04-crawler-douban.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# 使用requests + Xpath抓取豆瓣电影数据\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Xpath 即为 XML 路径语言（XML Path Language），它是一种用来确定 XML 文档中某部分位置的语言。\n",
    "\n",
    "Xpath 基于 XML 的树状结构，提供在数据结构树中找寻节点的能力。起初 Xpath 的提出的初衷是将其作为一个通用的、介于 Xpointer 与 XSL 间的语法模型。但是Xpath 很快的被开发者采用来当作小型查询语言。\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "获取元素的Xpath信息并获得文本：\n",
    "这里的“元素的Xpath信息”是需要我们手动获取的，获取方式为：\n",
    "- 定位目标元素\n",
    "- 在网站上依次点击：右键 > 检查\n",
    "- copy xpath\n",
    "- xpath + '/text()'\n",
    "\n",
    "参考：https://mp.weixin.qq.com/s/zx3_eflBCrrfOqFEWjAUJw\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:25:24.307922Z",
     "start_time": "2021-05-15T02:25:24.048157Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [418]>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "from lxml import etree\n",
    "\n",
    "url = 'https://movie.douban.com/subject/26611804/'\n",
    "requests.get(url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "如果不加headers，响应状态：418， 正常返回状态应该是 200\n",
    "\n",
    "- 418啥意思？就是你爬取的网站有反爬虫机制，我们要向服务器发出爬虫请求，需要添加请求头：headers\n",
    "- 如何加请求头headers?\n",
    "    - 网页右键“检查元素”-Network-Doc 如上图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "![image.png](images/headers.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:25:30.151672Z",
     "start_time": "2021-05-15T02:25:28.855767Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "import requests\n",
    "from lxml import etree\n",
    "\n",
    "url = 'https://movie.douban.com/subject/26611804/'\n",
    "\n",
    "headers ={'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_14_6) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/86.0.4240.183 Safari/537.36'}\n",
    "\n",
    "data = requests.get(url, headers = headers).text\n",
    "s = etree.HTML(data)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "豆瓣电影的名称对应的的xpath为xpath_title，那么title表达为：\n",
    "\n",
    "`title = s.xpath('xpath_info/text()')`\n",
    "\n",
    "其中，xpath_info为：\n",
    "\n",
    "`//*[@id=\"content\"]/h1/span[1]`\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:25:34.995699Z",
     "start_time": "2021-05-15T02:25:34.974726Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "title = s.xpath('//*[@id=\"content\"]/h1/span[1]/text()')[0]\n",
    "director = s.xpath('//*[@id=\"info\"]/span[1]/span[2]/a/text()')\n",
    "actors = s.xpath('//*[@id=\"info\"]/span[3]/span[2]/a/text()')\n",
    "type1 = s.xpath('//*[@id=\"info\"]/span[5]/text()')\n",
    "type2 = s.xpath('//*[@id=\"info\"]/span[6]/text()')\n",
    "type3 = s.xpath('//*[@id=\"info\"]/span[7]/text()')\n",
    "time = s.xpath('//*[@id=\"info\"]/span[11]/text()')\n",
    "length = s.xpath('//*[@id=\"info\"]/span[13]/text()')\n",
    "score = s.xpath('//*[@id=\"interest_sectl\"]/div[1]/div[2]/strong/text()')[0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:25:37.492372Z",
     "start_time": "2021-05-15T02:25:37.487581Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "三块广告牌 Three Billboards Outside Ebbing, Missouri ['马丁·麦克唐纳'] ['弗兰西斯·麦克多蒙德', '伍迪·哈里森', '山姆·洛克威尔', '艾比·考尼什', '卢卡斯·赫奇斯', '彼特·丁拉基', '约翰·浩克斯', '卡赖伯·兰德里·琼斯', '凯瑟琳·纽顿', '凯瑞·康顿', '泽利科·伊万内克', '萨玛拉·维文', '克拉克·彼得斯', '尼克·瑟西', '阿曼达·沃伦', '玛拉雅·瑞沃拉·德鲁 ', '布兰登·萨克斯顿', '迈克尔·艾伦·米利甘'] ['剧情'] ['犯罪'] ['官方网站:'] ['2018-03-02(中国大陆)'] ['2017-12-01(美国)'] 8.7\n"
     ]
    }
   ],
   "source": [
    "print(title, director, actors, type1, type2, type3, time, length, score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Douban API\n",
    "\n",
    "https://developers.douban.com/wiki/?title=guide\n",
    "\n",
    "https://github.com/computational-class/douban-api-docs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:22:23.518483Z",
     "start_time": "2021-05-15T02:22:23.516315Z"
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# import requests\n",
    "# # https://movie.douban.com/subject/26611804/\n",
    "# url = 'https://api.douban.com/v2/movie/subject/26611804?apikey=0b2bdeda43b5688921839c8ecb20399b&start=0&count=20&client=&udid='\n",
    "# jsonm = requests.get(url).json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-10T03:37:57.140198Z",
     "start_time": "2020-11-10T03:37:57.136224Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['msg', 'code', 'request'])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jsonm.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-10T03:38:13.856945Z",
     "start_time": "2020-11-10T03:38:13.853410Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'invalid_credencial2'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jsonm['msg']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-08T14:20:28.782683Z",
     "start_time": "2019-06-08T14:20:28.777655Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(dict_keys(['schedule_url', 'title', 'aka', 'photos_count', 'languages', 'year', 'tags', 'blooper_urls', 'images', 'trailers', 'popular_reviews', 'videos', 'summary', 'clip_urls', 'do_count', 'comments_count', 'has_ticket', 'ratings_count', 'countries', 'has_video', 'collect_count', 'wish_count', 'writers', 'directors', 'id', 'mainland_pubdate', 'popular_comments', 'episodes_count', 'website', 'clips', 'casts', 'genres', 'reviews_count', 'douban_site', 'alt', 'pubdate', 'trailer_urls', 'mobile_url', 'share_url', 'durations', 'seasons_count', 'photos', 'pubdates', 'subtype', 'current_season', 'has_schedule', 'bloopers', 'collection', 'rating', 'original_title']),\n",
       " {'average': 7.5,\n",
       "  'details': {'1': 206.0,\n",
       "   '2': 1590.0,\n",
       "   '3': 15843.0,\n",
       "   '4': 21556.0,\n",
       "   '5': 7558.0},\n",
       "  'max': 10,\n",
       "  'min': 0,\n",
       "  'stars': '40'})"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#jsonm.values()\n",
    "jsonm['rating']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-08T14:20:32.175223Z",
     "start_time": "2019-06-08T14:20:32.171007Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://movie.douban.com/subject/1764796/'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jsonm['alt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-09T01:09:00.475238Z",
     "start_time": "2019-06-09T01:09:00.470683Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'alt': 'https://movie.douban.com/celebrity/1010548/',\n",
       " 'avatars': {'large': 'https://img3.doubanio.com/view/celebrity/s_ratio_celebrity/public/p1436865941.42.jpg',\n",
       "  'medium': 'https://img3.doubanio.com/view/celebrity/s_ratio_celebrity/public/p1436865941.42.jpg',\n",
       "  'small': 'https://img3.doubanio.com/view/celebrity/s_ratio_celebrity/public/p1436865941.42.jpg'},\n",
       " 'id': '1010548',\n",
       " 'name': '弗兰西斯·麦克多蒙德',\n",
       " 'name_en': 'Frances McDormand'}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jsonm['casts'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-08T14:23:15.567636Z",
     "start_time": "2019-06-08T14:23:15.563482Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'alt': 'https://movie.douban.com/celebrity/1000304/',\n",
       "  'avatars': {'large': 'https://img3.doubanio.com/view/celebrity/s_ratio_celebrity/public/p1406649730.61.jpg',\n",
       "   'medium': 'https://img3.doubanio.com/view/celebrity/s_ratio_celebrity/public/p1406649730.61.jpg',\n",
       "   'small': 'https://img3.doubanio.com/view/celebrity/s_ratio_celebrity/public/p1406649730.61.jpg'},\n",
       "  'id': '1000304',\n",
       "  'name': '马丁·麦克唐纳',\n",
       "  'name_en': 'Martin McDonagh'}]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jsonm['directors']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-08T14:24:05.157455Z",
     "start_time": "2019-06-08T14:24:05.153122Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['剧情', '犯罪']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jsonm['genres']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 作业：抓取豆瓣电影 Top 250"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-10T03:42:26.435468Z",
     "start_time": "2020-11-10T03:42:25.532450Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "from lxml import etree\n",
    "\n",
    "url0 = 'https://movie.douban.com/top250?start=0&filter='\n",
    "data = requests.get(url0, headers=headers).text\n",
    "s = etree.HTML(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "//*[@id=\"content\"]/div/div[1]/ol/li[1]/div/div[2]/div[1]/a/span[1]\n",
    "\n",
    "/html/body/div[3]/div[1]/div/div[1]/ol/li[1]/div/div[2]/div[1]/a/span[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-10T03:47:07.351763Z",
     "start_time": "2020-11-10T03:47:07.321791Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['肖申克的救赎',\n",
       " '霸王别姬',\n",
       " '阿甘正传',\n",
       " '这个杀手不太冷',\n",
       " '泰坦尼克号',\n",
       " '美丽人生',\n",
       " '千与千寻',\n",
       " '辛德勒的名单',\n",
       " '盗梦空间',\n",
       " '忠犬八公的故事',\n",
       " '海上钢琴师',\n",
       " '星际穿越',\n",
       " '楚门的世界',\n",
       " '三傻大闹宝莱坞',\n",
       " '机器人总动员',\n",
       " '放牛班的春天',\n",
       " '大话西游之大圣娶亲',\n",
       " '熔炉',\n",
       " '疯狂动物城',\n",
       " '无间道',\n",
       " '教父',\n",
       " '龙猫',\n",
       " '当幸福来敲门',\n",
       " '怦然心动',\n",
       " '触不可及']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "str1 = '//*[@id=\"content\"]/div/div[1]/ol/li['\n",
    "str2 = ']/div/div[2]/div[1]/a/span[1]/text()'\n",
    "\n",
    "xstr_list = [str1 + str(i+1) +str2 for i in range(25)]\n",
    "[s.xpath(i)[0]  for i in xstr_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-10T03:44:12.660135Z",
     "start_time": "2020-11-10T03:44:12.655733Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'肖申克的救赎'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.xpath('//*[@id=\"content\"]/div/div[1]/ol/li[1]/div/div[2]/div[1]/a/span[1]/text()')[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-08T02:25:36.854360Z",
     "start_time": "2019-06-08T02:25:36.849468Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'霸王别姬'"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.xpath('//*[@id=\"content\"]/div/div[1]/ol/li[2]/div/div[2]/div[1]/a/span[1]/text()')[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'这个杀手不太冷'"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.xpath('//*[@id=\"content\"]/div/div[1]/ol/li[3]/div/div[2]/div[1]/a/span[1]/text()')[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:49:26.739360Z",
     "start_time": "2021-05-15T02:49:26.333948Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "url0 = 'https://movie.douban.com/top250?start=0&filter='\n",
    "data = requests.get(url0, headers = headers).text\n",
    "soup = BeautifulSoup(data, 'lxml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:49:30.904693Z",
     "start_time": "2021-05-15T02:49:30.895749Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "movies = soup.find_all('div', {'class', 'info'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:49:35.171110Z",
     "start_time": "2021-05-15T02:49:35.167204Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(movies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:49:40.305080Z",
     "start_time": "2021-05-15T02:49:40.301266Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://movie.douban.com/subject/1292052/'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies[0].a['href']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:49:53.674776Z",
     "start_time": "2021-05-15T02:49:53.670289Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'肖申克的救赎'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies[0].find('span', {'class', 'title'}).text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:50:00.539544Z",
     "start_time": "2021-05-15T02:50:00.534244Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<div class=\"star\">\n",
       "<span class=\"rating5-t\"></span>\n",
       "<span class=\"rating_num\" property=\"v:average\">9.7</span>\n",
       "<span content=\"10.0\" property=\"v:best\"></span>\n",
       "<span>2349702人评价</span>\n",
       "</div>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies[0].find('div', {'class', 'star'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:51:08.185010Z",
     "start_time": "2021-05-15T02:51:08.180651Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'9.7'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies[0].find('span', {'class', 'rating_num'}).text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:51:08.911221Z",
     "start_time": "2021-05-15T02:51:08.906200Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2349702'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "people_num = movies[0].find('div', {'class', 'star'}).find_all('span')[-1]\n",
    "people_num.text.split('人评价')[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:51:28.959981Z",
     "start_time": "2021-05-15T02:51:28.940047Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://movie.douban.com/subject/1292052/ 肖申克的救赎 9.7 2349702\n",
      "https://movie.douban.com/subject/1291546/ 霸王别姬 9.6 1748540\n",
      "https://movie.douban.com/subject/1292720/ 阿甘正传 9.5 1769679\n",
      "https://movie.douban.com/subject/1295644/ 这个杀手不太冷 9.4 1944460\n",
      "https://movie.douban.com/subject/1292722/ 泰坦尼克号 9.4 1731080\n",
      "https://movie.douban.com/subject/1292063/ 美丽人生 9.5 1089008\n",
      "https://movie.douban.com/subject/1291561/ 千与千寻 9.4 1846954\n",
      "https://movie.douban.com/subject/1295124/ 辛德勒的名单 9.5 903524\n",
      "https://movie.douban.com/subject/3541415/ 盗梦空间 9.3 1709013\n",
      "https://movie.douban.com/subject/3011091/ 忠犬八公的故事 9.4 1173854\n",
      "https://movie.douban.com/subject/1889243/ 星际穿越 9.3 1381846\n",
      "https://movie.douban.com/subject/1292064/ 楚门的世界 9.3 1297696\n",
      "https://movie.douban.com/subject/1292001/ 海上钢琴师 9.3 1388360\n",
      "https://movie.douban.com/subject/3793023/ 三傻大闹宝莱坞 9.2 1560202\n",
      "https://movie.douban.com/subject/2131459/ 机器人总动员 9.3 1097784\n",
      "https://movie.douban.com/subject/1291549/ 放牛班的春天 9.3 1081510\n",
      "https://movie.douban.com/subject/1292213/ 大话西游之大圣娶亲 9.2 1262613\n",
      "https://movie.douban.com/subject/25662329/ 疯狂动物城 9.2 1526196\n",
      "https://movie.douban.com/subject/1307914/ 无间道 9.2 1050879\n",
      "https://movie.douban.com/subject/5912992/ 熔炉 9.3 766645\n",
      "https://movie.douban.com/subject/1291841/ 教父 9.3 768085\n",
      "https://movie.douban.com/subject/1849031/ 当幸福来敲门 9.1 1253991\n",
      "https://movie.douban.com/subject/1291560/ 龙猫 9.2 1045985\n",
      "https://movie.douban.com/subject/3319755/ 怦然心动 9.1 1482767\n",
      "https://movie.douban.com/subject/1296141/ 控方证人 9.6 367459\n"
     ]
    }
   ],
   "source": [
    "for i in movies:\n",
    "    url = i.a['href']\n",
    "    title = i.find('span', {'class', 'title'}).text\n",
    "    des = i.find('div', {'class', 'star'})\n",
    "    rating = des.find('span', {'class', 'rating_num'}).text\n",
    "    rating_num = des.find_all('span')[-1].text.split('人评价')[0]\n",
    "    print(url, title, rating, rating_num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:51:53.216321Z",
     "start_time": "2021-05-15T02:51:53.211955Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://movie.douban.com/top250?start=0&filter=\n",
      "https://movie.douban.com/top250?start=25&filter=\n",
      "https://movie.douban.com/top250?start=50&filter=\n",
      "https://movie.douban.com/top250?start=75&filter=\n",
      "https://movie.douban.com/top250?start=100&filter=\n",
      "https://movie.douban.com/top250?start=125&filter=\n",
      "https://movie.douban.com/top250?start=150&filter=\n",
      "https://movie.douban.com/top250?start=175&filter=\n",
      "https://movie.douban.com/top250?start=200&filter=\n",
      "https://movie.douban.com/top250?start=225&filter=\n"
     ]
    }
   ],
   "source": [
    "for i in range(0, 250, 25):\n",
    "    print('https://movie.douban.com/top250?start=%d&filter='% i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:53:05.316035Z",
     "start_time": "2021-05-15T02:53:00.713966Z"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://movie.douban.com/top250?start=0&filter=\n",
      "https://movie.douban.com/top250?start=25&filter=\n",
      "https://movie.douban.com/top250?start=50&filter=\n",
      "https://movie.douban.com/top250?start=75&filter=\n",
      "https://movie.douban.com/top250?start=100&filter=\n",
      "https://movie.douban.com/top250?start=125&filter=\n",
      "https://movie.douban.com/top250?start=150&filter=\n",
      "https://movie.douban.com/top250?start=175&filter=\n",
      "https://movie.douban.com/top250?start=200&filter=\n",
      "https://movie.douban.com/top250?start=225&filter=\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "dat = []\n",
    "for j in range(0, 250, 25):\n",
    "    urli = 'https://movie.douban.com/top250?start=%d&filter='% j\n",
    "    print(urli)\n",
    "    data = requests.get(urli, headers = headers).text\n",
    "    soup = BeautifulSoup(data, 'lxml')\n",
    "    movies = soup.find_all('div', {'class', 'info'})\n",
    "    for i in movies:\n",
    "        url = i.a['href']\n",
    "        title = i.find('span', {'class', 'title'}).text\n",
    "        des = i.find('div', {'class', 'star'})\n",
    "        rating = des.find('span', {'class', 'rating_num'}).text\n",
    "        rating_num = des.find_all('span')[-1].text.split('人评价')[0]\n",
    "        listi = [url, title, rating, rating_num]\n",
    "        dat.append(listi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:54:41.451950Z",
     "start_time": "2021-05-15T02:54:40.734162Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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>url</th>\n",
