BeautifulSoup
简介
官方文档:https://www.crummy.com/software/BeautifulSoup/bs4/doc/#
中文文档:https://www.crummy.com/software/BeautifulSoup/bs4/doc/index.zh.html
Beautiful Soup 是一个可以从HTML或XML文本中提取数据的Python库,它能对HTML、XML格式进行解析成树形结构并提取相关信息。
Beautiful Soup库是一个灵活又方便的网页解析库,处理高效,支持多种解析库(后面会介绍),利用它不用编写正则表达式即可方便地实现网页信息的提取。
安装
Beautiful Soup 3 目前已经停止开发,推荐在现在的项目中使用Beautiful Soup 4,安装方法:
1 | pip install beautifulsoup4 |
Beautiful Soup库的4种解析器
解析器 | 使用方法 | 优势 | 劣势 |
---|---|---|---|
Python标准库 | BeautifulSoup(markup, "html.parser") | Python的内置标准库、执行速度适中 、文档容错能力强 | Python 2.7.3 or 3.2.2)前的版本中文容错能力差 |
lxml HTML 解析器 | BeautifulSoup(markup, "lxml") | 速度快、文档容错能力强 | 需要安装C语言库 |
lxml XML 解析器 | BeautifulSoup(markup, "xml") | 速度快、唯一支持XML的解析器 | 需要安装C语言库 |
html5lib | BeautifulSoup(markup, "html5lib") | 最好的容错性、以浏览器的方式解析文档、生成HTML5格式的文档 | 速度慢、不依赖外部扩展 |
如果仅是想要解析HTML文档,只要用文档创建 BeautifulSoup 对象就可以了。Beautiful Soup会自动选择一个解析器来解析文档.但是还可以通过参数指定使用那种解析器来解析当前文档。BeautifulSoup 第一个参数应该是要被解析的文档字符串或是文件句柄,第二个参数用来标识怎样解析文档.如果第二个参数为空,那么Beautiful Soup根据当前系统安装的库自动选择解析器,解析器的优先数序: lxml, html5lib, Python标准库(python自带的解析库).
安装解析器库:
1 2 | pip install html5lib pip install lxml |
Beautiful Soup类的基本元素
基本使用
容错处理,文档的容错能力指的是在html代码不完整的情况下,使用该模块可以识别该错误。使用BeautifulSoup解析上述代码,能够得到一个 BeautifulSoup 的对象,并能按照标准的缩进格式的结构输出
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 | html = """ <html><head><title>The Dormouse's story</title></head> <body> <p class="title" name="dromouse"><b>The Dormouse's story</b></p> <p class="story">Once upon a time there were three little sisters; and their names were <a href="http://example.com/elsie" class="sister" id="link1"><!-- Elsie --></a>, <a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and <a href="http://example.com/tillie" class="sister" id="link3">Tillie</a>; and they lived at the bottom of a well.</p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.prettify()) #处理好缩进,结构化显示 print (soup.title.string) |

<html> <head> <title> The Dormouse's story </title> </head> <body> <p class="title" name="dromouse"> <b> The Dormouse's story </b> </p> <p class="story"> Once upon a time there were three little sisters; and their names were <a class="sister" href="http://example.com/elsie" id="link1"> <!-- Elsie --> </a> , <a class="sister" href="http://example.com/lacie" id="link2"> Lacie </a> and <a class="sister" href="http://example.com/tillie" id="link3"> Tillie </a> ; and they lived at the bottom of a well. </p> <p class="story"> ... </p> </body> </html> The Dormouse's story
标签选择器
选择标签元素(存在多个取第一个)
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 | html = """ <html><head><title>The Dormouse's story</title></head> <body> <p class="title" name="dromouse"><b>The Dormouse's story</b></p> <p class="story">Once upon a time there were three little sisters; and their names were <a href="http://example.com/elsie" class="sister" id="link1"><!-- Elsie --></a>, <a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and <a href="http://example.com/tillie" class="sister" id="link3">Tillie</a>; and they lived at the bottom of a well.</p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.title) print ( type (soup.title)) print (soup.head) print (soup.p) |

<title>The Dormouse's story</title> <class 'bs4.element.Tag'> <head><title>The Dormouse's story</title></head> <p class="title" name="dromouse"><b>The Dormouse's story</b></p>
获取名称
1 2 3 4 5 6 7 8 9 10 11 12 13 14 | html = """ <html><head><title>The Dormouse's story</title></head> <body> <p class="title" name="dromouse"><b>The Dormouse's story</b></p> <p class="story">Once upon a time there were three little sisters; and their names were <a href="http://example.com/elsie" class="sister" id="link1"><!-- Elsie --></a>, <a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and <a href="http://example.com/tillie" class="sister" id="link3">Tillie</a>; and they lived at the bottom of a well.</p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.title.name) |
title
获取属性
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 | html = """ <html><head><title>The Dormouse's story</title></head> <body> <p class="title" name="dromouse"><b>The Dormouse's story</b></p> <p class="story">Once upon a time there were three little sisters; and their names were <a href="http://example.com/elsie" class="sister" id="link1"><!-- Elsie --></a>, <a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and <a href="http://example.com/tillie" class="sister" id="link3">Tillie</a>; and they lived at the bottom of a well.</p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.p.attrs[ 'name' ]) print (soup.p[ 'name' ]) # 也可以这样写 |
dromouse
dromouse
获取内容
1 2 3 4 5 6 7 8 9 10 11 12 13 14 | html = """ <html><head><title>The Dormouse's story</title></head> <body> <p clss="title" name="dromouse"><b>The Dormouse's story</b></p> <p class="story">Once upon a time there were three little sisters; and their names were <a href="http://example.com/elsie" class="sister" id="link1"><!-- Elsie --></a>, <a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and <a href="http://example.com/tillie" class="sister" id="link3">Tillie</a>; and they lived at the bottom of a well.</p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.p.string) |
The Dormouse's story
这里有一个坑:
解决方法就是做判断(需要导入import bs4):
1 2 | if type (soup.b.string) = = bs4.element.Comment: pass |
还有一点需要注意:NavigableString可以跨越多个层次
嵌套选择
1 2 3 4 5 6 7 8 9 10 11 12 13 14 | html = """ <html><head><title>The Dormouse's story</title></head> <body> <div class="title" name="dromouse"><b class='bb'>The Dormouse's story</b></div> <p class="story">Once upon a time there were three little sisters; and their names were <a href="http://example.com/elsie" class="sister" id="link1"><!-- Elsie --></a>, <a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and <a href="http://example.com/tillie" class="sister" id="link3">Tillie</a>; and they lived at the bottom of a well.</p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.div.b[ 'class' ]) |
['bb']
多层嵌套时
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 | html = """<html> <head> <title>Fucking Title</title> </head> <body> <p class="title"><b><!--This is a fucking comment!-->chantress pheny carbamic picamar.</b></p> <p class="course">Lorem ipsum dolor sit amet laborum. <a href="http://www.baidu.com" class="py1" id="link1">Basic Python </a> and <a href="http://www.google.com" class="py2" id="link2">Python</a>. </p> </body> </html>""" from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print ( list (soup.p.stripped_strings)) |
['chantress pheny carbamic picamar.']
节点操作
子节点和子孙节点
对于一个标签的儿子节点不仅包括标签节点,也包括字符串节点,空格表示为'\n'
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 | html = """ <html> <head> <title>The Dormouse's story</title> </head> <body> <p class="story"> Once upon a time there were three little sisters; and their names were <a href="http://example.com/elsie" class="sister" id="link1"> <span>Elsie</span> </a> <a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and <a href="http://example.com/tillie" class="sister" id="link3">Tillie</a> and they lived at the bottom of a well. </p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.p.contents) |

['\n Once upon a time there were three little sisters; and their names were\n ', <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a>, '\n', <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a>, ' \n and\n ', <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a>, '\n and they lived at the bottom of a well.\n ']
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 | html = """ <html> <head> <title>The Dormouse's story</title> </head> <body> <p class="story"> Once upon a time there were three little sisters; and their names were <a href="http://example.com/elsie" class="sister" id="link1"> <span>Elsie</span> </a> <a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and <a href="http://example.com/tillie" class="sister" id="link3">Tillie</a> and they lived at the bottom of a well. </p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.p.children) for i, child in enumerate (soup.p.children): print (i, child) |

<list_iterator object at 0x1064f7dd8> 0 Once upon a time there were three little sisters; and their names were 1 <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a> 2 3 <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a> 4 and 5 <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a> 6 and they lived at the bottom of a well.
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 | html = """ <html> <head> <title>The Dormouse's story</title> </head> <body> <p class="story"> Once upon a time there were three little sisters; and their names were <a href="http://example.com/elsie" class="sister" id="link1"> <span>Elsie</span> </a> <a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and <a href="http://example.com/tillie" class="sister" id="link3">Tillie</a> and they lived at the bottom of a well. </p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.p.descendants) for i, child in enumerate (soup.p.descendants): print (i, child) |

<generator object descendants at 0x10650e678> 0 Once upon a time there were three little sisters; and their names were 1 <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a> 2 3 <span>Elsie</span> 4 Elsie 5 6 7 <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a> 8 Lacie 9 and 10 <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a> 11 Tillie 12 and they lived at the bottom of a well.
父节点和祖先节点
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 | html = """ <html> <head> <title>The Dormouse's story</title> </head> <body> <p class="story"> Once upon a time there were three little sisters; and their names were <a href="http://example.com/elsie" class="sister" id="link1"> <span>Elsie</span> </a> <a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and <a href="http://example.com/tillie" class="sister" id="link3">Tillie</a> and they lived at the bottom of a well. </p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.a.parent) |

<p class="story"> Once upon a time there were three little sisters; and their names were <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a> <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a> and <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a> and they lived at the bottom of a well. </p>
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 | html = """ <html> <head> <title>The Dormouse's story</title> </head> <body> <p class="story"> Once upon a time there were three little sisters; and their names were <a href="http://example.com/elsie" class="sister" id="link1"> <span>Elsie</span> </a> <a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and <a href="http://example.com/tillie" class="sister" id="link3">Tillie</a> and they lived at the bottom of a well. </p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print ( list ( enumerate (soup.a.parents))) |

[(0, <p class="story"> Once upon a time there were three little sisters; and their names were <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a> <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a> and <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a> and they lived at the bottom of a well. </p>), (1, <body> <p class="story"> Once upon a time there were three little sisters; and their names were <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a> <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a> and <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a> and they lived at the bottom of a well. </p> <p class="story">...</p> </body>), (2, <html> <head> <title>The Dormouse's story</title> </head> <body> <p class="story"> Once upon a time there were three little sisters; and their names were <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a> <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a> and <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a> and they lived at the bottom of a well. </p> <p class="story">...</p> </body></html>), (3, <html> <head> <title>The Dormouse's story</title> </head> <body> <p class="story"> Once upon a time there were three little sisters; and their names were <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a> <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a> and <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a> and they lived at the bottom of a well. </p> <p class="story">...</p> </body></html>)]
兄弟节点
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 | html = """ <html> <head> <title>The Dormouse's story</title> </head> <body> <p class="story"> Once upon a time there were three little sisters; and their names were <a href="http://example.com/elsie" class="sister" id="link1"> <span>Elsie</span> </a> <a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> and <a href="http://example.com/tillie" class="sister" id="link3">Tillie</a> and they lived at the bottom of a well. </p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print ( list ( enumerate (soup.a.next_siblings))) print ( list ( enumerate (soup.a.previous_siblings))) |

[(0, '\n'), (1, <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a>), (2, ' \n and\n '), (3, <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a>), (4, '\n and they lived at the bottom of a well.\n ')] [(0, '\n Once upon a time there were three little sisters; and their names were\n ')]
标准选择器
基于bs4库的HTML内容查找方法
1 2 3 4 5 | <>.find_all(name,attrs,recursive,text, * * kwargs) # 返回一个列表类型,存储查找的结果 name 对标签名称的检索字符串 attrs 对标签属性值的检索字符串,可标注属性检索 recursive 是否对子孙全部搜索,默认 True text 对文本内容进行检索 |
由find_all()扩展的七个方法:
find_all( name , attrs , recursive , text , **kwargs )
可根据标签名、属性、内容查找文档
name
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 | html = ''' <div class="panel"> <div class="panel-heading"> <h4>Hello</h4> </div> <div class="panel-body"> <ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul> </div> </div> ''' from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.find_all( 'ul' )) print ( type (soup.find_all( 'ul' )[ 0 ])) |
[<ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul>, <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul>] <class 'bs4.element.Tag'>
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 | html = ''' <div class="panel"> <div class="panel-heading"> <h4>Hello</h4> </div> <div class="panel-body"> <ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul> </div> </div> ''' from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) for ul in soup.find_all( 'ul' ): print (ul.find_all( 'li' )) |

[<li class="element">Foo</li>, <li class="element">Bar</li>, <li class="element">Jay</li>] [<li class="element">Foo</li>, <li class="element">Bar</li>]
attrs
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 | html = ''' <div class="panel"> <div class="panel-heading"> <h4>Hello</h4> </div> <div class="panel-body"> <ul class="list" id="list-1" name="elements"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul> </div> </div> ''' from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.find_all(attrs = { 'id' : 'list-1' })) print (soup.find_all(attrs = { 'name' : 'elements' })) |

[<ul class="list" id="list-1" name="elements"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul>] [<ul class="list" id="list-1" name="elements"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul>]
也可以这样
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 | html = ''' <div class="panel"> <div class="panel-heading"> <h4>Hello</h4> </div> <div class="panel-body"> <ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul> </div> </div> ''' from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.find_all( id = 'list-1' )) print (soup.find_all( class_ = 'element' )) |

[<ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul>] [<li class="element">Foo</li>, <li class="element">Bar</li>, <li class="element">Jay</li>, <li class="element">Foo</li>, <li class="element">Bar</li>]
text
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 | html = ''' <div class="panel"> <div class="panel-heading"> <h4>Hello</h4> </div> <div class="panel-body"> <ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul> </div> </div> ''' from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.find_all(text = 'Foo' )) |
['Foo', 'Foo']
find( name , attrs , recursive , text , **kwargs )
find返回单个元素,find_all返回所有元素
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 | html = ''' <div class="panel"> <div class="panel-heading"> <h4>Hello</h4> </div> <div class="panel-body"> <ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul> </div> </div> ''' from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.find( 'ul' )) print ( type (soup.find( 'ul' ))) print (soup.find( 'page' )) |
<ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> <class 'bs4.element.Tag'> None
find_parents() find_parent()
find_parents()返回所有祖先节点,find_parent()返回直接父节点。
find_next_siblings() find_next_sibling()
find_next_siblings()返回后面所有兄弟节点,find_next_sibling()返回后面第一个兄弟节点。
find_previous_siblings() find_previous_sibling()
find_previous_siblings()返回前面所有兄弟节点,find_previous_sibling()返回前面第一个兄弟节点。
find_all_next() find_next()
find_all_next()返回节点后所有符合条件的节点, find_next()返回第一个符合条件的节点
find_all_previous() 和 find_previous()
find_all_previous()返回节点后所有符合条件的节点, find_previous()返回第一个符合条件的节点
CSS选择器
通过select()直接传入CSS选择器即可完成选择
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 | html = ''' <div class="panel"> <div class="panel-heading"> <h4>Hello</h4> </div> <div class="panel-body"> <ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul> </div> </div> ''' from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) print (soup.select( '.panel .panel-heading' )) print (soup.select( 'ul li' )) print (soup.select( '#list-2 .element' )) print ( type (soup.select( 'ul' )[ 0 ])) |

[<div class="panel-heading"> <h4>Hello</h4> </div>] [<li class="element">Foo</li>, <li class="element">Bar</li>, <li class="element">Jay</li>, <li class="element">Foo</li>, <li class="element">Bar</li>] [<li class="element">Foo</li>, <li class="element">Bar</li>] <class 'bs4.element.Tag'>
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 | html = ''' <div class="panel"> <div class="panel-heading"> <h4>Hello</h4> </div> <div class="panel-body"> <ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul> </div> </div> ''' from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) for ul in soup.select( 'ul' ): print (ul.select( 'li' )) |

[<li class="element">Foo</li>, <li class="element">Bar</li>, <li class="element">Jay</li>] [<li class="element">Foo</li>, <li class="element">Bar</li>]
获取属性
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 | html = ''' <div class="panel"> <div class="panel-heading"> <h4>Hello</h4> </div> <div class="panel-body"> <ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul> </div> </div> ''' from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) for ul in soup.select( 'ul' ): print (ul[ 'id' ]) print (ul.attrs[ 'id' ]) |
list-1 list-1 list-2 list-2
获取内容
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 | html = ''' <div class="panel"> <div class="panel-heading"> <h4>Hello</h4> </div> <div class="panel-body"> <ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul> </div> </div> ''' from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml' ) for li in soup.select( 'li' ): print (li.get_text()) |
Foo
Bar
Jay
Foo
Bar
总结
- 推荐使用lxml解析库,必要时使用html.parser
- 标签选择筛选功能弱但是速度快
- 建议使用find()、find_all() 查询匹配单个结果或者多个结果
- 如果对CSS选择器熟悉建议使用select()
实例:中国大学排名爬虫
步骤1:从网络上获取大学排名网页内容getHTMLText()
步骤2:提取网页内容中信息到合适的数据结构fillUnivList()
步骤3:利用数据结构展示并输出结果printUnivLise()
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 | import requests from bs4 import BeautifulSoup import bs4 def getHTMLText(url): try : r = requests.get(url, timeout = 30 ) r.raise_for_status() r.encoding = r.apparent_encoding return r.text except : return "error" def fillUnivList(ulist, html): soup = BeautifulSoup(html, "html.parser" ) for tr in soup.find( 'tbody' ).children: if isinstance (tr, bs4.element.Tag): # 过滤掉非标签类型 tds = tr( 'td' ) ulist.append([tds[ 0 ].string, tds[ 1 ].string, tds[ 3 ].string]) # 中文对齐问题的解决: # 采用中文字符的空格填充 chr(12288) def printUnivList(ulist, num): tplt = "{0:^10}\t{1:{3}^10}\t{2:^10}" print (tplt. format ( "排名" , "学校名称" , "总分" , chr ( 12288 ))) for i in range (num): u = ulist[i] print (tplt. format (u[ 0 ], u[ 1 ], u[ 2 ], chr ( 12288 ))) def main(): uinfo = [] url = 'http://www.zuihaodaxue.cn/zuihaodaxuepaiming2016.html' html = getHTMLText(url) fillUnivList(uinfo, html) printUnivList(uinfo, 20 ) if __name__ = = '__main__' : main() |
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