population.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 인구별 소득 수준 EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "from scipy.stats import pearsonr\n",
    "from scipy.stats import probplot\n",
    "warnings.filterwarnings('ignore')\n",
    "plt.rcParams['font.sans-serif']=['AppleGothic']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "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>자치구</th>\n",
       "      <th>1인당 총 급여</th>\n",
       "      <th>소아청소년과 병원 수</th>\n",
       "      <th>소아청소년과 의원 수</th>\n",
       "      <th>미성년자인구수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구</td>\n",
       "      <td>81053206.0</td>\n",
       "      <td>10</td>\n",
       "      <td>201</td>\n",
       "      <td>93867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>서초구</td>\n",
       "      <td>80510746.0</td>\n",
       "      <td>5</td>\n",
       "      <td>141</td>\n",
       "      <td>76176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>용산구</td>\n",
       "      <td>69795335.0</td>\n",
       "      <td>2</td>\n",
       "      <td>66</td>\n",
       "      <td>27345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>송파구</td>\n",
       "      <td>55703664.0</td>\n",
       "      <td>4</td>\n",
       "      <td>257</td>\n",
       "      <td>106008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>성동구</td>\n",
       "      <td>52498140.0</td>\n",
       "      <td>2</td>\n",
       "      <td>114</td>\n",
       "      <td>38125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>종로구</td>\n",
       "      <td>52233029.0</td>\n",
       "      <td>6</td>\n",
       "      <td>49</td>\n",
       "      <td>17365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>마포구</td>\n",
       "      <td>51249929.0</td>\n",
       "      <td>1</td>\n",
       "      <td>131</td>\n",
       "      <td>51366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>중구</td>\n",
       "      <td>49499323.0</td>\n",
       "      <td>3</td>\n",
       "      <td>59</td>\n",
       "      <td>12773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>양천구</td>\n",
       "      <td>49391500.0</td>\n",
       "      <td>5</td>\n",
       "      <td>101</td>\n",
       "      <td>79006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>영등포구</td>\n",
       "      <td>47450278.0</td>\n",
       "      <td>6</td>\n",
       "      <td>136</td>\n",
       "      <td>48396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>서대문구</td>\n",
       "      <td>44647890.0</td>\n",
       "      <td>4</td>\n",
       "      <td>67</td>\n",
       "      <td>41374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>강동구</td>\n",
       "      <td>44191868.0</td>\n",
       "      <td>5</td>\n",
       "      <td>116</td>\n",
       "      <td>73171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>동작구</td>\n",
       "      <td>44188900.0</td>\n",
       "      <td>5</td>\n",
       "      <td>122</td>\n",
       "      <td>49959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>성북구</td>\n",
       "      <td>42202897.0</td>\n",
       "      <td>3</td>\n",
       "      <td>99</td>\n",
       "      <td>63312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>광진구</td>\n",
       "      <td>40772493.0</td>\n",
       "      <td>5</td>\n",
       "      <td>141</td>\n",
       "      <td>42518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>노원구</td>\n",
       "      <td>40073375.0</td>\n",
       "      <td>9</td>\n",
       "      <td>124</td>\n",
       "      <td>80970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>강서구</td>\n",
       "      <td>39478474.0</td>\n",
       "      <td>8</td>\n",
       "      <td>197</td>\n",
       "      <td>80163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동대문구</td>\n",
       "      <td>37884712.0</td>\n",
       "      <td>7</td>\n",
       "      <td>118</td>\n",
       "      <td>42357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>구로구</td>\n",
       "      <td>37383095.0</td>\n",
       "      <td>6</td>\n",
       "      <td>133</td>\n",
       "      <td>55158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>은평구</td>\n",
       "      <td>36915161.0</td>\n",
       "      <td>8</td>\n",
       "      <td>156</td>\n",
       "      <td>64863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>도봉구</td>\n",
       "      <td>33944232.0</td>\n",
       "      <td>5</td>\n",
       "      <td>81</td>\n",
       "      <td>41355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>관악구</td>\n",
       "      <td>33653264.0</td>\n",
       "      <td>4</td>\n",
       "      <td>122</td>\n",
       "      <td>46900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>중랑구</td>\n",
       "      <td>32823432.0</td>\n",
       "      <td>8</td>\n",
       "      <td>124</td>\n",
       "      <td>46717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>금천구</td>\n",
       "      <td>32511710.0</td>\n",
       "      <td>1</td>\n",
       "      <td>73</td>\n",
       "      <td>25631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>강북구</td>\n",
       "      <td>31041123.0</td>\n",
       "      <td>1</td>\n",
       "      <td>119</td>\n",
       "      <td>34944</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     자치구    1인당 총 급여  소아청소년과 병원 수  소아청소년과 의원 수  미성년자인구수\n",
       "0    강남구  81053206.0           10          201    93867\n",
       "1    서초구  80510746.0            5          141    76176\n",
       "2    용산구  69795335.0            2           66    27345\n",
       "3    송파구  55703664.0            4          257   106008\n",
       "4    성동구  52498140.0            2          114    38125\n",
       "5    종로구  52233029.0            6           49    17365\n",
       "6    마포구  51249929.0            1          131    51366\n",
       "7     중구  49499323.0            3           59    12773\n",
       "8    양천구  49391500.0            5          101    79006\n",
       "9   영등포구  47450278.0            6          136    48396\n",
       "10  서대문구  44647890.0            4           67    41374\n",
