var_grid_bussubway.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium\n",
    "import json\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import geopandas as gpd\n",
    "import fiona\n",
    "import os\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from shapely.geometry import Polygon, LineString, Point\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gid</th>\n",
       "      <th>2030val</th>\n",
       "      <th>layer</th>\n",
       "      <th>geometry</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>다사579454</td>\n",
       "      <td>77.0</td>\n",
       "      <td>강남구 20,30대 인구수</td>\n",
       "      <td>MULTIPOLYGON (((127.02366 37.50691, 127.02365 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사613448</td>\n",
       "      <td>66.0</td>\n",
       "      <td>강남구 20,30대 인구수</td>\n",
       "      <td>MULTIPOLYGON (((127.06216 37.50166, 127.06215 ...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사585452</td>\n",
       "      <td>0.0</td>\n",
       "      <td>강남구 20,30대 인구수</td>\n",
       "      <td>MULTIPOLYGON (((127.03046 37.50514, 127.03045 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사583456</td>\n",
       "      <td>227.0</td>\n",
       "      <td>강남구 20,30대 인구수</td>\n",
       "      <td>MULTIPOLYGON (((127.02817 37.50874, 127.02817 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사592432</td>\n",
       "      <td>85.0</td>\n",
       "      <td>강남구 20,30대 인구수</td>\n",
       "      <td>MULTIPOLYGON (((127.03849 37.48714, 127.03848 ...</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>9128</th>\n",
       "      <td>다사559438</td>\n",
       "      <td>NaN</td>\n",
       "      <td>서초구 20,30대 인구수</td>\n",
       "      <td>MULTIPOLYGON (((127.00113 37.49240, 127.00112 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9129</th>\n",
       "      <td>다사618387</td>\n",
       "      <td>NaN</td>\n",
       "      <td>서초구 20,30대 인구수</td>\n",
       "      <td>MULTIPOLYGON (((127.06813 37.44669, 127.06813 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9130</th>\n",
       "      <td>다사559464</td>\n",
       "      <td>NaN</td>\n",
       "      <td>서초구 20,30대 인구수</td>\n",
       "      <td>MULTIPOLYGON (((127.00097 37.51583, 127.00097 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9131</th>\n",
       "      <td>다사585417</td>\n",
       "      <td>NaN</td>\n",
       "      <td>서초구 20,30대 인구수</td>\n",
       "      <td>MULTIPOLYGON (((127.03066 37.47359, 127.03065 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9132</th>\n",
       "      <td>다사548430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>서초구 20,30대 인구수</td>\n",
       "      <td>MULTIPOLYGON (((126.98873 37.48514, 126.98873 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9133 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           gid  2030val           layer  \\\n",
       "0     다사579454     77.0  강남구 20,30대 인구수   \n",
       "1     다사613448     66.0  강남구 20,30대 인구수   \n",
       "2     다사585452      0.0  강남구 20,30대 인구수   \n",
       "3     다사583456    227.0  강남구 20,30대 인구수   \n",
       "4     다사592432     85.0  강남구 20,30대 인구수   \n",
       "...        ...      ...             ...   \n",
       "9128  다사559438      NaN  서초구 20,30대 인구수   \n",
       "9129  다사618387      NaN  서초구 20,30대 인구수   \n",
       "9130  다사559464      NaN  서초구 20,30대 인구수   \n",
       "9131  다사585417      NaN  서초구 20,30대 인구수   \n",
       "9132  다사548430      NaN  서초구 20,30대 인구수   \n",
       "\n",
       "                                               geometry  \n",
       "0     MULTIPOLYGON (((127.02366 37.50691, 127.02365 ...  \n",
       "1     MULTIPOLYGON (((127.06216 37.50166, 127.06215 ...  \n",
       "2     MULTIPOLYGON (((127.03046 37.50514, 127.03045 ...  \n",
       "3     MULTIPOLYGON (((127.02817 37.50874, 127.02817 ...  \n",
       "4     MULTIPOLYGON (((127.03849 37.48714, 127.03848 ...  \n",
       "...                                                 ...  \n",
       "9128  MULTIPOLYGON (((127.00113 37.49240, 127.00112 ...  \n",
       "9129  MULTIPOLYGON (((127.06813 37.44669, 127.06813 ...  \n",
       "9130  MULTIPOLYGON (((127.00097 37.51583, 127.00097 ...  \n",
       "9131  MULTIPOLYGON (((127.03066 37.47359, 127.03065 ...  \n",
       "9132  MULTIPOLYGON (((126.98873 37.48514, 126.98873 ...  \n",
       "\n",
       "[9133 rows x 4 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = gpd.read_file('data/서울시 격자 인구 데이터/강남서초2030대인구수 - 복사본.geojson')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_gid = data[['gid', 'geometry']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>다사579454</td>\n",
       "      <td>MULTIPOLYGON (((127.02366 37.50691, 127.02365 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사613448</td>\n",
       "      <td>MULTIPOLYGON (((127.06216 37.50166, 127.06215 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사585452</td>\n",
       "      <td>MULTIPOLYGON (((127.03046 37.50514, 127.03045 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사583456</td>\n",
       "      <td>MULTIPOLYGON (((127.02817 37.50874, 127.02817 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사592432</td>\n",
       "      <td>MULTIPOLYGON (((127.03849 37.48714, 127.03848 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <th>9128</th>\n",
       "      <td>다사559438</td>\n",
       "      <td>MULTIPOLYGON (((127.00113 37.49240, 127.00112 ...</td>\n",
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       "    <tr>\n",
       "      <th>9129</th>\n",
       "      <td>다사618387</td>\n",
       "      <td>MULTIPOLYGON (((127.06813 37.44669, 127.06813 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9130</th>\n",
       "      <td>다사559464</td>\n",
       "      <td>MULTIPOLYGON (((127.00097 37.51583, 127.00097 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9131</th>\n",
       "      <td>다사585417</td>\n",
       "      <td>MULTIPOLYGON (((127.03066 37.47359, 127.03065 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9132</th>\n",
       "      <td>다사548430</td>\n",
       "      <td>MULTIPOLYGON (((126.98873 37.48514, 126.98873 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9133 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           gid                                           geometry\n",
       "0     다사579454  MULTIPOLYGON (((127.02366 37.50691, 127.02365 ...\n",
       "1     다사613448  MULTIPOLYGON (((127.06216 37.50166, 127.06215 ...\n",
       "2     다사585452  MULTIPOLYGON (((127.03046 37.50514, 127.03045 ...\n",
       "3     다사583456  MULTIPOLYGON (((127.02817 37.50874, 127.02817 ...\n",
       "4     다사592432  MULTIPOLYGON (((127.03849 37.48714, 127.03848 ...\n",
       "...        ...                                                ...\n",
       "9128  다사559438  MULTIPOLYGON (((127.00113 37.49240, 127.00112 ...\n",
       "9129  다사618387  MULTIPOLYGON (((127.06813 37.44669, 127.06813 ...\n",
       "9130  다사559464  MULTIPOLYGON (((127.00097 37.51583, 127.00097 ...\n",
       "9131  다사585417  MULTIPOLYGON (((127.03066 37.47359, 127.03065 ...\n",
       "9132  다사548430  MULTIPOLYGON (((126.98873 37.48514, 126.98873 ...\n",
       "\n",
       "[9133 rows x 2 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_gid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 강남구서초구정류장아침승차"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = pd.read_csv(\"output/강남구서초구정류장아침승차.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = data1[[\"표준ID\",\"정류소명\",\"X좌표\",\"Y좌표\",\"6시승차총승객수\",\"7시승차총승객수\",\"8시승차총승객수\",\"9시승차총승객수\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1[\"아침총승객수\"] = data1[\"6시승차총승객수\"] + data1[\"7시승차총승객수\"]+ data1[\"8시승차총승객수\"]+ data1[\"9시승차총승객수\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>표준ID</th>\n",
       "      <th>정류소명</th>\n",
       "      <th>X좌표</th>\n",
       "      <th>Y좌표</th>\n",
       "      <th>아침총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>121000001</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038342</td>\n",
       "      <td>37.478514</td>\n",
       "      <td>287.218487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>121000002</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038676</td>\n",
       "      <td>37.477767</td>\n",
       "      <td>768.227273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>1943.069444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>607.147436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>562.768473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>123.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>276.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>49.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>1946.032258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>1303.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표       아침총승객수\n",
       "0     121000001          교육개발원입구  127.038342  37.478514   287.218487\n",
       "1     121000002          교육개발원입구  127.038676  37.477767   768.227273\n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522  1943.069444\n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871   607.147436\n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592   562.768473\n",
       "...         ...              ...         ...        ...          ...\n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491   123.500000\n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968   276.583333\n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601    49.500000\n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  1946.032258\n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227  1303.000000\n",
       "\n",
       "[1166 rows x 5 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"표준ID\",\"정류소명\",\"X좌표\",\"Y좌표\",\"아침총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-16-7a876ba4cc27>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['bus_cnt']=1\n",
      "<ipython-input-16-7a876ba4cc27>:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['X좌표'] = data1['X좌표'].astype(float)\n",
      "<ipython-input-16-7a876ba4cc27>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['Y좌표'] = data1['Y좌표'].astype(float)\n",
      "<ipython-input-16-7a876ba4cc27>:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['point'] = data1.apply(lambda row : Point([row['X좌표'], row['Y좌표']]), axis=1)\n"
     ]
    }
   ],
   "source": [
    "data1['bus_cnt']=1\n",
    "data1['X좌표'] = data1['X좌표'].astype(float)\n",
    "data1['Y좌표'] = data1['Y좌표'].astype(float)\n",
    "data1['point'] = data1.apply(lambda row : Point([row['X좌표'], row['Y좌표']]), axis=1)\n",
    "data1 = gpd.GeoDataFrame(data1, geometry='point')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>X좌표</th>\n",
       "      <th>Y좌표</th>\n",
       "      <th>아침총승객수</th>\n",
       "      <th>bus_cnt</th>\n",
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       "      <th>0</th>\n",
       "      <td>121000001</td>\n",
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       "      <td>127.038342</td>\n",
       "      <td>37.478514</td>\n",
       "      <td>287.218487</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03834 37.47851)</td>\n",
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       "      <th>1</th>\n",
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       "      <td>교육개발원입구</td>\n",
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       "      <td>1</td>\n",
       "      <td>POINT (127.03868 37.47777)</td>\n",
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       "      <th>2</th>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>1943.069444</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03585 37.48252)</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>607.147436</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03683 37.48187)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>562.768473</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03237 37.48759)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>123.500000</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.09474 37.48349)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>276.583333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08286 37.48897)</td>\n",
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       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>49.500000</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10154 37.46460)</td>\n",
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       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
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       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>1946.032258</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08768 37.49066)</td>\n",
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       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>1303.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10190 37.46123)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표       아침총승객수  bus_cnt  \\\n",
       "0     121000001          교육개발원입구  127.038342  37.478514   287.218487        1   \n",
       "1     121000002          교육개발원입구  127.038676  37.477767   768.227273        1   \n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522  1943.069444        1   \n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871   607.147436        1   \n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592   562.768473        1   \n",
       "...         ...              ...         ...        ...          ...      ...   \n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491   123.500000        1   \n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968   276.583333        1   \n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601    49.500000        1   \n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  1946.032258        1   \n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227  1303.000000        1   \n",
       "\n",
       "                           point  \n",
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       "1     POINT (127.03868 37.47777)  \n",
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       "3     POINT (127.03683 37.48187)  \n",
       "4     POINT (127.03237 37.48759)  \n",
       "...                          ...  \n",
       "1161  POINT (127.09474 37.48349)  \n",
       "1162  POINT (127.08286 37.48897)  \n",
       "1163  POINT (127.10154 37.46460)  \n",
       "1164  POINT (127.08768 37.49066)  \n",
       "1165  POINT (127.10190 37.46123)  \n",
       "\n",
       "[1166 rows x 7 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████| 1166/1166 [01:46<00:00, 10.95it/s]\n"
     ]
    }
   ],
   "source": [
    "gid_list = []\n",
    "for i in tqdm(range(data1.shape[0])):\n",
    "    point = data1['point'].iloc[i]\n",
    "    if data_gid['geometry'].contains(point).sum() == 0:\n",
    "        g1 = \"Na\"\n",
    "    else :\n",
    "        g = data_gid['gid'].loc[data_gid['geometry'].contains(point)]\n",
    "        g1 = g.iloc[0]\n",
    "    gid_list.append(g1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2</th>\n",
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       "      <td>127.035847</td>\n",
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       "      <td>1943.069444</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>607.147436</td>\n",
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       "      <td>POINT (127.03683 37.48187)</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>562.768473</td>\n",
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       "      <td>POINT (127.03237 37.48759)</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>123.500000</td>\n",
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       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>122000286</td>\n",
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       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
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       "      <td>1</td>\n",
       "      <td>POINT (127.08286 37.48897)</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>49.500000</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10154 37.46460)</td>\n",
       "      <td>다사647406</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
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       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>1946.032258</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08768 37.49066)</td>\n",
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       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>1303.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10190 37.46123)</td>\n",
       "      <td>다사647402</td>\n",
       "      <td>1</td>\n",
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       "<p>1166 rows × 9 columns</p>\n",
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      ],
      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표       아침총승객수  bus_cnt  \\\n",
       "0     121000001          교육개발원입구  127.038342  37.478514   287.218487        1   \n",
       "1     121000002          교육개발원입구  127.038676  37.477767   768.227273        1   \n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522  1943.069444        1   \n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871   607.147436        1   \n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592   562.768473        1   \n",
       "...         ...              ...         ...        ...          ...      ...   \n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491   123.500000        1   \n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968   276.583333        1   \n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601    49.500000        1   \n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  1946.032258        1   \n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227  1303.000000        1   \n",
       "\n",
       "                           point       gid  TL_cnt  \n",
       "0     POINT (127.03834 37.47851)  다사591422       1  \n",
       "1     POINT (127.03868 37.47777)  다사592421       1  \n",
       "2     POINT (127.03585 37.48252)  다사589426       1  \n",
       "3     POINT (127.03683 37.48187)  다사590426       1  \n",
       "4     POINT (127.03237 37.48759)  다사586432       1  \n",
       "...                          ...       ...     ...  \n",
       "1161  POINT (127.09474 37.48349)  다사641427       1  \n",
       "1162  POINT (127.08286 37.48897)  다사631433       1  \n",
       "1163  POINT (127.10154 37.46460)  다사647406       1  \n",
       "1164  POINT (127.08768 37.49066)  다사635435       1  \n",
       "1165  POINT (127.10190 37.46123)  다사647402       1  \n",
       "\n",
       "[1166 rows x 9 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1['gid'] = gid_list\n",
    "data1['TL_cnt']=1\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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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>gid</th>\n",
       "      <th>아침총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>다사591422</td>\n",
       "      <td>287.218487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사592421</td>\n",
       "      <td>768.227273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사589426</td>\n",
       "      <td>1943.069444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사590426</td>\n",
       "      <td>607.147436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사586432</td>\n",
       "      <td>562.768473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>다사641427</td>\n",
       "      <td>123.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>다사631433</td>\n",
       "      <td>276.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>다사647406</td>\n",
       "      <td>49.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>다사635435</td>\n",
       "      <td>1946.032258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>다사647402</td>\n",
       "      <td>1303.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           gid       아침총승객수\n",
       "0     다사591422   287.218487\n",
       "1     다사592421   768.227273\n",
       "2     다사589426  1943.069444\n",
       "3     다사590426   607.147436\n",
       "4     다사586432   562.768473\n",
       "...        ...          ...\n",
       "1161  다사641427   123.500000\n",
       "1162  다사631433   276.583333\n",
       "1163  다사647406    49.500000\n",
       "1164  다사635435  1946.032258\n",
       "1165  다사647402  1303.000000\n",
       "\n",
       "[1166 rows x 2 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"gid\",\"아침총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = data1[['아침총승객수', 'gid']].groupby(['gid']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = result1.drop(index=0, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>gid</th>\n",
       "      <th>아침총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사540452</td>\n",
       "      <td>95.915000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사541419</td>\n",
       "      <td>2123.280992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사541421</td>\n",
       "      <td>933.513889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사541423</td>\n",
       "      <td>957.306122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>다사542418</td>\n",
       "      <td>200.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>다사655420</td>\n",
       "      <td>1901.504267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>다사658421</td>\n",
       "      <td>1662.390390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>다사660408</td>\n",
       "      <td>25.277778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>다사662409</td>\n",
       "      <td>47.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>다사664410</td>\n",
       "      <td>234.888889</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>778 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          gid       아침총승객수\n",
       "1    다사540452    95.915000\n",
       "2    다사541419  2123.280992\n",
       "3    다사541421   933.513889\n",
       "4    다사541423   957.306122\n",
       "5    다사542418   200.000000\n",
       "..        ...          ...\n",
       "774  다사655420  1901.504267\n",
       "775  다사658421  1662.390390\n",
       "776  다사660408    25.277778\n",
       "777  다사662409    47.888889\n",
       "778  다사664410   234.888889\n",
       "\n",
       "[778 rows x 2 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.to_csv(\"output/그리드 전처리 완료/서초강남버스아침승차.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 강남구서초구정류장아침하차"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = pd.read_csv(\"output/강남구서초구정류장아침하차.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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>ARS-ID</th>\n",
       "      <th>표준ID</th>\n",
       "      <th>정류소명</th>\n",
       "      <th>X좌표</th>\n",
       "      <th>Y좌표</th>\n",
       "      <th>7시하차총승객수</th>\n",
       "      <th>8시하차총승객수</th>\n",
       "      <th>9시하차총승객수</th>\n",
       "      <th>10시하차총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22001</td>\n",
       "      <td>121000001</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038342</td>\n",
       "      <td>37.478514</td>\n",
       "      <td>143.907563</td>\n",
       "      <td>422.840336</td>\n",
       "      <td>237.655462</td>\n",
       "      <td>90.336134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>22002</td>\n",
       "      <td>121000002</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038676</td>\n",
       "      <td>37.477767</td>\n",
       "      <td>183.606061</td>\n",
       "      <td>313.151515</td>\n",
       "      <td>201.439394</td>\n",
       "      <td>120.431818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22003</td>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>166.201389</td>\n",
       "      <td>267.368056</td>\n",
       "      <td>171.500000</td>\n",
       "      <td>101.805556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22004</td>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>264.807692</td>\n",
       "      <td>370.653846</td>\n",
       "      <td>253.243590</td>\n",
       "      <td>191.730769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22005</td>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>168.369458</td>\n",
       "      <td>251.847291</td>\n",
       "      <td>159.315271</td>\n",
       "      <td>117.536946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>23972</td>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>87.333333</td>\n",
       "      <td>63.583333</td>\n",
       "      <td>55.583333</td>\n",
       "      <td>48.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>23981</td>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>226.000000</td>\n",
       "      <td>141.916667</td>\n",
       "      <td>137.916667</td>\n",
       "      <td>112.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>23993</td>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>29.958333</td>\n",
       "      <td>70.666667</td>\n",
       "      <td>40.416667</td>\n",
       "      <td>48.916667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>23994</td>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>530.580645</td>\n",
       "      <td>402.709677</td>\n",
       "      <td>346.483871</td>\n",
       "      <td>290.806452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>23995</td>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>34.395833</td>\n",
       "      <td>48.395833</td>\n",
       "      <td>39.708333</td>\n",
       "      <td>50.604167</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      ARS-ID       표준ID             정류소명         X좌표        Y좌표    7시하차총승객수  \\\n",
       "0      22001  121000001          교육개발원입구  127.038342  37.478514  143.907563   \n",
       "1      22002  121000002          교육개발원입구  127.038676  37.477767  183.606061   \n",
       "2      22003  121000003     양재역.서초문화예술회관  127.035847  37.482522  166.201389   \n",
       "3      22004  121000004     양재역.서초문화예술회관  127.036825  37.481871  264.807692   \n",
       "4      22005  121000005            뱅뱅사거리  127.032367  37.487592  168.369458   \n",
       "...      ...        ...              ...         ...        ...         ...   \n",
       "1161   23972  122900097      수서교회.수서동성당앞  127.094743  37.483491   87.333333   \n",
       "1162   23981  122000286        삼성서울병원사거리  127.082862  37.488968  226.000000   \n",
       "1163   23993  122900073     강남신동아파밀리에2단지  127.101538  37.464601   29.958333   \n",
       "1164   23994  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  530.580645   \n",
       "1165   23995  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227   34.395833   \n",
       "\n",
       "        8시하차총승객수    9시하차총승객수   10시하차총승객수  \n",
       "0     422.840336  237.655462   90.336134  \n",
       "1     313.151515  201.439394  120.431818  \n",
       "2     267.368056  171.500000  101.805556  \n",
       "3     370.653846  253.243590  191.730769  \n",
       "4     251.847291  159.315271  117.536946  \n",
       "...          ...         ...         ...  \n",
       "1161   63.583333   55.583333   48.583333  \n",
       "1162  141.916667  137.916667  112.333333  \n",
       "1163   70.666667   40.416667   48.916667  \n",
       "1164  402.709677  346.483871  290.806452  \n",
       "1165   48.395833   39.708333   50.604167  \n",
       "\n",
       "[1166 rows x 9 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = data1[[\"표준ID\",\"정류소명\",\"X좌표\",\"Y좌표\",\"7시하차총승객수\",\"8시하차총승객수\",\"9시하차총승객수\",\"10시하차총승객수\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1[\"아침총승객수\"] = data1[\"7시하차총승객수\"] + data1[\"8시하차총승객수\"]+ data1[\"9시하차총승객수\"]+ data1[\"10시하차총승객수\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>표준ID</th>\n",
       "      <th>정류소명</th>\n",
       "      <th>X좌표</th>\n",
       "      <th>Y좌표</th>\n",
       "      <th>아침총승객수</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>121000001</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038342</td>\n",
       "      <td>37.478514</td>\n",
       "      <td>894.739496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>121000002</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038676</td>\n",
       "      <td>37.477767</td>\n",
       "      <td>818.628788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>706.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>1080.435897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>697.068966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>255.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>618.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>189.958333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>1570.580645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>173.104167</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표       아침총승객수\n",
       "0     121000001          교육개발원입구  127.038342  37.478514   894.739496\n",
       "1     121000002          교육개발원입구  127.038676  37.477767   818.628788\n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522   706.875000\n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871  1080.435897\n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592   697.068966\n",
       "...         ...              ...         ...        ...          ...\n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491   255.083333\n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968   618.166667\n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601   189.958333\n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  1570.580645\n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227   173.104167\n",
       "\n",
       "[1166 rows x 5 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"표준ID\",\"정류소명\",\"X좌표\",\"Y좌표\",\"아침총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1['bus_cnt']=1\n",
    "data1['X좌표'] = data1['X좌표'].astype(float)\n",
    "data1['Y좌표'] = data1['Y좌표'].astype(float)\n",
    "data1['point'] = data1.apply(lambda row : Point([row['X좌표'], row['Y좌표']]), axis=1)\n",
    "data1 = gpd.GeoDataFrame(data1, geometry='point')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Y좌표</th>\n",
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       "      <th>0</th>\n",
       "      <td>121000001</td>\n",
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       "      <td>37.478514</td>\n",
       "      <td>894.739496</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03834 37.47851)</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>121000002</td>\n",
       "      <td>교육개발원입구</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>706.875000</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03585 37.48252)</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>1080.435897</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03683 37.48187)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>697.068966</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>255.083333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.09474 37.48349)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>618.166667</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08286 37.48897)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>189.958333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10154 37.46460)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>1570.580645</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08768 37.49066)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>173.104167</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10190 37.46123)</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표       아침총승객수  bus_cnt  \\\n",
       "0     121000001          교육개발원입구  127.038342  37.478514   894.739496        1   \n",
       "1     121000002          교육개발원입구  127.038676  37.477767   818.628788        1   \n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522   706.875000        1   \n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871  1080.435897        1   \n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592   697.068966        1   \n",
       "...         ...              ...         ...        ...          ...      ...   \n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491   255.083333        1   \n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968   618.166667        1   \n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601   189.958333        1   \n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  1570.580645        1   \n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227   173.104167        1   \n",
       "\n",
       "                           point  \n",
       "0     POINT (127.03834 37.47851)  \n",
       "1     POINT (127.03868 37.47777)  \n",
       "2     POINT (127.03585 37.48252)  \n",
       "3     POINT (127.03683 37.48187)  \n",
       "4     POINT (127.03237 37.48759)  \n",
       "...                          ...  \n",
       "1161  POINT (127.09474 37.48349)  \n",
       "1162  POINT (127.08286 37.48897)  \n",
       "1163  POINT (127.10154 37.46460)  \n",
       "1164  POINT (127.08768 37.49066)  \n",
       "1165  POINT (127.10190 37.46123)  \n",
       "\n",
       "[1166 rows x 7 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████| 1166/1166 [02:01<00:00,  9.62it/s]\n"
     ]
    }
   ],
   "source": [
    "gid_list = []\n",
    "for i in tqdm(range(data1.shape[0])):\n",
    "    point = data1['point'].iloc[i]\n",
    "    if data_gid['geometry'].contains(point).sum() == 0:\n",
    "        g1 = \"Na\"\n",
    "    else :\n",
    "        g = data_gid['gid'].loc[data_gid['geometry'].contains(point)]\n",
    "        g1 = g.iloc[0]\n",
    "    gid_list.append(g1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>다사591422</td>\n",
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       "      <th>1</th>\n",
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       "      <td>교육개발원입구</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>706.875000</td>\n",
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       "      <td>POINT (127.03585 37.48252)</td>\n",
       "      <td>다사589426</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>1080.435897</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03683 37.48187)</td>\n",
       "      <td>다사590426</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>697.068966</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03237 37.48759)</td>\n",
       "      <td>다사586432</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>255.083333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.09474 37.48349)</td>\n",
       "      <td>다사641427</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>618.166667</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08286 37.48897)</td>\n",
       "      <td>다사631433</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>189.958333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10154 37.46460)</td>\n",
       "      <td>다사647406</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>1570.580645</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08768 37.49066)</td>\n",
       "      <td>다사635435</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>173.104167</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10190 37.46123)</td>\n",
       "      <td>다사647402</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표       아침총승객수  bus_cnt  \\\n",
       "0     121000001          교육개발원입구  127.038342  37.478514   894.739496        1   \n",
       "1     121000002          교육개발원입구  127.038676  37.477767   818.628788        1   \n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522   706.875000        1   \n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871  1080.435897        1   \n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592   697.068966        1   \n",
       "...         ...              ...         ...        ...          ...      ...   \n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491   255.083333        1   \n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968   618.166667        1   \n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601   189.958333        1   \n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  1570.580645        1   \n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227   173.104167        1   \n",
       "\n",
       "                           point       gid  TL_cnt  \n",
       "0     POINT (127.03834 37.47851)  다사591422       1  \n",
       "1     POINT (127.03868 37.47777)  다사592421       1  \n",
       "2     POINT (127.03585 37.48252)  다사589426       1  \n",
       "3     POINT (127.03683 37.48187)  다사590426       1  \n",
       "4     POINT (127.03237 37.48759)  다사586432       1  \n",
       "...                          ...       ...     ...  \n",
       "1161  POINT (127.09474 37.48349)  다사641427       1  \n",
       "1162  POINT (127.08286 37.48897)  다사631433       1  \n",
       "1163  POINT (127.10154 37.46460)  다사647406       1  \n",
       "1164  POINT (127.08768 37.49066)  다사635435       1  \n",
       "1165  POINT (127.10190 37.46123)  다사647402       1  \n",
       "\n",
       "[1166 rows x 9 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1['gid'] = gid_list\n",
    "data1['TL_cnt']=1\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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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>gid</th>\n",
       "      <th>아침총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>다사591422</td>\n",
       "      <td>894.739496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사592421</td>\n",
       "      <td>818.628788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사589426</td>\n",
       "      <td>706.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사590426</td>\n",
       "      <td>1080.435897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사586432</td>\n",
       "      <td>697.068966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>다사641427</td>\n",
       "      <td>255.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>다사631433</td>\n",
       "      <td>618.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>다사647406</td>\n",
       "      <td>189.958333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>다사635435</td>\n",
       "      <td>1570.580645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>다사647402</td>\n",
       "      <td>173.104167</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           gid       아침총승객수\n",
       "0     다사591422   894.739496\n",
       "1     다사592421   818.628788\n",
       "2     다사589426   706.875000\n",
       "3     다사590426  1080.435897\n",
       "4     다사586432   697.068966\n",
       "...        ...          ...\n",
       "1161  다사641427   255.083333\n",
       "1162  다사631433   618.166667\n",
       "1163  다사647406   189.958333\n",
       "1164  다사635435  1570.580645\n",
       "1165  다사647402   173.104167\n",
       "\n",
       "[1166 rows x 2 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"gid\",\"아침총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = data1[['아침총승객수', 'gid']].groupby(['gid']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>gid</th>\n",
       "      <th>아침총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사540452</td>\n",
       "      <td>290.648333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사541419</td>\n",
       "      <td>1642.181818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사541421</td>\n",
       "      <td>4109.416667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사541423</td>\n",
       "      <td>1936.224490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>다사542418</td>\n",
       "      <td>2066.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>다사655420</td>\n",
       "      <td>438.883357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>다사658421</td>\n",
       "      <td>495.613363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>다사660408</td>\n",
       "      <td>138.805556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>다사662409</td>\n",
       "      <td>171.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>다사664410</td>\n",
       "      <td>547.638889</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>778 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          gid       아침총승객수\n",
       "1    다사540452   290.648333\n",
       "2    다사541419  1642.181818\n",
       "3    다사541421  4109.416667\n",
       "4    다사541423  1936.224490\n",
       "5    다사542418  2066.666667\n",
       "..        ...          ...\n",
       "774  다사655420   438.883357\n",
       "775  다사658421   495.613363\n",
       "776  다사660408   138.805556\n",
       "777  다사662409   171.111111\n",
       "778  다사664410   547.638889\n",
       "\n",
       "[778 rows x 2 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = result1.drop(index=0, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.to_csv(\"output/그리드 전처리 완료/서초강남버스아침하차.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 강남구서초구정류장저녁승차"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = pd.read_csv(\"output/강남구서초구정류장저녁승차.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "\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>ARS-ID</th>\n",
       "      <th>표준ID</th>\n",
       "      <th>정류소명</th>\n",
       "      <th>X좌표</th>\n",
       "      <th>Y좌표</th>\n",
       "      <th>17시승차총승객수</th>\n",
       "      <th>18시승차총승객수</th>\n",
       "      <th>19시승차총승객수</th>\n",
       "      <th>20시승차총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22001</td>\n",
       "      <td>121000001</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038342</td>\n",
       "      <td>37.478514</td>\n",
       "      <td>157.025210</td>\n",
       "      <td>203.605042</td>\n",
       "      <td>112.638655</td>\n",
       "      <td>95.067227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>22002</td>\n",
       "      <td>121000002</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038676</td>\n",
       "      <td>37.477767</td>\n",
       "      <td>409.878788</td>\n",
       "      <td>659.681818</td>\n",
       "      <td>270.151515</td>\n",
       "      <td>166.909091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22003</td>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>330.729167</td>\n",
       "      <td>466.736111</td>\n",
       "      <td>386.590278</td>\n",
       "      <td>309.013889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22004</td>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>271.461538</td>\n",
       "      <td>333.762821</td>\n",
       "      <td>215.237179</td>\n",
       "      <td>166.044872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22005</td>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>163.512315</td>\n",
       "      <td>203.635468</td>\n",
       "      <td>134.817734</td>\n",
       "      <td>112.167488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>23972</td>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>62.666667</td>\n",
       "      <td>55.416667</td>\n",
       "      <td>15.500000</td>\n",
       "      <td>17.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>23981</td>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>307.250000</td>\n",
       "      <td>151.916667</td>\n",
       "      <td>92.500000</td>\n",
       "      <td>71.416667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>23993</td>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>16.833333</td>\n",
       "      <td>20.041667</td>\n",
       "      <td>20.291667</td>\n",
       "      <td>19.791667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>23994</td>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>511.419355</td>\n",
       "      <td>324.870968</td>\n",
       "      <td>190.741935</td>\n",
       "      <td>155.516129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>23995</td>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>210.250000</td>\n",
       "      <td>165.458333</td>\n",
       "      <td>61.583333</td>\n",
       "      <td>31.541667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      ARS-ID       표준ID             정류소명         X좌표        Y좌표   17시승차총승객수  \\\n",
       "0      22001  121000001          교육개발원입구  127.038342  37.478514  157.025210   \n",
       "1      22002  121000002          교육개발원입구  127.038676  37.477767  409.878788   \n",
       "2      22003  121000003     양재역.서초문화예술회관  127.035847  37.482522  330.729167   \n",
       "3      22004  121000004     양재역.서초문화예술회관  127.036825  37.481871  271.461538   \n",
       "4      22005  121000005            뱅뱅사거리  127.032367  37.487592  163.512315   \n",
       "...      ...        ...              ...         ...        ...         ...   \n",
       "1161   23972  122900097      수서교회.수서동성당앞  127.094743  37.483491   62.666667   \n",
       "1162   23981  122000286        삼성서울병원사거리  127.082862  37.488968  307.250000   \n",
       "1163   23993  122900073     강남신동아파밀리에2단지  127.101538  37.464601   16.833333   \n",
       "1164   23994  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  511.419355   \n",
       "1165   23995  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227  210.250000   \n",
       "\n",
       "       18시승차총승객수   19시승차총승객수   20시승차총승객수  \n",
       "0     203.605042  112.638655   95.067227  \n",
       "1     659.681818  270.151515  166.909091  \n",
       "2     466.736111  386.590278  309.013889  \n",
       "3     333.762821  215.237179  166.044872  \n",
       "4     203.635468  134.817734  112.167488  \n",
       "...          ...         ...         ...  \n",
       "1161   55.416667   15.500000   17.166667  \n",
       "1162  151.916667   92.500000   71.416667  \n",
       "1163   20.041667   20.291667   19.791667  \n",
       "1164  324.870968  190.741935  155.516129  \n",
       "1165  165.458333   61.583333   31.541667  \n",
       "\n",
       "[1166 rows x 9 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = data1[[\"표준ID\",\"정류소명\",\"X좌표\",\"Y좌표\",\"17시승차총승객수\",\"18시승차총승객수\",\"19시승차총승객수\",\"20시승차총승객수\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1[\"저녁총승객수\"] = data1[\"17시승차총승객수\"] + data1[\"18시승차총승객수\"]+ data1[\"19시승차총승객수\"]+ data1[\"20시승차총승객수\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>표준ID</th>\n",
       "      <th>정류소명</th>\n",
       "      <th>X좌표</th>\n",
       "      <th>Y좌표</th>\n",
       "      <th>17시승차총승객수</th>\n",
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       "      <th>19시승차총승객수</th>\n",
       "      <th>20시승차총승객수</th>\n",
       "      <th>저녁총승객수</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>121000001</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038342</td>\n",
       "      <td>37.478514</td>\n",
       "      <td>157.025210</td>\n",
       "      <td>203.605042</td>\n",
       "      <td>112.638655</td>\n",
       "      <td>95.067227</td>\n",
       "      <td>568.336134</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>121000002</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038676</td>\n",
       "      <td>37.477767</td>\n",
       "      <td>409.878788</td>\n",
       "      <td>659.681818</td>\n",
       "      <td>270.151515</td>\n",
       "      <td>166.909091</td>\n",
       "      <td>1506.621212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>330.729167</td>\n",
       "      <td>466.736111</td>\n",
       "      <td>386.590278</td>\n",
       "      <td>309.013889</td>\n",
       "      <td>1493.069444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>271.461538</td>\n",
       "      <td>333.762821</td>\n",
       "      <td>215.237179</td>\n",
       "      <td>166.044872</td>\n",
       "      <td>986.506410</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>163.512315</td>\n",
       "      <td>203.635468</td>\n",
       "      <td>134.817734</td>\n",
       "      <td>112.167488</td>\n",
       "      <td>614.133005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>62.666667</td>\n",
       "      <td>55.416667</td>\n",
       "      <td>15.500000</td>\n",
       "      <td>17.166667</td>\n",
       "      <td>150.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>307.250000</td>\n",
       "      <td>151.916667</td>\n",
       "      <td>92.500000</td>\n",
       "      <td>71.416667</td>\n",
       "      <td>623.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>16.833333</td>\n",
       "      <td>20.041667</td>\n",
       "      <td>20.291667</td>\n",
       "      <td>19.791667</td>\n",
       "      <td>76.958333</td>\n",
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       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>511.419355</td>\n",
       "      <td>324.870968</td>\n",
       "      <td>190.741935</td>\n",
       "      <td>155.516129</td>\n",
       "      <td>1182.548387</td>\n",
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       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>210.250000</td>\n",
       "      <td>165.458333</td>\n",
       "      <td>61.583333</td>\n",
       "      <td>31.541667</td>\n",
       "      <td>468.833333</td>\n",
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       "  </tbody>\n",
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       "<p>1166 rows × 9 columns</p>\n",
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      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표   17시승차총승객수  \\\n",
       "0     121000001          교육개발원입구  127.038342  37.478514  157.025210   \n",
       "1     121000002          교육개발원입구  127.038676  37.477767  409.878788   \n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522  330.729167   \n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871  271.461538   \n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592  163.512315   \n",
       "...         ...              ...         ...        ...         ...   \n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491   62.666667   \n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968  307.250000   \n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601   16.833333   \n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  511.419355   \n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227  210.250000   \n",
       "\n",
       "       18시승차총승객수   19시승차총승객수   20시승차총승객수       저녁총승객수  \n",
       "0     203.605042  112.638655   95.067227   568.336134  \n",
       "1     659.681818  270.151515  166.909091  1506.621212  \n",
       "2     466.736111  386.590278  309.013889  1493.069444  \n",
       "3     333.762821  215.237179  166.044872   986.506410  \n",
       "4     203.635468  134.817734  112.167488   614.133005  \n",
       "...          ...         ...         ...          ...  \n",
       "1161   55.416667   15.500000   17.166667   150.750000  \n",
       "1162  151.916667   92.500000   71.416667   623.083333  \n",
       "1163   20.041667   20.291667   19.791667    76.958333  \n",
       "1164  324.870968  190.741935  155.516129  1182.548387  \n",
       "1165  165.458333   61.583333   31.541667   468.833333  \n",
       "\n",
       "[1166 rows x 9 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>121000001</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038342</td>\n",
       "      <td>37.478514</td>\n",
       "      <td>568.336134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>121000002</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038676</td>\n",
       "      <td>37.477767</td>\n",
       "      <td>1506.621212</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>1493.069444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>986.506410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>614.133005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>150.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>623.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>76.958333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>1182.548387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>468.833333</td>\n",
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       "  </tbody>\n",
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       "<p>1166 rows × 5 columns</p>\n",
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      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표       저녁총승객수\n",
       "0     121000001          교육개발원입구  127.038342  37.478514   568.336134\n",
       "1     121000002          교육개발원입구  127.038676  37.477767  1506.621212\n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522  1493.069444\n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871   986.506410\n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592   614.133005\n",
       "...         ...              ...         ...        ...          ...\n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491   150.750000\n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968   623.083333\n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601    76.958333\n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  1182.548387\n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227   468.833333\n",
       "\n",
       "[1166 rows x 5 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"표준ID\",\"정류소명\",\"X좌표\",\"Y좌표\",\"저녁총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-59-7a876ba4cc27>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['bus_cnt']=1\n",
      "<ipython-input-59-7a876ba4cc27>:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['X좌표'] = data1['X좌표'].astype(float)\n",
      "<ipython-input-59-7a876ba4cc27>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['Y좌표'] = data1['Y좌표'].astype(float)\n",
      "<ipython-input-59-7a876ba4cc27>:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['point'] = data1.apply(lambda row : Point([row['X좌표'], row['Y좌표']]), axis=1)\n"
     ]
    }
   ],
   "source": [
    "data1['bus_cnt']=1\n",
    "data1['X좌표'] = data1['X좌표'].astype(float)\n",
    "data1['Y좌표'] = data1['Y좌표'].astype(float)\n",
    "data1['point'] = data1.apply(lambda row : Point([row['X좌표'], row['Y좌표']]), axis=1)\n",
    "data1 = gpd.GeoDataFrame(data1, geometry='point')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>표준ID</th>\n",
       "      <th>정류소명</th>\n",
       "      <th>X좌표</th>\n",
       "      <th>Y좌표</th>\n",
       "      <th>저녁총승객수</th>\n",
       "      <th>bus_cnt</th>\n",
       "      <th>point</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>121000001</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038342</td>\n",
       "      <td>37.478514</td>\n",
       "      <td>568.336134</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03834 37.47851)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>121000002</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038676</td>\n",
       "      <td>37.477767</td>\n",
       "      <td>1506.621212</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03868 37.47777)</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>1493.069444</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03585 37.48252)</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>986.506410</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03683 37.48187)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>614.133005</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03237 37.48759)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>150.750000</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.09474 37.48349)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>623.083333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08286 37.48897)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>76.958333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10154 37.46460)</td>\n",
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       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>1182.548387</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08768 37.49066)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>468.833333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10190 37.46123)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표       저녁총승객수  bus_cnt  \\\n",
       "0     121000001          교육개발원입구  127.038342  37.478514   568.336134        1   \n",
       "1     121000002          교육개발원입구  127.038676  37.477767  1506.621212        1   \n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522  1493.069444        1   \n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871   986.506410        1   \n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592   614.133005        1   \n",
       "...         ...              ...         ...        ...          ...      ...   \n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491   150.750000        1   \n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968   623.083333        1   \n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601    76.958333        1   \n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  1182.548387        1   \n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227   468.833333        1   \n",
       "\n",
       "                           point  \n",
       "0     POINT (127.03834 37.47851)  \n",
       "1     POINT (127.03868 37.47777)  \n",
       "2     POINT (127.03585 37.48252)  \n",
       "3     POINT (127.03683 37.48187)  \n",
       "4     POINT (127.03237 37.48759)  \n",
       "...                          ...  \n",
       "1161  POINT (127.09474 37.48349)  \n",
       "1162  POINT (127.08286 37.48897)  \n",
       "1163  POINT (127.10154 37.46460)  \n",
       "1164  POINT (127.08768 37.49066)  \n",
       "1165  POINT (127.10190 37.46123)  \n",
       "\n",
       "[1166 rows x 7 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████| 1166/1166 [02:02<00:00,  9.54it/s]\n"
     ]
    }
   ],
   "source": [
    "gid_list = []\n",
    "for i in tqdm(range(data1.shape[0])):\n",
    "    point = data1['point'].iloc[i]\n",
    "    if data_gid['geometry'].contains(point).sum() == 0:\n",
    "        g1 = \"Na\"\n",
    "    else :\n",
    "        g = data_gid['gid'].loc[data_gid['geometry'].contains(point)]\n",
    "        g1 = g.iloc[0]\n",
    "    gid_list.append(g1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>정류소명</th>\n",
       "      <th>X좌표</th>\n",
       "      <th>Y좌표</th>\n",
       "      <th>저녁총승객수</th>\n",
       "      <th>bus_cnt</th>\n",
       "      <th>point</th>\n",
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       "      <th>TL_cnt</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>POINT (127.03834 37.47851)</td>\n",
       "      <td>다사591422</td>\n",
       "      <td>1</td>\n",
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       "      <th>1</th>\n",
       "      <td>121000002</td>\n",
       "      <td>교육개발원입구</td>\n",
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       "      <td>37.477767</td>\n",
       "      <td>1506.621212</td>\n",
