSLFi1Kt/X09ERPT/ss\n", "u2mGvr5/XtrJr2mS6ZHpAQATy8/erA49fEg3AABABRjexqjqU/t40CTTI9MDACaWn71ZHXoY3gAA\n", "ACrA8DZGb3zLUTR5Iz0yPQBgYvnZm9Whh+ENAACgAgxvY1SHNbPNpkmmR6YHAEwsP3uzOvQwvAEA\n", "AFSA4W2M6rBmttk0yfTI9ACAieVnb1aHHoY3AACACjC8jVEd1sw2myaZHpkeADCx/OzN6tDD8AYA\n", "AFABhrcxqsOa2WbTJNMj0wMAJpafvVkdehjeAAAAKsDwNkZ1WDPbbJpkemR6AMDE8rM3q0MPwxsA\n", "AEAFGN7GqA5rZptNk0yPTA8AmFh+9mZ16GF4AwAAqADD2xjVYc1ss2mS6ZHpAQATy8/erA49DG8A\n", "AAAVYHgbozqsmW02TTI9Mj0AYGL52ZvVocfUVp8A0Ho7n385nt7zyrgeY+ioE+KBHbtH3OeYGZ3R\n", "PXPauJ4HAEBVGd7GqA5rZptNk6xKPZ7e80pc9c3HJ+BIvxjx3uvPPdnwBgBNUqXnIhOhDj0smwQA\n", "AKgAw9sY1WHNbLNpkukBALSS5yJZHXpM2LLJW2+9NXbs2BGdnZ1x9tlnxznnnDNRhwYAAKi8CRve\n", "Ojo64oorroijjz56og45ruqwZrbZNMn0AABayXORrA49JnTZZKPRmMjDAQAA1MaEDW/Tp0+Pm2++\n", "Oa677roYGBiYqMOOmzqsmW02TTI9AIBW8lwkq0OPCVs2eemll0ZExNatW+POO++Mq666ar/79vX1\n", "Db+s+Vrkdtt+/bm2w/nYtn0w24ef1BPtYHBwMPq2PKDHP9GjNDg4GHHs4RHR+r8/7UCPTI/9a3WP\n", "wcHB5n9TB6HVPTxf1WO07a6urtiXjsYEr2Xcvn173HXXXXHllVfu8/6NGzfGggULJvKUYNJ7YMfu\n", "Cfqct5Fdf+7J0fNPT7xaSY+sXXpEaPJGemR6lDTJ2qUHjKa/vz8WLlxY3D51ok7gpptuiueeey4O\n", "PfTQuOyyyybqsAAAALUwYde8XX755XHttdfG5z73uXjb2942UYcdN298+RVN3kgPAKCVPBfJ6tDD\n", "h3QDAABUgOFtjNr1guRW0iTTAwBoJc9Fsjr0MLwBAABUgOFtjOqwZrbZNMn0AABayXORrA49DG8A\n", "AAAVYHgbozqsmW02TTI9AIBW8lwkq0MPwxsAAEAFGN7GqA5rZptNk0wPAKCVPBfJ6tDD8AYAAFAB\n", "hrcxqsOa2WbTJNMDAGglz0WyOvQwvAEAAFTA1FafQFX19fXVYnpvpqo02fn8y/H0nlfG/TiDg4Nx\n", "xBFHjLjPMTM6o3vmtHE/FwBg8qnKc7OJUocehjcmnaf3vBJXffPxCTraL0a89/pzTza8AQDwplg2\n", "OUZVn9rHgyYAAO3Dc7OsDj0MbwAAABVgeBujOnxORLNpAgDQPjw3y+rQw/AGAABQAYa3MarDmtlm\n", "0wQAoH14bpbVoYfhDQAAoAIMb2NUhzWzzaYJAED78Nwsq0MPwxsAAEAF+JDuMarDmtlm0wQAYHQ7\n", "n385nt7zyrgf5/CTeuKBHbv3e/8xMzqje+a0cT+PdlGH56qGNwAAmEBP73klrvrm460+jbj+3JMn\n", "1fBWB5ZNjlEd1sw2myYAALSrOjxXnbBX3jZv3hzr16+PiIilS5fGvHnzJurQAAAAlTchw9vQ0FCs\n", "W7cuVq5cGRERa9asidNPPz06Ojom4vDjog5rZptNEwAA2lUdnqtOyLLJgYGB6O7ujs7Ozujs7IxZ\n", "s2bFwMDARBwaAACgFiZkeNuzZ090dXXF2rVrY+3atdHV1RW7d+//nW+qoA5rZptNEwAA2lUtnqs2\n", "JsD27dsbt956a+Pll19u7N27t3HLLbc0du7cuc99v/e97zUiovjvs5/9bOPZZ59t3H333Y277767\n", "8eyzzzaeffbZxoUXXrjP/T/2/7u8ce9DTzQ2/O3mxoa/3dy496EnGvc+9ETjgkv/oCn7X3DpHxzQ\n", "/gd6/uO9/3j32df+D2/d2bLv9/X7b/zRTybk+93wt5tH3X/jj37SFn8ePvGpT4/7n4fX9vX35c3v\n", "/9HL/r+26PPw1p0T8v1+6COXjbr/xh/9pOV/Hj772c82Ht66c9z/PPzVdzf5+9KE/VvR5+GtO1v2\n", "/b5x/4e37mz535dnn322sfFHPxn37/evvrtp1P0/8alPT6q/L1V5vrq/n3eT+fnq9773vX3OSh2N\n", "RqMR42xoaChWrVoVK1eujEajEatXr47e3t597rtx48ZYsGDBQR3vgR272+btV3uOPbzVp6EHAABt\n", "q12eq0a0z/PV/v7+WLhwYXH7hLxhyZQpU2Lx4sXDA9uSJUsm4rAAAAC1MWGf89bT0xO9vb3R29sb\n", "8+fPn6jDQsvUYl11E+lR0iTTI9OjpEmmR6ZHSZP68SHdAAAAFWB4g3FSh88SaSY9SppkemR6lDTJ\n", "9Mj0KGlSP4Y3AACACjC8wTixzjzTo6RJpkemR0mTTI9Mj5Im9WN4AwAAqADDG4wT68wzPUqaZHpk\n", "epQ0yfTI9ChpUj+GNwAAgAowvME4sc4806OkSaZHpkdJk0yPTI+SJvVjeAMAAKgAwxuME+vMMz1K\n", "mmR6ZHqUNMn0yPQoaVI/hjcAAIAKMLzBOLHOPNOjpEmmR6ZHSZNMj0yPkib1Y3gDAACoAMMbjBPr\n", "zDM9SppkemR6lDTJ9Mj0KGlSP1NbfQIAAMDkdcyMzrj+3JNbfRoR8etzaWeGNxgnfX19fuP1OnqU\n", "NMn0yPQoaZLpkelRqkqT7pnTonvmtHE/TlV6jMSySQAAgAowvME4qfpvdppNj5ImmR6ZHiVNMj0y\n", "PUqaZHXoYXgDAACoAMMbjBOfrZLpUdIk0yPTo6RJpkemR0mTrA49DG8AAAAVYHiDcVKHddXNpEdJ\n", "k