       "11   강동구  44191868.0            5          116    73171\n",
       "12   동작구  44188900.0            5          122    49959\n",
       "13   성북구  42202897.0            3           99    63312\n",
       "14   광진구  40772493.0            5          141    42518\n",
       "15   노원구  40073375.0            9          124    80970\n",
       "16   강서구  39478474.0            8          197    80163\n",
       "17  동대문구  37884712.0            7          118    42357\n",
       "18   구로구  37383095.0            6          133    55158\n",
       "19   은평구  36915161.0            8          156    64863\n",
       "20   도봉구  33944232.0            5           81    41355\n",
       "21   관악구  33653264.0            4          122    46900\n",
       "22   중랑구  32823432.0            8          124    46717\n",
       "23   금천구  32511710.0            1           73    25631\n",
       "24   강북구  31041123.0            1          119    34944"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count_by_area = pd.read_csv(\"medical-facility-location.csv\")\n",
    "count_by_area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "sns.barplot(x='자치구', y='미성년자인구수', data=count_by_area)\n",
    "plt.title('서울특별시 행정구별 미성년자 인구수 분포')\n",
    "plt.xlabel('자치구')\n",
    "plt.ylabel('미성년자 인구수')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 가설 03: 지역의 미성년자인구수와 소아청소년과 병원의 개수는 관련이 있을 것이다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>자치구</th>\n",
       "      <th>1인당 총 급여</th>\n",
       "      <th>소아청소년과 병원 수</th>\n",
       "      <th>소아청소년과 의원 수</th>\n",
       "      <th>미성년자인구수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구</td>\n",
       "      <td>81053206.0</td>\n",
       "      <td>10</td>\n",
       "      <td>201</td>\n",
       "      <td>93867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>서초구</td>\n",
       "      <td>80510746.0</td>\n",
       "      <td>5</td>\n",
       "      <td>141</td>\n",
       "      <td>76176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>용산구</td>\n",
       "      <td>69795335.0</td>\n",
       "      <td>2</td>\n",
       "      <td>66</td>\n",
       "      <td>27345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>송파구</td>\n",
       "      <td>55703664.0</td>\n",
       "      <td>4</td>\n",
       "      <td>257</td>\n",
       "      <td>106008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>성동구</td>\n",
       "      <td>52498140.0</td>\n",
       "      <td>2</td>\n",
       "      <td>114</td>\n",
       "      <td>38125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>종로구</td>\n",
       "      <td>52233029.0</td>\n",
       "      <td>6</td>\n",
       "      <td>49</td>\n",
       "      <td>17365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>마포구</td>\n",
       "      <td>51249929.0</td>\n",
       "      <td>1</td>\n",
       "      <td>131</td>\n",
       "      <td>51366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>중구</td>\n",
       "      <td>49499323.0</td>\n",
       "      <td>3</td>\n",
       "      <td>59</td>\n",
       "      <td>12773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>양천구</td>\n",
       "      <td>49391500.0</td>\n",
       "      <td>5</td>\n",
       "      <td>101</td>\n",
       "      <td>79006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>영등포구</td>\n",
       "      <td>47450278.0</td>\n",
       "      <td>6</td>\n",
       "      <td>136</td>\n",
       "      <td>48396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>서대문구</td>\n",
       "      <td>44647890.0</td>\n",
       "      <td>4</td>\n",
       "      <td>67</td>\n",
       "      <td>41374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>강동구</td>\n",
       "      <td>44191868.0</td>\n",
       "      <td>5</td>\n",
       "      <td>116</td>\n",
       "      <td>73171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>동작구</td>\n",
       "      <td>44188900.0</td>\n",
       "      <td>5</td>\n",
       "      <td>122</td>\n",
       "      <td>49959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>성북구</td>\n",
       "      <td>42202897.0</td>\n",
       "      <td>3</td>\n",
       "      <td>99</td>\n",
       "      <td>63312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>광진구</td>\n",
       "      <td>40772493.0</td>\n",
       "      <td>5</td>\n",
       "      <td>141</td>\n",
       "      <td>42518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>노원구</td>\n",
       "      <td>40073375.0</td>\n",
       "      <td>9</td>\n",
       "      <td>124</td>\n",
       "      <td>80970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>강서구</td>\n",
       "      <td>39478474.0</td>\n",
       "      <td>8</td>\n",
       "      <td>197</td>\n",
       "      <td>80163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동대문구</td>\n",
       "      <td>37884712.0</td>\n",
       "      <td>7</td>\n",
       "      <td>118</td>\n",
       "      <td>42357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>구로구</td>\n",
       "      <td>37383095.0</td>\n",
       "      <td>6</td>\n",
       "      <td>133</td>\n",
       "      <td>55158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>은평구</td>\n",
       "      <td>36915161.0</td>\n",
       "      <td>8</td>\n",
       "      <td>156</td>\n",
       "      <td>64863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>도봉구</td>\n",
       "      <td>33944232.0</td>\n",
       "      <td>5</td>\n",
       "      <td>81</td>\n",
       "      <td>41355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>관악구</td>\n",
       "      <td>33653264.0</td>\n",
       "      <td>4</td>\n",
       "      <td>122</td>\n",
       "      <td>46900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>중랑구</td>\n",
       "      <td>32823432.0</td>\n",
       "      <td>8</td>\n",
       "      <td>124</td>\n",
       "      <td>46717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>금천구</td>\n",
       "      <td>32511710.0</td>\n",
       "      <td>1</td>\n",
       "      <td>73</td>\n",
