2020.08.26 Haidilao Scraapy.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# What do I need to do?\n",
    "\n",
    "# Data Scrape\n",
    "# Data Store\n",
    "# Data Viz\n",
    "\n",
    "# web app\n",
    "# access page\n",
    "# inspect html (chrome)\n",
    "# drill down to data\n",
    "# copy tag xml tree into scrapy\n",
    "\n",
    "# mobile app\n",
    "# open app\n",
    "# inspect test parameters - get sample parameters and relevant uri's (charles)\n",
    "# pass into scraper app (or if not allowed then raw http requests)\n",
    "\n",
    "# obtain url\n",
    "# scrape url\n",
    "# return data e.g. json\n",
    "# all cities, all stores, all info\n",
    "# queries: cities, stores, info\n",
    "# fn1: scrape for cities e.g. hardcode 1 city e.g. shanghai\n",
    "# fn2: scrape for stores e.g. hardcode 1 store\n",
    "# fn3: scrape for info\n",
    "# got one row of data \n",
    "# format my data and combine into one row\n",
    "# iterate over all cities and repeat above (small data set)\n",
    "# store as csv file\n",
    "\n",
    "# spiders e.g. crawlers (brute force approach - too costly on both client and server side unless you cache) \n",
    "# as long as endpoints keys dont change this is robust\n",
    "# charles checks all the http requests coming out of the app e.g. intemediary between device and router"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
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   },
   "outputs": [],
   "source": [
    "# data fields\n",
    "\n",
    "maxSeatPeople\n",
    "topSign\n",
    "typeName\n",
    "waitNum\n",
    "*storeid\n",
    "*cityLocation\n",
    "*openStatus\n",
    "openTime\n",
    "storeName\n",
    "storeStar\n",
    "serviceStar\n",
    "envStar\n",
    "tasteStar\n",
    "speedStar\n",
    "inOpenNet\n",
    "scrape_hour\n",
    "scrape_date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 1 entries, storeList to storeList\n",
      "Data columns (total 3 columns):\n",
      "code       1 non-null object\n",
      "data       1 non-null object\n",
      "success    1 non-null bool\n",
      "dtypes: bool(1), object(2)\n",
      "memory usage: 25.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "# parse scraped store list json file e.g. beijing\n",
    "\n",
    "import pandas as pd\n",
    "import json\n",
    "\n",
    "StoreList = pd.read_json('./getStoreList.json')\n",
    "StoreList.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "  'cityName': '北京市',\n",
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       "  'isOpenSlider': 0,\n",
       "  'koubeiRefId': '2018080100077000000060531272',\n",
       "  'openStatus': 1,\n",
       "  'openTime': '早10:00~次日03:00',\n",
       "  'privateRoomFee': '',\n",
       "  'provinceId': '110000',\n",
       "  'regionId': '110115',\n",
       "  'regionMark': 1,\n",
       "  'serviceStar': '4.9',\n",
       "  'specialTimeDetail': '店已全面消毒、全员测温，分散安排',\n",
       "  'specialTimeTitle': '温馨提示',\n",
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       "  'storeAddress': '北京市大兴区永兴路7号院1号楼4F-25',\n",
       "  'storeId': '020140',\n",
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       "  'specialTimeTitle': '温馨提示',\n",
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       "  'storeAddress': '北京市房山区拱辰北大街龙湖房山天街6F,1,2',\n",
       "  'storeId': '020142',\n",
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       "  'tasteStar': '5.0',\n",
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       "  'specialTimeTitle': '温馨提示',\n",
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       "  'storeAddress': '北京市大兴区黄村西大街与兴丰大街交叉十字路口处星城商厦6层',\n",
       "  'storeId': '020131',\n",
       "  'storeMarker': '',\n",
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       "  'deptName': '北京四十八店',\n",
       "  'dialogMessage': '按照疫情防控要求，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
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       "  'regionMark': 1,\n",
       "  'restInterval': '03:01:00-09:59:00',\n",
       "  'serviceStar': '4.9',\n",
       "  'specialTimeDetail': '本店已全面消毒、全员测温、分散安排\\n本门店可提供私人定制锅底服务，赶快来寻觅您所喜欢的口味吧～',\n",
       "  'specialTimeTitle': '温馨提示',\n",
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       "  'storeAddress': '北京市房山区长阳镇怡和北路3号院1号楼A座5层1-1号、1-2号、1-3号、1-4号',\n",
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       "  'storeTelephone': '010-80361918,010-80361928',\n",
       "  'tasteStar': '4.9',\n",
       "  'transDesc': '地铁长阳下车往北50米处'},\n",
       " {'cityId': '110000',\n",
       "  'cityName': '北京市',\n",
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       "  'specialTimeDetail': '本店已全面消毒、全员测温，全员通过核酸检测。到店自提可享全单69折优惠。',\n",
       "  'specialTimeTitle': '温馨提示',\n",
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       "  'transDesc': '1.地铁1）：乘坐5号线到宋家庄换乘亦庄线在旧宫站B1口出  地铁2）：乘坐10号线开往莲花桥在宋家庄下车换乘亦庄线在旧宫地铁口B1出，2.公交1）：乘坐公交685在旧宫下车步行30米，  公交2）：乘坐公交352在旧宫东口下车步行400米'},\n",
       " {'cityId': '110000',\n",
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       "  'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过4人，到店就餐超过4人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
       "  'dialogTitle': '温馨提示',\n",
       "  'distance': 1996252.3,\n",
       "  'envStar': '4.8',\n",
       "  'hasPrivateRoom': 0,\n",
       "  'hasWebBook': 1,\n",
       "  'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "  'isDisplay': 1,\n",
       "  'isFavorite': 0,\n",
       "  'isOpenNet': 1,\n",
       "  'isOpenSlider': 0,\n",
       "  'koubeiRefId': '',\n",
       "  'openStatus': 1,\n",
       "  'openTime': '早10:00~晚上24:00',\n",
       "  'privateRoomFee': '',\n",
       "  'provinceId': '110000',\n",
       "  'regionId': '110117',\n",
       "  'regionMark': 1,\n",
       "  'serviceStar': '4.8',\n",
       "  'specialTimeDetail': '\\u3000本店已全面消毒、全员测温，分散安排',\n",
       "  'specialTimeTitle': '温馨提示',\n",
       "  'speedStar': '4.8',\n",
       "  'storeAddress': '北京市平谷区迎宾街1号华联购物中心四层F4-05号',\n",
       "  'storeId': '020162',\n",
       "  'storeMarker': '',\n",
       "  'storeName': '平谷华联店',\n",
       "  'storeStar': 4.8,\n",
       "  'storeTelephone': '010-56866727,010-56866737',\n",
       "  'tasteStar': '4.9',\n",
       "  'transDesc': ''},\n",
       " {'cityId': '110000',\n",
       "  'cityName': '北京市',\n",
       "  'coordinate': '116.632237701497,40.315296202383',\n",
       "  'countryId': 'CN',\n",
       "  'crossMarket': 1,\n",
       "  'deptName': '北京六十三店',\n",
       "  'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过6人，到店就餐超过6人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
       "  'dialogTitle': '温馨提示',\n",
       "  'distance': 2009476.2,\n",
       "  'envStar': '4.9',\n",
       "  'hasPrivateRoom': 0,\n",
       "  'hasWebBook': 1,\n",
       "  'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "  'isDisplay': 1,\n",
       "  'isFavorite': 0,\n",
       "  'isOpenNet': 1,\n",
       "  'isOpenSlider': 0,\n",
       "  'koubeiRefId': '2019102900077000000084057030',\n",
       "  'openStatus': 1,\n",
       "  'openTime': '早10:00~晚上22:00',\n",
       "  'privateRoomFee': '',\n",
       "  'provinceId': '110000',\n",
       "  'regionId': '110116',\n",
       "  'regionMark': 1,\n",
       "  'serviceStar': '4.8',\n",
       "  'specialTimeDetail': '本店已全面消毒、全员测温，分散安排',\n",
       "  'specialTimeTitle': '温馨提示',\n",
       "  'speedStar': '4.9',\n",
       "  'storeAddress': '北京市怀柔区府前街14号北京物美京北大世界5层15号商铺',\n",
       "  'storeId': '020172',\n",
       "  'storeMarker': '',\n",
       "  'storeName': '怀柔京北店',\n",
       "  'storeStar': 4.9,\n",
       "  'storeTelephone': '010-69692236,010-69682235',\n",
       "  'tasteStar': '4.9',\n",
       "  'transDesc': '您乘坐916，916快，H55，H58，H61，H62，H63到明珠广场下车就到'},\n",
       " {'cityId': '110000',\n",
       "  'cityName': '北京市',\n",
       "  'coordinate': '116.834148323999,40.35466529894',\n",
       "  'countryId': 'CN',\n",
       "  'crossMarket': 1,\n",
       "  'deptName': '北京五十四店',\n",
       "  'distance': 2016061.8,\n",
       "  'envStar': '4.9',\n",
       "  'hasPrivateRoom': 0,\n",
       "  'hasWebBook': 1,\n",
       "  'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "  'isDisplay': 1,\n",
       "  'isFavorite': 0,\n",
       "  'isOpenNet': 0,\n",
       "  'isOpenSlider': 0,\n",
       "  'koubeiRefId': '',\n",
       "  'openStatus': 1,\n",
       "  'openTime': '早10:00~晚上22:00',\n",
       "  'privateRoomFee': '',\n",
       "  'provinceId': '110000',\n",
       "  'regionId': '110118',\n",
       "  'regionMark': 1,\n",
       "  'serviceStar': '4.8',\n",
       "  'specialTimeDetail': '本店已全面消毒、全员测温',\n",
       "  'specialTimeTitle': '温馨提示',\n",
       "  'speedStar': '4.9',\n",
       "  'storeAddress': '北京市密云区滨河路178号万象汇四楼L401-L404号商铺',\n",
       "  'storeId': '020153',\n",
       "  'storeMarker': '',\n",
       "  'storeName': '万象汇店',\n",
       "  'storeStar': 4.9,\n",
       "  'storeTelephone': '010-89099777,010-89096099',\n",
       "  'tasteStar': '4.9',\n",
       "  'transDesc': '您乘坐980快车万象汇橡树湾小区站下车；乘坐密3路、密10路、密13路万象汇站下车；乘坐郊89路密云商务区站下车，下车就能看到万象汇购物中心。'},\n",
       " {'cityId': '110000',\n",
       "  'cityName': '北京市',\n",
       "  'coordinate': '116.855503687344,40.374110377654',\n",
       "  'countryId': 'CN',\n",
       "  'crossMarket': 1,\n",
       "  'deptName': '北京四十二店',\n",
       "  'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
       "  'dialogTitle': '温馨提示',\n",
       "  'distance': 2018453.0999999999,\n",
       "  'envStar': '4.8',\n",
       "  'hasPrivateRoom': 0,\n",
       "  'hasWebBook': 1,\n",
       "  'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "  'isDisplay': 1,\n",
       "  'isFavorite': 0,\n",
       "  'isOpenNet': 1,\n",
       "  'isOpenSlider': 1,\n",
       "  'koubeiRefId': '2018101900077000000064379079',\n",
       "  'openStatus': 1,\n",
       "  'openTime': '早10:00~晚上22:00',\n",
       "  'privateRoomFee': '88-128',\n",
       "  'provinceId': '110000',\n",
       "  'regionId': '110118',\n",
       "  'regionMark': 1,\n",
       "  'restInterval': '22:01:00-09:59:00',\n",
       "  'serviceStar': '4.7',\n",
       "  'specialTimeDetail': '\\u3000本店已全面消毒、全员测温，分散安排',\n",
       "  'specialTimeTitle': '温馨提示',\n",
       "  'speedStar': '4.8',\n",
       "  'storeAddress': '北京市密云区鼓楼街道鼓楼东大街17号院2号楼朗福广场5楼',\n",
       "  'storeId': '020147',\n",
       "  'storeMarker': '',\n",
       "  'storeName': '朗福广场店',\n",
       "  'storeStar': 4.8,\n",
       "  'storeTelephone': '010-89085777,010-89089887',\n",
       "  'tasteStar': '4.8',\n",
       "  'transDesc': '公交线路为：970快车、987路到花园小区站，密5、密6、密10到花园北门，下车往西走;密10、郊81到老城墙站，密38、密39、密37、密50、密51、密52、密53到宾阳站，980、980快、987、868到密云老城墙站下车，往南走；密37、密38、密39、密50、密51、密52、密53到地税站下车，郊81、密2、密6、970到东菜园小区下车，往西走；密8、密5、密2到花园东门，980快、970快到光阳小区下车，往北走。新东路与鼓楼东大街红绿灯十字路口，密东广场对面朗福儿童广场5楼即到。'}]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "StoreList.data[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cityId</th>\n",
       "      <th>cityName</th>\n",
       "      <th>coordinate</th>\n",
       "      <th>countryId</th>\n",
       "      <th>crossMarket</th>\n",
       "      <th>deptName</th>\n",
       "      <th>dialogMessage</th>\n",
       "      <th>dialogTitle</th>\n",
       "      <th>distance</th>\n",
       "      <th>envStar</th>\n",
       "      <th>...</th>\n",
       "      <th>specialTimeTitle</th>\n",
       "      <th>speedStar</th>\n",
       "      <th>storeAddress</th>\n",
       "      <th>storeId</th>\n",
       "      <th>storeMarker</th>\n",
       "      <th>storeName</th>\n",
       "      <th>storeStar</th>\n",
       "      <th>storeTelephone</th>\n",
       "      <th>tasteStar</th>\n",
       "      <th>transDesc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>116.319336651136,39.686220198771</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>北京三十二店</td>\n",
       "      <td>按照疫情防控要求，本店订餐排号人数不超过5人，到店就餐超过5人需要分桌就餐，营业时间以门店详...</td>\n",
       "      <td>温馨提示</td>\n",
       "      <td>1936758.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>温馨提示</td>\n",
       "      <td>5.0</td>\n",
       "      <td>北京市大兴区永兴路7号院1号楼4F-25</td>\n",
       "      <td>020140</td>\n",
       "      <td></td>\n",
       "      <td>龙湖大兴天街店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>010-60274248,010-60274748</td>\n",
       "      <td>4.9</td>\n",
       "      <td>兴64路、兴44路、兴27路、兴15路到生物医药基地地铁站下车</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>116.140745211711,39.745461853275</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>北京三十八店</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1941655.6</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>温馨提示</td>\n",
       "      <td>5.0</td>\n",
       "      <td>北京市房山区拱辰北大街龙湖房山天街6F,1,2</td>\n",
       "      <td>020142</td>\n",
       "      <td></td>\n",
       "      <td>房山天街店</td>\n",
       "      <td>5.0</td>\n",
       "      <td>010-57705898,010-57705899</td>\n",
       "      <td>5.0</td>\n",
       "      <td>房33/房37/房38区间/环2路内环/房38路在良乡北关（北）下车；房13/房15/房31...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>116.339311023881,39.730468423088</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>北京二十五店</td>\n",
       "      <td>按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐。营业时间以门店详...</td>\n",
       "      <td>温馨提示</td>\n",
       "      <td>1941847.2</td>\n",
       "      <td>4.9</td>\n",
       "      <td>...</td>\n",
       "      <td>温馨提示</td>\n",
       "      <td>4.9</td>\n",
       "      <td>北京市大兴区黄村西大街与兴丰大街交叉十字路口处星城商厦6层</td>\n",
       "      <td>020131</td>\n",
       "      <td></td>\n",
       "      <td>星城商厦店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>010-69236661,010-69236662</td>\n",
       "      <td>4.8</td>\n",
       "      <td>地铁4号线黄村西大街站C口出，往东500米走到大天桥处右拐，工商银行南侧星城商厦6楼;乘坐兴...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>116.213456363043,39.762038142075</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>北京四十八店</td>\n",
       "      <td>按照疫情防控要求，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！</td>\n",
       "      <td>温馨提示</td>\n",
       "      <td>1944146.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>...</td>\n",
       "      <td>温馨提示</td>\n",
       "      <td>4.9</td>\n",
       "      <td>北京市房山区长阳镇怡和北路3号院1号楼A座5层1-1号、1-2号、1-3号、1-4号</td>\n",
       "      <td>020159</td>\n",
       "      <td></td>\n",
       "      <td>首开福茂店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>010-80361918,010-80361928</td>\n",
       "      <td>4.9</td>\n",
       "      <td>地铁长阳下车往北50米处</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>116.542625172604,39.752665922299</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>北京六十六店</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1946381.1</td>\n",
       "      <td>4.5</td>\n",
       "      <td>...</td>\n",
       "      <td>温馨提示</td>\n",
       "      <td>4.4</td>\n",
       "      <td>北京市通州区马驹桥兴华南街327号4层</td>\n",
       "      <td>020170</td>\n",
       "      <td></td>\n",
       "      <td>马驹桥天和嘉园店</td>\n",
       "      <td>4.5</td>\n",
       "      <td>010-59948660,010-59948661</td>\n",
       "      <td>4.5</td>\n",
       "      <td>您乘坐28路、54路、52路公交，通州第二医院下车，步行585米至兴华南街327号四楼</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   cityId cityName                        coordinate countryId  crossMarket  \\\n",
       "0  110000      北京市  116.319336651136,39.686220198771        CN            1   \n",
       "1  110000      北京市  116.140745211711,39.745461853275        CN            1   \n",
       "2  110000      北京市  116.339311023881,39.730468423088        CN            1   \n",
       "3  110000      北京市  116.213456363043,39.762038142075        CN            1   \n",
       "4  110000      北京市  116.542625172604,39.752665922299        CN            1   \n",
       "\n",
       "  deptName                                      dialogMessage dialogTitle  \\\n",
       "0   北京三十二店  按照疫情防控要求，本店订餐排号人数不超过5人，到店就餐超过5人需要分桌就餐，营业时间以门店详...        温馨提示   \n",
       "1   北京三十八店                                                NaN         NaN   \n",
       "2   北京二十五店  按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐。营业时间以门店详...        温馨提示   \n",
       "3   北京四十八店         按照疫情防控要求，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！        温馨提示   \n",
       "4   北京六十六店                                                NaN         NaN   \n",
       "\n",
       "    distance envStar                        ...                          \\\n",
       "0  1936758.8     5.0                        ...                           \n",
       "1  1941655.6     5.0                        ...                           \n",
       "2  1941847.2     4.9                        ...                           \n",
       "3  1944146.7     4.9                        ...                           \n",
       "4  1946381.1     4.5                        ...                           \n",
       "\n",
       "   specialTimeTitle  speedStar                                storeAddress  \\\n",
       "0              温馨提示        5.0                        北京市大兴区永兴路7号院1号楼4F-25   \n",
       "1              温馨提示        5.0                     北京市房山区拱辰北大街龙湖房山天街6F,1,2   \n",
       "2              温馨提示        4.9               北京市大兴区黄村西大街与兴丰大街交叉十字路口处星城商厦6层   \n",
       "3              温馨提示        4.9  北京市房山区长阳镇怡和北路3号院1号楼A座5层1-1号、1-2号、1-3号、1-4号   \n",
       "4              温馨提示        4.4                         北京市通州区马驹桥兴华南街327号4层   \n",
       "\n",
       "   storeId  storeMarker  storeName  storeStar             storeTelephone  \\\n",
       "0   020140                 龙湖大兴天街店        4.9  010-60274248,010-60274748   \n",
       "1   020142                   房山天街店        5.0  010-57705898,010-57705899   \n",
       "2   020131                   星城商厦店        4.9  010-69236661,010-69236662   \n",
       "3   020159                   首开福茂店        4.9  010-80361918,010-80361928   \n",
       "4   020170                马驹桥天和嘉园店        4.5  010-59948660,010-59948661   \n",
       "\n",
       "   tasteStar                                          transDesc  \n",
       "0        4.9                    兴64路、兴44路、兴27路、兴15路到生物医药基地地铁站下车  \n",
       "1        5.0  房33/房37/房38区间/环2路内环/房38路在良乡北关（北）下车；房13/房15/房31...  \n",
       "2        4.8  地铁4号线黄村西大街站C口出，往东500米走到大天桥处右拐，工商银行南侧星城商厦6楼;乘坐兴...  \n",
       "3        4.9                                       地铁长阳下车往北50米处  \n",
       "4        4.5        您乘坐28路、54路、52路公交，通州第二医院下车，步行585米至兴华南街327号四楼  \n",
       "\n",
       "[5 rows x 38 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# store as pandas dataframe\n",
    "stores = pd.DataFrame(StoreList.data[0])\n",
    "stores.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 60 entries, 0 to 59\n",
      "Data columns (total 38 columns):\n",
      "cityId               60 non-null object\n",
      "cityName             60 non-null object\n",
      "coordinate           60 non-null object\n",
      "countryId            60 non-null object\n",
      "crossMarket          60 non-null int64\n",
      "deptName             60 non-null object\n",
      "dialogMessage        46 non-null object\n",
      "dialogTitle          46 non-null object\n",
      "distance             60 non-null float64\n",
      "envStar              59 non-null object\n",
      "hasPrivateRoom       60 non-null int64\n",
      "hasWebBook           60 non-null int64\n",
      "imgUrl               60 non-null object\n",
      "isDisplay            60 non-null int64\n",
      "isFavorite           60 non-null int64\n",
      "isOpenNet            60 non-null int64\n",
      "isOpenSlider         60 non-null int64\n",
      "koubeiRefId          60 non-null object\n",
      "openStatus           60 non-null int64\n",
      "openStatusMsg        2 non-null object\n",
      "openTime             60 non-null object\n",
      "privateRoomFee       60 non-null object\n",
      "provinceId           60 non-null object\n",
      "regionId             60 non-null object\n",
      "regionMark           60 non-null int64\n",
      "restInterval         15 non-null object\n",
      "serviceStar          59 non-null object\n",
      "specialTimeDetail    54 non-null object\n",
      "specialTimeTitle     54 non-null object\n",
      "speedStar            59 non-null object\n",
      "storeAddress         60 non-null object\n",
      "storeId              60 non-null object\n",
      "storeMarker          60 non-null object\n",
      "storeName            60 non-null object\n",
      "storeStar            60 non-null float64\n",
      "storeTelephone       60 non-null object\n",
      "tasteStar            59 non-null object\n",
      "transDesc            60 non-null object\n",
      "dtypes: float64(2), int64(9), object(27)\n",
      "memory usage: 17.9+ KB\n"
     ]
    }
   ],
   "source": [
    "stores.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cityId                                                          110000\n",
       "cityName                                                           北京市\n",
       "coordinate                            116.319336651136,39.686220198771\n",
       "countryId                                                           CN\n",
       "crossMarket                                                          1\n",
       "deptName                                                        北京三十二店\n",
       "dialogMessage        按照疫情防控要求，本店订餐排号人数不超过5人，到店就餐超过5人需要分桌就餐，营业时间以门店详...\n",
       "dialogTitle                                                       温馨提示\n",
       "distance                                                   1.93676e+06\n",
       "envStar                                                            5.0\n",
       "hasPrivateRoom                                                       0\n",
       "hasWebBook                                                           1\n",
       "imgUrl                https://tydc-static-image.haidilao.com/face1.jpg\n",
       "isDisplay                                                            1\n",
       "isFavorite                                                           0\n",
       "isOpenNet                                                            1\n",
       "isOpenSlider                                                         0\n",
       "koubeiRefId                               2018080100077000000060531272\n",
       "openStatus                                                           1\n",
       "openStatusMsg                                                      NaN\n",
       "openTime                                                早10:00~次日03:00\n",
       "privateRoomFee                                                        \n",
       "provinceId                                                      110000\n",
       "regionId                                                        110115\n",
       "regionMark                                                           1\n",
       "restInterval                                                       NaN\n",
       "serviceStar                                                        4.9\n",
       "specialTimeDetail                                     店已全面消毒、全员测温，分散安排\n",
       "specialTimeTitle                                                  温馨提示\n",
       "speedStar                                                          5.0\n",
       "storeAddress                                      北京市大兴区永兴路7号院1号楼4F-25\n",
       "storeId                                                         020140\n",
       "storeMarker                                                           \n",
       "storeName                                                      龙湖大兴天街店\n",
       "storeStar                                                          4.9\n",
       "storeTelephone                               010-60274248,010-60274748\n",
       "tasteStar                                                          4.9\n",
       "transDesc                              兴64路、兴44路、兴27路、兴15路到生物医药基地地铁站下车\n",
       "Name: 0, dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stores.iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cityId</th>\n",
       "      <th>cityName</th>\n",
