选择器(Selectors)
当抓取网页时，你做的最常见的任务是从HTML源码中提取数据。现有的一些库可以达到这个目的：
- BeautifulSoup 是在程序员间非常流行的网页分析库，它基于HTML代码的结构来构造一个Python对象， 对不良标记的处理也非常合理，但它有一个缺点：慢。
- lxml 是一个基于 ElementTree (不是Python标准库的一部分)的python化的XML解析库(也可以解析HTML)。
Scrapy提取数据有自己的一套机制。它们被称作选择器(seletors)，因为他们通过特定的 XPath 或者 CSS表达式来“选择” HTML文件中的某个部分。
Scrapy选择器构建于 lxml 库之上，这意味着它们在速度和解析准确性上非常相似
Scrapy selector是以 文字(text) 或 TextResponse 构造的 Selector 实例。 其根据输入的类型自动选择最优的分析方法(XML vs HTML):
>>> from scrapy.selector import Selector >>> from scrapy.http import HtmlResponse
用scrapy shell 来打一个网站来练习一下selectors选择器：（pycharm 的terminal可以练习）
scrapy shell http://doc.scrapy.org/en/latest/_static/selectors-sample1.html
HTML源码:
<html> <head> <base href='http://example.com/' /> <title>Example website</title> </head> <body> <div id='images'> <a href='image1.html'>Name: My image 1 <br /><img src='image1_thumb.jpg' /></a> <a href='image2.html'>Name: My image 2 <br /><img src='image2_thumb.jpg' /></a> <a href='image3.html'>Name: My image 3 <br /><img src='image3_thumb.jpg' /></a> <a href='image4.html'>Name: My image 4 <br /><img src='image4_thumb.jpg' /></a> <a href='image5.html'>Name: My image 5 <br /><img src='image5_thumb.jpg' /></a> </div> </body> </html>
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1.1.1 选择title,用xpath的方法。selector选出来的是一个列表。
In [1]: response.selector.xpath('//title/text()') >>> Out[1]: [<Selector xpath='//title/text()' data='Example website'>]
Out[1]: [<Selector xpath='//title/text()' data='Example website'>] In [2]: response.selector.xpath('//title/text()').extract Out[2]: <bound method SelectorList.getall of [<Selector xpath='//title/text()' data='Example website'>]> In [3]: response.selector.xpath('//title/text()').extract_first() Out[3]: 'Example website
选择title,用css的方法。
In [4]: response.selector.css('title::text') Out[4]: [<Selector xpath='descendant-or-self::title/text()' data='Example website'>] In [5]: response.selector.css('title::text').extract Out[5]: <bound method SelectorList.getall of [<Selector xpath='descendant-or-self::title/text()' data='Example website'>]> In [6]: response.selector.css('title::text').extract_first Out[6]: <bound method SelectorList.get of [<Selector xpath='descendant-or-self::title/text()' data='Example website'>]> In [7]: response.selector.css('title::text').extract_first() Out[7]: 'Example website'
同样，scrapy为了response内置了selector这个参数，所有也可以不打个这selector,直接用response.xpath or response.css就可以提取
用xpath的方法。
In [8]: response.xpath('//title/text()') Out[8]: [<Selector xpath='//title/text()' data='Example website'>] In [9]: response.xpath('//title/text()').extract Out[9]: <bound method SelectorList.getall of [<Selector xpath='//title/text()' data='Example website'>]> In [10]: response.xpath('//title/text()').extract_first() Out[10]: 'Example website'
用css的方法。
In [11]: response.css('title::text') Out[11]: [<Selector xpath='descendant-or-self::title/text()' data='Example website'>] In [12]: response.css('title::text').extract() Out[12]: ['Example website'] In [13]: response.css('title::text').extract Out[13]: <bound method SelectorList.getall of [<Selector xpath='descendant-or-self::title/text()' data='Example website'>]>
注意：extract_first()有用来值，dextract_first(default)
1.1.2 选择文本
>>> response.xpath('//base/@href').extract() [u'http://example.com/'] >>> response.css('base::attr(href)').extract() [u'http://example.com/'] >>> response.xpath('//a[contains(@href, "image")]/@href').extract() [u'image1.html', u'image2.html', u'image3.html', u'image4.html', u'image5.html'] >>> response.css('a[href*=image]::attr(href)').extract() [u'image1.html', u'image2.html', u'image3.html', u'image4.html', u'image5.html'] >>> response.xpath('//a[contains(@href, "image")]/img/@src').extract() [u'image1_thumb.jpg', u'image2_thumb.jpg', u'image3_thumb.jpg', u'image4_thumb.jpg', u'image5_thumb.jpg'] >>> response.css('a[href*=image] img::attr(src)').extract() [u'image1_thumb.jpg', u'image2_thumb.jpg', u'image3_thumb.jpg', u'image4_thumb.jpg', u'image5_thumb.jpg']
1.1.3 可以使用RE来提取：
In [18]: response.css('a::text').re('Name\:(.*)') Out[18]: [' My image 1 ', ' My image 2 ', ' My image 3 ', ' My image 4 ', ' My image 5 '] In [19]: response.css('a::text').re_first('Name\:(.*)') Out[19]: ' My image 1 '
In [21]: response.xpath('//a/text()') Out[21]: [<Selector xpath='//a/text()' data='Name: My image 1 '>, <Selector xpath='//a/text()' data='Name: My image 2 '>, <Selector xpath='//a/text()' data='Name: My image 3 '>, <Selector xpath='//a/text()' data='Name: My image 4 '>, <Selector xpath='//a/text()' data='Name: My image 5 '>] In [22]: response.xpath('//a/text()').extract Out[22]: <bound method SelectorList.getall of [<Selector xpath='//a/text()' data='Name: My image 1 '>, <Selector xpath='//a/text()' data='Name: My image 2 '>, <Selector xpath='//a/text()' data='Name: My image 3 '>, <Selector xpath='//a/text()' data='Name: My image 4 '>, <Selector xpath='//a/text()' data='Name: My image 5 '>]> In [23]: response.xpath('//a/text()').extract() Out[23]: ['Name: My image 1 ', 'Name: My image 2 ', 'Name: My image 3 ', 'Name: My image 4 ', 'Name: My image 5 '] In [26]: response.xpath('//a/text()').re('Name\:(.*)') Out[26]: [' My image 1 ', ' My image 2 ', ' My image 3 ', ' My image 4 ', ' My image 5 '] In [27]: response.xpath('//a/text()').re_first('Name\:(.*)') Out[27]: ' My image 1 '
1.1.3 可以提取属性：
#xpath提取url In [28]: response.xpath('//base/@href').extract() Out[28]: ['http://example.com/'] In [29]: response.xpath('//a/@href').extract() Out[29]: ['image1.html', 'image2.html', 'image3.html', 'image4.html', 'image5.html'] #css提取url In [32]: response.css('a::attr(href)').extract_first() Out[32]: 'image1.html' In [33]: response.css('a::attr(href)').extract() Out[33]: ['image1.html', 'image2.html', 'image3.html', 'image4.html', 'image5.html']
#xpath属性包括image的url In [42]: response.xpath('//a[contains(@href,"image")]/@href') Out[42]: [<Selector xpath='//a[contains(@href,"image")]/@href' data='image1.html'>, <Selector xpath='//a[contains(@href,"image")]/@href' data='image2.html'>, <Selector xpath='//a[contains(@href,"image")]/@href' data='image3.html'>, <Selector xpath='//a[contains(@href,"image")]/@href' data='image4.html'>, <Selector xpath='//a[contains(@href,"image")]/@href' data='image5.html'>] In [43]: response.xpath('//a[contains(@href,"image")]/@href').extract() Out[43]: ['image1.html', 'image2.html', 'image3.html', 'image4.html', 'image5.html'] In [44]: response.xpath('//a[contains(@href,"image")]/@href').extract_first() Out[44]: 'image1.html' #css属性包括image的url In [45]: response.css('a[href*=image]::attr(href)') Out[45]: [<Selector xpath="descendant-or-self::a[@href and contains(@href, 'image')]/@href" data='image1.html'>, <Selector xpath="descendant-or-self::a[@href and contains(@href, 'image')]/@href" data='image2.html'>, <Selector xpath="descendant-or-self::a[@href and contains(@href, 'image')]/@href" data='image3.html'>, <Selector xpath="descendant-or-self::a[@href and contains(@href, 'image')]/@href" data='image4.html'>, <Selector xpath="descendant-or-self::a[@href and contains(@href, 'image')]/@href" data='image5.html'>] In [46]: response.css('a[href*=image]::attr(href)').extract() Out[46]: ['image1.html', 'image2.html', 'image3.html', 'image4.html', 'image5.html'] In [47]: response.css('a[href*=image]::attr(href)').extract_first() Out[47]: 'image1.html'
In [48]: response.xpath('//a[contains(@href,"image")]/img/@src').extract() Out[48]: ['image1_thumb.jpg', 'image2_thumb.jpg', 'image3_thumb.jpg', 'image4_thumb.jpg', 'image5_thumb.jpg'] In [50]: response.css('a[href*=image] img::attr(src)').extract() Out[50]: ['image1_thumb.jpg', 'image2_thumb.jpg', 'image3_thumb.jpg', 'image4_thumb.jpg', 'image5_thumb.jpg']
css: 要取文本就用text,要属性就用：：attr
xpath:text()取文本，@属性名，可以取属性
In [53]: response.css('a img::attr(src)').extract() Out[53]: ['image1_thumb.jpg', 'image2_thumb.jpg', 'image3_thumb.jpg', 'image4_thumb.jpg', 'image5_thumb.jpg'] In [55]: response.xpath('//a/img/@src').extract() Out[55]: ['image1_thumb.jpg', 'image2_thumb.jpg', 'image3_thumb.jpg', 'image4_thumb.jpg', 'image5_thumb.jpg']