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       "      <td>POINT (127.03868 37.47777)</td>\n",
       "      <td>다사592421</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>1493.069444</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03585 37.48252)</td>\n",
       "      <td>다사589426</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>986.506410</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03683 37.48187)</td>\n",
       "      <td>다사590426</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>614.133005</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03237 37.48759)</td>\n",
       "      <td>다사586432</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>150.750000</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.09474 37.48349)</td>\n",
       "      <td>다사641427</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>623.083333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08286 37.48897)</td>\n",
       "      <td>다사631433</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>76.958333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10154 37.46460)</td>\n",
       "      <td>다사647406</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>1182.548387</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08768 37.49066)</td>\n",
       "      <td>다사635435</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>468.833333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10190 37.46123)</td>\n",
       "      <td>다사647402</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표       저녁총승객수  bus_cnt  \\\n",
       "0     121000001          교육개발원입구  127.038342  37.478514   568.336134        1   \n",
       "1     121000002          교육개발원입구  127.038676  37.477767  1506.621212        1   \n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522  1493.069444        1   \n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871   986.506410        1   \n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592   614.133005        1   \n",
       "...         ...              ...         ...        ...          ...      ...   \n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491   150.750000        1   \n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968   623.083333        1   \n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601    76.958333        1   \n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  1182.548387        1   \n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227   468.833333        1   \n",
       "\n",
       "                           point       gid  TL_cnt  \n",
       "0     POINT (127.03834 37.47851)  다사591422       1  \n",
       "1     POINT (127.03868 37.47777)  다사592421       1  \n",
       "2     POINT (127.03585 37.48252)  다사589426       1  \n",
       "3     POINT (127.03683 37.48187)  다사590426       1  \n",
       "4     POINT (127.03237 37.48759)  다사586432       1  \n",
       "...                          ...       ...     ...  \n",
       "1161  POINT (127.09474 37.48349)  다사641427       1  \n",
       "1162  POINT (127.08286 37.48897)  다사631433       1  \n",
       "1163  POINT (127.10154 37.46460)  다사647406       1  \n",
       "1164  POINT (127.08768 37.49066)  다사635435       1  \n",
       "1165  POINT (127.10190 37.46123)  다사647402       1  \n",
       "\n",
       "[1166 rows x 9 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1['gid'] = gid_list\n",
    "data1['TL_cnt']=1\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gid</th>\n",
       "      <th>저녁총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>다사591422</td>\n",
       "      <td>568.336134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사592421</td>\n",
       "      <td>1506.621212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사589426</td>\n",
       "      <td>1493.069444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사590426</td>\n",
       "      <td>986.506410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사586432</td>\n",
       "      <td>614.133005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>다사641427</td>\n",
       "      <td>150.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>다사631433</td>\n",
       "      <td>623.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>다사647406</td>\n",
       "      <td>76.958333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>다사635435</td>\n",
       "      <td>1182.548387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>다사647402</td>\n",
       "      <td>468.833333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           gid       저녁총승객수\n",
       "0     다사591422   568.336134\n",
       "1     다사592421  1506.621212\n",
       "2     다사589426  1493.069444\n",
       "3     다사590426   986.506410\n",
       "4     다사586432   614.133005\n",
       "...        ...          ...\n",
       "1161  다사641427   150.750000\n",
       "1162  다사631433   623.083333\n",
       "1163  다사647406    76.958333\n",
       "1164  다사635435  1182.548387\n",
       "1165  다사647402   468.833333\n",
       "\n",
       "[1166 rows x 2 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"gid\",\"저녁총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = data1[['저녁총승객수', 'gid']].groupby(['gid']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gid</th>\n",
       "      <th>저녁총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Na</td>\n",
       "      <td>514.958333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사540452</td>\n",
       "      <td>530.146667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사541419</td>\n",
       "      <td>1891.380165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사541421</td>\n",
       "      <td>3695.930556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사541423</td>\n",
       "      <td>1792.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>다사655420</td>\n",
       "      <td>678.780228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>다사658421</td>\n",
       "      <td>635.659910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>다사660408</td>\n",
       "      <td>74.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>다사662409</td>\n",
       "      <td>145.805556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>다사664410</td>\n",
       "      <td>629.305556</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>779 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          gid       저녁총승객수\n",
       "0          Na   514.958333\n",
       "1    다사540452   530.146667\n",
       "2    다사541419  1891.380165\n",
       "3    다사541421  3695.930556\n",
       "4    다사541423  1792.285714\n",
       "..        ...          ...\n",
       "774  다사655420   678.780228\n",
       "775  다사658421   635.659910\n",
       "776  다사660408    74.444444\n",
       "777  다사662409   145.805556\n",
       "778  다사664410   629.305556\n",
       "\n",
       "[779 rows x 2 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = result1.drop(index=0, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gid</th>\n",
       "      <th>저녁총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사540452</td>\n",
       "      <td>530.146667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사541419</td>\n",
       "      <td>1891.380165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사541421</td>\n",
       "      <td>3695.930556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사541423</td>\n",
       "      <td>1792.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>다사542418</td>\n",
       "      <td>125.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>다사655420</td>\n",
       "      <td>678.780228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>다사658421</td>\n",
       "      <td>635.659910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>다사660408</td>\n",
       "      <td>74.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>다사662409</td>\n",
       "      <td>145.805556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>다사664410</td>\n",
       "      <td>629.305556</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>778 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          gid       저녁총승객수\n",
       "1    다사540452   530.146667\n",
       "2    다사541419  1891.380165\n",
       "3    다사541421  3695.930556\n",
       "4    다사541423  1792.285714\n",
       "5    다사542418   125.583333\n",
       "..        ...          ...\n",
       "774  다사655420   678.780228\n",
       "775  다사658421   635.659910\n",
       "776  다사660408    74.444444\n",
       "777  다사662409   145.805556\n",
       "778  다사664410   629.305556\n",
       "\n",
       "[778 rows x 2 columns]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.to_csv(\"output/그리드 전처리 완료/서초강남버스저녁승차.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 강남구서초구정류장저녁하차"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = pd.read_csv(\"output/강남구서초구정류장저녁하차.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>ARS-ID</th>\n",
       "      <th>표준ID</th>\n",
       "      <th>정류소명</th>\n",
       "      <th>X좌표</th>\n",
       "      <th>Y좌표</th>\n",
       "      <th>18시하차총승객수</th>\n",
       "      <th>19시하차총승객수</th>\n",
       "      <th>20시하차총승객수</th>\n",
       "      <th>21시하차총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22001</td>\n",
       "      <td>121000001</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038342</td>\n",
       "      <td>37.478514</td>\n",
       "      <td>155.462185</td>\n",
       "      <td>140.571429</td>\n",
       "      <td>99.974790</td>\n",
       "      <td>98.445378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>22002</td>\n",
       "      <td>121000002</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038676</td>\n",
       "      <td>37.477767</td>\n",
       "      <td>358.469697</td>\n",
       "      <td>173.606061</td>\n",
       "      <td>98.053030</td>\n",
       "      <td>80.636364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22003</td>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>229.638889</td>\n",
       "      <td>190.777778</td>\n",
       "      <td>147.277778</td>\n",
       "      <td>138.680556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22004</td>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>1097.993590</td>\n",
       "      <td>453.198718</td>\n",
       "      <td>236.583333</td>\n",
       "      <td>194.467949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22005</td>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>245.325123</td>\n",
       "      <td>186.187192</td>\n",
       "      <td>140.990148</td>\n",
       "      <td>126.561576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>23972</td>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>32.166667</td>\n",
       "      <td>15.166667</td>\n",
       "      <td>13.083333</td>\n",
       "      <td>13.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>23981</td>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>229.083333</td>\n",
       "      <td>186.916667</td>\n",
       "      <td>161.333333</td>\n",
       "      <td>165.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>23993</td>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>210.500000</td>\n",
       "      <td>221.583333</td>\n",
       "      <td>120.541667</td>\n",
       "      <td>106.708333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>23994</td>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>483.064516</td>\n",
       "      <td>390.516129</td>\n",
       "      <td>266.258065</td>\n",
       "      <td>280.838710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>23995</td>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>219.208333</td>\n",
       "      <td>250.854167</td>\n",
       "      <td>163.000000</td>\n",
       "      <td>152.395833</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      ARS-ID       표준ID             정류소명         X좌표        Y좌표    18시하차총승객수  \\\n",
       "0      22001  121000001          교육개발원입구  127.038342  37.478514   155.462185   \n",
       "1      22002  121000002          교육개발원입구  127.038676  37.477767   358.469697   \n",
       "2      22003  121000003     양재역.서초문화예술회관  127.035847  37.482522   229.638889   \n",
       "3      22004  121000004     양재역.서초문화예술회관  127.036825  37.481871  1097.993590   \n",
       "4      22005  121000005            뱅뱅사거리  127.032367  37.487592   245.325123   \n",
       "...      ...        ...              ...         ...        ...          ...   \n",
       "1161   23972  122900097      수서교회.수서동성당앞  127.094743  37.483491    32.166667   \n",
       "1162   23981  122000286        삼성서울병원사거리  127.082862  37.488968   229.083333   \n",
       "1163   23993  122900073     강남신동아파밀리에2단지  127.101538  37.464601   210.500000   \n",
       "1164   23994  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657   483.064516   \n",
       "1165   23995  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227   219.208333   \n",
       "\n",
       "       19시하차총승객수   20시하차총승객수   21시하차총승객수  \n",
       "0     140.571429   99.974790   98.445378  \n",
       "1     173.606061   98.053030   80.636364  \n",
       "2     190.777778  147.277778  138.680556  \n",
       "3     453.198718  236.583333  194.467949  \n",
       "4     186.187192  140.990148  126.561576  \n",
       "...          ...         ...         ...  \n",
       "1161   15.166667   13.083333   13.000000  \n",
       "1162  186.916667  161.333333  165.333333  \n",
       "1163  221.583333  120.541667  106.708333  \n",
       "1164  390.516129  266.258065  280.838710  \n",
       "1165  250.854167  163.000000  152.395833  \n",
       "\n",
       "[1166 rows x 9 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = data1[[\"표준ID\",\"정류소명\",\"X좌표\",\"Y좌표\",\"18시하차총승객수\",\"19시하차총승객수\",\"20시하차총승객수\",\"21시하차총승객수\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1[\"저녁총승객수\"] = data1[\"18시하차총승객수\"] + data1[\"19시하차총승객수\"]+ data1[\"20시하차총승객수\"]+ data1[\"21시하차총승객수\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>표준ID</th>\n",
       "      <th>정류소명</th>\n",
       "      <th>X좌표</th>\n",
       "      <th>Y좌표</th>\n",
       "      <th>저녁총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>121000001</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038342</td>\n",
       "      <td>37.478514</td>\n",
       "      <td>494.453782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>121000002</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038676</td>\n",
       "      <td>37.477767</td>\n",
       "      <td>710.765152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>706.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>1982.243590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>699.064039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>73.416667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>742.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>659.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>1420.677419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>785.458333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표       저녁총승객수\n",
       "0     121000001          교육개발원입구  127.038342  37.478514   494.453782\n",
       "1     121000002          교육개발원입구  127.038676  37.477767   710.765152\n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522   706.375000\n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871  1982.243590\n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592   699.064039\n",
       "...         ...              ...         ...        ...          ...\n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491    73.416667\n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968   742.666667\n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601   659.333333\n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  1420.677419\n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227   785.458333\n",
       "\n",
       "[1166 rows x 5 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"표준ID\",\"정류소명\",\"X좌표\",\"Y좌표\",\"저녁총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1['bus_cnt']=1\n",
    "data1['X좌표'] = data1['X좌표'].astype(float)\n",
    "data1['Y좌표'] = data1['Y좌표'].astype(float)\n",
    "data1['point'] = data1.apply(lambda row : Point([row['X좌표'], row['Y좌표']]), axis=1)\n",
    "data1 = gpd.GeoDataFrame(data1, geometry='point')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>표준ID</th>\n",
       "      <th>정류소명</th>\n",
       "      <th>X좌표</th>\n",
       "      <th>Y좌표</th>\n",
       "      <th>저녁총승객수</th>\n",
       "      <th>bus_cnt</th>\n",
       "      <th>point</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>121000001</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038342</td>\n",
       "      <td>37.478514</td>\n",
       "      <td>494.453782</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03834 37.47851)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>121000002</td>\n",
       "      <td>교육개발원입구</td>\n",
       "      <td>127.038676</td>\n",
       "      <td>37.477767</td>\n",
       "      <td>710.765152</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03868 37.47777)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>121000003</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
       "      <td>706.375000</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03585 37.48252)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>121000004</td>\n",
       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>1982.243590</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03683 37.48187)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>121000005</td>\n",
       "      <td>뱅뱅사거리</td>\n",
       "      <td>127.032367</td>\n",
       "      <td>37.487592</td>\n",
       "      <td>699.064039</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03237 37.48759)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>122900097</td>\n",
       "      <td>수서교회.수서동성당앞</td>\n",
       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>73.416667</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.09474 37.48349)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>122000286</td>\n",
       "      <td>삼성서울병원사거리</td>\n",
       "      <td>127.082862</td>\n",
       "      <td>37.488968</td>\n",
       "      <td>742.666667</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08286 37.48897)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>659.333333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10154 37.46460)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
       "      <td>일원주유소.삼성서울병원후문</td>\n",
       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>1420.677419</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08768 37.49066)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>785.458333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10190 37.46123)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표       저녁총승객수  bus_cnt  \\\n",
       "0     121000001          교육개발원입구  127.038342  37.478514   494.453782        1   \n",
       "1     121000002          교육개발원입구  127.038676  37.477767   710.765152        1   \n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522   706.375000        1   \n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871  1982.243590        1   \n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592   699.064039        1   \n",
       "...         ...              ...         ...        ...          ...      ...   \n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491    73.416667        1   \n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968   742.666667        1   \n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601   659.333333        1   \n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  1420.677419        1   \n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227   785.458333        1   \n",
       "\n",
       "                           point  \n",
       "0     POINT (127.03834 37.47851)  \n",
       "1     POINT (127.03868 37.47777)  \n",
       "2     POINT (127.03585 37.48252)  \n",
       "3     POINT (127.03683 37.48187)  \n",
       "4     POINT (127.03237 37.48759)  \n",
       "...                          ...  \n",
       "1161  POINT (127.09474 37.48349)  \n",
       "1162  POINT (127.08286 37.48897)  \n",
       "1163  POINT (127.10154 37.46460)  \n",
       "1164  POINT (127.08768 37.49066)  \n",
       "1165  POINT (127.10190 37.46123)  \n",
       "\n",
       "[1166 rows x 7 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████| 1166/1166 [02:02<00:00,  9.49it/s]\n"
     ]
    }
   ],
   "source": [
    "gid_list = []\n",
    "for i in tqdm(range(data1.shape[0])):\n",
    "    point = data1['point'].iloc[i]\n",
    "    if data_gid['geometry'].contains(point).sum() == 0:\n",
    "        g1 = \"Na\"\n",
    "    else :\n",
    "        g = data_gid['gid'].loc[data_gid['geometry'].contains(point)]\n",
    "        g1 = g.iloc[0]\n",
    "    gid_list.append(g1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>양재역.서초문화예술회관</td>\n",
       "      <td>127.035847</td>\n",
       "      <td>37.482522</td>\n",
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       "      <td>127.036825</td>\n",
       "      <td>37.481871</td>\n",
       "      <td>1982.243590</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03683 37.48187)</td>\n",
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       "      <td>뱅뱅사거리</td>\n",
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       "      <td>127.094743</td>\n",
       "      <td>37.483491</td>\n",
       "      <td>73.416667</td>\n",
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       "      <td>127.082862</td>\n",
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       "      <td>742.666667</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08286 37.48897)</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>122900073</td>\n",
       "      <td>강남신동아파밀리에2단지</td>\n",
       "      <td>127.101538</td>\n",
       "      <td>37.464601</td>\n",
       "      <td>659.333333</td>\n",
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       "      <td>POINT (127.10154 37.46460)</td>\n",
       "      <td>다사647406</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>122000287</td>\n",
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       "      <td>127.087681</td>\n",
       "      <td>37.490657</td>\n",
       "      <td>1420.677419</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08768 37.49066)</td>\n",
       "      <td>다사635435</td>\n",
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       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>122900074</td>\n",
       "      <td>리엔파크4단지.강남데시앙파크</td>\n",
       "      <td>127.101900</td>\n",
       "      <td>37.461227</td>\n",
       "      <td>785.458333</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10190 37.46123)</td>\n",
       "      <td>다사647402</td>\n",
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       "  </tbody>\n",
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       "<p>1166 rows × 9 columns</p>\n",
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      ],
      "text/plain": [
       "           표준ID             정류소명         X좌표        Y좌표       저녁총승객수  bus_cnt  \\\n",
       "0     121000001          교육개발원입구  127.038342  37.478514   494.453782        1   \n",
       "1     121000002          교육개발원입구  127.038676  37.477767   710.765152        1   \n",
       "2     121000003     양재역.서초문화예술회관  127.035847  37.482522   706.375000        1   \n",
       "3     121000004     양재역.서초문화예술회관  127.036825  37.481871  1982.243590        1   \n",
       "4     121000005            뱅뱅사거리  127.032367  37.487592   699.064039        1   \n",
       "...         ...              ...         ...        ...          ...      ...   \n",
       "1161  122900097      수서교회.수서동성당앞  127.094743  37.483491    73.416667        1   \n",
       "1162  122000286        삼성서울병원사거리  127.082862  37.488968   742.666667        1   \n",
       "1163  122900073     강남신동아파밀리에2단지  127.101538  37.464601   659.333333        1   \n",
       "1164  122000287   일원주유소.삼성서울병원후문  127.087681  37.490657  1420.677419        1   \n",
       "1165  122900074  리엔파크4단지.강남데시앙파크  127.101900  37.461227   785.458333        1   \n",
       "\n",
       "                           point       gid  TL_cnt  \n",
       "0     POINT (127.03834 37.47851)  다사591422       1  \n",
       "1     POINT (127.03868 37.47777)  다사592421       1  \n",
       "2     POINT (127.03585 37.48252)  다사589426       1  \n",
       "3     POINT (127.03683 37.48187)  다사590426       1  \n",
       "4     POINT (127.03237 37.48759)  다사586432       1  \n",
       "...                          ...       ...     ...  \n",
       "1161  POINT (127.09474 37.48349)  다사641427       1  \n",
       "1162  POINT (127.08286 37.48897)  다사631433       1  \n",
       "1163  POINT (127.10154 37.46460)  다사647406       1  \n",
       "1164  POINT (127.08768 37.49066)  다사635435       1  \n",
       "1165  POINT (127.10190 37.46123)  다사647402       1  \n",
       "\n",
       "[1166 rows x 9 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1['gid'] = gid_list\n",
    "data1['TL_cnt']=1\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 2 columns</p>\n",
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      ],
      "text/plain": [
       "           gid       저녁총승객수\n",
       "0     다사591422   494.453782\n",
       "1     다사592421   710.765152\n",
       "2     다사589426   706.375000\n",
       "3     다사590426  1982.243590\n",
       "4     다사586432   699.064039\n",
       "...        ...          ...\n",
       "1161  다사641427    73.416667\n",
       "1162  다사631433   742.666667\n",
       "1163  다사647406   659.333333\n",
       "1164  다사635435  1420.677419\n",
       "1165  다사647402   785.458333\n",
       "\n",
       "[1166 rows x 2 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"gid\",\"저녁총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = data1[['저녁총승객수', 'gid']].groupby(['gid']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = result1.drop(index=0, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>1</th>\n",
       "      <td>다사540452</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사541419</td>\n",
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       "      <th>4</th>\n",
       "      <td>다사541423</td>\n",
       "      <td>1591.408163</td>\n",
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       "      <th>5</th>\n",
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       "      <th>774</th>\n",
       "      <td>다사655420</td>\n",
       "      <td>1905.945235</td>\n",
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       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>다사658421</td>\n",
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       "    <tr>\n",
       "      <th>776</th>\n",
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       "      <th>778</th>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>778 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          gid       저녁총승객수\n",
       "1    다사540452   507.370000\n",
       "2    다사541419   848.768595\n",
       "3    다사541421  1874.736111\n",
       "4    다사541423  1591.408163\n",
       "5    다사542418  2929.583333\n",
       "..        ...          ...\n",
       "774  다사655420  1905.945235\n",
       "775  다사658421  1263.244745\n",
       "776  다사660408    58.083333\n",
       "777  다사662409    63.138889\n",
       "778  다사664410   253.250000\n",
       "\n",
       "[778 rows x 2 columns]"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.to_csv(\"output/그리드 전처리 완료/서초강남버스저녁하차.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 강남구서초구 지하철 승하차"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = pd.read_csv(\"output/서초강남지하철승하차.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>역이름</th>\n",
       "      <th>위도</th>\n",
       "      <th>경도</th>\n",
       "      <th>04시-05시 승차인원</th>\n",
       "      <th>04시-05시 하차인원</th>\n",
       "      <th>05시-06시 승차인원</th>\n",
       "      <th>05시-06시 하차인원</th>\n",
       "      <th>06시-07시 승차인원</th>\n",
       "      <th>...</th>\n",
       "      <th>23시-24시 승차인원</th>\n",
       "      <th>23시-24시 하차인원</th>\n",
       "      <th>00시-01시 승차인원</th>\n",
       "      <th>00시-01시 하차인원</th>\n",
       "      <th>01시-02시 승차인원</th>\n",
       "      <th>01시-02시 하차인원</th>\n",
       "      <th>02시-03시 승차인원</th>\n",
       "      <th>02시-03시 하차인원</th>\n",
       "      <th>03시-04시 승차인원</th>\n",
       "      <th>03시-04시 하차인원</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>강남구청역</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2319</td>\n",
       "      <td>2329</td>\n",
       "      <td>5879</td>\n",
       "      <td>...</td>\n",
       "      <td>5963</td>\n",
       "      <td>4919</td>\n",
       "      <td>31</td>\n",
       "      <td>720</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>강남역</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>85</td>\n",
       "      <td>6</td>\n",
       "      <td>5464</td>\n",
       "      <td>10853</td>\n",
       "      <td>15861</td>\n",
       "      <td>...</td>\n",
       "      <td>24062</td>\n",
       "      <td>12861</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>개포동역</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>687</td>\n",
       "      <td>1011</td>\n",
       "      <td>3267</td>\n",
       "      <td>...</td>\n",
       "      <td>650</td>\n",
       "      <td>2034</td>\n",
       "      <td>5</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>162</td>\n",
       "      <td>8</td>\n",
       "      <td>7178</td>\n",
       "      <td>6966</td>\n",
       "      <td>14260</td>\n",
       "      <td>...</td>\n",
       "      <td>19976</td>\n",
       "      <td>14774</td>\n",
       "      <td>18</td>\n",
       "      <td>387</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>교대역</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>3120</td>\n",
       "      <td>7490</td>\n",
       "      <td>14922</td>\n",
       "      <td>...</td>\n",
       "      <td>9727</td>\n",
       "      <td>8907</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>구룡역</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>360</td>\n",
       "      <td>829</td>\n",
       "      <td>1312</td>\n",
       "      <td>...</td>\n",
       "      <td>170</td>\n",
       "      <td>936</td>\n",
       "      <td>8</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>구반포역</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>516</td>\n",
       "      <td>236</td>\n",
       "      <td>1717</td>\n",
       "      <td>...</td>\n",
       "      <td>376</td>\n",
       "      <td>1491</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>607</td>\n",
       "      <td>1731</td>\n",
       "      <td>1777</td>\n",
       "      <td>...</td>\n",
       "      <td>2165</td>\n",
       "      <td>1061</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2452</td>\n",
       "      <td>1284</td>\n",
       "      <td>8012</td>\n",
       "      <td>...</td>\n",
       "      <td>4321</td>\n",
       "      <td>6529</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>남태령역</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>453</td>\n",
       "      <td>126</td>\n",
       "      <td>824</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>384</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>내방역</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2310</td>\n",
       "      <td>1360</td>\n",
       "      <td>6570</td>\n",
       "      <td>...</td>\n",
       "      <td>2472</td>\n",
       "      <td>4088</td>\n",
       "      <td>5</td>\n",
       "      <td>1406</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>녹사평역</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>878</td>\n",
       "      <td>412</td>\n",
       "      <td>1844</td>\n",
       "      <td>...</td>\n",
       "      <td>1751</td>\n",
       "      <td>1703</td>\n",
       "      <td>1</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>논현역</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1949</td>\n",
       "      <td>1307</td>\n",
       "      <td>4498</td>\n",
       "      <td>...</td>\n",
       "      <td>7625</td>\n",
       "      <td>4046</td>\n",
       "      <td>11</td>\n",
       "      <td>296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1703</td>\n",
       "      <td>1262</td>\n",
       "      <td>3541</td>\n",
       "      <td>...</td>\n",
       "      <td>327</td>\n",
       "      <td>1680</td>\n",
       "      <td>3</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>대청역</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>3190</td>\n",
       "      <td>1020</td>\n",
       "      <td>10337</td>\n",
       "      <td>...</td>\n",
       "      <td>978</td>\n",
       "      <td>5743</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>대치역</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2250</td>\n",
       "      <td>777</td>\n",
       "      <td>10589</td>\n",
       "      <td>...</td>\n",
       "      <td>2157</td>\n",
       "      <td>4227</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>도곡역</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>68</td>\n",
       "      <td>2</td>\n",
       "      <td>2054</td>\n",
       "      <td>1365</td>\n",
       "      <td>6886</td>\n",
       "      <td>...</td>\n",
       "      <td>1812</td>\n",
       "      <td>4104</td>\n",
       "      <td>22</td>\n",
       "      <td>1011</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>동작역</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>1627</td>\n",
       "      <td>499</td>\n",
       "      <td>2962</td>\n",
       "      <td>...</td>\n",
       "      <td>820</td>\n",
       "      <td>2322</td>\n",
       "      <td>5</td>\n",
       "      <td>954</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>매봉역</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1326</td>\n",
       "      <td>459</td>\n",
       "      <td>6454</td>\n",
       "      <td>...</td>\n",
       "      <td>1461</td>\n",
       "      <td>3340</td>\n",
       "      <td>0</td>\n",
       "      <td>332</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>반포역</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>798</td>\n",
       "      <td>596</td>\n",
       "      <td>2738</td>\n",
       "      <td>...</td>\n",
       "      <td>1667</td>\n",
       "      <td>1425</td>\n",
       "      <td>11</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>방배역</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2607</td>\n",
       "      <td>3446</td>\n",
       "      <td>9244</td>\n",
       "      <td>...</td>\n",
       "      <td>3362</td>\n",
       "      <td>6048</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>봉은사역</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1474</td>\n",
       "      <td>1068</td>\n",
       "      <td>4719</td>\n",
       "      <td>...</td>\n",
       "      <td>2163</td>\n",
       "      <td>1904</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>126</td>\n",
       "      <td>126</td>\n",
       "      <td>사당역</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>275</td>\n",
       "      <td>29</td>\n",
       "      <td>21237</td>\n",
       "      <td>4055</td>\n",
       "      <td>47923</td>\n",
       "      <td>...</td>\n",
       "      <td>14109</td>\n",
       "      <td>36907</td>\n",
       "      <td>13</td>\n",
       "      <td>2702</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>127</td>\n",
       "      <td>127</td>\n",
       "      <td>사평역</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>777</td>\n",
       "      <td>173</td>\n",
       "      <td>2917</td>\n",
       "      <td>...</td>\n",
       "      <td>392</td>\n",
       "      <td>1603</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>129</td>\n",
       "      <td>129</td>\n",
       "      <td>삼성역</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>115</td>\n",
       "      <td>0</td>\n",
       "      <td>4105</td>\n",
       "      <td>4724</td>\n",
       "      <td>6837</td>\n",
       "      <td>...</td>\n",
       "      <td>6998</td>\n",
       "      <td>4382</td>\n",
       "      <td>1</td>\n",
       "      <td>1712</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>730</td>\n",
       "      <td>479</td>\n",
       "      <td>2091</td>\n",
       "      <td>...</td>\n",
       "      <td>1180</td>\n",
       "      <td>1701</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>서초역</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1260</td>\n",
       "      <td>4502</td>\n",
       "      <td>8928</td>\n",
       "      <td>...</td>\n",
       "      <td>3614</td>\n",
       "      <td>3206</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>154</td>\n",
       "      <td>154</td>\n",
       "      <td>선릉역</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>46</td>\n",
       "      <td>3</td>\n",
       "      <td>4225</td>\n",
       "      <td>7383</td>\n",
       "      <td>11972</td>\n",
       "      <td>...</td>\n",
       "      <td>12482</td>\n",
       "      <td>8782</td>\n",
       "      <td>59</td>\n",
       "      <td>533</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>156</td>\n",
       "      <td>156</td>\n",
       "      <td>선정릉역</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>1977</td>\n",
       "      <td>2173</td>\n",
       "      <td>5620</td>\n",
       "      <td>...</td>\n",
       "      <td>3157</td>\n",
       "      <td>3706</td>\n",
       "      <td>16</td>\n",
       "      <td>343</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>수서역</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>330</td>\n",
       "      <td>7</td>\n",
       "      <td>7563</td>\n",
       "      <td>4573</td>\n",
       "      <td>18120</td>\n",
       "      <td>...</td>\n",
       "      <td>6909</td>\n",
       "      <td>11385</td>\n",
       "      <td>11</td>\n",
       "      <td>998</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>신논현역</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>2782</td>\n",
       "      <td>1739</td>\n",
       "      <td>12190</td>\n",
       "      <td>...</td>\n",
       "      <td>7760</td>\n",
       "      <td>7767</td>\n",
       "      <td>6</td>\n",
       "      <td>571</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>182</td>\n",
       "      <td>182</td>\n",
       "      <td>신반포역</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>368</td>\n",
       "      <td>806</td>\n",
       "      <td>1846</td>\n",
       "      <td>...</td>\n",
       "      <td>512</td>\n",
       "      <td>1393</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>184</td>\n",
       "      <td>184</td>\n",
       "      <td>신사역</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>35</td>\n",
       "      <td>4</td>\n",
       "      <td>2420</td>\n",
       "      <td>1467</td>\n",
       "      <td>5240</td>\n",
       "      <td>...</td>\n",
       "      <td>6107</td>\n",
       "      <td>3801</td>\n",
       "      <td>0</td>\n",
       "      <td>92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>1187</td>\n",
       "      <td>724</td>\n",
       "      <td>3231</td>\n",
       "      <td>...</td>\n",
       "      <td>3363</td>\n",
       "      <td>1708</td>\n",
       "      <td>29</td>\n",
       "      <td>317</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>압구정역</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>49</td>\n",
       "      <td>3</td>\n",
       "      <td>2827</td>\n",
       "      <td>1977</td>\n",
       "      <td>7469</td>\n",
       "      <td>...</td>\n",
       "      <td>4803</td>\n",
       "      <td>3777</td>\n",
       "      <td>5</td>\n",
       "      <td>844</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>202</td>\n",
       "      <td>202</td>\n",
       "      <td>양재역</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>4876</td>\n",
       "      <td>2382</td>\n",
       "      <td>13042</td>\n",
       "      <td>...</td>\n",
       "      <td>4743</td>\n",
       "      <td>9860</td>\n",
       "      <td>5</td>\n",
       "      <td>740</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>207</td>\n",
       "      <td>207</td>\n",
       "      <td>언주역</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1050</td>\n",
       "      <td>801</td>\n",
       "      <td>2419</td>\n",
       "      <td>...</td>\n",
       "      <td>1782</td>\n",
       "      <td>2655</td>\n",
       "      <td>1</td>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>역삼역</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "      <td>3075</td>\n",
       "      <td>7003</td>\n",
       "      <td>7618</td>\n",
       "      <td>...</td>\n",
       "      <td>10106</td>\n",
       "      <td>6425</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>239</td>\n",
       "      <td>239</td>\n",
       "      <td>이수역</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>4090</td>\n",
       "      <td>1042</td>\n",
       "      <td>8572</td>\n",
       "      <td>...</td>\n",
       "      <td>3972</td>\n",
       "      <td>6312</td>\n",
       "      <td>10</td>\n",
       "      <td>499</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>241</td>\n",
       "      <td>241</td>\n",
       "      <td>이태원역</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2046</td>\n",
       "      <td>950</td>\n",
       "      <td>4345</td>\n",
       "      <td>...</td>\n",
       "      <td>3618</td>\n",
       "      <td>4329</td>\n",
       "      <td>1</td>\n",
       "      <td>414</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>242</td>\n",
       "      <td>242</td>\n",
       "      <td>일원역</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2041</td>\n",
       "      <td>1367</td>\n",
       "      <td>7977</td>\n",
       "      <td>...</td>\n",
       "      <td>840</td>\n",
       "      <td>3473</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>246</td>\n",
       "      <td>246</td>\n",
       "      <td>잠원역</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>889</td>\n",
       "      <td>461</td>\n",
       "      <td>4546</td>\n",
       "      <td>...</td>\n",
       "      <td>585</td>\n",
       "      <td>2311</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>267</td>\n",
       "      <td>267</td>\n",
       "      <td>청담역</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>3667</td>\n",
       "      <td>5986</td>\n",
       "      <td>...</td>\n",
       "      <td>4014</td>\n",
       "      <td>2725</td>\n",
       "      <td>4</td>\n",
       "      <td>1252</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>269</td>\n",
       "      <td>269</td>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>5727</td>\n",
       "      <td>839</td>\n",
       "      <td>15463</td>\n",
       "      <td>...</td>\n",
       "      <td>2334</td>\n",
       "      <td>9272</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>274</td>\n",
       "      <td>274</td>\n",
       "      <td>학동역</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1778</td>\n",
       "      <td>2439</td>\n",
       "      <td>4272</td>\n",
       "      <td>...</td>\n",
       "      <td>5617</td>\n",
       "      <td>2679</td>\n",
       "      <td>10</td>\n",
       "      <td>171</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>275</td>\n",
       "      <td>275</td>\n",
       "      <td>학여울역</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>539</td>\n",
       "      <td>286</td>\n",
       "      <td>1783</td>\n",
       "      <td>...</td>\n",
       "      <td>193</td>\n",
       "      <td>817</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>281</td>\n",
       "      <td>281</td>\n",
       "      <td>한티역</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>1911</td>\n",
       "      <td>1034</td>\n",
       "      <td>7008</td>\n",
       "      <td>...</td>\n",
       "      <td>3065</td>\n",
       "      <td>4300</td>\n",
       "      <td>59</td>\n",
       "      <td>231</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>47 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0  Unnamed: 0.1      역이름         위도          경도  04시-05시 승차인원  \\\n",
       "0            5             5    강남구청역  37.517201  127.041287             8   \n",
       "1            6             6      강남역  37.498085  127.027978            85   \n",
       "2           12            12     개포동역  37.489132  127.066103             2   \n",
       "3           20            20   고속터미널역  37.504540  127.005135           162   \n",
       "4           28            28      교대역  37.492736  127.013863            43   \n",
       "5           31            31      구룡역  37.487027  127.059475             0   \n",
       "6           32            32     구반포역  37.501422  126.987447             0   \n",
       "7           37            37   국회의사당역  37.528136  126.917821             3   \n",
       "8           48            48   남부터미널역  37.485185  127.016191            10   \n",
       "9           51            51     남태령역  37.464246  126.989081            46   \n",
       "10          52            52      내방역  37.487655  126.993578             3   \n",
       "11          57            57     녹사평역  37.534705  126.986536            14   \n",
       "12          59            59      논현역  37.511187  127.021649             5   \n",
       "13          64            64   대모산입구역  37.491543  127.073070             2   \n",
       "14          66            66      대청역  37.493701  127.079518            55   \n",
       "15          67            67      대치역  37.494486  127.063190             6   \n",
       "16          69            69      도곡역  37.490976  127.055498            68   \n",
       "17          81            81      동작역  37.502971  126.980299            33   \n",
       "18          97            97      매봉역  37.486925  127.046698             6   \n",
       "19         109           109      반포역  37.508143  127.011582             1   \n",
       "20         111           111      방배역  37.481456  126.997535             3   \n",
       "21         119           119     봉은사역  37.514237  127.060220             1   \n",
       "22         126           126      사당역  37.476553  126.981550           275   \n",
       "23         127           127      사평역  37.504233  127.015268             2   \n",
       "24         129           129      삼성역  37.508812  127.063021           115   \n",
       "25         130           130    삼성중앙역  37.512961  127.053026             0   \n",
       "26         149           149      서초역  37.491836  127.007644            25   \n",
       "27         154           154      선릉역  37.504494  127.048948            46   \n",
       "28         156           156     선정릉역  37.510929  127.043614            20   \n",
       "29         166           166      수서역  37.485284  127.104452           330   \n",
       "30         174           174     신논현역  37.504808  127.025469            31   \n",
       "31         182           182     신반포역  37.503495  126.996064             0   \n",
       "32         184           184      신사역  37.516431  127.020293            35   \n",
       "33         198           198  압구정로데오역  37.527509  127.040591            55   \n",
       "34         199           199     압구정역  37.526485  127.028486            49   \n",
       "35         202           202      양재역  37.484569  127.034146            67   \n",
       "36         207           207      언주역  37.507328  127.033953             4   \n",
       "37         210           210      역삼역  37.500660  127.036460            38   \n",
       "38         239           239      이수역  37.486789  126.982203            52   \n",
       "39         241           241     이태원역  37.534507  126.994320             4   \n",
       "40         242           242      일원역  37.483985  127.084121             3   \n",
       "41         246           246      잠원역  37.512883  127.011401             2   \n",
       "42         267           267      청담역  37.519448  127.053709            11   \n",
       "43         269           269   총신대입구역  37.486789  126.982203            75   \n",
       "44         274           274      학동역  37.514357  127.031897             3   \n",
       "45         275           275     학여울역  37.496878  127.071153             1   \n",
       "46         281           281      한티역  37.496275  127.052901            19   \n",
       "\n",
       "    04시-05시 하차인원  05시-06시 승차인원  05시-06시 하차인원  06시-07시 승차인원  ...  23시-24시 승차인원  \\\n",
       "0              0          2319          2329          5879  ...          5963   \n",
       "1              6          5464         10853         15861  ...         24062   \n",
       "2              0           687          1011          3267  ...           650   \n",
       "3              8          7178          6966         14260  ...         19976   \n",
       "4              0          3120          7490         14922  ...          9727   \n",
       "5              0           360           829          1312  ...           170   \n",
       "6              0           516           236          1717  ...           376   \n",
       "7              0           607          1731          1777  ...          2165   \n",
       "8              0          2452          1284          8012  ...          4321   \n",
       "9              0           453           126           824  ...            90   \n",
       "10             0          2310          1360          6570  ...          2472   \n",
       "11             0           878           412          1844  ...          1751   \n",
       "12             0          1949          1307          4498  ...          7625   \n",
       "13             0          1703          1262          3541  ...           327   \n",
       "14             0          3190          1020         10337  ...           978   \n",
       "15             0          2250           777         10589  ...          2157   \n",
       "16             2          2054          1365          6886  ...          1812   \n",
       "17             0          1627           499          2962  ...           820   \n",
       "18             1          1326           459          6454  ...          1461   \n",
       "19             0           798           596          2738  ...          1667   \n",
       "20             0          2607          3446          9244  ...          3362   \n",
       "21             0          1474          1068          4719  ...          2163   \n",
       "22            29         21237          4055         47923  ...         14109   \n",
       "23             0           777           173          2917  ...           392   \n",
       "24             0          4105          4724          6837  ...          6998   \n",
       "25             0           730           479          2091  ...          1180   \n",
       "26             0          1260          4502          8928  ...          3614   \n",
       "27             3          4225          7383         11972  ...         12482   \n",
       "28             2          1977          2173          5620  ...          3157   \n",
       "29             7          7563          4573         18120  ...          6909   \n",
       "30             1          2782          1739         12190  ...          7760   \n",
       "31             0           368           806          1846  ...           512   \n",
       "32             4          2420          1467          5240  ...          6107   \n",
       "33             0          1187           724          3231  ...          3363   \n",
       "34             3          2827          1977          7469  ...          4803   \n",
       "35             1          4876          2382         13042  ...          4743   \n",
       "36             0          1050           801          2419  ...          1782   \n",
       "37             2          3075          7003          7618  ...         10106   \n",
       "38             0          4090          1042          8572  ...          3972   \n",
       "39             0          2046           950          4345  ...          3618   \n",
       "40             0          2041          1367          7977  ...           840   \n",
       "41             0           889           461          4546  ...           585   \n",
       "42             0          1987          3667          5986  ...          4014   \n",
       "43             2          5727           839         15463  ...          2334   \n",
       "44             0          1778          2439          4272  ...          5617   \n",
       "45             0           539           286          1783  ...           193   \n",
       "46             3          1911          1034          7008  ...          3065   \n",
       "\n",
       "    23시-24시 하차인원  00시-01시 승차인원  00시-01시 하차인원  01시-02시 승차인원  01시-02시 하차인원  \\\n",
       "0           4919            31           720             0             0   \n",
       "1          12861             7             4             0             0   \n",
       "2           2034             5            58             0             0   \n",
       "3          14774            18           387             0             0   \n",
       "4           8907             2            38             0             1   \n",
       "5            936             8            27             0             0   \n",
       "6           1491             0            45             0             0   \n",
       "7           1061             0             0             0             0   \n",
       "8           6529             4            28             1             3   \n",
       "9            384             0            31             0             0   \n",
       "10          4088             5          1406             0             0   \n",
       "11          1703             1            88             0             0   \n",
       "12          4046            11           296             0             0   \n",
       "13          1680             3            81             0             0   \n",
       "14          5743             0            64             0             0   \n",
       "15          4227             0             8             0             0   \n",
       "16          4104            22          1011             0             1   \n",
       "17          2322             5           954             0             0   \n",
       "18          3340             0           332             0             0   \n",
       "19          1425            11           108             0             1   \n",
       "20          6048             0             3             0             0   \n",
       "21          1904             0             1             0             0   \n",
       "22         36907            13          2702             0             0   \n",
       "23          1603             2             1             0             0   \n",
       "24          4382             1          1712             0             0   \n",
       "25          1701             1             7             0             0   \n",
       "26          3206             0             0             0             0   \n",
       "27          8782            59           533             0             0   \n",
       "28          3706            16           343             0             1   \n",
       "29         11385            11           998             0             0   \n",
       "30          7767             6           571             0             0   \n",
       "31          1393             0            11             0             0   \n",
       "32          3801             0            92             0             0   \n",
       "33          1708            29           317             0             0   \n",
       "34          3777             5           844             0             0   \n",
       "35          9860             5           740             0             0   \n",
       "36          2655             1           110             0             0   \n",
       "37          6425             0             1             0             0   \n",
       "38          6312            10           499             0             0   \n",
       "39          4329             1           414             0             0   \n",
       "40          3473             2            37             0             0   \n",
       "41          2311             0             5             1             1   \n",
       "42          2725             4          1252             0             0   \n",
       "43          9272             1            46             0             0   \n",
       "44          2679            10           171             0             0   \n",
       "45           817             0             2             0             0   \n",
       "46          4300            59           231             0             0   \n",
       "\n",
       "    02시-03시 승차인원  02시-03시 하차인원  03시-04시 승차인원  03시-04시 하차인원  \n",
       "0              0             0             0             0  \n",
       "1              0             0             0             0  \n",
       "2              0             0             0             0  \n",
       "3              0             0             0             0  \n",
       "4              0             1             0             0  \n",
       "5              0             0             0             0  \n",
       "6              0             0             0             0  \n",
       "7              0             0             0             0  \n",
       "8              1             0             0             0  \n",
       "9              0             0             0             0  \n",
       "10             0             0             0             0  \n",
       "11             0             0             0             0  \n",
       "12             0             0             0             0  \n",
       "13             0             0             0             0  \n",
       "14             0             0             0             0  \n",
       "15             0             0             0             0  \n",
       "16             0             0             0             0  \n",
       "17             0             0             0             0  \n",
       "18             0             0             0             0  \n",
       "19             0             0             0             0  \n",
       "20             0             0             0             0  \n",
       "21             0             0             0             0  \n",
       "22             0             0             0             0  \n",
       "23             0             0             0             0  \n",
