economics.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 지역별 소득 수준 EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": 2,
   "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",
       "      <th>평균 미세먼지 농도</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",
       "      <td>56.00</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",
       "      <td>65.40</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",
       "      <td>54.25</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",
       "      <td>57.60</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",
       "      <td>62.20</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",
       "      <td>54.80</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",
       "      <td>59.80</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",
       "      <td>56.80</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",
       "      <td>62.00</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",
       "      <td>62.60</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",
       "      <td>60.20</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",
       "      <td>61.00</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",
       "      <td>58.40</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",
       "      <td>57.80</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",
       "      <td>56.20</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",
       "      <td>55.40</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",
       "      <td>63.60</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",
       "      <td>56.20</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",
       "      <td>64.80</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",
       "      <td>59.20</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",
       "      <td>56.80</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",
       "      <td>58.80</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",
       "      <td>56.00</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",
       "      <td>57.20</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",
       "      <td>57.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     자치구    1인당 총 급여  소아청소년과 병원 수  소아청소년과 의원 수  미성년자인구수  평균 미세먼지 농도\n",
       "0    강남구  81053206.0           10          201    93867       56.00\n",
       "1    서초구  80510746.0            5          141    76176       65.40\n",
       "2    용산구  69795335.0            2           66    27345       54.25\n",
       "3    송파구  55703664.0            4          257   106008       57.60\n",
       "4    성동구  52498140.0            2          114    38125       62.20\n",
       "5    종로구  52233029.0            6           49    17365       54.80\n",
       "6    마포구  51249929.0            1          131    51366       59.80\n",
       "7     중구  49499323.0            3           59    12773       56.80\n",
       "8    양천구  49391500.0            5          101    79006       62.00\n",
       "9   영등포구  47450278.0            6          136    48396       62.60\n",
       "10  서대문구  44647890.0            4           67    41374       60.20\n",
       "11   강동구  44191868.0            5          116    73171       61.00\n",
       "12   동작구  44188900.0            5          122    49959       58.40\n",
       "13   성북구  42202897.0            3           99    63312       57.80\n",
       "14   광진구  40772493.0            5          141    42518       56.20\n",
       "15   노원구  40073375.0            9          124    80970       55.40\n",
       "16   강서구  39478474.0            8          197    80163       63.60\n",
       "17  동대문구  37884712.0            7          118    42357       56.20\n",
       "18   구로구  37383095.0            6          133    55158       64.80\n",
       "19   은평구  36915161.0            8          156    64863       59.20\n",
       "20   도봉구  33944232.0            5           81    41355       56.80\n",
       "21   관악구  33653264.0            4          122    46900       58.80\n",
       "22   중랑구  32823432.0            8          124    46717       56.00\n",
       "23   금천구  32511710.0            1           73    25631       57.20\n",
       "24   강북구  31041123.0            1          119    34944       57.00"
      ]
     },
     "execution_count": 2,
     "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": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(count_by_area['1인당 총 급여'] / 10000, color='dodgerblue')\n",
    "plt.title('지역별 소득수준 분포')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "probplot(count_by_area['1인당 총 급여'], plot=plt)\n",
    "plt.title('지역별 소득수준 QQ-Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA\n",
    "# 지역별 소득 수준 시각화\n",
    "plt.figure(figsize=(20, 10))\n",
    "# sns.barplot(data=count_by_area, x='자치구', y='1인당 총 급여')\n",
    "sns.barplot(x=count_by_area['자치구'], y=count_by_area['1인당 총 급여'] / 10000)\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('자치구', fontsize=20)\n",
    "plt.ylabel('1인당 총 급여 (단위:만원)', fontsize=20)\n",
    "plt.title('지역별 소득 수준', fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 지역별 소아청소년과 병원 수 시각화\n",
    "# 이상치는 검은색으로 표시\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(data=count_by_area, x=np.round(count_by_area['1인당 총 급여'] / 10000, 0), y='소아청소년과 병원 수', color='red')\n",
    "plt.scatter(x=np.round(count_by_area['1인당 총 급여'] / 10000, 0)[count_by_area['1인당 총 급여'] > 60000000], y=count_by_area['소아청소년과 병원 수'][count_by_area['1인당 총 급여'] > 60000000], color='black', edgecolor='black')\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('1인당 총 급여(만원)')\n",
    "plt.title('소득 수준과 소아청소년과 병원 수')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 지역별 소아청소년과 의원 수 시각화\n",
    "# 이상치는 검은색으로 표시\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.scatterplot(data=count_by_area, x=np.round(count_by_area['1인당 총 급여'] / 10000, 0), y='소아청소년과 의원 수', color='red')\n",
    "plt.scatter(x=np.round(count_by_area['1인당 총 급여'] / 10000, 0)[count_by_area['1인당 총 급여'] > 60000000], y=count_by_area['소아청소년과 의원 수'][count_by_area['1인당 총 급여'] > 60000000], color='black', edgecolor='black')\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('1인당 총 급여(만원)')\n",
    "plt.title('소득 수준과 소아청소년과 의원 수')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 가설 01: 지역의 소득 수준과 소아청소년과 병원의 개수는 관련이 있을 것이다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PearsonRResult(statistic=0.06753461215520816, pvalue=0.7483984365532081)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.stats import pearsonr\n",
    "\n",
    "pearsonr(count_by_area['1인당 총 급여'], count_by_area['소아청소년과 병원 수'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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[['1인당 총 급여', '소아청소년과 병원 수']].corr( method='pearson'), annot=True, cmap='Reds')\n",
    "plt.title('소득 수준과 소아청소년과 병원의 개수 상관분석(Pearson)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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=np.round(count_by_area['1인당 총 급여'] / 10000, 0), y='소아청소년과 병원 수', color='blue')\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('1인당 총 급여(만원)')\n",
    "plt.title('경제 수준과 소아청소년과 병원 수')\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 가설 검정 01 결론: 경제 수준과 소아청소년과 병원의 수가 연관이 있다고 보기는 어렵다. <br />\n",
    "pearson 상관 계수 결과 p-value 0.7, statistic 0.06으로 나왔다. <br />\n",
    "또한 시각화를 해봤을 때에도 뚜렷한 상관성을 찾지 못했다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 가설 02: 지역의 소득 수준과 소아청소년과 의원의 개수는 관련이 있을 것이다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PearsonRResult(statistic=0.1986954841756121, pvalue=0.34101833818291766)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pearsonr(count_by_area['1인당 총 급여'], count_by_area['소아청소년과 의원 수'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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[['1인당 총 급여', '소아청소년과 의원 수']].corr(method='pearson'), annot=True, cmap='Reds')\n",
    "plt.title('소득 수준과 소아청소년과 의원의 개수 상관분석(Pearson)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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=np.round(count_by_area['1인당 총 급여'] / 10000, 0), y='소아청소년과 의원 수', color='red')\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('1인당 총 급여(만원)')\n",
    "plt.title('지역 경제 수준과 소아청소년과 의원 수')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 가설 검정 02 결론: 경제 수준과 소아청소년과 의원의 수가 연관이 있다고 보기는 어렵다. <br />\n",
    "pearson 상관 계수 결과 p-value 0.19, statistic 0.34로 나왔다. <br />\n",
    "또한 시각화를 해봤을 때에도 뚜렷한 상관성을 찾지 못했다."
   ]
  }
 ],
 "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}