{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import csv\n",
    "import pandas as pd\n",
    "from selenium.webdriver.common.keys import Keys\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import geocoder\n",
    "import openpyxl\n",
    "from geopy.geocoders import Nominatim\n",
    "import matplotlib.font_manager as fm\n",
    "\n",
    "from matplotlib import rc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.read_csv(\"station.tsv\", delimiter='\\t', header=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=dataset.dropna(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "station=df.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['가능', 'Ganeung', '경기도 의정부시', '1호선'],\n",
       " ['가락시장', 'Garak Market', '서울특별시 송파구', '3호선'],\n",
       " ['가산디지털단지', 'Gasan Digital Complex', '서울특별시 금천구', '1호선'],\n",
       " ['가양', 'Gayang', '서울특별시 강서구', '9호선'],\n",
       " ['가오리', 'Gaori', '서울특별시 강북구', '우이신설선'],\n",
       " ['가재울', 'Gajaeul', '인천광역시 서구', '인천 2호선'],\n",
       " ['가정', 'Gajeong', '인천광역시 서구', '인천 2호선'],\n",
       " ['가정중앙시장', 'Gajeong Jungang Market', '인천광역시 서구', '인천 2호선'],\n",
       " ['가좌', 'Gajwa', '서울특별시 서대문구', '경의·중앙선'],\n",
       " ['가천대', 'Gacheon University', '경기도 성남시', '수인·분당선'],\n",
       " ['가평', 'Gapyeong', '경기도 가평군', '경춘선'],\n",
       " ['간석', 'Ganseok', '인천광역시 남동구', '1호선'],\n",
       " ['간석오거리', 'Ganseokogeori', '인천광역시 남동구', '인천 1호선'],\n",
       " ['갈매', 'Galmae', '경기도 구리시', '경춘선'],\n",
       " ['갈산', 'Galsan', '인천광역시 부평구', '인천 1호선'],\n",
       " ['강남', 'Gangnam', '서울특별시 강남구', '2호선'],\n",
       " ['강남구청', 'Gangnam-gu Office', '서울특별시 강남구', '7호선'],\n",
       " ['강남대', 'Gangnam University', '경기도 용인시', '용인 경전철'],\n",
       " ['강동', 'Gangdong', '서울특별시 강동구', '5호선'],\n",
       " ['강동구청', 'Gangdong-gu Office', '서울특별시 강동구', '8호선'],\n",
       " ['강매', 'Gangmae', '경기도 고양시', '경의·중앙선'],\n",
       " ['강변', 'Gangbyeon', '서울특별시 광진구', '2호선'],\n",
       " ['강일', 'Gangil', '서울특별시 강동구', '5호선'],\n",
       " ['강촌', 'Gangchon', '강원도 춘천시', '경춘선'],\n",
       " ['개롱', 'Gaerong', '서울특별시 송파구', '5호선'],\n",
       " ['개봉', 'Gaebong', '서울특별시 구로구', '1호선'],\n",
       " ['개포동', 'Gaepo-dong', '서울특별시 강남구', '수인·분당선'],\n",
       " ['개화', 'Gaehwa', '서울특별시 강서구', '9호선'],\n",
       " ['개화산', 'Gaehwasan', '서울특별시 강서구', '5호선'],\n",
       " ['거여', 'Geoyeo', '서울특별시 송파구', '5호선'],\n",
       " ['건대입구', 'Konkuk University', '서울특별시 광진구', '2호선'],\n",
       " ['걸포북변', 'Geolpo-Bukbyeon', '경기도 김포시', '김포골드라인'],\n",
       " ['검단사거리', 'Geomdansageori', '인천광역시 서구', '인천 2호선'],\n",
       " ['검단오류', 'Geomdan Oryu', '인천광역시 서구', '인천 2호선'],\n",
       " ['검바위', 'Geombawi', '인천광역시 서구', '인천 2호선'],\n",
       " ['검암', 'Geomam', '인천광역시 서구', '인천 2호선'],\n",
       " ['경기광주', 'Gyeonggi Gwangju', '경기도 광주시', '경강선'],\n",
       " ['경기도청북부청사',\n",
       "  'Gyeonggi Provincial Government Northern Office',\n",
       "  '경기도 의정부시',\n",
       "  '의정부 경전철'],\n",
       " ['경마공원', 'Seoul Racecourse Park', '경기도 과천시', '4호선'],\n",
       " ['경복궁', 'Gyeongbokgung', '서울특별시 종로구', '3호선'],\n",
       " ['경인교대입구',\n",
       "  'Gyeongin National University of Education',\n",
       "  '인천광역시 계양구',\n",
       "  '인천 1호선'],\n",
       " ['경전철의정부', 'LRT Uijeongbu', '경기도 의정부시', '의정부 경전철'],\n",
       " ['경찰병원', 'National Police Hospital', '서울특별시 송파구', '3호선'],\n",
       " ['계산', 'Gyesan', '인천광역시 계양구', '인천 1호선'],\n",
       " ['계양', 'Gyeyang', '인천광역시 계양구', '인천 1호선'],\n",
       " ['고덕', 'Godeok', '서울특별시 강동구', '5호선'],\n",
       " ['고려대', 'Korea University', '서울특별시 성북구', '6호선'],\n",
       " ['고색', 'Gosaek', '경기도 수원시', '수인·분당선'],\n",
       " ['고속터미널', 'Express Bus Terminal', '서울특별시 서초구', '3호선'],\n",
       " ['고잔', 'Gojan', '경기도 안산시', '4호선'],\n",
       " ['고진', 'Gojin', '경기도 용인시', '용인 경전철'],\n",
       " ['고촌', 'Gochon', '경기도 김포시', '김포골드라인'],\n",
       " ['곡산', 'Goksan', '경기도 고양시', '경의·중앙선'],\n",
       " ['곤제', 'Gonje', '경기도 의정부시', '의정부 경전철'],\n",
       " ['곤지암', 'Gonjiam', '경기도 광주시', '경강선'],\n",
       " ['공덕', 'Gongdeok', '서울특별시 마포구', '5호선'],\n",
       " ['공릉', 'Gongneung', '서울특별시 노원구', '7호선'],\n",
       " ['공항시장', 'Airport Market', '서울특별시 강서구', '9호선'],\n",
       " ['공항화물청사',\n",
       "  'Incheon International Airport Cargo Terminal',\n",
       "  '인천광역시 중구',\n",
       "  '공항철도'],\n",
       " ['과천', 'Gwacheon', '경기도 과천시', '4호선'],\n",
       " ['관악', 'Gwanak', '경기도 안양시', '1호선'],\n",
       " ['광교', 'Gwanggyo', '경기도 수원시', '신분당선'],\n",
       " ['광교중앙', 'Gwanggyo Jungang', '경기도 수원시', '신분당선'],\n",
       " ['광나루', 'Gwangnaru', '서울특별시 광진구', '5호선'],\n",
       " ['광명', 'Gwangmyeong', '경기도 광명시', '1호선'],\n",
       " ['광명사거리', 'Gwangmyeongsageori', '경기도 광명시', '7호선'],\n",
       " ['광운대', 'Gwangun University', '서울특별시 노원구', '1호선'],\n",
       " ['광화문', 'Gwanghwamun', '서울특별시 종로구', '5호선'],\n",
       " ['광흥창', 'Gwangheungchang', '서울특별시 마포구', '6호선'],\n",
       " ['교대', 'Seoul National University of Education', '서울특별시 서초구', '2호선'],\n",
       " ['구래', 'Gurae', '경기도 김포시', '김포골드라인'],\n",
       " ['구로', 'Guro', '서울특별시 구로구', '1호선'],\n",
       " ['구로디지털단지', 'Guro Digital Complex', '서울특별시 구로구', '2호선'],\n",
       " ['구룡', 'Guryong', '서울특별시 강남구', '수인·분당선'],\n",
       " ['구리', 'Guri', '경기도 구리시', '경의·중앙선'],\n",
       " ['구반포', 'Gubanpo', '서울특별시 서초구', '9호선'],\n",
       " ['구산', 'Gusan', '서울특별시 은평구', '6호선'],\n",
       " ['구성', 'Guseong', '경기도 용인시', '수인·분당선'],\n",
       " ['구의', 'Guui', '서울특별시 광진구', '2호선'],\n",
       " ['구일', 'Guil', '서울특별시 구로구', '1호선'],\n",
       " ['구파발', 'Gupabal', '서울특별시 은평구', '3호선'],\n",
       " ['국수', 'Guksu', '경기도 양평군', '경의·중앙선'],\n",
       " ['국제업무지구', 'International Business District', '인천광역시 연수구', '인천 1호선'],\n",
       " ['국회의사당', 'National Assembly', '서울특별시 영등포구', '9호선'],\n",
       " ['군자', 'Gunja', '서울특별시 광진구', '5호선'],\n",
       " ['군포', 'Gunpo', '경기도 군포시', '1호선'],\n",
       " ['굴봉산', 'Gulbongsan', '강원도 춘천시', '경춘선'],\n",
       " ['굴포천', 'Gulpocheon', '인천광역시 부평구', '7호선'],\n",
       " ['굽은다리', 'Gubeundari', '서울특별시 강동구', '5호선'],\n",
       " ['귤현', 'Gyulhyeon', '인천광역시 계양구', '인천 1호선'],\n",
       " ['금곡', 'Geumgok', '경기도 남양주시', '경춘선'],\n",
       " ['금릉', 'Geumneung', '경기도 파주시', '경의·중앙선'],\n",
       " ['금정', 'Geumjeong', '경기도 군포시', '1호선'],\n",
       " ['금천구청', 'Geumcheon-gu Office', '서울특별시 금천구', '1호선'],\n",
       " ['금촌', 'Geumchon', '경기도 파주시', '경의·중앙선'],\n",
       " ['금호', 'Geumho', '서울특별시 성동구', '3호선'],\n",
       " ['기흥', 'Giheung', '경기도 용인시', '수인·분당선'],\n",
       " ['길동', 'Gil-dong', '서울특별시 강동구', '5호선'],\n",
       " ['길음', 'Gireum', '서울특별시 성북구', '4호선'],\n",
       " ['김량장', 'Gimnyangjang', '경기도 용인시', '용인 경전철'],\n",
       " ['김유정', 'Gimyujeong', '강원도 춘천시', '경춘선'],\n",
       " ['김포공항', 'Gimpo International Airport', '서울특별시 강서구', '5호선'],\n",
       " ['까치산', 'Kkachisan', '서울특별시 강서구', '2호선'],\n",
       " ['까치울', 'Kkachiul', '경기도 부천시', '7호선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['낙성대', 'Nakseongdae', '서울특별시 관악구', '2호선'],\n",
       " ['남구로', 'Namguro', '서울특별시 구로구', '7호선'],\n",
       " ['남동구청', 'Namdong-gu Office', '인천광역시 남동구', '인천 2호선'],\n",
       " ['남동인더스파크', 'Namdong Induspark', '인천광역시 남동구', '수인·분당선'],\n",
       " ['남부터미널', 'Nambu Bus Terminal', '서울특별시 서초구', '3호선'],\n",
       " ['남성', 'Namseong', '서울특별시 동작구', '7호선'],\n",
       " ['남영', 'Namyeong', '서울특별시 용산구', '1호선'],\n",
       " ['남춘천', 'Namchuncheon', '강원도 춘천시', '경춘선'],\n",
       " ['남태령', 'Namtaeryeong', '서울특별시 서초구', '4호선'],\n",
       " ['남한산성입구', 'Namhansanseong', '경기도 성남시', '8호선'],\n",
       " ['내방', 'Naebang', '서울특별시 서초구', '7호선'],\n",
       " ['노들', 'Nodeul', '서울특별시 동작구', '9호선'],\n",
       " ['노량진', 'Noryangjin', '서울특별시 동작구', '1호선'],\n",
       " ['노원', 'Nowon', '서울특별시 노원구', '4호선'],\n",
       " ['녹번', 'Nokbeon', '서울특별시 은평구', '3호선'],\n",
       " ['녹사평', 'Noksapyeong', '서울특별시 용산구', '6호선'],\n",
       " ['녹양', 'Nogyang', '경기도 의정부시', '1호선'],\n",
       " ['녹천', 'Nokcheon', '서울특별시 노원구', '1호선'],\n",
       " ['논현', 'Nonhyeon', '서울특별시 강남구', '7호선'],\n",
       " ['능곡', 'Neunggok', '경기도 고양시', '경의·중앙선'],\n",
       " ['능길', 'Neunggil', '경기도 안산시', '4호선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['단대오거리', 'Dandaeogeori', '경기도 성남시', '8호선'],\n",
       " ['달미', 'Dalmi', '경기도 안산시', '서해선'],\n",
       " ['달월', 'Darwol', '경기도 시흥시', '수인·분당선'],\n",
       " ['답십리', 'Dapsimni', '서울특별시 동대문구', '5호선'],\n",
       " ['당고개', 'Danggogae', '서울특별시 노원구', '4호선'],\n",
       " ['당산', 'Dangsan', '서울특별시 영등포구', '2호선'],\n",
       " ['당정', 'Dangjeong', '경기도 군포시', '1호선'],\n",
       " ['대곡', 'Daegok', '경기도 고양시', '3호선'],\n",
       " ['대공원', 'Seoul Grand Park', '경기도 과천시', '4호선'],\n",
       " ['대모산입구', 'Daemosan', '서울특별시 강남구', '수인·분당선'],\n",
       " ['대방', 'Daebang', '서울특별시 영등포구', '1호선'],\n",
       " ['대성리', 'Daeseong-ri', '경기도 가평군', '경춘선'],\n",
       " ['대야미', 'Daeyami', '경기도 군포시', '4호선'],\n",
       " ['대청', 'Daecheong', '서울특별시 강남구', '3호선'],\n",
       " ['대치', 'Daechi', '서울특별시 강남구', '3호선'],\n",
       " ['대화', 'Daehwa', '경기도 고양시', '3호선'],\n",
       " ['대흥', 'Daeheung', '서울특별시 마포구', '6호선'],\n",
       " ['덕계', 'Deokgye', '경기도 양주시', '1호선'],\n",
       " ['덕소', 'Deokso', '경기도 남양주시', '경의·중앙선'],\n",
       " ['덕정', 'Deokjeong', '경기도 양주시', '1호선'],\n",
       " ['도곡', 'Dogok', '서울특별시 강남구', '3호선'],\n",
       " ['도농', 'Donong', '경기도 남양주시', '경의·중앙선'],\n",
       " ['도림천', 'Dorimcheon', '서울특별시 구로구', '2호선'],\n",
       " ['도봉', 'Dobong', '서울특별시 도봉구', '1호선'],\n",
       " ['도봉산', 'Dobongsan', '서울특별시 도봉구', '1호선'],\n",
       " ['도심', 'Dosim', '경기도 남양주시', '경의·중앙선'],\n",
       " ['도원', 'Dowon', '인천광역시 동구', '1호선'],\n",
       " ['도화', 'Dohwa', '인천광역시 미추홀구', '1호선'],\n",
       " ['독립문', 'Dongnimmun', '서울특별시 종로구', '3호선'],\n",
       " ['독바위', 'Dokbawi', '서울특별시 은평구', '6호선'],\n",
       " ['독산', 'Doksan', '서울특별시 금천구', '1호선'],\n",
       " ['독정', 'Dokjeong', '인천광역시 서구', '인천 2호선'],\n",
       " ['돌곶이', 'Dolgoji', '서울특별시 성북구', '6호선'],\n",
       " ['동대문', 'Dongdaemun', '서울특별시 종로구', '1호선'],\n",
       " ['동대문역사문화공원', 'Dongdaemun History and Culture Park', '서울특별시 중구', '2호선'],\n",
       " ['동대입구', 'Dongguk University', '서울특별시 중구', '3호선'],\n",
       " ['동두천', 'Dongducheon', '경기도 동두천시', '1호선'],\n",
       " ['동두천중앙', 'Dongducheon Jungang', '경기도 동두천시', '1호선'],\n",
       " ['동묘앞', 'Dongmyo', '서울특별시 종로구', '1호선'],\n",
       " ['동막', 'Dongmak', '인천광역시 연수구', '인천 1호선'],\n",
       " ['동백', 'Dongbaek', '경기도 용인시', '용인 경전철'],\n",
       " ['동수', 'Dongsu', '인천광역시 부평구', '인천 1호선'],\n",
       " ['동암', 'Dongam', '인천광역시 부평구', '1호선'],\n",
       " ['동오', 'Dongo', '경기도 의정부시', '의정부 경전철'],\n",
       " ['동인천', 'Dongincheon', '인천광역시 중구', '1호선'],\n",
       " ['동작', 'Dongjak', '서울특별시 동작구', '4호선'],\n",
       " ['동천', 'Dongcheon', '경기도 용인시', '신분당선'],\n",
       " ['동춘', 'Dongchun', '인천광역시 연수구', '인천 1호선'],\n",
       " ['두정', 'Dujeong', '충청남도 천안시', '1호선'],\n",
       " ['둔전', 'Dunjeon', '경기도 용인시', '용인 경전철'],\n",
       " ['둔촌동', 'Dunchon-dong', '서울특별시 강동구', '5호선'],\n",
       " ['둔촌오륜', 'Dunchon Oryun', '서울특별시 송파구', '9호선'],\n",
       " ['등촌', 'Deungchon', '서울특별시 양천구', '9호선'],\n",
       " ['뚝섬', 'Ttukseom', '서울특별시 성동구', '2호선'],\n",
       " ['뚝섬유원지', 'Ttukseom Resort', '서울특별시 광진구', '7호선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['마곡', 'Magok', '서울특별시 강서구', '5호선'],\n",
       " ['마곡나루', 'Magongnaru', '서울특별시 강서구', '9호선'],\n",
       " ['마두', 'Madu', '경기도 고양시', '3호선'],\n",
       " ['마들', 'Madeul', '서울특별시 노원구', '7호선'],\n",
       " ['마산', 'Masan', '경기도 김포시', '김포골드라인'],\n",
       " ['마석', 'Maseok', '경기도 남양주시', '경춘선'],\n",
       " ['마장', 'Majang', '서울특별시 성동구', '5호선'],\n",
       " ['마전', 'Majeon', '인천광역시 서구', '인천 2호선'],\n",
       " ['마천', 'Macheon', '서울특별시 송파구', '5호선'],\n",
       " ['마포', 'Mapo', '서울특별시 마포구', '5호선'],\n",
       " ['마포구청', 'Mapo-gu Office', '서울특별시 마포구', '6호선'],\n",
       " ['만수', 'Mansu', '인천광역시 남동구', '인천 2호선'],\n",
       " ['망우', 'Mangu', '서울특별시 중랑구', '경의·중앙선'],\n",
       " ['망원', 'Mangwon', '서울특별시 마포구', '6호선'],\n",
       " ['망월사', 'Mangwolsa', '경기도 의정부시', '1호선'],\n",
       " ['망포', 'Mangpo', '경기도 수원시', '수인·분당선'],\n",
       " ['매교', 'Maegyo', '경기도 수원시', '수인·분당선'],\n",
       " ['매봉', 'Maebong', '서울특별시 강남구', '3호선'],\n",
       " ['매탄권선', 'Maetan Gwonseon', '경기도 수원시', '수인·분당선'],\n",
       " ['먹골', 'Meokgol', '서울특별시 중랑구', '7호선'],\n",
       " ['면목', 'Myeonmok', '서울특별시 중랑구', '7호선'],\n",
       " ['명동', 'Myeong-dong', '서울특별시 중구', '4호선'],\n",
       " ['명일', 'Myeongil', '서울특별시 강동구', '5호선'],\n",
       " ['명지대', 'Myeongji University', '경기도 용인시', '용인 경전철'],\n",
       " ['명학', 'Myeonghak', '경기도 안양시', '1호선'],\n",
       " ['모란', 'Moran', '경기도 성남시', '8호선'],\n",
       " ['모래내시장', 'Moraenae Market', '인천광역시 남동구', '인천 2호선'],\n",
       " ['목동', 'Mok-dong', '서울특별시 양천구', '5호선'],\n",
       " ['몽촌토성', 'Mongchontoseong', '서울특별시 송파구', '8호선'],\n",
       " ['무악재', 'Muakjae', '서울특별시 서대문구', '3호선'],\n",
       " ['문래', 'Mullae', '서울특별시 영등포구', '2호선'],\n",
       " ['문산', 'Munsan', '경기도 파주시', '경의·중앙선'],\n",
       " ['문정', 'Munjeong', '서울특별시 송파구', '8호선'],\n",
       " ['문학경기장', 'Munhak Sports Complex', '인천광역시 연수구', '인천 1호선'],\n",
       " ['미금', 'Migeum', '경기도 성남시', '수인·분당선'],\n",
       " ['미사', 'Misa', '경기도 하남시', '5호선'],\n",
       " ['미아', 'Mia', '서울특별시 강북구', '4호선'],\n",
       " ['미아사거리', 'Miasageori', '서울특별시 강북구', '4호선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['박촌', 'Bakchon', '인천광역시 계양구', '인천 1호선'],\n",
       " ['반월', 'Banwol', '경기도 안산시', '4호선'],\n",
       " ['반포', 'Banpo', '서울특별시 서초구', '7호선'],\n",
       " ['발곡', 'Balgok', '경기도 의정부시', '의정부 경전철'],\n",
       " ['발산', 'Balsan', '서울특별시 강서구', '5호선'],\n",
       " ['방배', 'Bangbae', '서울특별시 서초구', '2호선'],\n",
       " ['방이', 'Bangi', '서울특별시 송파구', '5호선'],\n",
       " ['방학', 'Banghak', '서울특별시 도봉구', '1호선'],\n",
       " ['방화', 'Banghwa', '서울특별시 강서구', '5호선'],\n",
       " ['배방', 'Baebang', '충청남도 아산시', '1호선'],\n",
       " ['백마', 'Baengma', '경기도 고양시', '경의·중앙선'],\n",
       " ['백석', 'Baekseok', '경기도 고양시', '3호선'],\n",
       " ['백양리', 'Baegyang-ri', '강원도 춘천시', '경춘선'],\n",
       " ['백운', 'Baegun', '인천광역시 부평구', '1호선'],\n",
       " ['버티고개', 'Beotigogae', '서울특별시 중구', '6호선'],\n",
       " ['범계', 'Beomgye', '경기도 안양시', '4호선'],\n",
       " ['범골', 'Beomgol', '경기도 의정부시', '의정부 경전철'],\n",
       " ['별내', 'Byeollae', '경기도 남양주시', '경춘선'],\n",
       " ['병점', 'Byeongjeom', '경기도 화성시', '1호선'],\n",
       " ['보라매', 'Boramae', '서울특별시 동작구', '7호선'],\n",
       " ['보산', 'Bosan', '경기도 동두천시', '1호선'],\n",
       " ['보문', 'Bomun', '서울특별시 성북구', '6호선'],\n",
       " ['보정', 'Bojeong', '경기도 용인시', '수인·분당선'],\n",
       " ['보평', 'Bopyeong', '경기도 용인시', '용인 경전철'],\n",
       " ['복정', 'Bokjeong', '서울특별시 송파구', '8호선'],\n",
       " ['봉명', 'Bongmyeong', '충청남도 천안시', '1호선'],\n",
       " ['봉은사', 'Bongeunsa', '서울특별시 강남구', '9호선'],\n",
       " ['봉천', 'Bongcheong', '서울특별시 관악구', '2호선'],\n",
       " ['봉화산', 'Bonghwasan', '서울특별시 중랑구', '6호선'],\n",
       " ['부개', 'Bugae', '인천광역시 부평구', '1호선'],\n",
       " ['부발', 'Bubal', '경기도 이천시', '경강선'],\n",
       " ['부천', 'Bucheon', '경기도 부천시', '1호선'],\n",
       " ['부천시청', 'Bucheon City Hall', '경기도 부천시', '7호선'],\n",
       " ['부천종합운동장', 'Bucheon Stadium', '경기도 부천시', '7호선'],\n",
       " ['부평', 'Bupyeong', '인천광역시 부평구', '1호선'],\n",
       " ['부평구청', 'Bupyeong-gu Office', '인천광역시 부평구', '7호선'],\n",
       " ['부평삼거리', 'Bupyeongsamgeori', '인천광역시 부평구', '인천 1호선'],\n",
       " ['부평시장', 'Bupyeong Market', '인천광역시 부평구', '인천 1호선'],\n",
       " ['북한산보국문', 'Bukhansan Bogungmun', '서울특별시 성북구', '우이신설선'],\n",
       " ['북한산우이', 'Bukhansan Ui', '서울특별시 강북구', '우이신설선'],\n",
       " ['불광', 'Bulgwang', '서울특별시 은평구', '3호선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['사가정', 'Sagajeon', '서울특별시 중랑구', '7호선'],\n",
       " ['사리', 'Sari', '경기도 안산시', '수인·분당선'],\n",
       " ['사릉', 'Sareung', '경기도 남양주시', '경춘선'],\n",
       " ['사우', 'Sau', '경기도 김포시', '김포골드라인'],\n",
       " ['사평', 'Sapyeong', '서울특별시 서초구', '9호선'],\n",
       " ['산본', 'Sanbon', '경기도 군포시', '4호선'],\n",
       " ['산성', 'Sanseong', '경기도 성남시', '8호선'],\n",
       " ['삼가', 'Samga', '경기도 용인시', '용인 경전철'],\n",
       " ['삼각지', 'Samgakji', '서울특별시 용산구', '4호선'],\n",
       " ['삼동', 'Samdong', '경기도 광주시', '경강선'],\n",
       " ['삼산체육관', 'Samsan Gymnasium', '인천광역시 부평구', '7호선'],\n",
       " ['삼성', 'Samseong', '서울특별시 강남구', '2호선'],\n",
       " ['삼성중앙', 'Samseong Jungang', '서울특별시 강남구', '9호선'],\n",
       " ['삼송', 'Samsong', '경기도 고양시', '3호선'],\n",
       " ['삼양', 'Samyang', '서울특별시 강북구', '우이신설선'],\n",
       " ['삼양사거리', 'Samyangsageori', '서울특별시 강북구', '우이신설선'],\n",
       " ['삼전', 'Samjeon', '서울특별시 송파구', '9호선'],\n",
       " ['상갈', 'Sanggal', '경기도 용인시', '수인·분당선'],\n",
       " ['상계', 'Sanggye', '서울특별시 노원구', '4호선'],\n",
       " ['상도', 'Sangdo', '서울특별시 동작구', '7호선'],\n",
       " ['상동', 'Sangdong', '경기도 부천시', '7호선'],\n",
       " ['상록수', 'Sangnoksu', '경기도 안산시', '4호선'],\n",
       " ['상봉', 'Sangbong', '서울특별시 중랑구', '7호선'],\n",
       " ['상수', 'Sangsu', '서울특별시 마포구', '6호선'],\n",
       " ['상왕십리', 'Sangwangsimni', '서울특별시 성동구', '2호선'],\n",
       " ['상월곡', 'Sangwolgok', '서울특별시 성북구', '6호선'],\n",
       " ['상일동', 'Sangil-dong', '서울특별시 강동구', '5호선'],\n",
       " ['상천', 'Sangcheon', '경기도 가평군', '경춘선'],\n",
       " ['상현', 'Sanghyeon', '경기도 용인시', '신분당선'],\n",
       " ['새말', 'Saemal', '경기도 의정부시', '의정부 경전철'],\n",
       " ['새절', 'Saejeol', '서울특별시 은평구', '6호선'],\n",
       " ['샛강', 'Saetgang', '서울특별시 영등포구', '9호선'],\n",
       " ['서강대', 'Seogang University', '서울특별시 마포구', '경의·중앙선'],\n",
       " ['서구청', 'Seo-gu Office', '인천광역시 서구', '인천 2호선'],\n",
       " ['서대문', 'Seodaemun', '서울특별시 서대문구', '5호선'],\n",
       " ['서부여성회관', \"West Woman's Community Center\", '인천광역시 서구', '인천 2호선'],\n",
       " ['서빙고', 'Seobinggo', '서울특별시 용산구', '경의·중앙선'],\n",
       " ['서울대입구', 'Seoul National University', '서울특별시 관악구', '2호선'],\n",
       " ['서울숲', 'Seoul-Forest', '서울특별시 성동구', '수인·분당선'],\n",
       " ['서정리', 'Seojeong-ri', '경기도 평택시', '1호선'],\n",
       " ['서초', 'Seocho', '서울특별시 서초구', '2호선'],\n",
       " ['서현', 'Seohyeon', '경기도 성남시', '수인·분당선'],\n",
       " ['석남', 'Seongnam', '인천광역시 서구', '인천 2호선'],\n",
       " ['석바위시장', 'Seokbawi Market', '인천광역시 미추홀구', '인천 2호선'],\n",
       " ['석수', 'Seoksu', '경기도 안양시', '1호선'],\n",
       " ['석천사거리', 'Seokcheonsageori', '인천광역시 남동구', '인천 2호선'],\n",
       " ['석촌', 'Seokchon', '서울특별시 송파구', '8호선'],\n",
       " ['석촌고분', 'Seokchon Gobun', '서울특별시 송파구', '9호선'],\n",
       " ['선릉', 'Seolleung', '서울특별시 강남구', '2호선'],\n",
       " ['선바위', 'Seonbawi', '경기도 과천시', '4호선'],\n",
       " ['선부', 'Seonbu', '경기도 안산시', '서해선'],\n",
       " ['선유도', 'Seonyudo', '서울특별시 영등포구', '9호선'],\n",
       " ['선정릉', 'Seonjeongneung', '서울특별시 강남구', '9호선'],\n",
