{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Emotional Text Analysis\n", "## Statistical text analysis for emotional extraction and some generalizations\n", "#### Alberto Barradas\n", "[@abcsds](http://github.com/abcsds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Emotion, and behaviour.\n", "\n", "There are several theories of emotion, all indicate that emotions are a precursor of behaviour." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Models of Emotion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affect\n", "Most used model for text analysis. Maps into 2D plane. Cannot map back into emotions.\n", "![](img/Circumplex.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bio-chemical\n", "Very precise, closest to biochemical definition of emotions. Not practical.\n", "![](img/Loevheim.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ekman's model of emotion\n", "Widely used in face recognition programs. Widely accepted. Requires face-recognition software, thus very costly.\n", "![](img/Ekman.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Functional\n", "Based on etological observations. Superset of Ekman's model.\n", "![](img/Plutchik.png)\n", "http://saifmohammad.com/WebPages/NRC-Emotion-Lexicon.htm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The dictionary" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import string\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Wordangeranticipationdisgustfearjoynegativepositivesadnesssurprisetrust
0aback0000000000
1abacus0000000001
2abandon0001010100
3abandoned1001010100
4abandonment1001010110
5abate0000000000
6abatement0000000000
7abba0000001000
8abbot0000000001
9abbreviate0000000000
\n", "
" ], "text/plain": [ " Word anger anticipation disgust fear joy negative positive \\\n", "0 aback 0 0 0 0 0 0 0 \n", "1 abacus 0 0 0 0 0 0 0 \n", "2 abandon 0 0 0 1 0 1 0 \n", "3 abandoned 1 0 0 1 0 1 0 \n", "4 abandonment 1 0 0 1 0 1 0 \n", "5 abate 0 0 0 0 0 0 0 \n", "6 abatement 0 0 0 0 0 0 0 \n", "7 abba 0 0 0 0 0 0 1 \n", "8 abbot 0 0 0 0 0 0 0 \n", "9 abbreviate 0 0 0 0 0 0 0 \n", "\n", " sadness surprise trust \n", "0 0 0 0 \n", "1 0 0 1 \n", "2 1 0 0 \n", "3 1 0 0 \n", "4 1 1 0 \n", "5 0 0 0 \n", "6 0 0 0 \n", "7 0 0 0 \n", "8 0 0 1 \n", "9 0 0 0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "emotions = [\"anger\",\n", " \"anticipation\",\n", " \"disgust\",\n", " \"fear\",\n", " \"joy\",\n", " \"negative\",\n", " \"positive\",\n", " \"sadness\",\n", " \"surprise\",\n", " \"trust\"]\n", "df = pd.read_csv(\"dict.csv\")\n", "df.head(10)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "anger 1247\n", "anticipation 839\n", "disgust 1058\n", "fear 1476\n", "joy 689\n", "negative 3324\n", "positive 2312\n", "sadness 1191\n", "surprise 534\n", "trust 1231\n", "dtype: int64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[emotions].sum()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14181\n" ] }, { "data": { "text/plain": [ "anger 8.793456\n", "anticipation 5.916367\n", "disgust 7.460687\n", "fear 10.408293\n", "joy 4.858614\n", "negative 23.439814\n", "positive 16.303505\n", "sadness 8.398561\n", "surprise 3.765602\n", "trust 8.680629\n", "dtype: float64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(len(df))\n", "df[emotions].sum()/len(df)*100" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA80AAAJiCAYAAAD9iyB6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm4ZHdd5/HPlzSYsIUlTQyINoMhGGTYmh2ZMAEe0EGY\nIYooCOoIjCziyDiMMBhBGUacEdlkGZiwCRKQdZDFjOwg6UBIwhJACIMIJKCQRLYEfvPHOQ03TX+7\nb7pv3arufr2e5z5ddaq66nd/t+pUveucqqoxRgAAAIAfdIVlDwAAAABWlWgGAACAhmgGAACAhmgG\nAACAhmgGAACAhmgGAACAhmgGAACAhmgGAACAhmgGAACAxpZlD2A9jjrqqLFt27ZlDwMAAICDxBln\nnPHlMcbWvZ3vgIjmbdu2ZceOHcseBgAAAAeJqvrses5n92wAAABoiGYAAABoiGYAAABoiGYAAABo\niGYAAABoiGYAAABoiGYAAABoiGYAAABoiGYAAABoiGYAAABoiGYAAABoiGYAAABoiGYAAABoiGYA\nAABoiGYAAABoiGYAAABoiGYAAABoiGYAAABoiGYAAABoiGYAAABoiGYAAABoiGYAAABoiGYAAABo\niGYAAABoiGYAAABobFn2AACAzXO1m95i2UNYORed/aFlDwGAFWZLMwAAADREMwAAADREMwAAADRE\nMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAA\nADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADRE\nMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAA\nADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADRE\nMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAA\nADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADRE\nMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAA\nADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADQWFs1Vdf2q+puq+mhV\nfaSqfnNefq2qeltVfXL+95qLGgMAAADsj0Vuab40yW+PMY5PcrskD6+q45M8NslpY4xjk5w2HwcA\nAICVs7BoHmN8YYzxwfnwRUk+luR6Se6d5EXz2V6U5D6LGgMAAADsj015T3NVbUtyiyR/m+ToMcYX\n5pO+mOTo5v88pKp2VNWOCy64YDOGCQAAAJex8GiuqqsmeXWSR48xLlx72hhjJBm7+39jjOeNMbaP\nMbZv3bp10cMEAACAH7DQaK6qK2YK5peNMf5yXvylqjpmPv2YJOcvcgwAAACwrxb56dmV5AVJPjbG\n+J9rTnp9kgfNhx+U5HWLGgMAAADsjy0LvOw7JnlgkrOr6sx52e8meUqSV1bVryX5bJKfX+AYAAAA\nYJ8tLJrHGO9OUs3JJy7qegEAAGCjbMqnZwMAAMCBSDQDAABAQzQDAABAQzQDAABAQzQDAABAQzQD\nAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABA\nQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQD\nAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABA\nQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQD\nAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABA\nQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQD\nAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABA\nQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAQzQDAABAY8uyBwAAcKD7\n+i1uuOwhrJQrf+jvlj0EgA1jSzMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMA\nAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0\nRDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMAAAA0RDMA\nAAA0RDMAAAA0FhbNVfXCqjq/qs5Zs+zkqvp8VZ05//z0oq4fAAAA9tcitzSfkuQeu1n+J2OMm88/\nb1rg9QMAAMB+WVg0jzHemeQfF3X5AAAAsGjLeE/zI6rqrHn37Wt2Z6qqh1TVjqraccEFF2zm+AAA\nACDJ5kfznyW5YZKbJ/lCkv/RnXGM8bwxxvYxxvatW7du1vgAAADgezY1mscYXxpjfGeM8d0kz09y\nm828fgAAALg8NjWaq+qYNUf/bZJzuvMCAADAsm1Z1AVX1cuTnJDkqKr6+yS/l+SEqrp5kpHkvCQP\nXdT1AwAAwP5aWDSPMe6/m8UvWNT1AQAAwEZbxqdnAwAAwAFBNAMAAEBDNAMAAEBDNAMAAEBDNAMA\nAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBD\nNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMA\nAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBj3dFcVUdU1XGLHAwA\nAACsknVFc1XdK8mZSd48H795Vb1+kQMDAACAZVvvluaTk9wmyVeTZIxxZpIbLGhMAAAAsBLWG82X\njDG+tsuysdGDAQAAgFWyZZ3n+0hV/WKSw6rq2CSPSvLexQ0LAAAAlm+9W5ofmeQmSb6V5OVJLkzy\n6EUNCgAAAFbBurY0jzG+nuRx8w8AAAAcEtYVzVX1hvzge5i/lmRHkueOMb650QMDAACAZVvv7tmf\nTnJxkufPPxcmuSjJjebjAAAAcNBZ7weB3WGMces1x99QVaePMW5dVR9ZxMAAAABg2da7pfmqVfWj\nO4/Mh686H/32ho8KAAAAVsB6tzT/dpJ3V9XfJakkN0jyG1V1lSQvWtTgAAAAYJnW++nZb5q/n/nG\n86Jz13z419MWMjIAAABYsvVuaU6SY5Mcl+TwJDerqowxXryYYQEAAMDyrfcrp34vyQlJjk/ypiT3\nTPLuJKIZAACAg9Z6PwjspCQnJvniGONXktwsyZELGxUAAACsgPVG8zfGGN9NcmlVXT3J+Umuv7hh\nAQAAwPKt9z3NO6rqGkmen+SMJBcned/CRgUAAAArYL2fnv0b88HnVNWbk1x9jHHW4oYFAAAAy7eu\n3bOr6rSdh8cY540xzlq7DAAAAA5Ge9zSXFWHJ7lykqOq6ppJaj7p6kmut+CxAQAAwFLtbffshyZ5\ndJLrZnov885ovjDJMxc4LgAAAFi6PUbzGONPk/xpVT1yjPGMTRoTAAAArIT1fhDYM6rqDkm2rf0/\nY4wXL2hcAAAAsHTriuaqekmSGyY5M8l35sUjiWgGAADgoLXe72nenuT4McZY5GAAAABglazrK6eS\nnJPkhxc5EAAAAFg1693SfFSSj1bVB5J8a+fCMcbPLmRUAAAAsALWG80nL3IQAAAAsIrW++nZ76iq\nH0ty7Bjjr6vqykkOW+zQAAAAYLnW9Z7mqvr1JK9K8tx50fWSvHZRgwIAAIBVsN4PAnt4kjsmuTBJ\nxhifTHKdRQ0KAAAAVsF6o/lbY4xv7zxSVVsyfU8zAAAAHLTWG83vqKrfTXJEVd0tyalJ3rC4YQEA\nAMDyrTeaH5vkgiRnJ3lokjclefyiBgUAAACrYL1fOXVEkheOMZ6fJFV12Lzs64saGAAAACzberc0\nn5Ypknc6Islfb/xwAAAAYHWsN5oPH2NcvPPIfPjKixkSAAAArIb1RvM/V9Utdx6pqlsl+cZihgQA\nAACrYb3vaf7NJKdW1T8kqSQ/nOR+CxsVAAAArIC9RnNVXSHJlZLcOMlx8+JzxxiXLHJgAAAAsGx7\njeYxxner6lljjFskOWcTxgQAAAArYd2fnl1V962qWuhoAAAAYIWsN5ofmuTUJN+uqgur6qKqunCB\n4wIAAIClW9cHgY0xrrbogQAAAMCqWdeW5po8oKr+63z8+lV1m8UODQAAAJZrvbtnPzvJ7ZP84nz8\n4iTPWsiIAAAAYEWs93uabzvGuGVVfShJxhj/VFVXWuC4AAAAYOnWu6X5kqo6LMlIkqramuS7CxsV\nAAAArID1RvPTk7wmyXWq6g+TvDvJkxc2KgAAAFgB6/307JdV1RlJTkxSSe4zxvjYQkcGAAAAS7bH\naK6qw5M8LMmPJzk7yXPHGJduxsAAAABg2fa2e/aLkmzPFMz3TPLHCx8RAAAArIi97Z59/BjjpklS\nVS9I8oHFDwkAAABWw962NF+y84DdsgEAADjU7G1L882q6sL5cCU5Yj5eScYY4+oLHR0AAAAs0R6j\neYxx2GYNBAAAAFbNer+nGQAAAA45ohkAAAAaohkAAAAaohkAAAAaohkAAAAaohkAAAAaohkAAAAa\nohkAAAAaohkAAAAaohkAAAAaohkAAAAaohkAAAAaohkAAAAaW5Y9AICDwRcefa1lD2HlHPO0f1z2\nEAAA9pstzQAAANAQzQAAANAQzQAAANAQzQAAANAQzQAAANAQzQAAANBYWDRX1Qur6vyqOmfNsmtV\n1duq6pPzv9dc1PUDAADA/lrkluZTktxjl2WPTXLaGOPYJKfNxwEAAGAlLSyaxxjvTPKPuyy+d5IX\nzYdflOQ+i7p+AAAA2F+b/Z7mo8cYX5gPfzHJ0d0Zq+ohVbWjqnZccMEFmzM6AAAAWGNpHwQ2xhhJ\nxh5Of94YY/sYY/vWrVs3cWQAAAAw2exo/lJVHZMk87/nb/L1AwAAwLptdjS/PsmD5sMPSvK6Tb5+\nAAAAWLdFfuXUy5O8L8lxVfX3VfVrSZ6S5G5V9ckkd52PAwAAwErasqgLHmPcvznpxEVdJwAAAGyk\npX0QGAAAAKw60QwAAAAN0QwAAAAN0QwAAAAN0QwAAAAN0QwAAAAN0QwAAAAN0QwAAAAN0QwAAAAN\n0QwAAAAN0QwAAAAN0QwAAAAN0QwAAAAN0QwAAAAN0QwAAAAN0QwAAAAN0QwAAAAN0QwAAAAN0QwA\nAAAN0QwAAAAN0QwAAAAN0QwAAACNLcsewMGk/uvtlj2ElTKe9P5lDwEAAGC/2NIMAAAADdEMAAAA\nDbtnAwAA7KMffuKpyx7CyvniE35u2UPYULY0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQMOn\nZwMAsHKecK8XL3sIK+eJb/jlZQ8BDkm2NAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMA\nAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBD\nNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBDNAMAAEBjy7IHAGy+L7/3xssewko56g4fX/YQ\nAABYUbY0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAA\nQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0\nAwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAA\nQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQEM0AwAAQGPLsgcAe/K7b7/Jsoew\ncp58wkeWPQQAADhk2NIMAAAADdEMAAAADdEMAAAADdEMAAAADdEMAAAADdEMAAAADdEMAAAADdEM\nAAAADdEMAAAADdEMAAAADdEMAAAADdEMAAAADdEMAAAADdEMAAAADdEMAAAADdEMAAAADdEMAAAA\nDdEMAAAAjS3LuNKqOi/JRUm+k+TSMcb2ZYwDAAAA9mQp0Ty7yxjjy0u8fgAAANgju2cDAABAY1nR\nPJK8tarOqKqH7O4MVfWQqtpRVTsuuOCCTR4eAAAALC+a7zTGuGWSeyZ5eFXdedczjDGeN8bYPsbY\nvnXr1s0fIQAAAIe8pUTzGOPz87/nJ3lNktssYxwAAACwJ5v+QWBVdZUkVxhjXDQfvnuSJ272OABY\nfZ+69t2XPYSV8uNfeeuyhwAAh5xlfHr20UleU1U7r//PxxhvXsI4AAAAYI82PZrHGJ9OcrPNvl4A\nAAC4vHzlFAAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAA\nADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADREMwAAADRE\nMwAAADREMwAAADREMwAAADREMwAAADREMwAAADS2LHsAAADA5jj+ka9a9hBWykefcdKyh8ABwJZm\nAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAA\naIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhm\nAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAA\naIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhm\nAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAA\naIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhm\nAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAA\naIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhm\nAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaCwlmqvqHlV1blV9\nqqoeu4wxAAAAwN5sejRX1WFJnpXknkmOT3L/qjp+s8cBAAAAe7OMLc23SfKpMcanxxjfTvKKJPde\nwjgAAABgj2qMsblXWHVSknuMMf79fPyBSW47xnjELud7SJKHzEePS3Lupg70wHZUki8vexAHIfO6\n8czpYpjXjWdON545XQzzuvHM6WKY141nTi+/HxtjbN3bmbZsxkj2xRjjeUmet+xxHIiqascYY/uy\nx3GwMa8bz5wuhnndeOZ045nTxTCvG8+cLoZ53XjmdHGWsXv255Ncf83xH5mXAQAAwEpZRjSfnuTY\nqrpBVV0pyS8kef0SxgEAAAB7tOm7Z48xLq2qRyR5S5LDkrxwjPGRzR7HQc5u7YthXjeeOV0M87rx\nzOnGM6eLYV43njldDPO68czpgmz6B4EBAADAgWIZu2cDAADAAUE0AwAAQEM0c0ioqvtU1fFrjj+x\nqu66h/Nvr6qn7+N1XaOqfmPN8etW1av25bIOFFV1clU9Zm/zuoHXd5m/56Gkqh5VVR+rqpcteywH\nq6p677LHcKg5FNebG62qHlZVvzwffnBVXXfNaf/rUF1nXl5Vta2qzln2OA5lVfWmqrrGssexKnZd\nP+7nZZ1QVXfYiMs61HhPM0mSqqpMt4fvLnssi1BVpyR54xhj4U/CqmrbfF0/uejrWhVVdXKSi8cY\nf7xJ13dKNunvuWqq6uNJ7jrG+Pv9uIwtY4xLN3BYsF8OxfXmIlXV25M8ZoyxY9ljOdC4LW689T7m\nHOzPRfdVd5vcl8fyzX6+djCxpXnFVdVrq+qMqvpIVT1kXnZxVf1hVX24qt5fVUfPy284Hz+7qv6g\nqi5eczn/qapOr6qzqur352XbqurcqnpxknNy2e/PXnnrnZv5FbWfTfLUqjpznqdTquqk+f/cuqre\nO/+fD1TV1eZX4t44n35yVb2kqt5XVZ+sql+fl1+1qk6rqg/Oc37veWhPSXLD+bqeuvZV66o6vKr+\n93z+D1XVXeblD66qv6yqN8/X8UebO5uXX1U9rqo+UVXvTnLcvGztvD6lqj463+b+eF6229vo2vme\njz+zqh68u8vZ3d9zc3/z5amq5yT5F0n+ap7/F8632Q/tvP3Nt7d3zbfLD+58RXme43dV1euTfHSJ\nv8bKm9cjNd9/z5lvr/ebT3txVd1nzXlftua+f9Cab1cfq6rnz+vct1bVEfN9+s3zuvhdVXXj+fzd\nfX1f1pvvr6qbrBnL22vaG+gqu7sPHIjm3/fj8+3pY1X1qqq6clWdOP9uZ8+/6w/N59/d+nXnHj8n\nJdme5GXzfB6xZs4eVlVPXXO9D66qZ86HHzDP5ZlV9dyqOmwZc7FR5tvH/6npsf2cqrpfVT2hpudC\n51TV86qq5vPeaj7fh5M8fM1ltI/NVXX3mp4XfLCqTq2qq87Ld/e3+bn5Oj9cVe/c5KnYMM2cnldV\nR82nb6/pBZu1z53ek+Ql81y+br4tfrKqfm8+3w88F915mbu7vvn/3Kqq3jGvd95SVccsZ0Y2zdr1\n4+m15rG8dtkzYl4HnDwfftSa2+IraorvhyX5rfmyfmoJv8uBa4zhZ4V/klxr/veITCuTaycZSe41\nL/+jJI+fD78xyf3nww/L9EpSktw900fQV6YXSt6Y5M5JtiX5bpLbLfv33IS5OSXJSWv+7ylJTkpy\npSSfTnLrefnVM30V2wmZXtVLkpOTfHi+nqOSfC7JdefzXX0+z1FJPjXP8bYk56y5ru8dT/Lbmb5m\nLUlunOT/JTk8yYPncRw5H/9skusve473MPe3SnJ2kivPc/apJI9ZM6/XTnJuvr83yzX2chv93nzP\nx585z0l3OZf5ex5KP0nOm29vT07ygJ3zkuQTSa4y/00On5cfm2THmjn+5yQ3WPbvsOo/SS5Oct8k\nb8v01YhHz/fVY5L8qySvnc93ZJLPJNmy7DFvwpxsS3JpkpvPx1+Z5AFJTkty7Lzstkn+73y4u6/v\ny3rzt5L8/nz4mCTnzod3ex9Y9lztx/yOJHecj78wyeMzPd7caF724iSP3sN68eRMW5eT5O1Jtq+5\n/LdnCumtST61ZvlfJblTkp9I8oYkV5yXPzvJLy97XvZzTu+b5Plrjh+Z+XnDfPwl+f7zhbOS3Hk+\n/NQ1t70HZzePzfNt9507b29J/nOSJ+zhb3N2kuutXXYg/jRzel6So+bj25O8fc3t8YwkR6yZyy/M\nc7Tzedv27Oa5aL7/OLe767tikvcm2Tovu1/m51UH608uuz48IWsey/OD687HJDl5PvwPSX5ol9vi\n99YTfi7fjy3Nq+9R8yuf78+0oj42ybczPSFJphXStvnw7ZOcOh/+8zWXcff550NJPpgp1o6dT/vs\nGOP9ixr8gl2euekcl+QLY4zTk2SMceHY/a4urxtjfGOM8eUkf5PkNpme6D25qs5K8tdJrpfpyfWe\n3CnJS+fr+nimB+AbzaedNsb42hjjm5m2BP7YXi5rmX4qyWvGGF8fY1yY5PW7nP61JN9M8oKq+ndJ\nvj4v726jne5ymO7Tj62qMzM9IT48yY9mekLx/Ko6O9Ncr30f4wfGGJ/Z7IEeoO6U5OVjjO+MMb6U\n5B2ZXlx7R5Jjq2prkvsneXWzzjgYfWaMceZ8eOf69Q5JTp1vh8/NFLVJf1/fl/XmKzO9GJckP59k\n59syuvvAgepzY4z3zIdfmuTETHP+iXnZizK94L3P68UxxgVJPl1Vt6uqa2d6PvCe+bpuleT0eT5P\nzLRXy4Hs7CR3q6r/XlU/Ncb4WpK7VNXfzuvHf53kJjW9d/YaY4ydW4Bfssvl7O6x+XaZ1q3vmefr\nQfPy7m/zniSn1LSn2oG8BX93c7onrx9jfGPN8beNMb4yL/vLTOvZpH8uurvrOy7JTyZ52zz3j0/y\nI/v1Wx141vtYflamPU4ekOlFT/bDlmUPgF5VnZDkrkluP8b4+rzLy+FJLhnzy0VJvpO9/x0ryX8b\nYzx3l8vflunVqgPOBs7Neu365v+R5JcyvWp/qzHGJVV13jyGffWtNYc3cuybboxxaVXdJtMTr5OS\nPCLTE5TOpbns20UO38fLOZRUkvuOMc69zMJpt6wvJblZpjn95pqTD8j7+wp6caatrL+Q5FeWPJbN\ntOs66ugkXx1j3PxyXMblXm+OMT5fVV+pqn+ZaavSw+aTdnsfOIDt+jjz1Uxb5S57pv1fL74i04sP\nH8/04ueYd1N+0Rjjv+zTyFfQGOMTVXXLJD+d5A+q6rRMu15vH2N8bl5Xrucxe3ePzZUpAO+/65l3\n97cZYzysqm6b5GeSnFFVtxpjfGU/fr2laOZ07eP3rvO562PO7p5L7e58e7q+1yT5yBjj9vv4axwM\n1s7Xbp8oJRoNAAAEiElEQVQ/zX4m0wtt90ryuKq66SaM7aBlS/NqOzLJP81ReONMr2zuyfsz7cqS\nTE/mdnpLkl9d836b61XVdTZ8tJvr8s7NRUmutpvl5yY5pqpunSQ1vZ95d7F675rej3ztTLvGnD6P\n4fz5id9d8v0tw911Jcm7Mj1pTFXdKNNWkQPxCd87k9ynpvfKXS3TCvl75tvakWOMN2XatfJm80nd\nbfSzSY6vqh+aX/U/cS+Xs6c5PlS8Jckj5ye7qapbzMuPzLT3xHeTPDAH9laNZXpXkvtV1WHzVuU7\nJ/nAfNopmXaTzRjjUH5/+IVJPlNVP5dMH+JTVXu7r+/LejNJ/iLJ72RaH5w1L+vuAweqH62qnSHw\ni0l2JNlWVT8+L3tgknfsYb241p7m8zVJ7p1pT4lXzMtOS3LSzucGVXWtqlrlvZ32qqZPD//6GOOl\nmXa5vuV80pfnOTwpScYYX03y1araudXzl9Zx8e9Pcsedf5v5vbc36v42VXXDMcbfjjGekOSCHGCf\nIbNTM6fnZdpLIfn+fb5zt/m2dUSS+2TaAn95r+/cJFt33leq6oq15jMPDlJ7uj9/Kcl1quraNX3m\nwb9Jkqq6Qqa3+f1NprcPHJnkqnu5LPbggN2SdYh4c5KHVdXHMq0k9rYb9aOTvLSqHjf/368lyRjj\nrVX1E0neNz+3uDjTVpLvLGrgm+Dyzs0rMu2y+qh8fze/jDG+XdMHSzxjXol/I9MW7F2dlWm37KOS\nPGmM8Q81feXPG+bdvHZketU+Y4yvVNV7avpghr9K8qw1l/PsJH82/59Lkzx4jPGt+e9ywBhjfLCq\n/iLTe73Pz/QiwlpXS/K6qjo80yvy/3Fe3t1GP1dVr8z0HqfPZHorwZ4u5zJ/zzHG3y3g11x1T0ry\ntCRnzQ+On8n0YPnsJK+u6atn3hxbl/fFyBQWt890Gx9JfmeM8cUkGWN8aV73vHZ5Q1wZv5Rpnfb4\nTG8NeEWmOdvtfT3Jvqw3k2mX7D/NdLvfqbsPHKjOTfLwqnphpt2AH5Xpse3U+cXc05M8J8m1svv1\n4lqnJHlOVX0j0+34e8YY/zTffo8fY3xgXvbR+W/41nkuL8m0VfazG/9rbpqbZvrAyO9m+n3+Q6ZQ\nOyfJF3PZx61fSfLCqhpJ3rq3Cx5jXFDTh1W+fA6VZNpN+KLs/m/z1Ko6dl52Wqb7yIFod3N6RKbd\n0Z+U6W0Se/KBJK/OtDv1S8cYO+a9Htd9ffPztpOSPL2qjszUMk9L8pF9/q1W3C7rx29kCuWdp11S\nVU/MNLefz7xOzfSC+UvnOaokTx9jfLWq3pDkVTV9cOIjxxjv2tRf5gDmK6cOIlV15STfmHe1+oVM\nH8JywH6a6KooH8+/YdxGWXXz3iQfHGO0W9nm2/HZSW65jvf0HZLc1y+f8jVHHOTmFxm2jzEeseyx\nwL6wpfngcqskz5x3Vftqkl9d8nhgV26jrKx5V8C3J2lfIKuquyZ5QZI/Ecx75L4OwEHDlmYAAABo\n+CAwAAAAaIhmAAAAaIhmAAAAaIhmAAAAaIhmAAAAaPx/BQZ/yBmSytAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16, 10))\n", "y_pos = np.arange(len(emotions))\n", "percentage = df[emotions].sum()/len(df)*100\n", "percentage = percentage.tolist()\n", "\n", "ax = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n", "colors = [\"#007C37\",\"#79BF2A\",\"#EBC527\",\"#E66F11\",\"#DB1245\",\"#0C2C30\",\"#F53022\",\"#7D4CA1\",\"#296CAB\",\"#1781AA\"]\n", "bars = ax.bar(y_pos, percentage, align='center')\n", "for bar,c in zip(bars,colors):\n", " bar.set_facecolor(c)\n", "\n", "plt.xticks(y_pos, emotions)\n", "plt.ylabel('Percentage')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying it\n", "Using tweepy for twitter acces, but can be done with any text. http://www.tweepy.org/\n", "\n", "Tools used:\n", "- Tweepy listener for extracting twitter data.