Subway_inout.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 위도와 경도를 포함한 지하철 승하차 분석하기\n",
    "# 데이터\n",
    "# kaggle - 서울 지하철 정보\n",
    "# folium - 위치 분석 시스템"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>station_code</th>\n",
       "      <th>people_in</th>\n",
       "      <th>people_out</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-01-01T05:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>86</td>\n",
       "      <td>85</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-01-01T06:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>111</td>\n",
       "      <td>355</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-01-01T07:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>157</td>\n",
       "      <td>438</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-01-01T08:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>306</td>\n",
       "      <td>592</td>\n",
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       "      <th>4</th>\n",
       "      <td>2021-01-01T09:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>333</td>\n",
       "      <td>841</td>\n",
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       "      <th>1941548</th>\n",
       "      <td>2021-12-31T19:00:00.000+09:00</td>\n",
       "      <td>2828</td>\n",
       "      <td>74</td>\n",
       "      <td>263</td>\n",
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       "      <th>1941549</th>\n",
       "      <td>2021-12-31T20:00:00.000+09:00</td>\n",
       "      <td>2828</td>\n",
       "      <td>73</td>\n",
       "      <td>145</td>\n",
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       "    <tr>\n",
       "      <th>1941550</th>\n",
       "      <td>2021-12-31T21:00:00.000+09:00</td>\n",
       "      <td>2828</td>\n",
       "      <td>95</td>\n",
       "      <td>209</td>\n",
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       "      <td>2021-12-31T22:00:00.000+09:00</td>\n",
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       "      <th>1941552</th>\n",
       "      <td>2021-12-31T23:00:00.000+09:00</td>\n",
       "      <td>2828</td>\n",
       "      <td>18</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1941553 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             timestamp  station_code  people_in  people_out\n",
       "0        2021-01-01T05:00:00.000+09:00           150         86          85\n",
       "1        2021-01-01T06:00:00.000+09:00           150        111         355\n",
       "2        2021-01-01T07:00:00.000+09:00           150        157         438\n",
       "3        2021-01-01T08:00:00.000+09:00           150        306         592\n",
       "4        2021-01-01T09:00:00.000+09:00           150        333         841\n",
       "...                                ...           ...        ...         ...\n",
       "1941548  2021-12-31T19:00:00.000+09:00          2828         74         263\n",
       "1941549  2021-12-31T20:00:00.000+09:00          2828         73         145\n",
       "1941550  2021-12-31T21:00:00.000+09:00          2828         95         209\n",
       "1941551  2021-12-31T22:00:00.000+09:00          2828         54         138\n",
       "1941552  2021-12-31T23:00:00.000+09:00          2828         18          34\n",
       "\n",
       "[1941553 rows x 4 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv('./data/seoul_metro/seoul-metro-2021.logs.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1941553 entries, 0 to 1941552\n",
      "Data columns (total 4 columns):\n",
      " #   Column        Dtype \n",
      "---  ------        ----- \n",
      " 0   timestamp     object\n",
      " 1   station_code  int64 \n",
      " 2   people_in     int64 \n",
      " 3   people_out    int64 \n",
      "dtypes: int64(3), object(1)\n",
      "memory usage: 59.3+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>timestamp</th>\n",
       "      <th>station_code</th>\n",
       "      <th>people_in</th>\n",
       "      <th>people_out</th>\n",
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       "      <td>2021-01-01T05:00:00.000+09:00</td>\n",
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       "      <td>2021-01-01T09:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
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      "text/plain": [
       "                       timestamp  station_code  people_in  people_out\n",
       "0  2021-01-01T05:00:00.000+09:00           150         86          85\n",
       "1  2021-01-01T06:00:00.000+09:00           150        111         355\n",
       "2  2021-01-01T07:00:00.000+09:00           150        157         438\n",
       "3  2021-01-01T08:00:00.000+09:00           150        306         592\n",
       "4  2021-01-01T09:00:00.000+09:00           150        333         841"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 285 entries, 0 to 284\n",
      "Data columns (total 19 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   station.code       285 non-null    int64  \n",
      " 1   station.fr_code    285 non-null    object \n",
      " 2   line.num           285 non-null    int64  \n",
      " 3   line.name          285 non-null    object \n",
      " 4   line.name_sub      285 non-null    object \n",
      " 5   line.station_seq   285 non-null    int64  \n",
      " 6   station.name_full  285 non-null    object \n",
      " 7   station.name       285 non-null    object \n",
      " 8   station.name_chc   285 non-null    object \n",
      " 9   station.name_chn   285 non-null    object \n",
      " 10  station.name_en    285 non-null    object \n",
      " 11  station.name_jp    285 non-null    object \n",
      " 12  geo.latitude       285 non-null    float64\n",
      " 13  geo.longitude      285 non-null    float64\n",
      " 14  geo.sigungu_code   285 non-null    int64  \n",
      " 15  geo.sigungu_name   285 non-null    object \n",
      " 16  geo.addres_road    285 non-null    object \n",
      " 17  geo.address_land   285 non-null    object \n",
      " 18  geo.phone          285 non-null    object \n",
      "dtypes: float64(2), int64(4), object(13)\n",
      "memory usage: 42.4+ KB\n"
     ]
    }
   ],
   "source": [
    "station = pd.read_csv('./data/seoul_metro/seoul-metro-station-info.csv')\n",
    "station.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>station.code</th>\n",
       "      <th>station.fr_code</th>\n",
       "      <th>line.num</th>\n",
       "      <th>line.name</th>\n",
       "      <th>line.name_sub</th>\n",
       "      <th>line.station_seq</th>\n",
       "      <th>station.name_full</th>\n",
       "      <th>station.name</th>\n",
       "      <th>station.name_chc</th>\n",
       "      <th>station.name_chn</th>\n",
       "      <th>station.name_en</th>\n",
       "      <th>station.name_jp</th>\n",
       "      <th>geo.latitude</th>\n",
       "      <th>geo.longitude</th>\n",
       "      <th>geo.sigungu_code</th>\n",
       "      <th>geo.sigungu_name</th>\n",
       "      <th>geo.addres_road</th>\n",
       "      <th>geo.address_land</th>\n",
       "      <th>geo.phone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158</td>\n",
       "      <td>124</td>\n",
       "      <td>1</td>\n",
       "      <td>1호선</td>\n",
       "      <td>지하철1호선</td>\n",
       "      <td>1</td>\n",
       "      <td>청량리(서울시립대입구)</td>\n",
       "      <td>청량리|서울시립대입구</td>\n",
       "      <td>祭基洞</td>\n",
       "      <td>祭基洞</td>\n",
       "      <td>Jegidong</td>\n",
       "      <td>チェギドン</td>\n",
       "      <td>37.580178</td>\n",
       "      <td>127.046835</td>\n",
       "      <td>11060</td>\n",
       "      <td>동대문구</td>\n",
       "      <td>서울특별시 동대문구 왕산로 지하205(전농동)</td>\n",
       "      <td>서울특별시 동대문구 전농동 620-69 청량리역(1호선)</td>\n",
       "      <td>02-6110-1241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>157</td>\n",
       "      <td>125</td>\n",
       "      <td>1</td>\n",
       "      <td>1호선</td>\n",
       "      <td>지하철1호선</td>\n",
       "      <td>2</td>\n",
       "      <td>제기동</td>\n",
       "      <td>제기동</td>\n",
       "      <td>新設洞</td>\n",
       "      <td>新设洞</td>\n",
       "      <td>Sinseoldong</td>\n",
       "      <td>シンソルトン</td>\n",
       "      <td>37.578103</td>\n",
       "      <td>127.034893</td>\n",
       "      <td>11060</td>\n",
       "      <td>동대문구</td>\n",
       "      <td>서울특별시 동대문구 왕산로 지하93(제기동)</td>\n",
       "      <td>서울특별시 동대문구 제기동 65 제기동역(1호선)</td>\n",
       "      <td>02-6110-1251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>156</td>\n",
       "      <td>126</td>\n",
       "      <td>1</td>\n",
       "      <td>1호선</td>\n",
       "      <td>지하철1호선</td>\n",
       "      <td>3</td>\n",
       "      <td>신설동</td>\n",
       "      <td>신설동</td>\n",
       "      <td>東廟앞</td>\n",
       "      <td>东庙</td>\n",
       "      <td>Dongmyo</td>\n",
       "      <td>トンミョアプ</td>\n",
       "      <td>37.575297</td>\n",
       "      <td>127.025087</td>\n",
       "      <td>11060</td>\n",
       "      <td>동대문구</td>\n",
       "      <td>서울특별시 동대문구 왕산로 지하1(신설동)</td>\n",
       "      <td>서울특별시 동대문구 신설동 76-5 신설동역(1호선)</td>\n",
       "      <td>02-6110-1261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>159</td>\n",
       "      <td>127</td>\n",
       "      <td>1</td>\n",
       "      <td>1호선</td>\n",
       "      <td>지하철1호선</td>\n",
       "      <td>4</td>\n",
       "      <td>동묘앞</td>\n",
       "      <td>동묘앞</td>\n",
       "      <td>淸凉里(서울市立大入口)</td>\n",
       "      <td>清凉里(首尔市立大学)</td>\n",
       "      <td>Cheongnyangni(University of Seoul)</td>\n",
       "      <td>チョンニャンニ</td>\n",
       "      <td>37.572627</td>\n",
       "      <td>127.016429</td>\n",
       "      <td>11010</td>\n",
       "      <td>종로구</td>\n",
       "      <td>서울특별시 종로구 종로 359(숭인동)</td>\n",
       "      <td>서울특별시 종로구 숭인동 117 동묘앞역(1호선)</td>\n",
       "      <td>02-6110-1271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>155</td>\n",
       "      <td>128</td>\n",
       "      <td>1</td>\n",
       "      <td>1호선</td>\n",
       "      <td>지하철1호선</td>\n",
       "      <td>5</td>\n",
       "      <td>동대문</td>\n",
       "      <td>동대문</td>\n",
       "      <td>東大門</td>\n",
       "      <td>东大门</td>\n",
       "      <td>Dongdaemun</td>\n",
       "      <td>トンデムン</td>\n",
       "      <td>37.571420</td>\n",
       "      <td>127.009745</td>\n",
       "      <td>11010</td>\n",
       "      <td>종로구</td>\n",
       "      <td>서울특별시 종로구 종로 지하302(창신동)</td>\n",
       "      <td>서울특별시 종로구 창신동 492-1 동대문역(1호선)</td>\n",
       "      <td>02-6110-1281</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   station.code station.fr_code  line.num line.name line.name_sub  \\\n",
       "0           158             124         1       1호선        지하철1호선   \n",
       "1           157             125         1       1호선        지하철1호선   \n",
       "2           156             126         1       1호선        지하철1호선   \n",
       "3           159             127         1       1호선        지하철1호선   \n",
       "4           155             128         1       1호선        지하철1호선   \n",
       "\n",
       "   line.station_seq station.name_full station.name station.name_chc  \\\n",
       "0                 1      청량리(서울시립대입구)  청량리|서울시립대입구              祭基洞   \n",
       "1                 2               제기동          제기동              新設洞   \n",
       "2                 3               신설동          신설동              東廟앞   \n",
       "3                 4               동묘앞          동묘앞     淸凉里(서울市立大入口)   \n",
       "4                 5               동대문          동대문              東大門   \n",
       "\n",
       "  station.name_chn                     station.name_en station.name_jp  \\\n",
       "0              祭基洞                            Jegidong           チェギドン   \n",
       "1              新设洞                         Sinseoldong          シンソルトン   \n",
       "2               东庙                             Dongmyo          トンミョアプ   \n",
       "3      清凉里(首尔市立大学)  Cheongnyangni(University of Seoul)         チョンニャンニ   \n",
       "4              东大门                          Dongdaemun           トンデムン   \n",
       "\n",
       "   geo.latitude  geo.longitude  geo.sigungu_code geo.sigungu_name  \\\n",
       "0     37.580178     127.046835             11060             동대문구   \n",
       "1     37.578103     127.034893             11060             동대문구   \n",
       "2     37.575297     127.025087             11060             동대문구   \n",
       "3     37.572627     127.016429             11010              종로구   \n",
       "4     37.571420     127.009745             11010              종로구   \n",
       "\n",
       "             geo.addres_road                 geo.address_land     geo.phone  \n",
       "0  서울특별시 동대문구 왕산로 지하205(전농동)  서울특별시 동대문구 전농동 620-69 청량리역(1호선)  02-6110-1241  \n",
       "1   서울특별시 동대문구 왕산로 지하93(제기동)      서울특별시 동대문구 제기동 65 제기동역(1호선)  02-6110-1251  \n",
       "2    서울특별시 동대문구 왕산로 지하1(신설동)    서울특별시 동대문구 신설동 76-5 신설동역(1호선)  02-6110-1261  \n",
       "3      서울특별시 종로구 종로 359(숭인동)      서울특별시 종로구 숭인동 117 동묘앞역(1호선)  02-6110-1271  \n",
       "4    서울특별시 종로구 종로 지하302(창신동)    서울특별시 종로구 창신동 492-1 동대문역(1호선)  02-6110-1281  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "station.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>station_code</th>\n",
       "      <th>people_in</th>\n",
       "      <th>people_out</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-01-01T05:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>86</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-01-01T06:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>111</td>\n",
       "      <td>355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-01-01T07:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>157</td>\n",
       "      <td>438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-01-01T08:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>306</td>\n",
       "      <td>592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-01-01T09:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>333</td>\n",
       "      <td>841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2021-01-01T10:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>416</td>\n",
       "      <td>747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2021-01-01T11:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>579</td>\n",
       "      <td>625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2021-01-01T12:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>737</td>\n",
       "      <td>838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2021-01-01T13:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>696</td>\n",
       "      <td>788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2021-01-01T14:00:00.000+09:00</td>\n",
       "      <td>150</td>\n",
       "      <td>674</td>\n",
       "      <td>791</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       timestamp  station_code  people_in  people_out\n",
       "0  2021-01-01T05:00:00.000+09:00           150         86          85\n",
       "1  2021-01-01T06:00:00.000+09:00           150        111         355\n",
       "2  2021-01-01T07:00:00.000+09:00           150        157         438\n",
       "3  2021-01-01T08:00:00.000+09:00           150        306         592\n",
       "4  2021-01-01T09:00:00.000+09:00           150        333         841\n",
       "5  2021-01-01T10:00:00.000+09:00           150        416         747\n",
       "6  2021-01-01T11:00:00.000+09:00           150        579         625\n",
       "7  2021-01-01T12:00:00.000+09:00           150        737         838\n",
       "8  2021-01-01T13:00:00.000+09:00           150        696         788\n",
       "9  2021-01-01T14:00:00.000+09:00           150        674         791"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>151</th>\n",
       "      <td>5997344</td>\n",
       "      <td>6030491</td>\n",
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       "      <th>152</th>\n",
       "      <td>9638952</td>\n",
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       "      <td>7704599</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2824</th>\n",
       "      <td>3206211</td>\n",
       "      <td>3097722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2825</th>\n",
       "      <td>1395919</td>\n",
       "      <td>1495603</td>\n",
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       "    <tr>\n",
       "      <th>2826</th>\n",
       "      <td>1614590</td>\n",
       "      <td>1475010</td>\n",
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       "    <tr>\n",
       "      <th>2827</th>\n",
       "      <td>1444073</td>\n",
       "      <td>1147602</td>\n",
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       "    <tr>\n",
       "      <th>2828</th>\n",
       "      <td>41623</td>\n",
       "      <td>46621</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>284 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              people_in  people_out\n",
       "station_code                       \n",
       "150            12697273    12109991\n",
       "151             5997344     6030491\n",
       "152             9638952     9284693\n",
       "153             7704599     7090896\n",
       "154             6651283     6609055\n",
       "...                 ...         ...\n",
       "2824            3206211     3097722\n",
       "2825            1395919     1495603\n",
       "2826            1614590     1475010\n",
       "2827            1444073     1147602\n",
       "2828              41623       46621\n",
       "\n",
       "[284 rows x 2 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "station_sum = df.groupby(\"station_code\")[['people_in','people_out']].sum()\n",
    "station_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "              people_in  people_out\n",
       "station_code                       \n",
       "150            12697273    12109991\n",
       "151             5997344     6030491\n",
       "152             9638952     9284693\n",
       "153             7704599     7090896\n",
       "154             6651283     6609055"
      ]
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     "execution_count": 9,
     "metadata": {},
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    }
   ],
   "source": [
    "station_sum.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>geo.longitude</th>\n",
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       "      <td>37.578103</td>\n",
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       "      <td>37.575297</td>\n",
       "      <td>127.025087</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>159</td>\n",
       "      <td>37.572627</td>\n",
       "      <td>127.016429</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>155</td>\n",
       "      <td>37.571420</td>\n",
       "      <td>127.009745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>2823</td>\n",
       "      <td>37.451535</td>\n",
       "      <td>127.159816</td>\n",
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       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>2824</td>\n",
       "      <td>37.445210</td>\n",
       "      <td>127.156866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>2825</td>\n",
       "      <td>37.440918</td>\n",
       "      <td>127.147564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>2826</td>\n",
       "      <td>37.437428</td>\n",