       " ['선학', 'Seonhak', '인천광역시 연수구', '인천 1호선'],\n",
       " ['성균관대', 'Seonggyungwan University', '경기도 수원시', '1호선'],\n",
       " ['성복', 'Seongbok', '경기도 용인시', '신분당선'],\n",
       " ['성수', 'Seongsu', '서울특별시 성동구', '2호선'],\n",
       " ['성신여대입구', \"Seongsin Women's University\", '서울특별시 성북구', '4호선'],\n",
       " ['성환', 'Seonghwan', '충청남도 천안시', '1호선'],\n",
       " ['세류', 'Seryu', '경기도 수원시', '1호선'],\n",
       " ['세마', 'Sema', '경기도 오산시', '1호선'],\n",
       " ['세종대왕릉', 'Sejongdaewangneung', '경기도 여주시', '경강선'],\n",
       " ['센트럴파크', 'Central Park', '인천광역시 연수구', '인천 1호선'],\n",
       " ['소래포구', 'Soraepogu', '인천광역시 남동구', '수인·분당선'],\n",
       " ['소사', 'Sosa', '경기도 부천시', '1호선'],\n",
       " ['소새울', 'Sosaeul', '경기도 부천시', '서해선'],\n",
       " ['소요산', 'Soyosan', '경기도 동두천시', '1호선'],\n",
       " ['솔샘', 'Solsaem', '서울특별시 강북구', '우이신설선'],\n",
       " ['솔밭공원', 'Solbat Park', '서울특별시 강북구', '우이신설선'],\n",
       " ['송내', 'Songnae', '경기도 부천시', '1호선'],\n",
       " ['송도', 'Songdo', '인천광역시 연수구', '수인·분당선'],\n",
       " ['송도달빛축제공원', 'Songdo Moonlight Festival Park', '인천광역시 연수구', '인천 1호선'],\n",
       " ['송산', 'Songsan', '경기도 의정부시', '의정부 경전철'],\n",
       " ['송정', 'Songjeong', '서울특별시 강서구', '5호선'],\n",
       " ['송탄', 'Songtan', '경기도 평택시', '1호선'],\n",
       " ['송파', 'Songpa', '서울특별시 송파구', '8호선'],\n",
       " ['송파나루', 'Songpanaru', '서울특별시 송파구', '9호선'],\n",
       " ['수내', 'Sunae', '경기도 성남시', '수인·분당선'],\n",
       " ['수락산', 'Suraksan', '서울특별시 노원구', '7호선'],\n",
       " ['수리산', 'Surisan', '경기도 군포시', '4호선'],\n",
       " ['수색', 'Susaek', '서울특별시 은평구', '경의·중앙선'],\n",
       " ['수서', 'Suseo', '서울특별시 강남구', '3호선'],\n",
       " ['수원', 'Suwon', '경기도 수원시', '1호선'],\n",
       " ['수원시청', 'Suwon City Hall', '경기도 수원시', '수인·분당선'],\n",
       " ['수유', 'Suyu', '서울특별시 강북구', '4호선'],\n",
       " ['수지구청', 'Suji-gu Office', '경기도 용인시', '신분당선'],\n",
       " ['수진', 'Sujin', '경기도 성남시', '8호선'],\n",
       " ['숙대입구', \"Sungmyeong Women's University\", '서울특별시 용산구', '4호선'],\n",
       " ['숭실대입구', 'Sungsil University', '서울특별시 동작구', '7호선'],\n",
       " ['숭의', 'Sungui', '인천광역시 미추홀구', '수인·분당선'],\n",
       " ['시민공원', \"Citizen's Park\", '인천광역시 미추홀구', '인천 2호선'],\n",
       " ['시우', 'Siu', '경기도 안산시', '서해선'],\n",
       " ['시청', 'City Hall', '서울특별시 중구', '1호선'],\n",
       " ['시청·용인대', 'City Hall·Yongin University', '경기도 용인시', '용인 경전철'],\n",
       " ['시흥능곡', 'Siheung Neunggok', '경기도 시흥시', '서해선'],\n",
       " ['시흥대야', 'Siheung Daeya', '경기도 시흥시', '서해선'],\n",
       " ['시흥시청', 'Siheung City Hall', '경기도 시흥시', '서해선'],\n",
       " ['신갈', 'Singal', '경기도 용인시', '수인·분당선'],\n",
       " ['신금호', 'Singeumho', '서울특별시 성동구', '5호선'],\n",
       " ['신길', 'Singil', '서울특별시 영등포구', '1호선'],\n",
       " ['신내', 'Sinnae', '서울특별시 중랑구', '6호선'],\n",
       " ['신논현', 'Sinnonhyeon', '서울특별시 강남구', '9호선'],\n",
       " ['신답', 'Sindap', '서울특별시 성동구', '2호선'],\n",
       " ['신당', 'Sindang', '서울특별시 중구', '2호선'],\n",
       " ['신대방', 'Sindaebang', '서울특별시 관악구', '2호선'],\n",
       " ['신대방삼거리', 'Sindaebangsamgeori', '서울특별시 동작구', '7호선'],\n",
       " ['신도림', 'Sindorim', '서울특별시 구로구', '1호선'],\n",
       " ['신둔도예촌', 'Sindun Doyechon', '경기도 이천시', '경강선'],\n",
       " ['신림', 'Sillim', '서울특별시 관악구', '2호선'],\n",
       " ['신목동', 'Sinmokdong', '서울특별시 양천구', '9호선'],\n",
       " ['신반포', 'Sinbanpo', '서울특별시 서초구', '9호선'],\n",
       " ['신방화', 'Sinbanghwa', '서울특별시 강서구', '9호선'],\n",
       " ['신사', 'Sinsa', '서울특별시 강남구', '3호선'],\n",
       " ['신설동', 'Sinseol-dong', '서울특별시 동대문구', '1호선'],\n",
       " ['신연수', 'Sinnyeonsu', '인천광역시 연수구', '인천 1호선'],\n",
       " ['신용산', 'Sinnyongsan', '서울특별시 용산구', '4호선'],\n",
       " ['신원', 'Sinwon', '경기도 양평군', '경의·중앙선'],\n",
       " ['신이문', 'Sinimun', '서울특별시 동대문구', '1호선'],\n",
       " ['신정', 'Sinjeong', '서울특별시 양천구', '5호선'],\n",
       " ['신정네거리', 'Sinjeongnegeori', '서울특별시 양천구', '2호선'],\n",
       " ['신중동', 'Sinjung-dong', '경기도 부천시', '7호선'],\n",
       " ['신창', 'Sinchang', '충청남도 아산시', '1호선'],\n",
       " ['신천', 'Sincheon', '경기도 시흥시', '서해선'],\n",
       " ['신촌(2)', 'Sinchon', '서울특별시 서대문구', '2호선'],\n",
       " ['신촌(경)', 'Sinchon', '서울특별시 서대문구', '경의·중앙선'],\n",
       " ['신포', 'Sinpo', '인천광역시 중구', '수인·분당선'],\n",
       " ['신풍', 'Sinpung', '서울특별시 영등포구', '7호선'],\n",
       " ['신현', 'Sinhyeon', '경기도 시흥시', '서해선'],\n",
       " ['신흥', 'Sinheung', '경기도 성남시', '8호선'],\n",
       " ['쌍문', 'Ssangmun', '서울특별시 도봉구', '4호선'],\n",
       " ['쌍용', 'Ssangyong', '충청남도 천안시', '1호선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['아산', 'Asan', '충청남도 아산시', '1호선'],\n",
       " ['아시아드경기장', 'Asiad Stadium', '인천광역시 서구', '인천 2호선'],\n",
       " ['아신', 'Asin', '경기도 양평군', '경의·중앙선'],\n",
       " ['아차산', 'Achasan', '서울특별시 광진구', '5호선'],\n",
       " ['아현', 'Ahyeon', '서울특별시 서대문구', '2호선'],\n",
       " ['안국', 'Anguk', '서울특별시 종로구', '3호선'],\n",
       " ['안산', 'Ansan', '경기도 안산시', '4호선'],\n",
       " ['안암', 'Anam', '서울특별시 성북구', '6호선'],\n",
       " ['안양', 'Anyang', '경기도 안양시', '1호선'],\n",
       " ['암사', 'Amsa', '서울특별시 강동구', '8호선'],\n",
       " ['압구정', 'Apgujeong', '서울특별시 강남구', '3호선'],\n",
       " ['압구정로데오', 'Apgujeongrodeo', '서울특별시 강남구', '수인·분당선'],\n",
       " ['애오개', 'Aeogae', '서울특별시 마포구', '5호선'],\n",
       " ['야당', 'Yadang', '경기도 파주시', '경의·중앙선'],\n",
       " ['야목', 'Yamok', '경기도 화성시', '수인·분당선'],\n",
       " ['야탑', 'Yatap', '경기도 성남시', '수인·분당선'],\n",
       " ['약수', 'Yaksu', '서울특별시 중구', '3호선'],\n",
       " ['양수', 'Yangsu', '경기도 양평군', '경의·중앙선'],\n",
       " ['양원', 'Yangwon', '서울특별시 중랑구', '경의·중앙선'],\n",
       " ['양재시민의숲', \"Yangjae Citizen's Forest\", '서울특별시 서초구', '신분당선'],\n",
       " ['양정', 'Yangjeong', '경기도 남양주시', '경의·중앙선'],\n",
       " ['양주', 'Yangju', '경기도 양주시', '1호선'],\n",
       " ['양천구청', 'Yangcheon-gu Office', '서울특별시 양천구', '2호선'],\n",
       " ['양천향교', 'Yangcheon Hyanggyo', '서울특별시 강서구', '9호선'],\n",
       " ['양촌', 'Yangchon', '경기도 김포시', '김포골드라인'],\n",
       " ['양평(5)', 'Yangpyeong', '서울특별시 영등포구', '5호선'],\n",
       " ['양평(중)', 'Yangpyeong', '경기도 양평군', '경의·중앙선'],\n",
       " ['어룡', 'Eoryong', '경기도 의정부시', '의정부 경전철'],\n",
       " ['어린이대공원', \"Children's Grand Park\", '서울특별시 광진구', '7호선'],\n",
       " ['어정', 'Eojeong', '경기도 용인시', '용인 경전철'],\n",
       " ['어천', 'Eocheon', '경기도 화성시', '수인·분당선'],\n",
       " ['언주', 'Eonju', '서울특별시 강남구', '9호선'],\n",
       " ['여의나루', 'Yeouinaru', '서울특별시 영등포구', '5호선'],\n",
       " ['여의도', 'Yeouido', '서울특별시 영등포구', '5호선'],\n",
       " ['여주', 'Yeoju', '경기도 여주시', '경강선'],\n",
       " ['역곡', 'Yeokgok', '경기도 부천시', '1호선'],\n",
       " ['역삼', 'Yeoksam', '서울특별시 강남구', '2호선'],\n",
       " ['역촌', 'Yeokchon', '서울특별시 은평구', '6호선'],\n",
       " ['연수', 'Yeonsu', '인천광역시 연수구', '수인·분당선'],\n",
       " ['연신내', 'Yeonsinnae', '서울특별시 은평구', '3호선'],\n",
       " ['염창', 'Yeomchang', '서울특별시 강서구', '9호선'],\n",
       " ['영등포', 'Yeongdeungpo', '서울특별시 영등포구', '1호선'],\n",
       " ['영등포구청', 'Yeongdeungpo-gu Office', '서울특별시 영등포구', '2호선'],\n",
       " ['영등포시장', 'Yeongdeungpo Market', '서울특별시 영등포구', '5호선'],\n",
       " ['영종', 'Yeongjong', '인천광역시 중구', '공항철도'],\n",
       " ['영통', 'Yeongtong', '경기도 수원시', '수인·분당선'],\n",
       " ['예술회관', 'Arts Center', '인천광역시 남동구', '인천 1호선'],\n",
       " ['오금', 'Ogeum', '서울특별시 송파구', '3호선'],\n",
       " ['오류동', 'Oryu-dong', '서울특별시 구로구', '1호선'],\n",
       " ['오리', 'Ori', '경기도 성남시', '수인·분당선'],\n",
       " ['오목교', 'Omokgyo', '서울특별시 양천구', '5호선'],\n",
       " ['오목천', 'Omokcheon', '경기도 수원시', '수인·분당선'],\n",
       " ['오빈', 'Obin', '경기도 양평군', '경의·중앙선'],\n",
       " ['오산', 'Osan', '경기도 오산시', '1호선'],\n",
       " ['오산대', 'Osan College', '경기도 오산시', '1호선'],\n",
       " ['오이도', 'Oido', '경기도 시흥시', '4호선'],\n",
       " ['옥수', 'Oksu', '서울특별시 성동구', '3호선'],\n",
       " ['온수', 'Onsu', '서울특별시 구로구', '1호선'],\n",
       " ['온양온천', 'Onyang Spa', '충청남도 아산시', '1호선'],\n",
       " ['올림픽공원', 'Olympic Park', '서울특별시 송파구', '5호선'],\n",
       " ['완정', 'Wanjeong', '인천광역시 서구', '인천 2호선'],\n",
       " ['왕길', 'Wanggil', '인천광역시 서구', '인천 2호선'],\n",
       " ['왕십리', 'Wangsimni', '서울특별시 성동구', '2호선'],\n",
       " ['외대앞', 'Hanguk University of Foreign Studies', '서울특별시 동대문구', '1호선'],\n",
       " ['용답', 'Yongdap', '서울특별시 성동구', '2호선'],\n",
       " ['용두', 'Yongdu', '서울특별시 동대문구', '2호선'],\n",
       " ['용마산', 'Yongmasan', '서울특별시 중랑구', '7호선'],\n",
       " ['용문', 'Yongmun', '경기도 양평군', '경의·중앙선'],\n",
       " ['용산', 'Yongsan', '서울특별시 용산구', '1호선'],\n",
       " ['우장산', 'Ujangsan', '서울특별시 강서구', '5호선'],\n",
       " ['운길산', 'Ungilsan', '경기도 남양주시', '경의·중앙선'],\n",
       " ['운동장·송담대', 'Stadium·Songdam College', '경기도 용인시', '용인 경전철'],\n",
       " ['운서', 'Unseo', '인천광역시 중구', '공항철도'],\n",
       " ['운양', 'Unayng', '경기도 김포시', '김포골드라인'],\n",
       " ['운연', 'Unyeon', '인천광역시 남동구', '인천 2호선'],\n",
       " ['운정', 'Unjeong', '경기도 파주시', '경의·중앙선'],\n",
       " ['원당', 'Wondang', '경기도 고양시', '3호선'],\n",
       " ['원덕', 'Wondeok', '경기도 양평군', '경의·중앙선'],\n",
       " ['원시', 'Wonsi', '경기도 안산시', '서해선'],\n",
       " ['원인재', 'Woninjae', '인천광역시 연수구', '인천 1호선'],\n",
       " ['원흥', 'Wonheung', '경기도 고양시', '3호선'],\n",
       " ['월계', 'Wolgye', '서울특별시 노원구', '1호선'],\n",
       " ['월곡', 'Wolgok', '서울특별시 성북구', '6호선'],\n",
       " ['월곶', 'Wolgot', '경기도 시흥시', '수인·분당선'],\n",
       " ['월드컵경기장', 'World Cup Stadium', '서울특별시 마포구', '6호선'],\n",
       " ['월롱', 'Wollong', '경기도 파주시', '경의·중앙선'],\n",
       " ['을지로입구', 'Euljiro Entrance', '서울특별시 중구', '2호선'],\n",
       " ['을지로3가', 'Euljiro 3-ga', '서울특별시 중구', '2호선'],\n",
       " ['을지로4가', 'Euljiro 4-ga', '서울특별시 중구', '2호선'],\n",
       " ['응봉', 'Eungbong', '서울특별시 성동구', '경의·중앙선'],\n",
       " ['응암', 'Eungam', '서울특별시 은평구', '6호선'],\n",
       " ['의왕', 'Uiwang', '경기도 의왕시', '1호선'],\n",
       " ['의정부', 'Uijeongbu', '경기도 의정부시', '1호선'],\n",
       " ['의정부시청', 'Uijeongbu City Hall', '경기도 의정부시', '의정부 경전철'],\n",
       " ['의정부중앙', 'Uijeongbu Jungang', '경기도 의정부시', '의정부 경전철'],\n",
       " ['이대', \"Ihwa Women's University\", '서울특별시 마포구', '2호선'],\n",
       " ['이매', 'Imae', '경기도 성남시', '수인·분당선'],\n",
       " ['이천', 'Icheon', '경기도 이천시', '경강선'],\n",
       " ['이촌', 'Ichon', '서울특별시 용산구', '4호선'],\n",
       " ['이태원', 'Itaewon', '서울특별시 용산구', '6호선'],\n",
       " ['인덕원', 'Indeogwon', '경기도 안양시', '4호선'],\n",
       " ['인천', 'Incheon', '인천광역시 중구', '1호선'],\n",
       " ['인천가좌', 'Incheon Gajwa', '인천광역시 서구', '인천 2호선'],\n",
       " ['인천공항1터미널', 'Incheon International Airport Terminal 1', '인천광역시 중구', '공항철도'],\n",
       " ['인천공항2터미널', 'Incheon International Airport Terminal 2', '인천광역시 중구', '공항철도'],\n",
       " ['인천논현', 'Incheon Nonhyeon', '인천광역시 남동구', '수인·분당선'],\n",
       " ['인천대공원', 'Incheon Grand Park', '인천광역시 남동구', '인천 2호선'],\n",
       " ['인천대입구', 'Incheon National University', '인천광역시 연수구', '인천 1호선'],\n",
       " ['인천시청', 'Incheon City Hall', '인천광역시 남동구', '인천 1호선'],\n",
       " ['인천터미널', 'Incheon Bus Terminal', '인천광역시 미추홀구', '인천 1호선'],\n",
       " ['인하대', 'Inha University', '인천광역시 미추홀구', '수인·분당선'],\n",
       " ['일산', 'Ilsan', '경기도 고양시', '경의·중앙선'],\n",
       " ['일원', 'Irwon', '서울특별시 강남구', '3호선'],\n",
       " ['임진강', 'Imjingang', '경기도 파주시', '경의·중앙선'],\n",
       " ['임학', 'Imhak', '인천광역시 계양구', '인천 1호선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['작전', 'Jakjeon', '인천광역시 계양구', '인천 1호선'],\n",
       " ['잠실', 'Jamsil', '서울특별시 송파구', '2호선'],\n",
       " ['잠실나루', 'Jamsillaru', '서울특별시 송파구', '2호선'],\n",
       " ['잠실새내', 'Jamsilsaenae', '서울특별시 송파구', '2호선'],\n",
       " ['잠원', 'Jamwon', '서울특별시 서초구', '3호선'],\n",
       " ['장기', 'Janggi', '경기도 김포시', '김포골드라인'],\n",
       " ['장승배기', 'Jangseungbaegi', '서울특별시 동작구', '7호선'],\n",
       " ['장암', 'Jangam', '경기도 의정부시', '7호선'],\n",
       " ['장지', 'Jangji', '서울특별시 송파구', '8호선'],\n",
       " ['장한평', 'Janghanpyeong', '서울특별시 성동구', '5호선'],\n",
       " ['전대·에버랜드', 'Jeondae·Everland', '경기도 용인시', '용인 경전철'],\n",
       " ['정릉', 'Jeongneung', '서울특별시 성북구', '우이신설선'],\n",
       " ['정발산', 'Jeongbalsan', '경기도 고양시', '3호선'],\n",
       " ['정부과천청사', 'Government Complex Gwacheon', '경기도 과천시', '4호선'],\n",
       " ['정왕', 'Jeongwang', '경기도 시흥시', '4호선'],\n",
       " ['정자', 'Jeongja', '경기도 성남시', '수인·분당선'],\n",
       " ['제기동', 'Jegi-dong', '서울특별시 동대문구', '1호선'],\n",
       " ['제물포', 'Jemulpo', '인천광역시 미추홀구', '1호선'],\n",
       " ['종각', 'Jonggak', '서울특별시 종로구', '1호선'],\n",
       " ['종로3가', 'Jongno 3-ga', '서울특별시 종로구', '1호선'],\n",
       " ['종로5가', 'Jongno 5-ga', '서울특별시 종로구', '1호선'],\n",
       " ['종합운동장', 'Sports Complex', '서울특별시 송파구', '2호선'],\n",
       " ['주안', 'Juan', '인천광역시 미추홀구', '1호선'],\n",
       " ['주안국가산단', 'Juan National Industrial Complex', '인천광역시 서구', '인천 2호선'],\n",
       " ['주엽', 'Juyeop', '경기도 고양시', '3호선'],\n",
       " ['죽전', 'Jukjeon', '경기도 용인시', '수인·분당선'],\n",
       " ['중계', 'Junggye', '서울특별시 노원구', '7호선'],\n",
       " ['중곡', 'Junggok', '서울특별시 광진구', '7호선'],\n",
       " ['중동', 'Jung-dong', '경기도 부천시', '1호선'],\n",
       " ['중랑', 'Jungnang', '서울특별시 중랑구', '경의·중앙선'],\n",
       " ['중앙', 'Jungang', '경기도 안산시', '4호선'],\n",
       " ['중앙보훈병원', 'VHS Medical Center', '서울특별시 강동구', '9호선'],\n",
       " ['중화', 'Junghwa', '서울특별시 중랑구', '7호선'],\n",
       " ['증미', 'Jeungmi', '서울특별시 강서구', '9호선'],\n",
       " ['증산', 'Jeungsan', '서울특별시 은평구', '6호선'],\n",
       " ['지석', 'Jiseok', '경기도 용인시', '용인 경전철'],\n",
       " ['지식정보단지', 'BIT Zone', '인천광역시 연수구', '인천 1호선'],\n",
       " ['지축', 'Jichuk', '경기도 고양시', '3호선'],\n",
       " ['지평', 'Jipyeong', '경기도 양평군', '경의·중앙선'],\n",
       " ['지행', 'Jihaeng', '경기도 동두천시', '1호선'],\n",
       " ['직산', 'Jiksan', '충청남도 천안시', '1호선'],\n",
       " ['진위', 'Jinwi', '경기도 평택시', '1호선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['창동', 'Chang-dong', '서울특별시 도봉구', '1호선'],\n",
       " ['창신', 'Changsin', '서울특별시 종로구', '6호선'],\n",
       " ['천마산', 'Cheonmasan', '경기도 남양주시', '경춘선'],\n",
       " ['천안', 'Cheonan', '충청남도 천안시', '1호선'],\n",
       " ['천왕', 'Cheonwang', '서울특별시 구로구', '7호선'],\n",
       " ['천호', 'Choenho', '서울특별시 강동구', '5호선'],\n",
       " ['철산', 'Cheolsan', '경기도 광명시', '7호선'],\n",
       " ['청구', 'Cheonggu', '서울특별시 중구', '5호선'],\n",
       " ['청담', 'Cheongdam', '서울특별시 강남구', '7호선'],\n",
       " ['청라국제도시', 'Cheongna International City', '인천광역시 서구', '공항철도'],\n",
       " ['청량리', 'Cheongnyangni', '서울특별시 동대문구', '1호선'],\n",
       " ['청명', 'Cheongmyeong', '경기도 수원시', '수인·분당선'],\n",
       " ['청평', 'Cheongpyeong', '경기도 가평군', '경춘선'],\n",
       " ['초당', 'Chodang', '경기도 용인시', '용인 경전철'],\n",
       " ['초월', 'Chowol', '경기도 광주시', '경강선'],\n",
       " ['초지', 'Choji', '경기도 안산시', '4호선'],\n",
       " ['춘의', 'Chunui', '경기도 부천시', '7호선'],\n",
       " ['춘천', 'Chuncheon', '강원도 춘천시', '경춘선'],\n",
       " ['충무로', 'Chungmuro', '서울특별시 중구', '3호선'],\n",
       " ['충정로', 'Chunjeongno', '서울특별시 서대문구', '2호선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['캠퍼스타운', 'Campus Town', '인천광역시 연수구', '인천 1호선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['탄현', 'Tanhyeon', '경기도 고양시', '경의·중앙선'],\n",
       " ['탑석', 'Tapseok', '경기도 의정부시', '의정부 경전철'],\n",
       " ['태릉입구', 'Taereung', '서울특별시 노원구', '6호선'],\n",
       " ['태평', 'Taepyeong', '경기도 성남시', '수인·분당선'],\n",
       " ['테크노파크', 'Technopark', '인천광역시 연수구', '인천 1호선'],\n",
       " ['퇴계원', 'Toegyewon', '경기도 남양주시', '경춘선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['파주', 'Paju', '경기도 파주시', '경의·중앙선'],\n",
       " ['판교', 'Pangyo', '경기도 성남시', '신분당선'],\n",
       " ['팔당', 'Paldang', '경기도 남양주시', '경의·중앙선'],\n",
       " ['평내호평', 'Pyeongnae Hopyeong', '경기도 남양주시', '경춘선'],\n",
       " ['평촌', 'Pyeongchon', '경기도 안양시', '4호선'],\n",
       " ['평택', 'Pyeongtaek', '경기도 평택시', '1호선'],\n",
       " ['평택지제', 'PyeongtaekJije', '경기도 평택시', '1호선'],\n",
       " ['풍무', 'Pungmu', '경기도 김포시', '김포골드라인'],\n",
       " ['풍산', 'Pungsan', '경기도 고양시', '경의·중앙선'],\n",
       " ['철도역', '영문 철도역', '소재지', '이용 가능한 노선'],\n",
       " ['하계', 'Hagye', '서울특별시 노원구', '7호선'],\n",
       " ['하남검단산', 'Hanam Geomdansan', '경기도 하남시', '5호선'],\n",
       " ['하남시청', 'Hanam City Hall', '경기도 하남시', '5호선'],\n",
       " ['하남풍산', 'Hanam Pungsan', '경기도 하남시', '5호선'],\n",
       " ['학동', 'Hak-dong', '서울특별시 강남구', '7호선'],\n",
       " ['학여울', 'Hangnyeoul', '서울특별시 강남구', '3호선'],\n",
       " ['한강진', 'Hangangjin', '서울특별시 용산구', '6호선'],\n",
       " ['한남', 'Hannam', '서울특별시 용산구', '경의·중앙선'],\n",
       " ['한대앞', 'Hanyang University at Ansan', '경기도 안산시', '4호선'],\n",
       " ['한성대입구', 'Hanseong University', '서울특별시 성북구', '4호선'],\n",
       " ['한성백제', 'Hanseong Baekje', '서울특별시 송파구', '9호선'],\n",
       " ['한양대', 'Hanyang University', '서울특별시 성동구', '2호선'],\n",
       " ['한티', 'Hanti', '서울특별시 강남구', '수인·분당선'],\n",
       " ['합정', 'Hapjeong', '서울특별시 마포구', '2호선'],\n",
       " ['행당', 'Haengdang', '서울특별시 성동구', '5호선'],\n",
       " ['행신', 'Haengsin', '경기도 고양시', '경의·중앙선'],\n",
       " ['혜화', 'Hyehwa', '서울특별시 종로구', '4호선'],\n",
       " ['호구포', 'Hogupo', '인천광역시 남동구', '수인·분당선'],\n",
       " ['홍대입구', 'Hongik University', '서울특별시 마포구', '2호선'],\n",
       " ['홍제', 'Hongje', '서울특별시 서대문구', '3호선'],\n",
       " ['화계', 'Hwagye', '서울특별시 강북구', '우이신설선'],\n",
       " ['화곡', 'Hwagok', '서울특별시 강서구', '5호선'],\n",
       " ['화랑대', 'Hwarangdae', '서울특별시 노원구', '6호선'],\n",
       " ['화서', 'Hwaseo', '경기도 수원시', '1호선'],\n",
       " ['화전', 'Hwajeon', '경기도 고양시', '경의·중앙선'],\n",
       " ['화정', 'Hwajeong', '경기도 고양시', '3호선'],\n",
       " ['회기', 'Hoegi', '서울특별시 동대문구', '1호선'],\n",
       " ['회룡', 'Hoeryong', '경기도 의정부시', '1호선'],\n",
       " ['회현', 'Hoehyeon', '서울특별시 중구', '4호선'],\n",
       " ['효자', 'Hyoja', '경기도 의정부시', '의정부 경전철'],\n",
       " ['효창공원앞', 'Hyochang Park', '서울특별시 용산구', '6호선'],\n",
       " ['흑석', 'Heukseok', '서울특별시 동작구', '9호선'],\n",
       " ['흥선', 'Heungseon', '경기도 의정부시', '의정부 경전철']]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "station"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['가락시장역',\n",
       " '가산디지털단지역',\n",
       " '가양역',\n",
       " '가오리역',\n",
       " '가좌역',\n",
       " '강남역',\n",
       " '강남구청역',\n",
       " '강동역',\n",
       " '강동구청역',\n",
       " '강변역',\n",
       " '강일역',\n",
       " '개롱역',\n",
       " '개봉역',\n",
       " '개포동역',\n",
       " '개화역',\n",
       " '개화산역',\n",
       " '거여역',\n",
       " '건대입구역',\n",
       " '경복궁역',\n",
       " '경찰병원역',\n",
       " '고덕역',\n",
       " '고려대역',\n",
       " '고속터미널역',\n",
       " '공덕역',\n",
       " '공릉역',\n",
       " '공항시장역',\n",
       " '광나루역',\n",
       " '광운대역',\n",
       " '광화문역',\n",
       " '광흥창역',\n",
       " '교대역',\n",
       " '구로역',\n",
       " '구로디지털단지역',\n",
       " '구룡역',\n",
       " '구반포역',\n",
       " '구산역',\n",
       " '구의역',\n",
       " '구일역',\n",
       " '구파발역',\n",
       " '국회의사당역',\n",
       " '군자역',\n",
       " '굽은다리역',\n",
       " '금천구청역',\n",
       " '금호역',\n",
       " '길동역',\n",
       " '길음역',\n",
       " '김포공항역',\n",
       " '까치산역',\n",
       " '낙성대역',\n",