       "24             0             0             0             0  \n",
       "25             0             0             0             0  \n",
       "26             0             0             0             0  \n",
       "27             0             0             0             0  \n",
       "28             0             0             0             0  \n",
       "29             0             0             0             0  \n",
       "30             0             0             0             0  \n",
       "31             0             0             0             0  \n",
       "32             0             0             0             0  \n",
       "33             0             0             0             0  \n",
       "34             0             0             0             0  \n",
       "35             0             1             0             0  \n",
       "36             0             0             0             0  \n",
       "37             0             0             0             0  \n",
       "38             0             0             0             0  \n",
       "39             0             0             0             0  \n",
       "40             0             1             0             0  \n",
       "41             0             0             0             0  \n",
       "42             0             0             0             0  \n",
       "43             0             0             0             0  \n",
       "44             0             0             0             0  \n",
       "45             0             0             0             0  \n",
       "46             0             0             0             0  \n",
       "\n",
       "[47 rows x 53 columns]"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = data1[[\"역이름\",\"경도\",\"위도\",\"06시-07시 승차인원\",\"07시-08시 승차인원\",\"08시-09시 승차인원\",\"09시-10시 승차인원\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>06시-07시 승차인원</th>\n",
       "      <th>07시-08시 승차인원</th>\n",
       "      <th>08시-09시 승차인원</th>\n",
       "      <th>09시-10시 승차인원</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>5879</td>\n",
       "      <td>13890</td>\n",
       "      <td>18347</td>\n",
       "      <td>15993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>15861</td>\n",
       "      <td>36772</td>\n",
       "      <td>58759</td>\n",
       "      <td>46399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>3267</td>\n",
       "      <td>8362</td>\n",
       "      <td>8911</td>\n",
       "      <td>5240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>14260</td>\n",
       "      <td>48533</td>\n",
       "      <td>73258</td>\n",
       "      <td>71291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>14922</td>\n",
       "      <td>31695</td>\n",
       "      <td>44067</td>\n",
       "      <td>35377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>1312</td>\n",
       "      <td>2648</td>\n",
       "      <td>3772</td>\n",
       "      <td>3317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>1717</td>\n",
       "      <td>4806</td>\n",
       "      <td>5560</td>\n",
       "      <td>3790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>1777</td>\n",
       "      <td>3757</td>\n",
       "      <td>6112</td>\n",
       "      <td>4945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>8012</td>\n",
       "      <td>25921</td>\n",
       "      <td>37710</td>\n",
       "      <td>29099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>824</td>\n",
       "      <td>2147</td>\n",
       "      <td>2747</td>\n",
       "      <td>2202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>6570</td>\n",
       "      <td>17341</td>\n",
       "      <td>26580</td>\n",
       "      <td>18234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>1844</td>\n",
       "      <td>4806</td>\n",
       "      <td>7654</td>\n",
       "      <td>5290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>4498</td>\n",
       "      <td>8498</td>\n",
       "      <td>14716</td>\n",
       "      <td>12854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>3541</td>\n",
       "      <td>9272</td>\n",
       "      <td>9526</td>\n",
       "      <td>5934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>10337</td>\n",
       "      <td>26421</td>\n",
       "      <td>29184</td>\n",
       "      <td>16546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>10589</td>\n",
       "      <td>24423</td>\n",
       "      <td>22256</td>\n",
       "      <td>13103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>6886</td>\n",
       "      <td>17526</td>\n",
       "      <td>22239</td>\n",
       "      <td>15325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>2962</td>\n",
       "      <td>10452</td>\n",
       "      <td>12407</td>\n",
       "      <td>7905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>6454</td>\n",
       "      <td>15951</td>\n",
       "      <td>19229</td>\n",
       "      <td>13362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>2738</td>\n",
       "      <td>7709</td>\n",
       "      <td>10108</td>\n",
       "      <td>6782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>9244</td>\n",
       "      <td>23064</td>\n",
       "      <td>31316</td>\n",
       "      <td>23768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>4719</td>\n",
       "      <td>8395</td>\n",
       "      <td>9784</td>\n",
       "      <td>7425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>47923</td>\n",
       "      <td>133455</td>\n",
       "      <td>184959</td>\n",
       "      <td>126045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>2917</td>\n",
       "      <td>8837</td>\n",
       "      <td>10061</td>\n",
       "      <td>5517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>6837</td>\n",
       "      <td>14406</td>\n",
       "      <td>18448</td>\n",
       "      <td>19071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>2091</td>\n",
       "      <td>4867</td>\n",
       "      <td>6111</td>\n",
       "      <td>5163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>8928</td>\n",
       "      <td>15581</td>\n",
       "      <td>23456</td>\n",
       "      <td>23348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>11972</td>\n",
       "      <td>24328</td>\n",
       "      <td>36183</td>\n",
       "      <td>32861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>5620</td>\n",
       "      <td>13356</td>\n",
       "      <td>16651</td>\n",
       "      <td>13177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>18120</td>\n",
       "      <td>55608</td>\n",
       "      <td>75026</td>\n",
       "      <td>47995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>12190</td>\n",
       "      <td>31150</td>\n",
       "      <td>42132</td>\n",
       "      <td>27545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>1846</td>\n",
       "      <td>5482</td>\n",
       "      <td>6576</td>\n",
       "      <td>4349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>5240</td>\n",
       "      <td>10197</td>\n",
       "      <td>17155</td>\n",
       "      <td>13267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>3231</td>\n",
       "      <td>5097</td>\n",
       "      <td>6999</td>\n",
       "      <td>6260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>7469</td>\n",
       "      <td>14969</td>\n",
       "      <td>22818</td>\n",
       "      <td>17748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>13042</td>\n",
       "      <td>34576</td>\n",
       "      <td>43510</td>\n",
       "      <td>31103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>2419</td>\n",
       "      <td>5862</td>\n",
       "      <td>8324</td>\n",
       "      <td>6902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>7618</td>\n",
       "      <td>13696</td>\n",
       "      <td>22786</td>\n",
       "      <td>21623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>8572</td>\n",
       "      <td>26686</td>\n",
       "      <td>41048</td>\n",
       "      <td>26069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>4345</td>\n",
       "      <td>8811</td>\n",
       "      <td>13514</td>\n",
       "      <td>9693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>7977</td>\n",
       "      <td>21830</td>\n",
       "      <td>20500</td>\n",
       "      <td>14423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>4546</td>\n",
       "      <td>11912</td>\n",
       "      <td>15034</td>\n",
       "      <td>9154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>5986</td>\n",
       "      <td>10050</td>\n",
       "      <td>12956</td>\n",
       "      <td>10841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>15463</td>\n",
       "      <td>46534</td>\n",
       "      <td>57006</td>\n",
       "      <td>33787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>4272</td>\n",
       "      <td>8265</td>\n",
       "      <td>10957</td>\n",
       "      <td>10233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>1783</td>\n",
       "      <td>3740</td>\n",
       "      <td>4089</td>\n",
       "      <td>2580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>7008</td>\n",
       "      <td>19990</td>\n",
       "      <td>22904</td>\n",
       "      <td>13815</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  06시-07시 승차인원  07시-08시 승차인원  08시-09시 승차인원  \\\n",
       "0     강남구청역  127.041287  37.517201          5879         13890         18347   \n",
       "1       강남역  127.027978  37.498085         15861         36772         58759   \n",
       "2      개포동역  127.066103  37.489132          3267          8362          8911   \n",
       "3    고속터미널역  127.005135  37.504540         14260         48533         73258   \n",
       "4       교대역  127.013863  37.492736         14922         31695         44067   \n",
       "5       구룡역  127.059475  37.487027          1312          2648          3772   \n",
       "6      구반포역  126.987447  37.501422          1717          4806          5560   \n",
       "7    국회의사당역  126.917821  37.528136          1777          3757          6112   \n",
       "8    남부터미널역  127.016191  37.485185          8012         25921         37710   \n",
       "9      남태령역  126.989081  37.464246           824          2147          2747   \n",
       "10      내방역  126.993578  37.487655          6570         17341         26580   \n",
       "11     녹사평역  126.986536  37.534705          1844          4806          7654   \n",
       "12      논현역  127.021649  37.511187          4498          8498         14716   \n",
       "13   대모산입구역  127.073070  37.491543          3541          9272          9526   \n",
       "14      대청역  127.079518  37.493701         10337         26421         29184   \n",
       "15      대치역  127.063190  37.494486         10589         24423         22256   \n",
       "16      도곡역  127.055498  37.490976          6886         17526         22239   \n",
       "17      동작역  126.980299  37.502971          2962         10452         12407   \n",
       "18      매봉역  127.046698  37.486925          6454         15951         19229   \n",
       "19      반포역  127.011582  37.508143          2738          7709         10108   \n",
       "20      방배역  126.997535  37.481456          9244         23064         31316   \n",
       "21     봉은사역  127.060220  37.514237          4719          8395          9784   \n",
       "22      사당역  126.981550  37.476553         47923        133455        184959   \n",
       "23      사평역  127.015268  37.504233          2917          8837         10061   \n",
       "24      삼성역  127.063021  37.508812          6837         14406         18448   \n",
       "25    삼성중앙역  127.053026  37.512961          2091          4867          6111   \n",
       "26      서초역  127.007644  37.491836          8928         15581         23456   \n",
       "27      선릉역  127.048948  37.504494         11972         24328         36183   \n",
       "28     선정릉역  127.043614  37.510929          5620         13356         16651   \n",
       "29      수서역  127.104452  37.485284         18120         55608         75026   \n",
       "30     신논현역  127.025469  37.504808         12190         31150         42132   \n",
       "31     신반포역  126.996064  37.503495          1846          5482          6576   \n",
       "32      신사역  127.020293  37.516431          5240         10197         17155   \n",
       "33  압구정로데오역  127.040591  37.527509          3231          5097          6999   \n",
       "34     압구정역  127.028486  37.526485          7469         14969         22818   \n",
       "35      양재역  127.034146  37.484569         13042         34576         43510   \n",
       "36      언주역  127.033953  37.507328          2419          5862          8324   \n",
       "37      역삼역  127.036460  37.500660          7618         13696         22786   \n",
       "38      이수역  126.982203  37.486789          8572         26686         41048   \n",
       "39     이태원역  126.994320  37.534507          4345          8811         13514   \n",
       "40      일원역  127.084121  37.483985          7977         21830         20500   \n",
       "41      잠원역  127.011401  37.512883          4546         11912         15034   \n",
       "42      청담역  127.053709  37.519448          5986         10050         12956   \n",
       "43   총신대입구역  126.982203  37.486789         15463         46534         57006   \n",
       "44      학동역  127.031897  37.514357          4272          8265         10957   \n",
       "45     학여울역  127.071153  37.496878          1783          3740          4089   \n",
       "46      한티역  127.052901  37.496275          7008         19990         22904   \n",
       "\n",
       "    09시-10시 승차인원  \n",
       "0          15993  \n",
       "1          46399  \n",
       "2           5240  \n",
       "3          71291  \n",
       "4          35377  \n",
       "5           3317  \n",
       "6           3790  \n",
       "7           4945  \n",
       "8          29099  \n",
       "9           2202  \n",
       "10         18234  \n",
       "11          5290  \n",
       "12         12854  \n",
       "13          5934  \n",
       "14         16546  \n",
       "15         13103  \n",
       "16         15325  \n",
       "17          7905  \n",
       "18         13362  \n",
       "19          6782  \n",
       "20         23768  \n",
       "21          7425  \n",
       "22        126045  \n",
       "23          5517  \n",
       "24         19071  \n",
       "25          5163  \n",
       "26         23348  \n",
       "27         32861  \n",
       "28         13177  \n",
       "29         47995  \n",
       "30         27545  \n",
       "31          4349  \n",
       "32         13267  \n",
       "33          6260  \n",
       "34         17748  \n",
       "35         31103  \n",
       "36          6902  \n",
       "37         21623  \n",
       "38         26069  \n",
       "39          9693  \n",
       "40         14423  \n",
       "41          9154  \n",
       "42         10841  \n",
       "43         33787  \n",
       "44         10233  \n",
       "45          2580  \n",
       "46         13815  "
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-93-b626f5a3266b>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1[\"아침총승객수\"] = data1[\"06시-07시 승차인원\"] + data1[\"07시-08시 승차인원\"]+ data1[\"08시-09시 승차인원\"]+ data1[\"09시-10시 승차인원\"]\n"
     ]
    }
   ],
   "source": [
    "data1[\"아침총승객수\"] = data1[\"06시-07시 승차인원\"] + data1[\"07시-08시 승차인원\"]+ data1[\"08시-09시 승차인원\"]+ data1[\"09시-10시 승차인원\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "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>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>아침총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>54109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>157791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>25780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>207342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>126061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>11049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>15873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>16591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>100742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>7920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>68725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>19594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>40566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>28273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>82488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>70371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>61976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>33726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>54996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>27337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>87392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>30323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>492382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>27332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>58762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>18232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>71313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>105344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>48804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>196749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>113017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>18253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>45859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>21587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>63004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>122231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>23507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>65723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>102375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>36363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>64730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>40646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>39833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>152790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>33727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>12192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>63717</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  아침총승객수\n",
       "0     강남구청역  127.041287  37.517201   54109\n",
       "1       강남역  127.027978  37.498085  157791\n",
       "2      개포동역  127.066103  37.489132   25780\n",
       "3    고속터미널역  127.005135  37.504540  207342\n",
       "4       교대역  127.013863  37.492736  126061\n",
       "5       구룡역  127.059475  37.487027   11049\n",
       "6      구반포역  126.987447  37.501422   15873\n",
       "7    국회의사당역  126.917821  37.528136   16591\n",
       "8    남부터미널역  127.016191  37.485185  100742\n",
       "9      남태령역  126.989081  37.464246    7920\n",
       "10      내방역  126.993578  37.487655   68725\n",
       "11     녹사평역  126.986536  37.534705   19594\n",
       "12      논현역  127.021649  37.511187   40566\n",
       "13   대모산입구역  127.073070  37.491543   28273\n",
       "14      대청역  127.079518  37.493701   82488\n",
       "15      대치역  127.063190  37.494486   70371\n",
       "16      도곡역  127.055498  37.490976   61976\n",
       "17      동작역  126.980299  37.502971   33726\n",
       "18      매봉역  127.046698  37.486925   54996\n",
       "19      반포역  127.011582  37.508143   27337\n",
       "20      방배역  126.997535  37.481456   87392\n",
       "21     봉은사역  127.060220  37.514237   30323\n",
       "22      사당역  126.981550  37.476553  492382\n",
       "23      사평역  127.015268  37.504233   27332\n",
       "24      삼성역  127.063021  37.508812   58762\n",
       "25    삼성중앙역  127.053026  37.512961   18232\n",
       "26      서초역  127.007644  37.491836   71313\n",
       "27      선릉역  127.048948  37.504494  105344\n",
       "28     선정릉역  127.043614  37.510929   48804\n",
       "29      수서역  127.104452  37.485284  196749\n",
       "30     신논현역  127.025469  37.504808  113017\n",
       "31     신반포역  126.996064  37.503495   18253\n",
       "32      신사역  127.020293  37.516431   45859\n",
       "33  압구정로데오역  127.040591  37.527509   21587\n",
       "34     압구정역  127.028486  37.526485   63004\n",
       "35      양재역  127.034146  37.484569  122231\n",
       "36      언주역  127.033953  37.507328   23507\n",
       "37      역삼역  127.036460  37.500660   65723\n",
       "38      이수역  126.982203  37.486789  102375\n",
       "39     이태원역  126.994320  37.534507   36363\n",
       "40      일원역  127.084121  37.483985   64730\n",
       "41      잠원역  127.011401  37.512883   40646\n",
       "42      청담역  127.053709  37.519448   39833\n",
       "43   총신대입구역  126.982203  37.486789  152790\n",
       "44      학동역  127.031897  37.514357   33727\n",
       "45     학여울역  127.071153  37.496878   12192\n",
       "46      한티역  127.052901  37.496275   63717"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"역이름\",\"경도\",\"위도\",\"아침총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-96-19edd474c248>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['sub_cnt']=1\n",
      "<ipython-input-96-19edd474c248>:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['경도'] = data1['경도'].astype(float)\n",
      "<ipython-input-96-19edd474c248>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['위도'] = data1['위도'].astype(float)\n",
      "<ipython-input-96-19edd474c248>:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['point'] = data1.apply(lambda row : Point([row['경도'], row['위도']]), axis=1)\n"
     ]
    }
   ],
   "source": [
    "data1['sub_cnt']=1\n",
    "data1['경도'] = data1['경도'].astype(float)\n",
    "data1['위도'] = data1['위도'].astype(float)\n",
    "data1['point'] = data1.apply(lambda row : Point([row['경도'], row['위도']]), axis=1)\n",
    "data1 = gpd.GeoDataFrame(data1, geometry='point')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "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>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>아침총승객수</th>\n",
       "      <th>sub_cnt</th>\n",
       "      <th>point</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>54109</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04129 37.51720)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>157791</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02798 37.49809)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>25780</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06610 37.48913)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>207342</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00513 37.50454)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>126061</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01386 37.49274)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>11049</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05947 37.48703)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>15873</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98745 37.50142)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>16591</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.91782 37.52814)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>100742</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01619 37.48519)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>7920</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98908 37.46425)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>68725</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99358 37.48765)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>19594</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98654 37.53470)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>40566</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02165 37.51119)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>28273</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07307 37.49154)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>82488</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07952 37.49370)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>70371</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06319 37.49449)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>61976</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05550 37.49098)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>33726</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98030 37.50297)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>54996</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04670 37.48693)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>27337</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01158 37.50814)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>87392</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99754 37.48146)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>30323</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06022 37.51424)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>492382</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98155 37.47655)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>27332</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01527 37.50423)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>58762</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06302 37.50881)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>18232</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05303 37.51296)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>71313</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00764 37.49184)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>105344</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04895 37.50449)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>48804</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04361 37.51093)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>196749</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10445 37.48528)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>113017</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02547 37.50481)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>18253</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99606 37.50349)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>45859</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02029 37.51643)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>21587</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04059 37.52751)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>63004</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02849 37.52648)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>122231</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03415 37.48457)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>23507</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03395 37.50733)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>65723</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03646 37.50066)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>102375</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>36363</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99432 37.53451)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>64730</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08412 37.48399)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>40646</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01140 37.51288)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>39833</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05371 37.51945)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>152790</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>33727</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03190 37.51436)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>12192</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07115 37.49688)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>63717</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05290 37.49627)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  아침총승객수  sub_cnt  \\\n",
       "0     강남구청역  127.041287  37.517201   54109        1   \n",
       "1       강남역  127.027978  37.498085  157791        1   \n",
       "2      개포동역  127.066103  37.489132   25780        1   \n",
       "3    고속터미널역  127.005135  37.504540  207342        1   \n",
       "4       교대역  127.013863  37.492736  126061        1   \n",
       "5       구룡역  127.059475  37.487027   11049        1   \n",
       "6      구반포역  126.987447  37.501422   15873        1   \n",
       "7    국회의사당역  126.917821  37.528136   16591        1   \n",
       "8    남부터미널역  127.016191  37.485185  100742        1   \n",
       "9      남태령역  126.989081  37.464246    7920        1   \n",
       "10      내방역  126.993578  37.487655   68725        1   \n",
       "11     녹사평역  126.986536  37.534705   19594        1   \n",
       "12      논현역  127.021649  37.511187   40566        1   \n",
       "13   대모산입구역  127.073070  37.491543   28273        1   \n",
       "14      대청역  127.079518  37.493701   82488        1   \n",
       "15      대치역  127.063190  37.494486   70371        1   \n",
       "16      도곡역  127.055498  37.490976   61976        1   \n",
       "17      동작역  126.980299  37.502971   33726        1   \n",
       "18      매봉역  127.046698  37.486925   54996        1   \n",
       "19      반포역  127.011582  37.508143   27337        1   \n",
       "20      방배역  126.997535  37.481456   87392        1   \n",
       "21     봉은사역  127.060220  37.514237   30323        1   \n",
       "22      사당역  126.981550  37.476553  492382        1   \n",
       "23      사평역  127.015268  37.504233   27332        1   \n",
       "24      삼성역  127.063021  37.508812   58762        1   \n",
       "25    삼성중앙역  127.053026  37.512961   18232        1   \n",
       "26      서초역  127.007644  37.491836   71313        1   \n",
       "27      선릉역  127.048948  37.504494  105344        1   \n",
       "28     선정릉역  127.043614  37.510929   48804        1   \n",
       "29      수서역  127.104452  37.485284  196749        1   \n",
       "30     신논현역  127.025469  37.504808  113017        1   \n",
       "31     신반포역  126.996064  37.503495   18253        1   \n",
       "32      신사역  127.020293  37.516431   45859        1   \n",
       "33  압구정로데오역  127.040591  37.527509   21587        1   \n",
       "34     압구정역  127.028486  37.526485   63004        1   \n",
       "35      양재역  127.034146  37.484569  122231        1   \n",
       "36      언주역  127.033953  37.507328   23507        1   \n",
       "37      역삼역  127.036460  37.500660   65723        1   \n",
       "38      이수역  126.982203  37.486789  102375        1   \n",
       "39     이태원역  126.994320  37.534507   36363        1   \n",
       "40      일원역  127.084121  37.483985   64730        1   \n",
       "41      잠원역  127.011401  37.512883   40646        1   \n",
       "42      청담역  127.053709  37.519448   39833        1   \n",
       "43   총신대입구역  126.982203  37.486789  152790        1   \n",
       "44      학동역  127.031897  37.514357   33727        1   \n",
       "45     학여울역  127.071153  37.496878   12192        1   \n",
       "46      한티역  127.052901  37.496275   63717        1   \n",
       "\n",
       "                         point  \n",
       "0   POINT (127.04129 37.51720)  \n",
       "1   POINT (127.02798 37.49809)  \n",
       "2   POINT (127.06610 37.48913)  \n",
       "3   POINT (127.00513 37.50454)  \n",
       "4   POINT (127.01386 37.49274)  \n",
       "5   POINT (127.05947 37.48703)  \n",
       "6   POINT (126.98745 37.50142)  \n",
       "7   POINT (126.91782 37.52814)  \n",
       "8   POINT (127.01619 37.48519)  \n",
       "9   POINT (126.98908 37.46425)  \n",
       "10  POINT (126.99358 37.48765)  \n",
       "11  POINT (126.98654 37.53470)  \n",
       "12  POINT (127.02165 37.51119)  \n",
       "13  POINT (127.07307 37.49154)  \n",
       "14  POINT (127.07952 37.49370)  \n",
       "15  POINT (127.06319 37.49449)  \n",
       "16  POINT (127.05550 37.49098)  \n",
       "17  POINT (126.98030 37.50297)  \n",
       "18  POINT (127.04670 37.48693)  \n",
       "19  POINT (127.01158 37.50814)  \n",
       "20  POINT (126.99754 37.48146)  \n",
       "21  POINT (127.06022 37.51424)  \n",
       "22  POINT (126.98155 37.47655)  \n",
       "23  POINT (127.01527 37.50423)  \n",
       "24  POINT (127.06302 37.50881)  \n",
       "25  POINT (127.05303 37.51296)  \n",
       "26  POINT (127.00764 37.49184)  \n",
       "27  POINT (127.04895 37.50449)  \n",
       "28  POINT (127.04361 37.51093)  \n",
       "29  POINT (127.10445 37.48528)  \n",
       "30  POINT (127.02547 37.50481)  \n",
       "31  POINT (126.99606 37.50349)  \n",
       "32  POINT (127.02029 37.51643)  \n",
       "33  POINT (127.04059 37.52751)  \n",
       "34  POINT (127.02849 37.52648)  \n",
       "35  POINT (127.03415 37.48457)  \n",
       "36  POINT (127.03395 37.50733)  \n",
       "37  POINT (127.03646 37.50066)  \n",
       "38  POINT (126.98220 37.48679)  \n",
       "39  POINT (126.99432 37.53451)  \n",
       "40  POINT (127.08412 37.48399)  \n",
       "41  POINT (127.01140 37.51288)  \n",
       "42  POINT (127.05371 37.51945)  \n",
       "43  POINT (126.98220 37.48679)  \n",
       "44  POINT (127.03190 37.51436)  \n",
       "45  POINT (127.07115 37.49688)  \n",
       "46  POINT (127.05290 37.49627)  "
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████| 47/47 [00:05<00:00,  8.81it/s]\n"
     ]
    }
   ],
   "source": [
    "gid_list = []\n",
    "for i in tqdm(range(data1.shape[0])):\n",
    "    point = data1['point'].iloc[i]\n",
    "    if data_gid['geometry'].contains(point).sum() == 0:\n",
    "        g1 = \"Na\"\n",
    "    else :\n",
    "        g = data_gid['gid'].loc[data_gid['geometry'].contains(point)]\n",
    "        g1 = g.iloc[0]\n",
    "    gid_list.append(g1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>아침총승객수</th>\n",
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       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>25780</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06610 37.48913)</td>\n",
       "      <td>다사616434</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>207342</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00513 37.50454)</td>\n",
       "      <td>다사562451</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>126061</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01386 37.49274)</td>\n",
       "      <td>다사570438</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>11049</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05947 37.48703)</td>\n",
       "      <td>다사610431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>15873</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98745 37.50142)</td>\n",
       "      <td>다사546448</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>16591</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.91782 37.52814)</td>\n",
       "      <td>Na</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>100742</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01619 37.48519)</td>\n",
       "      <td>다사572429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>7920</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98908 37.46425)</td>\n",
       "      <td>다사548406</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>68725</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99358 37.48765)</td>\n",
       "      <td>다사552432</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>19594</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98654 37.53470)</td>\n",
       "      <td>Na</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>40566</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02165 37.51119)</td>\n",
       "      <td>다사577458</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>28273</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07307 37.49154)</td>\n",
       "      <td>다사622436</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>82488</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07952 37.49370)</td>\n",
       "      <td>다사628439</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>70371</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06319 37.49449)</td>\n",
       "      <td>다사613440</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>61976</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05550 37.49098)</td>\n",
       "      <td>다사607436</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>33726</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98030 37.50297)</td>\n",
       "      <td>다사540449</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>54996</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04670 37.48693)</td>\n",
       "      <td>다사599431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>27337</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01158 37.50814)</td>\n",
       "      <td>다사568455</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>87392</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99754 37.48146)</td>\n",
       "      <td>다사555425</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>30323</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06022 37.51424)</td>\n",
       "      <td>다사611461</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>492382</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98155 37.47655)</td>\n",
       "      <td>다사541420</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>27332</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01527 37.50423)</td>\n",
       "      <td>다사571451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>58762</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06302 37.50881)</td>\n",
       "      <td>다사613455</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>18232</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05303 37.51296)</td>\n",
       "      <td>다사604460</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>71313</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00764 37.49184)</td>\n",
       "      <td>다사564437</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>105344</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04895 37.50449)</td>\n",
       "      <td>다사601451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>48804</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04361 37.51093)</td>\n",
       "      <td>다사596458</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>196749</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10445 37.48528)</td>\n",
       "      <td>다사650429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>113017</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02547 37.50481)</td>\n",
       "      <td>다사580451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>18253</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99606 37.50349)</td>\n",
       "      <td>다사554450</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>45859</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02029 37.51643)</td>\n",
       "      <td>다사576464</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>21587</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04059 37.52751)</td>\n",
       "      <td>다사594476</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>63004</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02849 37.52648)</td>\n",
       "      <td>다사583475</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>122231</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03415 37.48457)</td>\n",
       "      <td>다사588429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>23507</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03395 37.50733)</td>\n",
       "      <td>다사588454</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>65723</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03646 37.50066)</td>\n",
       "      <td>다사590447</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>102375</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "      <td>다사542431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>36363</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99432 37.53451)</td>\n",
       "      <td>Na</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>64730</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08412 37.48399)</td>\n",
       "      <td>다사632428</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>40646</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01140 37.51288)</td>\n",
       "      <td>다사568460</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>39833</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05371 37.51945)</td>\n",
       "      <td>다사605467</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>152790</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "      <td>다사542431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>33727</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03190 37.51436)</td>\n",
       "      <td>다사586462</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>12192</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07115 37.49688)</td>\n",
       "      <td>다사620442</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>63717</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05290 37.49627)</td>\n",
       "      <td>다사604442</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  아침총승객수  sub_cnt  \\\n",
       "0     강남구청역  127.041287  37.517201   54109        1   \n",
       "1       강남역  127.027978  37.498085  157791        1   \n",
       "2      개포동역  127.066103  37.489132   25780        1   \n",
       "3    고속터미널역  127.005135  37.504540  207342        1   \n",
       "4       교대역  127.013863  37.492736  126061        1   \n",
       "5       구룡역  127.059475  37.487027   11049        1   \n",
       "6      구반포역  126.987447  37.501422   15873        1   \n",
       "7    국회의사당역  126.917821  37.528136   16591        1   \n",
       "8    남부터미널역  127.016191  37.485185  100742        1   \n",
       "9      남태령역  126.989081  37.464246    7920        1   \n",
       "10      내방역  126.993578  37.487655   68725        1   \n",
       "11     녹사평역  126.986536  37.534705   19594        1   \n",
       "12      논현역  127.021649  37.511187   40566        1   \n",
       "13   대모산입구역  127.073070  37.491543   28273        1   \n",
       "14      대청역  127.079518  37.493701   82488        1   \n",
       "15      대치역  127.063190  37.494486   70371        1   \n",
       "16      도곡역  127.055498  37.490976   61976        1   \n",
       "17      동작역  126.980299  37.502971   33726        1   \n",
       "18      매봉역  127.046698  37.486925   54996        1   \n",
       "19      반포역  127.011582  37.508143   27337        1   \n",
       "20      방배역  126.997535  37.481456   87392        1   \n",
       "21     봉은사역  127.060220  37.514237   30323        1   \n",
       "22      사당역  126.981550  37.476553  492382        1   \n",
       "23      사평역  127.015268  37.504233   27332        1   \n",
       "24      삼성역  127.063021  37.508812   58762        1   \n",
       "25    삼성중앙역  127.053026  37.512961   18232        1   \n",
       "26      서초역  127.007644  37.491836   71313        1   \n",
       "27      선릉역  127.048948  37.504494  105344        1   \n",
       "28     선정릉역  127.043614  37.510929   48804        1   \n",
       "29      수서역  127.104452  37.485284  196749        1   \n",
       "30     신논현역  127.025469  37.504808  113017        1   \n",
       "31     신반포역  126.996064  37.503495   18253        1   \n",
       "32      신사역  127.020293  37.516431   45859        1   \n",
       "33  압구정로데오역  127.040591  37.527509   21587        1   \n",
       "34     압구정역  127.028486  37.526485   63004        1   \n",
       "35      양재역  127.034146  37.484569  122231        1   \n",
       "36      언주역  127.033953  37.507328   23507        1   \n",
       "37      역삼역  127.036460  37.500660   65723        1   \n",
       "38      이수역  126.982203  37.486789  102375        1   \n",
       "39     이태원역  126.994320  37.534507   36363        1   \n",
       "40      일원역  127.084121  37.483985   64730        1   \n",
       "41      잠원역  127.011401  37.512883   40646        1   \n",
       "42      청담역  127.053709  37.519448   39833        1   \n",
       "43   총신대입구역  126.982203  37.486789  152790        1   \n",
       "44      학동역  127.031897  37.514357   33727        1   \n",
       "45     학여울역  127.071153  37.496878   12192        1   \n",
       "46      한티역  127.052901  37.496275   63717        1   \n",
       "\n",
       "                         point       gid  TL_cnt  \n",
       "0   POINT (127.04129 37.51720)  다사594465       1  \n",
       "1   POINT (127.02798 37.49809)  다사582444       1  \n",
       "2   POINT (127.06610 37.48913)  다사616434       1  \n",
       "3   POINT (127.00513 37.50454)  다사562451       1  \n",
       "4   POINT (127.01386 37.49274)  다사570438       1  \n",
       "5   POINT (127.05947 37.48703)  다사610431       1  \n",
       "6   POINT (126.98745 37.50142)  다사546448       1  \n",
       "7   POINT (126.91782 37.52814)        Na       1  \n",
       "8   POINT (127.01619 37.48519)  다사572429       1  \n",
       "9   POINT (126.98908 37.46425)  다사548406       1  \n",
       "10  POINT (126.99358 37.48765)  다사552432       1  \n",
       "11  POINT (126.98654 37.53470)        Na       1  \n",
       "12  POINT (127.02165 37.51119)  다사577458       1  \n",
       "13  POINT (127.07307 37.49154)  다사622436       1  \n",
       "14  POINT (127.07952 37.49370)  다사628439       1  \n",
       "15  POINT (127.06319 37.49449)  다사613440       1  \n",
       "16  POINT (127.05550 37.49098)  다사607436       1  \n",
       "17  POINT (126.98030 37.50297)  다사540449       1  \n",
       "18  POINT (127.04670 37.48693)  다사599431       1  \n",
       "19  POINT (127.01158 37.50814)  다사568455       1  \n",
       "20  POINT (126.99754 37.48146)  다사555425       1  \n",
       "21  POINT (127.06022 37.51424)  다사611461       1  \n",
       "22  POINT (126.98155 37.47655)  다사541420       1  \n",
       "23  POINT (127.01527 37.50423)  다사571451       1  \n",
       "24  POINT (127.06302 37.50881)  다사613455       1  \n",
       "25  POINT (127.05303 37.51296)  다사604460       1  \n",
       "26  POINT (127.00764 37.49184)  다사564437       1  \n",
       "27  POINT (127.04895 37.50449)  다사601451       1  \n",
       "28  POINT (127.04361 37.51093)  다사596458       1  \n",
       "29  POINT (127.10445 37.48528)  다사650429       1  \n",
       "30  POINT (127.02547 37.50481)  다사580451       1  \n",
       "31  POINT (126.99606 37.50349)  다사554450       1  \n",
       "32  POINT (127.02029 37.51643)  다사576464       1  \n",
       "33  POINT (127.04059 37.52751)  다사594476       1  \n",
       "34  POINT (127.02849 37.52648)  다사583475       1  \n",
       "35  POINT (127.03415 37.48457)  다사588429       1  \n",
       "36  POINT (127.03395 37.50733)  다사588454       1  \n",
       "37  POINT (127.03646 37.50066)  다사590447       1  \n",
       "38  POINT (126.98220 37.48679)  다사542431       1  \n",
       "39  POINT (126.99432 37.53451)        Na       1  \n",
       "40  POINT (127.08412 37.48399)  다사632428       1  \n",
       "41  POINT (127.01140 37.51288)  다사568460       1  \n",
       "42  POINT (127.05371 37.51945)  다사605467       1  \n",
       "43  POINT (126.98220 37.48679)  다사542431       1  \n",
       "44  POINT (127.03190 37.51436)  다사586462       1  \n",
       "45  POINT (127.07115 37.49688)  다사620442       1  \n",
       "46  POINT (127.05290 37.49627)  다사604442       1  "
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1['gid'] = gid_list\n",
    "data1['TL_cnt']=1\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gid</th>\n",
       "      <th>아침총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>다사594465</td>\n",
       "      <td>54109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사582444</td>\n",
       "      <td>157791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사616434</td>\n",
       "      <td>25780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사562451</td>\n",
       "      <td>207342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사570438</td>\n",
       "      <td>126061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>다사610431</td>\n",
       "      <td>11049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>다사546448</td>\n",
       "      <td>15873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Na</td>\n",
       "      <td>16591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>다사572429</td>\n",
       "      <td>100742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>다사548406</td>\n",
       "      <td>7920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>다사552432</td>\n",
       "      <td>68725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Na</td>\n",
       "      <td>19594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>다사577458</td>\n",
       "      <td>40566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>다사622436</td>\n",
       "      <td>28273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>다사628439</td>\n",
       "      <td>82488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>다사613440</td>\n",
       "      <td>70371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>다사607436</td>\n",
       "      <td>61976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>다사540449</td>\n",
       "      <td>33726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>다사599431</td>\n",
       "      <td>54996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>다사568455</td>\n",
       "      <td>27337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>다사555425</td>\n",
       "      <td>87392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>다사611461</td>\n",
       "      <td>30323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>다사541420</td>\n",
       "      <td>492382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>다사571451</td>\n",
       "      <td>27332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>다사613455</td>\n",
       "      <td>58762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>다사604460</td>\n",
       "      <td>18232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>다사564437</td>\n",
       "      <td>71313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>다사601451</td>\n",
       "      <td>105344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>다사596458</td>\n",
       "      <td>48804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>다사650429</td>\n",
       "      <td>196749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>다사580451</td>\n",
       "      <td>113017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>다사554450</td>\n",
       "      <td>18253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>다사576464</td>\n",
       "      <td>45859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>다사594476</td>\n",
       "      <td>21587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>다사583475</td>\n",
       "      <td>63004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>다사588429</td>\n",
       "      <td>122231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>다사588454</td>\n",
       "      <td>23507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>다사590447</td>\n",
       "      <td>65723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>다사542431</td>\n",
       "      <td>102375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Na</td>\n",
       "      <td>36363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>다사632428</td>\n",
       "      <td>64730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>다사568460</td>\n",
       "      <td>40646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>다사605467</td>\n",
       "      <td>39833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>다사542431</td>\n",
       "      <td>152790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>다사586462</td>\n",
       "      <td>33727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>다사620442</td>\n",
       "      <td>12192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>다사604442</td>\n",
       "      <td>63717</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         gid  아침총승객수\n",
       "0   다사594465   54109\n",
       "1   다사582444  157791\n",
       "2   다사616434   25780\n",
       "3   다사562451  207342\n",
       "4   다사570438  126061\n",
       "5   다사610431   11049\n",
       "6   다사546448   15873\n",
       "7         Na   16591\n",
       "8   다사572429  100742\n",
       "9   다사548406    7920\n",
       "10  다사552432   68725\n",
       "11        Na   19594\n",
       "12  다사577458   40566\n",
       "13  다사622436   28273\n",
       "14  다사628439   82488\n",
       "15  다사613440   70371\n",
       "16  다사607436   61976\n",
       "17  다사540449   33726\n",
       "18  다사599431   54996\n",
       "19  다사568455   27337\n",
       "20  다사555425   87392\n",
       "21  다사611461   30323\n",
       "22  다사541420  492382\n",
       "23  다사571451   27332\n",
       "24  다사613455   58762\n",
       "25  다사604460   18232\n",
       "26  다사564437   71313\n",
       "27  다사601451  105344\n",
       "28  다사596458   48804\n",
       "29  다사650429  196749\n",
       "30  다사580451  113017\n",
       "31  다사554450   18253\n",
       "32  다사576464   45859\n",
       "33  다사594476   21587\n",
       "34  다사583475   63004\n",
       "35  다사588429  122231\n",
       "36  다사588454   23507\n",
       "37  다사590447   65723\n",
       "38  다사542431  102375\n",
       "39        Na   36363\n",
       "40  다사632428   64730\n",
       "41  다사568460   40646\n",
       "42  다사605467   39833\n",
       "43  다사542431  152790\n",
       "44  다사586462   33727\n",
       "45  다사620442   12192\n",
       "46  다사604442   63717"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"gid\",\"아침총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = data1[['아침총승객수', 'gid']].groupby(['gid']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>다사555425</th>\n",
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       "      <th>다사562451</th>\n",
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       "      <th>다사568460</th>\n",
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       "      <th>다사570438</th>\n",
       "      <td>126061</td>\n",
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       "    <tr>\n",
       "      <th>다사571451</th>\n",
       "      <td>27332</td>\n",
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       "      <th>다사572429</th>\n",
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       "      <th>다사576464</th>\n",
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       "      <th>다사577458</th>\n",
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       "      <th>다사580451</th>\n",
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       "      <th>다사582444</th>\n",
       "      <td>157791</td>\n",
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       "      <th>다사583475</th>\n",
       "      <td>63004</td>\n",
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       "      <th>다사586462</th>\n",
       "      <td>33727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사588429</th>\n",
       "      <td>122231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사588454</th>\n",
       "      <td>23507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사590447</th>\n",
       "      <td>65723</td>\n",
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       "    <tr>\n",
       "      <th>다사594465</th>\n",
       "      <td>54109</td>\n",
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       "      <th>다사594476</th>\n",
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       "      <th>다사596458</th>\n",
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       "      <th>다사616434</th>\n",
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       "      <th>다사650429</th>\n",
       "      <td>196749</td>\n",
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      ],
      "text/plain": [
       "          아침총승객수\n",
       "gid             \n",
       "Na         72548\n",
       "다사540449   33726\n",
       "다사541420  492382\n",
       "다사542431  255165\n",
       "다사546448   15873\n",
       "다사548406    7920\n",
       "다사552432   68725\n",
       "다사554450   18253\n",
       "다사555425   87392\n",
       "다사562451  207342\n",
       "다사564437   71313\n",
       "다사568455   27337\n",
       "다사568460   40646\n",
       "다사570438  126061\n",
       "다사571451   27332\n",
       "다사572429  100742\n",
       "다사576464   45859\n",
       "다사577458   40566\n",
       "다사580451  113017\n",
       "다사582444  157791\n",
       "다사583475   63004\n",
       "다사586462   33727\n",
       "다사588429  122231\n",
       "다사588454   23507\n",
       "다사590447   65723\n",
       "다사594465   54109\n",
       "다사594476   21587\n",
       "다사596458   48804\n",
       "다사599431   54996\n",
       "다사601451  105344\n",
       "다사604442   63717\n",
       "다사604460   18232\n",
       "다사605467   39833\n",
       "다사607436   61976\n",
       "다사610431   11049\n",
       "다사611461   30323\n",
       "다사613440   70371\n",
       "다사613455   58762\n",
       "다사616434   25780\n",
       "다사620442   12192\n",
       "다사622436   28273\n",
       "다사628439   82488\n",
       "다사632428   64730\n",
       "다사650429  196749"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = result1.drop(index=0, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>1</th>\n",
       "      <td>다사540449</td>\n",
       "      <td>33726</td>\n",
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       "      <td>다사541420</td>\n",
       "      <td>492382</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>255165</td>\n",
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       "      <th>4</th>\n",
       "      <td>다사546448</td>\n",
       "      <td>15873</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>다사548406</td>\n",
       "      <td>7920</td>\n",
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       "      <th>6</th>\n",
       "      <td>다사552432</td>\n",
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       "      <th>7</th>\n",
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       "      <td>18253</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>다사555425</td>\n",
       "      <td>87392</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>다사562451</td>\n",
       "      <td>207342</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>다사564437</td>\n",
       "      <td>71313</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>다사568455</td>\n",
       "      <td>27337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>다사568460</td>\n",
       "      <td>40646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>다사570438</td>\n",
