主要内容:
一、基础爬虫框架的三大模块
二、完整代码解析及效果展示
1️⃣ 基础爬虫框架的三大模块
1、HTML下载器:利用requests模块下载HTML网页。
2、HTML解析器:利用re正则表达式解析出有效的数据。
3、数据存储器:将有效数据通过文件或者数据库的形式存储起来。
2️⃣ 完整代码解析和效果展示
一、声明编码并导入需要用到的模块
#!/user/bin/env python3
# -*- coding:utf-8-*-
# write by congcong
import requests
from requests.exceptions import RequestException
import re #正则表达式
import json
from multiprocessing import Pool # 多线程
二、构造HTML下载器
# 通过设置User Agent的来达到隐藏身份的目的,User-Agent的中文名为用户代理,简称UA。 User Agent存放于Headers中,服务器就是通过查看Headers中的User Agent来判断是谁在访问。在Python中,如果不设置User Agent,程序将使用默认的参数,那么这个User Agent就会有Python的字样,如果服务器检查User Agent,那么没有设置User Agent的Python程序将无法正常访问网站。 headers = {'User-Agent':'Mozilla/5.0'}
def get_one_page(url):
'''构造HTML下载器:利用requests模块下载HTML网页'''
try:
res = requests.get(url,headers = headers)
if res.status_code == 200:
return res.text
return None
except RequestException:
return None
三、构造HTML解析器
def parse_one_page(html):
'''构造HTML解析器:利用正则表达式解析出有效数据'''
pattern = re.compile('<dd>.*?board-index.*?>(\d+)</i>.*?data-src="(.*?)".*?name"><a'+'.*?>(.*?)</a>.*?star">(.*?)</p>.*?releasetime">(.*?)</p>'+'.*?integer">(.*?)</i>.*?fraction">(.*?)</i>.*?</dd>',re.S) # re.S表示任意匹配模式,改变“.”的行为
items = re.findall(pattern,html) # 以列表的形式返回匹配成功全部子串
for item in items:
yield{
'index':item[0],
'inmage':item[1],
'title':item[2],
'actor':item[3].strip()[3:],
'time':item[4].strip()[5:],
'score':item[5]+item[6],
}
特别注意:
# 1.在函数中本来该return的地方用yield,如果用return,在第一轮循环就会跳出,结果文件只会有一部电影。如果用yield,函数返回的就是一个生成器,而生成器作为一种特殊的迭代器,可以用for—in方法,一次一次的通过yield拿出来;
# 2.re.findall(pattern,string[,flags]):搜索整个string,以列表的形式返回能匹配的全部子串,其中参数是匹配模式,如re.S表示点任意匹配模式,改变“.”的行为。
四、构造数据存储器
def write_to_file(content):
'''构造数据存储器:将有效数据通过文件或数据库的形式存储起来'''
with open('result.txt','a',encoding='utf-8') as f:
f.write(json.dumps(content,ensure_ascii=False)+'\n')
f.close() '''
解析:
#1、 为什么ensure_ascii=False?原因是json默认是以ASCII来解析code的,由于中文不在ASCII编码当中,因此就不让默认ASCII生效;
#2、 要写入特定编码的文本文件,需要给open()函数传入encoding参数,将字符串自动转换成指定编码。此处特别注意,如果以'w'模式写入文件时,如果文件已存在,会直接覆盖(相当于删掉后新写入一个文件)。如果我们希望追加到文件末尾怎么办?可以传入'a'以追加(append)模式写入。 '''
五、构造主函数
这一步的目的十分明确了,就是构造主函数,初始化各个模块,传入入口URL,然后让程序自上而下执行各个模块。
此处为了加快速度,我们引入Pool模块,通过多线程并发爬取。程序如下:
def main(offset):
url = 'http://maoyan.com/board/4?offset='+str(offset)
html = get_one_page(url)
for item in parse_one_page(html):
print(item)
write_to_file(item) if __name__ == '__main__':
p = Pool()
p.map(main,[i*10 for i in range(10)])
本文通过爬取猫眼电影TOP100榜介绍了爬虫架构主要的三个模块(HTML下载器、HTML解析器和数据存储器),
无论大型还是小型爬虫都不会脱离这是三个模块。原文出自https://zhuanlan.zhihu.com/p/33819401,此处文中有删改,
感谢原作者的分享。
六、完整代码和效果展示
1、完整代码
#-*- coding:utf-8 -*-
import requests
from requests.exceptions import RequestException
import re,json
from multiprocessing import Pool