\n", "- Tweepy Stream and OauthHandler class for conectivity\n", "- Python's json library for extracting text from tweets\n", "- A csv to python-dictionary reader from the csv library\n", "- Seaborn for visualizations https://seaborn.pydata.org/" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from tweepy.streaming import StreamListener\n", "from tweepy import Stream\n", "from tweepy import OAuthHandler\n", "\n", "import json\n", "from csv import DictReader\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Hidden keys :)\n", "Access twitter with OAuth. https://dev.twitter.com/oauth/overview/application-owner-access-tokens" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import myKeys\n", "\n", "api_key = myKeys.api_key\n", "api_secret = myKeys.api_secret\n", "access_token_key = myKeys.access_token_key\n", "access_token_secret = myKeys.access_token_secret" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read the csv into a python dictionary" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cols = ['anger', 'anticipation', 'disgust', 'fear',\n", " 'joy', 'negative', 'positive', 'sadness', 'surprise', 'trust']\n", "\n", "dictFile = 'dict.csv'\n", "mainDict = {}\n", "with open(dictFile) as csvFile:\n", " reader = DictReader(csvFile)\n", " for row in reader:\n", " mainDict[row['Word']] = [int(row[i]) for i in cols]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Create a tweepy listener\n", "The StreamListener class can be used to handle the incoming tweets. Here every tweet will be given an emotional score in the shape of a 10-valued vector." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "class ColorListener(StreamListener):\n", "\n", " def __init__(self):\n", " self.tweets = pd.DataFrame(columns=('tweet', 'anger', 'anticipation',\n", " 'disgust', 'fear', 'joy', 'negative', 'positive', 'sadness', 'surprise', 'trust'))\n", "\n", " def on_data(self, data):\n", " try:\n", " tweet = json.loads(data)\n", " vector = self.score(tweet)\n", " print(vector)\n", " row = pd.Series([tweet['text']]+vector, index=['tweet', 'anger', 'anticipation',\n", " 'disgust', 'fear', 'joy', 'negative', 'positive', 'sadness', 'surprise', 'trust'])\n", " self.tweets = self.tweets.append(row, ignore_index=True)\n", " except UnboundLocalError:\n", " raise UnboundLocalError # Tweet doesn't have text\n", " except:\n", " pass\n", " return True\n", "\n", " def score(self, tweet):\n", " line = tweet['text'].replace('.','').replace(',','').replace(';','').replace(':','').replace('\\t',' ').replace('\\n',' ')\n", " words = line.split(' ')\n", " score = [0] * 10\n", " for word in words:\n", " if word in mainDict:\n", " for i in range(len(score)):\n", " score[i] += mainDict[word][i]\n", " return score\n", "\n", " def on_error(self, status):\n", " print(\"Error: \", status)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's run it:\n", "We can pick other listening filters." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[1, 0, 0, 1, 0, 1, 0, 0, 1, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 1, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 1, 1, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 1, 0, 1, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 2, 0, 2, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 1, 1, 0, 2, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 1, 0, 0, 1, 0, 1, 0, 0, 1]\n", "[0, 1, 0, 1, 1, 1, 1, 1, 1, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 2, 0, 2, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 1, 1, 1, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 1, 0, 1, 0, 0, 1]\n", "[0, 2, 0, 1, 1, 0, 1, 0, 1, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[1, 1, 1, 0, 2, 0, 2, 0, 1, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 2, 0, 2, 0, 1, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 2, 0, 2, 0, 0, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[1, 0, 1, 1, 0, 1, 0, 1, 0, 0]\n", "[0, 2, 0, 0, 4, 1, 4, 0, 2, 2]\n", "[0, 0, 0, 0, 0, 0, 1, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[1, 2, 1, 1, 1, 1, 2, 1, 0, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 2, 0, 0, 4, 1, 4, 0, 2, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[2, 2, 1, 0, 0, 3, 0, 2, 0, 0]\n", "[0, 1, 0, 0, 1, 1, 1, 0, 1, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 1, 0, 0, 1, 0, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 1, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[2, 2, 1, 0, 0, 3, 0, 2, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[1, 0, 0, 1, 0, 1, 0, 0, 1, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 0, 0, 2, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 2, 0, 2, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[2, 2, 0, 0, 1, 0, 2, 0, 1, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 1, 1, 1, 1, 0, 1, 2]\n", "[1, 1, 0, 0, 0, 0, 2, 0, 0, 2]\n", "[1, 0, 1, 1, 1, 1, 1, 1, 0, 1]\n", "[0, 1, 0, 0, 1, 0, 1, 0, 1, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 1, 0, 0, 1, 0, 1, 1, 0, 1]\n", "[0, 0, 0, 1, 0, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 2, 0, 2, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 1, 0, 0, 1, 0, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 1, 0, 0, 0, 1, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 1, 0, 1, 0, 0, 0]\n", "[0, 1, 0, 0, 2, 0, 2, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 1, 1, 0, 1, 1, 0, 0, 1]\n", "[0, 0, 1, 0, 0, 1, 0, 0, 0, 1]\n", "[0, 0, 0, 1, 1, 1, 1, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 1, 1, 0, 1, 1, 0, 0, 1]\n", "[0, 0, 1, 1, 0, 1, 1, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 1, 0, 2, 0, 0, 2]\n", "[0, 2, 0, 0, 2, 0, 2, 0, 1, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[1, 0, 1, 2, 0, 2, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 1, 0, 1, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 1, 0, 2, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 1, 0, 1, 0, 2, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 1, 0, 0, 2, 0, 2, 0, 0, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 0, 0, 1, 0, 0, 1]\n", "[0, 0, 0, 0, 1, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 1, 0, 1, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 1, 0, 0, 1, 1, 1, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 2, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 1, 0, 1, 1, 0, 1]\n", "[0, 1, 0, 0, 1, 0, 1, 1, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 1]\n", "[1, 0, 0, 2, 0, 1, 0, 0, 0, 0]\n", "[1, 2, 0, 1, 1, 0, 1, 0, 1, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 0, 1, 2, 1, 1, 1]\n", "[0, 0, 0, 0, 1, 0, 1, 0, 0, 1]\n", "[0, 0, 0, 0, 1, 0, 2, 0, 0, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 2, 0, 2, 0, 0, 1]\n", "[1, 2, 0, 0, 1, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 1, 0, 0]\n", "[0, 0, 1, 1, 0, 1, 0, 1, 0, 0]\n", "[0, 0, 1, 1, 0, 1, 1, 2, 0, 1]\n", "[2, 1, 0, 0, 1, 1, 1, 1, 1, 1]\n", "[0, 0, 1, 0, 0, 1, 0, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 2, 0, 2, 0, 0, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 1, 1, 0]\n", "[0, 0, 0, 1, 0, 1, 1, 1, 0, 0]\n", "[0, 0, 0, 0, 1, 0, 1, 1, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 2, 0, 0, 1, 0, 1, 0, 1, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 1, 1, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 1, 1, 0, 1, 0, 2, 0, 1, 1]\n", "[0, 0, 0, 0, 1, 0, 2, 0, 0, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 1, 0, 0]\n", "[1, 0, 0, 2, 0, 2, 1, 1, 1, 1]\n", "[0, 0, 0, 0, 0, 0, 1, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 1, 0, 2, 0, 0, 2]\n", "[0, 0, 0, 0, 0, 0, 2, 1, 1, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 1, 0, 0, 1, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 2, 0, 0, 0]\n", "[0, 1, 0, 0, 2, 0, 2, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 0, 0, 0, 0, 1, 0]\n", "[0, 0, 0, 1, 0, 1, 2, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 1, 0, 1, 0, 0, 1]\n", "[0, 1, 0, 0, 2, 0, 2, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 1, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 1, 0, 0, 1, 0, 0, 0, 1]\n", "[0, 0, 1, 0, 0, 1, 0, 1, 0, 0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 1, 0, 1, 1, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 1]\n", "[2, 0, 2, 2, 0, 2, 0, 2, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 1, 0, 2, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 2, 0, 0, 4, 1, 4, 0, 2, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 0, 1, 0, 0, 1, 0, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 1, 0, 0, 2, 0, 2, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 1, 0, 1, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 1, 0, 0, 1, 0, 1, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 1, 0, 2, 0, 0, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[1, 0, 0, 0, 0, 1, 0, 0, 0, 0]\n", "[0, 3, 0, 0, 1, 0, 1, 0, 1, 1]\n", "[0, 0, 0, 0, 1, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 1, 0, 2, 0, 0, 2]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[1, 0, 0, 1, 0, 1, 0, 0, 1, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 1, 0, 0, 0, 0, 1, 0, 1]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 1, 0, 0]\n", "[0, 1, 2, 0, 1, 1, 1, 0, 0, 1]\n", "[0, 1, 0, 0, 1, 1, 2, 1, 0, 1]\n", "[0, 0, 0, 0, 1, 0, 1, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 1, 0, 0]\n", "[0, 1, 0, 0, 1, 0, 1, 0, 1, 1]\n", "[1, 0, 1, 1, 0, 1, 0, 1, 0, 0]\n", "[0, 0, 0, 1, 0, 2, 0, 2, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 0, 0, 0]\n", "[1, 1, 1, 0, 1, 2, 1, 1, 0, 0]\n", "[0, 0, 0, 1, 0, 1, 0, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 1, 1, 0, 0]\n", "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;31m# Start reading stream for english tweets with the color words\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mstream\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfilter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlanguages\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'en'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrack\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'red'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'green'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'blue'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0;31m# stream.filter(languages=['en'], track=['trump'])\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/lib/python3.6/site-packages/tweepy/streaming.py\u001b[0m in \u001b[0;36mfilter\u001b[0;34m(self, follow, track, async, locations, stall_warnings, languages, encoding, filter_level)\u001b[0m\n\u001b[1;32m 443\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msession\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparams\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m'delimited'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'length'\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 444\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhost\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'stream.twitter.com'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 445\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_start\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0masync\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 446\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 447\u001b[0m def sitestream(self, follow, stall_warnings=False,\n", "\u001b[0;32m/usr/local/lib/python3.6/site-packages/tweepy/streaming.py\u001b[0m in \u001b[0;36m_start\u001b[0;34m(self, async)\u001b[0m\n\u001b[1;32m 359\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_thread\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 360\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 361\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_run\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 362\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 363\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mon_closed\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/lib/python3.6/site-packages/tweepy/streaming.py\u001b[0m in \u001b[0;36m_run\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 261\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msnooze_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msnooze_time_step\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 262\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlistener\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mon_connect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 263\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_read_loop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 264\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mTimeout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mssl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSSLError\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mexc\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 265\u001b[0m \u001b[0;31m# This is still necessary, as a SSLError can actually be\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/lib/python3.6/site-packages/tweepy/streaming.py\u001b[0m in \u001b[0;36m_read_loop\u001b[0;34m(self, resp)\u001b[0m\n\u001b[1;32m 311\u001b[0m \u001b[0mlength\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 312\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mresp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mraw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclosed\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 313\u001b[0;31m \u001b[0mline\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbuf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_line\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 314\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mline\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 315\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlistener\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeep_alive\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# keep-alive new lines are expected\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/lib/python3.6/site-packages/tweepy/streaming.py\u001b[0m in \u001b[0;36mread_line\u001b[0;34m(self, sep)\u001b[0m\n\u001b[1;32m 177\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 178\u001b[0m \u001b[0mstart\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_buffer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 179\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_buffer\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stream\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_chunk_size\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 180\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 181\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_pop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlength\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/lib/python3.6/site-packages/urllib3/response.