如何使用Scrapy框架实现网络爬虫

现在用下面这个案例来演示如果爬取安居客上面深圳的租房信息,我们采取这样策略,首先爬取所有租房信息的链接地址,然后再根据爬取的地址获取我们所需要的页面信息。访问次数多了,会被重定向到输入验证码页面,这个问题后面有几种策略解决。

如果还不知道怎么去安装部署scrapy的参考我的另外一篇文章《快速部署网络爬虫框架scrapy》

1. 创建项目:

  进入项目路径,使用命令 scrapy startproject anjuke_urls

  进入项目路径,使用命令 scrapy startproject anjuke_zufang

2. 创建爬虫文件:

  进入项目anjuke_urls的spider路径,使用命令 scrapy genspider anjuke_urls https://sz.zu.anjuke.com/

3. 爬虫anjuke_urls代码:

  anjuke_urls.py

 # -*- coding: utf-8 -*-
import scrapy
from ..items import AnjukeUrlsItem class AnjukeGeturlsSpider(scrapy.Spider):
name = 'anjuke_getUrls' start_urls = ['https://sz.zu.anjuke.com/'] def parse(self, response):
# 实例化类对象
mylink = AnjukeUrlsItem()
# 获取所有的链接列表
links = response.xpath("//div[@class='zu-itemmod']/a/@href | //div[@class='zu-itemmod ']/a/@href").extract() # 提取当前页面的所有租房链接
for link in links:
mylink['url'] = link yield mylink # 判断下一页是否能够点击,如果可以,继续并发送请求处理,直到链接全部提取完
if len(response.xpath("//a[@class = 'aNxt']")) != 0:
yield scrapy.Request(response.xpath("//a[@class = 'aNxt']/@href").extract()[0], callback= self.parse)

  items.py

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

 # Define here the models for your scraped items
#
# See documentation in:
# http://doc.scrapy.org/en/latest/topics/items.html import scrapy class AnjukeUrlsItem(scrapy.Item):
# define the fields for your item here like:
# name = scrapy.Field()
# 租房链接
url = scrapy.Field()

  pipelines.py

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

 # Define your item pipelines here
#
# Don't forget to add your pipeline to the ITEM_PIPELINES setting
# See: http://doc.scrapy.org/en/latest/topics/item-pipeline.html class AnjukeUrlsPipeline(object):
# 以写入的方式打开文件link.txt,不存在会新建一个
def open_spider(self, spider):
self.linkFile = open('G:\Python\网络爬虫\\anjuke\data\link.txt', 'w', encoding='utf-8') # 将获取的所有url写进文件
def process_item(self, item, spider):
self.linkFile.writelines(item['url'] + "\n")
return item # 关闭文件
def close_spider(self, spider):
self.linkFile.close()

  setting.py

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

 # Scrapy settings for anjuke_urls 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 = 'anjuke_urls' SPIDER_MODULES = ['anjuke_urls.spiders']
NEWSPIDER_MODULE = 'anjuke_urls.spiders' # Crawl responsibly by identifying yourself (and your website) on the user-agent
USER_AGENT = 'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/63.0.3239.132 Safari/537.36' # 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 = 3
# 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',
#} # Enable or disable spider middlewares
# See http://scrapy.readthedocs.org/en/latest/topics/spider-middleware.html
#SPIDER_MIDDLEWARES = {
# 'anjuke_urls.middlewares.AnjukeUrlsSpiderMiddleware': 543,
#} # Enable or disable downloader middlewares
# See http://scrapy.readthedocs.org/en/latest/topics/downloader-middleware.html
#DOWNLOADER_MIDDLEWARES = {
# 'anjuke_urls.middlewares.MyCustomDownloaderMiddleware': 543,
#} # Enable or disable extensions
# See http://scrapy.readthedocs.org/en/latest/topics/extensions.html
#EXTENSIONS = {
# 'scrapy.extensions.telnet.TelnetConsole': None,
#} # Configure item pipelines
# See http://scrapy.readthedocs.org/en/latest/topics/item-pipeline.html
ITEM_PIPELINES = {
'anjuke_urls.pipelines.AnjukeUrlsPipeline': 300,
} # Enable and configure the AutoThrottle extension (disabled by default)
# See http://doc.scrapy.org/en/latest/topics/autothrottle.html
#AUTOTHROTTLE_ENABLED = True
# The initial download delay
#AUTOTHROTTLE_START_DELAY = 5
# The maximum download delay to be set in case of high latencies
#AUTOTHROTTLE_MAX_DELAY = 60
# The average number of requests Scrapy should be sending in parallel to
# each remote server
#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0
# Enable showing throttling stats for every response received:
#AUTOTHROTTLE_DEBUG = False # Enable and configure HTTP caching (disabled by default)
# See http://scrapy.readthedocs.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings
#HTTPCACHE_ENABLED = True
#HTTPCACHE_EXPIRATION_SECS = 0
#HTTPCACHE_DIR = 'httpcache'
#HTTPCACHE_IGNORE_HTTP_CODES = []
#HTTPCACHE_STORAGE = 'scrapy.extensions.httpcache.FilesystemCacheStorage'
  middlewares.py
 # -*- coding: utf-8 -*-

 # Define here the models for your spider middleware
#
# See documentation in:
# http://doc.scrapy.org/en/latest/topics/spider-middleware.html from scrapy import signals class AnjukeUrlsSpiderMiddleware(object):
# Not all methods need to be defined. If a method is not defined,
# scrapy acts as if the spider middleware does not modify the
# passed objects. @classmethod
def from_crawler(cls, crawler):
# This method is used by Scrapy to create your spiders.
s = cls()
crawler.signals.connect(s.spider_opened, signal=signals.spider_opened)
return s def process_spider_input(self, response, spider):
# Called for each response that goes through the spider
# middleware and into the spider. # Should return None or raise an exception.
return None def process_spider_output(self, response, result, spider):
# Called with the results returned from the Spider, after
# it has processed the response. # Must return an iterable of Request, dict or Item objects.
for i in result:
yield i def process_spider_exception(self, response, exception, spider):
# Called when a spider or process_spider_input() method
# (from other spider middleware) raises an exception. # Should return either None or an iterable of Response, dict
# or Item objects.
pass def process_start_requests(self, start_requests, spider):
# Called with the start requests of the spider, and works
# similarly to the process_spider_output() method, except
# that it doesn’t have a response associated. # Must return only requests (not items).
for r in start_requests:
yield r def spider_opened(self, spider):
spider.logger.info('Spider opened: %s' % spider.name)

4. 爬虫anjuke_zufang代码:

  anjuke_zufang.py

 # -*- coding: utf-8 -*-
import scrapy
from ..items import AnjukeZufangItem class AnjukeZufangSpider(scrapy.Spider):
name = 'anjuke_zufang'
# 初始化一个空列表
start_urls = []
custom_settings = {'DOWNLOAD_DELAY' : 3}
 # 初始化start_urls,一定需要这一步 