headers = {'User-Agent':'Mozilla/5.0'}
def get_one_page(url):
'''构造HTML下载器:利用requests模块下载HTML网页'''
try:
res = requests.get(url,headers = headers)
if res.status_code == 200:
return res.text
return None
except RequestException:
return None
def parse_one_page(html):
'''构造HTML解析器:利用正则表达式解析出有效数据'''
pattern = re.compile('<dd>.*?board-index.*?>(\d+)</i>.*?data-src="(.*?)".*?name"><a'+'.*?>(.*?)</a>.*?star">(.*?)</p>.*?releasetime">(.*?)</p>'+'.*?integer">(.*?)</i>.*?fraction">(.*?)</i>.*?</dd>',re.S) # re.S表示任意匹配模式,改变“.”的行为
items = re.findall(pattern,html) # 以列表的形式返回匹配成功全部子串
for item in items:
yield{
'index':item[0],
'inmage':item[1],
'title':item[2],
'actor':item[3].strip()[3:],
'time':item[4].strip()[5:],
'score':item[5]+item[6],
}
def write_to_file(content):
'''构造数据存储器:将有效数据通过文件或数据库的形式存储起来'''
with open('result.txt','a',encoding='utf-8') as f:
f.write(json.dumps(content,ensure_ascii=False)+'\n')
f.close()
def main(offset):
'''构造主函数,并初始化各模块,传入URL'''
url = 'http://maoyan.com/board/4?offset='+str(offset)
html = get_one_page(url)
for item in parse_one_page(html):
print(item)
write_to_file(item)
if __name__ == '__main__':
p = Pool()
p.map(main,[i*10 for i in range(10)])
2、效果展示如下:
{"index": "", "inmage": "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": "", "inmage": "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": "", "inmage": "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": "", "inmage": "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": "", "inmage": "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·肯恩", "time": "1972-03-24(美国)", "score": "9.3"}
{"index": "", "inmage": "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": "", "inmage": "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": "", "inmage": "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": "", "inmage": "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": "", "inmage": "http://p0.meituan.net/movie/b076ce63e9860ecf1ee9839badee5228329384.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": "", "inmage": "http://p0.meituan.net/movie/230e71d398e0c54730d58dc4bb6e4cca51662.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": "", "inmage": "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": "", "inmage": "http://p1.meituan.net/movie/ba1ed511668402605ed369350ab779d6319397.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": "", "inmage": "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": "", "inmage": "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": "", "inmage": "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": "", "inmage": "http://p1.meituan.net/movie/0e91ffcfa7e53449216cc29ee8af513a75791.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"}