0yPTI+SJpkemR4lTbI69PBRAZNAu3x2Rrt/bgYAALQzw9sk4LMzWkOPTI+SJpkemR4lTTI9Mj1K\n", "mmR16DFhw9utt94aO3bsiM7Ozjj77LPjnHPOmahDAwAAVF5Ho9FoTMSBvvSlL8XSpUvj6KOPHnG/\n", "jRs3xoIFCw7qWA/s2B1XffPxg3qMZrj+3JOj59jDW30aAABAhfT398fChQuL2yf0DUsmaE4EAACo\n", "naYPb5s3b47e3t703xNPPBHTp0+Pm2++Oa677roYGBho9mFpA3X47Ixm0iPTo6RJpkemR0mTTI9M\n", "j5ImWR16NP2at/nz58f8+fOL2y+99NKIiNi6dWvceeedcdVVV+33MV5/MeFrkQ9ke+ioE5rwnTTH\n", "WM7ftm3bk2P7wQcfbKvzafW2HnqMtv3ggw+21fm0elsPPUbbfk27nE+rt6vUo6urK/Zlwq55e832\n", "7dvjrrvuiiuvvHKf97vmDQAAmMz2d83b1Ik6gZtuuimee+65OPTQQ+Oyyy6bqMMCAADUwoS9Ycnl\n", "l18e1157bXzuc5+Lt73tbRN1WCbQG1+Snuz0yPQoaZLpkelR0iTTI9OjpElWhx4T+m6TAAAAjM2E\n", "X/M2Gte8AQAAk1lbfM4bAAAAY2N4o2nqsI64mfTI9ChpkumR6VHSJNMj06OkSVaHHoY3AACACnDN\n", "2zhyzRsAAHCgXPMGAABQYYY3mqYO64ibSY9Mj5ImmR6ZHiVNMj0yPUqaZHXoYXgDAACogFpe87bz\n", "+Zfj6T2vNOmMxu6YGZ3RPXNaq08DAACokP1d8za1Becy7rpnTjM0AQAAtWLZ5BjVYc1ss2mS6ZHp\n", "UdIk0yPTo6RJpkemR0mTrA49DG8AAAAVUMtr3gAAAKrK57wBAABUmOFtjOqwZrbZNMn0yPQoaZLp\n", "kelR0iTTI9OjpElWhx6GNwAAgApwzRsAAEAbcc0bAABAhRnexqgOa2abTZNMj0yPkiaZHpkeJU0y\n", "PTI9SppkdehheAMAAKgA17wBAAC0Ede8AQAAVJjhbYzqsGa22TTJ9Mj0KGmS6ZHpUdIk0yPTo6RJ\n", "VoceU5v5YI8++mjccccdcdppp8WyZcuGb9+8eXOsX78+IiKWLl0a8+bNa+ZhAQAAaq+p17xt3rw5\n", "9u7dG4899tjw8DY0NBSrVq2KlStXRkTEmjVr4vOf/3x0dHTs8zFc8wYAAExmE3LN2/z582PGjBnp\n", "toGBgeju7o7Ozs7o7OyMWbNmxcDAQDMPCwAAUHtjGt42b94cvb296b8nnnhin/vu2bMnurq6Yu3a\n", "tbF27dro6uqK3bt3H9RJt4M6rJltNk0yPTI9SppkemR6lDTJ9Mj0KGmS1aFH0z8q4JFHHokf//jH\n", "w8smd+zYERs2bIjly5dHo9GI22+/PT784Q/H7Nmz9/n1P/7xj2PXrl3NPCUAAIDKOPLII+OMM84o\n", "bm/qG5ZERLxxFpw9e3bs3LlzeHtgYGC/g1tE7PMkAQAAJrumDm8bNmyI+++/P3bt2hUvvfRSrFix\n", "IqZMmRKmwa+YAAAgAElEQVSLFy+O3t7eiIhYsmRJMw8JAAAwKTR92SQAAADN50O6AQAAKsDwBgAA\n", "UAGGNwAAgAowvAEAAFSA4Q0AAKACDG8AAAAVYHgDAACoAMMbAABABRjeAAAAKsDwBgAAUAGGNwAA\n", "gAowvAEAAFSA4Q0AAKACDG8AAAAVYHgDAACoAMMbAABABRjeAAAAKsDwBgAAUAGGNwAAgAowvAEA\n", "AFSA4Q0AAKACDG8AAAAVYHgDAACoAMMbAABABRjeAAAAKsDwBgAAUAGGNwAAgAowvAEAAFSA4Q0A\n", "AKACDG8AAAAVYHgDAACoAMMbAABABRjeAAAAKsDwBgAAUAGGNwAAgAowvAEAAFSA4Q0AAKACDG8A\n", "AAAVYHgDAACoAMMbAABABRjeAAAAKsDwBgAAUAGGNwAAgAowvAEAAFSA4Q0AAKACDG8AAAAVYHgD\n", "AACoAMMbAABABRjeAAAAKsDwBgAAUAGGNwAAgAowvAEAAFSA4Q0AAKACDG8AAAAVYHgDAACoAMMb\n", "AABABRjeAAAAKsDwBgAAUAGGNwAAgAowvAEAAFSA4Q0AAKACDG8AAAAVYHgDAACoAMMbAABABRje\n", "AAAAKsDwBgAAUAGGNwAAgAowvAEAAFSA4Q0AAKACDG8AAAAVYHgDAACoAMMbAABABRjeAAAAKsDw\n", "BgAAUAGGNwAAgAowvAEAAFSA4Q0AAKACDG8AAAAVYHgDAACoAMMbAABABRjeAAAAKsDwBgAAUAGG\n", "NwAAgAowvAEAAFSA4Q0AAKACDG8AAAAVYHgDAACoAMMbAABABRjeAAAAKsDwBgAAUAGGNwAAgAow\n", "vAEAAFSA4Q0AAKACDG8AAAAVYHgDoKU2bNgQ733ve2Pu3Llx/PHHxzXXXNOyc3nggQfi3HPPbdnx\n", "AWAkHY1Go9HqkwBgcnr44YfjX/7Lfxnf+9734j3veU9EROzZsydmzJjR4jMDgPbjlTcAWuYf/uEf\n", "4m1ve1ucccYZw7e9fnA74YQT4mtf+1p8+MMfjuOOOy7mzZsXDz/8cHqM73znO/Ge97wnjj/++HjX\n", "u94V/+W//Jfh+37wgx/E/Pnzi+P+9V//dbz73e8e3v7Lv/zLmDNnThxzzDExZ86cYv+1a9fGWWed\n", "FV/5yleip6cnjj766PjMZz6T9mk0GnHdddfFKaecEieccEL8wR/8Qezduzft88Mf/jA+8IEPxJw5\n", "c2LOnDmxZMmS4ljXXXddvOMd74i5c+fGCSecEF//+tf3lw+AScbwBkDL/Jt/82/iuOOOi3/1r/5V\n", "3HPPPcX9HR0dcfvtt8ef/dmfxfbt22PBggVx3XXXDd//k5/8JC6++OK45ZZb4qmnnopvfOMb8dnP\n", "fja+9a1vRUTEKaecEk8++WTxuE8