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, amt, decode_content, cache_content)\u001b[0m\n\u001b[1;32m 382\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[0mcache_content\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 384\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_fp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mamt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 385\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mamt\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# Platform-specific: Buggy versions of Python.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 386\u001b[0m \u001b[0;31m# Close the connection when no data is returned\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/Cellar/python3/3.6.0/Frameworks/Python.framework/Versions/3.6/lib/python3.6/http/client.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, amt)\u001b[0m\n\u001b[1;32m 447\u001b[0m \u001b[0;31m# Amount is given, implement using readinto\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 448\u001b[0m \u001b[0mb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbytearray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mamt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 449\u001b[0;31m \u001b[0mn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreadinto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 450\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mmemoryview\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtobytes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 451\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/Cellar/python3/3.6.0/Frameworks/Python.framework/Versions/3.6/lib/python3.6/http/client.py\u001b[0m in \u001b[0;36mreadinto\u001b[0;34m(self, b)\u001b[0m\n\u001b[1;32m 481\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 482\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchunked\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 483\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_readinto_chunked\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 484\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 485\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlength\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/Cellar/python3/3.6.0/Frameworks/Python.framework/Versions/3.6/lib/python3.6/http/client.py\u001b[0m in \u001b[0;36m_readinto_chunked\u001b[0;34m(self, b)\u001b[0m\n\u001b[1;32m 576\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 577\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 578\u001b[0;31m \u001b[0mchunk_left\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_chunk_left\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 579\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mchunk_left\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 580\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtotal_bytes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/Cellar/python3/3.6.0/Frameworks/Python.framework/Versions/3.6/lib/python3.6/http/client.py\u001b[0m in \u001b[0;36m_get_chunk_left\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 544\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_safe_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# toss the CRLF at the end of the chunk\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 545\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 546\u001b[0;31m \u001b[0mchunk_left\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_read_next_chunk_size\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 547\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 548\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mIncompleteRead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mb''\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/Cellar/python3/3.6.0/Frameworks/Python.framework/Versions/3.6/lib/python3.6/http/client.py\u001b[0m in \u001b[0;36m_read_next_chunk_size\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 504\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_read_next_chunk_size\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 505\u001b[0m \u001b[0;31m# Read the next chunk size from the file\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 506\u001b[0;31m \u001b[0mline\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreadline\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_MAXLINE\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 507\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0m_MAXLINE\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 508\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mLineTooLong\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"chunk size\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/Cellar/python3/3.6.0/Frameworks/Python.framework/Versions/3.6/lib/python3.6/socket.py\u001b[0m in \u001b[0;36mreadinto\u001b[0;34m(self, b)\u001b[0m\n\u001b[1;32m 584\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 585\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 586\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrecv_into\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 587\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 588\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_timeout_occurred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/Cellar/python3/3.6.0/Frameworks/Python.framework/Versions/3.6/lib/python3.6/ssl.py\u001b[0m in \u001b[0;36mrecv_into\u001b[0;34m(self, buffer, nbytes, flags)\u001b[0m\n\u001b[1;32m 1000\u001b[0m \u001b[0;34m\"non-zero flags not allowed in calls to recv_into() on %s\"\u001b[0m \u001b[0;34m%\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1001\u001b[0m self.__class__)\n\u001b[0;32m-> 1002\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnbytes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbuffer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1003\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1004\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0msocket\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrecv_into\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbuffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnbytes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/Cellar/python3/3.6.0/Frameworks/Python.framework/Versions/3.6/lib/python3.6/ssl.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, len, buffer)\u001b[0m\n\u001b[1;32m 863\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Read on closed or unwrapped SSL socket.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 864\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 865\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sslobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbuffer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 866\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mSSLError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 867\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mSSL_ERROR_EOF\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msuppress_ragged_eofs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/Cellar/python3/3.6.0/Frameworks/Python.framework/Versions/3.6/lib/python3.6/ssl.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, len, buffer)\u001b[0m\n\u001b[1;32m 623\u001b[0m \"\"\"\n\u001b[1;32m 624\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mbuffer\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 625\u001b[0;31m \u001b[0mv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sslobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbuffer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 626\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 627\u001b[0m \u001b[0mv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sslobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "cListener = ColorListener()\n", "auth = OAuthHandler(api_key, api_secret)\n", "auth.set_access_token(access_token_key, access_token_secret)\n", "\n", "stream = Stream(auth, cListener)\n", "\n", "# Start reading stream for english tweets with the color words\n", "stream.filter(languages=['en'], track=['red', 'green','blue'])\n", "# stream.filter(languages=['en'], track=['trump'])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "339\n" ] } ], "source": [ "df = cListener.tweets\n", "print(len(df.index)) # Number of rows" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
tweetangeranticipationdisgustfearjoynegativepositivesadnesssurprisetrust
0RT @RodriguezThaGod: No homo but this nigga no...0.00.00.00.00.00.00.00.00.00.0
1@AshlynnMCosplay @BottsDave @OJessicaNigri @Do...0.00.00.00.00.00.00.00.00.00.0
2RT @MrGoodBeard_: I say Aunt, Aunt is them red...1.00.00.01.00.01.00.00.01.00.0
3RT @KicksDealsCA: Triple red Sock Darts can be...0.00.00.00.00.00.00.00.00.00.0
4RT @bikeshareTO: 📣 Let's go Blue Jays! ⚾ We'll...0.00.00.00.00.00.00.00.00.00.0
5RT @tonyposnanski: @realDonaldTrump What about...0.00.00.00.00.00.00.00.00.00.0
6I entered a giveaway for a chance to win \"Aibl...0.00.00.00.00.00.00.00.01.00.0
723:30: \"Can't Stop\" von Red Hot Chili Peppers0.00.00.00.00.00.00.00.00.00.0
8ATTI: ML07Red Bus 293 on the Red Line is @ Uni...0.00.00.00.00.00.00.00.00.00.0
9Diesel Sunglasses Acetate Men Blue New https:...0.00.00.00.00.00.00.00.00.00.0
\n", "
" ], "text/plain": [ " tweet anger anticipation \\\n", "0 RT @RodriguezThaGod: No homo but this nigga no... 0.0 0.0 \n", "1 @AshlynnMCosplay @BottsDave @OJessicaNigri @Do... 0.0 0.0 \n", "2 RT @MrGoodBeard_: I say Aunt, Aunt is them red... 1.0 0.0 \n", "3 RT @KicksDealsCA: Triple red Sock Darts can be... 0.0 0.0 \n", "4 RT @bikeshareTO: 📣 Let's go Blue Jays! ⚾ We'll... 0.0 0.0 \n", "5 RT @tonyposnanski: @realDonaldTrump What about... 0.0 0.0 \n", "6 I entered a giveaway for a chance to win \"Aibl... 0.0 0.0 \n", "7 23:30: \"Can't Stop\" von Red Hot Chili Peppers 0.0 0.0 \n", "8 ATTI: ML07Red Bus 293 on the Red Line is @ Uni... 0.0 0.0 \n", "9 Diesel Sunglasses Acetate Men Blue New https:... 0.0 0.0 \n", "\n", " disgust fear joy negative positive sadness surprise trust \n", "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "2 0.0 1.0 0.0 1.0 0.0 0.0 1.0 0.0 \n", "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "6 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 \n", "7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(10) # How the data looks like" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6AAAAFkCAYAAAA+I1Y6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot(figsize=(16, 6)) # Plot the sentiment as a time series" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6UAAAFkCAYAAADYCp1+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['trust'].plot(figsize=(16, 6))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ], dtype=object)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6AAAAIQCAYAAACfeANwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEREREekW/w+vpneh00fggwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot(subplots=True, figsize=(16, 10))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAFkCAYAAADyumzRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['trust'].plot.kde(figsize=(16, 6))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tweet RT @RodriguezThaGod: No homo but this nigga no...\n", "anger 26\n", "anticipation 66\n", "disgust 28\n", "fear 33\n", "joy 88\n", "negative 72\n", "positive 150\n", "sadness 77\n", "surprise 33\n", "trust 97\n", "dtype: object" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sum()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8gAAAJeCAYAAABoGizoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16, 10))\n", "y_pos = np.arange(len(emotions))\n", "percentage = df[emotions].sum()/len(df)*100\n", "percentage = percentage.tolist()\n", "\n", "ax = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n", "colors = [\"#007C37\",\"#79BF2A\",\"#EBC527\",\"#E66F11\",\"#DB1245\",\"#0C2C30\",\"#F53022\",\"#7D4CA1\",\"#296CAB\",\"#1781AA\"]\n", "bars = ax.bar(y_pos, percentage, align='center')\n", "for bar,c in zip(bars,colors):\n", " bar.set_facecolor(c)\n", "\n", "plt.xticks(y_pos, emotions)\n", "plt.ylabel('Percentage')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
angeranticipationdisgustfearjoynegativepositivesadnesssurprisetrust
anger1.0000000.3373380.4045060.4315300.0636490.5311250.0684360.3060940.2141020.107636
anticipation0.3373381.0000000.1116790.0459420.6594560.2099210.5717670.0779250.5421620.536310
disgust0.4045060.1116791.0000000.3664700.0117240.5596570.0214660.274335-0.0222630.192948
fear0.4315300.0459420.3664701.000000-0.0080450.5315960.0637710.2982610.1573830.086498
joy0.0636490.6594560.011724-0.0080451.0000000.0621020.812033-0.0824840.4880030.700250
negative0.5311250.2099210.5596570.5315960.0621021.0000000.0584570.5284520.2447780.122921
positive0.0684360.5717670.0214660.0637710.8120330.0584571.0000000.0079790.4175590.702282
sadness0.3060940.0779250.2743350.298261-0.0824840.5284520.0079791.0000000.029739-0.068251
surprise0.2141020.542162-0.0222630.1573830.4880030.2447780.4175590.0297391.0000000.360765
trust0.1076360.5363100.1929480.0864980.7002500.1229210.702282-0.0682510.3607651.000000
\n", "
