Scrapy项目实战之爬取某社区用户详情
本文介绍了Scrapy项目实战之爬取某社区用户详情,分享给大家,具有如下:
get_cookies.py
fromseleniumimportwebdriver frompymongoimportMongoClient fromscrapy.crawlerimportoverridden_settings #fromsegmentfaultimportsettings importtime importsettings classGetCookies(object): def__init__(self): #初始化组件 #设定webdriver选项 self.opt=webdriver.ChromeOptions() #self.opt.add_argument("--headless") #初始化用户列表 self.user_list=settings.USER_LIST #初始化MongoDB参数 self.client=MongoClient(settings.MONGO_URI) self.db=self.client[settings.MONGO_DB] self.collection=self.db["cookies"] defget_cookies(self,username,password): """ :paramusername: :parampassword: :return:cookies """ #使用webdriver选项创建driver driver=webdriver.Chrome(executable_path="/Users/Hank/scrapy/segmentfault/segmentfault/chromedriver",options=self.opt) driver.get("https://segmentfault.com/user/login") driver.find_element_by_name("username").send_keys(username) driver.find_element_by_name("password").send_keys(password) driver.find_element_by_xpath("//button[@type='submit']").click() time.sleep(2) driver.get("https://segmentfault.com/u/luwangmeilun/users/following") #登陆之后获取页面cookies cookies=driver.get_cookies() driver.quit() returncookies defformat_cookies(self,cookies): """ :paramcookies: 从driver.get_cookies的形式为: [{'domain':'segmentfault.com','httpOnly':False,'name':'PHPSESSID', 'path':'/','secure':False,'value':'web2~5grmfa89j12eksub8hja3bvaq4'}, {'domain':'.segmentfault.com','expiry':1581602940,'httpOnly':False, 'name':'Hm_lvt_e23800c454aa573c0ccb16b52665ac26','path':'/','secure':False, 'value':'1550066940'}, {'domain':'.segmentfault.com','httpOnly':False, 'name':'Hm_lpvt_e23800c454aa573c0ccb16b52665ac26', 'path':'/','secure':False,'value':'1550066940'}, {'domain':'.segmentfault.com','expiry':1550067000,'httpOnly':False, 'name':'_gat','path':'/','secure':False,'value':'1'}, {'domain':'.segmentfault.com','expiry':1550153340,'httpOnly':False, 'name':'_gid','path':'/','secure':False,'value':'GA1.2.783265084.1550066940'}, {'domain':'.segmentfault.com','expiry':1613138940,'httpOnly':False,'name':'_ga', 'path':'/','secure':False,'value':'GA1.2.1119166665.1550066940'}] 只需提取每一项的name与value即可 :return: """ c=dict() foritemincookies: c[item['name']]=item['value'] returnc defsave(self): print("开始获取Cookies....") #从用户列表中获取用户名与密码,分别登陆获取cookies forusername,passwordinself.user_list: cookies=self.get_cookies(username,password) f_cookies=self.format_cookies(cookies) print("insertcookie:{}".format(f_cookies)) #将格式整理后的cookies插入MongoDB数据库 self.collection.insert_one(f_cookies) #s=db[self.collection].find() #foriins: #print(i) if__name__=='__main__': cookies=GetCookies() foriinrange(20): cookies.save()
item.py