       "      <th>countryId</th>\n",
       "      <th>openStatus</th>\n",
       "      <th>storeId</th>\n",
       "      <th>storeName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020140</td>\n",
       "      <td>龙湖大兴天街店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020142</td>\n",
       "      <td>房山天街店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020131</td>\n",
       "      <td>星城商厦店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020159</td>\n",
       "      <td>首开福茂店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020170</td>\n",
       "      <td>马驹桥天和嘉园店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020155</td>\n",
       "      <td>荟聚中心店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020171</td>\n",
       "      <td>永旺梦乐城店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020174</td>\n",
       "      <td>住总万科广场店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020133</td>\n",
       "      <td>亦庄力宝店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020136</td>\n",
       "      <td>爱琴海购物公园店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020146</td>\n",
       "      <td>公益西桥华联店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020158</td>\n",
       "      <td>马家堡新荟城店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020154</td>\n",
       "      <td>合生广场店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020127</td>\n",
       "      <td>万丰桥店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020163</td>\n",
       "      <td>居然之家丽泽桥店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020116</td>\n",
       "      <td>方庄店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020164</td>\n",
       "      <td>新年华购物中心</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020145</td>\n",
       "      <td>银座和谐广场店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020165</td>\n",
       "      <td>大成路店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020179</td>\n",
       "      <td>Plus365 购物中心店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020111</td>\n",
       "      <td>石景山店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020103</td>\n",
       "      <td>劲松店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020134</td>\n",
       "      <td>新世界百货店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020135</td>\n",
       "      <td>喜隆多店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020113</td>\n",
       "      <td>翠微路店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020106</td>\n",
       "      <td>西单店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020161</td>\n",
       "      <td>王府井银泰in88店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020149</td>\n",
       "      <td>华贸中心店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020144</td>\n",
       "      <td>海底捞智慧餐厅（中骏世界城店）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020183</td>\n",
       "      <td>十里堡万科时代中心店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020130</td>\n",
       "      <td>通州华联店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020148</td>\n",
       "      <td>复星国际中心店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020137</td>\n",
       "      <td>三里屯SOHO店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020112</td>\n",
       "      <td>紫竹桥店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020180</td>\n",
       "      <td>通厦康达广场店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020141</td>\n",
       "      <td>常营华联店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020118</td>\n",
       "      <td>西直门店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020114</td>\n",
       "      <td>万柳店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020122</td>\n",
       "      <td>太阳宫店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020102</td>\n",
       "      <td>牡丹园店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020151</td>\n",
       "      <td>望京新世界百货店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>12</td>\n",
       "      <td>020126</td>\n",
       "      <td>望京港旅店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>12</td>\n",
       "      <td>020157</td>\n",
       "      <td>望京新荟城店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020123</td>\n",
       "      <td>大屯北路店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020160</td>\n",
       "      <td>国奥村店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020143</td>\n",
       "      <td>望京华彩店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020132</td>\n",
       "      <td>上地华联店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020139</td>\n",
       "      <td>五彩城店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020152</td>\n",
       "      <td>华贸天地店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020166</td>\n",
       "      <td>万优汇店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020167</td>\n",
       "      <td>龙旗广场店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020138</td>\n",
       "      <td>回龙观店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020120</td>\n",
       "      <td>天通苑店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020129</td>\n",
       "      <td>顺义华联店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020156</td>\n",
       "      <td>聚乐汇店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020173</td>\n",
       "      <td>路劲世界城店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020162</td>\n",
       "      <td>平谷华联店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020172</td>\n",
       "      <td>怀柔京北店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020153</td>\n",
       "      <td>万象汇店</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020147</td>\n",
       "      <td>朗福广场店</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    cityId cityName countryId  openStatus storeId        storeName\n",
       "0   110000      北京市        CN           1  020140          龙湖大兴天街店\n",
       "1   110000      北京市        CN           1  020142            房山天街店\n",
       "2   110000      北京市        CN           1  020131            星城商厦店\n",
       "3   110000      北京市        CN           1  020159            首开福茂店\n",
       "4   110000      北京市        CN           1  020170         马驹桥天和嘉园店\n",
       "5   110000      北京市        CN           1  020155            荟聚中心店\n",
       "6   110000      北京市        CN           1  020171           永旺梦乐城店\n",
       "7   110000      北京市        CN           1  020174          住总万科广场店\n",
       "8   110000      北京市        CN           1  020133            亦庄力宝店\n",
       "9   110000      北京市        CN           1  020136         爱琴海购物公园店\n",
       "10  110000      北京市        CN           1  020146          公益西桥华联店\n",
       "11  110000      北京市        CN           1  020158          马家堡新荟城店\n",
       "12  110000      北京市        CN           1  020154            合生广场店\n",
       "13  110000      北京市        CN           1  020127             万丰桥店\n",
       "14  110000      北京市        CN           1  020163         居然之家丽泽桥店\n",
       "15  110000      北京市        CN           1  020116              方庄店\n",
       "16  110000      北京市        CN           1  020164          新年华购物中心\n",
       "17  110000      北京市        CN           1  020145          银座和谐广场店\n",
       "18  110000      北京市        CN           1  020165             大成路店\n",
       "19  110000      北京市        CN           1  020179    Plus365 购物中心店\n",
       "20  110000      北京市        CN           1  020111             石景山店\n",
       "21  110000      北京市        CN           1  020103              劲松店\n",
       "22  110000      北京市        CN           1  020134           新世界百货店\n",
       "23  110000      北京市        CN           1  020135             喜隆多店\n",
       "24  110000      北京市        CN           1  020113             翠微路店\n",
       "25  110000      北京市        CN           1  020106              西单店\n",
       "26  110000      北京市        CN           1  020161       王府井银泰in88店\n",
       "27  110000      北京市        CN           1  020149            华贸中心店\n",
       "28  110000      北京市        CN           1  020144  海底捞智慧餐厅（中骏世界城店）\n",
       "29  110000      北京市        CN           1  020183       十里堡万科时代中心店\n",
       "30  110000      北京市        CN           1  020130            通州华联店\n",
       "31  110000      北京市        CN           1  020148          复星国际中心店\n",
       "32  110000      北京市        CN           1  020137         三里屯SOHO店\n",
       "33  110000      北京市        CN           1  020112             紫竹桥店\n",
       "34  110000      北京市        CN           1  020180          通厦康达广场店\n",
       "35  110000      北京市        CN           1  020141            常营华联店\n",
       "36  110000      北京市        CN           1  020118             西直门店\n",
       "37  110000      北京市        CN           1  020114              万柳店\n",
       "38  110000      北京市        CN           1  020122             太阳宫店\n",
       "39  110000      北京市        CN           1  020102             牡丹园店\n",
       "40  110000      北京市        CN           1  020151         望京新世界百货店\n",
       "41  110000      北京市        CN          12  020126            望京港旅店\n",
       "42  110000      北京市        CN          12  020157           望京新荟城店\n",
       "43  110000      北京市        CN           1  020123            大屯北路店\n",
       "44  110000      北京市        CN           1  020160             国奥村店\n",
       "45  110000      北京市        CN           1  020143            望京华彩店\n",
       "46  110000      北京市        CN           1  020132            上地华联店\n",
       "47  110000      北京市        CN           1  020139             五彩城店\n",
       "48  110000      北京市        CN           1  020152            华贸天地店\n",
       "49  110000      北京市        CN           1  020166             万优汇店\n",
       "50  110000      北京市        CN           1  020167            龙旗广场店\n",
       "51  110000      北京市        CN           1  020138             回龙观店\n",
       "52  110000      北京市        CN           1  020120             天通苑店\n",
       "53  110000      北京市        CN           1  020129            顺义华联店\n",
       "54  110000      北京市        CN           1  020156             聚乐汇店\n",
       "55  110000      北京市        CN           1  020173           路劲世界城店\n",
       "56  110000      北京市        CN           1  020162            平谷华联店\n",
       "57  110000      北京市        CN           1  020172            怀柔京北店\n",
       "58  110000      北京市        CN           1  020153             万象汇店\n",
       "59  110000      北京市        CN           1  020147            朗福广场店"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# filter for relevant fields\n",
    "fields = ['cityId', 'cityName', 'countryId', 'openStatus', 'storeId', 'storeName']\n",
    "stores[fields]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cityId</th>\n",
       "      <th>cityName</th>\n",
       "      <th>countryId</th>\n",
       "      <th>openStatus</th>\n",
       "      <th>storeId</th>\n",
       "      <th>storeName</th>\n",
       "      <th>operatingStatus</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020140</td>\n",
       "      <td>龙湖大兴天街店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020142</td>\n",
       "      <td>房山天街店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020131</td>\n",
       "      <td>星城商厦店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020159</td>\n",
       "      <td>首开福茂店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020170</td>\n",
       "      <td>马驹桥天和嘉园店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020155</td>\n",
       "      <td>荟聚中心店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020171</td>\n",
       "      <td>永旺梦乐城店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020174</td>\n",
       "      <td>住总万科广场店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020133</td>\n",
       "      <td>亦庄力宝店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020136</td>\n",
       "      <td>爱琴海购物公园店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020146</td>\n",
       "      <td>公益西桥华联店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020158</td>\n",
       "      <td>马家堡新荟城店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020154</td>\n",
       "      <td>合生广场店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020127</td>\n",
       "      <td>万丰桥店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020163</td>\n",
       "      <td>居然之家丽泽桥店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020116</td>\n",
       "      <td>方庄店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020164</td>\n",
       "      <td>新年华购物中心</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020145</td>\n",
       "      <td>银座和谐广场店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020165</td>\n",
       "      <td>大成路店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020179</td>\n",
       "      <td>Plus365 购物中心店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020111</td>\n",
       "      <td>石景山店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020103</td>\n",
       "      <td>劲松店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020134</td>\n",
       "      <td>新世界百货店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020135</td>\n",
       "      <td>喜隆多店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020113</td>\n",
       "      <td>翠微路店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020106</td>\n",
       "      <td>西单店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020161</td>\n",
       "      <td>王府井银泰in88店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020149</td>\n",
       "      <td>华贸中心店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020144</td>\n",
       "      <td>海底捞智慧餐厅（中骏世界城店）</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020183</td>\n",
       "      <td>十里堡万科时代中心店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020130</td>\n",
       "      <td>通州华联店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020148</td>\n",
       "      <td>复星国际中心店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020137</td>\n",
       "      <td>三里屯SOHO店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020112</td>\n",
       "      <td>紫竹桥店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020180</td>\n",
       "      <td>通厦康达广场店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020141</td>\n",
       "      <td>常营华联店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020118</td>\n",
       "      <td>西直门店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020114</td>\n",
       "      <td>万柳店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020122</td>\n",
       "      <td>太阳宫店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020102</td>\n",
       "      <td>牡丹园店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020151</td>\n",
       "      <td>望京新世界百货店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>12</td>\n",
       "      <td>020126</td>\n",
       "      <td>望京港旅店</td>\n",
       "      <td>装修升级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>12</td>\n",
       "      <td>020157</td>\n",
       "      <td>望京新荟城店</td>\n",
       "      <td>装修升级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020123</td>\n",
       "      <td>大屯北路店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020160</td>\n",
       "      <td>国奥村店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020143</td>\n",
       "      <td>望京华彩店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020132</td>\n",
       "      <td>上地华联店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020139</td>\n",
       "      <td>五彩城店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020152</td>\n",
       "      <td>华贸天地店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020166</td>\n",
       "      <td>万优汇店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020167</td>\n",
       "      <td>龙旗广场店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020138</td>\n",
       "      <td>回龙观店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020120</td>\n",
       "      <td>天通苑店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020129</td>\n",
       "      <td>顺义华联店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020156</td>\n",
       "      <td>聚乐汇店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020173</td>\n",
       "      <td>路劲世界城店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020162</td>\n",
       "      <td>平谷华联店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020172</td>\n",
       "      <td>怀柔京北店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020153</td>\n",
       "      <td>万象汇店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>CN</td>\n",
       "      <td>1</td>\n",
       "      <td>020147</td>\n",
       "      <td>朗福广场店</td>\n",
       "      <td>正在营业</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    cityId cityName countryId  openStatus storeId        storeName  \\\n",
       "0   110000      北京市        CN           1  020140          龙湖大兴天街店   \n",
       "1   110000      北京市        CN           1  020142            房山天街店   \n",
       "2   110000      北京市        CN           1  020131            星城商厦店   \n",
       "3   110000      北京市        CN           1  020159            首开福茂店   \n",
       "4   110000      北京市        CN           1  020170         马驹桥天和嘉园店   \n",
       "5   110000      北京市        CN           1  020155            荟聚中心店   \n",
       "6   110000      北京市        CN           1  020171           永旺梦乐城店   \n",
       "7   110000      北京市        CN           1  020174          住总万科广场店   \n",
       "8   110000      北京市        CN           1  020133            亦庄力宝店   \n",
       "9   110000      北京市        CN           1  020136         爱琴海购物公园店   \n",
       "10  110000      北京市        CN           1  020146          公益西桥华联店   \n",
       "11  110000      北京市        CN           1  020158          马家堡新荟城店   \n",
       "12  110000      北京市        CN           1  020154            合生广场店   \n",
       "13  110000      北京市        CN           1  020127             万丰桥店   \n",
       "14  110000      北京市        CN           1  020163         居然之家丽泽桥店   \n",
       "15  110000      北京市        CN           1  020116              方庄店   \n",
       "16  110000      北京市        CN           1  020164          新年华购物中心   \n",
       "17  110000      北京市        CN           1  020145          银座和谐广场店   \n",
       "18  110000      北京市        CN           1  020165             大成路店   \n",
       "19  110000      北京市        CN           1  020179    Plus365 购物中心店   \n",
       "20  110000      北京市        CN           1  020111             石景山店   \n",
       "21  110000      北京市        CN           1  020103              劲松店   \n",
       "22  110000      北京市        CN           1  020134           新世界百货店   \n",
       "23  110000      北京市        CN           1  020135             喜隆多店   \n",
       "24  110000      北京市        CN           1  020113             翠微路店   \n",
       "25  110000      北京市        CN           1  020106              西单店   \n",
       "26  110000      北京市        CN           1  020161       王府井银泰in88店   \n",
       "27  110000      北京市        CN           1  020149            华贸中心店   \n",
       "28  110000      北京市        CN           1  020144  海底捞智慧餐厅（中骏世界城店）   \n",
       "29  110000      北京市        CN           1  020183       十里堡万科时代中心店   \n",
       "30  110000      北京市        CN           1  020130            通州华联店   \n",
       "31  110000      北京市        CN           1  020148          复星国际中心店   \n",
       "32  110000      北京市        CN           1  020137         三里屯SOHO店   \n",
       "33  110000      北京市        CN           1  020112             紫竹桥店   \n",
       "34  110000      北京市        CN           1  020180          通厦康达广场店   \n",
       "35  110000      北京市        CN           1  020141            常营华联店   \n",
       "36  110000      北京市        CN           1  020118             西直门店   \n",
       "37  110000      北京市        CN           1  020114              万柳店   \n",
       "38  110000      北京市        CN           1  020122             太阳宫店   \n",
       "39  110000      北京市        CN           1  020102             牡丹园店   \n",
       "40  110000      北京市        CN           1  020151         望京新世界百货店   \n",
       "41  110000      北京市        CN          12  020126            望京港旅店   \n",
       "42  110000      北京市        CN          12  020157           望京新荟城店   \n",
       "43  110000      北京市        CN           1  020123            大屯北路店   \n",
       "44  110000      北京市        CN           1  020160             国奥村店   \n",
       "45  110000      北京市        CN           1  020143            望京华彩店   \n",
       "46  110000      北京市        CN           1  020132            上地华联店   \n",
       "47  110000      北京市        CN           1  020139             五彩城店   \n",
       "48  110000      北京市        CN           1  020152            华贸天地店   \n",
       "49  110000      北京市        CN           1  020166             万优汇店   \n",
       "50  110000      北京市        CN           1  020167            龙旗广场店   \n",
       "51  110000      北京市        CN           1  020138             回龙观店   \n",
       "52  110000      北京市        CN           1  020120             天通苑店   \n",
       "53  110000      北京市        CN           1  020129            顺义华联店   \n",
       "54  110000      北京市        CN           1  020156             聚乐汇店   \n",
       "55  110000      北京市        CN           1  020173           路劲世界城店   \n",
       "56  110000      北京市        CN           1  020162            平谷华联店   \n",
       "57  110000      北京市        CN           1  020172            怀柔京北店   \n",
       "58  110000      北京市        CN           1  020153             万象汇店   \n",
       "59  110000      北京市        CN           1  020147            朗福广场店   \n",
       "\n",
       "   operatingStatus  \n",
       "0             正在营业  \n",
       "1             正在营业  \n",
       "2             正在营业  \n",
       "3             正在营业  \n",
       "4             正在营业  \n",
       "5             正在营业  \n",
       "6             正在营业  \n",
       "7             正在营业  \n",
       "8             正在营业  \n",
       "9             正在营业  \n",
       "10            正在营业  \n",
       "11            正在营业  \n",
       "12            正在营业  \n",
       "13            正在营业  \n",
       "14            正在营业  \n",
       "15            正在营业  \n",
       "16            正在营业  \n",
       "17            正在营业  \n",
       "18            正在营业  \n",
       "19            正在营业  \n",
       "20            正在营业  \n",
       "21            正在营业  \n",
       "22            正在营业  \n",
       "23            正在营业  \n",
       "24            正在营业  \n",
       "25            正在营业  \n",
       "26            正在营业  \n",
       "27            正在营业  \n",
       "28            正在营业  \n",
       "29            正在营业  \n",
       "30            正在营业  \n",
       "31            正在营业  \n",
       "32            正在营业  \n",
       "33            正在营业  \n",
       "34            正在营业  \n",
       "35            正在营业  \n",
       "36            正在营业  \n",
       "37            正在营业  \n",
       "38            正在营业  \n",
       "39            正在营业  \n",
       "40            正在营业  \n",
       "41            装修升级  \n",
       "42            装修升级  \n",
       "43            正在营业  \n",
       "44            正在营业  \n",
       "45            正在营业  \n",
       "46            正在营业  \n",
       "47            正在营业  \n",
       "48            正在营业  \n",
       "49            正在营业  \n",
       "50            正在营业  \n",
       "51            正在营业  \n",
       "52            正在营业  \n",
       "53            正在营业  \n",
       "54            正在营业  \n",
       "55            正在营业  \n",
       "56            正在营业  \n",
       "57            正在营业  \n",
       "58            正在营业  \n",
       "59            正在营业  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# engineer new features\n",
    "openStatus = {1:'正在营业', 12:'装修升级', 13:'迁址停业', 14:'暂停营业', 15:'试运 营',}\n",
    "stores['operatingStatus'] = stores['openStatus'].apply(lambda x: openStatus[x])\n",
    "fields.append('operatingStatus')\n",
    "stores[fields]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 2 entries, cityList to hotCityList\n",
      "Data columns (total 3 columns):\n",