       "      <td>126061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>다사571451</td>\n",
       "      <td>27332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>다사572429</td>\n",
       "      <td>100742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>다사576464</td>\n",
       "      <td>45859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>다사577458</td>\n",
       "      <td>40566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>다사580451</td>\n",
       "      <td>113017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>다사582444</td>\n",
       "      <td>157791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>다사583475</td>\n",
       "      <td>63004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>다사586462</td>\n",
       "      <td>33727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>다사588429</td>\n",
       "      <td>122231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>다사588454</td>\n",
       "      <td>23507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>다사590447</td>\n",
       "      <td>65723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>다사594465</td>\n",
       "      <td>54109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>다사594476</td>\n",
       "      <td>21587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>다사596458</td>\n",
       "      <td>48804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>다사599431</td>\n",
       "      <td>54996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>다사601451</td>\n",
       "      <td>105344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>다사604442</td>\n",
       "      <td>63717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>다사604460</td>\n",
       "      <td>18232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>다사605467</td>\n",
       "      <td>39833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>다사607436</td>\n",
       "      <td>61976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>다사610431</td>\n",
       "      <td>11049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>다사611461</td>\n",
       "      <td>30323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>다사613440</td>\n",
       "      <td>70371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>다사613455</td>\n",
       "      <td>58762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>다사616434</td>\n",
       "      <td>25780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>다사620442</td>\n",
       "      <td>12192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>다사622436</td>\n",
       "      <td>28273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>다사628439</td>\n",
       "      <td>82488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>다사632428</td>\n",
       "      <td>64730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>다사650429</td>\n",
       "      <td>196749</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         gid  아침총승객수\n",
       "1   다사540449   33726\n",
       "2   다사541420  492382\n",
       "3   다사542431  255165\n",
       "4   다사546448   15873\n",
       "5   다사548406    7920\n",
       "6   다사552432   68725\n",
       "7   다사554450   18253\n",
       "8   다사555425   87392\n",
       "9   다사562451  207342\n",
       "10  다사564437   71313\n",
       "11  다사568455   27337\n",
       "12  다사568460   40646\n",
       "13  다사570438  126061\n",
       "14  다사571451   27332\n",
       "15  다사572429  100742\n",
       "16  다사576464   45859\n",
       "17  다사577458   40566\n",
       "18  다사580451  113017\n",
       "19  다사582444  157791\n",
       "20  다사583475   63004\n",
       "21  다사586462   33727\n",
       "22  다사588429  122231\n",
       "23  다사588454   23507\n",
       "24  다사590447   65723\n",
       "25  다사594465   54109\n",
       "26  다사594476   21587\n",
       "27  다사596458   48804\n",
       "28  다사599431   54996\n",
       "29  다사601451  105344\n",
       "30  다사604442   63717\n",
       "31  다사604460   18232\n",
       "32  다사605467   39833\n",
       "33  다사607436   61976\n",
       "34  다사610431   11049\n",
       "35  다사611461   30323\n",
       "36  다사613440   70371\n",
       "37  다사613455   58762\n",
       "38  다사616434   25780\n",
       "39  다사620442   12192\n",
       "40  다사622436   28273\n",
       "41  다사628439   82488\n",
       "42  다사632428   64730\n",
       "43  다사650429  196749"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.to_csv(\"output/그리드 전처리 완료/서초강남지하철아침승차.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 강남구서초구 지하철 승하차"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = pd.read_csv(\"output/서초강남지하철승하차.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Unnamed: 0.1</th>\n",
       "      <th>역이름</th>\n",
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       "      <th>01시-02시 하차인원</th>\n",
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       "      <th>03시-04시 하차인원</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>강남구청역</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2319</td>\n",
       "      <td>2329</td>\n",
       "      <td>5879</td>\n",
       "      <td>...</td>\n",
       "      <td>5963</td>\n",
       "      <td>4919</td>\n",
       "      <td>31</td>\n",
       "      <td>720</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>강남역</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>85</td>\n",
       "      <td>6</td>\n",
       "      <td>5464</td>\n",
       "      <td>10853</td>\n",
       "      <td>15861</td>\n",
       "      <td>...</td>\n",
       "      <td>24062</td>\n",
       "      <td>12861</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>개포동역</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>687</td>\n",
       "      <td>1011</td>\n",
       "      <td>3267</td>\n",
       "      <td>...</td>\n",
       "      <td>650</td>\n",
       "      <td>2034</td>\n",
       "      <td>5</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>162</td>\n",
       "      <td>8</td>\n",
       "      <td>7178</td>\n",
       "      <td>6966</td>\n",
       "      <td>14260</td>\n",
       "      <td>...</td>\n",
       "      <td>19976</td>\n",
       "      <td>14774</td>\n",
       "      <td>18</td>\n",
       "      <td>387</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>교대역</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>3120</td>\n",
       "      <td>7490</td>\n",
       "      <td>14922</td>\n",
       "      <td>...</td>\n",
       "      <td>9727</td>\n",
       "      <td>8907</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>구룡역</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>360</td>\n",
       "      <td>829</td>\n",
       "      <td>1312</td>\n",
       "      <td>...</td>\n",
       "      <td>170</td>\n",
       "      <td>936</td>\n",
       "      <td>8</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>구반포역</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>516</td>\n",
       "      <td>236</td>\n",
       "      <td>1717</td>\n",
       "      <td>...</td>\n",
       "      <td>376</td>\n",
       "      <td>1491</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>607</td>\n",
       "      <td>1731</td>\n",
       "      <td>1777</td>\n",
       "      <td>...</td>\n",
       "      <td>2165</td>\n",
       "      <td>1061</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2452</td>\n",
       "      <td>1284</td>\n",
       "      <td>8012</td>\n",
       "      <td>...</td>\n",
       "      <td>4321</td>\n",
       "      <td>6529</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>남태령역</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>453</td>\n",
       "      <td>126</td>\n",
       "      <td>824</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>384</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>내방역</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2310</td>\n",
       "      <td>1360</td>\n",
       "      <td>6570</td>\n",
       "      <td>...</td>\n",
       "      <td>2472</td>\n",
       "      <td>4088</td>\n",
       "      <td>5</td>\n",
       "      <td>1406</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>녹사평역</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>878</td>\n",
       "      <td>412</td>\n",
       "      <td>1844</td>\n",
       "      <td>...</td>\n",
       "      <td>1751</td>\n",
       "      <td>1703</td>\n",
       "      <td>1</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>논현역</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1949</td>\n",
       "      <td>1307</td>\n",
       "      <td>4498</td>\n",
       "      <td>...</td>\n",
       "      <td>7625</td>\n",
       "      <td>4046</td>\n",
       "      <td>11</td>\n",
       "      <td>296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1703</td>\n",
       "      <td>1262</td>\n",
       "      <td>3541</td>\n",
       "      <td>...</td>\n",
       "      <td>327</td>\n",
       "      <td>1680</td>\n",
       "      <td>3</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>대청역</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>3190</td>\n",
       "      <td>1020</td>\n",
       "      <td>10337</td>\n",
       "      <td>...</td>\n",
       "      <td>978</td>\n",
       "      <td>5743</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>대치역</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2250</td>\n",
       "      <td>777</td>\n",
       "      <td>10589</td>\n",
       "      <td>...</td>\n",
       "      <td>2157</td>\n",
       "      <td>4227</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>도곡역</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>68</td>\n",
       "      <td>2</td>\n",
       "      <td>2054</td>\n",
       "      <td>1365</td>\n",
       "      <td>6886</td>\n",
       "      <td>...</td>\n",
       "      <td>1812</td>\n",
       "      <td>4104</td>\n",
       "      <td>22</td>\n",
       "      <td>1011</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>동작역</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>1627</td>\n",
       "      <td>499</td>\n",
       "      <td>2962</td>\n",
       "      <td>...</td>\n",
       "      <td>820</td>\n",
       "      <td>2322</td>\n",
       "      <td>5</td>\n",
       "      <td>954</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>매봉역</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1326</td>\n",
       "      <td>459</td>\n",
       "      <td>6454</td>\n",
       "      <td>...</td>\n",
       "      <td>1461</td>\n",
       "      <td>3340</td>\n",
       "      <td>0</td>\n",
       "      <td>332</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>반포역</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>798</td>\n",
       "      <td>596</td>\n",
       "      <td>2738</td>\n",
       "      <td>...</td>\n",
       "      <td>1667</td>\n",
       "      <td>1425</td>\n",
       "      <td>11</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>방배역</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2607</td>\n",
       "      <td>3446</td>\n",
       "      <td>9244</td>\n",
       "      <td>...</td>\n",
       "      <td>3362</td>\n",
       "      <td>6048</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>봉은사역</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1474</td>\n",
       "      <td>1068</td>\n",
       "      <td>4719</td>\n",
       "      <td>...</td>\n",
       "      <td>2163</td>\n",
       "      <td>1904</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>126</td>\n",
       "      <td>126</td>\n",
       "      <td>사당역</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>275</td>\n",
       "      <td>29</td>\n",
       "      <td>21237</td>\n",
       "      <td>4055</td>\n",
       "      <td>47923</td>\n",
       "      <td>...</td>\n",
       "      <td>14109</td>\n",
       "      <td>36907</td>\n",
       "      <td>13</td>\n",
       "      <td>2702</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>127</td>\n",
       "      <td>127</td>\n",
       "      <td>사평역</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>777</td>\n",
       "      <td>173</td>\n",
       "      <td>2917</td>\n",
       "      <td>...</td>\n",
       "      <td>392</td>\n",
       "      <td>1603</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>129</td>\n",
       "      <td>129</td>\n",
       "      <td>삼성역</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>115</td>\n",
       "      <td>0</td>\n",
       "      <td>4105</td>\n",
       "      <td>4724</td>\n",
       "      <td>6837</td>\n",
       "      <td>...</td>\n",
       "      <td>6998</td>\n",
       "      <td>4382</td>\n",
       "      <td>1</td>\n",
       "      <td>1712</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>730</td>\n",
       "      <td>479</td>\n",
       "      <td>2091</td>\n",
       "      <td>...</td>\n",
       "      <td>1180</td>\n",
       "      <td>1701</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>서초역</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1260</td>\n",
       "      <td>4502</td>\n",
       "      <td>8928</td>\n",
       "      <td>...</td>\n",
       "      <td>3614</td>\n",
       "      <td>3206</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>154</td>\n",
       "      <td>154</td>\n",
       "      <td>선릉역</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>46</td>\n",
       "      <td>3</td>\n",
       "      <td>4225</td>\n",
       "      <td>7383</td>\n",
       "      <td>11972</td>\n",
       "      <td>...</td>\n",
       "      <td>12482</td>\n",
       "      <td>8782</td>\n",
       "      <td>59</td>\n",
       "      <td>533</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>156</td>\n",
       "      <td>156</td>\n",
       "      <td>선정릉역</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>1977</td>\n",
       "      <td>2173</td>\n",
       "      <td>5620</td>\n",
       "      <td>...</td>\n",
       "      <td>3157</td>\n",
       "      <td>3706</td>\n",
       "      <td>16</td>\n",
       "      <td>343</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>수서역</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>330</td>\n",
       "      <td>7</td>\n",
       "      <td>7563</td>\n",
       "      <td>4573</td>\n",
       "      <td>18120</td>\n",
       "      <td>...</td>\n",
       "      <td>6909</td>\n",
       "      <td>11385</td>\n",
       "      <td>11</td>\n",
       "      <td>998</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>신논현역</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>2782</td>\n",
       "      <td>1739</td>\n",
       "      <td>12190</td>\n",
       "      <td>...</td>\n",
       "      <td>7760</td>\n",
       "      <td>7767</td>\n",
       "      <td>6</td>\n",
       "      <td>571</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>182</td>\n",
       "      <td>182</td>\n",
       "      <td>신반포역</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>368</td>\n",
       "      <td>806</td>\n",
       "      <td>1846</td>\n",
       "      <td>...</td>\n",
       "      <td>512</td>\n",
       "      <td>1393</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>184</td>\n",
       "      <td>184</td>\n",
       "      <td>신사역</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>35</td>\n",
       "      <td>4</td>\n",
       "      <td>2420</td>\n",
       "      <td>1467</td>\n",
       "      <td>5240</td>\n",
       "      <td>...</td>\n",
       "      <td>6107</td>\n",
       "      <td>3801</td>\n",
       "      <td>0</td>\n",
       "      <td>92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>1187</td>\n",
       "      <td>724</td>\n",
       "      <td>3231</td>\n",
       "      <td>...</td>\n",
       "      <td>3363</td>\n",
       "      <td>1708</td>\n",
       "      <td>29</td>\n",
       "      <td>317</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>압구정역</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>49</td>\n",
       "      <td>3</td>\n",
       "      <td>2827</td>\n",
       "      <td>1977</td>\n",
       "      <td>7469</td>\n",
       "      <td>...</td>\n",
       "      <td>4803</td>\n",
       "      <td>3777</td>\n",
       "      <td>5</td>\n",
       "      <td>844</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>202</td>\n",
       "      <td>202</td>\n",
       "      <td>양재역</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>4876</td>\n",
       "      <td>2382</td>\n",
       "      <td>13042</td>\n",
       "      <td>...</td>\n",
       "      <td>4743</td>\n",
       "      <td>9860</td>\n",
       "      <td>5</td>\n",
       "      <td>740</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>207</td>\n",
       "      <td>207</td>\n",
       "      <td>언주역</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1050</td>\n",
       "      <td>801</td>\n",
       "      <td>2419</td>\n",
       "      <td>...</td>\n",
       "      <td>1782</td>\n",
       "      <td>2655</td>\n",
       "      <td>1</td>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>역삼역</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "      <td>3075</td>\n",
       "      <td>7003</td>\n",
       "      <td>7618</td>\n",
       "      <td>...</td>\n",
       "      <td>10106</td>\n",
       "      <td>6425</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>239</td>\n",
       "      <td>239</td>\n",
       "      <td>이수역</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>4090</td>\n",
       "      <td>1042</td>\n",
       "      <td>8572</td>\n",
       "      <td>...</td>\n",
       "      <td>3972</td>\n",
       "      <td>6312</td>\n",
       "      <td>10</td>\n",
       "      <td>499</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>241</td>\n",
       "      <td>241</td>\n",
       "      <td>이태원역</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2046</td>\n",
       "      <td>950</td>\n",
       "      <td>4345</td>\n",
       "      <td>...</td>\n",
       "      <td>3618</td>\n",
       "      <td>4329</td>\n",
       "      <td>1</td>\n",
       "      <td>414</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>242</td>\n",
       "      <td>242</td>\n",
       "      <td>일원역</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2041</td>\n",
       "      <td>1367</td>\n",
       "      <td>7977</td>\n",
       "      <td>...</td>\n",
       "      <td>840</td>\n",
       "      <td>3473</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>246</td>\n",
       "      <td>246</td>\n",
       "      <td>잠원역</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>889</td>\n",
       "      <td>461</td>\n",
       "      <td>4546</td>\n",
       "      <td>...</td>\n",
       "      <td>585</td>\n",
       "      <td>2311</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>267</td>\n",
       "      <td>267</td>\n",
       "      <td>청담역</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>3667</td>\n",
       "      <td>5986</td>\n",
       "      <td>...</td>\n",
       "      <td>4014</td>\n",
       "      <td>2725</td>\n",
       "      <td>4</td>\n",
       "      <td>1252</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>269</td>\n",
       "      <td>269</td>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>5727</td>\n",
       "      <td>839</td>\n",
       "      <td>15463</td>\n",
       "      <td>...</td>\n",
       "      <td>2334</td>\n",
       "      <td>9272</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>274</td>\n",
       "      <td>274</td>\n",
       "      <td>학동역</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1778</td>\n",
       "      <td>2439</td>\n",
       "      <td>4272</td>\n",
       "      <td>...</td>\n",
       "      <td>5617</td>\n",
       "      <td>2679</td>\n",
       "      <td>10</td>\n",
       "      <td>171</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>275</td>\n",
       "      <td>275</td>\n",
       "      <td>학여울역</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>539</td>\n",
       "      <td>286</td>\n",
       "      <td>1783</td>\n",
       "      <td>...</td>\n",
       "      <td>193</td>\n",
       "      <td>817</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>281</td>\n",
       "      <td>281</td>\n",
       "      <td>한티역</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>1911</td>\n",
       "      <td>1034</td>\n",
       "      <td>7008</td>\n",
       "      <td>...</td>\n",
       "      <td>3065</td>\n",
       "      <td>4300</td>\n",
       "      <td>59</td>\n",
       "      <td>231</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>47 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0  Unnamed: 0.1      역이름         위도          경도  04시-05시 승차인원  \\\n",
       "0            5             5    강남구청역  37.517201  127.041287             8   \n",
       "1            6             6      강남역  37.498085  127.027978            85   \n",
       "2           12            12     개포동역  37.489132  127.066103             2   \n",
       "3           20            20   고속터미널역  37.504540  127.005135           162   \n",
       "4           28            28      교대역  37.492736  127.013863            43   \n",
       "5           31            31      구룡역  37.487027  127.059475             0   \n",
       "6           32            32     구반포역  37.501422  126.987447             0   \n",
       "7           37            37   국회의사당역  37.528136  126.917821             3   \n",
       "8           48            48   남부터미널역  37.485185  127.016191            10   \n",
       "9           51            51     남태령역  37.464246  126.989081            46   \n",
       "10          52            52      내방역  37.487655  126.993578             3   \n",
       "11          57            57     녹사평역  37.534705  126.986536            14   \n",
       "12          59            59      논현역  37.511187  127.021649             5   \n",
       "13          64            64   대모산입구역  37.491543  127.073070             2   \n",
       "14          66            66      대청역  37.493701  127.079518            55   \n",
       "15          67            67      대치역  37.494486  127.063190             6   \n",
       "16          69            69      도곡역  37.490976  127.055498            68   \n",
       "17          81            81      동작역  37.502971  126.980299            33   \n",
       "18          97            97      매봉역  37.486925  127.046698             6   \n",
       "19         109           109      반포역  37.508143  127.011582             1   \n",
       "20         111           111      방배역  37.481456  126.997535             3   \n",
       "21         119           119     봉은사역  37.514237  127.060220             1   \n",
       "22         126           126      사당역  37.476553  126.981550           275   \n",
       "23         127           127      사평역  37.504233  127.015268             2   \n",
       "24         129           129      삼성역  37.508812  127.063021           115   \n",
       "25         130           130    삼성중앙역  37.512961  127.053026             0   \n",
       "26         149           149      서초역  37.491836  127.007644            25   \n",
       "27         154           154      선릉역  37.504494  127.048948            46   \n",
       "28         156           156     선정릉역  37.510929  127.043614            20   \n",
       "29         166           166      수서역  37.485284  127.104452           330   \n",
       "30         174           174     신논현역  37.504808  127.025469            31   \n",
       "31         182           182     신반포역  37.503495  126.996064             0   \n",
       "32         184           184      신사역  37.516431  127.020293            35   \n",
       "33         198           198  압구정로데오역  37.527509  127.040591            55   \n",
       "34         199           199     압구정역  37.526485  127.028486            49   \n",
       "35         202           202      양재역  37.484569  127.034146            67   \n",
       "36         207           207      언주역  37.507328  127.033953             4   \n",
       "37         210           210      역삼역  37.500660  127.036460            38   \n",
       "38         239           239      이수역  37.486789  126.982203            52   \n",
       "39         241           241     이태원역  37.534507  126.994320             4   \n",
       "40         242           242      일원역  37.483985  127.084121             3   \n",
       "41         246           246      잠원역  37.512883  127.011401             2   \n",
       "42         267           267      청담역  37.519448  127.053709            11   \n",
       "43         269           269   총신대입구역  37.486789  126.982203            75   \n",
       "44         274           274      학동역  37.514357  127.031897             3   \n",
       "45         275           275     학여울역  37.496878  127.071153             1   \n",
       "46         281           281      한티역  37.496275  127.052901            19   \n",
       "\n",
       "    04시-05시 하차인원  05시-06시 승차인원  05시-06시 하차인원  06시-07시 승차인원  ...  23시-24시 승차인원  \\\n",
       "0              0          2319          2329          5879  ...          5963   \n",
       "1              6          5464         10853         15861  ...         24062   \n",
       "2              0           687          1011          3267  ...           650   \n",
       "3              8          7178          6966         14260  ...         19976   \n",
       "4              0          3120          7490         14922  ...          9727   \n",
       "5              0           360           829          1312  ...           170   \n",
       "6              0           516           236          1717  ...           376   \n",
       "7              0           607          1731          1777  ...          2165   \n",
       "8              0          2452          1284          8012  ...          4321   \n",
       "9              0           453           126           824  ...            90   \n",
       "10             0          2310          1360          6570  ...          2472   \n",
       "11             0           878           412          1844  ...          1751   \n",
       "12             0          1949          1307          4498  ...          7625   \n",
       "13             0          1703          1262          3541  ...           327   \n",
       "14             0          3190          1020         10337  ...           978   \n",
       "15             0          2250           777         10589  ...          2157   \n",
       "16             2          2054          1365          6886  ...          1812   \n",
       "17             0          1627           499          2962  ...           820   \n",
       "18             1          1326           459          6454  ...          1461   \n",
       "19             0           798           596          2738  ...          1667   \n",
       "20             0          2607          3446          9244  ...          3362   \n",
       "21             0          1474          1068          4719  ...          2163   \n",
       "22            29         21237          4055         47923  ...         14109   \n",
       "23             0           777           173          2917  ...           392   \n",
       "24             0          4105          4724          6837  ...          6998   \n",
       "25             0           730           479          2091  ...          1180   \n",
       "26             0          1260          4502          8928  ...          3614   \n",
       "27             3          4225          7383         11972  ...         12482   \n",
       "28             2          1977          2173          5620  ...          3157   \n",
       "29             7          7563          4573         18120  ...          6909   \n",
       "30             1          2782          1739         12190  ...          7760   \n",
       "31             0           368           806          1846  ...           512   \n",
       "32             4          2420          1467          5240  ...          6107   \n",
       "33             0          1187           724          3231  ...          3363   \n",
       "34             3          2827          1977          7469  ...          4803   \n",
       "35             1          4876          2382         13042  ...          4743   \n",
       "36             0          1050           801          2419  ...          1782   \n",
       "37             2          3075          7003          7618  ...         10106   \n",
       "38             0          4090          1042          8572  ...          3972   \n",
       "39             0          2046           950          4345  ...          3618   \n",
       "40             0          2041          1367          7977  ...           840   \n",
       "41             0           889           461          4546  ...           585   \n",
       "42             0          1987          3667          5986  ...          4014   \n",
       "43             2          5727           839         15463  ...          2334   \n",
       "44             0          1778          2439          4272  ...          5617   \n",
       "45             0           539           286          1783  ...           193   \n",
       "46             3          1911          1034          7008  ...          3065   \n",
       "\n",
       "    23시-24시 하차인원  00시-01시 승차인원  00시-01시 하차인원  01시-02시 승차인원  01시-02시 하차인원  \\\n",
       "0           4919            31           720             0             0   \n",
       "1          12861             7             4             0             0   \n",
       "2           2034             5            58             0             0   \n",
       "3          14774            18           387             0             0   \n",
       "4           8907             2            38             0             1   \n",
       "5            936             8            27             0             0   \n",
       "6           1491             0            45             0             0   \n",
       "7           1061             0             0             0             0   \n",
       "8           6529             4            28             1             3   \n",
       "9            384             0            31             0             0   \n",
       "10          4088             5          1406             0             0   \n",
       "11          1703             1            88             0             0   \n",
       "12          4046            11           296             0             0   \n",
       "13          1680             3            81             0             0   \n",
       "14          5743             0            64             0             0   \n",
       "15          4227             0             8             0             0   \n",
       "16          4104            22          1011             0             1   \n",
       "17          2322             5           954             0             0   \n",
       "18          3340             0           332             0             0   \n",
       "19          1425            11           108             0             1   \n",
       "20          6048             0             3             0             0   \n",
       "21          1904             0             1             0             0   \n",
       "22         36907            13          2702             0             0   \n",
       "23          1603             2             1             0             0   \n",
       "24          4382             1          1712             0             0   \n",
       "25          1701             1             7             0             0   \n",
       "26          3206             0             0             0             0   \n",
       "27          8782            59           533             0             0   \n",
       "28          3706            16           343             0             1   \n",
       "29         11385            11           998             0             0   \n",
       "30          7767             6           571             0             0   \n",
       "31          1393             0            11             0             0   \n",
       "32          3801             0            92             0             0   \n",
       "33          1708            29           317             0             0   \n",
       "34          3777             5           844             0             0   \n",
       "35          9860             5           740             0             0   \n",
       "36          2655             1           110             0             0   \n",
       "37          6425             0             1             0             0   \n",
       "38          6312            10           499             0             0   \n",
       "39          4329             1           414             0             0   \n",
       "40          3473             2            37             0             0   \n",
       "41          2311             0             5             1             1   \n",
       "42          2725             4          1252             0             0   \n",
       "43          9272             1            46             0             0   \n",
       "44          2679            10           171             0             0   \n",
       "45           817             0             2             0             0   \n",
       "46          4300            59           231             0             0   \n",
       "\n",
       "    02시-03시 승차인원  02시-03시 하차인원  03시-04시 승차인원  03시-04시 하차인원  \n",
       "0              0             0             0             0  \n",
       "1              0             0             0             0  \n",
       "2              0             0             0             0  \n",
       "3              0             0             0             0  \n",
       "4              0             1             0             0  \n",
       "5              0             0             0             0  \n",
       "6              0             0             0             0  \n",
       "7              0             0             0             0  \n",
       "8              1             0             0             0  \n",
       "9              0             0             0             0  \n",
       "10             0             0             0             0  \n",
       "11             0             0             0             0  \n",
       "12             0             0             0             0  \n",
       "13             0             0             0             0  \n",
       "14             0             0             0             0  \n",
       "15             0             0             0             0  \n",
       "16             0             0             0             0  \n",
       "17             0             0             0             0  \n",
       "18             0             0             0             0  \n",
       "19             0             0             0             0  \n",
       "20             0             0             0             0  \n",
       "21             0             0             0             0  \n",
       "22             0             0             0             0  \n",
       "23             0             0             0             0  \n",
       "24             0             0             0             0  \n",
       "25             0             0             0             0  \n",
       "26             0             0             0             0  \n",
       "27             0             0             0             0  \n",
       "28             0             0             0             0  \n",
       "29             0             0             0             0  \n",
       "30             0             0             0             0  \n",
       "31             0             0             0             0  \n",
       "32             0             0             0             0  \n",
       "33             0             0             0             0  \n",
       "34             0             0             0             0  \n",
       "35             0             1             0             0  \n",
       "36             0             0             0             0  \n",
       "37             0             0             0             0  \n",
       "38             0             0             0             0  \n",
       "39             0             0             0             0  \n",
       "40             0             1             0             0  \n",
       "41             0             0             0             0  \n",
       "42             0             0             0             0  \n",
       "43             0             0             0             0  \n",
       "44             0             0             0             0  \n",
       "45             0             0             0             0  \n",
       "46             0             0             0             0  \n",
       "\n",
       "[47 rows x 53 columns]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = data1[[\"역이름\",\"경도\",\"위도\",\"07시-08시 하차인원\",\"08시-09시 하차인원\",\"09시-10시 하차인원\",\"10시-11시 하차인원\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "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>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>07시-08시 하차인원</th>\n",
       "      <th>08시-09시 하차인원</th>\n",
       "      <th>09시-10시 하차인원</th>\n",
       "      <th>10시-11시 하차인원</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>48223</td>\n",
       "      <td>162627</td>\n",
       "      <td>136429</td>\n",
       "      <td>54003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>151261</td>\n",
       "      <td>321542</td>\n",
       "      <td>311718</td>\n",
       "      <td>143770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>5893</td>\n",
       "      <td>9584</td>\n",
       "      <td>6559</td>\n",
       "      <td>4762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>97183</td>\n",
       "      <td>143408</td>\n",
       "      <td>144955</td>\n",
       "      <td>122455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>77274</td>\n",
       "      <td>206253</td>\n",
       "      <td>167263</td>\n",
       "      <td>80836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>9114</td>\n",
       "      <td>5010</td>\n",
       "      <td>2185</td>\n",
       "      <td>1577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>3438</td>\n",
       "      <td>7021</td>\n",
       "      <td>5142</td>\n",
       "      <td>3524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>40486</td>\n",
       "      <td>144018</td>\n",
       "      <td>59971</td>\n",
       "      <td>20073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>57915</td>\n",
       "      <td>157828</td>\n",
       "      <td>77899</td>\n",
       "      <td>44551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>3799</td>\n",
       "      <td>4956</td>\n",
       "      <td>1685</td>\n",
       "      <td>1191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>24118</td>\n",
       "      <td>81894</td>\n",
       "      <td>41318</td>\n",
       "      <td>17156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>9892</td>\n",
       "      <td>17370</td>\n",
       "      <td>7914</td>\n",
       "      <td>6183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>45428</td>\n",
       "      <td>123263</td>\n",
       "      <td>98532</td>\n",
       "      <td>39145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>5195</td>\n",
       "      <td>8899</td>\n",
       "      <td>4307</td>\n",
       "      <td>2924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>14955</td>\n",
       "      <td>26268</td>\n",
       "      <td>10545</td>\n",
       "      <td>7709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>18100</td>\n",
       "      <td>25358</td>\n",
       "      <td>17181</td>\n",
       "      <td>12290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>29395</td>\n",
       "      <td>45345</td>\n",
       "      <td>31663</td>\n",
       "      <td>15720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>6012</td>\n",
       "      <td>9156</td>\n",
       "      <td>6291</td>\n",
       "      <td>5997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>22345</td>\n",
       "      <td>68692</td>\n",
       "      <td>39661</td>\n",
       "      <td>14097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>11643</td>\n",
       "      <td>19121</td>\n",
       "      <td>16063</td>\n",
       "      <td>7991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>28739</td>\n",
       "      <td>74042</td>\n",
       "      <td>46808</td>\n",
       "      <td>22564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>33223</td>\n",
       "      <td>90517</td>\n",
       "      <td>60872</td>\n",
       "      <td>25448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>61733</td>\n",
       "      <td>97798</td>\n",
       "      <td>72723</td>\n",
       "      <td>57634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>5238</td>\n",
       "      <td>7459</td>\n",
       "      <td>3347</td>\n",
       "      <td>2784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>119470</td>\n",
       "      <td>320875</td>\n",
       "      <td>219840</td>\n",
       "      <td>87551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>13812</td>\n",
       "      <td>39510</td>\n",
       "      <td>28374</td>\n",
       "      <td>11414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>48376</td>\n",
       "      <td>122231</td>\n",
       "      <td>86755</td>\n",
       "      <td>35816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>146640</td>\n",
       "      <td>397301</td>\n",
       "      <td>286780</td>\n",
       "      <td>124570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>28787</td>\n",
       "      <td>111467</td>\n",
       "      <td>86655</td>\n",
       "      <td>32772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>58401</td>\n",
       "      <td>98158</td>\n",
       "      <td>54688</td>\n",
       "      <td>39552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>41755</td>\n",
       "      <td>90326</td>\n",
       "      <td>99339</td>\n",
       "      <td>53548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>7147</td>\n",
       "      <td>8968</td>\n",
       "      <td>5367</td>\n",
       "      <td>3962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>44201</td>\n",
       "      <td>114242</td>\n",
       "      <td>136267</td>\n",
       "      <td>65990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>22995</td>\n",
       "      <td>70720</td>\n",
       "      <td>104489</td>\n",
       "      <td>46994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>44514</td>\n",
       "      <td>134161</td>\n",
       "      <td>154460</td>\n",
       "      <td>70970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>105902</td>\n",
       "      <td>240644</td>\n",
       "      <td>126230</td>\n",
       "      <td>52654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>18677</td>\n",
       "      <td>57679</td>\n",
       "      <td>40405</td>\n",
       "      <td>18493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>128541</td>\n",
       "      <td>329368</td>\n",
       "      <td>264016</td>\n",
       "      <td>97649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>15025</td>\n",
       "      <td>41524</td>\n",
       "      <td>26313</td>\n",
       "      <td>17937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>11233</td>\n",
       "      <td>26480</td>\n",
       "      <td>20908</td>\n",
       "      <td>13327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>29554</td>\n",
       "      <td>25794</td>\n",
       "      <td>17003</td>\n",
       "      <td>14589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>6916</td>\n",
       "      <td>10048</td>\n",
       "      <td>6587</td>\n",
       "      <td>4451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>59048</td>\n",
       "      <td>146644</td>\n",
       "      <td>95240</td>\n",
       "      <td>36640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>18108</td>\n",
       "      <td>42121</td>\n",
       "      <td>31841</td>\n",
       "      <td>23039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>53770</td>\n",
       "      <td>188240</td>\n",
       "      <td>138279</td>\n",
       "      <td>44886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>3346</td>\n",
       "      <td>7762</td>\n",
       "      <td>5418</td>\n",
       "      <td>4995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>25343</td>\n",
       "      <td>44301</td>\n",
       "      <td>37652</td>\n",
       "      <td>22198</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  07시-08시 하차인원  08시-09시 하차인원  09시-10시 하차인원  \\\n",
       "0     강남구청역  127.041287  37.517201         48223        162627        136429   \n",
       "1       강남역  127.027978  37.498085        151261        321542        311718   \n",
       "2      개포동역  127.066103  37.489132          5893          9584          6559   \n",
       "3    고속터미널역  127.005135  37.504540         97183        143408        144955   \n",
       "4       교대역  127.013863  37.492736         77274        206253        167263   \n",
       "5       구룡역  127.059475  37.487027          9114          5010          2185   \n",
       "6      구반포역  126.987447  37.501422          3438          7021          5142   \n",
       "7    국회의사당역  126.917821  37.528136         40486        144018         59971   \n",
       "8    남부터미널역  127.016191  37.485185         57915        157828         77899   \n",
       "9      남태령역  126.989081  37.464246          3799          4956          1685   \n",
       "10      내방역  126.993578  37.487655         24118         81894         41318   \n",
       "11     녹사평역  126.986536  37.534705          9892         17370          7914   \n",
       "12      논현역  127.021649  37.511187         45428        123263         98532   \n",
       "13   대모산입구역  127.073070  37.491543          5195          8899          4307   \n",
       "14      대청역  127.079518  37.493701         14955         26268         10545   \n",
       "15      대치역  127.063190  37.494486         18100         25358         17181   \n",
       "16      도곡역  127.055498  37.490976         29395         45345         31663   \n",
       "17      동작역  126.980299  37.502971          6012          9156          6291   \n",
       "18      매봉역  127.046698  37.486925         22345         68692         39661   \n",
       "19      반포역  127.011582  37.508143         11643         19121         16063   \n",
       "20      방배역  126.997535  37.481456         28739         74042         46808   \n",
       "21     봉은사역  127.060220  37.514237         33223         90517         60872   \n",
       "22      사당역  126.981550  37.476553         61733         97798         72723   \n",
       "23      사평역  127.015268  37.504233          5238          7459          3347   \n",
       "24      삼성역  127.063021  37.508812        119470        320875        219840   \n",
       "25    삼성중앙역  127.053026  37.512961         13812         39510         28374   \n",
       "26      서초역  127.007644  37.491836         48376        122231         86755   \n",
       "27      선릉역  127.048948  37.504494        146640        397301        286780   \n",
       "28     선정릉역  127.043614  37.510929         28787        111467         86655   \n",
       "29      수서역  127.104452  37.485284         58401         98158         54688   \n",
       "30     신논현역  127.025469  37.504808         41755         90326         99339   \n",
       "31     신반포역  126.996064  37.503495          7147          8968          5367   \n",
       "32      신사역  127.020293  37.516431         44201        114242        136267   \n",
       "33  압구정로데오역  127.040591  37.527509         22995         70720        104489   \n",
       "34     압구정역  127.028486  37.526485         44514        134161        154460   \n",
       "35      양재역  127.034146  37.484569        105902        240644        126230   \n",
       "36      언주역  127.033953  37.507328         18677         57679         40405   \n",
       "37      역삼역  127.036460  37.500660        128541        329368        264016   \n",
       "38      이수역  126.982203  37.486789         15025         41524         26313   \n",
       "39     이태원역  126.994320  37.534507         11233         26480         20908   \n",
       "40      일원역  127.084121  37.483985         29554         25794         17003   \n",
       "41      잠원역  127.011401  37.512883          6916         10048          6587   \n",
       "42      청담역  127.053709  37.519448         59048        146644         95240   \n",
       "43   총신대입구역  126.982203  37.486789         18108         42121         31841   \n",
       "44      학동역  127.031897  37.514357         53770        188240        138279   \n",
       "45     학여울역  127.071153  37.496878          3346          7762          5418   \n",
       "46      한티역  127.052901  37.496275         25343         44301         37652   \n",
       "\n",
       "    10시-11시 하차인원  \n",
       "0          54003  \n",
       "1         143770  \n",
       "2           4762  \n",
       "3         122455  \n",
       "4          80836  \n",
       "5           1577  \n",
       "6           3524  \n",
       "7          20073  \n",
       "8          44551  \n",
       "9           1191  \n",
       "10         17156  \n",
       "11          6183  \n",
       "12         39145  \n",
       "13          2924  \n",
       "14          7709  \n",
       "15         12290  \n",
       "16         15720  \n",
       "17          5997  \n",
       "18         14097  \n",
       "19          7991  \n",
       "20         22564  \n",
       "21         25448  \n",
       "22         57634  \n",
       "23          2784  \n",
       "24         87551  \n",
       "25         11414  \n",
       "26         35816  \n",
       "27        124570  \n",
       "28         32772  \n",
       "29         39552  \n",
       "30         53548  \n",
       "31          3962  \n",
       "32         65990  \n",
       "33         46994  \n",
       "34         70970  \n",
       "35         52654  \n",
       "36         18493  \n",
       "37         97649  \n",
       "38         17937  \n",
       "39         13327  \n",
       "40         14589  \n",
       "41          4451  \n",
       "42         36640  \n",
       "43         23039  \n",
       "44         44886  \n",
       "45          4995  \n",
       "46         22198  "
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-111-8c2c1073cb5d>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1[\"아침총승객수\"] = data1[\"07시-08시 하차인원\"] + data1[\"08시-09시 하차인원\"]+ data1[\"09시-10시 하차인원\"]+ data1[\"10시-11시 하차인원\"]\n"
     ]
    }
   ],
   "source": [
    "data1[\"아침총승객수\"] = data1[\"07시-08시 하차인원\"] + data1[\"08시-09시 하차인원\"]+ data1[\"09시-10시 하차인원\"]+ data1[\"10시-11시 하차인원\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "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>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>아침총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>401282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>928291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>26798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>508001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>531626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>17886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>19125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>264548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>338193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>11631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>164486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>41359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>306368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>21325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>59477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>72929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>122123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>27456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>144795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>54818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>172153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>210060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>289888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>18828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>747736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>93110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>293178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>955291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>259681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>250799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>284968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>25444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>360700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>245198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>404105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>525430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>135254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>819574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>100799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>71948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>86940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>28002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>337572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>115109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>425175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>21521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>129494</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  아침총승객수\n",
       "0     강남구청역  127.041287  37.517201  401282\n",
       "1       강남역  127.027978  37.498085  928291\n",
       "2      개포동역  127.066103  37.489132   26798\n",
       "3    고속터미널역  127.005135  37.504540  508001\n",
       "4       교대역  127.013863  37.492736  531626\n",
       "5       구룡역  127.059475  37.487027   17886\n",
       "6      구반포역  126.987447  37.501422   19125\n",
       "7    국회의사당역  126.917821  37.528136  264548\n",
       "8    남부터미널역  127.016191  37.485185  338193\n",
       "9      남태령역  126.989081  37.464246   11631\n",
       "10      내방역  126.993578  37.487655  164486\n",
       "11     녹사평역  126.986536  37.534705   41359\n",
       "12      논현역  127.021649  37.511187  306368\n",
       "13   대모산입구역  127.073070  37.491543   21325\n",
       "14      대청역  127.079518  37.493701   59477\n",
       "15      대치역  127.063190  37.494486   72929\n",
       "16      도곡역  127.055498  37.490976  122123\n",
       "17      동작역  126.980299  37.502971   27456\n",
       "18      매봉역  127.046698  37.486925  144795\n",
       "19      반포역  127.011582  37.508143   54818\n",
       "20      방배역  126.997535  37.481456  172153\n",
       "21     봉은사역  127.060220  37.514237  210060\n",
       "22      사당역  126.981550  37.476553  289888\n",
       "23      사평역  127.015268  37.504233   18828\n",
       "24      삼성역  127.063021  37.508812  747736\n",
       "25    삼성중앙역  127.053026  37.512961   93110\n",
       "26      서초역  127.007644  37.491836  293178\n",
       "27      선릉역  127.048948  37.504494  955291\n",
       "28     선정릉역  127.043614  37.510929  259681\n",
       "29      수서역  127.104452  37.485284  250799\n",
       "30     신논현역  127.025469  37.504808  284968\n",
       "31     신반포역  126.996064  37.503495   25444\n",
       "32      신사역  127.020293  37.516431  360700\n",
       "33  압구정로데오역  127.040591  37.527509  245198\n",
       "34     압구정역  127.028486  37.526485  404105\n",
       "35      양재역  127.034146  37.484569  525430\n",
       "36      언주역  127.033953  37.507328  135254\n",
       "37      역삼역  127.036460  37.500660  819574\n",
       "38      이수역  126.982203  37.486789  100799\n",
       "39     이태원역  126.994320  37.534507   71948\n",
       "40      일원역  127.084121  37.483985   86940\n",
       "41      잠원역  127.011401  37.512883   28002\n",
       "42      청담역  127.053709  37.519448  337572\n",
       "43   총신대입구역  126.982203  37.486789  115109\n",
       "44      학동역  127.031897  37.514357  425175\n",
       "45     학여울역  127.071153  37.496878   21521\n",
       "46      한티역  127.052901  37.496275  129494"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"역이름\",\"경도\",\"위도\",\"아침총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-113-19edd474c248>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['sub_cnt']=1\n",
      "<ipython-input-113-19edd474c248>:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['경도'] = data1['경도'].astype(float)\n",
      "<ipython-input-113-19edd474c248>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['위도'] = data1['위도'].astype(float)\n",
      "<ipython-input-113-19edd474c248>:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['point'] = data1.apply(lambda row : Point([row['경도'], row['위도']]), axis=1)\n"
     ]
    }
   ],
   "source": [
    "data1['sub_cnt']=1\n",
    "data1['경도'] = data1['경도'].astype(float)\n",
    "data1['위도'] = data1['위도'].astype(float)\n",
    "data1['point'] = data1.apply(lambda row : Point([row['경도'], row['위도']]), axis=1)\n",
    "data1 = gpd.GeoDataFrame(data1, geometry='point')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>아침총승객수</th>\n",
       "      <th>sub_cnt</th>\n",
