Requests+正则表达式爬取猫眼电影

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。

Requests+正则表达式爬取猫眼电影

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。

Requests+正则表达式爬取猫眼电影

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:

Requests+正则表达式爬取猫眼电影

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:

Requests+正则表达式爬取猫眼电影

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.*?>(.*?)</i>.*?data-src="(.*?)".*?name.*?a.*?>(.*?)</a>.*?star.*?>(.*?)</p>.*?releasetime.*?>(.*?)</p>.*?integer.*?>(.*?)</i>.*?fraction.*?>(.*?)</i>.*?</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/7b3ec4254145fa618acfe02ba5090f4229614.jpg@160w_220h_1e_1c", "title": "穿条纹睡衣的男孩", "actor": "阿沙·巴特菲尔德,维拉·法梅加,大卫·休里斯", "time": "2008-09-12(英国)", "score": "9.0"}
{"index": "", "image": "http://p0.meituan.net/movie/9200962015fab182a516abf15629868d19268.jpg@160w_220h_1e_1c", "title": "窃听风暴", "actor": "乌尔里希·穆埃,赛巴斯汀‧柯赫,马蒂娜·戈黛特", "time": "2006-03-23(德国)", "score": "9.0"}
{"index": "", "image": "http://p1.meituan.net/movie/cf09a7f134015c6429b2329e929d7611150403.jpg@160w_220h_1e_1c", "title": "7号房的礼物", "actor": "柳承龙,郑进永,朴信惠", "time": "2013-01-23(韩国)", "score": "8.9"}
{"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"}
{"index": "", "image": "http://p0.meituan.net/movie/90/1810122.jpg@160w_220h_1e_1c", "title": "海豚湾", "actor": "里克·奥巴瑞,路易·西霍尤斯,哈迪·琼斯", "time": "2009-07-31(美国)", "score": "8.9"}
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{"index": "", "image": "http://p0.meituan.net/movie/11/391659.jpg@160w_220h_1e_1c", "title": "海洋", "actor": "雅克·贝汉,姜文,兰斯洛特·贝汉", "time": "2011-08-12", "score": "9.0"}
{"index": "", "image": "http://p1.meituan.net/movie/36a893c53a13f9bb934071b86ae3b5c492427.jpg@160w_220h_1e_1c", "title": "爱·回家", "actor": "俞承豪,金艺芬,童孝熙", "time": "2002-04-05(韩国)", "score": "9.0"}
{"index": "", "image": "http://p0.meituan.net/movie/f95f056d08fdd3a6ce7a01cb81a0a6f725771.jpg@160w_220h_1e_1c", "title": "黄金三镖客", "actor": "克林特·伊斯特伍德,李·范·克里夫,伊莱·瓦拉赫", "time": "1966-12-23(意大利)", "score": "8.9"}
{"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"}
{"index": "", "image": "http://p0.meituan.net/movie/5102b3f7261caa09c1c9b1212f09cc1f461902.png@160w_220h_1e_1c", "title": "英雄本色", "actor": "狄龙,张国荣,周润发", "time": "2017-11-17", "score": "9.2"}

result.txt

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