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Created January 16, 2014 17:34
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GSS Data Analysis for comparing religious beliefs, and a proxy for IQ Based on: http://voxday.blogspot.com/2014/01/mailvox-distribution-of-atheist.html View this notebook at: nbviewer.ipython.org
{
"metadata": {
"name": "GSSDataAnalysis"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "import pandas as pd\nfrom __future__ import division\n# this enables the 'toggle input' button\nfrom display import extended_styles\nfrom functools import partial\nextended_styles(css=True)",
"language": "python",
"metadata": {},
"outputs": [
{
"html": "\n <script type=\"text/javascript\">\n var toggleInput;\n (function() {\n var inputInterval;\n var intervalCount = 0;\n var init = false;\n var inputUp = false;\n toggleInput = function() {\n if(inputUp) {\n $('div.input').slideDown();\n $('div.code_cell').attr('style', '');\n }\n else {\n $('div.input').slideUp();\n $('div.code_cell').attr('style', 'padding: 0px; margin: 0px');\n }\n inputUp = !inputUp;\n init = true;\n }\n function initExtendedStyles() {\n if(intervalCount > 15) {\n clearInterval(inputInterval);\n }\n intervalCount += 1;\n try {\n var style = [\n' <style type=\"text/css\" id=\"extendedStyle\">',\n' table.nowrap td {',\n' white-space: nowrap;',\n' }',\n' table.bound {',\n' margin-right: 80px;',\n' }',\n' table.dataframe {',\n' margin-right: 80px;',\n' }',\n' </style>'].join(\"\\n\");\n if($('#extendedStyle').length == 0) {\n $('head').append(style);\n }\n else {\n $('#extendedStyle').replaceWith(style);\n }\n // Only slideUp if we're not on notebook server\n // meaning Print View and nbconverted\n if($('#save_status').length == 0 && init == false) {\n toggleInput();\n }\n clearInterval(inputInterval);\n } catch(e) {}\n }\n if (typeof jQuery == 'undefined') {\n // if jQuery Library is not loaded\n var script = document.createElement( 'script' );\n script.type = 'text/javascript';\n script.src = 'https://ajax.googleapis.com/ajax/libs/jquery/1.8.3/jquery.min.js';\n document.body.appendChild(script);\n }\n\n setTimeout(initExtendedStyles, 200);\n // jQuery is doing this interval trick\n // I guess its the way to do it then.\n inputInterval = setInterval(initExtendedStyles, 1000);\n }());\n </script>\n <a href=\"javascript:toggleInput()\">Toggle Input</a>\n ",
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": "<IPython.core.display.HTML at 0x3755cb0>"
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "# read in the data file that has \"GOD\" and \"WORDSUM\" variables\n# data was gathered from: http://sda.berkeley.edu/sdaweb/analysis/?dataset=gss12\n# DATA IS UNWEIGHTED\n# na_values defines values of GOD and WORDSUM that are invalid codes\n# invalid codes are defined as 0,8,9 for GOD (see GSS codebook)\n# note: I did find some 10's for GOD, and treated them as invalid/missing\n# invalid codes are defined as -1,98,99 for WORDSUM\n\nfname = \"sub-data-by-year.txt\"\ndata = pd.read_csv(fname,na_values = {'GOD':[0,8,9,10],'WORDSUM':[-1,98,99]})\n\n# create a data set that has only valid cases\nactData = data.dropna()\n\n# make the IQ variable \n# (from http://aeolipera.wordpress.com/2013/02/13/conversion-table-from-wordsum-to-iq/)\nactData[\"IQ\"] = 15*((actData.WORDSUM - 5.965)/2.148) + 100",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 45
},
{
"cell_type": "markdown",
"metadata": {},
"source": "<h4>Data Description</h4>\n\nData source: GSS 1972-2012\n\nAccessed from: http://sda.berkeley.edu/sdaweb/analysis/?dataset=gss12\n\nVariables used: GOD, WORDSUM, YEAR (no weighting)\n\n<b>Invalid codes for each variable:</b>\n\nGOD: [0,8,9,10]\n\nNOTE: The value given for 8 is \"DK\", which might indicate agnosticism, but that conflicts in some ways with answer 2. However, only 3 values for WORDSUM == 0 are found in the \"DK\" answers, which won't alter the data much\n\nWORDSUM: [-1,98,99]\n\n"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "<h4> Histograms of WORDSUM, grouped by GOD </h4>"
},
{
"cell_type": "code",
"collapsed": false,
"input": "# plot histograms of WORDSUM for each GOD answer\n# Histograms for IQ will look the same, since the transformation from WORDSUM to IQ is linear\n# Also, the discrete WORDSUM values will result in discrete IQ values, with the same bin counts\n# This is over all years in the dataset\n#actData.WORDSUM.hist(by=actData.GOD,bins=range(0,11),figsize=(11,8),normed=True,sharey=True);\nfig = pylab.figure(figsize=(11,8))\nfor i in range(0,6):\n ax = fig.add_subplot(3,2,i+1)\n d = actData.loc[actData.GOD == i+1,\"WORDSUM\"]\n ax.hist(d,bins=range(0,11),normed=True,align=\"right\")\n ax.set_ylim(0,.30)\n ax.set_xlim(-0.5,10.5)\n ax.set_xticks(range(0,11))\n ax.set_title(\"GOD = %d\"%(i+1))\n ax.text(0,.225,\"Number of data points = %d\"%len(d))\n #ax.set_xlabel(\"WORDSUM\")\n if not i in [0,2,4]:\n ax.set_yticklabels([])\n else:\n ax.set_ylabel(\"Frequency\")\n if not i in [4,5]:\n ax.set_xticklabels([])\n else:\n ax.set_xlabel(\"WORDSUM\")\nfig.tight_layout()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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41DSH6/QOxJw5c/DDDz8gODjY6MWIiIiIiKj+0OkcCJVKhUGDBpm6i1Ci16mx\ngxz5MnQQnS9LB66fFd9B9GOgL9H3l+h8GTqIzmcHOfIB8fOHDPeB6A7Cvwdi1qxZWLRoEcrLy01W\nhIiIiIiI5KfTORDOzs7Iz8+HtbU1WrZs+Z/BCgWuXbtm0oK64vpZInnIsG6T62fleBx4DgRR/SPD\n3ME5XI7HwaBzILZv3270QkREREREVP/otISpX79+Nf5pKESvU2MHOfJl6CA6X5YOXD8rvoPox0Bf\nou8v0fkydBCdzw5y5APi5w8Z7gPRHYSfA/HgwQPMmTMH7u7usLe3BwAcPHgQUVFRJitGRERERETy\n0ekciPDwcOTk5GD27NkIDg7G3bt3kZOTg4EDB+LSpUvm6PlMXD9LJA8Z1m1y/awcjwPPgSCqf2SY\nO/4xxAMqwZ/dI/oLSWV4HAw6B2L37t1IS0uDra0tFAoFAMDJyQk5OTk6F1AqlZg+fTpUKhUmTJiA\nWbNmaf38ypUr+H//7//h7NmzWLJkCWbOnKn5mZubG+zt7WFpaQlra2skJSXpnEtERERE9cu9Byos\njBf7ZcWrBnsIPYCQmU5LmGxsbFBWVqZ12c2bN9GqVSudQlQqFaZMmQKlUolLly4hOjoaly9f1tqn\nZcuWWLt2LT7++OMq4xUKBY4cOYKzZ8+a7OBB9Do1dpAjX4YOovNl6cD1s+I7iH4M9CX6/hKdL0MH\n0fnsIEc+IH7+EJ0PiH8cTHkf6PQOxH/913/hr3/9K/7xj38AAHJzczF9+nSMHj1ap5CkpCR4eHjA\nzc0NADB69GjExsbC09NTs0/r1q3RunVrxMXFVXsdOqy0IiKSRm7BQ9woKjXoOtJvlcDuemGdx5eK\nfv+fiIgaJJ0OIJYsWYJPPvkEr7/+OkpKSuDh4YH3338f8+fP1ykkJycHLi4umm1nZ2ecPHlS55IK\nhQKBgYGwtLREWFgY3n//fZ3H6srf39/o18kO9S9fhg6i82XpYP9iV6H5ht4HN4pKjbB2tTW+MeA6\nFgR2NChd9GOgL9H/bkXny9BBdD47yJEPiJ8/jJFvafH4PIS6snPvYtB4Q18EMuVjoNMBhI2NDVav\nXo1//OMfmqVLFhY6rX4CAM15E3V14sQJODo64ubNmxg4cCA6d+6MgICAKvtNmjQJrq6uAAAHBwd4\neXlpnkQVbyNxm9vcNv12ctIvKEjP0UxeFW+jmnM7OekmugwbJOz+SL9VAqC1sNsPAHhyAGHO/IL0\nZNw6dQDwXdbdAAAgAElEQVQAYPNCO8BnHHTFOZzb3JZjW4Y5/ELzfABtheUDwL0HHbEwPkNY/t/D\n3jb77dd1DtfpU5iuXr1a48/c3d2fNRyJiYmIjIyEUqkEACxbtgwWFhZVTqQGgIULF8LW1lbrJGpd\nfm7oJ3gkJCQIP2JnB/H5MnQQnW+MDsb45IiC9GSDXj0x9FOYGsJ9sCCwo0EnIRqaD5j3U5hEP3dE\n58vQQXQ+Oxgnn/OXHB1E5wMGfgqTh4dHtZcrFAqoVKpnjvf19UVqaioyMzPRvn17xMTEIDo6utp9\nnz6eKSkpgUqlgp2dHYqLi3Hw4EEsWLBAl9pERERERGRkOh1AlJdrr8HKy8tDZGRktcuIqg2xskJU\nVBSCgoKgUqkQGhoKT09PbNy4EQAQFhaGvLw8dOvWDQUFBbCwsMCaNWtw6dIl3LhxA8OHDwcAlJWV\nYcyYMRg0aJA+t1Enol+tYAc58mXoIDpflg6i18/yPhCfry/Rj5nofBk6iM5nBznyAfHzh+h8GToI\nPwfiae3atcPnn3+Ol19+GWPGjNFpTHBwMIKDg7UuCwsL07rOrKysKuNsbW2RnCz+o7iIiIiIiEjH\n74GoTkpKCkpKSozZRaiKE4jYQWwH0fkydBCdL0sH0Z/hzftAfL6+RD9movNl6CA6nx3kyAfEzx+i\n82XoIPx7IJ5eqlRSUoKLFy/q/DGuRERERETUMOh0ABEaGqq13axZM3Tp0gUvvfSSSUqJIMN6QXYQ\nny9DB9H5snQQvXaU94H4fH2JfsxE58vQQXQ+O8iRD4ifP0Tny9BB+DkQf/3rX01WgIiIiIiI6g+d\nzoGYN28e5s+fX+XPvHnzNH/q+3ImGdYLsoP4fBk6iM6XpYPotaO8D8Tn60v0YyY6X4YOovPZQY58\nQPz8ITpfhg7Cz4FITU3Frl270K1bN3To0AG///47fv31VwwfPhxNmjSBWq02+NumiYiIiIhIfjp/\njGt0dDRGjBih2d61axe+++47fP311yYpZm4yrBdkB/H5MnQQnS9LB9FrR3kfiM/Xl+jHTHS+DB1E\n57ODHPmA+PlDdL4MHUyZr9MSpn379mHYsGFalw0dOhT79u0zSSkiIiIiIpKTTgcQHh4eiIqK0rps\nw4YN8PDwMEkpEWRYL8gO4vNl6CA6X5YOoteO8j4Qn68v0Y+Z6HwZOojOZwc58gHx84fofBk6CD8H\nYvPmzRg2bBhWrlwJJycn5OTkwMrKCrt27TJZMSIiIiIiko9OBxDe3t5ITU1FYmIirl+/DkdHR/Tu\n3RvW1tam7mc2MqwXZAfx+TJ0EJ0vSwfRa0d5H4jP15fox0x0vgwdROezgxz5gPj5Q3S+DB2Efw8E\nAM2nLCkUCvTt2xdFRUV4+PAhbG1tTVaOiOomt+AhbhSVCssvVZULyyYiIiLT0ukA4sKFCwgJCYGN\njQ2ys7MxatQoHD16FNu2bUNMTIypO5pFQkKC8CN2dhCfL0MHY+TfKCrFf+9Lq/P4gvRkg165WBDY\nsc5jjdXBUKL/HQDi7wPR+foS/ZiJzpehg+h8dpAjHxA/f4jOl6GDKfN1Oon6gw8+wMKFC3HlyhXN\nsqV+/frh+PHjJilFRERERERy0ukA4tKlSxg7dqzWZU2bNsX9+/dNUkoE0Ufq7CBHvgwdROcD4tdt\nytCBj4P4fH2JfsxE58vQQXQ+O8iRD4ifP0Tny9BB+PdAdOjQAadOndK67Ndff0WnTp1MUoqIiIiI\niOSk0wHE4sWLMWTIEMyfPx+lpaVYunQpRo4ciUWLFukcpFQq0blzZ3Tq1AkrVqyo8vMrV66gV69e\naNy4Mf7+97/rNdYYZPjMZHYQny9DB9H5gPjPrpahAx8H8fn6Ev2Yic6XoYPofHaQIx8QP3+Izpeh\ngynzdTqAGDJkCJRKJW7evIm+ffvi2rVr2L17N4KCgnQKUalUmDJlCpRKJS5duoTo6GhcvnxZa5+W\nLVti7dq1+Pjjj/UeS0RERERE5vHMT2EqKyvDyy+/jEuXLmHDhg11CklKSoKHhwfc3NwAAKNHj0Zs\nbCw8PT01+7Ru3RqtW7dGXFyc3mONQYb1guwgPl+GDqLzAfHrNmXowMdBfL6+RD9movNl6CA6nx3k\nyAfEzx+i82XoIPR7IKysrGBhYYH79+/DxsamTiE5OTlwcXHRbDs7O+PkyZMmH0tEzy9LC+Dc9UJh\n+fwuDCIiaqh0+h6Ijz76CKNGjcLs2bPh4uKi+VI5AHB3d3/m+Mr760ufsZMmTYKrqysAwMHBAV5e\nXpqj8Ir1gDVtb9iwQa/9TbF94cIFhIeHC8uv4O/v/9zmV86uz/nJSb+gID1H8+pDxTpIXbfzjv+A\npu096jz+wqlEFKTn1nl8QXoySq6noV3AyDqPT0jIx667bYXl//UNRwB1z69g/2LXuo9/8n0c5swv\nSE/GrVMHAAA2L7QDfMZBV4bM4TLMoaLzK3AOFzuHA+L/T2FovqG/Q4wxh15ong9D5lBD8wEImUNF\n5+s6hyvUarW62p8AyMvLQ7t27WBhUf2pEgqFAiqVqqbhGomJiYiMjIRSqQQALFu2DBYWFpg1a1aV\nfRcuXAhbW1vMnDlTr7GHDh2Cj4/PM7vURIYvXWEH8fkydDBG/rnrhcK/SG5hfEadx8vQQXS+DB2M\n8SVEy33UGDBgwDP3M3QOBxrGc7e+dxCdzw7GyTf0dwjQMOYv0R1E5wM1z+G1vgPx0ksvoaCgAOXl\nj9+Kf/vtt7F79269w319fZGamorMzEy0b98eMTExiI6Ornbfp49n9BlrCNGTDTvIkW+MDrkFD3Gj\nqLTO4+3cuxi89MbQ5TOi123K0EF0vgwdROfrS/T8ITpfhg6i89lBjnxA/PwhOl+GDsLOgXj6P/NH\njhypW4iVFaKiohAUFASVSoXQ0FB4enpi48aNAICwsDDk5eWhW7duKCgogIWFBdasWYNLly7B1ta2\n2rFEsrpRVGrwKzeGWvDkbU8iIiIiY9PpHAhjCA4ORnBwsNZlYWFhmr+3a9cOWVlZOo81NtFvN7KD\nHPkydDDGW47sUP/zZeggOl9fop+7ovNl6CA6v6F0MPSd7OSkX9C1e686jzfGh0CInj9E58vQwZT5\ntR5AqFQq/PTTTwAevxtRVlam2a7Qv39/kxQjIiIieh4Z+k52QXoO7G/VfTzfxaZnqfUAok2bNggN\nDdVst2zZUmsbADIyDDtJUBaiX61gBznyZegg+hUTdpAjX4YOovP1Jfq5Kzpfhg6i89nhMRmeu6I7\niM6XoYOwcyAyMzNNFkxERERERPVP9Z/P+hyq/LnR7PD85svQofLnN7PD85svQwfR+foS/dwVnS9D\nB9H57PCYDM9d0R1E58vQwZT5PIAgIiIiIiKd8QDiCdHrFdlBjnwZOoheM8kOcuTL0EF0vr5EP3dF\n58vQQXQ+Ozwmw3NXdAfR+TJ0MGU+DyCIiIiIiEhnPIB4QvR6RXaQI1+GDqLXTLKDHPkydBCdry/R\nz13R+TJ0EJ3PDo/J8NwV3UF0vgwdeA4EERERERFJgQcQT4her8gOcuTL0EH0mkl2kCNfhg6i8/Ul\n+rkrOl+GDqLz2eExGZ67ojuIzpehA8+BICIiIiIiKfAA4gnR6xXZQY58GTqIXjPJDnLky9BBdL6+\nRD93RefL0EF0Pjs8JsNzV3QH0fkydOA5EEREREREJAUeQDwher0iO8iRL0MH0Wsm2UGOfBk6iM7X\nl+jnruh8GTqIzmeHx2R47oruIDpfhg48B4KIiIiIiKRgtgMIpVKJzp07o1OnTlixYkW1+0ybNg2d\nOnVCly5dcPbsWc3lbm5ueP311+Ht7Y3u3bubpJ/o9YrsIEe+DB1Er5lkBznyZeggOl9fop+7ovNl\n6CA6nx0ek+G5K7qD6HwZOpgy38pk11yJSqXClClTEB8fDycnJ3Tr1g0hISHw9PTU7LNv3z6kpaUh\nNTUVJ0+eRHh4OBITEwEACoUCR44cQYsWLcxRl4iIiIiIamCWA4ikpCR4eHjAzc0NADB69GjExsZq\nHUDs3bsX7733HgCgR48euHv3LvLz89G2bVsAgFqtNmlH0esV2UGOfBk6iF4zyQ5y5MvQQXS+vkQ/\nd0Xny9BBdL4xOuQWPMSNolKDrsPOvQvOXS+s8/hSVblB+TI8d0V3EJ0vQwdT5pvlACInJwcuLi6a\nbWdnZ5w8efKZ++Tk5KBt27ZQKBQIDAyEpaUlwsLC8P7775ujNhERET1nbhSV4r/3pQntsCCwo9B8\nomcxywGEQqHQab+a3mVISEhA+/btcfPmTQwcOBCdO3dGQEBAlf0mTZoEV1dXAICDgwO8vLw0r0RU\nrEesaXvDhg167W+K7QsXLiA8PFxYfgV/f//nNr9ytiHXV7HusOLoX5/tymsW6zIeAC6cSkRBem6d\nx+cd/wFN23sIyy9IT0bJ9TS0CxhZ5/EXmucDaFtv8ytU/jeh9/gn/wkxZ35BejJunToAALB5oR3g\nMw66MmQOl2EOFZ1fgXO42DkcED+His6XYQ41NB+AkDlUdL6uc7hCbeq1QQASExMRGRkJpVIJAFi2\nbBksLCwwa9YszT4ffPAB+vXrh9GjRwMAOnfujKNHj2qWMFVYuHAhbG1tMXPmTK3LDx06BB8fnzp3\nTEhIEP7WKzuIzzdGh3PXCw169aogPdngtx0XBHbEwvgMYR0MzZehg+h8GToY49/ich81BgwY8Mz9\nDJ3DAfHzh+h8GTqIzjdGB0PncKD+P3c5f8nRQXQ+UPMcbpZPYfL19UVqaioyMzNRWlqKmJgYhISE\naO0TEhKCbdu2AXh8wNG8eXO0bdsWJSUlKCx8vI6wuLgYBw8ehJeXl9E7ip7w2EGOfBk6iF4zyQ5y\n5MvQQXS+vkQ/d0Xny9BBdL4sHUQ/d0Tny9BBdL4MHer9ORBWVlaIiopCUFAQVCoVQkND4enpiY0b\nNwIAwsLCMHjwYOzbtw8eHh5o1qwZvv76awBAXl4ehg8fDgAoKyvDmDFjMGjQIHPUJiIiIiKip5jl\nAAIAgoODERwcrHVZWFiY1nZUVFSVce7u7khOTq5yubE1hLddjfHJEclJv6Br9151Ht/GthEc7W3q\nPL4hPA6GMsZbjuxQ//Nl6CA6X1+in7ui82XoIDpflg6inzui82XoIDpfhg6mzDfbAQSZnjE+OaIg\nPQf2t+p+HasGexh0AEFEREREcjPbN1HLTvSrFbJ0EH20LsN9ILqD6MeAHeTIl6GD6Hx9iX7uis6X\noYPofFk6iH7uiM6XoYPofBk6mDKfBxBERERERKQzLmF6QoY1kzJ0MHS9nKUFDPr2TUPPwQAA20aW\nKCpVCetg6DeIil4zyQ5y5MvQQXS+vkTPoaLzZeggOl+WDqKfO6LzZeggOl+GDjwHguqNew9UBn5m\nsWHnYADG+NxkwzrwG0SJiIioIeMSpidEv1ohSwfRR+ui82XoIDqfHeTIl6GD6Hx9iZ5DRefL0EF0\nviwdRD93ROfL0EF0vgwdeA4EERERERFJgQcQTyQkJIiuIEWHgnTTf+eGzPkydBCdzw5y5MvQQXS+\nvkTPoaLzZeggOl+WDqKfO6LzZeggOl+GDqbM5wEEERERERHpjCdRPyHDmkkZOjTk9Xr1pYPofHaQ\nI1+GDqLz9SV6DhWdb4wOuQUPcaOotM7j7dy7GPRJfADQxraRQV9IKsPjIPq5Izpfhg6i82XoYMp8\nHkAQERERAOBGUSn+e59hn4RnqFWDPQw6gCAi0+MSpidkWDMpQ4eGvF6vvnQQnc8OcuTL0EF0vr5E\nz6Gi82XoIMO/GdH3ASD+fhCdL0MH0fkydOA5EEREREREJAUuYXpChjWTMnRoyOv16ksH0fnsIEe+\nDB1E5+tL9BwqOl+GDsb4N2NpAYPOozD0PIxSVXmdx1YQ/dwRnS9DB9H5MnTgORBEREQmpCpX42Zx\n3U8eNobGVhZo3sRaaAcZ3HugwsL4DGH5CwI7Cssmqi94APFEQkKC8FduZOhQkJ4s9IhZdL4MHUTn\ns4Mc+TJ0EJ2vL0Pm0FJVOSL/LwNXb9+vc76h99fKwR5o+6jcoE9BSk76BV2796rzeENffZfh3ww7\niM+XoYPofBk6mDLfbAcQSqUS06dPh0qlwoQJEzBr1qwq+0ybNg379+9H06ZNsXXrVnh7e+s81lAX\nLlwQ/p93GTqUXE8T+o9ddL4MHUTns4Mc+TJ0EJ2vL9FzqDHuL0M/BSnv+FG0u9W6zuMNffVdhn8z\n7CA+X4YOovNl6GDKfLOcRK1SqTBlyhQolUpcunQJ0dHRuHz5stY++/btQ1paGlJTU7Fp0yaEh4fr\nPNYY7t27Z/TrrI8dVPeLn+t8GTqIzmcHOfJl6CA6X1+i51AZ7i/RHUTns4Mc+TJ0EJ0vQwdT5pvl\nHYikpCR4eHjAzc0NADB69GjExsbC09NTs8/evXvx3nvvAQB69OiBu3fvIi8vDxkZGc8cK4NbxaX4\n8fItqMrVdb6OMzmF+Copp87jX3e0rfNYIiIiIiJdmOUAIicnBy4uLpptZ2dnnDx58pn75OTk4Pr1\n688cawzXrl0zaLyqHPjtZgkeGXAAkfn777hys6TO473aGX4A8fBOnsHXUZ/zZeggOp8d5MiXoYPo\nfH0ZOo+/1LopbG0s6zz+7oNbBr2Q08hSgUequv8OAcQ/ZqLz2UGOfBk6iM6XoYMp8xVqtdqw2UoH\nO3fuhFKpxJdffgkA2L59O06ePIm1a9dq9hk6dCg++eQT+Pn5AQACAwOxYsUKZGZmPnMsABw6dMjU\nN4OIiOpgwIABz9yHczgRkZyqm8PN8g6Ek5MTsrKyNNtZWVlwdnaudZ/s7Gw4Ozvj0aNHzxwL6PYL\nioiI5MQ5nIio/jDLSdS+vr5ITU1FZmYmSktLERMTg5CQEK19QkJCsG3bNgBAYmIimjdvjrZt2+o0\nloiIiIiIzMMs70BYWVkhKioKQUFBUKlUCA0NhaenJzZu3AgACAsLw+DBg7Fv3z54eHigWbNm+Prr\nr2sdS0RERERE5meWcyCIiIiIiKhhMMsSJiIiIiIiahh4AEFERERERDrjAQQREREREemMBxBERERE\nRKQzHkAQEREREZHOeABBREREREQ64wEEERERERHpjAcQRERERESkMx5AEBERERGRzngAQURERERE\nOuMBBBERERER6YwHEEREREREpDMeQBARERERkc54AEFUi9u3b2P27Nl49dVX0axZM7Ro0QLe3t74\n9NNPkZ2drbVvfn4+pk6dio4dO8LGxgZt2rTByJEjce7cOa39tm7dCgsLC1hYWMDS0hLNmzeHt7c3\nZs6ciWvXrpn8Nj148ABDhgxBhw4d0KRJE7Rr1w5vv/02Ll++bPJsIiJzaohzeGXl5eUYMGAALCws\n8M0335g1m55vPIAgqkFWVha8vb3xww8/YM6cOTh58iTOnTuHzz//HH/88Qf+9re/ae3r6+uLxMRE\n/POf/0R6ejri4uLQqFEj9OzZEwcOHNC6bktLS+Tl5SE3NxenT5/G3LlzkZiYiNdeew0nTpww6e1S\nKBQYNGgQvv/+e/z222+Ii4tDWVkZ+vfvjwcPHpg0m4jIXBrqHF7ZZ599BltbWwCP53Yic1Go1Wq1\n6BJEMho6dCjOnDmDlJQUzQRdk5CQEJw6dQq//fZblX3feustnDlzBhkZGWjcuDG2bt2K999/H48e\nPdLaT6VSoW/fvsjPz0dKSgosLMx3fH/u3Dl4e3vj3Llz8PLyMlsuEZGpNPQ5/KeffsL48eNx5swZ\ntGrVCtu3b8df/vIXk2YSVeA7EETVuH37Nvbv34+pU6c+8xfPnTt3sG/fPkyZMqXafWfPno38/HzE\nx8fXej2WlpaYMWMG0tPTkZycXON+H3zwAezs7Gr9Ex0drdsNBVBYWIivvvoK7u7uePnll3UeR0Qk\nq4Y+h+fn5+O9997Dtm3b0KJFi1r3JTIFK9EFiGSUlpaG8vJyeHp6al3eu3dvXLhwAQDQoUMH/Pvf\n/0ZqairKy8vx6quvVntdr7zyCgAgJSUFQ4YMqTW3Yt+rV6/Cx8en2n0WLVqEiIiIWq+nTZs2tf4c\nAGbNmoX169ejuLgYHh4eUCqVaNSo0TPHERHJriHP4eXl5RgzZgxCQ0PRp0+fWq+HyFR4AEFUi6dX\n+H3//fd4+PAh1q1bh927d5ssr7a1rK1bt0br1q0NzoqIiMDEiRORnZ2Nv/3tbxg4cCBOnz7NV7OI\nqMFoiHP40qVLUVpaivnz52tlckU6mROXMBFVw8PDAxYWFrh06ZLW5U5OTnB3d8cLL7ygmaw9PDyg\nUCg0r2o97eLFiwCg0/Kgin3d3d1r3MdYS5hatmyJF198EX379sWuXbvwxx9/4Ntvv33mOCIi2TXk\nOfzQoUP4+eefYWNjA2tra807x++9957mHRAiU+NJ1EQ1GDp0KE6dOoWUlBTY29tr/Wzx4sXYvHkz\nMjIyNPv++uuvSE1NhZ2dnda+gwcPRnJyMjIyMmBjY1PjCXhlZWXo06cP/vjjD6SkpNTY6+bNmygs\nLKy1e5s2bZ657rey0tJStGzZEkuXLsXUqVN1HkdEJKuGOodnZmaipKREs61Wq+Hl5YXly5djxIgR\nePHFF2u9biJj4BImohqsX78efn5+8Pb2RmRkJLp06QJbW1ukpKTgX//6F6ys/vP0WbduHXr37o3+\n/ftj8eLFeOWVV5CXl4fVq1fjyJEj2LNnD2xsbLSuPz8/H2q1GoWFhUhOTsbq1atx8eJF7N+/v9Ze\nhr79ffToUVy6dAm9e/fGCy+8gKysLKxYsQKWlpYYPnx4na+XiEgmDXUOd3Nzq/ZyZ2dnHjyQ2fAA\ngqgGLi4uOHv2LFatWoVly5YhMzMTANCxY0e8+eab+PDDDzX7urq64vTp01i0aBHCwsKQm5sLe3t7\n9OvXD7/88gu6dOmi2VehUEClUsHR0REKhQK2trbo2LEjAgMDERMTAxcXF5PeriZNmuC7777DvHnz\nUFRUhHbt2qFPnz5ITEyEk5OTSbOJiMyloc7hRDIw2xImpVKJ6dOnQ6VSYcKECZg1a5bWz2NjYzF/\n/nzNtzuuWrUK/fv312ksERERERGZh1kOIFQqFV5++WXEx8fDyckJ3bp1Q3R0tNbHqxUXF6NZs2YA\ngAsXLuDtt99GWlqaTmOJiIiIiMg8zPIpTElJSfDw8ICbmxusra0xevRoxMbGau1TcfAAAEVFRWjV\nqpXOY4mIiIiIyDzMcgCRk5OjtSbQ2dkZOTk5Vfbbs2cPPD09ERwcjC+++EKvsUREREREZHpmOYm6\nti9UqWzYsGEYNmwYjh8/jrFjx+LKlSs6ZyQmJqK4uLiuFYmIyASaN2+ON95445n7cQ4nIpJPTXO4\nWQ4gnJyckJWVpdnOysqCs7NzjfsHBASgrKwMt2/fhrOzs05ji4uLa/zaeF0sX74cn3zySZ3HGwM7\niM+XoYPofHaQI1+GDsbIP3PmjE77GTqHAw3j/qrvHUTns4Mc+TJ0EJ0vQwdTzuFmWcLk6+uL1NRU\nZGZmorS0FDExMQgJCdHaJz09XfOtkBVlW7ZsqdNYY7h27ZrRr5Md6l++DB1E57ODHPkydBCdry/R\nfUXny9BBdD47yJEvQwfR+TJ0MGW+Wd6BsLKyQlRUFIKCgqBSqRAaGgpPT09s3LgRABAWFoadO3di\n27ZtsLa2hq2tLb799ttaxxIRERERkflZRkZGRpojqFOnTpg6dSqmTZuGgIAAAI/fmfD19QUA+Pn5\nYdKkSfjggw8wfvx4rS+0qm7s0zIyMuDo6Fjnfg4ODnB1da3zeGNgB/H5MnQQnc8OcuTL0MEY+bm5\nuXB3d3/mfobO4UDDuL/qewfR+ewgR74MHUTny9DBlHO42b5IztQOHTpk8PpZIiIyrjNnzmDAgAHP\n3I9zOBGRfGqaw81yDkR9kJCQILoCO0iQL0MH0fnsIEe+DB1E5+tLdF/R+TJ0EJ3PDnLky9BBdL4M\nHUyZzwMIIiIiIiLSGZcwERGRyXAJExFR/cUlTEREREREZDAeQDwhep0aO8iRL0MH0fnsIEe+DB1E\n5+tLdF/R+TJ0EJ3PDnLky9BBdL4MHXgOBBERERERSYHnQBARkcnwHAgiovqL50AQEREREZHBeADx\nhOh1auwgR74MHUTns4Mc+TJ0EJ2vL9F9RefL0EF0PjvIkS9DB9H5MnTgORBERERERCQFngNBREQm\nw3MgiIjqL54DQUREREREBuMBxBOi16mxgxz5MnQQnc8OcuTL0EF0vr5E9xWdL0MH0fnsIEe+DB1E\n58vQgedAEBERERGRFMx2DoRSqcT06dOhUqkwYcIEzJo1S+vn33zzDVauXAm1Wg07Ozts2LABr7/+\nOgDAzc0N9vb2sLS0hLW1NZKSkqpcP9fPEhHJh+dAEBHVXzXN4VbmCFepVJgyZQri4+Ph5OSEbt26\nISQkBJ6enpp93N3dcezYMTg4OECpVGLixIlITEwEACgUChw5cgQtWrQwR10iIiIiIqqBWZYwJSUl\nwcPDA25ubrC2tsbo0aMRGxurtU+vXr3g4OAAAOjRoweys7O1fm7qN0pEr1NjBznyZeggOp8d5MiX\noYPofH2J7is6X4YOovPZQY58GTqIzpehQ70/ByInJwcuLi6abWdnZ+Tk5NS4/+bNmzF48GDNtkKh\nQGBgIHx9ffHll1+atCsREREREdXMLEuYFAqFzvsePnwYW7ZswYkTJzSXnThxAo6Ojrh58yYGDhyI\nzp07IyAgoMrYSZMmwdXVFQDg4OAALy8v+Pv7A/jPUVhN2xWX6bq/qbYrdxGRz21/+Pv7P9f5Ffh8\nEJ9fH7cTEhKwY8cOAICrqysGDRoEXRkyh8vymInO5zbnUBnyZXk+iM6vj9u6zuFmOYk6MTERkZGR\nUCqVAIBly5bBwsKiyonU58+fx/Dhw6FUKuHh4VHtdS1cuBC2traYOXOm1uU8AY+ISD48iZqIqP4S\n+ixznncAACAASURBVEVyvr6+SE1NRWZmJkpLSxETE4OQkBCtfa5du4bhw4dj+/btWgcPJSUlKCws\nBAAUFxfj4MGD8PLyMnrHp49WRWAH8fkydBCdzw5y5MvQQXS+vkT3FZ0vQwfR+ewgR74MHUTny9DB\nlPlWJrvmyiFWVoiKikJQUBBUKhVCQ0Ph6emJjRs3AgDCwsLw2Wef4c6dOwgPDwcAzce15uXlYfjw\n4QCAsrIyjBkzRq+3xImIiIiIyHjM9j0Qpsa3v4mI5MMlTERE9ZfQJUxERERERNQw8ADiiYSEBLRs\n2RLz5s3TXLZ27VqsWLHCKNc/efJk7N2795kdDLVnzx707NkTw4YNq1Ofyh2io6ORl5dncKfaJCcn\n45NPPqk2v0JBQQG2bNlisg4PHjzAhAkT4O/vj549e2L69Oman+3atQsBAQHo3bs3Fi5cqLn84cOH\nGD9+PHx9fTFw4EBkZWUZrY/oNZPsIEe+DB1E5+tL9DxurPvLkHn86Q7mnsdrug9MPY9XyM7ORvv2\n7REVFaXVz8/PD76+vlq/byrs3bsXLVu2xLlz54zWQ/RzR3S+DB1E58vQwZT5PICopFGjRoiLi8Pt\n27cB6Pfxs6ZUVlam877bt2/HmjVrsGfPnmfu+6zbZ45fPF27dsXy5ctr3efu3bvYvHmzyTrs2rUL\nwOMn2uHDh6FUKpGdnY3bt28jMjISsbGx+Pnnn3Hjxg0cO3YMwOP7uUWLFjh16hTCw8MRGRlpsn5E\npDvO49qel3m8wty5c+Hr66t12ccff4wvvvgCp06dwtWrVxEfH6/5WWFhITZu3FhlDBHVjgcQT/j7\n+8Pa2hrvvfceNmzYUOXnT7/SU/HFeAkJCRgyZAjeffdd+Pj4YOHChYiJiUFgYCD8/f2RmZmpGXP0\n6FEMGDAA3bt3x8GDBwEAKpUK8+fPR2BgIGbPno2tW7dqrnfw4MEYM2YMevfuXaXPzp074e/vDz8/\nP80r4ytXrkRSUhKmTZuGBQsWVBkTERGBHj164O2338atW7c0l69cuRKBgYHw8/PDzp07AQCxsbFI\nTk5GWFgY+vXrhwcPHmjt99FHH1V7P06ePBkzZsyocjsfPHiAyZMnw9/fH/369dMcFSckJOCdd94B\nACxfvhzffvstQkJC4OPjg02bNgF4/NG9mZmZ6Nu3LyIjI5Gfn4+33noLffv2hZ+fHxITE6vtoqu2\nbduipKQEKpUKJSUlsLe3h52dHTIzM/Hiiy+iRYsWAIA+ffrgxx9/BADs378fo0ePBgCEhIRoDiyM\nofLneIvCDuLzZeggOl9foufxyMhIBAQECJ3HZ82apZmfRczjCQkJmDJlitnncQCIi4uDm5sb/Pz8\nNJfl5eWhsLAQb7zxBgBg1KhR2Ldvn+bnS5cuxfTp02FjYwNjnhIq+rkjOl+GDqLzZehgynyzfApT\nfTJ+/HgEBARg6tSpte5X+VWfixcv4uTJk2jevDm8vb0xduxYxMfHY+PGjdi0aROWLl0KAMjKysKh\nQ4dw9epVhISE4PTp04iOjoaDgwPi4+Px8OFDDB48GP379wcAXLhwAT///LPWt3gDQG5uLhYuXIgj\nR47AwcEBI0aMwL59+xAREYGEhAQsWrQIXbp00Rrz448/Ii0tDYmJicjPz0evXr3w7rvvAgAmTpyI\niIgIAEB4eDgOHDiAP//5z9i8ebPWdVW3X1BQUJX7Jjs7u8rt/Oqrr2BpaYmEhASkpqZixIgR+PXX\nX6uMTU9Px969e1FYWIju3bsjNDQUkZGRuHLlCo4ePQoAWLduHQYMGIAZM2ZArVajuLi4yvXMnTu3\n2rfuRowYgWnTpmldNmDAAHz33Xfw9PTE/fv3sWTJEjg4OMDd3R2pqanIysqCo6Mj4uLioFKpNI+B\nk5MTgMefMmZvb487d+7ghRdeqJJJRObFefz5m8eLiorwxRdfYPfu3Vi7dq3W/dy+fXvNdvv27ZGb\nmwsAOHfuHHJzczFw4ECsXbtWmneriOoDHkA8UTFJ2dnZYdSoUdi0aRMaN26s01hvb2+0adMGANCx\nY0fNLw5PT0+tya9iPau7uzvc3NyQmpqKw4cP4/Lly9i7dy+KioqgVqtx9epVWFlZwcfHp8ovHQA4\ne/YsAgICNK+Mjxw5Ej///DMGDx4MANW+ivLLL79g5MiRUCgUaNeundY3eR87dgxr167F/fv3kZ+f\nD09PT80vlMrXVXm/O3fuoHPnztX+4qnudiYlJWHixIkAgE6dOsHFxQXp6ela4xQKBV566SVYW1uj\nRYsWaNWqFW7cuFHl9vj4+GDq1Kl49OgR3nrrLbz22mtVOixZsqTKZTX57rvvcP/+fVy+fBl37tzB\nn/70J/Tt2xcdOnTA3//+d4wfPx4WFhbo3r07fv/9d52vt64qf3uoKOwgPl+GDqLz9SV6Ht+xYwds\nbW1RWFgobB6/desWSktLhc3jWVlZGDRokNnn8RUrViA8PBxNmzbF77//jldeeaXW/dVqNT799FOs\nX79e6zJjEf3cEZ0vQwfR+TJ0MGU+DyCqER4ejn79+uEvf/mL5jIrKyuUl5cDAMrLy1FaWqr5mY2N\njebvFhYWmm0LC4ta171WvNqxYsUK/OlPf6rytfNNmzatcVzliU6tVmu9clLTqyjVTY4PHjxAREQE\nfvrpJ7Rv3x6TJ0/GgwcPqlzX0/utWLFCa7/aVFyHLpOzldV//klaWlpqXvGvrFevXoiLi8OBAwcw\nefJkTJo0CaNGjdLaZ86cOThx4kSVscOHD8eHH36odVlSUhKGDBkCS0tLtGrVCp6enjh79iw6dOiA\noKAgzS/XrVu3avo5OjoiOzsbjo6OKCsrQ0FBAd99IJKIiHnc2tpa65e1iHn86tWrOHHihNB53Nra\nWvN3c83jZ86cwY8//ojIyEj88ccfOHDgAJo0aYIhQ4bg+vXrmv2uX7+O9u3bo7CwEFeuXMHQoUMB\nADdu3MCYMWOwY8eOKu/8EFFVPAfiicqTfvPmzTFs2DBs375dM2m6urpqPqFh//79ePTokd4ZsbGx\nUKvVyMjIQGZmJjp16oT+/ftjy5YtKCsrg7+/P9LS0lBSUlLr9Xh7e+PEiRO4ffs2VCoVdu3apbXm\nszq9e/fG7t27UV5ejry8PM0rag8fPgQAtGjRAkVFRTh79qxmTMUradXtFxsbW+MvuOpuZ8+ePfH9\n998DANLS0pCdnY1OnTppjVOr1ejYsWOV67O1tUVRUZFmOzs7G61atcK4ceMwduxYnD9/vsqYpUuX\n4ujRo1X+PP1LB3j8SlrFOQzFxcXIysrCSy+9BAC4efMmgMcnAH799dcYO3YsACA4OBjffvut5vb2\n6dOn2vuiLkS/YsIOcuTL0EF0vr5Ez+M9e/YEAKHzeNeuXREbG6sZY+55vLp3Wyp6mHIej4uLQ3Jy\nMpKTkzFlyhTMmDEDoaGhaNu2Lezs7HDq1Cmo1WrExMQgODgY9vb2SE1N1Yzx9fU16sGD6OeO6HwZ\nOojOl6EDz4EQYPLkyfjqq6802+PGjcOYMWPQp08fDBgwAM2aNdP8rKYJWKFQaP3M2dkZgYGBKCws\nxOrVq9GoUSOMGzcOWVlZ6NevH9RqNVq3/v/s3XtYVHX+B/D3IHjllrdQLiKNJpWhLkgopnkBMWNN\n281dV2vDxAu5brRZtiq2mmVbritqrln9XJO1LY1209HV0sREMkVZSQOUUBQvaSKiIsP8/kBmHbmd\nYS6fL/h+PY/P0wznzPvNzJwvnZnvOacD1qxZU23dW/n4+GDOnDmIjY2FyWRCdHQ0hg8fXufvM3Lk\nSOzatQsRERHw9fVF3759AQBeXl4YP348+vfvj44dO5oPNAOAX/3qV0hMTESrVq1gMBhqXe52Nf2e\ncXFxSExMRGRkJFxdXbF8+XK4ublZ/J61/c5t27ZFeHg4+vfvj6FDhyI4OBhLly6Fm5sb3N3dazxY\n0hpPP/00pk+fjv79+6OiogLjxo0zf/09a9Ys/Pe//wVQefBiUFAQAOA3v/kNJk+ejNDQUNx1111O\nObsIEVmH4/idM47X5c9//rP52/Vhw4Zh6NChDssiulPwStQ3Sc9Tayodpk2bhuHDh5u/FnZ2vj1I\nd5DOt0eH08XXcbakrP4F65CZsQe9+kY0eP2O7s3RybNF/QvWoim8DirkO/NK1E3h+VKhgy3jeFN5\nDhp7B+l8FTpI56vQwZFjOL+BICK7O1tShj9syrXpMYrzCuF5vuGP8eYIvU07EERERFQzfgNBRHZ3\n8NRlm3cgbPXmCD1COnuIdiDnfgNBRET2VdsYzoOoiYiIiIhIM+5A3FTTxWrY4c7LV6GDdL4qHYrz\nMkXzVXgOpDtI51tLuq90vgodpPPZQY18FTpI56vQwZH53IEgIiIiIiLNeAwEEdkdj4FQgz3OhmUr\nY1EOj4EgImqkxM/CZDAYMGPGDBiNRkycOBEzZ860+PmHH36IRYsWwWQywcPDAytWrMCDDz6oaV0i\nIqrOHmfDstXr3CcgImpyNE1hSk1NRXl5eYNDjEYjEhISYDAYkJ2djZSUFHz33XcWywQFBeGrr77C\noUOHMHv2bEyaNEnzuvYgPU+NHdTIV6GDdL4qHXgMhHwH6dfAWtLPl3S+Ch2k89lBjXwVOkjnq9BB\n/BiI2bNnw8fHBwkJCdi7d6/VIRkZGdDr9QgMDISbmxvGjh2L1NRUi2UiIiLg5eUFAAgPD8fJkyc1\nr0tERERERM6haQfi0KFD2L59O1q2bIkxY8age/fumD9/PvLz8zWFFBYWwt/f33zbz88PhYWFtS6/\nevVqjBgxokHrNpT01QrZQY18FTpI56vSwfOeXqL5KjwH0h2kXwNrST9f0vkqdJDOZwc18lXoIJ2v\nQgdH5ms+BiIkJAQhISF48803sW3bNrzwwguYM2cOIiMjMWnSJPz617+Gi0vN+yM6nU5zoS+//BLv\nvfcedu/ebfW6U6dORUBAAADAy8sLPXv2ND95VV/j8DZv87bjb2dm7Km8kvTN/wGtmgrjzNuZGecQ\nMipKiedD6rZHUIjdnk+tt4vzMnF+3xYAQIu7fIA+E6AVx3De5m3e5m3Z22lpaVi3bh0AICAgAFFR\nlX9Hb2fVWZjy8vLw97//HR9++CF0Oh0mTJiALl26YNmyZejUqRM2btxY43rp6elISkqCwWAAACxc\nuBAuLi7VDoY+dOgQRo8eDYPBAL1eb9W6tp7BIy0tzfxESmEH+XwVOkjn26ODPc7CVJyXadMn4Lae\nhYmvg+2vAQC83sfktLMwSb9m0vkqdJDOZwc18lXoIJ2vQgd75Nt0Fqbk5GSsXbsW33//PX75y19i\nzZo1iIiIMP98zJgx6NixY63rh4aGIicnB/n5+ejcuTPWr1+PlJQUi2UKCgowevRorF271rzzoHVd\nIiIiIiJyDk3fQDz66KN4+umn8dhjj6Fly5Y1LrNlyxZER0fX+hibN282n4o1Li4OL7/8MlauXAkA\niI+Px8SJE7Fx40bz19dubm7IyMiodd3b8RziROrgdSDUoMLr4MxvIIiIyL5s+gbik08+gYuLC5o3\nb26+r6ysDBUVFeYdirp2HgAgJiYGMTExFvfFx8eb//vdd9/Fu+++q3ldIiIiIiJyPk1nYYqKisL+\n/fst7vv2228xfPhwh5SSUHUACTvIdpDOV6GDdL4qHaSvQaDCcyDdQfo1sJb08yWdr0IH6Xx2UCNf\nhQ7S+Sp0cGS+pm8gDh06hL59+1rc17dvX2RmNq4/LkRERERUt9PF13G2pMymx8g7XwqPU5cbvH5H\n9+bo5NnCpg7kOJqOgQgMDMSePXvQqVMn832nT59GWFiY+YJv0jh/lkgdKsy95zEQarwOPAaCqPFR\nYezgGK6G2o6B0DSFacyYMRg3bhyysrJQWlqKQ4cOYfz48fjFL35h96JERERERKQuTTsQ8+fPR3Bw\nMMLDw+Hu7o6HHnoIPXr0wMKFCx3dz2mk56mxgxr5KnSQzlelg/T8exWeA+kO0q+BtaSfL+l8FTpI\n57ODGvmA/PihwnMg3UH8GIhWrVph2bJlWLp0Kc6fP4/27dvXetVpIiIiIiJqujRfifrSpUs4evQo\nSkpKLO4fPHiwQ4pZi/NnidTB+bNqUOF14DEQRI2PCmMHx3A12HQdiA8++ADTpk2Du7s7WrdubfGz\n48eP26chEREREREpT9M8pFmzZuHjjz/GmTNncPz4cYt/TYX0PDV2UCNfhQ7S+ap04PxZ+Q7Sr4G1\npJ8v6XwVOkjns4Ma+YD8+KHCcyDdQfwYCKPRiKioKIeVICIiIqJKtl6HwdZrMJQZKxq8Lt0ZNB0D\n8fbbb6O4uBhz5sxR9uBpzp8lUgfnz6pBhdeBx0AQWU962507tCvmbZOdZcIxXA02HQPx9ttv48yZ\nM1i0aBHatWtnvl+n06GgoMB+LYmI7KSZS+UfYSm8iioRETVVmnYg1q5d6+ge4tLS0hAZGckOwh2k\n81XoIJ2vSofivEx43tOrwetfuma06RM0W/PfHKG3eQdC+nWw9TlwNunnSzpfhQ7S+exQSYVtV7qD\n9GugQgdH5mvagRg0aJBDwomIiIiIqHHRdEDDtWvXMGvWLAQFBcHT0xMAsHXrViQnJzu0nDNJ76Wy\ngxr5KnSQzlelg/SnZ9L5gPzroMJzYA3p50s6X4UO0vnsUEmFbVe6g/RroEIHR+Zr2oH4/e9/j//+\n97/48MMPzQdR33///Vi+fLnmIIPBgB49eqBbt2544403qv38yJEjiIiIQMuWLfHWW29Z/CwwMBAP\nPvggevfujb59+2rOJCIiIiIi+9K0A7Fx40asW7cOERER0Ol0AABfX18UFhZqCjEajUhISIDBYEB2\ndjZSUlLw3XffWSzTrl07LF26FC+88EK19XU6HXbs2IEDBw4gIyNDU6a1pM/Vyw5q5KvQQTpflQ7S\n5xCXzgfkXwcVngNrSD9f0vkqdJDOZ4dKKmy70h2kXwMVOjgyX9MORIsWLVBeXm5x37lz59C+fXtN\nIRkZGdDr9QgMDISbmxvGjh2L1NRUi2U6dOiA0NBQuLm51fgYGs42S0REREREDqZpB+IXv/gFnn76\naRw7dgwAcPr0aSQkJGDs2LGaQgoLC+Hv72++7efnp/nbC6DyG4ihQ4ciNDQUq1at0ryeNaTnqbGD\nGvkqdJDOV6WD9PxZ6XxA/nVQ4TmwhvTzJZ2vQgfpfHaopMK2K91B+jVQoYP4MRALFixA165d8eCD\nD+LSpUvQ6/Xo1KkT5syZoymkatpTQ+3evRsHDhzA5s2bsWzZMuzatcumxyMiIiIioobRdBrXFi1a\nYPHixXj77bfNU5esuSK1r68vTpw4Yb594sQJ+Pn5aV6/U6dOACqnOT3++OPIyMjAgAEDqi03depU\nBAQEAAC8vLzQs2dP895X1Tyw2m6vWLHCquUdcTsrKwtTpkwRy68SGRl5x+bfmn2n5gO2bw+ZGXtQ\nnFdo/gSqai6sNbdLT+XCZ8ATDV4/y/sMgLvF8jMzziFkVFSDnj97bQ8eQSEN7l/F855eVq1fnJeJ\n8/u2AABa3OUD9JkArWwZw1UYQ6Xzq3AM5xhatOtjtO6sb/D6WfvSUZx3WnQMt3UM5fbYsPy0tDSs\nW7cOABAQEICoqCjURGfScHBB1dSlmgQFBdW3OsrLy3Hvvfdi+/bt6Ny5M/r27YuUlBQEBwdXWzYp\nKQkeHh5ITEwEAJSWlsJoNMLDwwNXrlxBVFQU5s6dW+0X2r59O/r06VNvl9qkpfGCIyp0kM5XoYN0\nvj06HDx1GX/YlGtTB1svQjR3aFfxC8mFdPZo8PqA/OtgjwtBvd7HhCFDhtS7nK1jOCC/7Ujnq9BB\nOr+pdJDedm0dP+3RwdYxtCm8D1TI379/f41juKZvIPR6fY3363Q6GI3Getd3dXVFcnIyoqOjYTQa\nERcXh+DgYKxcuRIAEB8fj6KiIoSFhaG4uBguLi5YsmQJsrOzcfbsWYwePRpA5Y7IuHHjat0bsoX0\nm4wd1MhXoYN0viodpOfPSucD8q+DCs+BNaSfL+l8FTpI57NDJRW2XekO0q+BCh0cma9pB6KiosLi\ndlFREZKSkmqcRlSbmJgYxMTEWNwXHx9v/m8fHx+LaU5V3N3dkZkpfzoyIiIiIiLSeBD17Xx8fPCX\nv/wFs2bNsncfMbfOF2OHOzdfhQ7S+ap0kD6HuHQ+IP86qPAcWEP6+ZLOV6GDdD47VFJh25XuIP0a\nqNDBkfkN2oEAgKNHj6K0tNSeXYiIiIiISHGapjDdPlWptLQUhw8f1nwa18ZAep4aO6iRr0IH6XxV\nOkjPn7U1v5lL5YGQtvAICrHpMcqMFfUvVAfp18Ba0u9b6XwVOkjns0MlFbZd6Q7Sr4E9Opwuvo6z\nJWUNXt/WvyF10bQDERcXZ3G7TZs2CAkJQffu3R1Sioiosbt0zWjzWUxsNXdoV9F8IiJquLMlZTaf\n0dBWr9dycjxNOxBPP/20HauoSfpUW+ygRr4KHeyRb+unFpkZe9Crb0SD17f1k2/APqcQbcz5KnSQ\nzrdWU9h2G3sH6Xx2qKTCtivdQfo1UKGDI18DTTsQs2fPrvFq0rdeQkKn0+HVV1+1XzMiajBbP7Uo\nziuE5/mGr89PvomIiJouTTsQOTk52LBhA8LCwtClSxf88MMP+OabbzB69Gi0atUKJpOpxh2MxkR6\nL5Ud1MhXoYN0PiA/d1WFDtL5KnSQzreW9LYjna9CB+l8dqikwrYr3cEer4H0MQgqH8emaQcCAFJS\nUjBmzBjz7Q0bNuCjjz7C+++/75BiRERERERSpI9BUPnbfE2ncd20aRNGjRplcd9jjz2GTZs2OaSU\nBOlz9bKDGvkqdJDOB+TP361CB+l8FTpI51tLetuRzlehg3Q+O1RSYdu1tUPVmewa+u//Pt1q0/oH\nT122+RsA6dfBkfmavoHQ6/VITk7G7373O/N9K1asgF6vd1gxIiIiIroz2XomO1uP5QPU/gZAmqYd\niNWrV2PUqFFYtGgRfH19UVhYCFdXV2zYsMHR/ZxGer4iO6iRr0IH6XxAfu6qCh2k81XoIJ1vLelt\nRzpfhQ7S+exQSYVtV7qDdL4KHcSPgejduzdycnKQnp6OU6dOoVOnTujXrx/c3NwcVoyIiIiIiNSj\n6RgIAOazLOl0OgwcOBDXr19HSUmJw4o5m/R8RXZQI1+FDtL5gPy8TRU6SOer0EE631rS2450vgod\npPPt0eF08XWb587bOv++sc+9V6GDdL4KHcSPgcjKykJsbCxatGiBkydP4sknn8TOnTuxZs0arF+/\n3mHliIiIiJzJHmfe4bV0qKnT9A3E5MmTMW/ePBw5csQ8bWnQoEHYtWuXQ8s5k/R8RXZQI1+FDtL5\ngPy8TRU6SOer0EE631rS2450vgodpPNV6SC97Ujnq9BBOl+FDo7M17QDkZ2djfHjx1vc17p1a1y9\netUhpYiIiIiISE2adiC6dOmCffv2Wdz3zTffoFu3bpqDDAYDevTogW7duuGNN96o9vMjR44gIiIC\nLVu2xFtvvWXVuvbQFOZtNoUO0vkqdJDOB+TnbarQQTpfhQ7S+daS3nak81XoIJ2vSgfpbUc6X4UO\n0vkqdBA/BmL+/PkYOXIk4uPjUVZWhtdeew3vvPMOVq1apSnEaDQiISEB27Ztg6+vL8LCwhAbG4vg\n4GDzMu3atcPSpUvx6aefWr0uERERERE5h6ZvIEaOHAmDwYBz585h4MCBKCgowMaNGxEdHa0pJCMj\nA3q9HoGBgXBzc8PYsWORmppqsUyHDh0QGhpa7dSwWta1BxXmTLKDfL4KHaTzAfl5myp0kM5XoYN0\nvrWktx3pfBU6SOer0kF625HOV6GDdL4KHUSvA1FeXo57770X2dnZWLFiRYNCCgsL4e/vb77t5+eH\nvXv3OnxdIiIiIiKyr3p3IFxdXeHi4oKrV6+iRYsWDQqpuoaEo9edOnUqAgICAABeXl7o2bOn+ZOI\nqjmRtd1esWKFVcs74nZWVhamTJkill8lMjLyjs2/Nbsx52dm7Kk8jeDNTx+q5kFqvV2062O07qxv\n8PpZ+9JRnHe6wesX52Wi9FQufAY80eD1s7zPALi70eZX8bynV8PXv3kqSGfmF+dl4vy+LQCAFnf5\nAH0mQCtbxnAVxlDp/Cocw20fQxu6zagyhkrnqzCG2poPQGQMlc7XOobrTCaTqcaf3GL58uVITU3F\nyy+/DH9/f4v/qQ8KCqpvdaSnpyMpKQkGgwEAsHDhQri4uGDmzJnVlp03bx7c3d2RmJho1brbt29H\nnz596u1Sm7S0NPGvPdlBPl+FDvbIP3jqsk3nMS/Oy7Tpq8+5Q7ti3rbjDV5fhQ7S+Sp0sDUfAF7v\nY8KQIUPqXc7WMRxoGttuY+8gnW+PDraOn0Dj33Y5fqnRQTofqH0Mr/MbiKKiIvj4+CAhIQEA8J//\n/Mfi5zqdDkajsd7w0NBQ5OTkID8/H507d8b69euRkpJS47K3789Ys64tpAc8dlAjX4UO0vmA/LxN\nFTpI56vQQTrfWtLbjnS+Ch2k81XpIL3tSOer0EE6X4UOYsdAdO/eHcXFxaioqLyk+uOPP46NGzda\nH+LqiuTkZERHR8NoNCIuLg7BwcFYuXIlACA+Ph5FRUUICwtDcXExXFxcsGTJEmRnZ8Pd3b3GdYmI\niIiIyPnqPAvT7d8G7Nixo8FBMTExOHr0KHJzc/Hyyy8DqNxxiI+PBwD4+PjgxIkTuHTpEi5evIiC\nggK4u7vXuq69qXDeaHaQz1ehg3Q+IH/uahU6SOer0EE631rS2450vgodpPNV6SC97Ujnq9BBOl+F\nDo7M13QaVyIiIiIiIqCeKUxGoxFffPEFgMpvI8rLy823qwwePNhx7ZxIhTmT7CCfr0IH6XxAft6m\nCh2k81XoIJ1vLeltRzpfhQ7S+ap0kN52pPNV6CCdr0IHsWMgOnbsiLi4OPPtdu3aWdwGgOPHPo2L\ntQAAIABJREFUbTtKn4iIiIiIGo86pzDl5+fj+PHj5n+3325KOw8qzJlkB/l8FTpI5wPy8zZV6CCd\nr0IH6XxrSW870vkqdJDOV6WD9LYjna9CB+l8FTrwGAgiIiIiIlICdyBuUmHOJDvI56vQQTofkJ+3\nqUIH6XwVOkjnW0t625HOV6GDdL4qHaS3Hel8FTpI56vQwZH53IEgIiIiIiLNuANxkwpzJtlBPl+F\nDtL5gPy8TRU6SOer0EE631rS2450vgodpPNV6SC97Ujnq9BBOl+FDjwGgoiIiIiIlMAdiJtUmDPJ\nDvL5KnSQzgfk522q0EE6X4UO0vnWkt52pPNV6CCdr0oH6W1HOl+FDtL5KnQQuw4EEVnvdPF1nC0p\nE+1QZqwQzSciIqKmizsQN6WlpYl/asEO8vn26HC2pAx/2JTb4PWL8zJt/tRg7tCuNq1vjw62ku4g\nna9CB+l8a0mPH9L5KnSQzlelg/S2I52vQgfpfBU6ODKfU5iIiIiIiEgz7kDcJP1pBTuoka9CB+lP\nTNhBjXwVOkjnW0t625XOV6GDdL4qHaS3Hel8FTpI56vQgdeBICIiIiIiJXAH4iYVzhvNDvL5KnSQ\nPm80O6iRr0IH6XxrSW+70vkqdJDOV6WD9LYjna9CB+l8FTo4Mt9pB1EbDAbMmDEDRqMREydOxMyZ\nM6stM336dGzevBmtW7fGBx98gN69ewMAAgMD4enpiWbNmsHNzQ0ZGRnOqk1EREROZOuZ7PLOl8Lj\n1OUGr8+z2BHVzyk7EEajEQkJCdi2bRt8fX0RFhaG2NhYBAcHm5fZtGkTcnNzkZOTg71792LKlClI\nT08HAOh0OuzYsQNt27Z1WEcV5kyyg3y+Ch2k50yygxr5KnSQzreW9LYrna9CB3vk23omO6ADPrRh\nfVvPYgfIbzvS+Sp0kM5XoUOjPwYiIyMDer0egYGBcHNzw9ixY5GammqxzGeffYannnoKABAeHo6f\nfvoJZ86cMf/cZDI5oyoREREREdXBKTsQhYWF8Pf3N9/28/NDYWGh5mV0Oh2GDh2K0NBQrFq1yiEd\nVZgzyQ7y+Sp0kJ4zyQ5q5KvQQTrfWtLbrnS+Ch2k8wE13rfSHaTzVeggna9Ch0Z/DIROp9O0XG3f\nMqSlpaFz5844d+4chg0bhh49emDAgAHVlps6dSoCAgIAAF5eXujZs6f569SqQa2221lZWXX+3Bm3\ns7KyRPNvdafm2+t21UZb9fWhs29n7UtHcd7pBq9feipXNL84LxOlp3JtWj/L+wyAuxtt/q0avP7N\nqRjOzC/Oy8T5fVsAAC3u8gH6TIBWtozhKoyh0vm3auz50mOorbelx1DpfBXGUFvzAYiModL5Wsdw\nnckJc4PS09ORlJQEg8EAAFi4cCFcXFwsDqSePHkyBg0ahLFjxwIAevTogZ07d+Luu++2eKx58+bB\n3d0diYmJFvdv374dffr0cfBvQlS/g6cu2zh/13Zzh3bFvG3H79h8FTpI56vS4fU+JgwZMqTe5TiG\nUxXpMVSF7Ua6g3Q+O6iRD9Q+hjvlG4jQ0FDk5OQgPz8fnTt3xvr165GSkmKxTGxsLJKTkzF27Fik\np6fD29sbd999N0pLS2E0GuHh4YErV65g69atmDt3rjNqExER3VFsPQOSPfAsSETqc8oOhKurK5KT\nkxEdHQ2j0Yi4uDgEBwdj5cqVAID4+HiMGDECmzZtgl6vR5s2bfD+++8DAIqKijB69GgAQHl5OcaN\nG4eoqCi7d0xLSxM/ewU7yOer0KE4L1P8zA3sIJ+vQgfpfGtJb7vS+fboYOsZkOzxnrH1LEgqvG+l\nO0jnq9BBOl+FDo7Md9p1IGJiYhATE2NxX3x8vMXt5OTkausFBQUhMzOz2v1EREREROR8vBL1TdKf\nGrGDGvkqdJD+xIQd1MhXoYN0vrWkt13pfBU6qPCeYQf5fBU6SOer0KHRXweCiIiIiIiaBu5A3KTC\nuavZQT5fhQ7S541mBzXyVeggnW8t6W1XOl+FDiq8Z9hBPl+FDtL5KnRwZD53IIiIiIiISDOnHUSt\nOul5o+xgv3xbT0PoERSCg6cuN3h9W09BKD1nkh3UyFehg3S+tZrC+NXYO6jwnmEH+XwVOkjnq9DB\nkfncgaAmx9bTENrK1lMQEhEREamMU5hukp43yg5q5ANNe84iOzSefBU6SOdbS3r8kM5XoYMK7xl2\nkM9XoYN0vgodeAwEEREREREpgTsQN0nPG2UHNfKBpj1nkR0aT74KHaTzrSU9fkjnq9BBhfcMO8jn\nq9BBOl+FDrwOBBERERERKYE7EDdJzxtlBzXygaY9Z5EdGk++Ch2k861ly/hRYTLhp6s3bPpn2L7D\npvVLy4yiz4E9qPCeYQf5fBU6SOer0MGR+TwLE9mVradQzTtfCg8bTqEK2H4aVSK681wvr8CinT/g\nh4vXGvwYP35/Au3OHm3w+i8N6oL2bZqLjqEcP4lIC+5A3CQ9b7SpdLD9FKod8KGNp2C19TSqTXnO\nIjs0nnwVOkjnW8vW8etCaTnOXbnR8AfwfcCm9Y0m+TG0sY+f7KBGvgodpPNV6MBjIIiIiIiISAnc\ngbhJet4oO1SSni+oQgfpfHZQI1+FDtL51uL4Jd9BOp8d1MhXoYN0vgodmsR1IAwGA3r06IFu3brh\njTfeqHGZ6dOno1u3bggJCcGBAwesWtdWWVlZDnlcZ3Y4XXwdB09dtunflrRvbFrf1vmzpafkriCt\nSgfpfHZQI1+FDtL51pIex1V4vqQ7SOezgxr5KnSQzlehgyPznXIMhNFoREJCArZt2wZfX1+EhYUh\nNjYWwcHB5mU2bdqE3Nxc5OTkYO/evZgyZQrS09M1rWsPly5dsmn9cyVlWHugCMYKU4Mf46tDBbiy\n84cGr/9wV2/8ceuxBq8PAIX7f8De9nLzZ41Xr9i0vj1Id5DOZwc18lXoIJ1vLVvHcVup8HxJd5DO\nZwc18lXoIJ2vQgdH5jtlByIjIwN6vR6BgYEAgLFjxyI1NdViJ+Czzz7DU089BQAIDw/HTz/9hKKi\nIhw/frzedVVQYQK25VzADRt2IAp/vIprORcavH5kV+8Gr0tEREREpIVTpjAVFhbC39/ffNvPzw+F\nhYWaljl16lS969pDQUGB3R/TWtcvFklXEO8gna9CB+l8dlAjX4UO0vnWkh7HVXi+pDtI57ODGvkq\ndJDOV6GDI/N1JpOp4R+Za/TJJ5/AYDBg1apVAIC1a9di7969WLp0qXmZxx57DC+99BL69+8PABg6\ndCjeeOMN5Ofn17suAGzfvt3RvwYRETXAkCFD6l2GYzgRkZpqGsOdMoXJ19cXJ06cMN8+ceIE/Pz8\n6lzm5MmT8PPzw40bN+pdF9D2B4qIiNTEMZyIqPFwyhSm0NBQ5OTkID8/H2VlZVi/fj1iY2MtlomN\njcWaNWsAAOnp6fD29sbdd9+taV0iIiIiInIOp3wD4erqiuTkZERHR8NoNCIuLg7BwcFYuXIlACA+\nPh4jRozApk2boNfr0aZNG7z//vt1rktERERERM7nlGMgiIiIiIioaeCVqImIiIiISDPuQBARERER\nkWbcgSAiIiIiIs24A0FERERERJpxB4KIiIiIiDTjDgQREREREWnGHQgiIiIiItKMOxBERERERKQZ\ndyCIiIiIiEgz7kAQEREREZFm3IEgIiIiIiLNuANBRERERESacQeCiIiIiIg04w4EUR0uXLiAl19+\nGffffz/atGmDtm3bonfv3vjjH/+IkydPWix75swZPPfcc+jatStatGiBjh074oknnsDBgwctlvvg\ngw/g4uICFxcXNGvWDN7e3ujduzcSExNRUFDglN+rKv/WfxMmTHBKNhGRszTVMRwAPv30U4SHh6N1\n69bw9vbGwIEDceXKFafl052NOxBEtThx4gR69+6Njz/+GLNmzcLevXtx8OBB/OUvf8GPP/6IP//5\nzxbLhoaGIj09He+88w7y8vLw+eefo3nz5njooYewZcsWi8du1qwZioqKcPr0aXz77bd45ZVXkJ6e\njgceeAC7d+92yu+3bNkyFBUVmf8tW7bMKblERM7QlMfw1atX46mnnsL48eNx4MABfPPNN5g+fTqa\nNWvm8GwiANCZTCaTdAkiFT322GPYv38/jh49Cnd39zqXjY2Nxb59+/D9999XW/bRRx/F/v37cfz4\ncbRs2RIffPABnn32Wdy4ccNiOaPRiIEDB+LMmTM4evQoXFwct3/v4uKCv//97xg3bpzDMoiIJDXV\nMby4uBh+fn5466238Oyzzzokg6g+/AaCqAYXLlzA5s2b8dxzz9X7h+fixYvYtGkTEhISalz25Zdf\nxpkzZ7Bt27Y6H6dZs2Z4/vnnkZeXh8zMzFqXmzx5Mjw8POr8l5KSUu/vOHPmTLRv3x69evXCnDlz\ncPXq1XrXISJqDJryGL5161aUlJSgZcuWCA0NhY+PDx555BGkpaXV2Y/InlylCxCpKDc3FxUVFQgO\nDra4v1+/fsjKygIAdOnSBf/973+Rk5ODiooK3H///TU+1n333QcAOHr0KEaOHFlnbtWyx44dQ58+\nfWpc5k9/+hNefPHFOh+nY8eOdf48KSkJgwcPhre3N/bt24dXXnkFO3fuxM6dO+tcj4ioMWjKY3he\nXh4AYNasWXjrrbfQvXt3vPfeexgyZAgyMzOr/c5EjsAdCKI63D7D75///CeuX7+OZcuWYePGjQ7L\n0+l0tS7ToUMHdOjQwaacOXPmmP/7gQceQNeuXfHII49gz549iIiIsOmxiYhU0RTH8IqKCgCVOxC/\n/OUvAQB//etfsWPHDrzzzjtYsmRJgx+bSCtOYSKqgV6vh4uLC7Kzsy3u9/X1RVBQEO666y7zHwq9\nXg+dTmf+VOt2hw8fBgDce++99eZWLRsUFFTrMvaawnSr8PBwAMAPP/xg1XpERCpqymN4p06dAKDa\nNybBwcEcw8lp+A0EUQ3atm2LmJgYLF26FAkJCfD09Kxz2REjRiA5ORm/+93v4OHhYfHzhQsXwsfH\nB8OGDaszs7y8HG+//Ta6deuG3r1717qcPaYw3W7//v0AAH9/f6vWIyJSUVMewwcMGAAA+O677/Dw\nww+b7z969CgeeeSROh+XyF64A0FUi+XLl6N///7o3bs3kpKSEBISAnd3dxw9ehT//ve/4er6v81n\n2bJl6NevHwYPHoz58+fjvvvuQ1FRERYvXowdO3bg008/RYsWLSwe/8yZMzCZTLh8+TIyMzOxePFi\nHD58GJs3b66zl61ff//rX/9CYWEh+vXrBw8PDxw4cAAvvPACwsPD0b9//wY/LhGRSprqGH7PPffg\nl7/8JebNmwd/f39069YN7733Hr7//nt89NFHDX5cIquYiKhW58+fN82cOdMUHBxsatWqlalVq1am\n++67z/T888+bfvjhB4tli4qKTNOmTTN16dLF1Lx5c1P79u1NTzzxhCkzM9NiuQ8++MCk0+lMOp3O\n5OLiYvL09DSFhISYEhMTTQUFBQ7/nbZs2WIKDQ01eXp6mlq1amW69957TbNmzTIVFxc7PJuIyJma\n4hhuMplMpaWlpoSEBFPHjh1NHh4epocfftj09ddfOyWbyGQymZx2HQiDwYAZM2bAaDRi4sSJmDlz\npsXPU1NTMWfOHPPVHd98800MHjxY07pEREREROQcTtmBMBqNuPfee7Ft2zb4+voiLCwMKSkpFqca\nu3LlCtq0aQMAyMrKwuOPP47c3FxN6xIRERERkXM45SxMGRkZ0Ov1CAwMhJubG8aOHYvU1FSLZap2\nHgCgpKQE7du317wuERERERE5h1N2IAoLCy3O7uLn54fCwsJqy3366acIDg5GTEwM/vrXv1q1LhER\nEREROZ5TzsJU1wVVbjVq1CiMGjUKu3btwvjx43HkyBHNGenp6bhy5UpDKxIRkQN4e3vjZz/7Wb3L\ncQwnIlJPbWO4U3YgfH19ceLECfPtEydOwM/Pr9blBwwYgPLycly4cAF+fn6a1r1y5Uqtl43X4vXX\nX8dLL73U4PXtgR3k81XoIJ3PDmrkq9DBHvlV1xipj61jONA0nq/G3kE6nx3UyFehg3S+Ch0cOYY7\nZQpTaGgocnJykJ+fj7KyMqxfvx6xsbEWy+Tl5ZmvCllVtl27dprWJSIiIiIi53DKNxCurq5ITk5G\ndHQ0jEYj4uLiEBwcjJUrVwIA4uPj8cknn2DNmjVwc3ODu7s7/vGPf9S5rr0VFBTY/THZofHlq9BB\nOp8d1MhXoYN0vrWk+0rnq9BBOp8d1MhXoYN0vgodHJnvtCtRx8TEICYmxuK++Ph483+/+OKLtV7a\nvaZ17a1nz54OfXx2aBz5KnSQzmcHNfJV6CCdby3pvtL5KnSQzmcHNfJV6CCdr0IHR+Y77UJyjrZ9\n+3ab588SEZF97d+/H0OGDKl3OY7hRETqqW0Md8oxEERERERE1DRwB+KmtLQ06QrsoEC+Ch2k89lB\njXwVOkjnW0u6r3S+Ch2k89lBjXwVOkjnq9DBkfncgSAiIiIiIs14DAQRETkMj4EgImq8eAwEERER\nERHZjDsQN0nPU2MHNfJV6CCdzw5q5KvQQTrfWtJ9pfNV6CCdzw5q5KvQQTpfhQ48BoKIiIiIiJTA\nYyCIiMhheAwEEVHjxWMgiIiIiIjIZtyBuEl6nho7qJGvQgfpfHZQI1+FDtL51pLuK52vQgfpfHZQ\nI1+FDtL5KnTgMRBERERERKQEHgNBREQOw2MgiIgaLx4DQURERERENuMOxE3S89TYQY18FTpI57OD\nGvkqdJDOt5Z0X+l8FTpI57ODGvkqdJDOV6EDj4EgIiIiIiIlOO0YCIPBgBkzZsBoNGLixImYOXOm\nxc8//PBDLFq0CCaTCR4eHlixYgUefPBBAEBgYCA8PT3RrFkzuLm5ISMjo9rjc/4sEZF6eAwEEVHj\nVdsY7uqMcKPRiISEBGzbtg2+vr4ICwtDbGwsgoODzcsEBQXhq6++gpeXFwwGAyZNmoT09HQAgE6n\nw44dO9C2bVtn1CUiIiIiolo4ZQpTRkYG9Ho9AgMD4ebmhrFjxyI1NdVimYiICHh5eQEAwsPDcfLk\nSYufO/qLEul5auygRr4KHaTz2UGNfBU6SOdbS7qvdL4KHaTz2UGNfBU6SOer0KHRHwNRWFgIf39/\n820/Pz8UFhbWuvzq1asxYsQI822dToehQ4ciNDQUq1atcmhXIiIiIiKqnVOmMOl0Os3Lfvnll3jv\nvfewe/du8327d+9Gp06dcO7cOQwbNgw9evTAgAEDqq07depUBAQEAAC8vLzQs2dPREZGAvjfXlht\nt6vu07q8o27f2kUin7cjERkZeUfnV+H2IJ/fGG+npaVh3bp1AICAgABERUVBK1vGcFVeM+l83uYY\nqkK+KtuDdH5jvK11DHfKQdTp6elISkqCwWAAACxcuBAuLi7VDqQ+dOgQRo8eDYPBAL1eX+NjzZs3\nD+7u7khMTLS4nwfgERGphwdRExE1XqIXkgsNDUVOTg7y8/NRVlaG9evXIzY21mKZgoICjB49GmvX\nrrXYeSgtLcXly5cBAFeuXMHWrVvRs2dPu3e8fW9VAjvI56vQQTqfHdTIV6GDdL61pPtK56vQQTqf\nHdTIV6GDdL4KHRyZ7+qwR741xNUVycnJiI6OhtFoRFxcHIKDg7Fy5UoAQHx8PF599VVcvHgRU6ZM\nAQDz6VqLioowevRoAEB5eTnGjRtn1VfiRERERERkP067DoSj8etvIiL1cAoTEVHjJTqFqbFo164d\nZs+ebb69dOlSvPHGG3Z57GnTpuGzzz6zy2PV5dNPP8VDDz2EUaNG2dwnJSUFRUVF9qxXTWZmJl56\n6aU6lykuLsZ7773nsA4XL15EbGwsAgICqh2XU1ZWhhkzZqBv374IDw/Hv/71L/PPNm7ciIiICPTr\n1w+TJk0CAGRlZSE6Ohr9+vXDgAEDsHHjRof1JqLqOI5bulPGcQA4fPgwoqKi0K9fP0RGRqKsrAwA\nMH/+fPTs2dN8gP6tahrHASApKQn9+/dH//79OY4T1cApU5gag7S0NDRv3hyff/45fv/736Nt27ZW\nnT3KXh1uPYNClfLycri6anup1q5diyVLliA8PLzeZWv6/W7tkJKSguDgYPj4+GjKbohevXqhV69e\nNeZX+emnn7B69Wo888wzDunQokULzJo1C0eOHMF3331n0eGtt95Cx44dzVc/v3DhAgAgLy8PS5Ys\nwZYtW+Dp6Ykff/wRANC6dWu888476Nq1K4qKijB48GAMGTIEnp6emvvU9j5wJls7nC6+jrMlZTZ1\nyMzYg159Ixq8fkf35ujk2aLB6zeF16Gx51tLehyv6/ly1jh+ewdnj+O1PQeOHsfLy8sxefJkrFy5\nEhcuXMADDzxgfr5jYmLw7LPPIiwszGKd2sbxrVu34tChQ9i1axeuXbuG2NhYDB06FB4eHpr7SG87\nHMPlXwMVOjgynzsQt3Bzc8NTTz2FFStW4JVXXrH42bRp0xAdHW0++Nvf3x8nTpxAWloaXn/9dXh7\neyM7Oxs///nP0aNHD6xatQrXrl3D2rVrERgYCADYuXMnlixZgsuXL2P+/PmIioqC0WjEvHnz8PXX\nX+PChQuYPn06nn76aaSlpeG1117DXXfdhZycHPP/wFb55JNPsHjxYphMJkRFRWHu3LlYtGgRMjIy\nMH36dAwfPhzz5s2zWOfFF1/Ezp070blzZzRv3tx8/6JFi7B161ZcvXoVAQEBiIyMRGpqKjIzMxEf\nH49WrVrBYDDgr3/9q3m5vn37YvHixdWew2nTpqFFixY4ePCgxe957do1JCYm4uDBg3B1dcX8+fPN\npwtbtmwZUlJS8Prrr+Pbb7/FokWLcPLkSUyePBmTJk3CvHnzkJ+fj4EDB+KRRx7BlClT8Mwzz6Ck\npATl5eV466238NBDDzX4dW/dujUeeughHDt2rNrP1q1bZ/HcV10Nfc2aNZg4caJ5x6Bdu3YAgHvu\nuce8rI+PD9q3b48ff/zRqh2IpuBsSRn+sCnXpscoziuE5/mGP8abI/Q2/fGhxklyHN+yZQuaN2+O\nuLg4sXH8xx9/xKBBg7B48WKRcXzdunX4xz/+gYKCAqeO419++SXuv/9+3HfffUhLS4O3t7f5Zz/7\n2c9qXKe2cfzo0aPo168fXFxc0Lp1a9x3333Yvn17vd8INSUcw6k+3IG4qWoP7ZlnnsGAAQPw3HPP\n1bn8rZ/6HD58GHv37oW3tzd69+6N8ePHY9u2bVi5ciX+9re/4bXXXgMAnDhxAtu3b8exY8cQGxuL\nb7/9FikpKfDy8sK2bdtw/fp1jBgxAoMHDwZQOR3m66+/trgIHwCcPn0a8+bNw44dO+Dl5YUxY8Zg\n06ZNePHFF5GWloY//elPCAkJsVjnX//6F3Jzc5Geno4zZ84gIiICv/nNbwAAkyZNwosvvggAmDJl\nCrZs2YKf//znWL16tcVj1bRcdHR0tefm5MmT1X7Pd999F82aNUNaWhpycnIwZswYfPPNN9XWLSkp\nwWeffYbLly+jb9++iIuLQ1JSEo4cOYKdO3cCAJYtW4YhQ4bg+eefh8lkwpUrV6o9ziuvvFLj2QfG\njBmD6dOn1/SSml/TqvfCpUuXAAALFizA7t27ERgYiEWLFqFDhw44duwYdDodYmJiYDQaMXPmzGpz\nBL/99lvcuHEDXbt2rTGvNtKfmKjSwfOeXvUv5EAqPAfSHaTzrSU9ju/du/eOH8cDAgKwc+dOp4/j\neXl50Ol0eOKJJ/Djjz/i8ccfr3Wsr1LbOP7AAw9g0aJFmDZtGkpLS5GWloYePXrU+Vi3k952pPMB\njuEqdHBkPncgbuPh4YEnn3wSf/vb39CyZUtN6/Tu3RsdO3YEAHTt2tX8hyM4ONhi8Kv69CIoKAiB\ngYHIycnBl19+ie+++848j/Xy5cs4duwYXF1d0adPn2p/dADgwIEDGDBggPnT8CeeeAJff/21+erd\nNR0Xv2fPHjzxxBPQ6XTw8fGxuBDfV199haVLl+Lq1au4ePEigoODzX9Qbn2s25fr0aNHjX94avo9\nMzIyzPNLu3XrBn9/f+Tl5Vmsp9PpEBUVBTc3N7Rt2xbt27fH2bNnq/0+ffr0wXPPPYcbN27g0Ucf\nxQMPPFCtw4IFC6rdZ63y8nKcOnUK4eHhmD9/PpYvX445c+ZgxYoVuHHjBo4dO4Z///vfKCwsxKOP\nPordu3ebP8kqKirC1KlTsXz5cpt7EJF1OI7feeP4jRs3kJ6eji+++AItW7bEqFGj0KtXLzz88MO1\nrlNeXl7jOP7II4/gwIEDGD58