{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Pandas Example\n", "
\n", "This example shows how to treat basic data with pandas and how to visualise it (inspiration taken [here](http://pandas.pydata.org))." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "matplotlib.style.use('ggplot')\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2000-01-01 0.005206\n", "2000-01-02 -1.188286\n", "2000-01-03 -0.816645\n", "2000-01-04 1.083017\n", "2000-01-05 2.736275\n", "2000-01-06 5.149380\n", "2000-01-07 6.669660\n", "2000-01-08 6.361551\n", "2000-01-09 6.747546\n", "2000-01-10 7.419969\n", "2000-01-11 6.444654\n", "2000-01-12 7.501025\n", "2000-01-13 5.835791\n", "2000-01-14 6.338942\n", "2000-01-15 7.049053\n", "2000-01-16 5.906274\n", "2000-01-17 6.565807\n", "2000-01-18 7.543933\n", "2000-01-19 6.823760\n", "2000-01-20 7.980036\n", "2000-01-21 7.962416\n", "2000-01-22 7.925898\n", "2000-01-23 6.980807\n", "2000-01-24 5.734831\n", "2000-01-25 7.012284\n", "2000-01-26 8.056432\n", "2000-01-27 8.400838\n", "2000-01-28 8.163988\n", "2000-01-29 8.162203\n", "2000-01-30 10.005383\n", " ... \n", "2002-08-28 -16.758419\n", "2002-08-29 -16.662693\n", "2002-08-30 -16.421452\n", "2002-08-31 -16.731040\n", "2002-09-01 -14.263456\n", "2002-09-02 -13.786873\n", "2002-09-03 -15.246819\n", "2002-09-04 -14.174266\n", "2002-09-05 -12.745690\n", "2002-09-06 -12.745959\n", "2002-09-07 -12.533763\n", "2002-09-08 -12.759596\n", "2002-09-09 -12.784212\n", "2002-09-10 -12.897230\n", "2002-09-11 -12.316893\n", "2002-09-12 -9.805400\n", "2002-09-13 -9.076824\n", "2002-09-14 -7.626493\n", "2002-09-15 -8.768385\n", "2002-09-16 -10.291610\n", "2002-09-17 -9.757074\n", "2002-09-18 -10.162365\n", "2002-09-19 -9.566291\n", "2002-09-20 -10.111748\n", "2002-09-21 -9.594906\n", "2002-09-22 -9.620807\n", "2002-09-23 -8.704808\n", "2002-09-24 -8.596246\n", "2002-09-25 -8.847098\n", "2002-09-26 -8.843625\n", "Freq: D, dtype: float64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts = pd.Series(np.random.randn(1000), index=pd.date_range('1/1/2000', periods=1000))\n", "ts = ts.cumsum()\n", "ts" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VeYWtsdc1wJydUr+Q/z+tefQB6PPbx3vTy9ljujoxK5bj3fY7zG2/tRv9bxOm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\ngvedi6IpXQFz1802f8gEqdU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RxNnjUbRcEcYtXX0sSC2pkQuGYTBjxgz09vYahsuSJUtyj8AsFtTV1aGyshIn\nTpwAEK+FM95QFIXGxkZ8/vnnWUcgk41J84gbGhrCxx9/XNCyg4ODxgRN4nD3rbfeQiQSQV1dXUE+\n9nxQFIUlS5YUXBhprNBL8OqW2NFPIgiHhj83kCsGXsfCEOCiitEQREdVVUhSvIBYNhLrioz0wWhh\nCIij7A97s1BZWYnW1lZ0dXXhiSeewJIlS/Kus2XLFsyZMwfA8FoAjhX6dUtRlOFCKtRld7MzaQT+\n4sWLOH78eEHLDg0NGd1zUil2+BXDMOMu8Hofh0goLnh6T9XhIIoq6DwuGoYlwHMK3n0jeYJOlgCK\nTC5FkIlgMGi4CUYq8LRFE/gJ4lkYV6ZMmYKmpiaEw+FhnU/d/cFxXNb5quuF/oDp6+szJn5vv/32\n8TykvNxxxx1oaGjA3Llzceutt2LTpk14+eWXi+7uGrWLxuv1vgDgQQA9Pp9vYey9MgA7AFQD6ASw\n1efzjX1tzBzoE6NdXV153St9fX2YPn16xs8SS6gWA5Zlx705sD7pGUoQeHkEyUCFWPAUpUexJL8v\nSZnj51OJRqNwuVzDFqRELBYCIb8MxI5Bv6kmamGqsaSqqgq1tbXo6OgYlpvF4/Fg2rRp6OnpwcGD\nB7FixYoxPMrc6DkqpaWl6O7uxu23357VQJsoEASBl156CWvXroUkSTh48CB+/OMf4/jx4/iXf/mX\nou2nGBb8iwDuS3nvpwD+4vP5FgF4J/b6uvPss8/i2WefhSAIhsD7fL68XZT6+vqSfHjbtm3Drbfe\nCgBGa61iwTDMuBdw0gU+0YIXxeELfDSiFBSZcv/maiNcUUcSCxN4URSNeZGR/g7uEgqNF3j09Wjb\nOX+Sw55dgRFt62ZAn8sYjsCzLIvNmzfjqaeegsViGdeJVlVV4Xa74XK50N3dXVCZkIkETdNYt24d\nXnjhBezcuRMXL14s2rZHLfA+n+9jAIMpbz8A4OXY369As/CvK4nx5VevXsWxY8eM12fPns3ZXzJT\niNVdd90FYHg3QSEkumjG6ybRfdGBofg5yxbKmIvAkAx3SX7R9ZRaIArJiSmSqOb1vwOawM+ZMwfz\n5s0b9vHpVNcm/4b+IRk8N3n9NbogjmQEw7IsaJrO2fpvrLHZbLj33nvhdrsRjUaLEgAxHsyePRsz\nZ87E4cOHi7bNsfLBV/p8vn4A8Pl8fQCue8ZBYoZeahjiRx99hObm5ozrqaoKnufT3DD6xV9s64Bl\nWfA8jz237UHDAAAgAElEQVR79mDHjh1F3XahDPRK8JRS8A/KmDaDQcM8FqePRREKDm+ilYuqsNnz\nX1IkSQBE3PcPpIdIZkMURUydOhX33HPPsI4tkdTRw0ijhm4WRntNezye69KdKBvhcBgOh8Mwym7k\nBKeysrKiJpCNW5ik1+vdAGCD/trn8w0rxCsfiRl6iRdfVVUVSJJEIBDIuD+9yUG2CoXTpzeAgA1O\nV3FOXUlJCYLBoFGe1W63F9UFlAn/oIjGCyEsX6VFCnGcH/UzbWi8EEb9TAdYlkITeFCkDS5X4fMN\nqhKCp8QJlyv3KIdhGNA0AZvVAdaqfdeh/ghsNiXvNSDLMkpKSopwrfhROYUFF5VBgAQgw+l0Tko/\nvO6vHuk5LSsrgyRJaeszDFPUezoT4XAY0WgUNTU1aG9vB4CkEgX57iW9JPho2bZtW1G209/fn1V7\nKIrKej69Xu8/Jrzc5/P59gFjJ/C9Xq+3wufz9Xm93koAPakLxA5gX8JbPynmZGNfX5/xd+LwkaIo\nzJw5E4FAAB0dHejs7DRCvgDtYZBr4rP9GvDuQBfufbQ4kziyLMPv96OmpgaqquLixYuYNm1aUbad\njXOno7h6icf02Vp9dUlU4XRr5jRFS6iqI8CwBIKBMGyOwiN8eF4Gz0cQDOa24l0uFygK8PtDsIna\nssGAAEDKO+HM8zwEQSjKxLTASyBJgOc1X7x/KJhUb36yUFNTg8WLF4/4nFqtVvT19aWt73K5xjyA\nYPv27ZBlGeFwGA0NDbDb7Un7zPeAKZYwF4PLly/j6tWrWYvmybKc8Xy6XC74fL5/zLTOWLlo3gbw\ntdjfX4u9vq5k8wnqUTA8z+Po0aN49913k+J4eZ7POmStr68HS02DwKs4uC97n8fhoIdclpWVobKy\nEgMDA8ZnjY2NeOGFF4qyn0T0Yl9cVIXAq2BYAqUV2rPeaidBkgTKq2hwUQVNF7mC48UlKX8UjU68\n8Ud83UJdNMWaB5EkFRQNCLxqvJ6M2O12rF+/fsTrO53OnH1PxxKCIIyGGQzDZG3XOBHR56BEUcSB\nAwfwne98B1u2bMmZof3+++8PK/O9GGGSrwJYD6DC6/W2AvgHAD8BsMPr9X4LQBeA697+JRqNYsmS\nJQiFQmhsbMSDDz4Ih8MBq9WK3t5e8DxvCEU4HDZEPRqNZg2D3LRpk9GFvVglZ/V9ORwOMAyT5E4K\nBoMIhUJGUa1ioZfrlUQVgqDAaiPhdFFYvMKGkrJYyVmaQH+PhLZmEedOcHmzPVVFhSznLjSWiF6X\nPRKWEQooWcsMp1LMRg6ypIKmSQhC/HywN1YAxoTA6XQaLsbrjd/vv2F97k899RRomgZN02hoaMC3\nvvUtfP3rX8+5zrlz59Db24uFCxcWtI9RC7zP53siy0dfGu22R4MuirplkVi+NxAIoKmpyagCmViO\nIJcFL0ta0+flqx04+kk44zLDhaZpLFmyBLNmzUIoFMKBAwewYMECVFZWGuGcXV1dmDlzZlH2B2gt\n6wDg6Kdh8JyKhcu1Qmd6OV5ASwbqTXiInTkexW1LsxdEa74iAGrhkRgUrR3Hmc+j6O7Q9jNvUW51\nlWUZqqoWbY5ClmOZszHDfSShoYk0N/EY6pexeOX4lp4oJpu2X8DPvngLbqvO/p3G0oI/c+YMbrnl\nFrjd7rTPRFGEoigTtgBaLvSKtCNhOPNEN10ma0tLC377298aM+tz585Ns8j1NObe3l4QBJEUFz80\nNJRV4Pt6tL6g1bU0QORvHl0oX/jCF1BRUWGEd129ehWANpogCCLJbVMMFFkFRcEIDaxvSL9BbA4S\nQb8Ct0e7RK5eyh2rX2iN9Z6eHhw/ftxw0Qz0xSN18oVJ6u6ZYkyErvuSE6s3OpN87tIoB2VtzQJa\nrgqQRBVHDoyPy2Is6AjmnocZK4GXJAl79+417odUotEo7Hb7pJsYn9QCHwqFwHEc+vv74Xa70dDQ\ngO9973tJy7Asi9raWoiiCJfLBVEU8c4772Dv3r04fPhwWhMEna52EbfMZEEQBOjY5GQxsVqtWLBg\nAQiCgCzLGBgYQE1NDQ4dOlTUGHlZAthY+7vFK2wZL5ip0zU3yMy5LMorKZRVJlvNPKcYx9TeognA\n+nvjE1qCIBjzIG1tbfj1r38NADhy5AjefvttWBgC0YiSFG+fz0VTTP97SRkNdwkFvdSQhRn972mN\nFUULBWX0dEgTpsriSNGPP0/1CDgcDvA8nzeBcLjoD41stW70hi+TjcHBwYIfqDeVwIfDYeOi7Ovr\ny5murBcRKysrQyAQwOXLl3HmzBlMnz4dGzZsyLhO0B9P5LFYCBz9NIxIuLgFq8rKyhCNRnH48GG0\ntrZi0aJFUBSlqLGxshyvhZ6tvC/DaJcGRROYc5sNULUb3j+ombm73wqgvVm7oS+e0W7AxCzWd999\nF7///e8BAK+//jokSTIyDrXtE8a5048hXwy9KIpFH47rDxWGjQv8lYscmi4Ov4AWGXsGhoMKVDXu\nCrtRCQna7xMVc1/jBEHA5XIZnaWKhd7cu6+vL2O9Jt2Cnyzo2iYIAnbv3l3QOjeVwD///PPGJOW0\nadNyNh3u7u4GoF1E+/fvN96fPXt21ouG41TY7HFBGOiVMdBb3P6eehs1fV6gpqYGM2bMwNGjRzNa\nhH6/P63UQSSs5KxzLssq7A7tp8/lFrljvQPVtRawLAGeV9HbJeGj3SF8fkibf9ArTuou8cQImkxR\nTIIgGP5zihaN0gjTZzGYc6s2UsiFKIoFN7MoFP08MKw26RsOyTh7gsOF08MXeD1xKxjQzsuZz6M4\n+OGN66oJxMo6+7n8Tyqn05nWHWq0nDt3DtOnT0dTU1PSPaoz2Sx4RVGM67+trQ2XL1+G8lnuCrkT\nXuC7O8SsVnIwGMTg4CDOnDljPOFDoRBuv/32tEYdqWzcuBEPPPBA2vAv1wUjCophbc6Yrfn1wyHZ\niKwpBjabDZFIxLBU9cifc+fOpfWJBYCXXnoJ77//ftJ7H/w5kHMSWJYAh1MT01xukaopFlCUFhMv\n8KrxO+iWu+5e0Z87RMJYPpPbh+M443eSlSgiYQWslcDsBVbMvS2zqyiRYrpodPRa8wShzSOEg9p3\nzOeWyIQ+AvAPaoLYelVAX4+UVALiRoKTtHNxtid/GYJiV0VVVRXd3d1JNaAuXbqUZORMNgteURS4\n3W6jEOI777wD9bc/z7nOhBV4VVXR3iLgyMdhnDuR7hNXVRUvvvgidu3ahb179+LIkSMAgCtXrsBm\nyy8Wc+bMwaxZs7B27VrjvfLy8qx13hVFhSzFrdS6egtqplrQcqW4pX51C14QBKxbty6pK002H2em\nujo8n93/K8sqnK78FrwOE/NPp8bDX2w8hJbmfrBWEonNcziOMyz4RKtOT1ICABURDA3IcLkpo8Jk\nPjKVkBgtFVU0bl9jR30sgqjxgjYaKikf/khBn7QeGpCRePkNDRR3lHe94EQFU90MWgP5r3GLxVJU\nH/zQ0BAkScKMGTMAaAL/7rvvJs2PTTYLnuM4uFwu46HnyuGh0JmwAh8OKfj8oCYSmaJVdLeE7pvu\n6dGSZUVRHFaxodkNi42/77tna9bMt9R+owRBwF1CGXXTVVVre9fdMbqLXLfgQ6GQEc2jWy2pk7+6\nsGf0S+eY35MkFRXVNG5bZoPdmf8SIEgCqgo0nk92BbV3ncHudz9Gb5eI29fEi7Pt3r3byLh7/vnn\njfc/+eQTIwyVoLXvQg3DINc7bRUTiiZQM5UxCpD190goLacQCSvDniTlokqsJaEKl0cbIdnsBMgC\nH2ATjaikoMJhQViQIeep1zNaC153merotdFJksSaNWuMjlPNzc3o7e3Vjm8C9TK+HgiCgDlz5hiB\nI9Fg/jmPCSvwzY3axUKQmZtPJFqGNTU1SYkWNTU1Be9n37uaEBEg8eneUNbQR1FI7zfKJLy+eonH\nwQ/DOPJxeNhFuhLRBb6xsRF1dXVJn23fvh3nz583XusievHiRbzxxhvw+/34/PPPAWj+4KBfO45o\nREFfjzbJqXdOslgIzJjNFmw9p+IPnwMARPgWRPjmpAnWTOWPn3zySbS2tiISiaCmpgbRqOabJocR\n8tXW1jZmSS2JrQJdbgqRkGK4Wgqhs00Az6nGNVFargm8p5TGhVOFhZBONKKiAoeFhMNC4vfHuvHs\nwc6sy47GgpdlGTt27MgavcYwjDGBu2fPHrz66qsAUHACoMvlyvsvFArB7/fD7/cbk8aj/We1Wo1t\n+v1+sCxrfAZoBpre2yBxOYqiEAwG07YXDAaNeUWGYaCogETklvAJ2ZNVElVcicVdu1wkuGi6CyIS\niaC8vBz9/f1YsmQJOjuzX3wFETtRl85ymL8o3SoQBTVJ0AGAscZfnz0R9+X3dEpwukaWjENRFKqr\nq9Hd3Y1I0Aa3O7mM8PHjxzF//nyoqoqP97agtrYOHR3taG1txeeff47Tp09jRvVMRMIK9r0bxMNb\nS/D+n7Sb4wv3uOBwkqCoZH95Idz9oAs8p+LAB5owD4SOGp9Nm0nCUxq/lFJHFBaLBaWlpaAoCoFA\nALNmzTJGXnmuTwNVVdHe3o6HH354WMddKIkuvfIqGi1XhYKjYERBwdFPtNGm/lNZEyKCohEVqqIO\n+5yPN1FJgc1Cwm2l8fYlbZ5p26rMxtNoBF43CAYGBpKMGr1GVOq8i+6mK8SCL7QWzt69e3Ht2jUA\nwKpVq4rSwKS1tRVvvPGG8Xr16tVGp6lPP/0UFosFK1aswPbt28FxnHEOv/Od7+Dll1/G97///aTt\nvfPOO7jvPq31BkEQKFVFdNs9mJHjGCakBR/59FPjb5uDhCSqaZZ1OBxGeXk5nnjiCcyaNQtLly4d\ncRf12rIHUFt2PwBAid3UPK/g/MkoOtsEKIoKIYMFn63uymibuW/atAl15Y/g6mXtwk+8iHXx5KIq\n2jpPYd7cWw1XTqbIFSXpvKlazZcRFNSyOymjXk0iUyrnwcImT1TzPG/8FgsXLsQzzzxjHDvHcaip\nqTFGYIUa8Hp9/2JH0WTC5aFQVUMXFBcvyyqOH46fdz3K6pYZDG5daoMKPbTtxouJ5yQFNppEuT3/\nOWcYZkQCr6qqEU67a9cuwxXjcDiwZs0aY9sAjBBbRVFw7do1hEKhok2yPvjgg0aRr2IlbSWOSBoa\nGpLmynieN77XV7/6VXz/+9+H1+vF4sWLYbPZIMty2txa6gNtTqgfV+7bmvMYJqTA822dcIY0l4un\nlAJrJcCnWPH68KyyshIEQWDdunXYvHlzUkmCQmEtFWBozberR4b090hovMDj6CcR+AdliHy6BZ8q\nTlU1NJxu0iheNVIk0QKGLjFCHVevXh3bXzzrdmhAgiANYGrdTHzrW98CEI8bTiQSSe7SJBbYOSkX\nihK/kac3VKaFx4miiMcffxxf/vKXsXr1asM61kXa4/EYN1GhAj8WETSpLFhsxX2bPfCUUqBooqC2\nhdGIYpRaAIDlaxy460EXrDYSM+ewhsEw2mtiPAgLMuwMifqS/BPbFotlRD74xL4Moiji1KlTADQx\n0w2XadOmYd26dYZ7QhRF7Nq1CyUlJWmNeUYKRVFG3ox+TIcPHx5WYa9UEh8U1dXVCIfD4HkeAwMD\nSSVRHA4HaJpGeXk51q9fD4IgYLPZktZXVRUcxyVl2U8JDqCtN141NxMTUuC7mJnwBK7h/gctmHOr\nFVYbiWiCH/7YsWNGKYJE6urq8OCDw2seZbMT2Hh/fGJVr0dy+VzcKhV4TRhTLfiyShrLV9sxe4F2\nA5SW06hvYMFzo0t+unCKix2L9joxKUsX+M72CAACkkgYn+tCKylxwe1qi4txV7tUUN/UXNz7qBsq\nGbdMXC5r2o2ti/HUqVOTol70ME/d5wkCKC0rzCKXJGnMBb5hntX4jelYMbR86AJud5BYsdYBliWN\nEFQgHhufK6ppIqGqKlr8sQAGToaHpTHFmf+8j9SC37VrV9LrK1euGNeJfl1bLBYsXbo0bdJ7ypQp\nRS1TUFtbC6vVilAoBFmWcfjwYZw9e3bE2xscHDRGsiUlJQiHw9i1axdeeeWVJH96Jurq6pLmFfU+\nFXoeiaqqsEeCGBjMHaI9IQU+IDlQ2/UJqN4OEAQBqz3uh+d5Hp988gl6e3uLMjxTFC0W/O4HXVh6\nhx2ioLevU7BirQNTp1vAc1riUGonIJIkUDuNQUWVdiGyVgIWSzwjkueVEcXIZ3LxfP3rX8d9992H\noaEhnDreggOH/wBAMSzDJ5980lg2EDkNUQ5BVVWcPxV/UF29xKO7XSyo61I2GJbEirXaRbZw4cKM\n0RPZKj7qQ0673Q6e5/HQVzyYPruwsMfrYcEnQtOF1abRSySvv8+FKXXpx6e7bCKhGyMW/nR3BD/4\ns1b7xc/L8FgpuJj880m5fPDBYDCphaZOogti61bN1aCqKgKBABiGSRPvVINO7yVbLDweD55++mko\nimJM5Obz8Z8/fz5rJ7ZQKGQIssPhQDgcNuYKOzs7MxZQ05k6dWqSwKfF/AsCbMhvSE44ge/uEDFA\nVsPKDwH9WugUwxDgOQWvvfaaMZve0dGRtfPJcFBkTVDtTgouD2X4Si0MgdIKCixLIjAkIxJWsgqj\nHonCWknQlvgoQEwoQ1soA30S2lvSb5SSkhLjBz5yJN5ftjNmoeufrV61HqFoM9r6XkfVtP607bRe\nEwoKjcyF3lxh48aNYBgGzc3NSUlY2UoK3HnnnZg1axZIkgRN08Ma0nd2dmZM9BorqAIteFlS4Smj\nss5rLLrdjlnzWQT8xS1pMVbo2asRUYafkzSBZ+MCPxTNXGMnl4vmxRdfzFg9MdFHXV1djW984xsA\ntK5GmR7m69atwz333IO7774bAIpy/6eiP1T0An+ZHkyJtLa2poV46oiiiA0bNmDLli1wOBwYHExu\nXZ3Lgvd4PEmuz1AolPyw4aNgCjB4JpzAnzmu/eiMlYIam11nWAIf7HsVHR0dxslUFCWp1oweAij/\n3dNQ9v654P3JimrEKVtthBGSqU9GVtXQ6GjVsmn1tPZU9IqEqRa8FBN4PaY6X1z1lUs8PvkgYYIn\nZXn9oieIuFtDD8nUBdVmc0FWtPPG2uMRBE43iWWr7OA5FS736H72SCRiWFMsy0JRFJw7p4VNKooC\nRVEylvRduXIlHnjgAWO94Qj8Bx98MObdgRLxlFLoKSCnId+kNUUR8JRSiBa5ZtFY0RPSvvMHTX7D\nRaMLvIUk8I3XG3GoLX0SMtVFI4oifvaznxkCeezYsbTfTxcwPW/F4/GgpOYWvHKwMaOB4HK5MG/e\nPCPRp9gWvE6i8La1teHChQtZl9UNzkzGhyRJKCsrQ11dHex2OwRBMFw2GzZsyOleoigqaZtNTU24\n5ZZb4gvwHAjWaiSCZWNCCbx66awR9WGxWwBeE3sLQyDKaRdHYjhk4hNNPbAHync3AX3dQAEJADqK\nEneJMKw2sdbfK0FVtJuzpJyGKKjgOdVIa09F/51cHgq0hTB850JM6KMRBedPcUa4YjaG+pMvElFM\nfijoomm1xQVefyARBIEnn3wSLmf8opdlGaxVG4msvduJ2mnaA6J0BFmaiSTOf+jHpIc9Njc3Q1XV\nvL5RhmEyxstPFMoraYRDuUX56CdhDPXLeZucsFZy1PMy14PesIiXTvRiWY0DR9pChovGHRP4ZbXa\nbz4YTRezVBeNbp3/6le/Mt7TI2R0wuEw6uvr4fXG+wFFwECKBPMWldu2bduYlSnQm27oQp+tsJeq\nqkZr0EzGiiRJxjyC/j/LsrBarWk5LsY2h/qN5RNHD9FoNHnEwkcBqy1v2PCEEnjp//u/IAoqVl37\nLUiPB+qhfVBVFbRFAUGQqK+vR0dHh7F8kog0JTxllcL8nUosO48k49mpVpuW8KRD0wQIEuCjStbo\nE4eTxIIlVtB03ILvaBWMejDRsIKgX86YsJVI4kTcotttkETg+KF4CB5BEKipnpE0SSrwKlqvahdX\naWkpSCJ+Y0iShLsedGP1BicsDAmCIPCQ1wOne3QNMxITTPRR1PHjxwForrNCsk31tomANhyWZRmH\nDh1K6miloz/k9Gih64GFISAKuUddnW0i2lvFvGGnrJXAYL884VoCqqqKjoQyBHrd9+V1DjQNcogI\nMpwMhWong9efmAsnE7fkExmMSvjfZ4YwNDRkZJRnenin1n3KFChhs9lQLXSBIIvT1GUkpIpyNoLB\nIGiaRklJScbvmyjwOoqi4Lvf/W7GkiiqokD5z9+E8h+/BPnmK4hEIoZBKwhC8kOP4wBr/izeCSXw\njTMeQalLQungJYCxAlcvAS1NeOvPv4eqKigpKTEyvdLgEy6eSP6qdqGgjJOfRdImNFMnUgHNApOk\neNXEVEiKQMNcq7FsNKLg+OEI5Jih03JVMOqU5CIxoctTqu0sdT2nsxyyHL+YqmtpI2MVAFQlfpCy\nLIOmk1PlRxN1oCgKWlpaEAwGjRuTpmnD4uF5HhzHYcmSJXm3pbtoRFHEK6+8gsbGRhw5cgQtLS1p\n+/zNb34DiqJy+iyLDUkSoKjs8ye68HMRreVhLvTPO9uKWy99tJzsiuCv/3TFeB2M+d9XTXMhLCiQ\nVYCKiTlFErBatO+Rmq/10bUAdjdr919rdx/2XfWnifmtt96aFk6bSeDFmFsizI9//Z5IJIKvfOUr\nScfY1dVlWNa9vb2oqqpKMlYSySTwOX36Ue38qJ98AOrUEYRCIezcuRNAvJe0Ac+hkP6SE0rg+0vn\nY5a7KybWKoYYOy4kxKHaYk+sTAKicjFLt36WcaJy0dwkoO2aaFzAOpkEXreYC0kQoi0Ebl1qw5wF\n2smvb2DgH5SNtHclS02PwJDWm1TH7aGwakOGGF+VgiTzqKiowDe/+U1Mnc4kuRISAxkKmZRsampK\nikXORUdHB9588020t7ejoqLCeL+kpAQsy+K5557LG/6lo7to9GG9PtT9+OOPk6Iruru7IYpi3smu\nscDCklkTlPSJdFXV5jdyQdMEps9ikpqbTCQionZuB6MSHpxTgnK75spbUJlsIeqXP5cyEpEVFSAI\ntLFTsb+xD//z00409yX76VMnDYHMpQYUW2z0x45vlUg9CKC6utoo3x0Oh+Hz+Yzolt7eXlRWVsLp\ndGbs15Ba3nrmzJmYNm1a9p0muJaplCSnNAuej954Ai8wbjCBboDT/HdHq2Zgz5W4347c/SYALfEn\nNY0XAW1oT8yaD7UAC15PnErtw6kL/N0PxUOYdMu90KJRM2azmL3Aii894sbC5TbY9NrrFmQdprc1\nx4fKt8xkQFKE1tYuJYNX4EmIkhYT63K5YLMll3JItDhlWcZ7772Xc3LyL3/5C959992CvpdObW1t\nmog/8sgjYFkWLS0tWVseJqJbPbrv8tixY6itrYUsy7h48aIh8rrwjwcsS2QdefEJ7jZbHgse0Kz4\nTCU3xpNorBzwnkZNnD7vCGNWuSbqf9gyC//9S7ckLf/g3FLMr7QZ6+kIsWtUIBm09Gki9crn7UnL\nlJWVpYlgKBRKu44ETx0Olq5D+fyVo/lqo+bxxx/HE088AZIkYbfbcfXqVaNwnp4xrgt8bW1tWqkU\nreZTsgX/0EMP5faZh+ICT6vxc6w3PEkUeJXjQLA3mItGYDxg2y8BAIiZc2GTkicu5nW14pkaZ6xl\nXop/rE/z/WH6bGNyNhcZKuwCiFvricWzMEKvhtWm+b31bWr++czL8lEFi1fYsPaLTsyPNZ9OzaZU\nFBXhIAFJ4uOTNjYCXMIEniiouH3JvViyZAkCgQAuXryIxsbGnMdZqNtGt6IzCXhNTY3R67aQkr56\n/HzixNwjjzyCO++8E3v27MGf//xnNDU14eOPP8b06dOxbNmygo6xmNjsJLhI5gslmiDWVAEjO6st\nPRv7evPf97dhiIuP6iKCDIoALvRp90t7UMD8mNXusdJp10W1k8GyGge4lA5PvBwzlggGlliWs0VN\nHj1WVFRgcHAwaXSWyYIPCTIcThdEjJ8PHtAeSJWVlQC0mjiJPRf0kUgoFILb7YbNZktz0SiKAoIg\nhtcgPpRowWv3Wnl5Odra2sBxXIqLJgoUYEhNKIGXaBvog+9CXbQC70gsMH1W0ufKjAWgM/RnVFUV\niEZA/vJVEFU1QAHhd9mGywwb8zPmaV4xHFastWPtF52gLdn7foaCCpxuCqXldPwYqOS2b1q1Qhoc\nF42HKVpJCJw2GchFFVy5xGPq1OmYMmWK4c/O56pJreFz4MABfPyx1immvb0dHMchGo0aF3G26AU9\njLOQtnosyxruF0CLxmEYxqgEOjAwgIMHD0KSJCxatCipbv/1wmYnEQpmFmUuohgjO7qA/Cstumrs\nXTR/t7sZ/34ovfBekJdxuC2EM93xSfuIqGDhFAcu9kWhqiqiogK7Jbck2CwkwmKyu0y34EXSAkYV\nsIjowOzIJbRYb8EjjzwCQAtx9Hg8aG+PW/bhcDjNgh/iZFQ5LcY2JwLLly+HKIqw2+1YvHixYcHr\n5RQyJXn98Y9/zNinIRdqosDXaaOnkpISdHV1wWazgWEYqP29UMMhbZK1ABfNhKomydAyCKjgyqrQ\n1NRkvF9fXgpHdAHkmX1Qrx5JX1EUAIoEYXdAZVhAyB9+xye0tFNlGUTsbp02g0lrd6eM8mKzOyjY\nHcjaqFtVVYQCcpovN9VFw0cVsKz2k+klRylKi/zp7ZbQ36MJudVGgg/FH0qZMgwFQcBvfvMbANoD\nLDG0US85HIlEcPHiRWOdu+66C0C8yl8qusAXYsGHQiFcuXLFCP3S1506dSpWrFiBy5cvw+FwwOVy\nJcf/Xkeqamgc2h9G1RQaDhcJCxP/fQRBa3sYDCgFWfAW5voI/LneKC70RfE3dyZXfdQjZJqHeKyt\n196LiApml1nRFxZxqZ9DRNSqR+aixErjfG/yCFmQFVhpEoLAgIWI+ZZ+dAKIknajvDNBEKisrITf\n72TNEHgAACAASURBVMe0adOgKAqCoTA+6xFxl0s/HhmDUQnzKm0TSuD1Eev8+fNRUVGBK1euJPVs\noGkaV65cweHDh3HHHXcAyFwXKi+JAj91BhAGPC4XLl28iPKqKqgnP4Py7/8EzF0IYtb8Gy+KhrGo\nIP+Pn4K7c6Px3rKea7jr8/cRdTXgnLpIE3MAqiRB+eQDqGeOAf5BLeoGABjWWCYb1xp5BP0Kls+J\n+aa741aFzU7itmXJFmqxfKeMNdmdoiNJWn8OhkkReBpGJA4Q6wkbi/1PbExSVUMjFFCMiCCrjUyq\nLJnJgk/0bYfDYfzud78zXusW/cXLl5PW4XkeS5cuzRrDqw9HC6n4uHDhQgDxh4m+DkEQWLZsGSKR\nCARBwMqVK0dcJXS0VE6xoLySwsfvh7D/veR5DFlSwcZ873QBczMWC2Ekvo0lVppEpnn8f/1UCy/2\nnek3WvFFRAV2hsSKOieOtocAqGkhkKmU2CgMcZKxDQAQJBVPLa3E91bdgpkuwvi9HA4b9rXxGGjQ\n7me73W5cl6FQCDzJ4LOO+MPiv7zXjK6QiCqHxXD7TAR0w8disRjf4aWXXjLe042TEydOJK2XGIhQ\nEKEAiEe/BvIXL4FYtgprlDDKO64iFI3C6XRCbY7dj72xQJQbzQfPWEkQty4Fb2GNkzabJWAPaCm+\nAxGbYZ2rb++E+h+/hPLLn0J58V/jw5UCLHi9zd6U83/BA+9/HfkKf69c58QX7hl9iJ7LTSVFyuhI\nYuYCYKkWvCSqsNm0h09iHQvaovnq9bo0VjuBqVOnxtfLIPCCIKCqqgrf+c53MH/+fMPKP3v2bMLQ\nUrs8pk2bBoZh0NfXlzNCRg8dLMSllRoHnOj2YRgGiqIgHA4X5O4ZS/Tch2gkWTUlMd7wpZCQ7etl\nwdMZ7mhFVdERjI/irgxobs6wIMNh0UoRDEQl2Ggy729XYqVxuZ/D1h2X0BsWsWn7BfCyCjdLYeHU\nUgz09xvZnS6bFQdbgzg+ZMF7l4dgs9lw9KjWR2BwcBAR0p6UZ1BqpbF+uhtlNhrCMHMGzp2M5mw0\nP1qWL1+OefPmwW63IxQKQRRFzJ49OzbHpmkVz/PG9yktLcW99947vJ2EAoC7BIS7FCgtx5JgN2Kd\nNbX7jomNjAUeCPoBR+buc4lMKIFnY+FZ+/btMwTHU1mdvJA+meFPqOvgHwR0t0AegZf/1z/D7m/F\nslX2eFhSngeCu4RKamgxUhxOEuEMRadEIXMJX5LUJvD0dSQpLvCJFrzu+mlvEbHxfhcYhkR5eTnW\nrl2LhoaGrC4at9sNu92ONWvWGEKa6BrTa5k/+uijoGkaFy9ezJnElK0jTyEkxhoTBGGUFB53gU9w\nv/xpxxCEWDE6WY6XKCjkgWaxEBDyJE4VA/1IElvsDcQyTyvsNKZ5GPRHJMiKqlnwFhIMRcDPSbBZ\n8j+pSqy04T7Rm3Ff6o+CpUk4HA44nU4Eg0GsvPsB+K1Vxojg10e68LtLmrHRFxYw4A+Ao2zoTHjw\nKKqKLzZ4wFAEPrzqx6btF9AXKSx3oOkCj5arxe2PnMiaNWuMCVW/3w+Hw4H779d6SOgC73K50NbW\nZgQPDKc4nrLzBaiffADCFTPcHC4gFESZU7sv3G43YIlpXCgA9fB+EOWVebc7oQSecWgnJBqNYs2a\nNXjkkUfA1Gpxo7fOkcAyCiDwUJsboX4UC+2zMFrwt+GiYTJOsspPP6K5cz7/FNJQALSFgBqMhW0V\n4LMvBgxLZpzczWbBEwSByik0Bvs0gZclFSzLwGq1JlnSNE0g4JdBUUjKUl22bBnmzp2b1YLXxVOf\nJAqFQrh27Ro2b94MlaRBxGbyWwMCqm+ZCSB3gadMDUdy8eUvfxkAUFlZiQ0bNiR9pmfIjrvAp/wu\n770RQFe7CC6qDKtoG23R5kqG0wZwuCiqJtouhoSfj++nzR+/H5bXOvFu4xC+/OpFhEUFDoYEQ5EY\niMpwMPm/j5MhjVHCpVj0TX9EAkNp/YoXLVoEQGsIzckq6ASXT7tkA0gK333jEt493wMLw6ItIECI\nuWM4SYWVJhESFOMh8tHV/GVH9NwSWVJH1S6zEPTrMdUgAbTw4b6+PvzmN79BKBQalsCrsRBwOGMC\n73ID4SCsrBXr289j1ozpgJoyQilJz4ZNZUIJPBuLHqFpGg0NDZg+fTqIei2SprKO1Symng4o/+3/\nNNYhHnsKGOyLW/Axx7VyeH/a9tVD+wAAImWDhSa0YU5pRV6ffbGwMETGxJlcTTj0uuRcVAHPq6At\nwHe/+90kPzdt0doEllWmjzJoms4r8Hrdi9bWVqNOBueJu3h++JereLMjbqVk45577sFjjz2W9fNU\n6urqQFEUZs+enbZd/QF2PUsEZyLT7/LZgTC6OyQ43SQe3pq/omFYkNETFlFWTo+pwIcEBVYLCSdL\nYe8VzXi51BfFT/ZquSSqCiypcRiRNCc6w7BbKDAUgf6ImFQ1MhsEQcBj1a6z9oQyB3MrNH+w7jp0\n2a3gRDlJ4AFABAVKldHrD8Mva4XM9AxaTtIma+vc8Ye6PkrIhW40NV3g8eHbY1uQjqIoEASR5FJ0\nuVxYt24d7HZ7UtXMEV27usCzNm1yLhrCbQPtoCVR87s3zNM+r58FVOXvPT1mAu/1eu/zer2nvV7v\nOa/X+18LWUeBZhFEIpF4IbH5mkVAOWyQ5AxWboXmwiE8WpEt/Wmq/v4XacuqMdGXKCsoldMeDDVT\nr58FzxAY7JPR1Z487MzVhIOiNHfAnl0BNF3gM2bT6lEc1bXpFxRN01ldNLrA63kFV65cwe233w6S\nJBFitfO5atUqKCqgWN1wOBw543pLS0tRW1ub9fNU9M41mW4EPeZ+vCZYdfSvu3B5+oRWoa0Pf3mw\nE9996wrsLhKRMawqGeAkeFganUERL5/oRWdQwH9+rxmrpmkPS0VV05p32BkSDE1giJMLqvsOAGU2\nGjaaRFtM4LcsKAMbM+v1B7PLbkNUVMDGztHMUs0Ak0CCUmUwqohSpx1uhkLzkHb/8ZK2/O11Tqyo\n0yzkoJD/fOlzG/pUWrZs8WKg+9wTLXiSJLF06VLY7XaIoohVq1YBwPBi4HV/usNt7AdOFzAQC4YQ\nRUDgQczXsviJ5WsKcg2Oyd3j9XpZAP8LwH0AFgF4zOv1Ls233vGTH0AQBKiqGhcfhgX1u12wWCjj\nByQ2PhBfqUzzQxF3bjDeIr79n4ApcQtUTbFgBcoOy6mDQF09CHcp1BG0GhsJujWYWlmwv1dCSXnm\ni4GiiaQ54EwhebrQZHpIZCvLq9ds1321DMPg6tWrRvnRkKqd//p6LabOYnPi29/+ds7vNxLsdntG\nN8wdd9xhxFCPJ/pDc/qs9NDPQlsf6jXWHU4S4Sxx9aNBUlT0hkWj+qOO7prZulCL5lBUwJEQBrly\nqhO3eFiwlPaeuwALHgD+y9o6rJjqRF9Eu6+meuLnRg8p9NgsIAigIyDiB3dOwcqpmvDbFA6rhw6g\nTOzDI0umotnP46cftkGQFXCy5qIBAO9tFVg51WmUUciFkJBtbLUTaQZUsdGjaVLRRb++vh5Op3N4\n+TOsFcSKdYAjIYjB6YY60AsAUI8dgPr2TsCu7YOYOr2gzY6VeXQHgLM+n6/d5/NJAHYAyNtLT4Fi\nZLelnhwq1mGno/pOKA9/Nf5BzII3/gdAzF0EdLVB+e3PtTcSXDAcWwpVBZgd/waitCLms78+FrzV\nGou6IP9/9t48QI66zP9/VVVX3z3dc2UmM5ncJCEESAjhCiCnXIKCMrii64W6uq67ruu6Hqv8dj13\n11tXdL+u+t1VcUDBE1EEBLkJAZKQO5lcM5l7pu+r6vP741NV3T19TM9MEib4ff8z01d1dXX183nq\ned7P+604Hf/9uzMc3Jetal2nTeLOT/aFhYK8QqWA4/F4yoSfoJDB3/TjnTx7JO7outsn7hgBxvQm\nGi3N7SnYczNGKBSqOBkbDAZZvHjx8XnTaSDS5HLKMLYs8JIVMqDZgnBTwT50ssl+7AP89zcPctu9\ne/nY7w/S4NH47BUL0RTJTz+vK8iSRi9vOK2Z15/WjL8oS59vZfO6RfNsqsNcG2BeUCeZlYH3y9cs\n5tIlBUZXJBLh4osvRlVVOho87BhOoYBT1rEx5mpi6cKFLLEy+5FknoxVogFY0eLj3We3kawjg+87\nlHV+AwsWuRnsyx9XRk21AG8TECKRyPSVT1NJlFv/CqX4ijVQyODFZqv04/WhfuLLsKa+ye7jFeAX\nAMXiz4et+2rCpbv4yh/3YbrKsyVVVWhpc/H86e9j+y4N5aqbUD/wKRSb7N9U1FH2y1VQPCOnMYsD\neHL52QQTffJHF2mqi1Z5rKCoCgsW6zz/dJL7740yNpJn63Mpa5crfxUuDeLRQhbTUCGouJ3eReUA\nX0npLpvNolgR64lDMYe26Ha7pW2aobG1cQNZ8zhFdguvfvWr50Qgrwfrzw9w1nl+1qzzcf0tkZJp\n52qIpvO8ZA0GubySEXWsmDQ/fnGIvmiWX+4oMMrCXo1FjR68LpVEznQkft+ytpXXntpUUhNvtHwF\n3FaAv2hRdQu5ybB58EubvCXJmKqqjhigat3v1zXOaC8NiLsCKwl5XXzl2iWsmedjIJ4jbwpnXwAC\nbvkZpkIqKZzF1uVSONSb5f57o2U6TscK1QJ8JBJBVdVpEwOEYUjpAd+kbQZD0t8CIGGZ1M+bj7Jo\nWd1XB8crwM/oyObyWY6MRImZlZsTtkZLLitQ3/A2lNPXA6D91y9Qig/O5ANcFMCN7vfgsuvEkWZ5\nUFPTY3/MBsVB4VARrcvjrVKDdykljblAhYXA47FLNOWvd7vd5PP5krHpvr4+jhw5QsKU29o7mnaa\nY4qikDEEmqoQ9mh88yk5kXe85k50XT+mxsnHE20dOp2Lpvfjff5o4dx6y727rau32QceIQR3bhnh\nrm2ltoxZi4mSypskc0ZN6YHFjdbvyQqE9Zhr28jUETztuvz5C0MsaPBwyeIGcorO2Rs28NlrTnEW\nm5aAzqGJDG6tlIfvc6mk8yb9sdol1EzaZPkqD5dcE3KSHK9PYXzU4HDvsS+/tra2VnST8ng8vP/9\n75/+BuNRCITKNPCVcGOh+jAuLQRpnjetTR8vqYLDQLEuZhelGT3d3d2XAJfYt3t6ehgdGuQUdYKJ\nUCeK20fQU7p7ussA4vj87ppsDoDU9W8k88AvCIVCGBMjxADXmrNw6z68bfIg+ToXIqLjGAf34Z9i\ne8cKXl8esAw6mnyMDJnc0F29Gx4IqqSL+OXVjXonCEdCeH3lGb4Qgk2bNjlSA3fffTcAGdXHilbB\nYCzL8vXL2bRpE15/gNt/swtDQGfEx2MHJSshlTenPOb1wlbC/HNAwkxw8xlt3PXiAKaAhrCOMLyE\nQvWZjVdDxsqg/Z7SBScS9NIYbsAUMJiClqCv7Fh/8oplrGoL0G7twxrdxw2r0zVNoCcjL2QgrfU9\nfvKqlfSPJwiF5BX1mzd0sXPx27lqVSl/u7MxwEAqj09Xy7a3vMXPi8M5VnRUpwTmsjGaW0M0hHUS\nE3EgRTolHOOeU0+fmk44Hdx4443HdHvG6CCJcGPZZ88sWk4KUIINiHiUwIc/g75kecVtdHd33150\n8+Genp6H4fgF+GeANd3d3Z3AINANvKf4CdYOPFx016cAvGaG3ryH7zzey7vOLh1ysi9tDTM/pT+n\nuOZm+M1dcqpubBQWLkP87e3E9yUBi5bV2ALpNObIIMYJ8vs0jEIDaGQoRXunVvOz5CZROKs995qb\nwuTySXIVHr7ooot46aWX2LBhQ8n9R2NZljcG2DucpLl1Hu973/t48eAwm4/Ijaxr9/J8n/w/kTWY\niEady+7ZIBQKnVB/1ZcTw9EknqKyQ07Ns/vwOHi8Tr15JrCHl1IZeX7ctLqJNfP8rJ0fcI7tr7cP\ncdv6eWXHen2bDmSJWZmxCrxzXfO0vpNTWzyomDVfEwmF0PzCeU6rG1o7vWWvCbsELwzH8WhK2WMb\nFwQ4Mhqv+j6GIUgmDUwzRSyWJpUuL0dGo9E5fZUojhzCDDaUfUbRJisNorEZ4lFSXctIVzgOoVCI\nnp6e2ytt+7iUaHp6etLAe4H7gReAn/X09DxX7+vjWrCiJoaiKJy+3lcioVsNiq5LjlsmLUs01piv\nkZfNMvXb96J0LIRQWPLhTxBs5lQgqBKLGlMKVdmPR5o0x1O1EmoxOlatWkU8XjBgsGmJwxmFzgY3\nDR6pL+JyuRiz5GRXt/po8snn/bj7FDyaWqI/crKidyzNR39Xn8HJdDGSzPGfT5WKTMWzBsEidspQ\nOs//bhrip5NKK9OBYRas9mx/1FtOb2F9Z9AxsNnQKbPmRt/xyeHes6GdL11T2/C5XoS9GoOJnFPS\nKUZLQHfYOpUQjxr4A6rzOxEVKJLVTFvmCsSmP6Gcsrr8gWWnotzwpsJAUx3iYpNx3NQke3p67gPu\nm8lro65w1ak6l66QTpmYppi6ydW5GHZuhVwGGuRkZD4vLJ9Va/sNYYieuABv73OwQWV81KhqA2hD\ns7K/+Qt0lp86tTxoJXi9XjKZDEeOHKGzs9Phxh/NutgQdLMw4mH/aIYWv87Pto1yfleQD1/YiSkE\n/3RxJ35dkw2vrIm/jnH24w3DFIyn847z0HTw8P6o0/Q81nh4f5T794zz3nPanIwxlpG+pv994zK2\nDabYvTWNG7VsAGg6+OXOUb73nKTPHY1nee85bWVXA1cuD/PMkTiN3jklGFsRXpfKeNqouBgtaHA7\nPPlKyKQFPn/hs9vmOiAHC92Wt24dAqcvG8TEGOr6cjlsRVFQrn8jxpf+2bk9XcypSdaHmi7nT5GL\nEYpaVbY01KAy2J+nd/fUzBflzHMQu7chJsZRwo1sfS7Jgb2Z0qy5IQKxcqPn4wWbQOH1qWTSwgng\n1WAPrNbLua4ERVFYtGiRY83X1tbGlVddTe94hs4GN6c0+9gzKoPejuEUR+PSylDXVM7vknXBkJXl\nzwX87wtDvOOevVM/sQIe2Hf8FvOUxfgolrrtj2Vp9rlo9ussDLvpjWbwKgo/enG4Jptm+1CS7zw7\nUPGx0aKMti+W44y2cmvHpVYDNXKcMvhjCY9LIWuIihn8woiHwUSu6tVjPi9Kfs/zF7i59g1hmlo1\n2jv0MprxnEQyUc6gOUaYUwF+XshLRvNy1fJIVdZGuNElmSR1rGZKx0JE30GYGIVwE/t3Z0klRanv\nqi8AqSTmj759jD5FbdhaGbrFZ5+yRGMtAHoF/vt0sGLFCqfGl8/nGc2qNPtdzA+5afG7nJouwO2X\nlvtGrmnzs+nI1FaIJwK2BspMkDfsPs6x/9HbA01xiyMeyxj0x3KsslyS2kNuMpiErAvnQ9HqDI8H\n9k7w651jFR+bnMl1NJQze1oDOv921SI6Qi+v1EM9sAetKvUkXKpCs99VVXTMyBeSIBuaprDxshBr\nz/Xj0kslt+ckUklngKkSlI6Z+yHMqQDfaomNBdyqQ92qhPlden2rcrhR1tfHhhHhQie9uJbtSBvs\neWmGez09dC50s3Slx1mfpgrb9gJQyQx8OmhsbKS3t9cxsM6YChHr8r3Z72LUGjRxa0rJNKSNCxc2\n8PjBudEYtTO96fLJTSHIGFJBsR5+9XQRzchIsrk/Yd02iPg0py7udamsWu5lierlNlc7P3xhqOq2\n3IbCWiUw5WesJRC2ssU3p5uLNuzAHqlw3gE0+3VGqtTh7ZJrNdhaTscTszZTTyZqB/gb3yKHm2aA\nORXgP3xhB1+5djG6ppCrYXel12t/5vNDOokYOooomnS1B4NsKFfdhLLs1Bnv93TQ1qFz2tpCs6R5\nXu1LaLtG7/HM7qtqb2/H7XYTj8fJ5/OkTYWANQTT7NcZSuSJZqQeSaWgcEqzl+FkjomXuUxz7/YR\n9lp65vvHpjeglrYWsAaPRjxzbEW/do+k6IvKLPPrT8pGq11/L8Zbz55HQpPv/ezhOI/2RvnaE/2M\nj5ZOX3qzKmdrIdKp8vO8+NupVz9mLsPWq2mqUk5q9rmqBvitz6VqBnDNpZCIGSUObscSmbTJb++Z\nedlPpJKywuCrEeA9XpRFy2a0/TkV4MNeF0savbhVtaZll+1tOlnTpQw+Pxw9Ant3kIvUEMHqWCgX\ngmQc8/EHZ7j308OK07xcc1O4pEFUCccqgwep+5LJZMjn82RMxdElWRh2cySW5XOPHGFxY+VulKYq\ndIU9JQqCJxpCCL733BDjaYMFDW621qE0WAypf67h0+Ug0LHEP/z2AAcmMty2fh6rrZJMPGuU6bto\nqsLic3VMReDXVL67aYDd+9M8+vs4D91XuELSrDBeyT/AXn9dqsKbz5xaE3yuw87gqzXNg26VRLay\njwJQc3DMNATbnk+z48VyuY5jAVsnqh5mXyWIzU/CkhUFM49jjDkV4G3IDL76AbPdcX738yiJuEEq\naVYu2Xhl40K59FryvjBen8KGC8tXSsXvR6SSiEfuR3zvK4j08WFZFENVlboapzbZp5IGTT3YPZLi\ntnv2WNtw88QTTxCLxUiZqpNd6ppK3hTsHU1z2/q2