       "      <th>point</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>401282</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04129 37.51720)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>928291</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02798 37.49809)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>26798</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06610 37.48913)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>508001</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00513 37.50454)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>531626</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01386 37.49274)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>17886</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05947 37.48703)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>19125</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98745 37.50142)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>264548</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.91782 37.52814)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>338193</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01619 37.48519)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>11631</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98908 37.46425)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>164486</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99358 37.48765)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>41359</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98654 37.53470)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>306368</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02165 37.51119)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>21325</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07307 37.49154)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>59477</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07952 37.49370)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>72929</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06319 37.49449)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>122123</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05550 37.49098)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>27456</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98030 37.50297)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>144795</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04670 37.48693)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>54818</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01158 37.50814)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>172153</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99754 37.48146)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>210060</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06022 37.51424)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>289888</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98155 37.47655)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>18828</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01527 37.50423)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>747736</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06302 37.50881)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>93110</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05303 37.51296)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>293178</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00764 37.49184)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>955291</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04895 37.50449)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>259681</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04361 37.51093)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>250799</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10445 37.48528)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>284968</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02547 37.50481)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>25444</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99606 37.50349)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>360700</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02029 37.51643)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>245198</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04059 37.52751)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>404105</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02849 37.52648)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>525430</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03415 37.48457)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>135254</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03395 37.50733)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>819574</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03646 37.50066)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>100799</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>71948</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99432 37.53451)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>86940</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08412 37.48399)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>28002</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01140 37.51288)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>337572</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05371 37.51945)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>115109</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>425175</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03190 37.51436)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>21521</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07115 37.49688)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>129494</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05290 37.49627)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  아침총승객수  sub_cnt  \\\n",
       "0     강남구청역  127.041287  37.517201  401282        1   \n",
       "1       강남역  127.027978  37.498085  928291        1   \n",
       "2      개포동역  127.066103  37.489132   26798        1   \n",
       "3    고속터미널역  127.005135  37.504540  508001        1   \n",
       "4       교대역  127.013863  37.492736  531626        1   \n",
       "5       구룡역  127.059475  37.487027   17886        1   \n",
       "6      구반포역  126.987447  37.501422   19125        1   \n",
       "7    국회의사당역  126.917821  37.528136  264548        1   \n",
       "8    남부터미널역  127.016191  37.485185  338193        1   \n",
       "9      남태령역  126.989081  37.464246   11631        1   \n",
       "10      내방역  126.993578  37.487655  164486        1   \n",
       "11     녹사평역  126.986536  37.534705   41359        1   \n",
       "12      논현역  127.021649  37.511187  306368        1   \n",
       "13   대모산입구역  127.073070  37.491543   21325        1   \n",
       "14      대청역  127.079518  37.493701   59477        1   \n",
       "15      대치역  127.063190  37.494486   72929        1   \n",
       "16      도곡역  127.055498  37.490976  122123        1   \n",
       "17      동작역  126.980299  37.502971   27456        1   \n",
       "18      매봉역  127.046698  37.486925  144795        1   \n",
       "19      반포역  127.011582  37.508143   54818        1   \n",
       "20      방배역  126.997535  37.481456  172153        1   \n",
       "21     봉은사역  127.060220  37.514237  210060        1   \n",
       "22      사당역  126.981550  37.476553  289888        1   \n",
       "23      사평역  127.015268  37.504233   18828        1   \n",
       "24      삼성역  127.063021  37.508812  747736        1   \n",
       "25    삼성중앙역  127.053026  37.512961   93110        1   \n",
       "26      서초역  127.007644  37.491836  293178        1   \n",
       "27      선릉역  127.048948  37.504494  955291        1   \n",
       "28     선정릉역  127.043614  37.510929  259681        1   \n",
       "29      수서역  127.104452  37.485284  250799        1   \n",
       "30     신논현역  127.025469  37.504808  284968        1   \n",
       "31     신반포역  126.996064  37.503495   25444        1   \n",
       "32      신사역  127.020293  37.516431  360700        1   \n",
       "33  압구정로데오역  127.040591  37.527509  245198        1   \n",
       "34     압구정역  127.028486  37.526485  404105        1   \n",
       "35      양재역  127.034146  37.484569  525430        1   \n",
       "36      언주역  127.033953  37.507328  135254        1   \n",
       "37      역삼역  127.036460  37.500660  819574        1   \n",
       "38      이수역  126.982203  37.486789  100799        1   \n",
       "39     이태원역  126.994320  37.534507   71948        1   \n",
       "40      일원역  127.084121  37.483985   86940        1   \n",
       "41      잠원역  127.011401  37.512883   28002        1   \n",
       "42      청담역  127.053709  37.519448  337572        1   \n",
       "43   총신대입구역  126.982203  37.486789  115109        1   \n",
       "44      학동역  127.031897  37.514357  425175        1   \n",
       "45     학여울역  127.071153  37.496878   21521        1   \n",
       "46      한티역  127.052901  37.496275  129494        1   \n",
       "\n",
       "                         point  \n",
       "0   POINT (127.04129 37.51720)  \n",
       "1   POINT (127.02798 37.49809)  \n",
       "2   POINT (127.06610 37.48913)  \n",
       "3   POINT (127.00513 37.50454)  \n",
       "4   POINT (127.01386 37.49274)  \n",
       "5   POINT (127.05947 37.48703)  \n",
       "6   POINT (126.98745 37.50142)  \n",
       "7   POINT (126.91782 37.52814)  \n",
       "8   POINT (127.01619 37.48519)  \n",
       "9   POINT (126.98908 37.46425)  \n",
       "10  POINT (126.99358 37.48765)  \n",
       "11  POINT (126.98654 37.53470)  \n",
       "12  POINT (127.02165 37.51119)  \n",
       "13  POINT (127.07307 37.49154)  \n",
       "14  POINT (127.07952 37.49370)  \n",
       "15  POINT (127.06319 37.49449)  \n",
       "16  POINT (127.05550 37.49098)  \n",
       "17  POINT (126.98030 37.50297)  \n",
       "18  POINT (127.04670 37.48693)  \n",
       "19  POINT (127.01158 37.50814)  \n",
       "20  POINT (126.99754 37.48146)  \n",
       "21  POINT (127.06022 37.51424)  \n",
       "22  POINT (126.98155 37.47655)  \n",
       "23  POINT (127.01527 37.50423)  \n",
       "24  POINT (127.06302 37.50881)  \n",
       "25  POINT (127.05303 37.51296)  \n",
       "26  POINT (127.00764 37.49184)  \n",
       "27  POINT (127.04895 37.50449)  \n",
       "28  POINT (127.04361 37.51093)  \n",
       "29  POINT (127.10445 37.48528)  \n",
       "30  POINT (127.02547 37.50481)  \n",
       "31  POINT (126.99606 37.50349)  \n",
       "32  POINT (127.02029 37.51643)  \n",
       "33  POINT (127.04059 37.52751)  \n",
       "34  POINT (127.02849 37.52648)  \n",
       "35  POINT (127.03415 37.48457)  \n",
       "36  POINT (127.03395 37.50733)  \n",
       "37  POINT (127.03646 37.50066)  \n",
       "38  POINT (126.98220 37.48679)  \n",
       "39  POINT (126.99432 37.53451)  \n",
       "40  POINT (127.08412 37.48399)  \n",
       "41  POINT (127.01140 37.51288)  \n",
       "42  POINT (127.05371 37.51945)  \n",
       "43  POINT (126.98220 37.48679)  \n",
       "44  POINT (127.03190 37.51436)  \n",
       "45  POINT (127.07115 37.49688)  \n",
       "46  POINT (127.05290 37.49627)  "
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████| 47/47 [00:07<00:00,  5.96it/s]\n"
     ]
    }
   ],
   "source": [
    "gid_list = []\n",
    "for i in tqdm(range(data1.shape[0])):\n",
    "    point = data1['point'].iloc[i]\n",
    "    if data_gid['geometry'].contains(point).sum() == 0:\n",
    "        g1 = \"Na\"\n",
    "    else :\n",
    "        g = data_gid['gid'].loc[data_gid['geometry'].contains(point)]\n",
    "        g1 = g.iloc[0]\n",
    "    gid_list.append(g1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>아침총승객수</th>\n",
       "      <th>sub_cnt</th>\n",
       "      <th>point</th>\n",
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       "      <th>TL_cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>401282</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04129 37.51720)</td>\n",
       "      <td>다사594465</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>928291</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02798 37.49809)</td>\n",
       "      <td>다사582444</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>26798</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06610 37.48913)</td>\n",
       "      <td>다사616434</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>508001</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00513 37.50454)</td>\n",
       "      <td>다사562451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>531626</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01386 37.49274)</td>\n",
       "      <td>다사570438</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>17886</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05947 37.48703)</td>\n",
       "      <td>다사610431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>19125</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98745 37.50142)</td>\n",
       "      <td>다사546448</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>264548</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.91782 37.52814)</td>\n",
       "      <td>Na</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>338193</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01619 37.48519)</td>\n",
       "      <td>다사572429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>11631</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98908 37.46425)</td>\n",
       "      <td>다사548406</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>164486</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99358 37.48765)</td>\n",
       "      <td>다사552432</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>41359</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98654 37.53470)</td>\n",
       "      <td>Na</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>306368</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02165 37.51119)</td>\n",
       "      <td>다사577458</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>21325</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07307 37.49154)</td>\n",
       "      <td>다사622436</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>59477</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07952 37.49370)</td>\n",
       "      <td>다사628439</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>72929</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06319 37.49449)</td>\n",
       "      <td>다사613440</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>122123</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05550 37.49098)</td>\n",
       "      <td>다사607436</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>27456</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98030 37.50297)</td>\n",
       "      <td>다사540449</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>144795</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04670 37.48693)</td>\n",
       "      <td>다사599431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>54818</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01158 37.50814)</td>\n",
       "      <td>다사568455</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>172153</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99754 37.48146)</td>\n",
       "      <td>다사555425</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>210060</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06022 37.51424)</td>\n",
       "      <td>다사611461</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>289888</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98155 37.47655)</td>\n",
       "      <td>다사541420</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>18828</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01527 37.50423)</td>\n",
       "      <td>다사571451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>747736</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06302 37.50881)</td>\n",
       "      <td>다사613455</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>93110</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05303 37.51296)</td>\n",
       "      <td>다사604460</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>293178</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00764 37.49184)</td>\n",
       "      <td>다사564437</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>955291</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04895 37.50449)</td>\n",
       "      <td>다사601451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>259681</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04361 37.51093)</td>\n",
       "      <td>다사596458</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>250799</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10445 37.48528)</td>\n",
       "      <td>다사650429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>284968</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02547 37.50481)</td>\n",
       "      <td>다사580451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>25444</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99606 37.50349)</td>\n",
       "      <td>다사554450</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>360700</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02029 37.51643)</td>\n",
       "      <td>다사576464</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>245198</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04059 37.52751)</td>\n",
       "      <td>다사594476</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>404105</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02849 37.52648)</td>\n",
       "      <td>다사583475</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>525430</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03415 37.48457)</td>\n",
       "      <td>다사588429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>135254</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03395 37.50733)</td>\n",
       "      <td>다사588454</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>819574</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03646 37.50066)</td>\n",
       "      <td>다사590447</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>100799</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "      <td>다사542431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>71948</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99432 37.53451)</td>\n",
       "      <td>Na</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>86940</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08412 37.48399)</td>\n",
       "      <td>다사632428</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>28002</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01140 37.51288)</td>\n",
       "      <td>다사568460</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>337572</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05371 37.51945)</td>\n",
       "      <td>다사605467</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>115109</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "      <td>다사542431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>425175</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03190 37.51436)</td>\n",
       "      <td>다사586462</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>21521</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07115 37.49688)</td>\n",
       "      <td>다사620442</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>129494</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05290 37.49627)</td>\n",
       "      <td>다사604442</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  아침총승객수  sub_cnt  \\\n",
       "0     강남구청역  127.041287  37.517201  401282        1   \n",
       "1       강남역  127.027978  37.498085  928291        1   \n",
       "2      개포동역  127.066103  37.489132   26798        1   \n",
       "3    고속터미널역  127.005135  37.504540  508001        1   \n",
       "4       교대역  127.013863  37.492736  531626        1   \n",
       "5       구룡역  127.059475  37.487027   17886        1   \n",
       "6      구반포역  126.987447  37.501422   19125        1   \n",
       "7    국회의사당역  126.917821  37.528136  264548        1   \n",
       "8    남부터미널역  127.016191  37.485185  338193        1   \n",
       "9      남태령역  126.989081  37.464246   11631        1   \n",
       "10      내방역  126.993578  37.487655  164486        1   \n",
       "11     녹사평역  126.986536  37.534705   41359        1   \n",
       "12      논현역  127.021649  37.511187  306368        1   \n",
       "13   대모산입구역  127.073070  37.491543   21325        1   \n",
       "14      대청역  127.079518  37.493701   59477        1   \n",
       "15      대치역  127.063190  37.494486   72929        1   \n",
       "16      도곡역  127.055498  37.490976  122123        1   \n",
       "17      동작역  126.980299  37.502971   27456        1   \n",
       "18      매봉역  127.046698  37.486925  144795        1   \n",
       "19      반포역  127.011582  37.508143   54818        1   \n",
       "20      방배역  126.997535  37.481456  172153        1   \n",
       "21     봉은사역  127.060220  37.514237  210060        1   \n",
       "22      사당역  126.981550  37.476553  289888        1   \n",
       "23      사평역  127.015268  37.504233   18828        1   \n",
       "24      삼성역  127.063021  37.508812  747736        1   \n",
       "25    삼성중앙역  127.053026  37.512961   93110        1   \n",
       "26      서초역  127.007644  37.491836  293178        1   \n",
       "27      선릉역  127.048948  37.504494  955291        1   \n",
       "28     선정릉역  127.043614  37.510929  259681        1   \n",
       "29      수서역  127.104452  37.485284  250799        1   \n",
       "30     신논현역  127.025469  37.504808  284968        1   \n",
       "31     신반포역  126.996064  37.503495   25444        1   \n",
       "32      신사역  127.020293  37.516431  360700        1   \n",
       "33  압구정로데오역  127.040591  37.527509  245198        1   \n",
       "34     압구정역  127.028486  37.526485  404105        1   \n",
       "35      양재역  127.034146  37.484569  525430        1   \n",
       "36      언주역  127.033953  37.507328  135254        1   \n",
       "37      역삼역  127.036460  37.500660  819574        1   \n",
       "38      이수역  126.982203  37.486789  100799        1   \n",
       "39     이태원역  126.994320  37.534507   71948        1   \n",
       "40      일원역  127.084121  37.483985   86940        1   \n",
       "41      잠원역  127.011401  37.512883   28002        1   \n",
       "42      청담역  127.053709  37.519448  337572        1   \n",
       "43   총신대입구역  126.982203  37.486789  115109        1   \n",
       "44      학동역  127.031897  37.514357  425175        1   \n",
       "45     학여울역  127.071153  37.496878   21521        1   \n",
       "46      한티역  127.052901  37.496275  129494        1   \n",
       "\n",
       "                         point       gid  TL_cnt  \n",
       "0   POINT (127.04129 37.51720)  다사594465       1  \n",
       "1   POINT (127.02798 37.49809)  다사582444       1  \n",
       "2   POINT (127.06610 37.48913)  다사616434       1  \n",
       "3   POINT (127.00513 37.50454)  다사562451       1  \n",
       "4   POINT (127.01386 37.49274)  다사570438       1  \n",
       "5   POINT (127.05947 37.48703)  다사610431       1  \n",
       "6   POINT (126.98745 37.50142)  다사546448       1  \n",
       "7   POINT (126.91782 37.52814)        Na       1  \n",
       "8   POINT (127.01619 37.48519)  다사572429       1  \n",
       "9   POINT (126.98908 37.46425)  다사548406       1  \n",
       "10  POINT (126.99358 37.48765)  다사552432       1  \n",
       "11  POINT (126.98654 37.53470)        Na       1  \n",
       "12  POINT (127.02165 37.51119)  다사577458       1  \n",
       "13  POINT (127.07307 37.49154)  다사622436       1  \n",
       "14  POINT (127.07952 37.49370)  다사628439       1  \n",
       "15  POINT (127.06319 37.49449)  다사613440       1  \n",
       "16  POINT (127.05550 37.49098)  다사607436       1  \n",
       "17  POINT (126.98030 37.50297)  다사540449       1  \n",
       "18  POINT (127.04670 37.48693)  다사599431       1  \n",
       "19  POINT (127.01158 37.50814)  다사568455       1  \n",
       "20  POINT (126.99754 37.48146)  다사555425       1  \n",
       "21  POINT (127.06022 37.51424)  다사611461       1  \n",
       "22  POINT (126.98155 37.47655)  다사541420       1  \n",
       "23  POINT (127.01527 37.50423)  다사571451       1  \n",
       "24  POINT (127.06302 37.50881)  다사613455       1  \n",
       "25  POINT (127.05303 37.51296)  다사604460       1  \n",
       "26  POINT (127.00764 37.49184)  다사564437       1  \n",
       "27  POINT (127.04895 37.50449)  다사601451       1  \n",
       "28  POINT (127.04361 37.51093)  다사596458       1  \n",
       "29  POINT (127.10445 37.48528)  다사650429       1  \n",
       "30  POINT (127.02547 37.50481)  다사580451       1  \n",
       "31  POINT (126.99606 37.50349)  다사554450       1  \n",
       "32  POINT (127.02029 37.51643)  다사576464       1  \n",
       "33  POINT (127.04059 37.52751)  다사594476       1  \n",
       "34  POINT (127.02849 37.52648)  다사583475       1  \n",
       "35  POINT (127.03415 37.48457)  다사588429       1  \n",
       "36  POINT (127.03395 37.50733)  다사588454       1  \n",
       "37  POINT (127.03646 37.50066)  다사590447       1  \n",
       "38  POINT (126.98220 37.48679)  다사542431       1  \n",
       "39  POINT (126.99432 37.53451)        Na       1  \n",
       "40  POINT (127.08412 37.48399)  다사632428       1  \n",
       "41  POINT (127.01140 37.51288)  다사568460       1  \n",
       "42  POINT (127.05371 37.51945)  다사605467       1  \n",
       "43  POINT (126.98220 37.48679)  다사542431       1  \n",
       "44  POINT (127.03190 37.51436)  다사586462       1  \n",
       "45  POINT (127.07115 37.49688)  다사620442       1  \n",
       "46  POINT (127.05290 37.49627)  다사604442       1  "
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1['gid'] = gid_list\n",
    "data1['TL_cnt']=1\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>gid</th>\n",
       "      <th>아침총승객수</th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>다사594465</td>\n",
       "      <td>401282</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사582444</td>\n",
       "      <td>928291</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사616434</td>\n",
       "      <td>26798</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사562451</td>\n",
       "      <td>508001</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사570438</td>\n",
       "      <td>531626</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>다사610431</td>\n",
       "      <td>17886</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>다사546448</td>\n",
       "      <td>19125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Na</td>\n",
       "      <td>264548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>다사572429</td>\n",
       "      <td>338193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>다사548406</td>\n",
       "      <td>11631</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>다사552432</td>\n",
       "      <td>164486</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Na</td>\n",
       "      <td>41359</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>다사577458</td>\n",
       "      <td>306368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>다사622436</td>\n",
       "      <td>21325</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>다사628439</td>\n",
       "      <td>59477</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>다사613440</td>\n",
       "      <td>72929</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>다사607436</td>\n",
       "      <td>122123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>다사540449</td>\n",
       "      <td>27456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>다사599431</td>\n",
       "      <td>144795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>다사568455</td>\n",
       "      <td>54818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>다사555425</td>\n",
       "      <td>172153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>다사611461</td>\n",
       "      <td>210060</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>다사541420</td>\n",
       "      <td>289888</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>다사571451</td>\n",
       "      <td>18828</td>\n",
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       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>다사613455</td>\n",
       "      <td>747736</td>\n",
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       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>다사604460</td>\n",
       "      <td>93110</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>다사564437</td>\n",
       "      <td>293178</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>다사601451</td>\n",
       "      <td>955291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>다사596458</td>\n",
       "      <td>259681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>다사650429</td>\n",
       "      <td>250799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>다사580451</td>\n",
       "      <td>284968</td>\n",
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       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>다사554450</td>\n",
       "      <td>25444</td>\n",
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       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>다사576464</td>\n",
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       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>다사594476</td>\n",
       "      <td>245198</td>\n",
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       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>다사583475</td>\n",
       "      <td>404105</td>\n",
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       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>다사588429</td>\n",
       "      <td>525430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>다사588454</td>\n",
       "      <td>135254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>다사590447</td>\n",
       "      <td>819574</td>\n",
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       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>다사542431</td>\n",
       "      <td>100799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Na</td>\n",
       "      <td>71948</td>\n",
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       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>다사632428</td>\n",
       "      <td>86940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>다사568460</td>\n",
       "      <td>28002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>다사605467</td>\n",
       "      <td>337572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>다사542431</td>\n",
       "      <td>115109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>다사586462</td>\n",
       "      <td>425175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>다사620442</td>\n",
       "      <td>21521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>다사604442</td>\n",
       "      <td>129494</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         gid  아침총승객수\n",
       "0   다사594465  401282\n",
       "1   다사582444  928291\n",
       "2   다사616434   26798\n",
       "3   다사562451  508001\n",
       "4   다사570438  531626\n",
       "5   다사610431   17886\n",
       "6   다사546448   19125\n",
       "7         Na  264548\n",
       "8   다사572429  338193\n",
       "9   다사548406   11631\n",
       "10  다사552432  164486\n",
       "11        Na   41359\n",
       "12  다사577458  306368\n",
       "13  다사622436   21325\n",
       "14  다사628439   59477\n",
       "15  다사613440   72929\n",
       "16  다사607436  122123\n",
       "17  다사540449   27456\n",
       "18  다사599431  144795\n",
       "19  다사568455   54818\n",
       "20  다사555425  172153\n",
       "21  다사611461  210060\n",
       "22  다사541420  289888\n",
       "23  다사571451   18828\n",
       "24  다사613455  747736\n",
       "25  다사604460   93110\n",
       "26  다사564437  293178\n",
       "27  다사601451  955291\n",
       "28  다사596458  259681\n",
       "29  다사650429  250799\n",
       "30  다사580451  284968\n",
       "31  다사554450   25444\n",
       "32  다사576464  360700\n",
       "33  다사594476  245198\n",
       "34  다사583475  404105\n",
       "35  다사588429  525430\n",
       "36  다사588454  135254\n",
       "37  다사590447  819574\n",
       "38  다사542431  100799\n",
       "39        Na   71948\n",
       "40  다사632428   86940\n",
       "41  다사568460   28002\n",
       "42  다사605467  337572\n",
       "43  다사542431  115109\n",
       "44  다사586462  425175\n",
       "45  다사620442   21521\n",
       "46  다사604442  129494"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"gid\",\"아침총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = data1[['아침총승객수', 'gid']].groupby(['gid']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>다사588454</th>\n",
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       "      <th>다사590447</th>\n",
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       "    <tr>\n",
       "      <th>다사650429</th>\n",
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      "text/plain": [
       "          아침총승객수\n",
       "gid             \n",
       "Na        377855\n",
       "다사540449   27456\n",
       "다사541420  289888\n",
       "다사542431  215908\n",
       "다사546448   19125\n",
       "다사548406   11631\n",
       "다사552432  164486\n",
       "다사554450   25444\n",
       "다사555425  172153\n",
       "다사562451  508001\n",
       "다사564437  293178\n",
       "다사568455   54818\n",
       "다사568460   28002\n",
       "다사570438  531626\n",
       "다사571451   18828\n",
       "다사572429  338193\n",
       "다사576464  360700\n",
       "다사577458  306368\n",
       "다사580451  284968\n",
       "다사582444  928291\n",
       "다사583475  404105\n",
       "다사586462  425175\n",
       "다사588429  525430\n",
       "다사588454  135254\n",
       "다사590447  819574\n",
       "다사594465  401282\n",
       "다사594476  245198\n",
       "다사596458  259681\n",
       "다사599431  144795\n",
       "다사601451  955291\n",
       "다사604442  129494\n",
       "다사604460   93110\n",
       "다사605467  337572\n",
       "다사607436  122123\n",
       "다사610431   17886\n",
       "다사611461  210060\n",
       "다사613440   72929\n",
       "다사613455  747736\n",
       "다사616434   26798\n",
       "다사620442   21521\n",
       "다사622436   21325\n",
       "다사628439   59477\n",
       "다사632428   86940\n",
       "다사650429  250799"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = result1.drop(index=0, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>gid</th>\n",
       "      <th>아침총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사540449</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사541420</td>\n",
       "      <td>289888</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사542431</td>\n",
       "      <td>215908</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사546448</td>\n",
       "      <td>19125</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>다사548406</td>\n",
       "      <td>11631</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>다사552432</td>\n",
       "      <td>164486</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>다사554450</td>\n",
       "      <td>25444</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>다사555425</td>\n",
       "      <td>172153</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>다사562451</td>\n",
       "      <td>508001</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>다사564437</td>\n",
       "      <td>293178</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>다사568455</td>\n",
       "      <td>54818</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>다사568460</td>\n",
       "      <td>28002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>다사570438</td>\n",
       "      <td>531626</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>다사571451</td>\n",
       "      <td>18828</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>다사572429</td>\n",
       "      <td>338193</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>다사576464</td>\n",
       "      <td>360700</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>다사577458</td>\n",
       "      <td>306368</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>다사580451</td>\n",
       "      <td>284968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>다사582444</td>\n",
       "      <td>928291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>다사583475</td>\n",
       "      <td>404105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>다사586462</td>\n",
       "      <td>425175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>다사588429</td>\n",
       "      <td>525430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>다사588454</td>\n",
       "      <td>135254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>다사590447</td>\n",
       "      <td>819574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>다사594465</td>\n",
       "      <td>401282</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>다사594476</td>\n",
       "      <td>245198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>다사596458</td>\n",
       "      <td>259681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>다사599431</td>\n",
       "      <td>144795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>다사601451</td>\n",
       "      <td>955291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>다사604442</td>\n",
       "      <td>129494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>다사604460</td>\n",
       "      <td>93110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>다사605467</td>\n",
       "      <td>337572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>다사607436</td>\n",
       "      <td>122123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>다사610431</td>\n",
       "      <td>17886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>다사611461</td>\n",
       "      <td>210060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>다사613440</td>\n",
       "      <td>72929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>다사613455</td>\n",
       "      <td>747736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>다사616434</td>\n",
       "      <td>26798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>다사620442</td>\n",
       "      <td>21521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>다사622436</td>\n",
       "      <td>21325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>다사628439</td>\n",
       "      <td>59477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>다사632428</td>\n",
       "      <td>86940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>다사650429</td>\n",
       "      <td>250799</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         gid  아침총승객수\n",
       "1   다사540449   27456\n",
       "2   다사541420  289888\n",
       "3   다사542431  215908\n",
       "4   다사546448   19125\n",
       "5   다사548406   11631\n",
       "6   다사552432  164486\n",
       "7   다사554450   25444\n",
       "8   다사555425  172153\n",
       "9   다사562451  508001\n",
       "10  다사564437  293178\n",
       "11  다사568455   54818\n",
       "12  다사568460   28002\n",
       "13  다사570438  531626\n",
       "14  다사571451   18828\n",
       "15  다사572429  338193\n",
       "16  다사576464  360700\n",
       "17  다사577458  306368\n",
       "18  다사580451  284968\n",
       "19  다사582444  928291\n",
       "20  다사583475  404105\n",
       "21  다사586462  425175\n",
       "22  다사588429  525430\n",
       "23  다사588454  135254\n",
       "24  다사590447  819574\n",
       "25  다사594465  401282\n",
       "26  다사594476  245198\n",
       "27  다사596458  259681\n",
       "28  다사599431  144795\n",
       "29  다사601451  955291\n",
       "30  다사604442  129494\n",
       "31  다사604460   93110\n",
       "32  다사605467  337572\n",
       "33  다사607436  122123\n",
       "34  다사610431   17886\n",
       "35  다사611461  210060\n",
       "36  다사613440   72929\n",
       "37  다사613455  747736\n",
       "38  다사616434   26798\n",
       "39  다사620442   21521\n",
       "40  다사622436   21325\n",
       "41  다사628439   59477\n",
       "42  다사632428   86940\n",
       "43  다사650429  250799"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.to_csv(\"output/그리드 전처리 완료/서초강남지하철아침하차.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 강남구서초구 지하철 승하차"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = pd.read_csv(\"output/서초강남지하철승하차.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>23시-24시 하차인원</th>\n",
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       "      <th>00시-01시 하차인원</th>\n",
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       "      <th>01시-02시 하차인원</th>\n",
       "      <th>02시-03시 승차인원</th>\n",
       "      <th>02시-03시 하차인원</th>\n",
       "      <th>03시-04시 승차인원</th>\n",
       "      <th>03시-04시 하차인원</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>5963</td>\n",
       "      <td>4919</td>\n",
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       "      <td>720</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>1</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>강남역</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>85</td>\n",
       "      <td>6</td>\n",
       "      <td>5464</td>\n",
       "      <td>10853</td>\n",
       "      <td>15861</td>\n",
       "      <td>...</td>\n",
       "      <td>24062</td>\n",
       "      <td>12861</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>개포동역</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>687</td>\n",
       "      <td>1011</td>\n",
       "      <td>3267</td>\n",
       "      <td>...</td>\n",
       "      <td>650</td>\n",
       "      <td>2034</td>\n",
       "      <td>5</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>162</td>\n",
       "      <td>8</td>\n",
       "      <td>7178</td>\n",
       "      <td>6966</td>\n",
       "      <td>14260</td>\n",
       "      <td>...</td>\n",
       "      <td>19976</td>\n",
       "      <td>14774</td>\n",
       "      <td>18</td>\n",
       "      <td>387</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>교대역</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>3120</td>\n",
       "      <td>7490</td>\n",
       "      <td>14922</td>\n",
       "      <td>...</td>\n",
       "      <td>9727</td>\n",
       "      <td>8907</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>구룡역</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>360</td>\n",
       "      <td>829</td>\n",
       "      <td>1312</td>\n",
       "      <td>...</td>\n",
       "      <td>170</td>\n",
       "      <td>936</td>\n",
       "      <td>8</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>구반포역</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>516</td>\n",
       "      <td>236</td>\n",
       "      <td>1717</td>\n",
       "      <td>...</td>\n",
       "      <td>376</td>\n",
       "      <td>1491</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>607</td>\n",
       "      <td>1731</td>\n",
       "      <td>1777</td>\n",
       "      <td>...</td>\n",
       "      <td>2165</td>\n",
       "      <td>1061</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2452</td>\n",
       "      <td>1284</td>\n",
       "      <td>8012</td>\n",
       "      <td>...</td>\n",
       "      <td>4321</td>\n",
       "      <td>6529</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>남태령역</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>453</td>\n",
       "      <td>126</td>\n",
       "      <td>824</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>384</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>내방역</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2310</td>\n",
       "      <td>1360</td>\n",
       "      <td>6570</td>\n",
       "      <td>...</td>\n",
       "      <td>2472</td>\n",
       "      <td>4088</td>\n",
       "      <td>5</td>\n",
       "      <td>1406</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>녹사평역</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>878</td>\n",
       "      <td>412</td>\n",
       "      <td>1844</td>\n",
       "      <td>...</td>\n",
       "      <td>1751</td>\n",
       "      <td>1703</td>\n",
       "      <td>1</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>논현역</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1949</td>\n",
       "      <td>1307</td>\n",
       "      <td>4498</td>\n",
       "      <td>...</td>\n",
       "      <td>7625</td>\n",
       "      <td>4046</td>\n",
       "      <td>11</td>\n",
       "      <td>296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1703</td>\n",
       "      <td>1262</td>\n",
       "      <td>3541</td>\n",
       "      <td>...</td>\n",
       "      <td>327</td>\n",
       "      <td>1680</td>\n",
       "      <td>3</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>대청역</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>3190</td>\n",
       "      <td>1020</td>\n",
       "      <td>10337</td>\n",
       "      <td>...</td>\n",
       "      <td>978</td>\n",
       "      <td>5743</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>대치역</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2250</td>\n",
       "      <td>777</td>\n",
       "      <td>10589</td>\n",
       "      <td>...</td>\n",
       "      <td>2157</td>\n",
       "      <td>4227</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>도곡역</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>68</td>\n",
       "      <td>2</td>\n",
       "      <td>2054</td>\n",
       "      <td>1365</td>\n",
       "      <td>6886</td>\n",
       "      <td>...</td>\n",
       "      <td>1812</td>\n",
       "      <td>4104</td>\n",
       "      <td>22</td>\n",
       "      <td>1011</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>동작역</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>1627</td>\n",
       "      <td>499</td>\n",
       "      <td>2962</td>\n",
       "      <td>...</td>\n",
       "      <td>820</td>\n",
       "      <td>2322</td>\n",
       "      <td>5</td>\n",
       "      <td>954</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>매봉역</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1326</td>\n",
       "      <td>459</td>\n",
       "      <td>6454</td>\n",
       "      <td>...</td>\n",
       "      <td>1461</td>\n",
       "      <td>3340</td>\n",
       "      <td>0</td>\n",
       "      <td>332</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>반포역</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>798</td>\n",
       "      <td>596</td>\n",
       "      <td>2738</td>\n",
       "      <td>...</td>\n",
       "      <td>1667</td>\n",
       "      <td>1425</td>\n",
       "      <td>11</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>방배역</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2607</td>\n",
       "      <td>3446</td>\n",
       "      <td>9244</td>\n",
       "      <td>...</td>\n",
       "      <td>3362</td>\n",
       "      <td>6048</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>봉은사역</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1474</td>\n",
       "      <td>1068</td>\n",
       "      <td>4719</td>\n",
       "      <td>...</td>\n",
       "      <td>2163</td>\n",
       "      <td>1904</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>126</td>\n",
       "      <td>126</td>\n",
       "      <td>사당역</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>275</td>\n",
       "      <td>29</td>\n",
       "      <td>21237</td>\n",
       "      <td>4055</td>\n",
       "      <td>47923</td>\n",
       "      <td>...</td>\n",
       "      <td>14109</td>\n",
       "      <td>36907</td>\n",
       "      <td>13</td>\n",
       "      <td>2702</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>127</td>\n",
       "      <td>127</td>\n",
       "      <td>사평역</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>777</td>\n",
       "      <td>173</td>\n",
       "      <td>2917</td>\n",
       "      <td>...</td>\n",
       "      <td>392</td>\n",
       "      <td>1603</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>129</td>\n",
       "      <td>129</td>\n",
       "      <td>삼성역</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>115</td>\n",
       "      <td>0</td>\n",
       "      <td>4105</td>\n",
       "      <td>4724</td>\n",
       "      <td>6837</td>\n",
       "      <td>...</td>\n",
       "      <td>6998</td>\n",
       "      <td>4382</td>\n",
       "      <td>1</td>\n",
       "      <td>1712</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>730</td>\n",
       "      <td>479</td>\n",
       "      <td>2091</td>\n",
       "      <td>...</td>\n",
       "      <td>1180</td>\n",
       "      <td>1701</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>서초역</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1260</td>\n",
       "      <td>4502</td>\n",
       "      <td>8928</td>\n",
       "      <td>...</td>\n",
       "      <td>3614</td>\n",
       "      <td>3206</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>154</td>\n",
       "      <td>154</td>\n",
       "      <td>선릉역</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>46</td>\n",
       "      <td>3</td>\n",
       "      <td>4225</td>\n",
       "      <td>7383</td>\n",
       "      <td>11972</td>\n",
       "      <td>...</td>\n",
       "      <td>12482</td>\n",
       "      <td>8782</td>\n",
       "      <td>59</td>\n",
       "      <td>533</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>156</td>\n",
       "      <td>156</td>\n",
       "      <td>선정릉역</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>1977</td>\n",
       "      <td>2173</td>\n",
       "      <td>5620</td>\n",
       "      <td>...</td>\n",
       "      <td>3157</td>\n",
       "      <td>3706</td>\n",
       "      <td>16</td>\n",
       "      <td>343</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>수서역</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>330</td>\n",
       "      <td>7</td>\n",
       "      <td>7563</td>\n",
       "      <td>4573</td>\n",
       "      <td>18120</td>\n",
       "      <td>...</td>\n",
       "      <td>6909</td>\n",
       "      <td>11385</td>\n",
       "      <td>11</td>\n",
       "      <td>998</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>신논현역</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>2782</td>\n",
       "      <td>1739</td>\n",
       "      <td>12190</td>\n",
       "      <td>...</td>\n",
       "      <td>7760</td>\n",
       "      <td>7767</td>\n",
       "      <td>6</td>\n",
       "      <td>571</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>182</td>\n",
       "      <td>182</td>\n",
       "      <td>신반포역</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>368</td>\n",
       "      <td>806</td>\n",
       "      <td>1846</td>\n",
       "      <td>...</td>\n",
       "      <td>512</td>\n",
       "      <td>1393</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>184</td>\n",
       "      <td>184</td>\n",
       "      <td>신사역</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>35</td>\n",
       "      <td>4</td>\n",
       "      <td>2420</td>\n",
       "      <td>1467</td>\n",
       "      <td>5240</td>\n",
       "      <td>...</td>\n",
       "      <td>6107</td>\n",
       "      <td>3801</td>\n",
       "      <td>0</td>\n",
       "      <td>92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>1187</td>\n",
       "      <td>724</td>\n",
       "      <td>3231</td>\n",
       "      <td>...</td>\n",
       "      <td>3363</td>\n",
       "      <td>1708</td>\n",
       "      <td>29</td>\n",
       "      <td>317</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>압구정역</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>49</td>\n",
       "      <td>3</td>\n",
       "      <td>2827</td>\n",
       "      <td>1977</td>\n",
       "      <td>7469</td>\n",
       "      <td>...</td>\n",
       "      <td>4803</td>\n",
       "      <td>3777</td>\n",
       "      <td>5</td>\n",
       "      <td>844</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>202</td>\n",
       "      <td>202</td>\n",
       "      <td>양재역</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>4876</td>\n",
       "      <td>2382</td>\n",
       "      <td>13042</td>\n",
       "      <td>...</td>\n",
       "      <td>4743</td>\n",
       "      <td>9860</td>\n",
       "      <td>5</td>\n",
       "      <td>740</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>207</td>\n",
       "      <td>207</td>\n",
       "      <td>언주역</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1050</td>\n",
       "      <td>801</td>\n",
       "      <td>2419</td>\n",
       "      <td>...</td>\n",
       "      <td>1782</td>\n",
       "      <td>2655</td>\n",
       "      <td>1</td>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>역삼역</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "      <td>3075</td>\n",
       "      <td>7003</td>\n",
       "      <td>7618</td>\n",
       "      <td>...</td>\n",
       "      <td>10106</td>\n",
       "      <td>6425</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>239</td>\n",
       "      <td>239</td>\n",
       "      <td>이수역</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>4090</td>\n",
       "      <td>1042</td>\n",
       "      <td>8572</td>\n",
       "      <td>...</td>\n",
       "      <td>3972</td>\n",
       "      <td>6312</td>\n",
       "      <td>10</td>\n",
       "      <td>499</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>241</td>\n",
       "      <td>241</td>\n",
       "      <td>이태원역</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2046</td>\n",
       "      <td>950</td>\n",
       "      <td>4345</td>\n",
       "      <td>...</td>\n",
       "      <td>3618</td>\n",
       "      <td>4329</td>\n",
       "      <td>1</td>\n",
       "      <td>414</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>242</td>\n",
       "      <td>242</td>\n",
       "      <td>일원역</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2041</td>\n",
       "      <td>1367</td>\n",
       "      <td>7977</td>\n",
       "      <td>...</td>\n",
       "      <td>840</td>\n",
       "      <td>3473</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>246</td>\n",
       "      <td>246</td>\n",
       "      <td>잠원역</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>889</td>\n",
       "      <td>461</td>\n",
       "      <td>4546</td>\n",
       "      <td>...</td>\n",
       "      <td>585</td>\n",
       "      <td>2311</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>267</td>\n",
       "      <td>267</td>\n",
       "      <td>청담역</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>3667</td>\n",
       "      <td>5986</td>\n",
       "      <td>...</td>\n",
       "      <td>4014</td>\n",
       "      <td>2725</td>\n",
       "      <td>4</td>\n",
       "      <td>1252</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>269</td>\n",
       "      <td>269</td>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>5727</td>\n",
       "      <td>839</td>\n",
       "      <td>15463</td>\n",
       "      <td>...</td>\n",
       "      <td>2334</td>\n",
       "      <td>9272</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>274</td>\n",
       "      <td>274</td>\n",
       "      <td>학동역</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1778</td>\n",
       "      <td>2439</td>\n",
       "      <td>4272</td>\n",
       "      <td>...</td>\n",
       "      <td>5617</td>\n",
       "      <td>2679</td>\n",
       "      <td>10</td>\n",
       "      <td>171</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>275</td>\n",
       "      <td>275</td>\n",
       "      <td>학여울역</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>539</td>\n",
       "      <td>286</td>\n",
       "      <td>1783</td>\n",
       "      <td>...</td>\n",
       "      <td>193</td>\n",
       "      <td>817</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>281</td>\n",
       "      <td>281</td>\n",
       "      <td>한티역</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>1911</td>\n",
       "      <td>1034</td>\n",
       "      <td>7008</td>\n",
       "      <td>...</td>\n",
       "      <td>3065</td>\n",
       "      <td>4300</td>\n",
       "      <td>59</td>\n",
       "      <td>231</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>47 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0  Unnamed: 0.1      역이름         위도          경도  04시-05시 승차인원  \\\n",
       "0            5             5    강남구청역  37.517201  127.041287             8   \n",
       "1            6             6      강남역  37.498085  127.027978            85   \n",
       "2           12            12     개포동역  37.489132  127.066103             2   \n",
       "3           20            20   고속터미널역  37.504540  127.005135           162   \n",
       "4           28            28      교대역  37.492736  127.013863            43   \n",
       "5           31            31      구룡역  37.487027  127.059475             0   \n",
       "6           32            32     구반포역  37.501422  126.987447             0   \n",
       "7           37            37   국회의사당역  37.528136  126.917821             3   \n",
       "8           48            48   남부터미널역  37.485185  127.016191            10   \n",
       "9           51            51     남태령역  37.464246  126.989081            46   \n",
       "10          52            52      내방역  37.487655  126.993578             3   \n",
       "11          57            57     녹사평역  37.534705  126.986536            14   \n",
       "12          59            59      논현역  37.511187  127.021649             5   \n",
       "13          64            64   대모산입구역  37.491543  127.073070             2   \n",
       "14          66            66      대청역  37.493701  127.079518            55   \n",
       "15          67            67      대치역  37.494486  127.063190             6   \n",
       "16          69            69      도곡역  37.490976  127.055498            68   \n",
       "17          81            81      동작역  37.502971  126.980299            33   \n",
       "18          97            97      매봉역  37.486925  127.046698             6   \n",
       "19         109           109      반포역  37.508143  127.011582             1   \n",
       "20         111           111      방배역  37.481456  126.997535             3   \n",
       "21         119           119     봉은사역  37.514237  127.060220             1   \n",
       "22         126           126      사당역  37.476553  126.981550           275   \n",
       "23         127           127      사평역  37.504233  127.015268             2   \n",
       "24         129           129      삼성역  37.508812  127.063021           115   \n",
       "25         130           130    삼성중앙역  37.512961  127.053026             0   \n",
       "26         149           149      서초역  37.491836  127.007644            25   \n",
       "27         154           154      선릉역  37.504494  127.048948            46   \n",
       "28         156           156     선정릉역  37.510929  127.043614            20   \n",
       "29         166           166      수서역  37.485284  127.104452           330   \n",
       "30         174           174     신논현역  37.504808  127.025469            31   \n",
       "31         182           182     신반포역  37.503495  126.996064             0   \n",
       "32         184           184      신사역  37.516431  127.020293            35   \n",
       "33         198           198  압구정로데오역  37.527509  127.040591            55   \n",
       "34         199           199     압구정역  37.526485  127.028486            49   \n",
       "35         202           202      양재역  37.484569  127.034146            67   \n",
       "36         207           207      언주역  37.507328  127.033953             4   \n",
       "37         210           210      역삼역  37.500660  127.036460            38   \n",
       "38         239           239      이수역  37.486789  126.982203            52   \n",
       "39         241           241     이태원역  37.534507  126.994320             4   \n",