++WS8853vHN7+yEc+Etu2bYt169bt91x//OMfx969e+MnP/lJ\n", "bNq0Kb74xS/Gli1bhu+/6aab4q/+6q/i//7f/xtbtmyJl19+uRjwlixZEpdcckls27Yttm3bFl/7\n", "2tfS/X/zN38TN998c9xzzz3x5JNPxpYtW+L3fu/3RqkIwGRheAOgZTo7O+Oee+6JP/zDP4zVq1dH\n", "T09P3HfffWmf3t7eePvb3x4RER/4wAfSMHbbbbfFxz72sXjf+94XERGnnnpqfPrTn45bbrklIiJm\n", "z54dERHPP/98fPGLX4wTTzwxBgcHY9u2bfGOd7yjOJ+RriR4z3veE5/61KdiypQpccopp8SsWbPS\n", "uXzlK1+Jq6++Orq7u2PKlCnxp3/6p/HVr341PcacOXPib//2b+ORRx6JiCiWh86ePTtefPHF+N73\n", "vhfPPPNMTJkyJQ499NCRIwIwaRjeAGipKVOmxIc+9KG455574k/+5E/id3/3d2PPnj373Hfq1Kkx\n", "NDQ0vP3kk0/GySefnPY5+eST44knnhjePuWUU+Lxxx+PW265JT74wQ/Gbbfdtt/h7UC85S1vSeey\n", "bdu2+PSnPx0nnnhinHjiifH+978/Dj300Ni5c+fwPt/+9rfjlFNOieXLl8dv/uZvxs0335we813v\n", "elds3LgxfvSjH8UZZ5wRH/jAB+L+++8/qPMEoD4MbwC0jaVLl8avfvWrtBxxJHPnzo2f/vSn6baf\n", "/vSnccIJJwxvn3LKKfEf/+N/jPe///3xhS98Ib7yla/Ez372s4Me3t7o7W9/e9xxxx3xs5/9bPi/\n", "Z599Nrq7u4f3OfLII+Nzn/tc/PCHP4yNGzfGn/7pn8b3v//99DhnnHFGfPnLX46tW7fG0qVL4/zz\n", "z2/qeQJQXYY3AFrmlVdeGR6+hoaG4ktf+lK89a1vjdNOO+1Nff2KFSvijjvuiL6+voiIePDBB+OG\n", "G26IT3ziE8P7nHLKKfH1r389Lr/88uju7o7f+Z3fiU2bNjV9eLvyyivj8ssvj8cee2z4tl27dqV9\n", "tm7dOrw085e//GX86le/SssiX3311di+fXtE/LrHK6+8El1dXU09TwCqa2qrTwCAyWv79u2xbNmy\n", "2LlzZxxyyCHx27/927Fx48aYOnXfP546Ojqio6NjePvd7353/Nf/+l/jU5/6VAwMDMRb3/rWuP76\n", "69Nntb3jHe+Is846a/jdJT/1qU/F//k//ycOO+yw/R5jtOPuyyWXXBKHHHJIXHjhhfHMM8/EIYcc\n", "Euedd97w9XcREddcc03cc889MWXKlDjyyCPj+uuvj9/+7d8evv+JJ56IRYsWxeDgYERE9PT0xH//\n", "7/99xOMCMHmM+jlvmzdvjvXr10fEr5ezzJs3b7/7fv3rX4/HHnsspkyZEitWrIhZs2Yd8GMAAABQ\n", "GvGVt6GhoVi3bl2sXLkyIiLWrFkTp59++n5/+3jhhRdGxK+vN/if//N/xooVKw74MQAAACiNeM3b\n", "wMBAdHd3R2dnZ3R2dsasWbNiYGBg1Af9f//v/8Vxxx13UI8BAADAPxvxlbc9e/ZEV1dXrF27NiIi\n", "urq6Yvfu3emds95o1apV8fzzz8cXvvCFMT8GAAAA2YjD24wZM+LFF1+M5cuXR6PRiNtvvz1mzpw5\n", "4gNee+21w5+n80d/9EcH/Bjf/e5345BDDhnbdwMAAFBxRx55ZJxxxhnF7SMOb7Nnz04fLjowMBCz\n", "Z89+Uwf71a9+NabHOOSQQ2LBggWjHgMAAKCO+vv793n7iMPblClTYvHixdHb2xsREUuWLBm+b9Om\n", "TTFt2rQ0aN14442xe/fumDp1alx22WWjPgYAAABvzqgfFTDRNm7cWIlX3vr6+uKss85q9Wm0FU0y\n", "PTI9SppkemR6lDTJ9Mj0KGmSValHf39/LFy4sLh9xHebBAAAoD145Q0AAKCNeOUNAACgwgxvY9TX\n", "19fqU2g7mmR6ZHqUNMn0yPQoaZLpkelR0iSrQw/DGwAAQAW45g0AAKCNuOYNAACgwgxvY1SHNbPN\n", "pkmmR6ZHSZNMj0yPkiaZHpkeJU2yOvQwvAEAAFSAa94AAADaiGveAAAAKszwNkZ1WDPbbJpkemR6\n", "lDTJ9Mj0KGmS6ZHpUdIkq0MPwxsAAEAFuOYNAACgjbjmDQAAoMIMb2NUhzWzzaZJpkemR0mTTI9M\n", "j5ImmR6ZHiVNsjr0MLwBAABUgGveAAAA2ohr3gAAACrM8DZGdVgz22yaZHpkepQ0yfTI9ChpkumR\n", "6VHSJKtDD8MbAABABbjmDQAAoI245g0AAKDCDG9jVIc1s82mSaZHpkdJk0yPTI+SJpkemR4lTbI6\n", "9DC8AQAAVIBr3gAAANqIa94AAAAqzPA2RnVYM9tsmmR6ZHqUNMn0yPQoaZLpkelR0iSrQw/DGwAA\n", "QAW45g0AAKCN7O+at6lv5os3b94c69evj4iIpUuXxrx58/a772233RY7d+6MoaGh+MQnPhGzZs2K\n", "iIhbb701duzYEZ2dnXH22WfHOeecM4ZvAwAAYHIaddnk0NBQrFu3Lq6++uq4+uqrY926dTHSi3Ur\n", "VqyIVatWxZIlS+Luu+8evr2joyOuuOKKWLVqVS0GtzqsmW02TTI9Mj1KmmR6ZHqUNMn0yPQoaZLV\n", "oceow9vAwEB0d3dHZ2dndHZ2xqxZs2JgYGDUB54+fXpMnZpf2GuzFZoAAACVMeo1b3//938fP/zh\n", "D9Nt73//++O3fuu3Rnzgv/iLv4hzzz03jjvuuIiI+E//6T/Fz372szjssMPikksuidmzZ+/z61zz\n", "BgAAk8euZ16I5wf3tvo0IiJi5hHT48ijDmv1aYz9mrcZM2bEiy++GMuXL49GoxG33357zJw5c8Sv\n", "ue++++LYY48dHtwiIi699NKIiNi6dWvceeedcdVVV+336/v6+uKss