      "code       2 non-null object\n",
      "data       2 non-null object\n",
      "success    2 non-null bool\n",
      "dtypes: bool(1), object(2)\n",
      "memory usage: 50.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "CityList = pd.read_json('./getCityList.json')\n",
    "CityList.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'cityId': '320500', 'cityName': '苏州市', 'py': 'SZS', 'regionMark': 1},\n",
       " {'cityId': '610100', 'cityName': '西安市', 'py': 'XAS', 'regionMark': 1},\n",
       " {'cityId': '610200', 'cityName': '铜川市', 'py': 'TCS', 'regionMark': 1},\n",
       " {'cityId': '610300', 'cityName': '宝鸡市', 'py': 'BJS', 'regionMark': 1},\n",
       " {'cityId': '610400', 'cityName': '咸阳市', 'py': 'XYS', 'regionMark': 1},\n",
       " {'cityId': '610500', 'cityName': '渭南市', 'py': 'WNS', 'regionMark': 1},\n",
       " {'cityId': '610600', 'cityName': '延安市', 'py': 'YAS', 'regionMark': 1},\n",
       " {'cityId': '610700', 'cityName': '汉中市', 'py': 'HZS', 'regionMark': 1},\n",
       " {'cityId': '610800', 'cityName': '榆林市', 'py': 'YLS', 'regionMark': 1},\n",
       " {'cityId': '610900', 'cityName': '安康市', 'py': 'AKS', 'regionMark': 1},\n",
       " {'cityId': '008202', 'cityName': '首尔市', 'py': 'SES', 'regionMark': 2},\n",
       " {'cityId': '620100', 'cityName': '兰州市', 'py': 'LZS', 'regionMark': 1},\n",
       " {'cityId': '620600', 'cityName': '武威市', 'py': 'WWS', 'regionMark': 1},\n",
       " {'cityId': '869999', 'cityName': '东京市', 'py': 'DJS', 'regionMark': 2},\n",
       " {'cityId': '830101', 'cityName': '新加坡市', 'py': 'XJPS', 'regionMark': 2},\n",
       " {'cityId': '620900', 'cityName': '酒泉市', 'py': 'JQS', 'regionMark': 1},\n",
       " {'cityId': '840101', 'cityName': '洛杉矶市', 'py': 'LSJS', 'regionMark': 2},\n",
       " {'cityId': '621000', 'cityName': '庆阳市', 'py': 'QYS', 'regionMark': 1},\n",
       " {'cityId': '630100', 'cityName': '西宁市', 'py': 'XNS', 'regionMark': 1},\n",
       " {'cityId': '640100', 'cityName': '银川市', 'py': 'YCS', 'regionMark': 1},\n",
       " {'cityId': '130100', 'cityName': '石家庄市', 'py': 'SJZS', 'regionMark': 1},\n",
       " {'cityId': '130200', 'cityName': '唐山市', 'py': 'TSS', 'regionMark': 1},\n",
       " {'cityId': '130300', 'cityName': '秦皇岛市', 'py': 'QHDS', 'regionMark': 1},\n",
       " {'cityId': '130400', 'cityName': '邯郸市', 'py': 'HDS', 'regionMark': 1},\n",
       " {'cityId': '130500', 'cityName': '邢台市', 'py': 'XTS', 'regionMark': 1},\n",
       " {'cityId': '130600', 'cityName': '保定市', 'py': 'BDS', 'regionMark': 1},\n",
       " {'cityId': '130700', 'cityName': '张家口市', 'py': 'ZJKS', 'regionMark': 1},\n",
       " {'cityId': '130800', 'cityName': '承德市', 'py': 'CDS', 'regionMark': 1},\n",
       " {'cityId': '130900', 'cityName': '沧州市', 'py': 'CZS', 'regionMark': 1},\n",
       " {'cityId': '131000', 'cityName': '廊坊市', 'py': 'LFS', 'regionMark': 1},\n",
       " {'cityId': '131100', 'cityName': '衡水市', 'py': 'HSS', 'regionMark': 1},\n",
       " {'cityId': '140100', 'cityName': '太原市', 'py': 'TYS', 'regionMark': 1},\n",
       " {'cityId': '140200', 'cityName': '大同市', 'py': 'DTS', 'regionMark': 1},\n",
       " {'cityId': '140400', 'cityName': '长治市', 'py': 'CZS', 'regionMark': 1},\n",
       " {'cityId': '140500', 'cityName': '晋城市', 'py': 'JCS', 'regionMark': 1},\n",
       " {'cityId': '140700', 'cityName': '晋中市', 'py': 'JZS', 'regionMark': 1},\n",
       " {'cityId': '140800', 'cityName': '运城市', 'py': 'YCS', 'regionMark': 1},\n",
       " {'cityId': '141000', 'cityName': '临汾市', 'py': 'LFS', 'regionMark': 1},\n",
       " {'cityId': '141100', 'cityName': '吕梁市', 'py': 'LLS', 'regionMark': 1},\n",
       " {'cityId': '150100', 'cityName': '呼和浩特市', 'py': 'HHHTS', 'regionMark': 1},\n",
       " {'cityId': '150200', 'cityName': '包头市', 'py': 'BTS', 'regionMark': 1},\n",
       " {'cityId': '150500', 'cityName': '通辽市', 'py': 'TLS', 'regionMark': 1},\n",
       " {'cityId': '150600', 'cityName': '鄂尔多斯市', 'py': 'EEDSS', 'regionMark': 1},\n",
       " {'cityId': '150800', 'cityName': '巴彦淖尔市', 'py': 'BYNES', 'regionMark': 1},\n",
       " {'cityId': '150900', 'cityName': '乌兰察布市', 'py': 'WLCBS', 'regionMark': 1},\n",
       " {'cityId': '210100', 'cityName': '沈阳市', 'py': 'SYS', 'regionMark': 1},\n",
       " {'cityId': '210200', 'cityName': '大连市', 'py': 'DLS', 'regionMark': 1},\n",
       " {'cityId': '120000', 'cityName': '天津市', 'py': 'TJS', 'regionMark': 1},\n",
       " {'cityId': '500000', 'cityName': '重庆市', 'py': 'CQS', 'regionMark': 1},\n",
       " {'cityId': '810000', 'cityName': '香港', 'py': 'XG', 'regionMark': 3},\n",
       " {'cityId': '820000', 'cityName': '澳门', 'py': 'AM', 'regionMark': 3},\n",
       " {'cityId': '220100', 'cityName': '长春市', 'py': 'CCS', 'regionMark': 1},\n",
       " {'cityId': '840200', 'cityName': '旧金山', 'py': 'JJS', 'regionMark': 2},\n",
       " {'cityId': '220200', 'cityName': '吉林市', 'py': 'JLS', 'regionMark': 1},\n",
       " {'cityId': '840300', 'cityName': '纽约', 'py': 'NY', 'regionMark': 2},\n",
       " {'cityId': '860200', 'cityName': '大阪市', 'py': 'DBS', 'regionMark': 2},\n",
       " {'cityId': '860300', 'cityName': '千叶市', 'py': 'QYS', 'regionMark': 2},\n",
       " {'cityId': '710200', 'cityName': '台北', 'py': 'TB', 'regionMark': 3},\n",
       " {'cityId': '710300', 'cityName': '新北', 'py': 'XB', 'regionMark': 3},\n",
       " {'cityId': '710400', 'cityName': '台中', 'py': 'TZ', 'regionMark': 3},\n",
       " {'cityId': '710500', 'cityName': '桃园', 'py': 'TY', 'regionMark': 3},\n",
       " {'cityId': '222400',\n",
       "  'cityName': '延边朝鲜族自治州',\n",
       "  'py': 'YBCXZZZZ',\n",
       "  'regionMark': 1},\n",
       " {'cityId': '230100', 'cityName': '哈尔滨市', 'py': 'HEBS', 'regionMark': 1},\n",
       " {'cityId': '710600', 'cityName': '高雄', 'py': 'GX', 'regionMark': 3},\n",
       " {'cityId': '710700', 'cityName': '新竹', 'py': 'XZ', 'regionMark': 3},\n",
       " {'cityId': '007101', 'cityName': '伦敦', 'py': 'LD', 'regionMark': 2},\n",
       " {'cityId': '004000', 'cityName': '悉尼', 'py': 'XN', 'regionMark': 2},\n",
       " {'cityId': '230600', 'cityName': '大庆市', 'py': 'DQS', 'regionMark': 1},\n",
       " {'cityId': '002001', 'cityName': '列治文市', 'py': 'LZWS', 'regionMark': 2},\n",
       " {'cityId': '006001', 'cityName': '曼谷', 'py': 'MG', 'regionMark': 2},\n",
       " {'cityId': '001201', 'cityName': '胡志明市', 'py': 'HZMS', 'regionMark': 2},\n",
       " {'cityId': '004001', 'cityName': '墨尔本', 'py': 'MEB', 'regionMark': 2},\n",
       " {'cityId': '320100', 'cityName': '南京市', 'py': 'NJS', 'regionMark': 1},\n",
       " {'cityId': '570010', 'cityName': '印尼', 'py': 'YN', 'regionMark': 2},\n",
       " {'cityId': '320200', 'cityName': '无锡市', 'py': 'WXS', 'regionMark': 1},\n",
       " {'cityId': '001301', 'cityName': '吉隆坡', 'py': 'JLP', 'regionMark': 2},\n",
       " {'cityId': '320300', 'cityName': '徐州市', 'py': 'XZS', 'regionMark': 1},\n",
       " {'cityId': '320400', 'cityName': '常州市', 'py': 'CZS', 'regionMark': 1},\n",
       " {'cityId': '320600', 'cityName': '南通市', 'py': 'NTS', 'regionMark': 1},\n",
       " {'cityId': '320700', 'cityName': '连云港市', 'py': 'LYGS', 'regionMark': 1},\n",
       " {'cityId': '421300', 'cityName': '随州市', 'py': 'SZS', 'regionMark': 1},\n",
       " {'cityId': '320800', 'cityName': '淮安市', 'py': 'HAS', 'regionMark': 1},\n",
       " {'cityId': '422800',\n",
       "  'cityName': '恩施土家族苗族自治州',\n",
       "  'py': 'ESTJZMZZZZ',\n",
       "  'regionMark': 1},\n",
       " {'cityId': '430100', 'cityName': '长沙市', 'py': 'CSS', 'regionMark': 1},\n",
       " {'cityId': '320900', 'cityName': '盐城市', 'py': 'YCS', 'regionMark': 1},\n",
       " {'cityId': '430200', 'cityName': '株洲市', 'py': 'ZZS', 'regionMark': 1},\n",
       " {'cityId': '321000', 'cityName': '扬州市', 'py': 'YZS', 'regionMark': 1},\n",
       " {'cityId': '430300', 'cityName': '湘潭市', 'py': 'XTS', 'regionMark': 1},\n",
       " {'cityId': '321100', 'cityName': '镇江市', 'py': 'ZJS', 'regionMark': 1},\n",
       " {'cityId': '430400', 'cityName': '衡阳市', 'py': 'HYS', 'regionMark': 1},\n",
       " {'cityId': '321200', 'cityName': '泰州市', 'py': 'TZS', 'regionMark': 1},\n",
       " {'cityId': '321300', 'cityName': '宿迁市', 'py': 'SQS', 'regionMark': 1},\n",
       " {'cityId': '430500', 'cityName': '邵阳市', 'py': 'SYS', 'regionMark': 1},\n",
       " {'cityId': '330100', 'cityName': '杭州市', 'py': 'HZS', 'regionMark': 1},\n",
       " {'cityId': '430600', 'cityName': '岳阳市', 'py': 'YYS', 'regionMark': 1},\n",
       " {'cityId': '330200', 'cityName': '宁波市', 'py': 'NBS', 'regionMark': 1},\n",
       " {'cityId': '430700', 'cityName': '常德市', 'py': 'CDS', 'regionMark': 1},\n",
       " {'cityId': '330300', 'cityName': '温州市', 'py': 'WZS', 'regionMark': 1},\n",
       " {'cityId': '330400', 'cityName': '嘉兴市', 'py': 'JXS', 'regionMark': 1},\n",
       " {'cityId': '330500', 'cityName': '湖州市', 'py': 'HZS', 'regionMark': 1},\n",
       " {'cityId': '330600', 'cityName': '绍兴市', 'py': 'SXS', 'regionMark': 1},\n",
       " {'cityId': '431000', 'cityName': '郴州市', 'py': 'CZS', 'regionMark': 1},\n",
       " {'cityId': '330700', 'cityName': '金华市', 'py': 'JHS', 'regionMark': 1},\n",
       " {'cityId': '431100', 'cityName': '永州市', 'py': 'YZS', 'regionMark': 1},\n",
       " {'cityId': '330800', 'cityName': '衢州市', 'py': 'QZS', 'regionMark': 1},\n",
       " {'cityId': '431300', 'cityName': '娄底市', 'py': 'LDS', 'regionMark': 1},\n",
       " {'cityId': '330900', 'cityName': '舟山市', 'py': 'ZSS', 'regionMark': 1},\n",
       " {'cityId': '331000', 'cityName': '台州市', 'py': 'TZS', 'regionMark': 1},\n",
       " {'cityId': '440100', 'cityName': '广州市', 'py': 'GZS', 'regionMark': 1},\n",
       " {'cityId': '340100', 'cityName': '合肥市', 'py': 'HFS', 'regionMark': 1},\n",
       " {'cityId': '440300', 'cityName': '深圳市', 'py': 'SZS', 'regionMark': 1},\n",
       " {'cityId': '340200', 'cityName': '芜湖市', 'py': 'WHS', 'regionMark': 1},\n",
       " {'cityId': '440400', 'cityName': '珠海市', 'py': 'ZHS', 'regionMark': 1},\n",
       " {'cityId': '340300', 'cityName': '蚌埠市', 'py': 'BBS', 'regionMark': 1},\n",
       " {'cityId': '440500', 'cityName': '汕头市', 'py': 'STS', 'regionMark': 1},\n",
       " {'cityId': '440600', 'cityName': '佛山市', 'py': 'FSS', 'regionMark': 1},\n",
       " {'cityId': '440700', 'cityName': '江门市', 'py': 'JMS', 'regionMark': 1},\n",
       " {'cityId': '340400', 'cityName': '淮南市', 'py': 'HNS', 'regionMark': 1},\n",
       " {'cityId': '440800', 'cityName': '湛江市', 'py': 'ZJS', 'regionMark': 1},\n",
       " {'cityId': '340500', 'cityName': '马鞍山市', 'py': 'MASS', 'regionMark': 1},\n",
       " {'cityId': '440900', 'cityName': '茂名市', 'py': 'MMS', 'regionMark': 1},\n",
       " {'cityId': '340600', 'cityName': '淮北市', 'py': 'HBS', 'regionMark': 1},\n",
       " {'cityId': '441200', 'cityName': '肇庆市', 'py': 'ZQS', 'regionMark': 1},\n",
       " {'cityId': '340700', 'cityName': '铜陵市', 'py': 'TLS', 'regionMark': 1},\n",
       " {'cityId': '441300', 'cityName': '惠州市', 'py': 'HZS', 'regionMark': 1},\n",
       " {'cityId': '340800', 'cityName': '安庆市', 'py': 'AQS', 'regionMark': 1},\n",
       " {'cityId': '441400', 'cityName': '梅州市', 'py': 'MZS', 'regionMark': 1},\n",
       " {'cityId': '341100', 'cityName': '滁州市', 'py': 'CZS', 'regionMark': 1},\n",
       " {'cityId': '341200', 'cityName': '阜阳市', 'py': 'FYS', 'regionMark': 1},\n",
       " {'cityId': '441600', 'cityName': '河源市', 'py': 'HYS', 'regionMark': 1},\n",
       " {'cityId': '341300', 'cityName': '宿州市', 'py': 'SZS', 'regionMark': 1},\n",
       " {'cityId': '441700', 'cityName': '阳江市', 'py': 'YJS', 'regionMark': 1},\n",
       " {'cityId': '441800', 'cityName': '清远市', 'py': 'QYS', 'regionMark': 1},\n",
       " {'cityId': '441900', 'cityName': '东莞市', 'py': 'DGS', 'regionMark': 1},\n",
       " {'cityId': '341500', 'cityName': '六安市', 'py': 'LAS', 'regionMark': 1},\n",
       " {'cityId': '442000', 'cityName': '中山市', 'py': 'ZSS', 'regionMark': 1},\n",
       " {'cityId': '341600', 'cityName': '亳州市', 'py': 'BZS', 'regionMark': 1},\n",
       " {'cityId': '445200', 'cityName': '揭阳市', 'py': 'JYS', 'regionMark': 1},\n",
       " {'cityId': '445300', 'cityName': '云浮市', 'py': 'YFS', 'regionMark': 1},\n",
       " {'cityId': '350100', 'cityName': '福州市', 'py': 'FZS', 'regionMark': 1},\n",
       " {'cityId': '450100', 'cityName': '南宁市', 'py': 'NNS', 'regionMark': 1},\n",
       " {'cityId': '350200', 'cityName': '厦门市', 'py': 'XMS', 'regionMark': 1},\n",
       " {'cityId': '450200', 'cityName': '柳州市', 'py': 'LZS', 'regionMark': 1},\n",
       " {'cityId': '350300', 'cityName': '莆田市', 'py': 'PTS', 'regionMark': 1},\n",
       " {'cityId': '450300', 'cityName': '桂林市', 'py': 'GLS', 'regionMark': 1},\n",
       " {'cityId': '350500', 'cityName': '泉州市', 'py': 'QZS', 'regionMark': 1},\n",
       " {'cityId': '450500', 'cityName': '北海市', 'py': 'BHS', 'regionMark': 1},\n",
       " {'cityId': '350800', 'cityName': '龙岩市', 'py': 'LYS', 'regionMark': 1},\n",
       " {'cityId': '350900', 'cityName': '宁德市', 'py': 'NDS', 'regionMark': 1},\n",
       " {'cityId': '360100', 'cityName': '南昌市', 'py': 'NCS', 'regionMark': 1},\n",
       " {'cityId': '360400', 'cityName': '九江市', 'py': 'JJS', 'regionMark': 1},\n",
       " {'cityId': '360500', 'cityName': '新余市', 'py': 'XYS', 'regionMark': 1},\n",
       " {'cityId': '460100', 'cityName': '海口市', 'py': 'HKS', 'regionMark': 1},\n",
       " {'cityId': '460200', 'cityName': '三亚市', 'py': 'SYS', 'regionMark': 1},\n",
       " {'cityId': '360700', 'cityName': '赣州市', 'py': 'GZS', 'regionMark': 1},\n",
       " {'cityId': '360900', 'cityName': '宜春市', 'py': 'YCS', 'regionMark': 1},\n",
       " {'cityId': '361000', 'cityName': '抚州市', 'py': 'FZS', 'regionMark': 1},\n",
       " {'cityId': '510100', 'cityName': '成都市', 'py': 'CDS', 'regionMark': 1},\n",
       " {'cityId': '361100', 'cityName': '上饶市', 'py': 'SRS', 'regionMark': 1},\n",
       " {'cityId': '370100', 'cityName': '济南市', 'py': 'JNS', 'regionMark': 1},\n",
       " {'cityId': '370200', 'cityName': '青岛市', 'py': 'QDS', 'regionMark': 1},\n",
       " {'cityId': '370300', 'cityName': '淄博市', 'py': 'ZBS', 'regionMark': 1},\n",
       " {'cityId': '510500', 'cityName': '泸州市', 'py': 'LZS', 'regionMark': 1},\n",
       " {'cityId': '510600', 'cityName': '德阳市', 'py': 'DYS', 'regionMark': 1},\n",
       " {'cityId': '370400', 'cityName': '枣庄市', 'py': 'ZZS', 'regionMark': 1},\n",
       " {'cityId': '510700', 'cityName': '绵阳市', 'py': 'MYS', 'regionMark': 1},\n",
       " {'cityId': '370500', 'cityName': '东营市', 'py': 'DYS', 'regionMark': 1},\n",
       " {'cityId': '370600', 'cityName': '烟台市', 'py': 'YTS', 'regionMark': 1},\n",
       " {'cityId': '370700', 'cityName': '潍坊市', 'py': 'WFS', 'regionMark': 1},\n",
       " {'cityId': '370800', 'cityName': '济宁市', 'py': 'JNS', 'regionMark': 1},\n",
       " {'cityId': '370900', 'cityName': '泰安市', 'py': 'TAS', 'regionMark': 1},\n",
       " {'cityId': '511300', 'cityName': '南充市', 'py': 'NCS', 'regionMark': 1},\n",
       " {'cityId': '371000', 'cityName': '威海市', 'py': 'WHS', 'regionMark': 1},\n",
       " {'cityId': '371100', 'cityName': '日照市', 'py': 'RZS', 'regionMark': 1},\n",
       " {'cityId': '511500', 'cityName': '宜宾市', 'py': 'YBS', 'regionMark': 1},\n",
       " {'cityId': '371300', 'cityName': '临沂市', 'py': 'LYS', 'regionMark': 1},\n",
       " {'cityId': '511700', 'cityName': '达州市', 'py': 'DZS', 'regionMark': 1},\n",
       " {'cityId': '371400', 'cityName': '德州市', 'py': 'DZS', 'regionMark': 1},\n",
       " {'cityId': '371500', 'cityName': '聊城市', 'py': 'LCS', 'regionMark': 1},\n",
       " {'cityId': '371600', 'cityName': '滨州市', 'py': 'BZS', 'regionMark': 1},\n",
       " {'cityId': '512000', 'cityName': '资阳市', 'py': 'ZYS', 'regionMark': 1},\n",
       " {'cityId': '371700', 'cityName': '菏泽市', 'py': 'HZS', 'regionMark': 1},\n",
       " {'cityId': '410100', 'cityName': '郑州市', 'py': 'ZZS', 'regionMark': 1},\n",
       " {'cityId': '410200', 'cityName': '开封市', 'py': 'KFS', 'regionMark': 1},\n",
       " {'cityId': '410300', 'cityName': '洛阳市', 'py': 'LYS', 'regionMark': 1},\n",
       " {'cityId': '520100', 'cityName': '贵阳市', 'py': 'GYS', 'regionMark': 1},\n",
       " {'cityId': '410400', 'cityName': '平顶山市', 'py': 'PDSS', 'regionMark': 1},\n",
       " {'cityId': '410500', 'cityName': '安阳市', 'py': 'AYS', 'regionMark': 1},\n",
       " {'cityId': '410600', 'cityName': '鹤壁市', 'py': 'HBS', 'regionMark': 1},\n",
       " {'cityId': '410700', 'cityName': '新乡市', 'py': 'XXS', 'regionMark': 1},\n",
       " {'cityId': '410800', 'cityName': '焦作市', 'py': 'JZS', 'regionMark': 1},\n",
       " {'cityId': '410900', 'cityName': '濮阳市', 'py': 'PYS', 'regionMark': 1},\n",
       " {'cityId': '411000', 'cityName': '许昌市', 'py': 'XCS', 'regionMark': 1},\n",
       " {'cityId': '411100', 'cityName': '漯河市', 'py': 'LHS', 'regionMark': 1},\n",
       " {'cityId': '530100', 'cityName': '昆明市', 'py': 'KMS', 'regionMark': 1},\n",
       " {'cityId': '411200', 'cityName': '三门峡市', 'py': 'SMXS', 'regionMark': 1},\n",
       " {'cityId': '411300', 'cityName': '南阳市', 'py': 'NYS', 'regionMark': 1},\n",
       " {'cityId': '411400', 'cityName': '商丘市', 'py': 'SQS', 'regionMark': 1},\n",
       " {'cityId': '411500', 'cityName': '信阳市', 'py': 'XYS', 'regionMark': 1},\n",
       " {'cityId': '530700', 'cityName': '丽江市', 'py': 'LJS', 'regionMark': 1},\n",
       " {'cityId': '411700', 'cityName': '驻马店市', 'py': 'ZMDS', 'regionMark': 1},\n",
       " {'cityId': '420100', 'cityName': '武汉市', 'py': 'WHS', 'regionMark': 1},\n",
       " {'cityId': '420300', 'cityName': '十堰市', 'py': 'SYS', 'regionMark': 1},\n",
       " {'cityId': '420500', 'cityName': '宜昌市', 'py': 'YCS', 'regionMark': 1},\n",
       " {'cityId': '420600', 'cityName': '襄阳市', 'py': 'XYS', 'regionMark': 1},\n",
       " {'cityId': '532900', 'cityName': '大理市', 'py': 'DLS', 'regionMark': 1},\n",
       " {'cityId': '420900', 'cityName': '孝感市', 'py': 'XGS', 'regionMark': 1},\n",
       " {'cityId': '310000', 'cityName': '上海市', 'py': 'SHS', 'regionMark': 1},\n",
       " {'cityId': '110000', 'cityName': '北京市', 'py': 'BJS', 'regionMark': 1},\n",
       " {'cityId': '001401', 'cityName': '槟城', 'py': 'BC', 'regionMark': 2},\n",
       " {'cityId': '371800', 'cityName': '邹城市', 'py': 'ZCS', 'regionMark': 1},\n",
       " {'cityId': '12', 'cityName': '横滨市', 'py': 'HBS', 'regionMark': 2},\n",
       " {'cityId': '860400', 'cityName': '福冈市', 'py': 'FGS', 'regionMark': 2}]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CityList.data[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cityId</th>\n",
       "      <th>cityName</th>\n",
       "      <th>py</th>\n",
       "      <th>regionMark</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>320500</td>\n",
       "      <td>苏州市</td>\n",
       "      <td>SZS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>610100</td>\n",
       "      <td>西安市</td>\n",
       "      <td>XAS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>610200</td>\n",
       "      <td>铜川市</td>\n",
       "      <td>TCS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>610300</td>\n",
       "      <td>宝鸡市</td>\n",
       "      <td>BJS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>610400</td>\n",
       "      <td>咸阳市</td>\n",
       "      <td>XYS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cityId cityName   py  regionMark\n",
       "0  320500      苏州市  SZS           1\n",
       "1  610100      西安市  XAS           1\n",
       "2  610200      铜川市  TCS           1\n",
       "3  610300      宝鸡市  BJS           1\n",
       "4  610400      咸阳市  XYS           1"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cities = pd.DataFrame(data=CityList.data[0])\n",
    "cities.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cityId</th>\n",
       "      <th>cityName</th>\n",
       "      <th>py</th>\n",
       "      <th>regionMark</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>320500</td>\n",
       "      <td>苏州市</td>\n",
       "      <td>SZS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>610100</td>\n",
       "      <td>西安市</td>\n",
       "      <td>XAS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>610200</td>\n",
       "      <td>铜川市</td>\n",
       "      <td>TCS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>610300</td>\n",
       "      <td>宝鸡市</td>\n",
       "      <td>BJS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>610400</td>\n",
       "      <td>咸阳市</td>\n",
       "      <td>XYS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>610500</td>\n",
       "      <td>渭南市</td>\n",
       "      <td>WNS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>610600</td>\n",
       "      <td>延安市</td>\n",
       "      <td>YAS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>610700</td>\n",
       "      <td>汉中市</td>\n",
       "      <td>HZS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>610800</td>\n",
       "      <td>榆林市</td>\n",
       "      <td>YLS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>610900</td>\n",
       "      <td>安康市</td>\n",
       "      <td>AKS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>008202</td>\n",
       "      <td>首尔市</td>\n",
       "      <td>SES</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>620100</td>\n",
       "      <td>兰州市</td>\n",
       "      <td>LZS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>620600</td>\n",
       "      <td>武威市</td>\n",
       "      <td>WWS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>869999</td>\n",
       "      <td>东京市</td>\n",
       "      <td>DJS</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>830101</td>\n",
       "      <td>新加坡市</td>\n",
       "      <td>XJPS</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>620900</td>\n",
       "      <td>酒泉市</td>\n",
       "      <td>JQS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>840101</td>\n",
       "      <td>洛杉矶市</td>\n",
       "      <td>LSJS</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>621000</td>\n",
       "      <td>庆阳市</td>\n",
       "      <td>QYS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>630100</td>\n",
       "      <td>西宁市</td>\n",
       "      <td>XNS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>640100</td>\n",
       "      <td>银川市</td>\n",
       "      <td>YCS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>130100</td>\n",
       "      <td>石家庄市</td>\n",
       "      <td>SJZS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>130200</td>\n",
       "      <td>唐山市</td>\n",
       "      <td>TSS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>130300</td>\n",
       "      <td>秦皇岛市</td>\n",
       "      <td>QHDS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>130400</td>\n",
       "      <td>邯郸市</td>\n",
       "      <td>HDS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>130500</td>\n",
       "      <td>邢台市</td>\n",
       "      <td>XTS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>130600</td>\n",
       "      <td>保定市</td>\n",
       "      <td>BDS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>130700</td>\n",
       "      <td>张家口市</td>\n",
       "      <td>ZJKS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>130800</td>\n",
       "      <td>承德市</td>\n",
       "      <td>CDS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>130900</td>\n",
       "      <td>沧州市</td>\n",
       "      <td>CZS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>131000</td>\n",
       "      <td>廊坊市</td>\n",
       "      <td>LFS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>410200</td>\n",
       "      <td>开封市</td>\n",
       "      <td>KFS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>410300</td>\n",
       "      <td>洛阳市</td>\n",
       "      <td>LYS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>520100</td>\n",
       "      <td>贵阳市</td>\n",
       "      <td>GYS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>410400</td>\n",
       "      <td>平顶山市</td>\n",
       "      <td>PDSS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>410500</td>\n",
       "      <td>安阳市</td>\n",
       "      <td>AYS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>410600</td>\n",
       "      <td>鹤壁市</td>\n",
       "      <td>HBS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>410700</td>\n",
       "      <td>新乡市</td>\n",
       "      <td>XXS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>410800</td>\n",
       "      <td>焦作市</td>\n",
