diff --git a/atus_data_project.ipynb b/atus_data_project.ipynb new file mode 100644 index 0000000..f638dc7 --- /dev/null +++ b/atus_data_project.ipynb @@ -0,0 +1,948 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:1b9cecef4570a93cbd8394eab2ce415b2a883e980aeb90362472bc3a37e66621" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import re\n", + "import seaborn as sns" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 252 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%matplotlib inline" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 253 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plt.rc('figure', figsize=(16, 8))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 254 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def average_minutes(data, activity_code):\n", + " cols = activity_columns(data, activity_code)\n", + " activity_data = data[cols]\n", + " activity_sums = activity_data.sum(axis=1)\n", + " data = data[['TUFINLWGT']]\n", + " data['minutes'] = activity_sums\n", + " data = data.rename(columns={\"TUFINLWGT\": \"weight\"})\n", + " data['weighted_minutes'] = data.weight * data.minutes\n", + " return data.weighted_minutes.sum() / data.weight.sum()" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 255 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def activity_columns(data, activity_code):\n", + " \"\"\"For the activity code given, return all columns that fall under that activity.\"\"\"\n", + " col_prefix = \"t{}\".format(activity_code)\n", + " return [column for column in data.columns if re.match(col_prefix, column)]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 256 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "summary = pd.read_csv(\"atusdata/atussum_2013/atussum_2013.dat\")\n", + "activity = pd.read_csv(\"atusdata/atusact_2013/atusact_2013.dat\")\n", + "respondent = pd.read_csv(\"atusdata/atusresp_2013/atusresp_2013.dat\")\n", + "well_being = pd.read_csv(\"atusdata/wbresp_2013/wbresp_2013.dat\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 311 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "age_crit_21_or_under = (summary.TEAGE <= 21)\n", + "age_crit_over_21 = (summary.TEAGE > 21)\n", + "age_crit_under_55 = (summary.TEAGE < 55)\n", + "age_crit_over_55 = (summary.TEAGE > 55)\n", + "one_child_crit = (summary.TRCHILDNUM == 1)\n", + "five_or_more_children_crit = (summary.TRCHILDNUM >= 5)\n", + "male_crit = (summary.TESEX == 1)\n", + "female_crit = (summary.TESEX == 2)\n", + "rodeo_crit = (summary.t130219 > 0)\n", + "non_rodeo_crit = (summary.t130219 == 0)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 258 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "over_55_female_gamblers = summary[age_crit_over_55 & female_crit]\n", + "gambling_time_1 = average_minutes(over_55_female_gamblers, \"120404\")\n", + "under_55_female_gamblers = summary[age_crit_under_55 & female_crit]\n", + "gambling_time_2 = average_minutes(under_55_female_gamblers, \"120404\")\n", + "over_55_male_gamblers = summary[age_crit_over_55 & male_crit]\n", + "gambling_time_3 = average_minutes(over_55_male_gamblers, \"120404\")\n", + "under_55_male_gamblers = summary[age_crit_under_55 & male_crit]\n", + "gambling_time_4 = average_minutes(under_55_male_gamblers, \"120404\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 259 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Average Time Spent Gambling by Sex and Age" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I was curious to see which age groups are more prone to gambling, and which gender gambles more. From the chart below we can see that men under 55 gamble more than women under 55, however women over 55 gamble much more than men. People over the age of 55 spent nearly 10 times as long gambling than those under 55." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plt.bar(np.arange(4), [gambling_time_2, gambling_time_1, gambling_time_4, gambling_time_3], color=\"#000091\")\n", + "plt.title(\"Average Minutes Spent Gambling\")\n", + "plt.xticks(np.arange(4) + .4, [\"Women Under 55\", \"Women Over 55\", \"Men Under 55\", \"Men Over 55\"])\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAA58AAAHpCAYAAAAF9YiJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnwAAAHQnPgEAAOju/wNByrmXEerNYAAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 260 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "avg_time_spent_in_leisure_men = []\n", + "avg_time_spent_in_leisure_women = []\n", + "for age in range(18, 80):\n", + " avg_time_spent_in_leisure_men.append(average_minutes(summary[male_crit & (summary.TEAGE == age)], \"12\")/60)\n", + " avg_time_spent_in_leisure_women.append(average_minutes(summary[female_crit & (summary.TEAGE == age)], \"12\")/60)\n", + "time_in_leisure_men = pd.Series(avg_time_spent_in_leisure_men)\n", + "time_in_leisure_women = pd.Series(avg_time_spent_in_leisure_women)\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 261 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Time Spent Working and Enjoying Leisure Activities by Sex" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The graph below shows a data point corresponding to the amount of leisure time for each age from 18-79 for both men and women. Leisure time increases dramatically around age 60, probably due to retirement." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "time_in_leisure_men.plot(label=\"Men\", color=\"black\")\n", + "time_in_leisure_women.plot(label=\"Women\", color=\"red\")\n", + "\n", + "plt.xticks(np.arange(0, 62), np.arange(18, 80))\n", + "plt.title(\"Time Spent in Leisure Activities as a Funciton of Age for Men and Women\")\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAA5wAAAHpCAYAAADuwjOKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOEVERERERCQj/h+U2Cj9Jkzs2AAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 262 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "avg_time_spent_playing_games_men = []\n", + "avg_time_spent_playing_games_women = []\n", + "for age in range(18, 80):\n", + " avg_time_spent_playing_games_men.append(average_minutes(summary[male_crit & (summary.TEAGE == age)], \"120307\")/60)\n", + " avg_time_spent_playing_games_women.append(average_minutes(summary[female_crit & (summary.TEAGE == age)], \"120307\")/60)\n", + "time_playing_games_men = pd.Series(avg_time_spent_playing_games_men)\n", + "time_playing_games_women = pd.Series(avg_time_spent_playing_games_women)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 263 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The graph below shows the amount of time spent playing games, by age and gender. Young men seem to spend much more time playing games than young women, but older men and women play comparable amounts of games. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "time_playing_games_men.plot(label=\"Men\", color=\"black\")\n", + "time_playing_games_women.plot(label=\"Women\", color=\"red\")\n", + "\n", + "plt.xticks(np.arange(0, 62), np.arange(18, 80))\n", + "plt.title(\"Time Spent Playing Games as a Funciton of Age for Men and Women\")\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAA6QAAAHpCAYAAACV5vFGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 264 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "avg_time_spent_working_men = []\n", + "avg_time_spent_working_women = []\n", + "\n", + "for age in range(18, 80):\n", + " avg_time_spent_working_men.append(average_minutes(summary[male_crit & (summary.TEAGE == age)], \"0501\") / 60)\n", + " avg_time_spent_working_women.append(average_minutes(summary[female_crit & (summary.TEAGE == age)], \"0501\") / 60)\n", + "\n", + "time_spent_working_men = pd.Series(avg_time_spent_working_men)\n", + "time_spent_working_women = pd.Series(avg_time_spent_working_women)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 265 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The next chart shows the average amount of time worked per day by men and women. It appears from the chart that men work more hours on average, but this does not take into account individuals who are not in the workforce and is thus probably not an accurate representation of the amount of hours worked by men and women who do work." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "time_spent_working_men.plot(label=\"Men\", color=\"black\")\n", + "time_spent_working_women.plot(label=\"Women\", color=\"red\")\n", + "\n", + "plt.xticks(np.arange(0, 62), np.arange(18, 80))\n", + "plt.title(\"Time Spent Working as a Funciton of Age for Men and Women\")\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAA5wAAAHpCAYAAADuwjOKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQoiIkIJTCCGEEEIIIURE/D8ONhLWWHLjgQAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 266 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "People Who Attend the Rodeo" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One of the categories that I found in the Activities list was time spent watching the rodeo. Out of curiosity I decided to see how many of the respondents actually attended." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "rodeo_watching_people = summary[rodeo_crit]\n", + "non_rodeo_watching_people = summary[non_rodeo_crit]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 267 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "rodeo_counts = pd.Series([(len(rodeo_watching_people.index.unique()) * rodeo_watching_people[\"TUFINLWGT\"]).sum() \n", + " / rodeo_watching_people[\"TUFINLWGT\"].sum(), \n", + " (len(non_rodeo_watching_people.index.unique()) * non_rodeo_watching_people[\"TUFINLWGT\"]).sum() \n", + " / non_rodeo_watching_people[\"TUFINLWGT\"].sum()])\n", + "colors = [\"gold\", \"lightskyblue\"]\n", + "explode = (0.1, 0)\n", + "labels = [\"Rodeo Person\", \"Non-Rodeo People\"]\n", + "plt.axis(\"equal\")\n", + "plt.title(\"Chart Showing Proportion of People Who Attend the Rodeo\")\n", + "rodeo_counts.plot(kind=\"pie\", explode=explode, colors=colors, labels=labels, autopct='%1.3f%%', shadow=True)\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAA4sAAAHZCAYAAAAvyq62AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4HNXB9uFnVl2yJVnucpfLkeUi23JvcsFgY5lO6AQS\nILSQ3kkgnTe9vF+AUF5CSEKA0DsxYDBgsMG4c9x7xU0u6prvjxmZtRpGbVar331dXHjLzDxbtLvP\nnjOzjuu6AgAAAAAgXCjoAAAAAACAyENZBAAAAADUQFkEAAAAANRAWQQAAAAA1EBZBAAAAADUQFkE\nAAAAANQQG3QAAKiPMSZG0lckXSLvNSte0jOSfmStLTXGPCBphbX2t43YRpqkJ6y1M+q4/Nv+9h1J\nMZJelPR9a21ZU2y/jm3eI+lf1tpXm2BdV0n6o6SNklx5t+OYpG9aaxc1dv0NyDNX0lhr7W3GmHmS\nTrPWfqWZt9le3uOWKu+580TYZQ9IOk3SPnn3T5ykDZKutdbua4YsmyWdZ6394BSvf6ekYmvt1/zT\n7SV9LOk/1tpL/fNiJB2QNF7SnZL+bK39TyNzflne82aCtfbdsPPDH796/3YauN1nJT1qrf1btfPH\nSPqCtfYGY8w0ebdxWCO2M03SC5I+Cju7vaTVkq6y1h74DOsa7Wfu19A8ABCJGFkEEOnulDRO0gxr\n7UhJYyQZSff6lzfFj8V28NdbgzHmQknnSBpvrR0habSkbEm3N+H2a7DWXtsURTHMAmvtSGvtKP9+\nvEPS48aYIN4HxkjKkCRr7TPNXRR9IyV1sdYOCy+KPlfS78Lun2GS1kv6SzNl+azPmeclTQs7fbqk\n/0qa5ZdEybtPP7bWrmnA+utyvaSHJH212vknHj/V87fTCK5qvw1DJPVs4m2t9x/3kf7fxSBJFZK+\n2cTbAYBWiZFFABHLGNNP0qWSullrj0qStfa4MeZ6SRPCrjrRGHOepK6SVkq61L/eFyRdJ280MkPS\nHdbau/yRti9KSpZ02F9HkjHmA0mjrbWVYevuJm80MVlSibW2xBhzs6TOp7D9KZJ+5S9bKulWeR/y\nd0saZ63daIz5rqTrrbV9/dv8iqTfSfqOpD9Lel/SfEnPySvNGZJ+YK19xBiTLOku//xDktZIcq21\nV9dydzrVTr/q37YOxpjf+uvNkjdq+0t5RSlX3of2F+SNpFYYYyr923SapBT//Cf87D+UdLGkcklr\nJd1srd1jjHld0n55Jfvfkr4kKcYYc1heKTvfWjvPGNNT3pcDffy8f7PW/sYY07eu+6D6jTTGnCPp\nR/5jVijp6/Ie4/sk9fAf44nW2uJa7qPq98//+OvsIe+x6C1v1PFha+0v69qetXaxMeZ2SUPlPU+6\nSVom6YvW2iPV8s6T9AN5z9Hjqn209zXvqibdWntIUoG8EtdeUr6fdaZ//1Q52x8R7yrvOXettdat\nK28t9+M0eUXwO5I2GGN6Wmu3G2PG6eTHb6LC/nbkfZHzB0kd/W38yVr7f/76fi5vxHaopARJN1lr\nXzfGZEr6m6TukrZJ6lRLnl6SfiwpzRhzn6QHJbUzxvxL3vMq0b+NC40x8fIeu6l+hqWSbql+39ch\nTd5jttDfbq3PSf+yG+QV6cOSVlXL+wNJ58n7Un6zpButtbvqWx8ARCJGFgFEslGSVlUVxSrW2j3W\n2if9k46kTHkflgfJG3k4zxiTIukaSXOstaPklZhfha0mR1K+P33uaklF/qhSeFGUvA+xhyTtNsa8\nbYz5jaTe1toln7L9jpIelfchNVfS5+V9wO8l6WlJc/zlZ0uKM8YM9Kf05cr7cB8+utJP0ovW2nHy\nPrxX3Y4fSgpZa4288jZCpzCqZIxx5JXoFdba/f7Zidbaodba78krRvv8EbbRfqbwkZaj1trRkj4n\n6X5jTCdjzNX+bRnt396Vkh7wr+9KOmCtHWKt/Ym8gvuwtfbWsMsl6R+S5ltrh0uaJOlyY8xFn3If\nhN+ubHkfxM/zM/xI0lOSdsp7LmzwH+PaiqITtp4kSVfKK2GS9HdJ9/u3eZy8Eb0L69qeP01U8r7Q\nuFBemSnzLw/PO1Begap6jn5J3mhvcvj1/Of/W5Ly/ZHgM+SNNj4n6Sz/auFl0ZHUTt6U1MHynmsT\nTyFvuBskPWSt3eXfDzf7Wd7VyY/fib8deZ8pHpP0Xf++mibpm37BlKSxkn7jX/c+fTI6//8kvW2t\nHSrpRnmF8yTW2m1+3jettV/0b2NP+SPCku4OW993JZVZa/P82QC75I2k16a/MWapMWaFMWaPvL+9\np+QVXqmO56QxZoSk2yRNsdaOlTet25UkY8yV8grxWD/bC/pkJkR9z3EAiDiURQCRrEKf/jrlSnrS\nWlvsF72V8qYbHpM3AjPPGPMTSd+XNxJWZXlYCa0+6naCtbbQWnuGvA/890rqIuk5Y0zVh89aty+v\nVKyvGrWx1q6W94F/mqQnJM0xxrSTN+r0T0mzJJ0p6QVrbVm1GGXW2uf9fy/VJ1MA58j70C1/1ORv\n9dyWKf6H4g/8jJMlnR92GxaGXXe2pP/111sqrxzMCbu86rIVklbIG8GZLa9QFfnX+ZOkmcaYOP/0\nm2HLO9VyOn5BmiivOMhaWyivbM7x89V1H4SbIem/1trN/jpek7RXXuGt8zH2L/uaf/8slfSevP0X\nv+d/6ZAv6af+Ze/IKym5kqbXsb08P/Oj1tq91lpX3uN0RrVtzpI3mvaqv+6H5D3n+9eS8QV5z53x\nktZZaw/LK4enG2MSJA2XNwIpf9v/tta6/uOxTt4IY133T174howx3eRNvX7QP+tBSdf6JboquxP2\n7yqD5I1O3+/fntfljfiN8C/fYq1d7v87/DGcKf+LBWvtJkmv1HL7q29L8sp/1ajoMnl/d5L3d392\n2ON5trzSXJsN/hTUYfK+hOgu6Rl/FD1FdT8nZ0h6yVq711/P3WH5CuQ9Tkv87d8sadCnPMcBICIx\nDRVAJFssabAxpl346KI/LfBuSRf4Z5WHLVP17X5PeR/s75JXVB6T9yGuykmjlXUxxnxH0hvW2nck\nbZL3QXiSvIOlfLeO7VcvQ1Vi5L3uviKveM6V94H6v/JGVI5JeriW5UprWX/VdsPLdPVR0XBvWmvn\n1XP5sbB/h3Ry/qrcVSqqXbeilmVC/jJV54Xf37Xtk1a1fF3bres+CFfb/V6Vo7zm1U9a3++stb+r\nfoExJtX/54SqEUljTCdJRZKuqmN7VQU5/H6KqSVDSN4o08Vh2+staXstGV+QVyaPy5sqLGvtSmNM\norzRxbf9Yl8l/AuH8OdkXfdPuGv8ZZ4xxlRdJ1Xe7b2zlmzht/GQP5pWdXu6yRuZHy/vPqueqerf\n4c/j+h6rcLXdxqq8t1hrX/IztJNXWutlrX3AGDNe0r+MMXmq+zkZV0vm6n8Td1hr7/a3H69PpuXW\ntT4AiEiMLAKIWNbaHfKmbd1fNVXO//D+F3kH8yhW3aUhT9Jea+3PrbWvSJrnL1/b6165vA9ttUmU\ndIdfEKrkyNuXsGpb1bmSFnmbM2P87Q6RNEXS69baEkkL5E1je8n/9wR5o30v1pGjNs9JutoYUzUy\nd6nqL4yn6iVJN/m5E+RNWQ0f7bnSv2yUvBHX1/1lrg6bQnmLvIPqVBWY8PupXN4+eif4XwYsCttu\nmqQr/O3WNyoY7lV5I239/HXMkDcK+G69S9XMF56r0M/1jbBcb8oraHVtb5G/vrOMMWn+c+5a+SXP\n54Ytb/zlZ0v6UN7+fNVzrJGULm+U7Nmwi56XN2r+bLVFqt+e8O3Vef8Y74A510n6krW2n/9fH0m/\nkHdUYskraVUFJ/xvx0oqNsZc5q+rl7wRvxPlsQ4v+tus+pJnZh3XC99ufV6S9GVjTLx/39/l5z8V\n35U3rfzL/mh9bc/Jl+U9L0/3v7iSvCIdvv1rw6b33i5v38T61gcAEYmyCCDS3SjvUPZv+1O6Fsmb\nRnmNf3lto1SuvA9g240x1hjzpqQSefsuDahlmZ2SPjDGrDbGdKi2rp/KG/lbaIxZY4yx8qZdfq6e\n7cvfF/BCSX82xiyXV3qvstau96/yhKSBkl71S++Hkt6qNjoUfntqO/1LScXypoK+ImmPvJGn2pb/\ntH0Zwy+/RVIXY8wKScvlHTjn52GXjzPGvC/pfkkX+VMi75N3P71njFktb+rhZXWsf768IvXHatku\nkzd1dbm8AvOY/eTnE+q6D07wC9WN8vb7WyGvIMwLO7BJffdBfZddKml8WK5/WWv/9Snbc+UdyOg5\nefffYVUrLP7U5OskPWyM+VDec21e2FTe6l6WlGCtDf+ph+fkTUF9rtp1G3L/SJ+Mvv+j2uK/l9TN\nGDNHJz9+J/525E3zPlvSNcaYZfJK0w/9UfnaMlWdvklSjr+O++UVzNq8IynbGPMf1f13L3n342Z5\nU11Xyfus8/U61nnSOqx3AKHvSLrNGNNZdTwnrbUrJX1b0nxjzGL/tlet61555X2RMWalvCnLn/cv\nq+85DgARx3HdZjnqOwCgmfkHxii01r7gj6A8Jm8/qrubcZuV8o5Ou/dTr9yGGe9oqF2ttTcEnQUA\ngIZiZBEAWq+Vkn7gj7iukLRDnxx1sbnwDeOpOZXRXAAAIhojiwAAAACAGhhZBAAAAADUQFkEAAAA\nANRAWQQAAAAA1EBZBAAAAADUQFkEAAAAANRAWQQAAAAA1EBZBAAAAADUQFkEAAAAANRAWQQAAAAA\n1EBZBAAAAADUQFkEAAAAANRAWQQAAAAA1EBZBAAAAADUQFkEAAAAANRAWQQAAAAA1EBZBAAAAADU\nQFkEAAAAANRAWQQAAAAA1EBZBAAAAADUQFkEAAAAANRAWQQAAAAA1EBZBAAAAADUQFkEAAAAANRA\nWQQAAAAA1EBZBAAAAADUQFkEAAAAANRAWQQAAAAA1EBZBAAAAADUQFkEAAAAANRAWQQAAAAA1EBZ\nBAAAAADUQFkEAAAAANRAWQQAAAAA1EBZBAAAAADUQFkEAAAAANRAWQQAAAAA1EBZBAAAAADUQFkE\nAAAAANRAWQQAAAAA1EBZBAAAAADUQFkEAAAAANRAWQQAAAAA1EBZBAAAAADUQFkEAAAAANRAWQQA\nAAAA1BAbdAAAAFqa4ziOpGRJiZJi5H15WvWfK6lCUqX/X4mkY67rVgaTFgCAYDiu6wadAQCABvFL\nX2pyWkavzn2zc1IyOvds37FrRnJaRof4pHbpMfHxybFx8Ymh2LikmNi4pFBMbGIoJjYpFBublJjS\nPjEuMTkuFBMbckKhUCgUE5K3PtetrKh0KyvdyoryyrKS4rLio4eLK8rLiivLy4sqKyqKKivKiirK\ny4sry0uLykpKikqLjh0uKjxw4NjBjw8c2b9794Htm9YU7t2xRdJ+lzdaAEArRVkEAEQ0x3ES2nXs\nOqj7oOETMnpm9Urt3L1HYrv0zITklE6x8YkdUjI6p6d37ZXevnP3UEJyu6DjqqykWEf379bhPdsL\nC/ftOlRWUnygrOjY/qIjh3Yd3b9n54Edm7bv27x28f5t61e4rnss6LwAANSFsggAiAiO48R37pc9\npvug3KkZPfv1SUnvlJnYLjUzKbVDZtesnC4devSLiYlt/XtPVFZWqnDPdnfPxtUfHz2wd1fJsSM7\niw4f3Hlw1+atu9aueG/nR0vfoEQCACIBZREA0OIcx4nv2n/I2K4Dhkzt3GdQ/3Ydu/ZP6dA5q9fQ\nMT3SuvYMebNB256jB/dp+8rFewr37dx49MC+jQd3bl6/e92KJdtXLVnguu6RoPMBANoWyiIAoNk5\njpM+cMKs8zKzR+Sld+uV0y6j64CeQ0ZntuVieKqOHdqv7auW7D28Z9vGwr07V+9at2L5xiULHisq\nPLgj6GwAgOhGWQQANDm/HJ6TaUaMTu/ee1jHXv1z+uRO7BSflBx0tFavorxcO1a/f2TPhlUfHd6z\nfQXlEQDQXCiLAIBGcxwnptfQsaf1GTFhTsdeA0Z27JmV02fEJMphCwgvjwd2bFq2bcV7r21Y/Np/\nXNctCTobAKB1oywCABrEcZwUM2n2xT2HjpmS0aPfmAHjZprUzt1jgs7V1hUfOax1787fvH/b+sU7\n1ix91y584cHSomP7gs4FAGh9KIsAgFPWvlO3nv3HTLsiM3vkuE69B+YNGDezJ6OHkauivFybly7c\nv3v9yqV71q9avHX5okd2r1/5YdC5AACtA2URAFAvx3HShp52/rW9h42d0Wvo2PG9cyd0CIVCQcdC\nA+zZsLpo45LXl+z46MMF69+df8+hXVu3Bp0JABC5KIsAgBocx4kfNPH0y/qMmDQ70+ROHjh+VmZM\nXFzQsdBEXNfVlmXvHNy28r13tq9c/Orylx+913Xdw0HnAgBEFsoiAECS5DiO0yd3wpx+eVPP7zpg\nyJTsyWcOTGyXGnQsNLOKsjKtW/TKzl1rly/c8uHbz9u3Xvyn67plQecCAASPsggAbVxCSvuMoTPO\nuaXXsHGzB08tyEvr2iM26EwIRvHRQq1+/elV21ctfmXD4tf/smfD6nVBZwIABIeyCABtVN8RE2f0\nHzP9qt7Dx88cOGFWZiiGA5nC47qutq1879DGJQsWbFzyxiPr3nn5Ydd1K4POBQBoWZRFAGhDHMdJ\nGDLj3Ov6jZp87uCpcydm9MxKCDoTItuxQ/srV85/fOnWZe88v+rVp35ffKzwYNCZAAAtg7IIAG1A\nYkpqh2GnX/DdrLyp84bMOHcwP3eBz6qyokL2rRe3b1j82gvr3nnl10xRBYDoR1kEgCiW0bNfj+zJ\nZ353wLiZ87KnnNmHqaZoCpuXvvWxfevFF9e/O/8P21Yufj/oPACA5kFZBIAolJk9InvAuJnfHDTh\n9Ln9x07v5jhO0JEQhXbaZYVrFjzzyvp359+56YOF84POAwBoWpRFAIgifXInjBswbsYtZtKc2b2H\nj8sIOg/aho+3ri9a9eoTr29Y/Pq969555QmXDxcAEBUoiwAQBXoMHjXETJ596/BZF8ztNnBY+6Dz\noG06vHdn2dLnHnpt/aL5v13/3qsvB50HANA4lEUAaMUyevbrkTPtrB8Pn3XBOb2Hj+8YdB5Akj7e\nsu74hy8+/NK6t1/+xZbli5YEnQcA0DCURQBohRLbp6XlnnHR7UOmn3XhwAmn92CfRESiHWs+OLT8\n5UefsQtf+Mnu9avWB50HAPDZUBYBoBVxHCdx5NzLv5s9Zc5lQ2eeN4Cjm6I12LhkwZ6V8x9/Ys0b\nz912cOeWvUHnAQCcGsoiALQCjuM4OdPOusJMnvP1UQWX58bGJwQdCfhMXNfVmgXPbF7+ymP3LXvh\n4Ttc1y0POhMAoH6URQCIcL2Gjh1qJp3xi7HnXzs7tXP3uKDzAI1RWnRM7z1+31tr337552vffumF\noPMAAOpGWQSACOU4TvKY877485FnXnZpv1GTuwSdB2hK+zavPbb4ifueWvXaU9/av23DzqDzAABq\noiwCQISpmnKaPXXuN0bNvXx4TByDiYhOruvKLnxhy7KXHrnnw+f/+T9MTQWAyEJZBIAI0mvY2Gwz\n8YxfjTnvmtlpXTJpiWgTSouOa/GT979tF75w+9q3X34l6DwAAA9lEQAigOM4odzZF3979NlX3Txg\n3IweQecBgrB7/crD7/z7zofe+88933JdtyjoPADQ1lEWASBgvYaNzc6ePOf3Ey6+6Yzk1A78YCLa\ntIqyMi1+8v7Fq19/+geMMgJAsCiLABAQx3FCuWdc9K1RZ11586AJs3oGnQeIJLvWrTj87qN3//3d\nx/76Ldd1i4POAwBtEWURAALQMydvUPaUM/848ZKbT09OywgFnQeIRBVlZXrv8XsXr3njWUYZASAA\nlEUAaEGO4zi5sy/66qh5V36d0UTg1Oxat+LwOw//v/9b/MT933ZdtyzoPADQVlAWAaCFJKWmp+bN\nu/Ke/Ku/fV77jl1jg84DtCZlJcVa+NAfXlv16pPXb1/9/tqg8wBAW0BZBIAWMHDCrPyhM875w5jz\nrhkRCjHrFGioNW88t+n9px+8feX8xx8MOgsARDvKIgA0I8dxnNw5F39vwudu+Hqf3Akdg84DRIP9\n2zcWvfng7x5697G/ftl13ZKg8wBAtKIsAkAzSe3cPWPEnEvuzb/622enpHdkOBFoQuVlpXr7X/+7\ncNVrT9245cO3VwSdBwCiEWURAJpB9uQ5M4fMPO+Po8/+/BDH4acTgeaybtF/ty956oGfLnvx338N\nOgsARBvKIgA0sdzZF9088aKbbu8zgmmnQEs4sGNT0Wv3/vLuJU898A3XdSuDzgMA0YKyCABNxHGc\nmNFnX/2n6dd+/5qMzD7xQecB2pKS40c1/+6fPbP4yfsuLyo8VBh0HgCIBpRFAGgCaV16dBhx5iX/\nnnndD2fFJyUHHQdokyorK7XokTsXL3vpkS+yHyMANB5lEQAaqe/Iybm5Z1z4j/Gfu4H9E4EIsOaN\n5zYtefL/vrHqtaeeCDoLALRmlEUAaIQh08+6cPQ5V/9p8NSCbkFnAfCJXWuXH3rjb7/9zYcv/OsX\nLh92AKBBYoMOAACt1ci5l35v5nU/ujUzO5d5p0CE6T5oePrcr//69viklL6O41zvum5F0JkAoLWh\nLALAZ+Q4jjOy4Io/nH7jT27okNknLug8AGrXrmOX2Lnf+PU1cYlJHRzHudx13eKgMwFAa0JZBIDP\nwHGc2DHnfvGfZ9z80/NTOnQKBZ0HQP3ik1I05yt3nB+f3C4tsX3aBcVHDh8OOhMAtBbsswgAp8hx\nnMQJF9/44uwv/yKfI54CrYvrulr40B/e+eCZv1+8a92KrUHnAYDWgLIIAKcgrUuPDiMLLps/6/rb\nR8bEMfMUaK2WPP23ZUuefODzm5cuXBZ0FgCIdJRFAPgU3QYO6ztizsUv5V/1rUH8NAbQ+q167al1\n7z761+vWvvPy60FnAYBIRlkEgHr0Gjp28Kh5V7w44XPX9w46C4Cms/7dV7e/9c8/f2nNG88+H3QW\nAIhUlEUAqEOf3AnD8+Zd+fzY86/pEXQWAE1v4/tv7HjrH3+8cdVrTz8ddBYAiEQcDRUAatFv5OQx\no8+56qkx53yhe9BZADSPrLypPUKhmLuGTD87ZtVrTz0RdB4AiDSURQCoJitv6uS8sz//2Oizr+oa\ndBYAzavvyEndnVDozqEzz3VWzn/i8aDzAEAkoSwCQJisvCmTRs69nKIItCF9cid0dSsr/3fI9LPK\nmZIKAJ+gLAKALytv6sQRcy79z5hzv0BRBNqYviMndXdd987B+QUVaxY8+1zQeQAgEoSCDgAAkaDv\nyEmjh8264LGx519DUQTaqH6jJmdOvuwrd5tJZ5wWdBYAiASURQBtXs8howdmT57z+ISLbuBgNkAb\n13/MtB7jLrz+rn6jJo8MOgsABI2yCKBN6zlkdM/+Y6a/mH/1t3sFnQVAZMjJL+g/5pwv/C3TjOgX\ndBYACBL7LAJoswaMnd6515AxL55+00+yHMcJOg6ACDJq3hXDjhce/Fdq5+5nFu7bdSDoPAAQBMoi\ngDZp0MTT26V37/3cnK/eMSQmlpdCADVNuvTL44qPHHrUcZwC13WLgs4DAC2NT0gA2pyc/IKE5PRO\nT8/5yh2j45OSg44DIEI5jqPp13x/RsmxIw87jnO+67rlQWcCgJZEWQTQpuTkF8TEJiT96/Qbb5+S\n0qETc08B1CsmNlan3/STs8qKj9/rOM7Vruu6QWcCgJZCWQTQZuTkFzgKhf6Uf/W35mT06MfrH4BT\nEpeYpFk3/eTy0uLjWyTdFnQeAGgpHA0VQJuQk1/glJeWfD1v3pWX9sgemRh0HgCtS0p6x5j8q771\n1aEzz70k6CwA0FIoiwDahJLjR88bOGHWN4ZMPzs96CwAWqeu/XNSx55/7R1ZeVPzgs4CAC2BaVgA\nop6ZNHtSt0HDfzn58q92DzoLgNZt0IRZvQ/u3HxP+07dZh35ePf+oPMAQHOiLAKIajn5BQNSMjr/\n7oybfjKQ31IE0BTGnnfNyEO7tj7kOM48jpAKIJpRFgFErZz8gg6huPjfnvalH46KT0oJOg6AKOE4\njmZc8/3Zxw59/GdJNwSdBwCaC/ssAohKOfkFcZWVlT+bePFNMznyKYCmFpeYpJnX/uDqEWde8pWg\nswBAc6EsAog6OfkFTmnR8WvN5DkXZOVNZUgRQLNI69ozYdz5132n/9jp44LOAgDNgbIIIOq4buUZ\nXbIG3zL+wi91CToLgOjWb9Tk7kOmn/1nx3H4YgpA1GFqFoCokpNfMCIuKeVbM7906yAOaAOgJYy/\n8PoxH29df5ekK4LOAgBNiZFFAFEjJ7+ga2VFxc0TLrxhXEp6J5oigBYRiolR/lXf/Fzu7ItuCjoL\nADQlyiKAqJCTXxBbVlp81cDxp53ZL28K08EAtKi0Lj3ix577xe9l5U0dEXQWAGgqTEMFEBVc1z03\no2fWFRMuubl70FkAtE39x07vsWvt8r84jjPTdd2ioPMAQGNRFgG0ejn5BaNi4xOumXHtDwaHQkyY\nABCcCRfdOGH/tg1/lnRN0FkAoLH4VAWgVcvJL+hUVlJ85ah5V4xP65zJaxqAQMXExWnSZbdcMnhq\nwQVBZwGAxuKDFYBWKye/IMatrLw0M3vE3MFTC1KDzgMAktSp94DkITPPuS2xfVpa0FkAoDGYhgqg\nNTsrNjHprPyrv9U/6CAAEG5UwRVDd9llf5R0VdBZAKChGFkE0Crl5BcMKSstmTWq4IoxyakZ/EwG\ngIgSCoU08eKbLsyZNu/CoLMAQENRFgG0Ojn5BQluZeVZmdkjTh88dS7TTwFEpI69+icPnXnuj5iO\nCqC1YhoqgNbovLjE5Bn5VzH9FEBkG3HmZUN3fvThnyR9PugsAPBZMbIIoFXJyS8YWlZaPGXkvCvG\nJqd2CDoOANQrFAppwsU3XZgz7ayLg84CAJ8VZRFAq5GTX5Dguu68zEEjZg6ecibTTwG0Ch17ZiUN\nzi/4ruM4yUFnAYDPgrIIoDU53wmFxk645KYBQQcBgM9i1NzLc8eed81Pg84BAJ8FZRFAq5CTXzCs\nvKx02MCSf19DAAAgAElEQVTxsyakd+3JaxeAViUmLk4j5152ea+hY4cGnQUAThUfuABEvJz8ggRJ\nBe07dp029rxrugadBwAaou/ISV0GTZz1C8dx+LkfAK0CZRFAazC3rKS498iCK4bFxMUFnQUAGmzs\n+dfNzpl21hVB5wCAU0FZBBDRcvILeriuOyLT5M4YMHZ6StB5AKAx0rpkxmVPnft1DnYDoDWgLAKI\nWDn5BY6keXKcoRMuuZmD2gCIChzsBkBrQVkEEMnGVJSX9R4wbiYHtQEQNWLi4jTizEsvz8wekR10\nFgCoDx++AEQk/6A2MxPbp08Yd/613YLOAwBNqd+oyV3MxDN+GHQOAKgPZRFApJpbVlqcZibPGR4b\nnxB0FgBocsPP+FxBv1FTJgadAwDqQlkEEHFy8gsyJY1I7ZyZP2L2xRlB5wGA5tB90PDUAeNmfifo\nHABQF8oigEg0t6ykOGXI9HNyQjExQWcBgGYzcu6lpw+aeHpB0DkAoDaURQARJSe/IFtS74yeWdMG\n5xekBp0HAJpTRo9+if3Hzvia4zhO0FkAoDrKIoCI4f9UxmllJcUZubMvyuazE4C2IG/eFfmD8+dd\nGXQOAKiOsgggkoyS1LXrgCFTs/Km8oPVANqEdhldYgaMm3mD4zixQWcBgHCURQARISe/ICRpWllJ\ncbeRcy8bFHQeAGhJefOuGDdkxrk3BJ0DAMJRFgFEiomS0rsNGDquR/bI+KDDAEBLSkhpr6zR+Zc4\njsNnMwARgxckAIHLyS+IkzS5rLioQ86MswcEnQcAgpA7+6Jx2VPmXhF0DgCoQlkEEAlmSEru1GfQ\nhH4jJycFHQYAgpCS3jGUNSb/8xwZFUCkoCwCCJQ/qphXWlyUYqbMYV9FAG3a8FkXTh44/rRzgs4B\nABJlEUDwpkpK7NC9z2QzaXa7oMMAQJDSuvaIyxoz7ZqgcwCARFkEEKCc/IIYSXllJcXxAyecZph5\nBQDS0BnnTu+XN2VG0DkAgLIIIEjjJLVv17HrpKEzz0sLOgwARIJOfQYmDRg748agcwAAZRFAIHLy\nCxxJ4yrKy5WVNzU7FBMTdCQAiBjZU86c1W3gsCFB5wDQtlEWAQRlpKSOsfEJebmzL+4UdBgAiCQ9\nBo9KHTBu5s1B5wDQtlEWAbQ4f1RxgqTynkPGZMcnJQcdCQAiTp/c8ac7jsOBvwAEhrIIIAjZkrqX\nlZb0GzbrvF5BhwGASDQ4f15W7uyLGV0EEBjKIoAgTJBU3q3/kBGdeg+MDToMAESi2Lh49c4dX+Bw\nqGgAAaEsAmhROfkFHSVllZYUJfYdNblf0HkAIJLl5BeM6Tty0hlB5wDQNlEWAbS0fEnlKemdxg2e\nWtA+6DAAEMnSu/WOzxo97fKgcwBomyiLAFpMTn5BnKQc13XVIydvAD+XAQCfrvfw8TMSktt1DDoH\ngLaHsgigJY2TFF9eUjxw+KwLMoMOAwCtwcDxp3UfMuPcm4LOAaDtoSwCaEm5kiq79M8ZnN6tF68/\nAHAKQjEx6pEzalrQOQC0PXxYA9AicvILekvqVllRHtPd5PYJOg8AtCZZeVPGdu2fMyzoHADaFsoi\ngJYyQVKFK2fo0BnnZgQdBgBak+6DclOyRk+7KugcANoWyiKAZpeTXxAraaAkdR80bGBiu9SAEwFA\n69Nt4NCp/OYigJZEWQTQEkZISigrKUroOWR076DDAEBrZCbNye09fPxpQecA0HZQFgG0hKGSKhJS\nUvMGT+G3FQGgIdK79YzrN2rKhUHnANB2UBYBNKuc/IJESf0kqfug4X1j4uICTgQArVfX/jlTHMfh\nhRRAi6AsAmhu4ySptOhY+74jp/QKOgwAtGaDpxZk9x8743NB5wDQNlAWATS3bEluclrH3H55UxKD\nDgMArVli+zT1yR0/I+gcANoGyiKAZpOTX9BBUi9J6twvu2coxEsOADRWRo+sMY7j8IIKoNnxQgOg\nOY2XVF5eWhLXbcDQzKDDAEA06D92+uDM7JFTg84BIPpRFgE0pwGS5MTEDjWT53AUVABoAundesX2\nGTFxXtA5AEQ/yiKAZpGTX5AmqZskdemX3Sc+KTngRAAQPTr3NWODzgAg+lEWATSX0ZLK3MpKp1Of\ngUxBBYAm1DMnLzejR7+soHMAiG6URQDNpa8klZYUZWVPntMp4CwAEFV6Dhndvu/ISZcHnQNAdKMs\nAmhyOfkF8ZJ6S1KnXgMGpHXt6QQcCQCiiuM46j4od0zQOQBEN8oigOaQK8mRpI69+ncPOAsARKUO\nPfoOdxyH368F0GwoiwCawwBJlWXFRYldsgZ3DjoMAESjfqOm9O49bNzpQecAEL0oiwCaVE5+QUhS\nP0kKxcVlZ42exmFQAaAZpKR3VM+hY6YEnQNA9KIsAmhqWZKSJaljz6xMfjIDAJpPRo9+Q4POACB6\nURYBNLVBksolKb173y4BZwGAqJberdcQ9lsE0FwoiwCaWg9JKisuSuzSz7C/IgA0o355U3v1yZ1w\nRtA5AEQnyiKAJpOTXxAjqbvE/ooA0BKS0zLUIydvctA5AEQnyiKAppQlKV5if0UAaCkZPfoNCzoD\ngOhEWQTQlML2V+zDFFQAaAGpXXrkOI4TH3QOANGHsgigKfWQpIry8pj0rj0zgg4DAG1BryGje3TJ\nGjw66BwAog9lEUCTCN9fsaz4eI/euRNSA44EAG1CWrdeoW4Dh+cHnQNA9KEsAmgqWZLiJCklo0vv\ntK49A44DAG2D4zjq1HtA/6BzAIg+lEUATaW/qvZX7NYrw3GcgOMAQNvRvlNXyiKAJkdZBNBUulT9\nI7Vzd/ZXBIAWlNKhS38OcgOgqVEWATSVzpJUWVEe075zZnrQYQCgLeEgNwCaA2URQKPl5BckSuog\nSaVFxzP7DB/HwW0AoAWldesV6j5w+JSgcwCILpRFAE0hq+ofKR069Unv3ocdFgGgBTmOo469BwwI\nOgeA6EJZBNAUesk/uE1q58w0Dm4DAC2vXUaXPkFnABBdKIsAmkLnqn+kdOjMFFQACEBCSvvMoDMA\niC6URQBN4cSRUJNSO7QPMggAtFWpnbt3dxyHA4wBaDKURQCNkpNfkCApQ5IqystjUjI6UxYBIABd\nsnIyuvYfMiLoHACiB2URQGN1k/9aUnL8SMfuA4elBJwHANqk9p26qWPvAaOCzgEgelAWATRWL0ml\nkpSQ3L5XRo8sjm4DAAFwHEcZmX3ZbxFAk6EsAmisE/vHtOvYJS0mLi7ILADQprXr2JWyCKDJUBYB\nNNaJspiS3on9FQEgQEmp6T2CzgAgelAWATTWibKYnJZBWQSAAMUntct0+LFbAE2EsgigwXLyCxyF\nlcWElNTkAOMAQJvXLqNzhiS+uAPQJCiLABojRVKyJLmuq/jE5MSA8wBAm5bWrVd6YrvUnkHnABAd\nKIsAGqOnpEpJKi8pTmzXuRtlEQAClNqpe6hr/yE5QecAEB0oiwAao6ukckkqKylOzejRLyngPADQ\npiWktFdKRhdGFgE0CcoigMZIqfpHbEJip9TOHLEdAILWLqNLx6AzAIgOlEUAjXHigDbxye1SE5Lb\nBZkFACApOS2jQ9AZAEQHyiKAxjgxspjULo0pqAAQARJS2mcEnQFAdKAsAmiMEyOLie3TOLgNAESA\n+KR2lEUATYKyCKAxTowsxielUBYBIALEJSSmf/q1AODTURYBNEhOfoEj6cROirHxifEBxgEA+GLi\n4tgtAECToCwCaKhESXFVJ2Lj4mMDzAIA8IViYimLAJoEZRFAQ6VJiqk6EaIsAkBECMXEJjqO4wSd\nA0DrR1kE0FDpksqrTsTGxcXVc10AQAtJSGmfqLADkAFAQ1EWATRUO0kVVSdiYuMYWQSACJDUPj1J\nYfuUA0BDURYBNFSCJLfqRCiWkUUAiASJ3u/etg86B4DWj7IIoKFOlEPXdRViZBEAIkJ8cruYjr36\ndw46B4DWj7IIoKFO/FRGRXlZXGK7VMoiAESAhJT2Sk7L6BR0DgCtH2URQEOdGFmsLC+LS0huH1Pf\nlQEALSMuIUkx8QlpQecA0PoxEoBWxRgzTdKTkoZaa7f7590haY219m+NWO9Vkn4iaYN/Vrqkt6y1\nN5/i8hdIGmKt/XEDt99X0nJJ78vbDzBR0mvW2h80ZH21rH+3tbZbU6wrTPg0VCcUExtVh2mvKC/T\nW3f/SIW7tyoUG6fxV31XkvT2vT9VKBSj1O69NeGa2xQTG1fvMhl9snVgy0d1LldceEDP/egKnfOb\nJxUTG6dj+3frtT98Q6GYWE275ddKzuiiDW8+IycmVlkT5wRyXwCRzK2s1Dv3/1QHtqxVTFy8Jl33\nY6V2633i8q3vv65lj98lJxSjQdPP1aAZF9S5TF1/q2/d82Md3LpW2bMu0oCpZ6n0+BEtuv/nmnrz\nHQHe8ro5TkihUExEfcbz378fkbRK3vtcqqSNki6z1padwvKjJd1krb26ERlKJb3lbz9O0hpJN1hr\nK+pdEGjDGFlEa1Qi6f/CTrt1XfEzcCU9ZK2dbq2dLmmUpBHGmLwmWPepWuVvf4akSZKmG2OGNdG6\nm+I+qu7ENFTXdZ1QKCaqyuLa+Y8pNiFRBT/9hyZde7vevPOHeuuvt2vsld/WmT9+UMkduuqjlx+u\nd5mFd/1IkvTW3bfVutyOZW/ppV9cp+LCAyfWsXnRyxp+9jUaMvdKbVr0kspLi7X1/dcpikAdtiyZ\nr8ryMhX89B8afcnXtPih35y4rLK8TO/9/Vc64wf36MzbHpCd/5iKDu/XliXzVVFWc5na/lZLjh5W\nceF+Ffz0H1r3+hOSpOVP3qvh51wbyO09FU5MjBR5AwKupP9Wvc9Za0dLKpN0Vgtm2B+2/SnyCuuZ\nLbh9oNWJtBcS4NO4kl6V5BhjbrLW/r/wC40x35B0kbzf/3vDWvtdY8ztkvpK6iKpj6SvWWtfrmXd\n4WUnVd7o4iFjTJy8ctpP3o/Q/85a+4gxZqKkP0g6JKlY3qigjDFflnSJn/Vha+2f/ZHD+/3lXUm3\nWGuX13M7k+QdbfSYMaaXpLv984okXWet3f4pt7WnpAxJN1tr3w67f4ZJ+qN/W/dL+oK1trCeHPX5\n5PXDdR0nFIqqsnhoxwb1yJ0sSUrL7KvjB/eorOi4ugzMlSR1GTRC9tVHNeTMK+pe5sAelR4/omMH\n9tS6nBMKafat9+np733uxDpiE5NVXlokuVJsQpJWP//3k7YB4GR77Ycn/u46DxyujzeuOnHZoR0b\nldq1t+KTvQODdjWjtGfN+9q7bpl6jqi5TG1/q2bmBXIrKlReWqKYuAQd2btd5aVFSu/ZvyVv5mfi\nOI4kJ9J2DXAU9j5rjImX1F3SAf/0b+V9USpJ/7TW/skYY+S9dxbJe8867l/3Qklfk/fzTQuttd8z\nxqRLekjeUWBjJd1qrX2trjD+e3s7SUeMMWmS7pP3vil579ErjTFb5I0+rpa0UNK35RXcnZIulpRW\n2zaNMcslvS5puLz3/LMb8V4LBIqyiNam6o3mRknvGWNerLrAL0IXSppgra0wxvzHGDNX3gt1sbX2\nTGPMaZK+Ial6WXQkXWqMmSDvzatQ0s+stRuMMTdL2mOtvdwY007SB8aY+ZLulHSBtXadMebnfoYc\nSZ+T94YXkvSyMeYlSb+Q9Htr7TPGmFx5b0pjqmXIMca85uetkPQHa+1GY8y/Jf3JWvuiMWampDv8\nqbd13dZ91tqrjDFD5b2JjQjbxj2SrrLWfmSM+aK8N75bP9Mj8IkTH0Rc13XkRNdEhYw+2dr2wQL1\nGTNTe9ctU0nhIbXrnKnda5ao2+DR2vbB6yovLqp3meLCgyovLlL7Lj1rXS5z2IQa282adKbee/BX\nCsXEaOi8q7Xs8bvVNTtPb9/7E3XKGqJBM85vkdvfVm16/00tff6fdVz6GQboXcl1Pvl3vVf8rNy6\nl2n4FIJ6lnS9C11/u14RacQ6GxjSrWPB4t0bnQ0fLnKXvPCoJKmo8KDzyA+/4DqOo4qiIyo7uNt5\n9EdfdCWp5OPtzvr333Qrio76yzwStszVbklxsfPwNy9wY5JTVbxns+OWFeuJn9/klh3aq3/dOMuJ\n69DNffLWy534jEx3/fUzHUmK79TTdULey6Fbz2PzabeurrNdSbXd5d6mXDlVb4uO3PA7qXDXuuvS\n2juTT2Xr9T2kh4/oFtd1D57Kek7BDP99roukSkl3++WqQFJfa+14Y0yspIXGmFflvXf+yFo73xhz\nraSJxpgOkm6XlGetLTbGPOi/t8+W9JL/BW2mvHKXVW37GWHvs66k5621rxtj/kfeqOddxpiB8grq\nFHlfvI6w1h40xjwi6VfW2seNMVfI+1L51jq22V5e4b3FGPOQpDmS/t1E9yHQoiiLaJWstQeMMV+V\n9Dd5+x9IkpG0KGzfgzclDfH//aH//+2SEo0x/SXd65/3d3nl7B/W2u/7o4AvSlrnX54t6b/+do8a\nY1ZL6i+pm7W26jpvSBrvb6+PvNFPyRudHOiv4w1/Hcv80cLqVvtTYKsbKun7xpjvyCu1pf766rqt\nVVlXGmOq76c4WNKd3pe1ipO0tpbtnaoTHy8cp+ojTfQYOP1cHd6xUc/fdqW6mJFK7d5H077yGy35\n5+/14X/uUtfsUSo9duRTl0lon67J1/9M7/7tjjqXCxeXmKxJ190uSVr0wC+Ue+51euf/fqFZ3/mL\nXv3dV5U16UzFJiQ1501v0/rlTVG/vClBx4g0ET1r4L2//1qdBw53+o0/Q5L07xtn6nM/vd+RpANb\n1+r9f/1es75zpyNJ7z34K3UxI529az+sZZn/cw7v3Kx3/3aHU1lRrgGzLlDhzs3Kv+VXJ27/HrvU\n2b16sRLbd3AS2qdLkkqPHXYGzbighW91rU7kdF1X910/+57127ffFWSgWrxqrb3EGJMh6RVJm/3z\ns+W9j8laW26MWSQpR977+mL/Om9ImihpgKTOkl7w38vayXtPzpb3BamstTuNMYXGmM7W2n1h2z9Q\nx/vsMHm7flzkn+7g//9ja21VUf66pO8ZY26RN9r4pL/Nv1fbZhf/+kv9/2+TdxwCoFWKrqEAtCnW\n2mclWUlXyWsqH0kaZ4yJMcY4kqbqkzLkVlt2Q9X+idba+/2zHf+yzZJukvSoMSZJ3pvCFEkyxrSX\n96aySdIOY0xVQasaIrL6ZN/D6fLeRJb765jqr2OEpF2f4aZ+JOk7/vpulvftZG231frXH+tvZ6ik\nLbWs6wp/Xd+X9MxnyFFd2AdIx3UrK6OqLX68foW6DxmrM3/8oPqOm6Wk9E7auXKR8r/8P5p9670q\nOXpImbmT6l+mQ2fFxMVr29IF9S5Xm4Pb1ik2Pkntu/ZSRWmx5LpyKytVUf6px4EA2pQuZoS2L31T\nkrR33TJl9Bl04rL0zH4q3LVVJUcPq6K8TLs/WqIug0bUucyn/a2ufv7vGjL38yovLZYT8j5ClVWb\nYRAJXNeVKzdiD9pirT0g6XJJ9/pfaq6RNFk6MT10orwvbFdXna9P3mc3yStgp/nvZXdKekcnv1f3\nkFf49p9ipDXyZv9M93M94J9fGXad6yTdbq2dJu/971yd/N7eQ94XxFXbjKr3RLRdjCyitamaOlLl\nq5JmSidG0h6RN9IYkvSmtfZJf9qnW20dda1b/rrmG2P+K2+qy62S7jHGvClvv8HbrbX7jDHXSLrP\nGHNU3pvDKmvtcmPMfGPMQnnfJC6StEPSN/11fFPeiN4X69t+Nd+UNxqY6G//ljpu61PGmJGSpvjZ\nk+W9uYWv+wZJf/en+biSvlDHNj8Tx3HcysqKqHpjTMvsp9f/+A0te/IexcYnatJ1P9bhHRv14s+u\nUUxcvDr1H6oBU73jMrzxl+8r76JbTlomJj5Bk6693VtXtz61LndCLXPAlj95ryZ80ZshPGDq2Xru\nR5erU/+hSkhJbdbbDbQ2fcacpp3L39FzP7pckjT5+p9p41vPq6z4uMzMCzT2im/p5V9+Sa5bqUHT\nzlNyh861LiPV/7e68e0X1CtvmmLjE9R3/Ol6/Y/flBOK0bRbft3yN/pTuJWVCrllobNmOMl1XKW+\n0eLyp191S5ojlk5+n11jjPmTpD9aay8yxkwzxrwt7+Bp/7bWLjXGfE3SA/4++tslVVhrPzbG/E7S\nG8aYGHnl8Z/ypqze7x+dPEnStdbaypMj1Pk++3N57+fXyZteelst139P0rPGmCOSjsj7svWZatu8\nzt81pPp2our9EW2L0/D59QAijTHmNkkrrLWPN/e2cvILPi/voD8qOX40eeaXfnhLVt7UhObeLgCg\nfuWlJXrsljG/653yUZ0HeKnH+qdfdT9q8lAAWiVGFgE0WigmtqK06Fj1b3ABAAEoLy3RweL0tz58\n13026CwAWjfKIhBFrLU/bsHNnZiWEBsXX1p89HB5C24bAFCHkuNHVFR4cG/QOQC0fhzgBkCjOaGQ\nW15awpFXACAClB4/6u7fvpGyCKDRKIsAGuqkaaeV5WWMLAJABCg+WlhUWV52NOgcAFo/yiKAhjqp\nHFaUURYBIBIUHz1cJO+InQDQKJRFAA1VGn6isryMaagAEAGKjxwqlnQs6BwAWj/KIoCGOqkclpeV\nMrIIABGgorys2HVdjlANoNEoiwAa6qSyWEFZBICIUFlRXhR0BgDRgbIIoKFOmoZaXlbKNFQAiAAV\n5ZRFAE2DsgigoU4qh6VFR0uCCgIA+ER5afHhoDMAiA6URQANddLIYsnRQr7JBoAIUFZcdCDoDACi\nA2URQEMdkxRTdaLoyCHKIgBEgOKjhQeDzgAgOlAWATTUEUmxVSdKjh85WlZSHGAcAIAkFRcepCwC\naBKURQANddKHkfLion1H9+8OKgsAwHf04L79QWcAEB0oiwAa6qjCDnITio07fGDHZg5yAwABKisp\n1pH9u/nmDkCToCwCaJDVC56tlHS86nR8UnLRoT3b2W8RAAJ0dP9uHdyxeXXQOQBEB8oigMY4URYd\nJ+SWFR1jp0UACNCh3dsKD+/ZvjXoHACiA2URQGMcCz9RcuwII4sAEKDCfTsPSOKnMwA0CcoigMY4\nHn6i+MjBI0EFAQBIpUXHd7muWxl0DgDRgbIIoDGOnnTi4MeURQAIUPGRwzuDzgAgelAWATTGSdNQ\nj+7fU1hZyRfaABCUY4f27Qg6A4DoQVkE0BiHFfY6Uny0cOfhPdsDjAMAbduhXdsoiwCaDGURQGNs\nkRRXdSIuIXHvrrXLjtVzfQBAMzl++IAObN+wJugcAKIHZRFAYxyUVFp1IjY+obRw366j9VwfANBM\n9m22R7atXPxe0DkARA/KIoAGW73g2Qp5U1FPKCrkiKgAEIQDOzbtlrQ36BwAogdlEUBjHQo/cfzw\ngcKgggBAW1Z6/OhO13XdoHMAiB6URQCNdVJZPLJvF2URAAJw7ODHW4LOACC6UBYBNNbJZfHjXTuP\nHfw4qCwA0Gbt375xQ9AZAEQXyiKAxtojKbbqRExs3JbNy97miKgA0IKOHtyn3etWLA46B4DoQlkE\n0FhbJcVUnYiNTyg9tHPLwQDzAECbs33l4j07P1r6RtA5AEQXyiKAxjoq6aQjoB7dv/tAQFkAoE0q\n3Ldro+u6zOoA0KQoiwAaZfWCZ11VO1T7oT3bGVkEgBZ07OC+9UFnABB9KIsAmsJJZfHI3l07jh3a\nH1QWAGhz9m/bsDHoDACiD2URQFPYLcmpOhGKjd2yddk7TIcCgBZw7NB+7Vq3fEnQOQBEH8oigKaw\nVlJc1YnY+ITSAzs2MRUVAFrA9pWL9+5cs3RB0DkARB/KIoCmcFjegW5OOLR7276AsgBAm3Jw15Y1\nruse+fRrAsBnQ1kE0Gi1HeRm/7YNeyrKywNKBABtx6FdW1YGnQFAdKIsAmgqJ40klhw9vGbrikUl\nQYUBgLagtOi4dnz0IfsrAmgWlEUATWWXwl5TElLaF+78aCmHRAWAZrTlw7f2rV/03yeDzgEgOlEW\nATSVlZJiws84tHPrnoCyAECbsH/7xtWu6x4KOgeA6ERZBNAkVi949rhq7Le4nv0WAaAZsb8igOZE\nWQTQlHaEnyg5fmT11uXstwgAzYH9FQE0N8oigKa0VeH7LSa3P7Lzo6UfB5gHAKLW5qUL961f9N8n\ngs4BIHpRFgE0pRWq9rpyYMdG9lsEgGbw8db1K1zXPRx0DgDRi7IIoMmsXvBskar9hMa+zWs3Fx/h\nswwANLW9m9YsDjoDgOhGWQTQ1LaHn3AcZ82aN5/jSH0A0IQ+3rqudNP7bzwedA4A0Y2yCKCpnbTf\nYkxsXPnejR/tDDAPAESdTe+/uXLvRkYWATQvyiKApra8+hn7Nq3Zzk9oAEDT2b9tw2LXdd2gcwCI\nbpRFAE1q9YJnS1RtKmrR0cPLNi5+vSigSAAQVYoKD2rr8kXzg84BIPpRFgE0h43hJxKSUo5vX/M+\nU1EBoAmse+e/GzZ98OZTQecAEP0oiwCawweS4sLP2Lfpo13MmAKAxtu/fcMS13VLg84BIPpRFgE0\nudULnj0gaW/4eYf3bF+5e93KsoAiAUBUKC8t0fbVS94KOgeAtoGyCKC5bAo/kZDcbs/ad17aFVQY\nAIgGa99+advq155+IOgcANoGyiKA5rJS1aai7lq7fAtTUQGg4XatXb7Qdd0jQecA0DZQFgE0l02S\njoafceTj3e9vXPJGcUB5AKBVKzpySJs+WPhc0DkAtB2URQDNYvWCZ11JG8LPS0hKObx56ZvbAooE\nAK3aR288t2bDe68+EnQOAG0HZRFAc1oqKTb8jF1rl28uL+MgfgDwWe3ZsGqh67ocKAxAi6EsAmhO\n6yUdDj+j5Fjh+x+98Rz72wDAZ3Bo97ayjUveYFQRQIuiLAJoNv5UVBt+XlxCUsn21Uu2BhQJAFql\ntW+9tGzbyvfmB50DQNtCWQTQ3N5TjamoK9YVHy0MKA4AtC6u62rXuuVvuBxOGkALoywCaFarFzy7\nWw6oai0AABxJSURBVNKe8PMcacWyl/69L6BIANCqbF+1+NCG9179a9A5ALQ9lEUALeGkqaihmJjK\nbSsWb+RLcgD4dBuXLHhz7yZrP/2aANC0KIsAWsI7kmLCzzi8e+t7m5e+xW8uAkA9io4ccje9/+Z/\ngs4BoG2iLAJodqsXPHtE0pbw8+ISkw6s+//t3Xl0lfd95/HPXSWxC8yqmMVmsa8Djj3eQ3LrxE5i\n+3oap0nTTJI2mbST8TTTdHqadnJmmk7buE2axE6auE3s2HGMzepAwBeDBAIuIEAGtCDp0YI2QGLR\nLrTe9Zk/rjgRuhLIRtznSnq/zrlHnOdeOB/jcx700e/3fH/H9pwZ4bcAACQZ+7eXVObtftPqHAAm\nJ8oigGQp0pDVxfPlRWXd7c3sRQWAYZimqbMl+TmmaUaszgJgcqIsAkiWQkm9gy/Y7CotemfDRYvy\nAEBKqzm+v6ni4DvPW50DwORFWQSQFEbAH5VUNviazWY3G8qOn45FoxalAoDUVXfy0N7OpsYLVucA\nMHlRFgEk0yEN2Yra3d581DiwnUMXAWCQtsa6UO2JA69ZnQPA5EZZBJA0RsDfLql28DV3WkZ/df7+\naosiAUBKKt279VB9Yd5eq3MAmNwoiwCSLV+Sc/CFljNVebUnDvaO8HkAmFS625qjNScCr5kcRgvA\nYpRFAMlWLql18AV3xpQ248AOVhcBQFJx9qb8qrzd663OAQCURQBJZQT8puLHaFx1/7lUXXqswTgZ\ntCYVAKSG/u7LqjsRWG+aZszqLABAWQRghcOSriqGrvSMCyV7t9aO8HkAmBROZW8uKNu//RdW5wAA\nibIIwAJGwB+WVCDJNvj6hYqi4011FRw+DWBSCgf7VXvy4BbTNLkPAkgJlEUAVtkv6aoDFp1ud13x\nro311sQBAGuV7H2rvHj3xh9bnQMArqAsArCEEfD3Szo19HqDceJk+8WzPKsDYFKJRiKqPX5gm2ma\n/VZnAYArKIsArJRwhpjd4aw4se3VeguyAIBlTuVsrjy54/V/sToHAAxGWQRgGSPg75ZkDL5ms9nU\nUHbyaFNdRdiiWACQVOH+PlUe3rXONM1uq7MAwGCURQBWy9WQe5HD6aw+uf21GovyAEBSFe58s6B4\n96YfWJ0DAIaiLAKwlBHwt0qqHHr9QlXJoXOl7/LsDoAJra+rw6w6kv1L0zRDVmcBgKEoiwBSQbaG\nHKPhdLvPF+5cX2VRHgBIipM7fn2YcxUBpCrKIgDLGQF/i6TSodeb6yoOVB3d02NBJAC46TqbzodP\nH9v7ommaTIAGkJIoiwBSxS5J5uALrvSM9pI9b5WbpjnCbwGA8avg7df3VeVlb7Y6BwCMhLIIICUM\nTEYt0JDtqJ0Xz+0/lbOlw5pUAHBzNNVV9lTn7/uhyU/DAKQwyiKAVJIj6aohD053Wm/Zvm2FoT52\nowKYGEzT1PFtr2yvOb4/4axZAEgllEUAKcMI+IOSjmnIvSnU13M4b8PPzlmTCgDGVvnBnfXGgR3f\nsjoHAFwPZRFAqjkg6aqDqe12R+xMYd6hS7VG2JpIADA2Qn09OpWz+ZXWczXnrc4CANdDWQSQUoyA\nP6p4YXQMvm53OE4f2/TzCh7vATCevbv1lbziXRu/Z3UOABgNyiKAVHRcUsJP3VvOnt5TmruVYTcA\nxqWmusqeqiM5z5mmGbE6CwCMBmURQMoxAn5T0g4NmYzqSkvvKtnzFsNuAIw7pmnqxG9f/W3Vkexd\nVmcBgNGiLAJISUbA3yipWEMKI8NuAIxHFYfeqS/bv/1vrM4BAO8FZRFAKtspKTj4wsCwm0BjRWFw\nhN8DACml93J7rHj3pv9gqA2A8YayCCBlDRylkavEYTc1Rze8eCoaZjgqgNR3ZP1Pc4p3b/yh1TkA\n4L2iLAJIde9qmGE3XS0Xco5sepGf0gNIaVVH9zSUH9z5l6ZpxqzOAgDvFWURQEobGHbztobcrxwu\nd6Qmf9++xvICtqMCSEm9nW2xgh2v/7SxvKDS6iwA8H5QFgGkPCPgb1D8OI2r7ll2h6PmyMZ/Zzsq\ngJR0ZOOL2cXZm35gdQ4AeL8oiwDGi3cktQ292N1yISdvw0/ZjgogpVQdyTlXEd9+alqdBQDeL8oi\ngHHBCPijkrZqyFEaDpc7Unv8QG6DcbLfmmQAcLXezrZYwdvr/q3BOFlldRYAuBGURQDjhhHwn9Xw\n21Frj2z4WXE4SF8EYC3TNHX4jR/vLs7e9COrswDAjaIsAhhvdklqHXqxt6M158Cr36tPfhwA+J1T\nOVsqy/Zv/29sPwUwEVAWAYwrA9tRt2nIdlS7wxE7V5LvL83d2mFNMgCT3cXTpd3FuzZ8+1KN0Wh1\nFgAYC5RFAOPOwHbUdzXkHuZ0p7cW7lx/oOVsNeNRASRVqK9Xeev/7SUj4N9mdRYAGCuURQDj1W5J\nzUMvmrFo8YFXv18SCYcsiARgsjq47vncE9tf+1urcwDAWKIsAhiXBrajrpcUGfpeV8vFdw6+9sOz\nyU8FYDIqzd1Wb+zb/memaSbcjwBgPKMsAhi3jIC/VfHzF6+6lzmczmh9Yd7O8oM7O61JBmCyaKqv\n6CvateHb5yuL6qzOAgBjjbIIYFwzAv4CSSUaMvDG6XY3ndzx64M8vwjgZgn19ejwup+8XJq7baPV\nWQDgZqAsApgItklqG3oxFgkX7Hv5uYJgb7cFkQBMZKZpKvfl53Yd3/bKX1mdBQBuFsoigHHPCPgj\nkjZKig59r6+zLTvnZ9+pisViyQ8GYMI6uvk/ThXtXP9F0zQT7jsAMFFQFgFMCEbAf0lSjiTH4Os2\nu91sqq/YenjdC5x7BmBMlB/cefFU9pY/7mxqbLc6CwDcTJRFABOGEfDnSzqlIfc2lzstWJ2/b0dJ\n7la+sQNwQ85Xnuo98dtX/6K+8HCx1VkA4GajLAKYaH4j6cLQi063u6ng7XU5DcbJPgsyAZgAulub\nYofWPf+vZft3bLE6CwAkA2URwIRiBPwxSa9L6h36nk2qOPTr549cbrnAA4wA3pNoOKzcl7+7peid\n9f9odRYASBbKIoAJxwj4eyS9qWEG3oT6ew5n//T/FoX6epIfDMC4ZJqmcl/6bt6xzT//immaptV5\nACBZKIsAJiQj4G+U9LaG3OdsNpt621v877zwt+XRMEcwAri+w+teKD2549dPm6bZb3UWAEgmyiKA\nCcsI+IskHdHQwmi3m+3n67fmvPidWhYJAFzL8W2v1hft3vg0k08BTEaURQATXbakakm2wRcdTlfk\nQlXxlv2vfq/BmlgAUl3p3q1NBf51zzSWF9ZbnQUArEBZBDChGQG/KWm9pOah7zndaf11Jw6+dXTz\nzy8lPxmAVHb62N7OE9tf+3JdweEiq7MAgFUoiwAmPCPgj0j6paTLQ99zpaV3VgTe3la0e1Nb8pMB\nSEXnSo/35r/18p9XHN6VY3UWALASZRHApGAE/P2SXpGUcM6iw+W+VLjzzbcrDu9OKJMAJpdLteWh\nvDd/8veluVvftDoLAFiNsghg0jAC/k5Jv5aUMAbV4XDU52/5uf/0sb1dyU8GIBU011eGDrzyL98v\n2r3ph1ZnAYBUQFkEMKkYAf9FxZ9hTBiDarPZTh/Z+OLO6nf3dyc/GQArNZ+pCue+9NxPCt/Z8B2r\nswBAqqAsAph0jIC/TtJvNGRCquIXKo+s/+nOmhOBnuQnA2CF1nM1kX0vPfdS0a4Nf2N1FgBIJTbO\nGAMwWXm8vvslPS0plvCmzX7nI1/4xpPLH3h0WtKDAUia5jNV4dxf/NOvinZt/LrVWQAg1VAWAUxq\nHq/vIUlPapjCaEqrHvmjP39qxUOPTU9+MgA3W1NdRSj3F//0anH25metzgIAqYiyCGDS83h9H5b0\nSQ1XGE1zxUOff/bpVY98ksIITCCXasrC+17+518WZ2/+H1ZnAYBURVkEAEker2+t4oUxOvS9WCx2\n271Pf9m35vHPZiY/GYCxdrbkWN+hdT9+qWTPb/7S6iwAkMooiwAw4ForjNFweMFdH//0Mw985k/n\nJT8ZgLFSdTSnK3/LS8+X7d/+/6zOAgCpjrIIAIN4vL6HJT2hYQpjJBScddv9v/dZ71e+lWWzJQxS\nBZDiirM3txX413238vDuF6zOAgDjAWURAIbweH0PSHpKw5zFGA71Z2Tdee8fPv7sPyx1OJ3JDwfg\nfTm25RdNZft++79PH9v7K6uzAMB4QVkEgGF4vL41kp7RMGcxRsMh5+zFyz/75De/t8qVnpH8cABG\nzTRNHXj1+w3V+bnP1hw/4Lc6DwCMJ5RFABiBx+u7XdIXJCUsIcZiUfv0OQue/tRf/PPdUzNvYU8q\nkIIi4ZD2/Pvf154pPvqF+sK8d63OAwDjDWURAK7B4/UtlPQnktKHvmeaptKmTn/U+9VvPbhwxZq0\n5KcDMJLu1qZYzot/V9xy9vTna08eOm11HgAYjyiLAHAdHq8vU9J/lTTsWYs2u+OD9336q4/d+dGn\nZiY3GYDhNFYU9h987UcHgz2dX6w4vLvF6jwAMF5RFgFgFDxeX4akr0maq2EG30Qj4UUrP/xJ3yN/\n9I2FTEoFrFO2f3tHwduvbzdjsW8YAX+31XkAYDyjLALAKHm8PpekL0lapuGP1siYv+KDn/nEs/+w\nnME3QHKZpqnDb/z4wulje19xutzfNQL+oNWZAGC8oywCwHvg8fpsih+r8aCk6ND3Y7GofWrmvCce\n++/fuSdz4WJH0gMCk1Cor0fZP/u76kvVZf/ozpjyphHwJ/wwBwDw3lEWAeB98Hh990l6UpJ9uPcd\n7rQHH/zs19cuf+DRaclNBkwul2rLQwd/9YPC7vbmv67M233Y6jwAMJFQFgHgffJ4fUsk/RdJw05C\njYTDWcsf/NiTa7/4zUV2B4uMwFgr3r2prTh70x6Z5v8xAv4aq/MAwERDWQSAG+Dx+qZJ+oqkeRr+\nOUZXZtZS36Nf+/ZdsxbcSmMExkCor1f7Xn6utrG84A1XWvqPjYC/3epMADARURYB4AZ5vD6HpD+U\n5NEwzzFKksPpvv++Z776kVUf/tSwx28AGJ3zVcXBw6+/UNDb2fqy3eF8wwj4w1ZnAoCJirIIAGNg\nYPDNWkkfkzTs2RmRcGjB0nvXPuX947/+gMPlSmo+YLwzTVMF/jdaSnO35tqklyXtMwJ+vokBgJuI\nsggAY8jj9d0q6fOSpmv48xidM+ZmPfHRP/mr1XOXrqIxAqPQ29lq7n/1X6svVp3a7EpLf8UI+Ous\nzgQAkwFlEQDGmMfrc0v6nKQ7JUVG+tiqtU947//Mn86z24cdqApAUvnBnZ0F/nXHI8H+N20220Yj\n4O+3OhMATBaURQC4STxe38OSPqERtqWGQ/1psxcte2Ltl77pYZURuFpvZ6sZeO1H1RcqC7Od7vQt\nkg6x7RQAkouyCAA3kcfrWyjpC5JmaphtqVc+tuojT3rvf+ZrrDICksoP+i8XvP3Gu5FQf7bNZtts\nBPxnrc4EAJMRZREAbjKP1+eU9GlJd2uEaanhUH/a7KxlT6z90v/yzF2yglVGTEq9l9vMwK9+WHO+\nonCPKy39oKStRsAfsjoXAExWlEUASBKP17dK0u9LmqoRVhlN6a6VDz/+kQc+82fzmZiKycI0TZXm\nbu04lfPWiUh/7z6b3b7DCPjLrM4FAJMdZREAksjj9bkUX2VcoxFWGSPhkGvanPmP3uv78prlDzw6\nNakBgSS7VGOEj235RXnLmap9rrT0fEnbjIA/aHUuAABlEQAsMZpVxnAwOHfhqtUff+QL/3P5rPkf\ncCQ1IHCThfp6lLfhZ+fOFOYdtDscpZL8RsBfanUuAMDvUBYBwCKDVhlXS4oN9xnTNCWbbc3Khx9/\nhK2pmAiubDkt2fObglBf9xG73WEo/mwiq4kAkGIoiwBgMY/Xt0LSU5Lm6HpbU5/60prlD36MrakY\nly5Wl4Xz33qpvOVMVa4rLb1R0i4j4DeszgUAGB5lEQBSgMfrs0t6VNKHJY14fkY42Ddn3m13ee99\n+osrs+64Ny1pAYEb0HHxXPTdrb+sazROHnE4XbWSjknaawT8w/5wBACQGiiLAJBCPF7fdEn/WdId\nGmGVUZIioeCti+6458P3P/PV2+fcutyZtIDAe9B7uV35W146e6Yo712b3V5hs9mqJW03Av4Oq7MB\nAK6PsggAKWg0W1MlKRqNrLz1rvsfevBzX186fc58W9ICAtcQ7u/Tu1t/eaH2RKAgFg0X2Gz2TrHl\nFADGHcoiAKSoQVtTH5E04jTUgfv43UvvWXvfQ5/7+gfSpk5PUkLgatFIRIU732ityssuCvV1H7U7\nnGFJ+WLLKQCMS5RFAEhxHq8vXdInJd1zrc/FYlG7w+m+b/Gah1bf9+mvZE2ddQsrjUiKcLBfBf51\nzXUnD1b0drQedrrTwpJOKb6a2Gt1PgDA+0NZBIBxwuP1zZT0KUl3aYSjNiTJNGM2U7Y1t37w/g/d\n+/SXF2cuWDziwBzgRgR7unRi+2sXzhQdKQv2duU7nK6YpErFS2Kb1fkAADeGsggA44zH65uveGlc\nISky0udM01QsGrkjy3PfvXd/6vNL5992J4c0Ykx0tV4yT+54veFcSX5JNBI6abc7bJLqJGUbAX+j\n1fkAAGODsggA45TH61sm6XFJi3WN0ihJkVBw2cKVa+6/62PP3LZ4zYMcuYH3pfVcTbRo14azDaXH\nC2WzldhsNqekBsWfSay2Oh8AYGxRFgFgnPN4fbdL+qik23Wd0hju75s3+9bb7196z9rbVz/+B5lO\nlzspGTF+maapqiM5PdX5ubWXqksLne60OklOSfWSDhkBf6W1CQEANwtlEQAmCI/Xl6X49NRVusZx\nG5IUCQXdaVNnPPCBu/7TytWf+FzW7EVLea4RV+nr6lDxrk1N50qOVXc2nT/qzpjSrfhU3tOSAkbA\nf8biiACAm4yyCAATjMfrmyPp44oPwrnmTd40TUVCweULV6xes/Tetcvu+MhT0+yOEU/pwARnmqbO\nFh/trzySffZ8RVG5ZJ6y2x0xSTZJhqT9RsDfZHFMAECSUBYBYILyeH3TFC+NH5SUpmtMUJWkUH9v\nxtRZtzywcNXdS1c89HhW1p33MBBnkmg7Xx8z9u+4eLG65EzHhXMn3ekZrZLsksKSyiTlGgF/p7Up\nAQDJRlkEgAnO4/U5JT2k+DmN83Wd5xolKdTXMy9z0dIPzV/+wSV3fez3F2QuXMI21Qmmr6tDJXt+\n03LxdMnZprqKMldaeq3NZpPizyO2SCqSlGcE/GFLgwIALENZBIBJwuP12RQfgvOg4sdu2DSKbarh\nYP/t85bd4VmwcvXi1Y/9wS0Z02clIS1uhkgoqPLA25cbyk6evVRdWiWbrczucFxZcbYr/jzicUmV\nRsDPNwgAMMlRFgFgEvJ4fRmS1iq+RXWORrHaGItG7WYsetfc2+5cNnfxyqxVaz91y6yFi1lxTHF9\nl9tlHPS3NddVXmiqLT8bCfYWOd3poYG3XZLaJZUqPtm0x7qkAIBUQ1kEgElsYLVxmaR7Ja2UlKHr\nTFKVJNOM2UJ9vUtmf+D2VfOWrlq0+EOPLFi8+gH3wDZGWKy5vjJ6+uieppZz1Y3N9VV1Doej0u5w\nXvn/6pTUJ6laUoGkalYRAQDDoSwCACRJHq/PrvhK4xrFt6s6dJ2hOFcEe7szp82et3rusjuz5i5d\nOX/FQ4/NnDJz9k1Mi8FCfT2qOX6gp6nWaGqqqzzfceFMuTtjauOg8n7lFzWSSiSdMgL+6/5QAAAw\nuVEWAQAJPF6fW9J9kjySlij+bOOoimM0EnbGIpHbM7OWLp6dtWz+7Kxlc5c/9NgMyuPYCfX1qub4\n/t7m+srm9vNnmtoaahpi0UilKy0jOOhjNsUL/zlJ5ZLyjYA/OOwfCADAMCiLAIBr8nh96YpvU71d\n8eKYrlE843jF0PI4a9HSW5bc/fDMWQtuFdtWR6eno1X1RXk9rWdrWtob65raGuvOx6Lh8iHlUIpv\nMQ1JqpdUK6nACPh7k50XADAxUBYBAKPm8focklZJulPxZx1nK15ORi0WjTjC/X2LpmbOXTxzwa2z\nZ8xdOHv63EWZS9Y8OGPWwiW2yV4gu9ubVV+Y19Nx8WxbV/PF9s5LDW3dLRfP253OM0532nB/1y5J\nnYoXxHJJBltMAQBjgbIIAHhfBobjLJB0t6QsSYsUX3V8z+fyxaIRR7Cvd+G0zFuWzFq4JHPa7HmZ\nGTMyp89acOu0hSvXZEybM3/CrUL2drbpUk1ZsOVsdU9/V0dXd1tzR+elhvbLzRcanS7XGac7baS/\nR5fiBf28pEbFn0FsYEgNAGCsURYBAGNiYEDOUsWnqt5Qebwi3N+XHo1EFqTPmLVg+pz506dm3jIj\nY0bm9IxpM6fPmJeVkZm1JH3G3Cxb2pRpY/LfMJbCwX51tVxQ+/n6YMfFhr7+ro6u3sttXb0drV3d\nrZe6ejvbmmWaje4p03quU4SvbC29oHg5PC2pltVDAMDNRlkEANwUA+VxmaQViq9AzlV822pEozie\n41pM01Qk1J8W7u+f6UxLv8U9ZdqMjGkzM9KmTc9ImzIjPW3qtAx3+pQMpzvNaXe6XHany5k+bYYz\nY3qmM2NGpit96nRb2tTpcqVPkc1ml83hkM1mk81mk2ma8VcsJtOMKRLsV6ivW/3dl9XX1RHuu9we\n6e/qiETCoXAsEo5Ew+FwuL83GOzr7gt2d/UFey7393V19AV7LndFgv0tdqer050xpc9ms4/mH1y7\n4kNpLktqlnRRlEMAgEUoiwCApPF4fVMlLVd81XGeflcgo7rBAnktpmkqGgm7oqGgOxIOpTkczik2\np3OK3e7IGHhI0iabzW6TzWYq3hZNKSbTNE0zFopFIj3RSLjH4XSFnG530OFyh0dZ/q7FrviqYbvi\nxbBZ8a2lp42Av/sG/2wAAG4YZREAYCmP1zdF8dXHuZJmDXrN0O+ezxuv/1jZJLkV34p7WVLHoFez\npGoj4O+xLh4AACOjLAIAUpLH63NKmqP4cR2zFS+PUyVNGfTVrfgKXUijPAdyDF0pgqbiZbBXUs/A\nq1fxctiq+DmHzUbAP+rjRgAASAWURQDAuDQwjXWKpJmKb2mdqfhAHdegl3vgq3Pg11fK5ZWJMle+\nmoO+xhQvf1deoSG/vvK6LKlJ8W2kvUwjBQBMNJRFAAAAAEACu9UBAAAAAACph7IIAAAAAEhAWQQA\nAAAAJKAsAgAAAAASUBYBAAAAAAkoiwAAAACABJRFAAAAAEACyiIAAAAAIAFlEQAAAACQgLIIAAAA\nAEhAWQQAAAAAJKAsAgAAAAASUBYBAAAAAAkoiwAAAACABJRFAAAAAEACyiIAAAAAIAFlEQAAAACQ\ngLIIAAAAAEhAWQQAAAAAJKAsAgAAAAASUBYBAAAAAAkoiwAAAACABJRFAAAAAEACyiIAAAAAIAFl\nEQAAAACQgLIIAAAAAEhAWQQAAAAAJKAsAgAAAAASUBYBAAAAAAkoiwAAAACABJRFAAAAAEACyiIA\nAAAAIAFlEQAAAACQgLIIAAAAAEhAWQQAAAAAJKAsAgAAAAASUBYBAAAAAAkoiwAAAACABJRFAAAA\nAEACyiIAAAAAIAFlEQAAAACQgLIIAAAAAEhAWQQAAAAAJKAsAgAAAAASUBYBAAAAAAkoiwAAAACA\nBJRFAAAAAECC/w/55usZxeSHGAAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 432 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just one! I decided to try to find out a little more information about this rodeo goer." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "daily_schedule = activity[activity[\"TUCASEID\"] == 20130404131241]\n", + "daily_schedule = daily_schedule[[\"TRCODE\", \"TUSTARTTIM\", \"TUSTOPTIME\"]]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 271 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "search_expr = \"\"\n", + "activity_list = []\n", + "with open(\"atusdata/atussum_2013/atussum_2013.sps\", encoding=\"WINDOWS-1252\") as act_file:\n", + " file_text = act_file.read()\n", + " for activity in range(len(daily_schedule)):\n", + " search_expr = r'(?:{}) \"(.+)\"'.format(daily_schedule.iget_value(activity, 0))\n", + " activity_list.append([re.search(search_expr, file_text).group(1), daily_schedule.iget_value(activity, 1),\n", + " daily_schedule.iget_value(activity, 2)])" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 278 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is a compiled list of all of the activities that our rodeo goer took part in on the day in question. Very interesting!" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print(\"Events of the Rodeo Day:\\n\")\n", + "for activity in activity_list:\n", + " print(\"{}: {} - {}\".format(activity[0], activity[1], activity[2]))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Events of the Rodeo Day:\n", + "\n", + "Sleeping: 04:00:00 - 07:00:00\n", + "Care for animals and pets (not veterinary care): 07:00:00 - 09:00:00\n", + "Lawn, garden, and houseplant care: 09:00:00 - 09:30:00\n", + "Washing, dressing and grooming oneself: 09:30:00 - 10:30:00\n", + "Travel related to eating and drinking: 10:30:00 - 11:00:00\n", + "Eating and drinking: 11:00:00 - 12:30:00\n", + "Travel related to attending sporting/recreational events: 12:30:00 - 12:45:00\n", + "Watching rodeo competitions: 12:45:00 - 18:00:00\n", + "Travel related to eating and drinking: 18:00:00 - 18:30:00\n", + "Eating and drinking: 18:30:00 - 19:30:00\n", + "Travel related to shopping, ex groceries, food, and gas: 19:30:00 - 19:32:00\n", + "Shopping, except groceries, food and gas: 19:32:00 - 19:37:00\n", + "Travel related to shopping, ex groceries, food, and gas: 19:37:00 - 19:39:00\n", + "Travel related to shopping, ex groceries, food, and gas: 19:39:00 - 20:09:00\n", + "Care for animals and pets (not veterinary care): 20:09:00 - 20:24:00\n", + "Washing, dressing and grooming oneself: 20:24:00 - 20:54:00\n", + "Television and movies (not religious): 20:54:00 - 22:00:00\n", + "Sleeping: 22:00:00 - 05:30:00\n" + ] + } + ], + "prompt_number": 282 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Happiness and Health - Socail Factors?