84a/v+IsG3btm3btm3btm3b\n", "dg23tz358/jOur+PdrB0+XvjoUd/EhGt7dPV1bXP8xv1lbehoaFYtWpVrFy5MhqNRqxevTp6e3v3\n", "u/+WLVuir68vPvrRj+7z/u3bt8ddd90VV1555T7vr8orb319/zxg8muaZHpkepQ0yfTI9ChpkumR\n", "6VGqSpMntzwT37j971p9GhHx6+Ft7klHtfo0xv7K25QpU2Lx4sXDA9uSJUuG79u0aVNMmzYtDVs3\n", "3HBDHHXUUXHttdfGnDlzhl9xu+mmm+K5556LQw89NC677LKD/oYAAAAmE5/zBgAAtIxX3kr7e+Vt\n", "1HebBAAAoPUMb2P02oWF/DNNMj0yPUqaZHpkepQ0yfTI9ChpUj+GNwAAgAqo5TVv7fJZEe3yOREA\n", "ANCuXPNWGvO7TVbR84N72+IPwNLl7zW8AQAATWHZJE1jXXWmR6ZHSZNMj0yPkiaZHpkeJU3qx/AG\n", "AABQAYY3muass85q9Sm0FT0yPUqaZHpkepQ0yfTI9ChpUj+GNwAAgAowvNE01lVnemR6lDTJ9Mj0\n", "KGmS6ZHpUdKkfgxvAAAAFWB4o2msq870yPQoaZLpkelR0iTTI9OjpEn9GN4AAAAqwPBG01hXnemR\n", "6VHSJNMj06OkSaZHpkdJk/oxvAEAAFSA4Y2msa460yPTo6RJpkemR0mTTI9Mj5Im9WN4AwAAqADD\n", "G01jXXWmR6ZHSZNMj0yPkiaZHpkeJU3qx/AGAABQAYY3msa66kyPTI+SJpkemR4lTTI9Mj1KmtSP\n", "4Q0AAKACDG80jXXVmR6ZHiVNMj0yPUqaZHpkepQ0qR/DGwAAQAUY3mga66ozPTI9SppkemR6lDTJ\n", "9Mj0KGlSP4Y3AACACjC80TTWVWd6ZHqUNMn0yPQoaZLpkelR0qR+DG8AAAAVYHijaayrzvTI9Chp\n", "kumR6VHSJNMj06OkSf0Y3gAAACpg1OFt8+bNcc0118Q111wTDz300Ij73nbbbXHttdfGqlWr4uc/\n", "//mYHoPqsq460yPTo6RJpkemR0mTTI9Mj5Im9TN1pDuHhoZi3bp1sXLlyoiIWLNmTZx++unR0dGx\n", "z/1XrFgREREPPfRQ3H333fH7v//7B/wYAAAAlEZ85W1gYCC6u7ujs7MzOjs7Y9asWTEwMDDqg06f\n", "Pj2mTp16UI9B9VhXnemR6VHSJNMj06OkSaZHpkdJk/oZ8ZW3PXv2RFdXV6xduzYiIrq6umL37t3R\n", "3d094oPee++9ce655x7UYwAAAPDPRnzlbcaMGfHiiy/GxRdfHBdddFG88MILMXPmzBEf8L777otj\n", "jz02jjvuuDE/xuvX5/b19R3w9uDg4IiPP5HGcv5V3X7t/9vlfFq9rYceo21/+ctfbqvzafW2HnqM\n", "tv3lL3+5rc6n1dt66DHa9mu3tcv57G+7nZ67R7S+x+v//406Go1GY393Dg0NxapVq2LlypXRaDRi\n", "9erV0dvbu98H27JlS/T19cVHP/rRMT/Gxo0bY8GCBfu9/814cssz8Y3b/+6gHqMZli5/b8w96ahW\n", "n8aE6evr8/L86+iR6VHSJNMj06OkSaZHpkepKk3a5bl7RPs8f+/v74+FCxcWt484vEVEPPDAA7F+\n", "/fqIiFiyZEnMnz8/IiI2bdoU06ZNS4PWJz/5yTjqqKNiypQpMWfOnLj00ktHfIx9MbwBAMDk0S7P\n", "3SPa5/n7/oa3qaN9YU9PT/T09BS3n3nmmcVtt9xyywE9BgAAAG+OD+mmaUZanzsZ6ZHpUdIk0yPT\n", "o6RJpkemR0mT+jG8AQAAVIDhjaapwgWxE0mPTI+SJpkemR4lTTI9Mj1KmtSP4Q0AAKACDG80jXXV\n", "mR6ZHiVNMj0yPUqaZHpkepQ0qR/DGwAAQAUY3mga66ozPTI9SppkemR6lDTJ9Mj0KGlSP4Y3AACA\n", "CjC80TTWVWd6ZHqUNMn0yPQoaZLpkelR0qR+DG8AAAAVYHijaayrzvTI9ChpkumR6VHSJNMj06Ok\n", "Sf0Y3gAAACrA8EbTWFed6ZHpUdIk0yPTo6RJpkemR0mT+jG8AQAAVIDhjaaxrjrTI9OjpEmmR6ZH\n", "SZNMj0yPkib1Y3gDAACoAMMbTWNddaZHpkdJk0yPTI+SJpkemR4lTerH8AYAAFABhjeaxrrqTI9M\n", "j5ImmR6ZHiVNMj0yPUqa1I/hDQAAoAIMbzSNddWZHpkeJU0yPTI9SppkemR6lDSpH8MbAABABRje\n", "aBrrqjM9Mj1KmmR6ZHqUNMn0yPQoaVI/hjcAAIAKmNrqE2D87XrmhXh+cO+4H2dwcDCOOOKI/d4/\n", "84jpceRRh437ebSLvr4+v/F6HT1KmmR6ZHqUNMn0yPQoaVI/hrdJ4PnBvfGN2/+u1acRS5e/d1IN\n", "bwAA0EyWTcI48ZuuTI+SJpkemR4lTTI9Mj1KmtSP4Q0AAKACDG8wTny2SqZHSZNMj0yPkiaZHpke\n", "JU3q501d87Z58+ZYv359REQsXbo05s2bt999H3300bjjjjvitNNOi2XLlg3ffuutt8aOHTuis7Mz\n", "zj777DjnnHMO7swBAAAmkVGHt6GhoVi3bl2sXLkyIiLWrFkTp59+enR0dOxz/1dffTXOP//8eOyx\n", "x9LtHR0dccUVV8TRRx/dhNOG9medeaZHSZNMj0yPkiaZHpkeJU3qZ9RlkwMDA9Hd3R2dnZ3R2dkZ\n", "s2bNioGBgf3uP3/+/JgxY8Y+72s0GmM/UwAAgEls1OFtz5490dXVFWvXro21a9dGV1dX7N69+4AP\n", "NH369Lj55pvjuuuuG3H4g7qwzjzTo6RJpkemR0mTTI9Mj5Im9TPq8DZjxox48cUX4+KLL46LLroo\n", "XnjhhZg5c+YBH+jSSy+N3t7euPDCC+POO+8ccd/X/0Hr6+s74O3BwcEDPr/xMpbzb/a2HrZtt+f2\n