Scrapy实战篇(八)之简书用户信息全站抓取
相对于知乎而言,简书的用户信息并没有那么详细,知乎提供了包括学习,工作等在内的一系列用户信息接口,但是简书就没有那么慷慨了。但是即便如此,我们也试图抓取一些基本信息,进行简单地细分析,至少可以看一下,哪些人哪一类文章最受用户欢迎,也可以给其他人一些参考不是。
我们整体的思路是这样的:
从某一个大V开始,抓取它的相关信息,并且提取出它的全部的关注者url,对于每一个url进行请求,提取关注者的个人信息和他的关注者url,再次请求,如此进行下去,无穷无尽。
在网页分析的时候,发现关注者的信息是Ajax加载出来,打开关注者列表,鼠标下滑,会一直加载新的关注者,直到加载出全部,本来以为这会有一点麻烦,但是在url后面加一个page参数,会发现一切都解决了,默认情况下,每一页的用户信息是九条,但是怎么获得页码呢,很简单,只要获取总的关注者然后除以9就解决了,针对每一页进行请求,就可以拿到全部的关注者了。
因此事情就变得非常的简单,直接上代码吧。
items.py
from scrapy import Item, Field
class JianshuItem(Item):
# define the fields for your item here like:
# name = scrapy.Field()
id = Field()
name = Field()
followings = Field()
followers = Field()
words = Field()
likes = Field()
articles = Field()
spider.py
from scrapy import Spider, Request
from jianshu.items import JianshuItem
from lxml import etree
import re
class JianshuSpider(Spider):
name = 'jianshu'
init_following_url = 'http://www.jianshu.com/users/3aa040bf0610/following'
def start_requests(self):
yield Request(url = self.init_following_url, callback = self.parse_following)
def parse_following(self, response):
'''
作用:
1.提取用户数据
2.提取关注者的页码数
'''
selector = etree.HTML(response.text)
# 下面是解析用户信息,用户信息全部在第一页进行解析
item = JianshuItem()
id = selector.xpath('//div[@class="main-top"]/div[@class="title"]/a/@href')[0]
item['id'] = re.search('/u/(.*)', id).group(1)
item['name'] = selector.xpath('//div[@class="main-top"]/div[@class="title"]/a/text()')[0]
item['followings'] = selector.xpath('//div[@class="main-top"]/div[@class="info"]/ul/li[1]//p/text()')[0]
item['followers'] = selector.xpath('//div[@class="main-top"]/div[@class="info"]/ul/li[2]//p/text()')[0]
item['articles'] = selector.xpath('//div[@class="main-top"]/div[@class="info"]/ul/li[3]//p/text()')[0]
item['words'] = selector.xpath('//div[@class="main-top"]/div[@class="info"]/ul/li[4]//p/text()')[0]
item['likes'] = selector.xpath('//div[@class="main-top"]/div[@class="info"]/ul/li[5]//p/text()')[0]
yield item
# 下面是获取关注者页码数,每一页进行请求
page_all = selector.xpath('//div[@class="main-top"]/div[@class="info"]/ul/li[1]//p/text()')[0]
page_all = int(page_all)
if page_all % 9 == 0:
page_num = int(page_all / 9)
else:
page_num = int(page_all / 9) + 1
for i in range(1, page_num):
url = response.url + '?page={}'.format(str(i+1))
yield Request(url=url, callback=self.parse_info)
def parse_info(self, response):
'''
对页面信息进行解析,同时跟进链接
:param response:
:return:
'''
# 获取它的关注者列表,再次发起请求
selector = etree.HTML(response.text)
id_list = selector.xpath('//div[@class="info"]/a/@href')
for id in id_list:
id = re.search('/u/(.*)', id).group(1)
url = 'http://www.jianshu.com/users/{}/following'.format(id)
yield Request(url=url, callback=self.parse_following)
middlewares.py
from scrapy.downloadermiddlewares.useragent import UserAgentMiddleware
import random
class MyUserAgentMiddleware(UserAgentMiddleware):
def __init__(self, user_agent):
self.user_agent = user_agent
@classmethod
def from_crawler(cls, crawler):
return cls(
user_agent = crawler.settings.get('USER_AGENT')
)
def process_request(self, request, spider):
random_useragent = random.choice(self.user_agent)
request.headers.setdefault("User-Agent", random_useragent)
pipelines.py
import pymongo
class JianshuPipeline(object):
collection_name = 'user'
def __init__(self, mongo_uri, mongo_db):
self.mongo_uri = mongo_uri
self.mongo_db = mongo_db
@classmethod
def from_crawler(cls, crawler):
return cls(
mongo_uri = crawler.settings.get('MONGO_URI'),
mongo_db = crawler.settings.get('MONGO_DB')
)
def open_spider(self, spider):
self.client = pymongo.MongoClient(self.mongo_uri)
self.db = self.client[self.mongo_db]
def close_spiser(self, spider):
self.client.close()
def process_item(self, item, spider):
self.db[self.collection_name].update({'id': item['id']}, dict(item), True)
# id相同,只更新,不插入,去重作用。
return 'ok!'
