Requests+正则表达式爬取猫眼电影

2022-09-12 22:57:34

目标

提取出猫眼电影TOP100的电影名称、时间、评分、图片等信息，提取站点的URL为http://maoyan.com/board/4，提取的结果以文本的形式保存下来。

准备工作

请安装好requests库

pip install requests

requests库的基本用法可参数这篇文章：http://www.cnblogs.com/0bug/p/8899841.html

抓取分析

我们需要抓取的目标站点为http://maoyan.com/board/4 打开之后便可以看到榜单信息，如图所示。

排名第一的电影是霸王别姬，页面中显示的有效信息有影片名称、主演、上映时间、上映地区、评分、图片等信息。

将页面滚动到最下方，可以发现有分页的列表，直接点击第二页，观察页面的URL内容发生了怎样的变化，如图所示。

可以发现页面的URL变成http://maoyan.com/board/4?offset=10，比之前的URL多了一个参数，那就是offset=10，而且目前的排行结果是排行11~20名的电影，初步推断这是一个偏移量的参数，再点击下一页，发现页面的URL变成了http://maoyan.com/board/4?offset=20，参数offset变成了20，而且显示的结果是排行21~30的电影。

由此可以总结出规律，offset代表偏移量，如果偏移量为n，则显示电影序号就是n+1到n+10，每页显示10个，所以，如果想获取TOP100电影，只需要分开请求10次，而10次的offset参数分别设置为0、10、20......90即可，这样获取不同的页面之后，再用正则表达式提取出相关信息，就可以得到TOP100的所有电影信息了。

流程框架：

获取首页

import requests

def get_one_page(url):

    headers = {

        'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/66.0.3359.117 Safari/537.36'

    }

    response = requests.get(url, headers=headers)

    if response.status_code == 200:

        return response.text

    return None

def main():

    url = 'http://maoyan.com/board/4'

    html = get_one_page(url)

    print(html)

main()

正则提取

回到页面，在开发者模式下的Network监听组建中查看源代码。

注意，这里不用在Elements选项卡中直接查看源代码，因为那里的源码可能经过JavaScript操作而与原始请求不同。

其中看到一个条木的源码如下：

可以看到，一部电影信息对应的源码是一个dd节点，我们用正则表达式提取出这里面的一些电影信息。

1.排名

排名信息在class为board-index的i节点内，这里利用非贪婪匹配来提取i节点内的信息，正则表达式写为：

<dd>.*?board-index.*?>(.*?)</i>

2.电影的图片

接下来，可以看到a节点内部有两个img节点，经过检查后发现，第二个img节点的data-src属性是图片链接，正则表达式改写为：

<dd>.*?board-index.*?>(.*?)</i>.*?data-src="(.*?)"

3.电影名称

再往后，提取电影名，它后面的p节点内，class为name，所以可以用name来做一个标志位,然后进一步提取到期内a节点的正文内容：

<dd>.*?board-index.*?>(.*?)</i>.*?data-src="(.*?)".*?name.*?a.*?>(.*?)</a>

4.再提取主演、时间、评分等内容，都是同样的原理，最后正则表达式写为：

<dd>.*?board-index.*?>(.*?).*?data-src="(.*?)".*?name.*?a.*?>(.*?)</a>.*?star.*?>(.*?).*?releasetime.*?>(.*?).*?integer.*?>(.*?).*?fraction.*?>(.*?).*?</dd>

这样一个正则表达式可以匹配一个电影的结果，里面匹配了7个嘻嘻你，接下来调用findall()方法提取所有的内容

 # -*- coding:utf-8 -*-

 import requests

 import re

 def get_one_page(url):

     headers = {

         'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/66.0.3359.117 Safari/537.36'