       "      <td>127.140722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>2827</td>\n",
       "      <td>37.432130</td>\n",
       "      <td>127.129087</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>285 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     station.code  geo.latitude  geo.longitude\n",
       "0             158     37.580178     127.046835\n",
       "1             157     37.578103     127.034893\n",
       "2             156     37.575297     127.025087\n",
       "3             159     37.572627     127.016429\n",
       "4             155     37.571420     127.009745\n",
       "..            ...           ...            ...\n",
       "280          2823     37.451535     127.159816\n",
       "281          2824     37.445210     127.156866\n",
       "282          2825     37.440918     127.147564\n",
       "283          2826     37.437428     127.140722\n",
       "284          2827     37.432130     127.129087\n",
       "\n",
       "[285 rows x 3 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 지하철역의 위도, 경도 추출\n",
    "station_info = station[['station.code', 'geo.latitude', 'geo.longitude']]\n",
    "station_info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "              people_in  people_out\n",
       "station_code                       \n",
       "150            12697273    12109991\n",
       "151             5997344     6030491\n",
       "152             9638952     9284693\n",
       "153             7704599     7090896\n",
       "154             6651283     6609055"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 데이터프레임 조인( 합치기 )\n",
    "# 인덱스를 동일하게 설정해줘야 함!\n",
    "station_sum.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>station.code</th>\n",
       "      <th>geo.latitude</th>\n",
       "      <th>geo.longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158</td>\n",
       "      <td>37.580178</td>\n",
       "      <td>127.046835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>157</td>\n",
       "      <td>37.578103</td>\n",
       "      <td>127.034893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>156</td>\n",
       "      <td>37.575297</td>\n",
       "      <td>127.025087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>159</td>\n",
       "      <td>37.572627</td>\n",
       "      <td>127.016429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>155</td>\n",
       "      <td>37.571420</td>\n",
       "      <td>127.009745</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   station.code  geo.latitude  geo.longitude\n",
       "0           158     37.580178     127.046835\n",
       "1           157     37.578103     127.034893\n",
       "2           156     37.575297     127.025087\n",
       "3           159     37.572627     127.016429\n",
       "4           155     37.571420     127.009745"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "station_info.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geo.latitude</th>\n",
       "      <th>geo.longitude</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>station.code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>37.580178</td>\n",
       "      <td>127.046835</td>\n",
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       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>37.578103</td>\n",
       "      <td>127.034893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>37.575297</td>\n",
       "      <td>127.025087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>37.572627</td>\n",
       "      <td>127.016429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>37.571420</td>\n",
       "      <td>127.009745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2823</th>\n",
       "      <td>37.451535</td>\n",
       "      <td>127.159816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2824</th>\n",
       "      <td>37.445210</td>\n",
       "      <td>127.156866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2825</th>\n",
       "      <td>37.440918</td>\n",
       "      <td>127.147564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2826</th>\n",
       "      <td>37.437428</td>\n",
       "      <td>127.140722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2827</th>\n",
       "      <td>37.432130</td>\n",
       "      <td>127.129087</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>285 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              geo.latitude  geo.longitude\n",
       "station.code                             \n",
       "158              37.580178     127.046835\n",
       "157              37.578103     127.034893\n",
       "156              37.575297     127.025087\n",
       "159              37.572627     127.016429\n",
       "155              37.571420     127.009745\n",
       "...                    ...            ...\n",
       "2823             37.451535     127.159816\n",
       "2824             37.445210     127.156866\n",
       "2825             37.440918     127.147564\n",
       "2826             37.437428     127.140722\n",
       "2827             37.432130     127.129087\n",
       "\n",
       "[285 rows x 2 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "staion_info = staion_info.set_index('station.code')\n",
    "staion_info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "        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>people_in</th>\n",
       "      <th>people_out</th>\n",
       "      <th>geo.latitude</th>\n",
       "      <th>geo.longitude</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>station_code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>12697273</td>\n",
       "      <td>12109991</td>\n",
       "      <td>37.554648</td>\n",
       "      <td>126.972559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>5997344</td>\n",
       "      <td>6030491</td>\n",
       "      <td>37.564718</td>\n",
       "      <td>126.977108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>9638952</td>\n",
       "      <td>9284693</td>\n",
       "      <td>37.570161</td>\n",
       "      <td>126.982923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>7704599</td>\n",
       "      <td>7090896</td>\n",
       "      <td>37.571607</td>\n",
       "      <td>126.991806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>6651283</td>\n",
       "      <td>6609055</td>\n",
       "      <td>37.570926</td>\n",
       "      <td>127.001849</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              people_in  people_out  geo.latitude  geo.longitude\n",
       "station_code                                                    \n",
       "150            12697273    12109991     37.554648     126.972559\n",
       "151             5997344     6030491     37.564718     126.977108\n",
       "152             9638952     9284693     37.570161     126.982923\n",
       "153             7704599     7090896     37.571607     126.991806\n",
       "154             6651283     6609055     37.570926     127.001849"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joind = station_sum.join(staion_info)\n",
    "joind.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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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>people_in</th>\n",
       "      <th>people_out</th>\n",
       "      <th>station.code</th>\n",
       "      <th>geo.latitude</th>\n",
       "      <th>geo.longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>12697273.0</td>\n",
       "      <td>12109991.0</td>\n",
       "      <td>2540.0</td>\n",
       "      <td>37.557322</td>\n",
       "      <td>127.029476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>5997344.0</td>\n",
       "      <td>6030491.0</td>\n",
       "      <td>2541.0</td>\n",
       "      <td>37.561533</td>\n",
       "      <td>127.037732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>9638952.0</td>\n",
       "      <td>9284693.0</td>\n",
       "      <td>2542.0</td>\n",
       "      <td>37.566100</td>\n",
       "      <td>127.042973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>7704599.0</td>\n",
       "      <td>7090896.0</td>\n",
       "      <td>2543.0</td>\n",
       "      <td>37.566747</td>\n",
       "      <td>127.052704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>6651283.0</td>\n",
       "      <td>6609055.0</td>\n",
       "      <td>2544.0</td>\n",
       "      <td>37.561440</td>\n",
       "      <td>127.064623</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      people_in  people_out  station.code  geo.latitude  geo.longitude\n",
       "150  12697273.0  12109991.0        2540.0     37.557322     127.029476\n",
       "151   5997344.0   6030491.0        2541.0     37.561533     127.037732\n",
       "152   9638952.0   9284693.0        2542.0     37.566100     127.042973\n",
       "153   7704599.0   7090896.0        2543.0     37.566747     127.052704\n",
       "154   6651283.0   6609055.0        2544.0     37.561440     127.064623"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# dfa = pd.concat([station_sum, station_info], axis=1).set_index(staion_info['staion_code'])\n",
    "dfa.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting folium\n",
      "  Downloading folium-0.14.0-py2.py3-none-any.whl (102 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m102.3/102.3 kB\u001b[0m \u001b[31m5.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hCollecting branca>=0.6.0 (from folium)\n",
      "  Downloading branca-0.6.0-py3-none-any.whl (24 kB)\n",
      "Requirement already satisfied: jinja2>=2.9 in /home/codespace/.local/lib/python3.10/site-packages (from folium) (3.1.2)\n",
      "Requirement already satisfied: numpy in /home/codespace/.local/lib/python3.10/site-packages (from folium) (1.26.0)\n",
      "Requirement already satisfied: requests in /home/codespace/.local/lib/python3.10/site-packages (from folium) (2.31.0)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /home/codespace/.local/lib/python3.10/site-packages (from jinja2>=2.9->folium) (2.1.3)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /home/codespace/.local/lib/python3.10/site-packages (from requests->folium) (3.2.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /home/codespace/.local/lib/python3.10/site-packages (from requests->folium) (3.4)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /home/codespace/.local/lib/python3.10/site-packages (from requests->folium) (2.0.5)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/codespace/.local/lib/python3.10/site-packages (from requests->folium) (2023.7.22)\n",
      "Installing collected packages: branca, folium\n",
      "Successfully installed branca-0.6.0 folium-0.14.0\n"
     ]
    }
   ],
   "source": [
    "!pip install folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_1d070224fc9f7e103bea1074036f63f2 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_1d070224fc9f7e103bea1074036f63f2&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_1d070224fc9f7e103bea1074036f63f2 = L.map(\n",
       "                &quot;map_1d070224fc9f7e103bea1074036f63f2&quot;,\n",
       "                {\n",
       "                    center: [37.55, 126.98],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 12,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_ca9af09be0107fc31b090b5055660616 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_1d070224fc9f7e103bea1074036f63f2);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f306511d420>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# folium 지도 라이브러리\n",
    "import folium\n",
    "seoul_in = folium.Map(location=[37.55, 126.98], zoom_start=12)\n",
    "# 확대 맵 추가하기\n",
    "seoul_in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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",
       "    .dataframe thead th {\n",
       "        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>people_in</th>\n",
       "      <th>people_out</th>\n",
       "      <th>geo.latitude</th>\n",
       "      <th>geo.longitude</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>station_code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>12697273</td>\n",
       "      <td>12109991</td>\n",
       "      <td>37.554648</td>\n",
       "      <td>126.972559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>5997344</td>\n",
       "      <td>6030491</td>\n",
       "      <td>37.564718</td>\n",
       "      <td>126.977108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>9638952</td>\n",
       "      <td>9284693</td>\n",
       "      <td>37.570161</td>\n",
       "      <td>126.982923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>7704599</td>\n",
       "      <td>7090896</td>\n",
       "      <td>37.571607</td>\n",
       "      <td>126.991806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>6651283</td>\n",
       "      <td>6609055</td>\n",
       "      <td>37.570926</td>\n",
       "      <td>127.001849</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              people_in  people_out  geo.latitude  geo.longitude\n",
       "station_code                                                    \n",
       "150            12697273    12109991     37.554648     126.972559\n",
       "151             5997344     6030491     37.564718     126.977108\n",
       "152             9638952     9284693     37.570161     126.982923\n",
       "153             7704599     7090896     37.571607     126.991806\n",
       "154             6651283     6609055     37.570926     127.001849"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joind.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
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       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_1d070224fc9f7e103bea1074036f63f2);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f306511d420>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from folium.plugins import HeatMap\n",
    "\n",
    "HeatMap(data=joind[['geo.latitude', 'geo.longitude', 'people_in']]).add_to(seoul_in)\n",
    "seoul_in"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 데이터 해설\n",
    "지도 위에 승차 인원이 표시됨!  \n",
    "빨간색이 진한 부분이 승차 인원이 많은 곳 의미!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_d77adbfae9be0c1dd47ec1f2bf17d327 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium@main/folium/templates/leaflet_heat.min.js&quot;&gt;&lt;/script&gt;\n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_d77adbfae9be0c1dd47ec1f2bf17d327&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_d77adbfae9be0c1dd47ec1f2bf17d327 = L.map(\n",
       "                &quot;map_d77adbfae9be0c1dd47ec1f2bf17d327&quot;,\n",
       "                {\n",
       "                    center: [37.55, 126.98],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 12,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_d775e1e36af0b221fdc85fcfff45b476 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_d77adbfae9be0c1dd47ec1f2bf17d327);\n",
       "        \n",
       "    \n",
       "            var heat_map_7549060ce14d1b1dc5a832df4ef9e3a2 = L.heatLayer(\n",
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127.159816, 3783203.0], [37.44521, 127.156866, 3097722.0], [37.440918, 127.147564, 1495603.0], [37.437428, 127.140722, 1475010.0], [37.43213, 127.129087, 1147602.0], [37.46317, 127.139526, 46621.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_d77adbfae9be0c1dd47ec1f2bf17d327);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f306517b9d0>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 하차 인원 시각화\n",
    "seoul_out = folium.Map(location=[37.55, 126.98], zoom_start=12)\n",
    "# 폴리움 객체 맵 생성\n",
    "HeatMap(data=joind[['geo.latitude', 'geo.longitude', 'people_out']]).add_to(seoul_out)\n",
    "seoul_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 승차와 하차의 시간대 정보를 무시하고 시각화하여, 차이가 없어 보임!\n",
    "# 출퇴근 시간의 데이터만 출력하기\n",
    "# 출근 시간대 승하차 데이터\n",
    "morn_data = df[pd.to_datetime(df.timestamp).dt.hour < 9]\n",
    "\n",
    "# 퇴근 시간대 승하차 데이터\n",
    "even_data = df[pd.to_datetime(df.timestamp).dt.hour > 17]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "                             timestamp  station_code  people_in  people_out\n",
       "0        2021-01-01T05:00:00.000+09:00           150         86          85\n",
       "1        2021-01-01T06:00:00.000+09:00           150        111         355\n",
       "2        2021-01-01T07:00:00.000+09:00           150        157         438\n",
       "3        2021-01-01T08:00:00.000+09:00           150        306         592\n",
       "19       2021-01-01T05:00:00.000+09:00           151         43          40\n",
       "...                                ...           ...        ...         ...\n",
       "1941518  2021-12-31T08:00:00.000+09:00          2827        391         311\n",
       "1941534  2021-12-31T05:00:00.000+09:00          2828         20          10\n",
       "1941535  2021-12-31T06:00:00.000+09:00          2828         83          41\n",
       "1941536  2021-12-31T07:00:00.000+09:00          2828        279         119\n",
       "1941537  2021-12-31T08:00:00.000+09:00          2828        347         375\n",
       "\n",
       "[408748 rows x 4 columns]"
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     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "morn_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "                             timestamp  station_code  people_in  people_out\n",
       "13       2021-01-01T18:00:00.000+09:00           150        658         437\n",
       "14       2021-01-01T19:00:00.000+09:00           150        579         425\n",
       "15       2021-01-01T20:00:00.000+09:00           150        479         354\n",
       "16       2021-01-01T21:00:00.000+09:00           150        510         307\n",
       "17       2021-01-01T22:00:00.000+09:00           150        445         134\n",
       "...                                ...           ...        ...         ...\n",
       "1941548  2021-12-31T19:00:00.000+09:00          2828         74         263\n",
       "1941549  2021-12-31T20:00:00.000+09:00          2828         73         145\n",
       "1941550  2021-12-31T21:00:00.000+09:00          2828         95         209\n",
       "1941551  2021-12-31T22:00:00.000+09:00          2828         54         138\n",
       "1941552  2021-12-31T23:00:00.000+09:00          2828         18          34\n",
       "\n",
       "[613122 rows x 4 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "even_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 그룹화와 조인\n",
    "# 1. 지하철명 기준 그룹화하여 인원 합치기\n",
    "# 2. 역 정보를 기준으로 조인\n",
    "morn_sum = morn_data.groupby('station_code').sum()\n",
    "even_sum = even_data.groupby('station_code').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "                                                      timestamp  people_in  \\\n",
       "station_code                                                                 \n",
       "150           2021-01-01T05:00:00.000+09:002021-01-01T06:00:...    1280861   \n",
       "151           2021-01-01T05:00:00.000+09:002021-01-01T06:00:...     215072   \n",
       "152           2021-01-01T05:00:00.000+09:002021-01-01T06:00:...     221218   \n",
       "153           2021-01-01T05:00:00.000+09:002021-01-01T06:00:...     218777   \n",
       "154           2021-01-01T05:00:00.000+09:002021-01-01T06:00:...     185510   \n",
       "\n",
       "              people_out  \n",
       "station_code              \n",
       "150              3455240  \n",
       "151              2744871  \n",
       "152              3643820  \n",
       "153              1222960  \n",
       "154              1776080  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "morn_sum.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "                                                      timestamp  people_in  \\\n",
       "station_code                                                                 \n",
       "150           2021-01-01T18:00:00.000+09:002021-01-01T19:00:...    4945020   \n",
       "151           2021-01-01T18:00:00.000+09:002021-01-01T19:00:...    3203211   \n",
       "152           2021-01-01T18:00:00.000+09:002021-01-01T19:00:...    5196284   \n",
       "153           2021-01-01T18:00:00.000+09:002021-01-01T19:00:...    3149067   \n",
       "154           2021-01-01T18:00:00.000+09:002021-01-01T19:00:...    2436684   \n",
       "\n",
       "              people_out  \n",
       "station_code              \n",
       "150              2317244  \n",
       "151               425727  \n",
       "152               805785  \n",
       "153               730651  \n",
       "154               525173  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "even_sum.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "morn_join = morn_sum.join(station_info)\n",
    "even_join = even_sum.join(station_info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_26283/2504892044.py:1: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
      "  morn_join = morn_join.fillna(method='ffill')\n"
     ]
    }
   ],
   "source": [
    "morn_join = morn_join.fillna(method='ffill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
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       "                                                      timestamp  people_in  \\\n",
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       "station_code                                                         \n",
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   "execution_count": 63,
   "metadata": {},
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8682575.0], [37.484147, 127.034631, 11055339.0], [37.486947, 127.046769, 3572652.0], [37.490858, 127.055381, 1591596.0], [37.494612, 127.063642, 3337929.0], [37.496663, 127.070594, 633502.0], [37.493514, 127.079532, 2933305.0], [37.483681, 127.08439, 2860840.0], [37.487371, 127.10188, 5214847.0], [37.492522, 127.118234, 2671217.0], [37.495918, 127.12454, 2167357.0], [37.502162, 127.128111, 1832548.0], [37.670272, 127.079066, 4029226.0], [37.660878, 127.073572, 5864623.0], [37.655128, 127.061368, 5886302.0], [37.653166, 127.047731, 7869813.0], [37.648627, 127.034709, 8981789.0], [37.638052, 127.025732, 10439624.0], [37.62667, 127.025983, 4569367.0], [37.613292, 127.030053, 8519085.0], [37.603407, 127.025053, 6036920.0], [37.592624, 127.016403, 6173613.0], [37.588458, 127.006221, 4151769.0], [37.582336, 127.001844, 9560245.0], [37.57142, 127.009745, 5850587.0], [37.565138, 127.007896, 4447201.0], [37.561243, 126.99428, 7372523.0], [37.560989, 126.986325, 5318078.0], [37.558514, 126.978246, 6902333.0], [37.554648, 126.972559, 3020782.0], [37.54456, 126.972106, 3832840.0], [37.534777, 126.97311, 1460646.0], [37.52917, 126.967894, 4614904.0], [37.522272, 126.974345, 2242752.0], [37.502971, 126.979306, 859241.0], [37.486263, 126.981989, 5786626.0], [37.47653, 126.981685, 7458952.0], [37.463873, 126.989134, 387054.0], [37.577446, 126.812741, 2073491.0], [37.572399, 126.806171, 1659423.0], [37.562434, 126.801058, 2460041.0], [37.561184, 126.811973, 2060266.0], [37.560183, 126.825448, 2933222.0], [37.558598, 126.837668, 5829529.0], [37.548768, 126.836318, 4267694.0], [37.541513, 126.840461, 8557487.0], [37.531768, 126.846683, 8837931.0], [37.524997, 126.856191, 4148894.0], [37.526065, 126.864931, 5023155.0], [37.524496, 126.875181, 6646649.0], [37.525648, 126.885778, 2160434.0], [37.52497, 126.895951, 1218544.0], [37.522669, 126.905139, 2916383.0], [37.517122, 126.917169, 1209974.0], [37.521624, 126.924191, 7728163.0], [37.527098, 126.932901, 3405018.0], [37.539574, 126.945932, 4086310.0], [37.544018, 126.951592, 4031560.0], [37.553736, 126.95682, 1983284.0], [37.559973, 126.963672, 1359553.0], [37.565773, 126.966641, 5197988.0], [37.571026, 126.976669, 8428235.0], [37.571607, 126.991806, 3770603.0], [37.566941, 126.998079, 1707443.0], [37.565138, 127.007896, 791106.0], [37.560245, 127.013828, 1197295.0], [37.554548, 127.020331, 1894569.0], [37.557322, 127.029476, 2472301.0], [37.561533, 127.037732, 1427154.0], [37.5661, 127.042973, 1702708.0], [37.566747, 127.052704, 4929222.0], [37.56144, 127.064623, 5531403.0], [37.557121, 127.079542, 3430886.0], [37.551691, 127.089761, 4598702.0], [37.545303, 127.10357, 3986003.0], [37.538397, 127.123572, 5686507.0], [37.535804, 127.132481, 5650759.0], [37.537801, 127.140004, 2450679.0], [37.545477, 127.142853, 2921093.0], [37.55137, 127.143999, 2600292.0], [37.555004, 127.154151, 2800254.0], [37.556712, 127.166417, 4760146.0], [37.527788, 127.136248, 2617082.0], [37.516078, 127.130848, 1319763.0], [37.508857, 127.126133, 2131672.0], [37.502162, 127.128111, 1120907.0], [37.498079, 127.13482, 1953007.0], [37.493105, 127.14415, 2575703.0], [37.49499, 127.152781, 1967727.0], [37.557471, 127.17571, 821591.0], [37.563118, 127.192932, 4590501.0], [37.552059, 127.20388, 1299503.0], [37.541967, 127.206298, 1365351.0], [37.539827, 127.2231, 1315676.0], [37.598605, 126.915577, 5379347.0], [37.606021, 126.922744, 1166148.0], [37.610469, 126.929887, 1377845.0], [37.618456, 126.933031, 863763.0], [37.619001, 126.921008, 0.0], [37.611377, 126.91727, 2303116.0], [37.591148, 126.913629, 3883063.0], [37.583876, 126.909645, 3081508.0], [37.576646, 126.900984, 3999811.0], [37.569532, 126.899298, 1552258.0], [37.563515, 126.903343, 4291916.0], [37.556094, 126.910052, 4432560.0], [37.549463, 126.913739, 4063862.0], [37.547716, 126.922852, 2481335.0], [37.547456, 126.931993, 2620323.0], [37.547771, 126.942069, 2403103.0], [37.544018, 126.951592, 5286198.0], [37.539261, 126.961351, 2083161.0], [37.534777, 126.97311, 1833049.0], [37.534675, 126.986695, 1570570.0], [37.534488, 126.994302, 3172400.0], [37.539631, 127.001725, 2546438.0], [37.548013, 127.007055, 628602.0], [37.55434, 127.010655, 1084658.0], [37.560245, 127.013828, 1139148.0], [37.565972, 127.01782, 2456349.0], [37.572627, 127.016429, 2596135.0], [37.579661, 127.015241, 1063804.0], [37.585286, 127.019381, 2189727.0], [37.586272, 127.029005, 3011265.0], [37.590508, 127.036296, 2345773.0], [37.601948, 127.041518, 3393675.0], [37.606377, 127.048491, 1892167.0], [37.610537, 127.056431, 2756771.0], [37.614805, 127.065851, 3732090.0], [37.617983, 127.07512, 1670481.0], [37.620064, 127.084689, 3388275.0], [37.617283, 127.091401, 2674451.0], [37.612668, 127.103213, 0.0], [37.700109, 127.053196, 723142.0], [37.689313, 127.046222, 2847101.0], [37.67785, 127.055315, 4029335.0], [37.66494, 127.057675, 3845910.0], [37.655128, 127.061368, 6011446.0], [37.644583, 127.064303, 4291272.0], [37.636352, 127.06799, 5319361.0], [37.625742, 127.072896, 3611474.0], [37.617983, 127.07512, 2597114.0], [37.610637, 127.077725, 3113598.0], [37.602545, 127.079264, 3363518.0], [37.596362, 127.085032, 5237113.0], [37.588579, 127.087503, 4772573.0], [37.580894, 127.088478, 5054771.0], [37.573647, 127.086727, 1879037.0], [37.565923, 127.08432, 3080066.0], [37.557121, 127.079542, 4497384.0], [37.548014, 127.074658, 3800440.0], [37.540693, 127.07023, 3812258.0], [37.53154, 127.066704, 2770275.0], [37.519365, 127.05335, 5580400.0], [37.517186, 127.04128, 4735922.0], [37.514229, 127.031656, 6729394.0], [37.511093, 127.021415, 5864576.0], [37.508178, 127.011727, 1767712.0], [37.50481, 127.004943, 4947365.0], [37.487618, 126.993513, 4204738.0], [37.486263, 126.981989, 4770192.0], [37.484596, 126.971251, 3356770.0], [37.496029, 126.953822, 3649040.0], [37.502834, 126.94791, 3165632.0], [37.504898, 126.93915, 2909916.0], [37.499701, 126.928276, 4930560.0], [37.499872, 126.920428, 2924269.0], [37.50008, 126.90993, 3640706.0], [37.49297, 126.895801, 2583917.0], [37.486056, 126.887249, 4722471.0], [37.481072, 126.882343, 12884974.0], [37.47605, 126.867911, 6441492.0], [37.479252, 126.854876, 6906399.0], [37.486637, 126.838713, 3393874.0], [37.492258, 126.823388, 3122430.0], [37.506207, 126.810939, 2357039.0], [37.50538, 126.797337, 1468796.0], [37.503663, 126.787036, 2860092.0], [37.503048, 126.77596, 4300970.0], [37.504631, 126.763538, 3886637.0], [37.505781, 126.753083, 3956254.0], [37.506411, 126.742153, 1583515.0], [37.506997, 126.73128, 2734511.0], [37.508336, 126.720548, 2783929.0], [37.55021, 127.127562, 5679320.0], [37.538397, 127.123572, 4636373.0], [37.530341, 127.120508, 3089380.0], [37.517409, 127.112359, 1840902.0], [37.51395, 127.102234, 4364987.0], [37.505431, 127.106979, 2352231.0], [37.499703, 127.112183, 2300410.0], [37.492522, 127.118234, 2323278.0], [37.485855, 127.1225, 6102887.0], [37.478703, 127.126191, 5203556.0], [37.470047, 127.126662, 3275962.0], [37.457122, 127.149908, 1879155.0], [37.451535, 127.159816, 4134399.0], [37.44521, 127.156866, 3206211.0], [37.440918, 127.147564, 1395919.0], [37.437428, 127.140722, 1614590.0], [37.43213, 127.129087, 1444073.0], [37.46317, 127.139526, 41623.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_1d070224fc9f7e103bea1074036f63f2);\n",
       "        \n",
       "    \n",
       "            var heat_map_fc14df949a1d82da6326f81b237e2700 = L.heatLayer(\n",
       "                [[37.557322, 127.029476, 1280861.0], [37.561533, 127.037732, 215072.0], [37.5661, 127.042973, 221218.0], [37.566747, 127.052704, 218777.0], [37.56144, 127.064623, 185510.0], [37.557121, 127.079542, 620677.0], [37.551691, 127.089761, 642926.0], [37.545303, 127.10357, 728493.0], [37.538397, 127.123572, 1174304.0], [37.535804, 127.132481, 246014.0], [37.560245, 127.013828, 159922.0], [37.565972, 127.01782, 285691.0], [37.572627, 127.016429, 187848.0], [37.579661, 127.015241, 131516.0], [37.585286, 127.019381, 329375.0], [37.586272, 127.029005, 937178.0], [37.590508, 127.036296, 1266262.0], [37.601948, 127.041518, 949304.0], [37.606377, 127.048491, 176665.0], [37.610537, 127.056431, 611809.0], [37.614805, 127.065851, 752678.0], [37.617983, 127.07512, 1916771.0], [37.620064, 127.084689, 2375655.0], [37.617283, 127.091401, 2363000.0], [37.612668, 127.103213, 1038154.0], [37.700109, 127.053196, 3473163.0], [37.689313, 127.046222, 1530326.0], [37.67785, 127.055315, 496422.0], [37.66494, 127.057675, 500213.0], [37.655128, 127.061368, 705286.0], [37.644583, 127.064303, 546480.0], [37.636352, 127.06799, 1316542.0], [37.625742, 127.072896, 782498.0], [37.617983, 127.07512, 529141.0], [37.610637, 127.077725, 711353.0], [37.602545, 127.079264, 2260212.0], [37.596362, 127.085032, 2616704.0], [37.588579, 127.087503, 4167880.0], [37.580894, 127.088478, 2687919.0], [37.573647, 127.086727, 6939358.0], [37.565923, 127.08432, 3090424.0], [37.557121, 127.079542, 4506454.0], [37.548014, 127.074658, 2456722.0], [37.540693, 127.07023, 3864892.0], [37.53154, 127.066704, 1137175.0], [37.519365, 127.05335, 1149705.0], [37.517186, 127.04128, 1337837.0], [37.514229, 127.031656, 1340214.0], [37.511093, 127.021415, 1790047.0], [37.508178, 127.011727, 1060291.0], [37.50481, 127.004943, 675900.0], [37.487618, 126.993513, 874177.0], [37.486263, 126.981989, 506062.0], [37.484596, 126.971251, 288647.0], [37.496029, 126.953822, 210768.0], [37.502834, 126.94791, 141052.0], [37.504898, 126.93915, 89732.0], [37.499701, 126.928276, 848134.0], [37.499872, 126.920428, 1288938.0], [37.50008, 126.90993, 179060.0], [37.50008, 126.90993, 521285.0], [37.50008, 126.90993, 2190835.0], [37.50008, 126.90993, 4032867.0], [37.50008, 126.90993, 1538119.0], [37.50008, 126.90993, 1894840.0], [37.50008, 126.90993, 1770207.0], [37.50008, 126.90993, 414720.0], [37.50008, 126.90993, 491304.0], [37.50008, 126.90993, 448437.0], [37.50008, 126.90993, 212023.0], [37.50008, 126.90993, 64200.0], [37.50008, 126.90993, 74872.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 184179.0], [37.50008, 126.90993, 870904.0], [37.50008, 126.90993, 829996.0], [37.50008, 126.90993, 706239.0], [37.50008, 126.90993, 527370.0], [37.50008, 126.90993, 387727.0], [37.50008, 126.90993, 347864.0], [37.50008, 126.90993, 822607.0], [37.50008, 126.90993, 261437.0], [37.50008, 126.90993, 828622.0], [37.50008, 126.90993, 1072366.0], [37.50008, 126.90993, 476857.0], [37.50008, 126.90993, 264452.0], [37.50008, 126.90993, 648959.0], [37.50008, 126.90993, 110670.0], [37.50008, 126.90993, 769510.0], [37.50008, 126.90993, 574649.0], [37.50008, 126.90993, 1013827.0], [37.50008, 126.90993, 543556.0], [37.50008, 126.90993, 617430.0], [37.50008, 126.90993, 713161.0], [37.50008, 126.90993, 1504295.0], [37.50008, 126.90993, 2359646.0], [37.50008, 126.90993, 1609336.0], [37.50008, 126.90993, 2523353.0], [37.50008, 126.90993, 3660830.0], [37.50008, 126.90993, 3351763.0], [37.50008, 126.90993, 1478873.0], [37.50008, 126.90993, 2759278.0], [37.50008, 126.90993, 2248555.0], [37.50008, 126.90993, 1354569.0], [37.50008, 126.90993, 965781.0], [37.50008, 126.90993, 535751.0], [37.50008, 126.90993, 240416.0], [37.50008, 126.90993, 290050.0], [37.50008, 126.90993, 304663.0], [37.50008, 126.90993, 135571.0], [37.50008, 126.90993, 191156.0], [37.50008, 126.90993, 390733.0], [37.50008, 126.90993, 564528.0], [37.50008, 126.90993, 206136.0], [37.50008, 126.90993, 355530.0], [37.50008, 126.90993, 378926.0], [37.50008, 126.90993, 139274.0], [37.50008, 126.90993, 1390105.0], [37.50008, 126.90993, 2017008.0], [37.50008, 126.90993, 75705.0], [37.50008, 126.90993, 742816.0], [37.50008, 126.90993, 578330.0], [37.50008, 126.90993, 170205.0], [37.50008, 126.90993, 602847.0], [37.50008, 126.90993, 611679.0], [37.50008, 126.90993, 713427.0], [37.50008, 126.90993, 1499306.0], [37.50008, 126.90993, 3509588.0], [37.50008, 126.90993, 3790550.0], [37.50008, 126.90993, 1984760.0], [37.50008, 126.90993, 1717861.0], [37.50008, 126.90993, 1336569.0], [37.50008, 126.90993, 643941.0], [37.50008, 126.90993, 238683.0], [37.50008, 126.90993, 633772.0], [37.50008, 126.90993, 424518.0], [37.50008, 126.90993, 313047.0], [37.50008, 126.90993, 181990.0], [37.50008, 126.90993, 741563.0], [37.50008, 126.90993, 623739.0], [37.50008, 126.90993, 526716.0], [37.50008, 126.90993, 209498.0], [37.50008, 126.90993, 520633.0], [37.50008, 126.90993, 292239.0], [37.50008, 126.90993, 106930.0], [37.50008, 126.90993, 46669.0], [37.50008, 126.90993, 41317.0], [37.50008, 126.90993, 240335.0], [37.50008, 126.90993, 635501.0], [37.50008, 126.90993, 985404.0], [37.50008, 126.90993, 217012.0], [37.50008, 126.90993, 492457.0], [37.50008, 126.90993, 1772737.0], [37.50008, 126.90993, 1625273.0], [37.50008, 126.90993, 1100052.0], [37.50008, 126.90993, 1407480.0], [37.50008, 126.90993, 1155453.0], [37.50008, 126.90993, 880913.0], [37.50008, 126.90993, 1729866.0], [37.50008, 126.90993, 700362.0], [37.50008, 126.90993, 1045963.0], [37.50008, 126.90993, 950954.0], [37.50008, 126.90993, 784785.0], [37.50008, 126.90993, 2114882.0], [37.50008, 126.90993, 719931.0], [37.50008, 126.90993, 323733.0], [37.50008, 126.90993, 505416.0], [37.50008, 126.90993, 230794.0], [37.50008, 126.90993, 631630.0], [37.50008, 126.90993, 939151.0], [37.50008, 126.90993, 837122.0], [37.50008, 126.90993, 300252.0], [37.50008, 126.90993, 1713290.0], [37.50008, 126.90993, 362110.0], [37.50008, 126.90993, 418156.0], [37.50008, 126.90993, 369520.0], [37.50008, 126.90993, 2168429.0], [37.50008, 126.90993, 441343.0], [37.50008, 126.90993, 300626.0], [37.50008, 126.90993, 372233.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 885968.0], [37.50008, 126.90993, 1618884.0], [37.50008, 126.90993, 1218863.0], [37.50008, 126.90993, 1206085.0], [37.50008, 126.90993, 242868.0], [37.50008, 126.90993, 1211335.0], [37.50008, 126.90993, 872499.0], [37.50008, 126.90993, 460989.0], [37.50008, 126.90993, 282866.0], [37.50008, 126.90993, 567948.0], [37.50008, 126.90993, 461338.0], [37.50008, 126.90993, 664561.0], [37.50008, 126.90993, 515942.0], [37.50008, 126.90993, 254105.0], [37.50008, 126.90993, 167686.0], [37.50008, 126.90993, 322523.0], [37.50008, 126.90993, 113069.0], [37.50008, 126.90993, 155982.0], [37.50008, 126.90993, 166340.0], [37.50008, 126.90993, 234109.0], [37.50008, 126.90993, 329977.0], [37.50008, 126.90993, 337829.0], [37.50008, 126.90993, 420653.0], [37.50008, 126.90993, 642743.0], [37.50008, 126.90993, 254646.0], [37.50008, 126.90993, 623128.0], [37.50008, 126.90993, 1127607.0], [37.50008, 126.90993, 736487.0], [37.50008, 126.90993, 1053686.0], [37.50008, 126.90993, 1450777.0], [37.50008, 126.90993, 561148.0], [37.50008, 126.90993, 1544937.0], [37.50008, 126.90993, 1187615.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 367669.0], [37.50008, 126.90993, 1279927.0], [37.50008, 126.90993, 1457705.0], [37.50008, 126.90993, 1704749.0], [37.50008, 126.90993, 1062310.0], [37.50008, 126.90993, 1732522.0], [37.50008, 126.90993, 1892489.0], [37.50008, 126.90993, 1094972.0], [37.50008, 126.90993, 688225.0], [37.50008, 126.90993, 1108926.0], [37.50008, 126.90993, 1209907.0], [37.50008, 126.90993, 1725670.0], [37.50008, 126.90993, 1856700.0], [37.50008, 126.90993, 1784773.0], [37.50008, 126.90993, 770645.0], [37.50008, 126.90993, 1058485.0], [37.50008, 126.90993, 1276338.0], [37.50008, 126.90993, 656579.0], [37.50008, 126.90993, 425361.0], [37.50008, 126.90993, 705178.0], [37.50008, 126.90993, 344771.0], [37.50008, 126.90993, 228485.0], [37.50008, 126.90993, 283954.0], [37.50008, 126.90993, 335214.0], [37.50008, 126.90993, 231122.0], [37.50008, 126.90993, 336737.0], [37.50008, 126.90993, 583366.0], [37.50008, 126.90993, 895999.0], [37.50008, 126.90993, 1220185.0], [37.50008, 126.90993, 1142491.0], [37.50008, 126.90993, 1000078.0], [37.50008, 126.90993, 969769.0], [37.50008, 126.90993, 1729328.0], [37.50008, 126.90993, 768672.0], [37.50008, 126.90993, 1353801.0], [37.50008, 126.90993, 627272.0], [37.50008, 126.90993, 1114780.0], [37.50008, 126.90993, 697336.0], [37.50008, 126.90993, 2257777.0], [37.50008, 126.90993, 2557124.0], [37.50008, 126.90993, 1485848.0], [37.50008, 126.90993, 1448525.0], [37.50008, 126.90993, 952268.0], [37.50008, 126.90993, 512628.0], [37.50008, 126.90993, 717231.0], [37.50008, 126.90993, 1222782.0], [37.50008, 126.90993, 1181902.0], [37.50008, 126.90993, 1062838.0], [37.50008, 126.90993, 699327.0], [37.50008, 126.90993, 1064687.0], [37.50008, 126.90993, 1234523.0], [37.50008, 126.90993, 2451547.0], [37.50008, 126.90993, 1384212.0], [37.50008, 126.90993, 963903.0], [37.50008, 126.90993, 346613.0], [37.50008, 126.90993, 307063.0], [37.50008, 126.90993, 519454.0], [37.50008, 126.90993, 701650.0], [37.50008, 126.90993, 342857.0], [37.50008, 126.90993, 666568.0], [37.50008, 126.90993, 1345776.0], [37.50008, 126.90993, 947573.0], [37.50008, 126.90993, 728215.0], [37.50008, 126.90993, 1599613.0], [37.50008, 126.90993, 1132603.0], [37.50008, 126.90993, 414540.0], [37.50008, 126.90993, 544243.0], [37.50008, 126.90993, 282770.0], [37.50008, 126.90993, 9425.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_1d070224fc9f7e103bea1074036f63f2);\n",
       "        \n",
       "    \n",
       "            var heat_map_fcb85ab7f33e5516fa1f2777c64af5fd = L.heatLayer(\n",
       "                [[37.557322, 127.029476, 1280861.0], [37.561533, 127.037732, 215072.0], [37.5661, 127.042973, 221218.0], [37.566747, 127.052704, 218777.0], [37.56144, 127.064623, 185510.0], [37.557121, 127.079542, 620677.0], [37.551691, 127.089761, 642926.0], [37.545303, 127.10357, 728493.0], [37.538397, 127.123572, 1174304.0], [37.535804, 127.132481, 246014.0], [37.560245, 127.013828, 159922.0], [37.565972, 127.01782, 285691.0], [37.572627, 127.016429, 187848.0], [37.579661, 127.015241, 131516.0], [37.585286, 127.019381, 329375.0], [37.586272, 127.029005, 937178.0], [37.590508, 127.036296, 1266262.0], [37.601948, 127.041518, 949304.0], [37.606377, 127.048491, 176665.0], [37.610537, 127.056431, 611809.0], [37.614805, 127.065851, 752678.0], [37.617983, 127.07512, 1916771.0], [37.620064, 127.084689, 2375655.0], [37.617283, 127.091401, 2363000.0], [37.612668, 127.103213, 1038154.0], [37.700109, 127.053196, 3473163.0], [37.689313, 127.046222, 1530326.0], [37.67785, 127.055315, 496422.0], [37.66494, 127.057675, 500213.0], [37.655128, 127.061368, 705286.0], [37.644583, 127.064303, 546480.0], [37.636352, 127.06799, 1316542.0], [37.625742, 127.072896, 782498.0], [37.617983, 127.07512, 529141.0], [37.610637, 127.077725, 711353.0], [37.602545, 127.079264, 2260212.0], [37.596362, 127.085032, 2616704.0], [37.588579, 127.087503, 4167880.0], [37.580894, 127.088478, 2687919.0], [37.573647, 127.086727, 6939358.0], [37.565923, 127.08432, 3090424.0], [37.557121, 127.079542, 4506454.0], [37.548014, 127.074658, 2456722.0], [37.540693, 127.07023, 3864892.0], [37.53154, 127.066704, 1137175.0], [37.519365, 127.05335, 1149705.0], [37.517186, 127.04128, 1337837.0], [37.514229, 127.031656, 1340214.0], [37.511093, 127.021415, 1790047.0], [37.508178, 127.011727, 1060291.0], [37.50481, 127.004943, 675900.0], [37.487618, 126.993513, 874177.0], [37.486263, 126.981989, 506062.0], [37.484596, 126.971251, 288647.0], [37.496029, 126.953822, 210768.0], [37.502834, 126.94791, 141052.0], [37.504898, 126.93915, 89732.0], [37.499701, 126.928276, 848134.0], [37.499872, 126.920428, 1288938.0], [37.50008, 126.90993, 179060.0], [37.50008, 126.90993, 521285.0], [37.50008, 126.90993, 2190835.0], [37.50008, 126.90993, 4032867.0], [37.50008, 126.90993, 1538119.0], [37.50008, 126.90993, 1894840.0], [37.50008, 126.90993, 1770207.0], [37.50008, 126.90993, 414720.0], [37.50008, 126.90993, 491304.0], [37.50008, 126.90993, 448437.0], [37.50008, 126.90993, 212023.0], [37.50008, 126.90993, 64200.0], [37.50008, 126.90993, 74872.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 184179.0], [37.50008, 126.90993, 870904.0], [37.50008, 126.90993, 829996.0], [37.50008, 126.90993, 706239.0], [37.50008, 126.90993, 527370.0], [37.50008, 126.90993, 387727.0], [37.50008, 126.90993, 347864.0], [37.50008, 126.90993, 822607.0], [37.50008, 126.90993, 261437.0], [37.50008, 126.90993, 828622.0], [37.50008, 126.90993, 1072366.0], [37.50008, 126.90993, 476857.0], [37.50008, 126.90993, 264452.0], [37.50008, 126.90993, 648959.0], [37.50008, 126.90993, 110670.0], [37.50008, 126.90993, 769510.0], [37.50008, 126.90993, 574649.0], [37.50008, 126.90993, 1013827.0], [37.50008, 126.90993, 543556.0], [37.50008, 126.90993, 617430.0], [37.50008, 126.90993, 713161.0], [37.50008, 126.90993, 1504295.0], [37.50008, 126.90993, 2359646.0], [37.50008, 126.90993, 1609336.0], [37.50008, 126.90993, 2523353.0], [37.50008, 126.90993, 3660830.0], [37.50008, 126.90993, 3351763.0], [37.50008, 126.90993, 1478873.0], [37.50008, 126.90993, 2759278.0], [37.50008, 126.90993, 2248555.0], [37.50008, 126.90993, 1354569.0], [37.50008, 126.90993, 965781.0], [37.50008, 126.90993, 535751.0], [37.50008, 126.90993, 240416.0], [37.50008, 126.90993, 290050.0], [37.50008, 126.90993, 304663.0], [37.50008, 126.90993, 135571.0], [37.50008, 126.90993, 191156.0], [37.50008, 126.90993, 390733.0], [37.50008, 126.90993, 564528.0], [37.50008, 126.90993, 206136.0], [37.50008, 126.90993, 355530.0], [37.50008, 126.90993, 378926.0], [37.50008, 126.90993, 139274.0], [37.50008, 126.90993, 1390105.0], [37.50008, 126.90993, 2017008.0], [37.50008, 126.90993, 75705.0], [37.50008, 126.90993, 742816.0], [37.50008, 126.90993, 578330.0], [37.50008, 126.90993, 170205.0], [37.50008, 126.90993, 602847.0], [37.50008, 126.90993, 611679.0], [37.50008, 126.90993, 713427.0], [37.50008, 126.90993, 1499306.0], [37.50008, 126.90993, 3509588.0], [37.50008, 126.90993, 3790550.0], [37.50008, 126.90993, 1984760.0], [37.50008, 126.90993, 1717861.0], [37.50008, 126.90993, 1336569.0], [37.50008, 126.90993, 643941.0], [37.50008, 126.90993, 238683.0], [37.50008, 126.90993, 633772.0], [37.50008, 126.90993, 424518.0], [37.50008, 126.90993, 313047.0], [37.50008, 126.90993, 181990.0], [37.50008, 126.90993, 741563.0], [37.50008, 126.90993, 623739.0], [37.50008, 126.90993, 526716.0], [37.50008, 126.90993, 209498.0], [37.50008, 126.90993, 520633.0], [37.50008, 126.90993, 292239.0], [37.50008, 126.90993, 106930.0], [37.50008, 126.90993, 46669.0], [37.50008, 126.90993, 41317.0], [37.50008, 126.90993, 240335.0], [37.50008, 126.90993, 635501.0], [37.50008, 126.90993, 985404.0], [37.50008, 126.90993, 217012.0], [37.50008, 126.90993, 492457.0], [37.50008, 126.90993, 1772737.0], [37.50008, 126.90993, 1625273.0], [37.50008, 126.90993, 1100052.0], [37.50008, 126.90993, 1407480.0], [37.50008, 126.90993, 1155453.0], [37.50008, 126.90993, 880913.0], [37.50008, 126.90993, 1729866.0], [37.50008, 126.90993, 700362.0], [37.50008, 126.90993, 1045963.0], [37.50008, 126.90993, 950954.0], [37.50008, 126.90993, 784785.0], [37.50008, 126.90993, 2114882.0], [37.50008, 126.90993, 719931.0], [37.50008, 126.90993, 323733.0], [37.50008, 126.90993, 505416.0], [37.50008, 126.90993, 230794.0], [37.50008, 126.90993, 631630.0], [37.50008, 126.90993, 939151.0], [37.50008, 126.90993, 837122.0], [37.50008, 126.90993, 300252.0], [37.50008, 126.90993, 1713290.0], [37.50008, 126.90993, 362110.0], [37.50008, 126.90993, 418156.0], [37.50008, 126.90993, 369520.0], [37.50008, 126.90993, 2168429.0], [37.50008, 126.90993, 441343.0], [37.50008, 126.90993, 300626.0], [37.50008, 126.90993, 372233.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 885968.0], [37.50008, 126.90993, 1618884.0], [37.50008, 126.90993, 1218863.0], [37.50008, 126.90993, 1206085.0], [37.50008, 126.90993, 242868.0], [37.50008, 126.90993, 1211335.0], [37.50008, 126.90993, 872499.0], [37.50008, 126.90993, 460989.0], [37.50008, 126.90993, 282866.0], [37.50008, 126.90993, 567948.0], [37.50008, 126.90993, 461338.0], [37.50008, 126.90993, 664561.0], [37.50008, 126.90993, 515942.0], [37.50008, 126.90993, 254105.0], [37.50008, 126.90993, 167686.0], [37.50008, 126.90993, 322523.0], [37.50008, 126.90993, 113069.0], [37.50008, 126.90993, 155982.0], [37.50008, 126.90993, 166340.0], [37.50008, 126.90993, 234109.0], [37.50008, 126.90993, 329977.0], [37.50008, 126.90993, 337829.0], [37.50008, 126.90993, 420653.0], [37.50008, 126.90993, 642743.0], [37.50008, 126.90993, 254646.0], [37.50008, 126.90993, 623128.0], [37.50008, 126.90993, 1127607.0], [37.50008, 126.90993, 736487.0], [37.50008, 126.90993, 1053686.0], [37.50008, 126.90993, 1450777.0], [37.50008, 126.90993, 561148.0], [37.50008, 126.90993, 1544937.0], [37.50008, 126.90993, 1187615.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 367669.0], [37.50008, 126.90993, 1279927.0], [37.50008, 126.90993, 1457705.0], [37.50008, 126.90993, 1704749.0], [37.50008, 126.90993, 1062310.0], [37.50008, 126.90993, 1732522.0], [37.50008, 126.90993, 1892489.0], [37.50008, 126.90993, 1094972.0], [37.50008, 126.90993, 688225.0], [37.50008, 126.90993, 1108926.0], [37.50008, 126.90993, 1209907.0], [37.50008, 126.90993, 1725670.0], [37.50008, 126.90993, 1856700.0], [37.50008, 126.90993, 1784773.0], [37.50008, 126.90993, 770645.0], [37.50008, 126.90993, 1058485.0], [37.50008, 126.90993, 1276338.0], [37.50008, 126.90993, 656579.0], [37.50008, 126.90993, 425361.0], [37.50008, 126.90993, 705178.0], [37.50008, 126.90993, 344771.0], [37.50008, 126.90993, 228485.0], [37.50008, 126.90993, 283954.0], [37.50008, 126.90993, 335214.0], [37.50008, 126.90993, 231122.0], [37.50008, 126.90993, 336737.0], [37.50008, 126.90993, 583366.0], [37.50008, 126.90993, 895999.0], [37.50008, 126.90993, 1220185.0], [37.50008, 126.90993, 1142491.0], [37.50008, 126.90993, 1000078.0], [37.50008, 126.90993, 969769.0], [37.50008, 126.90993, 1729328.0], [37.50008, 126.90993, 768672.0], [37.50008, 126.90993, 1353801.0], [37.50008, 126.90993, 627272.0], [37.50008, 126.90993, 1114780.0], [37.50008, 126.90993, 697336.0], [37.50008, 126.90993, 2257777.0], [37.50008, 126.90993, 2557124.0], [37.50008, 126.90993, 1485848.0], [37.50008, 126.90993, 1448525.0], [37.50008, 126.90993, 952268.0], [37.50008, 126.90993, 512628.0], [37.50008, 126.90993, 717231.0], [37.50008, 126.90993, 1222782.0], [37.50008, 126.90993, 1181902.0], [37.50008, 126.90993, 1062838.0], [37.50008, 126.90993, 699327.0], [37.50008, 126.90993, 1064687.0], [37.50008, 126.90993, 1234523.0], [37.50008, 126.90993, 2451547.0], [37.50008, 126.90993, 1384212.0], [37.50008, 126.90993, 963903.0], [37.50008, 126.90993, 346613.0], [37.50008, 126.90993, 307063.0], [37.50008, 126.90993, 519454.0], [37.50008, 126.90993, 701650.0], [37.50008, 126.90993, 342857.0], [37.50008, 126.90993, 666568.0], [37.50008, 126.90993, 1345776.0], [37.50008, 126.90993, 947573.0], [37.50008, 126.90993, 728215.0], [37.50008, 126.90993, 1599613.0], [37.50008, 126.90993, 1132603.0], [37.50008, 126.90993, 414540.0], [37.50008, 126.90993, 544243.0], [37.50008, 126.90993, 282770.0], [37.50008, 126.90993, 9425.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_1d070224fc9f7e103bea1074036f63f2);\n",
       "        \n",
       "    \n",
       "            var heat_map_a66ce1e101288bdd76fef1389b272880 = L.heatLayer(\n",
       "                [[37.557322, 127.029476, 1280861.0], [37.561533, 127.037732, 215072.0], [37.5661, 127.042973, 221218.0], [37.566747, 127.052704, 218777.0], [37.56144, 127.064623, 185510.0], [37.557121, 127.079542, 620677.0], [37.551691, 127.089761, 642926.0], [37.545303, 127.10357, 728493.0], [37.538397, 127.123572, 1174304.0], [37.535804, 127.132481, 246014.0], [37.560245, 127.013828, 159922.0], [37.565972, 127.01782, 285691.0], [37.572627, 127.016429, 187848.0], [37.579661, 127.015241, 131516.0], [37.585286, 127.019381, 329375.0], [37.586272, 127.029005, 937178.0], [37.590508, 127.036296, 1266262.0], [37.601948, 127.041518, 949304.0], [37.606377, 127.048491, 176665.0], [37.610537, 127.056431, 611809.0], [37.614805, 127.065851, 752678.0], [37.617983, 127.07512, 1916771.0], [37.620064, 127.084689, 2375655.0], [37.617283, 127.091401, 2363000.0], [37.612668, 127.103213, 1038154.0], [37.700109, 127.053196, 3473163.0], [37.689313, 127.046222, 1530326.0], [37.67785, 127.055315, 496422.0], [37.66494, 127.057675, 500213.0], [37.655128, 127.061368, 705286.0], [37.644583, 127.064303, 546480.0], [37.636352, 127.06799, 1316542.0], [37.625742, 127.072896, 782498.0], [37.617983, 127.07512, 529141.0], [37.610637, 127.077725, 711353.0], [37.602545, 127.079264, 2260212.0], [37.596362, 127.085032, 2616704.0], [37.588579, 127.087503, 4167880.0], [37.580894, 127.088478, 2687919.0], [37.573647, 127.086727, 6939358.0], [37.565923, 127.08432, 3090424.0], [37.557121, 127.079542, 4506454.0], [37.548014, 127.074658, 2456722.0], [37.540693, 127.07023, 3864892.0], [37.53154, 127.066704, 1137175.0], [37.519365, 127.05335, 1149705.0], [37.517186, 127.04128, 1337837.0], [37.514229, 127.031656, 1340214.0], [37.511093, 127.021415, 1790047.0], [37.508178, 127.011727, 1060291.0], [37.50481, 127.004943, 675900.0], [37.487618, 126.993513, 874177.0], [37.486263, 126.981989, 506062.0], [37.484596, 126.971251, 288647.0], [37.496029, 126.953822, 210768.0], [37.502834, 126.94791, 141052.0], [37.504898, 126.93915, 89732.0], [37.499701, 126.928276, 848134.0], [37.499872, 126.920428, 1288938.0], [37.50008, 126.90993, 179060.0], [37.50008, 126.90993, 521285.0], [37.50008, 126.90993, 2190835.0], [37.50008, 126.90993, 4032867.0], [37.50008, 126.90993, 1538119.0], [37.50008, 126.90993, 1894840.0], [37.50008, 126.90993, 1770207.0], [37.50008, 126.90993, 414720.0], [37.50008, 126.90993, 491304.0], [37.50008, 126.90993, 448437.0], [37.50008, 126.90993, 212023.0], [37.50008, 126.90993, 64200.0], [37.50008, 126.90993, 74872.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 184179.0], [37.50008, 126.90993, 870904.0], [37.50008, 126.90993, 829996.0], [37.50008, 126.90993, 706239.0], [37.50008, 126.90993, 527370.0], [37.50008, 126.90993, 387727.0], [37.50008, 126.90993, 347864.0], [37.50008, 126.90993, 822607.0], [37.50008, 126.90993, 261437.0], [37.50008, 126.90993, 828622.0], [37.50008, 126.90993, 1072366.0], [37.50008, 126.90993, 476857.0], [37.50008, 126.90993, 264452.0], [37.50008, 126.90993, 648959.0], [37.50008, 126.90993, 110670.0], [37.50008, 126.90993, 769510.0], [37.50008, 126.90993, 574649.0], [37.50008, 126.90993, 1013827.0], [37.50008, 126.90993, 543556.0], [37.50008, 126.90993, 617430.0], [37.50008, 126.90993, 713161.0], [37.50008, 126.90993, 1504295.0], [37.50008, 126.90993, 2359646.0], [37.50008, 126.90993, 1609336.0], [37.50008, 126.90993, 2523353.0], [37.50008, 126.90993, 3660830.0], [37.50008, 126.90993, 3351763.0], [37.50008, 126.90993, 1478873.0], [37.50008, 126.90993, 2759278.0], [37.50008, 126.90993, 2248555.0], [37.50008, 126.90993, 1354569.0], [37.50008, 126.90993, 965781.0], [37.50008, 126.90993, 535751.0], [37.50008, 126.90993, 240416.0], [37.50008, 126.90993, 290050.0], [37.50008, 126.90993, 304663.0], [37.50008, 126.90993, 135571.0], [37.50008, 126.90993, 191156.0], [37.50008, 126.90993, 390733.0], [37.50008, 126.90993, 564528.0], [37.50008, 126.90993, 206136.0], [37.50008, 126.90993, 355530.0], [37.50008, 126.90993, 378926.0], 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       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_1d070224fc9f7e103bea1074036f63f2);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f306511d420>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HeatMap(data=morn_join[['geo.latitude', 'geo.longitude', 'people_in']]).add_to(seoul_in)\n",
    "seoul_in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_26283/2557149524.py:2: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
      "  even_join = even_join.fillna(method='ffill')\n"
     ]
    }
   ],
   "source": [
    "even_join.tail()\n",
    "even_join = even_join.fillna(method='ffill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
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       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
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       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_d77adbfae9be0c1dd47ec1f2bf17d327 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
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       "                .leaflet-container { font-size: 1rem; }\n",
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       "        \n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium@main/folium/templates/leaflet_heat.min.js&quot;&gt;&lt;/script&gt;\n",
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       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_d77adbfae9be0c1dd47ec1f2bf17d327&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_d77adbfae9be0c1dd47ec1f2bf17d327 = L.map(\n",
       "                &quot;map_d77adbfae9be0c1dd47ec1f2bf17d327&quot;,\n",
       "                {\n",
       "                    center: [37.55, 126.98],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 12,\n",
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       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_d775e1e36af0b221fdc85fcfff45b476 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_d77adbfae9be0c1dd47ec1f2bf17d327);\n",
       "        \n",
       "    \n",
       "            var heat_map_7549060ce14d1b1dc5a832df4ef9e3a2 = L.heatLayer(\n",
       "                [[37.554648, 126.972559, 12109991.0], [37.564718, 126.977108, 6030491.0], [37.570161, 126.982923, 9284693.0], [37.571607, 126.991806, 7090896.0], [37.570926, 127.001849, 6609055.0], [37.57142, 127.009745, 3474650.0], [37.575297, 127.025087, 4111454.0], [37.578103, 127.034893, 5481466.0], [37.580178, 127.046835, 6369940.0], [37.572627, 127.016429, 3163728.0], [37.564718, 126.977108, 5994919.0], [37.566014, 126.982618, 11014650.0], [37.566295, 126.99191, 5995670.0], [37.566941, 126.998079, 3637663.0], [37.565138, 127.007896, 4217001.0], [37.565972, 127.01782, 4397703.0], [37.564354, 127.029354, 4124912.0], [37.561533, 127.037732, 4047168.0], [37.555273, 127.043655, 2292237.0], [37.547184, 127.047367, 6849500.0], [37.544581, 127.055961, 11160625.0], [37.540693, 127.07023, 11426473.0], [37.537077, 127.085916, 6957987.0], [37.535095, 127.094681, 9257296.0], [37.520733, 127.10379, 4043687.0], [37.51395, 127.102234, 20281017.0], [37.511687, 127.086162, 6320329.0], [37.510997, 127.073642, 2489079.0], [37.508844, 127.06316, 14628908.0], [37.504503, 127.049008, 13765737.0], [37.500622, 127.036456, 15219009.0], [37.497175, 127.027926, 24021448.0], [37.493415, 127.01408, 10778760.0], [37.491897, 127.007917, 5944818.0], [37.481426, 126.997596, 5164435.0], [37.47653, 126.981685, 12067782.0], [37.47693, 126.963693, 8089162.0], [37.481247, 126.952739, 14247234.0], [37.482362, 126.941892, 6781632.0], [37.484201, 126.929715, 18777846.0], [37.487462, 126.913149, 7907815.0], [37.485266, 126.901401, 17609722.0], [37.49297, 126.895801, 7710705.0], [37.508725, 126.891295, 14583802.0], [37.517933, 126.89476, 6300722.0], [37.52497, 126.895951, 6773239.0], [37.53438, 126.902281, 6389114.0], [37.549463, 126.913739, 9874146.0], [37.557192, 126.925381, 17288073.0], [37.555134, 126.936893, 10145517.0], [37.556733, 126.946013, 3987933.0], [37.557345, 126.956141, 3030997.0], [37.559973, 126.963672, 3029195.0], [37.561904, 127.050899, 879697.0], [37.57004, 127.046481, 557177.0], [37.575297, 127.025087, 1068511.0], [37.514287, 126.882768, 430802.0], [37.512398, 126.865819, 2161342.0], [37.520074, 126.852912, 3213450.0], [37.574028, 127.038091, 751244.0], [37.648048, 126.913951, 1231100.0], [37.636763, 126.918821, 6041343.0], [37.619001, 126.921008, 10880722.0], [37.610469, 126.929887, 5485007.0], [37.600927, 126.935756, 4129876.0], [37.589066, 126.943736, 5038104.0], [37.582299, 126.950291, 1222473.0], [37.574571, 126.957748, 2270065.0], [37.575762, 126.97353, 5839307.0], [37.576477, 126.985443, 6043069.0], [37.571607, 126.991806, 3390448.0], [37.566295, 126.99191, 3024471.0], [37.561243, 126.99428, 0.0], [37.559052, 127.005602, 2492444.0], [37.55434, 127.010655, 3816612.0], [37.548034, 127.015872, 2345624.0], [37.540685, 127.017965, 2955473.0], [37.527072, 127.028461, 10024433.0], [37.516334, 127.020114, 9530843.0], [37.512759, 127.01122, 1432588.0], [37.50481, 127.004943, 13075608.0], [37.493415, 127.01408, 2570695.0], [37.485013, 127.016189, 8935118.0], [37.484147, 127.034631, 11959197.0], [37.486947, 127.046769, 3426921.0], [37.490858, 127.055381, 1618924.0], [37.494612, 127.063642, 3280882.0], [37.496663, 127.070594, 651761.0], [37.493514, 127.079532, 2710267.0], [37.483681, 127.08439, 2807487.0], [37.487371, 127.10188, 5311525.0], [37.492522, 127.118234, 2619405.0], [37.495918, 127.12454, 2174162.0], [37.502162, 127.128111, 1673172.0], [37.670272, 127.079066, 3709684.0], [37.660878, 127.073572, 5465555.0], [37.655128, 127.061368, 6536554.0], [37.653166, 127.047731, 8329632.0], [37.648627, 127.034709, 8248791.0], [37.638052, 127.025732, 10367146.0], [37.62667, 127.025983, 4442971.0], [37.613292, 127.030053, 8279353.0], [37.603407, 127.025053, 5873322.0], [37.592624, 127.016403, 5922435.0], [37.588458, 127.006221, 4053978.0], [37.582336, 127.001844, 9635004.0], [37.57142, 127.009745, 6028481.0], [37.565138, 127.007896, 4108600.0], [37.561243, 126.99428, 7628919.0], [37.560989, 126.986325, 5576365.0], [37.558514, 126.978246, 7297217.0], [37.554648, 126.972559, 4591708.0], [37.54456, 126.972106, 3744525.0], [37.534777, 126.97311, 1652303.0], [37.52917, 126.967894, 4878627.0], [37.522272, 126.974345, 2504246.0], [37.502971, 126.979306, 962024.0], [37.486263, 126.981989, 6285743.0], [37.47653, 126.981685, 6384401.0], [37.463873, 126.989134, 333058.0], [37.577446, 126.812741, 1991767.0], [37.572399, 126.806171, 1596977.0], [37.562434, 126.801058, 2343584.0], [37.561184, 126.811973, 1954228.0], [37.560183, 126.825448, 2906038.0], [37.558598, 126.837668, 6009450.0], [37.548768, 126.836318, 4241825.0], [37.541513, 126.840461, 8018246.0], [37.531768, 126.846683, 8549420.0], [37.524997, 126.856191, 3394614.0], [37.526065, 126.864931, 5431626.0], [37.524496, 126.875181, 7133823.0], [37.525648, 126.885778, 2143773.0], [37.52497, 126.895951, 1227020.0], [37.522669, 126.905139, 3014335.0], [37.517122, 126.917169, 1311338.0], [37.521624, 126.924191, 8048048.0], [37.527098, 126.932901, 3771327.0], [37.539574, 126.945932, 4179481.0], [37.544018, 126.951592, 4271809.0], [37.553736, 126.95682, 1986324.0], [37.559973, 126.963672, 1374484.0], [37.565773, 126.966641, 5269635.0], [37.571026, 126.976669, 8757268.0], [37.571607, 126.991806, 3747329.0], [37.566941, 126.998079, 1759036.0], [37.565138, 127.007896, 925015.0], [37.560245, 127.013828, 1101095.0], [37.554548, 127.020331, 1966707.0], [37.557322, 127.029476, 2210233.0], [37.561533, 127.037732, 1578467.0], [37.5661, 127.042973, 1597886.0], [37.566747, 127.052704, 4555383.0], [37.56144, 127.064623, 5482794.0], [37.557121, 127.079542, 3758416.0], [37.551691, 127.089761, 4507683.0], [37.545303, 127.10357, 3680226.0], [37.538397, 127.123572, 5611313.0], [37.535804, 127.132481, 5386842.0], [37.537801, 127.140004, 2543243.0], [37.545477, 127.142853, 2776200.0], [37.55137, 127.143999, 2674466.0], [37.555004, 127.154151, 2778992.0], [37.556712, 127.166417, 4353873.0], [37.527788, 127.136248, 2615303.0], [37.516078, 127.130848, 1168244.0], [37.508857, 127.126133, 2178493.0], [37.502162, 127.128111, 1092598.0], [37.498079, 127.13482, 2039629.0], [37.493105, 127.14415, 2465348.0], [37.49499, 127.152781, 1964810.0], [37.557471, 127.17571, 822328.0], [37.563118, 127.192932, 4559338.0], [37.552059, 127.20388, 1309245.0], [37.541967, 127.206298, 1352801.0], [37.539827, 127.2231, 1291272.0], [37.598605, 126.915577, 5337303.0], [37.606021, 126.922744, 1354214.0], [37.610469, 126.929887, 1351396.0], [37.618456, 126.933031, 930768.0], [37.619001, 126.921008, 0.0], [37.611377, 126.91727, 1758996.0], [37.591148, 126.913629, 3659316.0], [37.583876, 126.909645, 3055416.0], [37.576646, 126.900984, 4332257.0], [37.569532, 126.899298, 1620227.0], [37.563515, 126.903343, 3870822.0], [37.556094, 126.910052, 4808939.0], [37.549463, 126.913739, 3926231.0], [37.547716, 126.922852, 2782797.0], [37.547456, 126.931993, 2532889.0], [37.547771, 126.942069, 2464947.0], [37.544018, 126.951592, 5093893.0], [37.539261, 126.961351, 1883348.0], [37.534777, 126.97311, 1573218.0], [37.534675, 126.986695, 1557564.0], [37.534488, 126.994302, 3288620.0], [37.539631, 127.001725, 2919702.0], [37.548013, 127.007055, 634340.0], [37.55434, 127.010655, 1080738.0], [37.560245, 127.013828, 1197250.0], [37.565972, 127.01782, 2547014.0], [37.572627, 127.016429, 2607878.0], [37.579661, 127.015241, 878096.0], [37.585286, 127.019381, 2027125.0], [37.586272, 127.029005, 3004844.0], [37.590508, 127.036296, 2250974.0], [37.601948, 127.041518, 3366949.0], [37.606377, 127.048491, 1697368.0], [37.610537, 127.056431, 2587024.0], [37.614805, 127.065851, 3836759.0], [37.617983, 127.07512, 1835908.0], [37.620064, 127.084689, 2692588.0], [37.617283, 127.091401, 2526192.0], [37.612668, 127.103213, 0.0], [37.700109, 127.053196, 338853.0], [37.689313, 127.046222, 3442270.0], [37.67785, 127.055315, 3988116.0], [37.66494, 127.057675, 3663228.0], [37.655128, 127.061368, 6330789.0], [37.644583, 127.064303, 3916466.0], [37.636352, 127.06799, 5026260.0], [37.625742, 127.072896, 3603073.0], [37.617983, 127.07512, 2446907.0], [37.610637, 127.077725, 3051491.0], [37.602545, 127.079264, 3293015.0], [37.596362, 127.085032, 4942624.0], [37.588579, 127.087503, 4687797.0], [37.580894, 127.088478, 5027007.0], [37.573647, 127.086727, 1854753.0], [37.565923, 127.08432, 2892518.0], [37.557121, 127.079542, 3627095.0], [37.548014, 127.074658, 3761393.0], [37.540693, 127.07023, 3902934.0], [37.53154, 127.066704, 2688923.0], [37.519365, 127.05335, 6166548.0], [37.517186, 127.04128, 5191326.0], [37.514229, 127.031656, 7135025.0], [37.511093, 127.021415, 6328646.0], [37.508178, 127.011727, 1698023.0], [37.50481, 127.004943, 4062216.0], [37.487618, 126.993513, 4277444.0], [37.486263, 126.981989, 4639225.0], [37.484596, 126.971251, 3138875.0], [37.496029, 126.953822, 3717722.0], [37.502834, 126.94791, 3063421.0], [37.504898, 126.93915, 2840096.0], [37.499701, 126.928276, 4756790.0], [37.499872, 126.920428, 2898416.0], [37.50008, 126.90993, 3490247.0], [37.49297, 126.895801, 2581481.0], [37.486056, 126.887249, 4956394.0], [37.481072, 126.882343, 12750775.0], [37.47605, 126.867911, 6593815.0], [37.479252, 126.854876, 6819852.0], [37.486637, 126.838713, 3227271.0], [37.492258, 126.823388, 2906131.0], [37.506207, 126.810939, 2290180.0], [37.50538, 126.797337, 1301530.0], [37.503663, 126.787036, 2804547.0], [37.503048, 126.77596, 4284251.0], [37.504631, 126.763538, 3858493.0], [37.505781, 126.753083, 4097521.0], [37.506411, 126.742153, 1447397.0], [37.506997, 126.73128, 2880573.0], [37.508336, 126.720548, 2410599.0], [37.55021, 127.127562, 5097180.0], [37.538397, 127.123572, 5311248.0], [37.530341, 127.120508, 3200125.0], [37.517409, 127.112359, 1867752.0], [37.51395, 127.102234, 5034667.0], [37.505431, 127.106979, 2734025.0], [37.499703, 127.112183, 2316444.0], [37.492522, 127.118234, 2572782.0], [37.485855, 127.1225, 6386480.0], [37.478703, 127.126191, 5025798.0], [37.470047, 127.126662, 2859790.0], [37.457122, 127.149908, 1895433.0], [37.451535, 127.159816, 3783203.0], [37.44521, 127.156866, 3097722.0], [37.440918, 127.147564, 1495603.0], [37.437428, 127.140722, 1475010.0], [37.43213, 127.129087, 1147602.0], [37.46317, 127.139526, 46621.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_d77adbfae9be0c1dd47ec1f2bf17d327);\n",
       "        \n",
       "    \n",
       "            var heat_map_1f998756ee52d772b6dfd0d5fab93cff = L.heatLayer(\n",
       "                [[37.557322, 127.029476, 2317244.0], [37.561533, 127.037732, 425727.0], [37.5661, 127.042973, 805785.0], [37.566747, 127.052704, 730651.0], [37.56144, 127.064623, 525173.0], [37.557121, 127.079542, 898082.0], [37.551691, 127.089761, 929656.0], [37.545303, 127.10357, 909333.0], [37.538397, 127.123572, 1530198.0], [37.535804, 127.132481, 395816.0], [37.560245, 127.013828, 385220.0], [37.565972, 127.01782, 1058706.0], [37.572627, 127.016429, 639081.0], [37.579661, 127.015241, 296048.0], [37.585286, 127.019381, 940537.0], [37.586272, 127.029005, 1478926.0], [37.590508, 127.036296, 1710389.0], [37.601948, 127.041518, 1578570.0], [37.606377, 127.048491, 352086.0], [37.610537, 127.056431, 1190437.0], [37.614805, 127.065851, 1576483.0], [37.617983, 127.07512, 4425699.0], [37.620064, 127.084689, 3300558.0], [37.617283, 127.091401, 3680556.0], [37.612668, 127.103213, 1363037.0], [37.700109, 127.053196, 6791596.0], [37.689313, 127.046222, 2496519.0], [37.67785, 127.055315, 896231.0], [37.66494, 127.057675, 1436771.0], [37.655128, 127.061368, 1566378.0], [37.644583, 127.064303, 1544983.0], [37.636352, 127.06799, 4372116.0], [37.625742, 127.072896, 1927315.0], [37.617983, 127.07512, 766032.0], [37.610637, 127.077725, 1338082.0], [37.602545, 127.079264, 4976867.0], [37.596362, 127.085032, 4042033.0], [37.588579, 127.087503, 6685253.0], [37.580894, 127.088478, 3368500.0], [37.573647, 127.086727, 10081864.0], [37.565923, 127.08432, 4097187.0], [37.557121, 127.079542, 6258845.0], [37.548014, 127.074658, 2986600.0], [37.540693, 127.07023, 5863619.0], [37.53154, 127.066704, 1692018.0], [37.519365, 127.05335, 1741279.0], [37.517186, 127.04128, 2446830.0], [37.514229, 127.031656, 2974364.0], [37.511093, 127.021415, 4907010.0], [37.508178, 127.011727, 2821743.0], [37.50481, 127.004943, 1285021.0], [37.487618, 126.993513, 1213119.0], [37.486263, 126.981989, 762546.0], [37.484596, 126.971251, 400945.0], [37.496029, 126.953822, 311113.0], [37.502834, 126.94791, 207932.0], [37.504898, 126.93915, 118308.0], [37.499701, 126.928276, 1108362.0], [37.499872, 126.920428, 1625149.0], [37.50008, 126.90993, 252689.0], [37.50008, 126.90993, 627929.0], [37.50008, 126.90993, 2573117.0], [37.50008, 126.90993, 5212067.0], [37.50008, 126.90993, 2082818.0], [37.50008, 126.90993, 2209341.0], [37.50008, 126.90993, 2211789.0], [37.50008, 126.90993, 583633.0], [37.50008, 126.90993, 653750.0], [37.50008, 126.90993, 904726.0], [37.50008, 126.90993, 489712.0], [37.50008, 126.90993, 320072.0], [37.50008, 126.90993, 303211.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 368428.0], [37.50008, 126.90993, 1371045.0], [37.50008, 126.90993, 1076762.0], [37.50008, 126.90993, 1210763.0], [37.50008, 126.90993, 1366804.0], [37.50008, 126.90993, 1459979.0], [37.50008, 126.90993, 506632.0], [37.50008, 126.90993, 2938627.0], [37.50008, 126.90993, 406216.0], [37.50008, 126.90993, 1695964.0], [37.50008, 126.90993, 2321296.0], [37.50008, 126.90993, 734284.0], [37.50008, 126.90993, 396077.0], [37.50008, 126.90993, 948555.0], [37.50008, 126.90993, 157730.0], [37.50008, 126.90993, 1035312.0], [37.50008, 126.90993, 742925.0], [37.50008, 126.90993, 1690946.0], [37.50008, 126.90993, 793799.0], [37.50008, 126.90993, 754549.0], [37.50008, 126.90993, 771327.0], [37.50008, 126.90993, 1719985.0], [37.50008, 126.90993, 2698313.0], [37.50008, 126.90993, 2796792.0], [37.50008, 126.90993, 3579353.0], [37.50008, 126.90993, 4352392.0], [37.50008, 126.90993, 4803358.0], [37.50008, 126.90993, 1822314.0], [37.50008, 126.90993, 3640103.0], [37.50008, 126.90993, 2799758.0], [37.50008, 126.90993, 2342529.0], [37.50008, 126.90993, 1468544.0], [37.50008, 126.90993, 1777897.0], [37.50008, 126.90993, 575941.0], [37.50008, 126.90993, 764892.0], [37.50008, 126.90993, 896507.0], [37.50008, 126.90993, 557872.0], [37.50008, 126.90993, 461579.0], [37.50008, 126.90993, 1025949.0], [37.50008, 126.90993, 1034567.0], [37.50008, 126.90993, 458130.0], [37.50008, 126.90993, 851498.0], [37.50008, 126.90993, 671037.0], [37.50008, 126.90993, 254301.0], [37.50008, 126.90993, 2240924.0], [37.50008, 126.90993, 2617202.0], [37.50008, 126.90993, 78161.0], [37.50008, 126.90993, 880000.0], [37.50008, 126.90993, 667165.0], [37.50008, 126.90993, 376800.0], [37.50008, 126.90993, 753015.0], [37.50008, 126.90993, 795546.0], [37.50008, 126.90993, 1342168.0], [37.50008, 126.90993, 1909426.0], [37.50008, 126.90993, 4222812.0], [37.50008, 126.90993, 4658506.0], [37.50008, 126.90993, 1785311.0], [37.50008, 126.90993, 2556894.0], [37.50008, 126.90993, 2228434.0], [37.50008, 126.90993, 766352.0], [37.50008, 126.90993, 319173.0], [37.50008, 126.90993, 887438.0], [37.50008, 126.90993, 599249.0], [37.50008, 126.90993, 814506.0], [37.50008, 126.90993, 619496.0], [37.50008, 126.90993, 1140622.0], [37.50008, 126.90993, 1105425.0], [37.50008, 126.90993, 669134.0], [37.50008, 126.90993, 330261.0], [37.50008, 126.90993, 736914.0], [37.50008, 126.90993, 821646.0], [37.50008, 126.90993, 551756.0], 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       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_d77adbfae9be0c1dd47ec1f2bf17d327);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f306517b9d0>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HeatMap(data=even_join[['geo.latitude', 'geo.longitude', 'people_out']]).add_to(seoul_out)\n",
    "seoul_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
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       "    \n",
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       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
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       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
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       "                #map_1d070224fc9f7e103bea1074036f63f2 {\n",
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       "\n",
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       "            var tile_layer_ca9af09be0107fc31b090b5055660616 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
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       "            var heat_map_c010e4028954f64d0eaacd04a61d5cd1 = L.heatLayer(\n",
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126.978246, 6902333.0], [37.554648, 126.972559, 3020782.0], [37.54456, 126.972106, 3832840.0], [37.534777, 126.97311, 1460646.0], [37.52917, 126.967894, 4614904.0], [37.522272, 126.974345, 2242752.0], [37.502971, 126.979306, 859241.0], [37.486263, 126.981989, 5786626.0], [37.47653, 126.981685, 7458952.0], [37.463873, 126.989134, 387054.0], [37.577446, 126.812741, 2073491.0], [37.572399, 126.806171, 1659423.0], [37.562434, 126.801058, 2460041.0], [37.561184, 126.811973, 2060266.0], [37.560183, 126.825448, 2933222.0], [37.558598, 126.837668, 5829529.0], [37.548768, 126.836318, 4267694.0], [37.541513, 126.840461, 8557487.0], [37.531768, 126.846683, 8837931.0], [37.524997, 126.856191, 4148894.0], [37.526065, 126.864931, 5023155.0], [37.524496, 126.875181, 6646649.0], [37.525648, 126.885778, 2160434.0], [37.52497, 126.895951, 1218544.0], [37.522669, 126.905139, 2916383.0], [37.517122, 126.917169, 1209974.0], [37.521624, 126.924191, 7728163.0], [37.527098, 126.932901, 3405018.0], [37.539574, 126.945932, 4086310.0], [37.544018, 126.951592, 4031560.0], [37.553736, 126.95682, 1983284.0], [37.559973, 126.963672, 1359553.0], [37.565773, 126.966641, 5197988.0], [37.571026, 126.976669, 8428235.0], [37.571607, 126.991806, 3770603.0], [37.566941, 126.998079, 1707443.0], [37.565138, 127.007896, 791106.0], [37.560245, 127.013828, 1197295.0], [37.554548, 127.020331, 1894569.0], [37.557322, 127.029476, 2472301.0], [37.561533, 127.037732, 1427154.0], [37.5661, 127.042973, 1702708.0], [37.566747, 127.052704, 4929222.0], [37.56144, 127.064623, 5531403.0], [37.557121, 127.079542, 3430886.0], [37.551691, 127.089761, 4598702.0], [37.545303, 127.10357, 3986003.0], [37.538397, 127.123572, 5686507.0], [37.535804, 127.132481, 5650759.0], [37.537801, 127.140004, 2450679.0], [37.545477, 127.142853, 2921093.0], [37.55137, 127.143999, 2600292.0], [37.555004, 127.154151, 2800254.0], [37.556712, 127.166417, 4760146.0], [37.527788, 127.136248, 2617082.0], [37.516078, 127.130848, 1319763.0], [37.508857, 127.126133, 2131672.0], [37.502162, 127.128111, 1120907.0], [37.498079, 127.13482, 1953007.0], [37.493105, 127.14415, 2575703.0], [37.49499, 127.152781, 1967727.0], [37.557471, 127.17571, 821591.0], [37.563118, 127.192932, 4590501.0], [37.552059, 127.20388, 1299503.0], [37.541967, 127.206298, 1365351.0], [37.539827, 127.2231, 1315676.0], [37.598605, 126.915577, 5379347.0], [37.606021, 126.922744, 1166148.0], [37.610469, 126.929887, 1377845.0], [37.618456, 126.933031, 863763.0], [37.619001, 126.921008, 0.0], [37.611377, 126.91727, 2303116.0], [37.591148, 126.913629, 3883063.0], [37.583876, 126.909645, 3081508.0], [37.576646, 126.900984, 3999811.0], [37.569532, 126.899298, 1552258.0], [37.563515, 126.903343, 4291916.0], [37.556094, 126.910052, 4432560.0], [37.549463, 126.913739, 4063862.0], [37.547716, 126.922852, 2481335.0], [37.547456, 126.931993, 2620323.0], [37.547771, 126.942069, 2403103.0], [37.544018, 126.951592, 5286198.0], [37.539261, 126.961351, 2083161.0], [37.534777, 126.97311, 1833049.0], [37.534675, 126.986695, 1570570.0], [37.534488, 126.994302, 3172400.0], [37.539631, 127.001725, 2546438.0], [37.548013, 127.007055, 628602.0], [37.55434, 127.010655, 1084658.0], [37.560245, 127.013828, 1139148.0], [37.565972, 127.01782, 2456349.0], [37.572627, 127.016429, 2596135.0], [37.579661, 127.015241, 1063804.0], [37.585286, 127.019381, 2189727.0], [37.586272, 127.029005, 3011265.0], [37.590508, 127.036296, 2345773.0], [37.601948, 127.041518, 3393675.0], [37.606377, 127.048491, 1892167.0], [37.610537, 127.056431, 2756771.0], [37.614805, 127.065851, 3732090.0], [37.617983, 127.07512, 1670481.0], [37.620064, 127.084689, 3388275.0], [37.617283, 127.091401, 2674451.0], [37.612668, 127.103213, 0.0], [37.700109, 127.053196, 723142.0], [37.689313, 127.046222, 2847101.0], [37.67785, 127.055315, 4029335.0], [37.66494, 127.057675, 3845910.0], [37.655128, 127.061368, 6011446.0], [37.644583, 127.064303, 4291272.0], [37.636352, 127.06799, 5319361.0], [37.625742, 127.072896, 3611474.0], [37.617983, 127.07512, 2597114.0], [37.610637, 127.077725, 3113598.0], [37.602545, 127.079264, 3363518.0], [37.596362, 127.085032, 5237113.0], [37.588579, 127.087503, 4772573.0], [37.580894, 127.088478, 5054771.0], [37.573647, 127.086727, 1879037.0], [37.565923, 127.08432, 3080066.0], [37.557121, 127.079542, 4497384.0], [37.548014, 127.074658, 3800440.0], [37.540693, 127.07023, 3812258.0], [37.53154, 127.066704, 2770275.0], [37.519365, 127.05335, 5580400.0], [37.517186, 127.04128, 4735922.0], [37.514229, 127.031656, 6729394.0], [37.511093, 127.021415, 5864576.0], [37.508178, 127.011727, 1767712.0], [37.50481, 127.004943, 4947365.0], [37.487618, 126.993513, 4204738.0], [37.486263, 126.981989, 4770192.0], [37.484596, 126.971251, 3356770.0], [37.496029, 126.953822, 3649040.0], [37.502834, 126.94791, 3165632.0], [37.504898, 126.93915, 2909916.0], [37.499701, 126.928276, 4930560.0], [37.499872, 126.920428, 2924269.0], [37.50008, 126.90993, 3640706.0], [37.49297, 126.895801, 2583917.0], [37.486056, 126.887249, 4722471.0], [37.481072, 126.882343, 12884974.0], [37.47605, 126.867911, 6441492.0], [37.479252, 126.854876, 6906399.0], [37.486637, 126.838713, 3393874.0], [37.492258, 126.823388, 3122430.0], [37.506207, 126.810939, 2357039.0], [37.50538, 126.797337, 1468796.0], [37.503663, 126.787036, 2860092.0], [37.503048, 126.77596, 4300970.0], [37.504631, 126.763538, 3886637.0], [37.505781, 126.753083, 3956254.0], [37.506411, 126.742153, 1583515.0], [37.506997, 126.73128, 2734511.0], [37.508336, 126.720548, 2783929.0], [37.55021, 127.127562, 5679320.0], [37.538397, 127.123572, 4636373.0], [37.530341, 127.120508, 3089380.0], [37.517409, 127.112359, 1840902.0], [37.51395, 127.102234, 4364987.0], [37.505431, 127.106979, 2352231.0], [37.499703, 127.112183, 2300410.0], [37.492522, 127.118234, 2323278.0], [37.485855, 127.1225, 6102887.0], [37.478703, 127.126191, 5203556.0], [37.470047, 127.126662, 3275962.0], [37.457122, 127.149908, 1879155.0], [37.451535, 127.159816, 4134399.0], [37.44521, 127.156866, 3206211.0], [37.440918, 127.147564, 1395919.0], [37.437428, 127.140722, 1614590.0], [37.43213, 127.129087, 1444073.0], [37.46317, 127.139526, 41623.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_1d070224fc9f7e103bea1074036f63f2);\n",
       "        \n",
       "    \n",
       "            var heat_map_fc14df949a1d82da6326f81b237e2700 = L.heatLayer(\n",
       "                [[37.557322, 127.029476, 1280861.0], [37.561533, 127.037732, 215072.0], [37.5661, 127.042973, 221218.0], [37.566747, 127.052704, 218777.0], [37.56144, 127.064623, 185510.0], [37.557121, 127.079542, 620677.0], [37.551691, 127.089761, 642926.0], [37.545303, 127.10357, 728493.0], [37.538397, 127.123572, 1174304.0], [37.535804, 127.132481, 246014.0], [37.560245, 127.013828, 159922.0], [37.565972, 127.01782, 285691.0], [37.572627, 127.016429, 187848.0], [37.579661, 127.015241, 131516.0], [37.585286, 127.019381, 329375.0], [37.586272, 127.029005, 937178.0], [37.590508, 127.036296, 1266262.0], [37.601948, 127.041518, 949304.0], [37.606377, 127.048491, 176665.0], [37.610537, 127.056431, 611809.0], [37.614805, 127.065851, 752678.0], [37.617983, 127.07512, 1916771.0], [37.620064, 127.084689, 2375655.0], [37.617283, 127.091401, 2363000.0], [37.612668, 127.103213, 1038154.0], [37.700109, 127.053196, 3473163.0], [37.689313, 127.046222, 1530326.0], [37.67785, 127.055315, 496422.0], [37.66494, 127.057675, 500213.0], [37.655128, 127.061368, 705286.0], [37.644583, 127.064303, 546480.0], [37.636352, 127.06799, 1316542.0], [37.625742, 127.072896, 782498.0], [37.617983, 127.07512, 529141.0], [37.610637, 127.077725, 711353.0], [37.602545, 127.079264, 2260212.0], [37.596362, 127.085032, 2616704.0], [37.588579, 127.087503, 4167880.0], [37.580894, 127.088478, 2687919.0], [37.573647, 127.086727, 6939358.0], [37.565923, 127.08432, 3090424.0], [37.557121, 127.079542, 4506454.0], [37.548014, 127.074658, 2456722.0], [37.540693, 127.07023, 3864892.0], [37.53154, 127.066704, 1137175.0], [37.519365, 127.05335, 1149705.0], [37.517186, 127.04128, 1337837.0], [37.514229, 127.031656, 1340214.0], [37.511093, 127.021415, 1790047.0], [37.508178, 127.011727, 1060291.0], [37.50481, 127.004943, 675900.0], [37.487618, 126.993513, 874177.0], [37.486263, 126.981989, 506062.0], [37.484596, 126.971251, 288647.0], [37.496029, 126.953822, 210768.0], [37.502834, 126.94791, 141052.0], [37.504898, 126.93915, 89732.0], [37.499701, 126.928276, 848134.0], [37.499872, 126.920428, 1288938.0], [37.50008, 126.90993, 179060.0], [37.50008, 126.90993, 521285.0], [37.50008, 126.90993, 2190835.0], [37.50008, 126.90993, 4032867.0], [37.50008, 126.90993, 1538119.0], [37.50008, 126.90993, 1894840.0], [37.50008, 126.90993, 1770207.0], [37.50008, 126.90993, 414720.0], [37.50008, 126.90993, 491304.0], [37.50008, 126.90993, 448437.0], [37.50008, 126.90993, 212023.0], [37.50008, 126.90993, 64200.0], [37.50008, 126.90993, 74872.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 184179.0], [37.50008, 126.90993, 870904.0], [37.50008, 126.90993, 829996.0], [37.50008, 126.90993, 706239.0], [37.50008, 126.90993, 527370.0], [37.50008, 126.90993, 387727.0], [37.50008, 126.90993, 347864.0], [37.50008, 126.90993, 822607.0], [37.50008, 126.90993, 261437.0], [37.50008, 126.90993, 828622.0], [37.50008, 126.90993, 1072366.0], [37.50008, 126.90993, 476857.0], [37.50008, 126.90993, 264452.0], [37.50008, 126.90993, 648959.0], [37.50008, 126.90993, 110670.0], [37.50008, 126.90993, 769510.0], [37.50008, 126.90993, 574649.0], [37.50008, 126.90993, 1013827.0], [37.50008, 126.90993, 543556.0], [37.50008, 126.90993, 617430.0], [37.50008, 126.90993, 713161.0], [37.50008, 126.90993, 1504295.0], [37.50008, 126.90993, 2359646.0], [37.50008, 126.90993, 1609336.0], [37.50008, 126.90993, 2523353.0], [37.50008, 126.90993, 3660830.0], [37.50008, 126.90993, 3351763.0], [37.50008, 126.90993, 1478873.0], [37.50008, 126.90993, 2759278.0], [37.50008, 126.90993, 2248555.0], [37.50008, 126.90993, 1354569.0], [37.50008, 126.90993, 965781.0], [37.50008, 126.90993, 535751.0], [37.50008, 126.90993, 240416.0], [37.50008, 126.90993, 290050.0], [37.50008, 126.90993, 304663.0], [37.50008, 126.90993, 135571.0], [37.50008, 126.90993, 191156.0], [37.50008, 126.90993, 390733.0], [37.50008, 126.90993, 564528.0], [37.50008, 126.90993, 206136.0], [37.50008, 126.90993, 355530.0], [37.50008, 126.90993, 378926.0], [37.50008, 126.90993, 139274.0], [37.50008, 126.90993, 1390105.0], [37.50008, 126.90993, 2017008.0], [37.50008, 126.90993, 75705.0], [37.50008, 126.90993, 742816.0], [37.50008, 126.90993, 578330.0], [37.50008, 126.90993, 170205.0], [37.50008, 126.90993, 602847.0], [37.50008, 126.90993, 611679.0], [37.50008, 126.90993, 713427.0], [37.50008, 126.90993, 1499306.0], [37.50008, 126.90993, 3509588.0], [37.50008, 126.90993, 3790550.0], [37.50008, 126.90993, 1984760.0], [37.50008, 126.90993, 1717861.0], [37.50008, 126.90993, 1336569.0], [37.50008, 126.90993, 643941.0], [37.50008, 126.90993, 238683.0], [37.50008, 126.90993, 633772.0], [37.50008, 126.90993, 424518.0], [37.50008, 126.90993, 313047.0], [37.50008, 126.90993, 181990.0], [37.50008, 126.90993, 741563.0], [37.50008, 126.90993, 623739.0], [37.50008, 126.90993, 526716.0], [37.50008, 126.90993, 209498.0], [37.50008, 126.90993, 520633.0], [37.50008, 126.90993, 292239.0], [37.50008, 126.90993, 106930.0], [37.50008, 126.90993, 46669.0], [37.50008, 126.90993, 41317.0], [37.50008, 126.90993, 240335.0], [37.50008, 126.90993, 635501.0], [37.50008, 126.90993, 985404.0], [37.50008, 126.90993, 217012.0], [37.50008, 126.90993, 492457.0], [37.50008, 126.90993, 1772737.0], [37.50008, 126.90993, 1625273.0], [37.50008, 126.90993, 1100052.0], [37.50008, 126.90993, 1407480.0], [37.50008, 126.90993, 1155453.0], [37.50008, 126.90993, 880913.0], [37.50008, 126.90993, 1729866.0], [37.50008, 126.90993, 700362.0], [37.50008, 126.90993, 1045963.0], [37.50008, 126.90993, 950954.0], [37.50008, 126.90993, 784785.0], [37.50008, 126.90993, 2114882.0], [37.50008, 126.90993, 719931.0], [37.50008, 126.90993, 323733.0], [37.50008, 126.90993, 505416.0], [37.50008, 126.90993, 230794.0], [37.50008, 126.90993, 631630.0], [37.50008, 126.90993, 939151.0], [37.50008, 126.90993, 837122.0], [37.50008, 126.90993, 300252.0], [37.50008, 126.90993, 1713290.0], [37.50008, 126.90993, 362110.0], [37.50008, 126.90993, 418156.0], [37.50008, 126.90993, 369520.0], [37.50008, 126.90993, 2168429.0], [37.50008, 126.90993, 441343.0], [37.50008, 126.90993, 300626.0], [37.50008, 126.90993, 372233.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 885968.0], [37.50008, 126.90993, 1618884.0], [37.50008, 126.90993, 1218863.0], [37.50008, 126.90993, 1206085.0], [37.50008, 126.90993, 242868.0], [37.50008, 126.90993, 1211335.0], [37.50008, 126.90993, 872499.0], [37.50008, 126.90993, 460989.0], [37.50008, 126.90993, 282866.0], [37.50008, 126.90993, 567948.0], [37.50008, 126.90993, 461338.0], [37.50008, 126.90993, 664561.0], [37.50008, 126.90993, 515942.0], [37.50008, 126.90993, 254105.0], [37.50008, 126.90993, 167686.0], [37.50008, 126.90993, 322523.0], [37.50008, 126.90993, 113069.0], [37.50008, 126.90993, 155982.0], [37.50008, 126.90993, 166340.0], [37.50008, 126.90993, 234109.0], [37.50008, 126.90993, 329977.0], [37.50008, 126.90993, 337829.0], [37.50008, 126.90993, 420653.0], [37.50008, 126.90993, 642743.0], [37.50008, 126.90993, 254646.0], [37.50008, 126.90993, 623128.0], [37.50008, 126.90993, 1127607.0], [37.50008, 126.90993, 736487.0], [37.50008, 126.90993, 1053686.0], [37.50008, 126.90993, 1450777.0], [37.50008, 126.90993, 561148.0], [37.50008, 126.90993, 1544937.0], [37.50008, 126.90993, 1187615.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 367669.0], [37.50008, 126.90993, 1279927.0], [37.50008, 126.90993, 1457705.0], [37.50008, 126.90993, 1704749.0], [37.50008, 126.90993, 1062310.0], [37.50008, 126.90993, 1732522.0], [37.50008, 126.90993, 1892489.0], [37.50008, 126.90993, 1094972.0], [37.50008, 126.90993, 688225.0], [37.50008, 126.90993, 1108926.0], [37.50008, 126.90993, 1209907.0], [37.50008, 126.90993, 1725670.0], [37.50008, 126.90993, 1856700.0], [37.50008, 126.90993, 1784773.0], [37.50008, 126.90993, 770645.0], [37.50008, 126.90993, 1058485.0], [37.50008, 126.90993, 1276338.0], [37.50008, 126.90993, 656579.0], [37.50008, 126.90993, 425361.0], [37.50008, 126.90993, 705178.0], [37.50008, 126.90993, 344771.0], [37.50008, 126.90993, 228485.0], [37.50008, 126.90993, 283954.0], [37.50008, 126.90993, 335214.0], [37.50008, 126.90993, 231122.0], [37.50008, 126.90993, 336737.0], [37.50008, 126.90993, 583366.0], [37.50008, 126.90993, 895999.0], [37.50008, 126.90993, 1220185.0], [37.50008, 126.90993, 1142491.0], [37.50008, 126.90993, 1000078.0], [37.50008, 126.90993, 969769.0], [37.50008, 126.90993, 1729328.0], [37.50008, 126.90993, 768672.0], [37.50008, 126.90993, 1353801.0], [37.50008, 126.90993, 627272.0], [37.50008, 126.90993, 1114780.0], [37.50008, 126.90993, 697336.0], [37.50008, 126.90993, 2257777.0], [37.50008, 126.90993, 2557124.0], [37.50008, 126.90993, 1485848.0], [37.50008, 126.90993, 1448525.0], [37.50008, 126.90993, 952268.0], [37.50008, 126.90993, 512628.0], [37.50008, 126.90993, 717231.0], [37.50008, 126.90993, 1222782.0], [37.50008, 126.90993, 1181902.0], [37.50008, 126.90993, 1062838.0], [37.50008, 126.90993, 699327.0], [37.50008, 126.90993, 1064687.0], [37.50008, 126.90993, 1234523.0], [37.50008, 126.90993, 2451547.0], [37.50008, 126.90993, 1384212.0], [37.50008, 126.90993, 963903.0], [37.50008, 126.90993, 346613.0], [37.50008, 126.90993, 307063.0], [37.50008, 126.90993, 519454.0], [37.50008, 126.90993, 701650.0], [37.50008, 126.90993, 342857.0], [37.50008, 126.90993, 666568.0], [37.50008, 126.90993, 1345776.0], [37.50008, 126.90993, 947573.0], [37.50008, 126.90993, 728215.0], [37.50008, 126.90993, 1599613.0], [37.50008, 126.90993, 1132603.0], [37.50008, 126.90993, 414540.0], [37.50008, 126.90993, 544243.0], [37.50008, 126.90993, 282770.0], [37.50008, 126.90993, 9425.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_1d070224fc9f7e103bea1074036f63f2);\n",
       "        \n",
       "    \n",
       "            var heat_map_fcb85ab7f33e5516fa1f2777c64af5fd = L.heatLayer(\n",
       "                [[37.557322, 127.029476, 1280861.0], [37.561533, 127.037732, 215072.0], [37.5661, 127.042973, 221218.0], [37.566747, 127.052704, 218777.0], [37.56144, 127.064623, 185510.0], [37.557121, 127.079542, 620677.0], [37.551691, 127.089761, 642926.0], [37.545303, 127.10357, 728493.0], [37.538397, 127.123572, 1174304.0], [37.535804, 127.132481, 246014.0], [37.560245, 127.013828, 159922.0], [37.565972, 127.01782, 285691.0], [37.572627, 127.016429, 187848.0], [37.579661, 127.015241, 131516.0], [37.585286, 127.019381, 329375.0], [37.586272, 127.029005, 937178.0], [37.590508, 127.036296, 1266262.0], [37.601948, 127.041518, 949304.0], [37.606377, 127.048491, 176665.0], [37.610537, 127.056431, 611809.0], [37.614805, 127.065851, 752678.0], [37.617983, 127.07512, 1916771.0], [37.620064, 127.084689, 2375655.0], [37.617283, 127.091401, 2363000.0], [37.612668, 127.103213, 1038154.0], [37.700109, 127.053196, 3473163.0], [37.689313, 127.046222, 1530326.0], [37.67785, 127.055315, 496422.0], [37.66494, 127.057675, 500213.0], [37.655128, 127.061368, 705286.0], [37.644583, 127.064303, 546480.0], [37.636352, 127.06799, 1316542.0], [37.625742, 127.072896, 782498.0], [37.617983, 127.07512, 529141.0], [37.610637, 127.077725, 711353.0], [37.602545, 127.079264, 2260212.0], [37.596362, 127.085032, 2616704.0], [37.588579, 127.087503, 4167880.0], [37.580894, 127.088478, 2687919.0], [37.573647, 127.086727, 6939358.0], [37.565923, 127.08432, 3090424.0], [37.557121, 127.079542, 4506454.0], [37.548014, 127.074658, 2456722.0], [37.540693, 127.07023, 3864892.0], [37.53154, 127.066704, 1137175.0], [37.519365, 127.05335, 1149705.0], [37.517186, 127.04128, 1337837.0], [37.514229, 127.031656, 1340214.0], [37.511093, 127.021415, 1790047.0], [37.508178, 127.011727, 1060291.0], [37.50481, 127.004943, 675900.0], [37.487618, 126.993513, 874177.0], [37.486263, 126.981989, 506062.0], [37.484596, 126.971251, 288647.0], [37.496029, 126.953822, 210768.0], [37.502834, 126.94791, 141052.0], [37.504898, 126.93915, 89732.0], [37.499701, 126.928276, 848134.0], [37.499872, 126.920428, 1288938.0], [37.50008, 126.90993, 179060.0], [37.50008, 126.90993, 521285.0], [37.50008, 126.90993, 2190835.0], [37.50008, 126.90993, 4032867.0], [37.50008, 126.90993, 1538119.0], [37.50008, 126.90993, 1894840.0], [37.50008, 126.90993, 1770207.0], [37.50008, 126.90993, 414720.0], [37.50008, 126.90993, 491304.0], [37.50008, 126.90993, 448437.0], [37.50008, 126.90993, 212023.0], [37.50008, 126.90993, 64200.0], [37.50008, 126.90993, 74872.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 184179.0], [37.50008, 126.90993, 870904.0], [37.50008, 126.90993, 829996.0], [37.50008, 126.90993, 706239.0], [37.50008, 126.90993, 527370.0], [37.50008, 126.90993, 387727.0], [37.50008, 126.90993, 347864.0], [37.50008, 126.90993, 822607.0], [37.50008, 126.90993, 261437.0], [37.50008, 126.90993, 828622.0], [37.50008, 126.90993, 1072366.0], [37.50008, 126.90993, 476857.0], [37.50008, 126.90993, 264452.0], [37.50008, 126.90993, 648959.0], [37.50008, 126.90993, 110670.0], [37.50008, 126.90993, 769510.0], [37.50008, 126.90993, 574649.0], [37.50008, 126.90993, 1013827.0], [37.50008, 126.90993, 543556.0], [37.50008, 126.90993, 617430.0], [37.50008, 126.90993, 713161.0], [37.50008, 126.90993, 1504295.0], [37.50008, 126.90993, 2359646.0], [37.50008, 126.90993, 1609336.0], [37.50008, 126.90993, 2523353.0], [37.50008, 126.90993, 3660830.0], [37.50008, 126.90993, 3351763.0], [37.50008, 126.90993, 1478873.0], [37.50008, 126.90993, 2759278.0], [37.50008, 126.90993, 2248555.0], [37.50008, 126.90993, 1354569.0], [37.50008, 126.90993, 965781.0], [37.50008, 126.90993, 535751.0], [37.50008, 126.90993, 240416.0], [37.50008, 126.90993, 290050.0], [37.50008, 126.90993, 304663.0], [37.50008, 126.90993, 135571.0], [37.50008, 126.90993, 191156.0], [37.50008, 126.90993, 390733.0], [37.50008, 126.90993, 564528.0], [37.50008, 126.90993, 206136.0], [37.50008, 126.90993, 355530.0], [37.50008, 126.90993, 378926.0], [37.50008, 126.90993, 139274.0], [37.50008, 126.90993, 1390105.0], [37.50008, 126.90993, 2017008.0], [37.50008, 126.90993, 75705.0], [37.50008, 126.90993, 742816.0], [37.50008, 126.90993, 578330.0], [37.50008, 126.90993, 170205.0], [37.50008, 126.90993, 602847.0], [37.50008, 126.90993, 611679.0], [37.50008, 126.90993, 713427.0], [37.50008, 126.90993, 1499306.0], [37.50008, 126.90993, 3509588.0], [37.50008, 126.90993, 3790550.0], [37.50008, 126.90993, 1984760.0], [37.50008, 126.90993, 1717861.0], [37.50008, 126.90993, 1336569.0], [37.50008, 126.90993, 643941.0], [37.50008, 126.90993, 238683.0], [37.50008, 126.90993, 633772.0], [37.50008, 126.90993, 424518.0], [37.50008, 126.90993, 313047.0], [37.50008, 126.90993, 181990.0], [37.50008, 126.90993, 741563.0], [37.50008, 126.90993, 623739.0], [37.50008, 126.90993, 526716.0], [37.50008, 126.90993, 209498.0], [37.50008, 126.90993, 520633.0], [37.50008, 126.90993, 292239.0], [37.50008, 126.90993, 106930.0], [37.50008, 126.90993, 46669.0], [37.50008, 126.90993, 41317.0], [37.50008, 126.90993, 240335.0], [37.50008, 126.90993, 635501.0], [37.50008, 126.90993, 985404.0], [37.50008, 126.90993, 217012.0], [37.50008, 126.90993, 492457.0], [37.50008, 126.90993, 1772737.0], [37.50008, 126.90993, 1625273.0], [37.50008, 126.90993, 1100052.0], [37.50008, 126.90993, 1407480.0], [37.50008, 126.90993, 1155453.0], [37.50008, 126.90993, 880913.0], [37.50008, 126.90993, 1729866.0], [37.50008, 126.90993, 700362.0], [37.50008, 126.90993, 1045963.0], [37.50008, 126.90993, 950954.0], [37.50008, 126.90993, 784785.0], [37.50008, 126.90993, 2114882.0], [37.50008, 126.90993, 719931.0], [37.50008, 126.90993, 323733.0], [37.50008, 126.90993, 505416.0], [37.50008, 126.90993, 230794.0], [37.50008, 126.90993, 631630.0], [37.50008, 126.90993, 939151.0], [37.50008, 126.90993, 837122.0], [37.50008, 126.90993, 300252.0], [37.50008, 126.90993, 1713290.0], [37.50008, 126.90993, 362110.0], [37.50008, 126.90993, 418156.0], [37.50008, 126.90993, 369520.0], [37.50008, 126.90993, 2168429.0], [37.50008, 126.90993, 441343.0], [37.50008, 126.90993, 300626.0], [37.50008, 126.90993, 372233.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 885968.0], [37.50008, 126.90993, 1618884.0], [37.50008, 126.90993, 1218863.0], [37.50008, 126.90993, 1206085.0], [37.50008, 126.90993, 242868.0], [37.50008, 126.90993, 1211335.0], [37.50008, 126.90993, 872499.0], [37.50008, 126.90993, 460989.0], [37.50008, 126.90993, 282866.0], [37.50008, 126.90993, 567948.0], [37.50008, 126.90993, 461338.0], [37.50008, 126.90993, 664561.0], [37.50008, 126.90993, 515942.0], [37.50008, 126.90993, 254105.0], [37.50008, 126.90993, 167686.0], [37.50008, 126.90993, 322523.0], [37.50008, 126.90993, 113069.0], [37.50008, 126.90993, 155982.0], [37.50008, 126.90993, 166340.0], [37.50008, 126.90993, 234109.0], [37.50008, 126.90993, 329977.0], [37.50008, 126.90993, 337829.0], [37.50008, 126.90993, 420653.0], [37.50008, 126.90993, 642743.0], [37.50008, 126.90993, 254646.0], [37.50008, 126.90993, 623128.0], [37.50008, 126.90993, 1127607.0], [37.50008, 126.90993, 736487.0], [37.50008, 126.90993, 1053686.0], [37.50008, 126.90993, 1450777.0], [37.50008, 126.90993, 561148.0], [37.50008, 126.90993, 1544937.0], [37.50008, 126.90993, 1187615.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 367669.0], [37.50008, 126.90993, 1279927.0], [37.50008, 126.90993, 1457705.0], [37.50008, 126.90993, 1704749.0], [37.50008, 126.90993, 1062310.0], [37.50008, 126.90993, 1732522.0], [37.50008, 126.90993, 1892489.0], [37.50008, 126.90993, 1094972.0], [37.50008, 126.90993, 688225.0], [37.50008, 126.90993, 1108926.0], [37.50008, 126.90993, 1209907.0], [37.50008, 126.90993, 1725670.0], [37.50008, 126.90993, 1856700.0], [37.50008, 126.90993, 1784773.0], [37.50008, 126.90993, 770645.0], [37.50008, 126.90993, 1058485.0], [37.50008, 126.90993, 1276338.0], [37.50008, 126.90993, 656579.0], [37.50008, 126.90993, 425361.0], [37.50008, 126.90993, 705178.0], [37.50008, 126.90993, 344771.0], [37.50008, 126.90993, 228485.0], [37.50008, 126.90993, 283954.0], [37.50008, 126.90993, 335214.0], [37.50008, 126.90993, 231122.0], [37.50008, 126.90993, 336737.0], [37.50008, 126.90993, 583366.0], [37.50008, 126.90993, 895999.0], [37.50008, 126.90993, 1220185.0], [37.50008, 126.90993, 1142491.0], [37.50008, 126.90993, 1000078.0], [37.50008, 126.90993, 969769.0], [37.50008, 126.90993, 1729328.0], [37.50008, 126.90993, 768672.0], [37.50008, 126.90993, 1353801.0], [37.50008, 126.90993, 627272.0], [37.50008, 126.90993, 1114780.0], [37.50008, 126.90993, 697336.0], [37.50008, 126.90993, 2257777.0], [37.50008, 126.90993, 2557124.0], [37.50008, 126.90993, 1485848.0], [37.50008, 126.90993, 1448525.0], [37.50008, 126.90993, 952268.0], [37.50008, 126.90993, 512628.0], [37.50008, 126.90993, 717231.0], [37.50008, 126.90993, 1222782.0], [37.50008, 126.90993, 1181902.0], [37.50008, 126.90993, 1062838.0], [37.50008, 126.90993, 699327.0], [37.50008, 126.90993, 1064687.0], [37.50008, 126.90993, 1234523.0], [37.50008, 126.90993, 2451547.0], [37.50008, 126.90993, 1384212.0], [37.50008, 126.90993, 963903.0], [37.50008, 126.90993, 346613.0], [37.50008, 126.90993, 307063.0], [37.50008, 126.90993, 519454.0], [37.50008, 126.90993, 701650.0], [37.50008, 126.90993, 342857.0], [37.50008, 126.90993, 666568.0], [37.50008, 126.90993, 1345776.0], [37.50008, 126.90993, 947573.0], [37.50008, 126.90993, 728215.0], [37.50008, 126.90993, 1599613.0], [37.50008, 126.90993, 1132603.0], [37.50008, 126.90993, 414540.0], [37.50008, 126.90993, 544243.0], [37.50008, 126.90993, 282770.0], [37.50008, 126.90993, 9425.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_1d070224fc9f7e103bea1074036f63f2);\n",
       "        \n",
       "    \n",
       "            var heat_map_a66ce1e101288bdd76fef1389b272880 = L.heatLayer(\n",
       "                [[37.557322, 127.029476, 1280861.0], [37.561533, 127.037732, 215072.0], [37.5661, 127.042973, 221218.0], [37.566747, 127.052704, 218777.0], [37.56144, 127.064623, 185510.0], [37.557121, 127.079542, 620677.0], [37.551691, 127.089761, 642926.0], [37.545303, 127.10357, 728493.0], [37.538397, 127.123572, 1174304.0], [37.535804, 127.132481, 246014.0], [37.560245, 127.013828, 159922.0], [37.565972, 127.01782, 285691.0], [37.572627, 127.016429, 187848.0], [37.579661, 127.015241, 131516.0], [37.585286, 127.019381, 329375.0], [37.586272, 127.029005, 937178.0], [37.590508, 127.036296, 1266262.0], [37.601948, 127.041518, 949304.0], [37.606377, 127.048491, 176665.0], [37.610537, 127.056431, 611809.0], [37.614805, 127.065851, 752678.0], [37.617983, 127.07512, 1916771.0], [37.620064, 127.084689, 2375655.0], [37.617283, 127.091401, 2363000.0], [37.612668, 127.103213, 1038154.0], [37.700109, 127.053196, 3473163.0], [37.689313, 127.046222, 1530326.0], [37.67785, 127.055315, 496422.0], [37.66494, 127.057675, 500213.0], [37.655128, 127.061368, 705286.0], [37.644583, 127.064303, 546480.0], [37.636352, 127.06799, 1316542.0], [37.625742, 127.072896, 782498.0], [37.617983, 127.07512, 529141.0], [37.610637, 127.077725, 711353.0], [37.602545, 127.079264, 2260212.0], [37.596362, 127.085032, 2616704.0], [37.588579, 127.087503, 4167880.0], [37.580894, 127.088478, 2687919.0], [37.573647, 127.086727, 6939358.0], [37.565923, 127.08432, 3090424.0], [37.557121, 127.079542, 4506454.0], [37.548014, 127.074658, 2456722.0], [37.540693, 127.07023, 3864892.0], [37.53154, 127.066704, 1137175.0], [37.519365, 127.05335, 1149705.0], [37.517186, 127.04128, 1337837.0], [37.514229, 127.031656, 1340214.0], [37.511093, 127.021415, 1790047.0], [37.508178, 127.011727, 1060291.0], [37.50481, 127.004943, 675900.0], [37.487618, 126.993513, 874177.0], [37.486263, 126.981989, 506062.0], [37.484596, 126.971251, 288647.0], [37.496029, 126.953822, 210768.0], [37.502834, 126.94791, 141052.0], [37.504898, 126.93915, 89732.0], [37.499701, 126.928276, 848134.0], [37.499872, 126.920428, 1288938.0], [37.50008, 126.90993, 179060.0], [37.50008, 126.90993, 521285.0], [37.50008, 126.90993, 2190835.0], [37.50008, 126.90993, 4032867.0], [37.50008, 126.90993, 1538119.0], [37.50008, 126.90993, 1894840.0], [37.50008, 126.90993, 1770207.0], [37.50008, 126.90993, 414720.0], [37.50008, 126.90993, 491304.0], [37.50008, 126.90993, 448437.0], [37.50008, 126.90993, 212023.0], [37.50008, 126.90993, 64200.0], [37.50008, 126.90993, 74872.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 184179.0], [37.50008, 126.90993, 870904.0], [37.50008, 126.90993, 829996.0], [37.50008, 126.90993, 706239.0], [37.50008, 126.90993, 527370.0], [37.50008, 126.90993, 387727.0], [37.50008, 126.90993, 347864.0], [37.50008, 126.90993, 822607.0], [37.50008, 126.90993, 261437.0], [37.50008, 126.90993, 828622.0], [37.50008, 126.90993, 1072366.0], [37.50008, 126.90993, 476857.0], [37.50008, 126.90993, 264452.0], [37.50008, 126.90993, 648959.0], [37.50008, 126.90993, 110670.0], [37.50008, 126.90993, 769510.0], [37.50008, 126.90993, 574649.0], [37.50008, 126.90993, 1013827.0], [37.50008, 126.90993, 543556.0], [37.50008, 126.90993, 617430.0], [37.50008, 126.90993, 713161.0], [37.50008, 126.90993, 1504295.0], [37.50008, 126.90993, 2359646.0], [37.50008, 126.90993, 1609336.0], [37.50008, 126.90993, 2523353.0], [37.50008, 126.90993, 3660830.0], [37.50008, 126.90993, 3351763.0], [37.50008, 126.90993, 1478873.0], [37.50008, 126.90993, 2759278.0], [37.50008, 126.90993, 2248555.0], [37.50008, 126.90993, 1354569.0], [37.50008, 126.90993, 965781.0], [37.50008, 126.90993, 535751.0], [37.50008, 126.90993, 240416.0], [37.50008, 126.90993, 290050.0], [37.50008, 126.90993, 304663.0], [37.50008, 126.90993, 135571.0], [37.50008, 126.90993, 191156.0], [37.50008, 126.90993, 390733.0], [37.50008, 126.90993, 564528.0], [37.50008, 126.90993, 206136.0], [37.50008, 126.90993, 355530.0], [37.50008, 126.90993, 378926.0], [37.50008, 126.90993, 139274.0], [37.50008, 126.90993, 1390105.0], [37.50008, 126.90993, 2017008.0], [37.50008, 126.90993, 75705.0], [37.50008, 126.90993, 742816.0], [37.50008, 126.90993, 578330.0], [37.50008, 126.90993, 170205.0], [37.50008, 126.90993, 602847.0], [37.50008, 126.90993, 611679.0], [37.50008, 126.90993, 713427.0], [37.50008, 126.90993, 1499306.0], [37.50008, 126.90993, 3509588.0], [37.50008, 126.90993, 3790550.0], [37.50008, 126.90993, 1984760.0], [37.50008, 126.90993, 1717861.0], [37.50008, 126.90993, 1336569.0], [37.50008, 126.90993, 643941.0], [37.50008, 126.90993, 238683.0], [37.50008, 126.90993, 633772.0], [37.50008, 126.90993, 424518.0], [37.50008, 126.90993, 313047.0], [37.50008, 126.90993, 181990.0], [37.50008, 126.90993, 741563.0], [37.50008, 126.90993, 623739.0], [37.50008, 126.90993, 526716.0], [37.50008, 126.90993, 209498.0], [37.50008, 126.90993, 520633.0], [37.50008, 126.90993, 292239.0], [37.50008, 126.90993, 106930.0], [37.50008, 126.90993, 46669.0], [37.50008, 126.90993, 41317.0], [37.50008, 126.90993, 240335.0], [37.50008, 126.90993, 635501.0], [37.50008, 126.90993, 985404.0], [37.50008, 126.90993, 217012.0], [37.50008, 126.90993, 492457.0], [37.50008, 126.90993, 1772737.0], [37.50008, 126.90993, 1625273.0], [37.50008, 126.90993, 1100052.0], [37.50008, 126.90993, 1407480.0], [37.50008, 126.90993, 1155453.0], [37.50008, 126.90993, 880913.0], [37.50008, 126.90993, 1729866.0], [37.50008, 126.90993, 700362.0], [37.50008, 126.90993, 1045963.0], [37.50008, 126.90993, 950954.0], [37.50008, 126.90993, 784785.0], [37.50008, 126.90993, 2114882.0], [37.50008, 126.90993, 719931.0], [37.50008, 126.90993, 323733.0], [37.50008, 126.90993, 505416.0], [37.50008, 126.90993, 230794.0], [37.50008, 126.90993, 631630.0], [37.50008, 126.90993, 939151.0], [37.50008, 126.90993, 837122.0], [37.50008, 126.90993, 300252.0], [37.50008, 126.90993, 1713290.0], [37.50008, 126.90993, 362110.0], [37.50008, 126.90993, 418156.0], [37.50008, 126.90993, 369520.0], [37.50008, 126.90993, 2168429.0], [37.50008, 126.90993, 441343.0], [37.50008, 126.90993, 300626.0], [37.50008, 126.90993, 372233.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 885968.0], [37.50008, 126.90993, 1618884.0], [37.50008, 126.90993, 1218863.0], [37.50008, 126.90993, 1206085.0], [37.50008, 126.90993, 242868.0], [37.50008, 126.90993, 1211335.0], [37.50008, 126.90993, 872499.0], [37.50008, 126.90993, 460989.0], [37.50008, 126.90993, 282866.0], [37.50008, 126.90993, 567948.0], [37.50008, 126.90993, 461338.0], [37.50008, 126.90993, 664561.0], [37.50008, 126.90993, 515942.0], [37.50008, 126.90993, 254105.0], [37.50008, 126.90993, 167686.0], [37.50008, 126.90993, 322523.0], [37.50008, 126.90993, 113069.0], [37.50008, 126.90993, 155982.0], [37.50008, 126.90993, 166340.0], [37.50008, 126.90993, 234109.0], [37.50008, 126.90993, 329977.0], [37.50008, 126.90993, 337829.0], [37.50008, 126.90993, 420653.0], [37.50008, 126.90993, 642743.0], [37.50008, 126.90993, 254646.0], [37.50008, 126.90993, 623128.0], [37.50008, 126.90993, 1127607.0], [37.50008, 126.90993, 736487.0], [37.50008, 126.90993, 1053686.0], [37.50008, 126.90993, 1450777.0], [37.50008, 126.90993, 561148.0], [37.50008, 126.90993, 1544937.0], [37.50008, 126.90993, 1187615.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 367669.0], [37.50008, 126.90993, 1279927.0], [37.50008, 126.90993, 1457705.0], [37.50008, 126.90993, 1704749.0], [37.50008, 126.90993, 1062310.0], [37.50008, 126.90993, 1732522.0], [37.50008, 126.90993, 1892489.0], [37.50008, 126.90993, 1094972.0], [37.50008, 126.90993, 688225.0], [37.50008, 126.90993, 1108926.0], [37.50008, 126.90993, 1209907.0], [37.50008, 126.90993, 1725670.0], [37.50008, 126.90993, 1856700.0], [37.50008, 126.90993, 1784773.0], [37.50008, 126.90993, 770645.0], [37.50008, 126.90993, 1058485.0], [37.50008, 126.90993, 1276338.0], [37.50008, 126.90993, 656579.0], [37.50008, 126.90993, 425361.0], [37.50008, 126.90993, 705178.0], [37.50008, 126.90993, 344771.0], [37.50008, 126.90993, 228485.0], [37.50008, 126.90993, 283954.0], [37.50008, 126.90993, 335214.0], [37.50008, 126.90993, 231122.0], [37.50008, 126.90993, 336737.0], [37.50008, 126.90993, 583366.0], [37.50008, 126.90993, 895999.0], [37.50008, 126.90993, 1220185.0], [37.50008, 126.90993, 1142491.0], [37.50008, 126.90993, 1000078.0], [37.50008, 126.90993, 969769.0], [37.50008, 126.90993, 1729328.0], [37.50008, 126.90993, 768672.0], [37.50008, 126.90993, 1353801.0], [37.50008, 126.90993, 627272.0], [37.50008, 126.90993, 1114780.0], [37.50008, 126.90993, 697336.0], [37.50008, 126.90993, 2257777.0], [37.50008, 126.90993, 2557124.0], [37.50008, 126.90993, 1485848.0], [37.50008, 126.90993, 1448525.0], [37.50008, 126.90993, 952268.0], [37.50008, 126.90993, 512628.0], [37.50008, 126.90993, 717231.0], [37.50008, 126.90993, 1222782.0], [37.50008, 126.90993, 1181902.0], [37.50008, 126.90993, 1062838.0], [37.50008, 126.90993, 699327.0], [37.50008, 126.90993, 1064687.0], [37.50008, 126.90993, 1234523.0], [37.50008, 126.90993, 2451547.0], [37.50008, 126.90993, 1384212.0], [37.50008, 126.90993, 963903.0], [37.50008, 126.90993, 346613.0], [37.50008, 126.90993, 307063.0], [37.50008, 126.90993, 519454.0], [37.50008, 126.90993, 701650.0], [37.50008, 126.90993, 342857.0], [37.50008, 126.90993, 666568.0], [37.50008, 126.90993, 1345776.0], [37.50008, 126.90993, 947573.0], [37.50008, 126.90993, 728215.0], [37.50008, 126.90993, 1599613.0], [37.50008, 126.90993, 1132603.0], [37.50008, 126.90993, 414540.0], [37.50008, 126.90993, 544243.0], [37.50008, 126.90993, 282770.0], [37.50008, 126.90993, 9425.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_1d070224fc9f7e103bea1074036f63f2);\n",
       "        \n",
       "    \n",
       "            var heat_map_cb61fd2caee08eeaa10c86290279e0aa = L.heatLayer(\n",
       "                [[37.557322, 127.029476, 3455240.0], [37.561533, 127.037732, 2744871.0], [37.5661, 127.042973, 3643820.0], [37.566747, 127.052704, 1222960.0], [37.56144, 127.064623, 1776080.0], [37.557121, 127.079542, 492306.0], [37.551691, 127.089761, 1107839.0], [37.545303, 127.10357, 791951.0], [37.538397, 127.123572, 866441.0], [37.535804, 127.132481, 416381.0], [37.560245, 127.013828, 3043557.0], [37.565972, 127.01782, 4710931.0], [37.572627, 127.016429, 2573133.0], [37.579661, 127.015241, 1373901.0], [37.585286, 127.019381, 921657.0], [37.586272, 127.029005, 689503.0], [37.590508, 127.036296, 599256.0], [37.601948, 127.041518, 509115.0], [37.606377, 127.048491, 565705.0], [37.610537, 127.056431, 2069504.0], [37.614805, 127.065851, 4143221.0], [37.617983, 127.07512, 1200328.0], [37.620064, 127.084689, 743194.0], [37.617283, 127.091401, 1021291.0], [37.612668, 127.103213, 791445.0], [37.700109, 127.053196, 2964255.0], [37.689313, 127.046222, 597954.0], [37.67785, 127.055315, 462523.0], [37.66494, 127.057675, 5258280.0], [37.655128, 127.061368, 4700010.0], [37.644583, 127.064303, 5521983.0], [37.636352, 127.06799, 5757499.0], [37.625742, 127.072896, 2691511.0], [37.617983, 127.07512, 2116713.0], [37.610637, 127.077725, 1292135.0], [37.602545, 127.079264, 1554262.0], [37.596362, 127.085032, 742916.0], [37.588579, 127.087503, 1229054.0], [37.580894, 127.088478, 519885.0], [37.573647, 127.086727, 1339845.0], [37.565923, 127.08432, 681458.0], [37.557121, 127.079542, 4092652.0], [37.548014, 127.074658, 1058887.0], [37.540693, 127.07023, 1899097.0], [37.53154, 127.066704, 1898786.0], [37.519365, 127.05335, 1993397.0], [37.517186, 127.04128, 1321898.0], [37.514229, 127.031656, 1548403.0], [37.511093, 127.021415, 1605213.0], [37.508178, 127.011727, 1419467.0], [37.50481, 127.004943, 585839.0], [37.487618, 126.993513, 461339.0], [37.486263, 126.981989, 943764.0], [37.484596, 126.971251, 78821.0], [37.496029, 126.953822, 38683.0], [37.502834, 126.94791, 235433.0], [37.504898, 126.93915, 128997.0], [37.499701, 126.928276, 207685.0], [37.499872, 126.920428, 247784.0], [37.50008, 126.90993, 111870.0], [37.50008, 126.90993, 147663.0], [37.50008, 126.90993, 699047.0], [37.50008, 126.90993, 771624.0], [37.50008, 126.90993, 558001.0], [37.50008, 126.90993, 349113.0], [37.50008, 126.90993, 517985.0], [37.50008, 126.90993, 133812.0], [37.50008, 126.90993, 458732.0], [37.50008, 126.90993, 1758972.0], [37.50008, 126.90993, 2232772.0], [37.50008, 126.90993, 746182.0], [37.50008, 126.90993, 1274493.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 811604.0], [37.50008, 126.90993, 616606.0], [37.50008, 126.90993, 198684.0], [37.50008, 126.90993, 341016.0], [37.50008, 126.90993, 2281372.0], [37.50008, 126.90993, 1984976.0], [37.50008, 126.90993, 259202.0], [37.50008, 126.90993, 1616414.0], [37.50008, 126.90993, 816172.0], [37.50008, 126.90993, 2626221.0], [37.50008, 126.90993, 4259908.0], [37.50008, 126.90993, 1096976.0], [37.50008, 126.90993, 442798.0], [37.50008, 126.90993, 597080.0], [37.50008, 126.90993, 144729.0], [37.50008, 126.90993, 536979.0], [37.50008, 126.90993, 726011.0], [37.50008, 126.90993, 1149229.0], [37.50008, 126.90993, 524860.0], [37.50008, 126.90993, 466130.0], [37.50008, 126.90993, 236053.0], [37.50008, 126.90993, 344460.0], [37.50008, 126.90993, 466419.0], [37.50008, 126.90993, 546315.0], [37.50008, 126.90993, 808002.0], [37.50008, 126.90993, 602608.0], [37.50008, 126.90993, 1031975.0], [37.50008, 126.90993, 572547.0], [37.50008, 126.90993, 691263.0], [37.50008, 126.90993, 551419.0], [37.50008, 126.90993, 633807.0], [37.50008, 126.90993, 602333.0], [37.50008, 126.90993, 2091247.0], [37.50008, 126.90993, 1482893.0], [37.50008, 126.90993, 1195485.0], [37.50008, 126.90993, 2777008.0], [37.50008, 126.90993, 1741967.0], [37.50008, 126.90993, 2144199.0], [37.50008, 126.90993, 1298507.0], [37.50008, 126.90993, 872268.0], [37.50008, 126.90993, 419163.0], [37.50008, 126.90993, 1426104.0], [37.50008, 126.90993, 534257.0], [37.50008, 126.90993, 179892.0], [37.50008, 126.90993, 785819.0], [37.50008, 126.90993, 798131.0], [37.50008, 126.90993, 107497.0], [37.50008, 126.90993, 257170.0], [37.50008, 126.90993, 242779.0], [37.50008, 126.90993, 482377.0], [37.50008, 126.90993, 290257.0], [37.50008, 126.90993, 718762.0], [37.50008, 126.90993, 1687852.0], [37.50008, 126.90993, 464935.0], [37.50008, 126.90993, 609247.0], [37.50008, 126.90993, 474627.0], [37.50008, 126.90993, 278192.0], [37.50008, 126.90993, 559048.0], [37.50008, 126.90993, 1244470.0], [37.50008, 126.90993, 578059.0], [37.50008, 126.90993, 360774.0], [37.50008, 126.90993, 643666.0], [37.50008, 126.90993, 247936.0], [37.50008, 126.90993, 4132131.0], [37.50008, 126.90993, 1211087.0], [37.50008, 126.90993, 1181809.0], [37.50008, 126.90993, 1316185.0], [37.50008, 126.90993, 475578.0], [37.50008, 126.90993, 490840.0], [37.50008, 126.90993, 2609076.0], [37.50008, 126.90993, 3853824.0], [37.50008, 126.90993, 661728.0], [37.50008, 126.90993, 739737.0], [37.50008, 126.90993, 467853.0], [37.50008, 126.90993, 233871.0], [37.50008, 126.90993, 278692.0], [37.50008, 126.90993, 203556.0], [37.50008, 126.90993, 313346.0], [37.50008, 126.90993, 295807.0], [37.50008, 126.90993, 729250.0], [37.50008, 126.90993, 1199656.0], [37.50008, 126.90993, 428120.0], [37.50008, 126.90993, 483599.0], [37.50008, 126.90993, 600409.0], [37.50008, 126.90993, 763573.0], [37.50008, 126.90993, 1026819.0], [37.50008, 126.90993, 326835.0], [37.50008, 126.90993, 267400.0], [37.50008, 126.90993, 251594.0], [37.50008, 126.90993, 440913.0], [37.50008, 126.90993, 422150.0], [37.50008, 126.90993, 458270.0], [37.50008, 126.90993, 234985.0], [37.50008, 126.90993, 411857.0], [37.50008, 126.90993, 355897.0], [37.50008, 126.90993, 324766.0], [37.50008, 126.90993, 391251.0], [37.50008, 126.90993, 215273.0], [37.50008, 126.90993, 93178.0], [37.50008, 126.90993, 441455.0], [37.50008, 126.90993, 236735.0], [37.50008, 126.90993, 144418.0], [37.50008, 126.90993, 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       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_1d070224fc9f7e103bea1074036f63f2);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f306511d420>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HeatMap(data=morn_join[['geo.latitude', 'geo.longitude', 'people_out']]).add_to(seoul_in)\n",
    "seoul_in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
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127.126133, 2178493.0], [37.502162, 127.128111, 1092598.0], [37.498079, 127.13482, 2039629.0], [37.493105, 127.14415, 2465348.0], [37.49499, 127.152781, 1964810.0], [37.557471, 127.17571, 822328.0], [37.563118, 127.192932, 4559338.0], [37.552059, 127.20388, 1309245.0], [37.541967, 127.206298, 1352801.0], [37.539827, 127.2231, 1291272.0], [37.598605, 126.915577, 5337303.0], [37.606021, 126.922744, 1354214.0], [37.610469, 126.929887, 1351396.0], [37.618456, 126.933031, 930768.0], [37.619001, 126.921008, 0.0], [37.611377, 126.91727, 1758996.0], [37.591148, 126.913629, 3659316.0], [37.583876, 126.909645, 3055416.0], [37.576646, 126.900984, 4332257.0], [37.569532, 126.899298, 1620227.0], [37.563515, 126.903343, 3870822.0], [37.556094, 126.910052, 4808939.0], [37.549463, 126.913739, 3926231.0], [37.547716, 126.922852, 2782797.0], [37.547456, 126.931993, 2532889.0], [37.547771, 126.942069, 2464947.0], [37.544018, 126.951592, 5093893.0], [37.539261, 126.961351, 1883348.0], [37.534777, 126.97311, 1573218.0], [37.534675, 126.986695, 1557564.0], [37.534488, 126.994302, 3288620.0], [37.539631, 127.001725, 2919702.0], [37.548013, 127.007055, 634340.0], [37.55434, 127.010655, 1080738.0], [37.560245, 127.013828, 1197250.0], [37.565972, 127.01782, 2547014.0], [37.572627, 127.016429, 2607878.0], [37.579661, 127.015241, 878096.0], [37.585286, 127.019381, 2027125.0], [37.586272, 127.029005, 3004844.0], [37.590508, 127.036296, 2250974.0], [37.601948, 127.041518, 3366949.0], [37.606377, 127.048491, 1697368.0], [37.610537, 127.056431, 2587024.0], [37.614805, 127.065851, 3836759.0], [37.617983, 127.07512, 1835908.0], [37.620064, 127.084689, 2692588.0], [37.617283, 127.091401, 2526192.0], [37.612668, 127.103213, 0.0], [37.700109, 127.053196, 338853.0], [37.689313, 127.046222, 3442270.0], [37.67785, 127.055315, 3988116.0], [37.66494, 127.057675, 3663228.0], [37.655128, 127.061368, 6330789.0], [37.644583, 127.064303, 3916466.0], [37.636352, 127.06799, 5026260.0], [37.625742, 127.072896, 3603073.0], [37.617983, 127.07512, 2446907.0], [37.610637, 127.077725, 3051491.0], [37.602545, 127.079264, 3293015.0], [37.596362, 127.085032, 4942624.0], [37.588579, 127.087503, 4687797.0], [37.580894, 127.088478, 5027007.0], [37.573647, 127.086727, 1854753.0], [37.565923, 127.08432, 2892518.0], [37.557121, 127.079542, 3627095.0], [37.548014, 127.074658, 3761393.0], [37.540693, 127.07023, 3902934.0], [37.53154, 127.066704, 2688923.0], [37.519365, 127.05335, 6166548.0], [37.517186, 127.04128, 5191326.0], [37.514229, 127.031656, 7135025.0], [37.511093, 127.021415, 6328646.0], [37.508178, 127.011727, 1698023.0], [37.50481, 127.004943, 4062216.0], [37.487618, 126.993513, 4277444.0], [37.486263, 126.981989, 4639225.0], [37.484596, 126.971251, 3138875.0], [37.496029, 126.953822, 3717722.0], [37.502834, 126.94791, 3063421.0], [37.504898, 126.93915, 2840096.0], [37.499701, 126.928276, 4756790.0], [37.499872, 126.920428, 2898416.0], [37.50008, 126.90993, 3490247.0], [37.49297, 126.895801, 2581481.0], [37.486056, 126.887249, 4956394.0], [37.481072, 126.882343, 12750775.0], [37.47605, 126.867911, 6593815.0], [37.479252, 126.854876, 6819852.0], [37.486637, 126.838713, 3227271.0], [37.492258, 126.823388, 2906131.0], [37.506207, 126.810939, 2290180.0], [37.50538, 126.797337, 1301530.0], [37.503663, 126.787036, 2804547.0], [37.503048, 126.77596, 4284251.0], [37.504631, 126.763538, 3858493.0], [37.505781, 126.753083, 4097521.0], [37.506411, 126.742153, 1447397.0], [37.506997, 126.73128, 2880573.0], [37.508336, 126.720548, 2410599.0], [37.55021, 127.127562, 5097180.0], [37.538397, 127.123572, 5311248.0], [37.530341, 127.120508, 3200125.0], [37.517409, 127.112359, 1867752.0], [37.51395, 127.102234, 5034667.0], [37.505431, 127.106979, 2734025.0], [37.499703, 127.112183, 2316444.0], [37.492522, 127.118234, 2572782.0], [37.485855, 127.1225, 6386480.0], [37.478703, 127.126191, 5025798.0], [37.470047, 127.126662, 2859790.0], [37.457122, 127.149908, 1895433.0], [37.451535, 127.159816, 3783203.0], [37.44521, 127.156866, 3097722.0], [37.440918, 127.147564, 1495603.0], [37.437428, 127.140722, 1475010.0], [37.43213, 127.129087, 1147602.0], [37.46317, 127.139526, 46621.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_d77adbfae9be0c1dd47ec1f2bf17d327);\n",
       "        \n",
       "    \n",
       "            var heat_map_1f998756ee52d772b6dfd0d5fab93cff = L.heatLayer(\n",