" ], "text/plain": [ " anger anticipation disgust fear joy negative \\\n", "anger 1.000000 0.337338 0.404506 0.431530 0.063649 0.531125 \n", "anticipation 0.337338 1.000000 0.111679 0.045942 0.659456 0.209921 \n", "disgust 0.404506 0.111679 1.000000 0.366470 0.011724 0.559657 \n", "fear 0.431530 0.045942 0.366470 1.000000 -0.008045 0.531596 \n", "joy 0.063649 0.659456 0.011724 -0.008045 1.000000 0.062102 \n", "negative 0.531125 0.209921 0.559657 0.531596 0.062102 1.000000 \n", "positive 0.068436 0.571767 0.021466 0.063771 0.812033 0.058457 \n", "sadness 0.306094 0.077925 0.274335 0.298261 -0.082484 0.528452 \n", "surprise 0.214102 0.542162 -0.022263 0.157383 0.488003 0.244778 \n", "trust 0.107636 0.536310 0.192948 0.086498 0.700250 0.122921 \n", "\n", " positive sadness surprise trust \n", "anger 0.068436 0.306094 0.214102 0.107636 \n", "anticipation 0.571767 0.077925 0.542162 0.536310 \n", "disgust 0.021466 0.274335 -0.022263 0.192948 \n", "fear 0.063771 0.298261 0.157383 0.086498 \n", "joy 0.812033 -0.082484 0.488003 0.700250 \n", "negative 0.058457 0.528452 0.244778 0.122921 \n", "positive 1.000000 0.007979 0.417559 0.702282 \n", "sadness 0.007979 1.000000 0.029739 -0.068251 \n", "surprise 0.417559 0.029739 1.000000 0.360765 \n", "trust 0.702282 -0.068251 0.360765 1.000000 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cor = df.corr()\n", "cor" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe0AAAFJCAYAAAC2OXUDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(cor)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.6/site-packages/matplotlib/cbook.py:136: MatplotlibDeprecationWarning: The axisbg attribute was deprecated in version 2.0. Use facecolor instead.\n", " warnings.warn(message, mplDeprecation, stacklevel=1)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkwAAAI+CAYAAABOjlUJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMAkhhBBCpPEPNZE3zJxV9xMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.clustermap(cor)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAApcAAAKQCAYAAADKaVEpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmUJFd9J/pv7BG5V0lgEIvMZiQQEoMlzCIEGDD7Jglb\nwhbvyeORffx83tg8MBiOhT0gbCyP7LHAjDEYg4QwYrNlDANYBoTcDAxqtCBZLEL7gtRdWZVb7HHf\nH1GRtWTkUlWZGZEZ3885dbq7Krr6dlVlxjfvvb/flYQQAkREREREUyBnPQAiIiIiWh4Ml0REREQ0\nNQyXRERERDQ1DJdERERENDUMl0REREQ0NQyXRERERDQ1atYDICLKI8/z8Ad/8Ae4++67UalUcOGF\nF2J9fR0XXXQRFEXB6aefjt/5nd9Bu93GW9/6VgDAxRdfjGq1mvHIiYiyxXBJRJTiyiuvRKlUwpVX\nXomf/OQnePe7340jR47g0ksvxWMe8xhccMEFuOWWW3DXXXfhN37jNxBFEQ4dOoSXvvSlWQ+diChT\nXBYnIkrx4x//GGeccQYA4PGPfzxuuukmeJ6Hxz72sZAkCaeffjoOHTqE5z73ufjIRz6Cj370o3jO\nc56T8aiJiLLHmUsiohQnnngivva1r+HFL34xbrjhBrTbbTzmMY/pf7xcLuPuu+9GtVrFBz/4wQxH\nSkSUL5y5JCJKcdZZZ6FSqeCNb3wjvvrVr+KEE06Abdv9j3e7XdRqtQxHSESUTwyXREQpbrrpJjz7\n2c/GJz/5SbzsZS/Dz/7sz0LTNNx1110QQuDaa6/FqaeemvUwiYhyRxJCiKwHQUSUN2tra3jzm98M\n27ZRrVZx0UUX4f7778d73/tehGGI008/Hb/3e7+X9TCJiHKH4ZKIiIiIpobL4kREREQ0NQyXRERE\nRDQ1DJdERERENDUMl0REREQ0NQyXRERERDQ1DJdERERENDUMl0REREQ0NQyXRERERDQ1DJdERERE\nNDUMl0REREQ0NQyXRERERDQ1DJdERERENDUMl0REREQ0NQyXRERERDQ1DJdERERENDUMl0REREQ0\nNQyXRERERDQ1DJdERERENDUMl0REREQ0NQyXRERERDQ1DJdERERENDUMl0REREQ0NQyXRERERDQ1\nDJdERERENDVq1gMgIpo3IQSESH4d9vv+1Zt/Z/jnk6T+7/p/liRp823r97Ic/z6+Rkr/ZEREC47h\nkogWWhIKw1AgigSiKNr8desNiH9NguNBrayU0Gz2DvQ5tkLn9vC5/U0e+D0R0SJguCSi3BIiDoVh\nGCEMt4fGaFd4nC9VVQ78OXYG3cn+D9vDpqLsDJ6qKkOWudOJiLLHcElEmYuiODwGQYQw3AqTYRhl\nPbRc2QrT6V8XSQIURU5948wnEc0LwyURzUW8dJ0EyJ1vU1ipJsSzoUEQf413k2VpIHCqavwrEdE0\nSWIaG5CIiLbZHiSDIITvh6mBZ152FthsFdbs3vMY19hI/QKd7YU62+tvdF2F5wX9P8fPomJHSE6e\nWrcXCW3f97n7/VmRpHhJXdMUqKoMVVUYOInoQDhzSUQHklWQlCT09x7GgVHeURCzvUBmWKDb+edo\nICRurxjfHhx1XUWv5/XHsTmiHQF0e1V4slytqoNhNhkngF2FSFF/nNvfpr1VQAgB34+/b9vHzsBJ\nRPvFcElEexJFETwvnHmQlCRps2glDpDxvkG5/75kLLsDWRBsBcdZFvxsD2PTkl4tHofS7YU8W9Xx\nW3tUk99vheT9Gxc4kze2UyKiNAyXRDRSEiaTsDHtmbM4OCo79gAms2TbQ1MYxuNIin+WcUPPzjA8\nPLwmATQJ3HGluNoP4dsr7Lfvcz1I0E4LnHHYVKHrDJtEtIXhkoh2mFWYjNvlJMusWyEyikQ//Ph+\nCNv2ljY8TksSQofNGm8v3lFVGbquQlFkSJK0K3CG8P1o370/460QHmw7/jPDJhEBDJdEhRdFcahL\nAuU0wmQSarbCpAIhBIIgXkZ33aAfKGn64vAZDizdb29VpKoKdF1HtZp8b6L+9ycIwn3NcqaFTV1X\nuYxOVDAMl0QFFAQhXDeA5wUH3jMpy1I/PCRhMgy3gmSv5yEIQs5E5sD2VkWuu1Xtvn1W2TQ1qKoB\nSZI2v4dbs9h7/R4mYTOh6wp0Xe3PpBLRcmK4JCqAZL+c5wVw3eBAe++2qojjQAmgH0DiGUkGyUUT\nRQKeF8DbyoH9U39UVYFlxTOcySx3XMgVIgz39o32vHiGHHD7s5qGoU7lxCMiyg/2uSRaUluBIX7b\n7yN9e3Wwqu4MGL6/v+XTRfewh1Xx0EPtrIcxd0nY3Frmxo6fhf3Ogsuy1A+aXD4nWnycuSRaImEY\n9Ze799sqZ3tRhqoqm4U2AWzb29fSKC2PZEndcXwAO7dEmKYGWZb6e3c9b/IZ8igScBwfjuNDktBf\nOtd1lcdWEi0ghkuiBZcEStf19zVzlMwaaZoCXVcQRWKzatuH79sMkzRUFInNn714/2YSNnVdRbms\nQwhszpyH8P3JZs+FwI7PmQRXw1A5o0m0ILgsTrSAkiVvx/H3NUOZBIB4ZijZCxcUdpl7r4q6LL5X\niiL3i3iSWfBk3+9+OgUYhgrT1Lh0TpRzDJdEC0IIAc8L4br+jkrfSUgSoGnxnjZdV/s3+WlUixcR\nw+X+JC9qDCNeNNvvFg5JkmCaKgxD6xeVEVF+MFwS5Zzvh3CcOFDu5eG6vUhCVZUd7Yc4O3kwDJcH\npyhy/8WOosj7Lj5TFAmGocE0NbY3IsoJhkuiHArDqF/gsJcgKMsSDCOe0VEUaXOmM5h4vxtNhuFy\nupIXQsne37itlb/noJn06TQMjYVARBliuCTKiXjZO9gspJl8mVCSkkAZz1Amy+b7rRan8RguZyep\nFk+WvH0/gOPEM5p7YRgqLEvnsjlRBlgtTpSxKIpg23ubpZQk9GcoVVXZDKXeZoNqosW1vVo8/jnX\nYFkaqlVzsxjIn+jnPPkcqirDsnRWmxPNEWcuiTKSVHvvpThH11WYpgpNU/c9o0MHx5nL+Utm6E0z\n3qPpuvHjZ9KCNEkCTFODZencm0k0YwyXRHMU9wX0Ydv+xK1YFCXeR2aaan8vZlzcM+PB0lAMl9mS\nZWnzMaFBiKQB++QFb5qmwLI06DpnM4lmgeGSaA6CIG5K7rr+RKEwWQ5MTj1x3XjZfK9nOdNsMFzm\nR9JkXdeT2fzJls2BrZBqWRpkmbOZRNPCcEk0Q54XoNfzJi6uUdWtGZW93ihpfhgu8yftBZltT76P\n2TBUlEo6VJUFQEQHxXBJNGVJ1Xev5028HyyZPQGw5yU+mj+Gy3zbvpUkCKI9FbvpehwyWWVOtH8M\nl0RTEu/9iqu2J9lPKcsSLEuHaarbzvLmLOUiYLhcHElLIlmWYNseHGeyrSmapqBU0qHrbKpCtFcM\nl0QHJISAbfuwbW+iJbi4mECHpsn9MMoTcxYLw+XiSVoS6bq6p6I6VZX7IZPFP0STYbgk2qcoErBt\nD7btT7SEnbRBAUS/ryUtJobLxbW90jwM4x6zk7TzUpQ4ZLJfJtF4DJdEexTfkCZbXpMkCZYV76f0\n/RC9no8g4NL3omO4XA7JkrkkbS2ZjyPLEkolHaapMWQSDcFwSTShKIrQ68UzleMkNyDD0OC6Pno9\nLn0vE4bL5ZLsr1QUeU8vHEslHZbFkEm0G8Ml0Rhby9/e2BtOsnSm6wocx0evN9mSOS0WhsvltJ/H\nryxLKJcNLpcTbcNwSTREUqjT63ljbzBJkY6qypv7KccHUVpcDJfLbT8rD4oi90MmUdExXBLtIoSA\n6wbodt2xN5RkOU2W5Yn3bNHiY7gshu17pj0vnOg5QVUVVCo6NI0hk4qL4ZJomyRUjmtRoqrxLIWi\nyOh2Xbju+GpTWh4Ml8UiSYBl6bAsfeKZTF1XUC4bPPGHCokvrYgA+H6ATscbW8kd97wzoKoyej3O\nVBIVgRDYLObzUCrpWFkpjw2ZnhfC83owDLX/QpSoKDhzSYUWBPFS17ij4eL9VPG5wwyVxJnLYksq\nxU1T2yz8Gb8v27K0/hYaomXHcEmFFEUCvZ47tq2Qokj9pa2kYToRwyUB249wTUKmO7KQT5KActlg\nj0xaegyXVChJsU6n446cadiamVDR68VHOxIlGubtWH/oxwDkODFAASQVkLTNNx2QDEA2AckC5BIg\nmZvX0rLZqi5XJ+qFq6oyKhUTmsb9mLScGC6pMIIgRLvtjt1XaVk6SiVts7hn/HIXFY+5fhHch/5x\nT39HQI5DplwB5CqgVAG5BiiNzbcVQFkF1FVAORZQj42vYyBdGIoio1IxIMvy5nab0YV+phnvx+RS\nOS0bFvTQ0osigW7XHbtPMtl4HwQh1td7CEOGSpoeCREQdeI3PDDR3xGSAagP33x7BKA9AlCPA7RH\nAtqjAPVnAImzX3kRhhE2NmxomoJKxUCppKHTcREE6d0nHCeA6wZcKqelw3BJS2vSJXBNi1uGAEC7\n7cD3efY35YMkXMC/O35LIaAC2nGA9lhAfyygHw9oxwP64wF1Zc6jpYTvh2g240rxWs2C7w/vkSkE\n0OnEL365VE7LguGSlpLvh+h0nKEzBkC8T6pSiYt12KuSFpGEAPDvit96Oz8mlAagPyF+M54IGE8C\n9CfG+0BpLlw3nplM2hc5joduN33/dhBEWF+PA2mytE60qBguaalMugSe7Ku0bR+tljOn0RHNjxSu\nA/Z18dsmATme3TSeDBgnAuaJgHECIFsZjnT5Je3LymUDq6tldDrD92O6bgDPC1AqGbAsLpXTYmJB\nDy0N1/XRbo9fAq9UTIRhiE5n/FFuRGn2U9CTV3HgfAJgPhUwnwZYJ8dL6ww1M5Hsx4wigU7HGbm3\nW1VlVKsmT/mhhcNwSQsveZIetay9fQm803HGNk0nGmWZwmUaIdcB6xTAejpgPSOe6ZS40DVNSVN1\n246bsI9SKukolXTOYtLCYLikhTbJbOX2JfBxT+JEk1j2cLmbkEqbYfNUoHQaYPwcq9SnQJbjQxo0\nTRm5VA5wFpMWC8MlLaRJZiuT5acwjK/lEjhNS9HC5W5Crschs/QLQOlZcYsk2re9PFdxFpMWAcMl\nLZxxs5XJEWu6ro6dDSDaj6KHy92E/jig9Fyg/Nx4KZ1L6PtSKumwLA3drjeyKJGzmJR3DJe0MCaZ\nrdT1uGDH8wJ0u6PP+SXaL4bL4YRcAUrPBspnxGFTqWY9pIWiKHFwBATa7dEFP5zFpLxiuKSFMMls\nZdKAmI3QadYYLicjoAClU4HyC4HK8+MjLWkipqmhXNbR6/mw7eF7xTmLSXnEcEm5NslsZXJsY3wW\nuDvH0VFRMVzunYAEmE8Hqi8GKr/IoDkBWZZQrZqQJGnsoRCcxaQ8Ybik3PK8AO328M3tkiShWjWg\nKDLa7dFPvETTxHB5MAISYP08UH0JUHkRoNSzHlKuJaf2jOt4oaoKajUTisLTfShbDJeUO0II9Hre\nyCdRXVdRrY5/siWaBYbL6RFQ472Z1ZcD5dMB2ch6SLm0/cV0q+UgDNNfTMfXmTAMFlVRdvjTR7kS\nRRFareF7JrdXgm9s2JytJFpwEgKg+w2g+w0IuQpUfwmovRownsJTgrYRQqDVcmCaGhoNC72eB9se\nrCiPr7NhWRrKZYPL5JQJzlxSbnhegFbLGVq0o6oyajWLleCUOc5czp7QHw/UXgvUXgEojayHkyuy\nLKFWsyCEGLl1KHnO5DI5zRvDJWVOCIFu1xtZEZn0f2u32beSssdwOT8CKlB5IVB/fXxCEGfi+pLn\nxU7HHVr0mHTSME1tzqOjIuOyOGUqDONl8CBIXwZXFAnVqoUoElhb64085pGIlo+EAOh8Feh8FUI7\nHnjYm4Hyc7IeVi70eh48L0C1am0eGuEMrOgIgX57tkqFy+Q0H5wrp8y4boBmszs0WMZ7i0pwHB+t\nls1gSVRwkn8nIJezHkauBEGEZrMLIQRWVspQ1fTbuuP4aDZ7Q59viaaJM5c0d/EyuJu6GT0RNwWW\nsb5uD62KJKJiEfqTAPPkrIeRS52OC10PUK8PL/YJwwjNZg/VKpfJabY4c5lTN9xwA8477zwAwI9/\n/GOce+65OOecc/D2t78dQRDvrXnPe96DM888E+eddx7OO+88tNtt3HLLLTjvvPNw0UUXZTn8ocIw\nwvp6b2iwVBQZKyslCAE0mz0GS8qEJEmQ5a03RZGgKDIURR46M0Rz0Dibey5H8LwQzWYPhqGhVjOH\nfqnabQft9mKsBh09ehTPf/7zcdttt+GWW27B8573vP4974tf/CKCIMBb3vIWnH/++bj33nuzHi5t\n4sxlDv3t3/4trrrqKliWBQC45JJL8OY3vxmnnXYa3v72t+NrX/saXvKSl+Dmm2/Ghz/8Yayurvb/\n7pe+9CV86EMfwkc+8hE0m02srKxk9d8Y4PshWi17aGVj0ih41OZ0or3YCojyjrCYhEdJkiBJ2PxV\n6t+MhcCOG2/8W9H/vXNk/v+XohNyGai+LOth5F4UCayv91AuG1hZKaPVSm/Z5jgBgqCHet2CLOfz\nBZPv+7jwwgthmiYA4Oabb8b555+PX//1X+9fc9NNN+H000/Haaedhi9/+cs7PkbZYbjMocc+9rG4\n9NJL8fu///sAgEsvvRSKosDzPDz00EOoVCqIogh33nknLrzwQhw5cgRnn302zj77bLz85S/HBRdc\ngBNOOCFXwdJxfLTbztCPcxmc9kqStmYUZVmGokj9X5PWK1Ektr1FiCKBMIx/FUJACOz4/aQzOeYs\n/2OUrvpKQC5lPYqF0e268P1w5DJ5vF+zh1rNgqbl72zy973vfTjnnHPwoQ99CADw/e9/H7fffjuu\nvvpqHH/88XjHO96BE044AR//+Mdx1VVX4d3vfnfGI6YEw2UOvfSlL8U999zT/7OiKLj33ntx/vnn\no1Kp4IQTTkCv18Ov/dqv4fzzz0cYhnjTm96Ek046CU95ylNw2WWXZTj6ncbtr1QUGbWa2X+SI9pt\n+3L09t8LIRCGcWgMQ4EgiBBFQf99C7DiR3vRODvrESwczwvQbIb98NhuD1aTJzOdeduH+bnPfQ6r\nq6t43vOe1w+XJ598Mt7whjfgpJNOwgc/+EF84AMfwNve9jZcfPHFGY+WdsvnXDgNeNSjHoWvfOUr\nOPfcc/Gnf/qnsCwLb3rTm2BZFiqVCp71rGfh1ltvzXqYO0SRwMaGPTRYGoaKRsOCbY+e1aRikCQJ\nuq6gVNJRq5lYWSnj2GMrqNVMmKYKSYpvlp2Og6NHOzh6tIv19R5aLQfdrgvH8eF5IcKQwXLZCOtU\nQH9c1sNYSEl4jKK4mnxYQ/V220Gn4+ZmH+ZnP/tZHDp0COeddx7+4z/+A29729twxhln4KSTTgIA\nvOQlL8Ett9yS8ShpGIbLBfBbv/VbuOOOOwAA5XIZsizjjjvuwLnnnoswDOH7Pg4fPoynPvWp2Q50\nmyAIsb7eHXqMY7mso1w2sLFhw3GGV43TcoqDpLoZJC2srpaxulqGZemQJAmuG6DVsnHkSAfNZhIg\nPbhugCBgeCycOmctD6rTcdHtumg04p6YaWzbG7kvfp4+8YlP4PLLL8dll12GE088Ee973/vw27/9\n27jxxhsBAN/61rdydc+jnbgsvgAuuOACvP3tb4emabAsC+95z3vw8Ic/HK997Wvxy7/8y9A0Da99\n7WvxpCc9KeuhAoj7V8aViIMfkySgWrUgSXE1eF5eJdNsKYoMTVP6b5IkIQhC+H4Ix/ERBGEubmiU\nP0I5Fqg8P+thLAXXDRCGEWo1C44jo9cbPBXN80Ksr8eFPnk7NvKP/uiP8O53vxuapuHYY4/lHssc\n4/GPNFW9nodu1039WLy/cutscFpeqipD09R+mBRCwPfD/tuiF23x+Mf5Eav/BTjmgqyHsVQkSUKt\nZm6e3jN8IqBWGz7LSTQKf2poKoQQaLedoS2EdF1BtWpu7o1jm6FlI8vxMreuK9A0FVEUwfPCfpcA\nvoal/RBQgPrrsh7G0hEi3g9fqRhoNEpotWyEodh1DbCxYaNcNlAq6RmNlBYVwyUdWFy400vtpQYA\npZIO09SwsZHeb40WUxImk5kN3w/hugE6HZdL3DQd5TMA9eFZj2JpdTpu/5jdVstJ3SPf7boIw4jn\nktOeMFzSgYRhhI2N4b0pq1UTiiL3qxVpcW3NTsbL3UEQwvOCkd9/ogNpvCHrESy9eM9zhFrNhG2n\n98N0HB9RJDZP/WHApPEYLmnfgiDExkZ6ZaEkSajXrf5xj7SYFEWGYcSBUlFkeF4A1/WH7tMimhah\nHQ9Yp2Y9jEKIu3tsFfF0OoN74pMXkrWaBVlmwKTRGC5pXzwvbhWTFjAURUK9XoLj+KnViJRviiLB\nMDQYhtpvC5Sc9kE0NzxHfK6Sfpi1moVazUKrZQ9c4/v5rSSnfGG4pD1zXR+tVnrTc1VVUK+b6HY9\n9q9cILK8FShlWdpsJ+VwjyxlQkhmfNwjzVVSxLO90Gf3ylSyGlWvl6CqDJiUjuGS9sS2vdQlEyA+\ncadSMYZuDKd8kSTAMDSYpgZF4Qwl5Uj1ZYBSzXoUhdXpuCiVdDQapdQ91cksZ72ezzPJKXsMlzSx\nbtcdusxtWTosS8P6Oos78k7TFJimBl1X4XkBej0XnsdASTnCE3ky1+t5CMMIjYaVOmEgxFbAZC9M\n2o0/ETSWEAKdjjt0mbtSMaBpCivCc0yWJZhmPEsZRQKO46PTcViUQ7kjzKcB5pOzHgYhPtEnqRLv\ndNzUPsYbGzaqVROmqWUwQsorhksaSQiBVsuB56U3Pk9aU6yv9xhUckjXVViWBlWV++d1cx8l5Rpn\nLXMlLuKxUa9bkGUZtj24etVuO4giwWbr1MdwSUNFkUCrZafuwUuOBkuuofyQJMA0420KUSRg297Q\nk5OI8kRSV1B79KvhuBJ/ZnNkq4jHgiwD3e5gwOx2XURRhErFzGCElDcMl5Rq1Kk7kgTU6yUEQTi0\nuIfmT1FkWJYGw9D6raI4S0mLJKq+GrYjwbI0lMsGHMfvN/CmbG0V8ZRQqUipz/227UMI8DQfYrik\nQaOCpSzHzdE9L0h99Urzp+sqSiUNsizDcXysrXV5ljctHAEJqJ8JzwvgeUH/xdLKShmeF8C2Pb5Y\nyljcqijuhVmtmmi3B1vSJXvzGTCLjeGSdhgXLBuNEmzbT913Q/NlGCpKJR1CgEvftPjKzwW0R/X/\nGIYROh0X3W58/nWtFp/41et5bJeVoaQXZq1mol63sLExuC0qDpgClQqPiywqhkvqi6JoaCshRZFR\nr1vo9dgcPUvxfkoNlqX3b7680dJSGFLIE7948mHbPkwz7qUrRNwqZ1ihIc1eq+WgWjXRaMQBc/di\nieMEECK+hgGzeBguCUAcLFstJzVYqmocLIe1oqDZk6R4H5plafC8kPspaakI9Tig9Oyx1zlOAMcJ\nNreC6CiXDdg2X/Bmpd12UC7Hp/msr9sD23FcN4AsuyiXuUReNDy7iRBFEbpdD9WqOXBebBIs222H\nwTIDkgSUSjpWV8uQZQnNZo/HMtLyaZwNSJPfjjwvwPp6D52OA8NQsbpaZp/FjHS78aRDo2ENBEjD\nUGFZ+mZPXe4DLxLOXBZcXAEYL4ULIfp7aMIw6gdLHuc4f5K0deqR6wZoNrusmKWlJCQdqL16X3/X\n90NsbNhQVQXlso5SSe+HHZqf5OS2RsPqz2Aahopy2ejfT7hEXiwMlwWWFO8kS+HJE3K9bqHbdXlO\neAa2h0rPC9Fs8tQjWnKVlwBK40CfIgjikKlpWyGz12OR2zxtD5i27aFUMnacS+66ASTJYZFPQTBc\nFtSwqnDXjVuAVKsmi0XmzLI0lEo6PC/kGe1UHPWzpvapktNk4pBp9GcyPY/PY/PQ63lQVRmVion1\n9d7Ac5jjBABctikqAIbLAhrVbkhV495yvZ6HUkmH74cMOTOm63EFbBAMr9YnWkbCeDJgnjT1zxuH\nzB50PQ6ZliXQ7brcqzxjhqFCVRU4jo9q1Uwt8kmKr6pVnuSzzBguCyY+Kzy90nj3HsswjHbswaTp\nSl7hA3HVJWeJqXDqZ8d7QWbE80J4Xq/fJ9P3w81jCrnVZNp277EslfQdezC3cxwfkiShUjEyGi3N\nGsNlgcTBMj3EpBXvbN+DyYA5PbIcP6mqqsLiAyosIVeA6svm8m85jg/X9WFZOlZWynAcD72eN9Cb\nkfZnd7AE0ot8trNtD7IsoVTS5z5emj22IiqQTsdNbTqcNEhPmz1z3QDdrot63RpoU0R7Vy7rWFkp\nIQgirK11GSypuGqvBuT5LY0mjdebzS4kSd5sX8T5lYNKC5aJpKiqXrdSJ6i7XZc9SpcU00JBDHsQ\nK4q0GSyHb3pnwDw4XVc3e1XKWFvr9V/VExVW/cxM/tkoEuh0HGxs2DBNHY1GCarK57X9GBUsE8lx\nnfW6lfrxdtvhSUtLiI+oArBtLzXMyLKEer000TFqDJj7k8wKl8s62m0H7TabCRMJ65mA/rOZjiEu\noOvBcXzU69ZmBXOmQ1ooui5jQ9w20ZapbtdFGArUaukBs9Wyued8yTAlLDnX9dHpuAPvl6R4xnIv\nR6cxYO5NuRxvaPe8AM1mj0+eRIlG+jniWXAcH2trXQDA6moZhsGl8nF0XcZX73sv/ub6X8WP1q+Z\n6O+02w4AkVolLgSwscEjbZcJE8IS87wArZYz8H5Jiot0PC+Abe9tvwsD5ni6rvSXwJvN3p6/xkTL\nTKgPB8rPy3oYOwgR70nf2LBhWfGLQj6/pUuC5eGf/iMiEeALd/8Bbm8fmujvtlpOv6BxNyHiFnlR\nxIC5DPjoWVJBEKLVslM/VqtZCIIQ3e7+9v0xYKaTJAnVqolKxewvgbPlCdEutdcBUj5nB7eWyuOz\nslnJvNP2YJkIhY9/vvvtuLPznYk+R6u1dVznbslxxHzeXHxMBksoDCNsbNipbTZqNWtzQ/vgUvle\nMGDuZBgqVldLiCKBtbUul8CJUggoQP31WQ9jLMfx0Wz2oGkKVlZY8AOkB8tEKDxcdddbcU/3+rGf\nJ1kC13WacFezAAAgAElEQVQVljUYMMMwQqs12LqIFgsfMUsmiqLNpYXBB2ayFBHvfTk4Bsy4KKpW\ni2c4NjZsdLsHC+1ES63yQkA9NutRTCQ+ycxGr+f1i/KKalSwTATCxT/d9WY8YN8y9vPFS+A2LEtL\n3ePq+yFaLRY/LrJiJoIllTxgw3DwAVkq6VBVZehS+X4VOWCaprbZszJEs5l+nCYRbVPPTyHPpFw3\nwNpaD7IsY2WlXLhZzEmCZcKLevjcnb+LI85tY69NwnulYkDTlMHP5QUHXmGj7BTrUbLk2m0nNeAY\nhgrT1KYeLBNFC5iSJKFWM2GaGtbXbfasJJqA0B8HWM/Iehj7IoRAu+30n+eKshdzL8Ey4YYtfO7O\n/4p1796x18ZL4A5qNTP13uE4Pmybz6+LaPmTQEEMO0ZQ0xRUKnGT21luki5KwNT1eA9WGMYb/3kk\nJtGEZnyO+Dx4XjyLqaoKGo3Skj/X7T1YJrrBEXzujv8XHf/I2Gt9P0Sn426e4jP48zHsZDnKt+V9\nZBSI6waps2eKIqNWM9FqOXMJQcseMCsVo18Jvt9Ke6IiEpIFVF+R9TCmQgiBVsuG4/hoNCyYppb1\nkKbuIMEyseHfi8/f+V/hhO2x17pu0G9mn2Ze9zCanuVLAAUTBCHa7cHl7qRJeqfjzrVyeRkDpqrG\ne60kSUKzyUpwoj2rvhxQKlmPYqocx8f6eg+mqaFetyDLiz0rm5hGsEwccW/DVXe9FUE0voi01/MQ\nhlHqKT5JPQELfBbHctz9CyrZEJ32eKvXLTiOn7pUPmvLFDAtS0e9bqHXczePbsx6REQLqPGGrEcw\nE2EosL4en761slJKLUxZJNMMlol7e9fjS/e8C5EY/6K83XYgSUhtsp7sz2TAXAyLfecvsGRpJm0f\nZa1mIgyjTAtNFj1gSlLcE9QwVDSbvUxCOtEyEObTAeOJWQ9jpno9D62Wg2rVXNhin1kEy8SP29/A\n1x/4i4mCYatlQ9MUWNbgdgPPS98CRvmzeHd9AoChy92lkg5ZlqbWy/IgFjVgJsvgSdEOT4sgOoAc\nnSM+S74f9huvL9oy+SyDZeKGtc/gu0cvH3td0mTdsvTUmeBez4Pr8kjdvFucOz712bYHxxl8cOl6\n3HJoYyP7YJlYtIBpWVp/ryobohMdjFBWgfILsx7G3CR7A30/RKOxGMvk8wiWiWt/+gH8YOOrY6+L\norj1U61mpob0VstBEHDve57l/25POwxrLKsoMqpVI5fHZi1CwIyXwU0YhoZms8fWF0TTUHsNIC/m\nMvFB9Hoe2u38L5PPM1gmvnzvf8O9ExwT6fshul1vaAV53F6PFeR5lc87PaVKNjTvJknoz7bl9ZSY\nPAdMRZHRaJT7m/O5DE50cAIyUD8z62FkxvdDrK/Hy+S1mpW7Fp9ZBEsACIWPq+5+G9bdu8de6zg+\nfD9ErWYOfCyKBAt8cixfd3kaKingSXsg1WoWXDfIfdFJHgOmrqtoNOJqcC6DE01R+XRAe2TWo8hU\n0tEjiqLNpuv5SJhZBcuEE27gH+96C5ywNfbaTseFLMupM8BJA3bKn3zc4WmsYbOS5XLcsmFRglGe\nAmappPdPL8p7MCdaOPXlbD+0H52OC9v20WiUoOvZ7sPMOlgmmt6d+MLd70Aoxj/3tlo2TFNL/do5\njp9ag0DZYrhcAK6b/uAxDBWGoc7szPBZyTpgJvsrdV3F+novt1sJiBaV0B4DlJ6Z9TByxXF8bGzY\nqFSy24eZl2CZuLv7XXzjgb8ce128BG6jWk0/g7zT4Qk+ecNwmXNhGKW2FVIUuT/rtohbTrIKmLIs\nodEoIYq4v5JoZupnARJvL7sFQdzeTNdVVKuD+whnKW/BMnHD2mdww9rnxl4XBBE6HTd1/6oQyGUx\na5Hx0Z9jW/ssd74/afDd6bgL/Wpt3gFTVWU0GiXYts99OkQzIiQDqL0q62HkVvLCFgAajRKkOVT6\n5DVYJr5+/3/HPd3vjb3OdQP4foBKZTCYB0G0MNvDioDhMse63fR9lpWKCd/PfwHPJOYVMHVd3ayo\nd7g/ZwQRhYh+8GWEV/wqxNodWQ+HFlHlJYBSz3oUudduO/C8ACsrpRk/9+U7WAJAhBBfuPsP0PLu\nH3ttp+NCVWWY5uAJPradzZHHNIjhMqdcN4BtD4Yg09SgqvJSzbzNOmBaltbfQuB5bLybRjgbiP73\nhxD+9RmIPnMBxO3XIjo8/jQNogEFOZFnGno9D92ui0bDmknD9UUIlgk7XMc/3/12BNH4Q0BaLRvl\nsp56v2i37YVe0VsWatYDoEHD9lmqqoxyWe8vqSyT5NVmvW5hY2N6Tw6VigFNU7i/cgixcQ+ib38E\n4oZPAV5358du/DTE898CSZvv3rB5kiRAlmXIsgRJAiRJ2vaG/q9b18d/8NczGnDOCeNEwHxq1sNY\nKK4bIIoEajUTnY47tZm3RQqWiQedH+Dq+/8Mv3TcH47cLhCGor//cn29u2PrWLz/0kGjYc1lywGl\nY7jMmXif5WBj2J37LJczJE07YCYbv9fXewtZ9DRL4sFbER36a4hbvgCIIbO59jrELf8M6ZTFbCkj\nyxJkWYaiSFCUOEAmv0qSBFmWIAQQRRGEEIii+PEXv2HzfdGuG1f8B96yhqhz1nI/4obrdn/1ptfz\nDvT5FjFYJm5Z/yIeYT0Vp6yeNfI61w2gaQoqFXNgMiYI4tN9KhVjlkOlERguc6bX81LPTK1WTXje\ncuyzHGUaATM+sag09ESjIhP3Xo/o3y+F+NG/TnR9dPhyyDkPl4oiQ1VlKIq84/dRJBBFAmEYIYoi\nBEEEzwv67z/ITPbyzuXun5BrQPWXsh7GwgrDuJK8VrMgy9K+tz4tcrBMfP2Bv8DDzSfjkaWTRl7X\n6bhYWSnBNLWBvfS27UHXFeg6Y04W+FXPEc8LUl+xmqYGWZbRai3fcniagwRMWZZQr1vwvJCVg9uI\new8juuYvIX7yjb39xfuuh7jvRkjHnTybge2BJAGqqkBV5f6viiIjDCOE4VZ4tO2IvUuzUHs1IDN2\nH0R8ok8cMKvVwRm5cZYhWAJAJAJ84e534Nee8HFYamPkta2WjUajhCAIBx73rZaD1dUSZJnlJfPG\nr3hORFH6LJuixPssF61R+kHtp8gn6WGZ/F0CxH03IvyH/wvh379+78FyU3Tdx6c8qsnIsgTDUFGp\nGFhZKeGYYyoolw0oigzfD9FuOzhypINms4dWy0Gv58F1AwbLrNRHL2PSZIQANjZsSJKEWs2a+O8t\nS7BMdIIH8aV73gUhRj+ek/2X1erg12rYNjOaPYbLnGi33SHnhsebvItYjLKXgKkocQ/LXs878H6l\nZSCO/AjhZ34T4UdfDXHb1w/2uW65CsLemM7ARlAUCaapoVYzccwx5c2j8tR+gduRIx2sr/fQ6bhw\nHJ8hMkdE6VmA/pish7FUkqbg9fpg0/Ddli1YJu7sfhvfOfL3Y6+LX1SGqXssfT9M7bxCs8Vl8Rxw\nHB+eN7iXslw2EIbR0u+zHGWSJXJVlTd7WE6v0nJRidYDiK65BOLGTwNjXvFPLHAhbrwS0i/8l+l8\nvk2SJEHXFWia2j8z2PNCuG5Q2BdUC4uFPDPRbjuoVAzU66XN09gGHxPLGiwT33rww3hU6el4dPkZ\nI6/rdBysrJSh68FAy7lu14VhqJkcN1xU/EpnLIoidDqDy+GapsAwVLTbXN4dNYOpaQrqdQvttlPo\nYCm8LsJv/HeEH3x+3FZoWsFyU3T4E2OXpyahKDIsS0ejUcLqahmGoSIIQmxs9LC21kWn4/Rbs9Bi\nEOojgPLpWQ9jaXU6LjwvQKMRF/pst+zBEgAEInzxnnfBDkb3/xIiCeNmagsiLo/PF8NlxuLl8J3v\nkyT0N3PzwRBLC5iapqBWM9FqOYVtji5EhOiGKxH+9fMhrv0rIJhRdfza7RC3X7uvv6qqCsplA6ur\n5c3vn4Ru18XRox20WvGJScvaXqsQ6mcC0vQbgNOWXs+D4wSo10v9gFmEYJnoBg/hy/e+e+z90PdD\nuK6fem57EHB5fJ4YLjM0bDm8UonbDvl+MQPTMNsDpmGo/WBZ1K+TuPcwwo++FtEX3gp0H5r9v3fd\nZRNfGzf8jwNltWpACIGNDXtzdtIt7Pds2QioQO01WQ+jEGzbg+P4qNdLMIziBMvE7Z1/x/fWPjX2\num7XgyxLqcdDdrsuT++ZE+65zMiw5XDDUKGqMprNYrQd2ivXDaAocn9mt4ghRXSPIPq3P433Vc7z\n3/3Rv0Js3Aup/qjUjyuKBMPQYBjxk7rr+lM9bYlyqPIiQD0m61EUhm17UBTgKwULlolrf/oBPLr0\nDDzc+rmR17Xb8Qk9vh8MrIrw9J754MxlRtKWw2VZQqVi7Lm3WZFomgLL0tDref22NEUhRIToussR\n/s8Xzj1YxgOIEH3vioF3G4aKet1Co1GCJElot200m130eh6D5bJrsP3QPOm6jH+547/h8APFC5YA\nEAofX7rnD+GPOX88DCN0u15qeyIuj89Hce7MOTJsObxaNWHbbLEyzPY9lr2et+c+mItMPHgrwo+d\nieh/vRNwWtmN4/pPQYQeVFVGpWLgmGMqMAwNtu3j6NEuul2XP78FIfQnAubTsx5GYRRpj+Uoa96d\n+OYDl469znF8CCFQKukDH+Py+Owt/105Z0Yth0uSxB6NQ6iqPLDHcj+N1heNCByEX78Y4UdeCdz7\nvayHA3QfQunur6FWsxCGAs1mF62WnfpiiZab+YhzofFovblgsNzphuZncXv70Njr2m0HlqWl3h9Y\nPT5by3lHzjEuh++dosj9dkO791guc8AU93wX4YdfAfHv7wei/IS37rUfwdpaF7btsWVQQQm5DFF5\nWf/0pLTiCZoOBst0X7nvorHtiaJIbC6Ps3p83pbrbpxzw6vDDdi2z2n6FMlZ4XGvt/TinWULmMJ3\nEP7rexB+7Gzg6G1ZD2dAdOe3IR68NethUJaqr4Dr62g24xOTdF3BMceUUS7rLJSYIgbL4XrBUVx9\n/5+NnX10HB+AYPX4nC3+nXhBDFsO1/X41AAuhw9KzgpPzoweZVkCprjvBoQfeQXEt/8WQH5nBaM9\ntCWiJbTtRB7fD9FqOWg2e5AkCaurZVQqxkDDb9obBsvxftT6N/yg9dWx17XbDsplPfVnksvjs7G4\nd+EF0+mkN0vncng6SYqPfLRtf/OV53iLHDBFFCC65i8R/v3rczlbuZv4/uch3HbWw6AMCOvnAePx\nA++PIoFOx8XaWhdRJLCyUkK1ai7cYzEPGCwn92/3/zk6/pGR14ShQK83vLl6kU93mxU+6ufA94PU\nH95KxYTrBqyuTVGvl+B5IWx7bzO6ixgwRfMuhB8/G9E3/wIQC9K30+tC3PS5rEdBWaiPbj8khECv\n52FtrYsgCNFoWAyZe8BguTdu2MLV979v7OyjbXuQJAmGMViE1um43D8+ZXy0z5gQIvV8cE1ToGkK\nul2eHb5brWYhCMJ9f20WKWBG3/88wg+/PB+V4HsUHb6cy0kFI5RjgMoLJ7tWoN+iKgiibSGTy+XD\nMFjuz0/a38StG18ee12n46BSMQb2BQsheC+esnzfeZdAfG7y4MxkcsIM7RQ/8ONXkgeR94ApvC7C\nf/7/EP3T7wJeJ+vh7M9DPwTu+nbWo6B5qr8OkPbefsi245nMMIzQaJS4JzMFg+XBfP2BS9ANjo68\nJggiOI6PSsUY+Jjj+AiCBVk5WgD5u+sukSiKUl8NlUo6fD8s5NGFo1iWDk1T0GrZU/l8eQ2Y4qEf\nIvzoayBu/EzWQzmw6PDlWQ+B5kRAAWqv3//fF+gvlwshsLJSTm1wXUQMlgfnhC187f5Lxl7X7Xr9\nlcPd4laBXI2ZhvzccZdQWhGPokiwLI1T8LsYhgrL0rCxYQ98zQ4ibwEzuulzCP/u1cCRH2c9lKkQ\nt34JovNg1sOgeSifAWg/c+BPI0R8g282u1AUGaur5UL3yWSwnJ4fta7Gba1rxl4XL4+zuGeWsr/b\nLinfT/8hrVRM9HpsPr2dqiqoVAxsbNgz+brkIWCKwEX4pXciuur3gGCJtkNEAcT1/5D1KGgepnyO\neBQJtNsOWi0bhqFiZaWUOpu0zBgsp+/f7r8YbtgdeY3nhQjDCJY1OHPO4p7pYLicASHE0J6Wsizx\nVIBtFEVCvR4f6zjLZrZZBkzR/inCy8+BWNIl5OjwFRA5OkGIpk9oxwPWM2fyuYMgwsaG3T9JpVo1\nC9GIncFyNjrBQzj04AfHX9dxUCppA3t/424HXFk8KIbLGYg3Bg8GpUrFOHChyjKRpLgyvNv15rL/\nNIuAKe65bvNc8MNz+fcy0b4f4of/mvUoaJbqZ8YP2BnyvGCzR2aE1dUSLGt5l8oZLGfr+rXP4oHe\nzSOviSIB204v7rFtFvccFMPllA0r4imXWcSzW7VqwffDiZukT8M8A2Z0w6cRXn4O0H1opv9OHizr\nrCwBQjKA2qvn9u91ux7W123oerxUrqrLdZtisJwHgX+9/32IxOgVlV7Pg6qmF/dwIuhglutRmwPd\nrpdaxGOaLOLZrlTSp9JyaD9mHTBFFCK8+r2IvvAWICzGsZ7i9m9CHP1J1sOgWai+DFCqc/0nwzBe\nKu/1PNTrFsrlwdmlRcRgOT8POT/E9WufHXvdsOKeeU98LBuGyyka9sPIIp6ddF2FaWpotbIrbJlV\nwBReD9Fnfwvif//N1D7nomBboiW17RzxeXPdAGtrPciyhJWV8kIX/DBYzt+3HvybsUdDjiru6XZZ\n3LNfDJdTlDYzqesKi3i2URQZ1aqBVsvOvJ/YtAOmaP8U4WW/DPHDr0xhdItH3PhpCH86PUopH4T5\nNMA8IdsxiLiqvNt1Ua2aqXvk8o7BMhte1MM3f/pXY69Lint2F5LF+zKLsfo0bQyXU+K6Qep+ynLZ\n4HL4JkkC6nULnY6bm/PUpxUwxZEfIfzYmcADN01xdAvGaUHc/E9Zj4Kmacw54vPkeQGazS4kKZ7F\nXJS9mAyW2bp14yu4pzv6eN0oEnCcAOXy4OylbXuIonzcrxbJYjw6c27YuaSmqSGKBDyPRTxAXBnu\nukHumtQeNGCKu/9PHCw37pnB6BZLdN1lmc9I03QIuQ5UXpz1MHYQAv1ZzHrdyv0JPwyW+fC1+/98\nguIeF4ahDtwDkpOlaG8YLqfAdYOBHo2SFBetcNYyZllxAU9evx77DZjRD7+K8IpfBZzWDEe3QB74\nPnDf9VmPgqah/hpAzucSdDyL2YOmKWg0Srk8p5zBMj+OuLfhxrXR34ckRKYVj9m2P9M+zMuI4fKA\nhs1aWlbceigvy79Z0jQFpVK2BTyT2GvAjG74NKLPXAAE+QzMWWFhz+ITkOLeljkWRQIbGzZc18fK\nSgm6rmY9pD4Gy/w59NCH4AQbI6+xbR+qKqcWjuV1YiSvGC4PyHH8gWoyWZZgWZy1BABJklCtxifw\nLELV3aQBM/rO38WthgRfPOwmbv5niF4z62HQQZSeDWiPznoUE7FtHxsbNioVIxfFPgyW+eSGLXzr\noQ+Pva7TcVN/jlw3YGP1PWC4PIB41nJwL0a5bMBx2HoIAGo1E67rL1Tz+FEBUwiB6Jv/A9FX/zij\n0S2A0IW48cqsR0EH0XhD1iPYkyCI0Gx2IctSpsvkDJb5dsPa57Dm3jHyGs8LIARgGIMz4ZwwmhzD\n5QH0et5A8YKqytB1hRuAgf5m+7QAnndpAVMIgejrFyO65pKMR5d/0XWXQ3BWdyEJ9bh45nLBCAG0\nWs62ZfL59sRksMw/gRDXPHDp2Os6HSd176XnhfC8fBWk5hXD5T5FUZTa/ypuPTR4Sk/RaJoC09TQ\nbud7n+Uo2wOmLEuIrr4I4tAHsh7WYli/C+K2b2Q9CtqP+pmAtLjNyreWyc25VZMzWC6O2zv/jrs6\n3x15TRBECIIw9eeHs5eTYbjcp3jWcuf7NE2BosiFPzJKkoBq1USnsxj7LEdJAqZ5+5chvv23WQ9n\noYjrLst6CLRHQtKB+muzHsaBBUGE9fUedF1FrTZ4tN80MVgunm/+9K/Grqx0uy4sS8OuvuoIggiu\nW+x7/CQYLvchDKPUE3fYeihWqZjwvGBp+nu6boDgiS+Dedobsx7KQhE//jeI9buzHgbtReVFgNLI\nehRTEUUC6+s9RJHAysps9mEyWC6mB50f4taN0SephWHcozr9WMjBLXG0E8PlPqQFSE1TIMty7hqE\nz5uuq1BVBZ3OcoVsz48gv/J9DJh7IhB974qsB0F7keE54rPS6biw7XgfpqpOb7mfwXKxHXrwfyKI\nRtcDxLOX+sDsZRhGhb/Xj8NwuUfxlPjgD1W5bKDXW65AtVeyLKFaNdBuL+f50gyYeyeu/wcI9gFd\nCML4OcB8WtbDmAnH8dFqOajXzdQq4L1isFx8Lf8B3Nj8/MhrokjAdf0hs5cuZy9HYLjco7QiHk1T\nIEko/CuZatWEbftL3TieAXOPemsQt34x61HQJOpnY2CKZon4foj1dRvlspEaFibFYLk8vvPQ38ML\nuyOv6fW8zdnLnY+NOHgW+54/CsPlHoRhlFqsE89aLl67nWkyTQ2SJBXi68CAuTfRdTyxJ++EXAaq\nL8t6GDMXhnGhj2mq+2q4zmC5XOywicNHPzXymmT2slTSBj6W1o6QYgyXe5A2a6nrnLWUZQnlsr60\ny+FpGDD34J7vQvz0lqxHQaPUXgXIVtajmIuk0EdR5D1VkjNYLqfrjn5i7LGQvZ4H0xycvQzDaGkK\nV6eN4XJCUSSGVIgbC9kkfJqqVRO9nocwLNYrOAbMyUVsS5RvS1jIM4oQwMaGDSGAet0auxuAwXJ5\neVEX3z06uvAwigQcx0/te1n0WothGC4nlD5rGW8ML3LH/mQ5PC14FwED5mTE9z8P4bSyHgalENap\ngP6zWQ8jE+22gzCMUK+XBmalEgyWy+/6tSvRC5ojr7Ftr3+/2y4IokJngGEYLicghEgNl6WSXog9\nhsNsLYcv7ik808CAOQHfhrjps1mPgtIs2Dni09bpuPD9AI2GNdALk8GyGPzIxnVHPjHymnF7L2kn\nhssJ2LafehqPJEmFfsVSqRiwbR9huLzV4ZNiwBwvuu4ybn7PGaE8DCifkfUwMtftenCcAI3GVrN1\nBstiuaH52bGzl/Hey8FTe3w/hO9z7+V2DJdjDJu1tCw99f1FYRgqFEXmK7ZtGDDHOHobxJ2Hsh4F\nbVd/PSAdvO/jMrBtD7btodEowTAUBsuC8SMbh49+cuQ1URSf2mOag7OXRc4DaRgux3Acf+B8bEWR\noarFPUNckuL2S0VfDk/j+RG011wM65kMmGkE2xLlhoAC1F+X9TByxbZ9eJ6Hr9x3EYNlAV2/9pmJ\nKsfT+qS6brDUPZ73iuFyhFF7LYtawALEwdLz+EBKo2kKSmUD6qsv5gxmCvGDL0O0Hsh6GAQAlRcC\n6sOyHkWu6LqMf7nj3Tj8AINlEflRD4fXrhx5TRhGCMOIs5djMFyO4LrBQHsdWZag6yocp5g/RKoq\nwzDU1PPVi07TFNRqJjY2HNhOwCXyNCKEuP4fsh4FAYVrPzQO91gSAFy/9umJT+3ZzXFYg5BguBxh\n2Kyl43gDBT5FUamY6HaL+/8fRlXjhsytloMgiDd2cw9muuh7V0CExZ35zwOhPw6wnpH1MHKDwZIS\nbtjCjc3RPwe+H0II0W9HuB1nL2MMl0OkLftKkgTD0NDrFfPGaBjxA6moe02HURQZ9bqFdtsZqBhk\nwEzR+SnED7+S9SiKbcnPEd8LBkva7fDRTyKIRofEXs9LbaruOD6uv/56nHfeeQCAO++8E+eeey7e\n+MY34l3veheiKM4V73//+3H22WfjnHPOwY033jj9/0TGGC6HSAtQlqXBdf1CtlORpLj1UKfDIp7t\nZFlCvW6h03GHHgPGgDlIHGZhT1aEZAHVV2Q9jFxgsKQ03eAIbt34XyOv8bwAkhRvh9ru8ss/hne+\n851w3Xjr2J/8yZ/gd3/3d3HFFVdACIGrr74aN998M77zne/g05/+NC655BL88R//8cz+L1lhuEwR\nRVHqWeGmqRW2kKdcNlgNt4skSWg0Suj1vLFnyzNg7iTuOARx5EdZD2NPJCn+nu9utL1wqi8HlErW\no8gcgyWNct2RT0CI0fc72/ZhWTsLex71qEfjve/98/6fb775Zjzzmc8EAJxxxhk4dOgQrrvuOpx+\n+umQJAnHHXccwjDE2tra9P8TGWK4TJEWIA1D7VeJFY2isIgnTb1uwXH8ibcJMGDuFB0efSLGrMmy\nBE1TYBgqSiUdlYqBatVEvW5hZaWE1dUyjjmmgmOPjd9WVytYXS1hZaWU6bgPrHFW1iPIHIMljbPm\n3YmfdP595DWu60PT1B0vOF/wghdBkuT+CqcQon9kZLlcRrvdRqfTQaWy9QIvef8yYffcXYQQQ5bE\ni3vUY6VisIhnl1rNRBhGe/6Z8PwI+ivfBxOA83+umM3gFoS48TMQL3grJL08038n6Uu7/VdFkRFF\nAlEUIQyTX6PN98VvQiRvg5/TnOmIZ0eYpwDGz2U9jEwxWNKkDh+5Ak+oPm/ox4WIt9CZpjZwL0j6\nY8vy1hxet9tFrVZDpVJBt9vd8f5qtTrl0WeLM5e7eF4w0DRdVWXIcjGPetQ0BbJc3IbxacplA5Ik\n7buJPGcwN7ltiJuvmuqnlGUJhqGiXDbQaJRw7LEV1GpWv6rTdQO0Wg6OHOlgba2L9XUb7baDbteD\nbftw3QC+H/aD5tK9oCp4+yEGS9qLe3rfw0/tW0de4zjewNI4gP6L16c85Sn49re/DQC45pprcOqp\np+IZz3gGrr32WkRRhPvuuw9RFGF1dXUm/4escOZyl7QlcdMsbtP0eNaSy+EJy9Kg6wrW13sH+jyc\nwYxF3/04pKef01822qtkaVvXVWiaAknaOue32w0QBOHyBcR9EsoKUPnFrIeRGQZL2o/DR/8BL3/0\nH2e+QJgAACAASURBVA39eBgKBEEEw1AH9t7bto+3ve1t+MM//ENccsklePzjH4+XvvSlUBQFp556\nKn7lV34FURThwgsvnPH/Yv4kUcTS5yGCIEKzubN5qiRJWF0tY22tW7gqcdNUYZoa1tftrIeSC7qu\noFIxsb7eG5jd3vfn1GRE//K2QgdM5U2fgfSY0ya+XlXjfZK6Hs+q+34Azwv7M47zYK5fBPehxQop\nYuX/Bo79f7IeRiYYLGm/ZEnFf37SP6KiHTv0Gl1XUCoZA5MOshznh/2+eF5kXBbfJu3UHdPU4LpB\n4YIlAJRKBjodzloC8b69atVEq2VPLVgCXCIHgGiCtkS6rqBaNXHMMWVUqwaEEGi3HRw92kGr5fBk\njDEEJKD++qyHkQkGSzqISAS4sfn5kdd4XghZlqCqOyNVFImhLeqWHcPlpuGFPFohj3oslXT4fsjW\nQ4hb0NRqFrpdbyZfj6IHTPEfX4ToHh14v6YpqFQMHHNMGaWSgSAI0Wz20Gz20OvN5nuxtMqnA9px\nWY9i7hgsaRpuan4eYTR6a5xtpx8JWdQTexguNzmOP7A3S9dVRJEo3E1MkiRYls69lpuqVQu+H8y0\nqKnQATP0IG64EkC8jFQq6VhdLaNSMRCGAs1mD+vrPdi2P9VZ40KpF6/9EIMlTUsvWMOP2l8beY3j\n+NB1dWAJfJ7bdfKE4XJTWnCIm6YX71VHqRSfRMQbOVAu65AkzGV7QJEDpjh8OaoVHSsrZciyhFbL\nRrPZg217/Dk8IEl/NOTqc7MexlwxWNI0yZKKDe+ekdcIEXebMU2eNw6wWhwAUpd/kyrUVqtYxSyS\nJME09YHCpiLSdQWGoaHZPFhl+F4UtYpcbNwD++avoH38C7IeytJRjvllVBtlhGEE2/aXvqUagyVN\nS1X7GTxt5XU4aeU1KKvHjL3ecXxUKsZAdxnH8fst7IqC4RLps5aGEc/eFU2ppMNxOGspyxKqVRMb\nG87ci7mKGjDdQ38HheFyqoRkwLdejrW1bv8konLZgG17S9m7lsGSpuH48i/glNWz8LjqcyBLk8ck\n3w8BxIU92yeskllNwxjsh7msCh8uhRBDzxFvt4s1aynLEkxT46wl4gKeuGgkm0q/IgZM8ZNrIJp3\nQlo5PuuhLI/KSwClASBuIO+6ATRNgWXpKJV02La3ND18GSzpIAylhqc2XomTV16PFeOx+/48rhuf\n2LN7K5XjMFwWiueFAzNTqqoAKF4hD2ctY+WygSgSmd90ixcwBaLDn4DyondkPZDl0Rg8kSduMm9D\nUWSUy3r/aNtFnslksKT9erh5Ap6+ejaeXH8xVPngB7s6jo+VlfJAuExO/9t+DvkyK3y4TFv6Nk1t\noZ9o9yM+Nk/D2lqxZy3jfZZqbmZvixYwxQ2fgjjjzZC0RT29Oz+EcSJgPnXox8MwQqvlQFVllEoG\nSqW4Q0TaSk6eMVjSXimSgSfXX4RTVs/GI6ynTPVzR5GA74epJ/a4rp/armgZFTpcRtHgkrgkAYah\nYm2tWG144llLr5DN4hOStH2fZdaj2VKogGmvQ/zHv0A6uXitc6ZuwnPEgyBCq2VDVWVUKma/DVm8\nfyzfGCxpL+r6o3HKyuvxlMarYKn1mf07juPDsrSBfOE4AcNlEaRVTRqGBt8v1ok8ksRZSwCoVk3Y\ntp/ZPstRihQwo+s+Dpnh8kCEXAOqv7SnvxMEEdbXe9B1FdWqiSCI0Ok4ud0mw2BJk5Ag43HV5+CU\n1bNxfPmZkKTZd2D0vADVqgFZlnY8foIg7nmpKMvfBbLQ4TK9t6WKXq9YPaniV1h+oQL1bqapQZal\nXH/vCxMw77se4v6bID3yaVmPZHHVXgXsc/+Y5wVYW4tnWFZWSrBtP3ePCwZLGsdSVvC0ldfgaSuv\nQ01/5Nz/fccJYJrawGMnaUu07AobLsMwGlj2kWUJiiIX7ixQy5pvL8e8URQJ5bKO9fX8dwcoSsCM\nrrsMyqv+LOthLK4pnMhj2x5cN+7bFxcoOLlYKmewpFGOK52CU1bPwhOrL4AqZ7cE7bp+v+vIzvcH\nDJfLLG3TetzbcrE2sx+UZWnwvDC3S1/zUK3G54YvyhFdRQiY4uZ/gnjROyFZs9sXtaxE6VmAvv9W\nKttFkUCr5UDXFVSrJjwvQLfrZrYnmcGS0miyhRPrL8PJq2fiYeaTsh4OgHibiRAY6HmZTGxpmpLh\n6GavsOEyvXG6WrjztC1LL9wpRNtZlgYhxMJ1B1j6gBk4EDd9BtIz/3PWI1k8MzhH3PNCNJtdlMvx\nLGa7Pf9ZTAZL2m3VeBxOWTkLJzZeDkMpZz2cAa7rwzA0BIE78H6GyyWUbKrdTlFkyLKUi2WfeTEM\nFWEYFa6fZ0KWJZRK+sJuCVj2gBlddxmk086fywb8ZSHUnwHKp8/mcwug03GhaQGqVROuG8ztxTiD\nJSVkKHhC7QU4ZfVMPLr0jFwfqei6Aep1a+BxEi+Ni1yP/aAKGS4dJ21JfLAn1bIrlfSBRq9FUq2a\n6PW8hd4SsNQBc+12iDsOQXrcbMLSUqq/HtjDcXX74fvxLGalYmJlpYRWy5nplhIGSwKAsvownLx5\nzndFe1jWw5lIGEYQQkDTlB0TV0kvTF1f3gi2vP+zIeLjHtOXxNttJ4MRZSOZki/STO12pqlBkqTM\nT+GZhmUOmOK7HwcYLicioAK1187n3xJAu+3AMFQ0GvGe5VlsLWGwpODBVbzu59+CJ1TP2NM533kR\nH/uoDtxrHcdf6nBZuPWmIIgGZqoURYYkSYVaHrYsbSmC1X7IclwdvkwvJjw/gvzK98E87Y1ZD2Wq\nxI++CtG6L+thLIbKCwH12Ln+k64bYH3dhmVpqFane6oSg2VxGXIF/2n1V/DU9TdD+d7z8aTaLy5k\nsASSfZeDY/e85e6nXbhwmbb0bZpq6mzmspJlCZqmLlwRy7SUywYcx1+Y6vBJLWXAFBGi730y61Es\nhsYbMvlnwzBCs9mDEMDKSmkqZyczWBZT534VR695LE6z/xgveOTv4YZDP8Ypp/ynrId1IFEkEIZi\noIBHiOVeOSxcuBx2Kk/aPsxlZVnFOzs9oWkKNE1Bt5uvptDTsowBU3zvkxDhcn6/pkXoTwDMp2c6\nhk7HgW37WFkpHagSlsGyWEQooXVrA7d/6rF4ZvROXPDKi/Gxv/sYfvM3z4fv+3jBC16U9RAPzHV9\nmKaW8v7lzR2LOc+8T2EYDcxWqaoMIbB0s1ijmKaG9fXFrJA+qErFWPoipqXbg9l9COIHX4H0lFdl\nPZL8qp8F5KDyNFkRiI9S9fa89YbBsjgaxnE4qf46PHXl1SidvAJs66D1/vd/KLuBzYDrBiiVBhun\np012LYtChcu0Vwm6ri71N3i3eGNxhDBc3r0ew1iWhigShfh+L1vAjK77OGSGy1RCKgG1V2Q9jD7f\nD7G+3kO9bkFR5IlfzDFYFoGEx1Weg5NXz8TPH/8ibKy7C92tY1Lx0niUWjUeBCFUdfl6XhYqXKaF\nCl0vVuN0y9LR6xXn/5uQpLin5SIc8TgtSxUw7/o2xEP/P3tvHidHdd57/07tvXePhHYJSaAFbQMI\ngRDIgEBI7CCBENjESRzbSbjJtWNnce69zhtvr5ObN/GbcOMb+8Y4yHiJ4xiEMWBjBMZ4AUYILUgs\nWpFAAkmz91LbuX+UajQzXT3TS3VX1Tn9/XzycWhNnzqnq7vqV895nt/zBsg584OeSfhI3wAI4TKQ\ntm2Knp480ukY0unYuI0a2sKSbTQxgyXZW7CsYwMyyjQAgF6iiMUUbu6/um5CUcqrxkslk0lxyU3O\npesrNRynlzg/xumS5BjF89Y7HQASCQXFoslV+gPAVg6m3fVQ0FMIJ5k7g56BJ5QCvb0FUEqRzcYr\n7tq3hSW7TI0txbrpf4WPzt+K1VP+y5CwBJze9ZrGT3yrVDIrVo2zCDdntlLUkiehpWl8FvKIogBV\nlXD69GDQUwkEViKYdNcPQa/5CxA1GfRUQgPVLgLU84Oexpj09xeRSKjIZuPo7S2M2AZtC0v2kIiK\nhZl16OzYiEmxBRX/ztkStrlJTXMDG6IojAhymKZTCyKKbMX6uBaXqipx5fWoqlJkWx02QiKhIp/X\nwbCl2LgwITD1AdDdPwRZfl/QMwkP2XBGLUczOFiCbSvIZuPo6cnDtmlbWDJGTpmFZR0bsCh7EzQx\nVdV7ikWnipoHcQmc3RovFPSy12MxJaBZNQcuxCWl5UUchACSJELX+cjBU1XJ00CedWRZhCQJ6Ovj\n5yGiEiwITLtrC8jFH2K6J2+1UHGCY5weEQoFfWiLfHCwiJ8c+2JbWEYcAhHnpVajs2MjZiYuqfl3\nWSqZSCY1CALh4t7k9BRX2+KSFQzDKotaeSXWsgyvW+KJhMpNwng16IaN+G3/E4QAhRcjKDDffx14\n+yVg1qVBzyR4MrcBpNw7L8wUiwZEEfjJO21hGWXi0gQszd2OZbnbkJQnNTSW08FGLhNcLGIY1lBH\nwOHdeXTdAqWUqYdmLsRl5XxLPkLxgkAgSSJKJT6itC5u31aWjWprRVFExOIq7Jv/FhqNZgTT7noI\nIufikkIE0huCnkbNKIqAHx/+fFtYRpQZ8YvQ2XEnzktfBdGndozFooFUKsaFuAQcPaKq5R3ynNej\n9bA4FlyIy0r+lrxEtDRN5qq9pUsiwY/NRTXIsohUSkNvb8FJpI/oFjnd9yTowHsgycYiJpEmsRqQ\nJwc9i5po51hGE0WIY1H2RizLbcQEbY7v45umDYCWeUCySmVxabXFZZQwTassl0OSBNg2P/mHqiqj\nv5+vqKWqSqAUXLkBjIUkCUinNfT1Fc9czCOcg2kboDu+B3LlHwU9k+CISCGPS1tYRo+J6nno7LgT\nCzProIjxph6rWDTPNPhg/3qt6xaSSa3s9VLJRKq6OqhIwLy49Pqy8mRBJEkCCMGQoOCFeFxhvs1j\ntYgiQTodQ39/qez3EFWBab/ybZBVfwAiMH8JK4PKs4DYiqCnUTVtYRkdBCJhfnoNlnVsxLTYspbl\nAJZKTk96Hq7ZlDrdeiRJGHFfppStbj3MX5m9RKQsi9zkd6gqf4U8TtSy3DSfRwghyGTiyOf1ijnG\nkRSYfe+AvrUNZP7aoGfSejIbARINT7y2sIwGKXkKluXuwOLczUhIE1p+fKc9IoWiiFwEfgzDgqJI\nME297PW2uIwAlQSGLIvo7WX/Cww4Qqu3l68t8XbU8iyZTAzFojHuA0YUBSbtegjgTFxSogLpaPRY\nbwvL8DM7uRLLOjZiTnIVBBKsqCkWnapxHsSlrptIJBTk86NftxCLBTMnv2FaXFqWPaLcH3CqZXmJ\naEmSOBSC5wVFcXIteTnHY5FOa7AsG/l8dVH6qAlMeuDnoKcPgnT4X2QQWlLrATEd9CzGpS0sw4sm\nprE4ewuW5W5HVp0Z9HSGcD0gecCxJBJBCEbYJDq2iWxYEjEtLr23xPlIGgYATZO4s+GJx5WqxRTL\nxOMKBEFAT09tHZmiJjDtri0Q13426Gm0jpD2ER9OW1iGk8mxRejMbcCCzHWQhPKCkqBxcw55sQk0\nTQuyPDIN4Gw+ZvS3xpkWl97FPCL6+4sBzKb18NbuUZZFEEK4uDCNhaKI0DS5ZmHpEiWBSXf+B+jV\nfwoiM7KXNAZUXQxoC4Oexpi0hWW4EImKhZm1WNaxAVNii4KezriUSiY0jQ9xqesWZLm8uJiVvEtm\nxaWTbzm65SOBIAhcVE7LsgjLotzYLQFALKZwU6hVCVEUhrwsGzn3kRGYxV7Q1x4D6dwU9EyaT/au\noGcwJm1hGR6yygx05jZiUfZGaFIm6OlUTalkcLQ1biKV0jA4OPJ1VvIumRWXTr7lyNecfEv2n4gA\nvjoQAY6oavcQd/IsBwd1Xx6goiIw7ZcfgsC4uKRCBkheF/Q0KtIWliGAEhjvTsSmy/8bzk1cChIR\nR4HhUAputsZN04YgCGV91VnJu4zet69KKlkQ8ZJvqap85VvGYvxZLo0mmdRgmravn4Nu2BBu+hto\nK+71bUzfOb4L9NiOoGfRXDK3AkI4IzptYRkscTGHSyf+Npb2/jmkXVdidnJlJIWlS6nkGKrzgGGY\nkOWRW+CsFOFG9xs4DpUsiHgQl6LonFYWvqDVQAiffp7DUVUJsiw0JZ84CgLT3r4l6Ck0l5D2EW8L\ny+DoOyyj++fzsDz/V7hi8u/jlV++hs7Oi4KeVsPouglFiX7OYTUYhlUmLgE2OssxKS698y3BTb4l\nb1FLTZOh6yZX+aXDEQSCZFJFX1/zCtXCLjDpa4+B5ruDnkZToPHLAWVG0NMooy0sA8CUcPrVDN74\nt5lYP+Fv8Xs3fQHf/MY38PGP/w4Mw8DVV18b9AwbxradWgEWilrGo5K4ZCEIxmTs2SvfUpZFmGb0\nT1g1KIqEwUF+TMRjMQV9fXwZxQ8nnY4hn9ebHqkOdQ6mWQLd+X2QlR8Leib+kwlfIU9bWLaWc2Ln\nYfmkuzA3thZqZwIY9oz3wANfC25iTcLdGmf9nm2aNkRR8PC7NCOfd8mkuOQ531IQCERR4GKtgFOk\nZduUi4i0F/G4AkopCoXWpASEWWDa278FctnvRTrfbDRUmgokVgU9jRG0hWVrECDi/PTV6OzYiBmJ\nizFhQhKnTw+UBU5YRNdNpFIxLoIkrvXQ8Hs2pYi83yWT4tJLWEmSyIW5Ng9VdsPRNH5zLUVRQCwm\nt9zLNLQCs/sw6IHnQc67KuiZ+EdmAxBwW77htIVl80lKk7A0dzuW5m5DQj7b51vXTWia3LIHySAx\nTRuEAKJIYFlsq2nXTH20bom63yWT4tIrlM7LtriiSCiV2L/4AI5vqSxL3Jjij8bxSNMDyTUNq8Ck\nXQ8BjIhLSmQgfWvQ0xiiLSyby6zECnR23Im5qSsgkPJbc7FoIJlUuRCXgFvYIzG/XsOwEIspZa9H\nXa8wJy7dZODhSJJTyMPDdoIs89OByO3kwMN5HU0sJoNSGmjUNowCk771DGjvUZBM+ApgaiZ5LSB1\nBD0LAG1h2SxUIYlF2ZuwrGMDOtRzx/xbw7BACBm6n7GOrltcRGoNw0Iq5VXUE+1zzJy45DlqKUni\nmWImPtSWpskYGGA/J2c0gkAQjyuhaO0ZOoFJbdjbvw3xmj8LeiaNE5I+4m1h6T+TtPno7LgTCzLX\nQ66hz3exaHBz3XM72LAOpYBt22UPDe69PKpFPdyISx6seZwOROyLaMCJRgOEm/UOJ5nUkM8bobFe\nCpvApDu+C7r6v4JI4TQdrwaqzAO0ZUFPoy0sfUQkCuanr0NnxwZMiS2uSzQUiwZyuQQX4tItauGh\nGNfNrxwdkTZN29OqKAowJy69QsmSJHLxY1QUEYOD7BctAfwW8iiKCFEUQme9FCqBmT8Fuu8JkCW3\nBzuPRsje5ZjzBkhbWPpDWp6Gzo4NWJy9GTEp29BYjjOGxY2XsdvBhnVx6YrI0fc0t9gnijAnLkdH\nLgkhIISEJsrTLJzKOvZ/hC6qKoViW7jVJJNaaHNqwyQw7a6HIDQoLl1bL0IIBIGcuZacGb/Hh0lW\ngAoJILWueQeograwbBSCOclV6OzY6Hs7xmLR4EZc6rqFREJl3unFNC3EYrLn61GFKXFZuZgnuieo\nWnjJKwWctVpW+blmnVhMgWlaoX6ACI3APNoFemIvyOQLxv1TQpzdDVkWIUkCRNH5P+d6Yg9dVyhF\na/KZUzcDQrz5x6lAW1jWT0zMYknuVizN3Y6MMq0px9B1E8mkVma8zSKGYXmajLOGa6Y+migX9TAl\nLr3ElVceA4vIssREP9Jq0DSZG7slF0II4nEZPT3hj9aGRWDaXVsg3vglz3+TZRGKIkFRxDNtYS2Y\npo1i0YRl2eN2O2pqmUF2YzNHH5O2sKyPqbGl6OzYiHnpNZCEclsZP6HU2S52bOfYj146W8Ps+zeb\nJltFPRyIS4H5LyXg3CwHBsK5Xeo3vLW3BJxOPKWSGRlD4TAITLr7h6DXfgZETQFwvjeaJkGWJViW\nDV030d9fDNXDJ41dAihzAjl2W1jWhkQ0XJBdj2W5DZgUm9/SY5dK5pmHbPbvbW7/bdbv4464ZKeo\nhylxWamYh/V8DWdbjw/vM0Vx+s3ytCUuCASaJuP06cGgp1ITgQtMIw+y+4dIXvXRM32KbZRKJvr7\nS6G16yLZOxHEzNrCsnpyyrno7NiARdmboIrJQOZQKrlb4yS032W/MAwn75J1TNM644JS/npbXAZM\neTGP2z6KbdHlPO3wsSXOSyL7cOJxFYWCHsmbSNACk76yBdaVH0F3dz70DyREnoTszBthmAT5vN6y\n61ZbWI4PgYjz01dhWW4DZiaWh2KbUtdNqKqIYpHt66Fj0+NfQVRYMU3HNN7r9SjCjLj0LubhJd+S\nnypx3rbERZFAVUWcPh3dlIcgBaZ14g0M7vs5hHMvb+lx68FO3YbunhJiMQWZTAyWZWNwsNTUa1hb\nWI5NQpp4ps/3rUjKk4KezggccSkxLy6Bs1vDLN/n3JzL0US1qIcZcVkp3zKqqr8WZFlEocD21j/g\nVonboY9A+YkTtTQiXykZpMCkLz8EhFxcUohA5g5QCuTzOvJ5HZomI52OwTAs5PMl3/Nt28KyMjMT\ny7EstxHnpT8A0aPPdxhwq8Z5wM27ZFlcAk4BjygKI3YtolrUE85fTR14Pd1LEvtfRoCfdSoK+xWD\nwxEEAkWRcPr0QNBT8YWgBCZ94yeg/SdAUpNbdsyaSV4NSOeMeKlYNFAsGojHFWSzcRSLpm9R+7aw\nLEcREliUvRHLchswQQumqKoWKHWCKooiMu8UYhjeW8as4UYvR6fERLGohxlx6ZWfJIoC803vJUmA\nbduRj2xVg6pK6O0NV2eaZhKPKygWdabObSAC0zZBX/kOyAc+0Zrj1UOmsv1QPq+jUDCQTKro6Ehg\nYKDYkJhoC8uRnKPNw7LcRizMXA9FDM5ftB503Tzz0M2+uOShz7hlOeKyVCp/PWrikpks2Uri0rLY\n/tHxErV0DWZZL85yIYRAVWXk8+w9HOmGDeGmv4G24t6WHdN+5dugVjg/SyrPBmKXjP03lKK/v4j+\n/iKSSQ2plFZXd8i2sHQQiYyO0oWgv/kAPjj3ISzruD1ywhJwqsZVlZkYUUUopaCUehqNs0QlM/Uo\n3veYOVOjP3xBIAAoU1EfL/ixIGLf52w4sZhjFB/FCvFqaLnAHDgB+ubTrTlWrWQ3Vt1H3DAsnD49\nCEopcrlETVW0bWEJmAMq5pi34PfmP4r3fjYLnedeF7lctuE4haxgXnQBfFSNuzmXXq9HDSbOFKXl\nleKiyIfo4sWGiKcORIDThYj1lI5WC0zataUlx6kFSjQgdVPN7xsYKGFgoIRMJubZk3g0fAtLgsHD\nKVyu/Sk2Tfkmnv76YXzy/k/BMAxcffW1QU+uYZxuPdHaMq0H12ScZVgSl0zE071E5OiKK1bhJXIp\nyyL6+/nIt1RVqaoWhCzQyhxMeugF0FP7QSac19Tj1ERqPSCm6nqrrpvo7raQTscgSSL6+73tqngV\nlpqYxuLsLVjWcQeyi2cMvf7AA18LcFb+o+sWYjH2H0ZN00I83tzWmmHAsqhnxXjUYEJcen3wXhVX\nrMHDGoGzFkSM7hCXEYspzHeVGk4rBabdtQXi9f9PU49RE9k7G3q7bVP09OSRTmvIZGLo6yuOSKXg\nUVhOiS3GiimbsGjCWugFJjbnxsQwTC6KXXiIXALedkSUArZtQxCi831mVlyKosB8Jxe+TOLZPpcu\noihAEAhX+aVA6wQm3fkD0Kv/DEQJvniDassAdYEvY/X1FZFIOJZFvb1ONyKehKVEVCzIXI/Ojo2Y\nHFsIURSQisdwqhCtlqn1QOnZamKWizvdoh5BIEx7HVuWk1uqj4ovmKYNRWmLy5ZSuVKcbeHFi0k8\nT115NE1Gscj29lYlWiIwS32gex4Fueie5oxfC2PYD9XD4KAO26bIZuMYHCziJ8e+yLywzCoz0Znb\ngEW5m6CJ6aHX3bQSXrxxdd1kXlwCbv9ttos7HRFZLs2ipmeYFJeEgPmnG8CJXLIenQUcEc36RdNF\n0yR0d+eDnkZg6IaN+G3/E4QAhRebIzDtrodALtwcaJUwFbNA8jrfxy0UDAgC8JN32BWWBALmplaj\ns2MjZiUuASHe0Zxi0YCm8SEuDYOPfETXZHx0VI8lKhf1REvPMCkueYhaAm5FPNuii5etf8CJ0Jom\nX+0tRyPLImJxFfbNfwuNNimCeeI14J1XgOkX+z92taRvBQT/xYCiCPjx4c8zKSzjUgeWZG/Fso47\nkJLH77ZULJpIJDQQQpi19HJxI3qsY5o28516WKkYj7y49OpOIwjsi0tBIGdyUIKeSXPhYavHRdMk\nbrfEASdCnU5r6OsrwjCspm6R2y8/BDEgcUlBfN8SB9gt3pkevwidHRtxfuoqiEJtwkLXHZNx1n9X\nbsEH6+4hTj6iGvQ0mop7TycEI+7vUdM0kReX3jZEJHIh5FrhJToryyLzNwbAuZDIslTRToZ1BIEg\nnY6hv7809DDRzBxMuvdx0LWfBYl3+DpuVcSvAORpvg7JmrCUhTgWZW7Aso6NmKjNrXucUslAPK5y\ncQ0xDAuyzPZOj2XRMw1S2MatDB9tR0QpjYzpf+TFpZeIFASn3zbL8GNDJGBggP3IpaJIMAyT+Uh0\nJTKZGPJ5vSw/rmkC09JBd3wPZNUf+DdmtTRoPzQaloTlBHUuOjs24oLMeihiouHxdN1CKkW4yME3\nDAuqKjHvd+ll1cMaXl6XgGM9JoptcdkSvESkKBIYBtsXEh46EDlb/2D+pgAAquq0e+SRVEqDadoV\no0vNEpj2Kw+DrPwYiNC6XDUqTQPil/s2HgvCUoCI89PXoLPjTkyPd/oemXH7b7MuugzDQiLB9pYx\n4IhL1oMrtm17ishK+ZhhhAFxyWfkkgcfT2eLh/2oJcBXB6LhaJoMSRLGrZBvisDseRt0/7Mg6PA3\nTAAAIABJREFU81rYAjCzEahQ3VwrUReWKXkyluZux5LsrUjIE5p2HF03EYspzItL23a2TFkvYDLN\n6AiserEsb8P0KAVaGBCXlTwuo3MS6oH1JzeAn9aWTpW4xd2WuCgKSCSUqq2XmiEwadcWoEXikhIF\nyNzqy1hRFpbnJi5DZ8dGzEmtgkCafwtytsZF5kUX4FaNs23d5vqXsoxtU8hyeeSyLS5byOgPmxC3\nyio6J6FWnF0j9nOIJElEocCwodkZVFViPgrtRSqlDRl/V4vfApPufxa05whIdlbDY41L8jpAzDY8\nTBSFpSqksDh3M5bl7kBObcFnPQrDMKEo7PsCuy0SWReXksRr5DI6wZbIi8vREUoebIhYT2Z24Sdy\nKXLTgcglHldg27SuKl5/BSaFvf1hiGs+0+A4VZC9q+EhoiYsJ2kL0dmxEQsyayELwfW/dvMu2ReX\nblFP0DNpHpWEF0s4BT3tyGVguL1GhyOK7Ef0eMgpde0mWD+XoijAttlf53BEUUAsJjfUichPgUl3\nfA/0A58EkZonfqi6EFAXNzRGVISlSFQsyFyHztwGTIk3tma/MAwLyWRw4rZVmKaNRIJtM/VKPpAs\nUclyKEr3iUiLy0rFPKxH9Xjw8eQpamkYbEdTRpNMqsjna9sO98I3gVnoBn3tcZBl/hubD5G5y81n\nqYsoCMuMMgOduTuwKHszYlIm6OmMwLYpJybjNjc+kKw7pri2Q8Pv9VEKKjEoLtuRSxZg/cLhoijR\nsEjRf7gN4rxZEJec19A4iiJCEIhva/ZLYNpdWyA0SVxSIQWkrq/7/eEWlgRzU1egM7cR5yYvq9jn\nOwzougVZlmCabOdxuzmJLF8/z26Ns7tGp/pfAGCNeC0qMCku2Y9csl0NCPAjLp3k+3AnSNGBPAqf\n+zpQKEFcNg/KPesg37AKRKvdUy+R0DAw4G8XIl8E5juvgL67C2TqUl/nBgBI3wzUmW8YVmEZE3NY\nkrsVS3O3IaP4222oWRiGhVhMZjofEThr1cPy9bNSTiJLOF16Rq7R9X2OQnQ64uKy/MdDCPuRSyev\nlN0LB+Bsi7OefC9JTgQ67HlDxo9fAApOwZG1800Udr6J4pe/CXnjGiib10GcNaWqcTRNhm3bTXkw\n8kNg2l1bIN78t/5ODAAyG+p6WxiFpXkyi1s6P4nz09dAEpSgp1MThmEhlWI/7zJKRtv14rZHZJlK\nIjIq4jLSZ4fnbXEeorMsP3kDjnF6FCLQ+iPPlr1Gewegf2MrBq6/H4Mf/QKMZ14CtcZeSzyuIJ9v\n3pakbtgQbvobaCvurev9dM+joMVeX+dEYysAZXbN7wuTsJSFGJbm7sCi3j+G2HUNFmbXRU5YAk6R\nhJPHFunb3rjwYdXDQ+SykriMxn0x0t9AHsWlWxMQ9mhXIzhVcuwbHkdBXNrH3oO1fd+Yf2M+/wry\nf/hl9K/9QxT/5T9hnyoXaKoqwbKaE7UcTkMC0yyC7vyBvxOqw34oLMKyQ52N3t/MxqWFz+G6aX+O\nnS8cQmfnRYHOqVEMw4Iss11NzUMHG94jl1Eg0mfHS8GzLi75KOZhP28WcPItw97e0njyl1X/LX3n\nJEr/8DD6r/4Y8p/+Cszt+4YeEJodtRxOIwLT3v4t3x5qqDQJSKyu6T1BC0vbAgbeyuDYo3Px0ldS\n+ODqz+Ghb2zBxz/+OzAMA1df3cJWmU3ANNkXl3xsi7MfuaQ02uIy4jmX5R8y6y2+WBfPgOv9yLa4\ndDpJhd9SyvjJb+p4kwnjR8/D+NHzEBaci9iHboT9wbUwjNatte4czFP7QQ+9ADLnysYnkb4DqKG9\nYZDCMqVMwuKMU6CTXHYOcNvZf3vgga+1fD7NwjSdoh7WcX0SWb0Xun3UWabSGqNyb2RKXAoCuz8m\nFz7WyENv+PBHLe2TPbBefaOxMV4/jMH/8VXk/+abkG+7Gso96yCeP9OnGY5NvQKTdj0ENCguKUQg\nc3vVfx+UsJyZuASdHRtw4bTrYZmkro5JUYKHLWPgbE6iabJ7HaWU7WBS1LfFIy0uR3+peKgU52GN\nzkUxGk9n9RIFHzrz+Vd8G4sOFKA//AT0h5+AeOliqPeuh3TtpSBycy9B9QhM+sbToH3vgqSn1n/g\n5BpAmljVn7ZaWCpCAouyN6KzYyM61NkAAEOniMcV5sUlwIcP5NmcRNbXGP7dn3qplFcaFS0dcXE5\n8r952DLmY40CbJt1G6LwF/OYv9jRlHGtF/cg/+IekHOyUO5aC2XTWghTJjTlWEAdApNasF/5NsSr\nPlX/QbN3VvVnrRSW52jz0dmxEQsz10MWYiP+TdctJJMEosi+E0XbB5IN3MjeOCYVkcWJzHq9Ho37\nf2TFpdcHzHKvURdBYD+qx0N7S1EUQt2Zh1IK8ze7m3uM93tQ+ufvo/QvP4C0ZgXUe9dDXLm0KblU\ntQpM+sp3QK/8YxCx9vw8qswFtPGrqlshLEUiY176WlzYcSemxBaP+dnquglVlVpWeBUUbuSyVAp6\nJs3DbY/IMlHxe/SbtrhsMt7ikt38Cxd+Ipdsr9GJEIX3kds++A7oyZ7WHMyyYf70NzB/+hsIc6ZB\nuWcdlNuvAUknfD1MTQJz8H3Q158CWXRz7QfK3DluH/FmC8u0PAXLchuwOHcL4lKuqveUSiYSCZV5\ncWmaNjQtsre+qrAsCllmW3hVqqZmCXeNw++HUZE4kf2FeX3AfIhL9oWXE4Fmd43OBZGG+iJhbd8b\nyHHtg++g+KUHUfyHb0O+ebUTzbxgjm/j1yIw7a4tEGoUl5TEgdQNY/5N84QlwZzk5VjWsRGzkysh\nkNosdwzDgigS5h9gHasetu2IeBBePEQubbv8OTUq98YIi0s+t8V5EF4srw+IRjW8+eqbwU6gUILx\n/adhfP9piBcugHLvOsjrLgdRG+8MU7XAPPJr0PffADlnfvWDp28AxGTFf26GsNTEDJZkb8HSjjuQ\nVaY3NJauW1AUienCHkdcsi5KKAhhf1uc9U5ErqUU0I5ctgxeI5esr5GXaviwF01Yew4EPYUhrB2v\no7DjdRT/329CuXMNlLuvhzBjckNjVisw7a4tENd/vvqBM5ULefwWllNii9HZcSfmp9dAElRfxjQM\nE7LMtrgEvLcbWcKtpGaZs8KLXbzWGJX7f4TFpXfOZVQMRuuFdXHJ8gXfJewm8dQwYb95JOhplEG7\n+1D6+iMo/Z9HIX3gYij3roN05YUgdW5xViMw6a7/BF3zFyDK+PmfVLsIUM/3/De/hKVEVCzMrMOy\njg2YHFvY0Fhe6LqFeNwfoRpmLIttcVmp0pgl+Flj+SKjIKwZE5fRCRnXC+trZPmC7xL2in/7yHHA\nCLEVFKUwn+uC+VwXyIxJUDevg7xxDYRcuuahxhWY+gDorh+CLP/Q+INVsB/yQ1jmlFlY1rERi7I3\nQhNTdY8zHu5vj3XHBreaOsy/w0ZxcxJZvZ5GQWA1irNGr9fDL6wjLC7LX+MhX491WI/MAuEX0Pb+\no0FPoWro0fdQ/LstKP7jdyHfsArKPeshds6r6aYznsC0t38L5OIPjjkmFTuA5DVlrzciLAlEnJda\njc6OjZiZuKRlN1LTtCBJIiwrxA8YDeJGLlnGK1+PJfgRl96RSyDca4+wuOTPiogH8cz6OQTciv/w\nRkzsw+8GPYXa0Q0Yjz4H49HnICyaA/We9ZBvuhIkrlX59jEE5nt7gaMvAzNXVB4gfTtARnpi1iss\n49IELM3djqW525CSJ9X0Xj/goUUiD9XUUYhuNQLr6wPG3hYPO5EVl5UiPxH4zOuGEMeagGUEge1z\nCEQgcnn0vaCn0BD2awdR+B9fReFv/w3KHddA2bwO4tzxq6jHEph210MQK4hLCgHI3DHitXqE5Yz4\nxejs2IjzUh+AKNRu3u4XPPhA8lVpzCasrw8Ye1s87ET2ChKFD9dveIjqERL+SupGCft5tI+fDHoK\n/tCfh/7Q49Afehzi5Uuh3rMe0poVIFLlAqBKApPufQL0uvdBkueUvymxGpCnDP1nLcJSEeJYlL0R\nS3MbMFGbW9PymoXTwYZtH0gnH7EtLqMM6+sbizDfP1wiKy698kjCftNuMz48nMOwF2XZJ04HPQXf\nsX61C/lf7QKZ3AFl01ood14HYXKH5996CkzbAN3xXZAr/6j8DcPsh6oVlhPV87CsYyMuyKyDIvrb\niahRLIsXG5ugZ9FcWN82Zn19LlHtLx5ZcRmBz9Z3WE7Odgm78GqUKKyPnmpR28cAoCdOo/RP30Pp\nq/8B+bpLnQKgS8t7bnsJTPuVb4Os+kMQ4WxUj8ozgfilAMYXlgKRMC+9BstyGzA93hnqqIub6xWF\nm1g98BD14mGNrFMp5zIKRFZc8gqj1/phsC2gw37DppSC9gwEPY3mY1ownvwVjCd/BeH8GVDuWQ/l\ntqtAkvGhPykTmH3vgL71DMj8tWfHyWwAiDCmsEzJU7AsdwcW525GQprQgsU1jmvCzaodUbughw2i\nKryqJ/xV4ZVgSlxGISrUZmxYP4dhF5co6uH2uGwC9ltHUfz8/0Hx//sWlFs/AOWedRAXzAZQLjBp\n1xbgjLikRAXSt1QUlucmV6IztwFzUlfU3Oc7aFyPRMsKeibNgQfhFWVhUi2hvpb6RFQLeqrKaH71\n1Vdx3333AQD27t2LTZs24Z577sFnPvOZIUuVf//3f8eGDRuwadMmbNu2DQDw2muv4b777sMXv/jF\nJk2fL1gXXm2Ch+aLQU8hOPJF6N/9CQZu+xQGPvjfof/oeVDdgG7YEG76G2gr7gU98Bzo6UPO36eu\nhxLLjRCWqpjGxRPuwe+c/31sOPcrOC/9gcgJS+CsuGSVKPgENgofApptgrzf27aNz372s7j77rtx\n33334fDhw3jkkUewefNmPPLI+MWK40Yuv/71r2Pr1q2IxWIAgAceeAD3338/rrrqKnzqU5/Cs88+\ni6VLl2LLli34wQ9+gFKphHvvvRdXXHEFnnjiCXzta1/Dv/7rv6K7uxu5XK7xFY9B6KNCDdO+UkSd\n0D8gFEtBzyAUWF17Uejai+KEDJQ7r4W9aS20MxFM45WHgeWANHHTkLCcHFuEztwGLMhcB0mozlsz\nzLTz9dpEAVdAh/qaGlGefvpp6LqO733ve9ixYwe+/OUvY/r06fjud7+LL3zhC7j99tvHfP+4kctZ\ns2bhn/7pn4b++4ILLkBPTw8opRgcHIQkSdi5cycuuugiKIqCVCqFWbNmYd++fbjhhhvwsY99DL29\nvU0Qlrx+m9het/OAEPQs+IWajO6D1gk91YvSv/wn+tfej+6PfglmajMURYKgLsBzvU+gpJu4Z+43\ncO/cb2Bx7mYmhCUPtKN6baJAkA95XV1dWL16NQDgwgsvxO7du7FkyRJs3rwZS5YsGff940Yu161b\nh6NHz7aDmz17Nj73uc/hq1/9KlKpFC677DI8+eSTSKXO9rtNJBIYGBjAqlWrsGXLlnrWNS6KIiGV\ncqKpw6OVHR3V2XqMLWD8NWgf+b7qBvE6FiEEggBks/Hyfxw2bj3zrPyesQer/1jebxRFglhMBqXl\nX83qjzXyD/05b+XjVveekYgigSAQaNpwk2zq8zk7O26t7xUnpBH747trHW4EsiLCsmzYZ4pBql8a\n9fx/a6Gut9XwpuLL+9A7ZSWOvitjb97E6QEdO468DODleo4cWuJxBZZlo1QKT/7tvI6ZuGN+eYvN\nemE9MqsoEgSBIJ/Xg55K0xAEwvSOpSSJ0DQZ/f2tT1caGBhAMpkc+m9RFHHzzTePG7F0qbmg54tf\n/CIefvhhzJs3Dw8//DC+/OUv48orr8Tg4ODQ3wwODo4Qm81A10309Y38wDs6EujpyY/b/WTsa4r3\nP9Z7HRr5vuoGqXQsWRahKBIGB4dvXZ7943rmWM9n0fjxKr9RUZxcj9FVqtUda+QfNXrOzr6fjPrf\nsd839t8QEIJh3UFIE86bM25d74tPRPIzHx7jPeNPVhQJbLtWL8HGvsdjv6/ygNUey7JsvPHSUbz8\nxJs4d/YM7O63MTUzB5PTr+OfX/wBut7ZV/N829TG7RdchY9dcauvY55zTnPvU2GA9TVOmJAc/48i\nzuhzqOvNf+hLJpMjdJ1t25Ck6iVjzeIyk8kMqdlJkyZh+/btWLZsGb7yla+gVCpB13Xs378f8+fP\nr3XoGqn/qbOVUctqxq4WQRBAqdOejVVUVYKuWzAMNrdnJUmAKGoYGGA3tzGZVGGaNopFI+ipNEy+\nt4g9Pz+E3c8ewkBPAbfevxK/1kuYlkjin7e/id+5ZDF+cvcavHTsNTy4aysefeM5FC12I0VBYhk2\n3n+/35exCAE6OpI4dYpd2614XAEApiOXEyYkcfr0ALOpVJomQ5KEsvtFKtX89JuLL74Y27Ztw403\n3ogdO3bUrOlqFpdf+MIX8MlPfhKSJEGWZXz+85/HOeecg/vuuw/33nsvKKX45Cc/CVVVax26Yc7m\nJzD6TWN2XfzQzvUKP5RSvPPGKezadhD7u4452/sEuPX+lZi9fBr+4h+fw/03LsamC2bi0493ATct\nxw1zFuHiKQvx11f+Pr6z9yl8c+djONz3btBLYQpFVIKeQpuQ0S7maR5r167FCy+8gM2bN4NSii99\n6Us1vZ/QiCYr9PcXyyIjuVwcfX1FZntTy7KIeFxBb28h6Kk0jUwmhnxeZzZyKYoC0mkN3d35oKfS\nNBIJBbYNFArRipjoBQP7fvU2dm87iFPH+s7+wxlhOXfFdLyw7wT+/Dvb8cUPXoLls7K49qFtGNBN\n/N1Ny3HDnMlD1x6b2nj2cBce3LUVPz30ImzK5jWplXxo8Q34+2v/xJexBIEgl4vj1KnB8f84okT1\nd1gLEycmcfIku9HnWEyGKHpHLkfm7YcPpkzU21Gh6MP6OeTB4sXxSKzKQjcUnDrah13bDmDfL9+G\nMbqAZZiwtCwbj7z89tA/xWQRty2cjm/tPDwsgukITIEIWDN7BdbMXoG3+07god0/wsN7nsTJArut\nNZtNQvYqZKwPPiJeBADbDzWsX0uBSsW9rZ9HrTAlLnkgCl+qxmDb3JgHcWlZFLIc7jVapo3929/B\nrmcO4J03Tnn/0Shh+W5PAb9+8/0Rf3L34ln41s7DoECZwHSZmZ6M/7bqI/j0pffhR/t/gQd3bsWL\n7+5p4urYJK1W5wRSDYSQcQs/ow4PAjqiG681EO7r6FhEVlwyfn/2pN1VIvqwvj7A7Usdzshl/+k8\n9jx7CHt+fgj5vjGKqkYJSwB4rOvtsqzn2dkEVs6YgF8fPTWmwAQAVVKwccEabFywBntOHsCDO7fi\nP17/GfIGx12RaiCr+lcVzLJ9jQsPa2Qd514RzXMYWXHpJbJ4iAqxDg/nkPWuErZNIYrhOYfUpnh7\n7/vY9cwBHNzx7vifu4ew1E0bj79yzPPPNy+ZhV8fdaKf4wlMl8UT5+Lv1nwCn73io/j+vp/iwZ2P\n4Y3uI/UukQsmxDK+jcVDswaWrzEA++tzqeR5HXYiKy4j8Nn6Dh/Ci+2exsDZ88hqVMHZbgze3Lg4\nqGPvC0ewe9sB9JyosnDDQ1gCwHN7j6OngqXLVeeeg8kJDScGnQhktQITcLZ6P9J5O3532W345bGd\neHDnVvz4wAswbTYL2hphUrzDt7EEgcC22c9HZPUaA7C/vrGIgg6IrLisJEAi8JnXDaVASHcbfcO2\neVgjPXNzY/fCaFkWJEkIpOr/vUPd2PXMQbzx4lGYeg3HryAsAeCRl96u8CZAEgTctXgmHnjxzaHX\nahGYgHOzuGJGJ66Y0YnjAyexZc8T2LL7cRwfrJAPyiFTkhN8G0sQ2BcmrIsv1tcHVM4NjoLOiay4\n9FLurEf2bJvt9QHuOWRbXZ7NSWQ3cmKadkvFpalbePOlo9j1zEGcONhd+wBjCMs3j/dh99Gxq7w3\nXjAD//vlt2AOuxHUKjBdpiQn4k8vuw+fuOQePHXwV3hw51Y8f3RHzUtijanJib6N5dy02f39Aexv\nG7O+PsBdo5e4DL8OiLC4LH+NB/HFOqw/IABnI5csY5o2ZFkE0NwuPb3vDWD3s4fw2vOHUBys81hj\nCEsAePTlylFLl4lxFdfNnYwn3zo+4vV6BSYAyKKEm89fjZvPX403Tx/BN3c9hu/t/Sn6dHa9GSsx\nMZZFQo75Np4oEpgm28qE9cge6+sDKq8xCvfICItLr8hlNMLFjcBDMQjrwitsBS/NwDDMofZzfmPb\nFId3HsfOZw7iyO4TjQ02jrAcKBr46a7qOu3cvXhWmbgEGhOYLvM6ZuGLV92Pv1z1u/jP17fhwZ1b\nsfvk/prHiSrnpqf4Op4gCMw223BhPfWGH3Hp9Xrr51IrjIlL9qNePBSDsC4uLcuGokT2p1cVluV8\nP/28weX7SnjteafPd/8pHzocjSMsAeCpne+gWOXW/vKpOZyfS+Kt7vKOIX4ITABIyDHct+RGfGjx\nDXj5+F48uHMrtr75c+h29Pu4j8Wc7HRfxxNF1oUXuwEIF37W2I5cthSvz9apNGY7X4/1/uk8VItb\nFoUosv09BQDDsKAoIopFc/w/rgClFMf3n8auZw7izZePwTZ9ijZVISwppSM68ow7JCHYtGQmvvT8\nXu/x4I/AdI+1YuoirJi6CJ9b/fv49mtP4qHdj+NIX3nklAXmd8zydTzWTdQFQWB6fQBPkUta9loU\niLC45HlbnN1F8pA3a9s289viAKDrJlRVqktc6kUTb/z6bex85gBOHe0b/w21UIWwBIBXDp3GkZO1\n5TfeMn86vvLrN5CvEO30U2C6TIxn8ceXbMb9F9+FZw6/jAd3bcXPDr0EytAD6IKO2b6NJYrCUGSd\nVZxqePa3/fkUlwFNpkYiLC7LX+NhW9ypNGZ7ja6AZvXCcdYHku1tHV03kUxqNb3n9Dt92LXtIPb9\n8gj0Qv0Rz4pUKSwB1BS1dEkqEm6ZPw3f21P5vc0QmAAgCiLWzrkMa+dchkO97+Kh3T/Ct/c8idNF\nn8V5ACyaOMe3sRxxybaPKOuRWcARl+znzZbfI6KicSIsLvnMueQhJ9EV0CxHFyzLhiiKME12b3KU\nAqZpQVEk6HploWiZNg7ueBe7njmAo/tONm9CNQjLk/1F/GLfe3Ud5u7Fs8YUl0DzBKbL7MxUfPaK\nj+LPLvswtr75HB7c9Ri6jntv14edjJrELB8LeiSJ/WIe1nNKAT4EtNcaoyJxGBOX0fng64UHcenk\nJBKwHFywLMcHkmVxCQClkrM17iUuB7oL2PPcIex57hAGe5vcX7sGYQkAP9p+FFadYeV5E1K4eGoO\n298d22+z2QITADRJwaYL1mLTBWux87038c1dj+E/X9+GvBmdfubLJs3zNWggisKYDzss0K6GZ5eo\nBNAiKy6B8moxHoSXbVNIEtvFIGdNxtkVXqZpcVHUUyoZSCTUod8qpRRH953ErmcO4MAr74K24uZQ\no7A0LRuPbT/a0CE3L541rrgEWiMwXZZNmoe/v/ZP8NkrPop/P9PPfH9PY+tsBcsnL/R1PEkSUCiw\nLbxEkcAw2BZerIvLSmlTbXHZAkbn5fFQaczDGnmopjZNG/F4pH9+VUGpk3tJbIodTx/Azm0H0HO8\n3KqnadQoLAHghTfew8n+UkOHvW7uZHTEFJwuePcjH04rBSYAZLUUPnbhBny08w48f/QVfGPnVjx1\n4NewaDgf5i6ZusjX8URRgOmX60BIcarFeVgju+Ky0jmMiLaMtrgc/eTCR6UxD2u0IcuR/mqOi2la\nkCQx6Gk0nfeP9ODZZw9h36+OwCi1WLzUISyBsfuIV4ssCth4wQx8ffuBqv6+1QITcB7OPzDzYlx9\n7nIMCoP4x198H1t2/xjv5U83/djVQkBw6dTFvo3HQ74lgDNpRewKL6CyByQrVIrMRiW4FOk7uNeH\n3DYZjz6WZXPgV+p8V1m8CViGhTdfPoZdzxzE8f0BCZU6heWh9wew/ZA/c960eCb+9ZUDqDa4EoTA\nBIBYTEac5PDnKz+MP1nxQfx4/wt4cNdW/PLYzpYcfywWTZyDrJbybTxJEpmPWgJsu20AfNgQVVpj\nVO6NEReX5Xl5rvhi7YbtcjYfkV142BYHzkYvLYuN4oK+k4PYte0gXnv+MIoD428HN406hSUAPNrV\neNTSZUoyhqvOnYRth6qvOm+1wCQE0DQF3d2On6csSrht/lW4bf5VeP3UYTy4ayv+fe/TGDB86IhU\nB6tnXuTreJIkwqiy41JUcayW2BbQLN/jXSpVw0cluBRxcVn+IZ8VlwFMqAW4DzIseyQ6T2tsR6AB\np4ONLIsolaIrLqlNcXj3Cex65gAO7ToRfOOoBoRlXjfx1Kvv+DqdzUtm1SQugdYKzFhMga6bnjex\nBRPOxZev/iP891UfwX+8/jM8uPMx7D11sGlz8eLqWct9HU+WRRSqyIONMjxs/fORU9oWl4Exlrhk\nGafDC9tJ6a5VD8tRBsOwoGly0NOoi0J/CXt/cRi7th1E38lgolplNCAsAeBnu9/FoM9Cf+WMCZiV\nieNIb22fUSsEJiHOlnhPz9hzSypx/PbSW/DhJTfjN+/uwTd3bsVjbz0Pw27uQ1FMUnH59GW+jUcI\n4cJ4m/V7A8BHTqkgEM/zGJWdy4iLy/IPmZdqamft7F5ATNMR0CyLS9N0UhyiEoWmlOLEgW7sfOYA\n3nrpGKww3cAaFJa19hGvFoEQbFo8E3/3y9drnxOaKzDjcQW6blV9kyaEYOW0JVg5bQk+l+/Gt/c8\ngYd2P46j/fWZzY/H6hkXISapvo0ny2w3LXDhxcezHbkMNxEXl96RS9arqZ3uLjysMRpPaI1gmhZk\neewONkFjlEy88Zuj2PXMAbx/pDfo6ZTToLAEgD1He/HW8X6fJ+Zw+8IZeODFN1GsQ4w3S2AKAoGm\nyejuri/qPCmewydW3Is/Wn43fnroN3hw52PYduRlX+bmsn7u5b6OJ8sidJ19cdn28WQzfUymAAAg\nAElEQVQDL6slQtrisiVUEpf8mIyzi2XZUJRIfz2rQtdNKIoYSnHZfbwfu7cdxGu/OAK9YAQ9HW98\nEJYA8MjLR3yc1Egyqoz150/FI/uO1fX+ZgjMZFJFPm807BMoCiLWz12F9XNX4UDPMfzbrh/hO689\nhZ5SY0JdIALWz13V0BijURQR/f3R6UxUL3xsi/MRuaTULnstKkRaoXiLS/YjXm57RJYxTZv5hwQA\n0HUrdJ6eR3afwCN/9wt86y+fxo6f7mdeWHYPlvDsa8d9nFg5m5fMauj9rsB84uCJhq9viiJCkvwv\nbJmbnY6/Xv1xvPqR7+Afr/s0Lpq8oO6xrpjRiYnxrG9zEwQCQeBFdLEd0QP4aW85OmUlSkGl6MzU\nA0JI2Ra4k4/ItvDiIXLpXiBZP5eOp2e41nniYA/efu39oKcxNj4JSwD48SvHYDS5OGDxORksnZRp\naAw/BCYhQDKpNTWCF5NUbF60Dk/d/QCeuvsB3LNoHTRRqWmMO+Zd7eucZFmEYYRvd8BvJElgPq/U\nveVHIU+9Xio5pYTpPjEekVcooyN4fEQu2V8jwFf0MkwpAEuumg0xzJ+7j8LSsim2+uhtORabFs9s\neIxGBWYyqaFUMltWKHfR5AX4/6/7NF79yHfw11d+HHMy08Z9jyrKuGXeB3ydh6pKkbb8qhbHx5Pt\niB4PW+KVquHb4rKFjP6wnc4n0WnuXg/OAw37EVpeWiSWSiZUNTziMpZWsfCKxrZxm4aPwhIAfvPW\n+zje25o8vPXnT0VGbdx6ql6BqSgSJEnE4GBjfdPrIael8QcX34lf/daD+O5tX8L6OZdDIN5zXz93\nFTJq0tfjO0VzbEf0AD4ilzznlEZpxzI6M62A14fNQzW1a9XDMvxELk1IkogwPQ9dvH5eqOYDwHdh\nCaAp9kOV0CQRdyyc7stYtQpMURSQSqno7y/4cvx6EYiANeeuwEO3fA4v//YWfOKSezAxNjK38t5F\n6309pqI4FkQsN2Rw4aG9Jc8diKIUUIr8nbtSUU+UFH498LA1bhh8RC4BZ61h2hrPTk5i3mUzgp7G\nWZogLI+dzuPFt076Mla1bFrsX0S4WoFJCJBOaxgc1EMlPGakJuEvV/0udvzut/G/130Gl01bglnp\nKbhq1sW+HkdRwm315RduL2rWRTQPHYgqRy7b4rJleEcu2a+mdjvYsIzjWRqtH1S9lEpGqLbGAWDF\nLQvDEb1sgrAEgK1db7e8W+XMTBxXzJzo23jVCMxUSoNhWCgWw1n1r4gyNixYg8fu/Ac8vfmfK26X\n1wsv+ZY8mcSH6SGpGTjV8OVXpygFlKIz0wp4iUgeIpc8bIsDgGHYXEQvdd2ELEvhEHNn6JiawoJV\nAedeNklYlgwLP95Rn+9kozRqSzSasQRmIqGCEIKBgdbnWdZDVkv5Op6iiLAsyoU9j1MRz4e4ZD9y\n6d2mNEqBlsirE6/oHS+RSz7EpQVZZl9cUgoYhhmqrXEAuOy2C4KrHG+SsASAba8dR19A/p2rZ52D\nqUnN1zG9BGYspkBRRPT1BZtnGSSqKoc2Yus3PIhLUfRuicgaXu0tRVGIVKFy5NWJ25t5ODzYEblt\nLiP0XasLXsQlABSLJjSt8WpiP0lPjKNz7XmtP3AThSUAPNrCQp7RiALxxZZoNMMFZjyuIBaT0dtb\nYNoPcDwUhY8tcSd9iP3tYlFkv2Cpko9n1DRNtGZbgdEfOi9RPSfvkm3h5dgRsX8uAbdqXAjd1seK\nmxcgnlFbd0AC3PZfLse8lTObIizfeLcPrx0Ltkf6HQtnQGrCeXYF5qNvHEN/f5GLKE8lNE2CYZjM\nF7gAbpU421FLgB+rJa/rXtQ0TbRmW4HRHzqlTmQvbDdpv+FFeJmm3Y5eBogSk3HFpiWtOdiZiOX8\ny2cilVKbct6b2Ue8WibEVVx/3pSmjE0BfOqxLjy+/3jkbkh+omkyikX2o5YAH1vigCsu2Y5cVhaX\n0dIzTFx5vC6gPEQvHR9I9kWXrptQFPbXCQDFohE6cQkAC1bOxIyF/lU5ezJsK7xYNNDXV0Q6rfma\nh9pfMPD0rnd9G68RNvtoSzQaP3uRRxFRFCCKAhcWRICz/c+HuGQ/QlvJailqv+NozbYClcQl61E9\nXiKXTt5luApdmoVl2bBtGrrCHkIIrvnwRRDlJn3fPHIsDcNCb28ByaSKeLy23tSVePLVYyiFJPJx\n4ZQs5k/wtzp6ODwLTCdqyUchDyHOPZB1cenUGLBf0FMprzRq9/pozbYCXhdOHqx6eFgj4IgMp1Iu\n6Jm0hkJBRywWvuhldnISK+9Y5P/AYxTvmKaNnp48FEVCKtVYhbVNaUs78owHIQR3N6GwZzg8CkxC\nHHFZCMgNoNXIssR8NA/gI98S8N4Wdwu2okS0ZlsBbzsiPoQXLy0SeYpelkrm0LZe2Ljw+vMxdd4E\n/wasoirctil6evIAgFwuXvfn0nXgFI6eztc91WZw8/xpSDY5Ss2bwFRVGYZhMh/hclEUkYvtfx5a\nWwLeHpdR/N1Gb8YeEELKind42BYH3K1x9vMRHQ9I9tfpUiwaoYxeCgLB2t9bDiXmgyCq0W6ov7+I\nfF5HNhurKy/10a7wRC1d4rKEW+ZPa/pxeBKYsRg/UUvAiVzqOvsRPR4il6xUigOMiEug/MN3nlrZ\n94HkJXKp6+Hqvd1sCgUDqiqH0jQ3c04C1/zWRY0NUqePZalkoqcnD02TkcnEqq6gfK+viBdef6/e\n2TaVu5tY2DMcHgSmokhnGhKwLUJcBIFAEMB8xxrAbW/J9jrb4jKEVK4YZzvaZZp8mIy7P7go/sjq\ngVKKUslAPB6+6CUAzL9sBpZcPbu+NzdokG5Zzja5rpvIZuNVFfs81vU2wrpLel5HEiumdbTkWKwL\nzHhcQT6vBz2NlsFL33S3mId1Ec1KpTjAgbhkPapnmrZnlyIWKZVMqCo/0ct8XoemKaE9t6vvWYZJ\nc3K1vcnHzjuFgoHu7jwkSUBHR6Lid8OwbPxo+9GGjtVs7va53/hYsCowZVkEIYSL/EMXRZG4WC8v\nPp6i6O3jGcXfafRmXAEvEcmLVQ8v0UvH75IfcWnbFLpuIhbzx4bHbyRZxE33X4Z4usruPU1o6Wjb\nFH19RfT3FxGLKcjl4mW5uc/vO4HTg+GOZq2ZPQnnxFvXBYlFgRmPKygUSkFPo2UQ4hS58JBv6WyJ\ns7/OSibxUdQx0ZtxBbyKWngxGeel/7ZrScR656Xh5PMlxGJyaKOXyY4YbvqjlRDHu/g1uVe4YVjo\n6cljcFBHIqEil4sPRTIfeSl8hTyjkUUBdy6a0dJjsiQwZVmEKArcdOQBXON0PtbLU+TSq1I8jLn3\n4xHtK8ownMTmkSeAl8glL+IS4C96aVkUpZIV2uglAEw5rwNrf2955T9osrAcjq6b6O7OY3CwBE2T\ncapk4tUj3U09ph9IkoDfuuQ8iC2+ibAiMBMJBYOD/EQtAX62xAHn98G6uKwUtZSb1biiyURz1hUY\nHaWk1Lk5R/miWQ282BEB/OVdAm70Ugn10+u8S2fgyrs9+o+3UFgOR9ed7j5bnnmzZcesFUEgiMcV\n5HIJpFIxTEpouGbOpJbPI+oC08215KGwZTiKIqFUYltwAXxUiQOVW1tG9d4evSvJGHgpfB6il5Ty\nZElkQpJErrbGbZuiWDSQSIQ3egkAF62bh+U3zj/7QkDC0iVfMvHUq8daftyxkGXxzLZ9AtlsHIJA\n0N9fQHf3IPJ5vWW2RKOJssBMJlUMhjyn1m9U1enKQ2lILRB8hJct8Uom8W1xGQLaeZd8RPR0ncfo\npQ5Vlar2dQyKyzcuwtI1cwMXlgDwk13vIB9QsYNTbCFA0yQkkyqy2TgmTkwikVBAKUV/fwGnTw9i\nYKA04oZy2fQOzM4mAplzFAWmpkmglHKzPeyiqhI3vdP5EZfeJvFRDRoxdYf2FpdWVT54UccwnKri\nQiHomTQfJ4qnctWFg1KKfN5Zd19fMejpVIQQgut/52JcsvZ8ZKalAhOWtAV9xN3ritshzP1fV5hZ\nlg3LsmEYFopFo6qtPUIINi+eiS+/sK+pc6+EKzBx03LcMGdy6H0F43EVfX0cXPSGQYjTlae/P7zX\nAT+RJBGGwf459sq5jGoxD8BY5NK7qIefyCUP6wTcqvHyc806hYIOSRJDXbylqhKSKS1QYQkAO4/0\n4OB7Ay05lm3b0HUTxaKOgYEiTp8exKlTA+jpyaO/v1i1sHS5ZcF0xAL8LUclgplIKDAMi4t8vOG4\nVeIc7IhDlkVYls38WiuZp0e1mAdgTFwCXkU9FJRS5oWIU7zET9W4U9gTzu41zWRgoIhkUgt6Gp6o\nqoREQkVvbyHwiNcjLx9p+jHyeR35vI5CwUCpZELXHaHTaB5cWpVx47ypPs2yPsIuMEWRQNNk7irE\nAUDTZG6KlxRF5CLlgbV8S4BBcVmpqIcH0cVT/+1i0YCm8Scudd2CZdmhsyYKk7A8NVDCz/eeCHQO\njbK5hR17KhFmgZlMasjnddhh7enZJASBQJJEbsSlLEvc5Ft6rbMtLkOE18ngxQdS1/lYJ4AzT3mU\nm/UOZ2CgiHhcDk00PkzCEgB+/MpRmBEXHQsnptE5ORv0NEIpMFVVgiAQrnKuXZyoJR/rJsTJOeRB\nXFbqQBTVYh6AI3EZ5SeAajFNK9IJwLXCa/TStinyeR2pVPDb42ETlqZtY2tXuPuIV0sr+42PRZgE\nJiEEyaTKTTHLaDRN5qhKnI+oJSGAILBVzAMwKC4rF/UIoW2h5yeGYZX1VmaVYtHp1sPDeR1NoWCA\nEBKouA6bsASAX795Eu+FuJq+Fq6fOxm5kDw8hUVgJpMqikWTuyIewIluUUq5WbuiiFy0t6wUtYxy\nMQ/AoLgE+I5e8tQekVIKw+CzsAcA+vuLSCSUQLbHwygsAeCRl5pfyNMqVEnEHRe0tt/4WAQtMBXF\ncUrgsYgH4CtqCfDT3rKSj2fU9QqT4tIrD4+foh5+xCXA79Y44PgoFgpGy7fHwyosj54axEsHTgU9\nDV+5a9FMhCkwH5TAdLbDNW63wwkhUBR+jNMlSRhq38w6jo+nV+Qy2nqFSXHptS3MS1GPbVNYls3F\nWgGniMmpoGTyqzwu+bwOQghisdYI7LAKSwB4tKu5pulBMCMdx+pzzwl6GiMIQmCmUhpKJYOLHDwv\nYjGnkId1v0cXXqKWgPe2uFvMFGWiPfsKOImwI1/jZVsc4C96WSjoobPmaSV9fQXE40rTL0ZhFpYl\nw8ITO8LVR9wvguo3PhYUwJ8/sR291G76907THGcE3vqHD0fTZK6q41VV4sJuyTVPH/3QIMtSpIt5\nAEbFJSGkrM82pU4nDR4iXI7BOD/islg0oChSaKx5Wo1tUwwMlJBON297PMzCEgB+tuc4+ots3oyu\nmDkR01OxoKcxApEQfGnNMkyQJWQysaYJTFEUkEgo3G6HA04Uz7btUP7umoFblOtV5MIalfItWdh5\nZFZpeZ0cXrbG3YtQ1MPq1UIpUCrxm3sJOA8UhmE3Jf8y7MISaE1HnqAQBYJNi2cGPY0hFFHA36+7\nEDfMm4pSycTgYKkpApMQIJ2OYWCgFNrvXSuIxfiKWjpb4uwLS6CyuGTB8YVZ9cFz3iXAX/SyUOBb\nXAKOubokCb5+DlEQlnuP9eL1d/qCnkZTuWPhDCgheFhMyCK+etNyrJkzeei1ZgnMZFKDYZhcbI9W\nQhQFiKLA1WfAy5Y44O3lSQhhIjAU/RVUwCvv0ulgw4fg4i3v0rJsmKbNvcDs63PsifxI/4iCsATY\njlq65GIK1p03JdA5TEqo+Obtl+HS6RPK/s1vgRmLyZAkAQMDfNoOucTjCgoFfnJNCXGqp3ko5pEk\nAbZtl7UwlWUx8vmWAMPi0jvvknKTd2kYFkSx3FCeZXgv7AEckd3fX0Q6HWvo3EdFWPbmdTyz53jQ\n02gJQRb2zJ+QwsMbVmLhxHTFv/FLYMqyiFhMQW9voe4xWEAQCBRF5MZ+CABUVebCOB1wopZe2/8s\nbIkDDItLwDvvUtctbiJ6pZLJVSTPMCxQSrk5v5XQdQvFooF0ur4ikKgISwB48tV3oHPSsWTZ5Awu\nGEPcNYtrZk/Cljsuw5Tk+N+nRgWmIBCk046f5eiIDm/E4wqKRX7shwDn2lNktDBvNJU6ELGSuse0\nuPTOuzSZOXnjUSzylXcJOL6P8Tjf0UvA+Rwsq/YCnygJS5tSPMrBlrgLIQR3t7iw5w8uOQ9fWX8R\n4jWkE9UrMAkBMpkYBgd1bv0sXQghUFUZ+Tw/UUtCCDdb4oC3eTor+ZYA4+LSq/G7k3fJh7g0TYup\nL2s16LoJQth5+muE/v4iRFGoWmxHSVgCwMv7T+FYN19bpzfMm4pUCyLzaVXG/7rxYvzhinkQ6sj/\nqkdgptOxoag775w1TecnbKmqfBmnW5bl4W/JRr4lwLi4dPIuvavGWclrGA/eqsYBJ2qXSLSjlwDQ\n21uApsnjpkdETVgCfBTyjCYuS7htwfSmHqNzchbfv2sVPnDupIbGqUVgplIaKKXc9g0fDiGOuMzn\n+SnkARyj+FKJjweLSnZLLOkSpsUlMJYlER+Ci0f/x1LJrPhgwRuUUvT25hGPKxVzUaMoLI/3FPCr\nN98PehqB0CzPS4EAH714Lh687VJM88m0vRqBmUioEEUBfX38GqUPJx5XUCqZXOWcCgKBKBKu/C29\norQs3bOYF5feRT0mU08IY2GaTmspHirkh+NEL9WgpxEKLIuir6+AVEot+z1EUVgCwNaut8HRvXcE\nc3JJXOZhB9QIM9Nx/Nvtl+GPL5sP2ec0mrEEpvPQI6K3N+/rMaMKIQSapnAXtVRVmRtvSzdVzRxV\niOjmnLIC84pDksQySxbTtCEIAjc2PfxGL9naZmgE07TR11dEOq0NPWhEVVjqpo3HX2Gzj3i1bF7i\nT/SSAPjQ0nPxH5tW4cIpOV/G9MJLYLrpGj09Ba4qosfCiVoaXEUtAUDT+DFOr1Qlzlr6GlurqYCq\nSmXts1yTcR6Sx4tFA7lcgjtD4sFBHfG4Cl1vR0UAJx2kv7+ITCaGfF4f8hKMkrAEgJ/vO4EeziI7\no7l69iRMSqh4r4EcxXkdSfzVVUvQOSXr48wq44qHTCaGYtE4IyzzXBWtjIUTtZTR3T0Y9FRaivOw\nS7hxCOAh3xLgIHIJwDPXjKcONrZNYZoWc09G4+HmtPC27rFwq3ETCTWyPZsfeYm/Qp7RSIKAOxfV\nF71MyCI+ffkCfO/OVS0Tli6lkgldNxGPK20vy1EkEo6vJW+fiabJXAR5XBTFO0rLmh7hQlw65f0j\nX9N1fvwuAQxFCnhjcLDUzr0chqpKUFUZAwMlpFJq5HJx95/ox663e4KeRii484IZkGpI7SEAbl84\nHY/dsxofvnCO77mV1aBpMhRFOvP907iySRsLURSgqhLyeb52lwA335IPcelYENll0XpFYceCyIUt\nqVwBQkjZ0wKljg+kE6JmP9ejVDKRTKoQBMLVk7FhWDBNG7GYXJYawRujcyxt20YmE0NfXzEyW1I8\n2g9V4pyEhmvnTMZT+8dvf7lq5gR8cuWCMds3Npt4XBnaCrdtCkopMplYJFMz/CaRUJHP69zlnqqq\nBMOwuLknqSofUUuAk8gl4H3yePOA5K0dpMvgYAnxuFIWveYJr+IdXbeGinyicHEbKBr46c53g55G\nqBivY89FU7L411tX4F9uXhGosEwkVKiqNCQsAf96kUcdWRYhSQKXD788bol7BbOicP2tFfZWVIFK\neZc8mW27/aZ5s7mwLBulkol4XOXSpHmsqnDDsNDbWzjzvSChvtD/ZOc7KEQkwtoqLpnWgfNySezv\nHhjx+oppHfjY8vNw2fSOwLfb3O1vp3hn5L8NL/LhNYKZSPB5XRJFAkkSuNg5BDD0ADX6Oy5JApMP\nV+ytqAKCUG6qbdsUlkW5yb00TRu2TZmrSquGwUEdmiYx+SMei2rshkzTRk9PHrGYEtr8VEopHnn5\n7aCnEToIIbj7jC2RQIC1cyfjW3esxDduuxQrZ0wIVFi6vcIJgaewdOE5gqlpTtCDFxue4WiagmKR\nn3XztCUOcBS5BJyTODq3zK0aj0rOWaMUCjo0TYGu89WTmVKKfF5HMukILR6oxcfStil6egaRycSQ\nSmno7w9Xt5Qdh7tx+CRfFi3Vcsv86TgxUMRdi2Ziejoe9HQAOA/zmYzTK7yaqByPEUxCMPT75BFN\nk9DdzY9NnKJInr8FVlPzuHpM9DqJPFkSAc5FXJYFiCJ/CYiFggFBIFyc73oM0ikFenqcG102Gw9V\nk4F2IU9lkoqET6xcEBphKcsistk4ikWjpu1e3iKYiYSKUsks69TCA5omwzBsbgp5nPaWQlkQSxDY\n6sozHPZ/wcMQxfLcBtO0QQi4uJi5OLZE/OSaDmdgoIRkMpxbv37RaOed/v4iSiUT2Ww8FBe+k/1F\nPL/vvaCn0aYKNE1GOu1EvuspUOFFYEqSYz3EY64lgDPuHfzk/qsqP4U8Luz+eivgXTVuDOW+8ECh\nwKfnJeAUsBiGxWwhl18tHQsFHQMDRWQyGmKxYL8rP9p+FBYnEY4ok0w635Xu7nxDaUY8CMxkUsPg\nYIk76yEAZ2oc+OnIAzhenl7FkqxuiQMcikuvk1ksmlBVfsSWbVMYBp+2RIATvdQ0mbkbl9+9wnXd\nQnd3HqrqRKOCqA0xLRuPbT/a+gO3qRpRFJDLxUEI0N2d92Wrk2WB6V53eSpmGY5jP8RP1NLZEi8X\n04SA6WJitn61VSBJQlkumeuYH7VuJY1QKBiBR6SCglKKwUEdqZQW9FR8w29h6eIU+jiCIZdLtPw3\n8ss33sfJfj63DqOAqkrIZmMoFAzfi8BYFJiCQJBIKKErmGsVbs57mC3P/MbpQOS9JR60TVgzYeMX\nWwOEEM8opWOozo/Ycp+iWH5yGoti0QCllAmB3SxhOZyBgdLQjT4eb11KQbuQJ5wQ4vhXxuMKenoK\nTRMLrAnMZFJDoWBwUQ3vhaY5rR55SgfQNG8LItZ3DqP/a60Dr/xK3rr1AEA+r7dUKISN/v4i4nEl\nVFXRtdIKYelSKpno7s4PVQM3+3M7fHIAXQdPN/UYbWpHlkXkcgnYNkV3d74l3zsWBKaqShBFwl0T\nCxdCnEIentYvigIIKd8S9/LdZo3o/lIbQJLEsouU02uZH0N1wLloi6LAVTrAcGzb8b6M6vZ4K4Wl\ni21T9PYWUCoZyOXiTY38bu1qm6aHCUKAZFId8kFtZaVz1AUmIQTJpMrtdjjgROp0nZ8+4kBl43RV\nZXtLHOBUXALeIWkeo5eFgo5YjN/oZaFggBASuS2KIITlcAoFAz09eSiKhGw27vsNv6CbeHLHO76O\n2aZ+FMWJVgJAd/dgIJW+URaYqZSKYpFPT0uXWEzhyn4IcPMtvarEo3W/qYdo/UJ9xEtElkoGh+LS\ngKKIXJqqu/T3F5BIKJG5YQUtLF0sy4liFosGstmYr/ZOT+9+FwMctsQLG4JAkE5rSCScaOXAQLD2\nOVEUmM52uMCtpyXgpKJZls2VuJYkAYSgbM2iKHCxQxqNX2cT8DrBTq9xm7ve207lOL/RS8uKTvV4\nWITlcIpFA93deQiCgI6ORMPGwO0+4uEgHleQy8VhmnZg0UovoiQwBcHZDu/r43c7HHCiljzlWgJ8\nelsOJ9y/zCbjtRVaLPLn/1goGFBVmfkckLEoFg3YNg11gVMYhaWLbVP09xfR319EIqEgk4nVncu7\n52gv3jre7/MM21SLokjo6EhAkkR0d+dDKQqiIjDTaQ35vB6632srURQJlCI0DyetQtO8LZd40Rfh\n/VW2gErdemSZ/WTb4VBKUSoZiMf5+NJXor+/iFhMDkXLw9GEWVgOxzAc4/VSyUQ6HUMqpdVcVf5o\nu5AnECRJQDYbRzzu+DD29RVCXXwRdoEZiymgFHW1wWSJeJy/qKWiSDDN8t7pXsXErMLHKisgCKQs\nRE2pc9HiqR0k4NgSaZrClageDaVO9C2objSViIqwHI6zVT4I6/+2d68xsqV1vfi/z1rPutalqxvO\nJBJJjpz8DRqiOR5NNJkQ4yEREwmYEI1KSMSIIYaRF14yqCRGxHBIJBGCBvAVajDGc4bhMvhHD4ic\nAwIzw21wZMAZZmbvPZe9u+u67pfz4qlVXd21qq91WavW95N0ds++TXXvqlrf9Ty/3+9JM+zvt9Bq\nWRcKmX0vwqcfubWBR0gFKTV0uw66XQe+H6Hfv97xjZtU1YAppQbXNRrdHQ6oRjAhUHqu9i5TpxCV\nrVo2J1dU59W4JWVdW0HQvLO3s6xYvazutvAmRFGKMEzQ6TjbfigA6hksC3mubloODycAMAuZZ93A\nfOLhpxGn1V0t2yW6rqHbtdHtOoiiBIeHk9KxKVVXtYApBNDtOhiNgkqv/G6C61qYTJq1alnMsCwf\nQdScXLH9V+KWqTurkxe7JEkBiMbNf1Srl0ath4qvwmQSQtPE1k/vqXOwnKeO2wxxdKRC5sFBC+22\ntTChIM1yfORBniO+boahY2/Pwd6egzhOcXg4qf1xfFUKmJ2OgzBMEEX1WP1dl6LsrImrlmXjh0xT\nNura2qz0VEIdB7m4VN3U1csgaHbneGE49OG65tbqL3clWM7LMhUyDw8nyLIcvZ6LbteeTW344rdv\n45m+v+VHubvUOeAu2m0bYahWKnepHrAKAdNx1IlfTR47VGi1THhe874P3BJXGh8ugWUD1eNGLWEX\nuHqpFN3Pqv5ys9+LXQyW8/JcnYx0584EUZSi3baxv+/i/oe5arlqmibguiYODlqwbXX03tFR/Vcq\nl9lmwDQMHa5rYDjkDVLRId601VvD0JHn+cJsSyHKG4h3WbO+2iUMQ4eU2oknRJbliON06fFNuyrP\ncwSBOnN8PG7eXec8VX8Zo9u1MRhs5oKx68HytCCIEQQxnhuF+Py3ntv2w9kZpi6dGqAAACAASURB\nVKnDtg0YhkQYxo15PgGYvV/v7Tkb+7o1TaDTsTEcss4SUKuWTbx+LF+1bN6oP65cTpXPvGzmFrHn\nqVXbpq9eAsBkEiHP1ZnK69a0YDnvf/7rE1s9+WUXSKmh1bJwcNCC61rTJp0xxuOwcc+nTa9gqk77\nuDZd9utkWc2ca1msTgbB4mJUE3MEw+WUurM4+XNRlEDTmtfYk+c5fD9Cq7X+QFUHo5EPw5BrrcFt\ncrAMkxSf+MqNbT+MWlIjb9S2d6fjIM/VkZz9vocgSBod2DcVMDsdG2maNe7c7GVaLauRNae2bSCK\nEuSnXnSG0ZzZlvOa9xUvIYQoDQ++H8O2m3fX4XnRrFyg6fJcNfi0WuZavh9NDpYA8M/ffBYDbzdr\nANfBNHW029YsUAqhnp9HR5PGnwZz2roDpuMY0HWt8fMsC45jIknSxq1aAuprL7vBaOKqJcBweUJZ\niAyCGJbVrBN7Cp4XbmQ7uA7SNJs2+DgrLRdoerAEgP/1pSe3/RAqrVid3Ntz8MIXtuE4JtI0w2Dg\n4ehogskkWmggoGPrCpimqcNxTDbwTAkh4LpGI1ctTVNHli028miagGlW78S3TWBDzxwpNRiGfuKu\nSx2NqM4bb9q2RxAkcBwTpikbN6usTBSl8P0Ie3sO+n3v2luODJbAt24N8c0bg20/jMooynCk1GEY\n6iNNs9lzbzhMG73VfVWrbvKRUkOnoxr92MCjuK6JMEyQNvAQhGWrlk1s5CkwXJ7iOMbCkn4QRLOj\n0ZpmPA7RbtsMl1O+H0PT1HF51+kgZ7BU7vtyM1cthVAn5Oi6NguTRclFkmSI4xSeFyFJGCZXZVUB\nU9PE9ASekCvGU7ouYNsSh4feth/Kxum6uiEsmyqz7YM4tonh8pRiiv783WhxAH0TV/DiOEWWZUtH\nLDTRZBKi27XR6dhXqrVisFRGQYx//PpunSMuhIAQKoAIIaBpxYcGXS9+VCEyTbPZh+9Hs/cZWp/r\nBkwh1J/1/ahx14KztFoWPC9eaGZpAts2Sw8jsCwJTWtu5SHD5SlFY4/nnVyl9P0IjmM08g1lPA7R\n6zkIw5irKFPDYYBez4XrmgvPlbMwWB77h6/eRFjjlZ8XvKAFQG15FTtfea5KafI8R5bNf2SIY/Vj\nmuaNvAhXxXUCZrerjszcpZONrks1fuoYDpvX1CSE2voujrad1+RVS4DhspTjLIbLMEzQalnQda1x\noSBNs9nX38TBuMsMBj56PXd2bOZ5GCyP5Xle+y1xtQWoQiKzYr1cJWB2OjbyPOd74CntdnOvC5Zl\nII6ThR0HXddgGM2OV81dsz2DpmlLzxtv6t3IZBLCsiRHE81RMwU9uK5Z+nyZx2B50kOPH+KpO/Wu\nz1IrlAyWdXWZLvJ224KmiUauzp3FcQxkWd7IHT1Aff1lq9hNzQnzmBSWWDbz0rKa2f2V58fNPXQs\ny9TQ6nbbWjpygsFyUd1XLWk3XCRgtlrWdNuXI4fmFefWj8fNDNzF+emnG4CLrfKmY7hcwjQXV+nU\nWKIYrtvMJ06xlcQXzklq5qCPTseGYZwMmAyWi54bBvg///78th8GEYCzA6YaxaZjMLj+6LFd02pZ\nCIK4kaOHACytt2/y+KF5DJdnKJus73kRbNtcOCqyKcbjAK1Wc7/+ZZIkw3AYoNu1IaUKmAyW5T72\n0NNIeaWmCikLmI5jwHEMDAY+g+UpxQzWyaR54/kA9fULIUrLAZp6Is9pDJdnsCwJXT+Zoor6kiYe\nCQmoEFU099BJcZxiOAywt2fDdU0GyxJJmuFjDz297YdBtGA+YLquCccx0e97HA9VoslNPIBatVw2\nNL2J54iX4XfhDEKIpauXTS7YnUzC0rIBwmxMieuamExCBstT/uXfn8OdBl+UqNrCMEEcJ3BdE6NR\nwGBZwnHMRjfxFIcflE0I4arlMaaDc9i2sXCWdJpmSJKssbWHea4CZqfD5p7TLEvCtg2MRgHabWu2\nRU7KfTxHnCrMcQwYhsR4rN7fuAp1kq6r88OvcnjErli2aslpKifxO3GOZauXaqh6c+9S1BmyGVy3\nud+D0+ZrLMMwmW2Rn27yaaonnh/jK9892vbDICrlOMdb4UEQX3hMUZO02zY8L2rsiq6mCZimzlXL\nC+Cr5gIcx1hoYInjFHmujoRsqvE4hOOwxgQob94pajC7XbvRz5MCxw9RVbVaJmxbnqixvMwczCYo\nuqCbfDqR65oIgsWT6ooGJzrGV8wFnFV72eSVuyzLMZlEjd8eP6srPI7T2RzM8wat7zIvSvAPX725\n7YdBtKDdtmAYsrR5hwFT0TSBVsts9Ha4pglYlgHPWwzXTc4ByzT31XJJZeGyKGhu8qqUuovLG9vg\ndJFxQ0mi5mC2WlZjv0//+PVb8KL0/N9ItEFFXeVZcywZMNV2uO/HjW5QdBxzdr2bJ6XW6AywTDNf\nKVegaaI0GHheiFar2Xcto1EA1zUXxjbtusvMsUzTDP2+B9s2G3eXuwvniNNuEUKdKy4ELjTHsskB\nsxjJVzYwvCk0TcC2jdLvgetyLF+ZZr1Krql89TJFnqPRW57H2+POth/KxlxlQHqW5ej3PZimbFQp\nwTee6uM7z463/TCIAKig0Ou5SNPsUmeFNzFgappAu201ejscKGoto4VVS13Xlh7723TNeIWsiK5r\npeOHJpOwcatRpxXbBU34Plzn5J08VwFzfuVk1/0vrlpSRei6hl7PRRAkVxoC3rSA2emo7fAkae52\n+Hm1ljzqsdzuvzpWrGz1UnWON3v1ElDb445j7PSsr1Ud6TgcBkiSDL2euzBHdZccjkP88zef3fbD\nIIJh6Oj1HEwmYemcwotqSsAspqQ0eTscOJ5reXrVUoXOZl/zz7K7r4w1kVIrfUKp1ctm115kWY7R\nKNzZ7fFVnxWuLnIxej13Z8dYfPzhG0gaOhOPqsO2DXS7NgaDAGF4/ZNldj1g6roG1zUvVTawi4oA\nWXYz0mpZXLU8w+69Kjag7FztOE6RZVnj72SiKEGSpGi3dytorzpYFoIgxmikZmHu2olPaZbjow89\nte2HQQ3XbttwHANHRx6SZHUTC3Y5YHa7NsbjsLHD0gutlgXfX5xrqevli0x0bLdeERui69qSzvGo\nNHg2zXgcwDTlzhQ6rytYFuI4xdGRB8cxdiqUf+Gx5/HsoNkrH7Q9ReOOpgFHR4szLFdhFwNmq2Uh\nTbOVrPDWma6r03jKVy1Za3me3Xg1bIEq5D35c3GcIk2be+Z4Ic8xPVvbrn094bqDZaHoJC8uiLvw\nxnXfl7lqSdshpWrciaJk7Vu7uxQwDUOHZUmMRpdvdto1y1YtVWlcs6/xF1HvV8IWaZpW2twzHofT\nu5otPKgKieMUQRDXeuTOpoJlIc9Vo08UJdjfr3cd5o1DD1/8zu1tPwxqIMcxsLfnYDwONtaMsgsB\nU9MEul0bo1Gw0LzSNFJqkFIvff5wd/Ji6vkqqIiyMQRpmiGK0kaM5DlP8cKs45D5TQfLeZ4XYTQK\n0OnYtX0e3f8gVy1ps4RQtYKWpeorow2fCFX3gNntqrFDccyTtNptG5PJ4uqtaeo8jeeC6vcKqBAh\nRGlwmkxC2LZZ+y3hVRgOA1iWUatVuG0Gy0Icp+j3PRiGPp2HWZ/nUhin+MRXbmz7YVCDSKlhf781\nKy/ZViNKXQNmq2Uizzl2CDg+zrms5pSrlhdXn2d/Rdm2sRAisyyH77O5B1BDw4tu6DqE7SoEy0KW\n5RgMfMRxWqtt8v/9yDMY+osDh4nW4XgbPLzSYPRVq1vANE0dlmU0fuxQod22SlctLUtCynq8B1dB\n9Z/5FadWLxdDpO9HMAx9pweKX1Qcp/C8GN1utesvqxQs581vk9fhhoXniNMmaJrA3p4ztw1ene7m\nugRMTRPodGwMh6yzBNSNSpJkpaUBdXjvrZLqPutrxLLkwhtIscXAJ6Ti+xGyrLov0KoGy4IaVzSB\nrgvs77uVvWA9enOAR28Ot/0waMdZlsT+vjsrH6niPMY6BMxu14HnxSud/1lXQqg+irJVS8cxKvtv\nWFX8bq3AstXLIIihaWJn5j1e12jkw7Jk5YbPVj1YFopucs+L0Os5pbNWt43jh2idhMC00U29Xqte\nI1jlgNluW8iy7FpHYe4S17UQhsnCNaAInXQ51Xq215hlydKauMkkrOxq3ablOTAY+Gi3rcqUC9Ql\nWM4LwwRHRx5MU6LXq84q5tCP8E/fuLXth0E7yjQl9vdbyPMcR0cTJEl9Xq9VC5i2rZosRyPWWQKq\nPMC2JSaTxaDtOCY0rRr/bnXC79gKlYXIKEqRZXklV5m2IU0zjEYhut3td0DXMVgWimafIIjR6zmV\nuLN+4Cs3EdXkgk/1IYSY1RuPRkElmnYuq0oB0zB0tFomBgN/YUB4U7XbNjwvXqg71TRROs+azsdw\nuUKGoZeezjMeB3BdjiYqRFGCINhug0+dg+W8IIhxdORBSh37++7WVoSzPMdHONuSVsyyJA4OXGRZ\nhqOjSa1nMFYhYM438FSxTnUbTFOHroslxzxavG5fEcPlipWdzpOmOYIg5vb4HM+LkOfYylnauxIs\nC1mWYzhU9Wd7ew7abWvjJ0Q9+B93cOPQ2+z/lHaWrmvY21Mr8oOBX7pdWUfbDpjdrgPfj2od0let\n3bZLV8OXLRbRxTBcrpimaaUhcjJRo4nqMqtwE0Yjf+Mv4F0LlvPCMMHh4QQAcHDQgm1vrnGKjTy0\nKq2WiV7PQRSp2uK61FZe1LYCZqdjI00z+JxBO+O6JpIkLQ3b21j42CUMl2tg20bp9uR4HPIJO0d1\nP/totcyNhO5dDpaFPFfPs8HAh22b6PXWv1X+7MDH//3Wc2v9f9DuM02Jg4MWNE3D4aG30yFo0wHT\ndU3ousYGnjmqntIoXbV0HIMD06+J4XINhBBotxfrCaMoYXPPKWmaYzBQJ/is8022CcFyXpJk6Pc9\nBEE82ypfV+3QRx98GizfoquSUm2Bt1omRqMAo1EzBnpvKmDatgHbNjAY+Gv7f9RR0cRzuvZUCAHX\n5SLQdTFcrolh6KXzHNncsyhJUozH6k12Hd+XpgXLeUEQ4/BwgjzPsb/fWnlXeZRk+NjDT6/076Rm\nKJpLul1nNl6rabWA6w6Yx53hXiMC+0Wd1cSzzhvxJmG4XKOyxoo0zeH7bO45LQwT+L5aZVtlM0qT\ng2Uhz1XNrzrhR5vWY65m9fyzjz6Lox1ptqDNEELVVe7vt5CmGQ4PJwiC3d0CP8+6Aqaua+h2VWd4\nmjJYzlvWxCNl+aIQXR7D5Rota+7xPDb3lCm6GLtdZyV/H4PlSVmWYzQKMBz60+PzWtd+I73vSzxH\nnC6mOOnk4KAFIQSOjiaVP2FnU1YdMItz18fjsHGrwedptUzEcXkTT6djbX3+8q5guFwz2y4/k3Q0\nCtDpbG/OY1WNx+FKRhQxWC6XJBkGAx/jcQDHMbG/714pZH7n2RG+/lR/DY+Qdo3jqFCp6xr6fQ/j\nccg5i6esKmAKAeztOfD9GGGYrPAR1p+UGmy7vIlHNeJywWdVGC7XTJ0usRiUijsnbo8vGg59SKlf\n+XvDYHkxcZzOLvRFyDTNi4dMjh+iswihum5f8IIWpNTQ7/sYjbhFe5ZVBMxu10EcpzwzvESxHX66\n/lQIwWvxijFcboBhyKXNPZYlK3POdpUMBh5MU7/00VsMlpdXhMzJJITrqlq482oyJ2GCT3395oYe\nIdWJ6rZVK5VS6nOhkq/Hi7hOwOx2HWRZXssjMtfNcUzkeV66mssmntVjqtmQsuaeYiYht8cX5Tkw\nGPhwHOPCzScMltcTRcVKZjCbOeg4iydOAcD//7Wb8CPWctExTRNot63prEqBoyOPofKKrhIwi+sI\nZ1ku0nUB1zVKvzds4lkPhssN0TRt6ezLNM1WPiJmF2RZjn7fg+ua5774GSxXJ45TDIc+BgMfUmo4\nOGij3bag6ypl5nmO+77MRh5SDENHt2tjf99Fnuc4PJywpnIFLhMwi5W34ZCzLMt0OjYmk6j0Odnt\n2mziWQPG9Q2ybQNhmCCKTi7Lj8ch9vddhGHCYHRKluUYDHz0eg7yPEdUslrGYLkeaZphNAqgaQK2\nbaDXc5EkGf7PN2/hiecn2354tGW2bcwOhPD9GMMhV8xWrdjC3dtzlr6/tVompNQxGHibfni1UOx8\nlY27arWsrZzx3gT8rm6YGnVw8ueKGhluj5dLU9Xd3OnYC+ObGCzXL8tyeF6EO3fUPMKPPMih6U2l\n62q82gte0IZp6hiPQxwdeY2eU7luZ61gOo4J05QYDHxwRvoiTRPTk5/KZ1rytLz1YbjcsGXb42GY\nIM9zbo8vkSQZhkN1TGQRMBksN+/m7Qn+6Wts5GkSITBbud7bUzsIR0cTDIcBZyhuSFnAdBxzdqwj\nT98p1+nY8P249PrA7fD14rb4FizbHh+NAuzvu4iiBEnCsHSaqgVUAdP349kbK4Pl5nzs4aeRspau\nEUxTh2UZME2JKFLhhmFye+a3yMMwma5YeqxtXcK2DQghSgf1czt8/Rgut6TTsXB4mJzYypjfHj86\nYv1MGTW/LYbrmuxE3bAky/DRBznbcpcZhuqctSyJNM0QBAnG44BbrhVRhErHMdDv+wyWS6jyDRP9\n/uJ1lNvhm8FwuSXF9vjp0QjFm0e7bXFWWQnLkrBtNVKi3baQZTlXUzbk/37reTxfUrtE9VYEStOU\nyLIcYRjj6IgrYlXkOKp5ZzxWOzjcuSlXdIeXDezndvhmMFxu0fLu8QD7+y0YRsLgNOd0jWWW5eh2\nbdZ+bch9X+Kq5S4QAjBNOftI0wxhmGAw8Hh6ToUd11iq4J/nZ3eRN1WrZSLLMnaHbxnD5ZaVbY/n\n+fHZ40dHHou1Ud68M1+DORoFpWOKaDWevD3Bg4/f2fbDoCuSUoNpShiGDil1xHGKKEpKj8Kj6ilm\n/c7XWF5kTFHTqFV4o7SsjNvhm8VwuWXLtsfjOEUYJuh0rMbPjzurKzyOUwwGPvb2HIzHYenRXnR9\n97PWslZ0XYNh6DBNHYYhkWUZoiiF50Vc5a+ZdtuaHaN5+kaAAfOYEGo7XNUIczt82xguK2DZ9vhk\nooarW5ZsbGi6yLihJMnQ76uAKYTgzL0VC+IUD3z1xrYfBp3BMPTZh5Q6siyb3aCORlydrKtOx4am\nCQwG3tKmKgZMpd22EUVJ6Q4Wt8M3j+GyItT2eLpwERgOA/R6DuI4bVyB/WXmWKZphn7fQ6/nQtPK\nx0/Q1fzTN25hHDTz5qZqhFDbe1Jqsx91XUOSZNNJChHiOGOY3AHdrgMAGAzOP9Kx6QHTsiSk1HF0\ntHhymGFwO3wbGC4rQtO0WfffvDTNMJlE6Had0rEKu+oqA9KLs8iLFczJhJ3N16XOEeeW+KYJIWbB\nUde12eeaJpAkGZJE1Ux6Xta4ILHrhFDBMsvyhXKpszQ1YOq6QLttlYZwIQS3w7eE4bJCTFPCdc2F\nVbcgiGEYemPGE13n5J3jgOmi01msZaXL+bcbA3zr1nDbD2PnaJqYfmjQ9eMfVYBU23dpmiFJVHj0\n/QhpmrGbe8dpmkC36yBJ0iu91zcxYHa7DiaTqPTgkW7Xnr2eaLMYLivGdU1EUYokOVk3Uownsqx0\np+svV3GkY54D/b6HbtfG3p6D4ZDn7l4VVy2Xsyz19lmsihSLI0KI6Yf6XNPE7EdNU78py/LphwqM\nqkay+O+Mz9cG0nUNe3sOgiC+VllPkwJmu20hScrHDhXnrtN28DtfMcUy/ukRRHkODIeqaSVJ0p1c\nwVj1WeHDYYBWy0Kv52Iw4GkWl9X3Inz6kWe2/TAqq7hwFa/T4uWa5yok5rn6XP338QfRaYaho9u1\nVzbxogkB07IkDEOi31+ss5RSR6tlbuFRUYHhsoJ0XUOnY2M4PFlDkiTH9Ze7djzkqoNlYTIJkWUG\nej0Xw6HPM9sv4YGv3EC0gxelVWHJBa2CZakT2VZ9GMQuB8yizlKNZzr5a6pmlXWW28ZihIqyLFna\n4RYEMZIkQ7ttbeFRrce6gmXB92OMxyH29hyYpr7yv38XZXmOj3BLnGitXNdEq6VC0jrmj4ZhgslE\nvfft0iieos6y7HrR6ezW11pX/BeosFbLgpSL/0TjcQDDkLOarzpbd7AsRFGCwcBHu21zLMUFfPHb\nt3Grf/4IFCK6mk7HhmlKHB15a33v27WAeXadpbET18VdUP9n2g5T9ZcOTq/uF/WX7Xa9B8NuKlgW\n1LB1D7Zt7NTK7zqwkYdoPTRNoNdzAajGw03MJN2VgFnUWY7HiyUpUmpotfi+XhX1fZY1RFF/eVqa\nZrOt3jqWlmw6WBayLMfRkTd7gy+6d+nYrSMPX3js+W0/DKKdI6WGXs+dnpy02ZrdugdMKbVpbeqy\nOkuHdZYVUr9nWANZlgHbXtzKDcMEYZjMTnKoi20Fy3nDYYAoStDruaWlB012/4NPgz3NRKtl2wb2\n9hyMxwF8fzsniNU1YBbzP0ejoPSa0W7btfp6moD/GjXRbpfXXxan0NRlO6AKwbLgeRHG4wB7ew7r\ndKaiJMPHv/L0th8G0U5pty04joF+3ys9+3qT6hgwu101/7Pse2fb5YsvtF31eGbRXP3l4rL/cOjD\nsqrf4FOlYFmIohT9vg/XtViHCeCf/+0ZDLzFQnkiujxNE9jbc6BpGvp9rzLziesUMNttG1mWlQ6W\nL06uo+qp9rOKTlAnOCzWX+Y5pp3Q5aubVVDFYFlI0wz9/oR1mADu+xIbeYhWwTB09Hou4jit5Clh\ndQiYtm3AMDQMh4v1qWqrnPMsq6qazyhayjBk6Z1ammYYjcJKFjVXOVgWVAd+gDCMsb/vNvLYsMee\nGeIbT/e3/TCIas91TXQ6Nkaj4FpHOa5blQOmYahTdgaD8pFoxYowVRP/ZWrIcczSGpMoShAEMfb2\nqtPgU4dgOc/349kqcF3qWFeFQ9OJrkcItQ1uGDr6fW8tg9FXrYoBs1iVHA6D0iNTu10bUvJAjCqr\nxjOJLq3dtmAYiy8uz4uQZVnp+KJNq1uwLCRJhqOjCXRda8w2+TiI8amv39r2wyCqLcPQsb+vtsEH\nA79W58hXKWAKoVYlPS8qDeeua8Ky2MBTdQyXNVU0+JQFn+EwgK5rcF1zC49MqWuwLBSD6ott8qo3\nS13XJ796E0ENVlmIqqgu2+BnqUrA7HYdxHEK319sLDRNudXrGl0cw2WNFZ2IZSWWg4EP297OUVh1\nD5bzim1y17XQ6di1HFh/npzniBNdSbG7IWV9tsHPsu2A2enYyHNgPA4Xfk3XNTbw1AjDZc1JqaPT\nWayxzPN8VjtYtn2+LrsULAvFNnme59jfb230+7kJDz9xiCfvTLb9MIhqxbYN9Hpq/uJwWK9t8LNs\nK2C6rgld1zAcLjbwFLWsDJb1wXC5AyyrfKsgTTMMhwG63c2cXrCLwXLeeBxiPA7Q6dhotXZna4bn\niBNdXFGSZNtqKHoQ7N5c2E0HTMuSsG1jaWf4pq5htDr819oRrZZVugUex+nsDPJ1NqbserAsRFGK\noyMPuq5hf9+t/Rve7VGAzz363LYfBlEtmKbEwYGLJEkrNRR9HTYVMItB6IOBj7xkGGi7bTVyNFzd\n1fvKSCd0OnbpEPUwVCOK1nUGeVOCZSHPcwyHAXw/Rq/n1LrA/KMPPo20atOdiSpGrVbas/e5ujbt\nXNa6A2ZRRzkclp8ZbtsGHKe+769NxnC5Q4q6FF1fXKH0vAhJkq48YDYtWM4LghhHRx6kVCNIqno6\n0jJJmuGjD/EccaKzWJZarUxTVXudJM16n1tXwCwaUsfjsLQRyjTLDwyheqjX1ZDOpWka9vbKZzMW\nHXirmoHZ5GBZyLIcw6Faydjbc2o1eP1z//4c7pR0ZRLRcfhxHHVKzGTSjNXKMqsOmMVCiO/HCMNk\n4dcNQ2dneM0xXO4gdQZ5+Yii4dCHpolr3xEyWJ4UhgkODz1omsDBQT06ytnIQ1TOtg3s77uIIlVb\n2bTVyjKrCpjFkPQoSuD7i4FdSq2SxxjT5TBc7igp9aVb4MOhDyn1K3c8M1iWy/Mco1Ew6yjvdOzK\nnu7zxPNjPPzE4bYfBlGlSKnmVtq2RL/vl4afJltFwOx2HSRJWroSXKwWV/V9ky6O4XKHmaZEt7u4\nBZ7nasi6aUo4zuWO0WKwPF8UpTg8nCDLMuzvu5f+Hm/CRx7kqiVRQQjVlay2aiP0+3x/W+Y6AbPb\ndZBleemQdCHE9LhdxpJdwH/FHWdZRukWeDFk3XFM2PbFwg+D5eVMJhH6fQ+mKbG/71Zmq9yLEvzD\nV29u+2EQVYJtGzg4aAEADg8npTWAdNJVAmZR6z8aBQu/VmyV1320Gx3j8KgGcBwTWZYvjM/IshyD\ngYe9PRdZliOKlr+pMlheTZrms1XiTseezR0tm+e2Kf/49VuY8AJKDSelhnZbBR6uVF5eEcL39pxz\nrwvttgVNE2cMSXcqc/NNq8HbhIZotazSFcoi/HQ6Fkyz/MXNYHl9UZTMtsoPDtytzcbM8xz3ffnJ\nrfy/iapA0wQ6HXtuC9zj+9oVXWQF03VNSKmXHusIqBVNDknfPQyXDbLspIM0zaYB0164e2SwXK3J\nJJqd8HNw0Co9VWmdHnm6j+88O97o/5OoCoRQQWd/v4Usy7gFviJnBUzXNWFZcnr6zuKfXbboQfXH\ncNkgxSkTZdsPSaIC5vyvM1iuR5aprvLhUNW8brIek+OHqInUaKEWdF3D0dEEk0lUGnboasoCZhEs\n+/3yYx0dx6z16WZ0Nq5FN4wKmA4Gg8XZbUXALIbb2rbBYLlGSZLNGn46HRtpmmE8Dtf2/e5PInzm\nm8+s5e8mqiLT1NFqWbPDDjivcn3mazCjKIFh6EuDpW2XN5rS7mC4bCA1S8xdGjB9P4brmmsNOnRM\n1WMmcBwDvZ6DKErhedHKv/cfe/hpxCmXa2j3GYYKlUIAk0mIKFo8XpBWQTvT2gAAHGRJREFULwwT\nWJaEbRvo9z0GywbjtnhDFQHz9HnYxRvDaBSg1TLZwbdBvh/jzh11dnGv56x8CPtXv8uh6bTbDENH\nr+eg3bbg+6q+mcFyc1zXhK5rGI8DdLuLNZi2rc4L5+k7u48rlw1WBMyiW/J0jWWaZtjbczAcBohj\nvkFviu9HCIJoVo8Zhgk8L0KWXW/V8X/80n/DV757hPsffAr/8uizXMWknVGcOKbrGiaTkI06W3C6\nxjLPT44psiyJdpvnhTcFw2XDaZpAr+dgMonguuaJGsv5GszRKOAKwAblOeB5EXy/CJkthGEM34+Q\nXjEUCiHwX//zAf7rfz5A34vwD1+9iQe+cgOPP8/ucaonw9Bnq2WeFyIIGCq3oax5Z74G0/NCBsuG\nEfk2pzlTZWRZtnSFUkoNe3sOxmOuCGyLEAKOY8BxDMSxqslcRXNCnud49OYQn/zqDfzTN25hxIvz\nhfzxL/8o7v4vL9j2w2gs05RwXRNCiOlKf7zth9RYrZYFw9Cn44bKusKNaf0rg2WTMFzSTJZlS0+q\n0HVtegfKN/JtUyHTRJpm8LxoZSULUZLhC99+Hp/62k18/rHnuW1+BobL7bBtdYNVrOyfdaoYrV+n\nY0PXxdI5lpalJmEwWDYPwyWdUBwJWbYqprbQXfi+2p6l7bIstXqT56pOc5WryuMgxr88+hz+9yPP\n4MHH7yC9Zr3nrmG43BwhilC5+hsqurpuV4XGZUc6quYdBsumYrikBecFzGKO2WTCgFkFpqnDcVTd\nWRDE8P14pWeXD/0I//Loc/jsvz2LL//HHSQMmgyXG6DrGhzHgGUZiKIEvr+aUhC6HiHUWeDFYRBl\ninFDDJbNxXBJpc4KmEIAe3sukiTFeBxu4dFRmU1cjCdhgi889jw+9+/P4Yvfvo1xQ2twGS7XxzQl\nHMeY3SwFQXztSQm0Ghd572ewJIDhks5QnGpRtgV1kbtX2o75bcQsy1e+ZV5I0gxfe/IIn3/seXzh\n27fx5O3Jyv8fVcVwuVpCiFk95Tqfs3R1F9m1chwD7ba94UdGVcRwSWfKcxUel73RF3U3w2F5QTdt\nV7FlLqWOMFSrQOvaWrzV9/Gl79zGl//jDh58/A7GO9x5znC5Gqapw7YNGIbk1neFFQ2dZ9Xbt1oW\nzwqnGYZLOlee5xiPw6Vd4u328SgKbl9Vk6aplSHbNpDnOXw/RhjGa7shSLMcjz0zxEOPH+LhJw7x\n9aeO4O/QnFSGy6vTdfVctCy1ShkE630u0vUYho5u1z5zFF2nY8O2jQ0/Mqoyhku6sMkkhOct2w4x\n4TjGiSHsVE2GoVaLTFOtFoVhvPYB+UmW4dvPjPC1J4/w9SeP8I2n+jiscUMYw+XlCKFqKW3bgJQa\ngiBBEMR8r6g4daqOdeYpbXt7DkyT57HQSQyXdCm+Hy0t5L7IGxFVhxCAZanVTF0XCMMEYZhs5N8u\nz3M8Mwjwzaf7+LcbAzx6c4DHnhkhqMnzhuHyYixLwrIkDEMijhMEQcLZlDXhuiZse/mCgRCqBtMw\n9C08Oqo63m7QpTiOCU0TGA4Xm3jCMEGa5tjbszGZcNh61eU5Zt24miZgWeokDU0rgub66jOFEPie\nnoPv6Tn47y/7HgBqK/3J2xM89swQjz0zxHeeHeE7z47RX7JaTtVkmipQmqZEkqQIghijUcBt7xpp\nty1IqaPf90pLnVRzjwsptS08OqoDrlzSlURRsrSJR9fVG08QxEu30am6dF0FTcuSEEIFzSjazIpm\nmcNxiCeeH+OJ58f47u0JnrozwZN3PDxfcoOzKVy5PFZseRcfSZLOVsF5eamXYgpIngPDYflw9KK5\nR9cZLGk5rlzSlZimRK/nljbxpGmOoyNv9gbEUUX1kqY5PC+C50XQdQ2WJdFqWdB1DVGUzD42lRsO\n2hYO2hZ+5PtOhrkgTnHzyMPNIx83jzzc6vt4tu/juWGA5wYBBj5XztdF08RshVJKHXGcTkfUhGzq\nq6li1FAcL59hqZp7HGgaZ1jS2Rgu6cqk1GcB83RNTp7n6Pc9dDo2ej0XwyE7yeuoOG7P86K5QKFm\n2SVJOg2a6VYaM2xDx0vu6uAld3VKfz1MUtwZhbgzCnE4CXE0idCfROh7EQZejJEfYxTEGAcJJmEC\nL0wQcgzOUoahwzB0mKaErgtEUQrfjxFF5StcVB9Sqo5w34/gL7kpM005Gz1HdB5ui9O1nXWaD3Dc\nST4c+pxht0PUNqg+6xQtVq/iOK3tjUSa5QjjFEGcIkwyxEmGOM2QpBnSLEeW58hz4If+v7uQh7u9\nMqrrGkxTh2FIGIaONM0Qx+pmgg17u8O2DbRa5pmNmDx1hy6L4ZJW4rxh66apo9Nho8+uKlY1izCS\nZdkshMRxunO1d//pP3Xw/POjbT+MldJ1MV2dlLMO4GJlehf/Del4RvFw6CNNy/99220LjsPh6HQ5\nDJe0Up4XYTIpr9fRdQ3droM4Tngm+Y6TUpuFFMPQkef5LGjG8Xa20VdpF8KllPr030eb/hth9u8T\nRUltV5/pfGqMkI0sA0aj8sbMormHMyzpKhguKyaOY7z1rW/FjRs3EEUR3vSmN+FFL3oR/uiP/gi6\nrsM0Tbzzne/EC1/4Qrz97W/HQw89hFarBQB43/veh6eeegp/8id/gpe+9KX4vd/7va18DWGYnPmG\n1ek4EAIYDgOuhjSErmuzoGkYOoQQSBIVZJIkQ5LUayu9buFS1zVIqc0CpZQakiSbfv/TWpcy0OVI\nqW7yz5rmsa2O8DRN8fu///t4/PHHIYTAH/7hH+L7v//7AQDveMc78H3f9334xV/8RQCo7PWPFN6S\nVMz999+PXq+Hd73rXej3+3jNa16D7/3e78Uf/MEf4Ad+4Afw4Q9/GB/4wAdw77334pFHHsEHP/hB\nHBwczP78Aw88gPe///34y7/8SxwdHWF/f3/jX4NlSeh6C8Oht7DVUoy4aLVM7O+7rMNsiDTNkKbZ\nrCRCCDELOerUFmsWOIuwmSRZ7Vc4N02IIkjqszAppYY0zWbf18kkQZKknDvZQMVBF6NRuHSYvSph\n2k5H+Kc//WkAwIc//GH867/+K9797nfjj//4j/E7v/M7eOKJJ/Crv/qrs99b1esfKQyXFfPKV74S\nP/3TPw1A1THquo4//dM/xV133QVA3dlZloUsy/Dd734Xb3vb23D79m289rWvxWtf+1r8zM/8DN74\nxjfipS996VZfWFJq6PVaGA790iLxySRCkmTY23NYh9lAeZ5P6/mOf04IMd1O12FZEq6rQ9cF0jRH\nmqazgFQE1SaHI00T0HVttiJZfK5pYvY9iuMUQZAgTRkkSdVOmqZEv7/8iF7HMdFqmVtr3HnFK16B\nn/zJnwQA3Lx5E91uF5PJBG9+85vx2c9+dvb7qn79I4bLyimW+MfjMe655x685S1vmQXLhx56CH/1\nV3+Fv/7rv4bneXjd616HX/mVX0Gapnj961+Pl73sZfjBH/xBfOhDH9rmlzBTzE2bTMLS8RZhmCBJ\nMnS7NgxD5zzMhpuvy5w3H6LUGBz1eZ7nSNMcWZbN/Xj8eZ0DlRACui5mgVH9qEHXBTRNA5CfCNrq\ndKyMW9u0QNMEul0HWZbh6Giy9HXR6diwbWOzD66ElBK/+7u/i0996lP4sz/7M7z4xS/Gi1/84hPh\nsg7Xv6ZjuKygW7du4Td+4zfwS7/0S3jVq14FAPjEJz6BP//zP8f73/9+HBwczF5QjuMAAH78x38c\njz76KF760pdu86EvEEKg3bYhZXl4TNMMR0dqHqbaJg+4FUonFAEqOlUeVhbADEPOApgQakzW8UeG\nPD/+73w6Vmj+83XUAAshoGnqR/VR/Jx63MWH+jn1cTo4q68/2YngTJtjmhKdjgXPWz6/sgifVToj\n/J3vfCd+67d+Cz//8z+Pj3/843Bd98SvO45Ti+tfkzFcVszt27fxhje8AW9729vwEz/xEwCAj3zk\nI/jbv/1bfOhDH0Kv1wMAPPHEE3jLW96C++67D1mW4aGHHsLP/dzPbfOhn8m2Dei6tnSY+mgUwLIk\nej0H43G4dKQRUSHPcyRJfmbN7nF40058LqVYGvrU3w0A+SzEFf99/DnQ67kodg/ntxHVp2L2ayrQ\nYhpgj0NsEXJV/WN+IggTXVerZcGyJAaD5XXtUqrGHbUavn333Xcfnn32Wfz6r/86HMeZ3YSdVrfr\nXxOxW7xi3v72t+OBBx7AS17yEgCqxvKxxx7Di170InS7XQDAj/3Yj+Gee+7BBz/4QTzwwAMwDAOv\nfvWrZ110VZam2ZlNPGpckY0kybhNTltzOiAW/118vr/fOrHFOP82ejqYEm3S/Db4aBQsfR7atkS7\nXa0TdzzPw7333ovbt28jSRL82q/9Gl7xilcAAN7znvfghS984ew6V8frX5MwXNLG5Xm+tA6z0OnY\nkFLjNjlVUt1GEVEzXGQbHKhOfSXtLm6L08YVdZiGIZfOwxyNAti2gV6P3eREROcpusHP2gYvdoak\nrE59Je0mhkvaGsuSkLKF4TBAkiyOKwqCGHGcoNNRp0SoLR4utBMRFaTU0Ok4SJL0zG5wng9Om1SN\nKl5qLF3X0Os5cN3ys2vTNEe/7yFJUhwcuDyKjIhoynXN2bi3ZfWV6hhHG51OteorabfxSk1bJ4RA\nq2XBMPSlR0J6XoQoStDtOogiHZNJyIYJImqkomknz3McHXlLJwwURz1u+hhHIj7jqDJMU+LgwF06\nby1J1BBgQHXrSsmnLxE1i20b2N93EYYxBoPy0W4A4DgGej2XwZK2giuXVCmapuaueV4Ez4sWfj3P\ngfE4hGmm2Ntz4Ptx6e8jItolQgh0OhY0TTvzCEf1+2xYFi/vtD28paHKKbbJ1XDf8hqhKEpweOhB\nSg37+y5XMYloZ1mW2tVJkgz9vrc0WEqpY3/fZbCkreMzkCrLNCX291sYj4PSE3vyPMdwGMA0Jbpd\nB2GYYDIJt/BIiYhWT9PErBHnrNVKQDX3uK7Jph2qBA5Rp1oIwxijUbh0FJEQmM7OVGeYx/HiaCOi\nVeEQdVo32zbQapnwvBi+v7z0R40i4uxKqhauXFItWJYBw5BnrGKqweumqaPTsRFFCTvKiah2dF2F\nRSCfboEvfxPjaiVVFVcuqXYusorZaqnTKsbjEFG0GEaJroMrl7QOrmvCcYxzTyXjaiVVHVcuqXYu\nsoo5HocwjATttgXbNjAeB0tHdhARbZNh6Gi3LaTp2XMrAa5WUj1w5ZJq7bxVTABwHBOua3BsEa0M\nVy5pFTTt+ACJ83ZZuFpJdcKVS6q181YxAcD3I4RhjHbbwsGB6j6PIjb8ENH2OI4B1zXh+zFGo+DM\n38vVSqobhkuqveIotLNWMbNMjS1S2082bDvjVjkRbVyxBZ5l5zfscLWS6orhknZGsYo5mYRLi+Hj\nOMXR0QSOY2J/3+VWORFtxGW2wIumRNs2uFpJtcSaS9pJSZJiNAqQJMuHDmuaQLttQUodk0m4dFud\n6DTWXNJlqC5wE0EQYTI5+2bWsiTabXXMI1FdMVzSzsrzHGGYYDw+u+HHMHS0WhYAYDIJOYCdzsVw\nSRdh2xKuayGOU0wm4ZllOFJqs4MgiOqO2+K0s4QQsG0DpinheSF8f/lWeb/vwbIkOh0bSZJiMonO\nPGqNiGiZoq5SHVHrn7mDwi1w2kUMl7Tz1Pa3Dds2MBqFSJLylckwTBCGCRzHQK9XnFUenbnqSURU\n0HVttqU9mZx/gENxxCO3wGnXcFucGicI4nO3qIQQcF0Tti3Z9EMLuC1O8zRNvV9Yljz3dB2AW+C0\n+xguqZGyLD9zq7yg66rDU0odvh+d+/upGRguCVCh0nFM2LaBIIjgeRHOuqJyC5yaguGSGk3VV4bn\nDlXXdQ2tlgkpdXje+SsTtNsYLpvteGfDQBDE01B59qW0GJrOLXBqAoZLIgBxnGA8jpbWYxak1OC6\nFqTUGDIbjOGymYTANFSaCEMVKs87iMGyJFotC7rOUEnNwXBJNEc18YTndopLqc0uGJyR2TwMl80i\nBOA4alblRUOlaeqzkhqipmG4JDqlmI95XtMPoEaOFFtdvs+VzKZguGwGIQQcx4DjGAjDFJ53/nuC\nlDrabROGwWEs1FwMl0RL5Hk+6xQ/72ViGDocx4SUGnw/RhCcXdhP9cZwuduOu7+NC69UqrpsC5bF\nUEnEcEl0jizLp53i5wdGXdfguiZMU0cQxPD9+NyLEtUPw+VuOv369bz43BvL4sxwy5LsACeaYrgk\nuqAsy+B5FxtHdHrlw/cjpClfaruC4XK3FOUtun5c3nLelbHoGHccjhUiOo3hkuiS0jS71AWoqNmK\n4xS+H/Ps8h3AcLkbLEvCcUwIgWk5y8VvHDmrkmg5hkuiKzreLj9/6wxQR705jgHg4hcyqiaGy/rS\nNAHbNmDbxvRGMT73mEbgeMuc299E52O4JLqmovHH988v+geOm38MQ0MQJBf+c1QdDJf1I6UGxzFh\nmnJaqhKfO3Ks+HOqDpOhkuiiGC6JVqQYYeR50YUuWsdHx0lumdcMw2V9HG99CwTBxcpZgOM6TNNk\n9zfRZTFcEq1YnueIIhUyk+T8kAmc3DIPghhBkFxoq522g+Gy2nRdm259S8RxhiCIzj3itWCaEq5r\nwjA4/JzoqhguidaoCJkXXZGUUodtG7AsiThOEATxhS+KtDkMl9UjBGBZqpZS08T0Ju3io8AsS4VK\nnqhDdH0Ml0QbkCRq2zsML7Ylpy6UErZtQtMEwlCtZl5ku53Wj+GyOgxD3ZCZ5uVvyIrmHscxoGk8\n+5toVRguiTYoz/PZcPWLBsX5Lb40zRAEMcIw4QlAW8RwuV3zHd/Fa+oypSRFU51p6mzSIVoDhkui\nLYmiZBYUL8o01SqNYahVmjBMLvXnaTUYLjdPCDFdzTeg6wJhqF4/F61rFqKobVbD0olofdgGR7Ql\npilhmhJZls3mXp5XHxZFKaIohRDqz9u2gXbbRhQlCEPWZ9JuKeooLUtCSn1awxxe6nlejCDifEqi\nzeHKJVFFFF3mlx1JVKzoFBdgtZrJsUbrxJXL9SlunCzLgGHo0zrK5EKDzufZtqpZZtc30eYxXBJV\nUFFbeZluV0DVoqmgaUDXtemKZoI4Zo3mKjFcrpamiWmgVDdIcZxOV+Iv97yVUptOW1Ad40S0HQyX\nRBUXx+lcE8/lgub8BTtJUoShWgHiiUDXw3B5fbquwbJUaUhxI1R8XOaqVPw9qhaTtZREVcBwSVQT\nattcrehctolHCMAw5OxinqbZ7EJ+0YYIOsZweTWGoc9ueADMbnYuW8IhhIBtH2+dE1G1sKGHqCbm\nayuzLJ91m1/kwpznmIVJ4Pgi3+k40DTVKBTHCaIo5aomrYyuazBN9VyTUp/d1AwG/pVmthYrlIbB\nEUJEVcaVS6KaS9Ns1sRzlVXIYvtcBU4dWYZZ0GStZjmuXJbTNDG7cVnVc8k09VnHOAMlUT0wXBLt\nkCJoXmWrsSClNgsIxWpTHKu/L45Thk0wXBaKMFl8aJqYBsn0yrW9Rbd48cHGHKL6Ybgk2lHF1vlV\nmiTmzYcHKXVkWTYLmnHczG30pobL4sZDSn26NY0Tz4Wr1u8WUw6KFXSuUBLVG2suiXbU6SPyitWk\nMLzcilIRHArzK5utlnUiYCRJhiTh6uYu0DQBKbVZkJy/sYiiBJNJeK0bCym1E9MMiGh3MFwSNYAQ\nYrbN2G7jxFiiy642qQCZAYgBnNwatSwDUmpI0xxJchw2kyS71Bgl2iwVJPVZmJRSgxCY/fv5frSS\nkoiiuacYP0REu4nb4kQNd7wapVYfr9LFe5quayeCipQ68vw4cKZpNvuxjuq6LS7E8b+Nrp/+t8lO\n3BCsotxBStUkVtx8cLubqBm4cknUcJqmwbI0WJYBYDVhM02zWXPR8f/neHXMsiRcV4Oua8iyfBY0\nj0Mnt9avQ9PEXIjUZp8D4sT32fOila4qF1vdDJNEzcZwSUQnlIXNImheZ2XzuMHo5M/rupgGIBVI\n5k9aSdMMWZYhTfNTP2aNDp+aJmYBUtO02few+Lksy0+EyDBMpt/L1X7TVP2tnK1OMkwSEcBwSUTn\n0DQNtq3ObAaOw2aSXK9DuJCmOdI0BXBydJIQArouZuFJ0zQYxnGgKh5LluWnPtRK3PzP1UURGjVN\nm30uhDjx87oukOf59PuWzVZ+oyiZhe91BG8hxKyZiyuTRHQWhksiupQibAIqbKqgk81q9VYROIu/\nN0lyAOV/lxA4EcKK8CWlXAhlea7+PvVx/HmWLf588f8+fhwAkM99rhTHDh7nK4H5rFUEL/U41I/q\nY/HzYpZjeUjOkCTHP7+JOtX5IFnUZbIBh4guig09RLRyi4FT/bgtJwOdmAbT8rCnfr+Y/bnpz5wI\njqYpZ0dpAscBdP7ddD6o5rkKjqfDbfH5NldXGSSJaNUYLoloI+YDZ1EPWHzU7V2ojt3iRT3m/EfR\n8ENEtErcFieijVArZHrpwOyiSSdJ8oXgSRdXjBoqC5GsjySiTWG4JKKtU7WTGgzj5M8XW8ZF0Dxd\nk1i3hp3rmm/qOd38I+VxoxMR0TYxXBJRZRUd42dt3R435+Szbun5EHpc33jcwFMFyxp7yjrGi8+J\niOqANZdE1DgnG2vKO8lPvjOe7BY3DH123vp808/ssyXBsfhc/R6GRSLaTQyXRERERLQyLNAhIiIi\nopVhuCQiIiKilWG4JCIiIqKVYbgkIiIiopVhuCQiIiKilWG4JCIiIqKVYbgkIiIiopVhuCQiIiKi\nlWG4JCIiIqKVYbgkIiIiopVhuCQiIiKilWG4JCIiIqKVYbgkIiIiopVhuCQiIiKilWG4JCIiIqKV\nYbgkIiIiopVhuCQiIiKilWG4JCIiIqKVYbgkIiIiopVhuCQiIiKilWG4JCIiIqKVYbgkIiIiopVh\nuCQiIiKilWG4JCIiIqKVkdt+AEREVRHHMd761rfixo0biKIIb3rTm/Cxj30Mt2/fBgDcuHEDP/zD\nP4x3v/vdeO9734vPfOYzkFLirW99K37oh34In/vc5/De974XP/VTP4U3vvGNW/5qiIi2g+GSiGjq\n/vvvR6/Xw7ve9S70+3285jWvwWc+8xkAwGAwwOtf/3rce++9eOSRR/DFL34Rf/d3f4dbt27hzW9+\nM/7+7/8en/3sZ/E3f/M3eMc73rHdL4SIaIu4LU5ENPXKV74Sv/mbvwkAyPMcuq7Pfu0973kPXve6\n1+Guu+7Cgw8+iLvvvhtCCLzoRS9CmqY4PDzEy1/+cvzyL/8y7rrrrm19CUREW8eVSyKiqVarBQAY\nj8e455578Ja3vAUAcOfOHXz+85/HvffeO/v1Xq934s+NRiPcfffduPvuuzf/wImIKoQrl0REc27d\nuoXXv/71ePWrX41XvepVAIBPfvKT+Nmf/dnZSma73cZkMpn9mclkgk6ns5XHS0RUNQyXRERTt2/f\nxhve8Ab89m//Nl772tfOfv7zn/88Xv7yl8/++0d+5Efwuc99DlmW4ebNm8iyDAcHB9t4yERElcNt\ncSKiqb/4i7/AcDjE+973Przvfe8DAHzgAx/A448/jhe/+MWz3/eyl70MP/qjP4pf+IVfQJZleNvb\n3rath0xEVDkiz/N82w+CiIiIiHYDt8WJiIiIaGUYLomIiIhoZRguiYiIiGhlGC6JiIiIaGUYLomI\niIhoZRguiYiIiGhlGC6JiIiIaGX+H2pshooBWMeRAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.pyplot import figure, show, rc\n", "\n", "fig = figure(figsize=(10, 10))\n", "ax = fig.add_axes([0.1, 0.1, 0.8, 0.8], polar=True)\n", "\n", "colors = ['#007C37','#79BF2A','#EBC527','#E66F11','#DB1245','#7D4CA1','#296CAB','#1781AA']\n", "\n", "N = 8\n", "theta = np.arange(0, 2*np.pi, 2*np.pi/N)-(np.pi/(2*N))\n", "radii = df[['fear','trust','joy','anticipation','anger','disgust','sadness','surprise']].sum()\n", "width = np.pi/N\n", "bars = ax.bar(theta, radii, width=width, bottom=0.0)\n", "for r,bar,c in zip(radii,bars,colors):\n", " bar.set_facecolor(c)\n", " bar.set_alpha(1)\n", "\n", "show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Where else has this been used?\n", "\n", "- Client interaciton.\n", "- Sexual differences in comunication: http://dl.acm.org/citation.cfm?id=2107662\n", "- Children's bedtime stories: http://www.musicfromtext.com/\n", "- Mercutio: http://mercutio.albertobarradas.com/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Where can it be used?\n", "Generalization: Dictionary based lexical analysis. \n", "- Colors: http://www.lexichrome.com/#palette\n", "\n", "Correlation with other variables.\n", "- Correlating with digital profiles: Personality\n", "- Correlating with digital activity: Motivation\n", "- Correlating with physical data: Behaviour" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }