十三、CSS选择器:BeautifulSoup4

(1)和lxml一样,Beautifu Soup也是一个HTML/XML的解析器,主要的功能也是如何解析和提取HTML/XML数据。

(2)lxml只会局部遍历,而Beautiful Soup是基于HTML DOM的,会载入整个文档,解析整个DOM树,因此时间和内存开销都会大很多,所以性能要低于lxml。

(3)BeautifulSoup用来解析HTML比较简单,API非常人性化,支持CSS选择器、python标准库中的HTML解析器,也支持lxml的XML解析器。

 

安装:`pip install beautifusoup4`

官方文档:https://beautifulsoup.readthedocs.io/zh_CN/v4.4.0/

抓取工具速度使用难度安装难度
正则最快困难无(内置)
BeautifulSoup最简单简单
lxml简单一般

1、示例

from bs4 import BeautifulSouphtml = """ <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>"""# 创建Beautiful Soup对象soup = BeautifulSoup(html,lxml)# 打开本地HTML文件的方式来创建对象# soup = BeautifulSoup(open(‘index.html‘))# 格式化输出soup对象的内容print(soup.prettify())

  运行结果:

<html> <head> <title> The Dormouses story </title> </head> <body> <p class="title" name="dromouse"> <b> The Dormouses 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>

  如果没有显示地指定解析器,会默认使用这个系统的最佳可用HTML解析器(‘lxml‘)。当在另一个系统中运行这段代码,或者在不同的虚拟环境中,使用不同的解析器会造成不同行为。

  可以通过`soup=BeautifuSoup(html,‘lxml‘)`方式指定lxml解析器。

2、四大对象种类

  Beautifu Soup将复杂HTML文档转换成一个复杂的树形结构,每个节点都是python对象,所有对象可以归纳为4种:(1)Tag(2)NavigableString(3)BeautifulSoup(4)Comment

  2.1 Tag   

<head><title>The Dormouses story</title></head><a class="sister" href="http://example.com/elsie" id="link1"><!-- Elsie --></a><p class="title" name="dromouse"><b>The Dormouses story</b></p>

    Tag是,HTML中的一个个标签(即上面代码中的`title`、`head`、`a`、`p`等等HTML标签)加上里面包括的内容

from bs4 import BeautifulSouphtml = """ <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>"""# 创建Beautiful Soup对象soup = BeautifulSoup(html,lxml)# 打开本地HTML文件的方式来创建对象# soup = BeautifulSoup(open(‘index.html‘))# 格式化输出soup对象的内容# print(soup.prettify())print(soup.title)# <title>The Dormouse‘s story</title>print(soup.head)# <head><title>The Dormouse‘s story</title></head>print(soup.a)# <a class="sister" href="http://example.com/elsie" id="link1"><!-- Elsie --></a>print(type(soup.a))# <class ‘bs4.element.Tag‘>

# 通过soup加标签名获取这些标签的内容,这些对象的类型是bs4.element.Tag
# 通过这种方法查找的是在所有内容中的第一个符合要求的标签。



# 对于Tag,它本身有两个重要的属性,即name和attrs
print(soup.name)# [document] # soup对象本身比较特殊,它的name即为[document]print(soup.head.name)# head# 对于其他内部标签,输出的值便为标签本身的名称print(soup.p.attrs)# {‘class‘: [‘title‘], ‘name‘: ‘dromouse‘}# 在这里,我们把p标签的所有属性打印了出来,得到的类型是一个字典print(soup.p[class])# [‘title’] 获取属性的值# 等同下列get方法print(soup.p.get(class))# [‘title‘] 获取属性的值soup.p[class] = newClass
# 对p标签下的class属性的内容进行修改print(soup.p)# <p class="newClass" name="dromouse"><b>The Dormouse‘s story</b></p>

del soup.p[‘class‘] # 还可以对这个属性进行删除 print soup.p # <p name="dromouse"><b>The Dormouse‘s story</b></p>

  2.2 NavigableString

    通过.string的方式即可获取标签内部的文字

print soup.p.string# The Dormouse‘s storyprint type(soup.p.string)# In [13]: <class ‘bs4.element.NavigableString‘>

  2.3 BeautifulSoup

    BeautifulSoup对象表示的是一个文档的内容,可以把它当做是一个特殊的Tag对象,可以分别获取它的类型,名称以及属性。

print(type(soup.name))# <class ‘str‘>print(soup.name)# [document]print(soup.attrs)# {} 文档本身的属性为空

  2.4 Comment

    Comment对象是一个特殊类型的NavigableString对象,其输出的内容不包括注释符号。

print(soup.a)# <a class="sister" href="http://example.com/elsie" id="link1"><!-- Elsie --></a>print(soup.a.string)# Elsieprint(type(soup.a.string))# <class ‘bs4.element.Comment‘>

    注意Comment和NavigableString对象的区别,当HTML标签的.string中有注释时,忽视注释符号,返回其中的内容,这时它是一个Comment对象;当没有注释时,返回其中的内容,这时它是一个NavigableString对象。

 

3、遍历文档树

  3.1 直接子节点:`.contents`,`.children`属性

    (1)`.content`属性

      Tag的`.contents`属性可以将Tag的子节点以列表的方式输出

print(soup.body.contents)# tag的.contents属性可以将tag的子节点以列表的方式输出"""[‘\n‘, <p class="title" name="dromouse"><b>The Dormouse‘s story</b></p>, ‘\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" > <!-- 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 > , ‘\n‘, < p class = "story" > ... < /p > , ‘\n‘]"""# 输出方式为列表,可以用列表索引来获取它的某一个元素print(soup.body.contents[1])#<p class="title" name="dromouse"><b>The Dormouse‘s story</b></p>

    (2)`.children`属性

      Tag的`.children`属性,返回一个list生成器对象。

print(soup.body.children)# <list_iterator object at 0x7f55adea9d68>for child in soup.body.children: print(child)
# 输出结果
"""<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>"""

  3.2 所有子孙节点:`.descendants`属性

    `.contents`和`.children`属性仅包含Tag的直接子节点,`.descendants`属性可以对所有Tag的子孙节点进行递归循环,和`.children`类似,返回一个生成器对象。

print(soup.descendants)# <generator object descendants at 0x7f98e70050f8>for child in soup.descendants: print(child)"""<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><head><title>The Dormouse‘s story</title></head><title>The Dormouse‘s story</title>The Dormouse‘s story<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><p class="title" name="dromouse"><b>The Dormouse‘s story</b></p><b>The Dormouse‘s story</b>The Dormouse‘s story<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>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> Elsie ,<a class="sister" href="http://example.com/lacie" id="link2">Lacie</a>Lacie and<a class="sister" href="http://example.com/tillie" id="link3">Tillie</a>Tillie;and they lived at the bottom of a well.<p class="story">...</p>..."""

  3.3 节点内容:`.string`属性

    如果tag只有一个 NavigableString 类型子节点,那么这个tag可以使用 .string 得到子节点。如果一个tag仅有一个子节点,那么这个tag也可以使用 .string 方法,输出结果与当前唯一子节点的 .string 结果相同。   

print soup.head.string#The Dormouse‘s storyprint soup.title.string#The Dormouse‘s story

4、搜索文档树

  4.1 find_all(name,attrs,recursive,text,**kwargs)

    4.1.1 name参数

      name参数可以查找所有名字为name的tag,字符串对象会被自动忽略掉。

      (1)传字符串

        在搜索方法中传入一个字符串参数,Beautiful Soup会查找与字符串完整匹配的内容

print(type(soup.find_all(p)))# <class ‘bs4.element.ResultSet‘ >print(soup.find_all(p))"""<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>]"""

      (2)传入正则表达式

        如果传入正则表达式作为参数,Beautiful Soup会通过正则表达式的macth()来匹配内容。

# 找出所有以b开头的标签import refor tag in soup.find_all(re.compile(^b)): print(tag.name)# body# b

      (3)传列表

        如果传入列表参数,Beautiful Soup会将把与列表中任一元素匹配的内容返回。

print(soup.find_all(["a",p]))"""[<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>, <a class="sister" href="http://example.com/elsie" id="link1"><!-- Elsie --></a>, <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a>, <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a>, <p class="story">...</p>]"""

    4.1.2 keyword参数

soup.find_all(id=link2)# [<a class="sister" href="http://example.com/lacie" id="link2">Lacie</a>]

    4.1.3 text参数

      通过text参数可以搜索文档中的字符串内容,与name参数的可选值一样,text参数接受字符串、正则表达式及列表  

import reprint(soup.find_all(text=Tillie))print(soup.find_all(text=["Tillie","Elsie","Lacie"]))print(soup.find_all(text=re.compile("Dormouse")))"""[‘Tillie‘][‘Lacie‘, ‘Tillie‘]["The Dormouse‘s story", "The Dormouse‘s story"]"""

  4.2 CSS选择器

    写CSS时,标签名不加任何修饰,类名前加`.`,id名前加`#`

    用soup.select(),返回类型是list

    4.2.1 通过标签名查找

print(soup.select("title"))# [<title>The Dormouse‘s story</title>]print(soup.select("a"))"""[<a class="sister" href="http://example.com/elsie" id="link1"><!-- Elsie --></a>, <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a>, <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a>]"""print(soup.select(b))# [<b>The Dormouse‘s story</b>]

    4.2.2 通过类名查找

print(soup.select(".sister"))"""[<a class="sister" href="http://example.com/elsie" id="link1"><!-- Elsie --></a>, <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a>, <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a>]"""

    4.2.3 通过id名查找

print(soup.select("#link1"))# [<a class="sister" href="http://example.com/elsie" id="link1"><!-- Elsie --></a>]

    4.2.4 组合查找

      组合查找即和写css文件时,标签名与类名、id名进行组合的原理是一样的,其各之间需要用空格分开。

print(soup.select("p #link1"))# [<a class="sister" href="http://example.com/elsie" id="link1"><!-- Elsie --></a>]

      直接子标签查找,则使用`>`分隔    

print(soup.select("head > title"))#[<title>The Dormouse‘s story</title>]

    4.2.5 属性查找

      查找时还可以加入属性元素,属性需要用中括号括起来,注意属性与标签属于同一节点,所以中间不能加空格,否则会无法匹配到。

print(soup.select(a[class="sister"]))#[<a class="sister" href="http://example.com/elsie" id="link1"><!-- Elsie --></a>, <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a>, <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a>]print(soup.select(a[href="http://example.com/elsie"]))#[<a class="sister" href="http://example.com/elsie" id="link1"><!-- Elsie --></a>]

      同样,属性仍然可以与上述查找方式组合,不在同一节点的空格隔开,同一节点的不加空格   

print(soup.select(p a[href="http://example.com/elsie"]))#[<a class="sister" href="http://example.com/elsie" id="link1"><!-- Elsie --></a>]

    4.2.6 获取内容

       select 方法返回的结果都是列表形式,可以遍历形式输出,然后用 get_text() 方法来获取它的内容。

soup = BeautifulSoup(html,lxml)print(type(soup.select("title")))# <class ‘bs4.element.ResultSet‘>print(soup.select(title)[0])# <title>The Dormouse‘s story</title>print(soup.select("title")[0].get_text())# The Dormouse‘s storyfor title in soup.select("title"): print(title.get_text())# The Dormouse‘s story

   

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