       "      <td>JZS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>410900</td>\n",
       "      <td>濮阳市</td>\n",
       "      <td>PYS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>411000</td>\n",
       "      <td>许昌市</td>\n",
       "      <td>XCS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>411100</td>\n",
       "      <td>漯河市</td>\n",
       "      <td>LHS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>530100</td>\n",
       "      <td>昆明市</td>\n",
       "      <td>KMS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>411200</td>\n",
       "      <td>三门峡市</td>\n",
       "      <td>SMXS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>411300</td>\n",
       "      <td>南阳市</td>\n",
       "      <td>NYS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>411400</td>\n",
       "      <td>商丘市</td>\n",
       "      <td>SQS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>411500</td>\n",
       "      <td>信阳市</td>\n",
       "      <td>XYS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>530700</td>\n",
       "      <td>丽江市</td>\n",
       "      <td>LJS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>411700</td>\n",
       "      <td>驻马店市</td>\n",
       "      <td>ZMDS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>420100</td>\n",
       "      <td>武汉市</td>\n",
       "      <td>WHS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>420300</td>\n",
       "      <td>十堰市</td>\n",
       "      <td>SYS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>420500</td>\n",
       "      <td>宜昌市</td>\n",
       "      <td>YCS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>420600</td>\n",
       "      <td>襄阳市</td>\n",
       "      <td>XYS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>532900</td>\n",
       "      <td>大理市</td>\n",
       "      <td>DLS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>420900</td>\n",
       "      <td>孝感市</td>\n",
       "      <td>XGS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>310000</td>\n",
       "      <td>上海市</td>\n",
       "      <td>SHS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>BJS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>001401</td>\n",
       "      <td>槟城</td>\n",
       "      <td>BC</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>371800</td>\n",
       "      <td>邹城市</td>\n",
       "      <td>ZCS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>12</td>\n",
       "      <td>横滨市</td>\n",
       "      <td>HBS</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>860400</td>\n",
       "      <td>福冈市</td>\n",
       "      <td>FGS</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>213 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     cityId cityName    py  regionMark\n",
       "0    320500      苏州市   SZS           1\n",
       "1    610100      西安市   XAS           1\n",
       "2    610200      铜川市   TCS           1\n",
       "3    610300      宝鸡市   BJS           1\n",
       "4    610400      咸阳市   XYS           1\n",
       "5    610500      渭南市   WNS           1\n",
       "6    610600      延安市   YAS           1\n",
       "7    610700      汉中市   HZS           1\n",
       "8    610800      榆林市   YLS           1\n",
       "9    610900      安康市   AKS           1\n",
       "10   008202      首尔市   SES           2\n",
       "11   620100      兰州市   LZS           1\n",
       "12   620600      武威市   WWS           1\n",
       "13   869999      东京市   DJS           2\n",
       "14   830101     新加坡市  XJPS           2\n",
       "15   620900      酒泉市   JQS           1\n",
       "16   840101     洛杉矶市  LSJS           2\n",
       "17   621000      庆阳市   QYS           1\n",
       "18   630100      西宁市   XNS           1\n",
       "19   640100      银川市   YCS           1\n",
       "20   130100     石家庄市  SJZS           1\n",
       "21   130200      唐山市   TSS           1\n",
       "22   130300     秦皇岛市  QHDS           1\n",
       "23   130400      邯郸市   HDS           1\n",
       "24   130500      邢台市   XTS           1\n",
       "25   130600      保定市   BDS           1\n",
       "26   130700     张家口市  ZJKS           1\n",
       "27   130800      承德市   CDS           1\n",
       "28   130900      沧州市   CZS           1\n",
       "29   131000      廊坊市   LFS           1\n",
       "..      ...      ...   ...         ...\n",
       "183  410200      开封市   KFS           1\n",
       "184  410300      洛阳市   LYS           1\n",
       "185  520100      贵阳市   GYS           1\n",
       "186  410400     平顶山市  PDSS           1\n",
       "187  410500      安阳市   AYS           1\n",
       "188  410600      鹤壁市   HBS           1\n",
       "189  410700      新乡市   XXS           1\n",
       "190  410800      焦作市   JZS           1\n",
       "191  410900      濮阳市   PYS           1\n",
       "192  411000      许昌市   XCS           1\n",
       "193  411100      漯河市   LHS           1\n",
       "194  530100      昆明市   KMS           1\n",
       "195  411200     三门峡市  SMXS           1\n",
       "196  411300      南阳市   NYS           1\n",
       "197  411400      商丘市   SQS           1\n",
       "198  411500      信阳市   XYS           1\n",
       "199  530700      丽江市   LJS           1\n",
       "200  411700     驻马店市  ZMDS           1\n",
       "201  420100      武汉市   WHS           1\n",
       "202  420300      十堰市   SYS           1\n",
       "203  420500      宜昌市   YCS           1\n",
       "204  420600      襄阳市   XYS           1\n",
       "205  532900      大理市   DLS           1\n",
       "206  420900      孝感市   XGS           1\n",
       "207  310000      上海市   SHS           1\n",
       "208  110000      北京市   BJS           1\n",
       "209  001401       槟城    BC           2\n",
       "210  371800      邹城市   ZCS           1\n",
       "211      12      横滨市   HBS           2\n",
       "212  860400      福冈市   FGS           2\n",
       "\n",
       "[213 rows x 4 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Tier 2'"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# function to return a city's tier\n",
    "\n",
    "def cityTier(cityName, regionMark):\n",
    "    tier1 = ['北京市', '上海市', '广州市', '深圳市']\n",
    "    tier2 = ['合肥市', '重庆市', '福州市', '兰州市', '南宁市', '贵阳市', '海口市', '石家庄市', '哈尔滨市'\n",
    "            , '郑州市', '武汉市', '长沙市', '呼和浩特市', '南京市', '南昌市', '长春市', '沈阳市', '银川市'\n",
    "            , '西宁市', '西安市', '济南市', '太原市', '成都市', '天津市', '拉萨市', '乌鲁木齐市', '昆明市'\n",
    "            , '杭州市', '青岛市', '厦门市', '宁波市', '大连市', '苏州市', '无锡市']\n",
    "    \n",
    "    if regionMark == 2:\n",
    "        return 'International'\n",
    "    elif cityName in tier1 and regionMark == 1:\n",
    "        return 'Tier 1'\n",
    "    elif cityName in tier2 and regionMark == 1:\n",
    "        return 'Tier 2'\n",
    "    else:\n",
    "        return 'Tier 3'\n",
    "\n",
    "cityTier('苏州市', 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cityId</th>\n",
       "      <th>cityName</th>\n",
       "      <th>py</th>\n",
       "      <th>regionMark</th>\n",
       "      <th>Tier</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>320500</td>\n",
       "      <td>苏州市</td>\n",
       "      <td>SZS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>610100</td>\n",
       "      <td>西安市</td>\n",
       "      <td>XAS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>610200</td>\n",
       "      <td>铜川市</td>\n",
       "      <td>TCS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>610300</td>\n",
       "      <td>宝鸡市</td>\n",
       "      <td>BJS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>610400</td>\n",
       "      <td>咸阳市</td>\n",
       "      <td>XYS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>610500</td>\n",
       "      <td>渭南市</td>\n",
       "      <td>WNS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>610600</td>\n",
       "      <td>延安市</td>\n",
       "      <td>YAS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>610700</td>\n",
       "      <td>汉中市</td>\n",
       "      <td>HZS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>610800</td>\n",
       "      <td>榆林市</td>\n",
       "      <td>YLS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>610900</td>\n",
       "      <td>安康市</td>\n",
       "      <td>AKS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>008202</td>\n",
       "      <td>首尔市</td>\n",
       "      <td>SES</td>\n",
       "      <td>2</td>\n",
       "      <td>International</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>620100</td>\n",
       "      <td>兰州市</td>\n",
       "      <td>LZS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>620600</td>\n",
       "      <td>武威市</td>\n",
       "      <td>WWS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>869999</td>\n",
       "      <td>东京市</td>\n",
       "      <td>DJS</td>\n",
       "      <td>2</td>\n",
       "      <td>International</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>830101</td>\n",
       "      <td>新加坡市</td>\n",
       "      <td>XJPS</td>\n",
       "      <td>2</td>\n",
       "      <td>International</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>620900</td>\n",
       "      <td>酒泉市</td>\n",
       "      <td>JQS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>840101</td>\n",
       "      <td>洛杉矶市</td>\n",
       "      <td>LSJS</td>\n",
       "      <td>2</td>\n",
       "      <td>International</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>621000</td>\n",
       "      <td>庆阳市</td>\n",
       "      <td>QYS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>630100</td>\n",
       "      <td>西宁市</td>\n",
       "      <td>XNS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>640100</td>\n",
       "      <td>银川市</td>\n",
       "      <td>YCS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>130100</td>\n",
       "      <td>石家庄市</td>\n",
       "      <td>SJZS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>130200</td>\n",
       "      <td>唐山市</td>\n",
       "      <td>TSS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>130300</td>\n",
       "      <td>秦皇岛市</td>\n",
       "      <td>QHDS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>130400</td>\n",
       "      <td>邯郸市</td>\n",
       "      <td>HDS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>130500</td>\n",
       "      <td>邢台市</td>\n",
       "      <td>XTS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>130600</td>\n",
       "      <td>保定市</td>\n",
       "      <td>BDS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>130700</td>\n",
       "      <td>张家口市</td>\n",
       "      <td>ZJKS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>130800</td>\n",
       "      <td>承德市</td>\n",
       "      <td>CDS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>130900</td>\n",
       "      <td>沧州市</td>\n",
       "      <td>CZS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>131000</td>\n",
       "      <td>廊坊市</td>\n",
       "      <td>LFS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>410200</td>\n",
       "      <td>开封市</td>\n",
       "      <td>KFS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>410300</td>\n",
       "      <td>洛阳市</td>\n",
       "      <td>LYS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>520100</td>\n",
       "      <td>贵阳市</td>\n",
       "      <td>GYS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>410400</td>\n",
       "      <td>平顶山市</td>\n",
       "      <td>PDSS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>410500</td>\n",
       "      <td>安阳市</td>\n",
       "      <td>AYS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>410600</td>\n",
       "      <td>鹤壁市</td>\n",
       "      <td>HBS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>410700</td>\n",
       "      <td>新乡市</td>\n",
       "      <td>XXS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>410800</td>\n",
       "      <td>焦作市</td>\n",
       "      <td>JZS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>410900</td>\n",
       "      <td>濮阳市</td>\n",
       "      <td>PYS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>411000</td>\n",
       "      <td>许昌市</td>\n",
       "      <td>XCS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>411100</td>\n",
       "      <td>漯河市</td>\n",
       "      <td>LHS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>530100</td>\n",
       "      <td>昆明市</td>\n",
       "      <td>KMS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>411200</td>\n",
       "      <td>三门峡市</td>\n",
       "      <td>SMXS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>411300</td>\n",
       "      <td>南阳市</td>\n",
       "      <td>NYS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>411400</td>\n",
       "      <td>商丘市</td>\n",
       "      <td>SQS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>411500</td>\n",
       "      <td>信阳市</td>\n",
       "      <td>XYS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>530700</td>\n",
       "      <td>丽江市</td>\n",
       "      <td>LJS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>411700</td>\n",
       "      <td>驻马店市</td>\n",
       "      <td>ZMDS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>420100</td>\n",
       "      <td>武汉市</td>\n",
       "      <td>WHS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>420300</td>\n",
       "      <td>十堰市</td>\n",
       "      <td>SYS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>420500</td>\n",
       "      <td>宜昌市</td>\n",
       "      <td>YCS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>420600</td>\n",
       "      <td>襄阳市</td>\n",
       "      <td>XYS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>532900</td>\n",
       "      <td>大理市</td>\n",
       "      <td>DLS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>420900</td>\n",
       "      <td>孝感市</td>\n",
       "      <td>XGS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>310000</td>\n",
       "      <td>上海市</td>\n",
       "      <td>SHS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>110000</td>\n",
       "      <td>北京市</td>\n",
       "      <td>BJS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>001401</td>\n",
       "      <td>槟城</td>\n",
       "      <td>BC</td>\n",
       "      <td>2</td>\n",
       "      <td>International</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>371800</td>\n",
       "      <td>邹城市</td>\n",
       "      <td>ZCS</td>\n",
       "      <td>1</td>\n",
       "      <td>Tier 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>12</td>\n",
       "      <td>横滨市</td>\n",
       "      <td>HBS</td>\n",
       "      <td>2</td>\n",
       "      <td>International</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>860400</td>\n",
       "      <td>福冈市</td>\n",
       "      <td>FGS</td>\n",
       "      <td>2</td>\n",
       "      <td>International</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>213 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     cityId cityName    py  regionMark           Tier\n",
       "0    320500      苏州市   SZS           1         Tier 2\n",
       "1    610100      西安市   XAS           1         Tier 2\n",
       "2    610200      铜川市   TCS           1         Tier 3\n",
       "3    610300      宝鸡市   BJS           1         Tier 3\n",
       "4    610400      咸阳市   XYS           1         Tier 3\n",
       "5    610500      渭南市   WNS           1         Tier 3\n",
       "6    610600      延安市   YAS           1         Tier 3\n",
       "7    610700      汉中市   HZS           1         Tier 3\n",
       "8    610800      榆林市   YLS           1         Tier 3\n",
       "9    610900      安康市   AKS           1         Tier 3\n",
       "10   008202      首尔市   SES           2  International\n",
       "11   620100      兰州市   LZS           1         Tier 2\n",
       "12   620600      武威市   WWS           1         Tier 3\n",
       "13   869999      东京市   DJS           2  International\n",
       "14   830101     新加坡市  XJPS           2  International\n",
       "15   620900      酒泉市   JQS           1         Tier 3\n",
       "16   840101     洛杉矶市  LSJS           2  International\n",
       "17   621000      庆阳市   QYS           1         Tier 3\n",
       "18   630100      西宁市   XNS           1         Tier 2\n",
       "19   640100      银川市   YCS           1         Tier 2\n",
       "20   130100     石家庄市  SJZS           1         Tier 2\n",
       "21   130200      唐山市   TSS           1         Tier 3\n",
       "22   130300     秦皇岛市  QHDS           1         Tier 3\n",
       "23   130400      邯郸市   HDS           1         Tier 3\n",
       "24   130500      邢台市   XTS           1         Tier 3\n",
       "25   130600      保定市   BDS           1         Tier 3\n",
       "26   130700     张家口市  ZJKS           1         Tier 3\n",
       "27   130800      承德市   CDS           1         Tier 3\n",
       "28   130900      沧州市   CZS           1         Tier 3\n",
       "29   131000      廊坊市   LFS           1         Tier 3\n",
       "..      ...      ...   ...         ...            ...\n",
       "183  410200      开封市   KFS           1         Tier 3\n",
       "184  410300      洛阳市   LYS           1         Tier 3\n",
       "185  520100      贵阳市   GYS           1         Tier 2\n",
       "186  410400     平顶山市  PDSS           1         Tier 3\n",
       "187  410500      安阳市   AYS           1         Tier 3\n",
       "188  410600      鹤壁市   HBS           1         Tier 3\n",
       "189  410700      新乡市   XXS           1         Tier 3\n",
       "190  410800      焦作市   JZS           1         Tier 3\n",
       "191  410900      濮阳市   PYS           1         Tier 3\n",
       "192  411000      许昌市   XCS           1         Tier 3\n",
       "193  411100      漯河市   LHS           1         Tier 3\n",
       "194  530100      昆明市   KMS           1         Tier 2\n",
       "195  411200     三门峡市  SMXS           1         Tier 3\n",
       "196  411300      南阳市   NYS           1         Tier 3\n",
       "197  411400      商丘市   SQS           1         Tier 3\n",
       "198  411500      信阳市   XYS           1         Tier 3\n",
       "199  530700      丽江市   LJS           1         Tier 3\n",
       "200  411700     驻马店市  ZMDS           1         Tier 3\n",
       "201  420100      武汉市   WHS           1         Tier 2\n",
       "202  420300      十堰市   SYS           1         Tier 3\n",
       "203  420500      宜昌市   YCS           1         Tier 3\n",
       "204  420600      襄阳市   XYS           1         Tier 3\n",
       "205  532900      大理市   DLS           1         Tier 3\n",
       "206  420900      孝感市   XGS           1         Tier 3\n",
       "207  310000      上海市   SHS           1         Tier 1\n",
       "208  110000      北京市   BJS           1         Tier 1\n",
       "209  001401       槟城    BC           2  International\n",
       "210  371800      邹城市   ZCS           1         Tier 3\n",
       "211      12      横滨市   HBS           2  International\n",
       "212  860400      福冈市   FGS           2  International\n",
       "\n",
       "[213 rows x 5 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# this is just a test - apply this function to stores instead...\n",
    "cities['Tier'] = cities.apply(lambda x: cityTier(x['cityName'], x['regionMark']), axis=1)\n",
    "cities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/malcom/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:4: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n",
      "  after removing the cwd from sys.path.\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>storeId</th>\n",
       "      <th>cityName</th>\n",
       "      <th>openStatus</th>\n",
       "      <th>openTime</th>\n",
       "      <th>storeName</th>\n",
       "      <th>storeStar</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>091101</td>\n",
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       "      <td>早10:00~次日03:00</td>\n",
       "      <td>八佰伴店</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>040406</td>\n",
       "      <td>无锡市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日02:00</td>\n",
       "      <td>运河外滩店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
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       "      <td>Tier 2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>040402</td>\n",
       "      <td>无锡市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日05:00</td>\n",
       "      <td>茂业店</td>\n",
       "      <td>4.8</td>\n",
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       "      <td>040401</td>\n",
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       "      <td>早10:00~次日05:00</td>\n",
       "      <td>县前西街店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>040403</td>\n",
       "      <td>无锡市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>苏宁广场店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.7</td>\n",
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       "      <td>Tier 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>040405</td>\n",
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       "      <td>早10:00~次日07:00</td>\n",
       "      <td>新之城广场店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
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       "      <td>Tier 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>040404</td>\n",
       "      <td>无锡市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日04:00</td>\n",
       "      <td>京东广场店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
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       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
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       "      <td>Tier 3</td>\n",
       "      <td>8</td>\n",
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       "      <th>7</th>\n",
       "      <td>040407</td>\n",
       "      <td>无锡市</td>\n",
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       "      <td>早10:00~次日 4:00</td>\n",
       "      <td>梦享城店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1</td>\n",
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       "      <td>Tier 3</td>\n",
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       "      <th>8</th>\n",
       "      <td>091302</td>\n",
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       "      <td>早10:00~次日07:00</td>\n",
       "      <td>南门印象店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
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       "      <td>1</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>091303</td>\n",
       "      <td>无锡市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10：00-次日02：00</td>\n",
       "      <td>飞马水城店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>091301</td>\n",
       "      <td>无锡市</td>\n",
       "      <td>1</td>\n",
       "      <td>早9:00~次日07:00</td>\n",
       "      <td>海澜财富中心店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>International</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   storeId cityName  openStatus        openTime storeName  storeStar  \\\n",
       "0   091101      无锡市           1  早10:00~次日03:00      八佰伴店        4.9   \n",
       "1   040406      无锡市           1  早10:00~次日02:00     运河外滩店        4.8   \n",
       "2   040402      无锡市           1  早10:00~次日05:00       茂业店        4.8   \n",
       "3   040401      无锡市           1  早10:00~次日05:00     县前西街店        4.8   \n",
       "4   040403      无锡市           1  早10:00~次日07:00     苏宁广场店        4.8   \n",
       "5   040405      无锡市           1  早10:00~次日07:00    新之城广场店        4.9   \n",
       "6   040404      无锡市           1  早10:00~次日04:00     京东广场店        4.9   \n",
       "7   040407      无锡市           1  早10:00~次日 4:00      梦享城店        4.8   \n",
       "8   091302      无锡市           1  早10:00~次日07:00     南门印象店        4.8   \n",
       "9   091303      无锡市           1  早10：00-次日02：00     飞马水城店        4.9   \n",
       "10  091301      无锡市           1   早9:00~次日07:00   海澜财富中心店        4.9   \n",
       "\n",
       "   serviceStar envStar tasteStar speedStar  isOpenNet operatingStatus  \\\n",
       "0          4.9     4.9       4.9       4.9          1            正在营业   \n",