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After finding the wellbeing module I decided to take a look at how social interaction affects one's health and wellbeing.\n", + "\n", + "First I looked at groups of people who had spend less than one hour with another person and compared them to a group that had spent less than one hour alone." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "lonely_people = respondent[respondent[\"TRTALONE_WK\"] >= 1380]\n", + "lonely_people_list = []\n", + "for person in range(len(lonely_people)):\n", + " lonely_people_list.append(lonely_people.iget_value(person, 0))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 325 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "lonely_well_being = well_being[well_being[\"TUCASEID\"].isin(lonely_people_list)]\n", + "average_health_lonely = lonely_well_being[\"WEGENHTH\"].mean()\n", + "ladder_question_lonely = lonely_well_being[\"WECANTRIL\"].mean()" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 328 + }, + { + "cell_type": "code", + "collapsed": true, + "input": [ + "popular_people = respondent[respondent[\"TRTALONE_WK\"] <= 60]\n", + "popular_people_list = []\n", + "for person in range(len(popular_people)):\n", + " popular_people_list.append(popular_people.iget_value(person, 0))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 344 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "popular_well_being = well_being[well_being[\"TUCASEID\"].isin(popular_people_list)]\n", + "average_health_popular = popular_well_being[\"WEGENHTH\"].mean()\n", + "ladder_question_popular = popular_well_being[\"WECANTRIL\"].mean()" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 346 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "social_interaction_data = [average_health_lonely, average_health_popular, ladder_question_lonely, ladder_question_popular]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 349 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the chart below we can see that people who spent less than one hour alone per day rated their overall health better than those who spent less than an hour per day with others. Also, the life satisfaction rating was much higher for those who did not spend much time alone." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plt.xticks(np.arange(4)+.25, [\"Avg Health of Persons < 60 Min W/ Others\", \"Avg Health Persons < 60 Min Alone\",\n", + " \"Avg Life Satisfaction < 60 Min W/ Others\", \"Avg Life Satisfaction < 60 Min Alone\"],\n", + " rotation=\"vertical\")\n", + "plt.bar(np.arange(4), social_interaction_data, width=.5)\n", + "plt.title(\"Average Ratings of Health and Life Satisfaction Based on Social Interaciton\\n\"\n", + " \"Health - 1 Excellent - 5 Poor \"\n", + " \"Satisfaction - 0 Dissatisfied - 10 Extremely Satisfied\")\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAA5cAAAKpCAYAAAAoktiMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xm4JVV5PuynoUGFRoTYaEQcombFISgIcYiKGjVqxClG\nk18ccEqciRo/Z6NG40A04hSJIzEOiXEiMQrEEENwCoqzvioqEsfW7ggIisD5/lh16M3hTN3Vp3cf\nz31fFxfsfWpXvVW7qqhnr1Wr1s3MzAQAAADG2G3aBQAAALD6CZcAAACMJlwCAAAwmnAJAADAaMIl\nAAAAowmXAAAAjLZ+2gUAq0trbY8kZyX5bFXdbdr1LEdr7TpJzkzyuYm3NyT53yQPq6pvLvH55yT5\nTFWd0Fp7XpKvV9VbV6reJWq5WZJ3J9mS5Per6qyJv/1nkldV1bsn3rtOks9X1T4jlnlJkqsmuTjJ\ne6vqjpPvV9Xm7Z33NtTwhSSPraqPzHn/Lenr97I5718jybuq6rdba1dO8sEkV07ynKp67zKX+atJ\nXpHkhklmklyQ5K+q6oQlPrdvLrudzkhyRFWds8D0uyV5b5LfSHJsVb12OfVt7/K2cd5vSXKnJJuS\nrEtyhSQnJ3liVV08dv5LLPvPk9y4qh66AvPeI8kLk/xu+ne7Lsk7q+pF2zm/S/e3Jab7VpL7VtWn\n57z/3CS/UlWPX+Lzl56LtqfO5Wqt3TzJ06rqD1prh6efJx+9kssEfjkIl8C2uk+SzyY5tLX2G1X1\nlWkXtEznV9Uhk2+01l6ZfoH5/5b47B2TfDFJquovVqa8Zbtnkv+oqkfO87eZ4Z+Vsl+Sw+e8t24F\nlzdpoXWb9/2q+m6S2Qv9myU5oKpusI3LfEOSk6rqAUnSWrthktNaa7eqqlrkc5fZTnP3u3lcM8ld\nkuxVVdvz/W3r8rbFTJKXV9XLk6S1doUkH03ygCRv34HL2dn+LMl1kxxSVZcMP0D8R2vtR1X1+m2d\n2Zz9bTELfb/L/d4vPRetpKr6VJI/GF7eOH0fBViScAlsq8ekX1R+PcmftdYeneTbSe49XJCktfbO\nJKdU1XGttWcmuW96N/xvJXlMVX1vaGX7cXprzWuTfCrJS9JbRn41yclV9YhhfkcleWp6y9EpSZ5Q\nVXsMf5t3/kutRGvtSsNyvj+8/vUkr0myd5JrJPlM+gX0I5LcPMlLW2sXJ7l3hpay1trPkrwoyZ2H\nzxxbVce21nZPckySI5P8JMknk9ywqu7QWrtvkmcmuSS9JfApVXXqPPU9O8kfJrkoyVeTPC69BenR\nSXZvrV2xqh40z6otGvZaaw8f5rFb+vZ/XFXVQutfVT+fmO+bk1yptfbpJIcN7z+vtXbLJL+S5Jj5\nWt1aaw9L8idJ9kyyf5IXV9Xrhu/1PsN2uEGSC5M8uKq+2Fq7UZI3JblSkkpvaV7I5dZ5aLH9QpJD\nh/lcY6j71sN7Lx7W9ZIkz62qD8wz36sn2au1tltVXVJVX26tHZnk/xZbr3m200XpLb97Jvn7YVsl\nyQeSvDTJh5LskeRTrbX7Jbn9AvNNa+3pSR48zPNrSY5aaHlVtXm+/aiqfjAcfx9ND0TXSnJqkocs\nEG4nt++G9GP0e0M9t8w8x21rbX2SVw3zvzDJN5I8tKp+2lq79Xzbf2hNfGW2tpR+P/34uZwdsF5X\nH7b5FdN/eDqntfagDLcLtdaumeRvk1x7WP/jq+qvh7/dI8lfDtP+NMmjkpyT5AtVtaG1drUkxyU5\nYFjOWUnuX1Wb5luXedbtLcN6/2aSg5J8ZVjXo9LPRce01i5K8m/p+8/tkuye5Iz0c+O5Qwvpx5Mc\nnOQZw3Z6evo+dcCwPs8ZlvewJE9KPw5/lOQhSa6f/v3dLcnzk1y5tfbGqnp4a+1Pkjx+mP4Hw7b/\n2kJ1V9VPl7PewC8H91wCyzZc8N8iyT8lOT7Jg9JbTd6YfuGT1tp+6ReHb2+tPTjJTZL81tCa8sH0\n1qCk/1K/uapuXFWvSfKEJM+uqlum/1J+z9baIcMyX5zkd6rq0PSLl9kLwMXmP9eVWmtntNY+21r7\nfnqY/Up6aE16iHxzVd06/cLquknuPtR2enoIfF8u21K2Z5JNVXWbJPdL8uKhZecR6QHmxkluleTX\nJj7z0iSPrqrDkzw7yRHzbOeHJrlrksOq6qbpIektVfW2JK9L7763ULA8ZljPM4bukR+YXXZr7Yj0\nYHLbYVsek+Q9i63/xLxn0r/jC6rq0Kq6ZHj/zKo6LD0kvmwI1pPrsmGY992GZf7hsA1m3S794vQ3\nk5yW5CnD+29Lctyw/i9Lv1jdVjNV9dUkDx/qPDQ9rL4pyQOr6uZJ7pXkb1tr883/z9ND/Q9aa+8b\numl+cwgxi63XfNtpXZJHDnXcPMlt0wP1uvQL+AuG+fxwofm21u6ZfuF/y2F7fTPJYxdY3oL70cT6\n/VpVHZEeBu6YefbFob4nDvvT59J/SPpu+neVLHDcpu/3R1TVwcP+8Y0kvzmcH968wPZ/zLBNbpjk\nd9Jbyy4XdnfQer08yYFJftRaO6W19oIkV6iq2VbBtyX5cFUdnB5UH9hae8AQHN+aHlhvmn4MvSiX\nPS88IMlpVXXrqvq1JOennyu3xaHpXXZvmP5jz/0mzkV/XlXvTw+Lv6iqm1fVzdID/4uHz8+k/wh2\no+G89aT0H24OT/9unt5a27+1dtPhM787rM8J6T9+zSRJVf1v+nnq1CFY3jH9GL39sMy3J3nfInX/\nQYA1RbgEtsWjk3ygqv6vqk5Pv7j90/SL9fsPLQ9/lOSEqjo3yT2S3DLJ6UPQeVySX5+Y32SL3UOS\n7D+0zLw2yV5J9km/UDlx6HaWJK/O1paUpeY/6YKqOmS4gHpwekvSyVV1/vD3pyb5cWvtKekB7hpZ\nvLVs1vuHf5+R3nqzd3ooO76qLqyqX6S3YszW/M4k72utvT49mB8zzzzvmuRNVXXB8PrYJL8zbN91\nWbh1cib9wvOQ2X+GWman/7304PjRYXu9JMl+rbWrLHP951vubNfIzw7rf+XJP1bVeenf05Gtteen\nt6LsPTHJpya+20+n7wP7pweDvx/m8Ylh/ttrsu5bpbewvX8ifF8yLO8yquqU9FB77ySfSG+J/kpr\n7bAl1mu+7TST/uPH77fWPpB+3DxtOE4unX6J+d4pyT9V1U+GaZ9c/R7B+ZY3G1on96NXZut+NJPk\nXyaW+fX0/XG+ul8+7E8Hpx83m4d5JfMftxvS72++uLX2iWE93l1VH0/f/lfP5bf/wemB8m1VddFQ\n81sXWLe5x8c2r1dVfWcIWjdP8q4kLcnHWmuPbq3tnd7C/Zph2nPSw+vdhve/UFWfG/723qr6vVz2\nO3xlko+31p7UWvvb9B/AJvf5pcwk+VBV/aKqLkry+fQW7LnukeReEz8k3Ss91M2aPL8emeTw4Z7N\nlw/vbUjf5h+qqu8MtR9b/d7Kye0++d93Tf9x68fD9McnOXDoKbDcuoFfYsIlsCzDBdeDk/x2a+2b\nrbVvpl+kPza9JePT6Rc7RyWZvWdpt/QufbNB57D0lqpZ503893+nX7h8Ocnz0gfbWZfkF7nsuWpy\nEJGl5j+vqjop/QLrHcO9VkkPfY9M71r78mF9lnM/4QXDPGdbLear+dLWpKp6VnpLyOnp2+pjrbW5\ny9ltzrJ3T7+NYXvub5z8zG5J3jqxvQ5NbwX7v2z/+v8iudz6X2roXvjZ9JB2apJnzZnmglzWumxt\nAZrchhctUsO23Ke4e5Ivzwngv53kpDl1b2ytvS5Jquq0qnrR0Br2j0kesoz1upzhB5nrJvm7JNdJ\n8snW2q3mLHex+f5izrRXbq1da5FFzv0hYrdcdj+a3PYzWcb3PQS6v8/W42ze43YIwDdN8uT0Y/Yf\nW2t/NtQw3/Y/cahhoWN90tzjY5vXq7V2TGvt+lX15ap6bVX9QXqL8WOydbvNPQb3SN8PZ+bM6yZz\nXr9k2BY/SP9h6aT5apjH5Hx/ttQ6pK/3Eya24y2S3H/i7+cN9eyd3s39Zuk9Nv48W4+nufvUFYYu\n8guZ78etdenbZrl1A7/EhEtguf44vcveNarqulV13fTunhvSL2hen+RpSa5UVR8bPnNikke21mZH\nKn1uenfaWeuSS7vSzo5O+L707nDXTz9HnZjkTq2Pxpj0C8BZS81/MX+dfu/c84bXd0ny/Kp61/D6\nFukXlEm/ENtzsuZFzKS3xjywtbbncO/ZUUkuaa3tPoTyvavquPRgfsNc/v73E5M8tLW21/D6CUk+\nUlUXLnPdFnJSkj9qrV19eP3IbA1Vi63/rIvmeW8phyX5YVW9sKpOTm9BmR0hdV5VtSX9Inj2ntub\npV8YL2RbLmA/nuQGrbXbDfM+OL179K/OmW5LepfKJ87WOnwf1xpqu/kC67Uu82+nda21F6d3IX1/\n+oAyX0zvBjppse3170nuO7G/Pz+9u+Mv5lneTJbej5a73S6dbqjjXkk+MbR4z3fcrh/uS/xwko9V\n1fPSA+nBWXj7XyP93tMHDwHnCuldguezI9brqkleOASv2e/tN9Jb0s8b6nzs8Ld907u1npTegn3D\nobt+Wmv3Tu9COxkM75LkFdW7sW9Kvyd7qeNmMrQtVv/kuejEJI8fzjO7pfc4eOE8n7lBei+QZ1e/\nt/j26b0Mdk+/h/1OE+eER6f3pphcn4uyNTyemOQBrbWrJpd2Uf5ReguxIAkY0AdYtkeld4+79KKj\nqn7S+oirR6e3Prw2W+/5Sfr9jwemdxGbSR/Y4iETf5+9r2dLa+1FST7dWvtuki+lD1Zx/ao6pbX2\nxCQntj6AzmfS72FazvwnXaa1oaouaq09LsmHhi6qz0jy3tbaD9LvK3t3+oVy0rvZ/XVrbc8585nb\nYjb7+i3p3ezOSG89+GZ6t9yLh9abt7fWfpHeovnQoevspDemt1x9crho/Fp6uJ9dxraOKDq7nU8a\nWlVObv0xIj9Jv1cyS6z/7PK+m/4dfSnJbRZZ/0mzQaDSf5x4f/q9YdefZ10mX/9Rkje3PmDU19Nb\nxhbywtYf5TDrhGF9LvddVdWm1trvpw/QdMX0HzAeVFVnT85w2D/ukn6/4zdaa+elf19vrqq3tD4g\n1MMWWK8zc/ntNJPkb5Ic31r7fJKfp+/L70jfh2drXWh7Xa+qPjiEmtNaa0m/1/CR6S11830vi+1H\nyfL3oye21h44TL9Xerh+zHD8z3fcXm9Y9l2TfGHYdpuTPLKqfrTA9v92a+24Yft9IT2wfG2BGnfE\nej0mPYh9trX28/Sg9eEMgXKY32uG8LRnkn8YuoCmtfbH6d/j+vRj6AG5bIv789PPF89I/w7/OVuP\npYVM7vuLHeOz56I90gcV+uv088xuw7+fPM9nPpvkX5N8ubX2vfT7ZU9PP7+e3HpX+A8N+9R3kzws\nPWjP1vDRJC9orb27qn6/tfY36SPr7jas3z2qamY4By/nnAD8Els3M+O4B3Zdw708D07yl8MFzH3T\nB9e51eKfnJ7W2p3TH33xtuH1sekjUj59upUBAKwcLZfAru5/07vMfb714ff/L/2X9V3ZF5M8ZWgR\nWJ/eQvWs6ZYEALCytFwCAAAwmgF9AAAAGE23WFgDhsFbrlpVmyfeOyrJ71fVkds5z9sneVVV/WZr\n7fAkD6uqR0++P77yZBhU5SXDUPvz/f0t6c//2zTnT2+sqlfviBqG5Vwn/aHk+wyDx/xKVT1+O+d1\n3STHVNX9tuOz704fdXP2MS7/UVVPnjPN7dOfqfiVbH0cwEVJnldV/7o9NY/RWvuNJC9LH0006SOx\nPrOqTlvic5dup2G04HdV1W8vMv0+6SOOXjnJc6rqvdtY5zYtb0caBn95UPr/l/9hGGF17jRHpT/z\n9BvDW7unD3zz1Kr6n2GaDyR5clV9ZQfWNnl8HzYs7w8Wmf6g9P3vF0ken+ToxaZfYB7nJblRVX17\nO+q9SpL/Sh8s61PDexvTR6y9VvrATH8yMar15Gffku04n7TWHpFkj6r6222td6z5zu9LTP+rSV6R\nPlL1TPqAUH9VVScs8bl9k7y3qu44vD4jyRHDc0Dnm363JO9NH9zsVemjPy84/QLz+Nf043C5o4AD\nUyZcwtq1I/vE3zhbg8MOMYzG+cz00RvPXmTS2Ye8v3yRaXY1106/4Noet0xy86r6/hLTfX0ykA+P\nfDittXad2Qeg70TvTvKM4REcaa3dNskHhlr+b5HPXbqdquq76SMSL+aQ9IGU5j7eY7m2dXk7RGvt\n7knul/7c0UvSR0b+0sRjYSZ9pKruOfHZ30nflodV1ber6vdWoMRLj+/hWZ1LBcU7JPleVd15eP3f\n27HM7To/DdvyFekhcnIer0nfdi9urd00fZvdYHhu59zlbs/55DZJPr89NU/BG5KcVFUPSJLW2g3T\nzw23qqpa5HP7JTl89sVCP/hNuGb6Y1n2GkYZf8121Lo9o2MDUyRcwtox34OvkyTDIzZekv5g9N3T\nh7R/QlWdOzyv7unpw/EfkOT4qnrOxGevmT70/pVba29Mbx3Y0Fp7R/pw9ldMfwTBtl5g3iXJldIH\n73n+Nq7bbG0HpA+m8/DhMQ7PTw9nv5v+7LfjkmxMv6B/QVX9U2vtwPRf2a+V/my3d1bVixZa8ELT\nDy2dH05/5uUtkuyfHpb/Of3i7hqttQ9W1d2W2hATy7pu+vPqjhvm/6n0VqotS322qj7XWjs/ybVb\na+ckeXn6cxwvTn923xOr6rzW2o2TvHqodybJy6rqrUNr6LHpLaZ7Jzl8nkeoLOTq6c9Dna3l1Nba\nH6Rv99lWu3ul7yt7pz/k/YRMbKf0R+F8sao2DC2hb0x/Vt+6YboPD+8d2Fr7dJJbpz8D8jLzrar3\nDY+QeGmS30tv0f1o+o8YCy1vj0W217eSvDnJ76TvA/9YVU9d5naZdZ8kb5sNOq21Nyd5YJL5wuVl\n9vWq+nBr7b3pzyd8+lDPfZN8dajr+unb+VNJ/nTYDvO9vy79USm3SN/H1qW3NH07lz2+35qtPRZu\nk94ivXv6vvKi9EeO/GWSfVtr/5H+HNlXD9Mvdp65bfpxdEn6YzK297adx6ePLv2O2TeG7/v3hm2U\nqvpsa+1r6Y9Kma91e1vPJ69Lfx7pnVprF6SfJ2+Vvt9/tqoe3Fp7Zvr3sluSb6U/yuV7rbX/HNb3\njsPnjk1ytSRHpH9X96+qLwythscmuUn6eebD6aNmXzxbc2vt5CT/VFWvH+p9ZnoPiyfNWZWrJ9mr\ntbZbVV1SVV9urR2ZPlhaWmsPS/In6ef8/ZO8uKpel77fXGk4vg5LP3auOkz390l+ZZj/B9KPrw8N\ntX6qtXa/9EcKXbWqNrfWHj58H7sl+XGSx1VVDT0Gjk9/7uzZw/yBVcQ9l7B2nNJaO2P2n/SLvtlf\nhJ+W5BdVdfOquln6c/Vmn1f5pCQPrqrD0y+Ynt5a2392plX1v0meneTUqnp4+oXZNdN//T8kPcA9\nd1uLrar3D909lwpO69Kfw3fGnH9uXFU/TH/u5d+1/rDzhyT5o+FX9HemB4GbJLl7kr8aulW+Ncmb\nquqw9AvtOw9BaK7ZbbfY9NdN8qGqukWSpyZ5aVVdkuThSc7clmA52Jjk5PQLv0PSg96blvPB4REu\nF6c/L/JZ6ReYBye5afr/C45pre