       "      <td>25631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>강북구</td>\n",
       "      <td>31041123.0</td>\n",
       "      <td>1</td>\n",
       "      <td>119</td>\n",
       "      <td>34944</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     자치구    1인당 총 급여  소아청소년과 병원 수  소아청소년과 의원 수  미성년자인구수\n",
       "0    강남구  81053206.0           10          201    93867\n",
       "1    서초구  80510746.0            5          141    76176\n",
       "2    용산구  69795335.0            2           66    27345\n",
       "3    송파구  55703664.0            4          257   106008\n",
       "4    성동구  52498140.0            2          114    38125\n",
       "5    종로구  52233029.0            6           49    17365\n",
       "6    마포구  51249929.0            1          131    51366\n",
       "7     중구  49499323.0            3           59    12773\n",
       "8    양천구  49391500.0            5          101    79006\n",
       "9   영등포구  47450278.0            6          136    48396\n",
       "10  서대문구  44647890.0            4           67    41374\n",
       "11   강동구  44191868.0            5          116    73171\n",
       "12   동작구  44188900.0            5          122    49959\n",
       "13   성북구  42202897.0            3           99    63312\n",
       "14   광진구  40772493.0            5          141    42518\n",
       "15   노원구  40073375.0            9          124    80970\n",
       "16   강서구  39478474.0            8          197    80163\n",
       "17  동대문구  37884712.0            7          118    42357\n",
       "18   구로구  37383095.0            6          133    55158\n",
       "19   은평구  36915161.0            8          156    64863\n",
       "20   도봉구  33944232.0            5           81    41355\n",
       "21   관악구  33653264.0            4          122    46900\n",
       "22   중랑구  32823432.0            8          124    46717\n",
       "23   금천구  32511710.0            1           73    25631\n",
       "24   강북구  31041123.0            1          119    34944"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count_by_area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PearsonRResult(statistic=0.4858171857753344, pvalue=0.013813949087772295)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pearsonr(count_by_area['미성년자인구수'], count_by_area['소아청소년과 병원 수'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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phg94Wrs9bNgwBAQEQKvVIigoyKxTb/PmzbFw4UJMmjQJPj4+UCgUiImJQUpKCj766COULVsWGo0GJUuWxHvvvWfSNGkwGDBv3jwEBgZCo9GgbNmymDx5skkTX/PmzfH7779jy5YtqFOnDrRaLSpVqoTFixdb/Ns0b94ccXFxOHHiRJ7/NgWNVTt55jXB2LVrFz744AP88ssv0Gq1WLduHRYsWIAlS5aYnIAUCkWOJ0xLdwLcu3cPXl5eKF26NAICAqQfp9xiOXr0KJ48eYJffvkFSUlJZtOzJhhZYylRooTUTyOrpKQk3Lp1y+TLb+nLo9Pp8vRjcODAAdSvXx8qlQppaWlIS0uTptWuXRt//fUXPvvsM/j7++e4DmdnZwwYMAC//vorQkJCLM5z69Yt7NmzR3r/4MEDeHt7m8yT1x8vnU6HBQsWoE6dOujSpQtGjx6NXbt2mXQ269evHy5evIikpCRUqlQJbdq0wbFjx0zisdSxValUokyZMhaTkpxkZGRg0KBBGDduHIKCgvDpp58CACZMmIBHjx7h0aNH6N27t9nnFB8fj5kzZ6Jy5cp4//33sWjRIqxbtw4ajUaa55NPPsHJkydx7tw5lClTBl26dDFJfjK3b8mCBQvg6+uL8uXLo2zZsvjggw9y/a4+evQIv/76q/T+RT4jwPLVcdb1RERE4OrVq/jvv/+QnJyc4xVolSpVsHv3bly7dg2rV6/Gnj17cPfuXSkZelaHvHbt2uHixYuYPn06oqOjkZaWhnPnzmHgwIHo2rWrVLv4Ik10oaGhGDZsmPQ+e4Jh6e82a9YsbNmyBT179sy19iQwMBBTp07Fpk2b8nQVHhkZiU6dOqF79+7o0aMHhg0bhrp16+KNN94wudAxGo347bff4O7uDi8vL4vrMhqNJufdmJgYkxgs1cxkyvz8X3/9dam5zM3NTWqqdXR0xLx583L8nqSkpKBbt25wc3PDrFmzUKNGDUybNg0dO3bEkSNH4OzsDCcnJ7i7u0OhUFj8/vzzzz/IyMjIU02XTqfDTz/9hAkTJqBdu3aoU6cOAODbb7/FgAEDMHLkSNy4cQN79uzBjRs30LVrV2nZL7/8El5eXti+fTuuXLmCvn37onv37mbNU0uXLsWhQ4ewZ88e3LlzB25ubujfvz+OHDmCjRs34s6dO/j555+RkJCA1atXA3j63enRowe+/vprzJkzBzdu3MC3336LrVu34o033jDpLP/jjz9i2rRp+PLLL3Hjxg3MnDkTs2bNwhdffGG2v25ubihTpkye+6wVSCKfHB0dxeHDh03Kbt++LQCIpKQkqSw+Pl4AEI8ePTKZNzQ0VDg5OYlt27aZlB8/flx4eXmJQYMGSWXDhg0T/fr1M4shICBA7N6926Ts8ePH4vbt22bzAhCpqakW90Wv14v69euL0NBQ0adPH/H++++bzaNQKIRSqRQAxJQpU6Ty6Oho4e/vL4YPHy5u3rwpHj9+LE6fPi2aN28u3nrrLZN1DB8+XIwcOdKkTKPRCABCo9EIrVYrXF1dhZubm8lLq9UKhUIhAEivatWqWdyXvNDr9SIxMVE8fvzYbNrGjRtFo0aNpPeff/65ePvtt03et23bVty7d09ERUUJvV6f67Y2btwofvzxR5GWlvbMuB48eCCWL18udDqdVPbBBx9Y/DyEEKJOnTomn3+lSpXEoUOHRGJiokhMTDSZNzo6WoSEhIh27dqJjIwMcfPmTVG8eHExbtw4k9gGDhwo+vfvb7atZcuWid9///2Z+yvE0+Ng1apVwmg0SmXHjh0Tvr6+ZvPGxcWJ6Ohok7J169aZ/M2zO3HihChRooT0/scffxTBwcEm76tVqybu378voqKiTP6elsyePVv07dtXGAwGqUyv14umTZuKjRs3ii5duohSpUqJ8uXLC1dXVzF9+nST5Q8fPiy6dOkiOnToIFq3bi1atGghmjdvLho2bChq1aolAgIChJubmwgICBAZGRkCgLh//77FWK5cuSK6desmPD09hUqlEgEBAeKLL74w+Yx27dolatSokes+WXLmzBlRrFgxk/PT4cOHhUajESVLlhR+fn7Czs5OHDp0KN/rzkqn05md77I7dOiQ8PHxEf379zf5TqWnp4vhw4cLHx8fceDAASHE02OuZ8+eua7vrbfeEuvXr5feN2/eXEREREjvy5YtK5ydnYWPj4+oXbu2EEKYfD/zymAwiKSkJJGeni6EEOKff/4RNWrUEE2bNhUJCQkm886cOVO4ubmJe/fuSWWurq5i//79ZuvdvHmzACDi4uJMyg8fPiwAmJwPlUql8Pb2FlOnTpXOYffv3xcODg5iz549JsvHx8cLR0dHaZuWfgPefPNNk9+XZs2aCY1GY/Yd1Wq14rvvvjNbPjPmLVu2CJVKJc6dO2cyPSoqSri5uYnFixdL63d1dRVRUVEm84WGhorSpUubrV8IIWrXri3GjBljcVphkO/OATlV1QG5XxEBwP379/HTTz9h69ataNOmjcm0Ro0aITw83GwQG5HDFVnv3r2l6Wq1Gk5OTihTpgyOHj1qMp9CocjxymfSpElQKBQYMWIEOnXqhNdffx3NmjVD9+7dTebbvHkz6tevD2dnZ6nM19cXZ86cwcyZM9GiRQs8fPgQ5cqVw6BBgzB69Gizfci+HxEREbCzs5NuR8108uRJtG/fHgkJCdJdNAqFAhkZGdDr9dJVwNGjR/Hmm29KVyfZ/83crtFoRHp6OtLT06XPbtWqVWZjPohsTUExMTEoV66c9N5oNGLv3r0oUaIEhBC4fft2rrfO9uzZ02J5QEAA1q9fj0aNGkllPj4+JleXAFCuXDmLnVOFEPjf//6H0qVLm8TWqlUrCCHQrVs36Sp//vz5mDNnDjp27IhVq1ZBrVajfPnyOHnyJLp3746ePXtK1aSWPiMAGDFihFnZ/fv30bBhQxw5cgRlypSRysuWLWtxLI1Hjx6hePHiSE9Pl+5W8fDwwJAhQzB+/Hhpvty+q5kxZv2MHj16hPLly5v8Hf7991+UKFECRqMRhw8fRvPmzXNcn5OTEw4cOIAyZcrAzs4ORqNR+o4plUr8/vvv0rzvvfee2RWor68vmjRpArVaLX2Xx40bh5kzZ6Jt27bQarXQarXw8PB4ZifKypUr47fffpP209JVd146G2aXlJSEPn36YMGCBSa3JxuNRtSqVQtHjhyBvb291HSSadiwYdi0aZPJcZX92BL/v/km8/jK3MeMjAyL/a6EEDh27Bjmzp2LgQMHmkyzs7PDt99+i3feeQe1a9cG8LQ/RfbvQ9a/jcFggEKhwJMnT5CQkACdTofvvvsOqampCA8PR0BAAIQQ+Pnnn9G0aVPp/LxixQqMHDlS+syUSqXUsVypVEr7pdPppFfmuWP//v1o1aoVMjIy0LJlS8yePdukRg8APvvsM4wdO9bk753175NVZo2spVvHgadNt5lNgG5ubmb9jXbt2oW0tDS8++67ZsvqdDqcOXMGrVq1ktYRFRWF8+fP4/r164iOjjYbDLJDhw4mTcMA0KlTJ0yYMAH37t3DW2+9hapVqwL4v75PW7ZsQcuWLc3u9Mu8XXvLli0YO3YsAGDQoEFmtc3VqlXDnTt3LO6/RqMxqbUubJ4rwYiNjcWDBw+gUqmg1+ulXtTPSjD8/Pxy7fmb9UcDAIKCgizemhYeHg61Wg2NRvPMdllLJyWj0YiJEydiw4YNCAsLg1KpROnSpbFhwwa8++670p0lwNMDOvNWMEv78+233+a6/cx1ZE/MLK0PePqFUiqVZgetvb29yZ05wcHBOHPmDDQajfTKPNF//vnnuHv37jP7FWSV/RbJxYsXm+3DW2+9hc2bN+d5nZbExcXl2GSQVefOnTFlyhTcv3/fpF374MGDcHNzM6lSFULg8OHDaNq0qck6goODsWLFCrPB2sqWLYvTp0+bdJ6qVatWnu58Ap7+MEdEROSpOaJ+/fqIi4uTPqNn9ejPTfbPKPOklUkIgVq1auV5YLkPPvgAH3zwQZ7m9ff3l+7AyFSlShVUqVLFpGzKlCmoXbs2qlSpgp07d2LAgAFQq9VS82Nebi18nkTCkri4OHTp0gVNmzZFv379TKaJ/38XSeZnnv2znDFjBiZNmiR9bvb29lCpVLCzs0OFChXwww8/SHea5ZVCocDUqVNznSdrE+awYcPMzhv3799HmTJloFarodfrYW9vj6NHj2LmzJlwcnKS7ppyd3fHzJkzYTAYoNVqTX7A+/Tpg27dukGr1UqdYTO/V++99x7UajVWrFiB9PR0pKWlSRcnBoNBapILDg6W+qQ8efLErGkoe8Lw+++/S00aWWU2/SQnJ1vsrFy6dGmTC7vsoqOjUbZs2RwH2stslt29ezcmTpyImJgY1K9fHxUqVICbm5vZj7elIRN++OEHrFu3Dlu3bsW8efPg7u6O9u3b49NPP0XJkiXx4MGDHAe4K1eunEkzTPZE9lmSkpJyvAGhMMh3giGEQPfu3aUOaUqlUvrByJpgPOvkazQa8dNPP+GXX37B5cuXER8fLw3GUqJECdSvXx+9e/c2udLN5OrqCoPBgISEhBzbJnMSFxeHrl27IjIyEkeOHEHJkiWlaR07dsQvv/yC3r174+rVq5g5cyaA3DuXHTx4EBERERZH6sy6r7nV/GSVWw/xrJycnBAQEJDjOvJyItfpdEhJSUFKSgru3LmD5ORk7NixA9HR0YiOjsa9e/cQFRWFevXqmbX1Pq+83rterlw59OnTB+3bt8e3336L6tWr48KFCxg6dChmzpxpdoeApb9v5tX748ePsWLFCuzcuRPXrl1DfHw8MjIy4ODggOLFiyMoKAiDBg0yq1V70X0A/m8Ap8w+DPkZywF4ejWcnJyM1NRU3Lx5ExkZGdi1a5f0Gd2/fx9RUVEoWbIkatWq9VyfUXJyMr777jvs27cP165dQ0xMDDIyMqDValGiRAkEBwejf//+Fo/F7LJedXfo0AGPHj0C8PRE6ebmZnYRkpKSAr1eL9UIZNbSpKWlISUlBf/73/9w5coVKBQKBAYG5nnk20OHDqF///546623zJJlwPz8lP19ThcAmawxBsPFixcxf/58nDlzBmlpadL3WKFQoGTJknjjjTfMEkB/f3/ExsY+cwDD3OJ0dnaWfrR37NiB4OBgaX+z1pJlv6jJiZOTk3RRlHW8FuD/OpGmp6fj6NGjZhcBmRcK//vf/57rbig/Pz/cu3cPJUqUyLGfzNWrV9GpUycsW7YMQ4YMkWIbOnQorl+/bjJv9gs74OkxPHjwYAwePBgGgwEnTpzApEmT0KxZM1y/fh1+fn6IiIiwuO2IiAiTGov83FGYWVubPYkvTPKdYOh0OqhUKrMTWfZqzcwDNqdEY+TIkVLmXa9ePXh7e0Oj0SAlJQURERE4fPgwOnXqhNmzZ2P48OFmy9+5cweBgYF4/Phxjl8svV5v1ovd09MT48aNQ8OGDS32jO/YsSPOnz8Pb2/vZ+4D8LRH84EDB3JNMMqWLZuvBMMa8nIi/uabbzBr1ixpoJ7AwEDs378fvr6+KFWqFBo2bIhSpUqhdOnSmDt3bp472WWepLImS5n/Zu1VnRmnXq+XquazXvl8/fXXmD59Orp164aYmBgEBgZixowZJmMjAJDGNMlJmzZtoNFoMHXqVAQFBcHV1RV6vR5PnjzB3bt3ceDAAbz77rtYtGiRSdV11pNz1v3Ivg+Z+5HZjKVQKMzGIliwYAH+97//Yd26dTnG6ePjY3anwo4dO9C/f3/4+fnB19cXjRo1ws6dO+Hr64sSJUqgTp06KFmyJEqXLo3ffvst3x0hk5KSUKtWLdSrVw8ffvghqlatCnd3d6hUKiQlJeHOnTs4dOgQOnXqhHnz5mHIkCFm69ixYwdWrFiBP/74A2PHjjVJ2jNlfv+zf069e/fG9u3bATztxJl5S66Liwt8fHxQqlQpVKlSBS1atEBiYmKejqOUlBTMnTsXn3/+Ofr3729xnuw/vDk1y+TkRYf4j4iIQOPGjbFgwQIsW7bM5Co9cwDCzz//HCEhITh79qzJ55qZXKxbtw63bt2SLoQseVYi1KNHD2zatAkdOnQA8HyPL7h79y5cXFzg4OCQY0Li7e1t8e9bpkwZlClTBmfOnDEZuj2v2rdvD7VajeXLl5s1TT948AAXL15EYmIi7OzsTJKLxMRE7NixA5UqVXrmNh48eCDV3qlUKjRp0gTjx49Ht27dEBcXh3feeQdvvfUWLl++LDWfAE9rV3766SeLHTjz4urVq0hOTkazZs2ea/kCwRYdO4QQ4uHDhwKASUefrLRarfj1119zXcf06dNNOh5mFRkZKbRa7QvHmRuDwSAAiOPHj+c4z+zZs0WzZs2sts3jx48LR0fHF1rHtGnTxLvvvmuliJ767LPPcu2AmNWUKVNMOqZmf9nZ2QmNRmPWgTVrB8b8KFu2rPjjjz8sTnvw4IEAIM6fP5/rOj788EOzzrm9e/fOdT/s7e2Fvb292X5Y+s7OmjVLjBo16rn2L6/WrFlj0ukzL/bu3Su0Wq1JR09LPvroI9GyZUuL03799ddndr7MyMgQJ06cMOv0GxMTI+Lj4/PUGXjr1q2iQoUKz5wvL3bv3m3yOQUGBpp1Xs9JmTJlzDqZ59f3338vXnvttVznSUpKEgDErVu3LE7/6quvLHZMzr6d7J0Ks3J1dRV79+6V3sfExIjY2Nhc1/k8vLy8xLFjxyxOmzp1qmjRooVJWWYnz+Tk5Geue82aNcLBwUF88cUX4sqVK+LmzZvim2++Ef7+/uK3334TUVFRwsXFRXzyySfizp074vjx46JevXqiTp06okqVKiIyMlII8bQT5rRp08zW7+npKWbPni2uXbsmHjx4IPbt2ycqVaokOnbsKM3z3nvvidKlS4utW7eKO3fuiJ07d4rAwEDRokULqWNss2bNxNq1a83Wn7mv2c2aNUs0b978mftfkL3Y2M+5eNb92y1atMDUqVNhNBpRv359eHt7w9HREenp6YiOjsZff/2FNWvWWLxiyrp+WxL/v+Yit6sAtVoNo9EInU4ntWdmPs00czCnzH+9vb2feYWZOe+LsvbgLPmJ66OPPsKwYcOkIa2zt/Pm5HlvQ8ytBsPb2xvVq1fH6NGjMWnSJFSvXh1eXl6ws7NDWloa7t27h7/++gs//PADPvnkE5NllyxZgjlz5kht75nPhXlWnJb282V8X5/nu1OvXj14eXmhU6dOGDZsGOrVq4dixYpBqVQiPT0dV65cwe7du7F8+XIsWrTI4jryUqugVqtRp04ds79Dfpo489PUmF8iD/1psnrR46tZs2YYP348hg0bhgEDBuC1116Tau/S0tJw48YNLF26FKVLlzYbCyY/svc9yS7zdt3Mv2tmn4XMGsWMjAw8efIE7u7uLzRgoMhljJYPPvgAX3/9NcLDw5/rYX+DBg1CqVKl8Pnnn+OLL76Avb09QkJCpM75ALBnzx589NFHWLp0KUqUKIGJEyeiUqVK6NSpE1q2bCkNaW/Jjz/+iFWrViE0NBRxcXEoU6YM+vbta9JBe9WqVVixYgU+/fRTXL9+Hb6+vujXrx+mTp2arwHiMqWlpWHZsmXYuHFjvpctUGyVudy5c0colUpx48YNi9N1Op1Yvny56Ny5syhdurRwdnYWSqVSODk5iYCAANG9e3exefPmHNd/69YtoVAohIODg3BxcRFeXl6iePHiwt/fX/j6+goPDw+h1WqFnZ2d+Pzzz59rHzJvrTty5EiO88ydO1e6clUqlUKtVgt7e3vh4OAgHB0dhVarFY6OjsLBwSFP2fi+ffusUoPRrl27F1pHdhMnThTdu3e36jqtpVSpUrnWhsXFxYmpU6eK+vXrC29vb6FWq6WaFD8/P9GiRQuxevVqm8Y4bdo0oVarhVarFW5ubsLb21v4+/sLPz8/UaxYMeHm5iYcHByESqUSd+/efa5tLF++XNSpUyffy8XExIhp06aJhg0bimLFigl7e3vh6OgonJ2dRZUqVcSAAQPEn3/+mePy69evFwqFQmg0GuHk5CScnZ2l265dXFyEVqsVarVaKBQK0adPn+faNyGe1pT4+/s/9/JZPXz4UISHh0vvK1asmOs+ZlWmTBnxyy+/vHAM9+/fF7NmzRKNGzcWxYsXl84T7u7uonr16mLMmDHS1bUlixcvFiqVSvq7u7i4CDc3N+Hq6ipcXFyEi4uLcHV1FaNHj85xHY6OjgKAUCgUQqVSCXt7e2FnZydUKpVJzdzFixdfaF81Go04ePBgjtOXLVsmQkJCXmgbr5Jp06aJXr16yR3GC1MIYaXHExZQ1hgF8Fnrz+wA+SIDAWUS+WwLtmT9+vW4dOlSoR/HPq9KlSqFL7/8MsdbYwsL8f+vJJ/nikdOmbV0arXaan2ILDlx4gR++eUXLFmyxOrrzsjIyPPfvU+fPhgwYABatWpl9TheRNbBw/J6vsu8JTk3OT2ELz8+++wzDB482OS27qyEEHjjjTfQv39/aQiCourmzZto1aoVzp49W6jvIAGAVz7BoFdf5vMUbPnjRkRE+WPVocKJ5JA5GBkREeXMx8fH4jNvsktLS8PYsWPh4+MDDw8P9OnTB/Hx8fneHhMMIiKiV1hqaiq++uoraVyaZxk0aBBSU1Nx48YNREVFwd/fH2+99Va+t2uzu0iIiIhIXt9++y0mTJiQ5zvMwsLCcPz4cdy6dUu6c+jLL79EzZo1sXPnTmnMlLxgDQYREdErasSIEXj8+HGen2mydetWdO3a1ey25HfeeQfbtm3L17aZYBARERUSOp0OSUlJJi9rjnt05coVi89kCQgIwJUrV/K1rleyiWS4Im/j9BMVJctTI+UOgajgcXKz+Sas+ZtUfNp4zJgxw6Rs2rRpmD59ulXWn5KSYvG5MJ6enmZPO3+WVzLBICIiKiis2VQwadIkk1FEAcsPaXtezs7OSEhIMCtPSEgwe0ruszDBICIiKiQ0Go1VE4rsAgMDcePGDbPy69evS0+/zSv2wSAiIrIhpUJhtZe1Zb+7pGPHjti8ebPZc4O2bNmCLl265GvdTDCIiIhsSGnFlzWdPHkSrq6uuH37tlTWrFkzVK1aFaNHj0ZqaipSU1Px4Ycfws3NLV+3qMIG8RIREVEWSoX1Xtbk6OgIrVZr9hyeX375BUajEWXLlkWJEiUQExODLVu25HvE5FfyWSS8i4TIHO8iIbLgJdxFMlZlvW18ZUi02rpsjZ08iYiIbKioNhUwwSAiIrIhW3TOLAyKamJFRERENsQaDCIiIhsqqlfyTDCIiIhsyNp3fxQWRTWxIiIiIhtiDQYREZENFdUreSYYRERENpTfAapeFUU1sSIiIiIbYg0GERGRDRXVK3kmGERERDZUVO8iYYJBRERkQ0W1BqOo7jcRERHZEGswiIiIbKioPouECQYREZENFdWmgqK630RERGRDrMEgIiKyId5FQkRERFZXVJsKiup+ExERkQ2xBoOIiMiGlCiabSRMMIiIiGyoqPbBYBMJERERWR1rMIiIiGyoqF7JM8EgIiKyoaLaRMIEg4iIyIaKaifPolpzQ0RERDbEGgwiIiIbYhMJERERWV1RbSooqvtNRERENsQaDCIiIhtiEwkRERFZHe8iISIiIrIS1mAQERHZEJtIiIiIyOqKaH7BJhIiIiKyPtZgEBER2RCbSIiIiMjqiupdJEwwiIiIbKio1mCwDwYRERFZHWswiIiIbKioXskXqP1OT0/Hvn375A6DiIjIahRWfBUmBSLBWLt2LaKioqDX6/Hhhx/KHQ4RERG9oAKRYGzevBkJCQlwcnKSOxQiIiKrUioUVnsVJrL3wUhOTsbt27dRrVo1AIC9vb3MEREREVlP4UoLrEf2Gox58+ZhxIgR0ns7OzsZoyEiIiJrkLUGY/ny5Th79ix27dollalUKhkjIiIisq6iWoMhS4JhMBjw+uuvo3Hjxti2bRsUWdqVIiMj8dZbb0EIAb1eD51Oh7S0NEyePBnt2rWTI1wiIqLnxgTjJRJCYNCgQfj+++/xzz//oF69etI0Dw8PjB071myZypUrv8QIiYiI6EXIkmCo1Wp8+OGH6NWrFzp16oTNmzejbNmyAJ528mzWrJkcYREREVmdopDd/WEtsnby9Pf3x4IFC/DRRx9JZUajUcaIiIiIrIsDbckkJCQEsbGxePToEQBAp9PJHBEREZH1KK34KkwKRLwtWrTAqVOnAABpaWkyR0NEREQvSvaBtgBgyJAh8PX1BfC0kycREdGrooh2wSgYCUZmcgEAf//9t4yREBERWZei0PWesI4C0USSKTQ0VO4QiIiIyAoKVIKxcOFCuUMgIiKyqqJ6F4lsTSTVqlVD9erVUa9ePTRu3Bi1atWCWl0gWmyIiIisprAlBtYiWw1GXFwcOnXqhDt37mDUqFHw9vbGw4cP5QqHiIiIrEi2KgOtVotevXqhV69eAIDExETUr19frnCIiIhsQllEqzBkSzDs7e1N3ru5ucHV1VWmaIiIiGyDd5G8ZNkTDADIyMhAixYtTF4hISFo2bKlDBESEREVXpGRkejSpQvc3Nzg7++PGTNm5OlxHLGxsRg8eDBKlCgBNzc3dO3aFREREfnevmw1GEIIszKVSoVZs2ZJ741GI4xGIzIyMl5maERERFYjR/1FamoqWrVqhfHjx2Pz5s149OgR+vXrhxkzZmDGjBk5LpeRkYHmzZujadOm+Pfff6FSqbBo0SI0bNgQ4eHhKF68eJ5jkC3B0Ov1ZmUKhQKNGjWSIRoiIiLbkGMkz9DQUAQFBWHYsGEAAD8/P2zYsAEVKlTAmDFj4OXlZXG57du3QwiBpUuXQql82sgxbdo0REZGYurUqVi5cmWeY5CtiSQ9Pd2szGAwyBAJERGR7cgxDsbWrVvRo0cPkzIfHx/Ur18fe/fuzXG5//77D3Xr1pWSi0wjR47E5s2bLbY+5ES2BMPSQ80sJR1ERET0lE6nQ1JSksnL0lPIr1y5gsDAQLPygIAAXLlyJcf1lypVCtevXzcrv3PnDuLi4hAbG5vnWGVJMIQQ+PTTT83KdTpdnjqgEBERFRZKKKz2mjNnDtzc3Exec+bMMdtmSkqKxYeHenp6Ijk5OcdYO3TogIiICMybNw+PHz9GQkICFi5ciAULFsDOzs5i94ac91sGCoVCahfKyt/fP1/BExERFXTWbCKZNGkSEhMTTV6TJk0y26azszMSEhLMyhMSEuDi4pJjrO7u7jhw4ACOHTuGcuXKITg4GElJSdiyZQsUCkWOfTcsKVBjcx85ckTuEIiIiAosjUYDjUbzzPkCAwNx48YNVKlSxaT8+vXrGDBgQK7LVq5cGX/88YdJ2e+//47g4GDY2dnlOdYC9bAzIiKiV41CYb1XXnXs2BGbNm0yKYuJiUFYWBjatm0rleWlW4JOp8PMmTMxatSovAcAGWswjh49CkdHR7PyzLEv0tPT4e7ujpo1a2Ly5MmYPXu2DFESERG9GDnGwRgzZgxq1KiBtWvXon///rh//z769++PCRMmSM0cJ0+eROvWrXHx4kWUK1dOWnbRokV44403UK1aNdy4cQOjRo1CxYoV0bNnz3zFIFuCkdlmpFaroVKpoFarYTQaIYSQ/m3QoAFq1qyJbdu2McEgIiLKIw8PDxw8eBBjxozBBx98AGdnZ4waNQqTJ0+W5nF0dIRWqzVr9ihevDj69++Pq1evwtvbG0OGDMEnn3yS7xgUIj83tcqkevXquHDhQp7nH67gM02IslueGil3CEQFj5ObzTdxxKek1dbV/OFdq63L1gpUJ08iIqJXTVF9mqrsnTz37duHXr16YcCAAQgLC7M4TyGoZCEiIqIsZE0wdu/ejU8++QQ9e/bEW2+9heHDh+PMmTNm86lUKhmiIyIienFyDBVeEMjaRDJ//nxs3rwZ5cuXBwD4+vpi8eLF2LBhg5xhERERWU1hSwysRdYE48GDB1JyAQBBQUG4efOm2XyWxlknIiIqDBRFNMWQtYlEq9Xi0aNH0vtbt27B19cXANC3b1/4+/vDz88PN2/e5BDiREREhYisNRhDhw7FoEGDsGrVKhgMBrz//vvSSGFffvkl0tPTodFoYDQaoVbzhhciIip88jMC56tE1hqMwYMHo127dmjbti0aNWqE1q1bo2vXrgAAPz8/lClTBsWLF4e/v7+cYdIL+vLBTWi9POUOg8jq7kc/wIixH6J2kxA0bt0eoStW5fuJ0Nt37UGloLqIi08wm3bg8FF07dUPQY2a440u3bBx029WipxeJqUVX4WJ7PGOHDkS586dQ0REBCZOnCh3OGRF9k5OaPHBSLj6FJM7FCKre/zkCQYMH4VmjRsi7PB+bNm4Hmf/OY/QFavzvI679+5h5XfrLE77Y/dezJjzJSZNGIszfx7E/Nmz8OPPvyJ0xSor7QGRbcmeYNCrqenw97Dg0S28NXe63KEQ2cSPP29C1UqV0KN7V6jVavgU88aC2TOxbsNPiLfwmOzsDAYDPvl0Oj795EOL01d8tw6TPhyL4Nq1oFKpUL1aVSxbPB/f/bARUffuW3lvyJaK6m2qBS7BGDlypNwhkBX8uXwNxmiLY7Sjj9yhENnEgcNH0aFta5MyL09P1Hz9NRw/eeqZy3+7ei1qVH8N9YPrWJwecScSNV9/3aSsbJnSqFu7Fg4e+fP5A6eXTqFQWO1VmBS4BGP79u1yh0BE9Ew3b99G2dKlzcpLlSyBm7cicl323IWLOHLsOMaOGpHjPH6+voj43x2TMp1Oh7j4eETcuZPDUkQFh2y3ZjRp0gR2dnZQq9UQQsBgMMBoNCImJgYhISHSXSNGoxEGgwFHjhyxuB6dTmc2ToYBAqpCV5lERIXJ48dP4Opq/mBFdzdXpD5+nONyKamp+GzWbHw1bzbssz3FMqt3ur2J2QsWYdHcLxBQriwuX72GOQsXQwjB2/YLmaL6ayRbgjFz5kwolUoIIaQXgBzf52TOnDmYMWOGSVlt2KMONLYLnoiKPCcnRyQnJ8OnmLdJeVJyCtwsJB6ZPp+3AD26d0VA+XK5rn9Q395QKBQY89FEJCYmoWqVSpgw5n0cOHwUTo4OVtkHejmKaoIh2+PahRA4efIkGjZsaHH6qlWr0LNnTzg7O+e6Hks1GBPcSrAGowBZLpIwwbssUmPj5A6lSOPj2q2rW+/+GDV0MFo0a2JSPnD4+3irc0d0bt/W4nLV6zcxq7lITkmBs7MWDhoN/jqwJ9ftvtmjDz4eOwYN69d9sR2gp17C49rP+Jk3pT2vOvcLT/OYbDUYRqMRvXr1QkREhNm0Q4cOYdasWejWrdsz16PRaKDRmNZWMLkgIlsLadoYu/cfMEkw4uITcP7Sv1g093OpzGg0Qqn8v+5uF04dM1tXpaC62L99Kzw93HPd5q59+6FLT0f9upY7hlLBVNg6Z1qLbJ08VSqVxaek/vLLL+jVqxc2bNgAT08OzkREBVPfnu/i9NlwbN62A0ajEQ8ePsT4iVMwqG8veLi7AwD+OX8BtRuHIDIqKt/rv3LtOjZv24HHT54gPSMDv/2+HZ/PW4h5M6eZJCxU8CkV1nsVJrKOv52Wlobz58/D2dkZd+7cwddff42bN29i9+7dCAoKkjM0IqJcubm6Yt3yb/D5lwvxxfxFcHJ0RO93u2P4ewOleRwcHODo6Ai753jUgU8xb6z7cSMWfv0NdOk61Kz+Or5b9jUqVwq05m7QS6AobJmBlcjWBwMAPDw8ULFiRcTExCAiIgLFixfH4cOHUalSpRda73BFzh2siIoq9sEgsuAl9ME4V6qs1dZVMzLCauuyNVnr2Tw9PfH333/j1q1buHPnDvr06YP69etj3bp1coZFRERkNQqF9V6FiaxNJBkZGdL/S5YsiS+//BI9e/ZEp06doNfrMXjwYBmjIyIienGFLTGwFlkTjOTkZLOyoKAg7NmzB82bN0dQUBBq164tQ2RERET0ImRNMOLj4y2Wv/baa/j+++9fuC8GERGR3IrqbaqyJhi56dChg9whEBERvbAiml8UvIedERERUeEnWw3GwoUL4ebmJg24pVQqTQbfEkKgdevW8PT0xIgRI7Bs2bIiW81ERESFV1H97ZItwUhOTkZSUhJWrlyJwYMHIywsDN7e3qhYsSKUSiUMBgPq1q0LT09PhIWFFdkPiIiICrei+vMlW4Ixffp0AMCuXbswa9YsfPPNNwgICEDbtuYPCMr+rBEiIiIq2GTv5JnZJGI0GnOspXBw4KOJiYiocFIW0SoM2Tt56vV6AE/7XAghEBdn/khv9XOM409ERFQQcCRPmZw5cwYAMGbMGABAgwYNcPLkSZN5DAbDS4+LiIjIGopqH0LZazCys/QYYp1OJ0MkRERE9Lxkr8HIzmg0mpWlp6fLEAkREdGLUxS4S/mXo8AlGJl9Mnbs2IGFCxdCoVDg+vXrMkdFRET0fIpqE4lsCca9e/dw4MABuLm5QaFQQAiBjIwMpKSkID09HU2aNEHlypWhUCikpIOIiIgKB9kSjPv37+Pw4cNmd4g0btwYAODu7g53d3cZIiMiIrKeIlqBIV+CUbt2baxdu1auzRMREb0URbWJpIh2PSEiIiJbKnCdPImIiF4lRbQCQ54EQwiBXr16wcnJCSqVCkIIGI1G6d+mTZuid+/eGDlyJNLS0vDtt9/C1dVVjlCJiIheCIcKf4kUCgVCQkLQsGFD1KtXD7t370bDhg3RqFEjNGnSBKVKlcKCBQugVqvh5eWFOXPmyBEmERERPSeFEELIHURwcDBOnz5tUtakSRP88ccfsLOzQ6tWrXDixIk8r2+4grUdRNktT42UOwSigsfJzeabuFO9ktXWVfrCNauty9Zk74NhNBqlcS4iIiJgNBpRvnx5pKSkwM3t6QfPocKJiKiw4l0kcgWgVOKff/5Beno6+vTpg+3btwMw/UD4sDMiIiqsiurTVGVPMADg8uXLaNmyJSpXroyxY8cCsPzQMyIiIiocZGsiGTNmDPz8/HDixAmcOXMGn332GUaOHClNz8jIkP7PGgwiIiqsClvNg7XIlmBUqVIFly9fxoULF1CuXDk0b97cZHq5cuVw/vx56PV6VKxYUZ4giYiIXpBCWTQzDNnaIUaMGIGlS5fi9u3b6N+/P0JCQrB582Zp+ujRo9GmTRu0b98eQ4YMkStMIiIieg6y30WiVCoxbNgwBAcHo1OnTjAajXj77bfRsmVL/PXXX0hNTUWNGjXkDpOIiOi5sIlEZrVq1cL27dvRu3dvdOvWDUqlEhUqVJA7LCIiohfCkTwLgNq1a+P06dO8g4SIiKiQKzA1GJlcXFzkDoGIiMhqimgFhjwJxq+//orQ0FCoVKpnzmswGJCRkZGvocKJiIgKiqI6kqcsCUbt2rUxefJkaDQa2NnZQaVSQalUQqlUSh9E5pNV9Xo9x8EgIiIqZGRJMMqXL4/y5cvLsWkiIqKXqohWYBS8PhhERESvEjaRyKRv375Qq9VQq9UQQkhNIj/88IPcoREREb2wIppfyJ9g7NmzB1999ZX0XgiBMWPGyBcQERERvTDZEwx3d3f07t3bpGzq1KkyRUNERGRdbCKRiUajMStTq2UPi4iIyCoURXTsSNl3W6/Xm5XpdDoZIiEiInp1REZGokuXLnBzc4O/vz9mzJgBo9H4zOUyMjIwa9YsBAQEwNXVFVWqVEFoaGi+ty97VcGdO3fQokUL6b0QAg8fPoTRaOSQ4UREVOjJ0USSmpqKVq1aYfz48di8eTMePXqEfv36YcaMGZgxY0auy06cOBEXLlzA4cOHUapUKYSFheGdd96BRqPJ19PNFUII8aI78iL27dsHOzs7KJVKGAwG6PV6CCHwxhtvPPc6hytcrRgh0atheWqk3CEQFTxObjbfRGJz6z0R3O3I+TzNN2/ePPzzzz/4+eefpbKHDx+iQoUKuH37Nry8vHJctnTp0ti2bRuCgoKkssWLF+Pvv//GTz/9lOdYZa/BaNOmjdwhEBERFQo6nc6sG4FGozHrz7h161ZMnDjRpMzHxwf169fH3r170atXrxy3UaxYMVy6dElKMIQQ+PPPP9GsWbN8xco2CCIiIltSKKz2mjNnDtzc3Exec+bMMdvklStXEBgYaFYeEBCAK1eu5BruV199hfHjx2P8+PHYunUrunTpgvLly2P06NH52m3ZazCIiIheZdbsgzFp0iSMHz/epMzS3ZgpKSnw8PAwK/f09ERycnKu26hduzaGDx+OVatW4e7duwgPD4ejoyMiIyNRtmzZPMfKGgwiIiJbUiqs9tJoNHB1dTV5WUownJ2dkZCQYFaekJAAFxeXHEO9e/cuqlevDhcXF9y5cwebNm3CrVu3ULNmTTRq1Ajx8fF53+08z0lERESFQmBgIG7cuGFWfv36dVSuXDnH5UJDQ9GmTRt8/PHHsLe3BwDY29tj0qRJ8PPzw8GDB/McAxMMIiIiW7JiH4y86tixIzZt2mRSFhMTg7CwMLRt21YqszQuhqUhItLT0/HgwQMUK1YszzEwwSAiIrIhhVJhtVdejRkzBkePHsXatWthNBoRFRWFHj16YMKECdItqidPnoSrqytu374tLde3b1/8+OOPWLZsGZKTk2E0GnH58mV07doVr732Gpo2bZrnGJhgEBERvWI8PDxw8OBBbNq0Ce7u7ggODkZISIjJs74cHR2h1WphZ2cnlVWrVg1HjhzBnj17UKlSJXh6eqJnz55o3bo1tm3blq8Oq7IPtGULHGiLyBwH2iKy4CUMtJXcNthq63LZc9pq67I13qZKRERkQ/lp2niVsImEiIiIrI41GERERLYkw8POCgImGERERLbEJhIiIiIi62ANBhERkQ1Z81kkhQkTDCIiIlsqok0kTDCIiIhsqYjWYLAPBhEREVkdazCIiIhsSFFEL+WZYBAREdkSm0iIiIiIrIM1GERERDZUVJ9FwgSDiIjIlthEQkRERGQdrMEgIiKyJTaREBERkbUV1aHC2URCREREVscaDCIiIltiEwkRERFZXRFtImGCQUREZEPsg0FERERkJazBICIisiX2wSAiIiJrYxMJERERkZWwBoOIiMiW2ERCREREVscmEiIiIiLrYA0GERGRDSnYREJERERWxyYSIiIiIutgDQYREZEtsYmEiIiIrK2oDrT1SiYYy1Mj5Q6BqMAZri0ldwhEBc5ykWT7jRTRGgz2wSAiIiKreyVrMIiIiAoMNpEQERGR1RXRBINNJERERGR1rMEgIiKypSJag8EEg4iIyJaURbOxoGjuNREREdkUazCIiIhsiU0kREREZHVFNMFgEwkRERFZHWswiIiIbKmI1mAwwSAiIrKlInoXCRMMIiIiWyqiNRhFM60iIiIim2INBhERkS0V0RoMJhhERES2VEQTDDaREBERkdWxBoOIiMiWeBcJERERWR2bSIiIiIisgzUYREREtlREazCYYBAREdlSEU0w2ERCREREVscaDCIiIhtS8C4SIiIisroi2kTCBIOIiMiWimiCUTTrbYiIiF5xkZGR6NKlC9zc3ODv748ZM2bAaDTmukxoaCjc3d3NXlqtFrNnz87X9gtMgiGEQHx8vNxhEBERWZdCYb1XHqWmpqJVq1Zo3749YmNjcfbsWRw/fhwzZszIdbn3338fCQkJJq+4uDgUL14crVu3ztduy55gHD9+HDqdDsnJyWjWrJnc4RAREVmXUmm9Vx6FhoYiKCgIw4YNg1qthp+fHzZs2IDFixcjNjY2X+Fv27YNfn5+CA4Ozt9u52tuG1i2bBnOnj0LFxcXuUMhIiIq0HQ6HZKSkkxeOp3ObL6tW7eiR48eJmU+Pj6oX78+9u7dm69tLl68GOPGjct3rLImGEajEWfOnEG9evWgUChgZ2cnZzhERETWZ8Umkjlz5sDNzc3kNWfOHLNNXrlyBYGBgWblAQEBuHLlSp5DDw8PR2RkJN58881877asd5Fs3LgRnTt3hkqlAgAmGERE9Oqx4l0kkyZNwvjx403KNBqN2XwpKSnw8PAwK/f09ERycnKet7d48WKMGTNG+p3OD9kSjPPnz2PBggU4cuTI/wWj5l2zREREOdFoNBYTiuycnZ2RkJAAPz8/k/KEhAR4enrmaVv37t3D7t278c033zxXrLL8oo8cORKXL1/G9u3b4e7uLpXHxcVhyZIlEEJAr9dDp9MhLS0NXbt2RVBQkByhEhERvRgZxsEIDAzEjRs3UKVKFZPy69evY8CAAXlaxzfffIO+ffvC1dX1uWJ46QlGeno6IiMjYW9vD61WazJNr9cjISHBpEytVj9X1QwREVGBIMNQ4R07dsSmTZvQqVMnqSwmJgZhYWH4+eefpTKj0QilhfiePHmC1atX49SpU88dw0tPMOzt7bFjxw4cOHAAHTp0wOHDh+Ho6AgAcHd3x7Rp0152SERERK+UMWPGoEaNGli7di369++P+/fvo3///pgwYQK8vLwAACdPnkTr1q1x8eJFlCtXzmT59evXo3Hjxmbl+SHbXSStWrXCgAEDMHXqVKlMCCFXOERERLYhw0BbHh4eOHjwIDZt2gR3d3cEBwcjJCTE5DfX0dERWq3W7AYLIQSWLFnyXLemZiVrr8rhw4ejbt26SEtLg4ODA9LT0+UMh4iIyPpkehZJxYoVsXv37hyn16xZEw8ePDArVygUuHz58gtvX/aBtpo1aybdSZKWliZvMERERNYmw0ieBYHs94X26tULZcuWBcAEg4iI6FUhe4KR9fbTP//8U8ZIiIiIbKCIPq5d9gQjqzJlysgdAhERkXUV0QSjcDXoEBERUaFQoGowiIiIXjlFtAaDCQYREZEtFbK7P6ylaO41ERER2RRrMIiIiGyJTSQvz7p16+Dg4ADF//+jK7L88Y1GI/R6PUqXLo2mTZuiS5cu2LZtmxxhEhERvTgmGC/PoUOH4OTkBLVabZZc/PLLL+jSpQvq1auHpk2b4tatW3KESERERC9AlgRj/fr1ZmXbt29HixYtEB4ejjVr1kjlTk5OLzM0IiIi61IUze6Osu313bt3sX37dulBK0ePHsW9e/egUqlM5sv+lDciIqJCRamw3qsQkSXB+PPPP9GsWTOsXr0aderUwdWrV+Hp6YnHjx9jxowZpgEW0dt7iIjoFaFQWu9ViMjSRDJjxgwcOHAA5cqVw6+//oqvvvoK1apVQ0pKClq2bGkyrxBCjhCJiIjoBciSDsXFxaFcuXIAgI4dO+LKlSuwt7fH1KlTMWTIEIwYMUKa12AwyBEiERGRdSgU1nsVIrLUYGRNGhISEuDi4gKVSoXy5cujZcuW0Ol0FuclIiIqdIpoU78sCUatWrWwYsUK9OzZE9OnT0e7du2gVCoRFBSEHj164MKFC3jvvfegVCoREREBo9HIvhhERESFiCy/2osWLcK2bdtQokQJJCUlYejQoVCr1UhPTwcAeHp6ol27dmjTpg0WLlzI5IKIiAovNpG8PJ6enti1a5dpIGo19Ho9AKBkyZLo3r27HKERERFZVyG7+8NaCsyzSHr06MGaCiIioldEgUkwmFwQEdErqZA1bVhLgUkwiIiIXklF9AJatmeRKJVKKBQKKBQKCCFgNBphNBpRtWpVBAcHY+HChVCpVBg7dqwcIRIREdELkCXBCAsLg6OjI/bt24caNWrA29sb27dvR9euXeHq6oqzZ8/i8OHDSEtLg7OzMwYPHixHmERERC+OTSQvzzfffAMAGDhwID744APUrFkTly9fxvz58wEAISEh2LhxI5KTkzFixAgmGEREVHjxLpKXT6/XS88ayRwDA3g6uqefnx/8/Pzw6NEjucIjIiJ6cYXsKajWIktaZTAYcPv2bYwbNw5eXl54+PAhpk+fjnv37gGAySPb+bh2IiKiwkeWGozLly+jT58+UKvVuHbtGqpWrQqj0Qi1Wo1Tp06ZJBgZGRlyhEhERGQdbCJ5eV5//XWcP38eQgjUrl0bf//9NwwGAxo1agTAdEyMrA8+IyIiKnTYyfPlUygUUm2FSqWCWv00HGdnZ8THxyMmJgY+Pj5yhkhERETPQfaBtjI7eQKA0WgEAHTv3h0jRoxASkoK3n33XblCIyIienFsInl5kpOTsWPHDmi1WsTFxWH79u3Q6/UwGAwAgKFDhyIuLg4KhQKjRo2SI0QiIiLrKKJ3kciSYDx69AgHDx6Eo6MjOnTogL1798JgMKBLly4AnjadTJo0SY7QiIiIyApkSTDKly+PNWvWyLFpIiKil4udPImIiMjqimgfjKK510RERGRTrMEgIiKyJXbyJCIiIqsrok0kTDCIiIhsqYh28ixQadWXX34pdwhERERkBQUqwVi2bJncIRAREVmXQmm9VyEiSxPJ5MmT4eDgID17RAgBg8GAxMREfPHFF1K50WiEEAKTJ0+WI0wiIqIXx06eL49Wq5WSCOBpgqFUKvHhhx/CYDBAr9cDgMn/iYiIqPCQJcGYMmVKjtNSU1OxcOFCTJ069SVGREREZCOFrGnDWmS7i2TTpk0QQsDb2xs+Pj4oVqwYfH19odVqcfLkSbnCIiIisq4ieheJbAnGpEmT0KJFCyQkJCA+Ph7R0dHQarUICwtDRkaGXGERERGRFciWYNjb22PVqlUWpwkhXnI0RERENqIsmk0ksu21SqXKcZq3tzdiY2NfYjREREQ2olBY71WIyFaDofj/f6gnT54gICAAjo6OMBgMUCqViIuLQ3R0NLy8vOQKj4iIiF6A7AmGo6MjLl26BJVKJY2HMX36dDx8+BDVqlWTKzwiIiLr4F0kL1fW8S08PT1NphUvXhwPHz582SERERFZXyFr2rAW2RKMy5cv5zgtICAAxYoVe4nREBER2UgR7eRZIJ+m2qNHjzzPq9PpoNPpTMo0Bh00Go21wyIiIqI8KvRp1Zw5c+Dm5mbymrNgkdxhERERPVVE7yJRCBkGnTh9+jQ8PDygUqmgUqmgVCql/wNPx8Hw8vKCWq3Gd999h4EDB0qdQrOzXIORxhoMomyGa0vJHQJRgbNcJNl8G4ZDG6y2LlWL3lZbl63J0kTyySefwGAwIDw8HDVr1sS9e/fg5OQELy8vKBQKGI1GLFmyBDVr1sTXX3+NgQMH5rgujUZjnkw85kBdREREcpIlwTh06BAAoHbt2jh27Bi++eYblCtXDu3btzebV6PR5Fh7QUREVOAV0d8wWTt52tvbA3jaJJLTyJ4ODg4vMyQiIiLrKqLjYMi615l9J9LT003GxcgqMwkhIiKivIuMjESXLl3g5uYGf39/zJgxA0ajMU/LhoeHo02bNvDw8EDJkiXRo0cP3Lt3L1/blzXB+O677wAAvXv3RuPGjS3enprXPwYREVGBpFRY75VHqampaNWqFdq3b4/Y2FicPXsWx48fx4wZM5657F9//YWOHTti4MCBePToEa5evYo33ngDDx48yNduy3IXSU4aNGiAkydPmpQ1adIEx44dy9+KHidaMSqiVwPvIiEy91LuIjn2q9XWpWrydp7mmzdvHv755x/8/PPPUtnDhw9RoUIF3L59O8dnfRkMBgQGBiI0NBTt2rV7oVgLVMOQpc6c6enpMkRCRERUeG3dutWsVcDHxwf169fH3r17c1xu7969cHZ2fuHkAihgI3lmZGQAAM6cOYOdO3cCAO7evStnSERERC/GineRWBz7ycJwDVeuXEFgYKDZ8gEBAbhy5UqO6z9x4gQaNWqEEydOYObMmQgPD4e3tzeGDRuGMWPG5OuuTllqMHQ6He7cuYPExEQkJSUhMTERsbGxUCgU0Ov10Gq18Pf3R4kSJTB16lQ5QiQiIrIOhdJqL4ujV8+ZY7bJlJQUeHh4mJV7enoiOTk5x1AfPnyI8PBwjBkzBhMnTsTdu3fx448/IjQ0FEuXLs3XbstSg/Hnn39i6NChsLOzQ9YuIAqFAhkZGahSpQqqVKkiR2hERERWZc2xnCZNmoTx48eblFkaudrZ2RkJCQnw8/MzKU9