     }

     response = requests.get(url, headers=headers)

     if response.status_code == 200:

         return response.text

     return None

 def parse_one_page(html):

     pattern = re.compile(

         '<dd>.*?board-index.*?>(.*?)</i>.*?data-src="(.*?)".*?name.*?a.*?>(.*?)</a>.*?star.*?>(.*?)</p>.*?releasetime.*?>(.*?)</p>.*?integer.*?>(.*?)</i>.*?fraction.*?>(.*?)</i>.*?</dd>',

         re.S)

     item = re.findall(pattern, html)

     print(item)

 def main():

     url = 'http://maoyan.com/board/4'

     html = get_one_page(url)

     parse_one_page(html)

 main()

parse_one_page

这样就可以成功地将一页的10个电影信息提取出来，这是一个列表形式，输出结果如下：

[('', 'http://p1.meituan.net/movie/20803f59291c47e1e116c11963ce019e68711.jpg@160w_220h_1e_1c', '霸王别姬', '\n                主演：张国荣,张丰毅,巩俐\n        ', '上映时间：1993-01-01(中国香港)', '9.', ''), ('', 'http://p0.meituan.net/movie/__40191813__4767047.jpg@160w_220h_1e_1c', '肖申克的救赎', '\n                主演：蒂姆·罗宾斯,摩根·弗里曼,鲍勃·冈顿\n        ', '上映时间：1994-10-14(美国)', '9.', ''), ('', 'http://p0.meituan.net/movie/23/6009725.jpg@160w_220h_1e_1c', '罗马假日', '\n                主演：格利高利·派克,奥黛丽·赫本,埃迪·艾伯特\n        ', '上映时间：1953-09-02(美国)', '9.', ''), ('', 'http://p0.meituan.net/movie/fc9d78dd2ce84d20e53b6d1ae2eea4fb1515304.jpg@160w_220h_1e_1c', '这个杀手不太冷', '\n                主演：让·雷诺,加里·奥德曼,娜塔莉·波特曼\n        ', '上映时间：1994-09-14(法国)', '9.', ''), ('', 'http://p0.meituan.net/movie/92/8212889.jpg@160w_220h_1e_1c', '教父', '\n                主演：马龙·白兰度,阿尔·帕西诺,詹姆斯·凯恩\n        ', '上映时间：1972-03-24(美国)', '9.', ''), ('', 'http://p0.meituan.net/movie/11/324629.jpg@160w_220h_1e_1c', '泰坦尼克号', '\n                主演：莱昂纳多·迪卡普里奥,凯特·温丝莱特,比利·赞恩\n        ', '上映时间：1998-04-03', '9.', ''), ('', 'http://p0.meituan.net/movie/c8f224ca9939cd9dd58f709c9c4deb0924422.jpg@160w_220h_1e_1c', '龙猫', '\n                主演：日高法子,坂本千夏,糸井重里\n        ', '上映时间：1988-04-16(日本)', '9.', ''), ('', 'http://p0.meituan.net/movie/62/109878.jpg@160w_220h_1e_1c', '唐伯虎点秋香', '\n                主演：周星驰,巩俐,郑佩佩\n        ', '上映时间：1993-07-01(中国香港)', '9.', ''), ('', 'http://p1.meituan.net/movie/94c3a84626fd7650d6891088c4b88e5c27012.jpg@160w_220h_1e_1c', '魂断蓝桥', '\n                主演：费雯·丽,罗伯特·泰勒,露塞尔·沃特森\n        ', '上映时间：1940-05-17(美国)', '9.', ''), ('', 'http://p0.meituan.net/movie/9bf7d7b81001a9cf8adbac5a7cf7d766132425.jpg@160w_220h_1e_1c', '千与千寻', '\n                主演：柊瑠美,入野*,夏木真理\n        ', '上映时间：2001-07-20(日本)', '9.', '')]

输出结果

但是这样还不够，数据比较杂乱，我们再将匹配结果处理一下，遍历提取结果并生成字典，此时方法改写如下：

# -*- coding:utf-8 -*-

import requests

import re

def get_one_page(url):

    headers = {

        'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/66.0.3359.117 Safari/537.36'

    }

    response = requests.get(url, headers=headers)

    if response.status_code == 200:

        return response.text

    return None

def parse_one_page(html):

    pattern = re.compile(

        '<dd>.*?board-index.*?>(.*?)</i>.*?data-src="(.*?)".*?name.*?a.*?>(.*?)</a>.*?star.*?>(.*?)</p>.*?releasetime.*?>(.*?)</p>.*?integer.*?>(.*?)</i>.*?fraction.*?>(.*?)</i>.*?</dd>',

        re.S)

    items = re.findall(pattern, html)

    for item in items:

        yield {

            'index': item[0],

            'image': item[1],

            'title': item[2].strip(),

            'actor': item[3].strip()[3:] if len(item[3]) > 3 else '',

            'time': item[4].strip()[5:] if len(item[4]) > 5 else '',

            'score': item[5].strip() + item[6].strip()

        }

def main():

    url = 'http://maoyan.com/board/4'

    html = get_one_page(url)

    li = parse_one_page(html)

    for i in li:

        print(i)

main()

parse_one_page

输出结果为字典的结构化数据：

{'index': '', 'image': 'http://p1.meituan.net/movie/20803f59291c47e1e116c11963ce019e68711.jpg@160w_220h_1e_1c', 'title': '霸王别姬', 'actor': '张国荣,张丰毅,巩俐', 'time': '1993-01-01(中国香港)', 'score': '9.6'}

{'index': '', 'image': 'http://p0.meituan.net/movie/__40191813__4767047.jpg@160w_220h_1e_1c', 'title': '肖申克的救赎', 'actor': '蒂姆·罗宾斯,摩根·弗里曼,鲍勃·冈顿', 'time': '1994-10-14(美国)', 'score': '9.5'}

{'index': '', 'image': 'http://p0.meituan.net/movie/23/6009725.jpg@160w_220h_1e_1c', 'title': '罗马假日', 'actor': '格利高利·派克,奥黛丽·赫本,埃迪·艾伯特', 'time': '1953-09-02(美国)', 'score': '9.1'}

{'index': '', 'image': 'http://p0.meituan.net/movie/fc9d78dd2ce84d20e53b6d1ae2eea4fb1515304.jpg@160w_220h_1e_1c', 'title': '这个杀手不太冷', 'actor': '让·雷诺,加里·奥德曼,娜塔莉·波特曼', 'time': '1994-09-14(法国)', 'score': '9.5'}

{'index': '', 'image': 'http://p0.meituan.net/movie/92/8212889.jpg@160w_220h_1e_1c', 'title': '教父', 'actor': '马龙·白兰度,阿尔·帕西诺,詹姆斯·凯恩', 'time': '1972-03-24(美国)', 'score': '9.3'}

{'index': '', 'image': 'http://p0.meituan.net/movie/11/324629.jpg@160w_220h_1e_1c', 'title': '泰坦尼克号', 'actor': '莱昂纳多·迪卡普里奥,凯特·温丝莱特,比利·赞恩', 'time': '1998-04-03', 'score': '9.5'}

{'index': '', 'image': 'http://p0.meituan.net/movie/c8f224ca9939cd9dd58f709c9c4deb0924422.jpg@160w_220h_1e_1c', 'title': '龙猫', 'actor': '日高法子,坂本千夏,糸井重里', 'time': '1988-04-16(日本)', 'score': '9.2'}

{'index': '', 'image': 'http://p0.meituan.net/movie/62/109878.jpg@160w_220h_1e_1c', 'title': '唐伯虎点秋香', 'actor': '周星驰,巩俐,郑佩佩', 'time': '1993-07-01(中国香港)', 'score': '9.2'}

{'index': '', 'image': 'http://p1.meituan.net/movie/94c3a84626fd7650d6891088c4b88e5c27012.jpg@160w_220h_1e_1c', 'title': '魂断蓝桥', 'actor': '费雯·丽,罗伯特·泰勒,露塞尔·沃特森', 'time': '1940-05-17(美国)', 'score': '9.2'}

{'index': '', 'image': 'http://p0.meituan.net/movie/9bf7d7b81001a9cf8adbac5a7cf7d766132425.jpg@160w_220h_1e_1c', 'title': '千与千寻', 'actor': '柊瑠美,入野*,夏木真理', 'time': '2001-07-20(日本)', 'score': '9.3'}

结果

写入文件

随后，我们将提取的结果写入文件，这里直接写入到一个文本文件，这里通过JSON库的dumps()方法实现字典的序列化，并指定ensure_ascii的参数为Flase，这样保证输出结果是中文形式而是不Unicode编码，代码如下

def write_to_file(content):

    with open('result.txt', 'a', encoding='utf-8') as f:

        f.write(json.dumps(content, ensure_ascii=False) + '\n')

整合代码

最后，实现main()方法调用前面实现的方法，将单页面的电影写到文件：

# -*- coding:utf-8 -*-

import requests

import re

import json

def get_one_page(url):

    headers = {

        'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/66.0.3359.117 Safari/537.36'

