💎一站式轻松地调用各大LLM模型接口,支持GPT4、智谱、星火、月之暗面及文生图 广告
# 4.2 使用Beautiful Soup ## 1.说明 BeautifulSoup 就是 Python 的一个 HTML 或 XML 的解析库,我们可以用它来方便地从网页中提取数据 ## 2. 解析器 {#3-解析器} BeautifulSoup 支持的解析器及优缺点 | 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 | ## 3.基本使用 实例: ```text 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()) print(soup.title.string) ``` 运行结果: ```text <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 ``` * prettify\(\):把要解析的字符串以标准的缩进格式输出 * soup.title.string:选择HTML中的title节点,再调用string属性得到里面的文本 ## 4. 节点选择器 {#5-节点选择器} ### 选择元素 例子: ```text 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.title.string) print(soup.head) # 只能选择第一个p节点 print(soup.p) ``` 运行结果: ```text <title>The Dormouse's story</title> <class 'bs4.element.Tag'> The Dormouse's story <head><title>The Dormouse's story</title></head> <p class="title" name="dromouse"><b>The Dormouse's story</b></p> ``` ### 提取信息 {#提取信息} #### 获取名称 {#获取名称} 可以利用 name 属性来获取节点的名称 实例:选择title,调用name属性得到节点的名称 ```text print(soup.title.name) ``` 运行结果: ```text title ``` #### 获取属性 {#获取属性} 调用 attrs 获取所有属性 ```text # 返回字典 print(soup.p.attrs) print(soup.p.attrs['name']) ``` 运行结果: ```text {'class': ['title'], 'name': 'dromouse'} dromouse ``` #### 获取内容 {#获取内容} 利用 string 属性获取节点元素包含的文本内容 ```text print(soup.p.string) ``` 运行结果: ```text The Dormouse's story ``` ### 嵌套选择 {#嵌套选择} 实例:获取head节点内部的title节点 ```text html = """ <html><head><title>The Dormouse's story</title></head> <body> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml') print(soup.head.title) print(type(soup.head.title)) print(soup.head.title.string) ``` 运行结果: ```text <title>The Dormouse's story</title> <class 'bs4.element.Tag'> The Dormouse's story ``` ### 关联选择 {#关联选择} #### 子节点和子孙节点 {#子节点和子孙节点} 获取直接子节点可以调用 contents 属性 实例:获取body节点下子节点p ```text 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.body.contents) ``` 运行结果:返回结果是列表形式 ```text ['\n', <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>, '\n', <p class="story">...</p>, '\n'] ``` 可以调用 children 属性,得到相应的结果: ```text from bs4 import BeautifulSoup soup = BeautifulSoup(html,'lxml') print(soup.body.children) for i,child in enumerate(soup.body.children): print(i,child) ``` 运行结果: ```text <list_iterator object at 0x00000217D33CD048> 0 1 <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> 2 3 <p class="story">...</p> 4 ``` 要得到所有的子孙节点的话可以调用 descendants 属性 ```text from bs4 import BeautifulSoup soup = BeautifulSoup(html,'lxml') print(soup.body.descendants) for i,child in enumerate(soup.body.descendants): print(i,child) ``` 运行结果: ```text <generator object descendants at 0x0000014D106353B8> 0 1 <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> 2 Once upon a time there were three little sisters; and their names were 3 <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a> 4 5 <span>Elsie</span> 6 Elsie 7 8 9 <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a> 10 Lacie 11 and 12 <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a> 13 Tillie 14 and they lived at the bottom of a well. 15 16 <p class="story">...</p> 17 ... 18 ``` #### 父节点和祖先节点 {#父节点和祖先节点} 要获取某个节点元素的父节点,可以调用 parent 属性: 实例:获取节点a的父节点p下的内容 ```text 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> </p> <p class="story">...</p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html,'lxml') print(soup.a.parent) ``` 运行结果: ```text <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> </p> ``` 要想获取所有的祖先节点,可以调用 parents 属性 ```text html = """ <html> <body> <p class="story"> <a href="http://example.com/elsie" class="sister" id="link1"> <span>Elsie</span> </a> </p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html,'lxml') print(type(soup.a.parents)) print(list(enumerate(soup.a.parents))) ``` 运行结果: ```text <class 'generator'> [(0, <p class="story"> <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a> </p>), (1, <body> <p class="story"> <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a> </p> </body>), (2, <html> <body> <p class="story"> <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a> </p> </body></html>), (3, <html> <body> <p class="story"> <a class="sister" href="http://example.com/elsie" id="link1"> <span>Elsie</span> </a> </p> </body></html>)] ``` #### 兄弟节点 {#兄弟节点} * next\_sibling :获取节点的下一个兄弟节点 * previous\_sibling:获取节点上一个兄弟节点 * next\_siblings :返回所有前面兄弟节点的生成器 * previous\_siblings :返回所有后面的兄弟节点的生成器 实例: ```text html = """ <html> <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> Hello <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> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html,'lxml') print('next sibling:',soup.a.next_sibling) print('previous sibling:',soup.a.previous_sibling) print("next siblings:",list(soup.a.next_siblings)) print("previouos siblings:",list(soup.a.previous_siblings)) ``` 运行结果: ```text next sibling: Hello previous sibling: Once upon a time there were three little sisters; and their names were next siblings: ['\n Hello\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 '] previouos siblings: ['\n Once upon a time there were three little sisters; and their names were\n '] ``` #### 提取信息 {#提取信息} 获取一些信息,比如文本、属性等等 ```text html = """ <html> <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">Bob</a><a href="http://example.com/lacie" class="sister" id="link2">Lacie</a> </p> """ from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml') print('Next Sibling:') print(type(soup.a.next_sibling)) print(soup.a.next_sibling) print(soup.a.next_sibling.string) print('Parent:') print(type(soup.a.parents)) print(list(soup.a.parents)[0]) print(list(soup.a.parents)[0].attrs['class']) ``` 运行结果: ```text Next Sibling: <class 'bs4.element.Tag'> <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a> Lacie Parent: <class 'generator'> <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">Bob</a><a class="sister" href="http://example.com/lacie" id="link2">Lacie</a> </p> ['story'] ``` ## 5. 方法选择器 {#6-方法选择器} 常用查询方法:find\_all\(\)、find\(\) ### find\_all\(\) {#findall} 查询所有符合条件的元素 语法: ```text find_all(name , attrs , recursive , text , **kwargs) ``` #### name {#name} 根据节点名来查询元素 ```text 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(name='ul')) print(type(soup.find_all(name='ul')[0])) ``` 运行结果:返回结果类型为:bs4.element.Tag ```text [<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'> ``` 获取ul下的li节点以及li下的文本内容 ```text from bs4 import BeautifulSoup soup = BeautifulSoup(html,'lxml') # print(soup.find_all(name='ul')) # print(type(soup.find_all(name='ul')[0])) for ul in soup.find_all(name='ul'): print(ul.find_all(name='li')) for li in ul.find_all(name='li'): print(li.string) ``` 运行结果: ```text [<li class="element">Foo</li>, <li class="element">Bar</li>, <li class="element">Jay</li>] Foo Bar Jay [<li class="element">Foo</li>, <li class="element">Bar</li>] Foo Bar ``` #### attrs {#attrs} 根据属性来进行查询 ```text 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') # 查询属性以字典的的进行查询 print(soup.find_all(attrs={'id':'list-1'})) print(soup.find_all(attrs={"name":"elements"})) ``` 运行结果: ```text [<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>] ``` 对于常用的属性比如id,class,可以不用attrs传递 ```text from bs4 import BeautifulSoup soup = BeautifulSoup(html, 'lxml') print(soup.find_all(id='list-1')) # 由于class是关键字需要添加下划线区分 print(soup.find_all(class_='element')) ``` 运行结果: ```text [<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 {#text} text 参数可以用来匹配节点的文本,传入的形式可以是字符串,可以是正则表达式对象 ```text html=''' <div class="panel"> <div class="panel-body"> <a>Hello, this is a link</a> <a>Hello, this is a link, too</a> </div> </div> ''' import re from bs4 import BeautifulSoup soup = BeautifulSoup(html,'lxml') # 查询文本包含有link的文本 print(soup.find_all(text=re.compile('link'))) ``` 运行结果: ```text ['Hello, this is a link', 'Hello, this is a link, too'] ``` ### find\(\) {#find} find\(\) 方法返回的是单个元素,即第一个匹配的元素,而 find\_all\(\) 返回的是所有匹配的元素组成的列表 ```text html=''' <div class="panel"> <div class="panel-body"> <a class='element'>Hello, this is a link</a> <a class='element'>Hello, this is a link, too</a> </div> </div> ''' from bs4 import BeautifulSoup soup = BeautifulSoup(html,'lxml') print(soup.find(name='a')) print(soup.find(attrs={'class':'element'})) print(soup.find(class_='element')) print(type(soup.find(name='a'))) ``` 返回结果:返回类型为&lt;class 'bs4.element.Tag'&gt; ```text <a class="element">Hello, this is a link</a> <a class="element">Hello, this is a link</a> <a class="element">Hello, this is a link</a> <class 'bs4.element.Tag'> ``` 其他查询方法 ### find\_parents\(\) find\_parent\(\) {#findparents-findparent} 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\(\) {#findnextsiblings-findnextsibling} 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\(\) {#findprevioussiblings-findprevioussibling} 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\(\) {#findallnext-findnext} 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\(\) {#findallprevious-和-findprevious} 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 ## 6.CSS选择器 相关链接:[http://www.w3school.com.cn/cssref/css\_selectors.asp](http://www.w3school.com.cn/cssref/css_selectors.asp)。 使用 CSS 选择器,只需要调用 select\(\) 方法,传入相应的 CSS 选择器 实例: ```text 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(soup.select('ul')[0]) ``` 运行结果: ```text [<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>] <ul class="list" id="list-1"> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> ``` ### 嵌套选择 {#嵌套选择} 实例:select\(\) 方法同样支持嵌套选择,例如我们先选择所有 ul 节点,再遍历每个 ul 节点选择其 li 节点 ```text from bs4 import BeautifulSoup soup = BeautifulSoup(html,'lxml') for ul in soup.select('ul'): print(ul.select('li')) ``` 运行结果: ```text [<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 {#获取属性} 获取属性还是可以用上面的方法获取 ```text from bs4 import BeautifulSoup soup = BeautifulSoup(html,'lxml') for ul in soup.select('ul'): print(ul['id']) print(ul.attrs['id']) ``` 运行结果: ```text list-1 list-1 list-2 list-2 ``` ### 获取文本 {#获取文本} 获取文本可以用string 属性,还有一种方法那就是 get\_text\(\),同样可以获取文本值。 ```text from bs4 import BeautifulSoup soup = BeautifulSoup(html,'lxml') for li in soup.select('li'): print('GET TEXT:',li.get_text()) print('STRING:',li.string) ``` 运行结果: ```text GET TEXT: Foo STRING: Foo GET TEXT: Bar STRING: Bar GET TEXT: Jay STRING: Jay GET TEXT: Foo STRING: Foo GET TEXT: Bar STRING: Bar ``` ## 7.细节 * 推荐使用 LXML 解析库,必要时使用 html.parser * 节点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 选择器熟悉的话可以使用 select\(\) 选择法 如何匹配规则不是熟练,而且想快速获取,可以如下操作: ![](https://box.kancloud.cn/2b67ba71951ee51ec68ce53b7197e436_778x823.png) 右键![](https://box.kancloud.cn/e8b554a00c22ca742636d5f9ab590116_842x739.png)能手敲就手敲,不要偷懒,不然能力提升不上去