       "1          4.8     4.8       4.9       4.8          1            正在营业   \n",
       "2          4.8     4.9       4.8       4.9          1            正在营业   \n",
       "3          4.7     4.8       4.8       4.8          1            正在营业   \n",
       "4          4.7     4.8       4.7       4.8          0            正在营业   \n",
       "5          4.9     4.9       4.9       4.9          0            正在营业   \n",
       "6          4.8     4.9       4.9       4.9          1            正在营业   \n",
       "7          4.7     4.8       4.8       4.8          1            正在营业   \n",
       "8          4.7     4.9       4.9       4.8          1            正在营业   \n",
       "9          4.9     4.9       4.9       4.9          1            正在营业   \n",
       "10         4.9     4.9       4.9       4.9          1            正在营业   \n",
       "\n",
       "             tier maxSeatPeople maxSeatPeople  \n",
       "0          Tier 2             8             8  \n",
       "1          Tier 2           NaN           NaN  \n",
       "2          Tier 3             8             8  \n",
       "3          Tier 3             8             8  \n",
       "4          Tier 3           NaN           NaN  \n",
       "5          Tier 3           NaN           NaN  \n",
       "6          Tier 3             8             8  \n",
       "7          Tier 3             8             8  \n",
       "8          Tier 3           NaN           NaN  \n",
       "9          Tier 3             8             8  \n",
       "10  International           NaN           NaN  "
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# engineer new features: max seat people\n",
    "\n",
    "pattern = r'超过([0-9])人'\n",
    "stores['maxSeatPeople'] = stores['dialogMessage'].str.extract(pattern)\n",
    "fields.append('maxSeatPeople')\n",
    "stores[stores['cityId'] == '320200'][fields]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "POST /app/v2/getStoreList HTTP/1.1\n",
      "Host: superapp.kiwa-tech.com\n",
      "User-Agent: iPhone11,2(iOS/13.0) Haidilao(Haidilao/8.0.0) Weex/0.24.0 ExternalUA 1125x2436\n",
      "X-Ca-Timestamp: 1598422707291\n",
      "X-Ca-Key: 60022326\n",
      "X-Device-Model: iPhone\n",
      "Cookie: acw_tc=2760776a15984217578938564e91e028686bdb9cd2758afb036553b07de4a0\n",
      "X-Device-Id: X0UCmg46YZsDAHJ5l5HCM/mi\n",
      "X-OS-Version: 13.0\n",
      "X-utdid:\n",
      "Content-Length: 95\n",
      "X-App-Version: 8.0.0\n",
      "X-Ca-Nonce: bxKZoKalvShEmvTFfru4u43HKIqWJ3Bw\n",
      "Connection: keep-alive\n",
      "X-Ca-Signature-Headers: X-Ca-Timestamp,X-Ca-Nonce,X-Ca-Key\n",
      "Accept-Language: en-sg\n",
      "X-OS-Type: iOS\n",
      "Accept: application/json; charset=utf-8\n",
      "Content-Type: application/json; charset=UTF-8\n",
      "Accept-Encoding: gzip, deflate, br\n",
      "X-Source: app\n",
      "X-Ca-Signature: P3AtP96ypmtGNXdsTj/GZvs1jdYInyOS+Tpa42QQHTk=\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# post request header from charles\n",
    "\n",
    "fhand = open('./getStoreList-reqhdr.http')\n",
    "for line in fhand:\n",
    "    print(line.strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"success\":true,\"code\":\"ok\",\"data\":{\"storeList\":[{\"storeId\":\"020140\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110115\",\"storeName\":\"龙湖大兴天街店\",\"storeAddress\":\"北京市大兴区永兴路7号院1号楼4F-25\",\"storeTelephone\":\"010-60274248,010-60274748\",\"transDesc\":\"兴64路、兴44路、兴27路、兴15路到生物医药基地地铁站下车\",\"openStatus\":1,\"openTime\":\"早10:00~次日03:00\",\"deptName\":\"北京三十二店\",\"hasWebBook\":1,\"koubeiRefId\":\"2018080100077000000060531272\",\"cityName\":\"北京市\",\"coordinate\":\"116.319336651136,39.686220198771\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":1936758.8,\"crossMarket\":1,\"isOpenNet\":1,\"regionMark\":1,\"storeStar\":4.9,\"serviceStar\":\"4.9\",\"envStar\":\"5.0\",\"tasteStar\":\"4.9\",\"speedStar\":\"5.0\",\"isFavorite\":0,\"hasPrivateRoom\":0,\"privateRoomFee\":\"\",\"isOpenSlider\":0,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"店已全面消毒、全员测温，分散安排\",\"dialogTitle\":\"温馨提示\",\"dialogMessage\":\"按照疫情防控要求，本店订餐排号人数不超过5人，到店就餐超过5人需要分桌就餐，营业时间以门店详情页为准。请您理解！\"},{\"storeId\":\"020142\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110111\",\"storeName\":\"房山天街店\",\"storeAddress\":\"北京市房山区拱辰北大街龙湖房山天街6F,1,2\",\"storeTelephone\":\"010-57705898,010-57705899\",\"transDesc\":\"房33/房37/房38区间/环2路内环/房38路在良乡北关（北）下车；房13/房15/房31/房41/环1路内环/房42路在良乡北关（东）下车。\",\"openStatus\":1,\"openTime\":\"早10:00~次日03:00\",\"deptName\":\"北京三十八店\",\"hasWebBook\":1,\"koubeiRefId\":\"2018092900077000000063223223\",\"cityName\":\"北京市\",\"coordinate\":\"116.140745211711,39.745461853275\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":1941655.6,\"crossMarket\":1,\"isOpenNet\":1,\"regionMark\":1,\"storeStar\":5.0,\"serviceStar\":\"5.0\",\"envStar\":\"5.0\",\"tasteStar\":\"5.0\",\"speedStar\":\"5.0\",\"isFavorite\":0,\"hasPrivateRoom\":0,\"privateRoomFee\":\"\",\"isOpenSlider\":0,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"本店已全面消毒，全员测温\"},{\"storeId\":\"020131\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110115\",\"storeName\":\"星城商厦店\",\"storeAddress\":\"北京市大兴区黄村西大街与兴丰大街交叉十字路口处星城商厦6层\",\"storeTelephone\":\"010-69236661,010-69236662\",\"transDesc\":\"地铁4号线黄村西大街站C口出，往东500米走到大天桥处右拐，工商银行南侧星城商厦6楼;乘坐兴17，兴22，兴25，兴35，兴36，兴37，兴55路至星城商厦下车\",\"openStatus\":1,\"openTime\":\"早10:00~次日03:00\",\"deptName\":\"北京二十五店\",\"hasWebBook\":1,\"koubeiRefId\":\"2018080100077000000060518653\",\"cityName\":\"北京市\",\"coordinate\":\"116.339311023881,39.730468423088\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":1941847.2,\"crossMarket\":1,\"isOpenNet\":1,\"regionMark\":1,\"storeStar\":4.9,\"serviceStar\":\"4.9\",\"envStar\":\"4.9\",\"tasteStar\":\"4.8\",\"speedStar\":\"4.9\",\"isFavorite\":0,\"hasPrivateRoom\":0,\"privateRoomFee\":\"\",\"isOpenSlider\":0,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"本店已全面消毒、全员测温，分散安排\",\"dialogTitle\":\"温馨提示\",\"dialogMessage\":\"按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐。营业时间以门店详情页为准。请您理解！\"},{\"storeId\":\"020159\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110111\",\"storeName\":\"首开福茂店\",\"storeAddress\":\"北京市房山区长阳镇怡和北路3号院1号楼A座5层1-1号、1-2号、1-3号、1-4号\",\"storeTelephone\":\"010-80361918,010-80361928\",\"transDesc\":\"地铁长阳下车往北50米处\",\"openStatus\":1,\"openTime\":\"早10:00~次日03:00\",\"deptName\":\"北京四十八店\",\"hasWebBook\":1,\"koubeiRefId\":\"\",\"cityName\":\"北京市\",\"coordinate\":\"116.213456363043,39.762038142075\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":1944146.7,\"crossMarket\":1,\"isOpenNet\":1,\"regionMark\":1,\"storeStar\":4.9,\"serviceStar\":\"4.9\",\"envStar\":\"4.9\",\"tasteStar\":\"4.9\",\"speedStar\":\"4.9\",\"isFavorite\":0,\"restInterval\":\"03:01:00-09:59:00\",\"hasPrivateRoom\":1,\"privateRoomFee\":\"0.0\",\"isOpenSlider\":1,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"本店已全面消毒、全员测温、分散安排\\n本门店可提供私人定制锅底服务，赶快来寻觅您所喜欢的口味吧～\",\"dialogTitle\":\"温馨提示\",\"dialogMessage\":\"按照疫情防控要求，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！\"},{\"storeId\":\"020170\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110112\",\"storeName\":\"马驹桥天和嘉园店\",\"storeAddress\":\"北京市通州区马驹桥兴华南街327号4层\",\"storeTelephone\":\"010-59948660,010-59948661\",\"transDesc\":\"您乘坐28路、54路、52路公交，通州第二医院下车，步行585米至兴华南街327号四楼\",\"openStatus\":1,\"openTime\":\"早10:00~次日03:00\",\"deptName\":\"北京六十六店\",\"hasWebBook\":1,\"koubeiRefId\":\"2019092000077000000082832744\",\"cityName\":\"北京市\",\"coordinate\":\"116.542625172604,39.752665922299\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":1946381.1,\"crossMarket\":1,\"isOpenNet\":1,\"regionMark\":1,\"storeStar\":4.5,\"serviceStar\":\"4.4\",\"envStar\":\"4.5\",\"tasteStar\":\"4.5\",\"speedStar\":\"4.4\",\"isFavorite\":0,\"hasPrivateRoom\":0,\"privateRoomFee\":\"\",\"isOpenSlider\":0,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"本店已全面消毒、全员测温，全员通过核酸检测。到店自提可享全单69折优惠。\"},{\"storeId\":\"020155\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110115\",\"storeName\":\"荟聚中心店\",\"storeAddress\":\"北京市大兴区西红门荟聚中心3层107号\",\"storeTelephone\":\"010-50931893,010-50931896\",\"transDesc\":\"\",\"openStatus\":1,\"openTime\":\"早10:30~晚上22:00\",\"deptName\":\"北京五十八店\",\"hasWebBook\":1,\"koubeiRefId\":\"\",\"cityName\":\"北京市\",\"coordinate\":\"116.325798468959,39.786499010333\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":1947912.6,\"crossMarket\":1,\"isOpenNet\":0,\"regionMark\":1,\"storeStar\":4.9,\"serviceStar\":\"4.9\",\"envStar\":\"4.9\",\"tasteStar\":\"4.9\",\"speedStar\":\"4.9\",\"isFavorite\":0,\"hasPrivateRoom\":0,\"privateRoomFee\":\"\",\"isOpenSlider\":0,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"本店已全面消毒、全员测温。\",\"dialogTitle\":\"温馨提示\",\"dialogMessage\":\"按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！\"},{\"storeId\":\"020171\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110106\",\"storeName\":\"永旺梦乐城店\",\"storeAddress\":\"北京市丰台区丰葆路88号院1号楼4层NO.485\",\"storeTelephone\":\"010-63718353,010-63718355\",\"transDesc\":\"\\\"您乘坐477路/480路/692路/840路/840路区间/912路/967路/\\n969路到田何庄站下车\\\"\",\"openStatus\":1,\"openTime\":\"早10.00~晚上22:00\",\"deptName\":\"北京六十八店\",\"hasWebBook\":1,\"koubeiRefId\":\"\",\"cityName\":\"北京市\",\"coordinate\":\"116.292004199316,39.817246816095\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":1950989.7000000002,\"crossMarket\":1,\"isOpenNet\":0,\"regionMark\":1,\"storeStar\":5.0,\"serviceStar\":\"5.0\",\"envStar\":\"5.0\",\"tasteStar\":\"5.0\",\"speedStar\":\"5.0\",\"isFavorite\":0,\"hasPrivateRoom\":0,\"privateRoomFee\":\"\",\"isOpenSlider\":0,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"本店已全面消毒、全员测温、分散安排\",\"dialogTitle\":\"温馨提示\",\"dialogMessage\":\"按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！\"},{\"storeId\":\"020174\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110115\",\"storeName\":\"住总万科广场店\",\"storeAddress\":\"北京市大兴区忠凉路1号住总万科广场4层L4013\",\"storeTelephone\":\"010-50927388\",\"transDesc\":\"1.地铁1）：乘坐5号线到宋家庄换乘亦庄线在旧宫站B1口出  地铁2）：乘坐10号线开往莲花桥在宋家庄下车换乘亦庄线在旧宫地铁口B1出，2.公交1）：乘坐公交685在旧宫下车步行30米，  公交2）：乘坐公交352在旧宫东口下车步行400米\",\"openStatus\":1,\"openTime\":\"早11:00~晚上22:00\",\"deptName\":\"北京七十店\",\"hasWebBook\":1,\"koubeiRefId\":\"2020011400077000000086854712\",\"cityName\":\"北京市\",\"coordinate\":\"116.459067243611,39.806035290365\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":1951401.8,\"crossMarket\":1,\"isOpenNet\":1,\"regionMark\":1,\"storeStar\":4.9,\"serviceStar\":\"4.9\",\"envStar\":\"4.9\",\"tasteStar\":\"4.9\",\"speedStar\":\"4.9\",\"isFavorite\":0,\"hasPrivateRoom\":0,\"privateRoomFee\":\"\",\"isOpenSlider\":0,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"本店已全面消毒，全面测温，分散安排!\",\"dialogTitle\":\"温馨提示\",\"dialogMessage\":\"按照疫情防控要求，本店订餐排号人数不超过6人，到店就餐超过6人需要分桌就餐，营业时间以门店详情页为准。请您理解！\"},{\"storeId\":\"020133\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110115\",\"storeName\":\"亦庄力宝店\",\"storeAddress\":\"北京市亦庄经济技术开发区荣华中路8号院1号楼F3-12\",\"storeTelephone\":\"010-67828552,010-67828553\",\"transDesc\":\"324路,623路,652路,821路,927路,975路,976路,运通202线到万源街西口站下车；地铁亦庄线到万源街A1口下车\",\"openStatus\":1,\"openTime\":\"早10:00~次日0:00\",\"deptName\":\"北京二十八店\",\"hasWebBook\":1,\"koubeiRefId\":\"2018080100077000000060518641\",\"cityName\":\"北京市\",\"coordinate\":\"116.501237485787,39.804720235755\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":1951693.6,\"crossMarket\":1,\"isOpenNet\":1,\"regionMark\":1,\"storeStar\":4.9,\"serviceStar\":\"4.9\",\"envStar\":\"4.9\",\"tasteStar\":\"4.9\",\"speedStar\":\"4.9\",\"isFavorite\":0,\"hasPrivateRoom\":0,\"privateRoomFee\":\"\",\"isOpenSlider\":0,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"本店已全面消毒、全员测温\"},{\"storeId\":\"020136\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110115\",\"storeName\":\"爱琴海购物公园店\",\"storeAddress\":\"北京市大兴区久敬庄路世界之花假日广场四层A01--A02商铺\",\"storeTelephone\":\"010-67063285,010-67063286\",\"transDesc\":\"地铁：5号线、10 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WebBook\":1,\"koubeiRefId\":\"2020041300077000000093513123\",\"cityName\":\"北京市\",\"coordinate\":\"116.292148151226,40.207116970205\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":1994127.8,\"crossMarket\":1,\"isOpenNet\":1,\"regionMark\":1,\"storeStar\":4.8,\"serviceStar\":\"4.8\",\"envStar\":\"4.8\",\"tasteStar\":\"4.8\",\"speedStar\":\"4.9\",\"isFavorite\":0,\"hasPrivateRoom\":0,\"privateRoomFee\":\"\",\"isOpenSlider\":0,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"本店已全面消毒、全员测温、分散安排\",\"dialogTitle\":\"温馨提示\",\"dialogMessage\":\"按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！\"},{\"storeId\":\"020162\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110117\",\"storeName\":\"平谷华联店\",\"storeAddress\":\"北京市平谷区迎宾街1号华联购物中心四层F4-05号\",\"storeTelephone\":\"010-56866727,010-56866737\",\"transDesc\":\"\",\"openStatus\":1,\"openTime\":\"早10:00~晚上24:00\",\"deptName\":\"北京五十九店\",\"hasWebBook\":1,\"koubeiRefId\":\"\",\"cityName\":\"北京市\",\"coordinate\":\"117.093895396123,40.146162895998\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":1996252.3,\"crossMarket\":1,\"isOpenNet\":1,\"regionMark\":1,\"storeStar\":4.8,\"serviceStar\":\"4.8\",\"envStar\":\"4.8\",\"tasteStar\":\"4.9\",\"speedStar\":\"4.8\",\"isFavorite\":0,\"hasPrivateRoom\":0,\"privateRoomFee\":\"\",\"isOpenSlider\":0,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"　本店已全面消毒、全员测温，分散安排\",\"dialogTitle\":\"温馨提示\",\"dialogMessage\":\"按照疫情防控要求，本店订餐排号人数不超过4人，到店就餐超过4人需要分桌就餐，营业时间以门店详情页为准。请您理解！\"},{\"storeId\":\"020172\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110116\",\"storeName\":\"怀柔京北店\",\"storeAddress\":\"北京市怀柔区府前街14号北京物美京北大世界5层15号商铺\",\"storeTelephone\":\"010-69692236,010-69682235\",\"transDesc\":\"您乘坐916，916快，H55，H58，H61，H62，H63到明珠广场下车就到\",\"openStatus\":1,\"openTime\":\"早10:00~晚上22:00\",\"deptName\":\"北京六十三店\",\"hasWebBook\":1,\"koubeiRefId\":\"2019102900077000000084057030\",\"cityName\":\"北京市\",\"coordinate\":\"116.632237701497,40.315296202383\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":2009476.2,\"crossMarket\":1,\"isOpenNet\":1,\"regionMark\":1,\"storeStar\":4.9,\"serviceStar\":\"4.8\",\"envStar\":\"4.9\",\"tasteStar\":\"4.9\",\"speedStar\":\"4.9\",\"isFavorite\":0,\"hasPrivateRoom\":0,\"privateRoomFee\":\"\",\"isOpenSlider\":0,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"本店已全面消毒、全员测温，分散安排\",\"dialogTitle\":\"温馨提示\",\"dialogMessage\":\"按照疫情防控要求，本店订餐排号人数不超过6人，到店就餐超过6人需要分桌就餐，营业时间以门店详情页为准。请您理解！\"},{\"storeId\":\"020153\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110118\",\"storeName\":\"万象汇店\",\"storeAddress\":\"北京市密云区滨河路178号万象汇四楼L401-L404号商铺\",\"storeTelephone\":\"010-89099777,010-89096099\",\"transDesc\":\"您乘坐980快车万象汇橡树湾小区站下车；乘坐密3路、密10路、密13路万象汇站下车；乘坐郊89路密云商务区站下车，下车就能看到万象汇购物中心。\",\"openStatus\":1,\"openTime\":\"早10:00~晚上22:00\",\"deptName\":\"北京五十四店\",\"hasWebBook\":1,\"koubeiRefId\":\"\",\"cityName\":\"北京市\",\"coordinate\":\"116.834148323999,40.35466529894\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":2016061.8,\"crossMarket\":1,\"isOpenNet\":0,\"regionMark\":1,\"storeStar\":4.9,\"serviceStar\":\"4.8\",\"envStar\":\"4.9\",\"tasteStar\":\"4.9\",\"speedStar\":\"4.9\",\"isFavorite\":0,\"hasPrivateRoom\":0,\"privateRoomFee\":\"\",\"isOpenSlider\":0,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"本店已全面消毒、全员测温\"},{\"storeId\":\"020147\",\"countryId\":\"CN\",\"provinceId\":\"110000\",\"cityId\":\"110000\",\"regionId\":\"110118\",\"storeName\":\"朗福广场店\",\"storeAddress\":\"北京市密云区鼓楼街道鼓楼东大街17号院2号楼朗福广场5楼\",\"storeTelephone\":\"010-89085777,010-89089887\",\"transDesc\":\"公交线路为：970快车、987路到花园小区站，密5、密6、密10到花园北门，下车往西走;密10、郊81到老城墙站，密38、密39、密37、密50、密51、密52、密53到宾阳站，980、980快、987、868到密云老城墙站下车，往南走；密37、密38、密39、密50、密51、密52、密53到地税站下车，郊81、密2、密6、970到东菜园小区下车，往西走；密8、密5、密2到花园东门，980快、970快到光阳小区下车，往北走。新东路与鼓楼东大街红绿灯十字路口，密东广场对面朗福儿童广场5楼即到。\",\"openStatus\":1,\"openTime\":\"早10:00~晚上22:00\",\"deptName\":\"北京四十二店\",\"hasWebBook\":1,\"koubeiRefId\":\"2018101900077000000064379079\",\"cityName\":\"北京市\",\"coordinate\":\"116.855503687344,40.374110377654\",\"isDisplay\":1,\"storeMarker\":\"\",\"imgUrl\":\"https://tydc-static-image.haidilao.com/face1.jpg\",\"distance\":2018453.0999999999,\"crossMarket\":1,\"isOpenNet\":1,\"regionMark\":1,\"storeStar\":4.8,\"serviceStar\":\"4.7\",\"envStar\":\"4.8\",\"tasteStar\":\"4.8\",\"speedStar\":\"4.8\",\"isFavorite\":0,\"restInterval\":\"22:01:00-09:59:00\",\"hasPrivateRoom\":0,\"privateRoomFee\":\"88-128\",\"isOpenSlider\":1,\"specialTimeTitle\":\"温馨提示\",\"specialTimeDetail\":\"　本店已全面消毒、全员测温，分散安排\",\"dialogTitle\":\"温馨提示\",\"dialogMessage\":\"按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！\"}]}}\n"
     ]
    }
   ],
   "source": [
    "# scrape stores for one city e.g. beijing\n",
    "\n",
    "import requests\n",
    "\n",
    "url = 'https://superapp.kiwa-tech.com/app/v2/getStoreList'\n",
    "params = {\"customerId\": \"\",\n",
    "         \"coordinate\": \"114.217261, 22.380012\",\n",
    "         \"cityId\": \"110000\",\n",
    "         \"regionId\": \"\",\n",
    "         \"sort\": \"\"\n",
    "        }\n",
    "\n",
    "r = requests.post(url, json = params)\n",
    "\n",
    "print(r.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'code': 'ok',\n",
       " 'data': {'storeList': [{'cityId': '110000',\n",
       "    'cityName': '北京市',\n",
       "    'coordinate': '116.319336651136,39.686220198771',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '北京三十二店',\n",
       "    'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过5人，到店就餐超过5人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
       "    'dialogTitle': '温馨提示',\n",
       "    'distance': 1936758.8,\n",
       "    'envStar': '5.0',\n",
       "    'hasPrivateRoom': 0,\n",
       "    'hasWebBook': 1,\n",
       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "    'isDisplay': 1,\n",
       "    'isFavorite': 0,\n",
       "    'isOpenNet': 1,\n",
       "    'isOpenSlider': 0,\n",
       "    'koubeiRefId': '2018080100077000000060531272',\n",
       "    'openStatus': 1,\n",
       "    'openTime': '早10:00~次日03:00',\n",
       "    'privateRoomFee': '',\n",
       "    'provinceId': '110000',\n",
       "    'regionId': '110115',\n",
       "    'regionMark': 1,\n",
       "    'serviceStar': '4.9',\n",
       "    'specialTimeDetail': '店已全面消毒、全员测温，分散安排',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '5.0',\n",
       "    'storeAddress': '北京市大兴区永兴路7号院1号楼4F-25',\n",
       "    'storeId': '020140',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '龙湖大兴天街店',\n",
       "    'storeStar': 4.9,\n",
       "    'storeTelephone': '010-60274248,010-60274748',\n",
       "    'tasteStar': '4.9',\n",
       "    'transDesc': '兴64路、兴44路、兴27路、兴15路到生物医药基地地铁站下车'},\n",
       "   {'cityId': '110000',\n",
       "    'cityName': '北京市',\n",
       "    'coordinate': '116.140745211711,39.745461853275',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '北京三十八店',\n",
       "    'distance': 1941655.6,\n",
       "    'envStar': '5.0',\n",
       "    'hasPrivateRoom': 0,\n",
       "    'hasWebBook': 1,\n",
       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "    'isDisplay': 1,\n",
       "    'isFavorite': 0,\n",
       "    'isOpenNet': 1,\n",
       "    'isOpenSlider': 0,\n",
       "    'koubeiRefId': '2018092900077000000063223223',\n",
       "    'openStatus': 1,\n",
       "    'openTime': '早10:00~次日03:00',\n",
       "    'privateRoomFee': '',\n",
       "    'provinceId': '110000',\n",
       "    'regionId': '110111',\n",
       "    'regionMark': 1,\n",
       "    'serviceStar': '5.0',\n",
       "    'specialTimeDetail': '本店已全面消毒，全员测温',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '5.0',\n",
       "    'storeAddress': '北京市房山区拱辰北大街龙湖房山天街6F,1,2',\n",
       "    'storeId': '020142',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '房山天街店',\n",
       "    'storeStar': 5.0,\n",
       "    'storeTelephone': '010-57705898,010-57705899',\n",
       "    'tasteStar': '5.0',\n",
       "    'transDesc': '房33/房37/房38区间/环2路内环/房38路在良乡北关（北）下车；房13/房15/房31/房41/环1路内环/房42路在良乡北关（东）下车。'},\n",
       "   {'cityId': '110000',\n",
       "    'cityName': '北京市',\n",
       "    'coordinate': '116.339311023881,39.730468423088',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '北京二十五店',\n",
       "    'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐。营业时间以门店详情页为准。请您理解！',\n",
       "    'dialogTitle': '温馨提示',\n",
       "    'distance': 1941847.2,\n",
       "    'envStar': '4.9',\n",
       "    'hasPrivateRoom': 0,\n",
       "    'hasWebBook': 1,\n",
       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "    'isDisplay': 1,\n",
       "    'isFavorite': 0,\n",
       "    'isOpenNet': 1,\n",
       "    'isOpenSlider': 0,\n",
       "    'koubeiRefId': '2018080100077000000060518653',\n",
       "    'openStatus': 1,\n",
       "    'openTime': '早10:00~次日03:00',\n",
       "    'privateRoomFee': '',\n",
       "    'provinceId': '110000',\n",
       "    'regionId': '110115',\n",
       "    'regionMark': 1,\n",
       "    'serviceStar': '4.9',\n",
       "    'specialTimeDetail': '本店已全面消毒、全员测温，分散安排',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '4.9',\n",
       "    'storeAddress': '北京市大兴区黄村西大街与兴丰大街交叉十字路口处星城商厦6层',\n",
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       "    'tasteStar': '4.9',\n",
       "    'transDesc': '您乘坐478/371/专87/607/681路到东村家园东门下车'},\n",
       "   {'cityId': '110000',\n",
       "    'cityName': '北京市',\n",
       "    'coordinate': '116.3200544312,40.077118309082',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '北京三十三店',\n",
       "    'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
       "    'dialogTitle': '温馨提示',\n",
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       "    'specialTimeDetail': '本店已全面消毒、全员测温、',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '4.9',\n",
       "    'storeAddress': '北京市昌平区回龙观西大街111号北京华联回龙观购物中心三层3F-12',\n",
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       "    'storeMarker': '',\n",
       "    'storeName': '回龙观店',\n",
       "    'storeStar': 4.9,\n",
       "    'storeTelephone': '010-50954931,010-50954932',\n",
       "    'tasteStar': '4.9',\n",
       "    'transDesc': '公交：625、专121、462、307、407、快速直达专线128、462、618、快速直达专线10、996、519、专103、344快车、887华联商厦站下车'},\n",
       "   {'cityId': '110000',\n",
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       "    'dialogTitle': '温馨提示',\n",
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       "    'specialTimeTitle': '温馨提示',\n",
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       "   {'cityId': '110000',\n",
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       "    'dialogTitle': '温馨提示',\n",
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       "    'specialTimeDetail': '本店已全面消毒、全员测温，分散安排\\n本门店可提供私人定制锅底服务，赶快来寻觅您所喜欢的口味吧～',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '4.9',\n",
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       "    'storeMarker': '',\n",
       "    'storeName': '顺义华联店',\n",
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       "    'transDesc': '地铁路线：地铁15号线，出D口后向正北方走50米，左转进入府前中街，府前中街向前走450米，左转进入新顺南大街，向前走220米左右，在BHG华联商厦5楼。公交：乘坐顺12区间、顺12路、顺13路、顺14路、顺15路、顺16路、顺18路、顺19路、顺1路、顺22路、顺26路、顺28区间[汉石桥]、顺28区间[道口]、顺28路、顺34区间、顺34路、顺38路、顺39路、顺40路、顺41路、顺45路公交车在隆华下车'},\n",
       "   {'cityId': '110000',\n",
       "    'cityName': '北京市',\n",
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       "    'deptName': '北京五十五店',\n",
       "    'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
       "    'dialogTitle': '温馨提示',\n",
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       "    'storeMarker': '',\n",
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       "    'transDesc': '您乘坐顺13路，顺29路，顺4路，顺29路，地铁15号线，D西南口出'},\n",
       "   {'cityId': '110000',\n",
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       "    'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
       "    'dialogTitle': '温馨提示',\n",
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       "    'specialTimeTitle': '温馨提示',\n",
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       "    'transDesc': '您乘坐地铁昌平线在南邵站B2出口下车向东100米；您乘坐运通870，昌31路，昌39路公交车到地铁南邵站下车向东100米'},\n",
       "   {'cityId': '110000',\n",
       "    'cityName': '北京市',\n",
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       "    'deptName': '北京五十九店',\n",