    }

    response = requests.get(url, headers=headers)

    if response.status_code == 200:

        return response.text

    return None

def parse_one_page(html):

    pattern = re.compile(

        '<dd>.*?board-index.*?>(.*?)</i>.*?data-src="(.*?)".*?name.*?a.*?>(.*?)</a>.*?star.*?>(.*?)</p>.*?releasetime.*?>(.*?)</p>.*?integer.*?>(.*?)</i>.*?fraction.*?>(.*?)</i>.*?</dd>',

        re.S)

    items = re.findall(pattern, html)

    for item in items:

        yield {

            'index': item[0],

            'image': item[1],

            'title': item[2].strip(),

            'actor': item[3].strip()[3:] if len(item[3]) > 3 else '',

            'time': item[4].strip()[5:] if len(item[4]) > 5 else '',

            'score': item[5].strip() + item[6].strip()

        }

def write_to_file(content):

    with open('result.txt', 'a', encoding='utf-8') as f:

        f.write(json.dumps(content, ensure_ascii=False) + '\n')

def main():

    url = 'http://maoyan.com/board/4'

    html = get_one_page(url)

    for item in parse_one_page(html):

        write_to_file(item)

main()

单页电影信息写入文件

分页爬取

爬取所有TOP100电影，完整代码如下

# -*- coding:utf-8 -*-

import requests

import re

import json

def get_one_page(url):

    headers = {

        'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/66.0.3359.117 Safari/537.36'

    }

    response = requests.get(url, headers=headers)

    if response.status_code == 200:

        return response.text

    return None

def parse_one_page(html):

    pattern = re.compile(

        '<dd>.*?board-index.*?>(.*?)</i>.*?data-src="(.*?)".*?name.*?a.*?>(.*?)</a>.*?star.*?>(.*?)</p>.*?releasetime.*?>(.*?)</p>.*?integer.*?>(.*?)</i>.*?fraction.*?>(.*?)</i>.*?</dd>',

        re.S)

    items = re.findall(pattern, html)

    for item in items:

        yield {

            'index': item[0],

            'image': item[1],

            'title': item[2].strip(),

            'actor': item[3].strip()[3:] if len(item[3]) > 3 else '',

            'time': item[4].strip()[5:] if len(item[4]) > 5 else '',

            'score': item[5].strip() + item[6].strip()

        }

def write_to_file(content):

    with open('result.txt', 'a', encoding='utf-8') as f:

        f.write(json.dumps(content, ensure_ascii=False) + '\n')

def main(offset):

    url = 'http://maoyan.com/board/4?offset=' + str(offset)

    html = get_one_page(url)

    for item in parse_one_page(html):

        write_to_file(item)

if __name__ == '__main__':

    for i in range(10):

        main(offset=i * 10)

MaoyanTop100

爬取结果：

{"index": "", "image": "http://p1.meituan.net/movie/20803f59291c47e1e116c11963ce019e68711.jpg@160w_220h_1e_1c", "title": "霸王别姬", "actor": "张国荣,张丰毅,巩俐", "time": "1993-01-01(中国香港)", "score": "9.6"}

{"index": "", "image": "http://p0.meituan.net/movie/__40191813__4767047.jpg@160w_220h_1e_1c", "title": "肖申克的救赎", "actor": "蒂姆·罗宾斯,摩根·弗里曼,鲍勃·冈顿", "time": "1994-10-14(美国)", "score": "9.5"}

{"index": "", "image": "http://p0.meituan.net/movie/23/6009725.jpg@160w_220h_1e_1c", "title": "罗马假日", "actor": "格利高利·派克,奥黛丽·赫本,埃迪·艾伯特", "time": "1953-09-02(美国)", "score": "9.1"}

{"index": "", "image": "http://p0.meituan.net/movie/fc9d78dd2ce84d20e53b6d1ae2eea4fb1515304.jpg@160w_220h_1e_1c", "title": "这个杀手不太冷", "actor": "让·雷诺,加里·奥德曼,娜塔莉·波特曼", "time": "1994-09-14(法国)", "score": "9.5"}

{"index": "", "image": "http://p0.meituan.net/movie/92/8212889.jpg@160w_220h_1e_1c", "title": "教父", "actor": "马龙·白兰度,阿尔·帕西诺,詹姆斯·凯恩", "time": "1972-03-24(美国)", "score": "9.3"}

{"index": "", "image": "http://p0.meituan.net/movie/11/324629.jpg@160w_220h_1e_1c", "title": "泰坦尼克号", "actor": "莱昂纳多·迪卡普里奥,凯特·温丝莱特,比利·赞恩", "time": "1998-04-03", "score": "9.5"}

{"index": "", "image": "http://p0.meituan.net/movie/c8f224ca9939cd9dd58f709c9c4deb0924422.jpg@160w_220h_1e_1c", "title": "龙猫", "actor": "日高法子,坂本千夏,糸井重里", "time": "1988-04-16(日本)", "score": "9.2"}

{"index": "", "image": "http://p0.meituan.net/movie/62/109878.jpg@160w_220h_1e_1c", "title": "唐伯虎点秋香", "actor": "周星驰,巩俐,郑佩佩", "time": "1993-07-01(中国香港)", "score": "9.2"}

{"index": "", "image": "http://p1.meituan.net/movie/94c3a84626fd7650d6891088c4b88e5c27012.jpg@160w_220h_1e_1c", "title": "魂断蓝桥", "actor": "费雯·丽,罗伯特·泰勒,露塞尔·沃特森", "time": "1940-05-17(美国)", "score": "9.2"}

{"index": "", "image": "http://p0.meituan.net/movie/9bf7d7b81001a9cf8adbac5a7cf7d766132425.jpg@160w_220h_1e_1c", "title": "千与千寻", "actor": "柊瑠美,入野*,夏木真理", "time": "2001-07-20(日本)", "score": "9.3"}

{"index": "", "image": "http://p0.meituan.net/movie/13/6960141.jpg@160w_220h_1e_1c", "title": "乱世佳人", "actor": "费雯·丽,克拉克·盖博,奥利维娅·德哈维兰", "time": "1939-12-15(美国)", "score": "9.1"}

{"index": "", "image": "http://p0.meituan.net/movie/59/2366463.jpg@160w_220h_1e_1c", "title": "喜剧之王", "actor": "周星驰,莫文蔚,张柏芝", "time": "1999-02-13(中国香港)", "score": "9.2"}

{"index": "", "image": "http://p0.meituan.net/movie/24/4495986.jpg@160w_220h_1e_1c", "title": "天空之城", "actor": "寺田农,鹫尾真知子,龟山助清", "time": "", "score": "9.1"}

{"index": "", "image": "http://p0.meituan.net/movie/d1de085b6899fd2e661fc17da8b72a1b17287.jpg@160w_220h_1e_1c", "title": "大闹天宫", "actor": "邱岳峰,毕克,富润生", "time": "1965-12-31", "score": "9.0"}

{"index": "", "image": "http://p0.meituan.net/movie/88/6673874.jpg@160w_220h_1e_1c", "title": "辛德勒的名单", "actor": "连姆·尼森,拉尔夫·费因斯,本·金斯利", "time": "1993-12-15(美国)", "score": "9.2"}

{"index": "", "image": "http://p0.meituan.net/movie/76/8189714.jpg@160w_220h_1e_1c", "title": "音乐之声", "actor": "朱丽·安德鲁斯,克里斯托弗·普卢默,埃琳诺·帕克", "time": "1965-03-02(美国)", "score": "9.0"}

{"index": "", "image": "http://p0.meituan.net/movie/7bc241d4e59a6c55dfadb0528dc957ae27325.jpg@160w_220h_1e_1c", "title": "剪刀手爱德华", "actor": "约翰尼·德普,薇诺娜·瑞德,黛安娜·维斯特", "time": "1990-12-06(美国)", "score": "8.8"}

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{"index": "", "image": "http://p0.meituan.net/movie/49/4069944.jpg@160w_220h_1e_1c", "title": "借东西的小人阿莉埃蒂", "actor": "志田未来,神木隆之介,大竹忍", "time": "2010-07-17(日本)", "score": "8.8"}

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{"index": "", "image": "http://p0.meituan.net/movie/52/3420293.jpg@160w_220h_1e_1c", "title": "我爱你", "actor": "宋在河,李顺才,尹秀晶", "time": "2011-02-17(韩国)", "score": "9.0"}

{"index": "", "image": "http://p1.meituan.net/movie/__44335138__8470779.jpg@160w_220h_1e_1c", "title": "迁徙的鸟", "actor": "雅克·贝汉,菲利普·拉波洛", "time": "2001-12-12(法国)", "score": "9.1"}

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