{"index": "", "inmage": "http://p0.meituan.net/movie/18/6251213.jpg@160w_220h_1e_1c", "title": "春光乍泄", "actor": "张国荣,梁朝伟,张震", "time": "1997-05-30(中国香港)", "score": "9.2"}
{"index": "", "inmage": "http://p0.meituan.net/movie/5bef87296178cc0c0946f9c352ca267a119592.jpg@160w_220h_1e_1c", "title": "美丽人生", "actor": "罗伯托·贝尼尼,尼可莱塔·布拉斯基,乔治·坎塔里尼", "time": "1997-12-20(意大利)", "score": "9.3"}
{"index": "", "inmage": "http://p1.meituan.net/movie/c15b7623cce2f51c75562a3baefe507b68290.jpg@160w_220h_1e_1c", "title": "海上钢琴师", "actor": "蒂姆·罗斯,普路特·泰勒·文斯,比尔·努恩", "time": "1998-10-28(意大利)", "score": "9.2"}
{"index": "", "inmage": "http://p1.meituan.net/movie/47d5736e5637d4e0f4941984879c669f32113.jpg@160w_220h_1e_1c", "title": "黑客帝国", "actor": "基努·里维斯,凯瑞-安·莫斯,劳伦斯·菲什伯恩", "time": "2000-01-14", "score": "9.0"}
{"index": "", "inmage": "http://p0.meituan.net/movie/932bdfbef5be3543e6b136246aeb99b8123736.jpg@160w_220h_1e_1c", "title": "指环王3:王者无敌", "actor": "伊利亚·伍德,伊恩·麦克莱恩,丽芙·泰勒", "time": "2004-03-15", "score": "9.2"}
{"index": "", "inmage": "http://p1.meituan.net/movie/b449893ebc63d5c54eb4a5b60341f334383831.jpg@160w_220h_1e_1c", "title": "加勒比海盗", "actor": "约翰尼·德普,凯拉·奈特莉,奥兰多·布鲁姆", "time": "2003-11-21", "score": "8.9"}
{"index": "", "inmage": "http://p1.meituan.net/movie/aacb9ed2a6601bfe515ef0970add1715623792.jpg@160w_220h_1e_1c", "title": "哈利·波特与魔法石", "actor": "丹尼尔·雷德克里夫,鲁伯特·格林特,艾玛·沃森", "time": "2002-01-26", "score": "9.1"}
{"index": "", "inmage": "http://p0.meituan.net/movie/84/3686822.jpg@160w_220h_1e_1c", "title": "楚门的世界", "actor": "金·凯瑞,劳拉·琳妮,诺亚·艾默里奇", "time": "1998-06-01(美国)", "score": "8.9"}
{"index": "", "inmage": "http://p1.meituan.net/movie/53b6f0b66882a53b08896c92076515a8236400.jpg@160w_220h_1e_1c", "title": "射雕英雄传之东成西就", "actor": "张国荣,林青霞,梁朝伟", "time": "1993-02-05(中国香港)", "score": "8.9"}
{"index": "", "inmage": "http://p1.meituan.net/movie/__42975419__9836378.jpg@160w_220h_1e_1c", "title": "无间道", "actor": "刘德华,梁朝伟,黄秋生", "time": "2003-09-05", "score": "9.1"}
{"index": "", "inmage": "http://p0.meituan.net/movie/5cfa597a98b35ee4ee598695942641ba287922.jpg@160w_220h_1e_1c", "title": "指环王2:双塔奇兵", "actor": "伊利亚·伍德,伊恩·麦克莱恩,丽芙·泰勒", "time": "2003-04-25", "score": "9.1"}
{"index": "", "inmage": "http://p1.meituan.net/movie/75bd869f7224871c5ebf781720cf456e117189.jpg@160w_220h_1e_1c", "title": "蝙蝠侠:黑暗骑士", "actor": "克里斯蒂安·贝尔,希斯·莱杰,艾伦·艾克哈特", "time": "2008-07-18(美国)", "score": "9.3"}
{"index": "", "inmage": "http://p0.meituan.net/movie/4/9978669.jpg@160w_220h_1e_1c", "title": "教父2", "actor": "阿尔·帕西诺,罗伯特·德尼罗,黛安·基顿", "time": "1974-12-12(美国)", "score": "9.0"}
{"index": "", "inmage": "http://p0.meituan.net/movie/9/1476994.jpg@160w_220h_1e_1c", "title": "幽灵公主", "actor": "松田洋治,石田百合子,田中裕子", "time": "1997-07-12(日本)", "score": "8.9"}
{"index": "", "inmage": "http://p0.meituan.net/movie/54/868271.jpg@160w_220h_1e_1c", "title": "阿凡达", "actor": "萨姆·沃辛顿,佐伊·索尔达娜,米歇尔·罗德里格兹", "time": "2010-01-04", "score": "9.0"}
{"index": "", "inmage": "http://p0.meituan.net/movie/57/5832292.jpg@160w_220h_1e_1c", "title": "V字仇杀队", "actor": "娜塔莉·波特曼,雨果·维文,斯蒂芬·瑞", "time": "2006-03-17(美国)", "score": "8.8"}
{"index": "", "inmage": "http://p0.meituan.net/movie/77/5392065.jpg@160w_220h_1e_1c", "title": "风之谷", "actor": "岛本须美,永井一郎,坂本千夏", "time": "", "score": "8.9"}
{"index": "", "inmage": "http://p0.meituan.net/movie/7cd18fcf0b4f9180500124711e81492994030.jpg@160w_220h_1e_1c", "title": "放牛班的春天", "actor": "杰拉尔·朱诺,尚-巴堤·莫里耶,玛丽·布奈尔", "time": "2004-10-16", "score": "8.9"}
{"index": "", "inmage": "http://p1.meituan.net/movie/2448d7207efd1d3fd05eb0137142c158104579.jpg@160w_220h_1e_1c", "title": "当幸福来敲门", "actor": "威尔·史密斯,贾登·史密斯,桑迪·牛顿", "time": "2008-01-17", "score": "8.9"}
{"index": "", "inmage": "http://p1.meituan.net/movie/4592eef6b6dffcd1d950f55f41ab098f239816.jpg@160w_220h_1e_1c", "title": "机器人总动员", "actor": "本·贝尔特,艾丽莎·奈特,杰夫·格尔林", "time": "2008-06-27(美国)", "score": "9.3"}
{"index": "", "inmage": "http://p0.meituan.net/movie/30/380718.jpg@160w_220h_1e_1c", "title": "速度与激情5", "actor": "范·迪塞尔,保罗·沃克,道恩·强森", "time": "2011-05-12", "score": "9.2"}
{"index": "", "inmage": "http://p0.meituan.net/movie/32/595031.jpg@160w_220h_1e_1c", "title": "拯救大兵瑞恩", "actor": "汤姆·汉克斯,马特·达蒙,汤姆·塞兹摩尔", "time": "1998-07-24(美国)", "score": "8.9"}
{"index": "", "inmage": "http://p1.meituan.net/movie/8194ae885ed9419aadf35c196af86ba4239039.jpg@160w_220h_1e_1c", "title": "驯龙高手", "actor": "杰伊·巴鲁切尔,杰拉德·巴特勒,亚美莉卡·费雷拉", "time": "2010-05-14", "score": "9.0"}
{"index": "", "inmage": "http://p0.meituan.net/movie/7787c10ad5e95b03cf83ef9473500d8e282796.jpg@160w_220h_1e_1c", "title": "忠犬八公的故事", "actor": "Forest,理查·基尔,琼·艾伦", "time": "2010-03-12(英国)", "score": "9.3"}
{"index": "", "inmage": "http://p0.meituan.net/movie/df15efd261060d3094a73ef679888d4f238149.jpg@160w_220h_1e_1c", "title": "十二怒汉", "actor": "亨利·方达,李·科布,马丁·鲍尔萨姆", "time": "1957-04-13(美国)", "score": "9.1"}
{"index": "", "inmage": "http://p0.meituan.net/movie/0127b451d5b8f0679c6f81c8ed414bb2432442.jpg@160w_220h_1e_1c", "title": "哈尔的移动城堡", "actor": "倍赏千惠子,木村拓哉,美轮明宏", "time": "2004-11-20(日本)", "score": "9.0"}
{"index": "", "inmage": "http://p1.meituan.net/movie/f8e9d5a90224746d15dfdbd53d4fae3d209420.jpg@160w_220h_1e_1c", "title": "勇敢的心", "actor": "梅尔·吉布森,苏菲·玛索,帕特里克·麦高汉", "time": "1995-05-24(美国)", "score": "8.8"}
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