settings.py
# -*- coding: utf-8 -*-
# Scrapy settings for jianshu project
#
# For simplicity, this file contains only settings considered important or
# commonly used. You can find more settings consulting the documentation:
#
# http://doc.scrapy.org/en/latest/topics/settings.html
# http://scrapy.readthedocs.org/en/latest/topics/downloader-middleware.html
# http://scrapy.readthedocs.org/en/latest/topics/spider-middleware.html
BOT_NAME = 'jianshu'
SPIDER_MODULES = ['jianshu.spiders']
NEWSPIDER_MODULE = 'jianshu.spiders'
# Crawl responsibly by identifying yourself (and your website) on the user-agent
#USER_AGENT = 'jianshu (+http://www.yourdomain.com)'
# Obey robots.txt rules
ROBOTSTXT_OBEY = False
# Configure maximum concurrent requests performed by Scrapy (default: 16)
#CONCURRENT_REQUESTS = 32
# Configure a delay for requests for the same website (default: 0)
# See http://scrapy.readthedocs.org/en/latest/topics/settings.html#download-delay
# See also autothrottle settings and docs
DOWNLOAD_DELAY = 0.25
# The download delay setting will honor only one of:
#CONCURRENT_REQUESTS_PER_DOMAIN = 16
#CONCURRENT_REQUESTS_PER_IP = 16
# Disable cookies (enabled by default)
COOKIES_ENABLED = False
# Disable Telnet Console (enabled by default)
TELNETCONSOLE_ENABLED = False
# Override the default request headers:
DEFAULT_REQUEST_HEADERS = {
'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8',
'Accept-Language': 'en',
}
USER_AGENTS = [
"Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1; SV1; AcooBrowser; .NET CLR 1.1.4322; .NET CLR 2.0.50727)",
"Mozilla/4.0 (compatible; MSIE 7.0; Windows NT 6.0; Acoo Browser; SLCC1; .NET CLR 2.0.50727; Media Center PC 5.0; .NET CLR 3.0.04506)",
"Mozilla/4.0 (compatible; MSIE 7.0; AOL 9.5; AOLBuild 4337.35; Windows NT 5.1; .NET CLR 1.1.4322; .NET CLR 2.0.50727)",
"Mozilla/5.0 (Windows; U; MSIE 9.0; Windows NT 9.0; en-US)",
"Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Win64; x64; Trident/5.0; .NET CLR 3.5.30729; .NET CLR 3.0.30729; .NET CLR 2.0.50727; Media Center PC 6.0)",
"Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.0; WOW64; Trident/4.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; .NET CLR 1.0.3705; .NET CLR 1.1.4322)",
"Mozilla/4.0 (compatible; MSIE 7.0b; Windows NT 5.2; .NET CLR 1.1.4322; .NET CLR 2.0.50727; InfoPath.2; .NET CLR 3.0.04506.30)",
"Mozilla/5.0 (Windows; U; Windows NT 5.1; zh-CN) AppleWebKit/523.15 (KHTML, like Gecko, Safari/419.3) Arora/0.3 (Change: 287 c9dfb30)",
"Mozilla/5.0 (X11; U; Linux; en-US) AppleWebKit/527+ (KHTML, like Gecko, Safari/419.3) Arora/0.6",
"Mozilla/5.0 (Windows; U; Windows NT 5.1; en-US; rv:1.8.1.2pre) Gecko/20070215 K-Ninja/2.1.1",
"Mozilla/5.0 (Windows; U; Windows NT 5.1; zh-CN; rv:1.9) Gecko/20080705 Firefox/3.0 Kapiko/3.0",
"Mozilla/5.0 (X11; Linux i686; U;) Gecko/20070322 Kazehakase/0.4.5",
"Mozilla/5.0 (X11; U; Linux i686; en-US; rv:1.9.0.8) Gecko Fedora/1.9.0.8-1.fc10 Kazehakase/0.5.6",