#-*-coding:utf-8-*- #Defineherethemodelsforyourscrapeditems # #Seedocumentationin: #https://doc.scrapy.org/en/latest/topics/items.html importscrapy classSegmentfaultItem(scrapy.Item): #definethefieldsforyouritemherelike: #个人属性 #姓名 name=scrapy.Field() #声望 rank=scrapy.Field() #学校 school=scrapy.Field() #专业 majors=scrapy.Field() #公司 company=scrapy.Field() #工作 job=scrapy.Field() #blog blog=scrapy.Field() #社交活动数据 #关注人数 following=scrapy.Field() #粉丝数 fans=scrapy.Field() #回答数 answers=scrapy.Field() #提问数 questions=scrapy.Field() #文章数 articles=scrapy.Field() #讲座数 lives=scrapy.Field() #徽章数 badges=scrapy.Field() #技能属性 #点赞数 like=scrapy.Field() #技能 skills=scrapy.Field() #注册日期 register_date=scrapy.Field() #问答统计 #回答最高得票数 answers_top_score=scrapy.Field() #得票数最高的回答对应的问题的标题 answers_top_title=scrapy.Field() #得票数最高的回答对应的问题的标签 answers_top_tags=scrapy.Field() #得票数最高的回答对应的问题的内容 answers_top_question=scrapy.Field() #得票数最高的回答对应的问题的内容 answers_top_content=scrapy.Field()
pipeline.py
#-*-coding:utf-8-*- #Defineyouritempipelineshere # #Don'tforgettoaddyourpipelinetotheITEM_PIPELINESsetting #See:https://doc.scrapy.org/en/latest/topics/item-pipeline.html importpymongo classSegmentfaultPipeline(object): #设定MongoDB集合名称 collection_name='userinfo' def__init__(self,mongo_uri,mongo_db): self.mongo_uri=mongo_uri self.mongo_db=mongo_db #通过crawler获取settings.py中设定的MongoDB连接信息 @classmethod deffrom_crawler(cls,crawler): returncls( mongo_uri=crawler.settings.get('MONGO_URI'), mongo_db=crawler.settings.get('MONGO_DB','segmentfault') ) #当爬虫启动时连接MongoDB defopen_spider(self,spider): self.client=pymongo.MongoClient(self.mongo_uri) self.db=self.client[self.mongo_db] #当爬虫关闭时断开MongoDB连接 defclose_spider(self,spider): self.client.close() #将Item插入数据库保存 defprocess_item(self,item,spider): self.db[self.collection_name].insert_one(dict(item)) returnitem
settings.py
#-*-coding:utf-8-*- #Scrapysettingsforsegmentfaultproject # #Forsimplicity,thisfilecontainsonlysettingsconsideredimportantor #commonlyused.Youcanfindmoresettingsconsultingthedocumentation: # #https://doc.scrapy.org/en/latest/topics/settings.html #https://doc.scrapy.org/en/latest/topics/downloader-middleware.html #https://doc.scrapy.org/en/latest/topics/spider-middleware.html BOT_NAME='segmentfault' SPIDER_MODULES=['segmentfault.spiders'] NEWSPIDER_MODULE='segmentfault.spiders' #Crawlresponsiblybyidentifyingyourself(andyourwebsite)ontheuser-agent USER_AGENT='Mozilla/5.0(WindowsNT6.1;Win64;x64)AppleWebKit/537.36(KHTML,likeGecko)Chrome/71.0.3578.98Safari/537.36' #Obeyrobots.txtrules ROBOTSTXT_OBEY=False #ConfiguremaximumconcurrentrequestsperformedbyScrapy(default:16) CONCURRENT_REQUESTS=100 #Configureadelayforrequestsforthesamewebsite(default:0) #Seehttps://doc.scrapy.org/en/latest/topics/settings.html#download-delay #Seealsoautothrottlesettingsanddocs #DOWNLOAD_DELAY=2 #Thedownloaddelaysettingwillhonoronlyoneof: #CONCURRENT_REQUESTS_PER_DOMAIN=32 #CONCURRENT_REQUESTS_PER_IP=32 #Disablecookies(enabledbydefault) #COOKIES_ENABLED=False #DisableTelnetConsole(enabledbydefault) #TELNETCONSOLE_ENABLED=False RETRY_ENABLED=False REDIRECT_ENABLED=False DOWNLOAD_TIMEOUT=5 #HTTPALLOW #Overridethedefaultrequestheaders: #DEFAULT_REQUEST_HEADERS={ #'Accept':'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8', #'Accept-Language':'en', #} #Enableordisablespidermiddlewares #Seehttps://doc.scrapy.org/en/latest/topics/spider-middleware.html SPIDER_MIDDLEWARES={ 'segmentfault.middlewares.SegmentfaultSpiderMiddleware':543, } #Enableordisabledownloadermiddlewares #Seehttps://doc.scrapy.org/en/latest/topics/downloader-middleware.html