", "gw8+2Fbn0+ptPfQYbfvBBx9sq/Np9bYeetRlu52eq0a0vsfr//+NOhqjrGUcGhqKVatWxcqVK6PR\n", "aMTq1aujt7d3pC+Jhx9+OPr7+9Mblrxm+/btcdddd8WVV165z6/duHFjLFiwYMTHH82TW55pmw+l\n", "nnvSUa0+DT0AAGhb7fJcNaJ9nq/29/fHwoULi9unjvaFU6ZMicWLFw8PbEuWLBm+b9OmTTFt2rQ0\n", "bG3YsCHuv//+2LVrV7z00kuxYsWKiIi46aab4rnnnotDDz00LrvssoP+hgAAACaTUYe3iIienp7o\n", "6ekpbj/zzDOL2xYtWhSLFi0qbr/88svHcHpQXX19fd7l6XX0KGmS6ZHpUdIk0yPTo6RJ/fiQbgAA\n", "gAowvME48ZuuTI+SJpkemR4lTTI9Mj1KmtSP4Q0AAKACDG8wTkZ6m9fJSI+SJpkemR4lTTI9Mj1K\n", "mtSP4Q0AAKACDG8wTqwzz/QoaZLpkelR0iTTI9OjpEn9GN4AAAAqwPAG48Q680yPkiaZHpkeJU0y\n", "PTI9SprUj+ENAACgAgxvME6sM8/0KGmS6ZHpUdIk0yPTo6RJ/RjeAAAAKsDwBuPEOvNMj5ImmR6Z\n", "HiVNMj0yPUqa1I/hDQAAoAIMbzBOrDPP9ChpkumR6VHSJNMj06OkSf0Y3gAAACrA8AbjxDrzTI+S\n", "JpkemR4lTTI9Mj1KmtSP4Q0AAKACDG8wTqwzz/QoaZLpkelR0iTTI9OjpEn9GN4AAAAqwPAG48Q6\n", "80yPkiaZHpkeJU0yPTI9SprUj+ENAACgAgxvME6sM8/0KGmS6ZHpUdIk0yPTo6RJ/RjeAAAAKsDw\n", "BuPEOvNMj5ImmR6ZHiVNMj0yPUqa1I/hDQAAoAIMbzBOrDPP9ChpkumR6VHSJNMj06OkSf0Y3gAA\n", "ACrA8AbjxDrzTI+SJpkemR4lTTI9Mj1KmtSP4Q0AAKACpo62w+bNm2P9+vUREbF06dKYN2/efvd9\n", "9NFH44477ojTTjstli1bNqbHgLqwzjzTo6RJpkemR0mTTI9Mj5Im9TPi8DY0NBTr1q2LlStXRkTE\n", "mjVr4vTTT4+Ojo597v/qq6/G+eefH4899tiYHwMAAIDSiMsmBwYGoru7Ozo7O6OzszNmzZoVAwMD\n", "+91//vz5MWPGjIN6DKgL68wzPUqaZHpkepQ0yfTI9ChpUj8jvvK2Z8+e6OrqirVr10ZERFdXV+ze\n", "vTu6u7vf9AGa8RgAAACT3YivvM2YMSNefPHFuPjii+Oiiy6KF154IWbOnHlABxjLY7z+twR9fX0H\n", "vD04OHhA5ziexnL+zd7WozXbZ511VludT6u39Si3X7utXc6n1dt66DHa9uu1w/m0elsPPUbbfu2a\n", "t3Y5n/1tt9Nz1YjW93jjn+fX62g0Go393Tk0NBSrVq2KlStXRqPRiNWrV0dvb++I3+zDDz8c/f39\n", "w29YcqCPsXHjxliwYMGIxxjNk1ueiW/c/ncH9RjNsHT5e2PuSUe1+jT0AACgbbXLc9WI9nm+2t/f\n", "HwsXLixuH/GVtylTpsTixYujt7c3Vq9eHUuWLBm+b9OmTdHf35/237BhQ6xbty5+/OMfx2233Tbq\n", "Y0CdjfRbk8lIj5ImmR6ZHiVNMj0yPUqa1M/U0Xbo6emJnp6e4vYzzzyzuG3RokWxaNGiN/0YAAAA\n", "vDk+pBvGic9WyfQoaZLpkelR0iTTI9OjpEn9GN4AAAAqwPAG48Q680yPkiaZHpkeJU0yPTI9SprU\n", "j+ENAACgAgxvME6sM8/0KGmS6ZHpUdIk0yPTo6RJ/RjeAAAAKmDUjwqAutn1zAvx/ODecT/O4OBg\n", "HHHEESPuM/OI6XHkUYeN+7m0g76+Pr8BfANNMj0yPUqaZHpkepQ0qR/DG5PO84N74xu3/12rTyMi\n", "IpYuf++kGd4AADg4lk0CE8Jv/kqaZHpkepQ0yfTI9ChpUj+GNwAAgAowvAETwmfNlDTJ9Mj0KGmS\n", "6ZHpUdKkfgxvAAAAFWB4AyaEdfclTTI9Mj1KmmR6ZHqUNKkfwxsAAEAFGN6ACWHdfUmTTI9Mj5Im\n", "mR6ZHiVN6sfwBgAAUAGGN2BCWHdf0iTTI9OjpEmmR6ZHSZP6MbwBAABUgOENmBDW3Zc0yfTI9Chp\n", "kumR6VHSpH4MbwAAABVgeAMmhHX3JU0yPTI9SppkemR6lDSpH8MbAABABRjegAlh3X1Jk0yPTI+S\n", "JpkemR4lTerH8AYAAFABhjdgQlh3X9Ik0yPTo6RJpkemR0mT+jG8AQAAVIDhDZgQ1t2XNMn0yPQo\n", "aZLpkelR0qR+DG8AAAAVYHgDJoR19yVNMj0yPUqaZHpkepQ0qZ+pb2anzZs3x/r16yMiYunSpTFv\n", "3rwD3vfWW2+NHTt2RGdnZ5x99tlxzjnnHOSpAwAATB6jvvI2NDQU69ati6uvvjquvvrqWLduXTQa\n", "jTe972s6OjriiiuuiFWrVhncYBKy7r6kSaZHpkdJk0yPTI+SJvUz6vA2MDAQ3d3d0dnZGZ2dnTFr\n", "1qwYGBh40/vu3Llz+P79DX0AAACMbNRlk3v27Imurq5Yu3ZtRER0dXXF7t27o7u7+4D2nT59etx8\n", "881x2GGHxSWXXBKzZ89u6jcCtDfr7kuaZHpkepQ0yfTI9ChpUj+jvvI2Y8aMePHFF+Piiy+Oiy66\n", "KF544YWYOXPmAe976aWXRm9vb1x44YVx5513jnjM17/E29fXd8Dbg4ODo31bE2Ys59/sbT3at8fg\n", "4GDLe9i2bdu2bdu2bbdyu52em0W0vsfr//+NOhqjrGUcGhqKVatWxcqVK6PRaMTq1aujt7d3zPtu\n", "37497rrrrrjyyiv3+RgbN26MBQsWjHRKo3pyyzPxjdv/7qAeoxmWLn9vzD3pqFafhh5v0C49Itqn\n", "yUTo6+vzG8A30CTTI9OjpEmmR6ZHqSpNPDcr9ff3x8KFC4vbp472hVOmTInFixcPD2FLliwZvm/T\n", "pk0xbdq04WFrpH1vuummeO655+LQQw+Nyy677OC+GwAAgElm1OEtIqKnpyd6enqK288888w3ve/l\n", "l18+htMD6qIKv/mbaJpkemR6lDTJ9Mj0KGlSPz6kGwAAoAIMb8CEGOni28lKk0yPTI+SJpkemR4l\n", "TerH8AYAAFABhjdgQlh3X9Ik0yPTo6RJpkemR0mT+jG8AQAAVMCberdJgINVlc+amUiaZHpkepQ0\n", "yfTIqtRj1zMvxPODe8f9OIODg3HEEUfs9/6ZR0yPI486bNzPg+YxvAEAwAR6fnBvW3wo9dLl7zW8\n", "VYxlk8CEqMpvQyeSJpkemR4lTTI9Mj2YDAxvAAAAFWB4AyaEz5opaZLpkelR0iTTI9ODycDwBgAA\n", "UAGGN2BCuBahpEmmR6ZHSZNMj0wPJgPDGwAAQAUY3oAJ4VqEkiaZHpkeJU0yPTI9mAwMbwAAABVg\n", "eAMmhGsRSppkemR6lDTJ9Mj0YDIwvAEAwP+/vfsNrfOs/zj+yWnX1dPsWDtdzinC5khpqSHd2k7o\n", "g0phD9QJYjAZPpD6pM6Bwp4VscnW0ukjNxiDDtLYxBZW7BE2lLYbU3FDULtYbAjxT+3vwS/Ocwec\n", "zObPTpr03L8H4pmf39WlJ5nmyrnP+wWD5Cxk3757ne5cvXNfB2gCbN4ArAruRQjRxNHD0SNEE0cP\n", "Rw+0AjZvAAAAANAE2LwBWBXcixCiiaOHo0eIJo4ejh5oBWzeAAAAAKAJsHkDsCq4FyFEE0cPR48Q\n", "TVFajjQAABaySURBVBw9HD3QCtbHHgBAfO+8Pavr/6j+V/8bH960Vf/7P28v+TWFD2/U5rs3/Vfn\n", "AAAAaFZs3gDo+j+qOjf0Zuwx9Oihh1pq88b9GY4ejh4hmjh6OHqgFfBjkwAAAADQBNi8AUAk3J/h\n", "6OHoEaKJo4ejB1oBmzcAAAAAaAJs3gAgEu7PcPRw9AjRxNHD0QOtgM0bAAAAADQBNm8AEAn3Zzh6\n", "OHqEaOLo4eiBVnDbtwoYGxvTj370I0nSo48+qq6urmV/7XK+BwAAAAAgtOTmrVarqVwua2BgQJL0\n", "ne98R5/85CfV1tbW0Nd2dXUt63sAQCvh/gxHD0ePEE0cPRw90AqW/LHJJElUKpW0YcMGbdiwQR0d\n", "HUqSpOGvrVQqy/oeAAAAAIBbW3LzNjMzo3w+r5GREY2MjCifz2t6enpZX7uc7wEArYT7Mxw9HD1C\n", "NHH0cPRAK2hL0zR9v3/517/+VS+//LIOHTqkNE01NDSkL33pSyoWiw1/ba1Wa/h7SNJvf/tbvfPO\n", "O/+5XyEAAAAANJHNmzdrz549weNL3vNWLBZVqVTqnydJ8r6brvf72lqt1vD3kHTLIQEAAACg1S15\n", "5U2Srly5Uj8psq+vT93d3ZKkX/3qV7rzzju1e/fu237t+z0OAAAAAGjMbTdvAAAAAID4eJNuAAAA\n", "AGgCbN4AAAAAoAkseWAJ3pOmqZIk0fT0tAqFwpKHrrQCeoRo4ujh6BGiiaOHo0eIJo4ejh4uqz3Y\n", "vDVgfHxc5XJZHR0dyufzmp2dVZIkLXv4Cj1CNHH0cPQI0cTRw9EjRBNHD0cPl+keKW5rYGAgnZ+f\n", "T9M0TYeHh9NqtZpWq9W0v78/8mRx0CNEE0cPR48QTRw9HD1CNHH0cPRwWe7BlbcVaGtriz3CmkKP\n", "EE0cPRw9QjRx9HD0CNHE0cPRw2WpB28V0ICxsTGVy2WVSiXl83nNzc2pUqmot7dXu3btij3eqqNH\n", "iCaOHo4eIZo4ejh6hGji6OHo4bLcg81bg2q1mpIk0czMjNrb21UsFpXLte5hnfQI0cTRw9EjRBNH\n", "D0ePEE0cPRw9XFZ7NP+vYJXkcrn6JddcLpeJ3/wPgh4hmjh6OHqEaOLo4egRoomjh6OHy2oP7nlr\n", "QKZPrFkBeoRo4ujh6BGiiaOHo0eIJo4ejh4u0z3inpfSHLJ8Ys1K0CNEE0cPR48QTRw9HD1CNHH0\n", "cPRwWe7BlbcVyNKJNf8J9AjRxNHD0SNEE0cPR48QTRw9HD1clnpwYEkDsnxizUrQI0QTRw9HjxBN\n", "HD0cPUI0cfRw9HBZ7sHmrUFZPbFmpegRoomjh6NHiCaOHo4eIZo4ejh6uKz2YPMGAAAAAE2g+bef\n", "AAAAANAC2Lwtw5UrV5b8vNXQI0QTRw9HjxBNHD0cPUI0cfRw9HBZ7MHmbRlmZ2eX/LzV0CNEE0cP\n", "R48QTRw9HD1CNHH0cPRwWezBPW8AAAAA0AS48gYAAAAATYA36W5QmqZKkkTT09MqFAoqFouxR4qK\n", "HiGaOHo4eoRo4ujh6BGiiaOHo4fLag82bw0YHx9XuVxWR0eH8vm8ZmdnlSSJ+vr61N3dHXu8VUeP\n", "EE0cPRw9QjRx9HD0CNHE0cPRw2W6R4rbGhgYSOfn59M0TdPh4eG0Wq2m1Wo17e/vjzxZHPQI0cTR\n", "w9EjRBNHD0ePEE0cPRw9XJZ7cOVtBdra2mKPsKbQI0QTRw9HjxBNHD0cPUI0cfRw9HBZ6sFpkw0Y\n", "GxtTuVxWqVRSPp/X3NycKpWKent7tWvXrtjjrTp6hGji6OHoEaKJo4ejR4gmjh6OHi7LPdi8NahW\n", "qylJEs3MzKi9vV3FYlG5XOse1kmPEE0cPRw9QjRx9HD0CNHE0cPRw2W1R/P/ClZJLperX3LN5XKZ\n", "+M3/IOgRoomjh6NHiCaOHo4eIZo4ejh6uKz24J63BmT6xJoVoEeIJo4ejh4hmjh6OHqEaOLo4ejh\n", "Mt0j7nkpzSHLJ9asBD1CNHH0cPQI0cTRw9EjRBNHD0cPl+UeXHlbgSydWPOfQI8QTRw9HD1CNHH0\n", "cPQI0cTRw9HDZakHB5Y0IMsn1qwEPUI0cfRw9AjRxNHD0SNEE0cPRw+X5R5s3hqU1RNrVooeIZo4\n", "ejh6hGji6OHoEaKJo4ejh8tqDzZvAAAAANAEmn/7CQAAAAAtgM3bMly5cmXJz1sNPUI0cfRw9AjR\n", "xNHD0SNEE0cPRw+XxR5s3pZhdnZ2yc9bDT1CNHH0cPQI0cTRw9EjRBNHD0cPl8Ue3PMGAAAAAE2A\n", "K28AAAAA0AR4k+4GpWmqJEk0PT2tQqGgYrEYe6So6BGiiaOHo0eIJo4ejh4hmjh6OHq4rPZg89aA\n", "8fFxlctldXR0KJ/Pa3Z2VkmSqK+vT93d3bHHW3X0CNHE0cPRI0QTRw9HjxBNHD0cPVyme6S4rYGB\n", "gXR+fj5N0zQdHh5Oq9VqWq1W0/7+/siTxUGPEE0cPRw9QjRx9HD0CNHE0cPRw2W5B1feVqCtrS32\n", "CGsKPUI0cfRw9AjRxNHD0SNEE0cPRw+XpR6cNtmAsbExlctllUol5fN5zc3NqVKpqLe3V7t27Yo9\n", "3qqjR4gmjh6OHiGaOHo4eoRo4ujh6OGy3IPNW4NqtZqSJNHMzIza29tVLBaVy7XuYZ30CNHE0cPR\n", "I0QTRw9HjxBNHD0cPVxWezT/r2CV5HK5+iXXXC6Xid/8D4IeIZo4ejh6hGji6OHoEaKJo4ejh8tq\n", "D+55a0CmT6xZAXqEaOLo4egRoomjh6NHiCaOHo4eLtM94p6X0hyyfGLNStAjRBNHD0ePEE0cPRw9\n", "QjRx9HD0cFnuwZW3FcjSiTX/CfQI0cTRw9EjRBNHD0ePEE0cPRw9XJZ6cGBJA7J8Ys1K0CNEE0cP\n", "R48QTRw9HD1CNHH0cPRwWe7B5q1BWT2xZqXoEaKJo4ejR4gmjh6OHiGaOHo4eris9mDzBgAAAABN\n", "oPm3nwAAAADQAti8AQAAAEATYPMGAAAAAE2AzRsAAAAANAE2bwAAAADQBHiTbqzY4uKi5ubmVCgU\n", "Yo+CNShNUyVJounpaRUKBRWLxdgjYY1hjQDLw3MGS2F9tAY2bx/A4OCgHnvssdhjrLpKpaKzZ8/q\n", "nXfe0ezsrNavX697771XX/nKV9jI/T+tukbGx8dVLpfV0dGhfD6v2dlZJUmivr4+dXd3xx5vzWjV\n", "9SGxRhrVymvkVlq5B8+ZxrTqGmF9NCYL64PNWwPOnDlzy8cnJiZWeZK1YWhoSE888YQ2bdqkZ555\n", "RocPH9bly5f1/PPP68iRI7HHi4I14s6dO6f+/n5t2LBBIyMjOnTokCTp6aefbsn/ibA+QqwRxxpx\n", "9AjxnHGsEcf6cFleH2zeGjAxMaGenh61t7fXH0vTVNeuXYs4VTzValWFQkELCwt69913JUm7d+/W\n", "Sy+9FHmyeFgjS2tra4s9QlSsj9tjjbBG/h09bo/nDGtkKayP7K4PNm8NOHjwoBYWFrRz5057/OrV\n", "q5EmiuvAgQM6cuSIFhcX1dPTU39869atEaeKizXient7dfz4cZVKJeXzeQ0NDalSqai3tzf2aFGw\n", "PkKsEccacfQI8ZxxrBHH+nBZXh9taZqmsYdA85mfn1eaptq4cWPsUbBG1Wo1JUmimZkZtbe3q1gs\n", "KpfjgFu8hzUCLA/PGSyF9dEa2LwBAAAAQBNYd/To0aOxh1jrpqam9OKLLypJEpVKJT377LN64403\n", "tG3bNt11112xx1t1U1NTOnv2rMbGxnTPPffUT5g8deqUHnzwwcjTxcEacbfq8frrr9OD9VHHGnGs\n", "EUePEM8ZxxpxrA+X5fXBtdQGDA4O6tOf/rRqtZqefPJJ9fX16etf/7qGh4djjxbFiRMntG/fPu3f\n", "v18XLlzQ+fPnJUmTk5ORJ4uHNeJu1ePxxx+nB+ujjjXiWCOOHiGeM4414lgfLsvrgwNLGlCr1bRj\n", "xw7t2LFDo6Oj6uzslPTPN6luRblcTl1dXZKkzs5OjY6O6vTp06rVapEni4c14ujh6BGiiaOHo0eI\n", "Jo4ejh4uyz3YvDVg+/bt9Y+PHTtW/7jZL7uuVKlUss/37t2rLVu26NKlS5Emio814ujh6BGiiaOH\n", "o0eIJo4ejh4uyz04sAQAAAAAmgD3vAEAAABAE2DztgKjo6OxR1hT6BGiiaOHo0eIJo4ejh4hmjh6\n", "OHq4LPVg87YC/zpdEf9EjxBNHD0cPUI0cfRw9AjRxNHD0cNlqQebNwAAAABoArxJ9wrdd999sUdY\n", "U+gRoomjh6NHiCaOHo4eIZo4ejh6uKz04LRJAAAAAGgC/NgkgFXxl7/8JfYIWMNu3LihGzduxB4D\n", "axTr4z2Li4u6fv167DHWhDRNValU9Kc//UlJksQeB1gV/NjkBzA4OKg9e/bEHmPVTU1N6ezZsxob\n", "G9M999yjQqEgSTp16pQefPDByNPFMTU1pRdffFFJkqhUKunZZ5/VG2+8oW3btmXiDSGX65VXXtG1\n", "a9f05z//uf7PuXPndPPmTXV2dsYeb9X94he/qP+4RpIkeuGFF/Sb3/xGnZ2d2rRpU9zhIvnBD36g\n", "Bx54QJJ06dIlvfDCC/rlL3+parWqbdu2RZ5u9X31q1/V1NSUPvaxj2nz5s2xx4lufHxczz33nCYn\n", "J7W4uKihoSH97Gc/0/r16zPzo0/LValUdPLkSb366qt67bXX9POf/1xXr17V9u3bdeedd8Yeb9WN\n", "j4/rxIkTmpycVJIkunLlin7yk5/oox/9qDo6OmKPt2bwWjV7r1XXxx6gGZw5c+aWj09MTKzyJGvD\n", "iRMn1NfXp40bN+rChQvaunWrPv/5z2tycjL2aNEMDg6qr69PV69e1ZNPPqlvfOMb2rx5swYHB/Xt\n", "b3879nir7sc//rHuv/9+7d27t/7YunXrWvIFhiS9/vrrOnDggCRpZGREX/7yl3XHHXfo+9//vr71\n", "rW/FHS6Sa9eu1T++ePGijh8/rvXr12tgYECPPPJIxMniuP/++/W5z31OFy9e1Ntvv62HH35Yn/rU\n", "p5TLteYPyPzwhz/UkSNHdPnyZb366qs6duyY0jTVd7/73fpzqdUMDQ3piSee0KZNm/TMM8/o8OHD\n", "unz5sp5//nkdOXIk9nir7ty5c+rv79eGDRs0MjKiQ4cOSZKefvppdXd3R55u9fFa1WX5tSqbtwZM\n", "TEyop6dH7e3t9cfSNLUXH60kl8upq6tLktTZ2anR0VGdPn1atVot8mTx1Go17dixQzt27NDo6Gj9\n", "6tLi4mLkyeJ47rnn9Nprr+nXv/61PvvZz+qBBx7Q7373u5Z90XXjxg397W9/U5qmmp2drV85ePfd\n", "d+MOFtG6dev0xz/+Udu3b9eHPvQh5XI5/f3vf1c+n489WjT33nuvHn/8cU1PT+unP/2pnnrqKe3Z\n", "s0df/OIXY4+26m7evKmNGzdq8+bNWr/+ny9V2traWnYzK0nValWFQkELCwv1Pzt2796tl156KfJk\n", "a0NbW1vsEaLitarL8mtVNm8NOHjwoBYWFrRz5057/OrVq5EmiqtUKtnne/fu1ZYtW3Tp0qVIE8W3\n", "ffv2+sfHjh2rf9yKPzIpSXfccYceeeQRPfzww7p48aJeeeUVLSwsxB4rmq1bt+rcuXOSpE984hP1\n", "xz/ykY/EGim6b37zmzpz5oxGRkZ048YNPfXUU7r77rv1ta99LfZo0d11113q6enRF77wBb355pux\n", "x4niM5/5jA4fPqyPf/zjeuihh/S9731PN2/etD9rW82BAwd05MgRLS4uqqenp/741q1bI04VT29v\n", "r44fP65SqaR8Pq+hoSFVKhX19vbGHi0KXqu6LL9W5bRJAP91c3Nz+sMf/qDdu3fHHgVrTK1W0/Xr\n", "19Xe3l6/wtKK5ubmWvqq4+1MTU3p5s2bLbtR+Zf5+XmlaaqNGzfGHmVNqNVqSpJEMzMzam9vV7FY\n", "bOmrs2gNbN6WoVKpaHp6WoVCQcViMfY4UaVpqiRJ6PFvaOLoEeLPkBBN3sNzJsT6CNEEaG2t+9ec\n", "yzA+Pq5yuayOjg7l83nNzs4qSRL19fW15E2x9AjRxNHD0SNEE0cPR48QTRozODioxx57LPYYawY9\n", "XBZ6sHlrACcaOXqEaOLo4egRoomjh6NHiCaO0xUdPVyWe7B5W4FWP9Ho/6NHiCaOHo4eIZo4ejh6\n", "hFq9CacrOnq4LPfgnrcGjI2NqVwu1080mpubq59otGvXrtjjrTp6hGji6OHoEaKJo4ejR4gm7ve/\n", "/70WFhaCq44vv/xyS769Bj1clnuweWsQJxo5eoRo4ujh6BGiiaOHo0eIJgDYvAEAAABAE+Cva1Zg\n", "dHQ09ghrCj1CNHH0cPQI0cTRw9EjRBNHD0cPl6UebN5W4Pz587FHWFPoEaKJo4ejR4gmjh6OHiGa\n", "OHo4ergs9WDzBgAAAABNYN3Ro0ePxh6iGd13332xR1hT6BGiiaOHo0eIJo4ejh4hmjh6OHq4rPTg\n", "wBIAAAAAaAL82CQAAAAANAE2bw2YmprSyZMnNTw8rLfeeqv++KlTpyJOFQ89QjRx9HD0CNHE0cPR\n", "I0QTRw9HD5flHmzeGnDixAnt27dP+/fv14ULF+on1kxOTkaeLA56hGji6OHoEaKJo4ejR4gmjh6O\n", "Hi7LPdbHHqAZ5HI5dXV1SZI6Ozs1Ojqq06dPq1arRZ4sDnqEaOLo4egRoomjh6NHiCaOHo4eLss9\n", "2Lw1oFQq2ed79+7Vli1bdOnSpUgTxUWPEE0cPRw9QjRx9HD0CNHE0cPRw2W5B6dNAgAAAEAT4J43\n", "AAAAAGgCbN4+gMHBwdgjrCn0CNHE0cPRI0QTRw9HjxBNHD0cPVwWenDPWwPOnDlzy8cnJiZWeZK1\n", "gR4hmjh6OHqEaOLo4egRoomjh6OHy3IPNm8NmJiYUE9Pj9rb2+uPpWmqa9euRZwqHnqEaOLo4egR\n", "oomjh6NHiCaOHo4eLss92Lw14ODBg1pYWNDOnTvt8atXr0aaKC56hGji6OHoEaKJo4ejR4gmjh6O\n", "Hi7LPThtEgAAAACaAFfelqFSqWh6elqFQkHFYjH2ONHRI0QTRw9HjxBNHD0cPUI0cfRw9HBZ7MHm\n", "rQHj4+Mql8vq6OhQPp/X7OyskiRRX1+furu7Y4+36ugRoomjh6NHiCaOHo4eIZo4ejh6uEz3SHFb\n", "AwMD6fz8fJqmaTo8PJxWq9W0Wq2m/f39kSeLgx4hmjh6OHqEaOLo4egRoomjh6OHy3IPrrytQFtb\n", "W+wR1hR6hGji6OHoEaKJo4ejR4gmjh6OHi5LPTiwpAFjY2Mql8sqlUrK5/Oam5tTpVJRb2+vdu3a\n", "FXu8VUePEE0cPRw9QjRx9HD0CNHE0cPRw2W5B5u3BtVqNSVJopmZGbW3t6tYLCqXy8UeKxp6hGji\n", "6OHoEaKJo4ejR4gmjh6OHi6rPdi8AQAAAEATaP7t5yqYmprSyZMnNTw8rLfeeqv++KlTpyJOFQ89\n", "QjRx9HD0CNHE0cPRI0QTRw9HD5flHmzeGnDixAnt27dP+/fv14ULF3T+/HlJ0uTkZOTJ4qBHiCaO\n", "Ho4eIZo4ejh6hGji6OHo4bLcg9MmG5DL5dTV1SVJ6uzs1OjoqE6fPq1arRZ5sjjoEaKJo4ejR4gm\n", "jh6OHiGaOHo4ergs92Dz1oBSqWSf7927V1u2bNGlS5ciTRQXPUI0cfRw9AjRxNHD0SNEE0cPRw+X\n", "5R4cWAIAAAAATYB73gAAAACgCbB5AwAAAIAmwOYNAAAAAJoAmzcAAAAAaAJs3gAAAACgCbB5AwAA\n", "AIAm8H8RodJZZ4Xv+AAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stats.plot(kind='bar', subplots=True, figsize=(15, 10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "