test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Number of drivers involved in fatal collisions per billion miles</th>\n",
       "      <th>Percentage Of Drivers Involved In Fatal Collisions Who Were Speeding</th>\n",
       "      <th>Percentage Of Drivers Involved In Fatal Collisions Who Were Alcohol-Impaired</th>\n",
       "      <th>Percentage Of Drivers Involved In Fatal Collisions Who Were Not Distracted</th>\n",
       "      <th>Percentage Of Drivers Involved In Fatal Collisions Who Had Not Been Involved In Any Previous Accidents</th>\n",
       "      <th>Car Insurance Premiums ($)</th>\n",
       "      <th>Losses incurred by insurance companies for collisions per insured driver ($)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>18.8</td>\n",
       "      <td>39</td>\n",
       "      <td>30</td>\n",
       "      <td>96</td>\n",
       "      <td>80</td>\n",
       "      <td>784.55</td>\n",
       "      <td>145.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>18.1</td>\n",
       "      <td>41</td>\n",
       "      <td>25</td>\n",
       "      <td>90</td>\n",
       "      <td>94</td>\n",
       "      <td>1053.48</td>\n",
       "      <td>133.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>18.6</td>\n",
       "      <td>35</td>\n",
       "      <td>28</td>\n",
       "      <td>84</td>\n",
       "      <td>96</td>\n",
       "      <td>899.47</td>\n",
       "      <td>110.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>22.4</td>\n",
       "      <td>18</td>\n",
       "      <td>26</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>827.34</td>\n",
       "      <td>142.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>California</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35</td>\n",
       "      <td>28</td>\n",
       "      <td>91</td>\n",
       "      <td>89</td>\n",
       "      <td>878.41</td>\n",
       "      <td>165.63</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        State  \\\n",
       "0     Alabama   \n",
       "1      Alaska   \n",
       "2     Arizona   \n",
       "3    Arkansas   \n",
       "4  California   \n",
       "\n",
       "   Number of drivers involved in fatal collisions per billion miles  \\\n",
       "0                                               18.8                  \n",
       "1                                               18.1                  \n",
       "2                                               18.6                  \n",
       "3                                               22.4                  \n",
       "4                                               12.0                  \n",
       "\n",
       "   Percentage Of Drivers Involved In Fatal Collisions Who Were Speeding  \\\n",
       "0                                                 39                      \n",
       "1                                                 41                      \n",
       "2                                                 35                      \n",
       "3                                                 18                      \n",
       "4                                                 35                      \n",
       "\n",
       "   Percentage Of Drivers Involved In Fatal Collisions Who Were Alcohol-Impaired  \\\n",
       "0                                                 30                              \n",
       "1                                                 25                              \n",
       "2                                                 28                              \n",
       "3                                                 26                              \n",
       "4                                                 28                              \n",
       "\n",
       "   Percentage Of Drivers Involved In Fatal Collisions Who Were Not Distracted  \\\n",
       "0                                                 96                            \n",
       "1                                                 90                            \n",
       "2                                                 84                            \n",
       "3                                                 94                            \n",
       "4                                                 91                            \n",
       "\n",
       "   Percentage Of Drivers Involved In Fatal Collisions Who Had Not Been Involved In Any Previous Accidents  \\\n",
       "0                                                 80                                                        \n",
       "1                                                 94                                                        \n",
       "2                                                 96                                                        \n",
       "3                                                 95                                                        \n",
       "4                                                 89                                                        \n",
       "\n",
       "   Car Insurance Premiums ($)  \\\n",
       "0                      784.55   \n",
       "1                     1053.48   \n",
       "2                      899.47   \n",
       "3                      827.34   \n",
       "4                      878.41   \n",
       "\n",
       "   Losses incurred by insurance companies for collisions per insured driver ($)  \n",
       "0                                             145.08                             \n",
       "1                                             133.93                             \n",
       "2                                             110.35                             \n",
       "3                                             142.39                             \n",
       "4                                             165.63                             "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deaths = pd.read_csv('auto_fatalities.csv', encoding='utf-8')\n",
    "deaths.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "deaths.columns = ['State',\n",
    "       'Number in fatal collisions per 1e9 miles',\n",
    "       'Speeding',\n",
    "       'Alcohol-Impaired',\n",
    "       'Not Distracted',\n",
    "       'No Previous Accidents',\n",
    "       'Car Insurance Premiums (USD)',\n",
    "       'Losses incurred by insurance companies for collisions per insured driver (USD)']\n",
    "\n",
    "deaths['Distracted'] = 100 - deaths['Not Distracted']\n",
    "deaths.drop('Not Distracted', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Number in fatal collisions per 1e9 miles</th>\n",
       "      <th>Speeding</th>\n",
       "      <th>Alcohol-Impaired</th>\n",
       "      <th>No Previous Accidents</th>\n",
       "      <th>Car Insurance Premiums (USD)</th>\n",
       "      <th>Losses incurred by insurance companies for collisions per insured driver (USD)</th>\n",
       "      <th>Distracted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>18.8</td>\n",
       "      <td>39</td>\n",
       "      <td>30</td>\n",
       "      <td>80</td>\n",
       "      <td>784.55</td>\n",
       "      <td>145.08</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>18.1</td>\n",
       "      <td>41</td>\n",
       "      <td>25</td>\n",
       "      <td>94</td>\n",
       "      <td>1053.48</td>\n",
       "      <td>133.93</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>18.6</td>\n",
       "      <td>35</td>\n",
       "      <td>28</td>\n",
       "      <td>96</td>\n",
       "      <td>899.47</td>\n",
       "      <td>110.35</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>22.4</td>\n",
       "      <td>18</td>\n",
       "      <td>26</td>\n",
       "      <td>95</td>\n",
       "      <td>827.34</td>\n",
       "      <td>142.39</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>California</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35</td>\n",
       "      <td>28</td>\n",
       "      <td>89</td>\n",
       "      <td>878.41</td>\n",
       "      <td>165.63</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        State  Number in fatal collisions per 1e9 miles  Speeding  \\\n",
       "0     Alabama                                      18.8        39   \n",
       "1      Alaska                                      18.1        41   \n",
       "2     Arizona                                      18.6        35   \n",
       "3    Arkansas                                      22.4        18   \n",
       "4  California                                      12.0        35   \n",
       "\n",
       "   Alcohol-Impaired  No Previous Accidents  Car Insurance Premiums (USD)  \\\n",
       "0                30                     80                        784.55   \n",
       "1                25                     94                       1053.48   \n",
       "2                28                     96                        899.47   \n",
       "3                26                     95                        827.34   \n",
       "4                28                     89                        878.41   \n",
       "\n",
       "   Losses incurred by insurance companies for collisions per insured driver (USD)  \\\n",
       "0                                             145.08                                \n",
       "1                                             133.93                                \n",
       "2                                             110.35                                \n",
       "3                                             142.39                                \n",
       "4                                             165.63                                \n",
       "\n",
       "   Distracted  \n",
       "0           4  \n",
       "1          10  \n",
       "2          16  \n",
       "3           6  \n",
       "4           9  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deaths.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x297251e8ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(deaths['Car Insurance Premiums (USD)'], deaths['Losses incurred by insurance companies for collisions per insured driver (USD)'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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001pYte9V0QQhIiHgj/lbhhpjZia/hXOwe5BFcxu44rylrF3cUpHk0NmfYOvu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\neu4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2973092e5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(deaths['Car Insurance Premiums (USD)'], deaths['Losses incurred by insurance companies for collisions per insured driver (USD)'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WSTqzxe5XA2uAu4BPA38z1usDo1RC2Wwy0Qv9VDUqTlVJxDrH1YSj01g9JSTd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\nMDOzppwgzMysqf8fGJfu3vgUOLUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29730b05d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(deaths['Number in fatal collisions per 1e9 miles'], deaths['Losses incurred by insurance companies for collisions per insured driver (USD)'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cEu4jwMxsU7UnNLOfSPoIcDtwDPghkJ3v9OUOU+a41wPXQ1BypFq5nIXTihlA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29730b82278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(deaths['Number in fatal collisions per 1e9 miles'], deaths['Car Insurance Premiums (USD)'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Number in fatal collisions per 1e9 miles</th>\n",
       "      <th>Speeding</th>\n",
       "      <th>Alcohol-Impaired</th>\n",
       "      <th>No Previous Accidents</th>\n",
       "      <th>Car Insurance Premiums (USD)</th>\n",
       "      <th>Losses incurred by insurance companies for collisions per insured driver (USD)</th>\n",
       "      <th>Distracted</th>\n",
       "      <th>diff_speed_alc</th>\n",
       "      <th>diff_speed_distracted_v_alc</th>\n",
       "      <th>diff_speed_distracted_v_speeding</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>18.8</td>\n",
       "      <td>39</td>\n",
       "      <td>30</td>\n",
       "      <td>80</td>\n",
       "      <td>784.55</td>\n",
       "      <td>145.08</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>-26</td>\n",
       "      <td>-35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>18.1</td>\n",
       "      <td>41</td>\n",
       "      <td>25</td>\n",
       "      <td>94</td>\n",
       "      <td>1053.48</td>\n",
       "      <td>133.93</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>-15</td>\n",
       "      <td>-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>18.6</td>\n",
       "      <td>35</td>\n",
       "      <td>28</td>\n",
       "      <td>96</td>\n",
       "      <td>899.47</td>\n",
       "      <td>110.35</td>\n",
       "      <td>16</td>\n",
       "      <td>7</td>\n",
       "      <td>-12</td>\n",
       "      <td>-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>22.4</td>\n",
       "      <td>18</td>\n",
       "      <td>26</td>\n",
       "      <td>95</td>\n",
       "      <td>827.34</td>\n",
       "      <td>142.39</td>\n",
       "      <td>6</td>\n",
       "      <td>-8</td>\n",
       "      <td>-20</td>\n",
       "      <td>-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>California</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35</td>\n",
       "      <td>28</td>\n",
       "      <td>89</td>\n",
       "      <td>878.41</td>\n",
       "      <td>165.63</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>-19</td>\n",
       "      <td>-26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        State  Number in fatal collisions per 1e9 miles  Speeding  \\\n",
       "0     Alabama                                      18.8        39   \n",
       "1      Alaska                                      18.1        41   \n",
       "2     Arizona                                      18.6        35   \n",
       "3    Arkansas                                      22.4        18   \n",
       "4  California                                      12.0        35   \n",
       "\n",
       "   Alcohol-Impaired  No Previous Accidents  Car Insurance Premiums (USD)  \\\n",
       "0                30                     80                        784.55   \n",
       "1                25                     94                       1053.48   \n",
       "2                28                     96                        899.47   \n",
       "3                26                     95                        827.34   \n",
       "4                28                     89                        878.41   \n",
       "\n",
       "   Losses incurred by insurance companies for collisions per insured driver (USD)  \\\n",
       "0                                             145.08                                \n",
       "1                                             133.93                                \n",
       "2                                             110.35                                \n",
       "3                                             142.39                                \n",
       "4                                             165.63                                \n",
       "\n",
       "   Distracted  diff_speed_alc  diff_speed_distracted_v_alc  \\\n",
       "0           4               9                          -26   \n",
       "1          10              16                          -15   \n",
       "2          16               7                          -12   \n",
       "3           6              -8                          -20   \n",
       "4           9               7                          -19   \n",
       "\n",
       "   diff_speed_distracted_v_speeding  \n",
       "0                               -35  \n",
       "1                               -31  \n",
       "2                               -19  \n",
       "3                               -12  \n",
       "4                               -26  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deaths['diff_speed_alc'] = deaths['Speeding'] - deaths['Alcohol-Impaired']\n",
    "deaths['diff_speed_distracted_v_alc'] = deaths['Distracted'] - deaths['Alcohol-Impaired']\n",
    "deaths['diff_speed_distracted_v_speeding'] = deaths['Distracted'] - deaths['Speeding']\n",
    "deaths.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WdHMZswOwpe2HJDWADwPbUn3uc4E5PVxnqu2TASSdD+wL/Ly1k6QpwBSAzs7O\nZbnXiIiI2kugsxSSvg/sAvwFeATYujvzQlVlfNNy/qKyNfW4pJuA8cAzwCzbD5X+uwA/s/1Cmft1\nwUuxu6TjgLWANwP30kOgY3saMA2g0Wh4ee81IiKijhLovNa9VFkXAGx/TtK6QBdVdfHP2766eYCk\nvZcy33PNXfu6uKSRwBlAw/ZvJJ0EjOz/8iMiIqJZntF5rRuAkZI+29S2Vnm9GvispNUBJG0m6Y3A\nzcDk8gxPB7AbMKuHuW8FPiRppKRRwD499OkOap4sfSb10CciIiL6KRmdJrYt6QDgO2X7aBFVVuZL\nwMXAGGBueUB4EXAAMAPYEbgHMHCc7d9LGtsy92xJl5V+j1Blif7U0uePks6ienj5YWD2CrrViIiI\ntiA7j3cMFUmjbD8raS2qTNAU2709/NxvjUbDXV1dy7/AiF6kBERErGwkzbHd6KtfMjpDa5qkzam2\nqM4djCAnIiIiepdAZwh1/whhxKommZCIWFXlYeSIiIiorQQ6ERERUVvZuoqItnHhOe8f7iVEP33s\nsKv77hTRD8noRERERG0l0ImIiIjaSqDTT5KebXl/mKSpK+haG0i6pBw3JJ2+Iq4TERFRd3lGZyVk\n+3eU8g+2u6h+RTkiIiIGKBmdQSDpQ5LuknS3pOskrVfaF0haR5U/SPr70n6+pD0ljZF0i6S55W+n\ncn6MpIXleIKky4fv7iIiIlZdCXT6b01J87r/gJObzt0KvNv2tsB04LjSfhuwM7AF8CCwa2l/N3An\n8ASwl+3tgMlAv7eoJE2R1CWpa9GiRctzXxEREbWVrav+e8H2uO43kg4DumtsvB34saT1gTcAD5X2\nW6iqmT8C/AcwRdKGwFOl5tVoYKqkccASYLP+Lsb2NGAaVLWulufGIiIi6ioZncHxPWCq7a2Az1DV\nsoKqcOeu5W8mVcXzSVQBEMAxwOPANlRB0xuGbskRERH1l0BncIwGfluOD+1utP0bYF1gU9sPUm1x\nHcurgc5o4DHbrwCfAEYM2YojIiLaQAKdwXEScLGkW4AnW87dBTxQjm8BNqQKeADOAA6VdCfVttVz\nK36pERER7UN2Hu9Y1TUaDXd15RvoEX1JCYhVR0pARF8kzbHd6KtfMjoRERFRW/nWVUS0jWQJItpP\nMjoRERFRWwl0IiIioraydRURbePsc9833EsYEp889JrhXkLESiMZnYiIiKitBDoRERFRWwl0loOk\nZ3tpP0csXMGhAAAgAElEQVTSpD7GzpTU5/f/IyIiYtkl0ImIiIjaSqAzCFSZKuk+SVcAb206d4Kk\n2ZIWSpomSU1DPyJplqQHJO1a+o+U9ENJCyTdLWn3ob6fiIiIukigMzgmAu8CtgI+DezUdG6q7fG2\ntwTWBPZtOrea7R2Ao4ETS9vnAEol9IOBcyWNpIWkKZK6JHUtWrRo0G8oIiKiDhLoDI7dgItsL7H9\nO+CGpnO7S7pL0gJgD2CLpnM/Ka9zgDHleBfgfADb9wOPUBX8fA3b02w3bDc6OjoG9WYiIiLqIr+j\nM3heVx21ZGLOABq2fyPpJKA5O7O4vC7h1X+L5q2tiIiIWA7J6AyOm4GDJI2QtD7Q/VxNd1DzpKRR\nwFK/idU01yEAkjYDOoFfDvJ6IyIi2kIyOoNjBtW21ALgAeAmANt/lHRWaX8YmN2Puc4AzixbXS8D\nh9le3MeYiIiI6EECneVge1R5NfCPvfT5KvDVHtonNB0/SXlGx/aLwGGDvtiIiIg2lK2riIiIqK1k\ndCKibaTYZUT7SUYnIiIiaiuBTkRERNRWtq4iom38x4/ev1zjP/vxqwdpJRExVJLRiYiIiNpKoBMR\nERG1lUBnACQ9W17HSFpYjidIurwc7yfp+GWcewNJlwzeaiMiIiLP6Awi25cBly3j2N/RvxIRERER\n0U/J6AwiSYdJmlqOz5F0uqTbJT0oaVJpl6TTJC2UtEDS5NLenCXaQtIsSfMkzZe06fDdVURExKor\nGZ0Va31gF2AsVabnEuBAYBywDbAuMFvSzS3jjgS+a/sCSW8ARrROLGkKMAWgs7Nzhd1ARETEqiwZ\nnRXrp7ZfsX0fsF5p2wW4yPYS249TFQAd3zLuDuDLkr4EbGz7hdaJbU+z3bDd6OjoWJH3EBERscpK\noLNiNVcdV8trr2xfCOwHvABcLWmPFbC2iIiI2kugM/RuBiZLGiGpA9gNmNXcQdI7gQdtn0615bX1\n0C8zIiJi1ZdAZ+jNAOYD9wA3AMfZ/n1Ln8nAQknzqJ7vOW9olxgREVEPsj3ca4jl1Gg03NXVNdzL\niFjppQRERH1ImmO70Ve/ZHQiIiKitvL18ohoG8nIRLSfZHQiIiKithLoRERERG1l6yoihsS3L1y+\nB4EHwxc+lq2riHaTjE5ERETUVgKdiIiIqK0EOr2Q9OwA+0+QdHk53k/S8StmZREREdFfeUZnBbB9\nGVXphoiIiBhGyej0oWRqZkq6RNL9ki6QpHLuA6XtVuDApjGHSZpajj8k6S5Jd0u6TtJ6pf0kSWeX\nuR+UdFTT+J9KmiPpXklThviWIyIiaiOBTv9sCxwNbA68E9hZ0kjgLOBDwK7A23oZeyvwbtvbAtOB\n45rOjQXeD+wAnChp9dL+SdvbAw3gKElvaZ1U0hRJXZK6Fi1atNw3GBERUUcJdPpnlu1Hbb8CzAPG\nUAUpD9n+lauCYT/qZezbgaslLQC+CGzRdO4K24ttPwk8AaxX2o+SdA9wJ7ARsGnrpLan2W7YbnR0\ndAzCLUZERNRPAp3+Wdx0vIRXn23qT0XU7wFTbW8FfAYYubR5JU0A9gR2tL0NcHfLmIiIiOinBDrL\n7n7gHZI2Ke8P7qXfaOC35fjQfsw7Gnja9vOSxgLvXr5lRkREtK8EOsvI9ovAFOCK8jDyI710PQm4\nWNItwJP9mPoqqszOfODrVNtXERERsQxUPV4Sq7JGo+Gurq7hXkbEUqUEREQMJklzbDf66peMTkRE\nRNRWfjAwIoZEsikRMRyS0YmIiIjaSqATERERtZWtq4ia++cfD/9DwCuLr07O9llEu0lGJyIiImor\ngU5ERETUVgKdQSbp2eFeQ0RERFQS6ERERERtJdBZQVQ5TdJCSQskTS7tZ0jarxzPkHR2OT5C0j+X\n459KmiPpXklThu8uIiIiVm351tWKcyAwDtgGWBeYLelm4GZgV+AyYENg/dJ/F2B6Of6k7ackrVnG\nXWr7D82TlwBoCkBnZ+eKvpeIiIhVUjI6K84uwEW2l9h+HLgJGA/cAuwqaXPgPuBxSesDOwK3l7FH\nSbqHqqDnRsCmrZPbnma7YbvR0dExBLcTERGx6klGZ8VRT422fyvpTcAHqLI7bwY+Cjxr+8+SJgB7\nAjvafl7STGDk0Cw5IiKiXpLRWXFuBiZLGiGpA9gNmFXO3QEcXfrcAhxbXgFGA0+XIGcs8O6hXXZE\nRER9JNBZcWYA84F7gBuA42z/vpy7BVjN9v8F5lJldboDnauA1STNB75OtX0VERERyyBbV4PM9qjy\nauCL5a+1z38C/1mOXwLe2HRuMfDBIVlsREREzSWjExEREbWVjE5EzaWQZUS0s2R0IiIiorYS6ERE\nRERtZesqItrGcZd8YIVf45uTrlrh14iI/ktGJyIiImorgU5ERETUVgKdPkh6tul4b0m/kpQqmhER\nEauAPKPTT5LeC3wPeJ/t/x7u9URERETfktHpB0m7AmcB+9j+dWn7kKS7JN0t6TpJ65X2kySdLWmm\npAclHVXa3yjpCkn3SFooaXJpP0HS7NI2TZJK+1GS7pM0X9L04bnziIiIVVsCnb6tAfwMOMD2/U3t\ntwLvtr0tMB04runcWOD9wA7AiZJWp6pW/jvb29jekqqmFcBU2+NL25rAvqX9eGBb21sDR7YuStIU\nSV2SuhYtWjRoNxsREVEnCXT69hJwO3BES/vbgaslLaCqZ7VF07krbC+2/STwBLAesADYU9I3JO1q\n+0+l7+4lM7QA2KNpnvnABZI+Drzcuijb02w3bDc6OjoG6VYjIiLqJYFO314BPgqMl/TlpvbvUWVj\ntgI+A4xsOre46XgJVaXyB4DtqQKefy1bViOBM4BJZZ6zmubZB/h+GTNHUp6nioiIGKAEOv1g+3mq\nLaVDJHVndkYDvy3Hh/Y1h6QNgOdt/wj4FrAdrwY1T0oaBUwqff8G2Mj2jVRbYusAowbpdiIiItpG\nsgT9ZPspSR8Abpb0JHAScLGk3wJ3Au/oY4qtgNMkvUK1HfZZ23+UdBZVludhYHbpOwL4kaTRgIDv\n2P7jYN9TRERE3SXQ6YPtUU3Hv+G1Ac3Peuh/Usv7Lcvhw8Drykjb/irw1R4uvcvAVxsRERHNsnUV\nERERtZWMTkS0jRTcjGg/yehEREREbSXQiYiIiNrK1lVEDInDZ3xguJfADydm6yqi3SSjExEREbXV\nloGOpGebjveW9CtJncswzzqS/mE51nGYpKnLOj4iIiKWri0DnW6S3ktVyuEDtv97GaZYB1jmQCci\nIiJWrLYNdCTtSlVbah/bvy5tHZIulTS7/O1c2k+SdLakmZIelHRUmeZUYBNJ8ySdJmmCpMubrjFV\n0mHleLyk2yXdI2mWpLVb1rOPpDskbSTpoVLxHEl/K+nh7vcRERHRf+36MPIaVL9qPMH2/U3t36Uq\nt3Br2cq6Gvgf5dxYYHdgbeCXkv4DOB7Y0vY4AEkTerqYpDcAPwYm254t6W+BF5rOTwS+AOxt+2lJ\nM6mKev4UOAi41PZLg3LnERERbaRdA52XgNuBI4D/1dS+J7C5pO73f9uUebnC9mJgsaQngPUGcL13\nAY/Zng1g+xmAcp3dgQbwvu524AdUxTx/ChwOfLp1QklTgCkAnZ0DfrwoIiKiLbTr1tUrwEeB8ZK+\n3NT+N8COtseVvw1t/7mcW9zUbwk9B4kv89rPtLs6uQD3spYHqbJEm3U32L4NGCPpPcAI2wtbB9me\nZrthu9HR0dHrjUZERLSzdg10sP08sC9wiKQjSvM1wD9295E0ro9p/kwVpHR7hCojtEapPP7e0n4/\nsIGk8WXetSWt1jTmQOA8SVs0zXUecBHwwwHfXERERABtHOgA2H4K+ADwVUn7A0cBDUnzJd0HHNnH\n+D8At0laKOm0Ut38/wfmAxcAd5d+fwEmA9+TdA9wLa9me7D9S+AQ4GJJm5TmC4A3UQU7ERERsQxk\n97ajEsNJ0iRgf9uf6Ktvo9FwV1fXEKwqYtnll5EjYjBJmmO70Ve/dn0YeaUm6XvAB4G9h3stERER\nq7IEOish258f7jVERETUQQKdiBgS2TaKiOHQ1g8jR0RERL0l0ImIiIjaytZVRLSND/7s4OUa/4v9\n82sPEauaZHQiIiKittou0JH07CDMsYGkS/roc/vyXiciIiKWT7auloHt3wGT+uiz0xAtJyIiInrR\ndhmdnkjaWNL1pfTD9ZI6S/s55ReKu/s9W17HSFpYjreQNEvSvDJ+05a+o8qccyUtKKUmuuf4L0ln\nSbpX0jWS1iznPi1ptqR7JF0qaa2h/UQiIiLqIYFOZSpwnu2tqWpMnT6AsUcC37U9DmgAj7acfxGY\naHs7YHfg3ySpnNsU+L7tLYA/Ah8u7T+xPd72NsB/AUcQERERA5atq8qOVBXEAc4HvjmAsXcAX5H0\ndqoA5Vct5wWcImk34BVgQ2C9cu4h2/PK8RxgTDneUtI/A+sAo4CrWy8qaQowBaCzs3MAy42IiGgf\nyej0rLvS6cuUz6hkYd7wuo72hcB+wAvA1ZL2aOlyCNABbF+yPo/zauXyxU39lvBq4HkO8I+2twK+\n1tS/+brTbDdsNzo6OgZ8gxEREe0ggU7lduCgcnwIcGs5fhjYvhzvD6zeOlDSO4EHbZ8OXAZs3dJl\nNPCE7Zck7Q5s3I/1rA08Jmn1sp6IiIhYBu24dbWWpObnaL4NHAWcLemLwCLg8HLuLOBnkmYB1wPP\n9TDfZODjkl4Cfg+c3HL+AuDnkrqAecD9/VjjPwF3AY8AC6gCn4iIiBgg2e67V6zUGo2Gu7q6hnsZ\nESu9/DJyRH1ImmO70Ve/bF1FREREbSXQiYiIiNpqx2d0IqJNZespov0koxMRERG1lUAnIiIiaitb\nVxHRNj7402OGewkrhV8c8J3hXkLEkElGJyIiImorgc4ykGRJ5ze9X03SIkmX9zGuIWkgBUMjIiJi\nOWTratk8R1V4c03bLwB7Ab/ta5DtLiC/7BcRETFEktFZdr8A9inHBwN//d6qpB0k3S7p7vL6rtI+\noTvrI+kkSWdLminpQUlHNY3/uKRZkuZJ+v8kjRjC+4qIiKiNBDrLbjpwkKSRVIU872o6dz+wm+1t\ngROAU3qZYyzwfmAH4ERJq0v6H1T1s3Yu1c6XkMKeERERyyRbV8vI9nxJY6iyOVe2nB4NnCtpU8D0\nUPW8uML2YmCxpCeA9YD3UlVMny0JYE3gidaBkqYAUwA6OzuX93YiIiJqKYHO8rkM+BYwAXhLU/vX\ngRttTyzB0Mxexi9uOl5C9e8h4Fzb/2dpF7Y9DZgGVVHPgS89IiKi/rJ1tXzOBk62vaClfTSvPpx8\n2ADnvB6YJOmtAJLeLGnj5VplREREm0qgsxxsP2r7uz2c+ibwr5JuAwb0ILHt+4CvAtdImg9cC6y/\n3IuNiIhoQ9m6Wga2R/XQNpOyRWX7DmCzptP/1EOfk1rGb9l0/GPgx4O55oiIiHaUjE5ERETUVgKd\niIiIqK1sXUVE20gxy4j2k4xORERE1FYCnYiIiKitbF1FRNvYe8aJyzX+yolfG6SVRMRQSUYnIiIi\naqstAx1JlnR+0/vVJC3qriw+CPNPGMS5DpM0dTDmioiIaDdtGegAzwFbSlqzvN+LV0s29IukbPtF\nRESs5No10AH4BbBPOT4YuKj7hKQdJN0u6e7y+q7SfpikiyX9nKpEw/mS9m8ad4Gk/Zov0sdcP5F0\nlaRfSfpm05jDJT0g6SZg5xX2CURERNRcOwc604GDJI0Etgbuajp3P7Cb7W2BE4BTms7tCBxqew/g\nB8DhAJJGAzsBV7ZcZ2lzjQMmA1sBkyVtJGl94GtUAc5ewOaDcK8RERFtqW23X2zPlzSGKpvTGpyM\nBs6VtClgYPWmc9fafqrMcZOk75dK4wcCl9p+WVJ/57re9p8AJN0HbAysC8y0vai0/5jX1s2itE8B\npgB0dnYO/AOIiIhoA+2c0QG4DPgWTdtWxdeBG0uhzQ8BI5vOPdfS93zgEKrMzg97uMbS5lrcdLyE\nVwNP97Vw29NsN2w3Ojo6+uoeERHRlto90DkbONn2gpb20bz6cPJhfcxxDnA0gO17ezg/kLmg2kKb\nIOktklYHPtKPMREREdGDtg50bD9q+7s9nPom8K+SbgNG9DHH48B/0XM2Z0BzlfkeA04C7gCuA+b2\nNSYiIiJ6JrvPXZJYCklrAQuA7bqftxlqjUbDXV1dw3HpiFVKfhk5oj4kzbHd6KtfW2d0lpekPam+\nVfW94QpyIiIiondt+62rwWD7OiBfeYqIiFhJJdCJiLaRraeI9pOtq4iIiKitBDoRERFRW9m6iliB\n9p7xjeFeQjS5cuKXhnsJETHEktGJiIiI2lopAh1JlnR+0/vVJC2SdPkwrWfCiry2pHUk/UPT+zGS\nPrairhcREdGuVopAh6p+1JaS1izv9+LVsgl1tA7wD03vxwAJdCIiIgbZyhLoAPwC2KccH0xToU1J\nO0i6XdLd5fVdpX0LSbMkzZM0X9Kmkt4o6QpJ90haKGly6XuCpNmlbZpKiXFJfyfputJ/rqRNymVH\nSbpE0v2SLmjq/7CkdctxQ9LMcvyeso55ZZ1rl/YvluvOl9T93dZTgU1K39PK+13L+2N6uq8V9qlH\nRETU2MoU6EwHDpI0Etiaqrhlt/uB3WxvC5wAnFLajwS+a3sc0AAeBT4A/M72NqVi+FWl71Tb40vb\nmsC+pf0C4Pu2twF2Ah4r7dtSFevcHHgnsHMf6z8W+FxZy67AC5LeB2wK7ACMA7aXtBtwPPBr2+Ns\nf7G8v6W8/04v9xUREREDtNIEOrbnU23hHAxc2XJ6NHCxpIXAd4AtSvsdwJclfQnY2PYLVHWn9pT0\nDUm7NpVm2F3SXZIWAHsAW5Ssy4a2Z5Q1vGj7+dJ/Vin6+Qowr6xtaW4Dvi3pKGAd2y8D7yt/d1MV\n5xxLFfj0paf7eg1JUyR1SepatGhRP6aMiIhoPytNoFNcBnyLpm2r4uvAjSUb8yFgJIDtC4H9gBeA\nqyXtYfsBYHuqgOdfy5bVSOAMYJLtrYCzyhxayloWNx0v4dWv4r/Mq5/byO4Otk8FPkWVLbpT0tgy\n/7+WTM04239n+z/7+hB6uq8e+kyz3bDd6Ojo6GvKiIiItrSyBTpnAyfbXtDSPppXH04+rLtR0juB\nB22fThUkbS1pA+B52z+iCpq249WA5ElJo4BJALafAR6VdECZb41SjXxpHqYKpAA+3LSWTWwvsP0N\noIsqe3M18MlyTSRtKOmtwJ+BtZvmfM37nu6rjzVFRERED1aqHwy0/Sjw3R5OfRM4V9IXgBua2icD\nH5f0EvB74GRgPPw/9u483o6qTPf47yGIYQxXOdJ0JKRBHBgDbBRkMCBoKzhAsIFGEOQS8baN4KUV\nsdWIra2NEUFQjIgRGmUGEQdQIBBkygmZCCBcAihKQxCRQYgQnvtHrWMqmzNzkpOz9/P9fPbnVK1a\ntWrV5o+8vKt2vZws6UXgeeCjtp+Q9F2qLM8DwKzaGIcC35F0Uun/gT6m+QXge5JOZPnniI6VtAdV\n9udO4Oe2l0h6E3BzeZb5aeCDtu+T9OuyFPdz4ETgBUnzgOlUgVnzfUVERMQAyfZwzyFepkaj4c7O\nzuGeRnQjb0ZeteTNyBGtQ9Js242++q1qS1cRERERQyaBTkRERLSsVeoZnYhWk6WSiIjhlYxORERE\ntKwEOhEREdGysnQVESvFPpd29+aIleun+398uKcQEStZMjoRERHRsto20JFkSefW9leXtFjSlWX/\nvZJO6OX88eWFf90dO0nSXkM/64iIiBiIdl66egbYStKapWjm3iwrM4HtK6jKLwyY7c8NzRQjIiLi\n5WjbjE7xc2Cfsn0wtWKikg6XdHrZ3lDSZZLmlc9bS7dRkr4raaGkqyWtWfpPl3RA2X63pLsl3Sjp\ntFrG6M2SbpI0p/x9Q+26l0r6haR7Jf3XyvkqIiIiWk+7BzrnAweV6ubbsHztqrrTgOttb0tVJHRh\nad8cOMP2lsAT1Ip8ApRxvwO8y/auQL3M+N3A7ra3Az4HfLl2bAJVHa+tgQMlbTz4W4yIiGhfbR3o\n2J4PjKfK5vysl657At8u5yy1/efSfr/tuWV7dhmr7o1UVcjvL/s/qh0bA1xUnvM5Bdiyduwa23+2\n/RxVgdBNmickabKkTkmdixcv7v1GIyIi2lRbBzrFFcDXWD4I6a8lte2lvPSZJ/Vy7heB62xvBbyH\nqmJ5f8fF9jTbDduNjo6O5sMRERFBAh2As4GTbC/opc81wEcBJI2StF4/x74b2FTS+LJ/YO3YGJY9\n/Hx4fycbERER/df2gY7th2z39SazjwN7SFpAtUS1ZR/9u8Z+Fvg/wC8k3Qg8AnQte/0X8J+Sfg2M\nGtTkIyIioleyPdxzaGmS1rH9tCQBZwD32j5lKK/RaDTc2dk5lENGDLm8GTkihpKk2bYbffVr+4zO\nSnCUpLlUv9QaQ/UrrIiIiFgJ2vmFgStFyd4MaQYnIiIi+ieBTkSsFFk2iojhkKWriIiIaFkJdCIi\nIqJlZekqIvq0zyVnDvcUhsRPJx093FOIiJUsGZ2IiIhoWS0f6EiypHNr+6tLWlyrIv5eSScM3wxB\n0sRaRfSIiIgYIu2wdPUMsJWkNcubivdmWekFbF9BVe9qOE0EngZuGuZ5REREtJSWz+gUPwf2KdsH\nUyvgKelwSaeX7emSTpN0k6RFkg4o7RMlzZB0saS7JZ1X3nSMpB0kXS9ptqSrJG1U2o+RdKek+ZLO\nL22vknR5abtF0jalDtbRwHGS5kraTdJ7JN0qaY6kX0nacCV9TxERES2lXQKd84GDJI0GtgFu7aXv\nRsCuwL7AV2rt2wHHAlsAmwK7SHoF8E3gANs7UBUI/VLpfwKwne1tqAIZgC8Ac0rbicA5th8AzgRO\nsT3B9kzgRmAn29uVuX/y5dx8REREu2qHpStszy+Zk4OBn/XR/XLbLwJ3NmVSbrP9EEAp6TAeeALY\nCvhlSfCMAh4u/ecD50m6HLi8tO0KTCpzulbSqyWN6WYOrwUuKNmhNYD7mztImgxMBhg3blwftxQR\nEdGe2iWjA9VzOF+jtmzVgyW1bfXQvpQqSBSwsGRiJtje2vY7Sp99qIp47gDMlrR603hduquq+k3g\ndNtbAx8BRr/kJHua7YbtRkdHRx+3FBER0Z7aKdA5GzjJ9oIhHPM3QIeknQEkvULSlpJWAza2fR3V\nstP6wDrADcAhpe9E4DHbTwJPAevWxh3DsgemPzSE842IiGgrbbF0BVCWnU4d4jH/Wh5YPq0sQa0O\nfAO4B/jv0iaq52+ekDQF+L6k+cBfWBbE/AS4WNL7gH8FpgAXSfo9cAvwD0M574iIiHYhu7uVkxhJ\nGo2GOzs7h3sa0cLyZuSIWNVImm270Ve/dlq6ioiIiDaTQCciIiJaVts8oxMRg5cln4gYqZLRiYiI\niJaVQCciIiJaVpauomXte8n3hnsKsYq5ctKRwz2FiFjJktGJiIiIltWygY4kSzq3tr+6pMWSriz7\n75V0wiDGvWkQ55wkaa+BnlfObUg6bTDnRkREtLtWXrp6BthK0pq2nwX2ZllZBWxfQVX/akBsv3UQ\n53xuoOfUzu0E8jbAiIiIQWjZjE7xc6rimlBVLv9bQU9Jh0s6vWx/QNIdkuZJuqG0bSnpNklzJc2X\ntHlpf7r83UjSDeX4HZJ2kzRK0vSyv0DScaXv9FIqAkkPSPpqGfs2Sa+r9TlT0kxJ90jat7RP7MpC\nRURExMC0ckYH4HzgcyVQ2IaqsOdu3fT7HPBO27+XtH5pOxo41fZ5ktYARjWd88/AVba/JGkUsBYw\nARhreyuA2ljNnrT9ZkmHUdXG2re0jwfeBmwGXNcVBEVERMTgtHRGx/Z8quDhYOBnvXT9NTBd0lEs\nC2huBk6U9Clgk7L8VTcLOKIU6tza9lPAImBTSd+U9I/Akz1c70e1vzvX2i+0/aLte8tYb+xpwpIm\nS+qU1Ll48eJebi0iIqJ9tXSgU1wBfI3aslUz20cD/w5sDMyV9GrbPwTeCzwLXCVpz6ZzbgB2p3ru\n51xJh9n+E7AtMAP4F+Csni7Zj+3u9uvXn2a7YbvR0dHRU7eIiIi21g6BztnASbYX9NRB0ma2by0P\nDT8GbCxpU2CR7dOogqVtms7ZBHjU9neB7wHbS9oAWM32JcBnge17uOSBtb8319o/IGk1SZsBmwK/\nGejNRkRExDKt/owOth8CTu2j28nlYWMB1wDzgBOAD0p6Hvgf4KSmcyYC/1aOPw0cBowFvi+pK4D8\ndA/Xe6WkW6kCzYNr7b8Brgc2BI62/Zykvm8yIiIiuiW7x9WRWAEkPQA0bD/W1D4duNL2xQMds9Fo\nuLMzv0BvljcjR7O8GTmidUiabbvRV792WLqKiIiINtXyS1erGtvje2g/fOXOJCIiovUl0ImWlWWK\niIjI0lVERES0rAQ6ERER0bKydBURbWPfi88d7imMCFcecOhwTyFiyCSjExERES0rgU4hyZLOre2v\nLmlxV+VwSe+VdMIwzOvoUvwzIiIiBihLV8s8A2wlac1SwHNvqjpWANi+gqoUxEojaXXbZ67Ma0ZE\nRLSSZHSW93Ngn7J9MLVCoJIOl3R62f6ApDskzZN0Q2nbUtJtkuZKml9KSiDpE6XvHZKOLW3jJd1R\nG/v4UgUdSTMkfVnS9cDHJU2RdPxKuPeIiIiWk0BneecDB0kaTVXE89Ye+n0OeKftbakqnAMcDZxq\newLQAB6StANwBPAWYCfgKEnb9WMe69t+m+2pL+NeIiIi2l4CnRrb84HxVNmcn/XS9dfAdElHAaNK\n283AiZI+BWxSlr92BS6z/Yztp4FLgd36MZUL+uogabKkTkmdixcv7seQERER7SeBzktdAXyN2rJV\nM9tHA/8ObAzMlfRq2z+kyu48C1wlaU+qaujdeYHlv/vRTcef6WuStqfZbthudHR09NU9IiKiLSXQ\neXP4Ne4AACAASURBVKmzgZNsL+ipg6TNbN9q+3PAY8DGkjYFFtk+jSpY2ga4AXi/pLUkrQ3sB8wE\nHgFeI+nVkl4J7LuC7ykiIqIt5VdXTWw/BJzaR7eTy8PGAq4B5gEnAB+U9DzwP1TB0uOSpgO3lfPO\nsj0HQNJJVM8A3Q/cPeQ3EhEREcj2cM8hXqZGo+HOzs7hnkbEKi9vRu6fvBk5RgJJs203+uqXpauI\niIhoWVm6ioi2kUxFRPtJRiciIiJaVgKdiIiIaFkJdCIiIqJl5RmdiHjZ9r34/OGeQr9cecBBwz2F\niFjJktGJiIiIltX2gY4kSzq3tr+6pMWSrhzkeOtL+j9DN8OIiIgYrLYPdKjqSm0lac2yvzfw+5cx\n3vpAAp2IiIhVQAKdys+Bfcr2wdQKekp6laTLJc2XdIukbUr7FElnS5ohaZGkY8opXwE2kzRX0smS\n1pF0jaTbJS2Q9L5y/nhJd0n6rqSFkq7uCrYkHSVplqR5ki6RtNZK+yYiIiJaSAKdyvnAQZJGUxXj\nvLV27AvAHNvbACcC59SOvRF4J/Bm4POSXkFV8+o+2xNs/xvwHLCf7e2BPYCpkrqqmm8OnGF7S+AJ\nYFJpv9T2jra3Be4Cjhz6W46IiGh9+dUVYHu+pPFU2ZyfNR3elRKA2L62VBwfU4791PYSYImkR4EN\nuxlewJcl7Q68CIyt9bvf9tyyPRsYX7a3kvQfVMtg6wBXvWRQaTIwGWDcuHEDut+IiIh2kYzOMlcA\nX6O2bFWom75dlVCX1NqW0n3geAjQAexgewLwCDC6j/OnAx+zvTVVRmk0TWxPs92w3ejo6OjpniIi\nItpaAp1lzgZOsr2gqf0GqmAFSROBx2w/2cs4TwHr1vbHAI/afl7SHsAm/ZjLusDDZSnskH7OPyIi\nIppk6aqw/RBwajeHpgDflzQf+AvwoT7G+aOkX0u6g+oh568CP5HUCcwF7u7HdD5L9ZzQg8AClg+c\nIiIiop9ku+9esUprNBru7Owc7mlEG8ubkSNiZZM023ajr35ZuoqIiIiWlaWriHjZkimJiFVVMjoR\nERHRshLoRERERMtKoBMREREtK8/oxEu85+JLhnsKESvETw6Y1HeniGgpyehEREREy2q7QEeSJU2t\n7R8vaUof50yRdPwKmMsMSX2+AyAiIiIGp+0CHar6UvtL2mAoB5U0aijHi4iIiJevHQOdF4BpwHHN\nByR1SLpE0qzy2aV2eFtJ10q6V9JRpf9ESddJ+iFVqQYkXS5ptqSFpcI4kkZJmi7pDkkLJB3XdN3V\nJP2gVCxH0rcldZYxvrBivoaIiIjW164PI58BzJf0X03tpwKn2L5R0jjgKuBN5dg2wE7A2sAcST8t\n7W8GtrJ9f9n/sO3HJa0JzJJ0CTAeGGt7KwBJ69euuTpwHnCH7S+Vts+UMUYB10jaxvb8Ibr3iIiI\nttGWgY7tJyWdAxwDPFs7tBewhaSu/fUkdRXU/LHtZ4FnJV1HFeA8AdxWC3IAjpG0X9neGNgc+A2w\nqaRvAj8Frq71/w5wYS3IAfinkg1aHdgI2AJYLtApxycDjBs3bqBfQURERFtox6WrLt8AjqTK0HRZ\nDdjZ9oTyGWv7qXKsufpp1/4zXQ2SJlIFSzvb3haYA4y2/SdgW2AG8C/AWbVxbgL2kDS6jPEPwPHA\n221vQxUYjW6evO1pthu2Gx0dHQO++YiIiHbQtoGO7ceBC6mCnS5XAx/r2pE0oXbsfZJGS3o1MBGY\n1c2wY4A/2f6LpDdSLXVRHnxezfYlwGeB7WvnfA/4GXCRpNWB9aiCpz9L2hB418u60YiIiDbWtoFO\nMRWo//rqGKAhab6kO4Gja8duo8qu3AJ80fYfuhnvF8DqkuYDXyx9AcYCMyTNBaYDn66fZPvrwO3A\nuVQPNc8BFgJnA79+OTcYERHRztruGR3b69S2HwHWqu0/BhzYzTlTehhrBtVyVNf+EnrOwGzf3GB7\nYm3787VDh/cwRkRERAxAu2d0IiIiooW1XUYn+pZ6QBER0SqS0YmIiIiWlUAnIiIiWlYCnYiIiGhZ\neUYnItrGey++Yrin0KcrDnjvcE8hoqUkoxMREREtK4FONyRZ0tTa/vGSpqzgaz5Q3qAcERERQySB\nTveWAPsn8IiIiBjZEuh07wVgGnBc8wFJHZIukTSrfHaRtFrJyKxf6/f/JG0o6T2SbpU0R9KvSv0q\nJL1a0tWl/TuAaudeLmm2pIWlSnlEREQMQgKdnp0BHCJpTFP7qcAptncEJgFn2X4R+DGwH4CktwAP\nlBITNwI72d4OOB/4ZBnn88CNpf0KYFztGh+2vQPQAI4phUQjIiJigPKrqx7YflLSOVSFPp+tHdoL\n2EL6WwJmPUnrAhcAnwO+DxxU9gFeC1wgaSNgDeD+0r47sH+51k8l/al2jWMk7Ve2NwY2B/5Yn1/J\n9EwGGDeuHiNFREREl2R0evcN4Ehg7VrbasDOtieUz1jbTwE3A6+T1AG8H7i09P8mcLrtrYGPAKNr\nY7n5gpImUgVTO9velqqS+ejmfran2W7YbnR0dLzc+4yIiGhJCXR6Yftx4EKqYKfL1cDHunYkTSh9\nDVwGfB24y3ZXBmYM8Puy/aHaODcAh5Qx3gX8r1r/P9n+i6Q3AjsN5T1FRES0kwQ6fZsK1H99dQzQ\nkDRf0p3A0bVjFwAfZNmyFcAU4CJJM4HHau1fAHaXdDvwDuC3pf0XwOqS5gNfBG4ZwnuJiIhoK3lG\npxu216ltPwKsVdt/DDiwh/M6qf16qrT9mOpB5ea+f6QKcLrUf+H1rkFNPCIiIpaTjE5ERES0rGR0\nIqJtpI5URPtJRiciIiJaVgKdiIiIaFkJdCIiIqJl5RmdiGgb77v4quGeQp9+fMA7h3sKES0lGZ2I\niIhoWSs90JFkSVNr+8dLmjKE44+XdEdT2xRJxw/VNQYwlx6vK+mmlT2fiIiIdjMcGZ0lwP6SNuiz\nZwuz/dbmNkmjhmMuERERrWo4Ap0XgGks/yZgACR1SLpE0qzy2aW0L5C0vip/lHRYaT9X0l4Dubik\no8rY88q11irt0yV9W9J1khZJepuksyXdJWl67fynJU2VdLuka0oRTyQdI+nOUhri/Nolt5A0o4x5\nTH2c8ndiueYPgQWl7YOSbpM0V9J3EgBFREQMznA9o3MGcIikMU3tpwKn2N4RmAScVdp/DewCbAks\nAnYr7TvRfS2ozUqQMFfSXJavR3Wp7R1LZfC7WL5g5/8C9qQKwn4CnFKuuXVX8U6qSua3294euB74\nfGk/AdjO9jZN13sj8E7gzcDnJb2im/m+GfiM7S0kvYmqxMQuticASynFPyMiImJghuVXV7aflHQO\nVYHMZ2uH9qLKgHTtrydpXWAmsDvwIPBtYLKkscDjtp/u5hL3lSABqJ6VqR3bStJ/AOsD6wD1n2H8\nxLYlLQAesd2VYVkIjAfmAi+yrGjnfwOXlu35wHmSLgcur435U9tLgCWSHgU2BB5qmu9ttu8v228H\ndgBmle9hTeDR5huUNBmYDDBu3LhuvoKIiIgYzl9dfYMqm7J2rW01YGfbE8pnrO2ngBuosji7ATOA\nxcABVAHQQE0HPmZ7a6oK4qNrx5aUvy/Wtrv2ewoKXf7uQ5Wp2gGYLamrf32cpT2M80xtW8APat/B\nG2xPeclF7Wm2G7YbHR0dPUwtIiKivQ1boGP7ceBCll86uhr4WNdO13KR7d8BGwCb214E3Agcz+AC\nnXWBh8sS0mCWhFajCrIA/hm4UdJqwMa2rwM+ybJs0WBcAxwg6TUAkl4laZNBjhUREdHWhvs9OlOp\nApguxwCN8kDvnSz/rMutwD1leyYwlirgGajPlrF+Cdw9iPOfAbaUNJvqeZ6TgFHAf5clrzlUzxk9\nMYixsX0n8O/A1ZLml3luNJixIiIi2p1s990r/kbS07YHm61ZIRqNhjs7O4d7GhGrvLwZOaJ1SJpt\nu9FXv+HO6ERERESsMKl1NUCrWjYnIvov2ZKI9pOMTkRERLSsBDoRERHRshLoRERERMvKMzoRK9B+\nl1w33FOImssm7THcU4iIlSwZnYiIiGhZLRfoSLKkqbX945tqXb3c8cdLumOoxouIiIgVp+UCHara\nUvtL2qDPniuBpFHDPYeIiIh21YqBzgvANOC45gOSOiRdImlW+exS2hdIWl+VP0o6rLSfK2mvni4k\naZSkk8tY8yV9pLRPlHSdpB8CCyStLemnkuZJukPSgaXfDpKulzRb0lWSNpK0maTba9fYvJSbiIiI\niAFqxUAHqirih0ga09R+KlUdqh2BScBZpf3XwC7AlsAiqirpADsBt/RynSOBP5fxdgSOkvQP5dib\ngc/Y3gL4R+APtre1vRXwi1JU9JvAAbZ3AM4GvmT7PuDPXQVNgSOoKq5HRETEALXkr65sPynpHKoi\noc/WDu0FbCGpa389SetSFQndHXgQ+DYwWdJY4HHbT/dyqXcA20jqqmY+Btgc+Ctwm+37S/sC4GuS\nvgpcaXumpK2ArYBflvmMAh4u/c8CjpD0CeBAqqBpOZImA5MBxo0b149vJSIiov20ZKBTfAO4Hfh+\nrW01YGfb9eAHSTcA/wKMAz4D7AccQBUA9UbAv9perlKgpIlUVc4BsH2PpB2AdwP/Kelq4DJgoe2d\nuxn3EuDzwLXAbNt/bO5gexrVEh2NRiOVWSMiIrrRqktX2H4cuJBqeanL1cDHuna6lods/w7YANjc\n9iLgRuB4+g50rgI+WpahkPR6SWs3d5L098BfbP838DVge+A3QIeknUufV0jassznuTL2t1k+UIuI\niIgBaNlAp5hKFcB0OQZolAeH7wSOrh27FbinbM8ExlIFPM1Wp/plF1RLTHcCt5efnH+H7rNkWwO3\nSZpLlTH6D9t/pcoafVXSPGAu8NbaOecBpgrOIiIiYhBabumqXl3c9iPAWrX9x6ieeenuvENr2zfR\ncxC4JXBf6fcicGL51M0on67xrqLK0DRfcy7Vs0Hd2RU42/bSHo5HREREH1ou0FmRJJ0EvA84fAVf\n5zJgM2DPFXmdiIiIVic7z7GOdI1Gw52dncM9jYiIiJVG0mzbjb76tfozOhEREdHGEuhEREREy0qg\nExERES0rDyNHtLj9L7l5uKewyrh0Unfv54yIVpaMTkRERLSsER3oSLKkqbX94yVNGcLxx5drfLHW\ntoGk5yWdPsgxj+6qjh4REREr1ogOdKjeULy/pA367Dl4i4B9a/sfABYOdjDbZ9o+52XPKiIiIvo0\n0gOdF6gKWx7XfEBSh6RLJM0qn11K+wJJ66vyx67siqRzJe3VzTWeBe6S1PVb/QOpamj1dZ3TJH2u\nbL9T0g2SVpM0RdLxpf11kn4laZ6k2yVtVuZ1sqQ7yly7fZNzRERE9G2kBzoAZwCHSBrT1H4qcIrt\nHYFJVHWpAH4N7EJVymERsFtp3wm4pYdrnA8cJOm1wFLgD/24zgnAgZL2AE4DjiglI+rOA86wvS1V\nnauHgf2BCcC2wF7AyZI26vNbiIiIiJcY8b+6sv2kpHOoCnY+Wzu0F7CFpK799SStS1Wwc3fgQarq\n4JMljQUet/10D5f5BfBF4BHggqZj3V7H9lOSjgJuAI6zfV/9pDKXsbYvK/fxXGnfFfhRqXH1iKTr\ngR2BK5rOnwxMBhg3blxvX1FERETbaoWMDsA3gCOBtWttqwE7255QPmNtP0UVeOxWPjOAxVRVxGf2\nNHipND4b+L/AJU2He7oOVFXL/wj8fTfDqpu23tqb5zTNdsN2o6Ojoz+nREREtJ2WCHRsP0713MyR\nteargY917UiaUPr+DtgA2Nz2IuBG4Hh6CXSKqcCnbP+xqb3b60jahCow2g54l6S3NM35SeAhSe8v\n/V8paS2qQOxASaMkdVBln27r80uIiIiIl2iJQKeYShXAdDkGaEiaL+lO4OjasVuBe8r2TGAsVcDT\nI9sLbf+gm0MvuY6qdazvAcfb/gNVAHaWpNFN5x4KHCNpPnAT8HfAZcB8YB5wLfBJ2//Tx71HRERE\nN1K9vAWkenn0Jm9GXiZvRo5oHaleHhEREW1vxP/qKiJ6lyxGRLSzZHQiIiKiZSXQiYiIiJaVQCci\nIiJaVp7RiYi2ccAlc1b4NS6etN0Kv0ZE9F8yOhEREdGy2i7QkWRJU2v7x0uaMkRjj5Z0t6Sta22f\nlHTmAMZ4naS5QzGfiIiIdtd2gQ6wBNhf0gZ99hygUpjzWOBbqowFPgJ8uj/nS8pSYkRExBBqx0Dn\nBWAacFzzAUkdki6RNKt8dintCyStX4KXP0o6rLSfK2mv+hi2fwE8DBwGnAJMsf0nSatJ+rqkO8p4\nB5Qx9pL0K0nnA3Oa5vM6SXMkbb8CvoeIiIiW164ZhDOA+ZL+q6n9VOAU2zdKGgdcBbwJ+DWwC/Ag\nsIiq8vk5wE7AR7sZ/1iqQpz32j63tH0A2ALYFugAZkm6oRzbCdjC9m8lvQ5A0puAHwKH2V4wBPcc\nERHRdtoy0LH9pKRzqApyPls7tBewRVWTE4D1JK1LVfhzd6pA59vA5LIs9bjtp7sZ/w+SrgWurDXv\nCvzQ9lLgfyTdCDSAvwI32/5tre+GVMU932/77u7uQdJkYDLAuHHjBnT/ERER7aIdl666fIOqqvja\ntbbVgJ1tTyifsbafAm6gyuLsBswAFgMHUAVAPXmxfLqop47AM037TwC/p8oidcv2NNsN242Ojo5e\nho6IiGhfbRvo2H4cuJAq2OlyNfCxrh1JE0rf3wEbAJvbXgTcCBxP74FOsxuAgySNkrQhVRDTU8nx\nJcD7gCMl/dMArhERERE1bRvoFFOpApguxwANSfMl3QkcXTt2K3BP2Z4JjKUKePrrYuBuYB7wK+AT\nth/tqXNZEtsX+JSkfQZwnYiIiCja7hkd2+vUth8B1qrtPwYc2MN5h9a2b6KPINH24U37LwKf6Kbf\nr6gCn679/wd0ZZIeB3bo7ToRERHRs3bP6EREREQLa7uMTkS0r9Shimg/yehEREREy0qgExERES0r\ngU5ERES0rDyjExFt48BL7um7Uxu4YNLrh3sKEStNMjoRERHRslapQEeSJU2t7R8vacoAx5go6a21\n/eldlcL7OO/vJJ0v6T5Jd0r6maQh+d8eSQ9I2qBs3zQUY0ZERETfVqlAh6r0wf5dQcFASVodmAi8\ntY+uzeeJqojmDNub2d4COJGquGa/zpfUr+/S9oDmFhEREYO3qgU6LwDTgOOaD0jaRNI1pTzDNZLG\nlfbpkr4u6TrgAqqyDcdJmitpt3L67pJukrSoh+zOHsDzts/sarA91/ZMSeuU690uaYGk95Xrjpd0\nl6RvAbcDG0s6uPS5Q9JXu7tBSU+XvxMlzZB0saS7JZ1XAi4kfU7SrDLOtK72iIiIGJhVLdABOAM4\nRNKYpvbTgXNsbwOcB5xWO/Z6YC/bk4AzgVNK9fGuopsbAbtS1Y76SjfX3AqY3cN8ngP2s709VUA0\ntRZ4vKHMaTvgeeCrwJ5UJRx2lPT+Pu51O+BYYAtgU5ZVKz/d9o62twLWLPOOiIiIAVrlAh3bTwLn\nUBXYrNsZ+GHZPpcqcOlyke2lvQx7ue0Xbd9JP5ejagR8WdJ8qppUY2tjPGj7lrK9I9XS12LbL1AF\nY7v3MfZtth8qdbDmAuNL+x6SbpW0gCpw2vIlk5ImS+qU1Ll48eIB3lJERER7WOUCneIbwJHA2r30\ncW37mT7GW1Lb7m4ZaCE9F888BOgAdrA9AXgEGN3NdQezvFSf11JgdUmjgW8BB9jeGvhu7Xp/Y3ua\n7YbtRkdHxyAuHRER0fpWyUCnVO2+kCrY6XITcFDZPgS4sYfTnwLWHeAlrwVeKemorgZJO0p6GzAG\neNT285L2ADbpYYxbgbdJ2kDSKOBg4PoBzgOWBTWPSVoH6PMXYxEREdG9VTLQKaYC9V9fHQMcUZaQ\nDgU+3sN5PwH2a3oYuVe2DewH7F1+Xr4QmAL8gWoJqiGpkyrAuruHMR4GPg1cB8wDbrf94/5cv2mc\nJ6iyOAuAy4FZAx0jIiIiKqr+jY+RrNFouLOzc7inEbHKy5uRK3kzcrQCSbNtN/rqtypndCIiIiJe\nltS6ioi2kUxGRPtJRiciIiJaVgKdiIiIaFkJdCIiIqJl5RmdGBbHXPa74Z5CtKHT9tt4uKcQEStZ\nMjoRERHRskZEoCPJkqbW9o+XNGWAY0yU9Nba/vQeKpk3n7e0vHxwoaR5kj4hqdfvrVzrysHOLSIi\nIobGiAh0qGpC7S9pgz57dkPS6sBEYDDBxLOlEvqWwN7Au4HPD2YevZjI4OYWERERvRgpgc4LwDTg\nuOYDkjaRdI2k+eXvuNI+XdLXJV0HXAAcDRzXVBpid0k3SVrUn+yO7UeBycDHVBkvaaak28vnJcFK\nqZk1R9Kmkl4l6fIy11skbSNpfPPcJL2nVC+fI+lXkgZacT0iIiIYOYEOwBnAIZLGNLWfDpxjexuq\nulSn1Y69HtjL9iTgTOCUkp2ZWY5vBOwK7At8pT+TsL2I6nt7DfAosLft7YEDm65NCXzOBN5XzvsC\nMKfM9cQy7we6mduNwE62twPOBz7Zn7lFRETE8kbMr65sPynpHKrins/WDu0M7F+2zwX+q3bsIttL\nexn2ctsvAncOMGui8vcVwOmSJgBLqQKrLm+iykK9w/YfStuuwKRyP9dKenU3gRvAa4ELJG0ErAHc\n/5IJSJOpskuMGzduAFOPiIhoHyMpowPwDeBIYO1e+tSrlD7Tx3hLatvqsVe9k7QpVVDzKNVS2iPA\ntkCDKijp8jDwHLBdH9forqrqN4HTbW8NfAQY/ZKT7Gm2G7YbHR0d/Zl6RERE2xlRgY7tx4ELqYKd\nLjcBB5XtQ6iWfbrzFLDuy7m+pA6qZabTXZV9HwM8XLJChwKjat2fAPYBvixpYmm7ocyR0vaY7Se7\nmdsY4Pdl+0MvZ84RERHtbEQFOsVUoP7rq2OAIyTNpwo2Pt7DeT8B9mt6GLk/1uz6eTnwK+Bqqmdt\nAL4FfEjSLVTLVstlkGw/ArwHOEPSW4ApQKPM9SssC2Ka5zYFuEjSTOCxAcw1IiIialQlJmIkazQa\n7uzsHO5pDEjejBzDIW9GjmgdkmbbbvTVbyRmdCIiIiL6ZcT86ipaS/7POiIiVoZkdCIiIqJlJdCJ\niIiIlpVAJyIiIlpWntGJiD595bKHh3sKQ+KE/TYa7ilExEqWjE5ERES0rAQ6K4Ck10r6saR7Jd0n\n6VRJa0g6XNLpPZzzM0nrr+y5RkREtLIEOkNMkoBLqQqGbk71xuR1gC/1dp7td9t+YiVMMSIiom0k\n0Bl6ewLP2f4+QKmefhzwYWAt4O8l/aJke/5WaV3SA5I2KNufkHRH+Rw7DPcQERHREvIw8tDbEphd\nb7D9pKTfUn3fE6gqmi8BfiPpm7b/Vg9B0g7AEcBbqKqd3yrpettzVtYNREREtIpkdIaegO4KiHW1\nX2P7z7afA+4ENmnqtytwme1nbD9NtQz2kiKkkiZL6pTUuXjx4qG9g4iIiBaRQGfoLQSWKzImaT1g\nY2ApVSany1JemlVTfy5ie5rthu1GR0fHy5huRERE60qgM/SuAdaSdBiApFHAVGA68Jd+nH8D8H5J\na0laG9gPmLmC5hoREdHSEugMMdumCk4+IOle4B7gOeDEfp5/O1VQdBtwK3BWns+JiIgYnDyMvAKU\nh4vf082h6eXT1W/f2vb42vbXga+vsAlGRES0iWR0IiIiomUloxMRfUqNqIgYqZLRiYiIiJaVQCci\nIiJaVgKdiIiIaFl5Rici2sa0Sx9d4deYvP9rVvg1IqL/ktGJiIiIltUWgY6k10r6cakYfp+kUyWt\nIelwSad303+KpOP7GHO6pANW3KwjIiLi5Wr5QEeSqApjXm57c+D1wDrAl4Z1YhEREbHCtXygA+wJ\nPGf7+wC2lwLHAR8G1urqJGkfSTdL2qB+sqSjJM2SNE/SJZLWqh3eXdJNkhZ1ZXdUOVnSHZIWSDqw\ntE+UdL2kCyXdI+krkg6RdFvpt1np9x5Jt0qaI+lXkjZcod9OREREC2uHQGdLYHa9wfaTwG8pD2NL\n2g84AXi37ceazr/U9o62twXuAo6sHdsI2BXYF/hKadsfmABsC+wFnCyp621r2wIfB7YGDgVeb/vN\nwFnAv5Y+NwI72d4OOB/45OBvPSIior21w6+uBLiX9j2ABvCOEgA120rSfwDrUy15XVU7drntF4E7\na5mXXYEflczRI5KuB3YEngRm2X4YQNJ9wNXlnAVlHgCvBS4owdEawP3d3pQ0GZgMMG7cuN6/gYiI\niDbVDhmdhVSBzN9IWg/YGFgKLALWpXp2pzvTgY/Z3hr4AjC6dmxJfdimv92p93+xtv8iy4LObwKn\nl+t9pOl6f2N7mu2G7UZHR0cvl4yIiGhf7RDoXAOsJekwAEmjgKlUAcxfgAeplpvOkbRlN+evCzws\n6RXAIf243g3AgZJGSeoAdgduG8B8xwC/L9sfGsB5ERER0aTlAx3bBvYDPiDpXuAe4DngxFqf31AF\nMRd1PRRc81ngVuCXwN39uORlwHxgHnAt8Enb/zOAKU8p85gJND8vFBEREQOgKg6IkazRaLizs3O4\npxGxysubkSNah6TZtht99Wv5jE5ERES0r3b41VVEBJBsS0Q7SkYnIiIiWlYCnYiIiGhZCXQiIiKi\nZeUZnYhoGxdc0h5vbDhw0gZ9d4poE8noRERERMtKoNMLSa+V9GNJ90q6T9KpktYY7nlFRERE/yTQ\n6YEkAZdSFe7cnKoW1jrAl5r6ZfkvIiJiFZV/pHu2J/Cc7e8D2F4q6Tjgfkn3U1UbHw2sDewp6d+A\nfwJeCVxm+/MAkj5LVV7id1QlHWbb/pqkCcCZwFrAfcCHbf9J0gyqkhN7UFVMP9L2zJV10xEREa0k\nGZ2ebQnMrjfYfhL4LVWAuDPwIdt7SnoHsDnwZmACsIOk3SU1gEnAdlSFQ+uvqj4H+JTtbYAFTirP\n2AAAIABJREFUwOdrx1a3/Wbg2Kb2iIiIGIBkdHomoLtCYF3tv7T9eGl7R/nMKfvrUAU+6wI/tv0s\ngKSflL9jgPVtX1/6/wC4qHaNS8vf2cD4bicnTQYmA4wbN26AtxYREdEektHp2UKWz8AgaT1gY2Ap\n8Ez9EPCftieUz+tsf6+0D8aS8ncpPQSjtqfZbthudHR0DPIyERERrS2BTs+uAdaSdBiApFHAVGA6\n8JemvlcBH5a0Tuk7VtJrgBuB90gaXY7tA2D7z8CfJO1Wzj8UuJ6IiIgYUgl0emDbwH7AByTdC9wD\nPAec2E3fq4EfAjdLWgBcDKxrexZwBTCPajmqE/hzOe1DwMmS5lM913PSir2jiIiI9qPq3/NYUSSt\nY/tpSWsBNwCTbd8+lNdoNBru7OwcyiEjWlLejBzROiTNtt3oq18eRl7xpknaguqn6D8Y6iAnIiIi\nepZAZwWz/c/DPYeIqCTTEdF+8oxOREREtKwEOhEREdGyEuhEREREy8ozOhHRNq68sD1+dRWrjn3/\nKc+FDbdkdCIiIqJljYhAR9JSSXMl3SHpovJOmuGcz9MrYMyzys/QIyIiYoiMiEAHeLbUkNoK+Ctw\n9HBPaKjZ/t+27xzueURERLSSkRLo1M0EXgcg6YOSbivZnu+UelRIelrSlyTNk3SLpA1L+3RJp0m6\nSdIiSQeU9o0k3VDLGu0m6UhJp3RdVNJRkr5en4ikCyS9u7Y/XdIkSeMlzZR0e/m8tRyfKGmGpIsl\n3S3pPEkqx2ZIapTtb0vqlLRQ0hdW6LcZERHRwkZUoCNpdeBdwAJJbwIOBHaxPYGq0vchpevawC22\nt6Uqu3BUbZiNgF2BfYGvlLZ/Bq4q42wLzAXOB94r6RWlzxHA95umdH6ZA5LWAN4O/Ax4FNjb9vbl\n+Gm1c7YDjgW2ADYFdunmVj9TXmu9DfA2Sdv0/e1EREREs5Hyq6s1Jc0t2zOB7wGTgR2AWSUpsiZV\ngAHV8taVZXs2sHdtrMttvwjc2ZXpAWYBZ5eg5nLbcwEkXQvsK+ku4BW2FzTN6+fAaZJeCfwjcIPt\nZyWNAU6X1BWAvb52zm22HyrjzwXGU1U5r/snSZOp/vtsRBUUza93KMcnA4wbN677by0iIqLNjZRA\n59mSbfmbsuTzA9uf7qb/815WrXQpy9/nkvowALZvkLQ7sA9wrqSTbZ8DnEVVrfxuXprNwfZzkmYA\n76TK3PyoHDoOeIQqO7QaVdXz7q7fPDck/QNwPLCj7T9Jmk5VJ6v52tOAaVAV9ezmO4iIiGh7I2rp\nqsk1wAGSXgMg6VWSNhnMQOW8R21/lypbtD2A7VuBjamWtn7Uw+nnUy1r7QZcVdrGAA+XzNGhwKgB\nTGc94BngzyXj9K6B3U1ERER0GSkZnZewfaekfweulrQa8DzwL8CDgxhuIvBvkp4HngYOqx27EJhg\n+089nHs1cA5whe2/lrZvAZdI+gBwHVXg0i+250maAywEFgG/HsiNRERExDJatsIT3ZF0JXCK7WuG\ney49aTQa7uzsHO5pRKzy8mbkWNnyZuQVR9Ls8sOdXo3kpasVStL6ku6hej5olQ1yIiIiomcjdulq\nRbP9BMv/WioiRrj833VE+0lGJyIiIlpWAp2IiIhoWQl0IiIiomXlGZ2IWCmuPW/xcE+BPQ/pGO4p\nRMRKloxOREREtKwRE+hIWlqrLv4TSeuX9onlXTeDHXdA55fK5Hf00efpwc5noNeKiIiIno2YQIdS\n78r2VsDjVG9BjoiIiOjRSAp06m4Gxtb215F0saS7JZ1XCn4i6e2S5khaIOnsUmUcSf9Y+t4I7N81\niKS1S79Z5bz39TYJSVtKuq1kmuZL2rzp+DqSrpF0e5nD+0r7eEl3SfqupIWSrpa0Zjm2g6R5km4m\nwVxERMTLMuICHUmjgLcDV9SatwOOBbYANgV2kTQamA4caHtrqgevP1ravwu8h6oQ59/VxvkMcK3t\nHYE9gJMlrd3LdI4GTi2V1RvAQ03HnwP2s719GW9qVxAGbA6cYXtL4AlgUmn/PnCM7Z37831ERERE\nz0ZSoLOmpLnAH4FXAb+sHbvN9kOlWvhcYDzwBuB+2/eUPj8AdgfeWNrvdVXo679r47wDOKFcZwYw\nGhjXy5xuBk6U9ClgE9vPNh0X8GVJ84FfUWWhNizH7rc9t2zPBsZLGgOsb/v60n5uTxeWNFlSp6TO\nxYuH/9csERERq6KRFOg8WzInmwBrsPyyzpLa9lKq7I3oWU+VTAVMKs8CTbA9zvZdPQ5i/xB4L/As\ncJWkPZu6HAJ0ADuUuT9CFTz1Nud+VVm1Pc12w3ajoyM/mY2IiOjOSAp0ALD9Z+AY4HhJr+il691U\nWZLXlf1DgetL+z9I2qy0H1w75yrgX2vP+GzX21wkbQossn0a1VLaNk1dxgCP2n5e0h5UQVpv9/YE\n8GdJu5amQ3rrHxEREb0bcYEOgO05wDzgoF76PAccAVwkaQHwInBmaZ8M/LQ8jPxg7bQvAq8A5pef\ndX+xj6kcCNxRlrreCJzTdPw8oCGpkypoubsft3cEcEZ5GLl5KSwiIiIGQNVjKjGSNRoNd3Z2Dvc0\nInqVNyNHxFCSNNt2o69+IzKjExEREdEfqXUVEStFsikRMRyS0YmIiIiWlUAnIiIiWlYCnYiIiGhZ\neUYnIlYJt/xgxf8qa6cP5TmhiHaTjE5ERES0rFUm0JH0mVLJe36pBv6WQY4zUdJba/vTJR3Qj/P+\nTtL5ku6TdKekn0l6/WDm0M3YD0jaoGzfNBRjRkRERN9WiaUrSTsD+wLb215SgoI1BjncROBpoN8B\nRSn5cBnwA9sHlbYJVAU47+nt3Nr5KkVFe2X7rX31iYiIiKGxqmR0NgIes70EwPZjtv8AIOntkuZI\nWiDpbEmvLO31LElD0gxJ44GjgeNKVmi3Mv7ukm6StKiH7M4ewPO2z+xqsD3X9kxJ60i6RtLtZQ7v\nK9ccL+kuSd8Cbgc2lnRw6XOHpK92d6OSni5/J5Y5Xyzpbknn1WpsfU7SrDLOtK72iIiIGJhVJdC5\nmipQuEfStyS9DUDSaGA6cKDtrakyUB/taRDbDwBnAqeU6uMzy6GNgF2pskZf6ebUrYDZPQz7HLCf\n7e2pAqKptcDjDcA5trcDnge+CuwJTAB2lPT+Pu57O+BYYAtgU2CX0n667R1tbwWsWeYdERERA7RK\nBDq2nwZ2oCq2uRi4QNLhVIHE/ba7lo9+AOw+iEtcbvtF23dSLUcNhIAvS5oP/AoYWxvjQdu3lO0d\ngRm2F9t+gaqgZ19zvc32Q2XJay4wvrTvIenWUox0T2DLl0xKmiypU1Ln4sXDX0MoIiJiVbRKBDoA\ntpfanmH788DHgElUQUZPXmDZ/Ef3MfyS2nZ3Yy6kCrS6cwjQAexgewLwSO16z/Qxbl/q81oKrF6y\nWN8CDihZrO/Szf3Znma7YbvR0ZGfzEZERHRnlQh0JL1B0ua1pgnAg8DdwHhJryvthwLXl+0HWBac\nTKqd+xSw7gCncC3wSklH1ea0Y1lCGwM8avt5SXsAm/Qwxq3A2yRtIGkUcHBtrgPRFdQ8JmkdoM9f\njEVERET3VolAB1gH+EH5Wfd8qmdWpth+DjgCuKgs47xI9QwOwBeAUyXNpMqGdPkJsF/Tw8i9sm1g\nP2Dv8vPyhcAU4A9US1ANSZ1U2Z27exjjYeDTwHXAPOB22z/u9zewbJwnqLI4C4DLgVkDHSMiIiIq\nqv6Nj5Gs0Wi4s7NzuKcR8bLkzcgRMRCSZttu9NVvVcnoRERERAy5VeKFgRERybZExIqQjE5ERES0\nrAQ6ERER0bIS6ERERETLyjM6ETEizPvuoy97jG2Pes0QzCQiRpJkdCIiIqJlrfKBjqTPSFooaX55\nCeBbBjnORElvre1P76GSefN5S8t1F0qaJ+kTknr93sq1rhzs3CIiImJo/P/27jxcrqJO4/j3ZZEA\nYQiQCwISoux7gIaRCBiWQQeRRSKgqIBKBgfE4MAM6ojgwiIighAxKgaRRVnMALIHwpYEuFlIwmJA\nlhGJEGDABDFk+c0fVW0One67pe/W/X6e5z73dJ06VXWq+ya/rqru6tNTV5L2IO3cvUtELJQ0GHhP\nF4sbASwAJnXyurfzHldIWh+4mrQtxLe62I56ts3MzMza0NdHdDYEXo2IhQAR8WpEvAQgaT9J0yXN\nknS5pNVy+vM5IEJSSdJESUOBE4BTKraG2FvSJEnPdmR0JyJeIe2wfpKSoZIekDQt/yw3KpP3zJou\n6QOS1pU0Po9OTZG0Y7W2Sfp43r18uqS7JXV2x3UzMzOj7wc6dwKbSJojaUzeZJO8w/c44Mi8w/cq\nwJdqFRIRz5P2yLowIoZFxAP51IbAnqRRo3M70qCIeJbUb+sDrwD/EhG7AEcCFxfz5sDnMuCQfN1Z\nwPSI2BH4OvCrGm17EPhgROwMXAv8Z0faZmZmZu/Wp6euImKBpF2BvYB9gN9IOh2YDjwXEXNy1iuA\nE4EfdbKK8RGxFHiik6Mmyr9XBS6RNIy0seiWhTzbAGOBA8qjUKSg6vB8b/dIWk/S2lXKfx/pXjck\nTdU9t1wDpFGk0SWGDBnSiaabmZk1j74+okNELImIiRHxLeAkUqCgNi5ZzLL7GtBO8QsLx22VuSyT\n9AFSUPMKcArwMrATUOLd64fmAn8Hdm6njmq7qv4YuCSPVv0bVe4jIsZGRCkiSi0t/up8MzOzavp0\noCNpK0lbFJKGAS8ATwFDJW2e0z8L3JePnwd2zceHF66dD6y1gu1pIU0zXRJp2/e1gbl5VOizwMqF\n7G8AHwPOljQip90PHJ3LGkFaf/TXKm1bG/hzPj5mRdpsZmbWzPp0oAMMBK6Q9ISkmcC2wJkR8Xfg\nOOA6SbOApaQABNI6mIskPUAaeSm7GTisYjFyR6xe/ng5cDdp3dBZ+dwY4BhJU0jTVm8VL4yIl4GP\nA5fmj8WfCZTyvZzLsiCmsm1n5nt7AHi1E201MzOzAqWBCevPSqVStLa29nYzzLqVvxnZzIokTY2I\nUnv5+vqIjpmZmVmX9elPXZmZlXk0xsy6wiM6ZmZm1rAc6JiZmVnDcqBjZmZmDctrdMwa3NOXvNzb\nTegztjjJ28aZNRuP6JiZmVnDargRHUnrARPyw/eSvjRwXn68e0S80ysNMzMzsx7XcIFORLxG2ioC\nSWcCCyLiB73aKDMzM+sVTTV1JekYSY/krRbGSFpJ0iqS3pB0rqTHJE2WtH7O/2tJF0maJOlZSYcV\nyjo9lzVT0hk5bS1Jt+VyZksamdPPL29jIem8nLaBpBslteZyPpjTB0oal9OmS/p4z/eUmZlZY2ia\nQEfS9sBhwPCIGEYazToqn14buC8idgImA58vXLo+8CHgUOCcXNaBwBDgn0mjR8MlDQcOBJ6PiJ0i\nYnvgLkkb5PTtImLHchnAxcD389dXHwH8PKefAdweEbsD+wIXSGpvF3YzMzOrouGmrtqwP7Ab0CoJ\nYHXgT/nc2xFxWz6eChQ3/RyfdyqfKWnjnHYA8K/A9Px4IGlTz4eBcyWdC9wcEQ9J+htp09GfSfo9\ncEuhPVvltgCsI2n1ctmSTs/pA0hB1ZzizUgaBYwCGDJkSBe6w8zMrPE1U6Aj4PKI+Oa7EqVVgOIC\n5SW8u18WVpRR/v3diPjFcpVIJdIIzvmSbomIs3Pav5BGkL5ECmZElcXRSpHPoRHxx7ZuJiLGAmMh\nberZVl4zM7Nm1TRTV8DdwBGSBkP6dJakrg6F3AF8QdKauaz3SRqcR3wWRMSVwA+BXSStBfxTRNwC\nnALsXGjPieUCJQ0rlH1yIb2c38zMzDqpaUZ0ImKWpLOAuyWtBCwCTgBe6kJZt0raGpiSp57mA58G\ntiVNXS0ljRKdQFr/c6Ok1UiB5VdzMScCP5F0HOl5uDennQX8SNKsnP8Z4JCu3bWZmVlzU1p+Yv1Z\nqVSK1tbW3m6G9VH+ZuRl/M3IZo1D0tT8gZ42NdPUlZmZmTWZppm6MmtWHsUws2bmER0zMzNrWA50\nzMzMrGF56srMmsafz5+7QtdvfNqGdWqJmfUUj+iYmZlZw3KgY2ZmZg3LU1ddIGk9YEJ++F7SthHz\n8uPltnUwMzOz3uFApwsi4jXSruVIOpO07cMPerVRZmZmthxPXdWZpGMkPSJphqQxklaS9AFJT0ta\nV9LKkiZJ2jfnv1nSVEmPS/piTltF0pWSZkmaLenktms1MzOzajyiU0eStgcOA4ZHxGJJY4GjIuJq\nSRcAY4DHgOkRcU++7JiIeF3SGkCrpBuALYHBEbFDLndQz9+NmZlZ/+dAp772B3YjBSwAqwN/AoiI\nyyR9EjiOZTuYA5wi6eB8/D5gM9JGnltJugi4FbizsiJJo4BRAEOGdHUTdjMzs8bmqav6EnB5RAzL\nP1tFxHcAJA0ENgRWBgbmtP2BvYEPRsROwExgQF4DtCPwIHAy8NPKiiJibESUIqLU0tLSE/dmZmbW\n7zjQqa+7gSMkDYb06SxJ5eGW84FxwLdZFrisDbweEW9L2o40GoSkFtLO8tcB3wJ26blbMDMzaxye\nuqqjiJgl6SzgbkkrAYuAEyRtAewEnBQRSyQdLumzwHXAKEmPAU8BD+eiNgF+oTT/FcB/9fjNmJmZ\nNQAHOisoIs6seHw1cHWVrBMKeQ4upH+kRtE710g3MzOzDvLUlZmZmTUsj+iYWdPwppxmzccjOmZm\nZtawHOiYmZlZw/LUlZk1jb/84NneboJZU3rvqR/otbo9omNmZmYNy4GOmZmZNSwHOnUkaaik2RVp\nZ0o6VdKxkjbqQBkTJZW6r5VmZmbNw4FOzzkWaDfQMTMzs/pxoNNzSsBVkmZIWl3SGZIelTRb0ti8\n3UPZJyU9ImmOpL16q8FmZmb9nQOdntMKHJ13NX8buCQidouI7YHVgYMKeVeJiN2B0aRNPc3MzKwL\nHOjUV3QifR9JD0uaBewLbFc4d2P+PRUYWq1ASaMktUpqnTdvXlfba2Zm1tAc6NTXa8A6FWnrAq8W\nEyQNAMYAIyNiB+BnwIBCloX59xJqfNdRRIyNiFJElFpaWurRdjMzs4bjQKeOImIBMFfSfgCS1gU+\nCjwIzAfWylnLQc2rkgYCI3u6rWZmZs3A34xcf58DLpV0QX58VkT8UdI44DJJbwN7kEZxZgHPA4/2\nRkPNzMwanQOdOouIJ4B9qqTfANxQSPrv/FOZb0Th+FVqrNExMzOz9nnqyszMzBqWR3TMrGn05saC\nZtY7PKJjZmZmDcuBjpmZmTUsBzpmZmbWsBzomJmZWcNyoGNmZmYNq6kDHUkTJX2kIm20pDG91aZC\nO77e220wMzPr75o60AGuAY6qSDsqp7dJSXf2nwMdMzOzFdTsgc71wEGSVgOQNBTYCHhQ0mmSHpU0\nU9JZ5fOSnswjPtOATSQtkHSepKmS7pa0ex4pelbSwfm6AZJ+KWmWpOmS9snpx0q6UdLtkp6W9P2c\nfi6wuqQZkq7q6U4xMzNrFE0d6ETEa8AjpI03IY3m/Ab4F2ALYHdgGLCrpL1znq2AX0XEzhHxArAm\nMDEidiVt3PndfP1hwLfzNSfm+nYAPgVckXcwJ5d/JLADcKSkTSLidODtiBgWEUd3z92bmZk1vqYO\ndLLi9FV52uqA/DOdNHKzNSnwAXghIqYUrn8HuD0fzwLui4hF+XhoTt8TuBIgIp4CXgC2zOcmRMSb\nEfF34Alg0440WtIoSa2SWufNm9fxuzUzM2siDnRgPLCfpF2A1SNiGiDgnDyiMiwiNo+IX+T8b1Vc\nvygiIh8vBRYCRMRSlm2xoTbqX1g4XkIHt+WIiLERUYqIUktLS0cuMTMzazpNH+hExAJgInA5yxYh\n3wF8XtJAAEkbS1p/Baq5Hzg6l7UlMAT4QzvXLJK06grUaWZm1vSaPtDJrgF2Aq4FiIg7gauByZJm\nkRYtr7UC5Y8BVs5l/QY4NiIWtnPNWGCmFyObmZl1nZbNulh/VSqVorW1tbebYWZm1mMkTY2IUnv5\nPKJjZmZmDcuBjpmZmTUsBzpmZmbWsBzomJmZWcPq0He2mFn/9fKPpvZ2E/qMDUbv2ttNMLMe5hEd\nMzMza1gOdMzMzKxhOdCpkHce/0hF2mhJl0u6vgvl/VzStu3kOUHS5zpbtpmZmbXNa3SWV97k845C\n2lHAaRHxQGVmSatExOJahUXEF9urMCIu60pDzczMrG0e0Vne9cBBklYDkDQU2Ah4UdLsnHaspOsk\n3QzcKWklSWMkPS7pFkm3ShqZ806UVMrHCyR9T9JjkqZI2iCnnynp1Hx8vKRHc54bJK3R0x1gZmbW\nKBzoVIiI14BHgI/mpKNI+1NV7pWxB3BMROwLfAIYCuwAfDGfq2ZNYEpE7ETa6PP4KnlujIjdcp4n\ngS90/W7MzMyamwOd6srTV+Tf11TJc1dEvJ6P9wSui4ilEfEX4N4a5b4D3JKPp5KCo0rbS3ogbwB6\nNLBdtYIkjZLUKql13rx57d6QmZlZM3KgU914YD9JuwCrR8S0KnneKhyrg+UuimW7qC6h+hqpccBJ\nEbEDcBYwoFpBETE2IkoRUWppaelg9WZmZs3FgU4VEbEAmAhcTvXRnEoPAofntTobACNWoPq1gLmS\nViWN6JiZmVkX+VNXtV0D3MiyKay23ADsB8wG5gAPA292sd5v5utfAGaRAh8zMzPrAi2bSbEVIWlg\nRCyQtB5pMfOH8nqdblcqlaK1tbUnqrJ+yFtALOMtIMwah6SpEVFqL59HdOrnFkmDgPcA3+mpIMfM\nzMxqc6BTJxExorfbYFaNRzHMrJl5MbKZmZk1LAc6ZmZm1rA8dWVmTePlix7q7Sb0Cxt85UO93QSz\nuvGIjpmZmTUsBzpmZmbWsPp1oCPpQkmjC4/vkPTzwuMLJH21k2U+L2lwlfSDJZ2+Am0d7Z3IzczM\nela/DnSAScBwAEkrAYN59yaYw4G6TMpHxE0Rce4KFDEacKBjZmbWg/p7oPMQOdAhBTizgfmS1pG0\nGrAN8KSkCZKmSZol6RAASWtK+r2kxyTNlnRkodwvF/JvnfMfK+mSfDxO0sWSJkl6VtLInL6SpDGS\nHpd0i6RbJY2UdDKwEXCvpHtz3k/l8mdLOq9csaQFkr6X2zUl751lZmZmXdCvA52IeAlYLGkIKeCZ\nTNonag+gBMwE/gYcFhG7APsAF0gS8FHgpYjYKSK2B24vFP1qzv8T4NQa1W8I7AkcBJRHej4BDAV2\nAL6Y20FEXAy8BOwTEftI2gg4D9gXGAbsJunQXMaawJSI2Am4Hzi+i91jZmbW9Pp1oJOVR3XKgc7k\nwuNJgICzJc0E7gY2BjYgbZi5v6TzJO0VEcVNOG/Mv6eSApdqxkfE0oh4IpcHKfC5Lqf/Bbi3xrW7\nARMjYl5ELAauAvbO594BbmmvfkmjJLVKap03b16NaszMzJpbIwQ65XU6O5CmrqaQRlLK63OOBlqA\nXSNiGPAyMCAi5gC7kgKecySdUShzYf69hNrfNbSwcKyK3+1pK9+iWLbTas36I2JsRJQiotTS0tLB\nas3MzJpLIwQ6D5Gmj16PiCUR8TowiBTsTAbWBl6JiEWS9gE2BcjTR3+LiF8DPwB2qUNbHgQOz2t1\nNgBGFM7NB9bKxw8DH5Y0WNLKwKeA++pQv5mZmRU0wjcjzyJ92urqirSBEfGqpKuAmyW1AjOAp3Ke\nHYDzJS0FFgFfqkNbbgD2I40szSEFNOUpsbHAbZLm5nU6XyNNbQm4NSL+pw71m5mZWYGWzZJYPUga\nGBELJK0HPAJ8KK/X6TalUilaW1u7swqzhuAtIDrGW0BYfyBpakSU2svXCCM6fc0tkgYB7wG+091B\njpmZmdXmQKfOImJEb7fBzKrzSIVZ82mExchmZmZmVTnQMTMzs4blqSszaxqv/HhCbzdhha3/5f16\nuwlm/YpHdMzMzKxhOdAxMzOzhtWnAx1JF0oaXXh8h6SfFx5fIOmrXSh3tKQ1qqSfKemcirRhkp7M\nx7fmj453pq4TJH2unTwlSRd3plwzMzNrX58OdFi2jxWSViJ9A/J2hfPl/aw6azSwXKADXAMcWZF2\nFPlblyPiwIh4o3hSSc1+jIjLIuJXbTUmIloj4uQOtdzMzMw6rK8HOuWdySEFOLOB+ZLWkbQasA0w\nHUDSaZIelTRT0lk5bU1Jv5f0mKTZko6UdDKwEXCvpHftLh4RfwDekPTPheQjgGtzec/n/amGSnpS\n0hhgGrCJpC9ImiNpoqSfSbokX3OmpFPz8cS8W/ojOe9eOX2EpFvy8e6SJkmann9vVfdeNTMzaxJ9\n+lNXEfGSpMWShpACnsnAxqQNO98EZkbEO5IOALYAdiftHXWTpL1Ju5a/FBEfA5C0dkS8mae79omI\nV6tUew1pFOdhSR8EXouIp6vk2wo4LiL+PW8Q+k3SxqDzgXuAx2rc1ioRsbukA4FvAftXnH8K2Dsi\nFkvaHzgbOLzdzjIzM7Pl9PURHVg2qlMOdCYXHk/KeQ7IP9NJIyxbkwKfWcD+eRRlr4h4k/ZdC4zM\n01FHkQKfal6IiCn5eHfgvoh4PSIWAde1Uf6N+fdUYGiV82sD10maDVzIu6fq/kHSKEmtklrnzZvX\n5g2ZmZk1q/4Q6JTX6exAmrqaQhrRKa7PEXBORAzLP5tHxC8iYg6wKyngOUfSGe1VFhF/Ap4HPkwa\nSfltjaxvFY7ViftZmH8vofqI2neAeyNie+DjwIAa7RwbEaWIKLW0tHSiejMzs+bRHwKdh4CDgNcj\nYklEvA4MIgU7k3OeO4DPSxoIIGljSevnKaW/RcSvgR+QppYgTS+t1Uad15BGU/4YES92oI2PAB/O\na4dWYcWmmtYG/pyPj12BcszMzJpen16jk80ifdrq6oq0geU1NhFxp6RtgMmSABYAnwE2B86XtBRY\nBHwpXz8WuE3S3IjYp0qd1wEXAV/uSAMj4s+SzgYeBl4CniCtIeqK7wNX5HVE93SxDDNqbl+RAAAR\nwElEQVQzMwMUEb3dhoYgaWBELMgjOr8DLo+I3/VE3aVSKVpbW3uiKrN+zVtAmDUOSVMjotRevv4w\nddVfnClpBmkd0XPA+F5uj5mZWdPrD1NX/UJEnNrbbTCztnk0xKz5eETHzMzMGpYDHTMzM2tYnroy\ns6bxyiW3dnsd6590YLfXYWYd5xEdMzMza1gOdMzMzKxhNXygI+lCSaMLj++Q9PPC4wskfV3S9b3T\nQpB0q6RBvVW/mZlZo2r4QIdle2WRN+oczLs3yhwOTIiIkb3QNgAi4sCIeKO36jczM2tUzRDolHc/\nhxTgzAbm532pVgO2Af4v7xaOpO0kPSJphqSZkrbI6Z/Ljx+TdGVO21TShJw+QdKQnD5O0sWSJkl6\nVtLInL6hpPtz2bMl7ZXTn5c0WNJQSU9K+pmkxyXdKWn1nuwsMzOzRtLwgU5EvAQszkHIcNJGoA+T\nNgUtATOBdwqXnABcFBHD8vkXJW0HfAPYNyJ2Ar6S814C/CoidgSuAi4ulLMhsCdpQ9Jzc9qngTty\n2TsBM6o0eQvg0ojYDniDFdsg1MzMrKk1y8fLy6M6w4EfAhvn4zdJU1tFk4FvSHofcGNEPC1pX+D6\nwiair+e8ewCfyMdXkjbkLBsfEUuBJyRtkNMeBS6XtGo+Xy3Qea6QPhUYWu2GJI0CRgEMGTKknds3\nMzNrTg0/opOV1+nsQJq6mkIKUoaTgqB/iIirgYOBt4E7cpAjoCO7nxbzLCwcK5d9P7A38GfgSkmf\nq1JG8bol1AhGI2JsRJQiotTS0tKBppmZmTWfZgl0HiJNIb0eEUvyiMwgUrAzuZhR0geAZyPiYuAm\nYEdgAnCEpPVynnVz9knAUfn4aODBthohaVPglYj4GfALYJc63JuZmZnV0CxTV7NIn7a6uiJtYES8\nKmlgIf1I4DOSFgF/Ab4dEa9L+h5wn6QlwHTgWOBk0lTUacA84Lh22jECOC2XvQCoNqJjZmZmdaKI\njszIWF9WKpWitbW1t5th1ud5CwizxiFpakSU2svXLFNXZmZm1oSaZerKzMyjLWZNyCM6ZmZm1rAc\n6JiZmVnD8tSVmTWNVy69sbeb0DDWP/ET7Wcy6wM8omNmZmYNy4GOmZmZNaymC3QkXShpdOHxHZJ+\nXnh8gaSvdlPd35a0f3eUbWZmZstrukCHZfteIWkl0jcmb1c4v9z+V/USEWdExN3dUbaZmZktrxkD\nnfJO5pACnNnAfEnrSFoN2AYYLemQ8gWSrpJ0sKQBkn4paZak6ZL2yeePlTRe0s2SnpN0kqSv5jxT\nyntjSRonaWQ+fl7SWZKm5fK2zuktku7K6T+V9IKkwT3XPWZmZo2j6QKdiHgJWCxpCCngmQw8TNrg\nswTMBC4j71slae2c71bgxFzGDsCngCskDchFbw98Gtgd+B7wt4jYOZdfa0+rVyNiF+AnwKk57VvA\nPTn9d8CQ+ty5mZlZ82m6QCcrj+qUA53JhceTIuI+YHNJ65MCmhsiYjGwJ3AlQEQ8BbwAbJnLvDci\n5kfEPOBN4OacPgsYWqMd5c+6Ti3k2RO4NtdxO/B/1S6UNEpSq6TWefPmdermzczMmkWzBjrldTo7\nkKauppBGdIrrc64EjiaN7Pwyp6mNMhcWjpcWHi+l9vcVlfMsKeRpq45/iIixEVGKiFJLS0tHLjEz\nM2s6zRroPAQcBLweEUsi4nVgECnYmZzzjANGA0TE4zntflLwg6QtSdNKf6hz2x4Ejsh1HACsU+fy\nzczMmkazBjqzSJ+2mlKR9mZEvAoQES8DT7JsNAdgDLCypFnAb4BjI6I4klMPZwEHSJoG/CswF5hf\n5zrMzMyagiKit9vQJ0lagxT87BIRb/ZgvasBSyJisaQ9gJ9ExLC2rimVStHa2tozDTTrx7wFRP14\nCwjrbZKmRkSpvXze66qK/KV+lwM/7MkgJxsC/DZ/x887wPE9XL+ZmVnDcKBTRf5Sv175WHdEPA3s\n3Bt1mzU6j0KYNZ9mXaNjZmZmTcBrdBqApHmk7/TpSwYDr/Z2IxqE+7J+3Jf1476sD/dj120aEe1+\nv4oDHesWklo7skjM2ue+rB/3Zf24L+vD/dj9PHVlZmZmDcuBjpmZmTUsBzrWXcb2dgMaiPuyftyX\n9eO+rA/3YzfzGh0zMzNrWB7RMTMzs4blQMfqStL5kp6SNFPS7yQNKpz7mqRnJP1B0kd6s519naRP\nSnpc0lJJpYpz7sdOkvTR3F/PSDq9t9vTn0i6XNIrkmYX0taVdJekp/Nvbz7cAZI2kXSvpCfz3/dX\ncrr7sxs50LF6uwvYPiJ2BOYAXwOQtC1wFLAd8FFgjKSVe62Vfd9s4BPA/cVE92Pn5f65lLRJ7rbA\np3I/WseMI73Wik4HJkTEFsCE/Njatxj4j4jYBvggcGJ+Lbo/u5EDHauriLgzIhbnh1OA9+XjQ4Br\nI2JhRDwHPAPs3htt7A8i4smI+EOVU+7HztsdeCYino2Id4BrSf1oHRAR9wOvVyQfAlyRj68ADu3R\nRvVTETE3Iqbl4/nAk8DGuD+7lQMd606fB27LxxsDfyqcezGnWee4HzvPfVZ/G0TEXEj/eQPr93J7\n+h1JQ0n7Gj6M+7NbeVNP6zRJdwPvrXLqGxHxPznPN0jDtFeVL6uSv6k/8teRfqx2WZW0pu7HDnCf\nWZ8iaSBwAzA6Iv4qVXuJWr040LFOi4j92zov6RjgIGC/WPb9BS8CmxSyvQ94qXta2D+01481uB87\nz31Wfy9L2jAi5kraEHiltxvUX0halRTkXBURN+Zk92c38tSV1ZWkjwL/BRwcEX8rnLoJOErSapLe\nD2wBPNIbbezn3I+d9yiwhaT3S3oPaTH3Tb3cpv7uJuCYfHwMUGsE0gqUhm5+ATwZET8snHJ/diN/\nYaDVlaRngNWA13LSlIg4IZ/7BmndzmLSkO1t1UsxSYcBPwZagDeAGRHxkXzO/dhJkg4EfgSsDFwe\nEd/r5Sb1G5KuAUaQdtl+GfgWMB74LTAE+F/gkxFRuWDZKkjaE3gAmAUszclfJ63TcX92Ewc6ZmZm\n1rA8dWVmZmYNy4GOmZmZNSwHOmZmZtawHOiYmZlZw3KgY2ZmZg3LgY41PUkLKh4fK+mS3mqPdY6k\n5yUNzseT6ljuNZJmSjqljTyHdmSDUElnSjo1H39b0v75eLSkNQr5bpU0aAXb/a42SZooqbQiZXay\n/n/cayevGyHplk5eU/XeJO2VdwefIWn1GtcOkvTvHaxnQf69kaTr8/Gw/LUF5TwHS/JmnH2QAx0z\n6xBJff6b1CNieD3KkfReYHhE7BgRF7aR9VDSjugdFhFnRMTd+eFoYI3CuQMj4o1ON3gF29SAjgZ+\nEBHDIuLtGnkGAR0KdMoi4qWIGJkfDgMOLJy7KSLO7VJrrVs50DFrg6RNJU3I7+wnSBoiaWVJzyoZ\nJGmppL1z/gckbV5RxrGSxku6WdJzkk6S9FVJ0yVNkbRuzne8pEclPSbphvI7fUnjJF0saVKud2RO\nv1LSIYV6rpJ0cEXdIyTdJ+m3kuZIOlfS0ZIekTRL0ma17rNQ9w8l3QucJ2lNSZfndk4v1l+oc0NJ\n9+d307Ml7ZXTF0i6QNK0XEdLTt9M0u2Spub+2zqnt+R+eDT/fCinryfpzlz/TynsZVV45z0iv9u/\nXtJTuW+Uzx2Y0x7M/VptFOFOYP18D3tVe24kDQcOBs7P+Tar9RxW9M84SSMlnQxsBNyb+7dydOoz\n+XmaIemn+XW3cr5+dn7+Tqkoe7k25VOfzGXNKTwfQ3N/T8s/w9vru4q6OnKvm0u6O+eZlvtIks4v\n3MORhUsG1njO9svP96z8+lutynNWrvOLwBHAGbmMgfn1Ni1fX37Nngtslvvp/DbyFcsemtv9HuDb\nwJH5+iNVGAlu47X74Zx/Rr6ftWrdh9VRRPjHP039AywBZhR+/he4JJ+7GTgmH38eGJ+Pbwe2I+3p\n9SjwDdI3Qj9XpfxjgWeAtUjfdPwmcEI+dyHp240B1itc813gy/l4HHAd6Y3JtsAzOf3DhfasDTwH\nrFJR9wjSNytvmNv3Z+CsfO4rwI/auc9xwC3Ayvnx2cBn8vEgYA6wZkWd/0HamBTSNxGvlY8DODof\nn1Ho4wnAFvn4n4F78vHVwJ75eAjpa/MBLgbOyMcfy+UOzo8XFO77TdK+VisBk4E9gQGknczfn/Nd\nA9xS5TkbCswuPG7ruRnZgXxnAqdWXgM8X2578TGwTX5OVs3pY4DPAbsCdxXyD6rS9so2TQQuyMcH\nAnfn4zWAAfl4C6C1rb6rUk9H7vVh4LB8PCDXeThwF+m1sQHp723DDjxnW+ZyfsWyv5mJQKmtPiDt\n6fhP+Xgw6W9RVZ7jqvkqXlf/uIb0d31Jxd95+TVd67V7M/ChfDyQir9X/3TPT58fijbrAW9HxLDy\nA0nHAuV5/z2AT+TjK4Hv5+MHgL2B9wPnAMcD95GCnmrujYj5wHxJb5L+wYP0VfA75uPtJX2XFEAM\nBO4oXD8+IpYCT0jaACAi7pN0qaT1cxtviIjFVep+NCLm5nv7I2m0olz3Pu3cJ8B1EbEkHx8AHKxl\nazAGkP8hL9YHXK60eeH4iJiR05cCv8nHvwZuVNrFeThwXWHQoPxufX9g20L6P+V3wHuX2xoRv5f0\nf1XuGeCRiHgx3/cM0n9SC4BnI+K5nOcaYFSN64vaem66kq89+5GCmkfz/a9O2ujxZuADkn4M/J5l\nz2V7yptHTiX1A8CqwCWShpGC/S0L+av13YMVZbZ5r/m52jgifgcQEX/P6XsC1+TX1MuS7gN2A/5a\no975pDcQc3LRVwAnkrb06AgBZyuNui4FNiYFWB3N95cO1lNU67X7EPBDSVcBN5bv1bqXAx2zzinv\nmfIAcAJp6uEM4DTSO9L7a1y3sHC8tPB4Kcv+DscBh0bEYznYGlHj+uI0wpWk9QhHkUZiulp3peLe\nMG9V1H14RPyhxnVExP35P4uPAVdKOj8iflWjjpWAN4qBZsFKwB5RscYi/+fRkb1rive9hHSvy03B\ndNA4aj83XcnXHgFXRMTXljsh7QR8hPSf/RHUft6Lyn1R7geAU0h7V+1E6uu/V8lfeU3RONq+11p9\n3dZzUM/nrOxo0kjqrhGxSNLzpAC9q/k6ouprFzhX0u9JI2tTJO0fEU91sQ7rIK/RMWvbJFIQAekf\nwvK72odJIxFL8zvVGcC/kQKgrloLmJtHQo7u4DXjSAtaiYjHV6DuWvdZ6Q7gy4W1EztXZpC0KfBK\nRPyMtFPzLvnUSkB5IeengQcj4q/Ac5I+ma9V/o8c0mjFSYVyy8HQ/bmNSPpXYJ1O3OdTpBGRofnx\nkbWzvkut52Z+Ptdevloqry+bAIzMo3VIWldpHdVgYKWIuAH4Jsv6tiNlVlobmJtHCj9LmkrqjDbv\nNT+3L0o6NN/Dankdz/2ktS0rK63T2ht4pI16ngKGatnat8+SRk87am3S63GRpH2ATXN6ZT/VyldL\nW/1c9bUrabOImBUR5wGtwNaduA/rIgc6Zm07GThO0kzSP7BfAYiIhaR1A1NyvgdI/+jNWoG6vkkK\noO4i/ePeroh4mTRt9MsVqBdq3GcV3yFNecyUNDs/rjQCmCFpOmk9xkU5/S1gO0lTgX1Jizkh/Sf5\nBUmPAY8D5UWgJwMlpQXST5BG0ADOAvaWNI00lfa/Hb3J/A7734HbJT1IGtF4swOX1npurgVOywtL\nN2sjXy1jgduUFyMX2vkE8N/Anfk5uYu0jmVjYGKe1hkHLDfiU6VNtYwBjpE0hTRt9VYbeavpyL1+\nFjg538Mk4L3A74CZwGPAPcB/RkTN6aH8RuI40vRmedfvyzrRzqtIr6NW0mvtqVzua8BDeXHx+bXy\nteFe0vTUDL17QTXUfu2OzvU9BrwN3NaJ+7Au8u7lZv1Yfoc8C9glIjryH3avkbQgIgb2gXYMjIgF\neVTqUuDpaPsj5GbWj3lEx6yfUvrSuaeAH/f1IKePOT6PiDxOmq74aS+3x8y6kUd0zMzMrGF5RMfM\nzMwalgMdMzMza1gOdMzMzKxhOdAxMzOzhuVAx8zMzBqWAx0zMzNrWP8Phqybj22YiQ8AAAAASUVO\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29730c29f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(8,15))\n",
    "sns.barplot(deaths.diff_speed_alc, deaths.State)\n",
    "ax.set(ylabel=\"\", xlabel=\"How many more speeding fatalities than alcohol fatalities\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Speeding leads to more fatalities than alcohol in about half of US states, though most are within 20% of each other."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ATAK2A9YH5ku6pYzZCdja9kOSasAHge2pPveFwIIurjPT9ikAki4A9gN+1thJ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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29730ad6b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(8,15))\n",
    "sns.barplot(deaths.diff_speed_distracted_v_alc, deaths.State)\n",
    "ax.set(ylabel=\"\", xlabel=\"How many more distracted driving fatalities than alcohol fatalities\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Distracted driving leads to more fatalities than alcohol in only a few states, though the numbers are similar for a few more than that. If we say that less than 20% difference is insignificant, then a majority of states have fatality rates similar for alcohol and distracted driving."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LJd1QxuwJ7GT7XkkN4F3AblSf+2JgUQ/XmWX7VABJ5wNvB37U2knSTGAmQGdn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\nAa23qPfX8Yy+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29730fbbe80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(8,15))\n",
    "sns.barplot(deaths.diff_speed_distracted_v_speeding, deaths.State)\n",
    "ax.set(ylabel=\"\", xlabel=\"How many more distracted driving fatalities than speeding fatalities\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Speeding is more contributory to fatalities than distracted driving in most states. Mississippi looks like an outlier with nearly 80% more fatalities due to distracted driving than speeding, especially considering how similar most of the other states are."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Speeding</th>\n",
       "      <th>Alcohol-Impaired</th>\n",
       "      <th>Distracted</th>\n",
       "      <th>No Previous Accidents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>39</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>41</td>\n",
       "      <td>25</td>\n",
       "      <td>10</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>35</td>\n",
       "      <td>28</td>\n",
       "      <td>16</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>18</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>California</td>\n",
       "      <td>35</td>\n",
       "      <td>28</td>\n",
       "      <td>9</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        State  Speeding  Alcohol-Impaired  Distracted  No Previous Accidents\n",
       "0     Alabama        39                30           4                     80\n",
       "1      Alaska        41                25          10                     94\n",
       "2     Arizona        35                28          16                     96\n",
       "3    Arkansas        18                26           6                     95\n",
       "4  California        35                28           9                     89"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deaths2 = deaths[['State',\n",
    "       'Speeding',\n",
    "       'Alcohol-Impaired',\n",
    "       'Distracted',\n",
    "       'No Previous Accidents']]\n",
    "\n",
    "deaths2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Category</th>\n",
       "      <th>Percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>California</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Florida</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Maine</td>\n",
       "      <td>Speeding</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   State  Category  Percentage\n",
       "0                Alabama  Speeding          39\n",
       "1                 Alaska  Speeding          41\n",
       "2                Arizona  Speeding          35\n",
       "3               Arkansas  Speeding          18\n",
       "4             California  Speeding          35\n",
       "5               Colorado  Speeding          37\n",
       "6            Connecticut  Speeding          46\n",
       "7               Delaware  Speeding          38\n",
       "8   District of Columbia  Speeding          34\n",
       "9                Florida  Speeding          21\n",
       "10               Georgia  Speeding          19\n",
       "11                Hawaii  Speeding          54\n",
       "12                 Idaho  Speeding          36\n",
       "13              Illinois  Speeding          36\n",
       "14               Indiana  Speeding          25\n",
       "15                  Iowa  Speeding          17\n",
       "16                Kansas  Speeding          27\n",
       "17              Kentucky  Speeding          19\n",
       "18             Louisiana  Speeding          35\n",
       "19                 Maine  Speeding          38"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deaths2 = pd.melt(deaths2, id_vars=\"State\", var_name=\"Category\", value_name=\"Percentage\")\n",
    "deaths2.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "states = deaths.State.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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21Na4hkxMSJIkSZJyc+WVV9K7d2/KysooLy/nySefbLR9DRkyhFmzZgHwuc99jvfee6/R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\nflJOSAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x297313786a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18,8))\n",
    "ax = fig.add_subplot(111)\n",
    "x = np.arange(51)\n",
    "plt.bar(x-.3, deaths['Speeding'], width=0.2, label='Speeding')\n",
    "plt.bar(x-.1, deaths['Alcohol-Impaired'], width=0.2, label='Alcohol-Impaired')\n",
    "plt.bar(x+.1, deaths['Distracted'], width=0.2, label='Distracted')\n",
    "plt.bar(x+.3, deaths['No Previous Accidents'], width=0.2, label='No Previous Accidents')\n",
    "plt.xticks(x, states, rotation=90)\n",
    "ax.legend(loc=\"upper right\", frameon=True)\n",
    "ax.set_xlabel('State')\n",
    "ax.set_ylabel('Percentage')\n",
    "ax.set_title('Percentages of Fatalities from Various Categories')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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96U9ceOGFPPjgg7X2s3DhQhYuXMg3v/lNAGbOnMm0adNo3bo1d9xxB+3atWPG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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x297317dba58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,25))\n",
    "ax = fig.add_subplot(111)\n",
    "y = np.arange(51)\n",
    "plt.barh(y-.3, deaths['Speeding'], height=0.2, label='Speeding')\n",
    "plt.barh(y-.1, deaths['Alcohol-Impaired'], height=0.2, label='Alcohol-Impaired')\n",
    "plt.barh(y+.1, deaths['Distracted'], height=0.2, label='Distracted')\n",
    "plt.barh(y+.3, deaths['No Previous Accidents'], height=0.2, label='No Previous Accidents')\n",
    "plt.yticks(y, states)\n",
    "ax.legend(loc=\"best\", frameon=True)\n",
    "ax.set_ylabel('State')\n",
    "ax.set_xlabel('Percentage')\n",
    "ax.set_title('Percentages of Fatalities from Various Categories')\n",
    "plt.gca().invert_yaxis()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clearly alcohol contributes to far greater percentage of driver fatalities than distracted driving, though not as much as speeding. I don't think it's possible to infer how many of those fatalities came from multiple categories (could be any combination of the 4)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}