2eHuqOraqbJrlb+na55TCbGyf5w6q62TYEy6QHt1e11r7TWvvH\n1tpjk5xeVee01q6dfmF9u2GZz0ry/Hm20+RzBJ+S5IRhm989yW2r6qvpYejMqjo0/QL9cvMdPv+Y\n9FbCg9Mv1vdJcv9Fljfv9hr+NpNk76q6XXqgffywTtvimrls6/x3sm09AT6bZLYb+mzN90myYTgG\nZ1ubfm2R938rydWr6pZVdeP0sPC0eY7vSc9LP84PS/8R6A5V9Z9JnjNMf8dcNqjNe54Zwvu70gP7\noUlOSv9haZtV1d2q6uNz3r5qkt3mtNj/b+bfxttzPnlP+nHz8qp67TCfg5IcMgTLB6fvZ781bPcP\npv+QMevaw3rfNz18nzKcbz+UHpaTHvxPH7b1oenngsnQOJP+o9Ajkku7pD48yXzddP88yeOS/KC1\n9r7W2p8n+WZV/aC1tmGYx92Gmv4wPSgmyVHpz+s9dDg+Z7fXI9OPm5snuW36D3fr0s8fs9PPduVO\na+2I9B8Abjss45gk7xn+/JokHx3Oy4/J9vfwAKZEyyWsHbevy95z+ZD0rnhJco/0lobZbmx7JvnB\n8N9HJjmy9QeH3zD9omHvOfOe+0v/mTXcA5Z+4buSjw5ZtBtb9YeE/1N618zbVdWPh3B8cIYLvOEC\n+vqttb3TWwz2a6395TCLvdMDxf/MnXdrba8lpv9FVf3b8P4Z6a0AyQItI0upqk8m+f2J5T83yfdb\na+ur6qI5k19v+BEh6a0H305yr6q6oLV21/RuqhcP83lVkvcl+fUkV6iq9w3L+17r93jeNckpSc6u\nqsW6KC9U9ztba+9Jv/C8Xfr+8KzW2i2r6qzW7yV8UGvteuktQbP710Lb6T1J/r619ltJ/j3J0XOn\nX2K+d0ry91X18+H1Hw7b4fYLLG+h7TXr/cMyv9ta+2H693zWwlvkcub7offied5bzE/nvD41yQtb\na6ek/yDxiqo6s7V28XzvJzmztfbs1tqj08Pm7ZPM3hu30Pfwj0leM7R6/Xt6y/xi0y90nvnNJBdW\n1SlJUlX/3FpbsjV+Gyz0Q/rcYybZjvPJxJ8n1/vjEwHsHulB/vTWWtJbbWfD80y2BqvZAPahide3\nm5zH0OKX4fOz85/1r0le2XoX+AOTfKOqvjbPOpzS+n2xtxrmf2SS57TW7lhVpw+9VY5srV0/yc2y\n+PE4kx6W/621dq30/eBpQ2v0r8wz/br0VuTrJ/nosD2Sfg7dL70HwJOGOr85tMYCq4hwCWvX5IXC\nbund005MkuHX6ysOYesz6RdSp6a3kt07S4ejyVat2QFlLqO19rwks/eOvb+qnrsd67Ck1tq6JDdK\n8v30i6nTsvWicmZiuhsk+eHw8lZV9bPh/aumD3ixcZ7Z777E9BdOTDvvdphT6zXSu5TNultN3Fs5\ndEPcv7YOvLFb+gXmfEHkzFr4nqjd5tSye3oAne8ifPds/X/FefP8fVFDF9ajqupp6V35PpzkL1pr\nJyW53xBy3p/evfLEJB/J/K0tl6qqDwzf153TL0b/orV26znLPXSR+f5izrQbs3hPnoW216zJ+/Yu\n9z23PgjO62f/PrTWTPp2+rNcZx2Y3rK2XIdnzv1+VfWtIRzcPr0F999ba4+vqnfP936Sn6Xfq/jX\n6cH5K+ldcxdUVX/XWvuX9C7sd03y3CHYLGTe80x6d+K5x8blgt8ytuNCfjh8/iq19R7fbd3GszXM\ndz6ZNTPx78mwv1t619Ljhnnsma1dSJPk5xP/nYmurpN2S3K/qn5PZOuDFs3M/Vxr7XXpLZa/mt5d\nd279G9O7LT+m+oBapyV5UWvt9Uke0lr7fpKPDZ89Nb0b/z3m3Rhbl3t6613275S+T31yaNn93gIf\n2S3JW4dzwuw2PSi9W+5MLnsszvcDALAL0y0WSPrF9+Nba3sO3alel+Sv0n9d3ifJs6vqA+kXpFfI\n1lA166Jc9mJ7SVX1F1V1yPDPc0fWv1hoe2L6r/yHJ3lS6wOfnJN+r9lRyaWjW340/UL340mePLy/\nb/oF1j0vP9usq6pzt2H6SfNur6r67sQ2OaQuP2jPPuktE/sNr5+SPpLitg54cWKSR7XW1g/f92PT\nuyJWkgtba/cZ1uca6V31Ts52tramt0w9srV2/9k3hhaNq6V/B7dN8j9V9Yr0bXefbN2/5t1OrbW3\nJ3lAVf3jUPs5uXwXx9stMt9/T/L/5uzvf5QeOufbjxfaXstSVadPfKfzBaL3J/nj1tperbUrpHe3\nXNZIt60PYHP3JH838fa6oQXyzVV10nARf2KSm7TWHjXf++nB4F+GAPSpLO97+Gh618/j0+/bvMrw\nz0LmO8+8MMnnhprvNrFOl/sxZxnbcV5Dq/4HhhpnB7e6UZL/XOAj23Q+Gd6/KL0ldr7Pn5h+DOwz\nvH5u+n2Fy1ne7N9OHJa3bgin703vNjrXG9K/u0Mz/z60JT0APnH4DmZ7YFwr/Xu/eZIfVtULq+rk\n9FbN2QB4US5/7l/XWntx+v8j3p/kz5J8Mb1r7Hxm0o+dP2qtXX1475HpAwzNpLfa/smwzGum/3gE\nrCLCJawN84WPyVH4/jJ9kIkz0i8MdkvvmvS59K5WX26tnZp+EXp6euic/PxHk/zG0IVyvtH9xo72\nt9Tn57tH6rWttZulD0b0kOqjf/5ZkncMLbL/L8n9W2ufSb9f6uFV9YPh/Vu21j6XPnDLO6pqdnCQ\nyZaJ2f9ezvRz1+MLSS5urc29N2xRVfXB9EFPTmutfSX9ns7HLTD5YtvsBektL59J8qX0C8ajh4vw\neyc5urX22fRQ+byq+sgy5rlQzbMXs0e11s5qrX0h/eLypcP9ee9IctXh/f8YarrK8B3N3U6zy39+\nehj7THq4f09V/decad6+yHxnA9Sn0vfx7yZ5Zfq+P9/y5t1e27otFlL98TDvSfLJ9BbI06vqrfNM\nOpPkthP7+KfTB0W5y3A/4OR0xyfZvbX2pdba/6T/MPGK9Hsp53v/dUmOaL0r9b+lf/fXGea30PH9\nlCTPH+r4jyTPrf7okLnngMXOM0+e2O/+clj+/bK1W/6O8pgkv91a+3ySf0jywOHHofls6/lkQ3rX\n0Ce01p6Wy6//G9LPox8f9sebpv+AMGu+bTX737Ovn5DePfVzwz9fyNZ7IS/9TFVtSu+S/475WkCH\nbX2X9PvDvzHU8/H0e8Pfkn5s/m9rrYZz/s/TWyCvn36cfHrYd2YH/JpJvx/0ZsO2/Z/07rzznQNn\nhhpOSr+39OThPPPA9ECc9B9ubtRa+1J6T5nPzl0HYNe2bmZm4WuF4VetN6Tfh3NJ+oiPiw1TDQDA\nFAzd8j+ZPljOd6ZdD7D2LNVyeZf0UfBuk/5L8QtXviQAALZFa+2R6S3rxwqWwLQsNaDPBekju61L\nsm8uOzh9DFv7AAAgAElEQVQFAAC7gOrPt3z9khMCrKClwuVp6QNcfCV9ZLMjV7wiAAAAVp2lusX+\nf0lOq6qW/qyj44dRygAAAOBSS7Vc7p2tD1Hekj4U+dxhqC910UUXz6xfv+CfAQAAWN0WfITSUqPF\nXiXJm5NcNT1YvqKq3rnQ9Js2nTv2cQOr2saN+2TTpoVGNgd+WTn2YW1y7MPatNaP/Y0b91kwXC7a\ncllV/5etzx4CAACAeS11zyUAAAAsSbgEAABgNOESAACA0YRLAAAARhMuAQAAGE24BAAAYDThEgAA\ngNGESwAAAEYTLgEAABhNuAQAAGA04RIAAIDRhEsAAABGEy4BAAAYTbgEAABgNOESAACA0YRLAAAA\nRhMuAQAAGE24BAAAYDThEgAAgNGESwAAAEYTLgEAABhNuAQAAGA04RIAAIDRhEsAAABGEy4BAAAY\nTbgEAABgNOESAACA0YRLAAAARhMuAQAAGE24BAAAYLT10y4AAABYHS688MKcffZZ0y5jqrZs2ZDN\nm8+bdhlTs3HjoQv+TbgEAACW5eyzz8rRx5yQvfY9YNqlMAXn/+SH+cS7hUsAAGAH2GvfA7JhvwOn\nXQa7IPdcAgAAMJpwCQAAwGjCJQAAAKMJlwAAAIwmXAIAADCacAkAAMBowiUAAACjCZcAAACMJlwC\nAAAwmnAJAADAaMIlAAAAowmXAAAAjCZcAgAAMJpwCQAAwGjCJQAAAKOtX2qC1tpDkhw1vLxSkpsm\nuVpVnbOCdQEAALCKLBkuq+r4JMcnSWvt1UneIFgCAAAwadndYltrhyW5cVW9YQXrAQAAYBXalnsu\nn5HkuStUBwAAAKvYkt1ik6S1dpUkv15VH1lsuv322yvr1+++QwpbrTZu3GfaJQBT4NiHtcmxz1qz\nZcuGaZfALmxZ4TLJ7ZJ8eKmJtmw5f1w1q9zGjftk06Zzp10GsJM59mFtcuyzFm3efN60S2AXttxu\nsb+e5MyVLAQAAIDVa1ktl1X11ytdCAAAAKvXtgzoAwAAAPMSLgEAABhNuAQAAGA04RIAAIDRhEsA\nAABGEy4BAAAYTbgEAABgNOESAACA0YRLAAAARhMuAQAAGE24BAAAYDThEgAAgNGESwAAAEYTLgEA\nABhNuAQAAGA04RIAAIDRhEsAAABGEy4BAAAYTbgEAABgNOESAACA0YRLAAAARhMuAQAAGE24BAAA\nYDThEgAAgNGESwAAAEYTLgEAABhNuAQAAGA04RIAAIDRhEsAAABGEy4BAAAYTbgEAABgNOESAACA\n0YRLAAAARhMuAQAAGE24BAAAYDThEgAAgNGESwAAAEYTLgEAABhNuAQAAGA04RIAAIDRhEsAAABG\nEy4BAAAYTbgEAABgNOESAACA0YRLAAAARhMuAQAAGE24BAAAYDThEgAAgNHWLzVBa+3pSY5MskeS\nV1fV8SteFQAAAKvKoi2XrbXbJ7lVVd06ye2T/NpOqAkAAIBVZqmWy7sk+Xxr7X1JrpzkKStfEgAA\nAKvNUuFyY5KDktwjvdXyhCS/sdJFAQAAsLosFS5/lOTLVXVRkq+21n7WWrtqVf1ovon322+vrF+/\n+w4vcjXZuHGfaZcATIFjH9Ymxz5rzZYtG6ZdAruwpcLlfyc5OsnLW2vXSLJ3kh8vNPGWLefvwNJW\nn40b98mmTedOuwxgJ3Psw9rk2Gct2rz5vGmXwC5s0QF9quoDSc5orX0yvUvsY6pqZqdUBgAAwKqx\n5KNIquqpO6MQAAAAVq9FWy4BAABgOYRLAAAARhMuAQAAGE24BAAAYDThEgAAgNGESwAAAEYTLgEA\nABhNuAQAAGA04RIAAIDRhEsAAABGEy4BAAAYTbgEAABgNOESAACA0YRLAAAARhMuAQAAGE24BAAA\nYDThEgAAgNGESwAAAEYTLgEAABhNuAQAAGA04RIAAIDRhEsAAABGEy4BAAAYTbgEAABgNOESAACA\n0YRLAAAARhMuAQAAGE24BAAAYDThEgAAgNGESwAAAEYTLgEAABhNuAQAAGA04RIAAIDRhEsAAABG\nEy4BAAAYTbgEAABgNOESAACA0YRLAAAARhMuAQAAGE24BAAAYDThEgAAgNGESwAAAEYTLgEAABhN\nuAQAAGA04RIAAIDRhEsAAABGEy4BAAAYTbgEAABgtPVLTdBa+3SSnwwvv1FVD1/ZkgAAAFhtFg2X\nrbUrJklV3WHnlAMAAMBqtFTL5U2T7NVaO3GY9hlV9YmVLwsAAIDVZKl7Ln+a5Jiq+t0kj0ryttaa\n+zQBAAC4jKVaLr+a5OtJUlVfa639OMmvJvnOfBPvt99eWb9+9x1b4SqzceM+0y4BmALHPqxNjn3W\nmi1bNky7BHZhS4XLhyY5OMljW2vXSHLlJN9baOItW87fgaWtPhs37pNNm86ddhnATubYh7XJsc9a\ntHnzedMugV3YUuHyjUne3Fr7r+H1Q6vqkhWuCQAAgFVm0XBZVRcledBOqgUAAIBVyuA8AAAAjCZc\nAgAAMJpwCQAAwGjCJQAAAKMJlwAAAIwmXAIAADCacAkAAMBowiUAAACjCZcAAACMJlwCAAAwmnAJ\nAADAaMIlAAAAowmXAAAAjCZcAgAAMJpwCQAAwGjCJQAAAKMJlwAAAIwmXAIAADCacAkAAMBowiUA\nAACjCZcAAACMJlwCAAAwmnAJAADAaMIlAAAAowmXAAAAjCZcAgAAMJpwCQAAwGjCJQAAAKMJlwAA\nAIwmXAIAADCacAkAAMBowiUAAACjCZcAAACMJlwCAAAwmnAJAADAaMIlAAAAowmXAAAAjCZcAgAA\nMJpwCQAAwGjCJQAAAKMJlwAAAIwmXAIAADCacAkAAMBowiUAAACjCZcAAACMJlwCAAAwmnAJAADA\naMIlAAAAo61fzkSttQOSfCrJ71TVV1e2JAAAAFabJVsuW2t7JDkuyU9XvhwAAABWo+V0iz0myd8m\n+d4K1wIAAMAqtWi4bK0dlWRTVZ00vLVuxSsCAABg1VnqnsuHJplprd0pyc2SHN9au1dV/WC+iffb\nb6+sX7/7jq5xVdm4cZ9plwBMgWMf1ibHPmvNli0bpl0Cu7BFw2VVHTH73621U5L86ULBMkm2bDl/\nB5a2+mzcuE82bTp32mUAO5ljH9Ymxz5r0ebN5027BHZhHkUCAADAaMt6FEmSVNUdVrIQAAAAVi8t\nlwAAAIwmXAIAADCacAkAAMBowiUAAACjCZcAAACMJlwCAAAwmnAJAADAaMIlAAAAowmXAAAAjLZ+\nR87szDO/tiNnt+ps2bIhmzefN+0ypuagg66dPffcc9plAAAAU7BDw+XRx5yQvfY9YEfOklXi/J/8\nMMc+5Z653vVuMO1SAACAKdih4XKvfQ/Ihv0O3JGzBAAAYBVwzyUAAACjCZcAAACMJlwCAAAwmnAJ\nAADAaMIlAAAAowmXAAAAjCZcAgAAMJpwCQAAwGjCJQAAAKMJlwAAAIwmXAIAADDa+mkXAACsPhde\neGHOPvusaZcxVVu2bMjmzedNu4ypOeiga2fPPfecdhnALkS4BAC22dlnn5Wjjzkhe+17wLRLYQrO\n/8kPc+xT7pnrXe8G0y4F2IUIlwDAdtlr3wOyYb8Dp10GALsI91wCAAAwmnAJAADAaMIlAAAAowmX\nAAAAjCZcAgAAMJpwCQAAwGjCJQAAAKMJlwAAAIwmXAIAADCacAkAAMBowiUAAACjCZcAAACMJlwC\nAAAwmnAJAADAaMIlAAAAowmXAAAAjCZcAgAAMJpwCQAAwGjCJQAAAKMJlwAAAIwmXAIAADDa+qUm\naK3tnuT1SX49yUySR1XVF1e6MAAAAFaP5bRc3iPJJVV1myTPSvLClS0JAACA1WbJcFlV70/yp8PL\n6yTZspIFAQAAsPos2S02Sarq4tbaW5LcJ8n9VrQiAAAAVp1lD+hTVUel33f5+tbalVasIgAAAFad\n5Qzo86Ak16yqFyW5IMklwz9wGfvvvyEbN+4z7TJgKuz7rDVbtmyYdglMmf/vr02OfRaznG6x/5zk\nLa21jyTZI8nRVfXzlS2L1Wjz5vOyadO50y4DdrqNG/ex77PmbN583rRLYMr8f39tcuyzmCXDZVVd\nkOQBO6EWAAAAVqll33MJAAAACxEuAQAAGE24BAAAYDThEgAAgNGESwAAAEYTLgEAABhNuAQAAGA0\n4RIAAIDRhEsAAABGEy4BAAAYTbgEAABgNOESAACA0YRLAAAARhMuAQAAGE24BAAAYDThEgAAgNGE\nSwAAAEYTLgEAABhNuAQAAGA04RIAAIDRhEsAAABGEy4BAAAYTbgEAABgNOESAACA0dZPuwBgdbvw\nwgtz9tlnTbuMqdqyZUM2bz5v2mVMzUEHXTt77rnntMsAAKZMuARGOfvss3L0MSdkr30PmHYpTMH5\nP/lhjn3KPXO9691g2qUAAFMmXAKj7bXvAdmw34HTLgMAgClyzyUAAACjCZcAAACMJlwCAAAwmnAJ\nAADAaMIlAAAAowmXAAAAjCZcAgAAMJpwCQAAwGjCJQAAAKMJlwAAAIwmXAIAADCacAkAAMBowiUA\nAACjCZcAAACMJlwCAAAwmnAJAADAaMIlAAAAowmXAAAAjCZcAgAAMJpwCQAAwGjCJQAAAKOtX+yP\nrbU9krwpybWTXCHJC6rqX3ZGYQAAAKweS7Vc/nGSTVV1uyR3TfLqlS8JAACA1WbRlssk70ryz8N/\n75bkopUtBwAAgNVo0XBZVT9NktbaPulB85k7oygAAABWl6VaLtNaOyjJe5K8pqreufIlsVrtv/+G\nbNy4z7TLYCfbsmXDtEtgyhz7a5NjH8f+2uTYZzFLDehztSQnJXlMVZ2yc0pitdq8+bxs2nTutMtg\nJ9u8+bxpl8CUOfbXJsc+jv21ybHPYpZquXxGkn2TPKe19pzhvbtV1c9WtiwAAABWk6XuuTw6ydE7\nqRYAAABWqaUeRQIAAABLEi4BAAAYTbgEAABgNOESAACA0YRLAAAARhMuAQAAGE24BAAAYDThEgAA\ngNGESwAAAEYTLgEAABhNuAQAAGA04RIAAIDRhEsAAABGEy4BAAAYTbgEAABgNOESAACA0YRLAAAA\nRhMuAQAAGE24BAAAYDThEgAAgNGESwAAAEYTLgEAABhNuAQAAGA04RIAAIDRhEsAAABGEy4BAAAY\nTbgEAABgNOESAACA0YRLAAAARhMuAQAAGE24BAAAYDThEgAAgNGESwAAAEYTLgEAABhNuAQAAGA0\n4RIAAIDRhEsAAABGEy4BAAAYTbgEAABgNOESAACA0YRLAAAARhMuAQAAGE24BAAAYDThEgAAgNGE\nSwAAAEYTLgEAABhNuAQAAGA04RIAAIDRtilcttZu0Vo7ZaWKAQAAYHVav9wJW2v/X5IHJjlv5coB\nAABgNdqWlsuvJ7lvknUrVAsAAACr1LLDZVW9J8lFK1gLAAAAq9Syu8XCUvbff0M2btxn2mWwk23Z\nsmHaJTBljv21ybGPY39tcuyzGOGSHWbz5vOyadO50y6DnWzzZrdhr3WO/bXJsY9jf21y7LOY7XkU\nycwOrwIAAIBVbZtaLqvqW0luvTKlAAAAsFptT8slAAAAXIZwCQAAwGjCJQAAAKMJlwAAAIwmXAIA\nADCacAkAAMBowiUAAACjCZcAAACMJlwCAAAwmnAJAADAaMIlAAAAowmXAAAAjCZcAgAAMJpwCQAA\nwGjCJQAAAKMJlwAAAIwmXAIAADCacAkAAMBowiUAAACjCZcAAACMJlwCAAAwmnAJAADAaMIlAAAA\nowmXAAAAjCZcAgAAMJpwCQAAwGjCJQAAAKMJlwAAAIwmXAIAADCacAkAAMBowiUAAACjCZcAAACM\nJlwCAAAwmnAJAADAaMIlAAAAowmXAAAAjCZcAgAAMJpwCQAAwGjCJQAAAKMJlwAAAIwmXAIAADCa\ncAkAAMBowiUAAACjCZcAAACMJlwCAAAwmnAJAADAaMIlAAAAowmXAAAAjLZ+qQlaa7sleW2Sg5P8\nPMkjqurMlS4MAACA1WM5LZf3TrJnVd06ydOSvGxlSwIAAGC1WU64/O0kH0qSqvpEksNWtCIAAABW\nnSW7xSa5cpJzJl5f3FrbraoumTvh+T/54Q4rjNXFd7+2+f7XLt/92ub7X7t892ub73/tWuq7Xzcz\nM7PoBK21lyX5eFW9a3h9dlUdtMMqBAAAYNVbTrfY05LcPUlaa7dM8rkVrQgAAIBVZzndYt+b5M6t\ntdOG1w9dwXoAAABYhZbsFgsAAABLWU63WAAAAFiUcAkAAMBowiUAAACjCZcAANuhteY6CtaY1tr+\nrbV1065jV2VAnxFaa9dMsm+Si5I8Nckrq+oz060K2Flaa3dK8mtJPpbk61V1wZRLAlZYa+2BSS5O\ncoUkL01yTFUdM92qgJXWWjsiyWuS7J7kn5J8u6reON2qdj1+cRvn7UkOSPJXSU5O8jfTLQfYWVpr\nL0ry4CR/kuTwJG+abkXATnJ0kpOSPDDJtZIcOd1ygJ3kBUmOSPL9JC9L8tjplrNrEi7HuSTJqUn2\nrap3DK+BteE2VfXgJOdW1ZuSXHfaBQE7xWwPhXOq6mfprRjAL79LqurHSVJV5yQ5Z8r17JKEy3H2\nSPKSJP/VWrtDkj2nXA+w8+zeWrtikrTWdk/vJgf88jszySeSvKm19hdJPjfleoCd4+uttRcn+ZXW\n2tOTnDXtgnZFwuU4D03/n8xLkmxM8pDplgPsRH+T5FNJbpzkk0leO91ygJ3krUkOqap/TXJcVT16\n2gUBO8Wj0gPlqUnOS/LI6ZazazKgzwittZOr6s7TrgOYjtbafkmun+SbVfWjadcDrLzW2qlVddtp\n1wHsXMPo0IcnueLw1kxV/dcUS9olrZ92Aavc5tbavZJUhvstq+qr0y0J2Blaa4ekD+Yz2zV2pqoe\nNt2qgJ1gprX2vmz9f/9MVT1jyjUBK+/d6T0Vz554T7icQ7gc52pJ/mzOe3eYRiHATveWJK9K/5/M\nuiS6gcDa8KY43mEtulpV3XraRezqhMsRqur2rbV9k1wnyZlVdd6USwJ2nu9V1RumXQSw0/1DkqOS\nXDvJvyf50lSrAXaWaq0dWFXfmXYhuzLhcoTW2v2SPDN9O76rtXZJVb1gymUBO8e3WmtPS3LG8Hqm\nqk6aZkHATnFcku8kuXP6oF7HJ7n7VCsCdobbJDmrtfaj9N4LM1V1jSnXtMsRLsd5UpJbJflgkr9K\nHzFSuIS14YpJ2vDPLOESfvldr6oe3lq7bVW9r7X2lGkXBKy8qrrBtGtYDYTLcS6uqp+11lJVF7XW\ndIuFNaKqjmqt3STJjZJ8rarOWOozwC+F3VtrV02S1to+GQb0A365tdYOTvLGJAcl+V6Sh1fVp6db\n1a7Hcy7H+e/W2juSHNhaOy7J/0y7IGDnaK09Ickbktw6yXFaL2DNeFaSjyY5LMknkjx/uuUAO8kr\nkzyiqq6e/qz7V0+5nl2S51yO1Fq7W5KbJPlKVf3LtOsBdo7W2seT3GbotbBHko9V1WHTrgvYOVpr\nG5P8qKpcSMEa0Fr7SFUd8f+3d+dRdpVl9se/SSRhjowy2sy7EUFsxQUyhUFEBFGxEejQ2gwiQsug\n/kAc6AYEbdRGEZVJkFFApBEEZNDIICA0Q1RgQ2SGoAx2RyBgINV/vKekCOEn3Os97+XW/qxV6557\nCtbaK6uqzn3Oed73ebn3UeTJZRckrUgpLOcH/kHSFytHiogW2X6ueZ0F/LlynIhogaTdJf2Wss/C\n3ZLurp0pIlrxvKRtJE2UtA3wbO1A/ShrLrtzJmUzn0dqB4mI1l0j6VzgKsoOctdUzhMR7diTsjvs\n72sHiYhW7QJ8FTgCuB3YvW6c/pTisjtP2f732iEion22PyVpa+DvgZNs/6R2pohoxaO276sdIiLa\nIWl8c/gw8E8jvpWW+LnImssOSFoNGAMcDFxImXM1BGD7zorRIqLHJO3xMt8asn1cq2EiojWSjmgO\n1wVmATfxwqy7g6oFi4ieknQvcy8kh2yv1G6a/pcnl505jhd+yHbnhcfiQ8CmVRJFRFuWJncrI0Yj\nU37376DcYB6WvwcRA8z2CnOeazby+1D7afpfnlx2QdI2I3eIlfRh22fVzBQR7ZI0Btga2Nv2u2vn\niYjekvQt23uPeH+q7Z1rZoqIdkhamrLuehfgFttbV47Ud/LksgPNOqv1gR0lrUe5gzkW2BZIcRkx\nCkhaDNgV2AP4HXB83UQR0UuS9qLMuFxU0nbN6THAbfVSRUQbJG0M7A28FZgNrGf7gbqp+lOKy87c\nCiwOPENpkxkDPE/ZPTYiBpiktwN7UW4wnQU8aHuLuqkiotdsHwMcI+kg24fXzhMR7ZB0E+Um0nHA\nFcBPUli+vBSXHWh+oE6WdCWwPHCf7XvrpoqIllxD2Yp8TdvPSrq4dqCIaIekFYDxkk4C7gNOzvU/\nYuBdR7mhvCXwUOUsfS9rLjsgaUHKU8rFgXuAVYBHgR1tz6iZLSJ6S9I7KJt4bQL8iNIas2HdVBHR\na83v/onAMZRr/6qUtVe72r6uZraI6C1J8wPbA7sBawAHAWfZfqJqsD6U4rIDko4Brrd9yohzuwHr\n2H65MQURMUCam0w7UC40Y4FTbH+rbqqI6BVJlwK72b5/xLmVgONsb14vWUS0SdLqlGv/DraXrZ2n\n34ytHeA16i0jC0sA2ycAb6mUJyJaZvtJ2yfYXpeysc+qtTNFRE/NM7KwBLB9NzChUp6IqMD27bY/\nBaxYO0s/yprLzsx6mfPPtZoiIvqC7V8D+9TOERE9NW7OE80oovEVskREZbb/XDtDP8qTy848IWmd\nkSea949XyhMRERG9dbmkL0saCyBpHHAEcGndWBER/SNPLjvzaeB8SVOAu4EVgHcB21TMFBEtaj5g\nrkNpiRsDDNm+sm6qiOihI4BDgHslPQEsCpwNfK5qqohohaSPAAcC8zanhmyvVDFSX8qGPh2SNB/w\nXkq/9UPA+bafqpsqItoi6TxgCeAvs65s71gvUUS0RdKSwP+kLS5i9JB0G/A+4MHhc7afqZeoP+XJ\nZYdszwR+WDtHRFTzBtvvrB0iItpn+w+1M0RE635ne1rtEP0uxWVERGcsaVnbGagcEREx+GZKugS4\nBRiitMUeVDlT30lx2QFJK9q+p3aOiKhqA+A+SY/xwkVmmcqZIqJHJP07cIHtG2tniYgqLqJc7+P/\nI8VlZ/aVtCJwO3ABcI3t/LBFjCK2M9cyYnQ5H3ivpC8AfwB+Alxq++m6sSKilyStY/sGYHrtLK8F\n2dCnC5LeBGwNrAfMAC62/YO6qSKilyR9wfahks6c41tDtneqEioiWiXpDZRN/TYHxtv+UOVIEdEj\nkg6w/RVJJzPHk0vb/1InVf9KcdkBSWvZnjrHuUWALW3P+YEzIgaIpLfYvlXSJF56kflFnVQR0WuS\n/hO4GPiF7WdHnB+fXWMjIoq0xXbmm5LeCEwBLqG0xfwRSGEZMfjWlvQWymzLkXKnLmKw3QrsBBwl\n6T5KoXmJ7TvrxoqIXpI0G3gC+DMvvvZnr4W5yJPLDkmal9IOuzFlY48xlLuZh1QNFhE9JWkWcB9l\nvfWL5lvZ/myVUBHRKkkrAJOAXYFlbK9cNVBE9Iyk/YGtgGnA6bavqhypr6W47IKkhSnrLTYA/gH4\no+0P1E0VEb3UDE//MGW99QPA6cCUbOoVMfiarqX3Au8BlgN+Rdlv4fyqwSKi5yStTuleWB/4JXCa\n7Tvqpuo/KS47IOnTlDsYrwcup7TGXG17VtVgEdEqSatQLjQbADfZPrBypIjoEUlTgd9TlsNcbPu2\nypEiogJJywFfB7a1PaF2nn6TNZed+QLl4nIEpRU2C/kjRqfngeeAicAqlbNERG9dC6xD6VR6RNLv\nbT9eOVNEtEDSYsA/AttTlsL9ANizaqg+lSeXHZA0HtiQ0hazEfAIZbDqRbbvr5ktInpL0tKUi8v2\nwFOUjbzOtT2jarCIaIWkNYEtgXcD8wBXZL+FiMEl6WJgGeAcSlH5QPOtoTxgeqk8uexA84N0RfOF\npC2BzwHHAOMqRouI3nsAuBM4i3JjaTywo6Qh28dVTRYRbXgQuB1Yghc29ouIwbV687pr8zVsCFip\n/Tj9LcVlByStQ3lyuSHw95TtyU8GJleMFRHtOGzE8VLVUkREqyQdQ1lfPUS5uXwZ8G+2n64aLCJ6\nyvYKtTO8lqQttgOSLqdcVC4DbrE9u3KkiIiI6CFJOwOX2X6kdpaIiH6V4jIiIiIiIiK6NrZ2gIiI\niIiIiH4nKbXTX5EnlxERr5KkJSk7RU8E/ghca3t63VQRERHxtyZpZeBrwNspI8jGAlOB/WzfWTNb\nP8qGPl2Q9EZgR2De5tRQtiOPGGySdgM+BlwN/AlYAzhI0om2v1M1XET0nKSPAAfy4mt/doyMGFwn\nAAfavn74hKR1gZOA9aul6lMpLrtzDmVTnwf+2n8YEQNjF2B927OGTzSzb38JpLiMGHwHANtQRpJE\nxOCbMLKwBLB9naRaefpaisvuzLD9+dohIqJVrwPmB/53xLkFgOwaHTE6/M72tNohIqI1UyWdBFwM\nzAAWAraitMbGHFJcduc3knYAbqbMvSK91xED71DgRknTKAXmQsCqwP5VU0VEW2ZKugS4hXLtH7J9\nUOVMEdE7nwDeT2mBXZhSYF4AnFczVL9KcdmdtwJrz3FukxpBIqIdti9oPliuTiksZwC3236ubrKI\naMlFNDeUI2JUeB3wW9s/krQJZWOfmbbzd2AusltsRMSrIOltwJspHzC/SrnI/Ab4jO37a2aLiN6R\ntI7tGyS9e87v2f5pjUwR0XuSfgBcAbwe2Ay4BNgQuN/2fjWz9aM8ueyApHNtbyfpEV5893LI9jK1\nckVEK75F2S32GEpbzL6UsSSnAJPqxYqIHtsUuIGyS/ycd+ZTXEYMrmVtHy9pCrB506l0lKRfVc7V\nl8oE/UkAABpWSURBVFJcdsD2ds3rUrWzRETrZtn+taSFbZ/anDtf0gFVU0VET9n+SvP60cpRIqJd\nQ5JWonQprQy4mX2Z9s+5SHHZgWbHqOEfqDEjvjVke5cKkSKiPfdK+jRwsaSDgR8D7wWm140VEb0k\naTbwBPBnXnrtT9dSxOD6FHAu8Dhwc7Oh34LArlVT9akUl515G2UUwemU2XZQLjS5gxEx+PYEPgNs\nASwObAlcDexWM1RE9NynKeMHpgGn276qcp6IaEGz1vofgNUo1/3Hgbtt/7lusv6UDX06JGlNYDKw\nDnAVcGrmXkVERAw2SasDO1HGEvwSOM32HXVTRUT0hxSXfwOSNgI+CSxne93aeSIiIqK3JC0HfB3Y\n1vaE2nkiIvpB2mK7IGlh4IPADsACwGl1E0VERESvSFoM+Edge8pymB9QWuUjYoBJWhR4crgVVtLS\ntrPXwlykuOyApA9TCso3Uhb47mn7nrqpIqItkjalzLea1rzf3fbxlWNFRA9JuhhYBjiHMo7ogeZb\naQGLGHzbAItQRpAsRxlL9v66kfpTisvOnAncAdwKrAmsKQnKjnE71QwWEa14BtgP2EvSxoAq54mI\n3lu9ed2VF+8SOQSs1H6ciGjROZR5tkcBuwAn1I3Tv7LmsgOSJjWHc44jGbL9i/YTRUTbJF0FvAs4\nHjjU9p2VI0VERESPSDoaOAM4EtjI9uzKkfpSnlx2wPaU2hkiorpzgN2BxVNYRkREDLzjKd2LZ6ew\nfHljaweIiHiNOhU4BPh+7SARERHRW7anAhdSisx4GWmLjYjoUDNU+de2Z9XOEhHtkTQ2Ty4iIl4q\nxWUHJI0BtgU2ByYC/wNcCfzQdv5BIyIiBoyklYGvAW8Hnqd0f00F9ktrfEREkTWXnTmGsonPxcCT\nwELAe4B3A7tVzBURERG9cQJwoO3rh09IWhc4CVi/WqqIiD6S4rIzb7a90Rznzpf0yyppIqKqtMhF\njAoTRhaWALava0aRRcSAk7Qw5WHSvM2pIdunVIzUl1JcdmaspI1sXzl8opl19+eKmSKiRZImU1rj\nJgD/IelI20dWjhURvTNV0kmUrqUZlK6lrSitsREx+M4HHgIeqB2kn6W47MxHga9LOoPSHjsbuJky\nliAiRod9gC2Bs4A3ApdSZl9FxGD6BPB+SgvswpQC8wLgvJqhIqI1Y2xPrh2i36W47IDtacD7ht9L\nWgJ4PG1xEaPKzOZ1hu1nJI2rmiYieu11wG9t/0jSJpSNfWZmI7+IUWNqs876ZmAIwHa6FueQ3WI7\nIOkjwErAj4HTgWeA+YG9bF9WM1tEtKNpj9sQ2Bd4G7CU7T3rpoqIXpH0A+AK4PXAZsAllL8B99ve\nr2a2iOg9SVMp7fDDhmyvVCtPv0px2QFJNwCbUIrLj9u+U9IywI9tv71uuohoi6QFbT8paSnbj9TO\nExG9I+kq2xtKmgJsbvu55vyvbL+jbrqIaIukJSkdi8/XztKPxtYO8Bo1y/aTlPUWdwPYfpiy9jIi\nRgFJbwWObJ5gHiHpe7UzRURPDUlaCfgNsDL8ZfZl7tJHjAKSNpF0N2WPhd9J2qJ2pn6UNZeduUDS\nj4FfAxdKupSyscfP68aKiBadDBwNPNi8zwfMiMH2KeBc4HHgZknTgAWBXaumioi2HAZsYPthSctS\nNvO6tHKmvpO22A5JmgRsASwBPAZcbfsnVUNFRGskXWJ7y9o5IqI9ksYAqwGLU4rMu7OhR8ToIOkX\ntjd+ufdRpLiMiOiApO8C91J2jYOysD93MCMiIgaQpAuBnwJXAhsBm9r+QN1U/SdtsRERnZkXUPM1\nLMVlRETEYJoMfB74EnA7sEvdOP0pTy4jIjok6c3Am4C7bN/81/77iHhtk7Qo8ORwK6ykpW1Prxwr\nInpI0vK2H5CkOb41ZPvOKqH6WHaL7ZCknZohykgaL+mbtTNFRHskfRI4AXgncKykz1SOFBG9tw3w\nCQBJywHfqRsnIlqwf/N6LPDdOb5iDmmL7dx1wJGUHWI/CNxXN05EtGwnyq5xz0maB7iW8jchIgbX\nOZQ1V0dRWuJOqBsnInrN9n7N4ddsXzB8XtKHK0XqaykuO2T7bkkTmkGq/wzsXDtTRLRreIi67VmS\nsmNkxICz/bSkWyStR9kx/rDamSKityRtDawP7Nj87o+hdH9uC5xVM1s/SnHZnZOBQ4EnbD9eOUtE\ntOsaSecCVwEbANdUzhMR7TgeOBM42/bs2mEioudupYwfegYwpbh8nvJ3IOaQNZfdOR94P3Bc7SAR\n0S7bnwJOotykO8l21lxGjAK2pwIXUorMiBhwth+wfTJl/MjDzfHClHFkMYc8ueyC7VnAG2rniIj2\nNZt53APcBRwg6SHbt1SOFREtsH1A7QwR0bozgG80x08ApwFb14vTn/LkMiKiM2cASwKHA5dRNviI\niIiIwTT/8IY+ts8EFqicpy+luIyI6MxsynrLic1F5vnKeSIiIqJ3ZknaQtJCkjYj1/25SltslySN\noyzsXQ+4fniwckQMvHmArwBXNjNvx1fOExEtkLQw8B5g3ubUkO1TKkaKiHbsBnyV0hp7O7BH3Tj9\nKcVlFyQN/3D9HfBW4PfAR6qGioi2/AuwOXAiZTvy/O5HjA7nAw8BD9QOEhHtsX0X5XoPgKSlK8bp\nWykuu7OO7X0kTbE9SdIVtQNFRGuOsf2u5vjsqkkiok1jbE+uHSIi2iXpUODjlE6lBYAbgXWrhupD\nKS67M1bS24B7JE0AFqodKCJa84SkbSkzr2YD2L6zbqSIaMFUSesCNwNDAFkSEzEqvA9YHvh683Vg\n3Tj9KcVld04BvkNpj/sKcGzdOBHRojcA+85xbpMaQSKiVZOAbUa8HwJWqhMlIlo03fYzkha2PU3S\n39UO1I/GDA0N1c4QEfGaJGkisALwO9tPVo4TES2StCTwuO3sGBkxCkg6AbgWWAf4H2BL22vXTdV/\nUlx2QdJHKI/ER+4Yl7uXEaOApA8Bn6N0gJwDzLZ9WN1UEdFrze7QJwIzgNcDH7N9ad1UEdErkjay\nfaWk+YElgD8CHwUut31b1XB9KHMuu3MApTVm9ebrTXXjRESL9qeMIHoMOBz4YN04EdGSw4ANmicW\n6zfvI2JwHS1pAeAiYDrwDGUp3LSqqfpU1lx253e284MVMTo936y9wPZzktIWGzE6PGf7YQDbD0ma\nWTtQRPTUJcBUYBnKJn7Dst56LlJcdmempEuAWyg/YEO2D6qcKSLacbWkM4FlJR0L3FA7UES04k+S\n/hW4EtgIeKJynojoIdsHAAdI+qLtQ2rn6XcpLrtzEc025BExutj+rKT3UMYR3G77gtqZIqIVk4HP\nA18Cbgd2qRsnIlpyvqR3UsaPHQ4cbvvyypn6TorL7pwG7AGsQXlM/t26cSKi1yQtDXwa+BNwpO2L\nK0eKiBZIWt72A5QxRMeP+NbwBh8RMdi+C+wFHELZ0O8/gBSXc8iGPt05DlgZuBRYkRdfbCJiMH0f\nuAuYRbmwRMTosH/zeizlQ+bIr4gYfM8AtwHz2L4WeK5ynr6UJ5fdWdX2hs3xf0m6tmqaiGjD62x/\nF0DSFbXDREQ7bO/XHH5tZBu8pA9XihQR7RoCTgEukrQ95SZzzCHFZXcmSFrA9lPN7Js8CY4YXfI7\nHzFKSNqaMnpkR0nrAWMofwO2Bc6qmS0iWrE98A7gYmASsEPVNH0qxWV3vgHcIum3lBmXB1fOExG9\nt4Ck1SgfLOcfcTxk+8660SKih24FFqe0xpnye/88cGbNUBHRW5K2aboVtmtOfax5XZWyRC5GSHHZ\nBdunN6NIVgTusf147UwR0XMzKWuuAJ4ecQywSftxIqINzWY+J0u6CHiL7csk7QXcWzdZRPTYos3r\nUlVTvEakuOyCpHdR/g3HAmdL+oLt0yvHiogesj2pdoaIqOoMSucSlBmXpwFb14sTEb1k+/vN4Wzb\nhw6fl/TlSpH6WorL7nwJ2BH4NmUdxtlAisuIiIjBNf/whj62z5T0sb/2P0TEa5ekXYHdgDdJ2qo5\nPRYYDxxYLVifSnHZnaeBPwCzbE+XNLt2oIiIiOipWZK2AK6lbO7xfOU8EdFbpwFXUGZbHkZZbz0b\n+H3NUP0qxWV3ZgCXAMc26y7+UDlPRLRI0uLA/MPvbd9fMU5EtGM34KuU1tjbgT3qxomIXrL9LHCv\npE8A61DqpzGUrsVs6DWHFJfd+X/AONu/lfRm4ITagSKiHZKOAzbjxTeV1qsUJyJaYvsuyvgRACQt\nXTFORLTnPErttBylLfYmUly+RIrL7pxgewMA27+pHSYiWrUWsIrtodpBIqI9kg4FPk5Zb7UAcCOw\nbtVQEdGGxW2vK+kE4JOUdtmYQ4rL7jwt6T+BOym910O2M+8mYnSYDiwM/G/tIBHRqvcBywNfb76y\noUfE6PCUpDHAgrafbpbGxBxSXHbnl8AQsGTtIBHRDknXNodLAHdJupvyd2DI9jvrJYuIlky3/Yyk\nhW1Pk/R3tQNFRCvOA74A3CrpOuCpynn6UorLLtj+N0mbAytTdo27q3KkiOi9HZvXeYBZI84vUiFL\nRLTvwWY0wZPNnLslageKiN6z/S1JY2wPSboQmFY7Uz8aWzvAa5mkI4B/BnYH3g58r26iiGjBs8AE\n4FTKmqvxwHzAsTVDRURvSdqoOfwkcDllU7+HgZ2qhYqInpO0qKSjJI0D1pB0I/Ad4I2Vo/WlFJfd\n2cD2PwN/sv09YMXagSKi59alFJJqXo8FvgX8tGaoiOi5oyUtAFxEWXP9DOX3P08vIgbbscA9lCUw\nRzdfnwS+WTNUv0pbbHfGSZoXoLmbkUHKEQPO9nnAeZK2sn1R7TwR0ZpLgKnAMoBHnB8CVqqSKCLa\nsJTtb0haGFgTOKVpjV2gdrB+lOKyO/8J/DdlvcWvKLvGRcQAk3TmiOOdR3xryHba4yIGlO0DgAMk\nfdH2IbXzRERrnm5eNwKuGjGCLMXlXKS47ILtcyRdAawC3G37sdqZIqLnRq6tzIzLiNHnfEnvpIwg\nOxw43PbllTNFRO9Mb/ZZ2QI4TNJCwL7ArXVj9aesueyApI0l/bekKcBitn+VwjJidLA9xfYU4NfA\nssAKlPXWGUMSMTp8l7Le8vPA54CD68aJiB7bE3gA+FKzNObNwOLA3lVT9ak8uezM4cA/AYs1x/9Y\nN05EVHAecBuwFjCTF6/BiojB9Qzld38e29dKeq52oIjoHdszgW+PeH8tZQRhzEWeXHbmWdt32L6G\nzLaLGK3G2P44cAelVWa5ynkioh1DwCnARZK258XzbiMiRrU8uezMmBHH46qliIiaZkmaD1iQsvZq\nycp5IqId2wPvAC4GJgE7VE0TEdFHUlx2ZhlJH6MUmSOPh2wfVzdaRLTk25QF/ZdS1mJcUzdORPSS\npG1sXwBs15z6WPO6KpBrf8SAk/Q64KPAG4HLgduy58pLpbjszJnA0nM5johRwvYPASQtBpxte0bl\nSBHRW4s2r0tVTRERtRwLPERZCnMTpT1+q6qJ+lCKyw7Y/rfaGSKiLkkbA8dQWuPPlnS/7RMrx4qI\nHrH9/eZwtu1Dh89L+nKlSBHRrpVt7yppQ9v/JekztQP1oxSXERGdOQzYGPgh8DVgCpDiMmJASdoV\n2A14k6ThpxVjgfHAgdWCRURbxklaHKCZdTm7cp6+lN1iOyBJtTNERHWzbT8O0LTEpi02YrCdBuwI\nnE3ZxGdHyiiydWuGiojWfB74JfA24HrgkLpx+lOKy86cAiDpvNpBIqKaaU073GKSPgvcVztQRPSO\n7Wdt3wt8AliWsqnHisAHa+aKiN6S9KXmcBHbqwErA2vYvqxirL6VttjO3C3pD8BESdNHnB+yvUyt\nUBHRqj2A3YGrgCeb44gYfOdRPj8tR7lJfxNlc7+IGEzbN5/3/1XSkjQjCSVlSsRcpLjsgO0dASR9\n2/YnaueJiPY0G/kMNW9va76gtMZdWSVURLRpcdvrSjoB+CSlXTYiBtdk4N3ABF6YEDGGFz4LxAgp\nLrvzWUlHAmsABg61/UTlTBHRW3vywgVlU+BnI76X4jJi8D0laQywoO2nhzf4iIjBZPt64HpJF9u+\noXaefjdmaChFd6cknQv8gtIWtzGwqe331U0VEW2R9HPbm9TOERHtkbQ3ZeblLGBb4Cnbm9VNFRG9\nIulc29tJeoQXP63Mcri5yJPL7ixm+5vN8c2SPlQ1TURERPSU7W9JGmN7SNKFwLTamSKid2xv17wu\nNfK8pAXqJOpv2S22O/NKWhpA0lLk3zMiImIgSVpU0lGSxgFrSLoR+A5l19iIGH1+XjtAP8qTy+58\nAbhG0gxgYbJbZMTAk3TEiLcrSTqcZmG/7YMqxYqI3jsWuJrSFnd08/Vr4JuUzT4iYnQZUztAP0px\n2QXbl0laGVgceMx2FrBGDD7zwpqLg8lucRGjxVK2vyFpYWBN4JSmNTatcRERjRSXXWoKykdr54iI\ndtg+uXaGiKji6eZ1I+CqETeUU1xGDLA5OpZGWrbVIK8RKS4jIiIi/rrpzYfMLYDDJC0E7AvcWjdW\nRPTYyI6lkT7bdpDXgowi6VIz32r+4fe2768YJyIiInpA0nzAvwCP2P6RpPWAHYDP2X6ybrqIiP6Q\n4rILko4DNgP+MHzO9nr1EkVEWyQNr7ccXtA/C7gfOMv2rGrBIiIiIipJW2x31gJWyUY+EaPSWsBM\n4CpgPWB54GHKrpE7V8wVERERUUWKy+5Mp4wg+d/aQSKidYsMD1YGjpV0me2dJV1dNVVERET8zaVj\n6ZVJcdkBSdc2h0sAd0m6m/LDNmT7nfWSRUSLJkpawvajzdrriZLGM2INdkQMHkmvAz4KvBG4HLjN\n9mNVQ0VEG9Kx9AqkuOzMjs3rPJS7FsMWqZAlIuo4GLhO0gxgIWBvYH/gxKqpIqLXjgUeouwaexNw\nCrBV1UQR0YZ0LL0CY2sHeI16FpgAnAqMb77mo1xwImJ0eBBYFdgSWM32Jba/bPuYyrkiordWtv1F\nYKbt/wIm1g4UEa2YKGkJ+Mu0iHQszUWeXHZmXWAfQLxQUM4GflotUUS07TBgMeB7wBnAU3XjRERL\nxjUfLGlmXc6unCci2pGOpVcgo0i6IGkr2xfVzhERdUhaGpgMfICy7mq3ypEiosckbQwcDyxF6WDY\nx/ZldVNFRK9JWhuYStlz5VHbubE0F3ly2QFJZ444HrmAd8j2ThUiRUQd81Ba5McBz1fOEhE9JOlL\ntj9HWXe1WtMe91jGkUWMGulYegVSXHZm5NrKXFQiRiFJPwPmBU4AtiM7xUUMuu0lTQf+VdKSNOMI\nJA3ZPq5utIjoNdtbj+hYukxSOpbmIsVlB2xPAZC0GGX74XkoF5mlgV/USxYRLdqHspHX3sDhwLl1\n40REj02mXPMnUK73UK79uckcMXqkY+mvSHHZnfOA23hh7o3rxomIXpM0AdgB2Iuyc/REYEXbM6sG\ni4iesn09cL2ki23fUDtPRLQrHUuvTEaRdGeM7Y8Dd1DmXS1XOU9E9N49lBtKk21vCDyUwjJi8Eka\n7k64QNL0EV8PVw0WEW3ZB9gXmATcSD73z1WeXHZnlqT5gAUpW5EvWTlPRPTeUZT2uBUknUhu0kWM\nCsPD020vNfK8pAXqJIqINqRj6dXJh6LufJtyB+NS4AHgvrpxIqLXbP+H7bWAo4GdgLdL+oqkN1eO\nFhF1/Lx2gIjoqXQsvQp5ctkF2z+Ev2zsc7btGZUjRURLmo29pkhahPIk8zRg7aqhIqKGMbUDRERP\npWPpVRgzNJRNzjrVDFI+hrJj1NnA/bZPrJsqIiIi2iLpBtvr1M4REb0laRKwG/AeyqY+p9r+TdVQ\nfShPLrtzGLAx8EPga8AUIMVlRETEgJF0xMt8a9lWg0REFelYemVSXHZntu3HJWF7hqS0xUZERAwm\nM/eZlp9tO0hE1GP7j5R9F46unaUfpS22C03f9aPAVsCZwN/b/kjdVBEREREREe3LgtTu7EHZIfYq\n4Elg97pxIiIiIiIi6siTyw40G/kM/8ON3CVuyPaVFSJFRERERERUlTWXndmTF4rLTYGfjfheisuI\niIgBJelgymeA4ZvLs4D7gbNsz6oWLCKiD+TJZZck/dz2JrVzRERERO9JOheYSVkSsx6wPPAwgO2d\nK0aLiKguTy4jIiIiXrlFbG/XHB8r6TLbO0u6umqqiIg+kA19IiIiIl65iZKWAJC0ePN+PDB/3VgR\nEfWlLbYDcwxS3gk4nbL2Ysj2QXVSRURERK9J2hr4BjADWAjYmzJI/U+2j6mZLSKitrTFdmbkIOWD\nmftQ5YiIiBg8DwKrAksAj9qeDVxSN1JERH/Ik8uIiIiIV0jShcBiwPeAM2w/VTlSRETfSHEZERER\n8SpIWhqYDHwAuM32bpUjRUT0hWzoExEREfHqzANMAMYBz1fOEhHRN7LmsgsZpBwRETG6SPoZMC9w\nArAdkNmWERGNPLnszlrAasAjwIrAZsC7KeswIiIiYvDsA+wLTAJuBJarmiYioo/kyWV3Mkg5IiJi\nFJA0AdgB2At4FpgIrGh7ZtVgERF9JE8uu5NByhEREaPDPZSOpcm2NwQeSmEZEfFieXLZnYOB6ySN\nHKS8P3Bi1VQRERHxt3YUZYfYFSSdSG7QR0S8REaRdEHS2sBUXjxIOSIiIgaUpEnAbsB7KJv6nGr7\nN1VDRUT0idx1685hwDXA+4D5KmeJiIiIHrM9xfZkYBXgQeC0ypEiIvpGnlx2KYOUIyIiIiIi8uTy\nbyGDlCMiIiIiYtRLcdmFZpDyD4CHKYOU760aKCIiIiIiopIUl93JIOWIiIiIiAgyiqQjGaQcERER\nERHxYnly2ZkMUo6IiIiIiBghTy47k0HKERERERERI2QUSRcySDkiIiIiIqJIcfk3IGkRypPMXW2v\nXTtPRERERERE21JcRkRERERERNeyVjAiIiIiIiK6luIyIiIiIiIiupbiMiIiIiIiIrqW4jIiIiIi\nIiK6luIyIiIiIiIiupbiMiIiIiIiIrr2f3SvKjcEAy4QAAAAAElFTkSuQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 