"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/535.11 (KHTML, like Gecko) Chrome/17.0.963.56 Safari/535.11",
"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_3) AppleWebKit/535.20 (KHTML, like Gecko) Chrome/19.0.1036.7 Safari/535.20",
"Opera/9.80 (Macintosh; Intel Mac OS X 10.6.8; U; fr) Presto/2.9.168 Version/11.52",
"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/536.11 (KHTML, like Gecko) Chrome/20.0.1132.11 TaoBrowser/2.0 Safari/536.11",
"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.1 (KHTML, like Gecko) Chrome/21.0.1180.71 Safari/537.1 LBBROWSER",
"Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; Media Center PC 6.0; .NET4.0C; .NET4.0E; LBBROWSER)",
"Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1; SV1; QQDownload 732; .NET4.0C; .NET4.0E; LBBROWSER)",
"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/535.11 (KHTML, like Gecko) Chrome/17.0.963.84 Safari/535.11 LBBROWSER",
"Mozilla/4.0 (compatible; MSIE 7.0; Windows NT 6.1; WOW64; Trident/5.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; Media Center PC 6.0; .NET4.0C; .NET4.0E)",
"Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; WOW64; Trident/5.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; Media Center PC 6.0; .NET4.0C; .NET4.0E; QQBrowser/7.0.3698.400)",
"Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1; SV1; QQDownload 732; .NET4.0C; .NET4.0E)",
"Mozilla/4.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.0; SV1; QQDownload 732; .NET4.0C; .NET4.0E; 360SE)",
"Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1; SV1; QQDownload 732; .NET4.0C; .NET4.0E)",
"Mozilla/4.0 (compatible; MSIE 7.0; Windows NT 6.1; WOW64; Trident/5.0; SLCC2; .NET CLR 2.0.50727; .NET CLR 3.5.30729; .NET CLR 3.0.30729; Media Center PC 6.0; .NET4.0C; .NET4.0E)",
"Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.1 (KHTML, like Gecko) Chrome/21.0.1180.89 Safari/537.1",
"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.1 (KHTML, like Gecko) Chrome/21.0.1180.89 Safari/537.1",
"Mozilla/5.0 (iPad; U; CPU OS 4_2_1 like Mac OS X; zh-cn) AppleWebKit/533.17.9 (KHTML, like Gecko) Version/5.0.2 Mobile/8C148 Safari/6533.18.5",
"Mozilla/5.0 (Windows NT 6.1; Win64; x64; rv:2.0b13pre) Gecko/20110307 Firefox/4.0b13pre",
"Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:16.0) Gecko/20100101 Firefox/16.0",
"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.11 (KHTML, like Gecko) Chrome/23.0.1271.64 Safari/537.11",
"Mozilla/5.0 (X11; U; Linux x86_64; zh-CN; rv:1.9.2.10) Gecko/20100922 Ubuntu/10.10 (maverick) Firefox/3.6.10",
"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.36",
]
MONGO_URI = 'mongodb://localhost:27017'
MONGO_DB = 'jianshu'
DOWNLOADER_MIDDLEWARES = {
'scrapy.downloadermiddleware.useragent.UserAgentMiddleware': None,
'zhihuuser.middlewares.MyUserAgentMiddleware': 400,
}
ITEM_PIPELINES = {
'jianshu.pipelines.JianshuPipeline': 300,
}
下面直接运行就好了。
你也可以直接在github下载以上代码运行。
github