qtsKe7USnfETjWJlwfag7lAE60UyK8szfl2t\nS8SqGoQQ9I7JgJHKmbz1pwVrwzPbA7w0lOLjvz/A7/aMV5wkPa+rAb9XJehyMZY2OFOV52Q2IwpX\nptafWLR8P+2fxm3r53HR4vqHk+Yq7JLbkirJhV/XnAZ2MezFL5OuHiuGLZ/i2fawqsFWrszMdDo5\nNoGy7NTjVkqbkwHepSpOM6wSPB7FUeUbGczzwC+jbNtcIShbNn7JpevJZSWdqr2zQpbgteQKbD78\n8AwMc48TFEWRuid1+H5WwnAiz1AyT9YwEUJw6NAhbrjhBtKqtyz4uNTKDTsbDR6NaPrlC/BHi0bW\n20JuxtOGM9FZDUOJHP/7vKx1p/LSVFoG+Jln8EfjOf72N72MJHOMp/OMFx0Tu4+0dTDFU4fjnNFe\n+dJbcym4rJflhaBzkXxdOmXyXF+c8JC8PVrBwMJmlNgKjSc7XKrC35zXzvKmyjTgaj2TTFqgqLDu\n3OoMlDM3+Glpcx03Jo3dwJ2xb3N0TDL5jhPmZIB3a0rNEo3PrxKdkCe+o69dIf5ls9J07qEDpzA2\nkq++ivsCkErIoSiAKs5ED+wd5xc7Rtk6kOT5/rnBKJkKNt36aDzHwICk3S1YsIC8KRwVQYAz2v2s\n76gdMMJeFxOZl68GX1yHnR/UeXDfBN0/2VUzyP/pQJS7to3wxT/1WXrjKr4qGWG9sA0qDoxnyt7b\np6t86ZrFzm3bCGMysmnBq0UTG9UG3IpKnztLIKJy5ECWX20qsGeiFUo0sYzBP2zsmNEcwFzFFcsi\nVbNYn65W/L6yGUFHl04oXL0P0bnQzYLF7uPWaDWtONV3cPqlS/Mn35VOTtaMTjVsGUjMuDQ6JwO8\nrikOi+a+XWNOU82G1686l7C2iXUlLfTf3Rsl+fH/AiA2YVY11cDng3SqIEqWrhzg/+/zQ3x30yAf\nf+Cg45Iz17FrRB67F/oTnHHmWi68UA5U5CYF+H+5rIuPXtxZc1svdwafyBnOgrW8uZDtPXqguq2b\n/bN+5EBUcq01BX+VgDEVBuJZ3nTXLocGOZrKl4hu3XqG1F1fHPE4hhXBKiwXuxRzqurHjULP9mEm\nvHl2v5RhXVLOHmQxifeZZaqI4+n8cZtQnYsIuLWSklo8ZrBjS4ps1qyrdOlyMWUGL8TM/HJtuu1A\nX57+w9WDsDiwB5GMl95nMfemInh84oFD/Mefjkx732COBnjZBJNf6B3PDPDdTTLzNEz5JWiagmLt\neXRcPm8yq8a+HdekRvP42FQZfBKRzYCqys52BRQzFhqrULrmGu62RuL/z6ZBHsp2cdZZUkc6Z4gS\nOQhFUaasAzZ46q/Bm/f+L+Lo4RnudQFCCF77wx3kDJNE1nRKIF0NhXrtUKK6wUOiqG7/rw8fxq2p\n+FwzK9E815cgkTWdDH48ZZQM4HRbxhqaqjgmG4E6WC4+VHIIvn94sOT+rN9EIMjnBD97aYTPPyKP\n51gqT6SCqNwrFZNLaof2Z9n9UoZcVpQx4irBpSvYnj9/vD9a0VXrmT8leOKheNn9U8EwZJ8smTB5\n9rHKcUNsfhLz03+P+OVPJu8Yyjs/iNJeO7GC+tQ7K2FOBvigrpX8MO1L83fdu5fvb5b11AsvDzJv\nvssxUDi4L1siv5tOyvtffFbW5mMTZvWmpl2Dz2Qg3CTLNZX2q+jHOptR8xMNO1EvbkrKDL7y1y/G\nRzC++Zmy+8NejWidNEnx6x7EwzNSqiiBXapL5UziWYMLukL808WdJfouY6nqi85wMseprYUyidvK\n4GcS4O2FJG6dm8PJwoTlX64tZbMELEkHT5XeycWvluUwVQO3onJ2V3mt3uNSiQqD0XieH2we4vl+\nGUDG0wYRz59PBu+b9H3ZeUgsatbVPNWtadanHokTHTcZGyk/h4eO5hkZmv7VqWmUSiUkEyajw3L7\nwjAkM++xB+SDk5kyqQRKx6Ka299pDfVN1WuqhjkZ4G3dExtZQxDNGIyk8vxhr5QViDS5WHW6ZQ9m\nif3bBxYgbVEoc1nBaeusH3iVRVDRrXG3nVsg3Ij47c8wH/1d2fNCRdlCJZKPyOcRzz1e/wc9zkiP\nyWO11OpBeYsGQnJGaYmmBHt3wvNPld3d4HGxfzyDWXQpKzY9hkhUyXzi1Usn9cJuriVyJomsQbPf\n5cgn2BitwaYZSeb5C6t0ApK6KGu60/8x560vPZkzWNLooS+WJZMXXLgoxOtPK5WkbQvqvPnMlqpX\nRcEGec7aweGdG+bxqsUNJP2F/TJNyCHYcVT+yNtDOqYQpPMm/hoDTq80BKoE+KOHc3XRhz0+lUTc\nYLBfnifJY+iqZeRL9W+eeyLBY3+Is21zCvNXP8H82zeh2IG9yCREHNgDRw5MKVHwzGH525rpQERk\n9wAAIABJREFU5PWcPEsCbo14znACyWgqz1vullS0Yrlae4Jt4RI3nQv1EtOM4ppbe6dOR5fOslVT\ncE1zWTn9OjKI+NEdZQ/7ioS28hXqdeLpRzC/9fk6PuHxR/JzH+GW31hmHbkcr13VSFuwwJDJm6Ki\nYicAWuVJ0faQzkTaKOmJmHd8AfGzH1TcjEjMfvLVFppK5WSJprjk8Z4NbbxnQxt9Menj++a7dpWU\nTIYSObYMJGn2u/jYq+RlcMKiSs6EB99nsXgSWZNTmr30jmdIF9nMFUNTFW5e01J2v/O4pjhWgAAR\nn87rTm3iR9Gi6VYhyAqTPUNpljZ6SOZMaWStqcdEtvlkgU9XHYtAKJVqqKcG7/Eq5HPSr7WjSyeV\nrP7dV8rua8GwMvjLX9Pg0LcB9u3K8Jv0tQhADPTBslWQSSMsIod45H65AWuCdSSZq5ilB62k0l3h\nHEslzSmtCedogJcZ/J8OlAcIT1EWag8B+QIqkWYXsQmTQ/uzxKNGCW3SH1BZf0GgrnqdEracWtTy\n5xavoolsBeu1Mcs/scYU7omAEILdo4Upz1zeYGWLrySoZWtk8I4J+aRSVdCtsWaer6xBKSbJLTvH\nJT67AJ/KmdxuNbOTVommeDT/2hWNvHp5hKFEjp6tI8SyZslAzJaBJM0+Fx0hN+cukFm/TZWcbolm\n/1iaZ44UJAg6G9wEdI1tg8lZ6boXn0JLm7xsXBiiX8jjv6TVi6YrbO1PsjDsYSCe4/7dlbn1r2T4\ndY1k0bm7c2shwainRGMruHq9Kh0L9TJKYzJhYv9kp0unlFIJMsYIUzikDxt97RfAwb0oXUthYgzz\n/d0yPjRai79HVhfecc9evvFkOT3b3i9vhXLqA7+M8sxjtdl8c/JM8blUsobJYDzHJUtKBzmK68au\noilPXZdu6s8/neTAXikqNh2ofyMlOemwhLaU8iaWXQ9WFXCpFbLACctW6wRaAFZENsuQp5Adqvks\nnu/+O8lUUdA3amTwBy2lxgolFo+roAsvrDG+yVZjZKzF1Vrwcobg3x6dPgugd7zwQ07kjBKPURsu\nVSFvCn70onyvYnrtoYkM16yIlGS7KWuadaoAv280XbKg54v+j2UNPJrK8mYvm/oSNM+C0TKZ2dXk\nd/EbY5Qrbwix9mw/vqDKcsXHNSskWeDHW4arKq2+UmGznoQQzmCRjfF8/Rl3JiPw+dQy+Yd9Owvn\nmTHNyl0mLfB45fdRaVdeWPNX8p+OrkLWnkmDkUe58rUoRUpptqJrMRI5kwsWhqpqK45O0TeYk2eK\nosgx+kPRDIsjHq5bKU/uv79gfskPraDTopSs5DMy211xGsrb/w7F9jw0yzP0nGHy/nPb+eZrlpZR\nBsXRI4iHfiNvJKffjT+mSMUZCRdsAD/21DfwJ8ZIpQtN6Mk0SRti6ybE/ffIG7HyAO91qaQtTrHd\nRLUvOwFEOoX5hY9CsMExCo5m8jx2MFZSu68HQ4k8y5o8uFSc0lCgQnBbHJGlt7agXiJSF8sYhIv0\n0C9d0sAlSxrw6aU9nkr44H29PNIrP//RWLakLBVNG3hcKl0NbmIZg5bAzPno8+a70IrWh2xezm54\nfRqaphAN5+lU3JxiTXlmDVFTYOyVCE1VWKx56D2Qca7MW+a5eEaJ8ne/761rG2dv9LN2gw+vX3VK\nNEJIuZNY1OTciwN0LiyIGBqG4OC+qbWOMmnTKQ0vP1V+R1cMfoelvb8GwGXK35xy6lrnNSKZZFvq\nFERjaWO+krFJImsQ8Wo1J/trYc6eKVlD8PD+KI0+F+84Swbd5c0+0sXNFtXO4FV8/sr193qheP2o\nF1xWKM34AwVH86J9mh9y09HgJuRRiRXrYxRz51/GAC+E4Bc7xhn0tzhSsa2ZcXz5DMmiYY98lQxe\nbH8RZf1GeQlZwekqljH44mN98sbYMCxcVlrKGeyDw/tlL0MIRC7nLMpTcc+3DyZLGqbxrMEpzT6u\nXBbhzi3DVnArv7L60jWLufdNKwm6VTJFOtOpSfXxv7ugg1vPbKUr7OZINEN2CifxEWtfPvbAQb71\ntDwX/LrKUDKH16U4gb3VP/MMfuUaL1ffWBh0mbzoChWyCLJZeLdlYembA6YrJxqX0cjWp9L07pEB\n88wNPl7IJRFQl9PY/AVuWtp0PB5ZJzcNweDRPL/7eZTYhEEorFl0Snmujg3neeGZqSVLijP4U8/w\n8Zqbw7h1k5V7fsKli