ONq1a4ewsDC4uPCQUaJbcYu46dY/EFOmTMHatWtRWlpqvs/V1RUV\nFRUAgIqKCvPBWUDlHPoqLi4u5tsuLi4oLy+vNbPq06833ngDO3fuxIIFC7B//34MGjQIQOXUmtrW\nu3UwNplMFp+k1Tbnt6Y/SNeuXcOLL76I//u//0NaWhoGDRqEa9euVXus25ebMGGCxXJ1qXoMLSf8\nOnnypPm/mzVrBqPRWG2ZiIgIfP755+jUqROmTZuG9evXV1tm1qxZGDhwYLV/S5YsqbdD1Xuhbdu2\naN26NR577DEAQGxsLA4ePAgA8PX1xfDhw9GsWTMEBARAr9ebp0AVFxfjV7/6Ff74xz/W+tW5lnxJ\nKnQozssUzVfhOZDuIJ1vLelxfMGCBdi5c6foOP76669XG5+dOY4XFBTAzc3NfNtZ47ivry/69euH\nu+66C99++y2GDRtmHq9r07lz51rH8eeffx47d+7Ehg0bYDKZar24bW2ktx3pfIBjuAodHJnPHYga\neHt7Y9SoUVi7dq150AwICDAPRps3b8aNGzesftzU1FSYTCYcP34c+fn56NatGwYPHoz33nvP/Acq\nNzfX4g9eTXr37o3du3fjwoULMBqN2LBhA/r371/nOv369cPGjRtRUVGBoqIi85vq+vVukk45AAAg\nAElEQVTrACr/Z7mkpAS7d+82r+Pu7m6+iN/ty6Wmptb6B66m3/Ohhx7CP//5T/PvePLkSXTr1s1i\nvdr+MLm7u6OkpMR8++TJk2jfvj0mTJiA8ePH49ChQ9XWee2117Bz585q/373u9/V+hzdnq/T6RAd\nHY1du3YBqPzkrupr7BEjRpifqx9//BG5ubkIDAxEWVkZJkyYgCeffNK840FEzicxjlf9j7LkOH71\n6lWkpqaa17lTxvEhQ4YgOzsbV69ehdFoxO7du+uddlTbOF5RUWE+Ycbhw4dx+PBh8zdSRFSJU5hu\nun2e2LRp0/Duu++ab0+YMAHjxo3Dww8/jCFDhqBNmzbmn9U2AOt0Oouf+fn5YejQobh8+TIWL16M\n5s2bY8KECThx4gQGDRoEk8mEDh06YM2aNdXWvZWPjw/mzJmD2NhYmEwmREdHY/jw4XX+fiNHjsSu\nXbsQEREBX19f9O3bFwDg5eWF8ePHo3///ujYsaPFV+K/+tWvkJiYaD747tbl6vpkvabfMy4uDomJ\niYiMjISrqyuWL18ONzc3i99Tp9MhKCio2uO1bdsW4eHh6N+/P4YOHYrg4GAsXboUbm5ucHd3x4oV\nK+r83bUICQlBSUkJbty4gU2bNuGTTz5B9+7dkZSUhMmTJ2PWrFlo3749kpOTAVT+sfryyy8RERGB\nZs2a4dVXX4W3tzc++ugj7NmzBxcvXkRKSgoAYPny5bj//vs1d5GeM6lKB86fle8gnW8t6XH8lVde\nUWIcv3V8dvY43qVLlxp/Z0eP415eXpg6dSqGDBlinkY1bNgwAMDcuXPxySef4OrVq3jggQcwYcIE\nvPjii7WO49euXcOjjz4KAPD09MTf/vY3q6cwSW870vkAx3AVOjgynxeSI7uaNm0ahg8fzk/f73AH\nT122+QwetnpzhB4hnbWfdpEcgxeSa3w4jhPHcKrCC8nVQ3qeGjuoka9CB+l8VTpw/qx8B+l8a0n3\nlc5XoYN0PjuokQ9wDFehgyPzOYWJ7GrZsmXSFYiIyAYcx4moPpzCRER2x6+/qQqnMBE1PhzDqQqn\nMBERERERkc24A3GT9Dw1dlAjX4UO0vmqdOD8WfkO0vnWku4rna9CB+l8dlAjH+AYrkIHXgeCiIiI\niIiU4LRjIAwGA2bMmAGj0YiJEydi5syZFj//8MMPsWjRIphMJnh4eGDFihV48MEHNa0LcP4skUo4\nf5aq8BgIosaHYzhVsekYiNTUVPOVkhvCaDQiISEBBoMB2dnZSElJwXfffWexTFBQEL766iscOnQI\ns2fPxqRJkzSvS0REREREzqFpB2L27Nnw8fFBQkIC9u7da3VIRkYG9Ho9AgMD4ebmhrFjxyI1NdVi\nmYiICHh5eQEAwsPDcfLkSc3r2oP0PDV2UCNfhQ7S+ap04PxZ+Q7S+daS7iudr0IH6Xx2UCMf4Biu\nQgfxYyAOHTqE7du3o2XLlhgzZgy6d++O+fPnIz8/X1NIYWEh/P39zbf9/PxQWFhY6/KrV6/GiBEj\nGrQuERERERE5juYLyYWEhCAkJARvvvkmtm3bhhdeeAFz5sxBZGQkJk2ahF//+tdwcal5f0Sn02ku\n9OWXX+K9997D7t27rV536tSpCAgIAAB4eXmhZ8+eiIyMBPC/vbDablfdp3V5R92+tYtEPm9HIjIy\n8o7Or2LL9pCZsQfFeYXwvKcXgP99EmXt7SoNWT8z4xxCRkXZ9Hzc+lw0ZP078XZaWhrWrVsHAAgI\nCEBUVBS0smUMV+U1k87n7aYxhkrncwy/c29rHcOtOog6Ly8Pf//73/Hhhx9Cp9NhwoQJ6NKlC5Yt\nW4ZOnTph48aNNa6Xnp6OpKQkGAwGAMDChQvh4uJS7WDoQ4cOYfTo0TAYDNDr9VatywPwiNTBA/Co\nCg+iJmp8OIZTFZsOok5OTsZDDz2EsLAwFBUVYc2aNfj+++/xxz/+EePHj8cXX3yB//znP7WuHxoa\nipycHOTn56OsrAzr169HbGysxTIFBQUYPXo01q5da9550LquPdy+tyqBHeTzVeggna9KB86fle8g\nnW8t6b7S+Sp0kM5nBzXyAY7hKnRwZL6rloU2b96MxMREPPbYY2jZsmW1n7du3RqffPJJ7SGurkhO\nTkZ0dDSMRiPi4uIQHByMlStXAgDi4+Px6quv4uLFi5gyZQoAwM3NDRkZGbWuS0REREREzqdpCtO1\na9fg4uKC5s2bm+8rKytDRUVFjTsUEvj1N5E6+PU3VeEUJqLGh2M4VbFpClNUVBT2799vcd+3336L\n4cOH26cdERERERE1CppP49q3b1+L+/r27YvMTNn5bfYkPU+NHdTIV6GDdL4qHTh/Vr6DdL61pPtK\n56vQQTqfHdTIBziGq9DBkfmadiC8vb1x5swZi/vOnj0Ld3d3h5QiIiIiIiI1aToGIjExEQcOHMCS\nJUtwzz33IDc3F88//zx69uyJxYsXO6NnvTh/lkgdKsyffXukHsYKufyO7s3RybOFXAFF8BgIosZH\nhTGcx0CoobYxXNNZmObPn48XXngB4eHhuHbtGlq2bIlnnnkGCxcutHtRIiJ7uHTNiHnbjovlvzlC\nzx0IIiJqkjRNYWrVqhWWLVuGkpISFBUVoaSkBMnJycqcgckepOepsYMa+Sp0kM5XpYP0/FnpfED+\ndZDOt5Z0X+l8FTpI57ODGvmA/BiqwnMg3UH8OhAAcOnSJRw9ehQlJSUW9w8ePNjupYiIiIjuVKeL\nr+NsSVmD1887XwqPU5cbvH6Z5PxPahQ0HQPxwQcfYNq0aXB3d0fr1q0tfnb8uNwUgVtx/iyROlSY\nPzt3aFfxKUycv8tjIIgaQnoMlR4/AY6hqrDpGIhZs2bh448/RkxMjN2LERERERFR46HpGAij0Yio\nqChHdxElPU+NHdTIV6GDdL4qHaTnz0rnA/Kvg3S+taT7Suer0EE6nx0qqTB+SXeQfg1U6CB+HYiZ\nM2fiT3/6EyoqOCeOiIiIiOhOpukYCD8/P5w5cwZubm5o167d/1bW6VBQUODQglpx/iyROqTn7wLy\nc3g5f7cSj4Egsp70GCo9fgIcQ1Vh0zEQa9eutXshIiIiIiJqfDRNYRo0aFCt/5oK6Xlq7KBGvgod\npPNV6SA9f1Y6H5B/HaTzrSXdVzpfhQ7S+exQSYXxS7qD9GugQgfx60Bcu3YNr776Kv7xj3/g/Pnz\nKC4uxtatW/H9998jISHBYeWIiIiI6M7TzKVyKldD2XotDADo6N4cnTxb2PQYTZWmYyCmTJmCwsJC\nvPzyy4iJicFPP/2EwsJCDBs2DNnZ2c7oWS/OnyVSh/T8XUB+Di/n71biMRBE1pMeQ6XHT1U6cBy3\n8RiIjRs3Ijc3F+7u7tDpdAAAX19fFBYWai5gMBgwY8YMGI1GTJw4ETNnzrT4+ZEjR/Db3/4WBw4c\nwIIFC5CYmGj+WWBgIDw9PdGsWTO4ubkhIyNDcy7RncjWq5jailcxJSIiaro07UC0aNEC5eXlFved\nO3cO7du31xRiNBqRkJCAbdu2wdfXF2FhYYiNjUVwcLB5mXbt2mHp0qX49NNPq62v0+mwY8cOtG3b\nVlNeQ6SlpSEyMtJhj88OjSNfhQ72yD9bUmbTp1fFeZnwvKdXg9efO7Rrg9e1V4fGng80jfeiM0n3\nlc5XoYN0PjtUUmH8ku4gnQ/Ivw8cma/pIOpf/OIXePrpp3Hs2DEAwOnTp5GQkICxY8dqCsnIyIBe\nr0dgYCDc3NwwduxYpKamWizToUMHhIaGws3NrcbH0DDTioiIiIiIHEzTDsSCBQvQtWtXPPjgg7h0\n6RL0ej06deqEOXPmaAopLCyEv7+/+bafn59V0590Oh2GDh2K0NBQrFq1SvN61pD+tIId1MhXoYN0\nPgDxT21U6CCdD8i/F6TzrSXdVzpfhQ7S+exQSYXxS7qDdD4g/z5wZL7mKUyLFy/G22+/bZ665OKi\nad8DAMzHTTTU7t270alTJ5w7dw7Dhg1Djx49MGDAgGrLTZ06FQEBAQAALy8v9OzZ0/zkVZ3Kird5\n+064nZmxB8V5heYBtOp0es66nbUvHcV5p8Xyi/MykeV9BsDdYvmZGecQMioKgPz7wZm309LSsG7d\nOgBAQEAAoqIqnwMtOIbzNm9zDK+6LT2GV9IDkH8/qDiGazoLU9XUpZoEBQXVtzrS09ORlJQEg8EA\nAFi4cCFcXFyqHUgNAPPmzYO7u7vFQdRafm7rGTyk56mxgxr5KnSwR76tZ/CwxzEQtp49Q7qDrfn2\nOHtHU3gvOvMsTE3h+WrsHaTzm0oHjuHyYzhg+zgu/V505Biu6RsIvV5f4/06nQ5Go7He9UNDQ5GT\nk4P8/Hx07twZ69evR0pKSo3L3r4/U1paCqPRCA8PD1y5cgVbt27F3LlztdQmIiIiIiI707QDUVFh\neUrGoqIiJCUl1TiNqMYQV1ckJycjOjoaRqMRcXFxCA4OxsqVKwEA8fHxKCoqQlhYGIqLi+Hi4oIl\nS5YgOzsbZ8+exejRowEA5eXlGDdunFVfiWsl/WkFO6iRr0IH6XxAjbmj0h2k8wH594J0vrWk+0rn\nq9BBOp8dKqkwfkl3kM4H5N8HjszXtANxOx8fH/zlL3/Bvffei3HjxmlaJyYmBjExMRb3xcfHWzzm\niRMnqq3n7u6OzEz5S7ITETU20tcDISKipqlBOxAAcPToUZSWltqziyjpeWrsoEa+Ch2k8wE1zp8t\n3UE6H7D9vSB9PRAAeN2JF5eW3nak81XoIJ3PDpVUGL+kO0jnA/LvA0fma9qBuH2qUmlpKQ4fPqz5\nNK5ERERERNQ0aNqBiIuLs7jdpk0bhISEoHv37g4pJUH60wp2UCNfhQ7S+YAac0elO0jnA/LvBRWe\nA2tIP1/S+Sp0kM5nh0oqbLvSHaTzAfn3gfgxEE8//bTDChARERERUeOh6Wpws2fPxpw5c6r9mz17\ntvlfY5/OVHURDXaQ7SCdr0IH6Xzg1ovo3LkdpPMB+feCCs+BNaSfL+l8FTpI57NDJRW2XekO0vmA\n/PvAkfmavoHIycnBhg0bEBYWhi5duuCHH37AN998g9GjR6NVq1YwmUw2X22aiIiIiIjUp/ksTCkp\nKRgzZoz59oYNG/DRRx/h/fffd0gxZ5Oep8YOauSr0EE6H1Bj7qh0B+l8QP69oMJzYA3p50s6X4UO\n0vnsUEmFbVe6g3Q+IP8+cGS+pilMmzZtwqhRoyzue+yxx7Bp0yaHlCIiIiIiIjVp2oHQ6/VITk62\nuG/FihXQ6/UOKSVBep4aO6iRr0IH6XxAjbmj0h2k8wH594IKz4E1pJ8v6XwVOkjns0MlFbZd6Q7S\n+YD8+0D8GIjVq1dj1KhRWLRoEXx9fVFYWAhXV1ds2LDBYcWIiIiIiEg9mnYgevfujZycHKSnp+PU\nqVPo1KkT+vXrBzc3N0f3cxrpeWrsoEa+Ch2k8wE15o5Kd5DOB+TfCyo8B9aQfr6k81XoIJ3PDpVU\n2HalO0jnA/LvA/FjIACYz7Kk0+kwcOBAXL9+HSUlJQ4rRkRERERE6tG0A5GVlYXu3btj0qRJ5qtS\n79y5s9oVqhsz6Xlq7KBGvgodpPMBNeaOSneQzgfk3wsqPAfWkH6+pPNV6CCdzw6VVNh2pTtI5wPy\n7wPxYyAmT56MefPmYcKECbjrrrsAAIMGDcKzzz7rsGJERI1ZMxfg4KnLNj1G3vlSeNjwGGXGCpvy\niYiIaqJpByI7Oxvjx4+3uK9169a4evWqQ0pJkJ6nxg5q5KvQQTofUGPuqHQHW/MvXTNi3rbjNrbo\ngA835TZ47blDu9qULv0aWEt625HOV6GDdD47VFJh25XuIJ0PyL8PHJmvaQeiS5cu2LdvH8LCwsz3\nffPNN+jWrZvDihERERE52+ni6zhbUibagd8ekuo07UDMnz8fI0eORHx8PMrKyvDaa6/hnXfewapV\nqzQHGQwGzJgxA0ajERMnTsTMmTMtfn7kyBH89re/xYEDB7BgwQIkJiZqXtce0tLSxPcU2UE+X4UO\n0vlA5dxR6U9vpDtI56vQQTrfWtLbjnS+Ch2k8+3R4WxJGf5gwzd/gO3bjq3fHqqw7Up3kM4H5LcH\nR+ZrOoh65MiRMBgMOHfuHAYOHIiCggJs3LgR0dHRmkKMRiMSEhJgMBiQnZ2NlJQUfPfddxbLtGvX\nDkuXLsULL7xg9bpEREREROQc9X4DUV5ejnvvvRfZ2dlYsWJFg0IyMjKg1+sRGBgIABg7dixSU1MR\nHBxsXqZDhw7o0KEDPv/8c6vXtQfpT0zYQY18FTpI5wNqzB2V7iCdr0IH6XxrSW870vkqdJDOV6WD\n9LYjna9CB+l8QP69KHodCFdXV7i4uNh0wHRhYSH8/f3Nt/38/FBYWOjwdYmIiIiIyL40HQPx+9//\nHk8++SRefvll+Pv7my8qBwBBQUH1rn/r8tayZt2pU6ciICAAAODl5YWePXua976qzoVb2+0VK1ZY\ntbwjbmdlZWHKlCli+VUiIyPv2PxbsxtzfmbGHhTnFZo/gak6H7bW20W7PkbrzvoGr5+1Lx3Feacb\nvH5xXiZKT+XCZ8ATDV4/y/sMgLsbbX4Vz3t6NXz9m/OonZlfnJeJ8/u2AABa3OUD9JkArWwZw1UY\nQ6Xzq3AMt30Mbeg2o8oYKp2vwhhqa34lPYDGuz00JD8tLQ3r1q0DAAQEBCAqKgo10ZlMJlONPwFQ\nVFQEHx8fuLjU/EWFTqeD0WisbXWz9PR0JCUlwWAwAAAWLlwIFxeXGg+GnjdvHtzd3c0HUWtdd/v2\n7ejTp0+9XWojfaALO6iRr0IHe+QfPHXZpoMA7XEAoK2nMJXuIJ2vQgd7HIT4eh8ThgwZUu9yto7h\nQNPYdht7B+l8e3SwdfwEGv+2y/Gr0tsj9bDlhFiZGXvQq29Eg9fv6N4cnTxbNHh9e2yP+/fvr3EM\nr/MbiO7du6O4uBgVFZXP3uOPP46NGzdaHR4aGoqcnBzk5+ejc+fOWL9+PVJSUmpc9vb9GWvWtYX0\ngMcOauSr0EE6H1Bj7qh0B+l8FTpI51tLetuRzlehg3S+Kh