471 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "health_wellness_time_alone = well_being[[\"TUCASEID\", \"WEGENHTH\", \"WECANTRIL\"]].join(respondent[\"TRTALONE_WK\"])" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 472 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "hwta_groups = []\n", + "hwta_groups.append(health_wellness_time_alone[health_wellness_time_alone[\"TRTALONE_WK\"].isin(range(0, 61))])\n", + "for time in range(121, 1441, 60):\n", + " hwta_groups.append(health_wellness_time_alone[health_wellness_time_alone[\"TRTALONE_WK\"].isin(range(time-60, time))])" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 391 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "health = []\n", + "satisfaction = []\n", + "for group in hwta_groups:\n", + " health.append(group[\"WEGENHTH\"].mean())\n", + " satisfaction.append(group[\"WECANTRIL\"].mean())" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 392 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Taking a look at how time spent alone affects health and life satisfaction we can see that the effects are fairly constant until around the 22 hour mark. After that it seems that there is a significant drop in overall health and satisfaction." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "labels = []\n", + "plt.title(\"Health as a Function of Time Spent Alone\")\n", + "for time in range(61, 1441, 60):\n", + " labels.append(\"<= {} minutes alone\".format(time - 1))\n", + "plt.xticks(np.arange(24), labels, rotation=\"vertical\")\n", + "plt.plot(health, label=\"Health, Good" + ] + } + ], + "prompt_number": 416 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plt.title(\"Satisfaction as a Function of Time Spent Alone\")\n", + "plt.xticks(np.arange(24), labels, rotation=\"vertical\")\n", + "plt.plot(satisfaction, label=\"Life Satisfaction, Bad" + ] + } + ], + "prompt_number": 417 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "most_dissatisfied = health_wellness_time_alone[health_wellness_time_alone[\"WECANTRIL\"] == 0]\n", + "most_dissatisfied = most_dissatisfied.join(summary)\n", + "most_satisfied = health_wellness_time_alone[health_wellness_time_alone[\"WECANTRIL\"] == 10]\n", + "most_satisfied = most_satisfied.join(summary)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 433 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What other factors play into a persons satisfaction with their life? I decided to take a look at what activities the most dissatisfied people (Those rating themselves 0) and the most satisfied (Those rating themselves 10) took part in to see if there is a correlation between any of these activities and overall life satisfaction." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "most_dissatisfied_sport_rec = average_minutes(most_dissatisfied, \"1301\")\n", + "most_satisfied_sport_rec = average_minutes(most_satisfied, \"1301\")\n", + "most_dissatisfied_social = average_minutes(most_dissatisfied, \"12\")\n", + "most_satisfied_social = average_minutes(most_satisfied, \"12\")\n", + "most_dissatisfied_work = average_minutes(most_dissatisfied, \"05\")\n", + "most_satisfied_work = average_minutes(most_satisfied, \"05\")\n", + "most_dissatisfied_grooming = average_minutes(most_dissatisfied, \"0102\")\n", + "most_satisfied_grooming = average_minutes(most_satisfied, \"0102\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 463 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "dissatisfied_data = [most_dissatisfied_sport_rec, most_dissatisfied_social, most_dissatisfied_work,\n", + " most_dissatisfied_grooming]\n", + "\n", + "satisfied_data = [most_satisfied_sport_rec, most_satisfied_social, most_satisfied_work,\n", + " most_satisfied_grooming]\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "index = np.arange(4)\n", + "bar_width = 0.35\n", + "\n", + "opacity = 0.4\n", + "\n", + "rects1 = plt.bar(index, dissatisfied_data, bar_width,\n", + " alpha=opacity,\n", + " color='b',\n", + " label='Dissatisfied People')\n", + "\n", + "rects2 = plt.bar(index + bar_width, satisfied_data, bar_width,\n", + " alpha=opacity,\n", + " color='y',\n", + " label='Satisfied People')\n", + "\n", + "plt.xlabel('Activity')\n", + "plt.ylabel('Average Minutes')\n", + "plt.title('A Look at Average Activity Times for Most and Least Satisfied People')\n", + "plt.xticks(index + bar_width, ('Playing Sports or Exercising', 'Socializing, Relaxing, Leisure', \n", + " 'Working', 'Grooming'), rotation=\"vertical\")\n", + "plt.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAI5CAYAAAA15OaOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUmQtAAAAAElFTkSuQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 462 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the above chart we can see that dissatisfied people exercise less, socialize less and work more on average than those who are the most satisfied. The positive group spends over twice as long exercising each day. \n", + "\n", + "What other factors could we look at? Let's take a look at volunteering, participating in religious activites and a couple of others..." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "most_dissatisfied_religion = average_minutes(most_dissatisfied, \"14\")\n", + "most_satisfied_religion = average_minutes(most_satisfied, \"14\")\n", + "most_dissatisfied_volunteer = average_minutes(most_dissatisfied, \"15\")\n", + "most_satisfied_volunteer = average_minutes(most_satisfied, \"15\")\n", + "most_dissatisfied_social_events = average_minutes(most_dissatisfied, \"1202\")\n", + "most_satisfied_social_events = average_minutes(most_satisfied, \"1202\")\n", + "most_dissatisfied_shopping = average_minutes(most_dissatisfied, \"0701\")\n", + "most_satisfied_shopping = average_minutes(most_satisfied, \"0701\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 455 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "dissatisfied_data_2 = [most_dissatisfied_religion, most_dissatisfied_volunteer, most_dissatisfied_social_events,\n", + " most_dissatisfied_shopping]\n", + "\n", + "satisfied_data_2 = [most_satisfied_religion, most_satisfied_volunteer, most_satisfied_social_events,\n", + " most_satisfied_shopping]\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "index = np.arange(4)\n", + "bar_width = 0.35\n", + "\n", + "opacity = 0.4\n", + "\n", + "rects1 = plt.bar(index, dissatisfied_data_2, bar_width,\n", + " alpha=opacity,\n", + " color='b',\n", + " label='Dissatisfied People')\n", + "\n", + "rects2 = plt.bar(index + bar_width, satisfied_data_2, bar_width,\n", + " alpha=opacity,\n", + " color='y',\n", + " label='Satisfied People')\n", + "\n", + "plt.xlabel('Activity')\n", + "plt.ylabel('Average Minutes')\n", + "plt.title('A Look at Other Average Activity Times for Most and Least Satisfied People')\n", + "plt.xticks(index + bar_width, ('Religious Activities', 'Volunteering', \n", + " 'Attending/Hosting Social Events', 'Shopping'), rotation=\"vertical\")\n", + "plt.legend(loc='upper left')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAI6CAYAAACzcJQgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 459 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some of these results defy expectations. Dissatisfied people actually spent slightly more time volunteering. Those who are satisfied with their lives spend much more time attending social events and shopping.\n", + "\n", + "How does your life satisfaction affect your sleep habits? Do people who are dissatisfied with their lives spend a disproportionate amount of time ruminating about how dissatisfied they are?" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "most_dissatisfied_sleep = average_minutes(most_dissatisfied, \"010101\")\n", + "most_satisfied_sleep = average_minutes(most_satisfied, \"010101\")\n", + "most_dissatisfied_sleepless = average_minutes(most_dissatisfied, \"010102\")\n", + "most_satisfied_sleepless = average_minutes(most_satisfied, \"010102\")\n", + "most_dissatisfied_thinking = average_minutes(most_dissatisfied, \"120301\")\n", + "most_satisfied_thinking = average_minutes(most_satisfied, \"120301\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 464 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "dissatisfied_data_3 = [most_dissatisfied_sleepless, most_dissatisfied_thinking]\n", + "\n", + "satisfied_data_3 = [most_satisfied_sleepless, most_satisfied_thinking]\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "index = np.arange(2)\n", + "bar_width = 0.35\n", + "\n", + "opacity = 0.4\n", + "\n", + "rects1 = plt.bar(index, dissatisfied_data_3, bar_width,\n", + " alpha=opacity,\n", + " color='b',\n", + " label='Dissatisfied People')\n", + "\n", + "rects2 = plt.bar(index + bar_width, satisfied_data_3, bar_width,\n", + " alpha=opacity,\n", + " color='y',\n", + " label='Satisfied People')\n", + "\n", + "plt.xlabel('Activity')\n", + "plt.ylabel('Average Minutes')\n", + "plt.title('A Look at Other Average Activity Times for Most and Least Satisfied People')\n", + "plt.xticks(index + bar_width, ('Sleepless', 'Thinking'), rotation=\"vertical\")\n", + "plt.legend(loc='upper left')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAI5CAYAAAA15OaOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABgACIPAAAAwABEHgAAAIAB/C8FEa1t+qh/uwAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 468 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that those who are dissatisfied with their lives are likely to spend more time unable to fall asleep. They also spend more than twice as much time just thinking." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file