       " '남구로역',\n",
       " '남부터미널역',\n",
       " '남성역',\n",
       " '남영역',\n",
       " '남태령역',\n",
       " '내방역',\n",
       " '노들역',\n",
       " '노량진역',\n",
       " '노원역',\n",
       " '녹번역',\n",
       " '녹사평역',\n",
       " '녹천역',\n",
       " '논현역',\n",
       " '답십리역',\n",
       " '당고개역',\n",
       " '당산역',\n",
       " '대모산입구역',\n",
       " '대방역',\n",
       " '대청역',\n",
       " '대치역',\n",
       " '대흥역',\n",
       " '도곡역',\n",
       " '도림천역',\n",
       " '도봉역',\n",
       " '도봉산역',\n",
       " '독립문역',\n",
       " '독바위역',\n",
       " '독산역',\n",
       " '돌곶이역',\n",
       " '동대문역',\n",
       " '동대문역사문화공원역',\n",
       " '동대입구역',\n",
       " '동묘앞역',\n",
       " '동작역',\n",
       " '둔촌동역',\n",
       " '둔촌오륜역',\n",
       " '등촌역',\n",
       " '뚝섬역',\n",
       " '뚝섬유원지역',\n",
       " '마곡역',\n",
       " '마곡나루역',\n",
       " '마들역',\n",
       " '마장역',\n",
       " '마천역',\n",
       " '마포역',\n",
       " '마포구청역',\n",
       " '망우역',\n",
       " '망원역',\n",
       " '매봉역',\n",
       " '먹골역',\n",
       " '면목역',\n",
       " '명동역',\n",
       " '명일역',\n",
       " '목동역',\n",
       " '몽촌토성역',\n",
       " '무악재역',\n",
       " '문래역',\n",
       " '문정역',\n",
       " '미아역',\n",
       " '미아사거리역',\n",
       " '반포역',\n",
       " '발산역',\n",
       " '방배역',\n",
       " '방이역',\n",
       " '방학역',\n",
       " '방화역',\n",
       " '버티고개역',\n",
       " '보라매역',\n",
       " '보문역',\n",
       " '복정역',\n",
       " '봉은사역',\n",
       " '봉천역',\n",
       " '봉화산역',\n",
       " '북한산보국문역',\n",
       " '북한산우이역',\n",
       " '불광역',\n",
       " '사가정역',\n",
       " '사평역',\n",
       " '삼각지역',\n",
       " '삼성역',\n",
       " '삼성중앙역',\n",
       " '삼양역',\n",
       " '삼양사거리역',\n",
       " '삼전역',\n",
       " '상계역',\n",
       " '상도역',\n",
       " '상봉역',\n",
       " '상수역',\n",
       " '상왕십리역',\n",
       " '상월곡역',\n",
       " '상일동역',\n",
       " '새절역',\n",
       " '샛강역',\n",
       " '서강대역',\n",
       " '서대문역',\n",
       " '서빙고역',\n",
       " '서울대입구역',\n",
       " '서울숲역',\n",
       " '서초역',\n",
       " '석촌역',\n",
       " '석촌고분역',\n",
       " '선릉역',\n",
       " '선유도역',\n",
       " '선정릉역',\n",
       " '성수역',\n",
       " '성신여대입구역',\n",
       " '솔샘역',\n",
       " '솔밭공원역',\n",
       " '송정역',\n",
       " '송파역',\n",
       " '송파나루역',\n",
       " '수락산역',\n",
       " '수색역',\n",
       " '수서역',\n",
       " '수유역',\n",
       " '숙대입구역',\n",
       " '숭실대입구역',\n",
       " '시청역',\n",
       " '신금호역',\n",
       " '신길역',\n",
       " '신내역',\n",
       " '신논현역',\n",
       " '신답역',\n",
       " '신당역',\n",
       " '신대방역',\n",
       " '신대방삼거리역',\n",
       " '신도림역',\n",
       " '신림역',\n",
       " '신목동역',\n",
       " '신반포역',\n",
       " '신방화역',\n",
       " '신사역',\n",
       " '신설동역',\n",
       " '신용산역',\n",
       " '신이문역',\n",
       " '신정역',\n",
       " '신정네거리역',\n",
       " '신촌(2)역',\n",
       " '신촌(경)역',\n",
       " '신풍역',\n",
       " '쌍문역',\n",
       " '아차산역',\n",
       " '아현역',\n",
       " '안국역',\n",
       " '안암역',\n",
       " '암사역',\n",
       " '압구정역',\n",
       " '압구정로데오역',\n",
       " '애오개역',\n",
       " '약수역',\n",
       " '양원역',\n",
       " '양재시민의숲역',\n",
       " '양천구청역',\n",
       " '양천향교역',\n",
       " '양평(5)역',\n",
       " '어린이대공원역',\n",
       " '언주역',\n",
       " '여의나루역',\n",
       " '여의도역',\n",
       " '역삼역',\n",
       " '역촌역',\n",
       " '연신내역',\n",
       " '염창역',\n",
       " '영등포역',\n",
       " '영등포구청역',\n",
       " '영등포시장역',\n",
       " '오금역',\n",
       " '오류동역',\n",
       " '오목교역',\n",
       " '옥수역',\n",
       " '온수역',\n",
       " '올림픽공원역',\n",
       " '왕십리역',\n",
       " '외대앞역',\n",
       " '용답역',\n",
       " '용두역',\n",
       " '용마산역',\n",
       " '용산역',\n",
       " '우장산역',\n",
       " '월계역',\n",
       " '월곡역',\n",
       " '월드컵경기장역',\n",
       " '을지로입구역',\n",
       " '을지로3가역',\n",
       " '을지로4가역',\n",
       " '응봉역',\n",
       " '응암역',\n",
       " '이대역',\n",
       " '이촌역',\n",
       " '이태원역',\n",
       " '일원역',\n",
       " '잠실역',\n",
       " '잠실나루역',\n",
       " '잠실새내역',\n",
       " '잠원역',\n",
       " '장승배기역',\n",
       " '장지역',\n",
       " '장한평역',\n",
       " '정릉역',\n",
       " '제기동역',\n",
       " '종각역',\n",
       " '종로3가역',\n",
       " '종로5가역',\n",
       " '종합운동장역',\n",
       " '중계역',\n",
       " '중곡역',\n",
       " '중랑역',\n",
       " '중앙보훈병원역',\n",
       " '중화역',\n",
       " '증미역',\n",
       " '증산역',\n",
       " '창동역',\n",
       " '창신역',\n",
       " '천왕역',\n",
       " '천호역',\n",
       " '청구역',\n",
       " '청담역',\n",
       " '청량리역',\n",
       " '충무로역',\n",
       " '충정로역',\n",
       " '태릉입구역',\n",
       " '하계역',\n",
       " '학동역',\n",
       " '학여울역',\n",
       " '한강진역',\n",
       " '한남역',\n",
       " '한성대입구역',\n",
       " '한성백제역',\n",
       " '한양대역',\n",
       " '한티역',\n",
       " '합정역',\n",
       " '행당역',\n",
       " '혜화역',\n",
       " '홍대입구역',\n",
       " '홍제역',\n",
       " '화계역',\n",
       " '화곡역',\n",
       " '화랑대역',\n",
       " '회기역',\n",
       " '회현역',\n",
       " '효창공원앞역',\n",
       " '흑석역']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stations=[]\n",
    "for i in range(len(station)):\n",
    "    if station[i]!=['철도역', '영문 철도역', '소재지', '이용 가능한 노선']:\n",
    "        if (station[i][2])[:2]=='서울':\n",
    "            stations.append(station[i][0]+'역')\n",
    "stations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['신촌(2)역', '신촌(경)역']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "['신촌(2)역','신촌(경)역']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(stations)):\n",
    "    stations[i]=stations[i].replace(\"(2)\",\"\")\n",
    "    stations[i]=stations[i].replace(\"(경)\",\"\")\n",
    "    stations[i]=stations[i].replace(\"(5)\",\"\")\n",
    "\n",
    "stations= list(set(stations))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from selenium import webdriver\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver_path='chromedriver.exe'\n",
    "driver = webdriver.Chrome(driver_path)\n",
    "driver.implicitly_wait(3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "lst=[]\n",
    "for i in range(len(stations)):\n",
    "    time.sleep(0.2)\n",
    "    driver.implicitly_wait(1)\n",
    "    cache=[]\n",
    "    st=stations[i]\n",
    "    driver.get('https://ko.wikipedia.org/wiki/'+st)\n",
    "    cache.append(st)\n",
    "    try:\n",
    "        element=driver.find_element_by_xpath('//*[@id=\"mw-content-text\"]/div[1]/table[1]')\n",
    "        cache.append(element.text)\n",
    "    except:\n",
    "        driver.get('https://ko.wikipedia.org/wiki/'+st+'_(서울)')\n",
    "        element=driver.find_element_by_xpath('//*[@id=\"mw-content-text\"]/div[1]/table[1]')\n",
    "        cache.append(element.text)\n",
    "        lst.append(cache)\n",
    "        continue\n",
    "        \n",
    "    lst.append(cache)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(lst)):\n",
    "    try:\n",
    "        lst[i][1]=lst[i][1].split(\"소재지 \")[1]\n",
    "    except:\n",
    "        pass\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(lst)):\n",
    "    try:\n",
    "        lst[i][1]=lst[i][1].split(\"개업일 \")[0]\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(lst)):\n",
    "    try:\n",
    "        lst[i][1]=lst[i][1].split(\"좌표 \")[0]\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(lst)):\n",
    "    try:\n",
    "        lst[i][1]=lst[i][1].split(\"\\n\")[0]\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(lst)):\n",
    "    try:\n",
    "        lst[i][1]=lst[i][1].split(\": \")[1]\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(lst)):\n",
    "    try:\n",
    "        lst[i][1]=lst[i][1].replace(\"대한민국 \",\"\")\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(lst)):\n",
    "    if lst[i][0]=='양원역':\n",
    "        lst[i][1]='서울특별시 중랑구 송림길 147'\n",
    "\n",
    "    elif lst[i][0]=='교대역':\n",
    "        lst[i][1]='서울특별시 서초구 서초대로 지하294'\n",
    "\n",
    "    elif lst[i][0]=='시청역':\n",
    "        lst[i][1]='서울특별시 중구 세종대로 지하101'\n",
    "    \n",
    "    elif lst[i][0]=='종합운동장역':\n",
    "        lst[i][1]='서울특별시 송파구 올림픽로 지하23'\n",
    "        \n",
    "    elif lst[i][0]=='금호역':\n",
    "        lst[i][1]='서울특별시 성동구 동호로 지하104'\n",
    "        \n",
    "    elif lst[i][0]=='신촌역':\n",
    "        lst[i][1]='서울특별시 마포구 신촌로 지하90'\n",
    "        \n",
    "    elif lst[i][0]=='구룡역':\n",
    "        lst[i][1]='서울특별시 강남구 개포로 지하403'\n",
    "        \n",
    "    elif lst[i][0]=='송정역':\n",
    "        lst[i][1]='\t서울특별시 강서구 공항대로 지하33'\n",
    "        \n",
    "    elif lst[i][0]=='중화역':\n",
    "        lst[i][1]='\t서울특별시 중랑구 동일로 지하797'\n",
    "        \n",
    "    elif lst[i][0]=='증산역':\n",
    "        lst[i][1]='서울특별시 은평구 증산로 지하306'\n",
    "\n",
    "    elif lst[i][0]=='화랑대역':\n",
    "        lst[i][1]='\t서울특별시 노원구 화랑로 지하510'\n",
    "        \n",
    "    elif lst[i][0]=='신대방역':\n",
    "        lst[i][1]='서울특별시 동작구 대림로 2'\n",
    "        \n",
    "    elif lst[i][0]=='양평역':\n",
    "        lst[i][1]='서울특별시 영등포구 양산로 지하21'\n",
    "\n",
    "    elif lst[i][0]=='월드컵경기장역':\n",
    "        lst[i][1]='서울특별시 마포구 월드컵로 지하240'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['고덕역', '서울특별시 강동구 고덕로 지하253'],\n",
       " ['방화역', '서울특별시 강서구 금낭화로 지하132'],\n",
       " ['신대방역', '서울특별시 동작구 대림로 2'],\n",
       " ['선정릉역', '서울특별시 강남구 봉은사로'],\n",
       " ['중곡역', '서울특별시 광진구 능동로 지하417'],\n",
       " ['회기역', '서울특별시 동대문구 회기로 196'],\n",
       " ['구일역', '서울특별시 구로구 구일로 133'],\n",
       " ['명일역', '서울특별시 강동구 양재대로 지하1632'],\n",
       " ['미아역', '서울특별시 강북구 도봉로 지하198'],\n",
       " ['당고개역', '서울특별시 노원구 상계로 305(상계동 111)'],\n",
       " ['한티역', '서울특별시 강남구 선릉로 지하228'],\n",
       " ['봉화산역', '서울특별시 중랑구 신내로 지하232'],\n",
       " ['강남구청역', '서울특별시 강남구 학동로 지하346'],\n",
       " ['면목역', '서울특별시 중랑구 면목로 지하407'],\n",
       " ['온수역', '서울특별시 구로구 부일로 872'],\n",
       " ['구룡역', '서울특별시 강남구 개포로 지하403'],\n",
       " ['군자역', '서울특별시 광진구 천호대로 지하550'],\n",
       " ['선유도역', '서울특별시 영등포구 양평로 지하124'],\n",
       " ['영등포역', '서울특별시 영등포구 경인로 846'],\n",
       " ['건대입구역', '서울특별시 광진구 아차산로 243'],\n",
       " ['뚝섬역', '서울특별시 성동구 아차산로 18'],\n",
       " ['독바위역', '서울특별시 은평구 불광로 지하129-1'],\n",
       " ['서울숲역', '서울특별시 성동구 왕십리로 지하 77'],\n",
       " ['역촌역', '서울특별시 은평구 서오릉로 지하63'],\n",
       " ['연신내역', '서울특별시 은평구 통일로 지하849'],\n",
       " ['선릉역', '서울특별시 강남구 테헤란로 지하 340'],\n",
       " ['종로5가역', '서울특별시 종로구 종로 지하216'],\n",
       " ['명동역', '서울특별시 중구 퇴계로 지하126'],\n",
       " ['여의나루역', '서울특별시 영등포구 여의동로 지하343'],\n",
       " ['개롱역', '서울특별시 송파구 오금로 지하402'],\n",
       " ['도곡역', '서울특별시 강남구 남부순환로 지하 2814'],\n",
       " ['공덕역', '서울특별시 마포구'],\n",
       " ['가산디지털단지역', '서울특별시 금천구 벚꽃로 309'],\n",
       " ['경복궁역', '서울특별시 종로구 사직로 지하130'],\n",
       " ['방이역', '서울특별시 송파구 양재대로 지하1127'],\n",
       " ['신답역', '서울특별시 성동구 천호대로 232'],\n",
       " ['녹번역', '서울특별시 은평구 통일로 지하602-1'],\n",
       " ['신정역', '서울특별시 양천구 오목로 지하179'],\n",
       " ['송파나루역', '서울특별시 송파구 백제고분로 지하446 (방이동)'],\n",
       " ['강변역', '서울특별시 광진구 강변역로 53'],\n",
       " ['대흥역', '서울특별시 마포구 대흥로 지하85'],\n",
       " ['신정네거리역', '서울특별시 양천구 중앙로 지하261'],\n",
       " ['애오개역', '서울특별시 마포구 마포대로 지하210'],\n",
       " ['상봉역', '서울특별시 중랑구 망우로 지하297'],\n",
       " ['용산역', '서울특별시 용산구 한강대로23길 55'],\n",
       " ['장한평역', '서울특별시 동대문구 천호대로 지하405'],\n",
       " ['한성대입구역', '서울특별시 성북구 삼선교로 지하1'],\n",
       " ['솔샘역', '서울특별시 강북구 솔샘로 지하 189 (미아동)'],\n",
       " ['문래역', '서울특별시 영등포구 당산로 지하28'],\n",
       " ['구의역', '서울특별시 광진구 아차산로 384-1'],\n",
       " ['안국역', '서울특별시 종로구 율곡로 지하62'],\n",
       " ['마곡역', '서울특별시 강서구 공항대로 지하163'],\n",
       " ['경찰병원역', '서울특별시 송파구 중대로 지하149'],\n",
       " ['남부터미널역', '서울특별시 서초구 서초중앙로 지하31'],\n",
       " ['상수역', '서울특별시 마포구 독막로 지하85'],\n",
       " ['강동역', '서울특별시 강동구 천호대로 지하1097'],\n",
       " ['사가정역', '서울특별시 중랑구 사가정로 지하393'],\n",
       " ['동대문역', '서울특별시 종로구 종로 지하302'],\n",
       " ['쌍문역', '서울특별시 도봉구 도봉로 486-1 (창동)'],\n",
       " ['강동구청역', '서울특별시 강동구 올림픽로 지하550'],\n",
       " ['압구정역', '서울특별시 강남구 압구정로 지하172'],\n",
       " ['불광역', '서울특별시 은평구 통일로 지하723-1'],\n",
       " ['서강대역', '서울특별시 마포구 서강로 지하118'],\n",
       " ['송정역', '서울특별시 강서구 공항대로 지하33'],\n",
       " ['수유역', '서울특별시 강북구 도봉로 지하338 (번동 386-16)'],\n",
       " ['노량진역', '서울특별시 동작구 노량진로 151'],\n",
       " ['성신여대입구역', '서울특별시 성북구 동소문로 지하102'],\n",
       " ['구산역', '서울특별시 은평구 연서로 지하137-1'],\n",
       " ['월곡역', '서울특별시 성북구 월곡로 107 (하월곡동 35-1)'],\n",
       " ['북한산우이역', '서울특별시 강북구 삼양로 지하 676 (우이동)'],\n",
       " ['잠원역', '서울특별시 서초구 잠원로4길 지하46'],\n",
       " ['거여역', '서울특별시 송파구 오금로 지하499'],\n",
       " ['남구로역', '서울특별시 구로구 도림로 지하7'],\n",
       " ['신금호역', '서울특별시 성동구 금호로 지하154'],\n",
       " ['상일동역', '서울특별시 강동구 고덕로 지하359'],\n",
       " ['개화역', '서울특별시 강서구 개화동로8길 38'],\n",
       " ['시청역', '서울특별시 중구 세종대로 지하101'],\n",
       " ['양원역', '서울특별시 중랑구 송림길 147'],\n",
       " ['신당역', '서울특별시 중구 퇴계로 지하 431-1'],\n",
       " ['신도림역', '서울특별시 구로구 경인로 688'],\n",
       " ['양천구청역', '서울특별시 양천구 목동로3길 지하33'],\n",
       " ['종로3가역', '서울특별시 종로구 종로 지하129'],\n",
       " ['신논현역', '서울특별시 강남구 봉은사로 지하102'],\n",
       " ['먹골역', '서울특별시 중랑구 동일로 지하901'],\n",
       " ['한강진역', '서울특별시 용산구 이태원로 지하287'],\n",
       " ['아차산역', '서울특별시 광진구 천호대로 지하657'],\n",
       " ['삼전역', '서울특별시 송파구 백제고분로 지하189 (잠실동)'],\n",
       " ['미아사거리역', '서울특별시 강북구 도봉로 지하50 (미아동 66-1)'],\n",
       " ['장지역', '서울특별시 송파구 송파대로 지하82'],\n",
       " ['수색역', '서울특별시 은평구 수색로 261-1'],\n",
       " ['신설동역', '서울특별시 동대문구 왕산로 지하1'],\n",
       " ['가좌역', '서울특별시 마포구 성암로 28'],\n",
       " ['샛강역', '서울특별시 영등포구 의사당대로 지하166'],\n",
       " ['대모산입구역', '서울특별시 강남구 개포로 지하522'],\n",
       " ['천호역', '서울특별시 강동구 천호대로 지하997'],\n",
       " ['화곡역', '서울특별시 강서구 화곡로 지하168'],\n",
       " ['녹천역', '서울특별시 도봉구 덕릉로 376'],\n",
       " ['암사역', '서울특별시 강동구 올림픽로 지하776'],\n",
       " ['대치역', '서울특별시 강남구'],\n",
       " ['마천역', '서울특별시 송파구 마천로57길 지하7'],\n",
       " ['을지로입구역', '서울특별시 중구 을지로 지하42'],\n",
       " ['학여울역', '서울특별시 강남구'],\n",
       " ['답십리역', '서울특별시 동대문구 천호대로 지하 300'],\n",
       " ['삼성중앙역', '서울특별시 강남구 봉은사로 지하501'],\n",
       " ['돌곶이역', '서울특별시 성북구 화랑로 지하243'],\n",
       " ['양재시민의숲역', '서울특별시 서초구 매헌로 지하116'],\n",
       " ['월드컵경기장역', '서울특별시 마포구 월드컵로 지하240'],\n",
       " ['효창공원앞역', '서울특별시 용산구 백범로 지하287'],\n",
       " ['이대역', '서울특별시 마포구 신촌로 지하180'],\n",
       " ['강일역', '서울특별시 강동구 고덕로 지하456'],\n",
       " ['동묘앞역', '서울특별시 종로구 종로 359'],\n",
       " ['이촌역', '서울특별시 용산구 서빙고로 지하83'],\n",
       " ['화계역', '서울특별시 강북구 삼양로 341 (수유동)'],\n",
       " ['용답역', '서울특별시 성동구 용답길 86'],\n",
       " ['태릉입구역', '서울특별시 노원구 동일로 992-1'],\n",
       " ['한양대역', '서울특별시 성동구 왕십리로 206'],\n",
       " ['개봉역', '서울특별시 구로구 경인로40길 47'],\n",
       " ['일원역', '서울특별시 강남구 일원로 지하121'],\n",
       " ['양천향교역', '서울특별시 강서구 양천로 지하341'],\n",
       " ['고속터미널역', '서울특별시 서초구 신반포로 지하188'],\n",
       " ['상도역', '서울특별시 동작구 상도로 지하272'],\n",
       " ['보라매역', '서울특별시 동작구 상도로 2'],\n",
       " ['역삼역', '서울특별시 강남구 테헤란로 지하156'],\n",
       " ['녹사평역', '서울특별시 용산구 녹사평대로 지하195'],\n",
       " ['상월곡역', '서울특별시 성북구 화랑로 지하157'],\n",
       " ['수서역', '서울특별시 강남구 광평로 지하270'],\n",
       " ['신용산역', '서울특별시 용산구 한강대로 지하112'],\n",
       " ['아현역', '서울특별시 마포구 신촌로 지하270'],\n",
       " ['김포공항역', '서울특별시 강서구 하늘길 지하77'],\n",
       " ['가오리역', '서울특별시 강북구 삼양로 426 (수유동)'],\n",
       " ['을지로4가역', '서울특별시 중구 을지로 지하178'],\n",
       " ['뚝섬유원지역', '서울특별시 광진구 능동로 10'],\n",
       " ['충정로역', '서울특별시 서대문구 서소문로 지하17'],\n",
       " ['까치산역', '서울특별시 강서구 강서로 지하54'],\n",
       " ['잠실역', '서울특별시 송파구 올림픽로 지하265'],\n",
       " ['하계역', '서울특별시 노원구 동일로 지하1196'],\n",
       " ['교대역', '서울특별시 서초구 서초대로 지하294'],\n",
       " ['신이문역', '서울특별시 동대문구 한천로 472'],\n",
       " ['가락시장역', '서울특별시 송파구 송파대로 지하257'],\n",
       " ['동대문역사문화공원역', '서울특별시 중구 을지로 지하279'],\n",
       " ['서울대입구역', '서울특별시 관악구'],\n",
       " ['흑석역', '서울특별시 동작구 현충로 지하90'],\n",
       " ['망원역', '서울특별시 마포구 월드컵로 지하77'],\n",
       " ['구로역', '서울특별시 구로구 구로중앙로 174'],\n",
       " ['숭실대입구역', '서울특별시 동작구 상도로 지하378'],\n",
       " ['북한산보국문역', '서울특별시 성북구 보국문로 지하 88 (정릉동)'],\n",
       " ['삼각지역', '서울특별시 용산구 한강대로 지하180'],\n",
       " ['석촌역', '서울특별시 송파구 송파대로 지하439 (석촌동)'],\n",
       " ['신방화역', '서울특별시 강서구 방화대로 지하301'],\n",
       " ['영등포구청역', '서울특별시 영등포구 당산로 지하121'],\n",
       " ['둔촌동역', '서울특별시 강동구 양재대로 지하1369'],\n",
       " ['숙대입구역', '서울특별시 용산구 한강대로 지하306'],\n",
       " ['도림천역', '서울특별시 구로구 경인로67길 160'],\n",
       " ['당산역', '서울특별시 영등포구 당산로 229'],\n",
       " ['문정역', '서울특별시 송파구 송파대로 지하179'],\n",
       " ['신림역', '서울특별시 관악구'],\n",
       " ['반포역', '서울특별시 서초구 신반포로 지하241'],\n",
       " ['압구정로데오역', '서울특별시 강남구 압구정로 지하 402'],\n",
       " ['종합운동장역', '서울특별시 송파구 올림픽로 지하23'],\n",
       " ['길음역', '서울특별시 성북구 동소문로 지하248'],\n",
       " ['오목교역', '서울특별시 양천구 오목로 지하342'],\n",
       " ['제기동역', '서울특별시 동대문구 왕산로 지하93'],\n",
       " ['금호역', '서울특별시 성동구 동호로 지하104'],\n",
       " ['몽촌토성역', '서울특별시 송파구 올림픽로 지하383'],\n",
       " ['방학역', '서울특별시 도봉구 도봉로150다길 3'],\n",
       " ['매봉역', '서울특별시 강남구'],\n",
       " ['여의도역', '서울특별시 영등포구'],\n",
       " ['공항시장역', '서울특별시 강서구 방화대로 지하30'],\n",
       " ['노들역', '서울특별시 동작구 노량진로 지하238'],\n",
       " ['합정역', '서울특별시 마포구 양화로 지하55'],\n",
       " ['용두역', '서울특별시 동대문구 천호대로 지하129'],\n",
       " ['마들역', '서울특별시 노원구 동일로 지하1530-1'],\n",
       " ['신목동역', '서울특별시 양천구 목동중앙로 지하217'],\n",
       " ['이태원역', '서울특별시 용산구 이태원로 지하177'],\n",
       " ['홍대입구역', '서울특별시 마포구 양화로 지하160'],\n",
       " ['약수역', '서울특별시 중구 다산로 지하122'],\n",
       " ['내방역', '서울특별시 서초구 서초대로 지하103'],\n",
       " ['정릉역', '서울특별시 성북구 아리랑로 지하 122 (정릉동)'],\n",
       " ['왕십리역', '서울특별시 성동구 왕십리로 지하300'],\n",
       " ['석촌고분역', '서울특별시 송파구 백제고분로 지하274 (삼전동)'],\n",
       " ['개화산역', '서울특별시 강서구 양천로 22'],\n",
       " ['충무로역', '서울특별시 중구 퇴계로 지하199'],\n",
       " ['논현역', '서울특별시 강남구 학동로 지하102'],\n",
       " ['월계역', '서울특별시 노원구 월계로53길 40'],\n",
       " ['목동역', '서울특별시 양천구 오목로 지하245'],\n",
       " ['봉은사역', '서울특별시 강남구 봉은사로 지하601'],\n",
       " ['무악재역', '서울특별시 서대문구 통일로 지하361'],\n",
       " ['중화역', '서울특별시 중랑구 동일로 지하797'],\n",
       " ['새절역', '서울특별시 은평구 증산로 지하400'],\n",
       " ['구파발역', '서울특별시 은평구 진관2로 지하15-25'],\n",
       " ['수락산역', '서울특별시 노원구 동일로 1662'],\n",
       " ['마곡나루역', '서울특별시 강서구 마곡중앙5로 지하 2 (마곡동)'],\n",
       " ['청담역', '서울특별시 강남구 학동로 지하508'],\n",
       " ['양평역', '서울특별시 영등포구 양산로 지하21'],\n",
       " ['망우역', '서울특별시 중랑구 망우로55길 11-10'],\n",
       " ['신사역', '서울특별시 강남구 도산대로 지하102'],\n",
       " ['동대입구역', '서울특별시 중구 동호로 지하256'],\n",
       " ['마포역', '서울특별시 마포구 마포대로 지하33'],\n",
       " ['공릉역', '서울특별시 노원구 동일로 지하107'],\n",