2ktx3pfBU62CPf9uv52HYtnzdH6G3a\ngXDktlDnDsTt/zO/Y8eOhoW4uiI5ORnR0dEwGo2Ii4tDcHAwVq5cCQCIj49HUVERwsLCUFxcDBcX\nFyxZsgTZ2dlwd3evcV0iIiIiInI+TcdA2ENMTAxiYmIs7ouPjzf/t4+PD06cOKF5XXtrCl+7NoUO\n0vkqdJDOB9Q4f7Z0B+l8FTpI51tLetuRzlehg3S+Kh2ktx3pfBU6SOfbo0Mzl8opdQ1l6xSqutS5\nA2E0GvHFF18AqPw2ory83Hy7yuDBgx1SjIiIiIjoTmXrFKrivEJ4nrfteJ7Xazk0rc4diI4dOyIu\nLs58u127dha3AeD4cdsOslGF9KcV7KBGvgodpPMB+bmrKnSQzlehg3S+taS3Hel8FTpI56vSQXrb\nkc5XoYN0vgodHJlf5w5Efn6+w4KJiIiIiKjxqfdCcneKW8+Zyw53br49Opwuvo6Dpy43+N//fbrV\npvUPnrqMMlvOOwfL6wBIke4gna9CB+l8a0mPH9L5KnSQzlelg/S2I52vQgfpfBU6ODLfaQdRE90p\nzpaU2XgNBtvnLM69eQExIiIiInvjNxA3qTBnkh3k81XoID1nkh3UyFehg3S+taS3Xel8FTpI56vS\nQXrbkc5XoYN0vgodHJnPHQgiIiIiItKMOxA3qTBnkh3k81XoID1nkh3UyFehg3S+taS3Xel8FTpI\n56vSQXrbkc5XoYN0vgodHJnPHQgiIiIiItKMOxA3qTBnkh3k81XoID1nkh3UyFehg3S+taS3Xel8\nFTpI56vSQXrbkc5XoYN0vgodeAwEEREREREpgTsQN6kwZ5Id5PNV6CA9Z5Id1MhXoYN0vrWkt13p\nfBU6SOer0kF625HOV6GDdL4KHXgMBBERERERKYE7EDepMGeSHeTzVeggPWeSHdTIV6GDdL61pLdd\n6XwVOkjnq9JBetuRzlehg3S+Ch0cmc8rURMREZEyThdfx9mSMrH8MmOFWDZRY+G0HQiDwYAZM2bA\naDRi4sSJmDlzZrVlpk+fjs2bN6N169b44IMP0Lt3bwBAYGAgPD090axZM7i5uSEjI8Pu/dLS0sQ/\ntWAH+XwVOhTnZYp/asEO8vkqdJDOt5b0tiudr0IHe+SfLSnDHzblNnh9W9+3c4d2bfC69urQ2PNV\n6CCdr0IHR+Y7ZQfCaDQiISEB27Ztg6+vL8LCwhAbG4vg4GDzMps2bUJubi5ycnKwd+9eTJkyBenp\n6QAAnU6HHTt2oG3bts6oS0REREREtXDKMRAZGRnQ6/UIDAyEm5vb/7d390FRlnsfwL+L4jsvYrqA\ni5kiBxYIMGr1yEsC2lETy6zQEhNtrKbOdMYxq/PHsTkzqXVOk2Y1HY75diptHivpBORBH2GNQB3k\n5NiLLy0j8mKKIK+6sF7PH8gO+4i6sOx9XcD3M+Mfu973fr/I8sNr9977RlpaGvbt2+ewTVZWFpYt\nWwYAMJlMqKurw4ULF+x/L4Rwa0fZrxqxgxr5KnSQ/YoJO6iRr0IH2fndJftnV3a+Ch1k5wNqPG9l\nd5Cdr0IH2fkqdOjz14GoqKhAUFCQ/bbBYEBFRYXT2+h0OqSkpCA2NhaZmZlaVCYiIiIioi5ocgiT\nTqdzartbvctw+PBhBAYG4uLFi5g1axZCQ0MRHx9/03YvvPACJkyYAADw8fFBZGSk/dWQjvNC3+r2\nhx9+2K3t3XH7xIkTeP7556Xld4iLixuw+Z2zXXm8jnMvd6z+u3O783mbe7I/AJw4VoT6s1U93r/a\n/D8YERgsLb/+bCmaK8/AP35Rj/c/4XsBgL7P5nfo/Jzo9v43juXWMr/+bCkuHfsWADB0tD8wNR3O\ncmWGqzBDZed36A8zXPYMdfW27BkqO1+FGepqPgApM1R2vrMzXCfcfWwQgKKiIqxbtw65ubkAgPXr\n18PDw8Phg9TPPfccHnzwQaSlpQEAQkNDkZ+fD71e7/BYb7zxBkaNGoXVq1c73H/gwAFMnTq1xx1l\nf/CMHdTI740O/61skPoBQKD9Q4Bv5FmkdXA1X4UOsvNV6NAbz8UNUwWSk5PvuJ2rMxyQPz9k56vQ\noTfyZc9Q/uzy30CVDrLzgVvPcE0OYYqNjcXp06dRVlYGq9WKPXv2IDU11WGb1NRU7Ny5E0D7gsPX\n1xd6vR7Nzc1oaGgAADQ1NWH//v2IjIzs9Y6yhz47qJGvQgfZx0yygxr5KnSQnd9dsn92Zeer0EF2\nPqDG81Z2B9n5KnSQna9CB3fma3II0+DBg7FlyxY89NBDsNlsWLFiBcLCwvDRRx8BAFatWoW5c+ci\nOzsbwcHBGDlyJLZt2wYAqK6uxsKFCwEAbW1teOqppzB79mwtahMRERER0f+j2XUg5syZgzlz5jjc\nt2rVKofbW7ZsuWm/SZMmobS09Kb7e5vst33ZoffyXb0IUemR7xH9wPQe7+/qRYhknzeaHdTIV6GD\n7Pzu6g/zq693kJ0PqPG8ld1Bdr4KHWTnq9Chz18HgkhLrl+EqALel3q+f29chIiIiIhIVVxA3CD7\nFRN2UCMf6N/HLLJD38lXoYPs/O6SPT9k5/dGB1ffwfWaFIX/Vja41MHVd3FVeN7K7iA7X4UOsvNV\n6NDnPwNBRERE6nP1HdzewHdxidSnyVmY+oLO57Bmh4GbDzieP3kg5rODGvkqdJCd312y54fsfBU6\nqPCcYQf5+Sp0kJ2vQgd35nMBQURERERETuMC4ob+cOxqf+ggOx/o38csskPfyVehg+z87pI9P2Tn\nq9BBhecMO8jPV6GD7HwVOrgznwsIIiIiIiJyGj9EfYMK567uDx1kX4MB6PvXYZCdzw5q5KvQQXZ+\nd8meobLzVeigwnOGHeTnq9BBdr4KHXgdCOozZF+DAeAZPIiIiIjciYcw3SD7VSN2aCf71QIVOsjO\nZwc18lXoIDu/u2TPL9n5KnRQ4TnDDvLzVeggO1+FDrwOBBER0QDg6mGgrnL1EFAiGhi4gLhB9nGj\n7NBO9vGCKnSQnc8OauSr0EF2fnfJnl+9ke/6YaCufc9cPQRUhecMO8jPV6GD7HwVOrgzn4cwERER\nERGR07iAuEH2K//s0E72qwUqdJCdzw5q5KvQQXZ+d8meX7LzAfnfM9n57KBGvgodZOer0IHXgSAi\nIiIiIiXwMxA3yD52tjc69MaH71y9DkNfvwaDCh1k57ODGvkqdJCd312y57jsfED+90x2Pjuoka9C\nB9n5KnToF9eByM3NxcsvvwybzYaVK1di7dq1N23zxz/+ETk5ORgxYgS2b9+OmJgYp/d11YkTJ6QP\nflc7uPrhOwCoNufD/9LYHu/v6gfwmivPSP+Bl91Bdj47qJGvQgfZ+d3lygxtabVhV0k1qhuu9Ti/\n5Jv/xcGrgT3e/8kofY/37SD7eyY7nx3UyFehg+x8FTq4M1+TBYTNZsOLL76IvLw8jB8/Hvfffz9S\nU1MRFhZm3yY7OxtnzpzB6dOnUVxcjOeffx5FRUVO7dsbrly50quP11c72FqaBnS+Ch1k57ODGvkq\ndJCd312uztCSigb8ermlx/tXVNSguaznHVKNY6Hr8d7tZH/PZOezgxr5KnSQna9CB3fma7KAOHLk\nCIKDgzFx4kQAQFpaGvbt2+ewCMjKysKyZcsAACaTCXV1daiurobFYrnjvipouy5wtdXm0mNYbdfR\neK2tx/sL4VI8EREREdEdabKAqKioQFBQkP22wWBAcXHxHbepqKhAZWXlHfftDefOnXNp/ytX23Dq\nYhOuu/Cf+B9++RX/rWrs8f5DBrn62hVwrbba5cfoy/kqdJCdzw5q5KvQQXZ+d7kyx3UAFkWOw5Wr\nPX8R5+MD9cgwje/x/qOHe6KupbXH+wPyv2ey89lBjXwVOsjOV6GDO/N1Qrj/dXX9Zg8AAA14SURB\nVOu9e/ciNzcXmZmZAIB//etfKC4uxnvvvWffZv78+Xj11VcxY8YMAEBKSgo2btyIsrKyO+4LAAcO\nHHD3l0FERD2QnJx8x204w4mI1NTVDNfkHYjx48ejvLzcfru8vBwGg+G225w/fx4GgwGtra133Bdw\n7hcUERGpiTOciKjv0OQ6ELGxsTh9+jTKyspgtVqxZ88epKamOmyTmpqKnTt3AgCKiorg6+sLvV7v\n1L5ERERERKQNTd6BGDx4MLZs2YKHHnoINpsNK1asQFhYGD766CMAwKpVqzB37lxkZ2cjODgYI0eO\nxLZt2267LxERERERaU+Tz0AQEREREVH/oMkhTKrLzc1FaGgopkyZgo0bN2qen5GRAb1ej8jISM2z\ngfbPlcycORPh4eGIiIjA5s2bNe9w9epVmEwmREdHw2g04rXXXtO8A9B+zZKYmBjMnz9fSv7EiRNx\n7733IiYmBg888IDm+XV1dVi0aBHCwsJgNBpRVFSkaf4vv/yCmJgY+x8fHx8pz8f169cjPDwckZGR\nWLJkCa5d6/nFxXpi06ZNiIyMREREBDZt2qRJZldz6PLly5g1axZCQkIwe/Zs1NXVadKluzjDOcM7\nDPQZDsid45zh7QbEDBcDXFtbm5g8ebKwWCzCarWKqKgo8eOPP2raoaCgQJSUlIiIiAhNcztUVVWJ\n48ePCyGEaGhoECEhIZr/GwghRFNTkxBCiNbWVmEymYTZbNa8w9///nexZMkSMX/+fM2zhRBi4sSJ\noqamRkq2EEKkp6eLrVu3CiHavw91dXXSuthsNuHv7y/OnTunaa7FYhH33HOPuHr1qhBCiCeeeEJs\n375ds/wTJ06IiIgI0dLSItra2kRKSoo4c+aM23O7mkNr1qwRGzduFEIIsWHDBrF27Vq39+guznDO\n8M4G+gwXQp05zhnev2f4gH8HovNF7jw9Pe0XqtNSfHw8Ro8erWlmZ/7+/oiObr/U+ahRoxAWFobK\nykrNe4wYMQIAYLVaYbPZ4Ofnp2n++fPnkZ2djZUrV0JIPLJPVvaVK1dgNpuRkZEBoP3zRz4+PlK6\nAEBeXh4mT57scB0YLXh7e8PT0xPNzc1oa2tDc3Mzxo/v+bn9u+vnn3+GyWTCsGHDMGjQICQmJuKL\nL75we25Xc6jzBT6XLVuGr776yu09uosznDO8w0Cf4YBac5wzvH/P8AG/gLjVBewGqrKyMhw/fhwm\nk0nz7OvXryM6Ohp6vR4zZ86E0WjUNP9Pf/oT3n77bXh4yPux0Ol0SElJQWxsrP3aJ1qxWCwYO3Ys\nli9fjqlTp+LZZ59Fc3Ozph062717N5YsWaJ5rp+fH1avXo0JEyYgMDAQvr6+SElJ0Sw/IiICZrMZ\nly9fRnNzM7755hucP39es/zOLly4AL1eDwDQ6/W4cOGClB63wxnuiDN84M5wQK05zhnev2f4gF9A\n6HSuX725v2hsbMSiRYuwadMmjBo1SvN8Dw8PlJaW4vz58ygoKMChQ4c0y/73v/+NcePGISYmRuqr\nR9999x2OHz+OnJwcvP/++zCbzZplt7W1oaSkBC+88AJKSkowcuRIbNiwQbP8zqxWK77++ms8/vjj\nmmefPXsW7777LsrKylBZWYnGxkZ88sknmuWHhoZi7dq1mD17NubMmYOYmBip/yHqoNPplJyXKnaS\nhTN8YM9wQJ05zhne/2e4/K9IMmcucjcQtLa24rHHHsPTTz+NRx55RGoXHx8fzJs3D8eOHdMss7Cw\nEFlZWbjnnnuwePFiHDx4EOnp6ZrldwgICAAAjB07Fo8++iiOHDmiWbbBYIDBYMD9998PAFi0aBFK\nSko0y+8sJycH9913H8aOHat59rFjx/D73/8eY8aMweDBg7Fw4UIUFhZq2iEjIwPHjh1Dfn4+fH19\n8bvf/U7T/A56vR7V1dUAgKqqKowbN05Kj9vhDG/HGc4ZDqgzxznD+/8MH/ALCF6orv14zRUrVsBo\nNOLll1+W0uHSpUv2swO0tLTgP//5D2JiYjTLf/PNN1FeXg6LxYLdu3cjKSnJfmFDrTQ3N6OhoQEA\n0NTUhP3792t6Vhd/f38EBQXh1KlTANqPXw0PD9csv7PPPvsMixcvlpIdGhqKoqIitLS0QAiBvLw8\nzQ/F+O233wAA586dw5dffinlMACg/QKfO3bsAADs2LFD+n9Mu8IZzhkOcIZ3UGWOc4YPgBneax/H\n7sOys7NFSEiImDx5snjzzTc1z09LSxMBAQFiyJAhwmAwiI8//ljTfLPZLHQ6nYiKihLR0dEiOjpa\n5OTkaNrhhx9+EDExMSIqKkpERkaKt956S9P8zg4dOiTlDB6//vqriIqKElFRUSI8PFzKc7G0tFTE\nxsaKe++9Vzz66KNSzt7R2NgoxowZI+rr6zXP7rBx40ZhNBpFRESESE9PF1arVdP8+Ph4YTQaRVRU\nlDh48KAmmR1zyNPT0z6HampqRHJyspgyZYqYNWuWqK2t1aRLd3GGc4Z3NpBnuBDy5zhn+MCY4byQ\nHBEREREROW3AH8JERERERETO4wKCiIiIiIicxgUEERERERE5jQsIIiIiIiJyGhcQRERERETkNC4g\niIiIiIjIaVxAEBERERGR07iAIOrC+vXrMXfuXIf7pkyZ0uV9n3/+OQDg7bffRkhICEaMGIG7774b\nr7/+OqxWq33bZ555BkOHDoWXlxf8/PyQnJyMkydP2v9++/btGDRoELy8vODl5YVJkyYhIyMDp0+f\ndsjcunUrwsLC4O3tDX9/f8ybNw9NTU0AgAcffBBbt2512P7QoUMICgqy3/bw8IBer4fNZrPf19ra\ninHjxsHDgyOBiPo+znAi9+IzjagLiYmJKCwsRMd1FquqqtDW1obS0lJcv37dft/Zs2eRkJCAl156\nCZmZmdi1axcaGxuRk5ODAwcO4IknnrA/pk6nw9q1a9HQ0IDKykpMmDABy5cvd8idMWMGGhoaUF9f\nj7y8PAwfPhz33Xef/ZdUfn4+/vznP2P37t2or6/HTz/9hLS0NHtPnU4HnU53x6/Pz88POTk59ts5\nOTnw8/Nzal8iItVxhhO5FxcQRF2IjY1Fa2srSktLAQBmsxkzZ85ESEiIw33BwcFobGzEhx9+iE8/\n/RQmkwkeHh4wGo3Yu3cvcnNzcejQoZsef9iwYXj88ccdXr0C4PBLZNKkSXj//feRmJiIdevWAQCO\nHj2K6dOnIyoqCgAwevRoLF26FKNGjerW17d06VLs3LnTfnvnzp1IT08HL0xPRP0BZziRe3EBQdSF\nIUOGwGQyIT8/HwBQUFCA+Ph4xMXFoaCgwH5fQkIC8vLyYDAYEBsb6/AYBoMB06ZNw/79++33dQz3\npqYmfPbZZzCZTHfssnDhQpjNZgDAtGnT8O2332LdunX47rvvcO3atR59fQsWLEBBQQHq6+tRW1uL\nw4cPY8GCBT16LCIi1XCGE7kXFxBEt5CYmGj/RXP48GEkJCQgPj7efp/ZbEZiYiJqamoQEBDQ5WME\nBASgpqYGQPsvnr/97W8YPXo0vL29UVhYaD/29nYCAgJw+fJlAEBcXBy++OILlJSU4OGHH8Zdd92F\n1atX29+Sd9awYcMwf/587N69G3v27MGCBQswbNiwbj0GEZHKOMOJ3IcLCKJbSEhIwOHDh1FbW4uL\nFy9i8uTJmD59OgoLC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"text": "<matplotlib.figure.Figure at 0x6231eb0>"
}
],
"prompt_number": 62
},