       "      <th>title</th>\n",
       "      <th>rating</th>\n",
       "      <th>rating_num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://movie.douban.com/subject/1292052/</td>\n",
       "      <td>肖申克的救赎</td>\n",
       "      <td>9.7</td>\n",
       "      <td>2349702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://movie.douban.com/subject/1291546/</td>\n",
       "      <td>霸王别姬</td>\n",
       "      <td>9.6</td>\n",
       "      <td>1748540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://movie.douban.com/subject/1292720/</td>\n",
       "      <td>阿甘正传</td>\n",
       "      <td>9.5</td>\n",
       "      <td>1769679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://movie.douban.com/subject/1295644/</td>\n",
       "      <td>这个杀手不太冷</td>\n",
       "      <td>9.4</td>\n",
       "      <td>1944460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://movie.douban.com/subject/1292722/</td>\n",
       "      <td>泰坦尼克号</td>\n",
       "      <td>9.4</td>\n",
       "      <td>1731080</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         url    title  rating  rating_num\n",
       "0  https://movie.douban.com/subject/1292052/   肖申克的救赎     9.7     2349702\n",
       "1  https://movie.douban.com/subject/1291546/     霸王别姬     9.6     1748540\n",
       "2  https://movie.douban.com/subject/1292720/     阿甘正传     9.5     1769679\n",
       "3  https://movie.douban.com/subject/1295644/  这个杀手不太冷     9.4     1944460\n",
       "4  https://movie.douban.com/subject/1292722/    泰坦尼克号     9.4     1731080"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.DataFrame(dat, columns = ['url', 'title', 'rating', 'rating_num'])\n",
    "df['rating'] = df.rating.astype(float)\n",
    "df['rating_num'] = df.rating_num.astype(int)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:54:50.574005Z",
     "start_time": "2021-05-15T02:54:50.109498Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "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",
    "\n",
    "plt.hist(df.rating_num)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:55:18.053732Z",
     "start_time": "2021-05-15T02:55:17.908246Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "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": [
    "plt.hist(df.rating)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-15T02:55:47.770151Z",
     "start_time": "2021-05-15T02:55:46.580052Z"
    },
    "code_folding": [
     3
    ],
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# viz\n",
    "plt.style.use('ggplot')\n",
    "fig = plt.figure(figsize=(16, 16),facecolor='white')\n",
    "plt.plot(df.rating_num, df.rating, 'bo')\n",
    "for i in df.index:\n",
    "    plt.text(df.rating_num[i], df.rating[i], df.title[i], \n",
    "             fontsize = df.rating[i], \n",
    "             color = 'red', rotation = 45)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th>title</th>\n",
       "      <th>rating</th>\n",
       "      <th>rating_num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://movie.douban.com/subject/1292052/</td>\n",
       "      <td>肖申克的救赎</td>\n",
       "      <td>9.6</td>\n",
       "      <td>1004428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://movie.douban.com/subject/1291546/</td>\n",
       "      <td>霸王别姬</td>\n",
       "      <td>9.5</td>\n",
       "      <td>730274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://movie.douban.com/subject/1292063/</td>\n",
       "      <td>美丽人生</td>\n",
       "      <td>9.5</td>\n",
       "      <td>469332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>https://movie.douban.com/subject/1296141/</td>\n",
       "      <td>控方证人</td>\n",
       "      <td>9.6</td>\n",
       "      <td>108598</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          url   title  rating  rating_num\n",
       "0   https://movie.douban.com/subject/1292052/  肖申克的救赎     9.6     1004428\n",
       "1   https://movie.douban.com/subject/1291546/    霸王别姬     9.5      730274\n",
       "4   https://movie.douban.com/subject/1292063/    美丽人生     9.5      469332\n",
       "41  https://movie.douban.com/subject/1296141/    控方证人     9.6      108598"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.rating > 9.4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-28T03:20:17.247062Z",
     "start_time": "2018-04-28T03:20:17.185335Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[1021383, 9.5999999999999996, '肖申克的救赎'],\n",
       " [742984, 9.5, '霸王别姬'],\n",
       " [957578, 9.4000000000000004, '这个杀手不太冷'],\n",
       " [814634, 9.4000000000000004, '阿甘正传'],\n",
       " [475813, 9.5, '美丽人生'],\n",
       " [762619, 9.3000000000000007, '千与千寻'],\n",
       " [754309, 9.3000000000000007, '泰坦尼克号'],\n",
       " [433191, 9.4000000000000004, '辛德勒的名单'],\n",
       " [853620, 9.3000000000000007, '盗梦空间'],\n",
       " [559729, 9.3000000000000007, '机器人总动员'],\n",
       " [657670, 9.1999999999999993, '海上钢琴师'],\n",
       " [767473, 9.1999999999999993, '三傻大闹宝莱坞'],\n",
       " [529473, 9.1999999999999993, '忠犬八公的故事'],\n",
       " [513071, 9.1999999999999993, '放牛班的春天'],\n",
       " [561091, 9.1999999999999993, '大话西游之大圣娶亲'],\n",
       " [533017, 9.0999999999999996, '楚门的世界'],\n",
       " [473631, 9.0999999999999996, '龙猫'],\n",
       " [385130, 9.1999999999999993, '教父'],\n",
       " [309138, 9.1999999999999993, '熔炉'],\n",
       " [560855, 9.1999999999999993, '星际穿越'],\n",
       " [299301, 9.1999999999999993, '乱世佳人'],\n",
       " [416073, 9.0999999999999996, '触不可及'],\n",
       " [458107, 9.0, '无间道'],\n",
       " [606767, 8.9000000000000004, '当幸福来敲门'],\n",
       " [337952, 9.0999999999999996, '天堂电影院'],\n",
       " [633995, 8.9000000000000004, '怦然心动'],\n",
       " [190977, 9.4000000000000004, '十二怒汉'],\n",
       " [434420, 9.0, '搏击俱乐部'],\n",
       " [640800, 9.0, '少年派的奇幻漂流'],\n",
       " [260089, 9.1999999999999993, '鬼子来了'],\n",
       " [367866, 9.0999999999999996, '蝙蝠侠：黑暗骑士'],\n",
       " [314885, 9.0999999999999996, '指环王3：王者无敌'],\n",
       " [306344, 9.0999999999999996, '活着'],\n",
       " [369956, 9.0, '天空之城'],\n",
       " [585740, 9.1999999999999993, '疯狂动物城'],\n",
       " [426150, 8.9000000000000004, '罗马假日'],\n",
       " [451703, 8.9000000000000004, '大话西游之月光宝盒'],\n",
       " [554642, 8.9000000000000004, '飞屋环游记'],\n",
       " [249586, 9.0999999999999996, '窃听风暴'],\n",
       " [296760, 9.0999999999999996, '两杆大烟枪'],\n",
       " [111737, 9.5999999999999996, '控方证人'],\n",
       " [301329, 9.0, '飞越疯人院'],\n",
       " [358755, 8.9000000000000004, '闻香识女人'],\n",
       " [393556, 8.9000000000000004, '哈尔的移动城堡'],\n",
       " [196094, 9.3000000000000007, '海豚湾'],\n",
       " [464601, 8.8000000000000007, 'V字仇杀队'],\n",
       " [237421, 9.0999999999999996, '辩护人'],\n",
       " [309071, 9.0, '死亡诗社'],\n",
       " [207619, 9.0999999999999996, '教父2'],\n",
       " [333942, 8.9000000000000004, '美丽心灵'],\n",
       " [296196, 9.0, '指环王2：双塔奇兵'],\n",
       " [331529, 8.9000000000000004, '指环王1：魔戒再现'],\n",
       " [411534, 8.8000000000000007, '情书'],\n",
       " [223469, 9.0999999999999996, '饮食男女'],\n",
       " [517803, 9.0999999999999996, '摔跤吧！爸爸'],\n",
       " [191667, 9.0999999999999996, '美国往事'],\n",
       " [309325, 8.9000000000000004, '狮子王'],\n",
       " [220420, 9.0, '钢琴家'],\n",
       " [520325, 8.6999999999999993, '天使爱美丽'],\n",
       " [205704, 9.0999999999999996, '素媛'],\n",
       " [469032, 8.6999999999999993, '七宗罪'],\n",
       " [153673, 9.1999999999999993, '小鞋子'],\n",
       " [320506, 8.9000000000000004, '被嫌弃的松子的一生'],\n",
       " [375951, 8.8000000000000007, '致命魔术'],\n",
       " [378652, 8.8000000000000007, '看不见的客人'],\n",
       " [251308, 8.9000000000000004, '音乐之声'],\n",
       " [315215, 8.8000000000000007, '勇敢的心'],\n",
       " [523686, 8.6999999999999993, '剪刀手爱德华'],\n",
       " [425844, 8.8000000000000007, '本杰明·巴顿奇事'],\n",
       " [365086, 8.8000000000000007, '低俗小说'],\n",
       " [385562, 8.6999999999999993, '西西里的美丽传说'],\n",
       " [307307, 8.8000000000000007, '黑客帝国'],\n",
       " [262404, 8.9000000000000004, '拯救大兵瑞恩'],\n",
       " [383825, 8.6999999999999993, '沉默的羔羊'],\n",
       " [338488, 8.8000000000000007, '入殓师'],\n",
       " [414361, 8.6999999999999993, '蝴蝶效应'],\n",
       " [677352, 8.6999999999999993, '让子弹飞'],\n",
       " [270494, 8.8000000000000007, '春光乍泄'],\n",
       " [244643, 8.9000000000000004, '玛丽和马克思'],\n",
       " [111733, 9.1999999999999993, '大闹天宫'],\n",
       " [295606, 8.8000000000000007, '心灵捕手'],\n",
       " [189568, 8.9000000000000004, '末代皇帝'],\n",
       " [292721, 8.8000000000000007, '阳光灿烂的日子'],\n",
       " [254400, 8.8000000000000007, '幽灵公主'],\n",
       " [252833, 8.8000000000000007, '第六感'],\n",
       " [359281, 8.6999999999999993, '重庆森林'],\n",
       " [389844, 8.6999999999999993, '禁闭岛'],\n",
       " [345885, 8.8000000000000007, '布达佩斯大饭店'],\n",
       " [271656, 8.6999999999999993, '大鱼'],\n",
       " [142601, 9.0, '狩猎'],\n",
       " [284871, 8.6999999999999993, '哈利·波特与魔法石'],\n",
       " [296911, 8.6999999999999993, '射雕英雄传之东成西就'],\n",
       " [344355, 8.5999999999999996, '致命ID'],\n",
       " [248165, 8.8000000000000007, '甜蜜蜜'],\n",
       " [344588, 8.5999999999999996, '断背山'],\n",
       " [251749, 8.6999999999999993, '猫鼠游戏'],\n",
       " [166973, 8.9000000000000004, '一一'],\n",
       " [367791, 8.6999999999999993, '告白'],\n",
       " [289385, 8.8000000000000007, '阳光姐妹淘'],\n",
       " [373118, 8.5999999999999996, '加勒比海盗'],\n",
       " [166903, 8.9000000000000004, '上帝之城'],\n",
       " [97659, 9.1999999999999993, '摩登时代'],\n",
       " [162190, 8.9000000000000004, '穿条纹睡衣的男孩'],\n",
       " [565530, 8.5999999999999996, '阿凡达'],\n",
       " [237864, 8.6999999999999993, '爱在黎明破晓前'],\n",
       " [385266, 8.6999999999999993, '消失的爱人'],\n",
       " [188690, 8.8000000000000007, '风之谷'],\n",
       " [212467, 8.6999999999999993, '爱在日落黄昏时'],\n",
       " [181917, 8.8000000000000007, '侧耳倾听'],\n",
       " [275127, 8.5999999999999996, '倩女幽魂'],\n",
       " [146507, 8.9000000000000004, '红辣椒'],\n",
       " [241887, 8.6999999999999993, '恐怖直播'],\n",
       " [185888, 8.8000000000000007, '超脱'],\n",
       " [217398, 8.6999999999999993, '萤火虫之墓'],\n",
       " [304866, 8.6999999999999993, '驯龙高手'],\n",
       " [239308, 8.5999999999999996, '幸福终点站'],\n",
       " [195650, 8.6999999999999993, '菊次郎的夏天'],\n",
       " [144405, 8.9000000000000004, '小森林 夏秋篇'],\n",
       " [341432, 8.5, '喜剧之王'],\n",
       " [323425, 8.5999999999999996, '岁月神偷'],\n",
       " [232077, 8.6999999999999993, '借东西的小人阿莉埃蒂'],\n",
       " [82623, 9.1999999999999993, '七武士'],\n",
       " [405200, 8.5, '神偷奶爸'],\n",
       " [222549, 8.6999999999999993, '杀人回忆'],\n",
       " [102681, 9.0, '海洋'],\n",
       " [332455, 8.5, '真爱至上'],\n",
       " [210611, 8.6999999999999993, '电锯惊魂'],\n",
       " [415291, 8.5, '贫民窟的百万富翁'],\n",
       " [191225, 8.6999999999999993, '谍影重重3'],\n",
       " [149579, 8.8000000000000007, '喜宴'],\n",
       " [266681, 8.5999999999999996, '东邪西毒'],\n",
       " [295660, 8.5, '记忆碎片'],\n",
       " [220414, 8.5999999999999996, '雨人'],\n",
       " [257769, 8.5999999999999996, '怪兽电力公司'],\n",
       " [440539, 8.5, '黑天鹅'],\n",
       " [391224, 8.6999999999999993, '疯狂原始人'],\n",
       " [179698, 8.6999999999999993, '英雄本色'],\n",
       " [154659, 8.6999999999999993, '燃情岁月'],\n",
       " [127219, 8.8000000000000007, '卢旺达饭店'],\n",
       " [112345, 8.9000000000000004, '虎口脱险'],\n",
       " [189074, 8.6999999999999993, '7号房的礼物'],\n",
       " [300454, 8.5, '恋恋笔记本'],\n",
       " [125724, 8.9000000000000004, '小森林 冬春篇'],\n",
       " [320997, 8.5, '傲慢与偏见'],\n",
       " [208380, 8.5999999999999996, '海边的曼彻斯特'],\n",
       " [290089, 8.6999999999999993, '哈利·波特与死亡圣器(下)'],\n",
       " [168987, 8.6999999999999993, '萤火之森'],\n",
       " [138798, 8.8000000000000007, '教父3'],\n",
       " [86319, 9.0, '完美的世界'],\n",
       " [156471, 8.6999999999999993, '纵横四海'],\n",
       " [151799, 8.8000000000000007, '荒蛮故事'],\n",
       " [105774, 8.8000000000000007, '二十二'],\n",
       " [135526, 8.8000000000000007, '魂断蓝桥'],\n",
       " [259388, 8.5, '猜火车'],\n",
       " [194663, 8.5999999999999996, '穿越时空的少女'],\n",
       " [201714, 8.8000000000000007, '玩具总动员3'],\n",
       " [260957, 8.5, '花样年华'],\n",
       " [97486, 9.0, '雨中曲'],\n",
       " [183786, 8.5999999999999996, '心迷宫'],\n",
       " [214531, 8.5999999999999996, '时空恋旅人'],\n",
       " [351836, 8.4000000000000004, '唐伯虎点秋香'],\n",
       " [392857, 8.5999999999999996, '超能陆战队'],\n",
       " [110358, 8.8000000000000007, '我是山姆'],\n",
       " [309924, 8.5999999999999996, '蝙蝠侠：黑暗骑士崛起'],\n",
       " [199924, 8.5999999999999996, '人工智能'],\n",
       " [139242, 8.6999999999999993, '浪潮'],\n",
       " [285601, 8.4000000000000004, '冰川时代'],\n",
       " [289504, 8.4000000000000004, '香水'],\n",
       " [288650, 8.5, '朗读者'],\n",
       " [132226, 8.6999999999999993, '罗生门'],\n",
       " [174301, 8.8000000000000007, '请以你的名字呼唤我'],\n",
       " [251364, 8.5999999999999996, '爆裂鼓手'],\n",
       " [85770, 8.9000000000000004, '追随'],\n",
       " [138571, 8.6999999999999993, '一次别离'],\n",
       " [104317, 8.8000000000000007, '未麻的部屋'],\n",
       " [181166, 8.5999999999999996, '撞车'],\n",
       " [334741, 8.6999999999999993, '血战钢锯岭'],\n",
       " [135259, 8.6999999999999993, '可可西里'],\n",
       " [182221, 8.5, '战争之王'],\n",
       " [343703, 8.3000000000000007, '恐怖游轮'],\n",
       " [89868, 8.8000000000000007, '地球上的星星'],\n",
       " [116667, 8.6999999999999993, '梦之安魂曲'],\n",
       " [176988, 8.6999999999999993, '达拉斯买家俱乐部'],\n",
       " [270993, 8.5999999999999996, '被解救的姜戈'],\n",
       " [192717, 8.5, '阿飞正传'],\n",
       " [112326, 8.6999999999999993, '牯岭街少年杀人事件'],\n",
       " [200329, 8.5, '谍影重重'],\n",
       " [166328, 8.5, '谍影重重2'],\n",
       " [204653, 8.5, '魔女宅急便'],\n",
       " [240090, 8.6999999999999993, '头脑特工队'],\n",
       " [164479, 8.8000000000000007, '房间'],\n",
       " [63374, 9.0, '忠犬八公物语'],\n",
       " [87474, 8.9000000000000004, '惊魂记'],\n",
       " [110499, 8.6999999999999993, '碧海蓝天'],\n",
       " [179269, 8.5, '再次出发之纽约遇见你'],\n",
       " [231647, 8.4000000000000004, '青蛇'],\n",
       " [157071, 8.5999999999999996, '小萝莉的猴神大叔'],\n",
       " [53476, 9.1999999999999993, '东京物语'],\n",
       " [312322, 8.3000000000000007, '秒速5厘米'],\n",
       " [84575, 8.9000000000000004, '哪吒闹海'],\n",
       " [109454, 8.6999999999999993, '末路狂花'],\n",
       " [169778, 8.5999999999999996, '海盗电台'],\n",
       " [111040, 8.6999999999999993, '绿里奇迹'],\n",
       " [147035, 8.5999999999999996, '终结者2：审判日'],\n",
       " [424177, 8.3000000000000007, '源代码'],\n",
       " [267159, 8.5999999999999996, '模仿游戏'],\n",
       " [192005, 8.5, '新龙门客栈'],\n",
       " [162903, 8.5, '黑客帝国3：矩阵革命'],\n",
       " [147043, 8.5, '勇闯夺命岛'],\n",
       " [189831, 8.5, '这个男人来自地球'],\n",
       " [125973, 8.6999999999999993, '一个叫欧维的男人决定去死'],\n",
       " [129304, 8.5999999999999996, '卡萨布兰卡'],\n",
       " [494602, 8.4000000000000004, '你的名字。'],\n",
       " [46323, 9.1999999999999993, '城市之光'],\n",
       " [221714, 8.4000000000000004, '变脸'],\n",
       " [132083, 8.5999999999999996, '荒野生存'],\n",
       " [53099, 9.0999999999999996, '迁徙的鸟'],\n",
       " [159426, 8.5, 'E.T. 外星人'],\n",
       " [192409, 8.4000000000000004, '发条橙'],\n",
       " [231469, 8.4000000000000004, '无耻混蛋'],\n",
       " [479894, 8.3000000000000007, '初恋这件小事'],\n",
       " [53709, 9.0999999999999996, '黄金三镖客'],\n",
       " [191992, 8.4000000000000004, '美国丽人'],\n",
       " [121427, 8.8000000000000007, '爱在午夜降临前'],\n",
       " [178607, 8.4000000000000004, '英国病人'],\n",
       " [60049, 9.0, '无人知晓'],\n",
       " [110300, 8.5999999999999996, '燕尾蝶'],\n",
       " [120585, 8.5999999999999996, '非常嫌疑犯'],\n",
       " [328162, 8.3000000000000007, '疯狂的石头'],\n",
       " [112286, 8.5999999999999996, '叫我第一名'],\n",
       " [90201, 8.9000000000000004, '勇士'],\n",
       " [242926, 8.3000000000000007, '穆赫兰道'],\n",
       " [190730, 8.5999999999999996, '无敌破坏王'],\n",
       " [352129, 8.3000000000000007, '国王的演讲'],\n",
       " [77399, 8.8000000000000007, '步履不停'],\n",
       " [137843, 8.5, '血钻'],\n",
       " [99101, 8.5999999999999996, '上帝也疯狂'],\n",
       " [186988, 8.4000000000000004, '彗星来的那一夜'],\n",
       " [103282, 8.5999999999999996, '枪火'],\n",
       " [278772, 8.3000000000000007, '蓝色大门'],\n",
       " [97025, 8.5999999999999996, '大卫·戈尔的一生'],\n",
       " [134046, 8.5, '遗愿清单'],\n",
       " [59825, 9.0, '我爱你'],\n",
       " [89377, 8.6999999999999993, '千钧一发'],\n",
       " [139223, 8.5, '荒岛余生'],\n",
       " [48744, 9.0, '爱·回家'],\n",
       " [119390, 8.5, '黑鹰坠落'],\n",
       " [131277, 8.8000000000000007, '聚焦'],\n",
       " [131618, 8.5, '麦兜故事'],\n",
       " [148685, 8.4000000000000004, '暖暖内含光']]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alist = []\n",
    "for i in df.index:\n",
    "    alist.append( [df.rating_num[i], df.rating[i], df.title[i] ])\n",
    "\n",
    "blist =[[df.rating_num[i], df.rating[i], df.title[i] ] for i in df.index] \n",
    "\n",
    "alist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-10T00:55:34.609646Z",
     "start_time": "2019-10-10T00:55:34.607771Z"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "# from IPython.display import display_html, HTML\n",
    "# HTML('<iframe src=http://nbviewer.jupyter.org/github/computational-class/bigdata/blob/gh-pages/vis/douban250bubble.html \\\n",
    "#      width=1000 height=500></iframe>')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
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   "source": [
    "## 作业：\n",
    "\n",
    "- 抓取复旦新媒体微信公众号最新一期的内容\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## requests.post模拟登录豆瓣（包括获取验证码）\n",
    "https://blog.csdn.net/zhuzuwei/article/details/80875538"
   ]
  }
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