       " ['구로디지털단지역', '서울특별시 구로구 도림천로 477'],\n",
       " ['대방역', '서울특별시 영등포구 여의대방로 300'],\n",
       " ['을지로3가역', '서울특별시 중구 을지로 지하106'],\n",
       " ['광흥창역', '서울특별시 마포구 독막로 지하165'],\n",
       " ['오금역', '서울특별시 송파구 오금로 지하321'],\n",
       " ['국회의사당역', '서울특별시 영등포구 국회대로 지하758'],\n",
       " ['용마산역', '서울특별시 중랑구 용마산로 지하227'],\n",
       " ['천왕역', '서울특별시 구로구 오리로 지하1154'],\n",
       " ['신촌역', '서울특별시 마포구 신촌로 지하90'],\n",
       " ['마포구청역', '서울특별시 마포구 월드컵로 지하190'],\n",
       " ['응암역', '서울특별시 은평구 증산로 지하477'],\n",
       " ['학동역', '서울특별시 강남구 학동로 지하180'],\n",
       " ['구반포역', '서울특별시 서초구 신반포로 지하17'],\n",
       " ['고려대역', '서울특별시 성북구 종암로 1'],\n",
       " ['증산역', '서울특별시 은평구 증산로 지하306'],\n",
       " ['길동역', '서울특별시 강동구 양재대로 지하1480'],\n",
       " ['청량리역', '서울특별시 동대문구 왕산로 214 (전농동)'],\n",
       " ['방배역', '서울특별시 서초구 방배로 지하80'],\n",
       " ['한남역', '서울특별시 용산구 독서당로6길 12-13'],\n",
       " ['등촌역', '서울특별시 강서구 공항대로 지하529'],\n",
       " ['안암역', '서울특별시 성북구 고려대로 지하89 (안암동5가 101-53)'],\n",
       " ['송파역', '서울특별시 송파구 송파대로 지하354'],\n",
       " ['남성역', '서울특별시 동작구 사당로 지하218'],\n",
       " ['오류동역', '서울특별시 구로구 경인로20길 13'],\n",
       " ['옥수역', '서울특별시 성동구 동호로 21'],\n",
       " ['남태령역', '서울특별시 서초구 과천대로 지하816'],\n",
       " ['복정역', '서울특별시 송파구 송파대로 지하6'],\n",
       " ['둔촌오륜역', '서울특별시 강동구 강동대로 지하303 (둔촌동)'],\n",
       " ['성수역', '서울특별시 성동구 아차산로 100'],\n",
       " ['솔밭공원역', '서울특별시 강북구 삼양로 595 (우이동)'],\n",
       " ['영등포시장역', '서울특별시 영등포구 양산로 지하200'],\n",
       " ['남영역', '서울특별시 용산구 한강대로77길 25'],\n",
       " ['상계역', '서울특별시 노원구 상계로 182 (상계동 156-203)'],\n",
       " ['서빙고역', '서울특별시 용산구 서빙고로 238'],\n",
       " ['창동역', '서울특별시 도봉구 마들로11길 77 (창동 135-1)'],\n",
       " ['외대앞역', '서울특별시 동대문구 휘경로 27'],\n",
       " ['사평역', '서울특별시 서초구 사평대로 지하285'],\n",
       " ['낙성대역', '서울특별시 관악구'],\n",
       " ['서대문역', '서울특별시 종로구 통일로 지하126'],\n",
       " ['증미역', '서울특별시 강서구 양천로 지하560'],\n",
       " ['도봉역', '서울특별시 도봉구 도봉로170길 2'],\n",
       " ['올림픽공원역', '서울특별시 송파구 양재대로 지하1233'],\n",
       " ['노원역', '서울특별시 노원구 상계로 69-1 (상계동 602-5)'],\n",
       " ['도봉산역', '서울특별시 도봉구 도봉로 964-33'],\n",
       " ['강남역', '서울특별시 강남구 강남대로 지하396'],\n",
       " ['신반포역', '서울특별시 서초구 신반포로 지하105'],\n",
       " ['홍제역', '서울특별시 서대문구 통일로 지하440-1'],\n",
       " ['언주역', '서울특별시 강남구 봉은사로 지하201'],\n",
       " ['상왕십리역', '서울특별시 성동구 왕십리로 지하374'],\n",
       " ['발산역', '서울특별시 강서구 공항대로 지하267'],\n",
       " ['장승배기역', '서울특별시 동작구 상도로 지하188'],\n",
       " ['잠실새내역', '서울특별시 송파구 올림픽로 지하140'],\n",
       " ['화랑대역', '서울특별시 노원구 화랑로 지하510'],\n",
       " ['독산역', '서울특별시 금천구 벚꽃로 115'],\n",
       " ['동작역', '서울특별시 동작구 현충로 257'],\n",
       " ['창신역', '서울특별시 종로구 지봉로 지하112'],\n",
       " ['한성백제역', '서울특별시 송파구 위례성대로 지하29 (방이동)'],\n",
       " ['삼양역', '서울특별시 강북구 삼양로 지하 259 (미아동)'],\n",
       " ['광나루역', '서울특별시 광진구 아차산로 지하571'],\n",
       " ['종각역', '서울특별시 종로구 종로 지하55'],\n",
       " ['중앙보훈병원역', '서울특별시 강동구 동남로 지하625 (둔촌동)'],\n",
       " ['신대방삼거리역', '서울특별시 동작구 상도로 지하76'],\n",
       " ['신내역', '서울특별시 중랑구 신내역로 20'],\n",
       " ['혜화역', '서울특별시 종로구 대학로 지하120'],\n",
       " ['금천구청역', '서울특별시 금천구 시흥대로63길 91'],\n",
       " ['봉천역', '서울특별시 관악구'],\n",
       " ['회현역', '서울특별시 중구 퇴계로 지하54'],\n",
       " ['삼성역', '서울특별시 강남구 테헤란로 지하538'],\n",
       " ['마장역', '서울특별시 성동구 마장로 지하296'],\n",
       " ['광운대역', '서울특별시 노원구 석계로 98-2'],\n",
       " ['서초역', '서울특별시 서초구 서초대로 지하233'],\n",
       " ['대청역', '서울특별시 강남구 일원로 지하2'],\n",
       " ['굽은다리역', '서울특별시 강동구 양재대로 지하1572'],\n",
       " ['청구역', '서울특별시 중구 청구로 지하77'],\n",
       " ['개포동역', '서울특별시 강남구 개포로 지하420'],\n",
       " ['중계역', '서울특별시 노원구 동일로 지하1308-1'],\n",
       " ['가양역', '서울특별시 강서구 양천로 지하485'],\n",
       " ['잠실나루역', '서울특별시 송파구 오금로 20'],\n",
       " ['독립문역', '서울특별시 서대문구 통일로 지하247'],\n",
       " ['버티고개역', '서울특별시 중구 다산로 지하38'],\n",
       " ['신풍역', '서울특별시 영등포구 신풍로 지하27'],\n",
       " ['응봉역', '서울특별시 성동구 고산자로 123'],\n",
       " ['행당역', '서울특별시 성동구 행당로 지하89'],\n",
       " ['우장산역', '서울특별시 강서구 강서로 지하262'],\n",
       " ['중랑역', '서울특별시 중랑구 중랑역로 9'],\n",
       " ['어린이대공원역', '서울특별시 광진구 능동로 지하210'],\n",
       " ['광화문역', '서울특별시 종로구 세종대로 지하172'],\n",
       " ['삼양사거리역', '서울특별시 강북구 삼양로 197 (미아동)'],\n",
       " ['보문역', '서울특별시 성북구 보문로 115'],\n",
       " ['신길역', '서울특별시 영등포구 영등포로 327'],\n",
       " ['염창역', '서울특별시 강서구 공항대로 지하631']]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i in range(len(lst)):\n",
    "    lst[i][1]=lst[i][1].replace(\"\\t\",\"\")\n",
    "lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['고덕역', '서울특별시 강동구 고덕로 지하253', {'lat': 37.560834, 'lng': 127.162694}],\n",
       " ['방화역', '서울특별시 강서구 금낭화로 지하132', {'lat': 37.5627927, 'lng': 126.8240989}],\n",
       " ['신대방역', '서울특별시 동작구 대림로 2', {'lat': 37.4875104, 'lng': 126.9129914}],\n",
       " ['선정릉역', '서울특별시 강남구 봉은사로', {'lat': 37.5085884, 'lng': 127.0405045}],\n",
       " ['중곡역', '서울특별시 광진구 능동로 지하417', {'lat': 37.5661673, 'lng': 127.0844525}],\n",
       " ['회기역', '서울특별시 동대문구 회기로 196', {'lat': 37.5896999, 'lng': 127.0580246}],\n",
       " ['구일역', '서울특별시 구로구 구일로 133', {'lat': 37.49719839999999, 'lng': 126.8719566}],\n",
       " ['명일역', '서울특별시 강동구 양재대로 지하1632', {'lat': 37.5374092, 'lng': 127.1411034}],\n",
       " ['미아역', '서울특별시 강북구 도봉로 지하198', {'lat': 37.6339764, 'lng': 127.0268879}],\n",
       " ['당고개역',\n",
       "  '서울특별시 노원구 상계로 305(상계동 111)',\n",
       "  {'lat': 37.6705563, 'lng': 127.0793058}],\n",
       " ['한티역', '서울특별시 강남구 선릉로 지하228', {'lat': 37.5061265, 'lng': 127.0823554}],\n",
       " ['봉화산역', '서울특별시 중랑구 신내로 지하232', {'lat': 37.6172829, 'lng': 127.0913554}],\n",
       " ['강남구청역', '서울특별시 강남구 학동로 지하346', {'lat': 37.5171331, 'lng': 127.0412987}],\n",
       " ['면목역', '서울특별시 중랑구 면목로 지하407', {'lat': 37.5805996, 'lng': 127.0898628}],\n",
       " ['온수역', '서울특별시 구로구 부일로 872', {'lat': 37.4922901, 'lng': 126.8239696}],\n",
       " ['구룡역', '서울특별시 강남구 개포로 지하403', {'lat': 37.4837357, 'lng': 127.1261103}],\n",
       " ['군자역', '서울특별시 광진구 천호대로 지하550', {'lat': 37.5569984, 'lng': 127.079719}],\n",
       " ['선유도역', '서울특별시 영등포구 양평로 지하124', {'lat': 37.5381087, 'lng': 126.8933968}],\n",
       " ['영등포역', '서울특별시 영등포구 경인로 846', {'lat': 37.5154709, 'lng': 126.9066823}],\n",
       " ['건대입구역', '서울특별시 광진구 아차산로 243', {'lat': 37.5407487, 'lng': 127.0690014}],\n",
       " ['뚝섬역', '서울특별시 성동구 아차산로 18', {'lat': 37.5471773, 'lng': 127.0473802}],\n",
       " ['독바위역', '서울특별시 은평구 불광로 지하129-1', {'lat': 37.618397, 'lng': 126.933056}],\n",
       " ['서울숲역', '서울특별시 성동구 왕십리로 지하 77', {'lat': 37.5662185, 'lng': 127.0637549}],\n",
       " ['역촌역', '서울특별시 은평구 서오릉로 지하63', {'lat': 37.60589, 'lng': 126.92287}],\n",
       " ['연신내역', '서울특별시 은평구 통일로 지하849', {'lat': 37.6193714, 'lng': 126.9205558}],\n",
       " ['선릉역', '서울특별시 강남구 테헤란로 지하 340', {'lat': 37.5045054, 'lng': 127.0490037}],\n",
       " ['종로5가역', '서울특별시 종로구 종로 지하216', {'lat': 37.5701735, 'lng': 126.985657}],\n",
       " ['명동역', '서울특별시 중구 퇴계로 지하126', {'lat': 37.56074, 'lng': 126.98545}],\n",
       " ['여의나루역', '서울특별시 영등포구 여의동로 지하343', {'lat': 37.5213559, 'lng': 126.9249795}],\n",
       " ['개롱역',\n",
       "  '서울특별시 송파구 오금로 지하402',\n",
       "  {'lat': 37.50579159999999, 'lng': 127.1263283}],\n",
       " ['도곡역', '서울특별시 강남구 남부순환로 지하 2814', {'lat': 37.4905166, 'lng': 127.0551068}],\n",
       " ['공덕역', '서울특별시 마포구', {'lat': 37.5637561, 'lng': 126.9084211}],\n",
       " ['가산디지털단지역', '서울특별시 금천구 벚꽃로 309', {'lat': 37.4822545, 'lng': 126.8821832}],\n",
       " ['경복궁역', '서울특별시 종로구 사직로 지하130', {'lat': 37.5743822, 'lng': 126.9688505}],\n",
       " ['방이역', '서울특별시 송파구 양재대로 지하1127', {'lat': 37.5082689, 'lng': 127.1256528}],\n",
       " ['신답역', '서울특별시 성동구 천호대로 232', {'lat': 37.569744, 'lng': 127.0469446}],\n",
       " ['녹번역', '서울특별시 은평구 통일로 지하602-1', {'lat': 37.6123992, 'lng': 126.9292744}],\n",
       " ['신정역', '서울특별시 양천구 오목로 지하179', {'lat': 37.5244878, 'lng': 126.8732518}],\n",
       " ['송파나루역',\n",
       "  '서울특별시 송파구 백제고분로 지하446 (방이동)',\n",
       "  {'lat': 37.5079559, 'lng': 127.0981246}],\n",
       " ['강변역', '서울특별시 광진구 강변역로 53', {'lat': 37.5354211, 'lng': 127.094533}],\n",
       " ['대흥역', '서울특별시 마포구 대흥로 지하85', {'lat': 37.5477376, 'lng': 126.9395534}],\n",
       " ['신정네거리역', '서울특별시 양천구 중앙로 지하261', {'lat': 37.5055803, 'lng': 126.9083512}],\n",
       " ['애오개역', '서울특별시 마포구 마포대로 지하210', {'lat': 37.5661698, 'lng': 126.9669625}],\n",
       " ['상봉역', '서울특별시 중랑구 망우로 지하297', {'lat': 37.59661, 'lng': 127.08581}],\n",
       " ['용산역', '서울특별시 용산구 한강대로23길 55', {'lat': 37.5288539, 'lng': 126.9640447}],\n",
       " ['장한평역', '서울특별시 동대문구 천호대로 지하405', {'lat': 37.5620369, 'lng': 127.0642668}],\n",
       " ['한성대입구역', '서울특별시 성북구 삼선교로 지하1', {'lat': 37.58817, 'lng': 127.00581}],\n",
       " ['솔샘역',\n",
       "  '서울특별시 강북구 솔샘로 지하 189 (미아동)',\n",
       "  {'lat': 37.6312905, 'lng': 127.0246018}],\n",
       " ['문래역', '서울특별시 영등포구 당산로 지하28', {'lat': 37.5247548, 'lng': 126.8973346}],\n",
       " ['구의역', '서울특별시 광진구 아차산로 384-1', {'lat': 37.5382826, 'lng': 127.0907553}],\n",
       " ['안국역', '서울특별시 종로구 율곡로 지하62', {'lat': 37.574971, 'lng': 126.9981589}],\n",
       " ['마곡역', '서울특별시 강서구 공항대로 지하163', {'lat': 37.56025, 'lng': 126.824664}],\n",
       " ['경찰병원역', '서울특별시 송파구 중대로 지하149', {'lat': 37.4988705, 'lng': 127.1290056}],\n",
       " ['남부터미널역', '서울특별시 서초구 서초중앙로 지하31', {'lat': 37.5000254, 'lng': 127.0112881}],\n",
       " ['상수역', '서울특별시 마포구 독막로 지하85', {'lat': 37.5477376, 'lng': 126.9395534}],\n",
       " ['강동역',\n",
       "  '서울특별시 강동구 천호대로 지하1097',\n",
       "  {'lat': 37.53569239999999, 'lng': 127.1340676}],\n",
       " ['사가정역', '서울특별시 중랑구 사가정로 지하393', {'lat': 37.5430801, 'lng': 127.131496}],\n",
       " ['동대문역', '서울특별시 종로구 종로 지하302', {'lat': 37.5670855, 'lng': 126.9917907}],\n",
       " ['쌍문역', '서울특별시 도봉구 도봉로 486-1 (창동)', {'lat': 37.6344027, 'lng': 127.0422083}],\n",
       " ['강동구청역', '서울특별시 강동구 올림픽로 지하550', {'lat': 37.5306852, 'lng': 127.1206235}],\n",
       " ['압구정역', '서울특별시 강남구 압구정로 지하172', {'lat': 37.5270592, 'lng': 127.037766}],\n",
       " ['불광역', '서울특별시 은평구 통일로 지하723-1', {'lat': 37.6105008, 'lng': 126.9292508}],\n",
       " ['서강대역',\n",
       "  '서울특별시 마포구 서강로 지하118',\n",
       "  {'lat': 37.55581189999999, 'lng': 126.9380393}],\n",
       " ['송정역', '서울특별시 강서구 공항대로 지하33', {'lat': 37.56129749999999, 'lng': 126.808716}],\n",
       " ['수유역',\n",
       "  '서울특별시 강북구 도봉로 지하338 (번동 386-16)',\n",
       "  {'lat': 37.6315748, 'lng': 127.0278216}],\n",
       " ['노량진역', '서울특별시 동작구 노량진로 151', {'lat': 37.5141079, 'lng': 126.9430428}],\n",
       " ['성신여대입구역', '서울특별시 성북구 동소문로 지하102', {'lat': 37.5927217, 'lng': 127.0164854}],\n",
       " ['구산역', '서울특별시 은평구 연서로 지하137-1', {'lat': 37.6190884, 'lng': 126.9235023}],\n",
       " ['월곡역',\n",
       "  '서울특별시 성북구 월곡로 107 (하월곡동 35-1)',\n",
       "  {'lat': 37.6013813, 'lng': 127.0411709}],\n",
       " ['북한산우이역',\n",
       "  '서울특별시 강북구 삼양로 지하 676 (우이동)',\n",
       "  {'lat': 37.6370282, 'lng': 127.0170402}],\n",
       " ['잠원역', '서울특별시 서초구 잠원로4길 지하46', {'lat': 37.5076744, 'lng': 127.0093594}],\n",
       " ['거여역', '서울특별시 송파구 오금로 지하499', {'lat': 37.5471618, 'lng': 127.0435644}],\n",
       " ['남구로역', '서울특별시 구로구 도림로 지하7', {'lat': 37.4860154, 'lng': 126.8872302}],\n",
       " ['신금호역', '서울특별시 성동구 금호로 지하154', {'lat': 37.5178224, 'lng': 127.0210816}],\n",
       " ['상일동역', '서울특별시 강동구 고덕로 지하359', {'lat': 37.4947854, 'lng': 127.0286417}],\n",
       " ['개화역', '서울특별시 강서구 개화동로8길 38', {'lat': 37.5804064, 'lng': 126.7949617}],\n",
       " ['시청역', '서울특별시 중구 세종대로 지하101', {'lat': 37.5657037, 'lng': 126.9768616}],\n",
       " ['양원역', '서울특별시 중랑구 송림길 147', {'lat': 37.6065857, 'lng': 127.1079289}],\n",
       " ['신당역', '서울특별시 중구 퇴계로 지하 431-1', {'lat': 37.565669, 'lng': 127.019452}],\n",
       " ['신도림역', '서울특별시 구로구 경인로 688', {'lat': 37.4984887, 'lng': 126.8601539}],\n",
       " ['양천구청역', '서울특별시 양천구 목동로3길 지하33', {'lat': 37.5125067, 'lng': 126.8657123}],\n",
       " ['종로3가역', '서울특별시 종로구 종로 지하129', {'lat': 37.570436, 'lng': 126.992148}],\n",
       " ['신논현역', '서울특별시 강남구 봉은사로 지하102', {'lat': 37.5179659, 'lng': 127.0514734}],\n",
       " ['먹골역', '서울특별시 중랑구 동일로 지하901', {'lat': 37.61026, 'lng': 127.07762}],\n",
       " ['한강진역', '서울특별시 용산구 이태원로 지하287', {'lat': 37.5399947, 'lng': 127.0017486}],\n",
       " ['아차산역', '서울특별시 광진구 천호대로 지하657', {'lat': 37.5538892, 'lng': 127.0857152}],\n",
       " ['삼전역',\n",
       "  '서울특별시 송파구 백제고분로 지하189 (잠실동)',\n",
       "  {'lat': 37.5097534, 'lng': 127.0825797}],\n",
       " ['미아사거리역',\n",
       "  '서울특별시 강북구 도봉로 지하50 (미아동 66-1)',\n",
       "  {'lat': 37.6346546, 'lng': 127.0239468}],\n",
       " ['장지역', '서울특별시 송파구 송파대로 지하82', {'lat': 37.4917416, 'lng': 127.1178672}],\n",
       " ['수색역', '서울특별시 은평구 수색로 261-1', {'lat': 37.5802897, 'lng': 126.8959692}],\n",
       " ['신설동역', '서울특별시 동대문구 왕산로 지하1', {'lat': 37.5781178, 'lng': 127.0349086}],\n",
       " ['가좌역', '서울특별시 마포구 성암로 28', {'lat': 37.5691523, 'lng': 126.9128992}],\n",
       " ['샛강역', '서울특별시 영등포구 의사당대로 지하166', {'lat': 37.5171105, 'lng': 126.9304634}],\n",
       " ['대모산입구역', '서울특별시 강남구 개포로 지하522', {'lat': 37.4881657, 'lng': 127.0288821}],\n",
       " ['천호역', '서울특별시 강동구 천호대로 지하997', {'lat': 37.5392918, 'lng': 127.1232819}],\n",
       " ['화곡역', '서울특별시 강서구 화곡로 지하168', {'lat': 37.5730864, 'lng': 126.8184811}],\n",
       " ['녹천역', '서울특별시 도봉구 덕릉로 376', {'lat': 37.6431857, 'lng': 127.0454182}],\n",
       " ['암사역', '서울특별시 강동구 올림픽로 지하776', {'lat': 37.5486728, 'lng': 127.1275525}],\n",
       " ['대치역', '서울특별시 강남구', {'lat': 37.5172363, 'lng': 127.0473248}],\n",
       " ['마천역', '서울특별시 송파구 마천로57길 지하7', {'lat': 37.495027, 'lng': 127.152806}],\n",
       " ['을지로입구역', '서울특별시 중구 을지로 지하42', {'lat': 37.566065, 'lng': 126.982679}],\n",
       " ['학여울역', '서울특별시 강남구', {'lat': 37.5172363, 'lng': 127.0473248}],\n",
       " ['답십리역', '서울특별시 동대문구 천호대로 지하 300', {'lat': 37.5462467, 'lng': 127.1033404}],\n",
       " ['삼성중앙역', '서울특별시 강남구 봉은사로 지하501', {'lat': 37.5062169, 'lng': 127.0374139}],\n",
       " ['돌곶이역', '서울특별시 성북구 화랑로 지하243', {'lat': 37.6105223, 'lng': 127.0572772}],\n",
       " ['양재시민의숲역', '서울특별시 서초구 매헌로 지하116', {'lat': 37.5090092, 'lng': 127.0857197}],\n",
       " ['월드컵경기장역', '서울특별시 마포구 월드컵로 지하240', {'lat': 37.5682588, 'lng': 126.8972774}],\n",
       " ['효창공원앞역', '서울특별시 용산구 백범로 지하287', {'lat': 37.5399947, 'lng': 127.0017486}],\n",
       " ['이대역', '서울특별시 마포구 신촌로 지하180', {'lat': 37.5567198, 'lng': 126.9459737}],\n",
       " ['강일역', '서울특별시 강동구 고덕로 지하456', {'lat': 37.5529423, 'lng': 127.1336043}],\n",
       " ['동묘앞역', '서울특별시 종로구 종로 359', {'lat': 37.5732808, 'lng': 127.0166486}],\n",
       " ['이촌역', '서울특별시 용산구 서빙고로 지하83', {'lat': 37.5222735, 'lng': 126.9747217}],\n",
       " ['화계역', '서울특별시 강북구 삼양로 341 (수유동)', {'lat': 37.6338509, 'lng': 127.0172933}],\n",
       " ['용답역', '서울특별시 성동구 용답길 86', {'lat': 37.5586888, 'lng': 127.0531724}],\n",
       " ['태릉입구역', '서울특별시 노원구 동일로 992-1', {'lat': 37.6187604, 'lng': 127.0756065}],\n",
       " ['한양대역', '서울특별시 성동구 왕십리로 206', {'lat': 37.5552593, 'lng': 127.0436579}],\n",
       " ['개봉역', '서울특별시 구로구 경인로40길 47', {'lat': 37.4945586, 'lng': 126.8587506}],\n",
       " ['일원역', '서울특별시 강남구 일원로 지하121', {'lat': 37.4842574, 'lng': 127.0840871}],\n",
       " ['양천향교역', '서울특별시 강서구 양천로 지하341', {'lat': 37.5730864, 'lng': 126.8184811}],\n",
       " ['고속터미널역', '서울특별시 서초구 신반포로 지하188', {'lat': 37.5060582, 'lng': 127.0033885}],\n",
       " ['상도역', '서울특별시 동작구 상도로 지하272', {'lat': 37.503082, 'lng': 126.947769}],\n",
       " ['보라매역', '서울특별시 동작구 상도로 2', {'lat': 37.49987369999999, 'lng': 126.9205715}],\n",
       " ['역삼역', '서울특별시 강남구 테헤란로 지하156', {'lat': 37.500659, 'lng': 127.0362042}],\n",
       " ['녹사평역', '서울특별시 용산구 녹사평대로 지하195', {'lat': 37.5307677, 'lng': 126.9677012}],\n",
       " ['상월곡역', '서울특별시 성북구 화랑로 지하157', {'lat': 37.6176466, 'lng': 127.0685939}],\n",
       " ['수서역', '서울특별시 강남구 광평로 지하270', {'lat': 37.4873027, 'lng': 127.1018755}],\n",
       " ['신용산역', '서울특별시 용산구 한강대로 지하112', {'lat': 37.5516714, 'lng': 126.972922}],\n",
       " ['아현역', '서울특별시 마포구 신촌로 지하270', {'lat': 37.5560036, 'lng': 126.9356955}],\n",
       " ['김포공항역', '서울특별시 강서구 하늘길 지하77', {'lat': 37.56032, 'lng': 126.7982336}],\n",
       " ['가오리역', '서울특별시 강북구 삼양로 426 (수유동)', {'lat': 37.6370282, 'lng': 127.0170402}],\n",
       " ['을지로4가역', '서울특별시 중구 을지로 지하178', {'lat': 37.566621, 'lng': 126.997733}],\n",
       " ['뚝섬유원지역', '서울특별시 광진구 능동로 10', {'lat': 37.5354773, 'lng': 127.0753875}],\n",
       " ['충정로역', '서울특별시 서대문구 서소문로 지하17', {'lat': 37.5612786, 'lng': 126.9693213}],\n",
       " ['까치산역', '서울특별시 강서구 강서로 지하54', {'lat': 37.53247, 'lng': 126.84637}],\n",
       " ['잠실역', '서울특별시 송파구 올림픽로 지하265', {'lat': 37.5132537, 'lng': 127.1001549}],\n",
       " ['하계역',\n",
       "  '서울특별시 노원구 동일로 지하1196',\n",
       "  {'lat': 37.63636049999999, 'lng': 127.0680165}],\n",
       " ['교대역', '서울특별시 서초구 서초대로 지하294', {'lat': 37.4900549, 'lng': 127.0007641}],\n",
       " ['신이문역', '서울특별시 동대문구 한천로 472', {'lat': 37.6054759, 'lng': 127.0686596}],\n",
       " ['가락시장역', '서울특별시 송파구 송파대로 지하257', {'lat': 37.4926625, 'lng': 127.1185438}],\n",
       " ['동대문역사문화공원역', '서울특별시 중구 을지로 지하279', {'lat': 37.5665899, 'lng': 126.9982939}],\n",
       " ['서울대입구역', '서울특별시 관악구', {'lat': 37.4784063, 'lng': 126.9516133}],\n",
       " ['흑석역', '서울특별시 동작구 현충로 지하90', {'lat': 37.5084759, 'lng': 126.9640414}],\n",
       " ['망원역', '서울특별시 마포구 월드컵로 지하77', {'lat': 37.5487042, 'lng': 126.9208274}],\n",
       " ['구로역', '서울특별시 구로구 구로중앙로 174', {'lat': 37.5023699, 'lng': 126.8814842}],\n",
       " ['숭실대입구역', '서울특별시 동작구 상도로 지하378', {'lat': 37.495861, 'lng': 126.953991}],\n",
       " ['북한산보국문역',\n",
       "  '서울특별시 성북구 보국문로 지하 88 (정릉동)',\n",
       "  {'lat': 37.6133214, 'lng': 127.0048485}],\n",
       " ['삼각지역', '서울특별시 용산구 한강대로 지하180', {'lat': 37.5516714, 'lng': 126.972922}],\n",
       " ['석촌역', '서울특별시 송파구 송파대로 지하439 (석촌동)', {'lat': 37.503517, 'lng': 127.1035697}],\n",
       " ['신방화역', '서울특별시 강서구 방화대로 지하301', {'lat': 37.56751, 'lng': 126.8165894}],\n",
       " ['영등포구청역', '서울특별시 영등포구 당산로 지하121', {'lat': 37.5301272, 'lng': 126.9070794}],\n",
       " ['둔촌동역', '서울특별시 강동구 양재대로 지하1369', {'lat': 37.527692, 'lng': 127.136247}],\n",
       " ['숙대입구역', '서울특별시 용산구 한강대로 지하306', {'lat': 37.5516714, 'lng': 126.972922}],\n",
       " ['도림천역', '서울특별시 구로구 경인로67길 160', {'lat': 37.5144011, 'lng': 126.8826846}],\n",
       " ['당산역', '서울특별시 영등포구 당산로 229', {'lat': 37.5349309, 'lng': 126.9027301}],\n",
       " ['문정역', '서울특별시 송파구 송파대로 지하179', {'lat': 37.4853136, 'lng': 127.1206221}],\n",
       " ['신림역', '서울특별시 관악구', {'lat': 37.4784063, 'lng': 126.9516133}],\n",
       " ['반포역', '서울특별시 서초구 신반포로 지하241', {'lat': 37.5082192, 'lng': 127.0119209}],\n",
       " ['압구정로데오역', '서울특별시 강남구 압구정로 지하 402', {'lat': 37.5214301, 'lng': 127.0276326}],\n",
       " ['종합운동장역', '서울특별시 송파구 올림픽로 지하23', {'lat': 37.5110737, 'lng': 127.0742827}],\n",
       " ['길음역', '서울특별시 성북구 동소문로 지하248', {'lat': 37.602671, 'lng': 127.0236243}],\n",
       " ['오목교역', '서울특별시 양천구 오목로 지하342', {'lat': 37.5245414, 'lng': 126.874271}],\n",
       " ['제기동역', '서울특별시 동대문구 왕산로 지하93', {'lat': 37.5781178, 'lng': 127.0349086}],\n",
       " ['금호역', '서울특별시 성동구 동호로 지하104', {'lat': 37.5543795, 'lng': 127.0110164}],\n",
       " ['몽촌토성역', '서울특별시 송파구 올림픽로 지하383', {'lat': 37.5389984, 'lng': 127.1365369}],\n",
       " ['방학역', '서울특별시 도봉구 도봉로150다길 3', {'lat': 37.6663079, 'lng': 127.0444088}],\n",
       " ['매봉역', '서울특별시 강남구', {'lat': 37.5172363, 'lng': 127.0473248}],\n",
       " ['여의도역', '서울특별시 영등포구', {'lat': 37.5263715, 'lng': 126.8962283}],\n",
       " ['공항시장역', '서울특별시 강서구 방화대로 지하30', {'lat': 37.5646012, 'lng': 126.8169076}],\n",
       " ['노들역', '서울특별시 동작구 노량진로 지하238', {'lat': 37.5118188, 'lng': 126.9527791}],\n",
       " ['합정역', '서울특별시 마포구 양화로 지하55', {'lat': 37.552785, 'lng': 126.9186125}],\n",
       " ['용두역', '서울특별시 동대문구 천호대로 지하129', {'lat': 37.5818187, 'lng': 127.0525297}],\n",
       " ['마들역', '서울특별시 노원구 동일로 지하1530-1', {'lat': 37.665375, 'lng': 127.057614}],\n",
       " ['신목동역',\n",
       "  '서울특별시 양천구 목동중앙로 지하217',\n",
       "  {'lat': 37.54463270000001, 'lng': 126.8828738}],\n",
       " ['이태원역', '서울특별시 용산구 이태원로 지하177', {'lat': 37.534481, 'lng': 126.994517}],\n",
       " ['홍대입구역', '서울특별시 마포구 양화로 지하160', {'lat': 37.5567267, 'lng': 126.923641}],\n",
       " ['약수역', '서울특별시 중구 다산로 지하122', {'lat': 37.5543795, 'lng': 127.0110164}],\n",
       " ['내방역', '서울특별시 서초구 서초대로 지하103', {'lat': 37.48757630000001, 'lng': 126.99365}],\n",
       " ['정릉역',\n",
       "  '서울특별시 성북구 아리랑로 지하 122 (정릉동)',\n",
       "  {'lat': 37.5980785, 'lng': 127.0145949}],\n",
       " ['왕십리역', '서울특별시 성동구 왕십리로 지하300', {'lat': 37.5611822, 'lng': 127.0363048}],\n",
       " ['석촌고분역',\n",
       "  '서울특별시 송파구 백제고분로 지하274 (삼전동)',\n",
       "  {'lat': 37.5027949, 'lng': 127.0925158}],\n",
       " ['개화산역', '서울특별시 강서구 양천로 22', {'lat': 37.5722225, 'lng': 126.8059564}],\n",
       " ['충무로역', '서울특별시 중구 퇴계로 지하199', {'lat': 37.5611927, 'lng': 126.9941026}],\n",
       " ['논현역', '서울특별시 강남구 학동로 지하102', {'lat': 37.5179659, 'lng': 127.0514734}],\n",
       " ['월계역', '서울특별시 노원구 월계로53길 40', {'lat': 37.6319572, 'lng': 127.0587751}],\n",
       " ['목동역', '서울특별시 양천구 오목로 지하245', {'lat': 37.5229696, 'lng': 126.8872291}],\n",
       " ['봉은사역', '서울특별시 강남구 봉은사로 지하601', {'lat': 37.5047238, 'lng': 127.0264048}],\n",
       " ['무악재역', '서울특별시 서대문구 통일로 지하361', {'lat': 37.5793585, 'lng': 126.9199752}],\n",
       " ['중화역', '서울특별시 중랑구 동일로 지하797', {'lat': 37.6042971, 'lng': 127.0780346}],\n",
       " ['새절역', '서울특별시 은평구 증산로 지하400', {'lat': 37.623388, 'lng': 126.9239177}],\n",
       " ['구파발역', '서울특별시 은평구 진관2로 지하15-25', {'lat': 37.6354486, 'lng': 126.9231387}],\n",
       " ['수락산역', '서울특별시 노원구 동일로 1662', {'lat': 37.6771548, 'lng': 127.0553068}],\n",
       " ['마곡나루역',\n",
       "  '서울특별시 강서구 마곡중앙5로 지하 2 (마곡동)',\n",
       "  {'lat': 37.55319679999999, 'lng': 126.8298352}],\n",
       " ['청담역', '서울특별시 강남구 학동로 지하508', {'lat': 37.5192805, 'lng': 127.0521004}],\n",
       " ['양평역', '서울특별시 영등포구 양산로 지하21', {'lat': 37.5242305, 'lng': 126.8953477}],\n",
       " ['망우역', '서울특별시 중랑구 망우로55길 11-10', {'lat': 37.5991217, 'lng': 127.0910742}],\n",
       " ['신사역', '서울특별시 강남구 도산대로 지하102', {'lat': 37.5163915, 'lng': 127.0203073}],\n",
       " ['동대입구역', '서울특별시 중구 동호로 지하256', {'lat': 37.5487875, 'lng': 127.0063284}],\n",
       " ['마포역', '서울특별시 마포구 마포대로 지하33', {'lat': 37.5393493, 'lng': 126.9448207}],\n",
       " ['공릉역', '서울특별시 노원구 동일로 지하107', {'lat': 37.6668466, 'lng': 127.056826}],\n",
       " ['구로디지털단지역', '서울특별시 구로구 도림천로 477', {'lat': 37.4851265, 'lng': 126.9015288}],\n",
       " ['대방역', '서울특별시 영등포구 여의대방로 300', {'lat': 37.5132802, 'lng': 126.9262955}],\n",
       " ['을지로3가역', '서울특별시 중구 을지로 지하106', {'lat': 37.5652675, 'lng': 127.0084173}],\n",
       " ['광흥창역', '서울특별시 마포구 독막로 지하165', {'lat': 37.5568578, 'lng': 126.9241741}],\n",
       " ['오금역', '서울특별시 송파구 오금로 지하321', {'lat': 37.5085205, 'lng': 127.1158668}],\n",
       " ['국회의사당역', '서울특별시 영등포구 국회대로 지하758', {'lat': 37.5275881, 'lng': 126.9183152}],\n",
       " ['용마산역', '서울특별시 중랑구 용마산로 지하227', {'lat': 37.5739772, 'lng': 127.0870093}],\n",
       " ['천왕역', '서울특별시 구로구 오리로 지하1154', {'lat': 37.6568337, 'lng': 127.0621535}],\n",
       " ['신촌역', '서울특별시 마포구 신촌로 지하90', {'lat': 37.559771, 'lng': 126.942367}],\n",
       " ['마포구청역', '서울특별시 마포구 월드컵로 지하190', {'lat': 37.5593963, 'lng': 126.9058128}],\n",
       " ['응암역', '서울특별시 은평구 증산로 지하477', {'lat': 37.5423968, 'lng': 127.1446542}],\n",
       " ['학동역', '서울특별시 강남구 학동로 지하180', {'lat': 37.5144007, 'lng': 127.0318312}],\n",
       " ['구반포역', '서울특별시 서초구 신반포로 지하17', {'lat': 37.5076744, 'lng': 127.0093594}],\n",
       " ['고려대역', '서울특별시 성북구 종암로 1', {'lat': 37.5903824, 'lng': 127.036203}],\n",
       " ['증산역', '서울특별시 은평구 증산로 지하306', {'lat': 37.585226, 'lng': 126.908781}],\n",
       " ['길동역', '서울특별시 강동구 양재대로 지하1480', {'lat': 37.5383746, 'lng': 127.1402046}],\n",
       " ['청량리역', '서울특별시 동대문구 왕산로 214 (전농동)', {'lat': 37.5792928, 'lng': 127.0479007}],\n",
       " ['방배역', '서울특별시 서초구 방배로 지하80', {'lat': 37.5261535, 'lng': 127.0013914}],\n",
       " ['한남역', '서울특별시 용산구 독서당로6길 12-13', {'lat': 37.5300071, 'lng': 127.0106832}],\n",
       " ['등촌역', '서울특별시 강서구 공항대로 지하529', {'lat': 37.5510957, 'lng': 126.8647359}],\n",
       " ['안암역',\n",
       "  '서울특별시 성북구 고려대로 지하89 (안암동5가 101-53)',\n",
       "  {'lat': 37.5864278, 'lng': 127.0291672}],\n",
       " ['송파역', '서울특별시 송파구 송파대로 지하354', {'lat': 37.5162655, 'lng': 127.1100006}],\n",
       " ['남성역', '서울특별시 동작구 사당로 지하218', {'lat': 37.4846, 'lng': 126.9712504}],\n",
       " ['오류동역', '서울특별시 구로구 경인로20길 13', {'lat': 37.4954036, 'lng': 126.8470424}],\n",
       " ['옥수역', '서울특별시 성동구 동호로 21', {'lat': 37.5398948, 'lng': 127.0172208}],\n",
       " ['남태령역', '서울특별시 서초구 과천대로 지하816', {'lat': 37.4643638, 'lng': 126.9892695}],\n",
       " ['복정역', '서울특별시 송파구 송파대로 지하6', {'lat': 37.5157956, 'lng': 127.0988566}],\n",
       " ['둔촌오륜역',\n",
       "  '서울특별시 강동구 강동대로 지하303 (둔촌동)',\n",
       "  {'lat': 37.5272032, 'lng': 127.144105}],\n",
       " ['성수역', '서울특별시 성동구 아차산로 100', {'lat': 37.5446009, 'lng': 127.0568847}],\n",
       " ['솔밭공원역', '서울특별시 강북구 삼양로 595 (우이동)', {'lat': 37.6518027, 'lng': 127.0111583}],\n",
       " ['영등포시장역', '서울특별시 영등포구 양산로 지하200', {'lat': 37.52261, 'lng': 126.90494}],\n",
       " ['남영역', '서울특별시 용산구 한강대로77길 25', {'lat': 37.5415379, 'lng': 126.9712663}],\n",
       " ['상계역',\n",
       "  '서울특별시 노원구 상계로 182 (상계동 156-203)',\n",
       "  {'lat': 37.6610953, 'lng': 127.0735256}],\n",
       " ['서빙고역', '서울특별시 용산구 서빙고로 238', {'lat': 37.5197774, 'lng': 126.9911719}],\n",
       " ['창동역',\n",
       "  '서울특별시 도봉구 마들로11길 77 (창동 135-1)',\n",
       "  {'lat': 37.6531856, 'lng': 127.0481139}],\n",
       " ['외대앞역', '서울특별시 동대문구 휘경로 27', {'lat': 37.5953604, 'lng': 127.0630252}],\n",
       " ['사평역', '서울특별시 서초구 사평대로 지하285', {'lat': 37.50389, 'lng': 127.01569}],\n",
       " ['낙성대역', '서울특별시 관악구', {'lat': 37.4784063, 'lng': 126.9516133}],\n",
       " ['서대문역', '서울특별시 종로구 통일로 지하126', {'lat': 37.5658503, 'lng': 126.9667289}],\n",
       " ['증미역', '서울특별시 강서구 양천로 지하560', {'lat': 37.55814, 'lng': 126.860623}],\n",
       " ['도봉역', '서울특별시 도봉구 도봉로170길 2', {'lat': 37.6803234, 'lng': 127.045755}],\n",
       " ['올림픽공원역', '서울특별시 송파구 양재대로 지하1233', {'lat': 37.50885, 'lng': 127.1247641}],\n",
       " ['노원역',\n",
       "  '서울특별시 노원구 상계로 69-1 (상계동 602-5)',\n",
       "  {'lat': 37.6558674, 'lng': 127.0619911}],\n",
       " ['도봉산역', '서울특별시 도봉구 도봉로 964-33', {'lat': 37.6891763, 'lng': 127.0461302}],\n",
       " ['강남역', '서울특별시 강남구 강남대로 지하396', {'lat': 37.497992, 'lng': 127.0279357}],\n",
       " ['신반포역', '서울특별시 서초구 신반포로 지하105', {'lat': 37.5060582, 'lng': 127.0033885}],\n",
       " ['홍제역', '서울특별시 서대문구 통일로 지하440-1', {'lat': 37.581817, 'lng': 126.9508662}],\n",
       " ['언주역', '서울특별시 강남구 봉은사로 지하201', {'lat': 37.5052359, 'lng': 127.0261162}],\n",
       " ['상왕십리역', '서울특별시 성동구 왕십리로 지하374', {'lat': 37.5555334, 'lng': 127.0106514}],\n",
       " ['발산역', '서울특별시 강서구 공항대로 지하267', {'lat': 37.5516161, 'lng': 126.8685374}],\n",
       " ['장승배기역', '서울특별시 동작구 상도로 지하188', {'lat': 37.504828, 'lng': 126.938988}],\n",
       " ['잠실새내역', '서울특별시 송파구 올림픽로 지하140', {'lat': 37.5098111, 'lng': 127.0895602}],\n",
       " ['화랑대역', '서울특별시 노원구 화랑로 지하510', {'lat': 37.5588161, 'lng': 126.9274137}],\n",
       " ['독산역', '서울특별시 금천구 벚꽃로 115', {'lat': 37.4656408, 'lng': 126.8897931}],\n",
       " ['동작역', '서울특별시 동작구 현충로 257', {'lat': 37.50346469999999, 'lng': 126.9799265}],\n",
       " ['창신역', '서울특별시 종로구 지봉로 지하112', {'lat': 37.5657466, 'lng': 127.0084246}],\n",
       " ['한성백제역', '서울특별시 송파구 위례성대로 지하29 (방이동)', []],\n",
       " ['삼양역',\n",
       "  '서울특별시 강북구 삼양로 지하 259 (미아동)',\n",
       "  {'lat': 37.6268335, 'lng': 127.0269077}],\n",
       " ['광나루역', '서울특별시 광진구 아차산로 지하571', {'lat': 37.5376127, 'lng': 127.0726183}],\n",
       " ['종각역', '서울특별시 종로구 종로 지하55', {'lat': 37.570169, 'lng': 126.983099}],\n",
       " ['중앙보훈병원역',\n",
       "  '서울특별시 강동구 동남로 지하625 (둔촌동)',\n",
       "  {'lat': 37.5348528, 'lng': 127.1452202}],\n",
       " ['신대방삼거리역', '서울특별시 동작구 상도로 지하76', {'lat': 37.4975715, 'lng': 126.9531092}],\n",
       " ['신내역', '서울특별시 중랑구 신내역로 20', {'lat': 37.6171078, 'lng': 127.1067657}],\n",
       " ['혜화역', '서울특별시 종로구 대학로 지하120', {'lat': 37.58217, 'lng': 127.001893}],\n",
       " ['금천구청역', '서울특별시 금천구 시흥대로63길 91', {'lat': 37.4557965, 'lng': 126.8943636}],\n",
       " ['봉천역', '서울특별시 관악구', {'lat': 37.4784063, 'lng': 126.9516133}],\n",
       " ['회현역', '서울특별시 중구 퇴계로 지하54', {'lat': 37.5609724, 'lng': 126.9945971}],\n",
       " ['삼성역', '서울특별시 강남구 테헤란로 지하538', {'lat': 37.4999802, 'lng': 127.035465}],\n",
       " ['마장역', '서울특별시 성동구 마장로 지하296', {'lat': 37.5660522, 'lng': 127.0430835}],\n",
       " ['광운대역', '서울특별시 노원구 석계로 98-2', {'lat': 37.6232015, 'lng': 127.0616631}],\n",
       " ['서초역', '서울특별시 서초구 서초대로 지하233', {'lat': 37.5541037, 'lng': 127.0816175}],\n",
       " ['대청역', '서울특별시 강남구 일원로 지하2', {'lat': 37.4895177, 'lng': 127.0861511}],\n",
       " ['굽은다리역', '서울특별시 강동구 양재대로 지하1572', {'lat': 37.5374092, 'lng': 127.1411034}],\n",
       " ['청구역', '서울특별시 중구 청구로 지하77', {'lat': 37.5570088, 'lng': 127.0146609}],\n",
       " ['개포동역', '서울특별시 강남구 개포로 지하420', {'lat': 37.48927, 'lng': 127.0664}],\n",
       " ['중계역', '서울특별시 노원구 동일로 지하1308-1', {'lat': 37.6562713, 'lng': 127.0624069}],\n",
       " ['가양역', '서울특별시 강서구 양천로 지하485', {'lat': 37.5617266, 'lng': 126.8539792}],\n",
       " ['잠실나루역', '서울특별시 송파구 오금로 20', {'lat': 37.5186216, 'lng': 127.1049002}],\n",
       " ['독립문역', '서울특별시 서대문구 통일로 지하247', {'lat': 37.5740613, 'lng': 126.9563603}],\n",
       " ['버티고개역', '서울특별시 중구 다산로 지하38', {'lat': 37.562536, 'lng': 127.0179657}],\n",
       " ['신풍역', '서울특별시 영등포구 신풍로 지하27', {'lat': 37.5249033, 'lng': 126.8956829}],\n",
       " ['응봉역', '서울특별시 성동구 고산자로 123', {'lat': 37.5503432, 'lng': 127.0347983}],\n",
       " ['행당역', '서울특별시 성동구 행당로 지하89', {'lat': 37.5246862, 'lng': 127.0415786}],\n",
       " ['우장산역', '서울특별시 강서구 강서로 지하262', {'lat': 37.5485368, 'lng': 126.8758492}],\n",
       " ['중랑역', '서울특별시 중랑구 중랑역로 9', {'lat': 37.5955944, 'lng': 127.0754081}],\n",
       " ['어린이대공원역', '서울특별시 광진구 능동로 지하210', {'lat': 37.547913, 'lng': 127.07461}],\n",
       " ['광화문역', '서울특별시 종로구 세종대로 지하172', {'lat': 37.5740339, 'lng': 126.976775}],\n",
       " ['삼양사거리역',\n",
       "  '서울특별시 강북구 삼양로 197 (미아동)',\n",
       "  {'lat': 37.6266854, 'lng': 127.0262534}],\n",
       " ['보문역', '서울특별시 성북구 보문로 115', {'lat': 37.5853659, 'lng': 127.019087}],\n",
       " ['신길역', '서울특별시 영등포구 영등포로 327', {'lat': 37.5170175, 'lng': 126.9171901}],\n",
       " ['염창역', '서울특별시 강서구 공항대로 지하631', {'lat': 37.5573588, 'lng': 126.8613734}]]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import googlemaps\n",
    "\n",
    "gmaps = googlemaps.Client(key='AIzaSyB0UjtcljjqBbl-o2m119b-eTcuUhdWF3s')\n",
    "\n",
    "for i in range(len(lst)):\n",
    "    try:\n",
    "        time.sleep(1)\n",
    "        geocode_result = gmaps.geocode(lst[i][1], language='ko')\n",
    "        geocode_result=((geocode_result[0])['geometry'])['location']\n",
    "        lst[i].append(geocode_result)\n",
    "    except:\n",
    "        geocode_result = gmaps.geocode(lst[i][1], language='ko')\n",
    "        lst[i].append(geocode_result)\n",
    "lst\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['한성백제역', '서울특별시 송파구 위례성대로 지하29 (방이동)', []]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "result=[]\n",
    "for t in lst:\n",
    "    try:\n",
    "        cache=[]\n",
    "        cache.append(t[0])\n",
    "        cache.append(t[1])\n",
    "        cache.append((t[2])['lat'])\n",
    "        cache.append((t[2])['lng'])\n",
    "        result.append(cache)\n",
    "    except:\n",
    "        print(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['고덕역', '서울특별시 강동구 고덕로 지하253', 37.560834, 127.162694],\n",
       " ['방화역', '서울특별시 강서구 금낭화로 지하132', 37.5627927, 126.8240989],\n",
       " ['신대방역', '서울특별시 동작구 대림로 2', 37.4875104, 126.9129914],\n",
       " ['선정릉역', '서울특별시 강남구 봉은사로', 37.5085884, 127.0405045],\n",
       " ['중곡역', '서울특별시 광진구 능동로 지하417', 37.5661673, 127.0844525],\n",
       " ['회기역', '서울특별시 동대문구 회기로 196', 37.5896999, 127.0580246],\n",
       " ['구일역', '서울특별시 구로구 구일로 133', 37.49719839999999, 126.8719566],\n",
       " ['명일역', '서울특별시 강동구 양재대로 지하1632', 37.5374092, 127.1411034],\n",
       " ['미아역', '서울특별시 강북구 도봉로 지하198', 37.6339764, 127.0268879],\n",
       " ['당고개역', '서울특별시 노원구 상계로 305(상계동 111)', 37.6705563, 127.0793058],\n",
       " ['한티역', '서울특별시 강남구 선릉로 지하228', 37.5061265, 127.0823554],\n",
       " ['봉화산역', '서울특별시 중랑구 신내로 지하232', 37.6172829, 127.0913554],\n",
       " ['강남구청역', '서울특별시 강남구 학동로 지하346', 37.5171331, 127.0412987],\n",
       " ['면목역', '서울특별시 중랑구 면목로 지하407', 37.5805996, 127.0898628],\n",
       " ['온수역', '서울특별시 구로구 부일로 872', 37.4922901, 126.8239696],\n",
       " ['구룡역', '서울특별시 강남구 개포로 지하403', 37.4837357, 127.1261103],\n",
       " ['군자역', '서울특별시 광진구 천호대로 지하550', 37.5569984, 127.079719],\n",
       " ['선유도역', '서울특별시 영등포구 양평로 지하124', 37.5381087, 126.8933968],\n",
       " ['영등포역', '서울특별시 영등포구 경인로 846', 37.5154709, 126.9066823],\n",
       " ['건대입구역', '서울특별시 광진구 아차산로 243', 37.5407487, 127.0690014],\n",
       " ['뚝섬역', '서울특별시 성동구 아차산로 18', 37.5471773, 127.0473802],\n",
       " ['독바위역', '서울특별시 은평구 불광로 지하129-1', 37.618397, 126.933056],\n",
       " ['서울숲역', '서울특별시 성동구 왕십리로 지하 77', 37.5662185, 127.0637549],\n",
       " ['역촌역', '서울특별시 은평구 서오릉로 지하63', 37.60589, 126.92287],\n",
       " ['연신내역', '서울특별시 은평구 통일로 지하849', 37.6193714, 126.9205558],\n",
       " ['선릉역', '서울특별시 강남구 테헤란로 지하 340', 37.5045054, 127.0490037],\n",
       " ['종로5가역', '서울특별시 종로구 종로 지하216', 37.5701735, 126.985657],\n",
       " ['명동역', '서울특별시 중구 퇴계로 지하126', 37.56074, 126.98545],\n",
       " ['여의나루역', '서울특별시 영등포구 여의동로 지하343', 37.5213559, 126.9249795],\n",
       " ['개롱역', '서울특별시 송파구 오금로 지하402', 37.50579159999999, 127.1263283],\n",
       " ['도곡역', '서울특별시 강남구 남부순환로 지하 2814', 37.4905166, 127.0551068],\n",
       " ['공덕역', '서울특별시 마포구', 37.5637561, 126.9084211],\n",
       " ['가산디지털단지역', '서울특별시 금천구 벚꽃로 309', 37.4822545, 126.8821832],\n",
       " ['경복궁역', '서울특별시 종로구 사직로 지하130', 37.5743822, 126.9688505],\n",
       " ['방이역', '서울특별시 송파구 양재대로 지하1127', 37.5082689, 127.1256528],\n",
       " ['신답역', '서울특별시 성동구 천호대로 232', 37.569744, 127.0469446],\n",
       " ['녹번역', '서울특별시 은평구 통일로 지하602-1', 37.6123992, 126.9292744],\n",
       " ['신정역', '서울특별시 양천구 오목로 지하179', 37.5244878, 126.8732518],\n",
       " ['송파나루역', '서울특별시 송파구 백제고분로 지하446 (방이동)', 37.5079559, 127.0981246],\n",
       " ['강변역', '서울특별시 광진구 강변역로 53', 37.5354211, 127.094533],\n",
       " ['대흥역', '서울특별시 마포구 대흥로 지하85', 37.5477376, 126.9395534],\n",
       " ['신정네거리역', '서울특별시 양천구 중앙로 지하261', 37.5055803, 126.9083512],\n",
       " ['애오개역', '서울특별시 마포구 마포대로 지하210', 37.5661698, 126.9669625],\n",
       " ['상봉역', '서울특별시 중랑구 망우로 지하297', 37.59661, 127.08581],\n",
       " ['용산역', '서울특별시 용산구 한강대로23길 55', 37.5288539, 126.9640447],\n",
       " ['장한평역', '서울특별시 동대문구 천호대로 지하405', 37.5620369, 127.0642668],\n",
       " ['한성대입구역', '서울특별시 성북구 삼선교로 지하1', 37.58817, 127.00581],\n",
       " ['솔샘역', '서울특별시 강북구 솔샘로 지하 189 (미아동)', 37.6312905, 127.0246018],\n",
       " ['문래역', '서울특별시 영등포구 당산로 지하28', 37.5247548, 126.8973346],\n",
       " ['구의역', '서울특별시 광진구 아차산로 384-1', 37.5382826, 127.0907553],\n",
       " ['안국역', '서울특별시 종로구 율곡로 지하62', 37.574971, 126.9981589],\n",
       " ['마곡역', '서울특별시 강서구 공항대로 지하163', 37.56025, 126.824664],\n",
       " ['경찰병원역', '서울특별시 송파구 중대로 지하149', 37.4988705, 127.1290056],\n",
       " ['남부터미널역', '서울특별시 서초구 서초중앙로 지하31', 37.5000254, 127.0112881],\n",
       " ['상수역', '서울특별시 마포구 독막로 지하85', 37.5477376, 126.9395534],\n",
       " ['강동역', '서울특별시 강동구 천호대로 지하1097', 37.53569239999999, 127.1340676],\n",
       " ['사가정역', '서울특별시 중랑구 사가정로 지하393', 37.5430801, 127.131496],\n",
       " ['동대문역', '서울특별시 종로구 종로 지하302', 37.5670855, 126.9917907],\n",
       " ['쌍문역', '서울특별시 도봉구 도봉로 486-1 (창동)', 37.6344027, 127.0422083],\n",
       " ['강동구청역', '서울특별시 강동구 올림픽로 지하550', 37.5306852, 127.1206235],\n",
       " ['압구정역', '서울특별시 강남구 압구정로 지하172', 37.5270592, 127.037766],\n",
       " ['불광역', '서울특별시 은평구 통일로 지하723-1', 37.6105008, 126.9292508],\n",
       " ['서강대역', '서울특별시 마포구 서강로 지하118', 37.55581189999999, 126.9380393],\n",
       " ['송정역', '서울특별시 강서구 공항대로 지하33', 37.56129749999999, 126.808716],\n",
       " ['수유역', '서울특별시 강북구 도봉로 지하338 (번동 386-16)', 37.6315748, 127.0278216],\n",
       " ['노량진역', '서울특별시 동작구 노량진로 151', 37.5141079, 126.9430428],\n",
       " ['성신여대입구역', '서울특별시 성북구 동소문로 지하102', 37.5927217, 127.0164854],\n",
       " ['구산역', '서울특별시 은평구 연서로 지하137-1', 37.6190884, 126.9235023],\n",
       " ['월곡역', '서울특별시 성북구 월곡로 107 (하월곡동 35-1)', 37.6013813, 127.0411709],\n",
       " ['북한산우이역', '서울특별시 강북구 삼양로 지하 676 (우이동)', 37.6370282, 127.0170402],\n",
       " ['잠원역', '서울특별시 서초구 잠원로4길 지하46', 37.5076744, 127.0093594],\n",
       " ['거여역', '서울특별시 송파구 오금로 지하499', 37.5471618, 127.0435644],\n",
       " ['남구로역', '서울특별시 구로구 도림로 지하7', 37.4860154, 126.8872302],\n",
       " ['신금호역', '서울특별시 성동구 금호로 지하154', 37.5178224, 127.0210816],\n",
       " ['상일동역', '서울특별시 강동구 고덕로 지하359', 37.4947854, 127.0286417],\n",
       " ['개화역', '서울특별시 강서구 개화동로8길 38', 37.5804064, 126.7949617],\n",
       " ['시청역', '서울특별시 중구 세종대로 지하101', 37.5657037, 126.9768616],\n",
       " ['양원역', '서울특별시 중랑구 송림길 147', 37.6065857, 127.1079289],\n",
       " ['신당역', '서울특별시 중구 퇴계로 지하 431-1', 37.565669, 127.019452],\n",
       " ['신도림역', '서울특별시 구로구 경인로 688', 37.4984887, 126.8601539],\n",
       " ['양천구청역', '서울특별시 양천구 목동로3길 지하33', 37.5125067, 126.8657123],\n",
       " ['종로3가역', '서울특별시 종로구 종로 지하129', 37.570436, 126.992148],\n",
       " ['신논현역', '서울특별시 강남구 봉은사로 지하102', 37.5179659, 127.0514734],\n",
       " ['먹골역', '서울특별시 중랑구 동일로 지하901', 37.61026, 127.07762],\n",
       " ['한강진역', '서울특별시 용산구 이태원로 지하287', 37.5399947, 127.0017486],\n",
       " ['아차산역', '서울특별시 광진구 천호대로 지하657', 37.5538892, 127.0857152],\n",
       " ['삼전역', '서울특별시 송파구 백제고분로 지하189 (잠실동)', 37.5097534, 127.0825797],\n",
       " ['미아사거리역', '서울특별시 강북구 도봉로 지하50 (미아동 66-1)', 37.6346546, 127.0239468],\n",
       " ['장지역', '서울특별시 송파구 송파대로 지하82', 37.4917416, 127.1178672],\n",
       " ['수색역', '서울특별시 은평구 수색로 261-1', 37.5802897, 126.8959692],\n",
       " ['신설동역', '서울특별시 동대문구 왕산로 지하1', 37.5781178, 127.0349086],\n",
       " ['가좌역', '서울특별시 마포구 성암로 28', 37.5691523, 126.9128992],\n",
       " ['샛강역', '서울특별시 영등포구 의사당대로 지하166', 37.5171105, 126.9304634],\n",
       " ['대모산입구역', '서울특별시 강남구 개포로 지하522', 37.4881657, 127.0288821],\n",
       " ['천호역', '서울특별시 강동구 천호대로 지하997', 37.5392918, 127.1232819],\n",
       " ['화곡역', '서울특별시 강서구 화곡로 지하168', 37.5730864, 126.8184811],\n",
       " ['녹천역', '서울특별시 도봉구 덕릉로 376', 37.6431857, 127.0454182],\n",
       " ['암사역', '서울특별시 강동구 올림픽로 지하776', 37.5486728, 127.1275525],\n",
       " ['대치역', '서울특별시 강남구', 37.5172363, 127.0473248],\n",
       " ['마천역', '서울특별시 송파구 마천로57길 지하7', 37.495027, 127.152806],\n",
       " ['을지로입구역', '서울특별시 중구 을지로 지하42', 37.566065, 126.982679],\n",
       " ['학여울역', '서울특별시 강남구', 37.5172363, 127.0473248],\n",
       " ['답십리역', '서울특별시 동대문구 천호대로 지하 300', 37.5462467, 127.1033404],\n",
       " ['삼성중앙역', '서울특별시 강남구 봉은사로 지하501', 37.5062169, 127.0374139],\n",
       " ['돌곶이역', '서울특별시 성북구 화랑로 지하243', 37.6105223, 127.0572772],\n",
       " ['양재시민의숲역', '서울특별시 서초구 매헌로 지하116', 37.5090092, 127.0857197],\n",
       " ['월드컵경기장역', '서울특별시 마포구 월드컵로 지하240', 37.5682588, 126.8972774],\n",
       " ['효창공원앞역', '서울특별시 용산구 백범로 지하287', 37.5399947, 127.0017486],\n",
       " ['이대역', '서울특별시 마포구 신촌로 지하180', 37.5567198, 126.9459737],\n",
       " ['강일역', '서울특별시 강동구 고덕로 지하456', 37.5529423, 127.1336043],\n",
       " ['동묘앞역', '서울특별시 종로구 종로 359', 37.5732808, 127.0166486],\n",
       " ['이촌역', '서울특별시 용산구 서빙고로 지하83', 37.5222735, 126.9747217],\n",
       " ['화계역', '서울특별시 강북구 삼양로 341 (수유동)', 37.6338509, 127.0172933],\n",
       " ['용답역', '서울특별시 성동구 용답길 86', 37.5586888, 127.0531724],\n",
       " ['태릉입구역', '서울특별시 노원구 동일로 992-1', 37.6187604, 127.0756065],\n",
       " ['한양대역', '서울특별시 성동구 왕십리로 206', 37.5552593, 127.0436579],\n",
       " ['개봉역', '서울특별시 구로구 경인로40길 47', 37.4945586, 126.8587506],\n",
       " ['일원역', '서울특별시 강남구 일원로 지하121', 37.4842574, 127.0840871],\n",
       " ['양천향교역', '서울특별시 강서구 양천로 지하341', 37.5730864, 126.8184811],\n",
       " ['고속터미널역', '서울특별시 서초구 신반포로 지하188', 37.5060582, 127.0033885],\n",
       " ['상도역', '서울특별시 동작구 상도로 지하272', 37.503082, 126.947769],\n",
       " ['보라매역', '서울특별시 동작구 상도로 2', 37.49987369999999, 126.9205715],\n",
       " ['역삼역', '서울특별시 강남구 테헤란로 지하156', 37.500659, 127.0362042],\n",
       " ['녹사평역', '서울특별시 용산구 녹사평대로 지하195', 37.5307677, 126.9677012],\n",
       " ['상월곡역', '서울특별시 성북구 화랑로 지하157', 37.6176466, 127.0685939],\n",
       " ['수서역', '서울특별시 강남구 광평로 지하270', 37.4873027, 127.1018755],\n",
       " ['신용산역', '서울특별시 용산구 한강대로 지하112', 37.5516714, 126.972922],\n",
       " ['아현역', '서울특별시 마포구 신촌로 지하270', 37.5560036, 126.9356955],\n",
       " ['김포공항역', '서울특별시 강서구 하늘길 지하77', 37.56032, 126.7982336],\n",
       " ['가오리역', '서울특별시 강북구 삼양로 426 (수유동)', 37.6370282, 127.0170402],\n",
       " ['을지로4가역', '서울특별시 중구 을지로 지하178', 37.566621, 126.997733],\n",
       " ['뚝섬유원지역', '서울특별시 광진구 능동로 10', 37.5354773, 127.0753875],\n",
       " ['충정로역', '서울특별시 서대문구 서소문로 지하17', 37.5612786, 126.9693213],\n",
       " ['까치산역', '서울특별시 강서구 강서로 지하54', 37.53247, 126.84637],\n",
       " ['잠실역', '서울특별시 송파구 올림픽로 지하265', 37.5132537, 127.1001549],\n",
       " ['하계역', '서울특별시 노원구 동일로 지하1196', 37.63636049999999, 127.0680165],\n",
       " ['교대역', '서울특별시 서초구 서초대로 지하294', 37.4900549, 127.0007641],\n",
       " ['신이문역', '서울특별시 동대문구 한천로 472', 37.6054759, 127.0686596],\n",
       " ['가락시장역', '서울특별시 송파구 송파대로 지하257', 37.4926625, 127.1185438],\n",
       " ['동대문역사문화공원역', '서울특별시 중구 을지로 지하279', 37.5665899, 126.9982939],\n",
       " ['서울대입구역', '서울특별시 관악구', 37.4784063, 126.9516133],\n",
       " ['흑석역', '서울특별시 동작구 현충로 지하90', 37.5084759, 126.9640414],\n",
       " ['망원역', '서울특별시 마포구 월드컵로 지하77', 37.5487042, 126.9208274],\n",
       " ['구로역', '서울특별시 구로구 구로중앙로 174', 37.5023699, 126.8814842],\n",
       " ['숭실대입구역', '서울특별시 동작구 상도로 지하378', 37.495861, 126.953991],\n",
       " ['북한산보국문역', '서울특별시 성북구 보국문로 지하 88 (정릉동)', 37.6133214, 127.0048485],\n",
       " ['삼각지역', '서울특별시 용산구 한강대로 지하180', 37.5516714, 126.972922],\n",
       " ['석촌역', '서울특별시 송파구 송파대로 지하439 (석촌동)', 37.503517, 127.1035697],\n",
       " ['신방화역', '서울특별시 강서구 방화대로 지하301', 37.56751, 126.8165894],\n",
       " ['영등포구청역', '서울특별시 영등포구 당산로 지하121', 37.5301272, 126.9070794],\n",
       " ['둔촌동역', '서울특별시 강동구 양재대로 지하1369', 37.527692, 127.136247],\n",
       " ['숙대입구역', '서울특별시 용산구 한강대로 지하306', 37.5516714, 126.972922],\n",
       " ['도림천역', '서울특별시 구로구 경인로67길 160', 37.5144011, 126.8826846],\n",
       " ['당산역', '서울특별시 영등포구 당산로 229', 37.5349309, 126.9027301],\n",
       " ['문정역', '서울특별시 송파구 송파대로 지하179', 37.4853136, 127.1206221],\n",
       " ['신림역', '서울특별시 관악구', 37.4784063, 126.9516133],\n",
       " ['반포역', '서울특별시 서초구 신반포로 지하241', 37.5082192, 127.0119209],\n",
       " ['압구정로데오역', '서울특별시 강남구 압구정로 지하 402', 37.5214301, 127.0276326],\n",
       " ['종합운동장역', '서울특별시 송파구 올림픽로 지하23', 37.5110737, 127.0742827],\n",
       " ['길음역', '서울특별시 성북구 동소문로 지하248', 37.602671, 127.0236243],\n",
       " ['오목교역', '서울특별시 양천구 오목로 지하342', 37.5245414, 126.874271],\n",
       " ['제기동역', '서울특별시 동대문구 왕산로 지하93', 37.5781178, 127.0349086],\n",
       " ['금호역', '서울특별시 성동구 동호로 지하104', 37.5543795, 127.0110164],\n",
       " ['몽촌토성역', '서울특별시 송파구 올림픽로 지하383', 37.5389984, 127.1365369],\n",
       " ['방학역', '서울특별시 도봉구 도봉로150다길 3', 37.6663079, 127.0444088],\n",
       " ['매봉역', '서울특별시 강남구', 37.5172363, 127.0473248],\n",
       " ['여의도역', '서울특별시 영등포구', 37.5263715, 126.8962283],\n",
       " ['공항시장역', '서울특별시 강서구 방화대로 지하30', 37.5646012, 126.8169076],\n",
       " ['노들역', '서울특별시 동작구 노량진로 지하238', 37.5118188, 126.9527791],\n",
       " ['합정역', '서울특별시 마포구 양화로 지하55', 37.552785, 126.9186125],\n",
       " ['용두역', '서울특별시 동대문구 천호대로 지하129', 37.5818187, 127.0525297],\n",
       " ['마들역', '서울특별시 노원구 동일로 지하1530-1', 37.665375, 127.057614],\n",
       " ['신목동역', '서울특별시 양천구 목동중앙로 지하217', 37.54463270000001, 126.8828738],\n",
       " ['이태원역', '서울특별시 용산구 이태원로 지하177', 37.534481, 126.994517],\n",
       " ['홍대입구역', '서울특별시 마포구 양화로 지하160', 37.5567267, 126.923641],\n",
       " ['약수역', '서울특별시 중구 다산로 지하122', 37.5543795, 127.0110164],\n",
       " ['내방역', '서울특별시 서초구 서초대로 지하103', 37.48757630000001, 126.99365],\n",
       " ['정릉역', '서울특별시 성북구 아리랑로 지하 122 (정릉동)', 37.5980785, 127.0145949],\n",
       " ['왕십리역', '서울특별시 성동구 왕십리로 지하300', 37.5611822, 127.0363048],\n",
       " ['석촌고분역', '서울특별시 송파구 백제고분로 지하274 (삼전동)', 37.5027949, 127.0925158],\n",
       " ['개화산역', '서울특별시 강서구 양천로 22', 37.5722225, 126.8059564],\n",
       " ['충무로역', '서울특별시 중구 퇴계로 지하199', 37.5611927, 126.9941026],\n",
       " ['논현역', '서울특별시 강남구 학동로 지하102', 37.5179659, 127.0514734],\n",
       " ['월계역', '서울특별시 노원구 월계로53길 40', 37.6319572, 127.0587751],\n",
       " ['목동역', '서울특별시 양천구 오목로 지하245', 37.5229696, 126.8872291],\n",
       " ['봉은사역', '서울특별시 강남구 봉은사로 지하601', 37.5047238, 127.0264048],\n",
       " ['무악재역', '서울특별시 서대문구 통일로 지하361', 37.5793585, 126.9199752],\n",
       " ['중화역', '서울특별시 중랑구 동일로 지하797', 37.6042971, 127.0780346],\n",
       " ['새절역', '서울특별시 은평구 증산로 지하400', 37.623388, 126.9239177],\n",
       " ['구파발역', '서울특별시 은평구 진관2로 지하15-25', 37.6354486, 126.9231387],\n",
       " ['수락산역', '서울특별시 노원구 동일로 1662', 37.6771548, 127.0553068],\n",
       " ['마곡나루역', '서울특별시 강서구 마곡중앙5로 지하 2 (마곡동)', 37.55319679999999, 126.8298352],\n",
       " ['청담역', '서울특별시 강남구 학동로 지하508', 37.5192805, 127.0521004],\n",
       " ['양평역', '서울특별시 영등포구 양산로 지하21', 37.5242305, 126.8953477],\n",
       " ['망우역', '서울특별시 중랑구 망우로55길 11-10', 37.5991217, 127.0910742],\n",
       " ['신사역', '서울특별시 강남구 도산대로 지하102', 37.5163915, 127.0203073],\n",
       " ['동대입구역', '서울특별시 중구 동호로 지하256', 37.5487875, 127.0063284],\n",
       " ['마포역', '서울특별시 마포구 마포대로 지하33', 37.5393493, 126.9448207],\n",
       " ['공릉역', '서울특별시 노원구 동일로 지하107', 37.6668466, 127.056826],\n",
       " ['구로디지털단지역', '서울특별시 구로구 도림천로 477', 37.4851265, 126.9015288],\n",
       " ['대방역', '서울특별시 영등포구 여의대방로 300', 37.5132802, 126.9262955],\n",
       " ['을지로3가역', '서울특별시 중구 을지로 지하106', 37.5652675, 127.0084173],\n",
       " ['광흥창역', '서울특별시 마포구 독막로 지하165', 37.5568578, 126.9241741],\n",
       " ['오금역', '서울특별시 송파구 오금로 지하321', 37.5085205, 127.1158668],\n",
       " ['국회의사당역', '서울특별시 영등포구 국회대로 지하758', 37.5275881, 126.9183152],\n",
       " ['용마산역', '서울특별시 중랑구 용마산로 지하227', 37.5739772, 127.0870093],\n",
       " ['천왕역', '서울특별시 구로구 오리로 지하1154', 37.6568337, 127.0621535],\n",
       " ['신촌역', '서울특별시 마포구 신촌로 지하90', 37.559771, 126.942367],\n",
       " ['마포구청역', '서울특별시 마포구 월드컵로 지하190', 37.5593963, 126.9058128],\n",
       " ['응암역', '서울특별시 은평구 증산로 지하477', 37.5423968, 127.1446542],\n",
       " ['학동역', '서울특별시 강남구 학동로 지하180', 37.5144007, 127.0318312],\n",
       " ['구반포역', '서울특별시 서초구 신반포로 지하17', 37.5076744, 127.0093594],\n",
       " ['고려대역', '서울특별시 성북구 종암로 1', 37.5903824, 127.036203],\n",
       " ['증산역', '서울특별시 은평구 증산로 지하306', 37.585226, 126.908781],\n",
       " ['길동역', '서울특별시 강동구 양재대로 지하1480', 37.5383746, 127.1402046],\n",
       " ['청량리역', '서울특별시 동대문구 왕산로 214 (전농동)', 37.5792928, 127.0479007],\n",
       " ['방배역', '서울특별시 서초구 방배로 지하80', 37.5261535, 127.0013914],\n",
       " ['한남역', '서울특별시 용산구 독서당로6길 12-13', 37.5300071, 127.0106832],\n",
       " ['등촌역', '서울특별시 강서구 공항대로 지하529', 37.5510957, 126.8647359],\n",
       " ['안암역', '서울특별시 성북구 고려대로 지하89 (안암동5가 101-53)', 37.5864278, 127.0291672],\n",
       " ['송파역', '서울특별시 송파구 송파대로 지하354', 37.5162655, 127.1100006],\n",
       " ['남성역', '서울특별시 동작구 사당로 지하218', 37.4846, 126.9712504],\n",
       " ['오류동역', '서울특별시 구로구 경인로20길 13', 37.4954036, 126.8470424],\n",
       " ['옥수역', '서울특별시 성동구 동호로 21', 37.5398948, 127.0172208],\n",
       " ['남태령역', '서울특별시 서초구 과천대로 지하816', 37.4643638, 126.9892695],\n",
       " ['복정역', '서울특별시 송파구 송파대로 지하6', 37.5157956, 127.0988566],\n",
       " ['둔촌오륜역', '서울특별시 강동구 강동대로 지하303 (둔촌동)', 37.5272032, 127.144105],\n",
       " ['성수역', '서울특별시 성동구 아차산로 100', 37.5446009, 127.0568847],\n",
       " ['솔밭공원역', '서울특별시 강북구 삼양로 595 (우이동)', 37.6518027, 127.0111583],\n",
       " ['영등포시장역', '서울특별시 영등포구 양산로 지하200', 37.52261, 126.90494],\n",
       " ['남영역', '서울특별시 용산구 한강대로77길 25', 37.5415379, 126.9712663],\n",
       " ['상계역', '서울특별시 노원구 상계로 182 (상계동 156-203)', 37.6610953, 127.0735256],\n",
       " ['서빙고역', '서울특별시 용산구 서빙고로 238', 37.5197774, 126.9911719],\n",
       " ['창동역', '서울특별시 도봉구 마들로11길 77 (창동 135-1)', 37.6531856, 127.0481139],\n",
       " ['외대앞역', '서울특별시 동대문구 휘경로 27', 37.5953604, 127.0630252],\n",
       " ['사평역', '서울특별시 서초구 사평대로 지하285', 37.50389, 127.01569],\n",
       " ['낙성대역', '서울특별시 관악구', 37.4784063, 126.9516133],\n",
       " ['서대문역', '서울특별시 종로구 통일로 지하126', 37.5658503, 126.9667289],\n",
       " ['증미역', '서울특별시 강서구 양천로 지하560', 37.55814, 126.860623],\n",
       " ['도봉역', '서울특별시 도봉구 도봉로170길 2', 37.6803234, 127.045755],\n",
       " ['올림픽공원역', '서울특별시 송파구 양재대로 지하1233', 37.50885, 127.1247641],\n",
       " ['노원역', '서울특별시 노원구 상계로 69-1 (상계동 602-5)', 37.6558674, 127.0619911],\n",
       " ['도봉산역', '서울특별시 도봉구 도봉로 964-33', 37.6891763, 127.0461302],\n",
       " ['강남역', '서울특별시 강남구 강남대로 지하396', 37.497992, 127.0279357],\n",
       " ['신반포역', '서울특별시 서초구 신반포로 지하105', 37.5060582, 127.0033885],\n",
       " ['홍제역', '서울특별시 서대문구 통일로 지하440-1', 37.581817, 126.9508662],\n",
       " ['언주역', '서울특별시 강남구 봉은사로 지하201', 37.5052359, 127.0261162],\n",
       " ['상왕십리역', '서울특별시 성동구 왕십리로 지하374', 37.5555334, 127.0106514],\n",
       " ['발산역', '서울특별시 강서구 공항대로 지하267', 37.5516161, 126.8685374],\n",
       " ['장승배기역', '서울특별시 동작구 상도로 지하188', 37.504828, 126.938988],\n",
       " ['잠실새내역', '서울특별시 송파구 올림픽로 지하140', 37.5098111, 127.0895602],\n",
       " ['화랑대역', '서울특별시 노원구 화랑로 지하510', 37.5588161, 126.9274137],\n",
       " ['독산역', '서울특별시 금천구 벚꽃로 115', 37.4656408, 126.8897931],\n",
       " ['동작역', '서울특별시 동작구 현충로 257', 37.50346469999999, 126.9799265],\n",
       " ['창신역', '서울특별시 종로구 지봉로 지하112', 37.5657466, 127.0084246],\n",
       " ['삼양역', '서울특별시 강북구 삼양로 지하 259 (미아동)', 37.6268335, 127.0269077],\n",
       " ['광나루역', '서울특별시 광진구 아차산로 지하571', 37.5376127, 127.0726183],\n",
       " ['종각역', '서울특별시 종로구 종로 지하55', 37.570169, 126.983099],\n",
       " ['중앙보훈병원역', '서울특별시 강동구 동남로 지하625 (둔촌동)', 37.5348528, 127.1452202],\n",
       " ['신대방삼거리역', '서울특별시 동작구 상도로 지하76', 37.4975715, 126.9531092],\n",
       " ['신내역', '서울특별시 중랑구 신내역로 20', 37.6171078, 127.1067657],\n",
       " ['혜화역', '서울특별시 종로구 대학로 지하120', 37.58217, 127.001893],\n",
       " ['금천구청역', '서울특별시 금천구 시흥대로63길 91', 37.4557965, 126.8943636],\n",
       " ['봉천역', '서울특별시 관악구', 37.4784063, 126.9516133],\n",
       " ['회현역', '서울특별시 중구 퇴계로 지하54', 37.5609724, 126.9945971],\n",
       " ['삼성역', '서울특별시 강남구 테헤란로 지하538', 37.4999802, 127.035465],\n",
       " ['마장역', '서울특별시 성동구 마장로 지하296', 37.5660522, 127.0430835],\n",
       " ['광운대역', '서울특별시 노원구 석계로 98-2', 37.6232015, 127.0616631],\n",
       " ['서초역', '서울특별시 서초구 서초대로 지하233', 37.5541037, 127.0816175],\n",
       " ['대청역', '서울특별시 강남구 일원로 지하2', 37.4895177, 127.0861511],\n",
       " ['굽은다리역', '서울특별시 강동구 양재대로 지하1572', 37.5374092, 127.1411034],\n",
       " ['청구역', '서울특별시 중구 청구로 지하77', 37.5570088, 127.0146609],\n",
       " ['개포동역', '서울특별시 강남구 개포로 지하420', 37.48927, 127.0664],\n",
       " ['중계역', '서울특별시 노원구 동일로 지하1308-1', 37.6562713, 127.0624069],\n",
       " ['가양역', '서울특별시 강서구 양천로 지하485', 37.5617266, 126.8539792],\n",
       " ['잠실나루역', '서울특별시 송파구 오금로 20', 37.5186216, 127.1049002],\n",
       " ['독립문역', '서울특별시 서대문구 통일로 지하247', 37.5740613, 126.9563603],\n",
       " ['버티고개역', '서울특별시 중구 다산로 지하38', 37.562536, 127.0179657],\n",
       " ['신풍역', '서울특별시 영등포구 신풍로 지하27', 37.5249033, 126.8956829],\n",
       " ['응봉역', '서울특별시 성동구 고산자로 123', 37.5503432, 127.0347983],\n",
       " ['행당역', '서울특별시 성동구 행당로 지하89', 37.5246862, 127.0415786],\n",
       " ['우장산역', '서울특별시 강서구 강서로 지하262', 37.5485368, 126.8758492],\n",
       " ['중랑역', '서울특별시 중랑구 중랑역로 9', 37.5955944, 127.0754081],\n",
       " ['어린이대공원역', '서울특별시 광진구 능동로 지하210', 37.547913, 127.07461],\n",
       " ['광화문역', '서울특별시 종로구 세종대로 지하172', 37.5740339, 126.976775],\n",
       " ['삼양사거리역', '서울특별시 강북구 삼양로 197 (미아동)', 37.6266854, 127.0262534],\n",
       " ['보문역', '서울특별시 성북구 보문로 115', 37.5853659, 127.019087],\n",
       " ['신길역', '서울특별시 영등포구 영등포로 327', 37.5170175, 126.9171901],\n",
       " ['염창역', '서울특별시 강서구 공항대로 지하631', 37.5573588, 126.8613734]]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(result)):\n",
    "    if result[i][0]=='한성백제역':\n",
    "        del result[i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "for t in result:\n",
    "    t.append(((t[2],t[3])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "from haversine import haversine\n",
    "\n",
    "edge_lst=[]\n",
    "for i in range(len(result)):\n",
    "    for j in range(i+1, len(result)):\n",
    "        if (haversine(result[i][4], result[j][4]) * 1000)<2000:\n",
    "            edge_lst.append(((result[i][0],result[j][0])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "name_lst=[]\n",
    "for t in result:\n",
    "    name_lst.append(t[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('방화역', '마곡역'),\n",
       " ('방화역', '송정역'),\n",
       " ('방화역', '화곡역'),\n",
       " ('방화역', '양천향교역'),\n",
       " ('방화역', '신방화역'),\n",
       " ('방화역', '공항시장역'),\n",
       " ('방화역', '개화산역'),\n",
       " ('방화역', '마곡나루역'),\n",
       " ('신대방역', '보라매역'),\n",
       " ('신대방역', '구로디지털단지역'),\n",
       " ('선정릉역', '강남구청역'),\n",
       " ('선정릉역', '선릉역'),\n",
       " ('선정릉역', '신금호역'),\n",
       " ('선정릉역', '상일동역'),\n",
       " ('선정릉역', '신논현역'),\n",
       " ('선정릉역', '대치역'),\n",
       " ('선정릉역', '학여울역'),\n",
       " ('선정릉역', '삼성중앙역'),\n",
       " ('선정릉역', '역삼역'),\n",
       " ('선정릉역', '압구정로데오역'),\n",
       " ('선정릉역', '매봉역'),\n",
       " ('선정릉역', '논현역'),\n",
       " ('선정릉역', '봉은사역'),\n",
       " ('선정릉역', '청담역'),\n",
       " ('선정릉역', '신사역'),\n",
       " ('선정릉역', '학동역'),\n",
       " ('선정릉역', '강남역'),\n",
       " ('선정릉역', '언주역'),\n",
       " ('선정릉역', '삼성역'),\n",
       " ('선정릉역', '행당역'),\n",
       " ('중곡역', '면목역'),\n",
       " ('중곡역', '군자역'),\n",
       " ('중곡역', '서울숲역'),\n",
       " ('중곡역', '장한평역'),\n",
       " ('중곡역', '아차산역'),\n",
       " ('중곡역', '용마산역'),\n",
       " ('중곡역', '서초역'),\n",
       " ('회기역', '월곡역'),\n",
       " ('회기역', '신이문역'),\n",
       " ('회기역', '용두역'),\n",
       " ('회기역', '고려대역'),\n",
       " ('회기역', '청량리역'),\n",
       " ('회기역', '외대앞역'),\n",
       " ('회기역', '중랑역'),\n",
       " ('구일역', '가산디지털단지역'),\n",
       " ('구일역', '남구로역'),\n",
       " ('구일역', '신도림역'),\n",
       " ('구일역', '양천구청역'),\n",
       " ('구일역', '개봉역'),\n",
       " ('구일역', '구로역'),\n",
       " ('명일역', '강동역'),\n",
       " ('명일역', '사가정역'),\n",
       " ('명일역', '강동구청역'),\n",
       " ('명일역', '천호역'),\n",
       " ('명일역', '암사역'),\n",
       " ('명일역', '강일역'),\n",
       " ('명일역', '둔촌동역'),\n",
       " ('명일역', '몽촌토성역'),\n",
       " ('명일역', '응암역'),\n",
       " ('명일역', '길동역'),\n",
       " ('명일역', '둔촌오륜역'),\n",
       " ('명일역', '중앙보훈병원역'),\n",
       " ('명일역', '굽은다리역'),\n",
       " ('미아역', '솔샘역'),\n",
       " ('미아역', '쌍문역'),\n",
       " ('미아역', '수유역'),\n",
       " ('미아역', '북한산우이역'),\n",
       " ('미아역', '미아사거리역'),\n",
       " ('미아역', '녹천역'),\n",
       " ('미아역', '화계역'),\n",
       " ('미아역', '가오리역'),\n",
       " ('미아역', '삼양역'),\n",
       " ('미아역', '삼양사거리역'),\n",
       " ('당고개역', '마들역'),\n",
       " ('당고개역', '상계역'),\n",
       " ('한티역', '송파나루역'),\n",
       " ('한티역', '삼전역'),\n",
       " ('한티역', '양재시민의숲역'),\n",
       " ('한티역', '잠실역'),\n",
       " ('한티역', '석촌역'),\n",
       " ('한티역', '종합운동장역'),\n",
       " ('한티역', '석촌고분역'),\n",
       " ('한티역', '복정역'),\n",
       " ('한티역', '잠실새내역'),\n",
       " ('한티역', '대청역'),\n",
       " ('봉화산역', '양원역'),\n",
       " ('봉화산역', '먹골역'),\n",
       " ('봉화산역', '태릉입구역'),\n",
       " ('봉화산역', '중화역'),\n",
       " ('봉화산역', '신내역'),\n",
       " ('강남구청역', '선릉역'),\n",
       " ('강남구청역', '압구정역'),\n",
       " ('강남구청역', '신금호역'),\n",
       " ('강남구청역', '신논현역'),\n",
       " ('강남구청역', '대치역'),\n",
       " ('강남구청역', '학여울역'),\n",
       " ('강남구청역', '삼성중앙역'),\n",
       " ('강남구청역', '역삼역'),\n",
       " ('강남구청역', '압구정로데오역'),\n",
       " ('강남구청역', '매봉역'),\n",
       " ('강남구청역', '논현역'),\n",
       " ('강남구청역', '봉은사역'),\n",
       " ('강남구청역', '청담역'),\n",
       " ('강남구청역', '신사역'),\n",
       " ('강남구청역', '학동역'),\n",
       " ('강남구청역', '언주역'),\n",
       " ('강남구청역', '삼성역'),\n",
       " ('강남구청역', '행당역'),\n",
       " ('면목역', '상봉역'),\n",
       " ('면목역', '용마산역'),\n",
       " ('구룡역', '경찰병원역'),\n",
       " ('구룡역', '장지역'),\n",
       " ('구룡역', '가락시장역'),\n",
       " ('구룡역', '문정역'),\n",
       " ('군자역', '서울숲역'),\n",
       " ('군자역', '장한평역'),\n",
       " ('군자역', '아차산역'),\n",
       " ('군자역', '용마산역'),\n",
       " ('군자역', '서초역'),\n",
       " ('군자역', '어린이대공원역'),\n",
       " ('선유도역', '문래역'),\n",
       " ('선유도역', '영등포구청역'),\n",
       " ('선유도역', '당산역'),\n",
       " ('선유도역', '여의도역'),\n",
       " ('선유도역', '신목동역'),\n",
       " ('선유도역', '목동역'),\n",
       " ('선유도역', '양평역'),\n",
       " ('선유도역', '신풍역'),\n",
       " ('선유도역', '우장산역'),\n",
       " ('영등포역', '여의나루역'),\n",
       " ('영등포역', '신정네거리역'),\n",
       " ('영등포역', '문래역'),\n",
       " ('영등포역', '영등포구청역'),\n",
       " ('영등포역', '여의도역'),\n",
       " ('영등포역', '목동역'),\n",
       " ('영등포역', '양평역'),\n",
       " ('영등포역', '대방역'),\n",
       " ('영등포역', '국회의사당역'),\n",
       " ('영등포역', '영등포시장역'),\n",
       " ('영등포역', '신풍역'),\n",
       " ('영등포역', '신길역'),\n",
       " ('건대입구역', '구의역'),\n",
       " ('건대입구역', '뚝섬유원지역'),\n",
       " ('건대입구역', '성수역'),\n",
       " ('건대입구역', '광나루역'),\n",
       " ('건대입구역', '서초역'),\n",
       " ('건대입구역', '어린이대공원역'),\n",
       " ('뚝섬역', '거여역'),\n",
       " ('뚝섬역', '용답역'),\n",
       " ('뚝섬역', '한양대역'),\n",
       " ('뚝섬역', '왕십리역'),\n",
       " ('뚝섬역', '성수역'),\n",
       " ('뚝섬역', '응봉역'),\n",
       " ('독바위역', '역촌역'),\n",
       " ('독바위역', '연신내역'),\n",
       " ('독바위역', '녹번역'),\n",
       " ('독바위역', '불광역'),\n",
       " ('독바위역', '구산역'),\n",
       " ('독바위역', '새절역'),\n",
       " ('서울숲역', '신답역'),\n",
       " ('서울숲역', '장한평역'),\n",
       " ('서울숲역', '용답역'),\n",
       " ('서울숲역', '용두역'),\n",
       " ('서울숲역', '마장역'),\n",
       " ('역촌역', '연신내역'),\n",
       " ('역촌역', '녹번역'),\n",
       " ('역촌역', '불광역'),\n",
       " ('역촌역', '구산역'),\n",
       " ('역촌역', '새절역'),\n",
       " ('연신내역', '녹번역'),\n",
       " ('연신내역', '불광역'),\n",
       " ('연신내역', '구산역'),\n",
       " ('연신내역', '새절역'),\n",
       " ('연신내역', '구파발역'),\n",
       " ('선릉역', '도곡역'),\n",
       " ('선릉역', '신논현역'),\n",
       " ('선릉역', '대치역'),\n",
       " ('선릉역', '학여울역'),\n",
       " ('선릉역', '삼성중앙역'),\n",
       " ('선릉역', '역삼역'),\n",
       " ('선릉역', '매봉역'),\n",
       " ('선릉역', '논현역'),\n",
       " ('선릉역', '봉은사역'),\n",
       " ('선릉역', '청담역'),\n",
       " ('선릉역', '학동역'),\n",
       " ('선릉역', '강남역'),\n",
       " ('선릉역', '삼성역'),\n",
       " ('종로5가역', '명동역'),\n",
       " ('종로5가역', '경복궁역'),\n",
       " ('종로5가역', '애오개역'),\n",
       " ('종로5가역', '안국역'),\n",
       " ('종로5가역', '동대문역'),\n",
       " ('종로5가역', '시청역'),\n",
       " ('종로5가역', '종로3가역'),\n",
       " ('종로5가역', '을지로입구역'),\n",
       " ('종로5가역', '을지로4가역'),\n",
       " ('종로5가역', '충정로역'),\n",
       " ('종로5가역', '동대문역사문화공원역'),\n",
       " ('종로5가역', '충무로역'),\n",
       " ('종로5가역', '서대문역'),\n",
       " ('종로5가역', '종각역'),\n",
       " ('종로5가역', '혜화역'),\n",
       " ('종로5가역', '회현역'),\n",
       " ('종로5가역', '광화문역'),\n",
       " ('명동역', '애오개역'),\n",
       " ('명동역', '안국역'),\n",
       " ('명동역', '동대문역'),\n",
       " ('명동역', '시청역'),\n",
       " ('명동역', '종로3가역'),\n",
       " ('명동역', '을지로입구역'),\n",
       " ('명동역', '신용산역'),\n",
       " ('명동역', '을지로4가역'),\n",
       " ('명동역', '충정로역'),\n",
       " ('명동역', '동대문역사문화공원역'),\n",
       " ('명동역', '삼각지역'),\n",
       " ('명동역', '숙대입구역'),\n",
       " ('명동역', '충무로역'),\n",
       " ('명동역', '서대문역'),\n",
       " ('명동역', '종각역'),\n",
       " ('명동역', '회현역'),\n",
       " ('명동역', '광화문역'),\n",
       " ('여의나루역', '노량진역'),\n",
       " ('여의나루역', '샛강역'),\n",
       " ('여의나루역', '영등포구청역'),\n",
       " ('여의나루역', '대방역'),\n",
       " ('여의나루역', '국회의사당역'),\n",
       " ('여의나루역', '영등포시장역'),\n",
       " ('여의나루역', '신길역'),\n",
       " ('개롱역', '방이역'),\n",
       " ('개롱역', '경찰병원역'),\n",
       " ('개롱역', '장지역'),\n",
       " ('개롱역', '가락시장역'),\n",
       " ('개롱역', '오금역'),\n",
       " ('개롱역', '송파역'),\n",
       " ('개롱역', '올림픽공원역'),\n",
       " ('도곡역', '개포동역'),\n",
       " ('공덕역', '가좌역'),\n",
       " ('공덕역', '월드컵경기장역'),\n",
       " ('공덕역', '망원역'),\n",
       " ('공덕역', '합정역'),\n",
       " ('공덕역', '홍대입구역'),\n",
       " ('공덕역', '광흥창역'),\n",
       " ('공덕역', '마포구청역'),\n",
       " ('공덕역', '화랑대역'),\n",
       " ('가산디지털단지역', '남구로역'),\n",
       " ('가산디지털단지역', '구로디지털단지역'),\n",
       " ('가산디지털단지역', '독산역'),\n",
       " ('경복궁역', '애오개역'),\n",
       " ('경복궁역', '시청역'),\n",
       " ('경복궁역', '을지로입구역'),\n",
       " ('경복궁역', '충정로역'),\n",
       " ('경복궁역', '서대문역'),\n",
       " ('경복궁역', '홍제역'),\n",
       " ('경복궁역', '종각역'),\n",
       " ('경복궁역', '독립문역'),\n",
       " ('경복궁역', '광화문역'),\n",
       " ('방이역', '경찰병원역'),\n",
       " ('방이역', '장지역'),\n",
       " ('방이역', '가락시장역'),\n",
       " ('방이역', '오금역'),\n",
       " ('방이역', '송파역'),\n",
       " ('방이역', '올림픽공원역'),\n",
       " ('신답역', '장한평역'),\n",
       " ('신답역', '신설동역'),\n",
       " ('신답역', '용답역'),\n",
       " ('신답역', '한양대역'),\n",
       " ('신답역', '제기동역'),\n",
       " ('신답역', '용두역'),\n",
       " ('신답역', '왕십리역'),\n",
       " ('신답역', '청량리역'),\n",
       " ('신답역', '마장역'),\n",
       " ('녹번역', '불광역'),\n",
       " ('녹번역', '구산역'),\n",
       " ('녹번역', '새절역'),\n",
       " ('신정역', '양천구청역'),\n",
       " ('신정역', '도림천역'),\n",
       " ('신정역', '오목교역'),\n",
       " ('신정역', '목동역'),\n",
       " ('신정역', '양평역'),\n",
       " ('신정역', '신풍역'),\n",
       " ('송파나루역', '삼전역'),\n",
       " ('송파나루역', '양재시민의숲역'),\n",
       " ('송파나루역', '잠실역'),\n",
       " ('송파나루역', '석촌역'),\n",
       " ('송파나루역', '석촌고분역'),\n",
       " ('송파나루역', '오금역'),\n",
       " ('송파나루역', '송파역'),\n",
       " ('송파나루역', '복정역'),\n",
       " ('송파나루역', '잠실새내역'),\n",
       " ('송파나루역', '잠실나루역'),\n",
       " ('강변역', '구의역'),\n",
       " ('강변역', '답십리역'),\n",
       " ('강변역', '뚝섬유원지역'),\n",
       " ('강변역', '광나루역'),\n",
       " ('대흥역', '상수역'),\n",
       " ('대흥역', '서강대역'),\n",
       " ('대흥역', '이대역'),\n",
       " ('대흥역', '아현역'),\n",
       " ('대흥역', '망원역'),\n",
       " ('대흥역', '합정역'),\n",
       " ('대흥역', '홍대입구역'),\n",
       " ('대흥역', '마포역'),\n",
       " ('대흥역', '광흥창역'),\n",
       " ('대흥역', '신촌역'),\n",
       " ('대흥역', '화랑대역'),\n",
       " ('신정네거리역', '보라매역'),\n",
       " ('신정네거리역', '대방역'),\n",
       " ('신정네거리역', '영등포시장역'),\n",
       " ('신정네거리역', '신길역'),\n",
       " ('애오개역', '시청역'),\n",
       " ('애오개역', '을지로입구역'),\n",
       " ('애오개역', '신용산역'),\n",
       " ('애오개역', '충정로역'),\n",
       " ('애오개역', '삼각지역'),\n",
       " ('애오개역', '숙대입구역'),\n",
       " ('애오개역', '서대문역'),\n",
       " ('애오개역', '종각역'),\n",
       " ('애오개역', '독립문역'),\n",
       " ('애오개역', '광화문역'),\n",
       " ('상봉역', '먹골역'),\n",
       " ('상봉역', '신이문역'),\n",
       " ('상봉역', '중화역'),\n",
       " ('상봉역', '망우역'),\n",
       " ('상봉역', '중랑역'),\n",
       " ('용산역', '이촌역'),\n",
       " ('용산역', '녹사평역'),\n",
       " ('용산역', '남영역'),\n",
       " ('장한평역', '용답역'),\n",
       " ('장한평역', '한양대역'),\n",
       " ('장한평역', '마장역'),\n",
       " ('장한평역', '서초역'),\n",
       " ('장한평역', '어린이대공원역'),\n",
       " ('한성대입구역', '안국역'),\n",
       " ('한성대입구역', '성신여대입구역'),\n",
       " ('한성대입구역', '동묘앞역'),\n",
       " ('한성대입구역', '정릉역'),\n",
       " ('한성대입구역', '혜화역'),\n",
       " ('한성대입구역', '보문역'),\n",
       " ('솔샘역', '쌍문역'),\n",
       " ('솔샘역', '수유역'),\n",
       " ('솔샘역', '북한산우이역'),\n",
       " ('솔샘역', '미아사거리역'),\n",
       " ('솔샘역', '화계역'),\n",
       " ('솔샘역', '가오리역'),\n",
       " ('솔샘역', '삼양역'),\n",
       " ('솔샘역', '삼양사거리역'),\n",
       " ('문래역', '영등포구청역'),\n",
       " ('문래역', '도림천역'),\n",
       " ('문래역', '당산역'),\n",
       " ('문래역', '여의도역'),\n",
       " ('문래역', '목동역'),\n",
       " ('문래역', '양평역'),\n",
       " ('문래역', '국회의사당역'),\n",
       " ('문래역', '영등포시장역'),\n",
       " ('문래역', '신풍역'),\n",
       " ('문래역', '신길역'),\n",
       " ('구의역', '아차산역'),\n",
       " ('구의역', '답십리역'),\n",
       " ('구의역', '뚝섬유원지역'),\n",
       " ('구의역', '광나루역'),\n",
       " ('구의역', '서초역'),\n",
       " ('구의역', '어린이대공원역'),\n",
       " ('안국역', '동대문역'),\n",
       " ('안국역', '종로3가역'),\n",
       " ('안국역', '을지로입구역'),\n",
       " ('안국역', '동묘앞역'),\n",
       " ('안국역', '을지로4가역'),\n",
       " ('안국역', '동대문역사문화공원역'),\n",
       " ('안국역', '충무로역'),\n",
       " ('안국역', '을지로3가역'),\n",
       " ('안국역', '창신역'),\n",
       " ('안국역', '종각역'),\n",
       " ('안국역', '혜화역'),\n",
       " ('안국역', '회현역'),\n",
       " ('안국역', '광화문역'),\n",
       " ('마곡역', '송정역'),\n",
       " ('마곡역', '화곡역'),\n",
       " ('마곡역', '양천향교역'),\n",
       " ('마곡역', '신방화역'),\n",
       " ('마곡역', '공항시장역'),\n",
       " ('마곡역', '마곡나루역'),\n",
       " ('경찰병원역', '장지역'),\n",
       " ('경찰병원역', '가락시장역'),\n",
       " ('경찰병원역', '문정역'),\n",
       " ('경찰병원역', '오금역'),\n",
       " ('경찰병원역', '올림픽공원역'),\n",
       " ('남부터미널역', '잠원역'),\n",
       " ('남부터미널역', '상일동역'),\n",
       " ('남부터미널역', '고속터미널역'),\n",
       " ('남부터미널역', '교대역'),\n",
       " ('남부터미널역', '반포역'),\n",
       " ('남부터미널역', '봉은사역'),\n",
       " ('남부터미널역', '신사역'),\n",
       " ('남부터미널역', '구반포역'),\n",
       " ('남부터미널역', '사평역'),\n",
       " ('남부터미널역', '강남역'),\n",
       " ('남부터미널역', '신반포역'),\n",
       " ('남부터미널역', '언주역'),\n",
       " ('상수역', '서강대역'),\n",
       " ('상수역', '이대역'),\n",
       " ('상수역', '아현역'),\n",
       " ('상수역', '망원역'),\n",
       " ('상수역', '합정역'),\n",
       " ('상수역', '홍대입구역'),\n",
       " ('상수역', '마포역'),\n",
       " ('상수역', '광흥창역'),\n",
       " ('상수역', '신촌역'),\n",
       " ('상수역', '화랑대역'),\n",
       " ('강동역', '사가정역'),\n",
       " ('강동역', '강동구청역'),\n",
       " ('강동역', '천호역'),\n",
       " ('강동역', '암사역'),\n",
       " ('강동역', '강일역'),\n",
       " ('강동역', '둔촌동역'),\n",
       " ('강동역', '몽촌토성역'),\n",
       " ('강동역', '응암역'),\n",
       " ('강동역', '길동역'),\n",
       " ('강동역', '둔촌오륜역'),\n",
       " ('강동역', '중앙보훈병원역'),\n",
       " ('강동역', '굽은다리역'),\n",
       " ('사가정역', '강동구청역'),\n",
       " ('사가정역', '천호역'),\n",
       " ('사가정역', '암사역'),\n",
       " ('사가정역', '강일역'),\n",
       " ('사가정역', '둔촌동역'),\n",
       " ('사가정역', '몽촌토성역'),\n",
       " ('사가정역', '응암역'),\n",
       " ('사가정역', '길동역'),\n",
       " ('사가정역', '중앙보훈병원역'),\n",
       " ('사가정역', '굽은다리역'),\n",
       " ('동대문역', '시청역'),\n",
       " ('동대문역', '종로3가역'),\n",
       " ('동대문역', '을지로입구역'),\n",
       " ('동대문역', '을지로4가역'),\n",
       " ('동대문역', '동대문역사문화공원역'),\n",
       " ('동대문역', '충무로역'),\n",
       " ('동대문역', '을지로3가역'),\n",
       " ('동대문역', '창신역'),\n",
       " ('동대문역', '종각역'),\n",
       " ('동대문역', '혜화역'),\n",
       " ('동대문역', '회현역'),\n",
       " ('동대문역', '광화문역'),\n",
       " ('쌍문역', '수유역'),\n",
       " ('쌍문역', '미아사거리역'),\n",
       " ('쌍문역', '녹천역'),\n",
       " ('쌍문역', '월계역'),\n",
       " ('쌍문역', '삼양역'),\n",
       " ('쌍문역', '삼양사거리역'),\n",
       " ('강동구청역', '천호역'),\n",
       " ('강동구청역', '둔촌동역'),\n",
       " ('강동구청역', '몽촌토성역'),\n",
       " ('강동구청역', '길동역'),\n",
       " ('강동구청역', '송파역'),\n",
       " ('강동구청역', '굽은다리역'),\n",
       " ('강동구청역', '잠실나루역'),\n",
       " ('압구정역', '신금호역'),\n",
       " ('압구정역', '신논현역'),\n",
       " ('압구정역', '대치역'),\n",
       " ('압구정역', '학여울역'),\n",
       " ('압구정역', '압구정로데오역'),\n",
       " ('압구정역', '매봉역'),\n",
       " ('압구정역', '논현역'),\n",
       " ('압구정역', '청담역'),\n",
       " ('압구정역', '신사역'),\n",
       " ('압구정역', '학동역'),\n",
       " ('압구정역', '행당역'),\n",
       " ('불광역', '구산역'),\n",
       " ('불광역', '새절역'),\n",
       " ('서강대역', '이대역'),\n",
       " ('서강대역', '아현역'),\n",
       " ('서강대역', '망원역'),\n",
       " ('서강대역', '합정역'),\n",
       " ('서강대역', '홍대입구역'),\n",
       " ('서강대역', '마포역'),\n",
       " ('서강대역', '광흥창역'),\n",
       " ('서강대역', '신촌역'),\n",
       " ('서강대역', '화랑대역'),\n",
       " ('송정역', '화곡역'),\n",
       " ('송정역', '양천향교역'),\n",
       " ('송정역', '김포공항역'),\n",
       " ('송정역', '신방화역'),\n",
       " ('송정역', '공항시장역'),\n",
       " ('송정역', '개화산역'),\n",
       " ('수유역', '북한산우이역'),\n",
       " ('수유역', '미아사거리역'),\n",
       " ('수유역', '화계역'),\n",
       " ('수유역', '가오리역'),\n",
       " ('수유역', '삼양역'),\n",
       " ('수유역', '삼양사거리역'),\n",
       " ('노량진역', '샛강역'),\n",
       " ('노량진역', '상도역'),\n",
       " ('노량진역', '흑석역'),\n",
       " ('노량진역', '노들역'),\n",
       " ('노량진역', '대방역'),\n",
       " ('노량진역', '장승배기역'),\n",
       " ('성신여대입구역', '길음역'),\n",
       " ('성신여대입구역', '정릉역'),\n",
       " ('성신여대입구역', '고려대역'),\n",
       " ('성신여대입구역', '안암역'),\n",
       " ('성신여대입구역', '혜화역'),\n",
       " ('성신여대입구역', '보문역'),\n",
       " ('구산역', '새절역'),\n",
       " ('구산역', '구파발역'),\n",
       " ('월곡역', '돌곶이역'),\n",
       " ('월곡역', '길음역'),\n",
       " ('월곡역', '고려대역'),\n",
       " ('월곡역', '안암역'),\n",
       " ('북한산우이역', '미아사거리역'),\n",
       " ('북한산우이역', '화계역'),\n",
       " ('북한산우이역', '가오리역'),\n",
       " ('북한산우이역', '솔밭공원역'),\n",
       " ('북한산우이역', '삼양역'),\n",
       " ('북한산우이역', '삼양사거리역'),\n",
       " ('잠원역', '신금호역'),\n",
       " ('잠원역', '고속터미널역'),\n",
       " ('잠원역', '반포역'),\n",
       " ('잠원역', '봉은사역'),\n",
       " ('잠원역', '신사역'),\n",
       " ('잠원역', '구반포역'),\n",
       " ('잠원역', '사평역'),\n",
       " ('잠원역', '강남역'),\n",
       " ('잠원역', '신반포역'),\n",
       " ('잠원역', '언주역'),\n",
       " ('거여역', '용답역'),\n",
       " ('거여역', '한양대역'),\n",
       " ('거여역', '왕십리역'),\n",
       " ('거여역', '성수역'),\n",
       " ('거여역', '응봉역'),\n",
       " ('남구로역', '구로역'),\n",
       " ('남구로역', '구로디지털단지역'),\n",
       " ('신금호역', '삼성중앙역'),\n",
       " ('신금호역', '반포역'),\n",
       " ('신금호역', '압구정로데오역'),\n",
       " ('신금호역', '봉은사역'),\n",
       " ('신금호역', '신사역'),\n",
       " ('신금호역', '학동역'),\n",
       " ('신금호역', '구반포역'),\n",
       " ('신금호역', '방배역'),\n",
       " ('신금호역', '한남역'),\n",
       " ('신금호역', '사평역'),\n",
       " ('신금호역', '언주역'),\n",
       " ('신금호역', '행당역'),\n",
       " ('상일동역', '대모산입구역'),\n",
       " ('상일동역', '삼성중앙역'),\n",
       " ('상일동역', '역삼역'),\n",
       " ('상일동역', '봉은사역'),\n",
       " ('상일동역', '사평역'),\n",
       " ('상일동역', '강남역'),\n",
       " ('상일동역', '언주역'),\n",
       " ('상일동역', '삼성역'),\n",
       " ('개화역', '개화산역'),\n",
       " ('시청역', '종로3가역'),\n",
       " ('시청역', '을지로입구역'),\n",
       " ('시청역', '신용산역'),\n",
       " ('시청역', '을지로4가역'),\n",
       " ('시청역', '충정로역'),\n",
       " ('시청역', '동대문역사문화공원역'),\n",
       " ('시청역', '삼각지역'),\n",
       " ('시청역', '숙대입구역'),\n",
       " ('시청역', '충무로역'),\n",
       " ('시청역', '서대문역'),\n",
       " ('시청역', '종각역'),\n",
       " ('시청역', '회현역'),\n",
       " ('시청역', '광화문역'),\n",
       " ('양원역', '망우역'),\n",
       " ('양원역', '신내역'),\n",
       " ('신당역', '신설동역'),\n",
       " ('신당역', '동묘앞역'),\n",
       " ('신당역', '을지로4가역'),\n",
       " ('신당역', '동대문역사문화공원역'),\n",
       " ('신당역', '제기동역'),\n",
       " ('신당역', '금호역'),\n",
       " ('신당역', '약수역'),\n",
       " ('신당역', '왕십리역'),\n",
       " ('신당역', '을지로3가역'),\n",
       " ('신당역', '상왕십리역'),\n",
       " ('신당역', '창신역'),\n",
       " ('신당역', '청구역'),\n",
       " ('신당역', '버티고개역'),\n",
       " ('신도림역', '양천구청역'),\n",
       " ('신도림역', '개봉역'),\n",
       " ('신도림역', '구로역'),\n",
       " ('신도림역', '오류동역'),\n",
       " ('양천구청역', '구로역'),\n",
       " ('양천구청역', '도림천역'),\n",
       " ('양천구청역', '오목교역'),\n",
       " ('종로3가역', '을지로입구역'),\n",
       " ('종로3가역', '을지로4가역'),\n",
       " ('종로3가역', '동대문역사문화공원역'),\n",
       " ('종로3가역', '충무로역'),\n",
       " ('종로3가역', '을지로3가역'),\n",
       " ('종로3가역', '창신역'),\n",
       " ('종로3가역', '종각역'),\n",
       " ('종로3가역', '혜화역'),\n",
       " ('종로3가역', '회현역'),\n",
       " ('종로3가역', '광화문역'),\n",
       " ('신논현역', '대치역'),\n",
       " ('신논현역', '학여울역'),\n",
       " ('신논현역', '삼성중앙역'),\n",
       " ('신논현역', '매봉역'),\n",
       " ('신논현역', '논현역'),\n",
       " ('신논현역', '청담역'),\n",
       " ('신논현역', '학동역'),\n",
       " ('신논현역', '행당역'),\n",
       " ('먹골역', '돌곶이역'),\n",
       " ('먹골역', '태릉입구역'),\n",
       " ('먹골역', '상월곡역'),\n",
       " ('먹골역', '신이문역'),\n",
       " ('먹골역', '중화역'),\n",
       " ('먹골역', '망우역'),\n",
       " ('먹골역', '중랑역'),\n",
       " ('한강진역', '효창공원앞역'),\n",
       " ('한강진역', '금호역'),\n",
       " ('한강진역', '이태원역'),\n",
       " ('한강진역', '약수역'),\n",
       " ('한강진역', '동대입구역'),\n",
       " ('한강진역', '방배역'),\n",
       " ('한강진역', '한남역'),\n",
       " ('한강진역', '옥수역'),\n",
       " ('한강진역', '상왕십리역'),\n",
       " ('아차산역', '답십리역'),\n",
       " ('아차산역', '서초역'),\n",
       " ('아차산역', '어린이대공원역'),\n",
       " ('삼전역', '양재시민의숲역'),\n",
       " ('삼전역', '잠실역'),\n",
       " ('삼전역', '석촌역'),\n",
       " ('삼전역', '종합운동장역'),\n",
       " ('삼전역', '석촌고분역'),\n",
       " ('삼전역', '복정역'),\n",
       " ('삼전역', '잠실새내역'),\n",
       " ('미아사거리역', '화계역'),\n",
       " ('미아사거리역', '가오리역'),\n",
       " ('미아사거리역', '삼양역'),\n",
       " ('미아사거리역', '삼양사거리역'),\n",
       " ('장지역', '수서역'),\n",
       " ('장지역', '가락시장역'),\n",
       " ('장지역', '석촌역'),\n",
       " ('장지역', '문정역'),\n",
       " ('장지역', '오금역'),\n",
       " ('장지역', '올림픽공원역'),\n",
       " ('수색역', '가좌역'),\n",
       " ('수색역', '월드컵경기장역'),\n",
       " ('수색역', '증산역'),\n",
       " ('신설동역', '동묘앞역'),\n",
       " ('신설동역', '제기동역'),\n",
       " ('신설동역', '용두역'),\n",
       " ('신설동역', '왕십리역'),\n",
       " ('신설동역', '고려대역'),\n",
       " ('신설동역', '청량리역'),\n",
       " ('신설동역', '안암역'),\n",
       " ('신설동역', '마장역'),\n",
       " ('신설동역', '보문역'),\n",
       " ('가좌역', '월드컵경기장역'),\n",
       " ('가좌역', '합정역'),\n",
       " ('가좌역', '홍대입구역'),\n",
       " ('가좌역', '무악재역'),\n",
       " ('가좌역', '광흥창역'),\n",
       " ('가좌역', '마포구청역'),\n",
       " ('가좌역', '증산역'),\n",
       " ('가좌역', '화랑대역'),\n",
       " ('샛강역', '대방역'),\n",
       " ('샛강역', '국회의사당역'),\n",
       " ('샛강역', '장승배기역'),\n",
       " ('샛강역', '신길역'),\n",
       " ('대모산입구역', '역삼역'),\n",
       " ('대모산입구역', '봉은사역'),\n",
       " ('대모산입구역', '강남역'),\n",
       " ('대모산입구역', '언주역'),\n",
       " ('대모산입구역', '삼성역'),\n",
       " ('천호역', '암사역'),\n",
       " ('천호역', '답십리역'),\n",
       " ('천호역', '강일역'),\n",
       " ('천호역', '둔촌동역'),\n",
       " ('천호역', '몽촌토성역'),\n",
       " ('천호역', '응암역'),\n",
       " ('천호역', '길동역'),\n",
       " ('천호역', '중앙보훈병원역'),\n",
       " ('천호역', '굽은다리역'),\n",
       " ('화곡역', '양천향교역'),\n",
       " ('화곡역', '신방화역'),\n",
       " ('화곡역', '공항시장역'),\n",
       " ('화곡역', '개화산역'),\n",
       " ('녹천역', '월계역'),\n",
       " ('녹천역', '창동역'),\n",
       " ('암사역', '강일역'),\n",
       " ('암사역', '몽촌토성역'),\n",
       " ('암사역', '응암역'),\n",
       " ('암사역', '길동역'),\n",
       " ('암사역', '굽은다리역'),\n",
       " ('대치역', '학여울역'),\n",
       " ('대치역', '삼성중앙역'),\n",
       " ('대치역', '압구정로데오역'),\n",
       " ('대치역', '매봉역'),\n",
       " ('대치역', '논현역'),\n",
       " ('대치역', '청담역'),\n",
       " ('대치역', '학동역'),\n",
       " ('대치역', '행당역'),\n",
       " ('을지로입구역', '신용산역'),\n",
       " ('을지로입구역', '을지로4가역'),\n",
       " ('을지로입구역', '충정로역'),\n",
       " ('을지로입구역', '동대문역사문화공원역'),\n",
       " ('을지로입구역', '삼각지역'),\n",
       " ('을지로입구역', '숙대입구역'),\n",
       " ('을지로입구역', '충무로역'),\n",
       " ('을지로입구역', '서대문역'),\n",
       " ('을지로입구역', '종각역'),\n",
       " ('을지로입구역', '회현역'),\n",
       " ('을지로입구역', '광화문역'),\n",
       " ('학여울역', '삼성중앙역'),\n",
       " ('학여울역', '압구정로데오역'),\n",
       " ('학여울역', '매봉역'),\n",
       " ('학여울역', '논현역'),\n",
       " ('학여울역', '청담역'),\n",
       " ('학여울역', '학동역'),\n",
       " ('학여울역', '행당역'),\n",
       " ('삼성중앙역', '역삼역'),\n",
       " ('삼성중앙역', '압구정로데오역'),\n",
       " ('삼성중앙역', '매봉역'),\n",
       " ('삼성중앙역', '논현역'),\n",
       " ('삼성중앙역', '봉은사역'),\n",
       " ('삼성중앙역', '청담역'),\n",
       " ('삼성중앙역', '신사역'),\n",
       " ('삼성중앙역', '학동역'),\n",
       " ('삼성중앙역', '사평역'),\n",
       " ('삼성중앙역', '강남역'),\n",
       " ('삼성중앙역', '언주역'),\n",
       " ('삼성중앙역', '삼성역'),\n",
       " ('돌곶이역', '태릉입구역'),\n",
       " ('돌곶이역', '상월곡역'),\n",
       " ('돌곶이역', '신이문역'),\n",
       " ('돌곶이역', '중화역'),\n",
       " ('돌곶이역', '외대앞역'),\n",
       " ('돌곶이역', '광운대역'),\n",
       " ('양재시민의숲역', '잠실역'),\n",
       " ('양재시민의숲역', '석촌역'),\n",
       " ('양재시민의숲역', '종합운동장역'),\n",
       " ('양재시민의숲역', '석촌고분역'),\n",
       " ('양재시민의숲역', '복정역'),\n",
       " ('양재시민의숲역', '잠실새내역'),\n",
       " ('월드컵경기장역', '마포구청역'),\n",
       " ('효창공원앞역', '금호역'),\n",
       " ('효창공원앞역', '이태원역'),\n",
       " ('효창공원앞역', '약수역'),\n",
       " ('효창공원앞역', '동대입구역'),\n",
       " ('효창공원앞역', '방배역'),\n",
       " ('효창공원앞역', '한남역'),\n",
       " ('효창공원앞역', '옥수역'),\n",
       " ('효창공원앞역', '상왕십리역'),\n",
       " ('이대역', '아현역'),\n",
       " ('이대역', '홍대입구역'),\n",
       " ('이대역', '마포역'),\n",
       " ('이대역', '광흥창역'),\n",
       " ('이대역', '신촌역'),\n",
       " ('이대역', '화랑대역'),\n",
       " ('강일역', '몽촌토성역'),\n",
       " ('강일역', '응암역'),\n",
       " ('강일역', '길동역'),\n",
       " ('강일역', '굽은다리역'),\n",
       " ('동묘앞역', '을지로4가역'),\n",
       " ('동묘앞역', '동대문역사문화공원역'),\n",
       " ('동묘앞역', '제기동역'),\n",
       " ('동묘앞역', '을지로3가역'),\n",
       " ('동묘앞역', '안암역'),\n",
       " ('동묘앞역', '창신역'),\n",
       " ('동묘앞역', '혜화역'),\n",
       " ('동묘앞역', '청구역'),\n",
       " ('동묘앞역', '버티고개역'),\n",
       " ('동묘앞역', '보문역'),\n",
       " ('이촌역', '녹사평역'),\n",
       " ('이촌역', '흑석역'),\n",
       " ('이촌역', '서빙고역'),\n",
       " ('화계역', '가오리역'),\n",
       " ('화계역', '삼양역'),\n",
       " ('화계역', '삼양사거리역'),\n",
       " ('용답역', '한양대역'),\n",
       " ('용답역', '왕십리역'),\n",
       " ('용답역', '성수역'),\n",
       " ('용답역', '마장역'),\n",
       " ('용답역', '응봉역'),\n",
       " ('태릉입구역', '상월곡역'),\n",
       " ('태릉입구역', '신이문역'),\n",
       " ('태릉입구역', '중화역'),\n",
       " ('태릉입구역', '광운대역'),\n",
       " ('한양대역', '왕십리역'),\n",
       " ('한양대역', '성수역'),\n",
       " ('한양대역', '마장역'),\n",
       " ('한양대역', '응봉역'),\n",
       " ('개봉역', '오류동역'),\n",
       " ('일원역', '수서역'),\n",
       " ('일원역', '대청역'),\n",
       " ('일원역', '개포동역'),\n",
       " ('양천향교역', '신방화역'),\n",
       " ('양천향교역', '공항시장역'),\n",
       " ('양천향교역', '개화산역'),\n",
       " ('고속터미널역', '교대역'),\n",
       " ('고속터미널역', '반포역'),\n",
       " ('고속터미널역', '신사역'),\n",
       " ('고속터미널역', '구반포역'),\n",
       " ('고속터미널역', '서빙고역'),\n",
       " ('고속터미널역', '사평역'),\n",
       " ('고속터미널역', '신반포역'),\n",
       " ('상도역', '흑석역'),\n",
       " ('상도역', '숭실대입구역'),\n",
       " ('상도역', '노들역'),\n",
       " ('상도역', '장승배기역'),\n",
       " ('상도역', '신대방삼거리역'),\n",
       " ('보라매역', '대방역'),\n",
       " ('보라매역', '장승배기역'),\n",
       " ('보라매역', '신길역'),\n",
       " ('역삼역', '봉은사역'),\n",
       " ('역삼역', '학동역'),\n",
       " ('역삼역', '사평역'),\n",
       " ('역삼역', '강남역'),\n",
       " ('역삼역', '언주역'),\n",
       " ('역삼역', '삼성역'),\n",
       " ('녹사평역', '남영역'),\n",
       " ('상월곡역', '신이문역'),\n",
       " ('상월곡역', '월계역'),\n",
       " ('상월곡역', '중화역'),\n",
       " ('상월곡역', '광운대역'),\n",
       " ('수서역', '가락시장역'),\n",
       " ('수서역', '석촌역'),\n",
       " ('수서역', '문정역'),\n",
       " ('수서역', '석촌고분역'),\n",
       " ('수서역', '대청역'),\n",
       " ('신용산역', '충정로역'),\n",
       " ('신용산역', '삼각지역'),\n",
       " ('신용산역', '숙대입구역'),\n",
       " ('신용산역', '남영역'),\n",
       " ('신용산역', '서대문역'),\n",
       " ('아현역', '망원역'),\n",
       " ('아현역', '합정역'),\n",
       " ('아현역', '홍대입구역'),\n",
       " ('아현역', '광흥창역'),\n",
       " ('아현역', '신촌역'),\n",
       " ('아현역', '화랑대역'),\n",
       " ('김포공항역', '신방화역'),\n",
       " ('김포공항역', '공항시장역'),\n",
       " ('김포공항역', '개화산역'),\n",
       " ('가오리역', '솔밭공원역'),\n",
       " ('가오리역', '삼양역'),\n",
       " ('가오리역', '삼양사거리역'),\n",
       " ('을지로4가역', '동대문역사문화공원역'),\n",
       " ('을지로4가역', '금호역'),\n",
       " ('을지로4가역', '약수역'),\n",
       " ('을지로4가역', '충무로역'),\n",
       " ('을지로4가역', '을지로3가역'),\n",
       " ('을지로4가역', '상왕십리역'),\n",
       " ('을지로4가역', '창신역'),\n",
       " ('을지로4가역', '종각역'),\n",
       " ('을지로4가역', '혜화역'),\n",
       " ('을지로4가역', '회현역'),\n",
       " ('을지로4가역', '청구역'),\n",
       " ('을지로4가역', '버티고개역'),\n",
       " ('뚝섬유원지역', '성수역'),\n",
       " ('뚝섬유원지역', '광나루역'),\n",
       " ('뚝섬유원지역', '어린이대공원역'),\n",
       " ('충정로역', '삼각지역'),\n",
       " ('충정로역', '숙대입구역'),\n",
       " ('충정로역', '서대문역'),\n",
       " ('충정로역', '종각역'),\n",
       " ('충정로역', '독립문역'),\n",
       " ('충정로역', '광화문역'),\n",
       " ('잠실역', '석촌역'),\n",
       " ('잠실역', '석촌고분역'),\n",
       " ('잠실역', '오금역'),\n",
       " ('잠실역', '송파역'),\n",
       " ('잠실역', '복정역'),\n",
       " ('잠실역', '잠실새내역'),\n",
       " ('잠실역', '잠실나루역'),\n",
       " ('하계역', '월계역'),\n",
       " ('하계역', '광운대역'),\n",
       " ('교대역', '내방역'),\n",
       " ('교대역', '신반포역'),\n",
       " ('신이문역', '중화역'),\n",
       " ('신이문역', '외대앞역'),\n",
       " ('신이문역', '중랑역'),\n",
       " ('가락시장역', '석촌역'),\n",
       " ('가락시장역', '문정역'),\n",
       " ('가락시장역', '오금역'),\n",
       " ('가락시장역', '올림픽공원역'),\n",
       " ('동대문역사문화공원역', '금호역'),\n",
       " ('동대문역사문화공원역', '약수역'),\n",
       " ('동대문역사문화공원역', '충무로역'),\n",
       " ('동대문역사문화공원역', '을지로3가역'),\n",
       " ('동대문역사문화공원역', '상왕십리역'),\n",
       " ('동대문역사문화공원역', '창신역'),\n",
       " ('동대문역사문화공원역', '종각역'),\n",
       " ('동대문역사문화공원역', '혜화역'),\n",
       " ('동대문역사문화공원역', '회현역'),\n",
       " ('동대문역사문화공원역', '청구역'),\n",
       " ('동대문역사문화공원역', '버티고개역'),\n",
       " ('서울대입구역', '숭실대입구역'),\n",
       " ('서울대입구역', '신림역'),\n",
       " ('서울대입구역', '남성역'),\n",
       " ('서울대입구역', '낙성대역'),\n",
       " ('서울대입구역', '봉천역'),\n",
       " ('흑석역', '숭실대입구역'),\n",
       " ('흑석역', '노들역'),\n",
       " ('흑석역', '동작역'),\n",
       " ('흑석역', '신대방삼거리역'),\n",
       " ('망원역', '합정역'),\n",
       " ('망원역', '홍대입구역'),\n",
       " ('망원역', '광흥창역'),\n",
       " ('망원역', '마포구청역'),\n",
       " ('망원역', '화랑대역'),\n",
       " ('구로역', '도림천역'),\n",
       " ('숭실대입구역', '신림역'),\n",
       " ('숭실대입구역', '노들역'),\n",
       " ('숭실대입구역', '남성역'),\n",
       " ('숭실대입구역', '낙성대역'),\n",
       " ('숭실대입구역', '장승배기역'),\n",
       " ('숭실대입구역', '신대방삼거리역'),\n",
       " ('숭실대입구역', '봉천역'),\n",
       " ('북한산보국문역', '정릉역'),\n",
       " ('삼각지역', '숙대입구역'),\n",
       " ('삼각지역', '남영역'),\n",
       " ('삼각지역', '서대문역'),\n",
       " ('석촌역', '석촌고분역'),\n",
       " ('석촌역', '오금역'),\n",
       " ('석촌역', '송파역'),\n",
       " ('석촌역', '복정역'),\n",
       " ('석촌역', '올림픽공원역'),\n",
       " ('석촌역', '잠실새내역'),\n",
       " ('석촌역', '잠실나루역'),\n",
       " ('신방화역', '공항시장역'),\n",
       " ('신방화역', '개화산역'),\n",
       " ('신방화역', '마곡나루역'),\n",
       " ('영등포구청역', '당산역'),\n",
       " ('영등포구청역', '여의도역'),\n",
       " ('영등포구청역', '목동역'),\n",
       " ('영등포구청역', '양평역'),\n",
       " ('영등포구청역', '국회의사당역'),\n",
       " ('영등포구청역', '영등포시장역'),\n",
       " ('영등포구청역', '신풍역'),\n",
       " ('영등포구청역', '신길역'),\n",
       " ('둔촌동역', '몽촌토성역'),\n",
       " ('둔촌동역', '응암역'),\n",
       " ('둔촌동역', '길동역'),\n",
       " ('둔촌동역', '둔촌오륜역'),\n",
       " ('둔촌동역', '중앙보훈병원역'),\n",
       " ('둔촌동역', '굽은다리역'),\n",
       " ('숙대입구역', '남영역'),\n",
       " ('숙대입구역', '서대문역'),\n",
       " ('도림천역', '오목교역'),\n",
       " ('도림천역', '여의도역'),\n",
       " ('도림천역', '목동역'),\n",
       " ('도림천역', '양평역'),\n",
       " ('도림천역', '신풍역'),\n",
       " ('당산역', '여의도역'),\n",
       " ('당산역', '목동역'),\n",
       " ('당산역', '양평역'),\n",
       " ('당산역', '국회의사당역'),\n",
       " ('당산역', '영등포시장역'),\n",
       " ('당산역', '신풍역'),\n",
       " ('신림역', '남성역'),\n",
       " ('신림역', '낙성대역'),\n",
       " ('신림역', '봉천역'),\n",
       " ('반포역', '봉은사역'),\n",
       " ('반포역', '신사역'),\n",
       " ('반포역', '학동역'),\n",
       " ('반포역', '구반포역'),\n",
       " ('반포역', '사평역'),\n",
       " ('반포역', '강남역'),\n",
       " ('반포역', '신반포역'),\n",
       " ('반포역', '언주역'),\n",
       " ('압구정로데오역', '매봉역'),\n",
       " ('압구정로데오역', '봉은사역'),\n",
       " ('압구정로데오역', '신사역'),\n",
       " ('압구정로데오역', '학동역'),\n",
       " ('압구정로데오역', '한남역'),\n",
       " ('압구정로데오역', '언주역'),\n",
       " ('압구정로데오역', '행당역'),\n",
       " ('종합운동장역', '석촌고분역'),\n",
       " ('종합운동장역', '잠실새내역'),\n",
       " ('길음역', '정릉역'),\n",
       " ('길음역', '고려대역'),\n",
       " ('길음역', '안암역'),\n",
       " ('길음역', '보문역'),\n",
       " ('오목교역', '여의도역'),\n",
       " ('오목교역', '목동역'),\n",
       " ('오목교역', '양평역'),\n",
       " ('오목교역', '신풍역'),\n",
       " ('제기동역', '용두역'),\n",
       " ('제기동역', '왕십리역'),\n",
       " ('제기동역', '고려대역'),\n",
       " ('제기동역', '청량리역'),\n",
       " ('제기동역', '안암역'),\n",
       " ('제기동역', '마장역'),\n",
       " ('제기동역', '보문역'),\n",
       " ('금호역', '약수역'),\n",
       " ('금호역', '충무로역'),\n",
       " ('금호역', '동대입구역'),\n",
       " ('금호역', '을지로3가역'),\n",
       " ('금호역', '옥수역'),\n",
       " ('금호역', '상왕십리역'),\n",
       " ('금호역', '창신역'),\n",
       " ('금호역', '회현역'),\n",
       " ('금호역', '청구역'),\n",
       " ('금호역', '버티고개역'),\n",
       " ...]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "edge_lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.font_manager as fm\n",
    "import matplotlib.pyplot as plt\n",
    "import networkx as nx\n",
    "\n",
    "\n",
    "G = nx.Graph()\n",
    "G.add_nodes_from(name_lst)\n",
    "G.add_edges_from(edge_lst)\n",
    "degree = nx.degree(G)\n",
    "\n",
    "#G=nx.Graph()\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "sizes=[5 + v[1]*15 for v in degree]\n",
    "\n",
    "options ={\n",
    "    'edge_color':'#E61919',\n",
    "    'width':0.2,\n",
    "    'with_labels': True,\n",
    "    'font_weight':'regular'\n",
    "}\n",
    "\n",
    "\n",
    "font_name = fm.FontProperties(fname=\"c:/Windows/Fonts/malgun.ttf\", size=2).get_name()\n",
    "\n",
    "nx.draw(G, node_size=sizes, pos = nx.spring_layout(G,k=10, iterations=3),\n",
    "       **options, font_family=font_name)\n",
    "ax = plt.gca()\n",
    "ax.collections[0].set_edgecolor(\"#123456\")\n",
    "plt.savefig('fig_sample.png', dpi=3000)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('안암역', 0.08299457994579945), ('보문역', 0.07759070004588105), ('회기역', 0.07549361207897794), ('외대앞역', 0.0744773519163763), ('동묘앞역', 0.07299391075486297), ('신이문역', 0.06851085623951476), ('청량리역', 0.06453252032520325), ('광운대역', 0.05689242160278746), ('월계역', 0.05572493224932249), ('쌍문역', 0.05446670538133953), ('신답역', 0.054155605331563515), ('용답역', 0.0428263785188871), ('신설동역', 0.04152148664343786), ('제기동역', 0.04152148664343786), ('을지로3가역', 0.03147396432590385), ('창신역', 0.03147396432590385), ('녹천역', 0.031068524970963997), ('창동역', 0.028769841269841268), ('상월곡역', 0.028753710156149186), ('돌곶이역', 0.026999451542134477), ('장한평역', 0.02362511061335103), ('군자역', 0.021590977176778568), ('명동역', 0.017884026829176863), ('동대입구역', 0.017503034440053085), ('뚝섬역', 0.01174229854543446), ('용두역', 0.011614401858304297), ('동대문역', 0.010889483378101588), ('성수역', 0.009403344671201812), ('미아역', 0.009400406504065041), ('수유역', 0.009400406504065041), ('남영역', 0.008629369741131585), ('뚝섬유원지역', 0.008420441347270616), ('먹골역', 0.00824299909665763), ('어린이대공원역', 0.007401358239772874), ('건대입구역', 0.007165152646424422), ('을지로4가역', 0.007138919522380892), ('동대문역사문화공원역', 0.007138919522380892), ('종각역', 0.006973520224330624), ('충무로역', 0.006950012925140731), ('회현역', 0.006950012925140731), ('목동역', 0.006533101045296167), ('신길역', 0.006255185000829599), ('녹사평역', 0.0062338993578563194), ('안국역', 0.006219579180845497), ('을지로입구역', 0.006166007515951311), ('성신여대입구역', 0.006045205639004036), ('중곡역', 0.005662020905923345), ('봉화산역', 0.005662020905923345), ('구의역', 0.005662020905923345), ('수락산역', 0.005662020905923345)]\n",
      "[('명동역', 0.048611111111111105), ('을지로입구역', 0.048611111111111105), ('을지로3가역', 0.048611111111111105), ('창신역', 0.048611111111111105), ('종각역', 0.048611111111111105), ('선정릉역', 0.04513888888888889), ('동대문역', 0.04513888888888889), ('언주역', 0.04513888888888889), ('강남구청역', 0.041666666666666664), ('종로5가역', 0.041666666666666664), ('종로3가역', 0.041666666666666664), ('을지로4가역', 0.041666666666666664), ('동대문역사문화공원역', 0.041666666666666664), ('봉은사역', 0.041666666666666664), ('학동역', 0.041666666666666664), ('강동역', 0.03819444444444444), ('시청역', 0.03819444444444444), ('대치역', 0.03819444444444444), ('학여울역', 0.03819444444444444), ('몽촌토성역', 0.03819444444444444), ('매봉역', 0.03819444444444444), ('충무로역', 0.03819444444444444), ('회현역', 0.03819444444444444), ('송파나루역', 0.034722222222222224), ('남부터미널역', 0.034722222222222224), ('삼성중앙역', 0.034722222222222224), ('반포역', 0.034722222222222224), ('길동역', 0.034722222222222224), ('사평역', 0.034722222222222224), ('행당역', 0.034722222222222224), ('명일역', 0.03125), ('미아역', 0.03125), ('안국역', 0.03125), ('사가정역', 0.03125), ('수유역', 0.03125), ('충정로역', 0.03125), ('잠실역', 0.03125), ('신사역', 0.03125), ('영등포시장역', 0.03125), ('강남역', 0.03125), ('잠실새내역', 0.03125), ('삼성역', 0.03125), ('굽은다리역', 0.03125), ('신풍역', 0.03125), ('애오개역', 0.027777777777777776), ('솔샘역', 0.027777777777777776), ('문래역', 0.027777777777777776), ('서강대역', 0.027777777777777776), ('북한산우이역', 0.027777777777777776), ('신당역', 0.027777777777777776)]\n",
      "[('명동역', 0.00549962828189515), ('신답역', 0.005482110253080175), ('을지로3가역', 0.0054639423563211855), ('창신역', 0.005463942356321185), ('마들역', 0.005432420923297015), ('어린이대공원역', 0.005396945225946304), ('언주역', 0.005242695325901111), ('개화산역', 0.0052257431866973274), ('영등포시장역', 0.005209137906193914), ('을지로입구역', 0.005201632821642377), ('신이문역', 0.005177919316135838), ('종각역', 0.005165512122184144), ('신풍역', 0.005165379264397601), ('송파나루역', 0.005147993427213631), ('몽촌토성역', 0.005019668092233034), ('장지역', 0.005009506685357685), ('강동역', 0.005008453795224194), ('신길역', 0.004957573824762233), ('용답역', 0.004957468652407331), ('선정릉역', 0.004935690880438227), ('남부터미널역', 0.004877760198173835), ('목동역', 0.004869254570649924), ('봉은사역', 0.004848370024756106), ('방화역', 0.004830805981382321), ('서강대역', 0.004802858926510688), ('아현역', 0.004802858926510688), ('한양대역', 0.004750150708588805), ('잠실역', 0.004748110860382901), ('신방화역', 0.004739514601027309), ('공항시장역', 0.004739514601027309), ('공릉역', 0.004714531808199168), ('동대문역', 0.004708227280783663), ('잠실새내역', 0.004656248456477991), ('학동역', 0.00465431789066713), ('남구로역', 0.004614343551093391), ('구로디지털단지역', 0.004614343551093391), ('문래역', 0.004612292279548276), ('양평역', 0.004612292279548276), ('여의도역', 0.004611988059692694), ('영등포구청역', 0.004609178520961184), ('상도역', 0.004607603853614591), ('군자역', 0.004600820226643011), ('강남구청역', 0.004596605275059092), ('먹골역', 0.004574755192900551), ('녹번역', 0.004535710377759564), ('구산역', 0.004535710377759564), ('천왕역', 0.004528187393744632), ('노원역', 0.004528187393744632), ('중계역', 0.004528187393744632), ('길동역', 0.004513304103826205)]\n",
      "[('신설동역', 0.06556018518518518), ('제기동역', 0.06556018518518518), ('청량리역', 0.06461253467659511), ('언주역', 0.06416933760683761), ('안암역', 0.06410709111980298), ('신답역', 0.06320069265924022), ('봉은사역', 0.06295859538784067), ('보문역', 0.062161996066863325), ('회기역', 0.0614626736111111), ('용두역', 0.06033145875937286), ('고려대역', 0.06033145875937286), ('성신여대입구역', 0.059672498651564175), ('동묘앞역', 0.059600168350168355), ('선정릉역', 0.059585813492063495), ('학동역', 0.059585813492063495), ('외대앞역', 0.058396839535497486), ('용답역', 0.0574417510384216), ('을지로3가역', 0.05704192446506831), ('창신역', 0.05704192446506831), ('삼성중앙역', 0.05655602636534841), ('한성대입구역', 0.05645251307564741), ('마장역', 0.056387773955147796), ('왕십리역', 0.055811735401689995), ('신당역', 0.055309492563429576), ('신이문역', 0.055309492563429576), ('버티고개역', 0.055309492563429576), ('정릉역', 0.054938702669149596), ('신사역', 0.05470173041894354), ('혜화역', 0.05421184000980031), ('중랑역', 0.053445803140096615), ('강남역', 0.052965167548500884), ('동대문역', 0.05281432748538011), ('을지로4가역', 0.0527576597520267), ('동대문역사문화공원역', 0.0527576597520267), ('월곡역', 0.05270111349291414), ('충무로역', 0.05258838383838383), ('회현역', 0.05258838383838383), ('안국역', 0.052253070020073206), ('길음역', 0.052253070020073206), ('사평역', 0.05213758680555556), ('삼성역', 0.05213758680555556), ('장한평역', 0.051867235114861694), ('상월곡역', 0.051867235114861694), ('뚝섬역', 0.05159510901247522), ('돌곶이역', 0.05159510901247522), ('금호역', 0.05137945547428306), ('약수역', 0.05137945547428306), ('상왕십리역', 0.05137945547428306), ('청구역', 0.05137945547428306), ('강남구청역', 0.05133547008547009)]\n"
     ]
    }
   ],
   "source": [
    "bet_cen = nx.betweenness_centrality(G)\n",
    "print(sorted(bet_cen.items(), key=lambda x:x[1], reverse=True)[0:50])\n",
    "\n",
    "# Compute the degree centrality of G: deg_cen\n",
    "deg_cen = nx.degree_centrality(G)\n",
    "print(sorted(deg_cen.items(), key=lambda x:x[1], reverse=True)[0:50])\n",
    "\n",
    "# Compute the page rank of G: page_rank\n",
    "page_rank = nx.pagerank(G)\n",
    "print(sorted(page_rank.items(), key=lambda x:x[1], reverse=True)[0:50])\n",
    "\n",
    "# Compute the closeness centrality of G: clos_cen\n",
    "clos_cen = nx.closeness_centrality(G)\n",
    "print(sorted(clos_cen.items(), key=lambda x:x[1], reverse=True)[0:50])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "bet_cen = nx.betweenness_centrality(G)\n",
    "bet=(sorted(bet_cen.items(), key=lambda x:x[1], reverse=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'이촌역'"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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