Python爬虫基础之lxml

时间:2021-12-11 06:44:17

一、Python lxml的基本应用

 1 <html>
2 <head>
3 <title>
4 The Dormouse's story
5 </title>
6 </head>
7 <body>
8 <p class="title">
9 <b>
10 The Dormouse's story
11 </b>
12 </p>
13 <p class="story">
14 Once upon a time there were three little sisters; and their names were
15 <a class="sister" href="http://example.com/elsie" id="link1">
16 Elsie
17 </a>
18 ,
19 <a class="sister" href="http://example.com/lacie" id="link2">
20 Lacie
21 </a>
22 and
23 <a class="sister" href="http://example.com/tillie" id="link3">
24 Tillie
25 </a>
26 ; and they lived at the bottom of a well.
27 </p>
28 <p class="story">
29 ...
30 </p>
31 </body>
32 </html>

 1.使用lxml.etree和lxml.cssselect解析html源码

 1 from lxml import etree, cssselect
2 from cssselect import GenericTranslator, SelectorError
3
4 parser = etree.HTMLParser(remove_blank_text=True)
5 document = etree.fromstring(html_doc, parser)
6
7 # 使用CSS选择器
8 sel = cssselect.CSSSelector('p a')
9 results_sel_href = [e.get('href') for e in sel(document)] # 打印a标签的href属性
10 results_sel_text = [e.text for e in sel(document)] # 打印<a></a>之间的文本
11 print(results_sel_href)
12 print(results_sel_text)
13
14 # 使用CSS样式
15 results_css = [e.get('href') for e in document.cssselect('p a')]
16 print(results_css)
17
18
19 # 使用xpath
20 try:
21 expression = GenericTranslator().css_to_xpath('p a')
22 print(expression)
23 except SelectorError:
24 print('Invalid selector.')
25
26 results_xpath = [e.get('href') for e in document.xpath(expression)] # document.xpath('//a')
27 print(results_xpath)

 

2.cleaning up html 

使用html清理器,可以移除一些嵌入的脚本、标签、CSS样式等html元素,这样可以提高搜索效率。

 1 # cleaning up html
2 # 1.不使用Cleaner
3 from lxml.html.clean import Cleaner
4 html_after_clean = clean_html(html_doc)
5 print(html_after_clean)
6 # <div>
7 # The Dormouse's story
8 # <body>
9 # <p class="title">
10 # <b>
11 # The Dormouse's story
12 # </b>
13 # </p>
14 # <p class="story">
15 # Once upon a time there were three little sisters; and their names were
16 # <a class="sister" href="http://example.com/elsie" id="link1">
17 # Elsie
18 # </a>
19 # ,
20 # <a class="sister" href="http://example.com/lacie" id="link2">
21 # Lacie
22 # </a>
23 # and
24 # <a class="sister" href="http://example.com/tillie" id="link3">
25 # Tillie
26 # </a>
27 # ; and they lived at the bottom of a well.
28 # </p>
29 # <p class="story">
30 # ...
31 # </p>
32 # </body>
33 # </div>
34
35 # 2.使用Cleaner
36 cleaner = Cleaner(style=True, links=True, add_nofollow=True, page_structure=False, safe_attrs_only=False)
37 html_with_cleaner = cleaner.clean_html(html_doc)
38 print(html_with_cleaner)
39 # <html>
40 # <head>
41 # <title>
42 # The Dormouse's story
43 # </title>
44 # </head>
45 # <body>
46 # <p class="title">
47 # <b>
48 # The Dormouse's story
49 # </b>
50 # </p>
51 # <p class="story">
52 # Once upon a time there were three little sisters; and their names were
53 # <a class="sister" href="http://example.com/elsie" id="link1">
54 # Elsie
55 # </a>
56 # ,
57 # <a class="sister" href="http://example.com/lacie" id="link2">
58 # Lacie
59 # </a>
60 # and
61 # <a class="sister" href="http://example.com/tillie" id="link3">
62 # Tillie
63 # </a>
64 # ; and they lived at the bottom of a well.
65 # </p>
66 # <p class="story">
67 # ...
68 # </p>
69 # </body>
70 # </html>

 

二、Python lxml的实际应用

1.解析网易云音乐html源码

这是网易云音乐华语歌曲的分类链接http://music.163.com/#/discover/playlist/?order=hot&cat=华语&limit=35&offset=0,打开Chrome F12的Elements查看到页面源码,我们发现每页的歌单都在一个iframe浮窗上面,每首单曲的信息构成一个li标签,包含歌单图片、

歌单链接、歌单名称等。

Python爬虫基础之lxml

 

 1 <ul class="m-cvrlst f-cb" id="m-pl-container"> 
2 <li>
3 <div class="u-cover u-cover-1">
4 <img class="j-flag" src="http://p1.music.126.net/FGe-rVrHlBTbnOvhMR99PQ==/109951162989189558.jpg?param=140y140" />
5 <a title="【说唱】留住你一面,画在我心间" href="/playlist?id=832790627" class="msk"></a>
6 <div class="bottom">
7 <a class="icon-play f-fr" title="播放" href="javascript:;" data-res-type="13" data-res-id="832790627" data-res-action="play"></a>
8 <span class="icon-headset"></span>
9 <span class="nb">1615</span>
10 </div>
11 </div> <p class="dec"> <a title="【说唱】留住你一面,画在我心间" href="/playlist?id=832790627" class="tit f-thide s-fc0">【说唱】留住你一面,画在我心间</a> </p> <p><span class="s-fc4">by</span> <a title="JediMindTricks" href="/user/home?id=17647877" class="nm nm-icn f-thide s-fc3">JediMindTricks</a> <sup class="u-icn u-icn-84 "></sup> </p> </li>
12 <li>
13 <div class="u-cover u-cover-1">
14 <img class="j-flag" src="http://p1.music.126.net/If644P7ZrfPm_qcvtYyfzg==/18936888765458653.jpg?param=140y140" />
15 <a title="鞋子好看|国产自赏摇滚噪音流行" href="/playlist?id=721462105" class="msk"></a>
16 <div class="bottom">
17 <a class="icon-play f-fr" title="播放" href="javascript:;" data-res-type="13" data-res-id="721462105" data-res-action="play"></a>
18 <span class="icon-headset"></span>
19 <span class="nb">77652</span>
20 </div>
21 </div> <p class="dec"> <a title="鞋子好看|国产自赏摇滚噪音流行" href="/playlist?id=721462105" class="tit f-thide s-fc0">鞋子好看|国产自赏摇滚噪音流行</a> </p> <p><span class="s-fc4">by</span> <a title="原创君" href="/user/home?id=201586" class="nm nm-icn f-thide s-fc3">原创君</a> <sup class="u-icn u-icn-1 "></sup> </p> </li>
22 </ul>

 开始解析html源码

首先实例化一个etree.HTMLParser对象,对html源码简单做下处理,创建cssselect.CSSSelector CSS选择器对象,搜索出无序列表ul下的所有li元素(_Element元素对象),再通过sel(document)遍历所有的_Element对象,使用find方法

find(self, path, namespaces=None) Finds the first matching subelement, by tag name or path. (lxml.ettr/lxml.cssselect 详细API请转义官网http://lxml.de/api/index.html)

通过xpath找到li的子元素img和a,通过_Element的属性attrib获取到属性字典,成功获取到歌单的图片链接,歌单列表链接和歌单名称。

 1 from lxml import etree, cssselect
2
3 html = '''上面提取的html源码'''
4 parser = etree.HTMLParser(remove_blank_text=True)
5 document = etree.fromstring(html_doc, parser)
6
7 sel = cssselect.CSSSelector('#m-pl-container > li')
8 for e in sel(document):
9 img = e.find('.//div/img')
10 img_url = img.attrib['src']
11 a_msk = e.find(".//div/a[@class='msk']")
12 musicList_url = 'http:/%s' % a_msk.attrib['href']
13 musicList_name = a_msk.attrib['title']
14 print(img_url,musicList_url,musicList_name)