       "                [[37.557322, 127.029476, 2317244.0], [37.561533, 127.037732, 425727.0], [37.5661, 127.042973, 805785.0], [37.566747, 127.052704, 730651.0], [37.56144, 127.064623, 525173.0], [37.557121, 127.079542, 898082.0], [37.551691, 127.089761, 929656.0], [37.545303, 127.10357, 909333.0], [37.538397, 127.123572, 1530198.0], [37.535804, 127.132481, 395816.0], [37.560245, 127.013828, 385220.0], [37.565972, 127.01782, 1058706.0], [37.572627, 127.016429, 639081.0], [37.579661, 127.015241, 296048.0], [37.585286, 127.019381, 940537.0], [37.586272, 127.029005, 1478926.0], [37.590508, 127.036296, 1710389.0], [37.601948, 127.041518, 1578570.0], [37.606377, 127.048491, 352086.0], [37.610537, 127.056431, 1190437.0], [37.614805, 127.065851, 1576483.0], [37.617983, 127.07512, 4425699.0], [37.620064, 127.084689, 3300558.0], [37.617283, 127.091401, 3680556.0], [37.612668, 127.103213, 1363037.0], [37.700109, 127.053196, 6791596.0], [37.689313, 127.046222, 2496519.0], [37.67785, 127.055315, 896231.0], [37.66494, 127.057675, 1436771.0], [37.655128, 127.061368, 1566378.0], [37.644583, 127.064303, 1544983.0], [37.636352, 127.06799, 4372116.0], [37.625742, 127.072896, 1927315.0], [37.617983, 127.07512, 766032.0], [37.610637, 127.077725, 1338082.0], [37.602545, 127.079264, 4976867.0], [37.596362, 127.085032, 4042033.0], [37.588579, 127.087503, 6685253.0], [37.580894, 127.088478, 3368500.0], [37.573647, 127.086727, 10081864.0], [37.565923, 127.08432, 4097187.0], [37.557121, 127.079542, 6258845.0], [37.548014, 127.074658, 2986600.0], [37.540693, 127.07023, 5863619.0], [37.53154, 127.066704, 1692018.0], [37.519365, 127.05335, 1741279.0], [37.517186, 127.04128, 2446830.0], [37.514229, 127.031656, 2974364.0], [37.511093, 127.021415, 4907010.0], [37.508178, 127.011727, 2821743.0], [37.50481, 127.004943, 1285021.0], [37.487618, 126.993513, 1213119.0], [37.486263, 126.981989, 762546.0], [37.484596, 126.971251, 400945.0], [37.496029, 126.953822, 311113.0], [37.502834, 126.94791, 207932.0], [37.504898, 126.93915, 118308.0], [37.499701, 126.928276, 1108362.0], [37.499872, 126.920428, 1625149.0], [37.50008, 126.90993, 252689.0], [37.50008, 126.90993, 627929.0], [37.50008, 126.90993, 2573117.0], [37.50008, 126.90993, 5212067.0], [37.50008, 126.90993, 2082818.0], [37.50008, 126.90993, 2209341.0], [37.50008, 126.90993, 2211789.0], [37.50008, 126.90993, 583633.0], [37.50008, 126.90993, 653750.0], [37.50008, 126.90993, 904726.0], [37.50008, 126.90993, 489712.0], [37.50008, 126.90993, 320072.0], [37.50008, 126.90993, 303211.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 368428.0], [37.50008, 126.90993, 1371045.0], [37.50008, 126.90993, 1076762.0], [37.50008, 126.90993, 1210763.0], [37.50008, 126.90993, 1366804.0], [37.50008, 126.90993, 1459979.0], [37.50008, 126.90993, 506632.0], [37.50008, 126.90993, 2938627.0], [37.50008, 126.90993, 406216.0], [37.50008, 126.90993, 1695964.0], [37.50008, 126.90993, 2321296.0], [37.50008, 126.90993, 734284.0], [37.50008, 126.90993, 396077.0], [37.50008, 126.90993, 948555.0], [37.50008, 126.90993, 157730.0], [37.50008, 126.90993, 1035312.0], [37.50008, 126.90993, 742925.0], [37.50008, 126.90993, 1690946.0], [37.50008, 126.90993, 793799.0], [37.50008, 126.90993, 754549.0], [37.50008, 126.90993, 771327.0], [37.50008, 126.90993, 1719985.0], [37.50008, 126.90993, 2698313.0], [37.50008, 126.90993, 2796792.0], [37.50008, 126.90993, 3579353.0], [37.50008, 126.90993, 4352392.0], [37.50008, 126.90993, 4803358.0], [37.50008, 126.90993, 1822314.0], [37.50008, 126.90993, 3640103.0], [37.50008, 126.90993, 2799758.0], [37.50008, 126.90993, 2342529.0], [37.50008, 126.90993, 1468544.0], [37.50008, 126.90993, 1777897.0], [37.50008, 126.90993, 575941.0], [37.50008, 126.90993, 764892.0], [37.50008, 126.90993, 896507.0], [37.50008, 126.90993, 557872.0], [37.50008, 126.90993, 461579.0], [37.50008, 126.90993, 1025949.0], [37.50008, 126.90993, 1034567.0], [37.50008, 126.90993, 458130.0], [37.50008, 126.90993, 851498.0], [37.50008, 126.90993, 671037.0], [37.50008, 126.90993, 254301.0], [37.50008, 126.90993, 2240924.0], [37.50008, 126.90993, 2617202.0], [37.50008, 126.90993, 78161.0], [37.50008, 126.90993, 880000.0], [37.50008, 126.90993, 667165.0], [37.50008, 126.90993, 376800.0], [37.50008, 126.90993, 753015.0], [37.50008, 126.90993, 795546.0], [37.50008, 126.90993, 1342168.0], [37.50008, 126.90993, 1909426.0], [37.50008, 126.90993, 4222812.0], [37.50008, 126.90993, 4658506.0], [37.50008, 126.90993, 1785311.0], [37.50008, 126.90993, 2556894.0], [37.50008, 126.90993, 2228434.0], [37.50008, 126.90993, 766352.0], [37.50008, 126.90993, 319173.0], [37.50008, 126.90993, 887438.0], [37.50008, 126.90993, 599249.0], [37.50008, 126.90993, 814506.0], [37.50008, 126.90993, 619496.0], [37.50008, 126.90993, 1140622.0], [37.50008, 126.90993, 1105425.0], [37.50008, 126.90993, 669134.0], [37.50008, 126.90993, 330261.0], [37.50008, 126.90993, 736914.0], [37.50008, 126.90993, 821646.0], [37.50008, 126.90993, 551756.0], [37.50008, 126.90993, 114785.0], [37.50008, 126.90993, 88556.0], [37.50008, 126.90993, 369574.0], [37.50008, 126.90993, 839266.0], [37.50008, 126.90993, 1066509.0], [37.50008, 126.90993, 465380.0], [37.50008, 126.90993, 569059.0], [37.50008, 126.90993, 1956791.0], [37.50008, 126.90993, 2063457.0], [37.50008, 126.90993, 1721805.0], [37.50008, 126.90993, 1824750.0], [37.50008, 126.90993, 1356809.0], [37.50008, 126.90993, 1766062.0], [37.50008, 126.90993, 2082723.0], [37.50008, 126.90993, 937791.0], [37.50008, 126.90993, 1285255.0], [37.50008, 126.90993, 1243747.0], [37.50008, 126.90993, 1065103.0], [37.50008, 126.90993, 2305374.0], [37.50008, 126.90993, 934866.0], [37.50008, 126.90993, 357206.0], [37.50008, 126.90993, 707382.0], [37.50008, 126.90993, 304555.0], [37.50008, 126.90993, 834208.0], [37.50008, 126.90993, 1042810.0], [37.50008, 126.90993, 900281.0], [37.50008, 126.90993, 421287.0], [37.50008, 126.90993, 2362870.0], [37.50008, 126.90993, 474318.0], [37.50008, 126.90993, 561847.0], [37.50008, 126.90993, 474096.0], [37.50008, 126.90993, 2790406.0], [37.50008, 126.90993, 631278.0], [37.50008, 126.90993, 494714.0], [37.50008, 126.90993, 470182.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 785864.0], [37.50008, 126.90993, 1864740.0], [37.50008, 126.90993, 1572336.0], [37.50008, 126.90993, 1475778.0], [37.50008, 126.90993, 382562.0], [37.50008, 126.90993, 1522467.0], [37.50008, 126.90993, 1505428.0], [37.50008, 126.90993, 1111285.0], [37.50008, 126.90993, 784904.0], [37.50008, 126.90993, 791867.0], [37.50008, 126.90993, 736559.0], [37.50008, 126.90993, 1189794.0], [37.50008, 126.90993, 647364.0], [37.50008, 126.90993, 444340.0], [37.50008, 126.90993, 400393.0], [37.50008, 126.90993, 986847.0], [37.50008, 126.90993, 460453.0], [37.50008, 126.90993, 241196.0], [37.50008, 126.90993, 261470.0], [37.50008, 126.90993, 281844.0], [37.50008, 126.90993, 722763.0], [37.50008, 126.90993, 649486.0], [37.50008, 126.90993, 379240.0], [37.50008, 126.90993, 858745.0], [37.50008, 126.90993, 747659.0], [37.50008, 126.90993, 882476.0], [37.50008, 126.90993, 1449780.0], [37.50008, 126.90993, 780991.0], [37.50008, 126.90993, 1189071.0], [37.50008, 126.90993, 1922877.0], [37.50008, 126.90993, 870003.0], [37.50008, 126.90993, 1411249.0], [37.50008, 126.90993, 1261436.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 107077.0], [37.50008, 126.90993, 1663466.0], [37.50008, 126.90993, 1832326.0], [37.50008, 126.90993, 1904781.0], [37.50008, 126.90993, 1912435.0], [37.50008, 126.90993, 1913847.0], [37.50008, 126.90993, 2345028.0], [37.50008, 126.90993, 1568303.0], [37.50008, 126.90993, 982449.0], [37.50008, 126.90993, 1454149.0], [37.50008, 126.90993, 1518842.0], [37.50008, 126.90993, 2238690.0], [37.50008, 126.90993, 2221251.0], [37.50008, 126.90993, 2325502.0], [37.50008, 126.90993, 904809.0], [37.50008, 126.90993, 1273508.0], [37.50008, 126.90993, 1563266.0], [37.50008, 126.90993, 1097328.0], [37.50008, 126.90993, 1106121.0], [37.50008, 126.90993, 1135095.0], [37.50008, 126.90993, 634799.0], [37.50008, 126.90993, 575859.0], [37.50008, 126.90993, 583506.0], [37.50008, 126.90993, 907956.0], [37.50008, 126.90993, 344959.0], [37.50008, 126.90993, 621237.0], [37.50008, 126.90993, 963900.0], [37.50008, 126.90993, 1587110.0], [37.50008, 126.90993, 1468131.0], [37.50008, 126.90993, 1664235.0], [37.50008, 126.90993, 1373489.0], [37.50008, 126.90993, 1204320.0], [37.50008, 126.90993, 2217948.0], [37.50008, 126.90993, 1032150.0], [37.50008, 126.90993, 1560269.0], [37.50008, 126.90993, 818975.0], [37.50008, 126.90993, 1206832.0], [37.50008, 126.90993, 1100133.0], [37.50008, 126.90993, 3038166.0], [37.50008, 126.90993, 2949088.0], [37.50008, 126.90993, 1672694.0], [37.50008, 126.90993, 1524076.0], [37.50008, 126.90993, 1151753.0], [37.50008, 126.90993, 514517.0], [37.50008, 126.90993, 828693.0], [37.50008, 126.90993, 1650887.0], [37.50008, 126.90993, 1562071.0], [37.50008, 126.90993, 1547110.0], [37.50008, 126.90993, 771694.0], [37.50008, 126.90993, 1486618.0], [37.50008, 126.90993, 1302086.0], [37.50008, 126.90993, 2582364.0], [37.50008, 126.90993, 2152680.0], [37.50008, 126.90993, 1233213.0], [37.50008, 126.90993, 523262.0], [37.50008, 126.90993, 942330.0], [37.50008, 126.90993, 914227.0], [37.50008, 126.90993, 927478.0], [37.50008, 126.90993, 659549.0], [37.50008, 126.90993, 1098295.0], [37.50008, 126.90993, 1646948.0], [37.50008, 126.90993, 1174389.0], [37.50008, 126.90993, 940332.0], [37.50008, 126.90993, 1743213.0], [37.50008, 126.90993, 1380576.0], [37.50008, 126.90993, 606686.0], [37.50008, 126.90993, 609286.0], [37.50008, 126.90993, 308355.0], [37.50008, 126.90993, 18536.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_d77adbfae9be0c1dd47ec1f2bf17d327);\n",
       "        \n",
       "    \n",
       "            var heat_map_9b2e93a02db109872a8dee6cdc2c8ddb = L.heatLayer(\n",
       "                [[37.557322, 127.029476, 2317244.0], [37.561533, 127.037732, 425727.0], [37.5661, 127.042973, 805785.0], [37.566747, 127.052704, 730651.0], [37.56144, 127.064623, 525173.0], [37.557121, 127.079542, 898082.0], [37.551691, 127.089761, 929656.0], [37.545303, 127.10357, 909333.0], [37.538397, 127.123572, 1530198.0], [37.535804, 127.132481, 395816.0], [37.560245, 127.013828, 385220.0], [37.565972, 127.01782, 1058706.0], [37.572627, 127.016429, 639081.0], [37.579661, 127.015241, 296048.0], [37.585286, 127.019381, 940537.0], [37.586272, 127.029005, 1478926.0], [37.590508, 127.036296, 1710389.0], [37.601948, 127.041518, 1578570.0], [37.606377, 127.048491, 352086.0], [37.610537, 127.056431, 1190437.0], [37.614805, 127.065851, 1576483.0], [37.617983, 127.07512, 4425699.0], [37.620064, 127.084689, 3300558.0], [37.617283, 127.091401, 3680556.0], [37.612668, 127.103213, 1363037.0], [37.700109, 127.053196, 6791596.0], [37.689313, 127.046222, 2496519.0], [37.67785, 127.055315, 896231.0], [37.66494, 127.057675, 1436771.0], [37.655128, 127.061368, 1566378.0], [37.644583, 127.064303, 1544983.0], [37.636352, 127.06799, 4372116.0], [37.625742, 127.072896, 1927315.0], [37.617983, 127.07512, 766032.0], [37.610637, 127.077725, 1338082.0], [37.602545, 127.079264, 4976867.0], [37.596362, 127.085032, 4042033.0], [37.588579, 127.087503, 6685253.0], [37.580894, 127.088478, 3368500.0], [37.573647, 127.086727, 10081864.0], [37.565923, 127.08432, 4097187.0], [37.557121, 127.079542, 6258845.0], [37.548014, 127.074658, 2986600.0], [37.540693, 127.07023, 5863619.0], [37.53154, 127.066704, 1692018.0], [37.519365, 127.05335, 1741279.0], [37.517186, 127.04128, 2446830.0], [37.514229, 127.031656, 2974364.0], [37.511093, 127.021415, 4907010.0], [37.508178, 127.011727, 2821743.0], [37.50481, 127.004943, 1285021.0], [37.487618, 126.993513, 1213119.0], [37.486263, 126.981989, 762546.0], [37.484596, 126.971251, 400945.0], [37.496029, 126.953822, 311113.0], [37.502834, 126.94791, 207932.0], [37.504898, 126.93915, 118308.0], [37.499701, 126.928276, 1108362.0], [37.499872, 126.920428, 1625149.0], [37.50008, 126.90993, 252689.0], [37.50008, 126.90993, 627929.0], [37.50008, 126.90993, 2573117.0], [37.50008, 126.90993, 5212067.0], [37.50008, 126.90993, 2082818.0], [37.50008, 126.90993, 2209341.0], [37.50008, 126.90993, 2211789.0], [37.50008, 126.90993, 583633.0], [37.50008, 126.90993, 653750.0], [37.50008, 126.90993, 904726.0], [37.50008, 126.90993, 489712.0], [37.50008, 126.90993, 320072.0], [37.50008, 126.90993, 303211.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 368428.0], [37.50008, 126.90993, 1371045.0], [37.50008, 126.90993, 1076762.0], [37.50008, 126.90993, 1210763.0], [37.50008, 126.90993, 1366804.0], [37.50008, 126.90993, 1459979.0], [37.50008, 126.90993, 506632.0], [37.50008, 126.90993, 2938627.0], [37.50008, 126.90993, 406216.0], [37.50008, 126.90993, 1695964.0], [37.50008, 126.90993, 2321296.0], [37.50008, 126.90993, 734284.0], [37.50008, 126.90993, 396077.0], [37.50008, 126.90993, 948555.0], [37.50008, 126.90993, 157730.0], [37.50008, 126.90993, 1035312.0], [37.50008, 126.90993, 742925.0], [37.50008, 126.90993, 1690946.0], [37.50008, 126.90993, 793799.0], [37.50008, 126.90993, 754549.0], [37.50008, 126.90993, 771327.0], [37.50008, 126.90993, 1719985.0], [37.50008, 126.90993, 2698313.0], [37.50008, 126.90993, 2796792.0], [37.50008, 126.90993, 3579353.0], [37.50008, 126.90993, 4352392.0], [37.50008, 126.90993, 4803358.0], [37.50008, 126.90993, 1822314.0], [37.50008, 126.90993, 3640103.0], [37.50008, 126.90993, 2799758.0], [37.50008, 126.90993, 2342529.0], [37.50008, 126.90993, 1468544.0], [37.50008, 126.90993, 1777897.0], [37.50008, 126.90993, 575941.0], [37.50008, 126.90993, 764892.0], [37.50008, 126.90993, 896507.0], [37.50008, 126.90993, 557872.0], [37.50008, 126.90993, 461579.0], [37.50008, 126.90993, 1025949.0], [37.50008, 126.90993, 1034567.0], [37.50008, 126.90993, 458130.0], [37.50008, 126.90993, 851498.0], [37.50008, 126.90993, 671037.0], [37.50008, 126.90993, 254301.0], [37.50008, 126.90993, 2240924.0], [37.50008, 126.90993, 2617202.0], [37.50008, 126.90993, 78161.0], [37.50008, 126.90993, 880000.0], [37.50008, 126.90993, 667165.0], [37.50008, 126.90993, 376800.0], [37.50008, 126.90993, 753015.0], [37.50008, 126.90993, 795546.0], [37.50008, 126.90993, 1342168.0], [37.50008, 126.90993, 1909426.0], [37.50008, 126.90993, 4222812.0], [37.50008, 126.90993, 4658506.0], [37.50008, 126.90993, 1785311.0], [37.50008, 126.90993, 2556894.0], [37.50008, 126.90993, 2228434.0], [37.50008, 126.90993, 766352.0], [37.50008, 126.90993, 319173.0], [37.50008, 126.90993, 887438.0], [37.50008, 126.90993, 599249.0], [37.50008, 126.90993, 814506.0], [37.50008, 126.90993, 619496.0], [37.50008, 126.90993, 1140622.0], [37.50008, 126.90993, 1105425.0], [37.50008, 126.90993, 669134.0], [37.50008, 126.90993, 330261.0], [37.50008, 126.90993, 736914.0], [37.50008, 126.90993, 821646.0], [37.50008, 126.90993, 551756.0], [37.50008, 126.90993, 114785.0], [37.50008, 126.90993, 88556.0], [37.50008, 126.90993, 369574.0], [37.50008, 126.90993, 839266.0], [37.50008, 126.90993, 1066509.0], [37.50008, 126.90993, 465380.0], [37.50008, 126.90993, 569059.0], [37.50008, 126.90993, 1956791.0], [37.50008, 126.90993, 2063457.0], [37.50008, 126.90993, 1721805.0], [37.50008, 126.90993, 1824750.0], [37.50008, 126.90993, 1356809.0], [37.50008, 126.90993, 1766062.0], [37.50008, 126.90993, 2082723.0], [37.50008, 126.90993, 937791.0], [37.50008, 126.90993, 1285255.0], [37.50008, 126.90993, 1243747.0], [37.50008, 126.90993, 1065103.0], [37.50008, 126.90993, 2305374.0], [37.50008, 126.90993, 934866.0], [37.50008, 126.90993, 357206.0], [37.50008, 126.90993, 707382.0], [37.50008, 126.90993, 304555.0], [37.50008, 126.90993, 834208.0], [37.50008, 126.90993, 1042810.0], [37.50008, 126.90993, 900281.0], [37.50008, 126.90993, 421287.0], [37.50008, 126.90993, 2362870.0], [37.50008, 126.90993, 474318.0], [37.50008, 126.90993, 561847.0], [37.50008, 126.90993, 474096.0], [37.50008, 126.90993, 2790406.0], [37.50008, 126.90993, 631278.0], [37.50008, 126.90993, 494714.0], [37.50008, 126.90993, 470182.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 785864.0], [37.50008, 126.90993, 1864740.0], [37.50008, 126.90993, 1572336.0], [37.50008, 126.90993, 1475778.0], [37.50008, 126.90993, 382562.0], [37.50008, 126.90993, 1522467.0], [37.50008, 126.90993, 1505428.0], [37.50008, 126.90993, 1111285.0], [37.50008, 126.90993, 784904.0], [37.50008, 126.90993, 791867.0], [37.50008, 126.90993, 736559.0], [37.50008, 126.90993, 1189794.0], [37.50008, 126.90993, 647364.0], [37.50008, 126.90993, 444340.0], [37.50008, 126.90993, 400393.0], [37.50008, 126.90993, 986847.0], [37.50008, 126.90993, 460453.0], [37.50008, 126.90993, 241196.0], [37.50008, 126.90993, 261470.0], [37.50008, 126.90993, 281844.0], [37.50008, 126.90993, 722763.0], [37.50008, 126.90993, 649486.0], [37.50008, 126.90993, 379240.0], [37.50008, 126.90993, 858745.0], [37.50008, 126.90993, 747659.0], [37.50008, 126.90993, 882476.0], [37.50008, 126.90993, 1449780.0], [37.50008, 126.90993, 780991.0], [37.50008, 126.90993, 1189071.0], [37.50008, 126.90993, 1922877.0], [37.50008, 126.90993, 870003.0], [37.50008, 126.90993, 1411249.0], [37.50008, 126.90993, 1261436.0], [37.50008, 126.90993, 0.0], [37.50008, 126.90993, 107077.0], [37.50008, 126.90993, 1663466.0], [37.50008, 126.90993, 1832326.0], [37.50008, 126.90993, 1904781.0], [37.50008, 126.90993, 1912435.0], [37.50008, 126.90993, 1913847.0], [37.50008, 126.90993, 2345028.0], [37.50008, 126.90993, 1568303.0], [37.50008, 126.90993, 982449.0], [37.50008, 126.90993, 1454149.0], [37.50008, 126.90993, 1518842.0], [37.50008, 126.90993, 2238690.0], [37.50008, 126.90993, 2221251.0], [37.50008, 126.90993, 2325502.0], [37.50008, 126.90993, 904809.0], [37.50008, 126.90993, 1273508.0], [37.50008, 126.90993, 1563266.0], [37.50008, 126.90993, 1097328.0], [37.50008, 126.90993, 1106121.0], [37.50008, 126.90993, 1135095.0], [37.50008, 126.90993, 634799.0], [37.50008, 126.90993, 575859.0], [37.50008, 126.90993, 583506.0], [37.50008, 126.90993, 907956.0], [37.50008, 126.90993, 344959.0], [37.50008, 126.90993, 621237.0], [37.50008, 126.90993, 963900.0], [37.50008, 126.90993, 1587110.0], [37.50008, 126.90993, 1468131.0], [37.50008, 126.90993, 1664235.0], [37.50008, 126.90993, 1373489.0], [37.50008, 126.90993, 1204320.0], [37.50008, 126.90993, 2217948.0], [37.50008, 126.90993, 1032150.0], [37.50008, 126.90993, 1560269.0], [37.50008, 126.90993, 818975.0], [37.50008, 126.90993, 1206832.0], [37.50008, 126.90993, 1100133.0], [37.50008, 126.90993, 3038166.0], [37.50008, 126.90993, 2949088.0], [37.50008, 126.90993, 1672694.0], [37.50008, 126.90993, 1524076.0], [37.50008, 126.90993, 1151753.0], [37.50008, 126.90993, 514517.0], [37.50008, 126.90993, 828693.0], [37.50008, 126.90993, 1650887.0], [37.50008, 126.90993, 1562071.0], [37.50008, 126.90993, 1547110.0], [37.50008, 126.90993, 771694.0], [37.50008, 126.90993, 1486618.0], [37.50008, 126.90993, 1302086.0], [37.50008, 126.90993, 2582364.0], [37.50008, 126.90993, 2152680.0], [37.50008, 126.90993, 1233213.0], [37.50008, 126.90993, 523262.0], [37.50008, 126.90993, 942330.0], [37.50008, 126.90993, 914227.0], [37.50008, 126.90993, 927478.0], [37.50008, 126.90993, 659549.0], [37.50008, 126.90993, 1098295.0], [37.50008, 126.90993, 1646948.0], [37.50008, 126.90993, 1174389.0], [37.50008, 126.90993, 940332.0], [37.50008, 126.90993, 1743213.0], [37.50008, 126.90993, 1380576.0], [37.50008, 126.90993, 606686.0], [37.50008, 126.90993, 609286.0], [37.50008, 126.90993, 308355.0], [37.50008, 126.90993, 18536.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 25}\n",
       "            ).addTo(map_d77adbfae9be0c1dd47ec1f2bf17d327);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f306517b9d0>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 퇴근 시간 데이터 분석\n",
    "HeatMap(data=even_join[['geo.latitude', 'geo.longitude', 'people_out']]).add_to(seoul_out)\n",
    "seoul_out"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}