DOWNLOADER_MIDDLEWARES={ #'segmentfault.middlewares.SegmentfaultHttpProxyMiddleware':543, 'segmentfault.middlewares.SegmentfaultUserAgentMiddleware':643, 'segmentfault.middlewares.SegmentfaultCookiesMiddleware':743, 'scrapy.downloadermiddlewares.httpproxy.HttpProxyMiddleware':None, 'scrapy.downloadermiddlewares.useragent.UserAgentMiddleware':None, #'scrapy.downloadermiddlewares.cookies.CookiesMiddleware':None, } #Enableordisableextensions #Seehttps://doc.scrapy.org/en/latest/topics/extensions.html #EXTENSIONS={ #'scrapy.extensions.telnet.TelnetConsole':None, #} #Configureitempipelines #Seehttps://doc.scrapy.org/en/latest/topics/item-pipeline.html ITEM_PIPELINES={ 'segmentfault.pipelines.SegmentfaultPipeline':300, } #EnableandconfiguretheAutoThrottleextension(disabledbydefault) #Seehttps://doc.scrapy.org/en/latest/topics/autothrottle.html #AUTOTHROTTLE_ENABLED=True ##Theinitialdownloaddelay #AUTOTHROTTLE_START_DELAY=5 ##Themaximumdownloaddelaytobesetincaseofhighlatencies #AUTOTHROTTLE_MAX_DELAY=60 ##TheaveragenumberofrequestsScrapyshouldbesendinginparallelto ##eachremoteserver #AUTOTHROTTLE_TARGET_CONCURRENCY=1.0 ##Enableshowingthrottlingstatsforeveryresponsereceived: #AUTOTHROTTLE_DEBUG=False #EnableandconfigureHTTPcaching(disabledbydefault) #Seehttps://doc.scrapy.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' #配置MONGODB MONGO_URI='localhost:27017' MONGO_DB='segmentfault' #用户列表 USER_LIST=[ ("798549150@qq.com","guoqing1010"), ("learnscrapy@163.com","guoqing1010"), ] #配置代理列表 PROXY_LIST=[ 'http://115.182.212.169:8080', 'http://121.61.25.149:9999', 'http://180.118.247.189:9000', 'http://115.151.3.12:9999', 'http://183.154.213.160:9000', 'http://113.128.9.106:9999', 'http://124.42.68.152:90', 'http://49.70.48.50:9999', 'http://113.128.11.172:9999', 'http://111.177.177.40:9999', 'http://59.62.83.253:9999', 'http://39.107.84.185:8123', 'http://124.94.195.107:9999', 'http://111.177.160.132:9999', 'http://120.25.203.182:7777' ] USER_AGENT_LIST=[ 'Mozilla/5.0(WindowsNT6.1;WOW64)AppleWebKit/537.36(KHTML,likeGecko)Chrome/39.0.2171.95Safari/537.36OPR/26.0.1656.60', 'Opera/8.0(WindowsNT5.1;U;en)', 'Mozilla/5.0(WindowsNT5.1;U;en;rv:1.8.1)Gecko/20061208Firefox/2.0.0Opera9.50', 'Mozilla/4.0(compatible;MSIE6.0;WindowsNT5.1;en)Opera9.50', 'Mozilla/5.0(WindowsNT6.1;WOW64;rv:34.0)Gecko/20100101Firefox/34.0', 'Mozilla/5.0(X11;U;Linuxx86_64;zh-CN;rv:1.9.2.10)Gecko/20100922Ubuntu/10.10(maverick)Firefox/3.6.10', 'Mozilla/5.0(WindowsNT6.1;WOW64)AppleWebKit/537.36(KHTML,likeGecko)Chrome/39.0.2171.71Safari/537.36', 'Mozilla/5.0(X11;Linuxx86_64)AppleWebKit/537.11(KHTML,likeGecko)Chrome/23.0.1271.64Safari/537.11', 'Mozilla/5.0(Windows;U;WindowsNT6.1;en-US)AppleWebKit/534.16(KHTML,likeGecko)Chrome/10.0.648.133Safari/534.16', 'Mozilla/5.0(WindowsNT6.1;WOW64)AppleWebKit/537.1(KHTML,likeGecko)Chrome/21.0.1180.71Safari/537.1LBBROWSER', 'Mozilla/4.0(compatible;MSIE6.0;WindowsNT5.1;SV1;QQDownload732;.NET4.0C;.NET4.0E;LBBROWSER)', 'Mozilla/4.0(compatible;MSIE6.0;WindowsNT5.1;SV1;QQDownload732;.NET4.0C;.NET4.0E)', 'Mozilla/5.0(WindowsNT5.1)AppleWebKit/535.11(KHTML,likeGecko)Chrome/17.0.963.84Safari/535.11SE2.XMetaSr1.0', 'Mozilla/4.0(compatible;MSIE7.0;WindowsNT5.1;Trident/4.0;SV1;QQDownload732;.NET4.0C;.NET4.0E;SE2.XMetaSr1.0)', 'Mozilla/5.0(WindowsNT6.1;WOW64)AppleWebKit/537.36(KHTML,likeGecko)Maxthon/4.4.3.4000Chrome/30.0.1599.101Safari/537.36', 'Mozilla/5.0(WindowsNT6.1;WOW64)AppleWebKit/537.36(KHTML,likeGecko)Chrome/38.0.2125.122UBrowser/4.0.3214.0Safari/537.36' ]
userinfo.py
#-*-coding:utf-8-*- importscrapy importtime fromscrapyimportRequest frompymongoimportMongoClient fromscrapy.linkextractorsimportLinkExtractor fromscrapy.spidersimportCrawlSpider,Rule fromscrapy.httpimportFormRequest fromsegmentfault.itemsimportSegmentfaultItem classUserinfoSpider(CrawlSpider): name='userinfo' allowed_domains=['segmentfault.com'] start_urls=['https://segmentfault.com/u/mybigbigcat/users/following'] rules=( #用户主页地址,跟进并进行解析 Rule(LinkExtractor(allow=r'/u/\w+$'),callback='parse_item',follow=True), #用户关注列表,跟进列表页面,抓取用户主页地址进行后续操作 #Rule(LinkExtractor(allow=r'/users/followed$'),follow=True), #用户粉丝列表,跟进列表页面,抓取用户主页地址进行后续操作 Rule(LinkExtractor(allow=r'/users/following$'),follow=True), #跟进其他页面地址 #Rule(LinkExtractor(allow=r'/users/[followed|following]?page=\d+'),follow=True), ) defstart_requests(self): #从MongoDB中获取一条cookie,添加到开始方法 client=MongoClient(self.crawler.settings['MONGO_URI']) db=client[self.crawler.settings['MONGO_DB']] cookies_collection=db.cookies #获取一条cookie cookies=cookies_collection.find_one() #cookie中的'Hm_lpvt_e23800c454aa573c0ccb16b52665ac26'参数是当前时间的10位表示法,因此重新填充 cookies['Hm_lpvt_e23800c454aa573c0ccb16b52665ac26']=str(int(time.time())) return[Request("https://segmentfault.com", cookies=cookies, meta={'cookiejar':1}, callback=self.after_login)] #登录之后从start_url中开始抓取数据 defafter_login(self,response): forurlinself.start_urls: returnself.make_requests_from_url(url) #defafter_login(self,response): #yieldRequest(self.start_urls[0], #meta={'cookiejar':response.meta['cookiejar']}, #callback=self.parse_item) defparse_item(self,response): """ :paramresponse: :return: """ item=SegmentfaultItem() #个人属性模块 profile_head=response.css('.profile__heading') #姓名 item['name']=profile_head.css('h2[class*=name]::text').re_first(r'\w+') #声望 item['rank']=profile_head.css('.profile__rank-btn>span::text').extract_first() #学校专业信息 school_info=profile_head.css('.profile__school::text').extract() ifschool_info: #学校 item['school']=school_info[0] #专业 item['majors']=school_info[1].strip() else: item['school']='' item['majors']='' #公司职位信息 company_info=profile_head.css('.profile__company::text').extract() ifcompany_info: #公司 item['company']=company_info[0] #职位 item['job']=company_info[1].strip() else: item['company']='' item['job']='' #个人博客 item['blog']=profile_head.css('a[class*=other-item-link]::attr(href)').extract_first() #统计面板模块 profile_active=response.xpath("//div[@class='col-md-2']") #关注人数 item['following']=profile_active.css('div[class*=info]a>.h5::text').re(r'\d+')[0] #粉丝人数 item['fans']=profile_active.css('div[class*=info]a>.h5::text').re(r'\d+')[1] #回答问题数 item['answers']=profile_active.css('a[href*=answer].count::text').re_first(r'\d+') #提问数 