       "40         242           242      일원역  37.483985  127.084121             3   \n",
       "41         246           246      잠원역  37.512883  127.011401             2   \n",
       "42         267           267      청담역  37.519448  127.053709            11   \n",
       "43         269           269   총신대입구역  37.486789  126.982203            75   \n",
       "44         274           274      학동역  37.514357  127.031897             3   \n",
       "45         275           275     학여울역  37.496878  127.071153             1   \n",
       "46         281           281      한티역  37.496275  127.052901            19   \n",
       "\n",
       "    04시-05시 하차인원  05시-06시 승차인원  05시-06시 하차인원  06시-07시 승차인원  ...  23시-24시 승차인원  \\\n",
       "0              0          2319          2329          5879  ...          5963   \n",
       "1              6          5464         10853         15861  ...         24062   \n",
       "2              0           687          1011          3267  ...           650   \n",
       "3              8          7178          6966         14260  ...         19976   \n",
       "4              0          3120          7490         14922  ...          9727   \n",
       "5              0           360           829          1312  ...           170   \n",
       "6              0           516           236          1717  ...           376   \n",
       "7              0           607          1731          1777  ...          2165   \n",
       "8              0          2452          1284          8012  ...          4321   \n",
       "9              0           453           126           824  ...            90   \n",
       "10             0          2310          1360          6570  ...          2472   \n",
       "11             0           878           412          1844  ...          1751   \n",
       "12             0          1949          1307          4498  ...          7625   \n",
       "13             0          1703          1262          3541  ...           327   \n",
       "14             0          3190          1020         10337  ...           978   \n",
       "15             0          2250           777         10589  ...          2157   \n",
       "16             2          2054          1365          6886  ...          1812   \n",
       "17             0          1627           499          2962  ...           820   \n",
       "18             1          1326           459          6454  ...          1461   \n",
       "19             0           798           596          2738  ...          1667   \n",
       "20             0          2607          3446          9244  ...          3362   \n",
       "21             0          1474          1068          4719  ...          2163   \n",
       "22            29         21237          4055         47923  ...         14109   \n",
       "23             0           777           173          2917  ...           392   \n",
       "24             0          4105          4724          6837  ...          6998   \n",
       "25             0           730           479          2091  ...          1180   \n",
       "26             0          1260          4502          8928  ...          3614   \n",
       "27             3          4225          7383         11972  ...         12482   \n",
       "28             2          1977          2173          5620  ...          3157   \n",
       "29             7          7563          4573         18120  ...          6909   \n",
       "30             1          2782          1739         12190  ...          7760   \n",
       "31             0           368           806          1846  ...           512   \n",
       "32             4          2420          1467          5240  ...          6107   \n",
       "33             0          1187           724          3231  ...          3363   \n",
       "34             3          2827          1977          7469  ...          4803   \n",
       "35             1          4876          2382         13042  ...          4743   \n",
       "36             0          1050           801          2419  ...          1782   \n",
       "37             2          3075          7003          7618  ...         10106   \n",
       "38             0          4090          1042          8572  ...          3972   \n",
       "39             0          2046           950          4345  ...          3618   \n",
       "40             0          2041          1367          7977  ...           840   \n",
       "41             0           889           461          4546  ...           585   \n",
       "42             0          1987          3667          5986  ...          4014   \n",
       "43             2          5727           839         15463  ...          2334   \n",
       "44             0          1778          2439          4272  ...          5617   \n",
       "45             0           539           286          1783  ...           193   \n",
       "46             3          1911          1034          7008  ...          3065   \n",
       "\n",
       "    23시-24시 하차인원  00시-01시 승차인원  00시-01시 하차인원  01시-02시 승차인원  01시-02시 하차인원  \\\n",
       "0           4919            31           720             0             0   \n",
       "1          12861             7             4             0             0   \n",
       "2           2034             5            58             0             0   \n",
       "3          14774            18           387             0             0   \n",
       "4           8907             2            38             0             1   \n",
       "5            936             8            27             0             0   \n",
       "6           1491             0            45             0             0   \n",
       "7           1061             0             0             0             0   \n",
       "8           6529             4            28             1             3   \n",
       "9            384             0            31             0             0   \n",
       "10          4088             5          1406             0             0   \n",
       "11          1703             1            88             0             0   \n",
       "12          4046            11           296             0             0   \n",
       "13          1680             3            81             0             0   \n",
       "14          5743             0            64             0             0   \n",
       "15          4227             0             8             0             0   \n",
       "16          4104            22          1011             0             1   \n",
       "17          2322             5           954             0             0   \n",
       "18          3340             0           332             0             0   \n",
       "19          1425            11           108             0             1   \n",
       "20          6048             0             3             0             0   \n",
       "21          1904             0             1             0             0   \n",
       "22         36907            13          2702             0             0   \n",
       "23          1603             2             1             0             0   \n",
       "24          4382             1          1712             0             0   \n",
       "25          1701             1             7             0             0   \n",
       "26          3206             0             0             0             0   \n",
       "27          8782            59           533             0             0   \n",
       "28          3706            16           343             0             1   \n",
       "29         11385            11           998             0             0   \n",
       "30          7767             6           571             0             0   \n",
       "31          1393             0            11             0             0   \n",
       "32          3801             0            92             0             0   \n",
       "33          1708            29           317             0             0   \n",
       "34          3777             5           844             0             0   \n",
       "35          9860             5           740             0             0   \n",
       "36          2655             1           110             0             0   \n",
       "37          6425             0             1             0             0   \n",
       "38          6312            10           499             0             0   \n",
       "39          4329             1           414             0             0   \n",
       "40          3473             2            37             0             0   \n",
       "41          2311             0             5             1             1   \n",
       "42          2725             4          1252             0             0   \n",
       "43          9272             1            46             0             0   \n",
       "44          2679            10           171             0             0   \n",
       "45           817             0             2             0             0   \n",
       "46          4300            59           231             0             0   \n",
       "\n",
       "    02시-03시 승차인원  02시-03시 하차인원  03시-04시 승차인원  03시-04시 하차인원  \n",
       "0              0             0             0             0  \n",
       "1              0             0             0             0  \n",
       "2              0             0             0             0  \n",
       "3              0             0             0             0  \n",
       "4              0             1             0             0  \n",
       "5              0             0             0             0  \n",
       "6              0             0             0             0  \n",
       "7              0             0             0             0  \n",
       "8              1             0             0             0  \n",
       "9              0             0             0             0  \n",
       "10             0             0             0             0  \n",
       "11             0             0             0             0  \n",
       "12             0             0             0             0  \n",
       "13             0             0             0             0  \n",
       "14             0             0             0             0  \n",
       "15             0             0             0             0  \n",
       "16             0             0             0             0  \n",
       "17             0             0             0             0  \n",
       "18             0             0             0             0  \n",
       "19             0             0             0             0  \n",
       "20             0             0             0             0  \n",
       "21             0             0             0             0  \n",
       "22             0             0             0             0  \n",
       "23             0             0             0             0  \n",
       "24             0             0             0             0  \n",
       "25             0             0             0             0  \n",
       "26             0             0             0             0  \n",
       "27             0             0             0             0  \n",
       "28             0             0             0             0  \n",
       "29             0             0             0             0  \n",
       "30             0             0             0             0  \n",
       "31             0             0             0             0  \n",
       "32             0             0             0             0  \n",
       "33             0             0             0             0  \n",
       "34             0             0             0             0  \n",
       "35             0             1             0             0  \n",
       "36             0             0             0             0  \n",
       "37             0             0             0             0  \n",
       "38             0             0             0             0  \n",
       "39             0             0             0             0  \n",
       "40             0             1             0             0  \n",
       "41             0             0             0             0  \n",
       "42             0             0             0             0  \n",
       "43             0             0             0             0  \n",
       "44             0             0             0             0  \n",
       "45             0             0             0             0  \n",
       "46             0             0             0             0  \n",
       "\n",
       "[47 rows x 53 columns]"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = data1[[\"역이름\",\"경도\",\"위도\",\"17시-18시 승차인원\",\"18시-19시 승차인원\",\"19시-20시 승차인원\",\"20시-21시 승차인원\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .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>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>17시-18시 승차인원</th>\n",
       "      <th>18시-19시 승차인원</th>\n",
       "      <th>19시-20시 승차인원</th>\n",
       "      <th>20시-21시 승차인원</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>68935</td>\n",
       "      <td>135756</td>\n",
       "      <td>77117</td>\n",
       "      <td>45361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>222349</td>\n",
       "      <td>335143</td>\n",
       "      <td>203119</td>\n",
       "      <td>152318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>9663</td>\n",
       "      <td>8903</td>\n",
       "      <td>5118</td>\n",
       "      <td>3648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>193091</td>\n",
       "      <td>200714</td>\n",
       "      <td>151307</td>\n",
       "      <td>159775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>132478</td>\n",
       "      <td>211510</td>\n",
       "      <td>92518</td>\n",
       "      <td>68407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>6309</td>\n",
       "      <td>4607</td>\n",
       "      <td>1954</td>\n",
       "      <td>1086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>6318</td>\n",
       "      <td>8344</td>\n",
       "      <td>4660</td>\n",
       "      <td>3540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>56927</td>\n",
       "      <td>111107</td>\n",
       "      <td>34960</td>\n",
       "      <td>20476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>82185</td>\n",
       "      <td>135585</td>\n",
       "      <td>61578</td>\n",
       "      <td>40318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>3693</td>\n",
       "      <td>3851</td>\n",
       "      <td>1367</td>\n",
       "      <td>1230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>35623</td>\n",
       "      <td>70219</td>\n",
       "      <td>24886</td>\n",
       "      <td>16603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>13149</td>\n",
       "      <td>18232</td>\n",
       "      <td>10985</td>\n",
       "      <td>8793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>55095</td>\n",
       "      <td>106779</td>\n",
       "      <td>58995</td>\n",
       "      <td>35662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>10570</td>\n",
       "      <td>8283</td>\n",
       "      <td>3135</td>\n",
       "      <td>1984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>21164</td>\n",
       "      <td>25864</td>\n",
       "      <td>10155</td>\n",
       "      <td>6955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>23316</td>\n",
       "      <td>27009</td>\n",
       "      <td>17604</td>\n",
       "      <td>11952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>35841</td>\n",
       "      <td>39786</td>\n",
       "      <td>20572</td>\n",
       "      <td>13256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>10599</td>\n",
       "      <td>11574</td>\n",
       "      <td>5666</td>\n",
       "      <td>4224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>34762</td>\n",
       "      <td>64548</td>\n",
       "      <td>23786</td>\n",
       "      <td>14148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>15261</td>\n",
       "      <td>17248</td>\n",
       "      <td>11677</td>\n",
       "      <td>8590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>43034</td>\n",
       "      <td>68715</td>\n",
       "      <td>27596</td>\n",
       "      <td>19578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>51885</td>\n",
       "      <td>83354</td>\n",
       "      <td>40579</td>\n",
       "      <td>26413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>100989</td>\n",
       "      <td>130748</td>\n",
       "      <td>83666</td>\n",
       "      <td>72167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>6502</td>\n",
       "      <td>6897</td>\n",
       "      <td>4086</td>\n",
       "      <td>2622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>171805</td>\n",
       "      <td>280986</td>\n",
       "      <td>144261</td>\n",
       "      <td>98535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>21086</td>\n",
       "      <td>37443</td>\n",
       "      <td>15767</td>\n",
       "      <td>9081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>68076</td>\n",
       "      <td>103262</td>\n",
       "      <td>42410</td>\n",
       "      <td>25840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>208563</td>\n",
       "      <td>356405</td>\n",
       "      <td>167167</td>\n",
       "      <td>101630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>48600</td>\n",
       "      <td>96882</td>\n",
       "      <td>51767</td>\n",
       "      <td>25048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>74188</td>\n",
       "      <td>91384</td>\n",
       "      <td>40664</td>\n",
       "      <td>39625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>73748</td>\n",
       "      <td>107131</td>\n",
       "      <td>76376</td>\n",
       "      <td>55307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>10322</td>\n",
       "      <td>8889</td>\n",
       "      <td>5081</td>\n",
       "      <td>3468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>84284</td>\n",
       "      <td>135887</td>\n",
       "      <td>93050</td>\n",
       "      <td>59376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>56617</td>\n",
       "      <td>83310</td>\n",
       "      <td>62562</td>\n",
       "      <td>50179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>87196</td>\n",
       "      <td>129862</td>\n",
       "      <td>93332</td>\n",
       "      <td>69986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>121602</td>\n",
       "      <td>201266</td>\n",
       "      <td>88697</td>\n",
       "      <td>56754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>32560</td>\n",
       "      <td>51667</td>\n",
       "      <td>23515</td>\n",
       "      <td>12925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>181514</td>\n",
       "      <td>279053</td>\n",
       "      <td>137375</td>\n",
       "      <td>75214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>29026</td>\n",
       "      <td>43095</td>\n",
       "      <td>23394</td>\n",
       "      <td>21317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>25196</td>\n",
       "      <td>29296</td>\n",
       "      <td>20974</td>\n",
       "      <td>18383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>31861</td>\n",
       "      <td>16791</td>\n",
       "      <td>8658</td>\n",
       "      <td>5671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>10273</td>\n",
       "      <td>10110</td>\n",
       "      <td>6418</td>\n",
       "      <td>4256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>60125</td>\n",
       "      <td>109758</td>\n",
       "      <td>56399</td>\n",
       "      <td>31124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>34054</td>\n",
       "      <td>42340</td>\n",
       "      <td>25454</td>\n",
       "      <td>21114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>69856</td>\n",
       "      <td>165498</td>\n",
       "      <td>74654</td>\n",
       "      <td>36578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>7139</td>\n",
       "      <td>6960</td>\n",
       "      <td>3112</td>\n",
       "      <td>1831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>34325</td>\n",
       "      <td>42359</td>\n",
       "      <td>27005</td>\n",
       "      <td>28092</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  17시-18시 승차인원  18시-19시 승차인원  19시-20시 승차인원  \\\n",
       "0     강남구청역  127.041287  37.517201         68935        135756         77117   \n",
       "1       강남역  127.027978  37.498085        222349        335143        203119   \n",
       "2      개포동역  127.066103  37.489132          9663          8903          5118   \n",
       "3    고속터미널역  127.005135  37.504540        193091        200714        151307   \n",
       "4       교대역  127.013863  37.492736        132478        211510         92518   \n",
       "5       구룡역  127.059475  37.487027          6309          4607          1954   \n",
       "6      구반포역  126.987447  37.501422          6318          8344          4660   \n",
       "7    국회의사당역  126.917821  37.528136         56927        111107         34960   \n",
       "8    남부터미널역  127.016191  37.485185         82185        135585         61578   \n",
       "9      남태령역  126.989081  37.464246          3693          3851          1367   \n",
       "10      내방역  126.993578  37.487655         35623         70219         24886   \n",
       "11     녹사평역  126.986536  37.534705         13149         18232         10985   \n",
       "12      논현역  127.021649  37.511187         55095        106779         58995   \n",
       "13   대모산입구역  127.073070  37.491543         10570          8283          3135   \n",
       "14      대청역  127.079518  37.493701         21164         25864         10155   \n",
       "15      대치역  127.063190  37.494486         23316         27009         17604   \n",
       "16      도곡역  127.055498  37.490976         35841         39786         20572   \n",
       "17      동작역  126.980299  37.502971         10599         11574          5666   \n",
       "18      매봉역  127.046698  37.486925         34762         64548         23786   \n",
       "19      반포역  127.011582  37.508143         15261         17248         11677   \n",
       "20      방배역  126.997535  37.481456         43034         68715         27596   \n",
       "21     봉은사역  127.060220  37.514237         51885         83354         40579   \n",
       "22      사당역  126.981550  37.476553        100989        130748         83666   \n",
       "23      사평역  127.015268  37.504233          6502          6897          4086   \n",
       "24      삼성역  127.063021  37.508812        171805        280986        144261   \n",
       "25    삼성중앙역  127.053026  37.512961         21086         37443         15767   \n",
       "26      서초역  127.007644  37.491836         68076        103262         42410   \n",
       "27      선릉역  127.048948  37.504494        208563        356405        167167   \n",
       "28     선정릉역  127.043614  37.510929         48600         96882         51767   \n",
       "29      수서역  127.104452  37.485284         74188         91384         40664   \n",
       "30     신논현역  127.025469  37.504808         73748        107131         76376   \n",
       "31     신반포역  126.996064  37.503495         10322          8889          5081   \n",
       "32      신사역  127.020293  37.516431         84284        135887         93050   \n",
       "33  압구정로데오역  127.040591  37.527509         56617         83310         62562   \n",
       "34     압구정역  127.028486  37.526485         87196        129862         93332   \n",
       "35      양재역  127.034146  37.484569        121602        201266         88697   \n",
       "36      언주역  127.033953  37.507328         32560         51667         23515   \n",
       "37      역삼역  127.036460  37.500660        181514        279053        137375   \n",
       "38      이수역  126.982203  37.486789         29026         43095         23394   \n",
       "39     이태원역  126.994320  37.534507         25196         29296         20974   \n",
       "40      일원역  127.084121  37.483985         31861         16791          8658   \n",
       "41      잠원역  127.011401  37.512883         10273         10110          6418   \n",
       "42      청담역  127.053709  37.519448         60125        109758         56399   \n",
       "43   총신대입구역  126.982203  37.486789         34054         42340         25454   \n",
       "44      학동역  127.031897  37.514357         69856        165498         74654   \n",
       "45     학여울역  127.071153  37.496878          7139          6960          3112   \n",
       "46      한티역  127.052901  37.496275         34325         42359         27005   \n",
       "\n",
       "    20시-21시 승차인원  \n",
       "0          45361  \n",
       "1         152318  \n",
       "2           3648  \n",
       "3         159775  \n",
       "4          68407  \n",
       "5           1086  \n",
       "6           3540  \n",
       "7          20476  \n",
       "8          40318  \n",
       "9           1230  \n",
       "10         16603  \n",
       "11          8793  \n",
       "12         35662  \n",
       "13          1984  \n",
       "14          6955  \n",
       "15         11952  \n",
       "16         13256  \n",
       "17          4224  \n",
       "18         14148  \n",
       "19          8590  \n",
       "20         19578  \n",
       "21         26413  \n",
       "22         72167  \n",
       "23          2622  \n",
       "24         98535  \n",
       "25          9081  \n",
       "26         25840  \n",
       "27        101630  \n",
       "28         25048  \n",
       "29         39625  \n",
       "30         55307  \n",
       "31          3468  \n",
       "32         59376  \n",
       "33         50179  \n",
       "34         69986  \n",
       "35         56754  \n",
       "36         12925  \n",
       "37         75214  \n",
       "38         21317  \n",
       "39         18383  \n",
       "40          5671  \n",
       "41          4256  \n",
       "42         31124  \n",
       "43         21114  \n",
       "44         36578  \n",
       "45          1831  \n",
       "46         28092  "
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-128-de5ba79b3c75>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1[\"저녁총승객수\"] = data1[\"17시-18시 승차인원\"] + data1[\"18시-19시 승차인원\"]+ data1[\"19시-20시 승차인원\"]+ data1[\"20시-21시 승차인원\"]\n"
     ]
    }
   ],
   "source": [
    "data1[\"저녁총승객수\"] = data1[\"17시-18시 승차인원\"] + data1[\"18시-19시 승차인원\"]+ data1[\"19시-20시 승차인원\"]+ data1[\"20시-21시 승차인원\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "    }\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>저녁총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>327169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>912929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>27332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>704887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>504913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>13956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>22862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>223470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>319666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>10141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>147331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>51159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>256531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>23972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>64138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>79881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>109455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>32063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>137244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>52776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>158923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>202231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>387570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>20107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>695587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>83377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>239588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>833765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>222297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>245861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>312562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>27760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>372597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>252668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>380376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>468319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>120667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>673156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>116832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>93849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>62981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>31057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>257406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>122962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>346586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>19042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>131781</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  저녁총승객수\n",
       "0     강남구청역  127.041287  37.517201  327169\n",
       "1       강남역  127.027978  37.498085  912929\n",
       "2      개포동역  127.066103  37.489132   27332\n",
       "3    고속터미널역  127.005135  37.504540  704887\n",
       "4       교대역  127.013863  37.492736  504913\n",
       "5       구룡역  127.059475  37.487027   13956\n",
       "6      구반포역  126.987447  37.501422   22862\n",
       "7    국회의사당역  126.917821  37.528136  223470\n",
       "8    남부터미널역  127.016191  37.485185  319666\n",
       "9      남태령역  126.989081  37.464246   10141\n",
       "10      내방역  126.993578  37.487655  147331\n",
       "11     녹사평역  126.986536  37.534705   51159\n",
       "12      논현역  127.021649  37.511187  256531\n",
       "13   대모산입구역  127.073070  37.491543   23972\n",
       "14      대청역  127.079518  37.493701   64138\n",
       "15      대치역  127.063190  37.494486   79881\n",
       "16      도곡역  127.055498  37.490976  109455\n",
       "17      동작역  126.980299  37.502971   32063\n",
       "18      매봉역  127.046698  37.486925  137244\n",
       "19      반포역  127.011582  37.508143   52776\n",
       "20      방배역  126.997535  37.481456  158923\n",
       "21     봉은사역  127.060220  37.514237  202231\n",
       "22      사당역  126.981550  37.476553  387570\n",
       "23      사평역  127.015268  37.504233   20107\n",
       "24      삼성역  127.063021  37.508812  695587\n",
       "25    삼성중앙역  127.053026  37.512961   83377\n",
       "26      서초역  127.007644  37.491836  239588\n",
       "27      선릉역  127.048948  37.504494  833765\n",
       "28     선정릉역  127.043614  37.510929  222297\n",
       "29      수서역  127.104452  37.485284  245861\n",
       "30     신논현역  127.025469  37.504808  312562\n",
       "31     신반포역  126.996064  37.503495   27760\n",
       "32      신사역  127.020293  37.516431  372597\n",
       "33  압구정로데오역  127.040591  37.527509  252668\n",
       "34     압구정역  127.028486  37.526485  380376\n",
       "35      양재역  127.034146  37.484569  468319\n",
       "36      언주역  127.033953  37.507328  120667\n",
       "37      역삼역  127.036460  37.500660  673156\n",
       "38      이수역  126.982203  37.486789  116832\n",
       "39     이태원역  126.994320  37.534507   93849\n",
       "40      일원역  127.084121  37.483985   62981\n",
       "41      잠원역  127.011401  37.512883   31057\n",
       "42      청담역  127.053709  37.519448  257406\n",
       "43   총신대입구역  126.982203  37.486789  122962\n",
       "44      학동역  127.031897  37.514357  346586\n",
       "45     학여울역  127.071153  37.496878   19042\n",
       "46      한티역  127.052901  37.496275  131781"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"역이름\",\"경도\",\"위도\",\"저녁총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-130-19edd474c248>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['sub_cnt']=1\n",
      "<ipython-input-130-19edd474c248>:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['경도'] = data1['경도'].astype(float)\n",
      "<ipython-input-130-19edd474c248>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['위도'] = data1['위도'].astype(float)\n",
      "<ipython-input-130-19edd474c248>:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['point'] = data1.apply(lambda row : Point([row['경도'], row['위도']]), axis=1)\n"
     ]
    }
   ],
   "source": [
    "data1['sub_cnt']=1\n",
    "data1['경도'] = data1['경도'].astype(float)\n",
    "data1['위도'] = data1['위도'].astype(float)\n",
    "data1['point'] = data1.apply(lambda row : Point([row['경도'], row['위도']]), axis=1)\n",
    "data1 = gpd.GeoDataFrame(data1, geometry='point')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "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>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>저녁총승객수</th>\n",
       "      <th>sub_cnt</th>\n",
       "      <th>point</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>327169</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04129 37.51720)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>912929</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02798 37.49809)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>27332</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06610 37.48913)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>704887</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00513 37.50454)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>504913</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01386 37.49274)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>13956</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05947 37.48703)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>22862</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98745 37.50142)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>223470</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.91782 37.52814)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>319666</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01619 37.48519)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>10141</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98908 37.46425)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>147331</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99358 37.48765)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>51159</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98654 37.53470)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>256531</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02165 37.51119)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>23972</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07307 37.49154)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>64138</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07952 37.49370)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>79881</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06319 37.49449)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>109455</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05550 37.49098)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>32063</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98030 37.50297)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>137244</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04670 37.48693)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>52776</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01158 37.50814)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>158923</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99754 37.48146)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>202231</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06022 37.51424)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>387570</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98155 37.47655)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>20107</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01527 37.50423)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>695587</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06302 37.50881)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>83377</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05303 37.51296)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>239588</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00764 37.49184)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>833765</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04895 37.50449)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>222297</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04361 37.51093)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>245861</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10445 37.48528)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>312562</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02547 37.50481)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>27760</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99606 37.50349)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>372597</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02029 37.51643)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>252668</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04059 37.52751)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>380376</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02849 37.52648)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>468319</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03415 37.48457)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>120667</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03395 37.50733)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>673156</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03646 37.50066)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>116832</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>93849</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99432 37.53451)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>62981</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08412 37.48399)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>31057</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01140 37.51288)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>257406</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05371 37.51945)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>122962</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>346586</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03190 37.51436)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>19042</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07115 37.49688)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>131781</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05290 37.49627)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  저녁총승객수  sub_cnt  \\\n",
       "0     강남구청역  127.041287  37.517201  327169        1   \n",
       "1       강남역  127.027978  37.498085  912929        1   \n",
       "2      개포동역  127.066103  37.489132   27332        1   \n",
       "3    고속터미널역  127.005135  37.504540  704887        1   \n",
       "4       교대역  127.013863  37.492736  504913        1   \n",
       "5       구룡역  127.059475  37.487027   13956        1   \n",
       "6      구반포역  126.987447  37.501422   22862        1   \n",
       "7    국회의사당역  126.917821  37.528136  223470        1   \n",
       "8    남부터미널역  127.016191  37.485185  319666        1   \n",
       "9      남태령역  126.989081  37.464246   10141        1   \n",
       "10      내방역  126.993578  37.487655  147331        1   \n",
       "11     녹사평역  126.986536  37.534705   51159        1   \n",
       "12      논현역  127.021649  37.511187  256531        1   \n",
       "13   대모산입구역  127.073070  37.491543   23972        1   \n",
       "14      대청역  127.079518  37.493701   64138        1   \n",
       "15      대치역  127.063190  37.494486   79881        1   \n",
       "16      도곡역  127.055498  37.490976  109455        1   \n",
       "17      동작역  126.980299  37.502971   32063        1   \n",
       "18      매봉역  127.046698  37.486925  137244        1   \n",
       "19      반포역  127.011582  37.508143   52776        1   \n",
       "20      방배역  126.997535  37.481456  158923        1   \n",
       "21     봉은사역  127.060220  37.514237  202231        1   \n",
       "22      사당역  126.981550  37.476553  387570        1   \n",
       "23      사평역  127.015268  37.504233   20107        1   \n",
       "24      삼성역  127.063021  37.508812  695587        1   \n",
       "25    삼성중앙역  127.053026  37.512961   83377        1   \n",
       "26      서초역  127.007644  37.491836  239588        1   \n",
       "27      선릉역  127.048948  37.504494  833765        1   \n",
       "28     선정릉역  127.043614  37.510929  222297        1   \n",
       "29      수서역  127.104452  37.485284  245861        1   \n",
       "30     신논현역  127.025469  37.504808  312562        1   \n",
       "31     신반포역  126.996064  37.503495   27760        1   \n",
       "32      신사역  127.020293  37.516431  372597        1   \n",
       "33  압구정로데오역  127.040591  37.527509  252668        1   \n",
       "34     압구정역  127.028486  37.526485  380376        1   \n",
       "35      양재역  127.034146  37.484569  468319        1   \n",
       "36      언주역  127.033953  37.507328  120667        1   \n",
       "37      역삼역  127.036460  37.500660  673156        1   \n",
       "38      이수역  126.982203  37.486789  116832        1   \n",
       "39     이태원역  126.994320  37.534507   93849        1   \n",
       "40      일원역  127.084121  37.483985   62981        1   \n",
       "41      잠원역  127.011401  37.512883   31057        1   \n",
       "42      청담역  127.053709  37.519448  257406        1   \n",
       "43   총신대입구역  126.982203  37.486789  122962        1   \n",
       "44      학동역  127.031897  37.514357  346586        1   \n",
       "45     학여울역  127.071153  37.496878   19042        1   \n",
       "46      한티역  127.052901  37.496275  131781        1   \n",
       "\n",
       "                         point  \n",
       "0   POINT (127.04129 37.51720)  \n",
       "1   POINT (127.02798 37.49809)  \n",
       "2   POINT (127.06610 37.48913)  \n",
       "3   POINT (127.00513 37.50454)  \n",
       "4   POINT (127.01386 37.49274)  \n",
       "5   POINT (127.05947 37.48703)  \n",
       "6   POINT (126.98745 37.50142)  \n",
       "7   POINT (126.91782 37.52814)  \n",
       "8   POINT (127.01619 37.48519)  \n",
       "9   POINT (126.98908 37.46425)  \n",
       "10  POINT (126.99358 37.48765)  \n",
       "11  POINT (126.98654 37.53470)  \n",
       "12  POINT (127.02165 37.51119)  \n",
       "13  POINT (127.07307 37.49154)  \n",
       "14  POINT (127.07952 37.49370)  \n",
       "15  POINT (127.06319 37.49449)  \n",
       "16  POINT (127.05550 37.49098)  \n",
       "17  POINT (126.98030 37.50297)  \n",
       "18  POINT (127.04670 37.48693)  \n",
       "19  POINT (127.01158 37.50814)  \n",
       "20  POINT (126.99754 37.48146)  \n",
       "21  POINT (127.06022 37.51424)  \n",
       "22  POINT (126.98155 37.47655)  \n",
       "23  POINT (127.01527 37.50423)  \n",
       "24  POINT (127.06302 37.50881)  \n",
       "25  POINT (127.05303 37.51296)  \n",
       "26  POINT (127.00764 37.49184)  \n",
       "27  POINT (127.04895 37.50449)  \n",
       "28  POINT (127.04361 37.51093)  \n",
       "29  POINT (127.10445 37.48528)  \n",
       "30  POINT (127.02547 37.50481)  \n",
       "31  POINT (126.99606 37.50349)  \n",
       "32  POINT (127.02029 37.51643)  \n",
       "33  POINT (127.04059 37.52751)  \n",
       "34  POINT (127.02849 37.52648)  \n",
       "35  POINT (127.03415 37.48457)  \n",
       "36  POINT (127.03395 37.50733)  \n",
       "37  POINT (127.03646 37.50066)  \n",
       "38  POINT (126.98220 37.48679)  \n",
       "39  POINT (126.99432 37.53451)  \n",
       "40  POINT (127.08412 37.48399)  \n",
       "41  POINT (127.01140 37.51288)  \n",
       "42  POINT (127.05371 37.51945)  \n",
       "43  POINT (126.98220 37.48679)  \n",
       "44  POINT (127.03190 37.51436)  \n",
       "45  POINT (127.07115 37.49688)  \n",
       "46  POINT (127.05290 37.49627)  "
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████| 47/47 [00:05<00:00,  8.26it/s]\n"
     ]
    }
   ],
   "source": [
    "gid_list = []\n",
    "for i in tqdm(range(data1.shape[0])):\n",
    "    point = data1['point'].iloc[i]\n",
    "    if data_gid['geometry'].contains(point).sum() == 0:\n",
    "        g1 = \"Na\"\n",
    "    else :\n",
    "        g = data_gid['gid'].loc[data_gid['geometry'].contains(point)]\n",
    "        g1 = g.iloc[0]\n",
    "    gid_list.append(g1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>저녁총승객수</th>\n",
       "      <th>sub_cnt</th>\n",
       "      <th>point</th>\n",
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       "      <th>TL_cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>327169</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04129 37.51720)</td>\n",
       "      <td>다사594465</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>912929</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02798 37.49809)</td>\n",
       "      <td>다사582444</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>27332</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06610 37.48913)</td>\n",
       "      <td>다사616434</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>704887</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00513 37.50454)</td>\n",
       "      <td>다사562451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>504913</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01386 37.49274)</td>\n",
       "      <td>다사570438</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>13956</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05947 37.48703)</td>\n",
       "      <td>다사610431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>22862</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98745 37.50142)</td>\n",
       "      <td>다사546448</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>223470</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.91782 37.52814)</td>\n",
       "      <td>Na</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>319666</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01619 37.48519)</td>\n",
       "      <td>다사572429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>10141</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98908 37.46425)</td>\n",
       "      <td>다사548406</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>147331</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99358 37.48765)</td>\n",
       "      <td>다사552432</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>51159</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98654 37.53470)</td>\n",
       "      <td>Na</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>256531</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02165 37.51119)</td>\n",
       "      <td>다사577458</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>23972</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07307 37.49154)</td>\n",
       "      <td>다사622436</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>64138</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07952 37.49370)</td>\n",
       "      <td>다사628439</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>79881</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06319 37.49449)</td>\n",
       "      <td>다사613440</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>109455</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05550 37.49098)</td>\n",
       "      <td>다사607436</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>32063</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98030 37.50297)</td>\n",
       "      <td>다사540449</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>137244</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04670 37.48693)</td>\n",
       "      <td>다사599431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>52776</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01158 37.50814)</td>\n",
       "      <td>다사568455</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>158923</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99754 37.48146)</td>\n",
       "      <td>다사555425</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>202231</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06022 37.51424)</td>\n",
       "      <td>다사611461</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>387570</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98155 37.47655)</td>\n",
       "      <td>다사541420</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>20107</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01527 37.50423)</td>\n",
       "      <td>다사571451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>695587</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06302 37.50881)</td>\n",
       "      <td>다사613455</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>83377</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05303 37.51296)</td>\n",
       "      <td>다사604460</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>239588</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00764 37.49184)</td>\n",
       "      <td>다사564437</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>833765</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04895 37.50449)</td>\n",
       "      <td>다사601451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>222297</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04361 37.51093)</td>\n",
       "      <td>다사596458</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>245861</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10445 37.48528)</td>\n",
       "      <td>다사650429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>312562</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02547 37.50481)</td>\n",
       "      <td>다사580451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>27760</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99606 37.50349)</td>\n",
       "      <td>다사554450</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>372597</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02029 37.51643)</td>\n",
       "      <td>다사576464</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>252668</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04059 37.52751)</td>\n",
       "      <td>다사594476</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>380376</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02849 37.52648)</td>\n",
       "      <td>다사583475</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>468319</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03415 37.48457)</td>\n",
       "      <td>다사588429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>120667</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03395 37.50733)</td>\n",
       "      <td>다사588454</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>673156</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03646 37.50066)</td>\n",
       "      <td>다사590447</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>116832</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "      <td>다사542431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>93849</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99432 37.53451)</td>\n",
       "      <td>Na</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>62981</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08412 37.48399)</td>\n",
       "      <td>다사632428</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>31057</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01140 37.51288)</td>\n",
       "      <td>다사568460</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>257406</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05371 37.51945)</td>\n",
       "      <td>다사605467</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>122962</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "      <td>다사542431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>346586</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03190 37.51436)</td>\n",
       "      <td>다사586462</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>19042</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07115 37.49688)</td>\n",
       "      <td>다사620442</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>131781</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05290 37.49627)</td>\n",
       "      <td>다사604442</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  저녁총승객수  sub_cnt  \\\n",
       "0     강남구청역  127.041287  37.517201  327169        1   \n",
       "1       강남역  127.027978  37.498085  912929        1   \n",
       "2      개포동역  127.066103  37.489132   27332        1   \n",
       "3    고속터미널역  127.005135  37.504540  704887        1   \n",
       "4       교대역  127.013863  37.492736  504913        1   \n",
       "5       구룡역  127.059475  37.487027   13956        1   \n",
       "6      구반포역  126.987447  37.501422   22862        1   \n",
       "7    국회의사당역  126.917821  37.528136  223470        1   \n",
       "8    남부터미널역  127.016191  37.485185  319666        1   \n",
       "9      남태령역  126.989081  37.464246   10141        1   \n",
       "10      내방역  126.993578  37.487655  147331        1   \n",
       "11     녹사평역  126.986536  37.534705   51159        1   \n",
       "12      논현역  127.021649  37.511187  256531        1   \n",
       "13   대모산입구역  127.073070  37.491543   23972        1   \n",
       "14      대청역  127.079518  37.493701   64138        1   \n",
       "15      대치역  127.063190  37.494486   79881        1   \n",
       "16      도곡역  127.055498  37.490976  109455        1   \n",
       "17      동작역  126.980299  37.502971   32063        1   \n",
       "18      매봉역  127.046698  37.486925  137244        1   \n",
       "19      반포역  127.011582  37.508143   52776        1   \n",
       "20      방배역  126.997535  37.481456  158923        1   \n",
       "21     봉은사역  127.060220  37.514237  202231        1   \n",
       "22      사당역  126.981550  37.476553  387570        1   \n",
       "23      사평역  127.015268  37.504233   20107        1   \n",
       "24      삼성역  127.063021  37.508812  695587        1   \n",
       "25    삼성중앙역  127.053026  37.512961   83377        1   \n",
       "26      서초역  127.007644  37.491836  239588        1   \n",
       "27      선릉역  127.048948  37.504494  833765        1   \n",
       "28     선정릉역  127.043614  37.510929  222297        1   \n",
       "29      수서역  127.104452  37.485284  245861        1   \n",
       "30     신논현역  127.025469  37.504808  312562        1   \n",
       "31     신반포역  126.996064  37.503495   27760        1   \n",
       "32      신사역  127.020293  37.516431  372597        1   \n",
       "33  압구정로데오역  127.040591  37.527509  252668        1   \n",
       "34     압구정역  127.028486  37.526485  380376        1   \n",
       "35      양재역  127.034146  37.484569  468319        1   \n",
       "36      언주역  127.033953  37.507328  120667        1   \n",
       "37      역삼역  127.036460  37.500660  673156        1   \n",
       "38      이수역  126.982203  37.486789  116832        1   \n",
       "39     이태원역  126.994320  37.534507   93849        1   \n",
       "40      일원역  127.084121  37.483985   62981        1   \n",
       "41      잠원역  127.011401  37.512883   31057        1   \n",
       "42      청담역  127.053709  37.519448  257406        1   \n",
       "43   총신대입구역  126.982203  37.486789  122962        1   \n",
       "44      학동역  127.031897  37.514357  346586        1   \n",
       "45     학여울역  127.071153  37.496878   19042        1   \n",
       "46      한티역  127.052901  37.496275  131781        1   \n",
       "\n",
       "                         point       gid  TL_cnt  \n",
       "0   POINT (127.04129 37.51720)  다사594465       1  \n",
       "1   POINT (127.02798 37.49809)  다사582444       1  \n",
       "2   POINT (127.06610 37.48913)  다사616434       1  \n",
       "3   POINT (127.00513 37.50454)  다사562451       1  \n",
       "4   POINT (127.01386 37.49274)  다사570438       1  \n",
       "5   POINT (127.05947 37.48703)  다사610431       1  \n",
       "6   POINT (126.98745 37.50142)  다사546448       1  \n",
       "7   POINT (126.91782 37.52814)        Na       1  \n",
       "8   POINT (127.01619 37.48519)  다사572429       1  \n",
       "9   POINT (126.98908 37.46425)  다사548406       1  \n",
       "10  POINT (126.99358 37.48765)  다사552432       1  \n",
       "11  POINT (126.98654 37.53470)        Na       1  \n",
       "12  POINT (127.02165 37.51119)  다사577458       1  \n",
       "13  POINT (127.07307 37.49154)  다사622436       1  \n",
       "14  POINT (127.07952 37.49370)  다사628439       1  \n",
       "15  POINT (127.06319 37.49449)  다사613440       1  \n",
       "16  POINT (127.05550 37.49098)  다사607436       1  \n",
       "17  POINT (126.98030 37.50297)  다사540449       1  \n",
       "18  POINT (127.04670 37.48693)  다사599431       1  \n",
       "19  POINT (127.01158 37.50814)  다사568455       1  \n",
       "20  POINT (126.99754 37.48146)  다사555425       1  \n",
       "21  POINT (127.06022 37.51424)  다사611461       1  \n",
       "22  POINT (126.98155 37.47655)  다사541420       1  \n",
       "23  POINT (127.01527 37.50423)  다사571451       1  \n",
       "24  POINT (127.06302 37.50881)  다사613455       1  \n",
       "25  POINT (127.05303 37.51296)  다사604460       1  \n",
       "26  POINT (127.00764 37.49184)  다사564437       1  \n",
       "27  POINT (127.04895 37.50449)  다사601451       1  \n",
       "28  POINT (127.04361 37.51093)  다사596458       1  \n",
       "29  POINT (127.10445 37.48528)  다사650429       1  \n",
       "30  POINT (127.02547 37.50481)  다사580451       1  \n",
       "31  POINT (126.99606 37.50349)  다사554450       1  \n",
       "32  POINT (127.02029 37.51643)  다사576464       1  \n",
       "33  POINT (127.04059 37.52751)  다사594476       1  \n",
       "34  POINT (127.02849 37.52648)  다사583475       1  \n",
       "35  POINT (127.03415 37.48457)  다사588429       1  \n",
       "36  POINT (127.03395 37.50733)  다사588454       1  \n",
       "37  POINT (127.03646 37.50066)  다사590447       1  \n",
       "38  POINT (126.98220 37.48679)  다사542431       1  \n",
       "39  POINT (126.99432 37.53451)        Na       1  \n",