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       "    'dialogTitle': '温馨提示',\n",
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       "    'storeMarker': '',\n",
       "    'storeName': '平谷华联店',\n",
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       "    'storeTelephone': '010-56866727,010-56866737',\n",
       "    'tasteStar': '4.9',\n",
       "    'transDesc': ''},\n",
       "   {'cityId': '110000',\n",
       "    'cityName': '北京市',\n",
       "    'coordinate': '116.632237701497,40.315296202383',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '北京六十三店',\n",
       "    'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过6人，到店就餐超过6人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
       "    'dialogTitle': '温馨提示',\n",
       "    'distance': 2009476.2,\n",
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       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
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       "    'koubeiRefId': '2019102900077000000084057030',\n",
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       "    'privateRoomFee': '',\n",
       "    'provinceId': '110000',\n",
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       "    'regionMark': 1,\n",
       "    'serviceStar': '4.8',\n",
       "    'specialTimeDetail': '本店已全面消毒、全员测温，分散安排',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '4.9',\n",
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       "    'storeId': '020172',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '怀柔京北店',\n",
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       "    'storeTelephone': '010-69692236,010-69682235',\n",
       "    'tasteStar': '4.9',\n",
       "    'transDesc': '您乘坐916，916快，H55，H58，H61，H62，H63到明珠广场下车就到'},\n",
       "   {'cityId': '110000',\n",
       "    'cityName': '北京市',\n",
       "    'coordinate': '116.834148323999,40.35466529894',\n",
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       "    'crossMarket': 1,\n",
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       "    'envStar': '4.9',\n",
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       "    'hasWebBook': 1,\n",
       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "    'isDisplay': 1,\n",
       "    'isFavorite': 0,\n",
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       "    'koubeiRefId': '',\n",
       "    'openStatus': 1,\n",
       "    'openTime': '早10:00~晚上22:00',\n",
       "    'privateRoomFee': '',\n",
       "    'provinceId': '110000',\n",
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       "    'regionMark': 1,\n",
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       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '4.9',\n",
       "    'storeAddress': '北京市密云区滨河路178号万象汇四楼L401-L404号商铺',\n",
       "    'storeId': '020153',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '万象汇店',\n",
       "    'storeStar': 4.9,\n",
       "    'storeTelephone': '010-89099777,010-89096099',\n",
       "    'tasteStar': '4.9',\n",
       "    'transDesc': '您乘坐980快车万象汇橡树湾小区站下车；乘坐密3路、密10路、密13路万象汇站下车；乘坐郊89路密云商务区站下车，下车就能看到万象汇购物中心。'},\n",
       "   {'cityId': '110000',\n",
       "    'cityName': '北京市',\n",
       "    'coordinate': '116.855503687344,40.374110377654',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '北京四十二店',\n",
       "    'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
       "    'dialogTitle': '温馨提示',\n",
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       "    'envStar': '4.8',\n",
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       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
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       "    'koubeiRefId': '2018101900077000000064379079',\n",
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       "    'openTime': '早10:00~晚上22:00',\n",
       "    'privateRoomFee': '88-128',\n",
       "    'provinceId': '110000',\n",
       "    'regionId': '110118',\n",
       "    'regionMark': 1,\n",
       "    'restInterval': '22:01:00-09:59:00',\n",
       "    'serviceStar': '4.7',\n",
       "    'specialTimeDetail': '\\u3000本店已全面消毒、全员测温，分散安排',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '4.8',\n",
       "    'storeAddress': '北京市密云区鼓楼街道鼓楼东大街17号院2号楼朗福广场5楼',\n",
       "    'storeId': '020147',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '朗福广场店',\n",
       "    'storeStar': 4.8,\n",
       "    'storeTelephone': '010-89085777,010-89089887',\n",
       "    'tasteStar': '4.8',\n",
       "    'transDesc': '公交线路为：970快车、987路到花园小区站，密5、密6、密10到花园北门，下车往西走;密10、郊81到老城墙站，密38、密39、密37、密50、密51、密52、密53到宾阳站，980、980快、987、868到密云老城墙站下车，往南走；密37、密38、密39、密50、密51、密52、密53到地税站下车，郊81、密2、密6、970到东菜园小区下车，往西走；密8、密5、密2到花园东门，980快、970快到光阳小区下车，往北走。新东路与鼓楼东大街红绿灯十字路口，密东广场对面朗福儿童广场5楼即到。'}]},\n",
       " 'success': True}"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "   'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过5人，到店就餐超过5人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
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       "  {'cityId': '110000',\n",
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       "  {'cityId': '110000',\n",
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       "   'specialTimeTitle': '温馨提示',\n",
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       "  {'cityId': '110000',\n",
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       "   'specialTimeTitle': '温馨提示',\n",
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       "   'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
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       "  {'cityId': '110000',\n",
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       "   'storeName': '怀柔京北店',\n",
       "   'storeStar': 4.9,\n",
       "   'storeTelephone': '010-69692236,010-69682235',\n",
       "   'tasteStar': '4.9',\n",
       "   'transDesc': '您乘坐916，916快，H55，H58，H61，H62，H63到明珠广场下车就到'},\n",
       "  {'cityId': '110000',\n",
       "   'cityName': '北京市',\n",
       "   'coordinate': '116.834148323999,40.35466529894',\n",
       "   'countryId': 'CN',\n",
       "   'crossMarket': 1,\n",
       "   'deptName': '北京五十四店',\n",
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       "   'hasWebBook': 1,\n",
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       "   'speedStar': '4.9',\n",
       "   'storeAddress': '北京市密云区滨河路178号万象汇四楼L401-L404号商铺',\n",
       "   'storeId': '020153',\n",
       "   'storeMarker': '',\n",
       "   'storeName': '万象汇店',\n",
       "   'storeStar': 4.9,\n",
       "   'storeTelephone': '010-89099777,010-89096099',\n",
       "   'tasteStar': '4.9',\n",
       "   'transDesc': '您乘坐980快车万象汇橡树湾小区站下车；乘坐密3路、密10路、密13路万象汇站下车；乘坐郊89路密云商务区站下车，下车就能看到万象汇购物中心。'},\n",
       "  {'cityId': '110000',\n",
       "   'cityName': '北京市',\n",
       "   'coordinate': '116.855503687344,40.374110377654',\n",
       "   'countryId': 'CN',\n",
       "   'crossMarket': 1,\n",
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       "   'dialogMessage': '按照疫情防控要求，本店订餐排号人数不超过8人，到店就餐超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
       "   'dialogTitle': '温馨提示',\n",
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       "   'koubeiRefId': '2018101900077000000064379079',\n",
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       "   'provinceId': '110000',\n",
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       "   'regionMark': 1,\n",
       "   'restInterval': '22:01:00-09:59:00',\n",
       "   'serviceStar': '4.7',\n",
       "   'specialTimeDetail': '\\u3000本店已全面消毒、全员测温，分散安排',\n",
       "   'specialTimeTitle': '温馨提示',\n",
       "   'speedStar': '4.8',\n",
       "   'storeAddress': '北京市密云区鼓楼街道鼓楼东大街17号院2号楼朗福广场5楼',\n",
       "   'storeId': '020147',\n",
       "   'storeMarker': '',\n",
       "   'storeName': '朗福广场店',\n",
       "   'storeStar': 4.8,\n",
       "   'storeTelephone': '010-89085777,010-89089887',\n",
       "   'tasteStar': '4.8',\n",
       "   'transDesc': '公交线路为：970快车、987路到花园小区站，密5、密6、密10到花园北门，下车往西走;密10、郊81到老城墙站，密38、密39、密37、密50、密51、密52、密53到宾阳站，980、980快、987、868到密云老城墙站下车，往南走；密37、密38、密39、密50、密51、密52、密53到地税站下车，郊81、密2、密6、970到东菜园小区下车，往西走；密8、密5、密2到花园东门，980快、970快到光阳小区下车，往北走。新东路与鼓楼东大街红绿灯十字路口，密东广场对面朗福儿童广场5楼即到。'}]}"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()['data']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "610100\n"
     ]
    },
    {
     "data": {
      "text/plain": [
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       "   {'cityId': '610100',\n",
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       "   {'cityId': '610100',\n",
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       "   {'cityId': '610100',\n",
       "    'cityName': '西安市',\n",
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       "   {'cityId': '610100',\n",
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       "    'transDesc': '5路、12路、14路、19路、24路、26路、30路、34路、36路、215路区间、229路、239路、323路、400路、401路、407路、504路、521路、600路、603路、605路、616路、704路、716路、716路/地铁2号线小寨站D出口(东北口)'},\n",
       "   {'cityId': '610100',\n",
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       "    'openTime': '早10:30~次日07:00',\n",
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       "    'provinceId': '610000',\n",
       "    'regionId': '610104',\n",
       "    'regionMark': 1,\n",
       "    'serviceStar': '4.8',\n",
       "    'specialTimeDetail': '本店已全面消毒、全员测温',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '4.9',\n",
       "    'storeAddress': '陕西省西安市莲湖区星火路22号',\n",
       "    'storeId': '050117',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '老城根店',\n",
       "    'storeStar': 4.8,\n",
       "    'storeTelephone': '029-86230022,029-86230033',\n",
       "    'tasteStar': '4.9',\n",
       "    'transDesc': '公交：9、18、208、221、235、711、900到丰禾路下车或乘坐21、510、18、202到红庙坡下车'},\n",
       "   {'cityId': '610100',\n",
       "    'cityName': '西安市',\n",
       "    'coordinate': '108.892254537919,34.283687856398',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '西安三十三店',\n",
       "    'dialogMessage': '按照疫情防控要求，到店就餐人数超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
       "    'dialogTitle': '温馨提示',\n",
       "    'distance': 1423475.5,\n",
       "    'envStar': '4.8',\n",
       "    'hasPrivateRoom': 0,\n",
       "    'hasWebBook': 1,\n",
       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "    'isDisplay': 1,\n",
       "    'isFavorite': 0,\n",
       "    'isOpenNet': 1,\n",
       "    'isOpenSlider': 0,\n",
       "    'koubeiRefId': '2019082500077000000081896422',\n",
       "    'openStatus': 1,\n",
       "    'openTime': '早9:00~次日07:00',\n",
       "    'privateRoomFee': '',\n",
       "    'provinceId': '610000',\n",
       "    'regionId': '610104',\n",
       "    'regionMark': 1,\n",
       "    'serviceStar': '4.8',\n",
       "    'specialTimeDetail': '本店已全面消毒、全员测温',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '4.9',\n",
       "    'storeAddress': '陕西省西安市莲湖区丰禾路269号太奥广场1号楼2层1-1021-1号商铺',\n",
       "    'storeId': '050136',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '太奥广场店',\n",
       "    'storeStar': 4.8,\n",
       "    'storeTelephone': '029-81505888,029-81505666',\n",
       "    'tasteStar': '4.8',\n",
       "    'transDesc': '您乘坐的公交为：108、193、198、207、211217、217高峰期区间、261、31、725，A站台下车后向北100米或C站台向南50米'},\n",
       "   {'cityId': '610100',\n",
       "    'cityName': '西安市',\n",
       "    'coordinate': '108.97301051373,34.315406477767',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '西安十七店',\n",
       "    'distance': 1423877.4000000001,\n",
       "    'envStar': '4.8',\n",
       "    'hasPrivateRoom': 0,\n",
       "    'hasWebBook': 1,\n",
       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "    'isDisplay': 1,\n",
       "    'isFavorite': 0,\n",
       "    'isOpenNet': 1,\n",
       "    'isOpenSlider': 0,\n",
       "    'koubeiRefId': '2018080100077000000060527399',\n",
       "    'openStatus': 1,\n",
       "    'openTime': '早10:00~次日07:00',\n",
       "    'privateRoomFee': '',\n",
       "    'provinceId': '610000',\n",
       "    'regionId': '610112',\n",
       "    'regionMark': 1,\n",
       "    'serviceStar': '4.8',\n",
       "    'specialTimeDetail': '本店已全面消毒，全员测温，请注意佩戴口罩，按照疫情防控要求本店订餐排号不超过8人，到店超过8人需要分桌就餐，营业时间以页面详情为准，感谢您的支持与理解。',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '4.8',\n",
       "    'storeAddress': '西安市未央区太华北路369号大明宫万达广场4层',\n",
       "    'storeId': '050120',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '大明宫店',\n",
       "    'storeStar': 4.8,\n",
       "    'storeTelephone': '029-86636600,029-86636611',\n",
       "    'tasteStar': '4.8',\n",
       "    'transDesc': '公交：西铁小区263路、801咯、17路、38路、705路、245路'},\n",
       "   {'cityId': '610100',\n",
       "    'cityName': '西安市',\n",
       "    'coordinate': '108.946971660275,34.317239169796',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '西安六店',\n",
       "    'dialogMessage': '本店已全面消毒，全面测温',\n",
       "    'dialogTitle': '温馨提示',\n",
       "    'distance': 1424981.7,\n",
       "    'envStar': '4.8',\n",
       "    'hasPrivateRoom': 1,\n",
       "    'hasWebBook': 1,\n",
       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "    'isDisplay': 1,\n",
       "    'isFavorite': 0,\n",
       "    'isOpenNet': 1,\n",
       "    'isOpenSlider': 0,\n",
       "    'koubeiRefId': '2018080100077000000060518652',\n",
       "    'openStatus': 1,\n",
       "    'openTime': '早10:00~次日07:00',\n",
       "    'privateRoomFee': '80-160',\n",
       "    'provinceId': '610000',\n",
       "    'regionId': '610112',\n",
       "    'regionMark': 1,\n",
       "    'restInterval': '07:01:00-09:59:00',\n",
       "    'serviceStar': '4.8',\n",
       "    'speedStar': '4.9',\n",
       "    'storeAddress': '陕西省西安市经济开发区未央路130号凯鑫大厦3层',\n",
       "    'storeId': '050105',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '经开店',\n",
       "    'storeStar': 4.8,\n",
       "    'storeTelephone': '029-86563134,029-86563124',\n",
       "    'tasteStar': '4.9',\n",
       "    'transDesc': '公交202、228、719、609、600、903、207经济技术开发区；地铁2号线到市图书馆下地铁，从B口出，出地铁后右手边即是海底捞。'},\n",
       "   {'cityId': '610100',\n",
       "    'cityName': '西安市',\n",
       "    'coordinate': '108.82961309759,34.29053162569',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '西安十八店',\n",
       "    'distance': 1426421.8,\n",
       "    'envStar': '4.9',\n",
       "    'hasPrivateRoom': 0,\n",
       "    'hasWebBook': 1,\n",
       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "    'isDisplay': 1,\n",
       "    'isFavorite': 0,\n",
       "    'isOpenNet': 1,\n",
       "    'isOpenSlider': 0,\n",
       "    'koubeiRefId': '2018080100077000000060525783',\n",
       "    'openStatus': 1,\n",
       "    'openTime': '早9:00~次日07:00',\n",
       "    'privateRoomFee': '',\n",
       "    'provinceId': '610000',\n",
       "    'regionId': '610112',\n",
       "    'regionMark': 1,\n",
       "    'serviceStar': '4.9',\n",
       "    'specialTimeDetail': '本店已全面消毒，全员测温，分散安排。请您注意佩戴好口罩。',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '4.9',\n",
       "    'storeAddress': '陕西省西安市沣东新城三桥新街1076号西咸万象城4层L460号商铺',\n",
       "    'storeId': '050121',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '三桥万象城店',\n",
       "    'storeStar': 4.9,\n",
       "    'storeTelephone': '029-89535999,029-89536888',\n",
       "    'tasteStar': '4.9',\n",
       "    'transDesc': '公交：59路、59路区间、912、222'},\n",
       "   {'cityId': '610100',\n",
       "    'cityName': '西安市',\n",
       "    'coordinate': '108.948776080388,34.33838005686',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '西安二十二店',\n",
       "    'dialogMessage': '按照疫情防控要求，到店就餐人数超过8人需要分桌就餐，营业时间以门店详情页为准。请您理解！',\n",
       "    'dialogTitle': '温馨提示',\n",
       "    'distance': 1427092.1,\n",
       "    'envStar': '4.9',\n",
       "    'hasPrivateRoom': 0,\n",
       "    'hasWebBook': 1,\n",
       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "    'isDisplay': 1,\n",
       "    'isFavorite': 0,\n",
       "    'isOpenNet': 0,\n",
       "    'isOpenSlider': 0,\n",
       "    'koubeiRefId': '2018122200077000000068429637',\n",
       "    'openStatus': 1,\n",
       "    'openTime': '早10:00~次日03:00',\n",
       "    'privateRoomFee': '',\n",
       "    'provinceId': '610000',\n",
       "    'regionId': '610112',\n",
       "    'regionMark': 1,\n",
       "    'serviceStar': '4.8',\n",
       "    'specialTimeDetail': '本店已全面消毒、全员测温.',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '4.9',\n",
       "    'storeAddress': '西安经济技术开发区张家堡环岛东南角大融城5层',\n",
       "    'storeId': '050124',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '大融城店',\n",
       "    'storeStar': 4.9,\n",
       "    'storeTelephone': '029-86683666,029-86683999',\n",
       "    'tasteStar': '4.9',\n",
       "    'transDesc': '您乘坐的公交为：600，618,609,719,318,317 。张家堡站下车，下车200米左右东南角大融城，乘坐电梯上5楼'},\n",
       "   {'cityId': '610100',\n",
       "    'cityName': '西安市',\n",
       "    'coordinate': '108.937444635004,34.342230282329',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '西安九店',\n",
       "    'dialogMessage': '因商场装修，一楼顾客请您至塞拉维蛋糕店上四楼，车库顾客请您至B区上四楼，感谢您的理解！',\n",
       "    'dialogTitle': '温馨提示',\n",
       "    'distance': 1427886.9,\n",
       "    'envStar': '4.9',\n",
       "    'hasPrivateRoom': 0,\n",
       "    'hasWebBook': 1,\n",
       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "    'isDisplay': 1,\n",
       "    'isFavorite': 0,\n",
       "    'isOpenNet': 0,\n",
       "    'isOpenSlider': 0,\n",
       "    'koubeiRefId': '2018080100077000000060517448',\n",
       "    'openStatus': 1,\n",
       "    'openTime': '早09:00~次日07:00',\n",
       "    'privateRoomFee': '',\n",
       "    'provinceId': '610000',\n",
       "    'regionId': '610112',\n",
       "    'regionMark': 1,\n",
       "    'serviceStar': '4.8',\n",
       "    'specialTimeDetail': '本店已全面消毒、全员测温。',\n",
       "    'specialTimeTitle': '温馨提示',\n",
       "    'speedStar': '4.9',\n",
       "    'storeAddress': '陕西省西安市未央区文景路与凤城八路交接口西北角116号民生百货4层',\n",
       "    'storeId': '050110',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '文景店',\n",
       "    'storeStar': 4.9,\n",
       "    'storeTelephone': '029-68717232,029-68717233',\n",
       "    'tasteStar': '4.8',\n",
       "    'transDesc': '公交：263路、108路、265路、26路、33路、511路、601路、702路、711路、912路、K18路,地铁：地铁2号线到行政中心下车，从A3出口出来，往西走1000米左右，在西安市政府对面民生百货四楼。'},\n",
       "   {'cityId': '610100',\n",
       "    'cityName': '西安市',\n",
       "    'coordinate': '109.003584768846,34.466407545523',\n",
       "    'countryId': 'CN',\n",
       "    'crossMarket': 1,\n",
       "    'deptName': '西安三十六店',\n",
       "    'distance': 1438370.5999999999,\n",
       "    'envStar': '4.9',\n",
       "    'hasPrivateRoom': 0,\n",
       "    'hasWebBook': 1,\n",
       "    'imgUrl': 'https://tydc-static-image.haidilao.com/face1.jpg',\n",
       "    'isDisplay': 1,\n",
       "    'isFavorite': 0,\n",
       "    'isOpenNet': 1,\n",
       "    'isOpenSlider': 0,\n",
       "    'koubeiRefId': '',\n",
       "    'openStatus': 1,\n",
       "    'openTime': '早10:30~次日07:00',\n",
       "    'privateRoomFee': '80.0',\n",
       "    'provinceId': '610000',\n",
       "    'regionId': '610117',\n",
       "    'regionMark': 1,\n",
       "    'restInterval': '07:01:00-08:59:00',\n",
       "    'serviceStar': '4.9',\n",
       "    'speedStar': '4.9',\n",
       "    'storeAddress': '陕西省西安市高陵区泾河工业园区泾渭路中段陕汽大道西侧嘉园国际广场4层',\n",
       "    'storeId': '050145',\n",
       "    'storeMarker': '',\n",
       "    'storeName': '嘉园国际广场店',\n",
       "    'storeStar': 4.9,\n",
       "    'storeTelephone': '029-86066969,029-86085533',\n",
       "    'tasteStar': '4.9',\n",
       "    'transDesc': '328区间.315.316.318.泾渭环线3号线.'}]},\n",
       " 'success': True}"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# scrape for all cities and store as json files\n",
    "\n",
    "import requests\n",
    "\n",
    "city = cities['cityId'][1]\n",
    "url = 'https://superapp.kiwa-tech.com/app/v2/getStoreList'\n",
    "params = {\"customerId\": \"\",\n",
    "         \"coordinate\": \"114.217261, 22.380012\",\n",
    "         \"cityId\": city,\n",
    "         \"regionId\": \"\",\n",
    "         \"sort\": \"\"\n",
    "        }\n",
    "\n",
    "r = requests.post(url, json = params)\n",
    "\n",
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2020-08-27 03:03'"
      ]
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "dateTimeObj = datetime.utcnow()\n",
    "dateTimeObj.strftime(\"%Y-%m-%d %H:%M\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "requesting 320500 store list...\n",
      "requesting 610100 store list...\n",
      "requesting 610200 store list...\n",
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      "requesting 445300 store list...\n",
      "requesting 350100 store list...\n",
      "requesting 450100 store list...\n",
      "requesting 350200 store list...\n",
      "requesting 450200 store list...\n",
      "requesting 350300 store list...\n",
      "requesting 450300 store list...\n",
      "requesting 350500 store list...\n",
      "requesting 450500 store list...\n",
      "requesting 350800 store list...\n",
      "requesting 350900 store list...\n",
      "requesting 360100 store list...\n",
      "requesting 360400 store list...\n",
      "requesting 360500 store list...\n",
      "requesting 460100 store list...\n",
      "requesting 460200 store list...\n",
      "requesting 360700 store list...\n",
      "requesting 360900 store list...\n",
      "requesting 361000 store list...\n",
      "requesting 510100 store list...\n",
      "requesting 361100 store list...\n",
      "requesting 370100 store list...\n",
      "requesting 370200 store list...\n",
      "requesting 370300 store list...\n",
      "requesting 510500 store list...\n",
      "requesting 510600 store list...\n",
      "requesting 370400 store list...\n",
      "requesting 510700 store list...\n",
      "requesting 370500 store list...\n",
      "requesting 370600 store list...\n",
      "requesting 370700 store list...\n",
      "requesting 370800 store list...\n",
      "requesting 370900 store list...\n",
      "requesting 511300 store list...\n",
      "requesting 371000 store list...\n",
      "requesting 371100 store list...\n",
      "requesting 511500 store list...\n",
      "requesting 371300 store list...\n",
      "requesting 511700 store list...\n",
      "requesting 371400 store list...\n",
      "requesting 371500 store list...\n",
      "requesting 371600 store list...\n",
      "requesting 512000 store list...\n",
      "requesting 371700 store list...\n",
      "requesting 410100 store list...\n",
      "requesting 410200 store list...\n",
      "requesting 410300 store list...\n",
      "requesting 520100 store list...\n",
      "requesting 410400 store list...\n",
      "requesting 410500 store list...\n",
      "requesting 410600 store list...\n",
      "requesting 410700 store list...\n",
      "requesting 410800 store list...\n",
      "requesting 410900 store list...\n",
      "requesting 411000 store list...\n",
      "requesting 411100 store list...\n",
      "requesting 530100 store list...\n",
      "requesting 411200 store list...\n",
      "requesting 411300 store list...\n",
      "requesting 411400 store list...\n",
      "requesting 411500 store list...\n",
      "requesting 530700 store list...\n",
      "requesting 411700 store list...\n",
      "requesting 420100 store list...\n",
      "requesting 420300 store list...\n",
      "requesting 420500 store list...\n",
      "requesting 420600 store list...\n",
      "requesting 532900 store list...\n",
      "requesting 420900 store list...\n",
      "requesting 310000 store list...\n",
      "requesting 110000 store list...\n",
      "requesting 001401 store list...\n",
      "requesting 371800 store list...\n",
      "requesting 12 store list...\n",
      "requesting 860400 store list...\n"
     ]
    }
   ],
   "source": [
    "# scrape for all cities and store as json files\n",
    "import requests\n",
    "import time\n",
    "\n",
    "url = 'https://superapp.kiwa-tech.com/app/v2/getStoreList'\n",
    "for city in cities['cityId']:\n",
    "    try:\n",
    "        print('requesting %s store list...' % city)\n",
    "        params = {\"customerId\": \"\",\n",
    "                  \"coordinate\": \"114.217261, 22.380012\",\n",
    "                  \"cityId\": city,\n",
    "                  \"regionId\": \"\",\n",
    "                  \"sort\": \"\"\n",
    "                 }\n",
    "\n",
    "        r = requests.post(url, json = params)\n",
    "        outfile = './haidilao/%s.json' % city\n",
    "        fhand = open(outfile, 'x')\n",
    "        fhand.write(r.text)\n",
    "        fhand.close()\n",
    "        #time.sleep(5)\n",
    "    except FileExistsError:\n",
    "        pass\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "213"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# combine json files into one\n",
    "\n",
    "from glob import glob\n",
    "import json\n",
    "\n",
    "root = \"./haidilao\"\n",
    "files = glob(\"%s/*.json\" % root)\n",
    "\n",
    "len(files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "requesting 320500 store list...\n",
      "requesting 610100 store list...\n",
      "requesting 610200 store list...\n",
      "requesting 610300 store list...\n",
      "requesting 610400 store list...\n",
      "requesting 610500 store list...\n",
      "requesting 610600 store list...\n",
      "requesting 610700 store list...\n",
      "requesting 610800 store list...\n",
      "requesting 610900 store list...\n",
      "requesting 008202 store list...\n",
      "requesting 620100 store list...\n",
      "requesting 620600 store list...\n",
      "requesting 869999 store list...\n",
      "requesting 830101 store list...\n",
      "requesting 620900 store list...\n",
      "requesting 840101 store list...\n",
      "requesting 621000 store list...\n",
      "requesting 630100 store list...\n",
      "requesting 640100 store list...\n",
      "requesting 130100 store list...\n",
      "requesting 130200 store list...\n",
      "requesting 130300 store list...\n",
      "requesting 130400 store list...\n",
      "requesting 130500 store list...\n",
      "requesting 130600 store list...\n",
      "requesting 130700 store list...\n",
      "requesting 130800 store list...\n",
      "requesting 130900 store list...\n",
      "requesting 131000 store list...\n",
      "requesting 131100 store list...\n",
      "requesting 140100 store list...\n",
      "requesting 140200 store list...\n",
      "requesting 140400 store list...\n",
      "requesting 140500 store list...\n",
      "requesting 140700 store list...\n",
      "requesting 140800 store list...\n",
      "requesting 141000 store list...\n",
      "requesting 141100 store list...\n",
      "requesting 150100 store list...\n",
      "requesting 150200 store list...\n",
      "requesting 150500 store list...\n",
      "requesting 150600 store list...\n",
      "requesting 150800 store list...\n",
      "requesting 150900 store list...\n",
      "requesting 210100 store list...\n",
      "requesting 210200 store list...\n",
      "requesting 120000 store list...\n",
      "requesting 500000 store list...\n",
      "requesting 810000 store list...\n",
      "requesting 820000 store list...\n",
      "requesting 220100 store list...\n",
      "requesting 840200 store list...\n",
      "requesting 220200 store list...\n",
      "requesting 840300 store list...\n",
      "requesting 860200 store list...\n",
      "requesting 860300 store list...\n",
      "requesting 710200 store list...\n",
      "requesting 710300 store list...\n",
      "requesting 710400 store list...\n",
      "requesting 710500 store list...\n",
      "requesting 222400 store list...\n",
      "requesting 230100 store list...\n",
      "requesting 710600 store list...\n",
      "requesting 710700 store list...\n",
      "requesting 007101 store list...\n",
      "requesting 004000 store list...\n",
      "requesting 230600 store list...\n",
      "requesting 002001 store list...\n",
      "requesting 006001 store list...\n",
      "requesting 001201 store list...\n",
      "requesting 004001 store list...\n",
      "requesting 320100 store list...\n",
      "requesting 570010 store list...\n",
      "requesting 320200 store list...\n",
      "requesting 001301 store list...\n",
      "requesting 320300 store list...\n",
      "requesting 320400 store list...\n",
      "requesting 320600 store list...\n",
      "requesting 320700 store list...\n",
      "requesting 421300 store list...\n",
      "requesting 320800 store list...\n",
      "requesting 422800 store list...\n",
      "requesting 430100 store list...\n",
      "requesting 320900 store list...\n",
      "requesting 430200 store list...\n",
      "requesting 321000 store list...\n",
      "requesting 430300 store list...\n",
      "requesting 321100 store list...\n",
      "requesting 430400 store list...\n",
      "requesting 321200 store list...\n",
      "requesting 321300 store list...\n",
      "requesting 430500 store list...\n",
      "requesting 330100 store list...\n",
      "requesting 430600 store list...\n",
      "requesting 330200 store list...\n",
      "requesting 430700 store list...\n",
      "requesting 330300 store list...\n",
      "requesting 330400 store list...\n",
      "requesting 330500 store list...\n",
      "requesting 330600 store list...\n",
      "requesting 431000 store list...\n",
      "requesting 330700 store list...\n",
      "requesting 431100 store list...\n",
      "requesting 330800 store list...\n",
      "requesting 431300 store list...\n",
      "requesting 330900 store list...\n",
      "requesting 331000 store list...\n",
      "requesting 440100 store list...\n",
      "requesting 340100 store list...\n",
      "requesting 440300 store list...\n",
      "requesting 340200 store list...\n",
      "requesting 440400 store list...\n",
      "requesting 340300 store list...\n",
      "requesting 440500 store list...\n",
      "requesting 440600 store list...\n",
      "requesting 440700 store list...\n",
      "requesting 340400 store list...\n",
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      "requesting 340500 store list...\n",
      "requesting 440900 store list...\n",
      "requesting 340600 store list...\n",
      "requesting 441200 store list...\n",
      "requesting 340700 store list...\n",
      "requesting 441300 store list...\n",
      "requesting 340800 store list...\n",
      "requesting 441400 store list...\n",
      "requesting 341100 store list...\n",
      "requesting 341200 store list...\n",
      "requesting 441600 store list...\n",
      "requesting 341300 store list...\n",
      "requesting 441700 store list...\n",
      "requesting 441800 store list...\n",
      "requesting 441900 store list...\n",
      "requesting 341500 store list...\n",
      "requesting 442000 store list...\n",
      "requesting 341600 store list...\n",
      "requesting 445200 store list...\n",
      "requesting 445300 store list...\n",
      "requesting 350100 store list...\n",
      "requesting 450100 store list...\n",
      "requesting 350200 store list...\n",
      "requesting 450200 store list...\n",
      "requesting 350300 store list...\n",
      "requesting 450300 store list...\n",
      "requesting 350500 store list...\n",
      "requesting 450500 store list...\n",
      "requesting 350800 store list...\n",
      "requesting 350900 store list...\n",
      "requesting 360100 store list...\n",
      "requesting 360400 store list...\n",
      "requesting 360500 store list...\n",
      "requesting 460100 store list...\n",
      "requesting 460200 store list...\n",
      "requesting 360700 store list...\n",
      "requesting 360900 store list...\n",
      "requesting 361000 store list...\n",
      "requesting 510100 store list...\n",
      "requesting 361100 store list...\n",
      "requesting 370100 store list...\n",
      "requesting 370200 store list...\n",
      "requesting 370300 store list...\n",
      "requesting 510500 store list...\n",
      "requesting 510600 store list...\n",
      "requesting 370400 store list...\n",
      "requesting 510700 store list...\n",
      "requesting 370500 store list...\n",
      "requesting 370600 store list...\n",
      "requesting 370700 store list...\n",
      "requesting 370800 store list...\n",
      "requesting 370900 store list...\n",
      "requesting 511300 store list...\n",
      "requesting 371000 store list...\n",
      "requesting 371100 store list...\n",
      "requesting 511500 store list...\n",
      "requesting 371300 store list...\n",
      "requesting 511700 store list...\n",
      "requesting 371400 store list...\n",
      "requesting 371500 store list...\n",
      "requesting 371600 store list...\n",
      "requesting 512000 store list...\n",
      "requesting 371700 store list...\n",
      "requesting 410100 store list...\n",
      "requesting 410200 store list...\n",
      "requesting 410300 store list...\n",
      "requesting 520100 store list...\n",
      "requesting 410400 store list...\n",
      "requesting 410500 store list...\n",
      "requesting 410600 store list...\n",
      "requesting 410700 store list...\n",
      "requesting 410800 store list...\n",
      "requesting 410900 store list...\n",
      "requesting 411000 store list...\n",
      "requesting 411100 store list...\n",
      "requesting 530100 store list...\n",
      "requesting 411200 store list...\n",
      "requesting 411300 store list...\n",
      "requesting 411400 store list...\n",
      "requesting 411500 store list...\n",
      "requesting 530700 store list...\n",
      "requesting 411700 store list...\n",
      "requesting 420100 store list...\n",
      "requesting 420300 store list...\n",
      "requesting 420500 store list...\n",
      "requesting 420600 store list...\n",
      "requesting 532900 store list...\n",
      "requesting 420900 store list...\n",
      "requesting 310000 store list...\n",
      "requesting 110000 store list...\n",
      "requesting 001401 store list...\n",
      "requesting 371800 store list...\n",
      "requesting 12 store list...\n",
      "requesting 860400 store list...\n"
     ]
    }
   ],
   "source": [
    "# scrape for all cities and store as json files in hourly buckets\n",
    "import requests\n",
    "import time\n",
    "from datetime import datetime\n",
    "import os\n",
    "\n",
    "dateTimeObj = datetime.utcnow()\n",
    "dateBucket = dateTimeObj.strftime(\"%Y-%m-%d\")\n",
    "hourBucket = dateTimeObj.strftime(\"%H\")\n",
    "path = './haidilao/%s/%s/' % (dateBucket, hourBucket)\n",
    "os.makedirs(path, exist_ok=True)\n",
    "\n",
    "url = 'https://superapp.kiwa-tech.com/app/v2/getStoreList'\n",
    "for city in cities['cityId']:\n",
    "    try:\n",
    "        print('requesting %s store list...' % city)\n",
    "        params = {\"customerId\": \"\",\n",
    "                  \"coordinate\": \"114.217261, 22.380012\",\n",
    "                  \"cityId\": city,\n",
    "                  \"regionId\": \"\",\n",
    "                  \"sort\": \"\"\n",
    "                 }\n",
    "\n",
    "        r = requests.post(url, json = params)\n",
    "        outfile = './haidilao/%s/%s/%s.json' % (dateBucket, hourBucket, city)\n",
    "        fhand = open(outfile, 'x')\n",
    "        fhand.write(r.text)\n",
    "        fhand.close()\n",
    "        time.sleep(5)\n",
    "    except FileExistsError:\n",
    "        pass\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "213"
      ]
     },
     "execution_count": 251,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# combine json files into one\n",
    "\n",
    "from glob import glob\n",
    "import json\n",
    "\n",
    "root = path\n",
    "files = glob(\"%s/*.json\" % root)\n",
    "\n",
    "len(files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./haidilao/130700.json\n",
      "./haidilao/140200.json\n",
      "./haidilao/141100.json\n",
      "./haidilao/150500.json\n",
      "./haidilao/150800.json\n",
      "./haidilao/150900.json\n",
      "./haidilao/220200.json\n",
      "./haidilao/222400.json\n",
      "./haidilao/330900.json\n",
      "./haidilao/341100.json\n",
      "./haidilao/341500.json\n",
      "./haidilao/360500.json\n",
      "./haidilao/370400.json\n",
      "./haidilao/370900.json\n",
      "./haidilao/371800.json\n",
      "./haidilao/410600.json\n",
      "./haidilao/410900.json\n",
      "./haidilao/411200.json\n",
      "./haidilao/411400.json\n",
      "./haidilao/411700.json\n",
      "./haidilao/420300.json\n",
      "./haidilao/422800.json\n",
      "./haidilao/430500.json\n",
      "./haidilao/430700.json\n",
      "./haidilao/431000.json\n",
      "./haidilao/431100.json\n",
      "./haidilao/431300.json\n",
      "./haidilao/441400.json\n",
      "./haidilao/441700.json\n",
      "./haidilao/445300.json\n",
      "./haidilao/450500.json\n",
      "./haidilao/510500.json\n",
      "./haidilao/510600.json\n",
      "./haidilao/510700.json\n",
      "./haidilao/511300.json\n",
      "./haidilao/511500.json\n",
      "./haidilao/511700.json\n",
      "./haidilao/512000.json\n",
      "./haidilao/620600.json\n",
      "./haidilao/620900.json\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/malcom/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:52: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>storeId</th>\n",
       "      <th>cityName</th>\n",
       "      <th>openStatus</th>\n",
       "      <th>openTime</th>\n",
       "      <th>storeName</th>\n",
       "      <th>storeStar</th>\n",
       "      <th>serviceStar</th>\n",
       "      <th>envStar</th>\n",
       "      <th>tasteStar</th>\n",
       "      <th>speedStar</th>\n",
       "      <th>isOpenNet</th>\n",
       "      <th>scrapeHour</th>\n",
       "      <th>scrapeDate</th>\n",
       "      <th>operatingStatus</th>\n",
       "      <th>tier</th>\n",
       "      <th>maxSeatPeople</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>380104</td>\n",
       "      <td>胡志明市</td>\n",
       "      <td>1</td>\n",
       "      <td>10:00AM-01:30AM</td>\n",
       "      <td>河内店</td>\n",
       "      <td>4.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "      <td>15</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>International</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>380101</td>\n",
       "      <td>胡志明市</td>\n",
       "      <td>1</td>\n",
       "      <td>10:00AM-01:30AM</td>\n",
       "      <td>胡志明金融塔店</td>\n",
       "      <td>4.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "      <td>15</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>International</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>380102</td>\n",
       "      <td>胡志明市</td>\n",
       "      <td>1</td>\n",
       "      <td>10:00AM-01:30AM</td>\n",
       "      <td>Vincom Center Dong K</td>\n",
       "      <td>4.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "      <td>15</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>International</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>380103</td>\n",
       "      <td>胡志明市</td>\n",
       "      <td>1</td>\n",
       "      <td>10:00AM-04:00AM</td>\n",
       "      <td>Crescent Mall</td>\n",
       "      <td>4.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "      <td>15</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>International</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>400101</td>\n",
       "      <td>吉隆坡</td>\n",
       "      <td>1</td>\n",
       "      <td>11:00AM-8:00PM</td>\n",
       "      <td>Sunway</td>\n",
       "      <td>4.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "      <td>15</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>International</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  storeId cityName  openStatus         openTime             storeName  \\\n",
       "0  380104     胡志明市           1  10:00AM-01:30AM                   河内店   \n",
       "1  380101     胡志明市           1  10:00AM-01:30AM               胡志明金融塔店   \n",
       "2  380102     胡志明市           1  10:00AM-01:30AM  Vincom Center Dong K   \n",
       "3  380103     胡志明市           1  10:00AM-04:00AM         Crescent Mall   \n",
       "0  400101      吉隆坡           1   11:00AM-8:00PM                Sunway   \n",
       "\n",
       "   storeStar serviceStar envStar tasteStar speedStar  isOpenNet  scrapeHour  \\\n",
       "0        4.5         NaN     NaN       NaN       NaN         -1          15   \n",
       "1        4.5         NaN     NaN       NaN       NaN         -1          15   \n",
       "2        4.5         NaN     NaN       NaN       NaN         -1          15   \n",
       "3        4.5         NaN     NaN       NaN       NaN         -1          15   \n",
       "0        4.5         NaN     NaN       NaN       NaN         -1          15   \n",
       "\n",
       "  scrapeDate operatingStatus           tier maxSeatPeople  \n",
       "0  8/26/2020            正在营业  International           NaN  \n",
       "1  8/26/2020            正在营业  International           NaN  \n",
       "2  8/26/2020            正在营业  International           NaN  \n",
       "3  8/26/2020            正在营业  International           NaN  \n",
       "0  8/26/2020            正在营业  International           NaN  "
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import json\n",
    "import os.path, time\n",
    "from datetime import datetime\n",
    "\n",
    "# parse scraped store list json file for a city\n",
    "stores = pd.DataFrame()\n",
    "for file in files:\n",
    "    gmtime = time.gmtime(os.path.getctime(file))\n",
    "    try:\n",
    "        data = pd.read_json(file)['data'][0]\n",
    "        df = pd.DataFrame(data)\n",
    "        df['scrapeDate'] = str(gmtime[1]) + '/' + str(gmtime[2]) + '/' + str(gmtime[0])\n",
    "        df['scrapeHour'] = gmtime[3]\n",
    "        stores = pd.concat([stores, df])\n",
    "    except KeyError:\n",
    "        print(file)\n",
    "\n",
    "# filter for relevant fields\n",
    "fields = ['cityId', 'cityName', 'countryId', 'openStatus', 'storeId', 'storeName']\n",
    "fields = ['storeId', 'cityName', 'openStatus', 'openTime', 'storeName', 'storeStar', \n",
    "          'serviceStar', 'envStar', 'tasteStar', 'speedStar', 'isOpenNet',\n",
    "         'scrapeHour', 'scrapeDate']\n",
    "\n",
    "# engineer new features: operating status\n",
    "openStatus = {1:'正在营业', 12:'装修升级', 13:'迁址停业', 14:'暂停营业', 15:'试运 营', 5:'?', 11:'?'}\n",
    "stores['operatingStatus'] = stores['openStatus'].apply(lambda x: openStatus[x])\n",
    "fields.append('operatingStatus')\n",
    "\n",
    "# function to return a city's tier\n",
    "def cityTier(cityName, regionMark):\n",
    "    tier1 = ['北京市', '上海市', '广州市', '深圳市']\n",
    "    tier2 = ['合肥市', '重庆市', '福州市', '兰州市', '南宁市', '贵阳市', '海口市', '石家庄市', '哈尔滨市'\n",
    "            , '郑州市', '武汉市', '长沙市', '呼和浩特市', '南京市', '南昌市', '长春市', '沈阳市', '银川市'\n",
    "            , '西宁市', '西安市', '济南市', '太原市', '成都市', '天津市', '拉萨市', '乌鲁木齐市', '昆明市'\n",
    "            , '杭州市', '青岛市', '厦门市', '宁波市', '大连市', '苏州市', '无锡市']\n",
    "    if regionMark == 2:\n",
    "        return 'International'\n",
    "    elif (cityName in tier1) and (regionMark == 1):\n",
    "        return 'Tier 1'\n",
    "    elif (cityName in tier2) and (regionMark == 1):\n",
    "        return 'Tier 2'\n",
    "    else:\n",
    "        return 'Tier 3'\n",
    "\n",
    "# engineer new features: city tier\n",
    "stores['tier'] = stores.apply(lambda x: cityTier(x['cityName'], x['regionMark']), axis=1)\n",
    "fields.append('tier')\n",
    "\n",
    "# engineer new features: max seat people\n",
    "pattern = r'超过([0-9])人'\n",
    "stores['maxSeatPeople'] = stores['dialogMessage'].str.extract(pattern)\n",
    "fields.append('maxSeatPeople')\n",
    "\n",
    "stores[fields].head()\n",
    "#stores[fields].groupby('tier').nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>storeId</th>\n",
       "      <th>cityName</th>\n",
       "      <th>openStatus</th>\n",
       "      <th>openTime</th>\n",
       "      <th>storeName</th>\n",
       "      <th>storeStar</th>\n",
       "      <th>serviceStar</th>\n",
       "      <th>envStar</th>\n",
       "      <th>tasteStar</th>\n",
       "      <th>speedStar</th>\n",
       "      <th>isOpenNet</th>\n",
       "      <th>scrapeHour</th>\n",
       "      <th>scrapeDate</th>\n",
       "      <th>operatingStatus</th>\n",
       "      <th>tier</th>\n",
       "      <th>maxSeatPeople</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tier</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>International</th>\n",
       "      <td>50</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tier 1</th>\n",
       "      <td>220</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>62</td>\n",
       "      <td>220</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tier 2</th>\n",
       "      <td>413</td>\n",
       "      <td>32</td>\n",
       "      <td>6</td>\n",
       "      <td>79</td>\n",
       "      <td>388</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tier 3</th>\n",
       "      <td>293</td>\n",
       "      <td>118</td>\n",
       "      <td>4</td>\n",
       "      <td>99</td>\n",
       "      <td>255</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               storeId  cityName  openStatus  openTime  storeName  storeStar  \\\n",
       "tier                                                                           \n",
       "International       50        19           1        24         50          1   \n",
       "Tier 1             220         4           7        62        220          7   \n",
       "Tier 2             413        32           6        79        388          6   \n",
       "Tier 3             293       118           4        99        255          6   \n",
       "\n",
       "               serviceStar  envStar  tasteStar  speedStar  isOpenNet  \\\n",
       "tier                                                                   \n",
       "International            0        0          0          0          2   \n",
       "Tier 1                   8        7          7          8          2   \n",
       "Tier 2                   8        6          6          6          2   \n",
       "Tier 3                   7        5          5          6          3   \n",
       "\n",
       "               scrapeHour  scrapeDate  operatingStatus  tier  maxSeatPeople  \n",
       "tier                                                                         \n",
       "International           2           1                1     1              0  \n",
       "Tier 1                  1           1                6     1              5  \n",
       "Tier 2                  2           1                6     1              3  \n",
       "Tier 3                  2           1                4     1              4  "
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# count distinct store group by city / tier\n",
    "stores[fields].groupby('cityName').nunique()\n",
    "stores[fields].groupby('tier').nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>storeId</th>\n",
       "      <th>cityName</th>\n",
       "      <th>openStatus</th>\n",
       "      <th>openTime</th>\n",
       "      <th>storeName</th>\n",
       "      <th>storeStar</th>\n",
       "      <th>serviceStar</th>\n",
       "      <th>envStar</th>\n",
       "      <th>tasteStar</th>\n",
       "      <th>speedStar</th>\n",
       "      <th>isOpenNet</th>\n",
       "      <th>scrapeHour</th>\n",
       "      <th>scrapeDate</th>\n",
       "      <th>operatingStatus</th>\n",
       "      <th>tier</th>\n",
       "      <th>maxSeatPeople</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>020140</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日03:00</td>\n",
       "      <td>龙湖大兴天街店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>020142</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日03:00</td>\n",
       "      <td>房山天街店</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>020131</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日03:00</td>\n",
       "      <td>星城商厦店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>020159</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日03:00</td>\n",
       "      <td>首开福茂店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>020170</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日03:00</td>\n",
       "      <td>马驹桥天和嘉园店</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>020155</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:30~晚上22:00</td>\n",
       "      <td>荟聚中心店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>020171</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10.00~晚上22:00</td>\n",
       "      <td>永旺梦乐城店</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>020174</td>\n",
       "      <td>北京市</td>\n",
       "      <td>11</td>\n",
       "      <td>早11:00~晚上22:00</td>\n",
       "      <td>住总万科广场店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>?</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>020133</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日0:00</td>\n",
       "      <td>亦庄力宝店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>020136</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07：00</td>\n",
       "      <td>爱琴海购物公园店</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>020146</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早9:00~次日07:00</td>\n",
       "      <td>公益西桥华联店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>020158</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>马家堡新荟城店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>020154</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>合生广场店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>020127</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>万丰桥店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>020163</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>居然之家丽泽桥店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>020116</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日7:00</td>\n",
       "      <td>方庄店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>020164</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日7:00</td>\n",
       "      <td>新年华购物中心</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>020145</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日03:00</td>\n",
       "      <td>银座和谐广场店</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>020165</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日03:00</td>\n",
       "      <td>大成路店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>020179</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10：00~次日03：00</td>\n",
       "      <td>Plus365 购物中心店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>020111</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>石景山店</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>020103</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:30~次日07:00</td>\n",
       "      <td>劲松店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>020134</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:30~次日02:00</td>\n",
       "      <td>新世界百货店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>020135</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~晚上22:00</td>\n",
       "      <td>喜隆多店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>020113</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日03:00</td>\n",
       "      <td>翠微路店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>020106</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:30~凌晨03:00</td>\n",
       "      <td>西单店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>020161</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>上午9:00~23:30</td>\n",
       "      <td>王府井银泰in88店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>020149</td>\n",
       "      <td>北京市</td>\n",
       "      <td>5</td>\n",
       "      <td>早10:00-凌晨6:00</td>\n",
       "      <td>华贸中心店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>?</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>020144</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日7:00</td>\n",
       "      <td>海底捞智慧餐厅（中骏世界城店）</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>020183</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早上09:00-次日凌晨 7:00</td>\n",
       "      <td>十里堡万科时代中心店</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.6</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>020130</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早11:00~次日03:00</td>\n",
       "      <td>通州华联店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>020148</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>复星国际中心店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>020137</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>三里屯SOHO店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>020112</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>紫竹桥店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>020180</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早上9:00-次日07:00</td>\n",
       "      <td>通厦康达广场店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>020141</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>常营华联店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>020118</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早9:00~次日07:00</td>\n",
       "      <td>西直门店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>020114</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日06:00</td>\n",
       "      <td>万柳店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>020122</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日03:00</td>\n",
       "      <td>太阳宫店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>020102</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>牡丹园店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>020151</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:30-凌晨7:00</td>\n",
       "      <td>望京新世界百货店</td>\n",
       "      <td>4.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>020126</td>\n",
       "      <td>北京市</td>\n",
       "      <td>12</td>\n",
       "      <td>早10:00--晚23:00</td>\n",
       "      <td>望京港旅店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>装修升级</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>020157</td>\n",
       "      <td>北京市</td>\n",
       "      <td>12</td>\n",
       "      <td>早10:00~次日00:00</td>\n",
       "      <td>望京新荟城店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>装修升级</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>020123</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早09:00~次日07:00</td>\n",
       "      <td>大屯北路店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>020160</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日0:00</td>\n",
       "      <td>国奥村店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>020143</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早9:00~次日07:00</td>\n",
       "      <td>望京华彩店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>020132</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日03:00</td>\n",
       "      <td>上地华联店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>020139</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日05:00</td>\n",
       "      <td>五彩城店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>020152</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早9:00~次日03:00</td>\n",
       "      <td>华贸天地店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>020166</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日03:00</td>\n",
       "      <td>万优汇店</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>020167</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:30~次日07:00</td>\n",
       "      <td>龙旗广场店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>020138</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>回龙观店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>020120</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日3:00</td>\n",
       "      <td>天通苑店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>020129</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>顺义华联店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>020156</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日07:00</td>\n",
       "      <td>聚乐汇店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>020173</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~次日3:00</td>\n",
       "      <td>路劲世界城店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>020162</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~晚上24:00</td>\n",
       "      <td>平谷华联店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>020172</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~晚上22:00</td>\n",
       "      <td>怀柔京北店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>020153</td>\n",
       "      <td>北京市</td>\n",
       "      <td>1</td>\n",
       "      <td>早10:00~晚上22:00</td>\n",
       "      <td>万象汇店</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>正在营业</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>020147</td>\n",
       "      <td>北京市</td>\n",
       "      <td>5</td>\n",
       "      <td>早10:00~晚上22:00</td>\n",
       "      <td>朗福广场店</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>8/26/2020</td>\n",
       "      <td>?</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   storeId cityName  openStatus           openTime        storeName  \\\n",
       "0   020140      北京市           1     早10:00~次日03:00          龙湖大兴天街店   \n",
       "1   020142      北京市           1     早10:00~次日03:00            房山天街店   \n",
       "2   020131      北京市           1     早10:00~次日03:00            星城商厦店   \n",
       "3   020159      北京市           1     早10:00~次日03:00            首开福茂店   \n",
       "4   020170      北京市           1     早10:00~次日03:00         马驹桥天和嘉园店   \n",
       "5   020155      北京市           1     早10:30~晚上22:00            荟聚中心店   \n",
       "6   020171      北京市           1     早10.00~晚上22:00           永旺梦乐城店   \n",
       "7   020174      北京市          11     早11:00~晚上22:00          住总万科广场店   \n",
       "8   020133      北京市           1      早10:00~次日0:00            亦庄力宝店   \n",
       "9   020136      北京市           1     早10:00~次日07：00         爱琴海购物公园店   \n",
       "10  020146      北京市           1      早9:00~次日07:00          公益西桥华联店   \n",
       "11  020158      北京市           1     早10:00~次日07:00          马家堡新荟城店   \n",
       "12  020154      北京市           1     早10:00~次日07:00            合生广场店   \n",
       "13  020127      北京市           1     早10:00~次日07:00             万丰桥店   \n",
       "14  020163      北京市           1     早10:00~次日07:00         居然之家丽泽桥店   \n",
       "15  020116      北京市           1      早10:00~次日7:00              方庄店   \n",
       "16  020164      北京市           1      早10:00~次日7:00          新年华购物中心   \n",
       "17  020145      北京市           1     早10:00~次日03:00          银座和谐广场店   \n",
       "18  020165      北京市           1     早10:00~次日03:00             大成路店   \n",
       "19  020179      北京市           1     早10：00~次日03：00    Plus365 购物中心店   \n",
       "20  020111      北京市           1     早10:00~次日07:00             石景山店   \n",
       "21  020103      北京市           1     早10:30~次日07:00              劲松店   \n",
       "22  020134      北京市           1     早10:30~次日02:00           新世界百货店   \n",
       "23  020135      北京市           1     早10:00~晚上22:00             喜隆多店   \n",
       "24  020113      北京市           1     早10:00~次日03:00             翠微路店   \n",
       "25  020106      北京市           1     早10:30~凌晨03:00              西单店   \n",
       "26  020161      北京市           1       上午9:00~23:30       王府井银泰in88店   \n",
       "27  020149      北京市           5      早10:00-凌晨6:00            华贸中心店   \n",
       "28  020144      北京市           1      早10:00~次日7:00  海底捞智慧餐厅（中骏世界城店）   \n",
       "29  020183      北京市           1  早上09:00-次日凌晨 7:00       十里堡万科时代中心店   \n",
       "30  020130      北京市           1     早11:00~次日03:00            通州华联店   \n",
       "31  020148      北京市           1     早10:00~次日07:00          复星国际中心店   \n",
       "32  020137      北京市           1     早10:00~次日07:00         三里屯SOHO店   \n",
       "33  020112      北京市           1     早10:00~次日07:00             紫竹桥店   \n",
       "34  020180      北京市           1     早上9:00-次日07:00          通厦康达广场店   \n",
       "35  020141      北京市           1     早10:00~次日07:00            常营华联店   \n",
       "36  020118      北京市           1      早9:00~次日07:00             西直门店   \n",
       "37  020114      北京市           1     早10:00~次日06:00              万柳店   \n",
       "38  020122      北京市           1     早10:00~次日03:00             太阳宫店   \n",
       "39  020102      北京市           1     早10:00~次日07:00             牡丹园店   \n",
       "40  020151      北京市           1      早10:30-凌晨7:00         望京新世界百货店   \n",
       "41  020126      北京市          12     早10:00--晚23:00            望京港旅店   \n",
       "42  020157      北京市          12     早10:00~次日00:00           望京新荟城店   \n",
       "43  020123      北京市           1     早09:00~次日07:00            大屯北路店   \n",
       "44  020160      北京市           1      早10:00~次日0:00             国奥村店   \n",
       "45  020143      北京市           1      早9:00~次日07:00            望京华彩店   \n",
       "46  020132      北京市           1     早10:00~次日03:00            上地华联店   \n",
       "47  020139      北京市           1     早10:00~次日05:00             五彩城店   \n",
       "48  020152      北京市           1      早9:00~次日03:00            华贸天地店   \n",
       "49  020166      北京市           1     早10:00~次日03:00             万优汇店   \n",
       "50  020167      北京市           1     早10:30~次日07:00            龙旗广场店   \n",
       "51  020138      北京市           1     早10:00~次日07:00             回龙观店   \n",
       "52  020120      北京市           1      早10:00~次日3:00             天通苑店   \n",
       "53  020129      北京市           1     早10:00~次日07:00            顺义华联店   \n",
       "54  020156      北京市           1     早10:00~次日07:00             聚乐汇店   \n",
       "55  020173      北京市           1      早10:00~次日3:00           路劲世界城店   \n",
       "56  020162      北京市           1     早10:00~晚上24:00            平谷华联店   \n",
       "57  020172      北京市           1     早10:00~晚上22:00            怀柔京北店   \n",
       "58  020153      北京市           1     早10:00~晚上22:00             万象汇店   \n",
       "59  020147      北京市           5     早10:00~晚上22:00            朗福广场店   \n",
       "\n",
       "    storeStar serviceStar envStar tasteStar speedStar  isOpenNet  scrapeHour  \\\n",
       "0         4.9         4.9     5.0       4.9       5.0          1          17   \n",
       "1         5.0         5.0     5.0       5.0       5.0          1          17   \n",
       "2         4.9         4.9     4.9       4.8       4.9          1          17   \n",
       "3         4.9         4.9     4.9       4.9       4.9          0          17   \n",
       "4         4.5         4.4     4.5       4.5       4.4          1          17   \n",
       "5         4.9         4.9     4.9       4.9       4.9          0          17   \n",
       "6         5.0         5.0     5.0       5.0       5.0          0          17   \n",
       "7         4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "8         4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "9         5.0         4.9     5.0       5.0       5.0          1          17   \n",
       "10        4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "11        4.8         4.8     4.9       4.8       4.9          1          17   \n",
       "12        4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "13        4.9         4.8     4.9       4.9       4.9          1          17   \n",
       "14        4.8         4.8     4.8       4.8       4.8          1          17   \n",
       "15        4.9         4.9     4.9       5.0       5.0          1          17   \n",
       "16        4.9         4.9     4.9       4.8       4.9          0          17   \n",
       "17        5.0         5.0     4.9       5.0       5.0          1          17   \n",
       "18        4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "19        4.9         4.9     4.9       4.9       4.8          1          17   \n",
       "20        5.0         4.9     5.0       4.9       5.0          1          17   \n",
       "21        4.9         4.8     4.9       4.9       4.9          1          17   \n",
       "22        4.8         4.8     4.8       4.8       4.9          1          17   \n",
       "23        4.9         4.8     4.9       4.9       4.9          0          17   \n",
       "24        4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "25        4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "26        4.9         4.8     4.8       4.9       4.9          1          17   \n",
       "27        4.8         4.8     4.8       4.8       4.9          0          17   \n",
       "28        4.8         4.8     4.8       4.8       4.8          1          17   \n",
       "29        4.7         4.6     4.7       4.7       4.7          1          17   \n",
       "30        4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "31        4.9         4.8     4.9       4.9       4.9          1          17   \n",
       "32        4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "33        4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "34        4.8         4.8     4.7       4.8       4.8          1          17   \n",
       "35        4.9         4.8     4.9       4.9       4.9          0          17   \n",
       "36        4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "37        4.9         4.9     5.0       4.9       5.0          1          17   \n",
       "38        4.9         4.9     4.9       4.8       4.9          1          17   \n",
       "39        4.9         4.9     4.9       4.9       5.0          1          17   \n",
       "40        4.5         NaN     NaN       NaN       NaN          1          17   \n",
       "41        4.9         4.9     4.9       4.9       4.9          0          17   \n",
       "42        4.8         4.8     4.8       4.7       4.8          1          17   \n",
       "43        4.8         4.8     4.8       4.8       4.8          1          17   \n",
       "44        4.9         4.9     4.9       4.9       5.0          1          17   \n",
       "45        4.9         4.8     4.9       4.9       4.9          1          17   \n",
       "46        4.8         4.8     4.8       4.8       4.8          1          17   \n",
       "47        4.8         4.8     4.9       4.8       4.8          0          17   \n",
       "48        4.9         4.9     5.0       4.9       4.9          1          17   \n",
       "49        5.0         5.0     5.0       4.9       5.0          1          17   \n",
       "50        4.9         4.8     5.0       4.9       4.9          1          17   \n",
       "51        4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "52        4.8         4.7     4.9       4.8       4.9          1          17   \n",
       "53        4.9         4.8     4.9       4.9       4.9          1          17   \n",
       "54        4.9         4.9     4.9       4.9       4.9          1          17   \n",
       "55        4.8         4.8     4.8       4.8       4.9          1          17   \n",
       "56        4.8         4.8     4.8       4.9       4.8          1          17   \n",
       "57        4.9         4.8     4.9       4.9       4.9          1          17   \n",
       "58        4.9         4.8     4.9       4.9       4.9          0          17   \n",
       "59        4.8         4.7     4.8       4.8       4.8          1          17   \n",
       "\n",
       "   scrapeDate operatingStatus    tier maxSeatPeople  \n",
       "0   8/26/2020            正在营业  Tier 1             5  \n",
       "1   8/26/2020            正在营业  Tier 1           NaN  \n",
       "2   8/26/2020            正在营业  Tier 1             8  \n",
       "3   8/26/2020            正在营业  Tier 1             8  \n",
       "4   8/26/2020            正在营业  Tier 1           NaN  \n",
       "5   8/26/2020            正在营业  Tier 1             8  \n",
       "6   8/26/2020            正在营业  Tier 1             8  \n",
       "7   8/26/2020               ?  Tier 1             6  \n",
       "8   8/26/2020            正在营业  Tier 1           NaN  \n",
       "9   8/26/2020            正在营业  Tier 1           NaN  \n",
       "10  8/26/2020            正在营业  Tier 1             6  \n",
       "11  8/26/2020            正在营业  Tier 1             8  \n",
       "12  8/26/2020            正在营业  Tier 1             8  \n",
       "13  8/26/2020            正在营业  Tier 1             8  \n",
       "14  8/26/2020            正在营业  Tier 1             8  \n",
       "15  8/26/2020            正在营业  Tier 1           NaN  \n",
       "16  8/26/2020            正在营业  Tier 1             8  \n",
       "17  8/26/2020            正在营业  Tier 1             8  \n",
       "18  8/26/2020            正在营业  Tier 1             8  \n",
       "19  8/26/2020            正在营业  Tier 1             8  \n",
       "20  8/26/2020            正在营业  Tier 1           NaN  \n",
       "21  8/26/2020            正在营业  Tier 1             8  \n",
       "22  8/26/2020            正在营业  Tier 1             6  \n",
       "23  8/26/2020            正在营业  Tier 1             8  \n",
       "24  8/26/2020            正在营业  Tier 1           NaN  \n",
       "25  8/26/2020            正在营业  Tier 1           NaN  \n",
       "26  8/26/2020            正在营业  Tier 1           NaN  \n",
       "27  8/26/2020               ?  Tier 1           NaN  \n",
       "28  8/26/2020            正在营业  Tier 1           NaN  \n",
       "29  8/26/2020            正在营业  Tier 1             8  \n",
       "30  8/26/2020            正在营业  Tier 1             8  \n",
       "31  8/26/2020            正在营业  Tier 1             8  \n",
       "32  8/26/2020            正在营业  Tier 1             8  \n",
       "33  8/26/2020            正在营业  Tier 1             8  \n",
       "34  8/26/2020            正在营业  Tier 1             8  \n",
       "35  8/26/2020            正在营业  Tier 1             8  \n",
       "36  8/26/2020            正在营业  Tier 1             8  \n",
       "37  8/26/2020            正在营业  Tier 1             8  \n",
       "38  8/26/2020            正在营业  Tier 1           NaN  \n",
       "39  8/26/2020            正在营业  Tier 1             8  \n",
       "40  8/26/2020            正在营业  Tier 1           NaN  \n",
       "41  8/26/2020            装修升级  Tier 1           NaN  \n",
       "42  8/26/2020            装修升级  Tier 1           NaN  \n",
       "43  8/26/2020            正在营业  Tier 1           NaN  \n",
       "44  8/26/2020            正在营业  Tier 1           NaN  \n",
       "45  8/26/2020            正在营业  Tier 1             8  \n",
       "46  8/26/2020            正在营业  Tier 1             8  \n",
       "47  8/26/2020            正在营业  Tier 1           NaN  \n",
       "48  8/26/2020            正在营业  Tier 1             8  \n",
       "49  8/26/2020            正在营业  Tier 1             4  \n",
       "50  8/26/2020            正在营业  Tier 1           NaN  \n",
       "51  8/26/2020            正在营业  Tier 1             8  \n",
       "52  8/26/2020            正在营业  Tier 1             6  \n",
       "53  8/26/2020            正在营业  Tier 1             8  \n",
       "54  8/26/2020            正在营业  Tier 1             8  \n",
       "55  8/26/2020            正在营业  Tier 1             8  \n",
       "56  8/26/2020            正在营业  Tier 1             4  \n",
       "57  8/26/2020            正在营业  Tier 1             6  \n",
       "58  8/26/2020            正在营业  Tier 1           NaN  \n",
       "59  8/26/2020               ?  Tier 1             8  "
      ]
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# spot check data\n",
    "stores[stores['cityId'] == '130700'][fields]\n",
    "stores[stores['cityId'] == '620900'][fields]\n",
    "stores[stores['cityId'] == '320200'][fields]\n",
    "stores[stores['cityId'] == '110000'][fields]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# output data to csv for data viz\n",
    "stores[fields].to_csv('./haidilao_213.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# regression: build predictive model for store star given the other stars \n",
    "\n"
   ]
  }
 ],
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