原文学习参考链接: https://blog.csdn.net/u011054333/article/details/70165401
问题解决参考链接:https://blog.csdn.net/dugushangliang/article/details/94585829
1. Scrapy是一个高级的Python爬虫框架,它不仅包含了爬虫的特性,还可以方便的将爬虫数据保存到csv、json等文件中。
Scrapy 安装
pip install scrapy
2. 快速开始 -- 第一个爬虫例子
import scrapy class QuotesSpider(scrapy.Spider): name = "quotes" def start_requests(self): urls = [ 'http://quotes.toscrape.com/page/1/', 'http://quotes.toscrape.com/page/2/', ] for url in urls: yield scrapy.Request(url=url, callback=self.parse) def parse(self, response): page = response.url.split("/")[-2] filename = 'quotes-%s.html' % page with open(filename, 'wb') as f: f.write(response.body) self.log('Saved file %s' % filename)
示例解释:
- 爬虫类的
name
属性,用来标识爬虫,该名字在一个项目必须是唯一的。 - start_requests()方法,必须返回一个可迭代的列表(可以是列表,也可以是生成器),Scrapy会从这些请求开始抓取网页。
- parse() 方法用于从网页文本中抓取相应内容,我们需要根据自己的需要重写该方法。
爬虫链接设置
上面的例子中使用start_requests()
方法来设置起始URL,如果只需要简单指定URL还可以使用另一种简便方法,那就是设置类属性start_urls
,Scrapy会读取该属性来设置起始URL。
import scrapy class QuotesSpider(scrapy.Spider): name = "quotes" start_urls = [ 'http://quotes.toscrape.com/page/1/', 'http://quotes.toscrape.com/page/2/', ]
3. 提取数据
可以使用Scrapy的shell功能。使用如下的命令启动Scrapy shell 并提取百思不得解段子内容,成功之后会打开一个交互式shell,我们可以进行交互式编程。
scrapy shell 'http://www.budejie.com/text/'
(tensorflow) C:Usersxxx>scrapy shell 'http://www.budejie.com/text/' 2020-04-20 21:41:40 [scrapy.utils.log] INFO: Scrapy 2.0.1 started (bot: scrapybot) 2020-04-20 21:41:40 [scrapy.utils.log] INFO: Versions: lxml 4.5.0.0, libxml2 2.9.9, cssselect 1.1.0, parsel 1.5.2, w3lib 1.21.0, Twisted 20.3.0, Python 3.7.7 (default, Mar 23 2020, 23:19:08) [MSC v.1916 64 bit (AMD64)], pyOpenSSL 19.1.0 (OpenSSL 1.1.1f 31 Mar 2020), cryptography 2.8, Platform Windows-10-10.0.18362-SP0 2020-04-20 21:41:40 [scrapy.utils.log] DEBUG: Using reactor: twisted.internet.selectreactor.SelectReactor 2020-04-20 21:41:40 [scrapy.crawler] INFO: Overridden settings: {'DUPEFILTER_CLASS': 'scrapy.dupefilters.BaseDupeFilter', 'LOGSTATS_INTERVAL': 0} 2020-04-20 21:41:40 [scrapy.extensions.telnet] INFO: Telnet Password: 7f69dbe4b767b160 2020-04-20 21:41:40 [scrapy.middleware] INFO: Enabled extensions: ['scrapy.extensions.corestats.CoreStats', 'scrapy.extensions.telnet.TelnetConsole'] 2020-04-20 21:41:41 [scrapy.middleware] INFO: Enabled downloader middlewares: ['scrapy.downloadermiddlewares.httpauth.HttpAuthMiddleware', 'scrapy.downloadermiddlewares.downloadtimeout.DownloadTimeoutMiddleware', 'scrapy.downloadermiddlewares.defaultheaders.DefaultHeadersMiddleware', 'scrapy.downloadermiddlewares.useragent.UserAgentMiddleware', 'scrapy.downloadermiddlewares.retry.RetryMiddleware', 'scrapy.downloadermiddlewares.redirect.MetaRefreshMiddleware', 'scrapy.downloadermiddlewares.httpcompression.HttpCompressionMiddleware', 'scrapy.downloadermiddlewares.redirect.RedirectMiddleware', 'scrapy.downloadermiddlewares.cookies.CookiesMiddleware', 'scrapy.downloadermiddlewares.httpproxy.HttpProxyMiddleware', 'scrapy.downloadermiddlewares.stats.DownloaderStats'] 2020-04-20 21:41:41 [scrapy.middleware] INFO: Enabled spider middlewares: ['scrapy.spidermiddlewares.httperror.HttpErrorMiddleware', 'scrapy.spidermiddlewares.offsite.OffsiteMiddleware', 'scrapy.spidermiddlewares.referer.RefererMiddleware', 'scrapy.spidermiddlewares.urllength.UrlLengthMiddleware', 'scrapy.spidermiddlewares.depth.DepthMiddleware'] 2020-04-20 21:41:41 [scrapy.middleware] INFO: Enabled item pipelines: [] 2020-04-20 21:41:41 [scrapy.extensions.telnet] INFO: Telnet console listening on 127.0.0.1:6023 2020-04-20 21:41:41 [scrapy.core.engine] INFO: Spider opened Traceback (most recent call last): File "f:anaconda3envs ensorflowlib unpy.py", line 193, in _run_module_as_main "__main__", mod_spec) File "f:anaconda3envs ensorflowlib unpy.py", line 85, in _run_code exec(code, run_globals) File "F:Anaconda3envs ensorflowScriptsscrapy.exe\__main__.py", line 7, in <module> File "f:anaconda3envs ensorflowlibsite-packagesscrapycmdline.py", line 145, in execute _run_print_help(parser, _run_command, cmd, args, opts) File "f:anaconda3envs ensorflowlibsite-packagesscrapycmdline.py", line 99, in _run_print_help func(*a, **kw) File "f:anaconda3envs ensorflowlibsite-packagesscrapycmdline.py", line 153, in _run_command cmd.run(args, opts) File "f:anaconda3envs ensorflowlibsite-packagesscrapycommandsshell.py", line 74, in run shell.start(url=url, redirect=not opts.no_redirect) File "f:anaconda3envs ensorflowlibsite-packagesscrapyshell.py", line 45, in start self.fetch(url, spider, redirect=redirect) File "f:anaconda3envs ensorflowlibsite-packagesscrapyshell.py", line 113, in fetch reactor, self._schedule, request, spider) File "f:anaconda3envs ensorflowlibsite-packages wistedinternet hreads.py", line 122, in blockingCallFromThread result.raiseException() File "f:anaconda3envs ensorflowlibsite-packages wistedpythonfailure.py", line 488, in raiseException raise self.value.with_traceback(self.tb) ValueError: invalid hostname: 'http
报错原因: window下面,scrapy shell 后的 url 需要双引号
(tensorflow) C:Usersxxxx>scrapy shell "http://www.budejie.com//text//" 2020-04-20 21:46:20 [scrapy.utils.log] INFO: Scrapy 2.0.1 started (bot: scrapybot) 2020-04-20 21:46:20 [scrapy.utils.log] INFO: Versions: lxml 4.5.0.0, libxml2 2.9.9, cssselect 1.1.0, parsel 1.5.2, w3lib 1.21.0, Twisted 20.3.0, Python 3.7.7 (default, Mar 23 2020, 23:19:08) [MSC v.1916 64 bit (AMD64)], pyOpenSSL 19.1.0 (OpenSSL 1.1.1f 31 Mar 2020), cryptography 2.8, Platform Windows-10-10.0.18362-SP0 2020-04-20 21:46:20 [scrapy.utils.log] DEBUG: Using reactor: twisted.internet.selectreactor.SelectReactor 2020-04-20 21:46:20 [scrapy.crawler] INFO: Overridden settings: {'DUPEFILTER_CLASS': 'scrapy.dupefilters.BaseDupeFilter', 'LOGSTATS_INTERVAL': 0} 2020-04-20 21:46:20 [scrapy.extensions.telnet] INFO: Telnet Password: 9399f1c2f556e3d9 2020-04-20 21:46:20 [scrapy.middleware] INFO: Enabled extensions: ['scrapy.extensions.corestats.CoreStats', 'scrapy.extensions.telnet.TelnetConsole'] 2020-04-20 21:46:21 [scrapy.middleware] INFO: Enabled downloader middlewares: ['scrapy.downloadermiddlewares.httpauth.HttpAuthMiddleware', 'scrapy.downloadermiddlewares.downloadtimeout.DownloadTimeoutMiddleware', 'scrapy.downloadermiddlewares.defaultheaders.DefaultHeadersMiddleware', 'scrapy.downloadermiddlewares.useragent.UserAgentMiddleware', 'scrapy.downloadermiddlewares.retry.RetryMiddleware', 'scrapy.downloadermiddlewares.redirect.MetaRefreshMiddleware', 'scrapy.downloadermiddlewares.httpcompression.HttpCompressionMiddleware', 'scrapy.downloadermiddlewares.redirect.RedirectMiddleware', 'scrapy.downloadermiddlewares.cookies.CookiesMiddleware', 'scrapy.downloadermiddlewares.httpproxy.HttpProxyMiddleware', 'scrapy.downloadermiddlewares.stats.DownloaderStats'] 2020-04-20 21:46:21 [scrapy.middleware] INFO: Enabled spider middlewares: ['scrapy.spidermiddlewares.httperror.HttpErrorMiddleware', 'scrapy.spidermiddlewares.offsite.OffsiteMiddleware', 'scrapy.spidermiddlewares.referer.RefererMiddleware', 'scrapy.spidermiddlewares.urllength.UrlLengthMiddleware', 'scrapy.spidermiddlewares.depth.DepthMiddleware'] 2020-04-20 21:46:21 [scrapy.middleware] INFO: Enabled item pipelines: [] 2020-04-20 21:46:21 [scrapy.extensions.telnet] INFO: Telnet console listening on 127.0.0.1:6023 2020-04-20 21:46:21 [scrapy.core.engine] INFO: Spider opened 2020-04-20 21:46:22 [scrapy.core.engine] DEBUG: Crawled (403) <GET http://www.budejie.com//text//> (referer: None) 2020-04-20 21:46:24 [asyncio] DEBUG: Using selector: SelectSelector [s] Available Scrapy objects: [s] scrapy scrapy module (contains scrapy.Request, scrapy.Selector, etc) [s] crawler <scrapy.crawler.Crawler object at 0x00000211AB54EC88> [s] item {} [s] request <GET http://www.budejie.com//text//> [s] response <403 http://www.budejie.com//text//> [s] settings <scrapy.settings.Settings object at 0x00000211AD5374C8> [s] spider <DefaultSpider 'default' at 0x211ad9b9f08> [s] Useful shortcuts: [s] fetch(url[, redirect=True]) Fetch URL and update local objects (by default, redirects are followed) [s] fetch(req) Fetch a scrapy.Request and update local objects [s] shelp() Shell help (print this help) [s] view(response) View response in a browser 2020-04-20 21:46:25 [asyncio] DEBUG: Using selector: SelectSelector In [1]:
4. 交互式命令使用示例
2020-04-20 21:53:40 [asyncio] DEBUG: Using selector: SelectSelector In [1]: response.css('title') Out[1]: [<Selector xpath='descendant-or-self::title' data='<title>内涵段子_内涵笑话-百思不得姐官网,第2页</title>'>] In [2]: response.css("title::text").extract() Out[2]: ['内涵段子_内涵笑话-百思不得姐官网,第2页'] In [3]: li=response.css('div.j-r-list-c-desc') In [4]: li Out[4]: [<Selector xpath="descendant-or-self::div[@class and contains(concat(' ', normalize-space(@class), ' '), ' j-r-list-c-desc ')]" data='<div class="j-r-list-c-desc"> ...'>, <Selector xpath="descendant-or-self::div[@class and contains(concat(' ', normalize-space(@class), ' '), ' j-r-list-c-desc ')]" data='<div class="j-r-list-c-desc"> ...'>, <Selector xpath="descendant-or-self::div[@class and contains(concat(' ', normalize-space(@class), ' '), ' j-r-list-c-desc ')]" data='<div class="j-r-list-c-desc"> ...'>, <Selector xpath="descendant-or-self::div[@class and contains(concat(' ', normalize-space(@class), ' '), ' j-r-list-c-desc ')]" data='<div class="j-r-list-c-desc"> ...'>, <Selector xpath="descendant-or-self::div[@class and contains(concat(' ', normalize-space(@class), ' '), ' j-r-list-c-desc ')]" data='<div class="j-r-list-c-desc"> ...'>, <Selector xpath="descendant-or-self::div[@class and contains(concat(' ', normalize-space(@class), ' '), ' j-r-list-c-desc ')]" data='<div class="j-r-list-c-desc"> ...'>] In [5]:
5. 编写爬虫
确定如何提取数据之后,就可以编写爬虫了。下面的爬虫爬取了百思不得姐首页的用户名和段子
import scrapy class Baisibudejie(scrapy.Spider): name = "jokes" start_urls = ['http://www.budejie.com/text/'] def parse(self,response): lies = response.css('div.j-r-list>ul>li') for li in lies: username = li.css('a.u-user-name::text').extract() content = li.css('div.j-r-list-c-desc a::text').extract() yield {'username': username, 'content': content}
写好爬虫后就可以运行了。下面使用如下命令运行爬虫,运行成功后回生成一个 user.json 文件,里面存储的就是我们爬取的内容。Scrapy支持多种格式,除了json之外,还可以将数据导出为XML、CSV等格式。
scrapy runspider Baisibudejie.py -o user.json
生成的文件位于当前的 user -- > document 文件夹目录下。