{
"cell_type": "markdown",
"metadata": {},
"source": "<h4> IQ Transformation </h4>\n\nUses the transformation from Aeoli Pera:\n\n$$ IQ = 15 \\frac{V - 5.965}{2.148} + 100 $$\n\nIQ vs WORDSUM scores are given below, for each answer in GOD:"
},
{
"cell_type": "code",
"collapsed": false,
"input": "# get IQ data for plotting\niqVals = [0]*6\nprint \"Total Number of Data Points: %d\"%len(actData)\nfor i in range(1,7):\n iqVals[i-1] = actData.loc[actData.GOD == i, \"IQ\"].value_counts()\n print \"Number of data points for God = %d : %d\"%(i,sum(iqVals[i-1]))\n # convert to frequency, then percentage\n iqVals[i-1] /= iqVals[i-1].sum()\n iqVals[i-1] = iqVals[i-1]*100\n # sort for easy plotting\n iqVals[i-1] = iqVals[i-1].sort_index()\n\n# plot\nfig = pylab.figure(figsize=(10,7))\nax = fig.add_subplot(111)\nfor i in range(0,6):\n ax.plot(iqVals[i].index,iqVals[i],label = \"GOD = %d\"%(i+1))\nax.set_ylim(0,30)\nax.set_ylabel(\"Percentage\")\nax.set_xlabel(\"IQ\")\nax.legend(loc=\"best\")\npylab.title(\"Comparison of IQ Values\\nGSS 1972-2012\");",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Total Number of Data Points: 9858\nNumber of data points for God = 1 : 264\nNumber of data points for God = 2 : 469\nNumber of data points for God = 3 : 890\nNumber of data points for God = 4 : 404\nNumber of data points for God = 5 : 1662\nNumber of data points for God = 6 : 6169"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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/hBBCiJEy1MX/FRUV8PDwwEcffYQJEya02G/8+PHw9PTEhg0bNI5PnToVXbt2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\n",
"text": "<matplotlib.figure.Figure at 0x5465490>"
}
],
"prompt_number": 49
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Comparing the extremes (1 is atheist, 6 is non-doubting theist):"
},
{
"cell_type": "code",
"collapsed": false,
"input": "# plot just two of the values for comparison\nfig = pylab.figure(figsize=(10,7))\nax = fig.add_subplot(111)\nax.plot(iqVals[0].index,iqVals[0],marker='o',label = \"GOD = 1\")\nax.plot(iqVals[-1].index,iqVals[-1],marker='o',label = \"GOD = 6\")\nax.set_ylim(0,30)\nax.set_ylabel(\"Percentage\")\nax.set_xlabel(\"IQ\")\nax.legend(loc=\"best\")\npylab.title(\"Comparison of IQ Values\\nGSS 1972-2012\");",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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qzsjIwMcffwwvLy9Ur14dPXv2LJfjFIWNmZHy9/eXuwSDxFykMRdtzEQac5HG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\nP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CrU19fjgQcegIuLC44fP466ujosXrwYaWlp+Oyzz+Quk4gIarkLICKyBSEE3njjDfTp\n0wdr1641b09NTUV5eTmef/55zJw5U8YKiYh4xYyIFGT37t2Szdfs2bNRXl6O06dPy1AVEdENbMyI\nSDFqa2vh5+dnsf36ttraWluXRETUCRszIlIMb29vXLx40WJ7ZWUlAECr1dq6JCKiTtiYEZFixMfH\nY+vWrRBCdNq+efNmhISEICgoSKbKiIg6sDEjIkVQqVRYvHgxrly5goULF6K6uhqtra3IzMzE0qVL\n8frrr8tdIhERGzMiUg4vLy8UFhaitbUVkZGRcHd3x/z587Fp0yZMnz5d7vKIiKASP7+mT0SkENeu\nXcPo0aORkJCAv/71r3KXQ0TEK2ZEpFzu7u7YuXMnPDw8zF8AICKSE6+YEREREdkJXjEjIiIishNs\nzIiIiIjsBBszIiIiIjvBxoyIiIjITrAxIyIiIrITbMyIiIiI7MT/A4UVvXc7kWr5AAAAAElFTkSu\nQmCC\n",
"text": "<matplotlib.figure.Figure at 0x680ff70>"
}
],
"prompt_number": 53
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Same plots as above, but restricted to only the most recent survey results (2012):"
},
{
"cell_type": "code",
"collapsed": false,
"input": "# repeat, but restrict to 2012\n# This data will have very few data points, so it's not very reliable\nprint \"Total Number of Data Points: %d\"%sum(actData.loc[(actData.YEAR == 2012), \"IQ\"].value_counts())\n# get IQ data for plotting\niqValsByYear = [0]*6\nfor i in range(1,7):\n iqValsByYear[i-1] = actData.loc[(actData.GOD == i) & (actData.YEAR == 2012), \"IQ\"].value_counts()\n print \"Number of data points for God = %d : %d\"%(i,sum(iqValsByYear[i-1]))\n # convert to frequency, then percentage\n iqValsByYear[i-1] /= iqVals[i-1].sum()\n iqValsByYear[i-1] = iqVals[i-1]*100\n # sort for easy plotting\n iqValsByYear[i-1] = iqVals[i-1].sort_index()\n\n# plot\nfig = pylab.figure(figsize=(10,7))\nax = fig.add_subplot(111)\nfor i in range(0,6):\n ax.plot(iqValsByYear[i].index,iqValsByYear[i],label = \"GOD = %d\"%(i+1))\nax.set_ylim(0,30)\nax.set_ylabel(\"Percentage\")\nax.set_xlabel(\"IQ\")\nax.legend(loc=\"best\")\npylab.title(\"Comparison of IQ Values\\nGSS 2012\");",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Total Number of Data Points: 1270\nNumber of data points for God = 1 : 46\nNumber of data points for God = 2 : 75\nNumber of data points for God = 3 : 142\nNumber of data points for God = 4 : 52\nNumber of data points for God = 5 : 209\nNumber of data points for God = 6 : 746\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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yySeZNGkSwcHB3H777dTV1bFmzRr27t2ru6lfKUV+fj7r1q1j/fr1bNiwodEx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\n",
"text": "<matplotlib.figure.Figure at 0x5762e30>"
}
],
"prompt_number": 58
},
{
"cell_type": "code",
"collapsed": false,
"input": "# plot just two of the values for comparison\nfig = pylab.figure(figsize=(10,7))\nax = fig.add_subplot(111)\nax.plot(iqValsByYear[0].index,iqValsByYear[0],marker='o',label = \"GOD = 1\")\nax.plot(iqValsByYear[-1].index,iqValsByYear[-1],marker='o',label = \"GOD = 6\")\nax.set_ylim(0,30)\nax.set_ylabel(\"Percentage\")\nax.set_xlabel(\"IQ\")\nax.legend(loc=\"best\")\npylab.title(\"Comparison of IQ Values\\nGSS 2012\");",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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05qKNmUhjLtKMKpf8AsnF5fkHv9R18/LKtL2DgwNSUlKgVqtLlv3++++IiYmB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FbhL4lDcN8g9zv+PqaWNtTkHkblro5mzNTUbDnmFhkC32kToHt0AlzDAju9Li8rG7s+/AhoawN6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\nQmCC\n",
"text": "<matplotlib.figure.Figure at 0x4f73fb0>"
}
],
"prompt_number": 59
},
{
"cell_type": "code",
"collapsed": false,
"input": "# this enables the nice CSS styling\nfrom IPython.core.display import HTML\ndef css_styling():\n styles = open(\"styles/custom.css\", \"r\").read()\n return HTML(styles)\ncss_styling()",
"language": "python",
"metadata": {},
"outputs": [
{
"html": "<style>\n @font-face {\n font-family: \"Computer Modern\";\n src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n }\n div.cell{\n width:800px;\n margin-left:16% !important;\n margin-right:auto;\n }\n h1 {\n font-family: Helvetica, serif;\n }\n h4{\n margin-top:12px;\n margin-bottom: 3px;\n }\n div.text_cell_render{\n font-family: Computer Modern, \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;\n line-height: 145%;\n font-size: 120%;\n width:800px;\n margin-left:auto;\n margin-right:auto;\n }\n div.center { \n display: block; \n margin-left: auto; \n margin-right: auto;\n }\n .CodeMirror{\n font-family: \"Source Code Pro\", source-code-pro,Consolas, monospace;\n }\n .prompt{\n display: None;\n }\n .text_cell_render h5 {\n font-weight: 300;\n font-size: 16pt;\n color: #4057A1;\n font-style: italic;\n margin-bottom: .5em;\n margin-top: 0.5em;\n display: block;\n }\n \n .warning{\n color: rgb( 240, 20, 20 )\n }\n table.center {\n margin-left:auto; \n margin-right:auto;\n }\n svgMain {margin-left:auto; margin-right: auto;display:block;}\n\n \n</style>\n<script>\n MathJax.Hub.Config({\n \"SVG\": {\n scale: 10\n },\n TeX: {\n extensions: [\"AMSmath.js\",\"enclose.js\"]\n },\n tex2jax: {\n inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ],\n displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ]\n },\n displayAlign: 'center', // Change this to 'center' to center equations.\n \"HTML-CSS\": {\n styles: {'.MathJax_Display': {\"margin\": 4}}\n }\n });\n</script>\n",
"metadata": {},
"output_type": "pyout",
"prompt_number": 1,
"text": "<IPython.core.display.HTML at 0x31f1a30>"
}
],
"prompt_number": 1
}
],
"metadata": {}
}
]
}
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