ISDB7gnlW9vb20Ol0OH78OLRaLQCgVq1a+PrrrzFu3DiMGTMmz7HKkmC0bt0at2/flmPTREREhZbF0astCAwMxI0bN8wu1q9fv44BAwbkuFylSpVw/fp1KbnIVLVqVUREROQr1gLVyZOIiOiVY8Umkrzq2LEjNm3aZFIWExODsLAwtG3bVirLPhREly5dcOzYMVy+fNmk/MyZMxb7dOSmwCQYDx8+NHmv0+kwa9YsmaIhIiKyEhkSjDFjxuDo0aNYu3YtjEYjoqKi0KNHD0yYMEG6RfXkyZNwdXU1aVEoXbo0Jk6ciM6dO+PkyZMwGAw4efIkxo0bh08//TRfu10gEgy9Xo+aNWsiJibGpOyHH36QMSoiIqLCycPDAwcPHsSmTZvg7u6O4OBghISEmNw44ejoCK1WCzs7O5Nlp02bhvHjx6Nfv35wdnbGkCFDsGDBArzzzjv5iqFADLT1448/YvXq1Thy5IhUlp6ejmrVquG///7L/wo50BaRGQ60RWTuZQy0Zfz7D6utS1m3o9XWZWuyj4ORnJyMGTNmYMOGDSbl9vb2UCoLRAULERHR8+PDzl6+9PR09O7dG927d0fdunXNpqvVsuc/RERE9BxkSTDu3buH3bt3o2HDhihXrpzJICF6vR5GoxFGozHHR7gTEREVGgqF9V6FiCwJRvPmzdGxY0dUqFABS5YskcrDw8Oh0WikTidpaWlyhEdERGQ9MtxFUhDIEu3169dx6tQpPHjwAJ07d5YeaFarVi3o9Xo8efJEei4JERERFT6ypUPBwcE4dOgQSpQogZ49e0rlmUOqKpVKGAwGucIjIiKyDjaRvHwKhQLLli1DUlIS1qxZYzadCQYRERV6bCKRh0KhQGhoKKZNm2bSLCKEYIJBRESFn1JhvVchInuCATx9uErt2rURGRlpUq7X62WKiIiIiF5EgRloYtOmTSZPiFMoFJg8ebKMEREREVlBIWvasJYCk2BYevzs6NGjZYiEiIjIigpZ50xrKZppFREREdmULDUYU6ZMgaOjo/SsESGENHqnr68vhg0bhtDQUDx58gTjxo0ze9IbERFRoVFEm0hk2esnT54gNTUVycnJSE5Oxvz585GamorHjx8jKSkJS5cuxa5du/D3339j2rRpcoRIRERkHUV0HIwC8bj2UqVKmdxB0qJFC/z8889QKpVo2bIlzp8/n78V8nHtRGb4uHYicy/lce3/HrPaupTVmlhtXbYmW71Neno6vvrqKwCAp6cnAODq1avQ6/V4+PAhfHx84O3tLQ0jTkREVChxoK2Xy2g0Yt26dQCA8+fPIykpCV27dsXJkyel4cIBPrKdiIgKOaXSeq9C5KVHazAY0K9fP9jb2yOzdebRo0fo1KkTmjRpgiZNmsDJyellh0VERERW9NITDIVCgXPnzkGpVCIqKgpt2rRBjRo10KpVK6xYsQIAoFKppPk5XDgRERVmCoXCaq/C5KW3PyiVSimB0Gq1qFWrFq5du2byHBI3NzfExMTg8ePH8PDweNkhEhERWU8h6zthLbI0kRQrVgwA4OzsjLlz5+LixYs4c+YMRo0aBQB4++230bFjR/To0QM9evR42SESERFZTxG9TfWl12CoVCrs27cPwNPxMADA1dUVmzdvRpMmTbBx40YMGjQIjo6OePLkCQYNGvSyQyQiIqIXJGu9TevWraX/Ozo6YtWqVQgLCwMA9OzZk8kFEREVfkX0NtUCMdCW1XGgLSIzHGiLyNzLGGhL3Ay32roUAbWsti5bK1zpEBERERUKBSbBMBqNqFq1qtxhEBERWVcRHWirwAyTqVQqpaerZjIYDMjIyIBSqYS9vb1MkREREb2AQnb3h7XIkmC4urpCqVTCzs4O9vb2UKlUEEIgNTUVfn5+SEtLQ0ZGBvR6PYCnHT7Xrl0rR6hERET0HGRJMJKSbN+phoiIqEAoZHd/WEuBaSIhIiJ6JbGJ5OXT6XTYtGkTwsPDERsbC19fX9SvXx9vvfWWWX8MIiIiKjxk+xWPjIxEtWrVsHfvXtSqVQt9+vRBnTp1sHfvXgQHB+Phw4dyhUZERGRFCiu+Cg/ZBtoaMWIEatasiWHDhplN+/3337Fnzx4sX778+VbOgbaIzHCgLSJzL2WgrcjLVluXolThGc5BthqMf//9F71797Y47Y033kB4uPVGPiMiIpJNEX3YmWwJRokSJXD16lWL006ePInixYu/5IiIiIjIWmRLMCZOnIjevXvj+++/R3R0NPR6PR48eIAffvgBQ4cOxeTJk+UKjYiIyIqKZh8M2RKMGjVqYM+ePQgLC0PLli3h7++PVq1a4cSJE9i1axfq168vV2hERETWU0SbSGS9TbVcuXJYtmyZnCEQERGRDXCgLSIiIlsqXBUPVlNgRrP67rvvYDAYpPfJyckICgqSMSIiIiJrYB8M2URHR2PcuHFITU2VytRqNVJSUmSMioiIiJ5XgWgimT9/PgYOHAhXV1epzM7ODopC1qGFiIjITBH9LZM9wTh16hR+/fVXXLhwwaRcrVYzwSAiosKviP6WydpEcuLECfTo0QMbNmyAu7u72XR7e/uXHxQRERG9MFlqMBYtWoSwsDCEh4dj48aNaNiwIQAgJiYGv//+u/QkVaPRKEd4REREVlQ0azBkSTASEhJw+fJleHt7w9fXVypPTk7GX3/9BY1Gg7S0NGRkZMgRHhERkfUU0SYS2Z6mCgBr1qzBZ599hj179qB69epm0ytWrIj//vsv/yvm01SJzPBpqkTmXsrTVB/cttq6FL7lrLYuW5O1k+d7772HsmXLonPnzggPD4enp6fJ9KzjYhAREVHhIfs4GC1btsSQIUPw8ccfm01jgkFERIVeEX0WiewJBgCMHTsW27ZtQ1RUlFQmhIBer5cxKiIiIitggiEfrVaLWbNmmQy0JYRgDQYREVEhJftAW5mGDx9u8l6pVOLixYsyRUNERGQthavmwVoKTIJhSbFixeQOgYiI6IUU1VGpC0QTCREREb1aCnQNBhERUaFXRGswmGAQERHZVNFMMNhEQkRERFbHGgwiIiJbYhMJERERWR0TDCIiIrK+oplgsA8GERHRKygyMhJdunSBm5sb/P39MWPGDBiNxlyX+eGHH6DVauHu7m7yqlWrVr63zwSDiIjIlmR4FklqaipatWqF9u3bIzY2FmfPnsXx48cxY8aMXJczGAwICQlBQkKCySs8PDzfu80Eg4iIyJYUVnzlUWhoKIKCgjBs2DCo1Wr4+flhw4YNWLx4MWJjY621Z7ligkFERPSK2bp1K3r06GFS5uPjg/r162Pv3r0vJQYmGERERDZlvSoMnU6HpKQkk5dOpzPb4pUrVxAYGGhWHhAQgCtXruQa7YMHDzBo0CCUKlUKvr6+aN++Pf7999987zUTDCIiIluyYh+MOXPmwM3NzeQ1Z84cs02mpKTAw8PDrNzT0xPJyck5hurv749ixYqhU6dOuHLlCq5fv46QkBA0btwY0dHR+dttIYTI1xKFweNEuSMgKnCGa0vJHQJRgbNcJNl+I0mPrLYqncbVrMZCo9FAo9GYlLm5ueHUqVOoUqWKSfmoUaPg6emJWbNm5Wu7nTt3RkhICMaNG5fnZViDQUREZEtWrMHQaDRwdXU1eWVPLgAgMDAQN27cMCu/fv06KleunO9dqFixIu7du5evZZhgEBER2dTLv42kY8eO2LRpk0lZTEwMwsLC0LZtW6nsWeNiAE9vXT1y5Ahq1qyZ5+0DTDCIiIheOWPGjMHRo0exdu1aGI1GREVFoUePHpgwYQK8vLwAACdPnoSrqytu374tLbdx40aMHj0a169fB/B0sK5+/frBzs4O7777br5iYIJBRERkSzIMtOXh4YGDBw9i06ZNcHd3R3BwMEJCQjB16lRpHkdHR2i1WtjZ2UllrVu3hqurK958801otVrUq1cPPj4+OHDgANTq/D1dhJ08iYoIdvIkMvdSOnmmxltvXVrzO0MKKj7sjIiIyKbyMQTnK4RNJERERGR1rMEgIiKypXz0nXiVvJp9MKhA0Ol0mDNnDiZNmmTxPm2ioojHBRUVTDDIZpKSkuDm5obExES4urrKHQ5RgcDjgooK9sEgIiIiq2OCQURERFbHBIOIiIisjgkG2YxGo8G0adPYkY0oCx4XVFSwkycRERFZHWswiIiIyOqYYBAREZHVMcEgIiIiq2OC8Yq4efMmNm3alO/ljEajDaKxPaPRCGt0H8rIyIBer7dCRFSQ6fV6CCFgMBiK/Of9srvd6XS6l75NKhiYYLwi/vvvPyxdutTitGXLluH99983K1+xYgV69eplUnbmzBlERUXluq1p06Zh/vz5JmU5nUD0ej2MRiMOHTqExo0b57renDRo0ACHDx82KVu5ciVKlSqFgIAAVKlSBa+//jqqV6+OypUro3z58ihevDiqVKnyzHUvWbIEr7/++nPFRdbx2WefYcGCBS+0DiEEXFxccvwetmvXDjVr1kSNGjUwYMAAk2njxo3DpEmTnrmNihUr4u7du7nOs2/fPjx58iTXeUJCQhAWFvbM7WX1+eefY+LEic+c7+bNm0hKMn38+IULF5CRkSG9HzVqFNatW2e2bGxsLPr374/XX38dNWrUQEhICI4ePSpN79u3L7777rt8xQ0A3bp1w8iRI/O9HBV+TDAKsawnU41GA5VKZXG+y5cvw8/Pz6xcpVLB0dHRpCw0NBT79+9/5nbd3NxMyjw8PFCyZEmUL18e7u7u8Pf3R/ny5VG+fHmcOHECSqUSarXlZ+utXr0awcHBqFKlCpo3b45du3aZzZM9zuHDh+Pu3bu4efMmrly5gosXL+LChQu4evUqbt26hYULF6J69eq57se9e/ewbt06NGrUCN9++22u85LtbN26NU8/uOfPn0ePHj3QuHFjDBs2DHfu3JGmKRQK6WXJ/v37cf78eVy6dAnff/89njx5Ap1OB+DpsZP9+5Xd6dOncePGDZw/fz7X+YYOHYoHDx7kOo/BYICHh4dJWZUqVfDaa6/htddeQ9WqVaVE+eeffwYAqNVqODg45LpeAPjiiy+wfft2k7I+ffqY/K0cHR2hVJqf+vv06YN69erh4sWLOH/+PNasWYOBAwdKyzo5OeUphqwOHDiAtLQ0/Pvvvzh37ly+lqXCj09TLQT27t2LN998E6VKlYJarUZ6ejoSEhLwxhtvYMOGDQAAOzs7i8saDAZs377d5CrdYDBIyUj2pEStVpslDwBQu3ZtqFQqGI1GREZGYvbs2SbTExISpP/XqVMHK1euRK1ataSyw4cPW0wwli1bhp07d2LHjh0oXrw4bt68iW7dukGpVKJt27ZSTPl15swZ1KtXL8fphw8fxvjx47Fy5UrUrl0bXbp0QWRkJCZOnMjnQ7xEa9asgVarRXh4OP766y80atTI4ny3bt3C22+/jR9++AFVqlTBxo0bERISgkuXLknJgaVjYOjQodi/fz8cHR2RkpKC1NRUlChRAgAwYMAAjB8/HgAs/uBmMhqN+Oijj/D222/js88+Q8uWLXP8obV0/Pzzzz8YNGgQ7O3tkZGRgWvXrpkdd5cvXzZLjgYPHmxyEZGX48DR0RFarVZ6L4SAWq1GfHw8+vTpA7VajTNnzqBmzZpmyx47dgw//fST9L58+fKoVq0awsPDUbp0aajV6hwTuOyEEFixYgW+++47/PHHH3jy5Ak6d+6MCRMmoHfv3jleDNGrhTUYhYCdnR3q1auH69ev4/Lly7hx4wa++uorkxNOTgfs6tWr4e/vjzNnzuDSpUsAniYLtWvXxtSpUy1WKVs6iZw9exZ///03zpw5gyFDhuR6goiNjYWLi4tJmRDC4rZWrFiBlStXonjx4gCAgIAAzJw5E99///0z9y03f/31l1mTTHR0NGbNmoWQkBCEhoZi8+bNaNiwITQaDXbu3Ak/Pz/Ur18f7du3x5o1a/K9TcqfgwcPYsqUKfjhhx+wfv169OrVCydPnrQ47/z58zFp0iTUq1cPrq6uGD58OOrVq2fS78je3t5suZUrV+L27du4fPkyevbsiaCgIFy4cAEXLlyQkovcGI1GjBo1ClqtFr/88gsaN26M7t27mzVDZJX9+AkKCsI///yDsLAwhIeHIygoyOw7rVAoIITA48ePpbKEhAR4e3s/M8bs6xk/fjxq1aqF2rVro1atWrh69Sq8vb0xbtw4jBkzBjVq1LB4jHfo0AEfffQR7t27h8ePH+PXX39FeHg46tata3G/LAkPD8eHH36IunXr4r///sPhw4fh4+ODMmXK4PDhwzh//jwqV66MHj164M8//8zXvlHhwxqMQiCnq6usCYalecLDw/Hpp5/i8OHDOHLkCIYPH46DBw9KVZWrV6/GX3/9ZbacpURgyZIlUCgUUCqVCAsLQ2BgoMWY7t69i4iICNy5cwcVK1Y0WafBYDCbPz4+3qyjqdFoNLkazW8NRmJiIv777z+TGhQA8PX1RfXq1TF06FD4+vqaTFOpVBg9ejRGjx6Nixcvwt3dPV/bpLxLSUnBkiVLsGLFCuzevRuBgYEIDAzE+vXr8c4776B79+74+OOPTZr1jh49is8++8xkPW3btsXZs2fRv39/ALknoklJSfjpp5+Qnp6OBw8eSN+FuLg4JCUl4aOPPjJb5tq1axg1ahRcXFywefNmKBQKfPXVV5g8eTKCgoIwffp09OjRw6zmJPvxEx0djQ0bNsDe3h4KhQJRUVEWj9e4uDi89tpruH//PoCnx4aPj4+0zrx0lDQajVi8eDHefPNNqaxOnTpwcHBA7dq1AQDFihWzuK4ffvgBK1euxJAhQ5CcnIzKlStj//798Pf3l+Z5VpJRpkwZtGjRAjNnzoSTk5PJNE9PTyxcuBBz585FWFiYFA+9uliDUQhY+mEGTE9k2U9YZ8+eRceOHfHNN9/gtddew/vvv49KlSohJCQEt27dsriOTJZ62VesWBEVK1ZE+fLl4eXllePJ/Ouvv4avry++/vprs2mZiUTWbQ4fPhz9+vXD5cuXkZaWhlOnTmHatGkYMWKE2XKZmjVrhgoVKqBatWoICgpCnTp1UKdOHQQFBSE4OBj16tWDXq9HpUqVUKZMGSkWhUKBLl26mCUX2b322mvw9PSU2ujJer799luULVsWN2/elK7mMzVr1gznz5+H0WhEYGAgVq9eLU17+PCh2dW8r68vYmNjzbaR/Xh58uQJ3n33XfTr1w8jRozA22+/jcTERFy4cAF3797FiBEjTL5jaWlp6Ny5M0JCQvDOO+9g69atUpOIUqnE3LlzsWHDBqxevRqlSpVCdHS0yfayHz8ODg4IDAxEhQoVUK5cOTg5OVk8flQqlUnTS3R0NIoVKwbg6TGTeedUbomGwWAw2X+DwQAhBK5cuYLmzZujTZs22LZtm8n+GgwGbNiwAT/99BMcHR3RpUsX9OzZE9WqVcOWLVswbtw4/P777zluMysvLy+0b9/eLLnIys7ODg0bNkR6enqhvYuN8oY1GIVATrfVZS3PemWRlJSEXr16YdGiRXjnnXek8jVr1mDRokUmB7WlA/zTTz/F3LlzoVaroVKpYDAYsHPnTukEf+rUKYsnyH/++QcrVqzAqVOn8Pbbb+Pnn39Gjx49ADw9QYaFhcHf3x+dO3fG8uXLAQCTJ09GYGAgJk6ciOjoaAQEBGDVqlVStWzmslnj3Lt3L9RqtUnNxvHjx/Hpp5/iyJEjZnFlnpCDg4MRFxcHBwcHaDQaKJVKZGRkID4+HiVLloTRaER6ejoyMjIghMCCBQukfiBkHb169ULHjh1RqlQpqezWrVtwcXFBsWLF4OnpiSVLlmDGjBkmfQkyk4mstRrx8fEmyWJqaiqqVq0Ko9GIq1evAnhaizdkyBAEBwdj5syZAJ7WstWrVw9btmxB1apVzb5fDg4OWLRoEUqVKiU9L0QIISVESqUS9evXx9GjR/Hw4UOpliFTu3btIISQajZKly5t0pQzb948i8dP9lo+Jycnaf8yaybWrFmDkSNH5nhHSenSpTF37lzMnz8fSqUSer0eSqUSFStWlI6NCRMmmOyvUqlEVFQUVCoV7O3tce7cOdy8eRMzZ86Es7MztFot/P39sW/fPovbzBQREYGmTZtCo9HAwcEB9vb2UCqVSEhIgFqthoeHBwwGA9LT06Xbho8ePQovL69c10uFFxOMQkAIgZMnT0onPIPBgPj4eHTo0MHi/K6urvj3338tNi1kbXcuXbo0mjZtajI9NDQUwNOe9TlVh1qq3r106RI6duyIRYsWoUqVKli/fj3atm2LYsWKoWXLlhBCSCfl7Lp3747u3bvnuP9Go9HsByA/Mvfj9OnTZtOOHDmCxYsXY9u2bflaJz0fNzc3s06QM2fORMOGDTF06FCpLHsTVePGjbF//37069dPKjt48CDatGkjvbe3t8fly5el90IIrFu3DmPHjkXfvn2l8lWrVuHPP/+UmvC8vLzM+gxVqFDB5L0QAsHBwUhLSzPp65E9uTh//jzs7Ows9gfJlFOTp9FoNEk8Tp8+DSEEUlJSYDAYMGHCBLNmouymTJmCKVOm5DpPo0aNpI6uwNPj4+OPP5beZ3b0bNq0KQ4cOIDRo0fDYDDg+vXrud5qXrZsWZO7VTJNnz4dbm5uGDduXK5x0auHCUYh0KZNG6SmppolDFmrSrNXm2bOe+DAASxduhS3b9+GWq2Wqli1Wi3atm2LDz/80GQ5BwcHxMfHY9++fejcubPFeDKrXTP98ccf6N+/P2bPno333nsPAFCrVi389ttv6NWrFz777DOUK1cux74U9+7dw8cff4wff/zR4nQhBNLT0y1OswYOAiSvzNqk3IwfPx7t2rWDv78/GjZsiH379uHMmTMmtxdnb9JSKBRS89iaNWvw66+/IiEhAUajEampqRBCwMfHB2+++SaGDRuW6/aVSiXs7OyeGadWq8Xly5eRmpqK4OBgi/NkP35++ukn3Lx5E9HR0YiNjcXbb7+N2NhYKBQKqNVqNGjQAEDe+yIZjUasXLkSv/32G1JSUmA0GqWmEzc3N7z77rsmfTQyRUZGIi4uDjqdTtpWq1at0KpVKwDAoEGDnnuQMh5jRRMTjEJAqVRaPLFlrWGw1NTx33//oVevXtizZ49Zh8f4+Hh88sknGDVqlNngOY8ePcLChQtzTDAGDBhgchXatGlT7Nmzx+yE2rRpU5w7dw729vY4depUjvuXnp6OAwcO5Di9fv36z+x0+SJtuUV9ZMeXyWAwmI1ZkZaWZjJPRkaGNMJq5i3DlSpVwo8//og5c+Zg4sSJqFWrFnbv3m3yo5tTErpx40asXLkS27dvN+t/Ex0djQEDBkChUOCDDz4AYNqhMjNOo9FoMlhVZtKbkZFhNkbF8ePHERUVlWOCsWTJEpNmgcx+Fg0aNMCwYcNQvHhxeHt7mxzf06dPt7guS+bOnYtz587h559/Nuu3EhUVhaFDhyI1NdWsY+upU6ewa9curF271mwwMgCoW7cuSpcunec4suIxVjQxwXhF6PV6s85tmVdpljqJajQaaDQaJCcnm03LbcAi4OmtpFm5urrmeDLNPMFlb+fOHktuvvzyy1ynAy82dDg7c74cDx8+xOuvvy4NuqZSqaBSqaBQKPD3339j8eLFSE9Plz5HrVZrMrBVw4YNsWPHjhzXbzAYkJGRYXZXx5MnT6BQKMwSGeBprYBWqzUZfXPp0qWYPXu2FF/mq3z58qhZs6Y03HhmnH379sW0adOk5Z91/GRP9jNrCHJjMBjynEQrFAqkpKQgLi7OLMFITU1FWlpajn1AcrsTZ/jw4XnaviU8xoomJhiviMyTa1Y1a9bEunXrMHv2bPz3339SLYhKpYJGo0GzZs0sjmCp1+tx9uxZ1K5dG/b29tIooXq9HjqdDmlpaahXrx5WrFiR5/hySnSAp8lBTEwMKlWqJCUbWa909Xo9unTpgrlz5+a4/oyMjGdWX+fE0g8PWZ+Pj88zR7l8EUIIiwnGwIEDkZKSgp49eyIuLk76ETUYDLCzs0OHDh1M+geMGTMGY8aMee44DAYDVqxYgZ07d8Le3l7q7Jieni4dP2PGjMHgwYPzvM6sCc2zfPzxx9BqtRg0aBAePHgAjUYDOzs7ZGRkoFixYujZsyeGDBlitpxOp8O2bdtw/vx5k+TPaDRCr9fj8ePHKFeuXK5JXk54jBVNCsHGMcqnzNoCa47Gl56eDrVa/dxJghAiz6MMZhUdHY2zZ8/m2GGWCo/+/ftjxYoV+e4E/LJlJtoFbTTLzM7UzzNybm7OnTsHg8HAcS+KICYYREREZHUcaIuIiIisjgkGERERWR0TDCIiIrI6JhhERERkdUwwiIiIyOqYYBAREZHVMcEgIiIiq2OCQURERFbHBIOIiIis7v8BtmDDIF3yJTgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(count_by_area[['미성년자인구수', '소아청소년과 병원 수']].corr( method='pearson'), annot=True, cmap='Reds')\n",
    "plt.title('미성년자인구수과 소아청소년과 병원의 개수 상관분석(Pearson)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.regplot(data=count_by_area, x=count_by_area['미성년자인구수'], y='소아청소년과 병원 수', color='blue')\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('미성년자인구수')\n",
    "plt.title('미성년자인구수와 소아청소년과 병원 수')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 가설 검정 03 결론: 지역의 미성년자인구수와 소아청소년과 병원의 수는 약한 상관관계가 있다. <br />\n",
    "pearson 상관 계수 결과 p-value 0.014, statistic 0.49로 나왔다. <br />\n",
    "또한 시각화를 해봤을 때에도 뚜렷한 상관성을 찾지 못했다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 가설 04: 지역의 소득 수준과 소아청소년과 의원의 개수는 관련이 있을 것이다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PearsonRResult(statistic=0.8055698161796324, pvalue=1.1833922624329612e-06)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pearsonr(count_by_area['미성년자인구수'], count_by_area['소아청소년과 의원 수'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(count_by_area[['미성년자인구수', '소아청소년과 의원 수']].corr( method='pearson'), annot=True, cmap='Reds')\n",
    "plt.title('미성년자인구수과 소아청소년과 의원의 개수 상관분석(Pearson)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.regplot(data=count_by_area, x=count_by_area['미성년자인구수'], y='소아청소년과 의원 수', color='blue')\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('미성년자인구수')\n",
    "plt.title('미성년자인구수와 소아청소년과 의원 수')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 가설 검정 04 결론: 지역의 미성년자인구수와 소아청소년과 의원의 수는 약한 상관관계가 있다. <br />\n",
    "pearson 상관 계수 결과 p-value 0.000000118, statistic 0.81로 나왔다. <br />\n",
    "또한 시각화를 해봤을 때에도 뚜렷한 상관성을 가진다."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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