       "40  POINT (127.08412 37.48399)  다사632428       1  \n",
       "41  POINT (127.01140 37.51288)  다사568460       1  \n",
       "42  POINT (127.05371 37.51945)  다사605467       1  \n",
       "43  POINT (126.98220 37.48679)  다사542431       1  \n",
       "44  POINT (127.03190 37.51436)  다사586462       1  \n",
       "45  POINT (127.07115 37.49688)  다사620442       1  \n",
       "46  POINT (127.05290 37.49627)  다사604442       1  "
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1['gid'] = gid_list\n",
    "data1['TL_cnt']=1\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gid</th>\n",
       "      <th>저녁총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>다사594465</td>\n",
       "      <td>327169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사582444</td>\n",
       "      <td>912929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사616434</td>\n",
       "      <td>27332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사562451</td>\n",
       "      <td>704887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사570438</td>\n",
       "      <td>504913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>다사610431</td>\n",
       "      <td>13956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>다사546448</td>\n",
       "      <td>22862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Na</td>\n",
       "      <td>223470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>다사572429</td>\n",
       "      <td>319666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>다사548406</td>\n",
       "      <td>10141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>다사552432</td>\n",
       "      <td>147331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Na</td>\n",
       "      <td>51159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>다사577458</td>\n",
       "      <td>256531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>다사622436</td>\n",
       "      <td>23972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>다사628439</td>\n",
       "      <td>64138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>다사613440</td>\n",
       "      <td>79881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>다사607436</td>\n",
       "      <td>109455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>다사540449</td>\n",
       "      <td>32063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>다사599431</td>\n",
       "      <td>137244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>다사568455</td>\n",
       "      <td>52776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>다사555425</td>\n",
       "      <td>158923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>다사611461</td>\n",
       "      <td>202231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>다사541420</td>\n",
       "      <td>387570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>다사571451</td>\n",
       "      <td>20107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>다사613455</td>\n",
       "      <td>695587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>다사604460</td>\n",
       "      <td>83377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>다사564437</td>\n",
       "      <td>239588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>다사601451</td>\n",
       "      <td>833765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>다사596458</td>\n",
       "      <td>222297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>다사650429</td>\n",
       "      <td>245861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>다사580451</td>\n",
       "      <td>312562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>다사554450</td>\n",
       "      <td>27760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>다사576464</td>\n",
       "      <td>372597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>다사594476</td>\n",
       "      <td>252668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>다사583475</td>\n",
       "      <td>380376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>다사588429</td>\n",
       "      <td>468319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>다사588454</td>\n",
       "      <td>120667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>다사590447</td>\n",
       "      <td>673156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>다사542431</td>\n",
       "      <td>116832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Na</td>\n",
       "      <td>93849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>다사632428</td>\n",
       "      <td>62981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>다사568460</td>\n",
       "      <td>31057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>다사605467</td>\n",
       "      <td>257406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>다사542431</td>\n",
       "      <td>122962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>다사586462</td>\n",
       "      <td>346586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>다사620442</td>\n",
       "      <td>19042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>다사604442</td>\n",
       "      <td>131781</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         gid  저녁총승객수\n",
       "0   다사594465  327169\n",
       "1   다사582444  912929\n",
       "2   다사616434   27332\n",
       "3   다사562451  704887\n",
       "4   다사570438  504913\n",
       "5   다사610431   13956\n",
       "6   다사546448   22862\n",
       "7         Na  223470\n",
       "8   다사572429  319666\n",
       "9   다사548406   10141\n",
       "10  다사552432  147331\n",
       "11        Na   51159\n",
       "12  다사577458  256531\n",
       "13  다사622436   23972\n",
       "14  다사628439   64138\n",
       "15  다사613440   79881\n",
       "16  다사607436  109455\n",
       "17  다사540449   32063\n",
       "18  다사599431  137244\n",
       "19  다사568455   52776\n",
       "20  다사555425  158923\n",
       "21  다사611461  202231\n",
       "22  다사541420  387570\n",
       "23  다사571451   20107\n",
       "24  다사613455  695587\n",
       "25  다사604460   83377\n",
       "26  다사564437  239588\n",
       "27  다사601451  833765\n",
       "28  다사596458  222297\n",
       "29  다사650429  245861\n",
       "30  다사580451  312562\n",
       "31  다사554450   27760\n",
       "32  다사576464  372597\n",
       "33  다사594476  252668\n",
       "34  다사583475  380376\n",
       "35  다사588429  468319\n",
       "36  다사588454  120667\n",
       "37  다사590447  673156\n",
       "38  다사542431  116832\n",
       "39        Na   93849\n",
       "40  다사632428   62981\n",
       "41  다사568460   31057\n",
       "42  다사605467  257406\n",
       "43  다사542431  122962\n",
       "44  다사586462  346586\n",
       "45  다사620442   19042\n",
       "46  다사604442  131781"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"gid\",\"저녁총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = data1[['저녁총승객수', 'gid']].groupby(['gid']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        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>저녁총승객수</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gid</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Na</th>\n",
       "      <td>368478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사540449</th>\n",
       "      <td>32063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사541420</th>\n",
       "      <td>387570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사542431</th>\n",
       "      <td>239794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사546448</th>\n",
       "      <td>22862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사548406</th>\n",
       "      <td>10141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사552432</th>\n",
       "      <td>147331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사554450</th>\n",
       "      <td>27760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사555425</th>\n",
       "      <td>158923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사562451</th>\n",
       "      <td>704887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사564437</th>\n",
       "      <td>239588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사568455</th>\n",
       "      <td>52776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사568460</th>\n",
       "      <td>31057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사570438</th>\n",
       "      <td>504913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사571451</th>\n",
       "      <td>20107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사572429</th>\n",
       "      <td>319666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사576464</th>\n",
       "      <td>372597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사577458</th>\n",
       "      <td>256531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사580451</th>\n",
       "      <td>312562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사582444</th>\n",
       "      <td>912929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사583475</th>\n",
       "      <td>380376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사586462</th>\n",
       "      <td>346586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사588429</th>\n",
       "      <td>468319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사588454</th>\n",
       "      <td>120667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사590447</th>\n",
       "      <td>673156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사594465</th>\n",
       "      <td>327169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사594476</th>\n",
       "      <td>252668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사596458</th>\n",
       "      <td>222297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사599431</th>\n",
       "      <td>137244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사601451</th>\n",
       "      <td>833765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사604442</th>\n",
       "      <td>131781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사604460</th>\n",
       "      <td>83377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사605467</th>\n",
       "      <td>257406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사607436</th>\n",
       "      <td>109455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사610431</th>\n",
       "      <td>13956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사611461</th>\n",
       "      <td>202231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사613440</th>\n",
       "      <td>79881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사613455</th>\n",
       "      <td>695587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사616434</th>\n",
       "      <td>27332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사620442</th>\n",
       "      <td>19042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사622436</th>\n",
       "      <td>23972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사628439</th>\n",
       "      <td>64138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사632428</th>\n",
       "      <td>62981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사650429</th>\n",
       "      <td>245861</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          저녁총승객수\n",
       "gid             \n",
       "Na        368478\n",
       "다사540449   32063\n",
       "다사541420  387570\n",
       "다사542431  239794\n",
       "다사546448   22862\n",
       "다사548406   10141\n",
       "다사552432  147331\n",
       "다사554450   27760\n",
       "다사555425  158923\n",
       "다사562451  704887\n",
       "다사564437  239588\n",
       "다사568455   52776\n",
       "다사568460   31057\n",
       "다사570438  504913\n",
       "다사571451   20107\n",
       "다사572429  319666\n",
       "다사576464  372597\n",
       "다사577458  256531\n",
       "다사580451  312562\n",
       "다사582444  912929\n",
       "다사583475  380376\n",
       "다사586462  346586\n",
       "다사588429  468319\n",
       "다사588454  120667\n",
       "다사590447  673156\n",
       "다사594465  327169\n",
       "다사594476  252668\n",
       "다사596458  222297\n",
       "다사599431  137244\n",
       "다사601451  833765\n",
       "다사604442  131781\n",
       "다사604460   83377\n",
       "다사605467  257406\n",
       "다사607436  109455\n",
       "다사610431   13956\n",
       "다사611461  202231\n",
       "다사613440   79881\n",
       "다사613455  695587\n",
       "다사616434   27332\n",
       "다사620442   19042\n",
       "다사622436   23972\n",
       "다사628439   64138\n",
       "다사632428   62981\n",
       "다사650429  245861"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = result1.drop(index=0, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>gid</th>\n",
       "      <th>저녁총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사540449</td>\n",
       "      <td>32063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사541420</td>\n",
       "      <td>387570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사542431</td>\n",
       "      <td>239794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사546448</td>\n",
       "      <td>22862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>다사548406</td>\n",
       "      <td>10141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>다사552432</td>\n",
       "      <td>147331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>다사554450</td>\n",
       "      <td>27760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>다사555425</td>\n",
       "      <td>158923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>다사562451</td>\n",
       "      <td>704887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>다사564437</td>\n",
       "      <td>239588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>다사568455</td>\n",
       "      <td>52776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>다사568460</td>\n",
       "      <td>31057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>다사570438</td>\n",
       "      <td>504913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>다사571451</td>\n",
       "      <td>20107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>다사572429</td>\n",
       "      <td>319666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>다사576464</td>\n",
       "      <td>372597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>다사577458</td>\n",
       "      <td>256531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>다사580451</td>\n",
       "      <td>312562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>다사582444</td>\n",
       "      <td>912929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>다사583475</td>\n",
       "      <td>380376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>다사586462</td>\n",
       "      <td>346586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>다사588429</td>\n",
       "      <td>468319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>다사588454</td>\n",
       "      <td>120667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>다사590447</td>\n",
       "      <td>673156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>다사594465</td>\n",
       "      <td>327169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>다사594476</td>\n",
       "      <td>252668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>다사596458</td>\n",
       "      <td>222297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>다사599431</td>\n",
       "      <td>137244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>다사601451</td>\n",
       "      <td>833765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>다사604442</td>\n",
       "      <td>131781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>다사604460</td>\n",
       "      <td>83377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>다사605467</td>\n",
       "      <td>257406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>다사607436</td>\n",
       "      <td>109455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>다사610431</td>\n",
       "      <td>13956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>다사611461</td>\n",
       "      <td>202231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>다사613440</td>\n",
       "      <td>79881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>다사613455</td>\n",
       "      <td>695587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>다사616434</td>\n",
       "      <td>27332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>다사620442</td>\n",
       "      <td>19042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>다사622436</td>\n",
       "      <td>23972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>다사628439</td>\n",
       "      <td>64138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>다사632428</td>\n",
       "      <td>62981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>다사650429</td>\n",
       "      <td>245861</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         gid  저녁총승객수\n",
       "1   다사540449   32063\n",
       "2   다사541420  387570\n",
       "3   다사542431  239794\n",
       "4   다사546448   22862\n",
       "5   다사548406   10141\n",
       "6   다사552432  147331\n",
       "7   다사554450   27760\n",
       "8   다사555425  158923\n",
       "9   다사562451  704887\n",
       "10  다사564437  239588\n",
       "11  다사568455   52776\n",
       "12  다사568460   31057\n",
       "13  다사570438  504913\n",
       "14  다사571451   20107\n",
       "15  다사572429  319666\n",
       "16  다사576464  372597\n",
       "17  다사577458  256531\n",
       "18  다사580451  312562\n",
       "19  다사582444  912929\n",
       "20  다사583475  380376\n",
       "21  다사586462  346586\n",
       "22  다사588429  468319\n",
       "23  다사588454  120667\n",
       "24  다사590447  673156\n",
       "25  다사594465  327169\n",
       "26  다사594476  252668\n",
       "27  다사596458  222297\n",
       "28  다사599431  137244\n",
       "29  다사601451  833765\n",
       "30  다사604442  131781\n",
       "31  다사604460   83377\n",
       "32  다사605467  257406\n",
       "33  다사607436  109455\n",
       "34  다사610431   13956\n",
       "35  다사611461  202231\n",
       "36  다사613440   79881\n",
       "37  다사613455  695587\n",
       "38  다사616434   27332\n",
       "39  다사620442   19042\n",
       "40  다사622436   23972\n",
       "41  다사628439   64138\n",
       "42  다사632428   62981\n",
       "43  다사650429  245861"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.to_csv(\"output/그리드 전처리 완료/서초강남지하철저녁승차.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 강남구서초구 지하철 승하차"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = pd.read_csv(\"output/서초강남지하철승하차.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .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>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>역이름</th>\n",
       "      <th>위도</th>\n",
       "      <th>경도</th>\n",
       "      <th>04시-05시 승차인원</th>\n",
       "      <th>04시-05시 하차인원</th>\n",
       "      <th>05시-06시 승차인원</th>\n",
       "      <th>05시-06시 하차인원</th>\n",
       "      <th>06시-07시 승차인원</th>\n",
       "      <th>...</th>\n",
       "      <th>23시-24시 승차인원</th>\n",
       "      <th>23시-24시 하차인원</th>\n",
       "      <th>00시-01시 승차인원</th>\n",
       "      <th>00시-01시 하차인원</th>\n",
       "      <th>01시-02시 승차인원</th>\n",
       "      <th>01시-02시 하차인원</th>\n",
       "      <th>02시-03시 승차인원</th>\n",
       "      <th>02시-03시 하차인원</th>\n",
       "      <th>03시-04시 승차인원</th>\n",
       "      <th>03시-04시 하차인원</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>강남구청역</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2319</td>\n",
       "      <td>2329</td>\n",
       "      <td>5879</td>\n",
       "      <td>...</td>\n",
       "      <td>5963</td>\n",
       "      <td>4919</td>\n",
       "      <td>31</td>\n",
       "      <td>720</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>강남역</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>85</td>\n",
       "      <td>6</td>\n",
       "      <td>5464</td>\n",
       "      <td>10853</td>\n",
       "      <td>15861</td>\n",
       "      <td>...</td>\n",
       "      <td>24062</td>\n",
       "      <td>12861</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>개포동역</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>687</td>\n",
       "      <td>1011</td>\n",
       "      <td>3267</td>\n",
       "      <td>...</td>\n",
       "      <td>650</td>\n",
       "      <td>2034</td>\n",
       "      <td>5</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>162</td>\n",
       "      <td>8</td>\n",
       "      <td>7178</td>\n",
       "      <td>6966</td>\n",
       "      <td>14260</td>\n",
       "      <td>...</td>\n",
       "      <td>19976</td>\n",
       "      <td>14774</td>\n",
       "      <td>18</td>\n",
       "      <td>387</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>교대역</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>3120</td>\n",
       "      <td>7490</td>\n",
       "      <td>14922</td>\n",
       "      <td>...</td>\n",
       "      <td>9727</td>\n",
       "      <td>8907</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>구룡역</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>360</td>\n",
       "      <td>829</td>\n",
       "      <td>1312</td>\n",
       "      <td>...</td>\n",
       "      <td>170</td>\n",
       "      <td>936</td>\n",
       "      <td>8</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>구반포역</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>516</td>\n",
       "      <td>236</td>\n",
       "      <td>1717</td>\n",
       "      <td>...</td>\n",
       "      <td>376</td>\n",
       "      <td>1491</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>607</td>\n",
       "      <td>1731</td>\n",
       "      <td>1777</td>\n",
       "      <td>...</td>\n",
       "      <td>2165</td>\n",
       "      <td>1061</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2452</td>\n",
       "      <td>1284</td>\n",
       "      <td>8012</td>\n",
       "      <td>...</td>\n",
       "      <td>4321</td>\n",
       "      <td>6529</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>남태령역</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>453</td>\n",
       "      <td>126</td>\n",
       "      <td>824</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>384</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>내방역</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2310</td>\n",
       "      <td>1360</td>\n",
       "      <td>6570</td>\n",
       "      <td>...</td>\n",
       "      <td>2472</td>\n",
       "      <td>4088</td>\n",
       "      <td>5</td>\n",
       "      <td>1406</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>녹사평역</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>878</td>\n",
       "      <td>412</td>\n",
       "      <td>1844</td>\n",
       "      <td>...</td>\n",
       "      <td>1751</td>\n",
       "      <td>1703</td>\n",
       "      <td>1</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>논현역</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1949</td>\n",
       "      <td>1307</td>\n",
       "      <td>4498</td>\n",
       "      <td>...</td>\n",
       "      <td>7625</td>\n",
       "      <td>4046</td>\n",
       "      <td>11</td>\n",
       "      <td>296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1703</td>\n",
       "      <td>1262</td>\n",
       "      <td>3541</td>\n",
       "      <td>...</td>\n",
       "      <td>327</td>\n",
       "      <td>1680</td>\n",
       "      <td>3</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>대청역</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>3190</td>\n",
       "      <td>1020</td>\n",
       "      <td>10337</td>\n",
       "      <td>...</td>\n",
       "      <td>978</td>\n",
       "      <td>5743</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>대치역</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2250</td>\n",
       "      <td>777</td>\n",
       "      <td>10589</td>\n",
       "      <td>...</td>\n",
       "      <td>2157</td>\n",
       "      <td>4227</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>도곡역</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>68</td>\n",
       "      <td>2</td>\n",
       "      <td>2054</td>\n",
       "      <td>1365</td>\n",
       "      <td>6886</td>\n",
       "      <td>...</td>\n",
       "      <td>1812</td>\n",
       "      <td>4104</td>\n",
       "      <td>22</td>\n",
       "      <td>1011</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>동작역</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>1627</td>\n",
       "      <td>499</td>\n",
       "      <td>2962</td>\n",
       "      <td>...</td>\n",
       "      <td>820</td>\n",
       "      <td>2322</td>\n",
       "      <td>5</td>\n",
       "      <td>954</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>매봉역</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1326</td>\n",
       "      <td>459</td>\n",
       "      <td>6454</td>\n",
       "      <td>...</td>\n",
       "      <td>1461</td>\n",
       "      <td>3340</td>\n",
       "      <td>0</td>\n",
       "      <td>332</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>반포역</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>798</td>\n",
       "      <td>596</td>\n",
       "      <td>2738</td>\n",
       "      <td>...</td>\n",
       "      <td>1667</td>\n",
       "      <td>1425</td>\n",
       "      <td>11</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>방배역</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2607</td>\n",
       "      <td>3446</td>\n",
       "      <td>9244</td>\n",
       "      <td>...</td>\n",
       "      <td>3362</td>\n",
       "      <td>6048</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>봉은사역</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1474</td>\n",
       "      <td>1068</td>\n",
       "      <td>4719</td>\n",
       "      <td>...</td>\n",
       "      <td>2163</td>\n",
       "      <td>1904</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>126</td>\n",
       "      <td>126</td>\n",
       "      <td>사당역</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>275</td>\n",
       "      <td>29</td>\n",
       "      <td>21237</td>\n",
       "      <td>4055</td>\n",
       "      <td>47923</td>\n",
       "      <td>...</td>\n",
       "      <td>14109</td>\n",
       "      <td>36907</td>\n",
       "      <td>13</td>\n",
       "      <td>2702</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>127</td>\n",
       "      <td>127</td>\n",
       "      <td>사평역</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>777</td>\n",
       "      <td>173</td>\n",
       "      <td>2917</td>\n",
       "      <td>...</td>\n",
       "      <td>392</td>\n",
       "      <td>1603</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>129</td>\n",
       "      <td>129</td>\n",
       "      <td>삼성역</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>115</td>\n",
       "      <td>0</td>\n",
       "      <td>4105</td>\n",
       "      <td>4724</td>\n",
       "      <td>6837</td>\n",
       "      <td>...</td>\n",
       "      <td>6998</td>\n",
       "      <td>4382</td>\n",
       "      <td>1</td>\n",
       "      <td>1712</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>730</td>\n",
       "      <td>479</td>\n",
       "      <td>2091</td>\n",
       "      <td>...</td>\n",
       "      <td>1180</td>\n",
       "      <td>1701</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>서초역</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1260</td>\n",
       "      <td>4502</td>\n",
       "      <td>8928</td>\n",
       "      <td>...</td>\n",
       "      <td>3614</td>\n",
       "      <td>3206</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>154</td>\n",
       "      <td>154</td>\n",
       "      <td>선릉역</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>46</td>\n",
       "      <td>3</td>\n",
       "      <td>4225</td>\n",
       "      <td>7383</td>\n",
       "      <td>11972</td>\n",
       "      <td>...</td>\n",
       "      <td>12482</td>\n",
       "      <td>8782</td>\n",
       "      <td>59</td>\n",
       "      <td>533</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>156</td>\n",
       "      <td>156</td>\n",
       "      <td>선정릉역</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>1977</td>\n",
       "      <td>2173</td>\n",
       "      <td>5620</td>\n",
       "      <td>...</td>\n",
       "      <td>3157</td>\n",
       "      <td>3706</td>\n",
       "      <td>16</td>\n",
       "      <td>343</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>수서역</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>330</td>\n",
       "      <td>7</td>\n",
       "      <td>7563</td>\n",
       "      <td>4573</td>\n",
       "      <td>18120</td>\n",
       "      <td>...</td>\n",
       "      <td>6909</td>\n",
       "      <td>11385</td>\n",
       "      <td>11</td>\n",
       "      <td>998</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>신논현역</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>2782</td>\n",
       "      <td>1739</td>\n",
       "      <td>12190</td>\n",
       "      <td>...</td>\n",
       "      <td>7760</td>\n",
       "      <td>7767</td>\n",
       "      <td>6</td>\n",
       "      <td>571</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>182</td>\n",
       "      <td>182</td>\n",
       "      <td>신반포역</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>368</td>\n",
       "      <td>806</td>\n",
       "      <td>1846</td>\n",
       "      <td>...</td>\n",
       "      <td>512</td>\n",
       "      <td>1393</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>184</td>\n",
       "      <td>184</td>\n",
       "      <td>신사역</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>35</td>\n",
       "      <td>4</td>\n",
       "      <td>2420</td>\n",
       "      <td>1467</td>\n",
       "      <td>5240</td>\n",
       "      <td>...</td>\n",
       "      <td>6107</td>\n",
       "      <td>3801</td>\n",
       "      <td>0</td>\n",
       "      <td>92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>1187</td>\n",
       "      <td>724</td>\n",
       "      <td>3231</td>\n",
       "      <td>...</td>\n",
       "      <td>3363</td>\n",
       "      <td>1708</td>\n",
       "      <td>29</td>\n",
       "      <td>317</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>압구정역</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>49</td>\n",
       "      <td>3</td>\n",
       "      <td>2827</td>\n",
       "      <td>1977</td>\n",
       "      <td>7469</td>\n",
       "      <td>...</td>\n",
       "      <td>4803</td>\n",
       "      <td>3777</td>\n",
       "      <td>5</td>\n",
       "      <td>844</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>202</td>\n",
       "      <td>202</td>\n",
       "      <td>양재역</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>4876</td>\n",
       "      <td>2382</td>\n",
       "      <td>13042</td>\n",
       "      <td>...</td>\n",
       "      <td>4743</td>\n",
       "      <td>9860</td>\n",
       "      <td>5</td>\n",
       "      <td>740</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>207</td>\n",
       "      <td>207</td>\n",
       "      <td>언주역</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1050</td>\n",
       "      <td>801</td>\n",
       "      <td>2419</td>\n",
       "      <td>...</td>\n",
       "      <td>1782</td>\n",
       "      <td>2655</td>\n",
       "      <td>1</td>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>역삼역</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "      <td>3075</td>\n",
       "      <td>7003</td>\n",
       "      <td>7618</td>\n",
       "      <td>...</td>\n",
       "      <td>10106</td>\n",
       "      <td>6425</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>239</td>\n",
       "      <td>239</td>\n",
       "      <td>이수역</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>4090</td>\n",
       "      <td>1042</td>\n",
       "      <td>8572</td>\n",
       "      <td>...</td>\n",
       "      <td>3972</td>\n",
       "      <td>6312</td>\n",
       "      <td>10</td>\n",
       "      <td>499</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>241</td>\n",
       "      <td>241</td>\n",
       "      <td>이태원역</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2046</td>\n",
       "      <td>950</td>\n",
       "      <td>4345</td>\n",
       "      <td>...</td>\n",
       "      <td>3618</td>\n",
       "      <td>4329</td>\n",
       "      <td>1</td>\n",
       "      <td>414</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>242</td>\n",
       "      <td>242</td>\n",
       "      <td>일원역</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2041</td>\n",
       "      <td>1367</td>\n",
       "      <td>7977</td>\n",
       "      <td>...</td>\n",
       "      <td>840</td>\n",
       "      <td>3473</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>246</td>\n",
       "      <td>246</td>\n",
       "      <td>잠원역</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>889</td>\n",
       "      <td>461</td>\n",
       "      <td>4546</td>\n",
       "      <td>...</td>\n",
       "      <td>585</td>\n",
       "      <td>2311</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>267</td>\n",
       "      <td>267</td>\n",
       "      <td>청담역</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>3667</td>\n",
       "      <td>5986</td>\n",
       "      <td>...</td>\n",
       "      <td>4014</td>\n",
       "      <td>2725</td>\n",
       "      <td>4</td>\n",
       "      <td>1252</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>269</td>\n",
       "      <td>269</td>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>5727</td>\n",
       "      <td>839</td>\n",
       "      <td>15463</td>\n",
       "      <td>...</td>\n",
       "      <td>2334</td>\n",
       "      <td>9272</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>274</td>\n",
       "      <td>274</td>\n",
       "      <td>학동역</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1778</td>\n",
       "      <td>2439</td>\n",
       "      <td>4272</td>\n",
       "      <td>...</td>\n",
       "      <td>5617</td>\n",
       "      <td>2679</td>\n",
       "      <td>10</td>\n",
       "      <td>171</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>275</td>\n",
       "      <td>275</td>\n",
       "      <td>학여울역</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>539</td>\n",
       "      <td>286</td>\n",
       "      <td>1783</td>\n",
       "      <td>...</td>\n",
       "      <td>193</td>\n",
       "      <td>817</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>281</td>\n",
       "      <td>281</td>\n",
       "      <td>한티역</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>1911</td>\n",
       "      <td>1034</td>\n",
       "      <td>7008</td>\n",
       "      <td>...</td>\n",
       "      <td>3065</td>\n",
       "      <td>4300</td>\n",
       "      <td>59</td>\n",
       "      <td>231</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>47 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0  Unnamed: 0.1      역이름         위도          경도  04시-05시 승차인원  \\\n",
       "0            5             5    강남구청역  37.517201  127.041287             8   \n",
       "1            6             6      강남역  37.498085  127.027978            85   \n",
       "2           12            12     개포동역  37.489132  127.066103             2   \n",
       "3           20            20   고속터미널역  37.504540  127.005135           162   \n",
       "4           28            28      교대역  37.492736  127.013863            43   \n",
       "5           31            31      구룡역  37.487027  127.059475             0   \n",
       "6           32            32     구반포역  37.501422  126.987447             0   \n",
       "7           37            37   국회의사당역  37.528136  126.917821             3   \n",
       "8           48            48   남부터미널역  37.485185  127.016191            10   \n",
       "9           51            51     남태령역  37.464246  126.989081            46   \n",
       "10          52            52      내방역  37.487655  126.993578             3   \n",
       "11          57            57     녹사평역  37.534705  126.986536            14   \n",
       "12          59            59      논현역  37.511187  127.021649             5   \n",
       "13          64            64   대모산입구역  37.491543  127.073070             2   \n",
       "14          66            66      대청역  37.493701  127.079518            55   \n",
       "15          67            67      대치역  37.494486  127.063190             6   \n",
       "16          69            69      도곡역  37.490976  127.055498            68   \n",
       "17          81            81      동작역  37.502971  126.980299            33   \n",
       "18          97            97      매봉역  37.486925  127.046698             6   \n",
       "19         109           109      반포역  37.508143  127.011582             1   \n",
       "20         111           111      방배역  37.481456  126.997535             3   \n",
       "21         119           119     봉은사역  37.514237  127.060220             1   \n",
       "22         126           126      사당역  37.476553  126.981550           275   \n",
       "23         127           127      사평역  37.504233  127.015268             2   \n",
       "24         129           129      삼성역  37.508812  127.063021           115   \n",
       "25         130           130    삼성중앙역  37.512961  127.053026             0   \n",
       "26         149           149      서초역  37.491836  127.007644            25   \n",
       "27         154           154      선릉역  37.504494  127.048948            46   \n",
       "28         156           156     선정릉역  37.510929  127.043614            20   \n",
       "29         166           166      수서역  37.485284  127.104452           330   \n",
       "30         174           174     신논현역  37.504808  127.025469            31   \n",
       "31         182           182     신반포역  37.503495  126.996064             0   \n",
       "32         184           184      신사역  37.516431  127.020293            35   \n",
       "33         198           198  압구정로데오역  37.527509  127.040591            55   \n",
       "34         199           199     압구정역  37.526485  127.028486            49   \n",
       "35         202           202      양재역  37.484569  127.034146            67   \n",
       "36         207           207      언주역  37.507328  127.033953             4   \n",
       "37         210           210      역삼역  37.500660  127.036460            38   \n",
       "38         239           239      이수역  37.486789  126.982203            52   \n",
       "39         241           241     이태원역  37.534507  126.994320             4   \n",
       "40         242           242      일원역  37.483985  127.084121             3   \n",
       "41         246           246      잠원역  37.512883  127.011401             2   \n",
       "42         267           267      청담역  37.519448  127.053709            11   \n",
       "43         269           269   총신대입구역  37.486789  126.982203            75   \n",
       "44         274           274      학동역  37.514357  127.031897             3   \n",
       "45         275           275     학여울역  37.496878  127.071153             1   \n",
       "46         281           281      한티역  37.496275  127.052901            19   \n",
       "\n",
       "    04시-05시 하차인원  05시-06시 승차인원  05시-06시 하차인원  06시-07시 승차인원  ...  23시-24시 승차인원  \\\n",
       "0              0          2319          2329          5879  ...          5963   \n",
       "1              6          5464         10853         15861  ...         24062   \n",
       "2              0           687          1011          3267  ...           650   \n",
       "3              8          7178          6966         14260  ...         19976   \n",
       "4              0          3120          7490         14922  ...          9727   \n",
       "5              0           360           829          1312  ...           170   \n",
       "6              0           516           236          1717  ...           376   \n",
       "7              0           607          1731          1777  ...          2165   \n",
       "8              0          2452          1284          8012  ...          4321   \n",
       "9              0           453           126           824  ...            90   \n",
       "10             0          2310          1360          6570  ...          2472   \n",
       "11             0           878           412          1844  ...          1751   \n",
       "12             0          1949          1307          4498  ...          7625   \n",
       "13             0          1703          1262          3541  ...           327   \n",
       "14             0          3190          1020         10337  ...           978   \n",
       "15             0          2250           777         10589  ...          2157   \n",
       "16             2          2054          1365          6886  ...          1812   \n",
       "17             0          1627           499          2962  ...           820   \n",
       "18             1          1326           459          6454  ...          1461   \n",
       "19             0           798           596          2738  ...          1667   \n",
       "20             0          2607          3446          9244  ...          3362   \n",
       "21             0          1474          1068          4719  ...          2163   \n",
       "22            29         21237          4055         47923  ...         14109   \n",
       "23             0           777           173          2917  ...           392   \n",
       "24             0          4105          4724          6837  ...          6998   \n",
       "25             0           730           479          2091  ...          1180   \n",
       "26             0          1260          4502          8928  ...          3614   \n",
       "27             3          4225          7383         11972  ...         12482   \n",
       "28             2          1977          2173          5620  ...          3157   \n",
       "29             7          7563          4573         18120  ...          6909   \n",
       "30             1          2782          1739         12190  ...          7760   \n",
       "31             0           368           806          1846  ...           512   \n",
       "32             4          2420          1467          5240  ...          6107   \n",
       "33             0          1187           724          3231  ...          3363   \n",
       "34             3          2827          1977          7469  ...          4803   \n",
       "35             1          4876          2382         13042  ...          4743   \n",
       "36             0          1050           801          2419  ...          1782   \n",
       "37             2          3075          7003          7618  ...         10106   \n",
       "38             0          4090          1042          8572  ...          3972   \n",
       "39             0          2046           950          4345  ...          3618   \n",
       "40             0          2041          1367          7977  ...           840   \n",
       "41             0           889           461          4546  ...           585   \n",
       "42             0          1987          3667          5986  ...          4014   \n",
       "43             2          5727           839         15463  ...          2334   \n",
       "44             0          1778          2439          4272  ...          5617   \n",
       "45             0           539           286          1783  ...           193   \n",
       "46             3          1911          1034          7008  ...          3065   \n",
       "\n",
       "    23시-24시 하차인원  00시-01시 승차인원  00시-01시 하차인원  01시-02시 승차인원  01시-02시 하차인원  \\\n",
       "0           4919            31           720             0             0   \n",
       "1          12861             7             4             0             0   \n",
       "2           2034             5            58             0             0   \n",
       "3          14774            18           387             0             0   \n",
       "4           8907             2            38             0             1   \n",
       "5            936             8            27             0             0   \n",
       "6           1491             0            45             0             0   \n",
       "7           1061             0             0             0             0   \n",
       "8           6529             4            28             1             3   \n",
       "9            384             0            31             0             0   \n",
       "10          4088             5          1406             0             0   \n",
       "11          1703             1            88             0             0   \n",
       "12          4046            11           296             0             0   \n",
       "13          1680             3            81             0             0   \n",
       "14          5743             0            64             0             0   \n",
       "15          4227             0             8             0             0   \n",
       "16          4104            22          1011             0             1   \n",
       "17          2322             5           954             0             0   \n",
       "18          3340             0           332             0             0   \n",
       "19          1425            11           108             0             1   \n",
       "20          6048             0             3             0             0   \n",
       "21          1904             0             1             0             0   \n",
       "22         36907            13          2702             0             0   \n",
       "23          1603             2             1             0             0   \n",
       "24          4382             1          1712             0             0   \n",
       "25          1701             1             7             0             0   \n",
       "26          3206             0             0             0             0   \n",
       "27          8782            59           533             0             0   \n",
       "28          3706            16           343             0             1   \n",
       "29         11385            11           998             0             0   \n",
       "30          7767             6           571             0             0   \n",
       "31          1393             0            11             0             0   \n",
       "32          3801             0            92             0             0   \n",
       "33          1708            29           317             0             0   \n",
       "34          3777             5           844             0             0   \n",
       "35          9860             5           740             0             0   \n",
       "36          2655             1           110             0             0   \n",
       "37          6425             0             1             0             0   \n",
       "38          6312            10           499             0             0   \n",
       "39          4329             1           414             0             0   \n",
       "40          3473             2            37             0             0   \n",
       "41          2311             0             5             1             1   \n",
       "42          2725             4          1252             0             0   \n",
       "43          9272             1            46             0             0   \n",
       "44          2679            10           171             0             0   \n",
       "45           817             0             2             0             0   \n",
       "46          4300            59           231             0             0   \n",
       "\n",
       "    02시-03시 승차인원  02시-03시 하차인원  03시-04시 승차인원  03시-04시 하차인원  \n",
       "0              0             0             0             0  \n",
       "1              0             0             0             0  \n",
       "2              0             0             0             0  \n",
       "3              0             0             0             0  \n",
       "4              0             1             0             0  \n",
       "5              0             0             0             0  \n",
       "6              0             0             0             0  \n",
       "7              0             0             0             0  \n",
       "8              1             0             0             0  \n",
       "9              0             0             0             0  \n",
       "10             0             0             0             0  \n",
       "11             0             0             0             0  \n",
       "12             0             0             0             0  \n",
       "13             0             0             0             0  \n",
       "14             0             0             0             0  \n",
       "15             0             0             0             0  \n",
       "16             0             0             0             0  \n",
       "17             0             0             0             0  \n",
       "18             0             0             0             0  \n",
       "19             0             0             0             0  \n",
       "20             0             0             0             0  \n",
       "21             0             0             0             0  \n",
       "22             0             0             0             0  \n",
       "23             0             0             0             0  \n",
       "24             0             0             0             0  \n",
       "25             0             0             0             0  \n",
       "26             0             0             0             0  \n",
       "27             0             0             0             0  \n",
       "28             0             0             0             0  \n",
       "29             0             0             0             0  \n",
       "30             0             0             0             0  \n",
       "31             0             0             0             0  \n",
       "32             0             0             0             0  \n",
       "33             0             0             0             0  \n",
       "34             0             0             0             0  \n",
       "35             0             1             0             0  \n",
       "36             0             0             0             0  \n",
       "37             0             0             0             0  \n",
       "38             0             0             0             0  \n",
       "39             0             0             0             0  \n",
       "40             0             1             0             0  \n",
       "41             0             0             0             0  \n",
       "42             0             0             0             0  \n",
       "43             0             0             0             0  \n",
       "44             0             0             0             0  \n",
       "45             0             0             0             0  \n",
       "46             0             0             0             0  \n",
       "\n",
       "[47 rows x 53 columns]"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = data1[[\"역이름\",\"경도\",\"위도\",\"18시-19시 하차인원\",\"19시-20시 하차인원\",\"20시-21시 하차인원\",\"21시-22시 하차인원\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>18시-19시 하차인원</th>\n",
       "      <th>19시-20시 하차인원</th>\n",
       "      <th>20시-21시 하차인원</th>\n",
       "      <th>21시-22시 하차인원</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>40317</td>\n",
       "      <td>24792</td>\n",
       "      <td>14116</td>\n",
       "      <td>11616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>173742</td>\n",
       "      <td>99700</td>\n",
       "      <td>42059</td>\n",
       "      <td>33576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>9824</td>\n",
       "      <td>8369</td>\n",
       "      <td>4658</td>\n",
       "      <td>4244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>166223</td>\n",
       "      <td>104490</td>\n",
       "      <td>61196</td>\n",
       "      <td>49163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>82205</td>\n",
       "      <td>48258</td>\n",
       "      <td>25356</td>\n",
       "      <td>22135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>3513</td>\n",
       "      <td>2783</td>\n",
       "      <td>1794</td>\n",
       "      <td>1595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>7631</td>\n",
       "      <td>5255</td>\n",
       "      <td>2721</td>\n",
       "      <td>2528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>10244</td>\n",
       "      <td>6678</td>\n",
       "      <td>3303</td>\n",
       "      <td>2963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>55942</td>\n",
       "      <td>35998</td>\n",
       "      <td>20899</td>\n",
       "      <td>16390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>1823</td>\n",
       "      <td>1555</td>\n",
       "      <td>981</td>\n",
       "      <td>907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>28310</td>\n",
       "      <td>19765</td>\n",
       "      <td>11134</td>\n",
       "      <td>9877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>13589</td>\n",
       "      <td>8805</td>\n",
       "      <td>4700</td>\n",
       "      <td>3764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>33800</td>\n",
       "      <td>19286</td>\n",
       "      <td>9911</td>\n",
       "      <td>8106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>6813</td>\n",
       "      <td>6022</td>\n",
       "      <td>3735</td>\n",
       "      <td>3389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>25068</td>\n",
       "      <td>21306</td>\n",
       "      <td>13194</td>\n",
       "      <td>11915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>26242</td>\n",
       "      <td>21527</td>\n",
       "      <td>11436</td>\n",
       "      <td>9897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>23797</td>\n",
       "      <td>19159</td>\n",
       "      <td>11006</td>\n",
       "      <td>9885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>12601</td>\n",
       "      <td>8402</td>\n",
       "      <td>5287</td>\n",
       "      <td>4974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>23138</td>\n",
       "      <td>15399</td>\n",
       "      <td>8695</td>\n",
       "      <td>7053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>10700</td>\n",
       "      <td>7000</td>\n",
       "      <td>4239</td>\n",
       "      <td>3793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>37548</td>\n",
       "      <td>26750</td>\n",
       "      <td>16453</td>\n",
       "      <td>16083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>19115</td>\n",
       "      <td>12342</td>\n",
       "      <td>6619</td>\n",
       "      <td>6003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>230369</td>\n",
       "      <td>156677</td>\n",
       "      <td>88699</td>\n",
       "      <td>82073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>9569</td>\n",
       "      <td>7624</td>\n",
       "      <td>3977</td>\n",
       "      <td>3813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>52843</td>\n",
       "      <td>28651</td>\n",
       "      <td>14651</td>\n",
       "      <td>12295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>10906</td>\n",
       "      <td>7109</td>\n",
       "      <td>4245</td>\n",
       "      <td>3592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>22025</td>\n",
       "      <td>14694</td>\n",
       "      <td>8999</td>\n",
       "      <td>8370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>77170</td>\n",
       "      <td>45506</td>\n",
       "      <td>23594</td>\n",
       "      <td>20953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>24586</td>\n",
       "      <td>17017</td>\n",
       "      <td>10217</td>\n",
       "      <td>9824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>83513</td>\n",
       "      <td>62871</td>\n",
       "      <td>39480</td>\n",
       "      <td>33117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>89588</td>\n",
       "      <td>51739</td>\n",
       "      <td>23870</td>\n",
       "      <td>19982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>7799</td>\n",
       "      <td>5253</td>\n",
       "      <td>2858</td>\n",
       "      <td>2792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>66628</td>\n",
       "      <td>33281</td>\n",
       "      <td>12626</td>\n",
       "      <td>9289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>42941</td>\n",
       "      <td>21694</td>\n",
       "      <td>7062</td>\n",
       "      <td>4583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>55275</td>\n",
       "      <td>30415</td>\n",
       "      <td>13987</td>\n",
       "      <td>10463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>72799</td>\n",
       "      <td>48225</td>\n",
       "      <td>28751</td>\n",
       "      <td>25197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>12798</td>\n",
       "      <td>9538</td>\n",
       "      <td>5598</td>\n",
       "      <td>5166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>51224</td>\n",
       "      <td>31953</td>\n",
       "      <td>17380</td>\n",
       "      <td>14512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>51967</td>\n",
       "      <td>34097</td>\n",
       "      <td>17869</td>\n",
       "      <td>15495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>30335</td>\n",
       "      <td>21682</td>\n",
       "      <td>10927</td>\n",
       "      <td>7955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>18286</td>\n",
       "      <td>15603</td>\n",
       "      <td>9359</td>\n",
       "      <td>9217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>14540</td>\n",
       "      <td>10247</td>\n",
       "      <td>6060</td>\n",
       "      <td>5852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>19262</td>\n",
       "      <td>12766</td>\n",
       "      <td>8168</td>\n",
       "      <td>7744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>73316</td>\n",
       "      <td>48034</td>\n",
       "      <td>26174</td>\n",
       "      <td>21956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>18876</td>\n",
       "      <td>11814</td>\n",
       "      <td>7097</td>\n",
       "      <td>6457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>4395</td>\n",
       "      <td>3140</td>\n",
       "      <td>2007</td>\n",
       "      <td>1693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>32604</td>\n",