   def __init__(self):  links = open('G:\Python\网络爬虫\\anjuke\data\link.txt')  for line in links:  # 去掉换行符,如果有换行符则无法访问网址  line = line[:-1]   self.start_urls.append(line)   def parse(self, response):  item = AnjukeZufangItem()  # 直接获取页面我们需要的数据  item['roomRent'] = response.xpath('//span[@class = "f26"]/text()').extract()[0]  item['rentMode'] = response.xpath('//div[@class="pinfo"]/div/div/div[1]/dl[2]/dd/text()').extract()[0].strip()  item['roomLayout'] = response.xpath('//div[@class="pinfo"]/div/div/div[1]/dl[3]/dd/text()').extract()[0].strip()  item['roomSize'] = response.xpath('//div[@class="pinfo"]/div/div/div[2]/dl[3]/dd/text()').extract()[0]  item['LeaseMode'] = response.xpath('//div[@class="pinfo"]/div/div/div[1]/dl[4]/dd/text()').extract()[0]  item['apartmentName'] = response.xpath('//div[@class="pinfo"]/div/div/div[1]/dl[5]/dd/a/text()').extract()[0]  item['location1'] = response.xpath('//div[@class="pinfo"]/div/div/div[1]/dl[6]/dd/a/text()').extract()[0]  item['location2'] = response.xpath('//div[@class="pinfo"]/div/div/div[1]/dl[6]/dd/a[2]/text()').extract()[0]  item['floor'] = response.xpath('//div[@class="pinfo"]/div/div/div[2]/dl[5]/dd/text()').extract()[0]  item['orientation'] = response.xpath('//div[@class="pinfo"]/div/div/div[2]/dl[4]/dd/text()').extract()[0].strip()  item['decorationSituation'] = response.xpath('//div[@class="pinfo"]/div/div/div[2]/dl[2]/dd/text()').extract()[0]  item['intermediaryName'] = response.xpath('//h2[@class="f16"]/text()').extract()[0]  item['intermediaryPhone'] = response.xpath('//p[@class="broker-mobile"]/text()').extract()[0]  item['intermediaryCompany'] = response.xpath('//div[@class="broker-company"]/p[1]/a/text()').extract()[0]  item['intermediaryStore'] = response.xpath('//div[@class="broker-company"]/p[2]/a/text()').extract()[0]  item['link'] = response.url   yield item

  items.py

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

 # Define here the models for your scraped items
#
# See documentation in:
# http://doc.scrapy.org/en/latest/topics/items.html import scrapy class AnjukeZufangItem(scrapy.Item):
# define the fields for your item here like:
# name = scrapy.Field()
# 租金
roomRent = scrapy.Field()
# 租金压付方式
rentMode = scrapy.Field()
# 房型
roomLayout = scrapy.Field()
# 面积
roomSize = scrapy.Field()
# 租赁方式
LeaseMode = scrapy.Field()
# 所在小区
apartmentName = scrapy.Field()
# 位置
location1 = scrapy.Field()
location2 = scrapy.Field()
# 楼层
floor = scrapy.Field()
# 朝向
orientation = scrapy.Field()
# 装修
decorationSituation = scrapy.Field()
# 中介名字
intermediaryName = scrapy.Field()
# 中介电话
intermediaryPhone = scrapy.Field()
# 中介公司
intermediaryCompany = scrapy.Field()
# 中介门店
intermediaryStore = scrapy.Field()
# 房屋链接
link = scrapy.Field()

  pipelines.py

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

 # Define your item pipelines here
#
# Don't forget to add your pipeline to the ITEM_PIPELINES setting
# See: http://doc.scrapy.org/en/latest/topics/item-pipeline.html import sqlite3 class AnjukeZufangPipeline(object):
def open_spider(self, spider):
self.file = open('G:\Python\网络爬虫\\anjuke\data\租房信息.txt', 'w', encoding='utf-8')
14
def process_item(self, item, spider):
self.file.write(
item['roomRent'] + "," + item['rentMode'] + "," + item['roomLayout'] + "," + item['roomSize'] + "," + item[
'LeaseMode'] + "," + item['apartmentName'] + "," + item['location1'] + " " + item['location2'] + "," + item[
'floor'] + "," + item['orientation'] + "," + item['decorationSituation'] + "," + item['intermediaryName'] +
"," + item['intermediaryPhone'] + "," + item['intermediaryCompany'] + "," + item['intermediaryStore'] + ","
+ item['link'] + '\n') return item
def spoder_closed(self, spider):
self.file.close()

  setting.py

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

 # Scrapy settings for anjuke_zufang 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 = 'anjuke_zufang' SPIDER_MODULES = ['anjuke_zufang.spiders']
NEWSPIDER_MODULE = 'anjuke_zufang.spiders' # Crawl responsibly by identifying yourself (and your website) on the user-agent
USER_AGENT = 'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/63.0.3239.132 Safari/537.36' # 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 = 3
# 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',
#} # Enable or disable spider middlewares
# See http://scrapy.readthedocs.org/en/latest/topics/spider-middleware.html
#SPIDER_MIDDLEWARES = {
# 'anjuke_zufang.middlewares.AnjukeZufangSpiderMiddleware': 543,
#} # Enable or disable downloader middlewares
# See http://scrapy.readthedocs.org/en/latest/topics/downloader-middleware.html
#DOWNLOADER_MIDDLEWARES = {
# 'anjuke_zufang.middlewares.MyCustomDownloaderMiddleware': 543,
#} # Enable or disable extensions
# See http://scrapy.readthedocs.org/en/latest/topics/extensions.html
#EXTENSIONS = {
# 'scrapy.extensions.telnet.TelnetConsole': None,
#} # Configure item pipelines
# See http://scrapy.readthedocs.org/en/latest/topics/item-pipeline.html
ITEM_PIPELINES = {
'anjuke_zufang.pipelines.AnjukeZufangPipeline': 300,
} # Enable and configure the AutoThrottle extension (disabled by default)
# See http://doc.scrapy.org/en/latest/topics/autothrottle.html
#AUTOTHROTTLE_ENABLED = True
# The initial download delay
#AUTOTHROTTLE_START_DELAY = 5
# The maximum download delay to be set in case of high latencies
#AUTOTHROTTLE_MAX_DELAY = 60
# The average number of requests Scrapy should be sending in parallel to
# each remote server
#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0
# Enable showing throttling stats for every response received:
#AUTOTHROTTLE_DEBUG = False # Enable and configure HTTP caching (disabled by default)
# See http://scrapy.readthedocs.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings
#HTTPCACHE_ENABLED = True
#HTTPCACHE_EXPIRATION_SECS = 0
#HTTPCACHE_DIR = 'httpcache'
#HTTPCACHE_IGNORE_HTTP_CODES = []
#HTTPCACHE_STORAGE = 'scrapy.extensions.httpcache.FilesystemCacheStorage'

  middlewares.py

  

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

 # Define here the models for your spider middleware
#
# See documentation in:
# http://doc.scrapy.org/en/latest/topics/spider-middleware.html from scrapy import signals class AnjukeZufangSpiderMiddleware(object):
# Not all methods need to be defined. If a method is not defined,
# scrapy acts as if the spider middleware does not modify the
# passed objects. @classmethod
def from_crawler(cls, crawler):
# This method is used by Scrapy to create your spiders.
s = cls()
crawler.signals.connect(s.spider_opened, signal=signals.spider_opened)
return s def process_spider_input(self, response, spider):
# Called for each response that goes through the spider
# middleware and into the spider. # Should return None or raise an exception.
return None def process_spider_output(self, response, result, spider):
# Called with the results returned from the Spider, after
# it has processed the response. # Must return an iterable of Request, dict or Item objects.
for i in result:
yield i def process_spider_exception(self, response, exception, spider):
# Called when a spider or process_spider_input() method
# (from other spider middleware) raises an exception. # Should return either None or an iterable of Response, dict
# or Item objects.
pass def process_start_requests(self, start_requests, spider):
# Called with the start requests of the spider, and works
# similarly to the process_spider_output() method, except
# that it doesn’t have a response associated. # Must return only requests (not items).
for r in start_requests:
yield r def spider_opened(self, spider):
spider.logger.info('Spider opened: %s' % spider.name)

5. 依次运行爬虫:

  进入爬虫anjuke_urls项目,运行scrapy crawl anjuke_getUrls

  进入爬虫anjuke_urls项目,运行scrapy crawl anjuke_zufang

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