item['questions']=profile_active.css('a[href*=questions].count::text').re_first(r'\d+') #文章数 item['articles']=profile_active.css('a[href*=articles].count::text').re_first(r'\d+') #讲座数 item['lives']=profile_active.css('a[href*=lives].count::text').re_first(r'\d+') #徽章数 item['badges']=profile_active.css('a[href*=badges].count::text').re_first(r'\d+') #徽章详细页面地址 badge_url=profile_active.css('a[href*=badges]::attr(href)').extract_first() #技能面板模块 profile_skill=response.xpath("//div[@class='col-md-3']") #技能标签列表 item['skills']=profile_skill.css('.tag::text').re(r'\w+') #获得的点赞数 item['like']=profile_skill.css('.authlist').re_first(r'获得(\d+)次点赞') #注册日期 item['register_date']=profile_skill.css('.profile__skill--otherp::text').extract_first() #ifregister_time: #item['register_date']=''.join(re.findall(r'\d+',register_time)) #else: #item['register_date']='' #产出数据模块 profile_work=response.xpath("//div[@class='col-md-7']") #回答获得的最高分 item['answers_top_score']=profile_work.css('#navAnswer.label::text').re_first(r'\d+') #最高分回答对应的问题的标题 item['answers_top_title']=profile_work.css('#navAnswerdiv[class*=title-warp]>a::text').extract_first() #最高分回答对应的问题的url answer_url=profile_work.css('#navAnswerdiv[class*=title-warp]>a::attr(href)').extract_first() #将需要继续跟进抓取数据的url与item作为参数传递给相应方法继续抓取数据 request=scrapy.Request( #问题详细页url url=response.urljoin(answer_url), meta={ #item需要传递 'item':item, #徽章的url 'badge_url':response.urljoin(badge_url)}, #调用parse_ansser继续处理 callback=self.parse_answer) yieldrequest defparse_answer(self,response): #取出传递的item item=response.meta['item'] #取出传递的徽章详细页url badge_url=response.meta['badge_url'] #问题标签列表 item['answers_top_tags']=response.css('.question__title--tag.tag::text').re(r'\w+') #先获取组成问题内容的字符串列表 question_content=response.css('.widget-question__itemp').re(r'>(.*?)<') #拼接后传入item item['answers_top_question']=''.join(question_content) #先获取组成答案的字符串列表 answer_content=response.css('.qa-answer>article.answer').re(r'>(.*?)<') #拼接后传入item item['answers_top_content']=''.join(answer_content) #问题页面内容抓取后继续抓取徽章页内容,并将更新后的item继续传递 request=scrapy.Request(url=badge_url, meta={'item':item}, callback=self.parse_badge) yieldrequest defparse_badge(self,response): item=response.meta['item'] badge_name=response.css('span.badgespan::text').extract() badge_count=response.css('span[class*=badges-count]::text').re(r'\d+') name_count={} foriinrange(len(badge_count)): name_count[badge_name[i]]=badge_count[i] item['badges']=name_count yielditem
middlewars.py
#-*-coding:utf-8-*- #Defineherethemodelsforyourspidermiddleware # #Seedocumentationin: #https://doc.scrapy.org/en/latest/topics/spider-middleware.html importrandom importre importdatetime importscrapy importlogging importtime fromscrapy.confimportsettings frompymongoimportMongoClient fromscrapy.downloadermiddlewares.httpproxyimportHttpProxyMiddleware importpymongo logger=logging.getLogger(__name__) classSegmentfaultSpiderMiddleware(object): """ 处理Item中保存的三种类型注册日期数据: 1.注册于2015年12月12日 2.注册于3天前 3.注册于5小时前 """ defprocess_spider_output(self,response,result,spider): """ 输出response时调用此方法处理item中register_date :paramresponse: :paramresult:包含item :paramspider: :return:处理过注册日期的item """ foriteminresult: #判断获取的数据是否是scrapy.item类型 ifisinstance(item,scrapy.Item): #获取当前时间 now=datetime.datetime.now() register_date=item['register_date'] logger.info("获取注册日志格式为{}".format(register_date)) #提取注册日期字符串,如'注册于2015年12月12日'=>'20151212' day=''.join(re.findall(r'\d+',register_date)) #如果提取数字字符串长度大于4位,则为'注册于2015年12月12日'形式 iflen(day)>4: date=day #如果‘时'在提取的字符串中,则为'注册于8小时前'形式 elif'时'inregister_date: d=now-datetime.timedelta(hours=int(day)) date=d.strftime("%Y%m%d") #最后一种情况就是'注册于3天前'形式 else: d=now-datetime.timedelta(days=int(day)) date=d.strftime("%Y%m%d") #更新register_date值 item['register_date']=date yielditem classSegmentfaultHttpProxyMiddleware(object): #Notallmethodsneedtobedefined.Ifamethodisnotdefined, #scrapyactsasifthedownloadermiddlewaredoesnotmodifythe #passedobjects. def__init__(self): self.proxy_list=settings['PROXY_LIST'] defprocess_request(self,request,spider): proxy=random.choice(self.proxy_list) logger.info('使用代理:{}'.format(proxy)) request.meta['proxy']=proxy classSegmentfaultUserAgentMiddleware(object): def__init__(self): self.useragent_list=settings['USER_AGENT_LIST'] defprocess_request(self,request,spider): user_agent=random.choice(self.useragent_list) #logger.info('使用的USEUSER-AGENT:{}'.format(user_agent)) request.headers['User-Agent']=user_agent classSegmentfaultCookiesMiddleware(object): client=MongoClient(settings['MONGO_URI']) db=client[settings['MONGO_DB']] collection=db['cookies'] defget_cookies(self): """ 随机获取cookies :return: """ cookies=random.choice([cookieforcookieinself.collection.find()]) #将不需要的"_id"与"_gat"参数删除 cookies.pop('_id') cookies.pop('_gat') #将"Hm_lpvt_e23800c454aa573c0ccb16b52665ac26"填充当前时间 cookies['Hm_lpvt_e23800c454aa573c0ccb16b52665ac26']=str(int(time.time())) returncookies defremove_cookies(self,cookies): """ 删除已失效的cookies :paramcookies: :return: """ #随机获取cookies中的一对键值,返回结果是一个元祖 i=cookies.popitem() #删除cookies try: logger.info("删除cookies{}".format(cookies)) self.collection.remove({i[0]:i[1]}) exceptExceptionase: logger.info("Nothiscookies:{}".format(cookies)) defprocess_request(self,request,spider): """ 为每一个request添加一个cookie :paramrequest: :paramspider: :return: """ cookies=self.get_cookies() request.cookies=cookies defprocess_response(self,request,response,spider): """ 对于登录失效的情况,可能会重定向到登录页面,这时添加新的cookies继续,将请求放回调度器 :paramrequest: :paramresponse: :paramspider: :return: """ ifresponse.statusin[301,302]: logger.info("Redirectresponse:{}".format(response)) redirect_url=response.headers['location'] ifb'/user/login'inredirect_url: logger.info("Cookies失效") #请求失败,重新获取一个cookie,添加到request,并停止后续中间件处理此request,将此request放入调度器 new_cookie=self.get_cookies() logger.info("获取新cookie:{}".format(new_cookie)) #删除旧cookies self.remove_cookies(request.cookies) request.cookies=new_cookie returnrequest # returnresponse
run.py
fromscrapyimportcmdline #fromsegmentfault.get_cookiesimportGetCookies fromget_cookiesimportGetCookies if__name__=='__main__': cookies=GetCookies() cookies.save() name='userinfo' "" cmd='scrapycrawl{}'.format(name) cmdline.execute(cmd.split())
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