       "      <td>23379</td>\n",
       "      <td>12170</td>\n",
       "      <td>10816</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  18시-19시 하차인원  19시-20시 하차인원  20시-21시 하차인원  \\\n",
       "0     강남구청역  127.041287  37.517201         40317         24792         14116   \n",
       "1       강남역  127.027978  37.498085        173742         99700         42059   \n",
       "2      개포동역  127.066103  37.489132          9824          8369          4658   \n",
       "3    고속터미널역  127.005135  37.504540        166223        104490         61196   \n",
       "4       교대역  127.013863  37.492736         82205         48258         25356   \n",
       "5       구룡역  127.059475  37.487027          3513          2783          1794   \n",
       "6      구반포역  126.987447  37.501422          7631          5255          2721   \n",
       "7    국회의사당역  126.917821  37.528136         10244          6678          3303   \n",
       "8    남부터미널역  127.016191  37.485185         55942         35998         20899   \n",
       "9      남태령역  126.989081  37.464246          1823          1555           981   \n",
       "10      내방역  126.993578  37.487655         28310         19765         11134   \n",
       "11     녹사평역  126.986536  37.534705         13589          8805          4700   \n",
       "12      논현역  127.021649  37.511187         33800         19286          9911   \n",
       "13   대모산입구역  127.073070  37.491543          6813          6022          3735   \n",
       "14      대청역  127.079518  37.493701         25068         21306         13194   \n",
       "15      대치역  127.063190  37.494486         26242         21527         11436   \n",
       "16      도곡역  127.055498  37.490976         23797         19159         11006   \n",
       "17      동작역  126.980299  37.502971         12601          8402          5287   \n",
       "18      매봉역  127.046698  37.486925         23138         15399          8695   \n",
       "19      반포역  127.011582  37.508143         10700          7000          4239   \n",
       "20      방배역  126.997535  37.481456         37548         26750         16453   \n",
       "21     봉은사역  127.060220  37.514237         19115         12342          6619   \n",
       "22      사당역  126.981550  37.476553        230369        156677         88699   \n",
       "23      사평역  127.015268  37.504233          9569          7624          3977   \n",
       "24      삼성역  127.063021  37.508812         52843         28651         14651   \n",
       "25    삼성중앙역  127.053026  37.512961         10906          7109          4245   \n",
       "26      서초역  127.007644  37.491836         22025         14694          8999   \n",
       "27      선릉역  127.048948  37.504494         77170         45506         23594   \n",
       "28     선정릉역  127.043614  37.510929         24586         17017         10217   \n",
       "29      수서역  127.104452  37.485284         83513         62871         39480   \n",
       "30     신논현역  127.025469  37.504808         89588         51739         23870   \n",
       "31     신반포역  126.996064  37.503495          7799          5253          2858   \n",
       "32      신사역  127.020293  37.516431         66628         33281         12626   \n",
       "33  압구정로데오역  127.040591  37.527509         42941         21694          7062   \n",
       "34     압구정역  127.028486  37.526485         55275         30415         13987   \n",
       "35      양재역  127.034146  37.484569         72799         48225         28751   \n",
       "36      언주역  127.033953  37.507328         12798          9538          5598   \n",
       "37      역삼역  127.036460  37.500660         51224         31953         17380   \n",
       "38      이수역  126.982203  37.486789         51967         34097         17869   \n",
       "39     이태원역  126.994320  37.534507         30335         21682         10927   \n",
       "40      일원역  127.084121  37.483985         18286         15603          9359   \n",
       "41      잠원역  127.011401  37.512883         14540         10247          6060   \n",
       "42      청담역  127.053709  37.519448         19262         12766          8168   \n",
       "43   총신대입구역  126.982203  37.486789         73316         48034         26174   \n",
       "44      학동역  127.031897  37.514357         18876         11814          7097   \n",
       "45     학여울역  127.071153  37.496878          4395          3140          2007   \n",
       "46      한티역  127.052901  37.496275         32604         23379         12170   \n",
       "\n",
       "    21시-22시 하차인원  \n",
       "0          11616  \n",
       "1          33576  \n",
       "2           4244  \n",
       "3          49163  \n",
       "4          22135  \n",
       "5           1595  \n",
       "6           2528  \n",
       "7           2963  \n",
       "8          16390  \n",
       "9            907  \n",
       "10          9877  \n",
       "11          3764  \n",
       "12          8106  \n",
       "13          3389  \n",
       "14         11915  \n",
       "15          9897  \n",
       "16          9885  \n",
       "17          4974  \n",
       "18          7053  \n",
       "19          3793  \n",
       "20         16083  \n",
       "21          6003  \n",
       "22         82073  \n",
       "23          3813  \n",
       "24         12295  \n",
       "25          3592  \n",
       "26          8370  \n",
       "27         20953  \n",
       "28          9824  \n",
       "29         33117  \n",
       "30         19982  \n",
       "31          2792  \n",
       "32          9289  \n",
       "33          4583  \n",
       "34         10463  \n",
       "35         25197  \n",
       "36          5166  \n",
       "37         14512  \n",
       "38         15495  \n",
       "39          7955  \n",
       "40          9217  \n",
       "41          5852  \n",
       "42          7744  \n",
       "43         21956  \n",
       "44          6457  \n",
       "45          1693  \n",
       "46         10816  "
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-145-674c835c6ca8>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1[\"저녁총승객수\"] = data1[\"18시-19시 하차인원\"] + data1[\"19시-20시 하차인원\"]+ data1[\"20시-21시 하차인원\"]+ data1[\"21시-22시 하차인원\"]\n"
     ]
    }
   ],
   "source": [
    "data1[\"저녁총승객수\"] = data1[\"18시-19시 하차인원\"] + data1[\"19시-20시 하차인원\"]+ data1[\"20시-21시 하차인원\"]+ data1[\"21시-22시 하차인원\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "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>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>저녁총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>90841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>349077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>27095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>381072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>177954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>9685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>18135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>23188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>129229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>5266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>69086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>30858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>71103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>19959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>71483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>69102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>63847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>31264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>54285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>25732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>96834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>44079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>557818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>24983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>108440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>25852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>54088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>167223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>61644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>218981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>185179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>18702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>121824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>76280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>110140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>174972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>33100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>115069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>119428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>70899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>52465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>36699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>47940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>169480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>44244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>11235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>78969</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  저녁총승객수\n",
       "0     강남구청역  127.041287  37.517201   90841\n",
       "1       강남역  127.027978  37.498085  349077\n",
       "2      개포동역  127.066103  37.489132   27095\n",
       "3    고속터미널역  127.005135  37.504540  381072\n",
       "4       교대역  127.013863  37.492736  177954\n",
       "5       구룡역  127.059475  37.487027    9685\n",
       "6      구반포역  126.987447  37.501422   18135\n",
       "7    국회의사당역  126.917821  37.528136   23188\n",
       "8    남부터미널역  127.016191  37.485185  129229\n",
       "9      남태령역  126.989081  37.464246    5266\n",
       "10      내방역  126.993578  37.487655   69086\n",
       "11     녹사평역  126.986536  37.534705   30858\n",
       "12      논현역  127.021649  37.511187   71103\n",
       "13   대모산입구역  127.073070  37.491543   19959\n",
       "14      대청역  127.079518  37.493701   71483\n",
       "15      대치역  127.063190  37.494486   69102\n",
       "16      도곡역  127.055498  37.490976   63847\n",
       "17      동작역  126.980299  37.502971   31264\n",
       "18      매봉역  127.046698  37.486925   54285\n",
       "19      반포역  127.011582  37.508143   25732\n",
       "20      방배역  126.997535  37.481456   96834\n",
       "21     봉은사역  127.060220  37.514237   44079\n",
       "22      사당역  126.981550  37.476553  557818\n",
       "23      사평역  127.015268  37.504233   24983\n",
       "24      삼성역  127.063021  37.508812  108440\n",
       "25    삼성중앙역  127.053026  37.512961   25852\n",
       "26      서초역  127.007644  37.491836   54088\n",
       "27      선릉역  127.048948  37.504494  167223\n",
       "28     선정릉역  127.043614  37.510929   61644\n",
       "29      수서역  127.104452  37.485284  218981\n",
       "30     신논현역  127.025469  37.504808  185179\n",
       "31     신반포역  126.996064  37.503495   18702\n",
       "32      신사역  127.020293  37.516431  121824\n",
       "33  압구정로데오역  127.040591  37.527509   76280\n",
       "34     압구정역  127.028486  37.526485  110140\n",
       "35      양재역  127.034146  37.484569  174972\n",
       "36      언주역  127.033953  37.507328   33100\n",
       "37      역삼역  127.036460  37.500660  115069\n",
       "38      이수역  126.982203  37.486789  119428\n",
       "39     이태원역  126.994320  37.534507   70899\n",
       "40      일원역  127.084121  37.483985   52465\n",
       "41      잠원역  127.011401  37.512883   36699\n",
       "42      청담역  127.053709  37.519448   47940\n",
       "43   총신대입구역  126.982203  37.486789  169480\n",
       "44      학동역  127.031897  37.514357   44244\n",
       "45     학여울역  127.071153  37.496878   11235\n",
       "46      한티역  127.052901  37.496275   78969"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"역이름\",\"경도\",\"위도\",\"저녁총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-147-19edd474c248>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['sub_cnt']=1\n",
      "<ipython-input-147-19edd474c248>:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['경도'] = data1['경도'].astype(float)\n",
      "<ipython-input-147-19edd474c248>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['위도'] = data1['위도'].astype(float)\n",
      "<ipython-input-147-19edd474c248>:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['point'] = data1.apply(lambda row : Point([row['경도'], row['위도']]), axis=1)\n"
     ]
    }
   ],
   "source": [
    "data1['sub_cnt']=1\n",
    "data1['경도'] = data1['경도'].astype(float)\n",
    "data1['위도'] = data1['위도'].astype(float)\n",
    "data1['point'] = data1.apply(lambda row : Point([row['경도'], row['위도']]), axis=1)\n",
    "data1 = gpd.GeoDataFrame(data1, geometry='point')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "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>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>저녁총승객수</th>\n",
       "      <th>sub_cnt</th>\n",
       "      <th>point</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
       "      <td>127.041287</td>\n",
       "      <td>37.517201</td>\n",
       "      <td>90841</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04129 37.51720)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
       "      <td>127.027978</td>\n",
       "      <td>37.498085</td>\n",
       "      <td>349077</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02798 37.49809)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>27095</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06610 37.48913)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>381072</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00513 37.50454)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>177954</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01386 37.49274)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>9685</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05947 37.48703)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>18135</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98745 37.50142)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>23188</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.91782 37.52814)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>129229</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01619 37.48519)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>5266</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98908 37.46425)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>69086</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99358 37.48765)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>30858</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98654 37.53470)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>71103</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02165 37.51119)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>19959</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07307 37.49154)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>71483</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07952 37.49370)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>69102</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06319 37.49449)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>63847</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05550 37.49098)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>31264</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98030 37.50297)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>54285</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04670 37.48693)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>25732</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01158 37.50814)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>96834</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99754 37.48146)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>44079</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06022 37.51424)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>557818</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98155 37.47655)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>24983</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01527 37.50423)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>108440</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06302 37.50881)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>25852</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05303 37.51296)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>54088</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00764 37.49184)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>167223</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04895 37.50449)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>61644</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04361 37.51093)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>218981</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10445 37.48528)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>185179</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02547 37.50481)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>18702</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99606 37.50349)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>121824</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02029 37.51643)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>76280</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04059 37.52751)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>110140</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02849 37.52648)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>174972</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03415 37.48457)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>33100</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03395 37.50733)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>115069</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03646 37.50066)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>119428</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>70899</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99432 37.53451)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>52465</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08412 37.48399)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>36699</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01140 37.51288)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>47940</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05371 37.51945)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>169480</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>44244</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03190 37.51436)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>11235</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07115 37.49688)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>78969</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05290 37.49627)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  저녁총승객수  sub_cnt  \\\n",
       "0     강남구청역  127.041287  37.517201   90841        1   \n",
       "1       강남역  127.027978  37.498085  349077        1   \n",
       "2      개포동역  127.066103  37.489132   27095        1   \n",
       "3    고속터미널역  127.005135  37.504540  381072        1   \n",
       "4       교대역  127.013863  37.492736  177954        1   \n",
       "5       구룡역  127.059475  37.487027    9685        1   \n",
       "6      구반포역  126.987447  37.501422   18135        1   \n",
       "7    국회의사당역  126.917821  37.528136   23188        1   \n",
       "8    남부터미널역  127.016191  37.485185  129229        1   \n",
       "9      남태령역  126.989081  37.464246    5266        1   \n",
       "10      내방역  126.993578  37.487655   69086        1   \n",
       "11     녹사평역  126.986536  37.534705   30858        1   \n",
       "12      논현역  127.021649  37.511187   71103        1   \n",
       "13   대모산입구역  127.073070  37.491543   19959        1   \n",
       "14      대청역  127.079518  37.493701   71483        1   \n",
       "15      대치역  127.063190  37.494486   69102        1   \n",
       "16      도곡역  127.055498  37.490976   63847        1   \n",
       "17      동작역  126.980299  37.502971   31264        1   \n",
       "18      매봉역  127.046698  37.486925   54285        1   \n",
       "19      반포역  127.011582  37.508143   25732        1   \n",
       "20      방배역  126.997535  37.481456   96834        1   \n",
       "21     봉은사역  127.060220  37.514237   44079        1   \n",
       "22      사당역  126.981550  37.476553  557818        1   \n",
       "23      사평역  127.015268  37.504233   24983        1   \n",
       "24      삼성역  127.063021  37.508812  108440        1   \n",
       "25    삼성중앙역  127.053026  37.512961   25852        1   \n",
       "26      서초역  127.007644  37.491836   54088        1   \n",
       "27      선릉역  127.048948  37.504494  167223        1   \n",
       "28     선정릉역  127.043614  37.510929   61644        1   \n",
       "29      수서역  127.104452  37.485284  218981        1   \n",
       "30     신논현역  127.025469  37.504808  185179        1   \n",
       "31     신반포역  126.996064  37.503495   18702        1   \n",
       "32      신사역  127.020293  37.516431  121824        1   \n",
       "33  압구정로데오역  127.040591  37.527509   76280        1   \n",
       "34     압구정역  127.028486  37.526485  110140        1   \n",
       "35      양재역  127.034146  37.484569  174972        1   \n",
       "36      언주역  127.033953  37.507328   33100        1   \n",
       "37      역삼역  127.036460  37.500660  115069        1   \n",
       "38      이수역  126.982203  37.486789  119428        1   \n",
       "39     이태원역  126.994320  37.534507   70899        1   \n",
       "40      일원역  127.084121  37.483985   52465        1   \n",
       "41      잠원역  127.011401  37.512883   36699        1   \n",
       "42      청담역  127.053709  37.519448   47940        1   \n",
       "43   총신대입구역  126.982203  37.486789  169480        1   \n",
       "44      학동역  127.031897  37.514357   44244        1   \n",
       "45     학여울역  127.071153  37.496878   11235        1   \n",
       "46      한티역  127.052901  37.496275   78969        1   \n",
       "\n",
       "                         point  \n",
       "0   POINT (127.04129 37.51720)  \n",
       "1   POINT (127.02798 37.49809)  \n",
       "2   POINT (127.06610 37.48913)  \n",
       "3   POINT (127.00513 37.50454)  \n",
       "4   POINT (127.01386 37.49274)  \n",
       "5   POINT (127.05947 37.48703)  \n",
       "6   POINT (126.98745 37.50142)  \n",
       "7   POINT (126.91782 37.52814)  \n",
       "8   POINT (127.01619 37.48519)  \n",
       "9   POINT (126.98908 37.46425)  \n",
       "10  POINT (126.99358 37.48765)  \n",
       "11  POINT (126.98654 37.53470)  \n",
       "12  POINT (127.02165 37.51119)  \n",
       "13  POINT (127.07307 37.49154)  \n",
       "14  POINT (127.07952 37.49370)  \n",
       "15  POINT (127.06319 37.49449)  \n",
       "16  POINT (127.05550 37.49098)  \n",
       "17  POINT (126.98030 37.50297)  \n",
       "18  POINT (127.04670 37.48693)  \n",
       "19  POINT (127.01158 37.50814)  \n",
       "20  POINT (126.99754 37.48146)  \n",
       "21  POINT (127.06022 37.51424)  \n",
       "22  POINT (126.98155 37.47655)  \n",
       "23  POINT (127.01527 37.50423)  \n",
       "24  POINT (127.06302 37.50881)  \n",
       "25  POINT (127.05303 37.51296)  \n",
       "26  POINT (127.00764 37.49184)  \n",
       "27  POINT (127.04895 37.50449)  \n",
       "28  POINT (127.04361 37.51093)  \n",
       "29  POINT (127.10445 37.48528)  \n",
       "30  POINT (127.02547 37.50481)  \n",
       "31  POINT (126.99606 37.50349)  \n",
       "32  POINT (127.02029 37.51643)  \n",
       "33  POINT (127.04059 37.52751)  \n",
       "34  POINT (127.02849 37.52648)  \n",
       "35  POINT (127.03415 37.48457)  \n",
       "36  POINT (127.03395 37.50733)  \n",
       "37  POINT (127.03646 37.50066)  \n",
       "38  POINT (126.98220 37.48679)  \n",
       "39  POINT (126.99432 37.53451)  \n",
       "40  POINT (127.08412 37.48399)  \n",
       "41  POINT (127.01140 37.51288)  \n",
       "42  POINT (127.05371 37.51945)  \n",
       "43  POINT (126.98220 37.48679)  \n",
       "44  POINT (127.03190 37.51436)  \n",
       "45  POINT (127.07115 37.49688)  \n",
       "46  POINT (127.05290 37.49627)  "
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████| 47/47 [00:05<00:00,  8.10it/s]\n"
     ]
    }
   ],
   "source": [
    "gid_list = []\n",
    "for i in tqdm(range(data1.shape[0])):\n",
    "    point = data1['point'].iloc[i]\n",
    "    if data_gid['geometry'].contains(point).sum() == 0:\n",
    "        g1 = \"Na\"\n",
    "    else :\n",
    "        g = data_gid['gid'].loc[data_gid['geometry'].contains(point)]\n",
    "        g1 = g.iloc[0]\n",
    "    gid_list.append(g1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>역이름</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>저녁총승객수</th>\n",
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       "      <th>0</th>\n",
       "      <td>강남구청역</td>\n",
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       "      <th>1</th>\n",
       "      <td>강남역</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>개포동역</td>\n",
       "      <td>127.066103</td>\n",
       "      <td>37.489132</td>\n",
       "      <td>27095</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06610 37.48913)</td>\n",
       "      <td>다사616434</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>고속터미널역</td>\n",
       "      <td>127.005135</td>\n",
       "      <td>37.504540</td>\n",
       "      <td>381072</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00513 37.50454)</td>\n",
       "      <td>다사562451</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>교대역</td>\n",
       "      <td>127.013863</td>\n",
       "      <td>37.492736</td>\n",
       "      <td>177954</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01386 37.49274)</td>\n",
       "      <td>다사570438</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>구룡역</td>\n",
       "      <td>127.059475</td>\n",
       "      <td>37.487027</td>\n",
       "      <td>9685</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05947 37.48703)</td>\n",
       "      <td>다사610431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>구반포역</td>\n",
       "      <td>126.987447</td>\n",
       "      <td>37.501422</td>\n",
       "      <td>18135</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98745 37.50142)</td>\n",
       "      <td>다사546448</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>국회의사당역</td>\n",
       "      <td>126.917821</td>\n",
       "      <td>37.528136</td>\n",
       "      <td>23188</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.91782 37.52814)</td>\n",
       "      <td>Na</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>남부터미널역</td>\n",
       "      <td>127.016191</td>\n",
       "      <td>37.485185</td>\n",
       "      <td>129229</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01619 37.48519)</td>\n",
       "      <td>다사572429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>남태령역</td>\n",
       "      <td>126.989081</td>\n",
       "      <td>37.464246</td>\n",
       "      <td>5266</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98908 37.46425)</td>\n",
       "      <td>다사548406</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>내방역</td>\n",
       "      <td>126.993578</td>\n",
       "      <td>37.487655</td>\n",
       "      <td>69086</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99358 37.48765)</td>\n",
       "      <td>다사552432</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>녹사평역</td>\n",
       "      <td>126.986536</td>\n",
       "      <td>37.534705</td>\n",
       "      <td>30858</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98654 37.53470)</td>\n",
       "      <td>Na</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>논현역</td>\n",
       "      <td>127.021649</td>\n",
       "      <td>37.511187</td>\n",
       "      <td>71103</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02165 37.51119)</td>\n",
       "      <td>다사577458</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>대모산입구역</td>\n",
       "      <td>127.073070</td>\n",
       "      <td>37.491543</td>\n",
       "      <td>19959</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07307 37.49154)</td>\n",
       "      <td>다사622436</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>대청역</td>\n",
       "      <td>127.079518</td>\n",
       "      <td>37.493701</td>\n",
       "      <td>71483</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07952 37.49370)</td>\n",
       "      <td>다사628439</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>대치역</td>\n",
       "      <td>127.063190</td>\n",
       "      <td>37.494486</td>\n",
       "      <td>69102</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06319 37.49449)</td>\n",
       "      <td>다사613440</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>도곡역</td>\n",
       "      <td>127.055498</td>\n",
       "      <td>37.490976</td>\n",
       "      <td>63847</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05550 37.49098)</td>\n",
       "      <td>다사607436</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>동작역</td>\n",
       "      <td>126.980299</td>\n",
       "      <td>37.502971</td>\n",
       "      <td>31264</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98030 37.50297)</td>\n",
       "      <td>다사540449</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>매봉역</td>\n",
       "      <td>127.046698</td>\n",
       "      <td>37.486925</td>\n",
       "      <td>54285</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04670 37.48693)</td>\n",
       "      <td>다사599431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>반포역</td>\n",
       "      <td>127.011582</td>\n",
       "      <td>37.508143</td>\n",
       "      <td>25732</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01158 37.50814)</td>\n",
       "      <td>다사568455</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>방배역</td>\n",
       "      <td>126.997535</td>\n",
       "      <td>37.481456</td>\n",
       "      <td>96834</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99754 37.48146)</td>\n",
       "      <td>다사555425</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>봉은사역</td>\n",
       "      <td>127.060220</td>\n",
       "      <td>37.514237</td>\n",
       "      <td>44079</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06022 37.51424)</td>\n",
       "      <td>다사611461</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>사당역</td>\n",
       "      <td>126.981550</td>\n",
       "      <td>37.476553</td>\n",
       "      <td>557818</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98155 37.47655)</td>\n",
       "      <td>다사541420</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>사평역</td>\n",
       "      <td>127.015268</td>\n",
       "      <td>37.504233</td>\n",
       "      <td>24983</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01527 37.50423)</td>\n",
       "      <td>다사571451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>삼성역</td>\n",
       "      <td>127.063021</td>\n",
       "      <td>37.508812</td>\n",
       "      <td>108440</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.06302 37.50881)</td>\n",
       "      <td>다사613455</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>삼성중앙역</td>\n",
       "      <td>127.053026</td>\n",
       "      <td>37.512961</td>\n",
       "      <td>25852</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05303 37.51296)</td>\n",
       "      <td>다사604460</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>서초역</td>\n",
       "      <td>127.007644</td>\n",
       "      <td>37.491836</td>\n",
       "      <td>54088</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.00764 37.49184)</td>\n",
       "      <td>다사564437</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>선릉역</td>\n",
       "      <td>127.048948</td>\n",
       "      <td>37.504494</td>\n",
       "      <td>167223</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04895 37.50449)</td>\n",
       "      <td>다사601451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>선정릉역</td>\n",
       "      <td>127.043614</td>\n",
       "      <td>37.510929</td>\n",
       "      <td>61644</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04361 37.51093)</td>\n",
       "      <td>다사596458</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>수서역</td>\n",
       "      <td>127.104452</td>\n",
       "      <td>37.485284</td>\n",
       "      <td>218981</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.10445 37.48528)</td>\n",
       "      <td>다사650429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>신논현역</td>\n",
       "      <td>127.025469</td>\n",
       "      <td>37.504808</td>\n",
       "      <td>185179</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02547 37.50481)</td>\n",
       "      <td>다사580451</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>신반포역</td>\n",
       "      <td>126.996064</td>\n",
       "      <td>37.503495</td>\n",
       "      <td>18702</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99606 37.50349)</td>\n",
       "      <td>다사554450</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>신사역</td>\n",
       "      <td>127.020293</td>\n",
       "      <td>37.516431</td>\n",
       "      <td>121824</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02029 37.51643)</td>\n",
       "      <td>다사576464</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>압구정로데오역</td>\n",
       "      <td>127.040591</td>\n",
       "      <td>37.527509</td>\n",
       "      <td>76280</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.04059 37.52751)</td>\n",
       "      <td>다사594476</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>압구정역</td>\n",
       "      <td>127.028486</td>\n",
       "      <td>37.526485</td>\n",
       "      <td>110140</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.02849 37.52648)</td>\n",
       "      <td>다사583475</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>양재역</td>\n",
       "      <td>127.034146</td>\n",
       "      <td>37.484569</td>\n",
       "      <td>174972</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03415 37.48457)</td>\n",
       "      <td>다사588429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>언주역</td>\n",
       "      <td>127.033953</td>\n",
       "      <td>37.507328</td>\n",
       "      <td>33100</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03395 37.50733)</td>\n",
       "      <td>다사588454</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>역삼역</td>\n",
       "      <td>127.036460</td>\n",
       "      <td>37.500660</td>\n",
       "      <td>115069</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03646 37.50066)</td>\n",
       "      <td>다사590447</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>이수역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>119428</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "      <td>다사542431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>이태원역</td>\n",
       "      <td>126.994320</td>\n",
       "      <td>37.534507</td>\n",
       "      <td>70899</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.99432 37.53451)</td>\n",
       "      <td>Na</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>일원역</td>\n",
       "      <td>127.084121</td>\n",
       "      <td>37.483985</td>\n",
       "      <td>52465</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.08412 37.48399)</td>\n",
       "      <td>다사632428</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>잠원역</td>\n",
       "      <td>127.011401</td>\n",
       "      <td>37.512883</td>\n",
       "      <td>36699</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.01140 37.51288)</td>\n",
       "      <td>다사568460</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>청담역</td>\n",
       "      <td>127.053709</td>\n",
       "      <td>37.519448</td>\n",
       "      <td>47940</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05371 37.51945)</td>\n",
       "      <td>다사605467</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>총신대입구역</td>\n",
       "      <td>126.982203</td>\n",
       "      <td>37.486789</td>\n",
       "      <td>169480</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (126.98220 37.48679)</td>\n",
       "      <td>다사542431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>학동역</td>\n",
       "      <td>127.031897</td>\n",
       "      <td>37.514357</td>\n",
       "      <td>44244</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.03190 37.51436)</td>\n",
       "      <td>다사586462</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>학여울역</td>\n",
       "      <td>127.071153</td>\n",
       "      <td>37.496878</td>\n",
       "      <td>11235</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.07115 37.49688)</td>\n",
       "      <td>다사620442</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>한티역</td>\n",
       "      <td>127.052901</td>\n",
       "      <td>37.496275</td>\n",
       "      <td>78969</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (127.05290 37.49627)</td>\n",
       "      <td>다사604442</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        역이름          경도         위도  저녁총승객수  sub_cnt  \\\n",
       "0     강남구청역  127.041287  37.517201   90841        1   \n",
       "1       강남역  127.027978  37.498085  349077        1   \n",
       "2      개포동역  127.066103  37.489132   27095        1   \n",
       "3    고속터미널역  127.005135  37.504540  381072        1   \n",
       "4       교대역  127.013863  37.492736  177954        1   \n",
       "5       구룡역  127.059475  37.487027    9685        1   \n",
       "6      구반포역  126.987447  37.501422   18135        1   \n",
       "7    국회의사당역  126.917821  37.528136   23188        1   \n",
       "8    남부터미널역  127.016191  37.485185  129229        1   \n",
       "9      남태령역  126.989081  37.464246    5266        1   \n",
       "10      내방역  126.993578  37.487655   69086        1   \n",
       "11     녹사평역  126.986536  37.534705   30858        1   \n",
       "12      논현역  127.021649  37.511187   71103        1   \n",
       "13   대모산입구역  127.073070  37.491543   19959        1   \n",
       "14      대청역  127.079518  37.493701   71483        1   \n",
       "15      대치역  127.063190  37.494486   69102        1   \n",
       "16      도곡역  127.055498  37.490976   63847        1   \n",
       "17      동작역  126.980299  37.502971   31264        1   \n",
       "18      매봉역  127.046698  37.486925   54285        1   \n",
       "19      반포역  127.011582  37.508143   25732        1   \n",
       "20      방배역  126.997535  37.481456   96834        1   \n",
       "21     봉은사역  127.060220  37.514237   44079        1   \n",
       "22      사당역  126.981550  37.476553  557818        1   \n",
       "23      사평역  127.015268  37.504233   24983        1   \n",
       "24      삼성역  127.063021  37.508812  108440        1   \n",
       "25    삼성중앙역  127.053026  37.512961   25852        1   \n",
       "26      서초역  127.007644  37.491836   54088        1   \n",
       "27      선릉역  127.048948  37.504494  167223        1   \n",
       "28     선정릉역  127.043614  37.510929   61644        1   \n",
       "29      수서역  127.104452  37.485284  218981        1   \n",
       "30     신논현역  127.025469  37.504808  185179        1   \n",
       "31     신반포역  126.996064  37.503495   18702        1   \n",
       "32      신사역  127.020293  37.516431  121824        1   \n",
       "33  압구정로데오역  127.040591  37.527509   76280        1   \n",
       "34     압구정역  127.028486  37.526485  110140        1   \n",
       "35      양재역  127.034146  37.484569  174972        1   \n",
       "36      언주역  127.033953  37.507328   33100        1   \n",
       "37      역삼역  127.036460  37.500660  115069        1   \n",
       "38      이수역  126.982203  37.486789  119428        1   \n",
       "39     이태원역  126.994320  37.534507   70899        1   \n",
       "40      일원역  127.084121  37.483985   52465        1   \n",
       "41      잠원역  127.011401  37.512883   36699        1   \n",
       "42      청담역  127.053709  37.519448   47940        1   \n",
       "43   총신대입구역  126.982203  37.486789  169480        1   \n",
       "44      학동역  127.031897  37.514357   44244        1   \n",
       "45     학여울역  127.071153  37.496878   11235        1   \n",
       "46      한티역  127.052901  37.496275   78969        1   \n",
       "\n",
       "                         point       gid  TL_cnt  \n",
       "0   POINT (127.04129 37.51720)  다사594465       1  \n",
       "1   POINT (127.02798 37.49809)  다사582444       1  \n",
       "2   POINT (127.06610 37.48913)  다사616434       1  \n",
       "3   POINT (127.00513 37.50454)  다사562451       1  \n",
       "4   POINT (127.01386 37.49274)  다사570438       1  \n",
       "5   POINT (127.05947 37.48703)  다사610431       1  \n",
       "6   POINT (126.98745 37.50142)  다사546448       1  \n",
       "7   POINT (126.91782 37.52814)        Na       1  \n",
       "8   POINT (127.01619 37.48519)  다사572429       1  \n",
       "9   POINT (126.98908 37.46425)  다사548406       1  \n",
       "10  POINT (126.99358 37.48765)  다사552432       1  \n",
       "11  POINT (126.98654 37.53470)        Na       1  \n",
       "12  POINT (127.02165 37.51119)  다사577458       1  \n",
       "13  POINT (127.07307 37.49154)  다사622436       1  \n",
       "14  POINT (127.07952 37.49370)  다사628439       1  \n",
       "15  POINT (127.06319 37.49449)  다사613440       1  \n",
       "16  POINT (127.05550 37.49098)  다사607436       1  \n",
       "17  POINT (126.98030 37.50297)  다사540449       1  \n",
       "18  POINT (127.04670 37.48693)  다사599431       1  \n",
       "19  POINT (127.01158 37.50814)  다사568455       1  \n",
       "20  POINT (126.99754 37.48146)  다사555425       1  \n",
       "21  POINT (127.06022 37.51424)  다사611461       1  \n",
       "22  POINT (126.98155 37.47655)  다사541420       1  \n",
       "23  POINT (127.01527 37.50423)  다사571451       1  \n",
       "24  POINT (127.06302 37.50881)  다사613455       1  \n",
       "25  POINT (127.05303 37.51296)  다사604460       1  \n",
       "26  POINT (127.00764 37.49184)  다사564437       1  \n",
       "27  POINT (127.04895 37.50449)  다사601451       1  \n",
       "28  POINT (127.04361 37.51093)  다사596458       1  \n",
       "29  POINT (127.10445 37.48528)  다사650429       1  \n",
       "30  POINT (127.02547 37.50481)  다사580451       1  \n",
       "31  POINT (126.99606 37.50349)  다사554450       1  \n",
       "32  POINT (127.02029 37.51643)  다사576464       1  \n",
       "33  POINT (127.04059 37.52751)  다사594476       1  \n",
       "34  POINT (127.02849 37.52648)  다사583475       1  \n",
       "35  POINT (127.03415 37.48457)  다사588429       1  \n",
       "36  POINT (127.03395 37.50733)  다사588454       1  \n",
       "37  POINT (127.03646 37.50066)  다사590447       1  \n",
       "38  POINT (126.98220 37.48679)  다사542431       1  \n",
       "39  POINT (126.99432 37.53451)        Na       1  \n",
       "40  POINT (127.08412 37.48399)  다사632428       1  \n",
       "41  POINT (127.01140 37.51288)  다사568460       1  \n",
       "42  POINT (127.05371 37.51945)  다사605467       1  \n",
       "43  POINT (126.98220 37.48679)  다사542431       1  \n",
       "44  POINT (127.03190 37.51436)  다사586462       1  \n",
       "45  POINT (127.07115 37.49688)  다사620442       1  \n",
       "46  POINT (127.05290 37.49627)  다사604442       1  "
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1['gid'] = gid_list\n",
    "data1['TL_cnt']=1\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gid</th>\n",
       "      <th>저녁총승객수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>다사594465</td>\n",
       "      <td>90841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>다사582444</td>\n",
       "      <td>349077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>다사616434</td>\n",
       "      <td>27095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>다사562451</td>\n",
       "      <td>381072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>다사570438</td>\n",
       "      <td>177954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>다사610431</td>\n",
       "      <td>9685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>다사546448</td>\n",
       "      <td>18135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Na</td>\n",
       "      <td>23188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>다사572429</td>\n",
       "      <td>129229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>다사548406</td>\n",
       "      <td>5266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>다사552432</td>\n",
       "      <td>69086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Na</td>\n",
       "      <td>30858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>다사577458</td>\n",
       "      <td>71103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>다사622436</td>\n",
       "      <td>19959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>다사628439</td>\n",
       "      <td>71483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>다사613440</td>\n",
       "      <td>69102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>다사607436</td>\n",
       "      <td>63847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>다사540449</td>\n",
       "      <td>31264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>다사599431</td>\n",
       "      <td>54285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>다사568455</td>\n",
       "      <td>25732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>다사555425</td>\n",
       "      <td>96834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>다사611461</td>\n",
       "      <td>44079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>다사541420</td>\n",
       "      <td>557818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>다사571451</td>\n",
       "      <td>24983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>다사613455</td>\n",
       "      <td>108440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>다사604460</td>\n",
       "      <td>25852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>다사564437</td>\n",
       "      <td>54088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>다사601451</td>\n",
       "      <td>167223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>다사596458</td>\n",
       "      <td>61644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>다사650429</td>\n",
       "      <td>218981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>다사580451</td>\n",
       "      <td>185179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>다사554450</td>\n",
       "      <td>18702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>다사576464</td>\n",
       "      <td>121824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>다사594476</td>\n",
       "      <td>76280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>다사583475</td>\n",
       "      <td>110140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>다사588429</td>\n",
       "      <td>174972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>다사588454</td>\n",
       "      <td>33100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>다사590447</td>\n",
       "      <td>115069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>다사542431</td>\n",
       "      <td>119428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Na</td>\n",
       "      <td>70899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>다사632428</td>\n",
       "      <td>52465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>다사568460</td>\n",
       "      <td>36699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>다사605467</td>\n",
       "      <td>47940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>다사542431</td>\n",
       "      <td>169480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>다사586462</td>\n",
       "      <td>44244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>다사620442</td>\n",
       "      <td>11235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>다사604442</td>\n",
       "      <td>78969</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         gid  저녁총승객수\n",
       "0   다사594465   90841\n",
       "1   다사582444  349077\n",
       "2   다사616434   27095\n",
       "3   다사562451  381072\n",
       "4   다사570438  177954\n",
       "5   다사610431    9685\n",
       "6   다사546448   18135\n",
       "7         Na   23188\n",
       "8   다사572429  129229\n",
       "9   다사548406    5266\n",
       "10  다사552432   69086\n",
       "11        Na   30858\n",
       "12  다사577458   71103\n",
       "13  다사622436   19959\n",
       "14  다사628439   71483\n",
       "15  다사613440   69102\n",
       "16  다사607436   63847\n",
       "17  다사540449   31264\n",
       "18  다사599431   54285\n",
       "19  다사568455   25732\n",
       "20  다사555425   96834\n",
       "21  다사611461   44079\n",
       "22  다사541420  557818\n",
       "23  다사571451   24983\n",
       "24  다사613455  108440\n",
       "25  다사604460   25852\n",
       "26  다사564437   54088\n",
       "27  다사601451  167223\n",
       "28  다사596458   61644\n",
       "29  다사650429  218981\n",
       "30  다사580451  185179\n",
       "31  다사554450   18702\n",
       "32  다사576464  121824\n",
       "33  다사594476   76280\n",
       "34  다사583475  110140\n",
       "35  다사588429  174972\n",
       "36  다사588454   33100\n",
       "37  다사590447  115069\n",
       "38  다사542431  119428\n",
       "39        Na   70899\n",
       "40  다사632428   52465\n",
       "41  다사568460   36699\n",
       "42  다사605467   47940\n",
       "43  다사542431  169480\n",
       "44  다사586462   44244\n",
       "45  다사620442   11235\n",
       "46  다사604442   78969"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data1[[\"gid\",\"저녁총승객수\"]]\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = data1[['저녁총승객수', 'gid']].groupby(['gid']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>124945</td>\n",
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       "      <td>31264</td>\n",
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       "      <th>다사570438</th>\n",
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       "      <th>다사571451</th>\n",
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       "      <th>다사582444</th>\n",
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       "      <th>다사583475</th>\n",
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       "      <th>다사586462</th>\n",
       "      <td>44244</td>\n",
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       "    <tr>\n",
       "      <th>다사588429</th>\n",
       "      <td>174972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다사588454</th>\n",
       "      <td>33100</td>\n",
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       "    <tr>\n",
       "      <th>다사590447</th>\n",
       "      <td>115069</td>\n",
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       "      <th>다사594465</th>\n",
       "      <td>90841</td>\n",
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       "      <th>다사594476</th>\n",
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       "      <th>다사596458</th>\n",
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       "      <th>다사611461</th>\n",
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       "      <th>다사650429</th>\n",
       "      <td>218981</td>\n",
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      "text/plain": [
       "          저녁총승객수\n",
       "gid             \n",
       "Na        124945\n",
       "다사540449   31264\n",
       "다사541420  557818\n",
       "다사542431  288908\n",
       "다사546448   18135\n",
       "다사548406    5266\n",
       "다사552432   69086\n",
       "다사554450   18702\n",
       "다사555425   96834\n",
       "다사562451  381072\n",
       "다사564437   54088\n",
       "다사568455   25732\n",
       "다사568460   36699\n",
       "다사570438  177954\n",
       "다사571451   24983\n",
       "다사572429  129229\n",
       "다사576464  121824\n",
       "다사577458   71103\n",
       "다사580451  185179\n",
       "다사582444  349077\n",
       "다사583475  110140\n",
       "다사586462   44244\n",
       "다사588429  174972\n",
       "다사588454   33100\n",
       "다사590447  115069\n",
       "다사594465   90841\n",
       "다사594476   76280\n",
       "다사596458   61644\n",
       "다사599431   54285\n",
       "다사601451  167223\n",
       "다사604442   78969\n",
       "다사604460   25852\n",
       "다사605467   47940\n",
       "다사607436   63847\n",
       "다사610431    9685\n",
       "다사611461   44079\n",
       "다사613440   69102\n",
       "다사613455  108440\n",
       "다사616434   27095\n",
       "다사620442   11235\n",
       "다사622436   19959\n",
       "다사628439   71483\n",
       "다사632428   52465\n",
       "다사650429  218981"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = result1.drop(index=0, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>1</th>\n",
       "      <td>다사540449</td>\n",
       "      <td>31264</td>\n",
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       "    <tr>\n",
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       "      <td>다사541420</td>\n",
       "      <td>557818</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <th>4</th>\n",
       "      <td>다사546448</td>\n",
       "      <td>18135</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>다사548406</td>\n",
       "      <td>5266</td>\n",
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       "      <th>6</th>\n",
       "      <td>다사552432</td>\n",
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       "      <th>7</th>\n",
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       "      <td>18702</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>다사555425</td>\n",
       "      <td>96834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>다사562451</td>\n",
       "      <td>381072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>다사564437</td>\n",
       "      <td>54088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>다사568455</td>\n",
       "      <td>25732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>다사568460</td>\n",
       "      <td>36699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>다사570438</td>\n",
       "      <td>177954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>다사571451</td>\n",
       "      <td>24983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>다사572429</td>\n",
       "      <td>129229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>다사576464</td>\n",
       "      <td>121824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>다사577458</td>\n",
       "      <td>71103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>다사580451</td>\n",
       "      <td>185179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>다사582444</td>\n",
       "      <td>349077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>다사583475</td>\n",
       "      <td>110140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>다사586462</td>\n",
       "      <td>44244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>다사588429</td>\n",
       "      <td>174972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>다사588454</td>\n",
       "      <td>33100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>다사590447</td>\n",
       "      <td>115069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>다사594465</td>\n",
       "      <td>90841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>다사594476</td>\n",
       "      <td>76280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>다사596458</td>\n",
       "      <td>61644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>다사599431</td>\n",
       "      <td>54285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>다사601451</td>\n",
       "      <td>167223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>다사604442</td>\n",
       "      <td>78969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>다사604460</td>\n",
       "      <td>25852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>다사605467</td>\n",
       "      <td>47940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>다사607436</td>\n",
       "      <td>63847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>다사610431</td>\n",
       "      <td>9685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>다사611461</td>\n",
       "      <td>44079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>다사613440</td>\n",
       "      <td>69102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>다사613455</td>\n",
       "      <td>108440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>다사616434</td>\n",
       "      <td>27095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>다사620442</td>\n",
       "      <td>11235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>다사622436</td>\n",
       "      <td>19959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>다사628439</td>\n",
       "      <td>71483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>다사632428</td>\n",
       "      <td>52465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>다사650429</td>\n",
       "      <td>218981</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         gid  저녁총승객수\n",
       "1   다사540449   31264\n",
       "2   다사541420  557818\n",
       "3   다사542431  288908\n",
       "4   다사546448   18135\n",
       "5   다사548406    5266\n",
       "6   다사552432   69086\n",
       "7   다사554450   18702\n",
       "8   다사555425   96834\n",
       "9   다사562451  381072\n",
       "10  다사564437   54088\n",
       "11  다사568455   25732\n",
       "12  다사568460   36699\n",
       "13  다사570438  177954\n",
       "14  다사571451   24983\n",
       "15  다사572429  129229\n",
       "16  다사576464  121824\n",
       "17  다사577458   71103\n",
       "18  다사580451  185179\n",
       "19  다사582444  349077\n",
       "20  다사583475  110140\n",
       "21  다사586462   44244\n",
       "22  다사588429  174972\n",
       "23  다사588454   33100\n",
       "24  다사590447  115069\n",
       "25  다사594465   90841\n",
       "26  다사594476   76280\n",
       "27  다사596458   61644\n",
       "28  다사599431   54285\n",
       "29  다사601451  167223\n",
       "30  다사604442   78969\n",
       "31  다사604460   25852\n",
       "32  다사605467   47940\n",
       "33  다사607436   63847\n",
       "34  다사610431    9685\n",
       "35  다사611461   44079\n",
       "36  다사613440   69102\n",
       "37  다사613455  108440\n",
       "38  다사616434   27095\n",
       "39  다사620442   11235\n",
       "40  다사622436   19959\n",
       "41  다사628439   71483\n",
       "42  다사632428   52465\n",
       "43  다사650429  218981"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1.to_csv(\"output/그리드 전처리 완료/서초강남지하철저녁하차.csv\")"
   ]
  }
 ],
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