3aj+1wot32ohAppJJL0KisYdxUMtP16Zf2tRNYk4nVVVNetpw0zZwO8zfts\nD7pxqQrfun4pzX5XWVnk+lsiuHQFf7Bw0h85KOlsC5e6ue7m2lNiZQhaJaGmVoiWGoEUZ70eTSVj\nZ7JCFKZgwclcXw7sG8vw33tzPB1aypvPbOU7r10KzfPwG+mSRlXONHFVqsGnk7DqDJRTzyyrrYOc\niHUQj0qrsb07EHt3APC+pzO8FF4sF0prgMw+TvEKglHF+KffH+STfzhY2HxWqjH6dNWRrphcooEC\nh19XS2Wm0zkTX4X6uF/XaPbrHI1V589DYWLVvvDYuDBEMmcykszj0VRH3nY2GbyiKCXOZG8+s5X/\nvH6pc1sgyCCbaRsXyj7CZAGzPzcEQiqmWwbFtqDO+DQ0iRRVweNRGBnKE7d0fjIZgdcntaFiE/LK\n3aZXTwUZ4IvmSVQFhEC94U14160lk1NJrb6QgX55rj1y3mc5aM1IJtVC+dlW0hyM5xBC8IFf7Sdr\nyL5To89VlsHbparXdNeOb3M2wNuYb2WhHQ1u3Jqst1bqNuu6QmNz4cQ/56IAp5/lm9rWbxKUpStR\nv/Nz8AUQe7bTv3ufEzRSRQHD41LJ5E2EaWC++7WIbUWWs1V49CcCwxZXO6r5aA3okjmTSuLLZ0hl\ncogROUyTMYRjtAAgDuzFeP8tcqLX65MLXYUmqX04v/hYHyIehU7J440PjSCEoC+jsqNhsewOeXyQ\nTjpZ9VRlESjQTzN5k96xDAG31I6ZyBhcsSxcs/7sdpVKXKTyJt4qsw8NHs0J4JNhl+bs6Um3tRD6\ndJW/Oa8dkN9/yAq01WRuZwKfrtJZpAekayppYZLNCBqsBaXSovVKR14VpAMGmkte9cQyUqkz6NZK\nr6TrgNen8uQfE+zeJkswnV06iqLgcin07snSfzjnzNdMNd0qSzSTvo+JMZSVp+Py6GiawlOPJnj6\nkQSipZ14cAGDffJ9E6JUGqQtqPP80QQD8RwHJjLcfOcuEjmDsFcjN+lqM58TuPSphxPn7JmyviPA\nKc3ekmxFVRROb/Pz7JHKGfKFV4RYukLWwTxeZcYCXYqigNuNuPt7/NXTWd5w507MwwcYjmdoCcgf\ns20zxohFaxu0OuDtndV54ScAxaJMzVbpQLnwSrxGhrTmwRyVk62JdA7/sGx8mnf+F+ZnPgSZFCKV\nRPH5IdQA8fIM3r6yeqQ3yt60i6ONXTx2yVt5895m7v/xrwDwmDlQVMnxTSWdS+haln92Q9NmiNzz\n0iiPHYwRdGtOmWWqQOpWldIMvgqFESzZhSqBwV4kJqweiz3U5tNVx+M06FaZF9Dx66pj6HE8cOsZ\nLXTqHp78Y4JH74+ho1S8EsrlxMx6TycJFBXunRjh2+mj3H1kmNFUngaPRsitOoNn9cLOuHM5weln\n+TjzHMlFtwchi5uwtZquQgiyGYFnMhd/dBiarKlmHUcYUfyLdI1LpuQ5uXugwZEZzhomSxo9JHMG\nvUUetNVKNLmcqC69UoQ5G+A/eWkX/3H14rIVqj3odqzRKkG3DnY9H74mdm6hz1fgMX/+sX7UbBpf\nUYkmPTSA2LYZADE6hHL59ShnnvOy1uCLNTtsxyb15rejf/se3BjsG4zyqQcPkTVMPJ/7IADiwV+D\nsH4k6aSc7A2FK9bgP3JhQVf/w/Nfx3tfUPgipwGwfUSemO51G1C73yG3k046JZpn+6pf2dhByw6u\ndqa+OOJxMjRtimxF19SSunoqZ1b39q2RwdtlQHuC2i7L+VyqM0HbFnQT9rr4cfeKmvs0WwTcGhsu\nkFzp6IRJp+KuuKD84VdRnnviZWZvHScIIVANSFuTig/ui/L04TgtAZ1gje+xGop9kOd36QVbTKvS\nZhYF01o679mMzKKLE0lhGLK0G7EG34penrM46ym9wHCzG76ZvCDidbFrOM3e0TTr5gfoCOmyROMt\nL9HksqI+ufEpnzHH4HUpNYdUXFbCPxuTagBUjd91nOvcfCofoTU9jvjVnYDM4NO/uQfxw2/JJwwP\nyMasP/iyBXghBHdvG3VuFwcCRVXxY/LcSJ7n+xP482kUzSUvQQNFY/LxGPh8KMEw4uC+skvUU+dV\nn7x7uGkNAOYpa1BOPdPK4FNOiWakiq8mwETGQFcVp0+gKLLmvaLFx3xrQOvmNc1VXw/lKqSpKjV4\nkLpC33zqaEX6ZjpnoilyyGo0lXe4yD5ddfSITiRVsbj0+PbT5vHec0o1+7c+lySXFYyPznXz0Zkh\nmxWgQL4oWj51OMaiiIegW6toBlIL/mDhuytOBO2YUTwIVUuFcnL9HYCRQQg3OvRHZ1bHrxC3M/ki\nWnEyYfDWn+4mkZOB/LGDMXq2jrCsyWvNdZiEvRpCyKvcHVtSltCaqGuK96QL8D5drdg1f3DfBKYQ\nzmo6W4H/r77mdl7sWl9yn+HSEY/9AQD3yACZ4lU1NiGDuz8IiZenBr99KFXTBKNBF4yOy31Lax7Z\nCE0lIFI0cXn0CATDMjgfOQD7dpZt57qmDN584TJyspfmtzfLRUbx+hBWBt/sc9W8lI6lDdpDOsm8\nSd4UfHfTIPOs5uWlS8P8/NZVU5ZC3EVGMePpPGPpcss8G3b9/LEKPrOxrEFX2EPOFLz9Z3s4MCE/\nq8+l0tHgpueW45u1T4Z9Li9YrKPlFfyTWDT7d1v011focOvRw7kymZH+WM4J8NOtwa9a46W13bq6\nLcq+7X6dzdSB2oy8TKZC/f3oYZi/wLnZYEkZe32qU6opRiotGE8b5E2IeFz4kc37y5aGiWXkNL9b\nU9Ct/mPvHim0lkqYU7rBwUka4CfT7XKGyVef6GckmXfqkNNtrk7GHwcMepFNkCAyaA57IpCMI4TA\n/fzjZNRJ7Al/AAIvXwY/ZtW435zcwjeWlpdXwn43jxtyUjevuiQV8tB+GBlAue1DsiwjTIg0QdcS\n+aJk+WJ1W3oLG0YKJuULwlUkILySRRPPGrQF9Zo+qNGMQVtAJ5UzORqXP7CpaIyTEXQXZhPe+lPp\nYuWplsEX9XYm63xMpA2nfwHwvnNkY9UemKq2zeMF2/SlrUMnHjUrlhCWrfJU1Vo62bFnRwZRwQtk\nUdhDyKOyZ2R6dnyKqtAQqc1E6loirxof+V28aqM1kyrP4MXoEEpTgd++9hw/l7+mAa9fZXQ472Td\nbYtd6K2Qsso2LhS0KFyoNvDfNy53Gu0OQ0xTyBjCmf158dlUCTW8Gk66AO91lWfwQwkZ2O7dPkpq\nKp/WaeCypWH++8ZlfLm9j3/b9DX+5bIuyGUx7/gCHjNLVrPYDhZ3XvEHUfzBMt3nE4VE1uDS/me4\n6en/YUEFZ6YXoipRt1y0XMKAphbE1uegYyHqua9y9PAVVUXx+VHOuxQxiSoqTAPx5IN8YPud3PXH\nf+LdZ7dxXgVnIVMIx/R8NJlnYVEtvRJGUjlaAzqmgPt2yfdMT9OkoTWgM1hDOrgYxQG+P17I2P6w\nd5z+WLZkQOpsS9tdvMwR1ONVGR7Ms/mpQq09l5NBZtUaL+mUqKmzcrLCpcGFG0P8n9cVjKf/akMb\n80M6AV3jqcNxBuLTM8RobStv2NvN0td0h1l7jt9xf4tNlB/TZMLk8IEsgeCkEJpJlwiIuXQFf0DF\n61PpO5Rz/GN3jafYPJAgkzPRgLe52mhT3ZzW7J90pSqfv04JcHBvpsR/9pWZwbvKM3j7R/2rnWM8\nORGjrWN2tDUhBJoiM7dmv05r2M/y2GFWdoRlCea5x3Eb+UIGf5rUWEfTZBb/MrFokhNx/IaVzXjK\nU543FCkeus08SlMr4tC+AvffKC3viEQM8f2vlm5keAAUFdc7/g7XTW/hupWNzA/JxeT6Q484T8sZ\nwpFhHk3lZbM0Y/DaH+7gvh1DTMZQIu9ovf9qp3Q0qmeApRhtQZ09o+m6jBsarNKNqlAykfy1J4/y\ny51jRLwan3iVvNS2yzwz8IM4prCFtQYtTnU8ZpDLCnR3odH35B/j/OmB2Yu8zQUc2p/llz8ZJzph\nEgqptAZ0/vmSBbx1XSvXrGhEUQo9l+lqC7W262UzMpFmF1ffFHaIHevP99PYrJGpkDS+8HSSoaN5\n2jrkOSsyaYy/uQVx9/cdfRmQic4PNg/i85Vm2wPJHHkEibRJGBmvRgbyiEk5kCnkYrLKCLB/S7ZE\nudIfeCUG+AolmmLDhx3JFOdcNDuvypwpnMsiAM48B/U9/yj/D8hhE4+ZJaO5Uf/jB6h/88+on/0O\nnLauZpNVxKMY77pBZs3HAcmhYQJeK3OvEOBvPVPW2i89+ix/PfyIpHId7kWxPhOTSiLqtW+Q+10s\nnpZKQiCIev6lqFe/HijwxN9+9I+8dZ28PM3kTTnoND7KcDJHZ4Ob9qD8MfSOlQ+RDCVyToAHuGp5\nhLefNa/sebVwRruf0WSOe7fLHsBNq5uqPneRJW+wpNHrsLJsBtJAPMeGzqAzCGZ/vqVVPENPFOxa\nfD4vjW4e+k2MA3szTqNww4UB4lGTsZGXz3XrWKJY/tttyTOc3RnkptWFRGVpk/wep8ukgcpl3OKm\nq6opeH0q/YdzZWwal/VdRJqsxf+u/5YzJABeLzlD8I/39xLPGPzspVFUq4q51qJkptOCvBBMJA1O\nC8kFIR4zyWVL3+c0xc8fflWQDGluLSSvZfX/Sp9xymfMMVQq0RRfltdqMtaL9CR6naK7Uc6WVnc0\nywDmMXJkVRd4fbJO1touRbdCYYhOSAuwWBQxVFCIcyiVmx6b9T5OhshkiO/Yhn+51QD0lNfF7Rry\nLaPPsPG2t0BjK0yMQdAK8KL0uCrLV0tD4GjBI5SURaMsgr0Qal/5ITetbqbF75LlFV8A8dgDHBmO\n09FQUHR0V1DGS2SNkrLJ5cvCJQG/Hrg1lSWNXrYPyR/a61dXZ90EPRo/v3UViyIe55wZThTOnaVN\nXudKQFEUfn7rqqr+qicKxcSBP94vs/T9u7NOJmf7IrxSUI+R9amtfhZFPHy9ghLjsYCuKxzYm6V3\nT6kujWkINlwYcLJ90bsH5ln6T4rKG+7cyc7hNP3W5HdGl5+lY6HOATNNn8jQGHARSxtEROE8n+xM\nd65aKrY4b76LzkU67Z06wYbjGOC7u7tv7u7u3tbd3W10d3efNemxj3Z3d7/U3d29pbu7+9UzfY9K\n8FXQ8h5M5JhnDSCNpyvI+E4TqbyJz1W5gaFefj1gZfCqu8ylRfEHZKkmHsP89hcwP/buwoPjI3Dq\nmY4X4zHF7q3EA42ET11t7Ujlr/beq5to/8jtKA0RFGsYw+HsLloudauLEWmG8QL10vziJ+DAnpKn\nzJsUiL0uqQmjBEKkNA8pE5p9Lta0yYXBXaQ3/8f9shmcyJklMrgznQ6d3+Bm60CSm09rLnF9qobB\nRI47npE6M8VZoNelsijicYTM5gJsvvbi5aX9Fds8xOt75dBoUknTMejo6Kq90I+m8gwmcsR27kD0\nH1uvZDtTLw68whSMjRilC2oyjvqBTwFgpAtXqLssR6ZxM8/6C/xomsJLwSQfubaTrkY3B0czNBia\nc+VgGgUb0s9d0VW2Px6vylnnBUoWl1qYTQa/BbgReKT4zu7u7vXATcDpwNXAt7u7u8s7fjOErMGX\nBvChRI73ntPOHTcsRQjBQ/tn5ySUyJpVBZ2U08+GMzbgNnJkNL3yQW6ZJ2vV6UmliHgMZcVpMDTg\nSO0eK4hYlFFPmCafC/UfPgstbRWfpzTPQ2mQ6pwsXYny5vehXHotAOpHvoD6oUlWfRYTBopKNZlS\n1kKzX+fntxYWBo9LkcNNgRATeoCwkkdRFNr7pF6N7a07kTH40uP9CCHKhpJmaird4nORyJl1Z//v\nWj/PEV2LZw3Wtvv5x4s6nM/11euWzGg/jheuuznscKtt2IFGURTWX1DbIehkQTGn33Fkq4JvvmYJ\nEa/GxOOPlFwdi1QSkZlaEbIW7MBb3J5KpSSbpaTJmYhLBh0wYRTuty33hlN5OrrcCCEYSeZoCbg4\nuyvI8ogXv6Fx6bUhLr02REubiz/eHyOfEyyP+MoGNvPKNGXQp/XsIvT09Ozo6enZVeGh64A7e3p6\njJ6eniPANuCcmb7PZPh0lVgmX1J3H0rk6Ai5mR9yYwj46hP9dXuHFmPbYJLX/nCHdK2vYaqt/vXH\n8N1wC1m1yroVbIBETNq5FyMRg1BEnggjA5VfO1PEo4xqfpr8LpSVa+pa3RWPF/VVV6O4ZDBUdF3a\nFxbD54d0CnF4P2x+sq5dkUJsJgSCxPQAIVUuDC1338GZo7v4v5v6+NGLw07tO28KklYG/79vOIWf\n/sXKGXve2vTG1kB9C4TdIAbJf2/yu9i4sKHGK15eqKrCspUeR0lw2UoPzfMKn7WtQ6/kVXNCMdsr\naJABtX2Bzpp1vvJhokkIe100+Vwk40lZcgTEjhcxP/BGzC99Ylb7YZfF9u3KsGubTGxyWbNkyEgc\nPSz7bv4A6se/SOz8q5zHdlkUzv96dpAXjibIGoK8KQXvvB6VVrf8vjxelWBI47xXBWie52JkKG/p\nzcCSU+Q5etjM8Fe/3Tut/T8ep0IncLjo9mFgQZXnThs+XSWWNbnt3r08sHec4WSO0VSeZr8MTP/n\ndcto9bsqaitPhSNRSbUaTxtEamSQiqrhWb6SzPwqhrlenzS9cJUGS5GIoQRDEB3H/PhfTXv/aiEX\nizOCh5ZZSNdWguKRw0rmv34Q8w7LjvCMDTVfE/ZqjKfzpHU/31r5ekLIxVgZGeSsUTk49UhvlH2W\nxvp42mA0lcevSwGv2Ria2wG7xV9fBm9z2r/z7ADfenqg6mDUXILHq7J0pSwdrV7rc4xvQDJ2TUGZ\nMcaJgvnbn2J+6v2z3k4+L3C7FZas8NSVrPh0lVQyhbAD/AErEE4a1Pvec4PcuWW47v2wM+hgg8rO\nrWlMUzDYn3fKZaL/EOY/vw+QcUFZfAox4eKUZi9vXdfKQJH66kTasAxnLMFCj5xuLc7SFUWhpc3F\n8EDe0ZtZc5af868P8FtzjOle99eMBt3d3b8H2is89LGenp5fTvO9jgmKFRC//uRR5gV0wh6X0+hr\nDegsCHtm1Gwt9oCdqgbscbvIegJVHlUw7/gCrF5benciDv4gytkXInZvQ+RzmP/6QdRPfQ1llmnX\n7rjJAm+ubMpx1rBLNFZ5Rrn4atS3vK/mS5r8OiOpPE+ZOr3BDjaYVg1fCLyK7Yql8OXH+wH45Q75\n+Gys72zYP6zizHwqBD0av7aomY3eY7tAHi+sPM3LgkXln1FRFFyazICrXWAeT4hNj0P/ITk/EQpN\n/YIqMAxRsnBNBb+ukkxlQViDeVZN5aZL/o07YlnaHrob/AHuHVhJwK3yxtMr++UejmZ47ECMW6zH\nbfmCS64O8eBvYiRiJju2FBncbCtnxH3qwUO4NYVTWyQLLKCrJHImWcMklS8EeLdXJZsRhMKl532k\nSWPv9gy5nO70AFr8Om9Z28r/PF9OMa6FmmdzT0/PldPamsRhoLg7sAAo63x0d3dfAlxS9F6EpnFC\nzAu6GYxnGUzkWNkaKHltW4OPpHBNa3sAulsOkOTQaAp5ar6+ydRJG32EQiG+8+Qhrl3VyoKIpNHF\nUgm50r70PABBrwdFdxPLpvE1t6L8xbtI/PvHCaSTxPoO4nns9+ivuho1MHN6Z2xkjHmnBab9madC\nKtSAGB7AHiPxrj4DzxTv0RGJM5HOY9OHPSJHKBRiHGhG/jh0l8rCiJeD42nQdK5f3Uq4oXZpxDiw\nh+R/f43gp75Sc0F867nTK7G0BNxOQnB6V9MxP4bHC5HGyvfr7hgej59A8MQuVkIIokP9qKechv7C\nU7iXLJvxsdRUE5+ful+/bTDFM6fcwr3bvkQoFCKlgF19Twgd45c/YXv7ali1Er+uVd3uX/9Q9olu\nu0D2XmLBFJCgoaGB+Z15nnhILiBen0ooFCJtGtjhPhQK8dzhKKaA95y3kCVtEeAgN57exkQ6j+ry\noLi9BDwyNvl9Aoji9ZbGqlwmSz6fRVM9+P2G89jbzg3yky3DuLz+sh5hd3f37UU3H+7p6XkYpgjw\n00DxUvsb4I7u7u6vILP/NcDTk19g7cDDRXd9Kharf0Cj1a8xaNHN17R6KH5tyCXoG4sTi02Pt5xM\nya9qIpGmwVW6zcnwIxiIZ3l2/yB3Pn+UgYkkf3eBbM4Z2dLGTuxoH0qkGSMRJ2kK8PgwRwdJ7Jds\nlNT//SZpVUPdeMW09rcYifEYbp+35j7PBKYQBQs/IHPKaWSneI+gZvDDlwZJ5kzOa4J3bLqP6Lik\nmc4f3g/LwIxFmdB8hNwqRyeSLG+aet/NrZsRO7cQ27MTZf4xq/qxIORit3XV3uo2jvkxPNHweGF4\nKIYpTnCAT8QRpol58avJvPgs2WvfMONjOTaaItig1f16e9DJHB9l4uufBlNgWEyyj/x6J/lLvuA8\nt9Gr0T8yXlaOK5bkHZ+IoqkKmbQsscRiMVac5mLvTpOOLp0zzvYRi8UwxwsU4lgsxq+2yavSCxd4\n0KyhQ2HkUEyDWDLF8LjAo1LyuTKZfMntvGGSTuUZGUrg9ojS2ObW6B+ZKCERhEIhenp6bq90XGZD\nk7yxu7v7EHAe8Ovu7u77AHp6ejYB9wAvAr8F3tPT01Pf/Pg0UMyZtul3Npr8rhLrt3phWCWaVL66\nzKwNl6qgKvDdTbJZWjJJZ3XulQuvlIYYtrdpKgk+P4rHC5EWxPbnUc6/FGXj5QX79BmyHpv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F0tFTGL1K/fidr9TnkjFJYDM8kKNXgbXp90sPf55SLw/+DAHyg9H7Ztlouh5lLYcGGgrKYOkIjX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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.DataFrame(np.random.randn(1000, 4), index=ts.index, columns=list('ABCD'))\n", "df = df.cumsum()\n", "plt.figure(); df.plot();" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "df.ix[5].plot(kind='bar'); plt.axhline(0, color='k')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }