51194407379-蔡蓁.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 期末测试  ---python数据分析实务"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 爬取小猪短租上海普陀区房源信息 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from lxml import etree"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0 网页访问相关信息设置、网页访问及DOM构造"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#设置抓取的网址信息\n",
    "get_urlsss = 'https://sh.xiaozhu.com/putuo-duanzufang-8/'\n",
    "\n",
    "#设置User-Agent信息\n",
    "#最好设置自己的User-Agentpost_url\n",
    "headers = {\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/78.0.3904.108 Safari/537.36'\n",
    "}\n",
    "\n",
    "#使用requests访问网页，获取网页内容\n",
    "ss = requests.Session()\n",
    "\n",
    "#获取网页内容\n",
    "content = ss.get(url=get_url,headers=headers).text\n",
    "\n",
    "#使用lxml构造文档对象模型DOM\n",
    "html = etree.HTML(content)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1 访问首页的一个页面的网页对象解析\n",
    "### 问题1 ： 使用xpath进行网页解析，得到短租房源详细信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24\n",
      "[['金沙江路地铁站3号、4号、13号线附近房屋', '300', '整套出租', '2室1厅', '2张床', '宜住3人', '0', '- 0条点评'], ['长寿路地铁站/7号13号线 /现代简约主题房', '328', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 3条点评']]\n"
     ]
    }
   ],
   "source": [
    "#分析网页结构，发现标签 ul/li 下是一条条房源信息，解析获取房源列表\n",
    "house_list = html.xpath('//div[@id=\"page_list\"]//ul/li')\n",
    "print(len(house_list))\n",
    "\n",
    "house=[]  #存放抓取的房源信息\n",
    "if len(house_list):\n",
    "    for tr in house_list:\n",
    "        item = {}   #临时存放当前的一条房源信息\n",
    "        \n",
    "        #房源标题与价格\n",
    "        #Problem 1a  ： 获取房源标题、价格存放在字典item的键title与price中，价格只保留数字 \n",
    "        #your code\n",
    "        item['title'] = tr.xpath('./div[2]/div[2]/a/span/text()')[0]#换成您的code\n",
    "        item['price'] = tr.xpath('./div[2]/div[1]/span/i/text()')[0]#换成您的code\n",
    "        \n",
    "        \n",
    "        #房源基本信息：出租类型、房型、床位数、宜住人数\n",
    "        #Problem 1b  ： 先获取房源基本信息存放在houseinfo中\n",
    "        #your code\n",
    "        houseinfo= tr.xpath('./div[2]/div[2]/em/text()')[0]#换成您的code\n",
    "        \n",
    "        \n",
    "        #再拆分成：出租类型、房型、床位数houseinfo、宜住人数 ,注意并不是每个房源都有这4个信息\n",
    "        #your code\n",
    "        \n",
    "        list1=[]\n",
    "        list1=houseinfo.split('/')\n",
    "        if len(list1)==4:\n",
    "            renttype=list1[0] \n",
    "            housetype=list1[1] \n",
    "            beds=list1[2] \n",
    "            person=list1[3]\n",
    "        else:\n",
    "            renttype='' \n",
    "            housetype=list1[0] \n",
    "            beds=list1[1] \n",
    "            person=list1[2]\n",
    "        \n",
    "        \n",
    "        #上面代码处理好后再存入字典item\n",
    "        item['renttype'] =str(renttype).strip()\n",
    "        item['housetype'] =str(housetype).strip()\n",
    "        item['beds'] =str(beds).strip()\n",
    "        item['person'] =str(person).strip()\n",
    "        \n",
    "        #房源评分、评论数\n",
    "        #先获取房源评论信息reviews，\n",
    "        reviews=\"\".join(tr.xpath('.//em[@class=\"hiddenTxt\"]/span/text()'))\n",
    "        #再拆分成：房源评分、评论数\n",
    "        reviews=reviews.split('/')\n",
    "        if len(reviews)==2:\n",
    "            score,reviewnum=reviews\n",
    "        else:\n",
    "            score=0\n",
    "            reviewnum=reviews[0]\n",
    "        item['score'] =str(score).strip()\n",
    "        item['reviewnum'] =str(reviewnum).strip()        \n",
    "        \n",
    "        house.append([item['title'],item['price'],item['renttype'],item['housetype'],item['beds'],item['person'],item['score'],item['reviewnum']])\n",
    "\n",
    "print(house[:2])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 抓取小猪网上的所有普陀区的房源信息"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题2 ： 抓取普陀区的所有的短租房源信息\n",
    "#### 上面1中只抓取了普陀区首页的房源信息"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 先把1中的代码，整理成两个函数get_url与parse_html。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "#获取网页内容\n",
    "def get_url(url,headers):\n",
    "    ss = requests.Session()\n",
    "    resp = ss.get(url, headers=headers)\n",
    "    html = resp.text\n",
    "  \n",
    "    return html\n",
    "\n",
    "#解析网页内容，利用1完成的内容，把里面缺失的代码补齐。\n",
    "house=[]  #存放抓取的房源信息\n",
    "def parse_html(content):\n",
    "    html = etree.HTML(content)\n",
    "    house_list = html.xpath('//div[@id=\"page_list\"]//ul/li')\n",
    "\n",
    "    house=[]  #存放抓取的房源信息\n",
    "    if len(house_list):\n",
    "        for tr in house_list:\n",
    "            item = {}   #临时存放当前的一条房源信息\n",
    "\n",
    "            #房源标题与价格\n",
    "            #Problem 1a  ： 获取房源标题、价格存放在字典item的键title与price中，价格只保留数字 \n",
    "            #your code\n",
    "            item['title'] = tr.xpath('./div[2]/div[2]/a/span/text()')[0]#换成您的code\n",
    "            item['price'] = tr.xpath('./div[2]/div[1]/span/i/text()')[0]#换成您的code\n",
    "\n",
    "\n",
    "            #房源基本信息：出租类型、房型、床位数、宜住人数\n",
    "            #Problem 1b  ： 先获取房源基本信息存放在houseinfo中\n",
    "            #your code\n",
    "            houseinfo= tr.xpath('./div[2]/div[2]/em/text()')[0]#换成您的code\n",
    "\n",
    "\n",
    "            #再拆分成：出租类型、房型、床位数houseinfo、宜住人数 ,注意并不是每个房源都有这4个信息\n",
    "            #your code\n",
    "\n",
    "            list1=[]\n",
    "            list1=houseinfo.split('/')\n",
    "            if len(list1)==4:\n",
    "                renttype=list1[0] \n",
    "                housetype=list1[1] \n",
    "                beds=list1[2] \n",
    "                person=list1[3]\n",
    "            else:\n",
    "                renttype=list1[0]  \n",
    "                housetype=''\n",
    "                beds=list1[1] \n",
    "                person=list1[2]\n",
    "\n",
    "\n",
    "            #上面代码处理好后再存入字典item\n",
    "            item['renttype'] =str(renttype).strip()\n",
    "            item['housetype'] =str(housetype).strip()\n",
    "            item['beds'] =str(beds).strip()\n",
    "            item['person'] =str(person).strip()\n",
    "\n",
    "            #房源评分、评论数\n",
    "            #先获取房源评论信息reviews，\n",
    "            reviews=\"\".join(tr.xpath('.//em[@class=\"hiddenTxt\"]/span/text()'))\n",
    "            #再拆分成：房源评分、评论数\n",
    "            reviews=reviews.split('/')\n",
    "            if len(reviews)==2:\n",
    "                score,reviewnum=reviews\n",
    "            else:\n",
    "                score=0\n",
    "                reviewnum=reviews[0]\n",
    "            item['score'] =str(score).strip()\n",
    "            item['reviewnum'] =str(reviewnum).strip()        \n",
    "\n",
    "            house.append([item['title'],item['price'],item['renttype'],item['housetype'],item['beds'],item['person'],item['score'],item['reviewnum']])\n",
    "    return house"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "300\n"
     ]
    }
   ],
   "source": [
    "# Problem 2 ：使用上面函数，参考1中的方法，抓取普陀区所有的房源详细信息，并保存在嵌套列表house中。\n",
    "#提示研究翻页的网页地址结构特征，构造翻页url，循环访问，获取房源信息\n",
    "\n",
    "house=[]   #存放所有普陀区短租房源信息\n",
    "for pageNo in range(1,14):  #将14换成实际的网页数\n",
    "    \n",
    "    if pageNo == 1:\n",
    "        url = \"https://sh.xiaozhu.com/putuo-duanzufang-8/\"\n",
    "    else:\n",
    "        pagenum_str = str(pageNo)\n",
    "        url = \"https://sh.xiaozhu.com/putuo-duanzufang-p\" + pagenum_str + \"-8/\"\n",
    "\n",
    "    html=get_url(url, headers)\n",
    "    house_info_list = parse_html(html)\n",
    "    house += house_info_list\n",
    "\n",
    "print(len(house))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['金沙江路地铁站3号、4号、13号线附近房屋', '300', '整套出租', '2室1厅', '2张床', '宜住3人', '0', '- 0条点评'], ['长寿路地铁站/7号13号线 /现代简约主题房', '328', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 3条点评'], ['【海天之梦】静安寺中山公园大户型双卧室有电梯', '450', '整套出租', '2室0厅', '2张床', '宜住4人', '0', '- 1条点评'], ['甘泉路步行街      地铁7号线', '280', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 0条点评'], ['近地铁3.4号线南京西路苏州河高层景观房', '468', '整套出租', '2室1厅', '2张床', '宜住4人', '- 4.9分', '14条点评'], ['长寿路武宁路路投影(欧啦小姐的的花房)', '420', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['地铁口华师大 儿童医院 会展中心 静安寺外滩', '438', '整套出租', '2室1厅', '2张床铺', '宜住3人', '0', '- 0条点评'], ['长寿路南梦宫live，中心城区，四通八达', '350', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['北欧风情民宿/投影仪/温馨小屋/13号线地铁', '158', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['淮海中路/思南路，宽敞两层带露台特色老洋房', '358', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 2条点评'], ['中环地带高档舒适床位！', '60', '合住房间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['上海火车站，外滩，人民广场，清爽男生6人间', '48', '合住房间', '', '1张床', '宜住1人', '0', '- 1条点评'], ['江宁路地铁站、近静安、火车站的日式榻榻米小屋', '358', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '15条点评'], ['火车站附近，男生高品质青年民宿A', '48', '合住房间', '', '1张床', '宜住1人', '0', '- 3条点评'], ['苏河畔270度全景三房@三轨地铁@上海火车站', '599', '整套出租', '3室2厅', '3张床', '宜住6人', '- 5分', '8条点评'], ['【毕加索】西班牙风/直达迪士尼/繁华购物中心', '299', '整套出租', '1室1厅', '1张床', '宜住2人', '- 4.2分', '35条点评'], ['长风公园华师大大悦城儿童医院跨国采购会展中心', '398', '整套出租', '2室1厅', '2张床', '宜住3人', '0', '- 0条点评'], ['13、3、4号线地铁 长风公园 跨国采购中心', '478', '整套出租', '2室1厅', '2张床', '宜住3人', '0', '- 0条点评'], ['外滩人民广场静安寺附近.男生6人间', '48', '合住房间', '', '2张床', '宜住1人', '0', '- 0条点评'], ['上海火车站附近，女生高品质青年民宿6人间', '48', '合住房间', '', '4张床', '宜住1人', '0', '- 1条点评'], ['地铁沿线紧邻环球港，步行5分长，短租都可！', '468', '整套出租', '2室2厅', '2张床', '宜住4人', '0', '- 0条点评'], ['仪宿–环球港一线夜景，一线网红约拍圣地', '329', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 0条点评'], ['上海网红民宿北欧风近13号线江宁路地铁站', '228', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['地铁13号线 交通方便，宜家全新舒服风格！', '358', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['智能家居北欧风两居小屋，近上海火车站外滩', '488', '整套出租', '2室1厅', '2张床', '宜住4人', '0', '- 1条点评'], ['上海西站独立单间，下单前请先咨询', '287', '独立单间', '', '1张床', '宜住2人', '- 5分', '31条点评'], ['玉佛寺7/13号线直达欧式温馨小窝', '289', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '5条点评'], ['【仁涵*恋夏】INS网红粉色简约主题民宿', '318', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '4条点评'], ['【喵调·眠】轨道7/13江宁路地铁静安寺人广', '328', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 3条点评'], ['俯瞰华师大，临近环球港，wifi智能艺术民宿', '280', '整套出租', '1室0厅', '2张床铺', '宜住2人', '- 4.9分', '77条点评'], ['莫兰迪@3/4/11/13四轨地铁@环球港', '357', '整套出租', '1室0厅', '2张床铺', '宜住2人', '- 5分', '6条点评'], ['【仁小涵*魅影】亮色主题独户 | 长寿路', '308', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['上海西站星光耀广场 11号线 单间朝南有阳台', '199', '独立单间', '', '1张床', '宜住2人', '- 4.9分', '8条点评'], ['11号线迪士尼沿线 真如古镇 靠近徐家汇', '150', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['南梦宫Live**，地铁100米智能门锁入住', '348', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['仪宿【热恋】暖心风格，直通迪士尼，靠地铁', '279', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['3、4、13号线、华师大、环球港旁 五星民宿', '88', '独立单间', '', '1张床', '宜住2人', '- 4.9分', '142条点评'], ['【竹竹的屋】环球港中山公园华师电梯景观美式二', '299', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.9分', '46条点评'], ['上海网红欧美风大床房/曹杨路地铁站直达迪士尼', '288', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.7分', '4条点评'], ['超级舒适、步行地铁口、静安寺市中心、投影仪、', '388', '整套出租', '1室0厅', '1张床', '宜住2人', '- 2.5分', '4条点评'], ['【莫奈】温馨/直达迪士尼/繁华购物中心环球港', '299', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.8分', '42条点评'], ['上海火车站附近，男生高品质青年民宿B', '48', '合住房间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['超超超干净日式精装@投影仪@高品牌家电', '399', '整套出租', '1室1厅', '2张床铺', '宜住2人', '- 4.7分', '112条点评'], ['13号线新天地直达市中心 榻榻米小屋 独套屋', '438', '整套出租', '1室0厅', '1张榻榻米', '宜住2人', '- 4.9分', '96条点评'], ['一室户大空间，双地铁双商场，全新配置自助入住', '368', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['江宁路玉佛寺附近正南阳光充裕大空间公寓', '438', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 3条点评'], ['上海火车站附近，女生温馨舒适4人间', '48', '合住房间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['环球港附近宁夏路353弄，房子为三房两厅两卫', '150', '独立单间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['【鱼主播】环球港中山公园市中心@金沙江路整租', '268', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.7分', '7条点评'], ['苏州河新湖明珠城精致一房一厅68平可做饭', '450', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 2条点评'], ['投影】整租,5-min 近地铁，直达静安寺', '275', '整套出租', '1室1厅', '2张床铺', '宜住3人', '- 4.8分', '33条点评'], ['地铁3/4/7/13号 欧式风情红酒主题民宿', '368', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['上海火车站人民广场静安寺附近，清爽男生8人间', '48', '合住房间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['华师大长风公园 环球港儿童医院 可住4-8人', '418', '整套出租', '2室1厅', '3张床铺', '宜住4人', '0', '- 0条点评'], ['上海火车站附近，清爽女生8人间，直接拎包入住', '48', '合住房间', '', '4张床', '宜住1人', '0', '- 0条点评'], ['【丝怡】温馨豪华一居室 朝南景观房，俯瞰上海', '318', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['【星空】整租2室岚皋路地铁站', '350', '整套出租', '2室1厅', '2张床', '宜住4人', '- 3.9分', '13条点评'], ['肆季温馨家园', '280', '整套出租', '1室1厅', '2张床铺', '宜住4人', '0', '- 0条点评'], ['【喵调·怀】轨道7/13江宁路地铁静安寺人广', '328', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 3条点评'], ['【仁涵*黛绿】INS风黛绿小清新主题名宿', '338', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['巨幕观影房-莱茵河畔', '398', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['中潭路地铁站+近上海火车站豪华loft两居', '598', '整套出租', '2室1厅', '2张床', '宜住3人', '- 4分', '5条点评'], ['温馨带阳台主卧/近环球港华东师范大学', '188', '独立单间', '', '1张床', '宜住2人', '0', '- 1条点评'], ['静安区地铁口全新亚热风情主题大床房', '368', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['中山北路华师大环球港3号4号13号线旁大床房', '160', '独立单间', '', '1张床', '宜住2人', '- 5分', '134条点评'], ['11号线13号线地铁站附近【大床房＋空调房】', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['[璐 舍] 市中心智能家居北欧风小屋，近外滩', '258', '独立单间', '', '1张床', '宜住2人', '0', '- 1条点评'], ['上海科技馆/浅水湾艺术中心国风高层带厨房好屋', '480', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '4条点评'], ['南梦宫/科技馆/火车站附近高层绿意暖屋电梯房', '428', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 3条点评'], ['双地铁/近火车站/南京西路/静安寺英伦风公寓', '408', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['中山北路x中环大厦 高层观景电梯房', '477', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['环球港/港式精品住宅/交通便捷/精致小家', '558', '整套出租', '2室1厅', '3张床铺', '宜住5人', '0', '- 0条点评'], ['双地铁、近玉佛寺 静安寺 南京西路工业风', '318', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 3条点评'], ['【吾欢喜】华师大/中环百联/电梯民宿一居整租', '258', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.5分', '25条点评'], ['半茶：长风地铁400米工业风茶室舒适大床整间', '318', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.9分', '36条点评'], ['网红北欧小清新简约风情主题', '328', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['日式小清新 宜家 风格 近地铁 外滩', '289', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['清趣轩中山北路镇坪路地铁口阳光房整租', '458', '整套出租', '2室1厅', '2张床', '宜住4人', '0', '- 3条点评'], ['玉佛寺边上长寿路商圈精品民宿', '298', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.8分', '20条点评'], ['地铁零距离、双地铁静安寺玉佛寺精品一户型民宿', '298', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '23条点评'], ['13号线地铁站【大床房＋大飘窗】', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['上海北欧简约风民宿3/4/11/13号线地铁', '307', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['轻纺市场附近舒适温馨【单人间】', '65', '独立单间', '', '1张床', '宜住1人', '0', '- 1条点评'], ['地铁江宁路站100米，内环内你的新雅空间！', '308', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '4条点评'], ['双地铁/近上海站/静安寺/南京西路新中式公寓', '398', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['轻纺市场附近【单间＋空调】', '65', '独立单间', '', '1张床', '宜住1人', '0', '- 1条点评'], ['地铁11号线真如站1号出口朝南阳光充足大床房', '185', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['臻亿民宿毗邻华东师范环球港3/4/13号地铁', '339', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['城市近铁广场13号地铁可爱温馨大床房阳光充足', '169', '独立单间', '', '1张床', '宜住2人', '- 4.9分', '33条点评'], ['武宁路新湖明珠城2房2厅可做饭/聚会/旅游', '599', '整套出租', '2室2厅', '2张床', '宜住4人', '0', '- 0条点评'], ['上海同济医院 整套出租 2室2厅 精装地铁房', '500', '整套出租', '2室2厅', '3张床', '宜住6人', '0', '- 1条点评'], ['夜上海观景房--海豚湾恋人圆水床', '458', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['普陀区儿童医院附近二房可做饭', '298', '整套出租', '2室0厅', '2张床', '宜住3人', '0', '- 1条点评'], ['属于你的空间，江宁路长寿路双地铁清新民宿', '318', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 3条点评'], ['双地铁/近南京西路/静安/火车站工业风公寓', '408', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '6条点评'], ['【祁连山南路/质感民宿】13号摩登北欧两居室', '99999', '整套出租', '2室1厅', '2张床', '宜住4人', '0', '- 2条点评'], ['近静安寺/人广/长寿路高层电梯童趣单间', '198', '独立单间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['上海（民@宿）公寓火车站附近13号线旁日租', '318', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['11号线上海西站 直达迪士尼 阳光房整租', '298', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['江宁路七号线13号线地铁旁宜家风格温馨一居室', '308', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '12条点评'], ['简约大方，邻近中环百联，小吃步行街，新小区。', '188', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['上海网红 3/4/11/13号线欧式观景花园', '288', '整套出租', '1室1厅', '1张床', '宜住3人', '0', '- 3条点评'], ['13号线真北路近铁单间！', '138', '独立单间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['长寿路7/13双线全新简约大床房/独套电梯房', '468', '整套出租', '1室0厅', '1张床', '宜住3人', '- 5分', '16条点评'], ['【竹竹的屋】近静安南京西路电梯清新地铁零距离', '266', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.8分', '23条点评'], ['地铁口7号13号线站水墨画新装修、大床、', '368', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 1条点评'], ['11号线真如地铁口1号口大床房，带独立卫生间', '185', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['『港弈』环球港|中山公园|11号线直达迪斯尼', '599', '整套出租', '2室2厅', '3张床', '宜住6人', '0', '- 1条点评'], ['【长租】上海西站、同济大学附属医院、儿童医院', '248', '整套出租', '1室1厅', '1张床', '宜住2人', '- 4.9分', '13条点评'], ['苏州河舒适2房2厅1卫全配，可做饭', '480', '整套出租', '2室2厅', '2张床', '宜住4人', '0', '- 1条点评'], ['快捷居主打精装双地铁民宿', '298', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '20条点评'], ['丰庄地铁站13号线附近【大床房】阳光充沛', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 2条点评'], ['中潭路地铁站+万业新阶+豪华一室+超高楼层', '588', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 0条点评'], ['(丝怡倾情推荐）江宁路地铁站，靠近南京西路', '318', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '11条点评'], ['【丝怡】地铁7号13号线 市中心田园风格公寓', '318', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '6条点评'], ['中环百联附近，小吃步行街，交通方便，精装修。', '138', '独立单间', '', '1张床', '宜住2人', '- 4.9分', '13条点评'], ['地铁11号线13号线附近【单人间】', '69', '独立单间', '', '1张床', '宜住1人', '0', '- 1条点评'], ['高档小区大一房65平宜家ins风/7号线镇坪', '399', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 2条点评'], ['舒适简约【大床房】空调房', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['中环地带闹中取静实惠单间', '88', '独立单间', '', '1张床', '宜住1人', '0', '- 1条点评'], ['婚纱主题高档loft近市中心/上海站/苏州河', '688', '整套出租', '1室1厅', '2张床铺', '宜住4人', '0', '- 1条点评'], ['近环球港 金沙江路地铁口 一室高层景观', '320', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['上海火车站 南京西路高层艺术独立一居室电梯房', '428', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.9分', '12条点评'], ['温暖的家期待你的入住', '438', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['双地铁零距离，静安寺玉佛寺精品一户型民宿', '318', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['上海火车站附近圣天地民宿日租短租', '368', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['13号线附近干净整洁舒适空调房间', '89', '独立单间', '', '1张床', '宜住1人', '0', '- 1条点评'], ['环球港 华东师范大学附近清爽简约一居室', '358', '整套出租', '1室1厅', '1张床', '宜住2人', '- 5分', '10条点评'], ['地铁站附近【可观上海全景】大床房', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['市中心苏州河大一房68平米，舒适温馨镇坪路站', '399', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['轻纺市场附近简约单人间', '69', '独立单间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['长寿路市中心双地铁全新装修民宿', '298', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '10条点评'], ['长寿路巴黎春天、双地铁、近静安寺中式风公寓', '318', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '4条点评'], ['市中心温馨2房1厅阳光房/地铁3/4/7号', '599', '整套出租', '2室2厅', '2张床', '宜住4人', '- 4.4分', '4条点评'], ['先联系再订 单人间环球港华师大中山公园', '88', '独立单间', '', '1张床', '宜住1人', '0', '- 2条点评'], ['两室两厅两卫，苏河景观loft 地铁0距离', '628', '整套出租', '2室2厅', '3张床铺', '宜住6人', '- 4.9分', '5条点评'], ['11号线/13号线附近阳光大床房', '85', '独立单间', '', '1张床', '宜住2人', '- 1.9分', '6条点评'], ['【普陀真北路|清新大两居】13号真北路3号口', '642', '整套出租', '2室1厅', '2张床', '宜住4人', '0', '- 2条点评'], ['仪宿–竹意轩，独立一室户，有厨房，电动马桶', '239', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['飘窗双床房，靠近上海西站', '109', '独立单间', '', '2张床', '宜住4人', '0', '- 1条点评'], ['B3【中远】3、4号中潭路，距上海站仅一站路', '138', '独立单间', '', '1张床', '宜住2人', '0', '- 1条点评'], ['近7号长寿路/13号线江宁路豪华家庭房', '488', '整套出租', '1室0厅', '2张床', '宜住4人', '- 4.9分', '19条点评'], ['地铁站附近温馨舒适【大床房】', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['阳光威尼斯舒适阳光充沛【大床房＋飘窗】', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['豪华大一房，高区朝南视野开阔阳光明媚', '388', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '10条点评'], ['13号线地铁温馨清爽大床房', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['13号线11号线地铁【大床房＋飘窗】', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 1条点评'], ['清趣阁地铁镇坪路站阳光朝南大床房', '258', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.5分', '16条点评'], ['阳光充沛轻纺市场附近【大床房＋阳台】', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['祁连山南路地铁3号口高层电梯高端大三房整租', '839', '整套出租', '3室2厅', '4张床铺', '宜住6人', '0', '- 1条点评'], ['3/4/13金沙江路站华师大一村朝南单间整租', '150', '独立单间', '', '1张床', '宜住1人', '- 4.7分', '32条点评'], ['༎麋鹿༎  ins欧式大阳台主题 江宁路地铁', '288', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['【城品精选】江宁路 长寿路 地铁站', '368', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['13号线大渡河站 长风公园华师大 住2-5人', '278', '整套出租', '1室1厅', '2张床', '宜住2人', '0', '- 1条点评'], ['市中心精装大空间民宿公寓/静安寺玉佛/双地铁', '399', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 0条点评'], ['仪宿-简约北欧风格，曹杨路地铁口，采光很好！', '279', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['B【武宁小城】3、4、11曹杨路站，朝南卧室', '119', '独立单间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['A3【中远】3/4号中潭路，朝南大卧室。', '138', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['新房上线 简美时尚复式loft', '598', '整套出租', '2室2厅', '3张床铺', '宜住6人', '0', '- 2条点评'], ['静安寺/南京路/自然博物馆直达和风电梯房', '378', '整套出租', '1室0厅', '2张床铺', '宜住2人', '- 4.8分', '4条点评'], ['近上海西站有阳台近地铁', '99', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['中山公园附近复式楼', '680', '整套出租', '3室2厅', '4张床', '宜住8人', '- 4.9分', '15条点评'], ['༎艺宿༎喵居  带投影  北欧风温馨民宿', '238', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['双地铁 近静安寺南京西路 豪华一室民宿', '318', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '11条点评'], ['N202复式轰趴真如地铁站旁VR游戏 KTV', '2980', '整套出租', '3室2厅', '8张床铺', '宜住10人以上', '0', '- 0条点评'], ['市中心北欧风带飘窗独立房间，近地铁/外滩', '288', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['苏州河边异域装饰温馨房体验品味生活', '398', '独立单间', '', '1张床', '宜住2人', '0', '- 1条点评'], ['江宁路碧豪民宿公寓圣天地店', '448', '整套出租', '1室0厅', '2张床', '宜住3人', '0', '- 1条点评'], ['粉红顽皮豹主题形套房+黑色国王主题套房', '320', '整套出租', '2室1厅', '2张床', '宜住3人', '0', '- 0条点评'], ['长寿路江宁路双地铁阳光小屋', '358', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['D1【申汉】近13号大渡河路，步行仅需3分钟', '129', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['13/7双轨交直达静安寺/新天地豪华电影房', '428', '整套出租', '1室0厅', '2张床铺', '宜住3人', '- 5分', '7条点评'], ['【特惠】3/4/13金沙江路站/温馨独立房间', '208', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['【网红大床房】3/4/13•环球港/中山公园', '350', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['大渡河地铁长风公园华东师大环球港曹杨商城附近', '208', '独立单间', '', '2张床', '宜住3人', '0', '- 2条点评'], ['7/13号线/长寿路/商务大套房', '558', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 0条点评'], ['【白领民宿】近虹桥机场宜家简约风温馨小屋', '189', '独立单间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['先联系再订 大床房1曹杨环球港华师大中山公园', '138', '独立单间', '', '1张床', '宜住2人', '- 5分', '9条点评'], ['宁夏路白玉路路口/靠近环球港中山公园华师大', '309', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['仪宿–外婆家的竹藤床，带你会到儿时的夏天！', '239', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['中山公园地铁站 临近华师 大南向大床房', '118', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['长寿路附近 地铁口零距离 古典轻奢美式民宿', '309', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['温馨小屋 紧邻环球港 直达徐家汇交通大学', '120', '独立单间', '', '1张床', '宜住2人', '- 4.9分', '22条点评'], ['C2【绿翡翠】近11号真如站，朝南超大间。', '136', '独立单间', '', '1张床', '宜住2人', '0', '- 1条点评'], ['江宁路地铁站民宿民宿一室精装修水墨江南大床房', '328', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['地铁13号艺术·家轻奢古董景观套房Loft', '1280', '整套出租', '1室1厅', '2张床', '宜住2人', '- 5分', '5条点评'], ['地铁11号线直达上海迪斯尼家庭亲子两房整租', '699', '整套出租', '2室2厅', '2张床', '宜住5人', '0', '- 0条点评'], ['地铁13号M50乐藏艺术景观套房Loft', '1280', '整套出租', '1室1厅', '2张床', '宜住2人', '- 5分', '6条点评'], ['环球港 商圈简约复古一居室', '498', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 0条点评'], ['『印象·花眠』市中心高层艺术一居室/近静安寺', '458', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['我格广场 地铁3，4，11号线曹杨路', '430', '整套出租', '2室2厅', '2张床', '宜住4人', '0', '- 2条点评'], ['静安区玉佛寺超值短租房', '368', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['玉佛寺旁清新淡雅一居室，布局紧凑温馨舒适', '398', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 3条点评'], ['上海静安超值的短租 长租房', '398', '整套出租', '1室0厅', '1张床', '宜住2人', '- 3.8分', '5条点评'], ['特惠！金沙江路站200米/环球港舒适一居', '568', '整套出租', '1室0厅', '1张床', '宜住4人', '0', '- 0条点评'], ['11号线13号线附近：舒适单间房带独立大阳台', '69', '独立单间', '', '1张床', '宜住2人', '- 4.6分', '7条点评'], ['11号线/13号线附近温馨双人间/附近可以接', '109', '独立单间', '', '2张床', '宜住4人', '- 4.1分', '5条点评'], ['11号线/13号线附近-温馨单人间-', '65', '独立单间', '', '1张床', '宜住1人', '- 4.7分', '6条点评'], ['新年低价/近华东师范/地铁直达徐家汇迪士尼', '168', '独立单间', '', '1张床', '宜住2人', '- 5分', '10条点评'], ['新静安长寿路玉佛寺日系温馨小窝7/13号地铁', '289', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.9分', '75条点评'], ['仪宿–网红ins风，少女心爆棚，直通迪士尼', '269', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['11号线13号线祁连山路房间单间房', '69', '独立单间', '', '1张床', '宜住2人', '- 4.2分', '9条点评'], ['7/13号线/长寿路/商务中套房B', '428', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['【梦回老上海】环球港/静安寺 大床房带阳台', '299', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['仪宿–高区景观房，ins风格，出门就是地铁', '226', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['房子位于地铁三，四号线，中谭路站，位置优越', '622', '整套出租', '2室1厅', '2张床', '宜住3人', '0', '- 0条点评'], ['地铁直达火车站机场外滩陆家嘴的日式清新公寓', '389', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['华师大环球港中山北路阳光大床房离地铁500米', '155', '独立单间', '', '1张床', '宜住2人', '- 5分', '120条点评'], ['金沙江路华师大+13号线大渡河路+朝南大床房', '200', '独立单间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['7/13号线/长寿路/商务中套房A', '428', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 0条点评'], ['长寿路双地铁，臻选圣天地服务公寓！', '358', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['摩洛哥波西米亚风森系阳光房', '399', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['C【绿翡翠】超大精装卧室带阳台，欧式风格', '159', '独立单间', '', '1张床', '宜住2人', '0', '- 1条点评'], ['Soft  北欧网红ins简约主题民宿', '331', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['环球港/大悦城/电梯阳光家庭房 ，地铁附近', '178', '独立单间', '', '1张床', '宜住2人', '- 5分', '13条点评'], ['C【申汉】大渡河路地铁站，超大卧室沙发茶几', '139', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['双地铁，近南京西路、朝阳带阳台大一房', '368', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['【装】体验上海KOSO HOME 的小资生活', '428', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['同进理想城+豪华沙发+一楼租客独享+撸猫', '70', '合住房间', '', '1张床', '宜住1人', '- 5分', '4条点评'], ['上海市区中环内，地铁小区居民房', '168', '独立单间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['真如11号地铁高尚领域阳光充沛的大床房', '199', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['KOSO HOME：北欧简约风', '428', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['地铁13#线真北路三分钟即到两房两厅豪华装修', '658', '整套出租', '2室2厅', '2张床', '宜住4人', '- 4.9分', '4条点评'], ['【Kate小屋】祁连山南路地铁口，阳台大房', '98', '独立单间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['绿野之花 南京西路附近超大空间公寓', '438', '整套出租', '1室0厅', '1张床', '宜住3人', '- 4.9分', '18条点评'], ['摩洛哥波西米亚风森系阳光房', '309', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['地铁13号线 M50艺术园区景观套房阳台花园', '1580', '整套出租', '1室1厅', '1张床', '宜住2人', '- 5分', '6条点评'], ['近地铁 静安寺 中山公园 小复式一居室', '309', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['A1【申汉】近13号大渡河路，仅200多米。', '129', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['【琉璃】上海火车站loft三居/4号线s8', '650', '整套出租', '3室1厅', '3张床', '宜住6人', '- 5分', '6条点评'], ['11号线13号线附近：温馨大床房大床房', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['13号线11号线附近：阳光大床房1.8米大床', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['D【申汉】环球港一站路，大渡河路地铁站旁边', '129', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['仪宿–揽月轩，独立一室户，高区一线景观！', '431', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['曹杨路地铁3，4，11，号线 小区环境不错，', '560', '整套出租', '2室2厅', '2张床', '宜住4人', '0', '- 0条点评'], ['上海西站、地铁站飘窗双床房', '109', '独立单间', '', '2张床', '宜住3人', '0', '- 0条点评'], ['素舍:女生上下铺带独立阳台', '50', '合住房间', '', '2张床', '宜住1人', '0', '- 1条点评'], ['近地铁站、上海西站双床房', '119', '独立单间', '', '2张床', '宜住3人', '0', '- 0条点评'], ['双地铁/近南京西路/静安寺/火车站日光暖房', '358', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.9分', '4条点评'], ['11号线祁连山路下附近.豪华大床房', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 1条点评'], ['11号线祁连山路地铁站附近大床房', '89', '独立单间', '', '1张床', '宜住2人', '- 3.6分', '7条点评'], ['紧邻环球港华师大可直达外滩虹桥机场火车站', '309', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['特惠长风公园 华师大 普陀医院 挑高大客厅', '240', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['温馨飘窗大床房，近地铁站', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 1条点评'], ['近上海西站、近地铁大床房', '89', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['阳光电梯房/地铁直达迪士尼徐家汇近华东师范', '169', '独立单间', '', '1张床', '宜住2人', '- 5分', '7条点评'], ['轻纺市场经济实惠的单人间，近地铁站', '59', '独立单间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['环球港旁高层民宿地铁到外滩南京西路，迪士尼', '339', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['墨寓@环球港华师大|禁欲系50°灰极简优雅风', '350', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.6分', '22条点评'], ['13号线丰庄站/阳光大床房独立大飘窗/附近接', '89', '独立单间', '', '1张床', '宜住2人', '- 3.6分', '4条点评'], ['地铁13号艺术套房 绅士商务景观Loft', '1280', '整套出租', '1室1厅', '1张床', '宜住2人', '- 4.9分', '4条点评'], ['普陀区中潭路', '105', '独立单间', '', '1张床', '宜住1人', '0', '- 1条点评'], ['11号线/13号线附近！阳光大床房', '99', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['C1【申汉】13号大渡河路旁，朝南大卧室。', '138', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['地铁3，4，11号线旁边精装超大卧室', '129', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['C【武宁小城】3、4、11号曹杨路，朝南间。', '129', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['武宁路地铁口可达 静安寺 中山公园外滩迪思尼', '309', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 0条点评'], ['大渡河地铁口长风公园华东师大附近 可住4人', '268', '独立单间', '', '2张床', '宜住4人', '0', '- 0条点评'], ['马卡龙LOFT 地铁口高端民宿 近上海火车站', '638', '整套出租', '2室2厅', '3张床铺', '宜住6人', '0', '- 0条点评'], ['独立单人房近上海西站', '59', '独立单间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['浅水湾艺术中心步行到达，高层电梯阳光电影房', '488', '整套出租', '1室0厅', '1张床', '宜住2人', '- 4.9分', '6条点评'], ['【质素】四房两卫/中潭路/近上海火车站', '1488', '整套出租', '4室2厅', '4张床铺', '宜住8人', '0', '- 0条点评'], ['武宁路地铁零距离，近静安寺中山公园上海火车站', '309', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 0条点评'], ['11号线/13号线：温馨舒适单人间', '69', '独立单间', '', '1张床', '宜住1人', '0', '- 2条点评'], ['仪宿–靠近华师大，直看环球港，龙之梦夜景', '269', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['B2【绿翡翠】近11号真如站，黄金楼层采光好', '126', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['近环球港中山公园华师大周边地铁直达各大景区', '309', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['落地飘窗公寓高层俯瞰全上海厅北欧清新风近地铁', '309', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['ins风小屋中山公园地铁可达迪士尼火车站机场', '339', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['仪宿–公主风格一室户，直通迪士尼，靠近地铁', '269', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['B1【申汉】近13号大渡河路，步行仅3分钟。', '129', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['仪宿-【齐眉】环球港旁边，地铁口0距离！', '279', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['市中心隆德路11，13号100米半地下室房间', '128', '独立单间', '', '1张床', '宜住1人', '0', '- 2条点评'], ['近ECNU和ECUPL，离地铁站80米单间', '198', '独立单间', '', '1张床', '宜住1人', '0', '- 2条点评'], ['靠近地铁 主卧 大床房 精装修', '150', '独立单间', '', '1张床', '宜住2人', '- 4.9分', '9条点评'], ['江宁路独享家庭影院式名宿', '288', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['玉佛寺13/7号线地铁双线舒适艺术小屋电梯房', '428', '整套出租', '1室0厅', '1张床', '宜住3人', '- 4.9分', '9条点评'], ['B【申汉】精装朝南卧室，楼下就是地铁，出行便', '129', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['普陀区七号线地铁整租大床loft民宿', '97', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['上海西站、丰庄轻纺阳光充沛独立阳台大床房', '129', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评'], ['上海西站、【经济大床房】交通便利', '79', '独立单间', '', '1张床', '宜住2人', '0', '- 1条点评'], ['上海市中心静安寺 120平可住7人 全新装修', '990', '整套出租', '2室2厅', '2张床', '宜住4人', '0', '- 0条点评'], ['环球港，曹杨路地铁站，金沙江路地铁站旁边', '109', '独立单间', '', '1张床', '宜住2人', '0', '- 2条点评'], ['武宁路地铁口 近静安寺 中山公园 上海火车站', '339', '整套出租', '1室1厅', '1张床', '宜住2人', '0', '- 0条点评'], ['3/4/7镇坪路浪漫花园loft采光通风好', '178', '整套出租', '1室1厅', '1张床', '宜住2人', '- 4.2分', '29条点评'], ['臻亿小栈环球港华东师大3', '309', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['阳光套房 步行环球港 吃喝玩乐应有尽有！', '339', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['普陀近品尊国际环球港近地铁一室整租', '699', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 1条点评'], ['11号线真如地铁站大床房出租', '280', '独立单间', '', '1张床', '宜住1人', '0', '- 0条点评'], ['【莫兰迪童趣·大象】市中心四线地铁交汇景观房', '427', '整套出租', '1室0厅', '2张床铺', '宜住2人', '- 5分', '4条点评'], ['镇坪路地铁站房，出租温馨独立房间（只租女生）', '99', '独立单间', '', '1张床', '宜住1人', '0', '- 1条点评'], ['紧邻环球港华师大地铁可直达外滩虹桥机场火车站', '309', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 3条点评'], ['【19℃ lucky】7/13号长寿路北欧风', '299', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '8条点评'], ['环球港高层风景大床房 近地铁可直达迪思尼外滩', '309', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 2条点评'], ['环球港中山公园精装电梯民宿地铁可达外滩迪士尼', '339', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '4条点评'], ['【竹竹的屋】环球港中山公园华师电梯景观汽车五', '299', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '26条点评'], ['个性民宿新鲜上市！', '358', '整套出租', '1室0厅', '1张床', '宜住2人', '- 5分', '7条点评'], ['近静安寺/人广/长寿路高层电梯温馨大单间', '178', '独立单间', '', '1张床', '宜住1人', '- 5分', '4条点评'], ['毗邻环球港华东师范大学臻亿民宿', '309', '整套出租', '1室0厅', '1张床', '宜住2人', '0', '- 0条点评'], ['市中心 电梯小屋 近静安寺南京西路上海站', '229', '独立单间', '', '1张床', '宜住2人', '0', '- 0条点评']]\n"
     ]
    }
   ],
   "source": [
    "print(house)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3 构造pandas数据框，进行数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题3   构造pandas数据框，进行基本的数据分析 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>renttype</th>\n",
       "      <th>housetype</th>\n",
       "      <th>beds</th>\n",
       "      <th>person</th>\n",
       "      <th>score</th>\n",
       "      <th>reviewnum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>金沙江路地铁站3号、4号、13号线附近房屋</td>\n",
       "      <td>300</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2张床</td>\n",
       "      <td>宜住3人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>长寿路地铁站/7号13号线 /现代简约主题房</td>\n",
       "      <td>328</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 3条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>【海天之梦】静安寺中山公园大户型双卧室有电梯</td>\n",
       "      <td>450</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室0厅</td>\n",
       "      <td>2张床</td>\n",
       "      <td>宜住4人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>甘泉路步行街      地铁7号线</td>\n",
       "      <td>280</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>近地铁3.4号线南京西路苏州河高层景观房</td>\n",
       "      <td>468</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2张床</td>\n",
       "      <td>宜住4人</td>\n",
       "      <td>- 4.9分</td>\n",
       "      <td>14条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>长寿路武宁路路投影(欧啦小姐的的花房)</td>\n",
       "      <td>420</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>地铁口华师大 儿童医院 会展中心 静安寺外滩</td>\n",
       "      <td>438</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2张床铺</td>\n",
       "      <td>宜住3人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>长寿路南梦宫live，中心城区，四通八达</td>\n",
       "      <td>350</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>北欧风情民宿/投影仪/温馨小屋/13号线地铁</td>\n",
       "      <td>158</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>淮海中路/思南路，宽敞两层带露台特色老洋房</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>中环地带高档舒适床位！</td>\n",
       "      <td>60</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>上海火车站，外滩，人民广场，清爽男生6人间</td>\n",
       "      <td>48</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>江宁路地铁站、近静安、火车站的日式榻榻米小屋</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>15条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>火车站附近，男生高品质青年民宿A</td>\n",
       "      <td>48</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 3条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>苏河畔270度全景三房@三轨地铁@上海火车站</td>\n",
       "      <td>599</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>3室2厅</td>\n",
       "      <td>3张床</td>\n",
       "      <td>宜住6人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>8条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>【毕加索】西班牙风/直达迪士尼/繁华购物中心</td>\n",
       "      <td>299</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 4.2分</td>\n",
       "      <td>35条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>长风公园华师大大悦城儿童医院跨国采购会展中心</td>\n",
       "      <td>398</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2张床</td>\n",
       "      <td>宜住3人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>13、3、4号线地铁 长风公园 跨国采购中心</td>\n",
       "      <td>478</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2张床</td>\n",
       "      <td>宜住3人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>外滩人民广场静安寺附近.男生6人间</td>\n",
       "      <td>48</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>2张床</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>上海火车站附近，女生高品质青年民宿6人间</td>\n",
       "      <td>48</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>4张床</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>地铁沿线紧邻环球港，步行5分长，短租都可！</td>\n",
       "      <td>468</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室2厅</td>\n",
       "      <td>2张床</td>\n",
       "      <td>宜住4人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>仪宿–环球港一线夜景，一线网红约拍圣地</td>\n",
       "      <td>329</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>上海网红民宿北欧风近13号线江宁路地铁站</td>\n",
       "      <td>228</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>地铁13号线 交通方便，宜家全新舒服风格！</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>智能家居北欧风两居小屋，近上海火车站外滩</td>\n",
       "      <td>488</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2张床</td>\n",
       "      <td>宜住4人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>上海西站独立单间，下单前请先咨询</td>\n",
       "      <td>287</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>31条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>玉佛寺7/13号线直达欧式温馨小窝</td>\n",
       "      <td>289</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>5条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>【仁涵*恋夏】INS网红粉色简约主题民宿</td>\n",
       "      <td>318</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>4条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>【喵调·眠】轨道7/13江宁路地铁静安寺人广</td>\n",
       "      <td>328</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 3条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>俯瞰华师大，临近环球港，wifi智能艺术民宿</td>\n",
       "      <td>280</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>2张床铺</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 4.9分</td>\n",
       "      <td>77条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>B1【申汉】近13号大渡河路，步行仅3分钟。</td>\n",
       "      <td>129</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>仪宿-【齐眉】环球港旁边，地铁口0距离！</td>\n",
       "      <td>279</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>市中心隆德路11，13号100米半地下室房间</td>\n",
       "      <td>128</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>近ECNU和ECUPL，离地铁站80米单间</td>\n",
       "      <td>198</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>靠近地铁 主卧 大床房 精装修</td>\n",
       "      <td>150</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 4.9分</td>\n",
       "      <td>9条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>江宁路独享家庭影院式名宿</td>\n",
       "      <td>288</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>玉佛寺13/7号线地铁双线舒适艺术小屋电梯房</td>\n",
       "      <td>428</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住3人</td>\n",
       "      <td>- 4.9分</td>\n",
       "      <td>9条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>B【申汉】精装朝南卧室，楼下就是地铁，出行便</td>\n",
       "      <td>129</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>普陀区七号线地铁整租大床loft民宿</td>\n",
       "      <td>97</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>上海西站、丰庄轻纺阳光充沛独立阳台大床房</td>\n",
       "      <td>129</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>上海西站、【经济大床房】交通便利</td>\n",
       "      <td>79</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>上海市中心静安寺 120平可住7人 全新装修</td>\n",
       "      <td>990</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室2厅</td>\n",
       "      <td>2张床</td>\n",
       "      <td>宜住4人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>环球港，曹杨路地铁站，金沙江路地铁站旁边</td>\n",
       "      <td>109</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>武宁路地铁口 近静安寺 中山公园 上海火车站</td>\n",
       "      <td>339</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>3/4/7镇坪路浪漫花园loft采光通风好</td>\n",
       "      <td>178</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 4.2分</td>\n",
       "      <td>29条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>臻亿小栈环球港华东师大3</td>\n",
       "      <td>309</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>阳光套房 步行环球港 吃喝玩乐应有尽有！</td>\n",
       "      <td>339</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>普陀近品尊国际环球港近地铁一室整租</td>\n",
       "      <td>699</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>11号线真如地铁站大床房出租</td>\n",
       "      <td>280</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>【莫兰迪童趣·大象】市中心四线地铁交汇景观房</td>\n",
       "      <td>427</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>2张床铺</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>4条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>镇坪路地铁站房，出租温馨独立房间（只租女生）</td>\n",
       "      <td>99</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>紧邻环球港华师大地铁可直达外滩虹桥机场火车站</td>\n",
       "      <td>309</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 3条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>【19℃ lucky】7/13号长寿路北欧风</td>\n",
       "      <td>299</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>8条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>环球港高层风景大床房 近地铁可直达迪思尼外滩</td>\n",
       "      <td>309</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>环球港中山公园精装电梯民宿地铁可达外滩迪士尼</td>\n",
       "      <td>339</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>4条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>【竹竹的屋】环球港中山公园华师电梯景观汽车五</td>\n",
       "      <td>299</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>26条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>个性民宿新鲜上市！</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>7条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>近静安寺/人广/长寿路高层电梯温馨大单间</td>\n",
       "      <td>178</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>4条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>毗邻环球港华东师范大学臻亿民宿</td>\n",
       "      <td>309</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>市中心 电梯小屋 近静安寺南京西路上海站</td>\n",
       "      <td>229</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1张床</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      title price renttype housetype  beds person   score  \\\n",
       "0     金沙江路地铁站3号、4号、13号线附近房屋   300     整套出租      2室1厅   2张床   宜住3人       0   \n",
       "1    长寿路地铁站/7号13号线 /现代简约主题房   328     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "2    【海天之梦】静安寺中山公园大户型双卧室有电梯   450     整套出租      2室0厅   2张床   宜住4人       0   \n",
       "3         甘泉路步行街      地铁7号线   280     整套出租      1室1厅   1张床   宜住2人       0   \n",
       "4      近地铁3.4号线南京西路苏州河高层景观房   468     整套出租      2室1厅   2张床   宜住4人  - 4.9分   \n",
       "5       长寿路武宁路路投影(欧啦小姐的的花房)   420     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "6    地铁口华师大 儿童医院 会展中心 静安寺外滩   438     整套出租      2室1厅  2张床铺   宜住3人       0   \n",
       "7      长寿路南梦宫live，中心城区，四通八达   350     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "8    北欧风情民宿/投影仪/温馨小屋/13号线地铁   158     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "9     淮海中路/思南路，宽敞两层带露台特色老洋房   358     整套出租      1室1厅   1张床   宜住2人       0   \n",
       "10              中环地带高档舒适床位！    60     合住房间             1张床   宜住1人       0   \n",
       "11    上海火车站，外滩，人民广场，清爽男生6人间    48     合住房间             1张床   宜住1人       0   \n",
       "12   江宁路地铁站、近静安、火车站的日式榻榻米小屋   358     整套出租      1室0厅   1张床   宜住2人    - 5分   \n",
       "13         火车站附近，男生高品质青年民宿A    48     合住房间             1张床   宜住1人       0   \n",
       "14   苏河畔270度全景三房@三轨地铁@上海火车站   599     整套出租      3室2厅   3张床   宜住6人    - 5分   \n",
       "15   【毕加索】西班牙风/直达迪士尼/繁华购物中心   299     整套出租      1室1厅   1张床   宜住2人  - 4.2分   \n",
       "16   长风公园华师大大悦城儿童医院跨国采购会展中心   398     整套出租      2室1厅   2张床   宜住3人       0   \n",
       "17   13、3、4号线地铁 长风公园 跨国采购中心   478     整套出租      2室1厅   2张床   宜住3人       0   \n",
       "18        外滩人民广场静安寺附近.男生6人间    48     合住房间             2张床   宜住1人       0   \n",
       "19     上海火车站附近，女生高品质青年民宿6人间    48     合住房间             4张床   宜住1人       0   \n",
       "20    地铁沿线紧邻环球港，步行5分长，短租都可！   468     整套出租      2室2厅   2张床   宜住4人       0   \n",
       "21      仪宿–环球港一线夜景，一线网红约拍圣地   329     整套出租      1室1厅   1张床   宜住2人       0   \n",
       "22     上海网红民宿北欧风近13号线江宁路地铁站   228     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "23    地铁13号线 交通方便，宜家全新舒服风格！   358     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "24     智能家居北欧风两居小屋，近上海火车站外滩   488     整套出租      2室1厅   2张床   宜住4人       0   \n",
       "25         上海西站独立单间，下单前请先咨询   287     独立单间             1张床   宜住2人    - 5分   \n",
       "26        玉佛寺7/13号线直达欧式温馨小窝   289     整套出租      1室0厅   1张床   宜住2人    - 5分   \n",
       "27     【仁涵*恋夏】INS网红粉色简约主题民宿   318     整套出租      1室0厅   1张床   宜住2人    - 5分   \n",
       "28   【喵调·眠】轨道7/13江宁路地铁静安寺人广   328     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "29   俯瞰华师大，临近环球港，wifi智能艺术民宿   280     整套出租      1室0厅  2张床铺   宜住2人  - 4.9分   \n",
       "..                      ...   ...      ...       ...   ...    ...     ...   \n",
       "270  B1【申汉】近13号大渡河路，步行仅3分钟。   129     独立单间             1张床   宜住2人       0   \n",
       "271    仪宿-【齐眉】环球港旁边，地铁口0距离！   279     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "272  市中心隆德路11，13号100米半地下室房间   128     独立单间             1张床   宜住1人       0   \n",
       "273   近ECNU和ECUPL，离地铁站80米单间   198     独立单间             1张床   宜住1人       0   \n",
       "274         靠近地铁 主卧 大床房 精装修   150     独立单间             1张床   宜住2人  - 4.9分   \n",
       "275            江宁路独享家庭影院式名宿   288     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "276  玉佛寺13/7号线地铁双线舒适艺术小屋电梯房   428     整套出租      1室0厅   1张床   宜住3人  - 4.9分   \n",
       "277  B【申汉】精装朝南卧室，楼下就是地铁，出行便   129     独立单间             1张床   宜住2人       0   \n",
       "278      普陀区七号线地铁整租大床loft民宿    97     独立单间             1张床   宜住2人       0   \n",
       "279    上海西站、丰庄轻纺阳光充沛独立阳台大床房   129     独立单间             1张床   宜住2人       0   \n",
       "280        上海西站、【经济大床房】交通便利    79     独立单间             1张床   宜住2人       0   \n",
       "281  上海市中心静安寺 120平可住7人 全新装修   990     整套出租      2室2厅   2张床   宜住4人       0   \n",
       "282    环球港，曹杨路地铁站，金沙江路地铁站旁边   109     独立单间             1张床   宜住2人       0   \n",
       "283  武宁路地铁口 近静安寺 中山公园 上海火车站   339     整套出租      1室1厅   1张床   宜住2人       0   \n",
       "284   3/4/7镇坪路浪漫花园loft采光通风好   178     整套出租      1室1厅   1张床   宜住2人  - 4.2分   \n",
       "285            臻亿小栈环球港华东师大3   309     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "286    阳光套房 步行环球港 吃喝玩乐应有尽有！   339     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "287       普陀近品尊国际环球港近地铁一室整租   699     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "288          11号线真如地铁站大床房出租   280     独立单间             1张床   宜住1人       0   \n",
       "289  【莫兰迪童趣·大象】市中心四线地铁交汇景观房   427     整套出租      1室0厅  2张床铺   宜住2人    - 5分   \n",
       "290  镇坪路地铁站房，出租温馨独立房间（只租女生）    99     独立单间             1张床   宜住1人       0   \n",
       "291  紧邻环球港华师大地铁可直达外滩虹桥机场火车站   309     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "292  【19℃ lucky】7/13号长寿路北欧风   299     整套出租      1室0厅   1张床   宜住2人    - 5分   \n",
       "293  环球港高层风景大床房 近地铁可直达迪思尼外滩   309     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "294  环球港中山公园精装电梯民宿地铁可达外滩迪士尼   339     整套出租      1室0厅   1张床   宜住2人    - 5分   \n",
       "295  【竹竹的屋】环球港中山公园华师电梯景观汽车五   299     整套出租      1室0厅   1张床   宜住2人    - 5分   \n",
       "296               个性民宿新鲜上市！   358     整套出租      1室0厅   1张床   宜住2人    - 5分   \n",
       "297    近静安寺/人广/长寿路高层电梯温馨大单间   178     独立单间             1张床   宜住1人    - 5分   \n",
       "298         毗邻环球港华东师范大学臻亿民宿   309     整套出租      1室0厅   1张床   宜住2人       0   \n",
       "299    市中心 电梯小屋 近静安寺南京西路上海站   229     独立单间             1张床   宜住2人       0   \n",
       "\n",
       "    reviewnum  \n",
       "0      - 0条点评  \n",
       "1      - 3条点评  \n",
       "2      - 1条点评  \n",
       "3      - 0条点评  \n",
       "4       14条点评  \n",
       "5      - 0条点评  \n",
       "6      - 0条点评  \n",
       "7      - 2条点评  \n",
       "8      - 1条点评  \n",
       "9      - 2条点评  \n",
       "10     - 0条点评  \n",
       "11     - 1条点评  \n",
       "12      15条点评  \n",
       "13     - 3条点评  \n",
       "14       8条点评  \n",
       "15      35条点评  \n",
       "16     - 0条点评  \n",
       "17     - 0条点评  \n",
       "18     - 0条点评  \n",
       "19     - 1条点评  \n",
       "20     - 0条点评  \n",
       "21     - 0条点评  \n",
       "22     - 2条点评  \n",
       "23     - 1条点评  \n",
       "24     - 1条点评  \n",
       "25      31条点评  \n",
       "26       5条点评  \n",
       "27       4条点评  \n",
       "28     - 3条点评  \n",
       "29      77条点评  \n",
       "..        ...  \n",
       "270    - 0条点评  \n",
       "271    - 0条点评  \n",
       "272    - 2条点评  \n",
       "273    - 2条点评  \n",
       "274      9条点评  \n",
       "275    - 0条点评  \n",
       "276      9条点评  \n",
       "277    - 0条点评  \n",
       "278    - 0条点评  \n",
       "279    - 0条点评  \n",
       "280    - 1条点评  \n",
       "281    - 0条点评  \n",
       "282    - 2条点评  \n",
       "283    - 0条点评  \n",
       "284     29条点评  \n",
       "285    - 0条点评  \n",
       "286    - 2条点评  \n",
       "287    - 1条点评  \n",
       "288    - 0条点评  \n",
       "289      4条点评  \n",
       "290    - 1条点评  \n",
       "291    - 3条点评  \n",
       "292      8条点评  \n",
       "293    - 2条点评  \n",
       "294      4条点评  \n",
       "295     26条点评  \n",
       "296      7条点评  \n",
       "297      4条点评  \n",
       "298    - 0条点评  \n",
       "299    - 0条点评  \n",
       "\n",
       "[300 rows x 8 columns]"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "colname=['title','price','renttype','housetype','beds','person','score','reviewnum']\n",
    "df=pd.DataFrame(house,columns=colname)\n",
    "\n",
    "df.head(300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "总共有： 300\n",
      "合租： 191\n",
      "整租： 11\n"
     ]
    }
   ],
   "source": [
    "# Problem 3a ：\n",
    "#统计挂牌的总房源量，其中整租与合租房源各多少？\n",
    "\n",
    "print(\"总共有：\", df.shape[0])\n",
    "df_zheng=df[df['renttype']=='整套出租']\n",
    "df_he=df[df['renttype']=='合住房间']\n",
    "\n",
    "print(\"合租：\", df_zheng.shape[0])\n",
    "\n",
    "print(\"整租：\", df_he.shape[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>renttype</th>\n",
       "      <th>housetype</th>\n",
       "      <th>beds</th>\n",
       "      <th>person</th>\n",
       "      <th>score</th>\n",
       "      <th>reviewnum</th>\n",
       "      <th>shishu</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>金沙江路地铁站3号、4号、13号线附近房屋</td>\n",
       "      <td>300</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>宜住3人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>长寿路地铁站/7号13号线 /现代简约主题房</td>\n",
       "      <td>328</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 3条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>【海天之梦】静安寺中山公园大户型双卧室有电梯</td>\n",
       "      <td>450</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室0厅</td>\n",
       "      <td>2</td>\n",
       "      <td>宜住4人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>甘泉路步行街      地铁7号线</td>\n",
       "      <td>280</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>近地铁3.4号线南京西路苏州河高层景观房</td>\n",
       "      <td>468</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>宜住4人</td>\n",
       "      <td>- 4.9分</td>\n",
       "      <td>14条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>长寿路武宁路路投影(欧啦小姐的的花房)</td>\n",
       "      <td>420</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>地铁口华师大 儿童医院 会展中心 静安寺外滩</td>\n",
       "      <td>438</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>宜住3人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>长寿路南梦宫live，中心城区，四通八达</td>\n",
       "      <td>350</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>北欧风情民宿/投影仪/温馨小屋/13号线地铁</td>\n",
       "      <td>158</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>淮海中路/思南路，宽敞两层带露台特色老洋房</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>中环地带高档舒适床位！</td>\n",
       "      <td>60</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>上海火车站，外滩，人民广场，清爽男生6人间</td>\n",
       "      <td>48</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>江宁路地铁站、近静安、火车站的日式榻榻米小屋</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>15条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>火车站附近，男生高品质青年民宿A</td>\n",
       "      <td>48</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 3条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>苏河畔270度全景三房@三轨地铁@上海火车站</td>\n",
       "      <td>599</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>3室2厅</td>\n",
       "      <td>3</td>\n",
       "      <td>宜住6人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>8条点评</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>【毕加索】西班牙风/直达迪士尼/繁华购物中心</td>\n",
       "      <td>299</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 4.2分</td>\n",
       "      <td>35条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>长风公园华师大大悦城儿童医院跨国采购会展中心</td>\n",
       "      <td>398</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>宜住3人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>13、3、4号线地铁 长风公园 跨国采购中心</td>\n",
       "      <td>478</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>宜住3人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>外滩人民广场静安寺附近.男生6人间</td>\n",
       "      <td>48</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>上海火车站附近，女生高品质青年民宿6人间</td>\n",
       "      <td>48</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>地铁沿线紧邻环球港，步行5分长，短租都可！</td>\n",
       "      <td>468</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室2厅</td>\n",
       "      <td>2</td>\n",
       "      <td>宜住4人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>仪宿–环球港一线夜景，一线网红约拍圣地</td>\n",
       "      <td>329</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>上海网红民宿北欧风近13号线江宁路地铁站</td>\n",
       "      <td>228</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>地铁13号线 交通方便，宜家全新舒服风格！</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>智能家居北欧风两居小屋，近上海火车站外滩</td>\n",
       "      <td>488</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>宜住4人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>上海西站独立单间，下单前请先咨询</td>\n",
       "      <td>287</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>31条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>玉佛寺7/13号线直达欧式温馨小窝</td>\n",
       "      <td>289</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>5条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>【仁涵*恋夏】INS网红粉色简约主题民宿</td>\n",
       "      <td>318</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>4条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>【喵调·眠】轨道7/13江宁路地铁静安寺人广</td>\n",
       "      <td>328</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 3条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>俯瞰华师大，临近环球港，wifi智能艺术民宿</td>\n",
       "      <td>280</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>2</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 4.9分</td>\n",
       "      <td>77条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>B1【申汉】近13号大渡河路，步行仅3分钟。</td>\n",
       "      <td>129</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>仪宿-【齐眉】环球港旁边，地铁口0距离！</td>\n",
       "      <td>279</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>市中心隆德路11，13号100米半地下室房间</td>\n",
       "      <td>128</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>近ECNU和ECUPL，离地铁站80米单间</td>\n",
       "      <td>198</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>靠近地铁 主卧 大床房 精装修</td>\n",
       "      <td>150</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 4.9分</td>\n",
       "      <td>9条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>江宁路独享家庭影院式名宿</td>\n",
       "      <td>288</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>玉佛寺13/7号线地铁双线舒适艺术小屋电梯房</td>\n",
       "      <td>428</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住3人</td>\n",
       "      <td>- 4.9分</td>\n",
       "      <td>9条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>B【申汉】精装朝南卧室，楼下就是地铁，出行便</td>\n",
       "      <td>129</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>普陀区七号线地铁整租大床loft民宿</td>\n",
       "      <td>97</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>上海西站、丰庄轻纺阳光充沛独立阳台大床房</td>\n",
       "      <td>129</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>上海西站、【经济大床房】交通便利</td>\n",
       "      <td>79</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>上海市中心静安寺 120平可住7人 全新装修</td>\n",
       "      <td>990</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室2厅</td>\n",
       "      <td>2</td>\n",
       "      <td>宜住4人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>环球港，曹杨路地铁站，金沙江路地铁站旁边</td>\n",
       "      <td>109</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>武宁路地铁口 近静安寺 中山公园 上海火车站</td>\n",
       "      <td>339</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>3/4/7镇坪路浪漫花园loft采光通风好</td>\n",
       "      <td>178</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 4.2分</td>\n",
       "      <td>29条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>臻亿小栈环球港华东师大3</td>\n",
       "      <td>309</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>阳光套房 步行环球港 吃喝玩乐应有尽有！</td>\n",
       "      <td>339</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>普陀近品尊国际环球港近地铁一室整租</td>\n",
       "      <td>699</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>11号线真如地铁站大床房出租</td>\n",
       "      <td>280</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>【莫兰迪童趣·大象】市中心四线地铁交汇景观房</td>\n",
       "      <td>427</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>2</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>4条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>镇坪路地铁站房，出租温馨独立房间（只租女生）</td>\n",
       "      <td>99</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>紧邻环球港华师大地铁可直达外滩虹桥机场火车站</td>\n",
       "      <td>309</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 3条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>【19℃ lucky】7/13号长寿路北欧风</td>\n",
       "      <td>299</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>8条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>环球港高层风景大床房 近地铁可直达迪思尼外滩</td>\n",
       "      <td>309</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>环球港中山公园精装电梯民宿地铁可达外滩迪士尼</td>\n",
       "      <td>339</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>4条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>【竹竹的屋】环球港中山公园华师电梯景观汽车五</td>\n",
       "      <td>299</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>26条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>个性民宿新鲜上市！</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>7条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>近静安寺/人广/长寿路高层电梯温馨大单间</td>\n",
       "      <td>178</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住1人</td>\n",
       "      <td>- 5分</td>\n",
       "      <td>4条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>毗邻环球港华东师范大学臻亿民宿</td>\n",
       "      <td>309</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>市中心 电梯小屋 近静安寺南京西路上海站</td>\n",
       "      <td>229</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>宜住2人</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      title price renttype housetype beds person   score  \\\n",
       "0     金沙江路地铁站3号、4号、13号线附近房屋   300     整套出租      2室1厅    2   宜住3人       0   \n",
       "1    长寿路地铁站/7号13号线 /现代简约主题房   328     整套出租      1室0厅    1   宜住2人       0   \n",
       "2    【海天之梦】静安寺中山公园大户型双卧室有电梯   450     整套出租      2室0厅    2   宜住4人       0   \n",
       "3         甘泉路步行街      地铁7号线   280     整套出租      1室1厅    1   宜住2人       0   \n",
       "4      近地铁3.4号线南京西路苏州河高层景观房   468     整套出租      2室1厅    2   宜住4人  - 4.9分   \n",
       "5       长寿路武宁路路投影(欧啦小姐的的花房)   420     整套出租      1室0厅    1   宜住2人       0   \n",
       "6    地铁口华师大 儿童医院 会展中心 静安寺外滩   438     整套出租      2室1厅    2   宜住3人       0   \n",
       "7      长寿路南梦宫live，中心城区，四通八达   350     整套出租      1室0厅    1   宜住2人       0   \n",
       "8    北欧风情民宿/投影仪/温馨小屋/13号线地铁   158     整套出租      1室0厅    1   宜住2人       0   \n",
       "9     淮海中路/思南路，宽敞两层带露台特色老洋房   358     整套出租      1室1厅    1   宜住2人       0   \n",
       "10              中环地带高档舒适床位！    60     合住房间              1   宜住1人       0   \n",
       "11    上海火车站，外滩，人民广场，清爽男生6人间    48     合住房间              1   宜住1人       0   \n",
       "12   江宁路地铁站、近静安、火车站的日式榻榻米小屋   358     整套出租      1室0厅    1   宜住2人    - 5分   \n",
       "13         火车站附近，男生高品质青年民宿A    48     合住房间              1   宜住1人       0   \n",
       "14   苏河畔270度全景三房@三轨地铁@上海火车站   599     整套出租      3室2厅    3   宜住6人    - 5分   \n",
       "15   【毕加索】西班牙风/直达迪士尼/繁华购物中心   299     整套出租      1室1厅    1   宜住2人  - 4.2分   \n",
       "16   长风公园华师大大悦城儿童医院跨国采购会展中心   398     整套出租      2室1厅    2   宜住3人       0   \n",
       "17   13、3、4号线地铁 长风公园 跨国采购中心   478     整套出租      2室1厅    2   宜住3人       0   \n",
       "18        外滩人民广场静安寺附近.男生6人间    48     合住房间              2   宜住1人       0   \n",
       "19     上海火车站附近，女生高品质青年民宿6人间    48     合住房间              4   宜住1人       0   \n",
       "20    地铁沿线紧邻环球港，步行5分长，短租都可！   468     整套出租      2室2厅    2   宜住4人       0   \n",
       "21      仪宿–环球港一线夜景，一线网红约拍圣地   329     整套出租      1室1厅    1   宜住2人       0   \n",
       "22     上海网红民宿北欧风近13号线江宁路地铁站   228     整套出租      1室0厅    1   宜住2人       0   \n",
       "23    地铁13号线 交通方便，宜家全新舒服风格！   358     整套出租      1室0厅    1   宜住2人       0   \n",
       "24     智能家居北欧风两居小屋，近上海火车站外滩   488     整套出租      2室1厅    2   宜住4人       0   \n",
       "25         上海西站独立单间，下单前请先咨询   287     独立单间              1   宜住2人    - 5分   \n",
       "26        玉佛寺7/13号线直达欧式温馨小窝   289     整套出租      1室0厅    1   宜住2人    - 5分   \n",
       "27     【仁涵*恋夏】INS网红粉色简约主题民宿   318     整套出租      1室0厅    1   宜住2人    - 5分   \n",
       "28   【喵调·眠】轨道7/13江宁路地铁静安寺人广   328     整套出租      1室0厅    1   宜住2人       0   \n",
       "29   俯瞰华师大，临近环球港，wifi智能艺术民宿   280     整套出租      1室0厅    2   宜住2人  - 4.9分   \n",
       "..                      ...   ...      ...       ...  ...    ...     ...   \n",
       "270  B1【申汉】近13号大渡河路，步行仅3分钟。   129     独立单间              1   宜住2人       0   \n",
       "271    仪宿-【齐眉】环球港旁边，地铁口0距离！   279     整套出租      1室0厅    1   宜住2人       0   \n",
       "272  市中心隆德路11，13号100米半地下室房间   128     独立单间              1   宜住1人       0   \n",
       "273   近ECNU和ECUPL，离地铁站80米单间   198     独立单间              1   宜住1人       0   \n",
       "274         靠近地铁 主卧 大床房 精装修   150     独立单间              1   宜住2人  - 4.9分   \n",
       "275            江宁路独享家庭影院式名宿   288     整套出租      1室0厅    1   宜住2人       0   \n",
       "276  玉佛寺13/7号线地铁双线舒适艺术小屋电梯房   428     整套出租      1室0厅    1   宜住3人  - 4.9分   \n",
       "277  B【申汉】精装朝南卧室，楼下就是地铁，出行便   129     独立单间              1   宜住2人       0   \n",
       "278      普陀区七号线地铁整租大床loft民宿    97     独立单间              1   宜住2人       0   \n",
       "279    上海西站、丰庄轻纺阳光充沛独立阳台大床房   129     独立单间              1   宜住2人       0   \n",
       "280        上海西站、【经济大床房】交通便利    79     独立单间              1   宜住2人       0   \n",
       "281  上海市中心静安寺 120平可住7人 全新装修   990     整套出租      2室2厅    2   宜住4人       0   \n",
       "282    环球港，曹杨路地铁站，金沙江路地铁站旁边   109     独立单间              1   宜住2人       0   \n",
       "283  武宁路地铁口 近静安寺 中山公园 上海火车站   339     整套出租      1室1厅    1   宜住2人       0   \n",
       "284   3/4/7镇坪路浪漫花园loft采光通风好   178     整套出租      1室1厅    1   宜住2人  - 4.2分   \n",
       "285            臻亿小栈环球港华东师大3   309     整套出租      1室0厅    1   宜住2人       0   \n",
       "286    阳光套房 步行环球港 吃喝玩乐应有尽有！   339     整套出租      1室0厅    1   宜住2人       0   \n",
       "287       普陀近品尊国际环球港近地铁一室整租   699     整套出租      1室0厅    1   宜住2人       0   \n",
       "288          11号线真如地铁站大床房出租   280     独立单间              1   宜住1人       0   \n",
       "289  【莫兰迪童趣·大象】市中心四线地铁交汇景观房   427     整套出租      1室0厅    2   宜住2人    - 5分   \n",
       "290  镇坪路地铁站房，出租温馨独立房间（只租女生）    99     独立单间              1   宜住1人       0   \n",
       "291  紧邻环球港华师大地铁可直达外滩虹桥机场火车站   309     整套出租      1室0厅    1   宜住2人       0   \n",
       "292  【19℃ lucky】7/13号长寿路北欧风   299     整套出租      1室0厅    1   宜住2人    - 5分   \n",
       "293  环球港高层风景大床房 近地铁可直达迪思尼外滩   309     整套出租      1室0厅    1   宜住2人       0   \n",
       "294  环球港中山公园精装电梯民宿地铁可达外滩迪士尼   339     整套出租      1室0厅    1   宜住2人    - 5分   \n",
       "295  【竹竹的屋】环球港中山公园华师电梯景观汽车五   299     整套出租      1室0厅    1   宜住2人    - 5分   \n",
       "296               个性民宿新鲜上市！   358     整套出租      1室0厅    1   宜住2人    - 5分   \n",
       "297    近静安寺/人广/长寿路高层电梯温馨大单间   178     独立单间              1   宜住1人    - 5分   \n",
       "298         毗邻环球港华东师范大学臻亿民宿   309     整套出租      1室0厅    1   宜住2人       0   \n",
       "299    市中心 电梯小屋 近静安寺南京西路上海站   229     独立单间              1   宜住2人       0   \n",
       "\n",
       "    reviewnum shishu  \n",
       "0      - 0条点评      2  \n",
       "1      - 3条点评      1  \n",
       "2      - 1条点评      2  \n",
       "3      - 0条点评      1  \n",
       "4       14条点评      2  \n",
       "5      - 0条点评      1  \n",
       "6      - 0条点评      2  \n",
       "7      - 2条点评      1  \n",
       "8      - 1条点评      1  \n",
       "9      - 2条点评      1  \n",
       "10     - 0条点评         \n",
       "11     - 1条点评         \n",
       "12      15条点评      1  \n",
       "13     - 3条点评         \n",
       "14       8条点评      3  \n",
       "15      35条点评      1  \n",
       "16     - 0条点评      2  \n",
       "17     - 0条点评      2  \n",
       "18     - 0条点评         \n",
       "19     - 1条点评         \n",
       "20     - 0条点评      2  \n",
       "21     - 0条点评      1  \n",
       "22     - 2条点评      1  \n",
       "23     - 1条点评      1  \n",
       "24     - 1条点评      2  \n",
       "25      31条点评         \n",
       "26       5条点评      1  \n",
       "27       4条点评      1  \n",
       "28     - 3条点评      1  \n",
       "29      77条点评      1  \n",
       "..        ...    ...  \n",
       "270    - 0条点评         \n",
       "271    - 0条点评      1  \n",
       "272    - 2条点评         \n",
       "273    - 2条点评         \n",
       "274      9条点评         \n",
       "275    - 0条点评      1  \n",
       "276      9条点评      1  \n",
       "277    - 0条点评         \n",
       "278    - 0条点评         \n",
       "279    - 0条点评         \n",
       "280    - 1条点评         \n",
       "281    - 0条点评      2  \n",
       "282    - 2条点评         \n",
       "283    - 0条点评      1  \n",
       "284     29条点评      1  \n",
       "285    - 0条点评      1  \n",
       "286    - 2条点评      1  \n",
       "287    - 1条点评      1  \n",
       "288    - 0条点评         \n",
       "289      4条点评      1  \n",
       "290    - 1条点评         \n",
       "291    - 3条点评      1  \n",
       "292      8条点评      1  \n",
       "293    - 2条点评      1  \n",
       "294      4条点评      1  \n",
       "295     26条点评      1  \n",
       "296      7条点评      1  \n",
       "297      4条点评         \n",
       "298    - 0条点评      1  \n",
       "299    - 0条点评         \n",
       "\n",
       "[300 rows x 9 columns]"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Problem 3b : 处理housetype字段，生成一个只保留室数的新字段：shishu\n",
    "#提示（从housetype中抽取室数可用pandas的str函数中的功能来处理）\n",
    "#your code\n",
    "#df = df.drop(['shishu'], axis=1)\n",
    "df['shishu']= df['housetype'].str.split('室',expand=True)[0]\n",
    "\n",
    "\n",
    "#处理beds字段，只保留床位数\n",
    "\n",
    "df['beds']= df['beds'].str.split('张',expand=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Problem 3c : 处理score字段，只保留数字（注意原有数字前不是减号）\n",
    "#your code\n",
    "df['score']= df['score'].str.replace('-','')\n",
    "df['score']= df['score'].str.replace('分','')\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>renttype</th>\n",
       "      <th>housetype</th>\n",
       "      <th>beds</th>\n",
       "      <th>person</th>\n",
       "      <th>score</th>\n",
       "      <th>reviewnum</th>\n",
       "      <th>shishu</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>金沙江路地铁站3号、4号、13号线附近房屋</td>\n",
       "      <td>300</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[3]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>长寿路地铁站/7号13号线 /现代简约主题房</td>\n",
       "      <td>328</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 3条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>【海天之梦】静安寺中山公园大户型双卧室有电梯</td>\n",
       "      <td>450</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室0厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[4]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>甘泉路步行街      地铁7号线</td>\n",
       "      <td>280</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>近地铁3.4号线南京西路苏州河高层景观房</td>\n",
       "      <td>468</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[4]</td>\n",
       "      <td>4.9</td>\n",
       "      <td>14条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>长寿路武宁路路投影(欧啦小姐的的花房)</td>\n",
       "      <td>420</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>地铁口华师大 儿童医院 会展中心 静安寺外滩</td>\n",
       "      <td>438</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[3]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>长寿路南梦宫live，中心城区，四通八达</td>\n",
       "      <td>350</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>北欧风情民宿/投影仪/温馨小屋/13号线地铁</td>\n",
       "      <td>158</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>淮海中路/思南路，宽敞两层带露台特色老洋房</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>中环地带高档舒适床位！</td>\n",
       "      <td>60</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[1]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>上海火车站，外滩，人民广场，清爽男生6人间</td>\n",
       "      <td>48</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[1]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>江宁路地铁站、近静安、火车站的日式榻榻米小屋</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>5</td>\n",
       "      <td>15条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>火车站附近，男生高品质青年民宿A</td>\n",
       "      <td>48</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[1]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 3条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>苏河畔270度全景三房@三轨地铁@上海火车站</td>\n",
       "      <td>599</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>3室2厅</td>\n",
       "      <td>3</td>\n",
       "      <td>[6]</td>\n",
       "      <td>5</td>\n",
       "      <td>8条点评</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>【毕加索】西班牙风/直达迪士尼/繁华购物中心</td>\n",
       "      <td>299</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>4.2</td>\n",
       "      <td>35条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>长风公园华师大大悦城儿童医院跨国采购会展中心</td>\n",
       "      <td>398</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[3]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>13、3、4号线地铁 长风公园 跨国采购中心</td>\n",
       "      <td>478</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[3]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>外滩人民广场静安寺附近.男生6人间</td>\n",
       "      <td>48</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>[1]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>上海火车站附近，女生高品质青年民宿6人间</td>\n",
       "      <td>48</td>\n",
       "      <td>合住房间</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>[1]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>地铁沿线紧邻环球港，步行5分长，短租都可！</td>\n",
       "      <td>468</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室2厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[4]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>仪宿–环球港一线夜景，一线网红约拍圣地</td>\n",
       "      <td>329</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>上海网红民宿北欧风近13号线江宁路地铁站</td>\n",
       "      <td>228</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>地铁13号线 交通方便，宜家全新舒服风格！</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>智能家居北欧风两居小屋，近上海火车站外滩</td>\n",
       "      <td>488</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[4]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>上海西站独立单间，下单前请先咨询</td>\n",
       "      <td>287</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>5</td>\n",
       "      <td>31条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>玉佛寺7/13号线直达欧式温馨小窝</td>\n",
       "      <td>289</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>5</td>\n",
       "      <td>5条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>【仁涵*恋夏】INS网红粉色简约主题民宿</td>\n",
       "      <td>318</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>5</td>\n",
       "      <td>4条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>【喵调·眠】轨道7/13江宁路地铁静安寺人广</td>\n",
       "      <td>328</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 3条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>俯瞰华师大，临近环球港，wifi智能艺术民宿</td>\n",
       "      <td>280</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[2]</td>\n",
       "      <td>4.9</td>\n",
       "      <td>77条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>B1【申汉】近13号大渡河路，步行仅3分钟。</td>\n",
       "      <td>129</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>仪宿-【齐眉】环球港旁边，地铁口0距离！</td>\n",
       "      <td>279</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>市中心隆德路11，13号100米半地下室房间</td>\n",
       "      <td>128</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[1]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>近ECNU和ECUPL，离地铁站80米单间</td>\n",
       "      <td>198</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[1]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>靠近地铁 主卧 大床房 精装修</td>\n",
       "      <td>150</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>4.9</td>\n",
       "      <td>9条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>江宁路独享家庭影院式名宿</td>\n",
       "      <td>288</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>玉佛寺13/7号线地铁双线舒适艺术小屋电梯房</td>\n",
       "      <td>428</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[3]</td>\n",
       "      <td>4.9</td>\n",
       "      <td>9条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>B【申汉】精装朝南卧室，楼下就是地铁，出行便</td>\n",
       "      <td>129</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>普陀区七号线地铁整租大床loft民宿</td>\n",
       "      <td>97</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>上海西站、丰庄轻纺阳光充沛独立阳台大床房</td>\n",
       "      <td>129</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>上海西站、【经济大床房】交通便利</td>\n",
       "      <td>79</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>上海市中心静安寺 120平可住7人 全新装修</td>\n",
       "      <td>990</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室2厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[4]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>环球港，曹杨路地铁站，金沙江路地铁站旁边</td>\n",
       "      <td>109</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>武宁路地铁口 近静安寺 中山公园 上海火车站</td>\n",
       "      <td>339</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>3/4/7镇坪路浪漫花园loft采光通风好</td>\n",
       "      <td>178</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>4.2</td>\n",
       "      <td>29条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>臻亿小栈环球港华东师大3</td>\n",
       "      <td>309</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>阳光套房 步行环球港 吃喝玩乐应有尽有！</td>\n",
       "      <td>339</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>普陀近品尊国际环球港近地铁一室整租</td>\n",
       "      <td>699</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>11号线真如地铁站大床房出租</td>\n",
       "      <td>280</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[1]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>【莫兰迪童趣·大象】市中心四线地铁交汇景观房</td>\n",
       "      <td>427</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[2]</td>\n",
       "      <td>5</td>\n",
       "      <td>4条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>镇坪路地铁站房，出租温馨独立房间（只租女生）</td>\n",
       "      <td>99</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[1]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 1条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>紧邻环球港华师大地铁可直达外滩虹桥机场火车站</td>\n",
       "      <td>309</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 3条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>【19℃ lucky】7/13号长寿路北欧风</td>\n",
       "      <td>299</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>5</td>\n",
       "      <td>8条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>环球港高层风景大床房 近地铁可直达迪思尼外滩</td>\n",
       "      <td>309</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>环球港中山公园精装电梯民宿地铁可达外滩迪士尼</td>\n",
       "      <td>339</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>5</td>\n",
       "      <td>4条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>【竹竹的屋】环球港中山公园华师电梯景观汽车五</td>\n",
       "      <td>299</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>5</td>\n",
       "      <td>26条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>个性民宿新鲜上市！</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>5</td>\n",
       "      <td>7条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>近静安寺/人广/长寿路高层电梯温馨大单间</td>\n",
       "      <td>178</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[1]</td>\n",
       "      <td>5</td>\n",
       "      <td>4条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>毗邻环球港华东师范大学臻亿民宿</td>\n",
       "      <td>309</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>市中心 电梯小屋 近静安寺南京西路上海站</td>\n",
       "      <td>229</td>\n",
       "      <td>独立单间</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>- 0条点评</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      title price renttype housetype beds person score  \\\n",
       "0     金沙江路地铁站3号、4号、13号线附近房屋   300     整套出租      2室1厅    2    [3]     0   \n",
       "1    长寿路地铁站/7号13号线 /现代简约主题房   328     整套出租      1室0厅    1    [2]     0   \n",
       "2    【海天之梦】静安寺中山公园大户型双卧室有电梯   450     整套出租      2室0厅    2    [4]     0   \n",
       "3         甘泉路步行街      地铁7号线   280     整套出租      1室1厅    1    [2]     0   \n",
       "4      近地铁3.4号线南京西路苏州河高层景观房   468     整套出租      2室1厅    2    [4]   4.9   \n",
       "5       长寿路武宁路路投影(欧啦小姐的的花房)   420     整套出租      1室0厅    1    [2]     0   \n",
       "6    地铁口华师大 儿童医院 会展中心 静安寺外滩   438     整套出租      2室1厅    2    [3]     0   \n",
       "7      长寿路南梦宫live，中心城区，四通八达   350     整套出租      1室0厅    1    [2]     0   \n",
       "8    北欧风情民宿/投影仪/温馨小屋/13号线地铁   158     整套出租      1室0厅    1    [2]     0   \n",
       "9     淮海中路/思南路，宽敞两层带露台特色老洋房   358     整套出租      1室1厅    1    [2]     0   \n",
       "10              中环地带高档舒适床位！    60     合住房间              1    [1]     0   \n",
       "11    上海火车站，外滩，人民广场，清爽男生6人间    48     合住房间              1    [1]     0   \n",
       "12   江宁路地铁站、近静安、火车站的日式榻榻米小屋   358     整套出租      1室0厅    1    [2]     5   \n",
       "13         火车站附近，男生高品质青年民宿A    48     合住房间              1    [1]     0   \n",
       "14   苏河畔270度全景三房@三轨地铁@上海火车站   599     整套出租      3室2厅    3    [6]     5   \n",
       "15   【毕加索】西班牙风/直达迪士尼/繁华购物中心   299     整套出租      1室1厅    1    [2]   4.2   \n",
       "16   长风公园华师大大悦城儿童医院跨国采购会展中心   398     整套出租      2室1厅    2    [3]     0   \n",
       "17   13、3、4号线地铁 长风公园 跨国采购中心   478     整套出租      2室1厅    2    [3]     0   \n",
       "18        外滩人民广场静安寺附近.男生6人间    48     合住房间              2    [1]     0   \n",
       "19     上海火车站附近，女生高品质青年民宿6人间    48     合住房间              4    [1]     0   \n",
       "20    地铁沿线紧邻环球港，步行5分长，短租都可！   468     整套出租      2室2厅    2    [4]     0   \n",
       "21      仪宿–环球港一线夜景，一线网红约拍圣地   329     整套出租      1室1厅    1    [2]     0   \n",
       "22     上海网红民宿北欧风近13号线江宁路地铁站   228     整套出租      1室0厅    1    [2]     0   \n",
       "23    地铁13号线 交通方便，宜家全新舒服风格！   358     整套出租      1室0厅    1    [2]     0   \n",
       "24     智能家居北欧风两居小屋，近上海火车站外滩   488     整套出租      2室1厅    2    [4]     0   \n",
       "25         上海西站独立单间，下单前请先咨询   287     独立单间              1    [2]     5   \n",
       "26        玉佛寺7/13号线直达欧式温馨小窝   289     整套出租      1室0厅    1    [2]     5   \n",
       "27     【仁涵*恋夏】INS网红粉色简约主题民宿   318     整套出租      1室0厅    1    [2]     5   \n",
       "28   【喵调·眠】轨道7/13江宁路地铁静安寺人广   328     整套出租      1室0厅    1    [2]     0   \n",
       "29   俯瞰华师大，临近环球港，wifi智能艺术民宿   280     整套出租      1室0厅    2    [2]   4.9   \n",
       "..                      ...   ...      ...       ...  ...    ...   ...   \n",
       "270  B1【申汉】近13号大渡河路，步行仅3分钟。   129     独立单间              1    [2]     0   \n",
       "271    仪宿-【齐眉】环球港旁边，地铁口0距离！   279     整套出租      1室0厅    1    [2]     0   \n",
       "272  市中心隆德路11，13号100米半地下室房间   128     独立单间              1    [1]     0   \n",
       "273   近ECNU和ECUPL，离地铁站80米单间   198     独立单间              1    [1]     0   \n",
       "274         靠近地铁 主卧 大床房 精装修   150     独立单间              1    [2]   4.9   \n",
       "275            江宁路独享家庭影院式名宿   288     整套出租      1室0厅    1    [2]     0   \n",
       "276  玉佛寺13/7号线地铁双线舒适艺术小屋电梯房   428     整套出租      1室0厅    1    [3]   4.9   \n",
       "277  B【申汉】精装朝南卧室，楼下就是地铁，出行便   129     独立单间              1    [2]     0   \n",
       "278      普陀区七号线地铁整租大床loft民宿    97     独立单间              1    [2]     0   \n",
       "279    上海西站、丰庄轻纺阳光充沛独立阳台大床房   129     独立单间              1    [2]     0   \n",
       "280        上海西站、【经济大床房】交通便利    79     独立单间              1    [2]     0   \n",
       "281  上海市中心静安寺 120平可住7人 全新装修   990     整套出租      2室2厅    2    [4]     0   \n",
       "282    环球港，曹杨路地铁站，金沙江路地铁站旁边   109     独立单间              1    [2]     0   \n",
       "283  武宁路地铁口 近静安寺 中山公园 上海火车站   339     整套出租      1室1厅    1    [2]     0   \n",
       "284   3/4/7镇坪路浪漫花园loft采光通风好   178     整套出租      1室1厅    1    [2]   4.2   \n",
       "285            臻亿小栈环球港华东师大3   309     整套出租      1室0厅    1    [2]     0   \n",
       "286    阳光套房 步行环球港 吃喝玩乐应有尽有！   339     整套出租      1室0厅    1    [2]     0   \n",
       "287       普陀近品尊国际环球港近地铁一室整租   699     整套出租      1室0厅    1    [2]     0   \n",
       "288          11号线真如地铁站大床房出租   280     独立单间              1    [1]     0   \n",
       "289  【莫兰迪童趣·大象】市中心四线地铁交汇景观房   427     整套出租      1室0厅    2    [2]     5   \n",
       "290  镇坪路地铁站房，出租温馨独立房间（只租女生）    99     独立单间              1    [1]     0   \n",
       "291  紧邻环球港华师大地铁可直达外滩虹桥机场火车站   309     整套出租      1室0厅    1    [2]     0   \n",
       "292  【19℃ lucky】7/13号长寿路北欧风   299     整套出租      1室0厅    1    [2]     5   \n",
       "293  环球港高层风景大床房 近地铁可直达迪思尼外滩   309     整套出租      1室0厅    1    [2]     0   \n",
       "294  环球港中山公园精装电梯民宿地铁可达外滩迪士尼   339     整套出租      1室0厅    1    [2]     5   \n",
       "295  【竹竹的屋】环球港中山公园华师电梯景观汽车五   299     整套出租      1室0厅    1    [2]     5   \n",
       "296               个性民宿新鲜上市！   358     整套出租      1室0厅    1    [2]     5   \n",
       "297    近静安寺/人广/长寿路高层电梯温馨大单间   178     独立单间              1    [1]     5   \n",
       "298         毗邻环球港华东师范大学臻亿民宿   309     整套出租      1室0厅    1    [2]     0   \n",
       "299    市中心 电梯小屋 近静安寺南京西路上海站   229     独立单间              1    [2]     0   \n",
       "\n",
       "    reviewnum shishu  \n",
       "0      - 0条点评      2  \n",
       "1      - 3条点评      1  \n",
       "2      - 1条点评      2  \n",
       "3      - 0条点评      1  \n",
       "4       14条点评      2  \n",
       "5      - 0条点评      1  \n",
       "6      - 0条点评      2  \n",
       "7      - 2条点评      1  \n",
       "8      - 1条点评      1  \n",
       "9      - 2条点评      1  \n",
       "10     - 0条点评         \n",
       "11     - 1条点评         \n",
       "12      15条点评      1  \n",
       "13     - 3条点评         \n",
       "14       8条点评      3  \n",
       "15      35条点评      1  \n",
       "16     - 0条点评      2  \n",
       "17     - 0条点评      2  \n",
       "18     - 0条点评         \n",
       "19     - 1条点评         \n",
       "20     - 0条点评      2  \n",
       "21     - 0条点评      1  \n",
       "22     - 2条点评      1  \n",
       "23     - 1条点评      1  \n",
       "24     - 1条点评      2  \n",
       "25      31条点评         \n",
       "26       5条点评      1  \n",
       "27       4条点评      1  \n",
       "28     - 3条点评      1  \n",
       "29      77条点评      1  \n",
       "..        ...    ...  \n",
       "270    - 0条点评         \n",
       "271    - 0条点评      1  \n",
       "272    - 2条点评         \n",
       "273    - 2条点评         \n",
       "274      9条点评         \n",
       "275    - 0条点评      1  \n",
       "276      9条点评      1  \n",
       "277    - 0条点评         \n",
       "278    - 0条点评         \n",
       "279    - 0条点评         \n",
       "280    - 1条点评         \n",
       "281    - 0条点评      2  \n",
       "282    - 2条点评         \n",
       "283    - 0条点评      1  \n",
       "284     29条点评      1  \n",
       "285    - 0条点评      1  \n",
       "286    - 2条点评      1  \n",
       "287    - 1条点评      1  \n",
       "288    - 0条点评         \n",
       "289      4条点评      1  \n",
       "290    - 1条点评         \n",
       "291    - 3条点评      1  \n",
       "292      8条点评      1  \n",
       "293    - 2条点评      1  \n",
       "294      4条点评      1  \n",
       "295     26条点评      1  \n",
       "296      7条点评      1  \n",
       "297      4条点评         \n",
       "298    - 0条点评      1  \n",
       "299    - 0条点评         \n",
       "\n",
       "[300 rows x 9 columns]"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Problem 3d : 处理person字段，只保留数字（使用pandas的字符串函数功能，另‘\\d’代表数字，类似正则表达式）\n",
    "#your code\n",
    "\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>renttype</th>\n",
       "      <th>housetype</th>\n",
       "      <th>beds</th>\n",
       "      <th>person</th>\n",
       "      <th>score</th>\n",
       "      <th>reviewnum</th>\n",
       "      <th>shishu</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>金沙江路地铁站3号、4号、13号线附近房屋</td>\n",
       "      <td>300</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[3]</td>\n",
       "      <td>0</td>\n",
       "      <td>0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>长寿路地铁站/7号13号线 /现代简约主题房</td>\n",
       "      <td>328</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>3条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>【海天之梦】静安寺中山公园大户型双卧室有电梯</td>\n",
       "      <td>450</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室0厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[4]</td>\n",
       "      <td>0</td>\n",
       "      <td>1条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>甘泉路步行街      地铁7号线</td>\n",
       "      <td>280</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>近地铁3.4号线南京西路苏州河高层景观房</td>\n",
       "      <td>468</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[4]</td>\n",
       "      <td>4.9</td>\n",
       "      <td>14条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>长寿路武宁路路投影(欧啦小姐的的花房)</td>\n",
       "      <td>420</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>地铁口华师大 儿童医院 会展中心 静安寺外滩</td>\n",
       "      <td>438</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[3]</td>\n",
       "      <td>0</td>\n",
       "      <td>0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>长寿路南梦宫live，中心城区，四通八达</td>\n",
       "      <td>350</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>北欧风情民宿/投影仪/温馨小屋/13号线地铁</td>\n",
       "      <td>158</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>1条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>淮海中路/思南路，宽敞两层带露台特色老洋房</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    title price renttype housetype beds person score  \\\n",
       "0   金沙江路地铁站3号、4号、13号线附近房屋   300     整套出租      2室1厅    2    [3]     0   \n",
       "1  长寿路地铁站/7号13号线 /现代简约主题房   328     整套出租      1室0厅    1    [2]     0   \n",
       "2  【海天之梦】静安寺中山公园大户型双卧室有电梯   450     整套出租      2室0厅    2    [4]     0   \n",
       "3       甘泉路步行街      地铁7号线   280     整套出租      1室1厅    1    [2]     0   \n",
       "4    近地铁3.4号线南京西路苏州河高层景观房   468     整套出租      2室1厅    2    [4]   4.9   \n",
       "5     长寿路武宁路路投影(欧啦小姐的的花房)   420     整套出租      1室0厅    1    [2]     0   \n",
       "6  地铁口华师大 儿童医院 会展中心 静安寺外滩   438     整套出租      2室1厅    2    [3]     0   \n",
       "7    长寿路南梦宫live，中心城区，四通八达   350     整套出租      1室0厅    1    [2]     0   \n",
       "8  北欧风情民宿/投影仪/温馨小屋/13号线地铁   158     整套出租      1室0厅    1    [2]     0   \n",
       "9   淮海中路/思南路，宽敞两层带露台特色老洋房   358     整套出租      1室1厅    1    [2]     0   \n",
       "\n",
       "  reviewnum shishu  \n",
       "0      0条点评      2  \n",
       "1      3条点评      1  \n",
       "2      1条点评      2  \n",
       "3      0条点评      1  \n",
       "4     14条点评      2  \n",
       "5      0条点评      1  \n",
       "6      0条点评      2  \n",
       "7      2条点评      1  \n",
       "8      1条点评      1  \n",
       "9      2条点评      1  "
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#显示处理好的部分数据\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 如果score、reviewnum字段值数字前还有减号，可用下面方法去除"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "dd=df['score'].str.split('-')  #使用字符串的拆分方法，得到拆分后的几个部分的列表\n",
    "df['score']=dd.str[-1]         #数字在拆分后列表的末尾\n",
    "\n",
    "dd=df['reviewnum'].str.split('-')  #使用字符串的拆分方法，得到拆分后的几个部分的列表\n",
    "df['reviewnum']=dd.str[-1]         #数字在拆分后列表的末尾"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>renttype</th>\n",
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       "      <th>reviewnum</th>\n",
       "      <th>shishu</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>金沙江路地铁站3号、4号、13号线附近房屋</td>\n",
       "      <td>300</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[3]</td>\n",
       "      <td>0</td>\n",
       "      <td>0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>长寿路地铁站/7号13号线 /现代简约主题房</td>\n",
       "      <td>328</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>3条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>【海天之梦】静安寺中山公园大户型双卧室有电梯</td>\n",
       "      <td>450</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室0厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[4]</td>\n",
       "      <td>0</td>\n",
       "      <td>1条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>甘泉路步行街      地铁7号线</td>\n",
       "      <td>280</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>近地铁3.4号线南京西路苏州河高层景观房</td>\n",
       "      <td>468</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[4]</td>\n",
       "      <td>4.9</td>\n",
       "      <td>14条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>长寿路武宁路路投影(欧啦小姐的的花房)</td>\n",
       "      <td>420</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>0条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>地铁口华师大 儿童医院 会展中心 静安寺外滩</td>\n",
       "      <td>438</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>2</td>\n",
       "      <td>[3]</td>\n",
       "      <td>0</td>\n",
       "      <td>0条点评</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>长寿路南梦宫live，中心城区，四通八达</td>\n",
       "      <td>350</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>北欧风情民宿/投影仪/温馨小屋/13号线地铁</td>\n",
       "      <td>158</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室0厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>1条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>淮海中路/思南路，宽敞两层带露台特色老洋房</td>\n",
       "      <td>358</td>\n",
       "      <td>整套出租</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>1</td>\n",
       "      <td>[2]</td>\n",
       "      <td>0</td>\n",
       "      <td>2条点评</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    title price renttype housetype beds person score  \\\n",
       "0   金沙江路地铁站3号、4号、13号线附近房屋   300     整套出租      2室1厅    2    [3]     0   \n",
       "1  长寿路地铁站/7号13号线 /现代简约主题房   328     整套出租      1室0厅    1    [2]     0   \n",
       "2  【海天之梦】静安寺中山公园大户型双卧室有电梯   450     整套出租      2室0厅    2    [4]     0   \n",
       "3       甘泉路步行街      地铁7号线   280     整套出租      1室1厅    1    [2]     0   \n",
       "4    近地铁3.4号线南京西路苏州河高层景观房   468     整套出租      2室1厅    2    [4]   4.9   \n",
       "5     长寿路武宁路路投影(欧啦小姐的的花房)   420     整套出租      1室0厅    1    [2]     0   \n",
       "6  地铁口华师大 儿童医院 会展中心 静安寺外滩   438     整套出租      2室1厅    2    [3]     0   \n",
       "7    长寿路南梦宫live，中心城区，四通八达   350     整套出租      1室0厅    1    [2]     0   \n",
       "8  北欧风情民宿/投影仪/温馨小屋/13号线地铁   158     整套出租      1室0厅    1    [2]     0   \n",
       "9   淮海中路/思南路，宽敞两层带露台特色老洋房   358     整套出租      1室1厅    1    [2]     0   \n",
       "\n",
       "  reviewnum shishu  \n",
       "0      0条点评      2  \n",
       "1      3条点评      1  \n",
       "2      1条点评      2  \n",
       "3      0条点评      1  \n",
       "4     14条点评      2  \n",
       "5      0条点评      1  \n",
       "6      0条点评      2  \n",
       "7      2条点评      1  \n",
       "8      1条点评      1  \n",
       "9      2条点评      1  "
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#显示处理好的部分数据\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4 利用pandas进行基本的数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    155\n",
       "2     33\n",
       "3      4\n",
       "4      2\n",
       "Name: shishu, dtype: int64"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Problem 4a : 统计1室、2室、3室等各类房型的房源数量\n",
    "#your code\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      300.000000\n",
       "mean       659.283333\n",
       "std       5761.749779\n",
       "min         48.000000\n",
       "25%        150.000000\n",
       "50%        308.000000\n",
       "75%        398.000000\n",
       "max      99999.000000\n",
       "Name: price, dtype: float64"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#your code  统计租金的最高、最低、平均价等\n",
    "df['price']=df['price'].astype(\"float\")\n",
    "df['price'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1353997ccc0>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "#制作租金的箱线图boxplot()\n",
    "df.boxplot(column=['price'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### price的箱线图看不清，原因是有少数价格太高造成的不均衡，例如price大于1000的房源只有几条："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8, 9)"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['price']>1000].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13539d51588>"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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eGxHfjoi/iIg54NqI+GREvKfsc0VE/GdEfC0i/jsizo2ITRHxVxHx5fI4f9jnpyY9z9CXTnUpsC8zfwX4PvD+Uv9RZo5m5r8sNoyIs4E7gesz8zLgHcCzwARwIjOvAK4A/iAitq7lk5BeiqEvnepYZv5HWf5nYLQs37lM20uB45n5ZYDM/H5mngSuAq6LiK8CB4GLgG297ba0MgP97oC0zrz4S67F9WeWaRvLtF+s78nMz69mx6TV4EhfOtXPRsRby/JOYO4Mbb8F/ExEXAFQ5vMHgM8DfxQRZ5X6L0TEOb3stLRShr50qhawKyIeAC4Ebn+phpn5Y+B3gb+LiK8B9wOvBj4BPAh8JSK+Afw9fqrWOuEpm1IREUPAZzNzpM9dkXrGkb4kVcSRviRVxJG+JFXE0Jekihj6klQRQ1+SKmLoS1JF/h9RAna1VhbDLQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Problem 4b: 请去除租金大于1000的房源再制作租金的箱线图\n",
    "#your code  \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13539d2d0b8>"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Problem 4d : 请一张图上制作1室、2室、3室等的租金的箱线图（只计算租金不超过1000的房源）\n",
    "#your code  boxplot\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 400]      137\n",
       "(0, 200]         97\n",
       "(400, 600]       45\n",
       "(600, 800]       12\n",
       "(800, 10000]      8\n",
       "Name: price, dtype: int64"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Problem 4e : 统计价格分别0~200、200~400，400~600，600~800,800以上的房源数量\n",
    "#提示（使用pandas的分箱功能，生成含有面积区间的面积字段,另要注意抓取的面积字段类型）\n",
    "bins = [0,200, 400, 600, 800,10000]\n",
    "\n",
    "#your code，设分箱后的数据存放在pricebins中\n",
    "pricebins = #您的代码\n",
    "\n",
    "\n",
    "#在统计分箱后的每个区间的数量pd.value_counts\n",
    "pd.value_counts(pricebins)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5 对房源信息中的title进行分词，统计词频，并制作词云"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题5 中文分词、词频统计与词云制作，使用标题title字段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "import jieba\n",
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Problem 5a ： 使用title字段中的内容进行中文分词，先将title转成一个长字符串conten\n",
    "content=' '.join(df['title'].values.tolist())\n",
    "\n",
    "# 对content分词，并统计词频，以字典存储，key是word，value是词频\n",
    "word_dict = {}\n",
    "\n",
    "#your codes    注意统计词频的方法\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'地铁': 90, '3.4': 1, '号线': 80, '南京': 11, '西路': 11, '苏州河': 6, '高层': 13, '景观': 10, '长寿路': 23, '南梦宫': 2, 'live': 1, '中心': 4, '城区': 1, '四通八达': 1, '地铁口': 14, '华师大': 21, '儿童医院': 4, '会展中心': 2, '静安寺': 27, '外滩': 14, '甘泉': 1, '步行街': 4, '13': 67, '长风': 7, '公园': 6, '跨国': 2, '采购': 2, '环球': 42, '三四十': 1, '三号': 1, '清新': 9, '房整': 2, '大悦': 3, '南京路': 4, '自然': 1, '博物馆': 1, '直达': 20, '电梯': 16, '上海': 50, '网红': 5, '民宿': 38, '北欧': 16, '风近': 1, '江宁路': 18, '地铁站': 28, '武宁路': 6, '投影': 3, '欧啦': 1, '小姐': 1, '花房': 1, '毕加索': 1, '西班牙': 1, '迪士尼': 11, '繁华': 2, '购物中心': 2, '海天': 1, '之梦': 1, '中山公园': 18, '大户型': 1, '卧室': 3, '风情': 5, '投影仪': 3, '温馨': 29, '小屋': 12, '仁涵': 2, '恋夏': 1, 'INS': 2, '粉色': 1, '简约': 17, '主题': 9, '火车站': 28, '附近': 45, '男生': 6, '高品质': 3, '青年': 3, '沿线': 2, '紧邻': 4, '步行': 5, '分长': 1, '短租': 4, '河畔': 1, '270': 1, '全景': 3, '三房': 1, '三轨': 1, '轨道': 2, '人广': 4, '人民广场': 5, '清爽': 6, '人间': 7, '中环': 10, '地带': 2, '高档': 5, '舒适': 20, '床位': 2, '小涵': 1, '魅影': 1, '亮色': 1, '独户': 1, '仪宿': 10, '一线': 2, '夜景': 1, '网红约': 1, '圣地': 1, '女生': 4, '黛绿': 2, '名宿': 2, '科技馆': 1, '浅水湾': 1, '艺术': 8, '国风': 1, '厨房': 3, '好屋': 1, '新天地': 3, '市中心': 16, '榻榻米': 2, '独套': 1, '两房': 2, '\\r\\n': 1, '西站': 14, '独立': 13, '单间': 11, '下单': 1, '咨询': 1, '静安': 6, '日式': 4, 'Live': 1, '100': 2, '智能': 2, '门锁': 1, '入住': 4, '整租': 9, 'min': 1, '11': 31, '真如': 2, '古镇': 1, '靠近': 4, '徐家汇': 4, '双轨': 1, '豪华': 10, '电影': 3, '墨寓': 1, '禁欲': 1, '50': 1, '灰极': 1, '优雅': 1, '港旁': 2, '五星': 1, '光耀': 1, '广场': 3, '朝南': 9, '阳台': 10, '零距离': 6, '玉佛寺': 9, '精品': 4, '户型': 2, '莫兰迪': 2, '四轨': 1, '超超超': 1, '干净': 3, '精装': 6, '品牌': 1, '家电': 1, '城忆': 1, '新会路': 1, '超级': 2, '大床': 42, '莫奈': 1, '直接': 1, '拎包': 1, '小区': 6, '大一房': 4, '65': 1, '宜家': 5, 'ins': 5, '镇坪': 8, '新年': 1, '低价': 1, '华东师范': 2, '哪儿': 1, '方便': 3, '90': 1, '四川': 1, '小哥': 1, '一室': 5, '户大': 1, '空间': 5, '商场': 1, '全新': 5, '配置': 1, '自助': 1, '港式': 1, '住宅': 1, '交通': 5, '便捷': 1, '精致': 2, '小家': 1, '阳光': 25, '充沛': 10, '正南': 2, '中山北路': 4, '房离': 1, '500': 1, '智能家居': 2, '风两居': 1, '丝怡': 3, '居室': 8, '俯瞰': 3, '天地': 5, '日租': 3, '旁大床': 1, '竹竹': 3, '可住': 2, '三人': 1, '巨幕': 1, '观影': 1, '莱茵河': 1, '充裕': 1, '公寓': 10, '欧美': 1, '风大床': 1, '曹杨路': 4, '毗邻': 1, '华东师范大学': 4, '大飘窗': 2, '大厦': 1, '观景': 2, '新湖': 2, '明珠城': 2, '一房一厅': 1, '68': 2, '可做饭': 5, '静安区': 1, '亚热': 1, '欧式': 3, '宽敞': 2, '两居室': 2, '复古': 1, '范儿': 1, '内环': 1, '新雅': 1, '阳光房': 3, '工业': 3, '空调': 4, '楼下': 1, '花园': 3, '图片': 1, '真实': 1, '舒服': 1, '风格': 8, '小窝': 3, '19': 1, 'lucky': 1, '边上': 1, '商圈': 1, '淮海中路': 1, '思南路': 1, '两层': 1, '露台': 1, '特色': 2, '老洋房': 1, '家庭': 3, '大学': 1, '梦回': 1, '房带': 2, '属于': 1, '田园': 1, '中潭路': 6, 'loft': 5, '两居': 1, '鱼主播': 1, '金沙江': 7, '星空': 1, '岚皋': 1, '欢喜': 1, '百联': 3, '一居整': 1, '迪斯尼': 3, '真如站': 1, '复式': 4, '落地窗': 1, '实惠': 3, '普陀': 5, '小吃': 2, '精装修': 2, '快捷': 1, '主打': 1, '临近': 1, 'wifi': 1, '欢迎': 1, '单人间': 8, '轻纺': 6, '市场': 4, '现代': 2, '丰庄': 3, '平米': 1, '路站': 7, '英伦': 1, '倾情': 1, '推荐': 1, '齐眉': 1, '旁边': 1, '距离': 1, '上海站': 4, '中式': 2, '海豚': 1, '恋人': 1, '水床': 1, '可观': 2, '同济': 2, '医院': 3, '整套': 2, '出租': 5, '普陀区': 2, '二房': 1, '古典': 1, '轻奢': 1, '美式': 1, '商旅': 2, '单身公寓': 1, '旁日': 1, '大方': 1, '邻近': 1, '大渡河': 7, '旁独卫': 1, '窗大床': 1, '宿一室': 1, '水墨': 1, '江南': 1, '婚纱': 1, '七号': 1, '巴黎': 1, '春天': 1, '水墨画': 1, '新装修': 1, '华师': 1, '装修': 3, '城市': 2, '近铁': 4, '可爱': 1, '阳光充足': 1, '北路': 4, '采光': 3, '主卧': 1, '华东师大': 3, '商城': 1, '港弈': 1, '整洁': 1, '房间': 5, '温暖': 1, '期待': 1, '虹桥机场': 3, '威尼斯': 2, '飘窗': 8, '万业': 1, '新阶': 1, '超高': 1, '楼层': 2, '双线': 1, '热恋': 1, '暖心': 1, '直通': 2, '摩洛哥': 1, '西米亚': 1, '风森系': 1, '曹家渡': 1, '水岸': 1, '周边': 1, '各大': 1, '景区': 1, 'Soft': 1, '联系': 2, '再订': 2, '迪思尼': 2, '景一房': 1, 'B3': 1, '中远': 2, '一站': 1, '曹杨': 1, '卫全配': 1, '居民区': 1, '配套': 1, '成熟': 1, '风带': 1, '清趣': 2, '亲子': 1, 'D1': 1, '申汉': 3, '分钟': 2, '城品': 1, '精选': 1, '落地': 1, '新风': 2, '机场': 1, '玉佛': 1, '艺宿': 1, '后现代': 1, '风一': 1, '港大': 1, '106': 1, '出差': 1, '聚会': 3, '度假': 1, '竹意轩': 1, '电动': 1, '马桶': 1, '麋鹿': 1, '高区': 2, '视野': 1, '开阔': 1, '阳光明媚': 1, '商务': 5, '套房': 9, '有花': 1, '贴近': 1, '高尚': 1, '领域': 1, '苏州': 1, '河边': 1, '异域': 1, '装饰': 1, '体验': 2, '品味': 1, '生活': 3, '碧豪': 1, '弗洛': 1, '特惠': 3, '网红大床': 1, '白领': 1, 'A3': 1, '上海市': 2, '居民': 1, '双床': 3, 'KOSO': 2, 'HOME': 2, '小资': 1, '日系': 1, '马卡龙': 1, 'LOFT': 1, '高端': 1, '淡雅': 1, '布局': 1, '紧凑': 1, '超值': 1, '租房': 1, '独享': 2, '家庭影院': 1, '时光': 1, '胶囊': 1, '写下': 1, '梦想': 1, '我们': 1, '保管': 1, '祁连山': 4, '另外': 1, '一个': 1, '半茶': 1, '400': 1, '茶室': 1, '整间': 1, '房子': 1, '位于': 1, '四号线': 1, '谭路': 1, '位置': 1, '优越': 1, '家轻奢': 1, '古董': 1, 'Loft': 4, 'M50': 2, '乐藏': 1, 'N202': 1, '趴真': 1, 'VR': 1, '游戏': 1, 'KTV': 1, '童趣': 2, '选圣': 1, '服务': 1, '经济': 1, '便利': 1, '执手': 1, '蓝色': 1, '情调': 1, '迪土尼': 1, '200': 2, '一居': 1, '朝阳': 1, '同进': 1, '理想': 1, '沙发': 1, '一楼': 1, '租客': 1, '亿小栈': 1, '吃喝玩乐': 1, '应有尽有': 1, '宁夏路': 1, '白玉': 1, '路口': 1, '藤叶': 1, '意境': 1, '四居': 1, '三卫': 1, '中央空调': 1, 's15': 1, '出门': 1, '就是': 1, '园区': 1, '房大床': 1, '1.8': 1, '米大床': 1, 'B2': 1, '翡翠': 2, '如站': 2, '黄金': 1, '绅士': 1, '高大': 1, '客厅': 4, '旅游': 1, '明亮': 1, '单人床': 2, '线真': 1, '三分钟': 1, '即到': 1, '两房两厅': 1, '市场经济': 1, '大象': 1, '四线': 1, '交汇': 1, '我格': 1, '杨路': 1, '风景': 1, '一村': 1, '卫生间': 1, '单人房': 1, '新房': 1, '上线': 1, '简美': 1, '时尚': 1, '质素': 1, '四房': 1, '两卫': 1, '素舍': 1, '奈屋': 1, '轨交': 1, '个性': 1, '新鲜': 1, '上市': 1, '外婆家': 1, '竹藤': 1, '儿时': 1, '夏天': 1, 'C2': 1, '超大': 1, 'ECNU': 1, 'ECUPL': 1, '80': 1, '可长': 1, '向往': 1, '红花': 1, '浪漫': 2, '通风': 1, 'A1': 1, '多米': 1, '南路': 1, '质感': 1, '摩登': 1, '120': 1, '平可住': 1, '复式楼': 1, '市区': 1, '环境': 1, '不错': 1, '近品': 1, '国际': 1, '港近': 1, '房出租': 1, '只租': 1, '宜居': 1, '大两居': 1, '号口': 1, 'B1': 1, '虹桥': 1, '三房两厅': 1, '过夜': 1, '好去处': 1, '桌游': 1}\n"
     ]
    }
   ],
   "source": [
    "print(word_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Problem 5b ： 使用词频字典word_dict，制作词云\n",
    "\n",
    "word = list(word_dict.keys())\n",
    "word = sorted(word_dict.items(), key=lambda item: item[1], reverse=True)\n",
    "\n",
    "#your code\n",
    "\n",
    "\n",
    "#完成上面代码后绘图\n",
    "plt.figure(figsize=(20, 15))\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis(\"off\")\n",
    "plt.show()\n",
    "\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6 附加题（20分）\n",
    "\n",
    "使用 selenium爬虫技术抓取上述房源中含有的评论数据，并利用词频统计，分析评论关注较多的内容是什么？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# your code\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "请将ipynb文件邮件提交到rwwang@infor.ecnu.edu.cn, 该行勿删！<font color='white'>51194407379-蔡蓁.ipynb85</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}