爬虫--BeautifulSoup
什么是BeautifulSoup?
BeautifulSoup支持的一些解析库
基本使用
from bs4 import BeautifulSoup 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> """ soup=BeautifulSoup(html,"lxml") print(soup.prettify()) # .prettify() 格式化代码 print(soup.title.string) # .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
选择元素
from bs4 import BeautifulSoup 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> """ 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
from bs4 import BeautifulSoup 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> """ soup=BeautifulSoup(html,"lxml") print(soup.title.name)
title
获取属性
from bs4 import BeautifulSoup 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> """ soup=BeautifulSoup(html,"lxml") print(soup.p.attrs["name"]) print(soup.p["name"])
dromouse
dromouse
获取内容
from bs4 import BeautifulSoup 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> """ soup=BeautifulSoup(html,"lxml") print(soup.title.string)
The Dormouse's story
嵌套选择
from bs4 import BeautifulSoup 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> """ soup=BeautifulSoup(html,"lxml") print(soup.head.title.string)
The Dormouse's story
子节点和子孙节点
from bs4 import BeautifulSoup 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"> <!--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> """ 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"> <!--Elsie--> </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 \n they lived at the bottom of a well.\n ']
from bs4 import BeautifulSoup 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"> <!--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> """ soup=BeautifulSoup(html,"lxml") print(soup.p.children) # .children就相当于迭代器,需要循环的方式才能把内容取走 for i,child in enumerate(soup.p.children): print(i,child)
<list_iterator object at 0x00000000012C5E10> 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"> <!--Elsie--> </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.
from bs4 import BeautifulSoup 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"> <!--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> """ soup=BeautifulSoup(html,"lxml") print(soup.p.descendants) # .descendants就相当于迭代器,获取所有的子孙节点,需要循环的方式才能把内容取走 for i,child in enumerate(soup.p.descendants): print(i,child)
Once upon a time there were three little sisters;and their names were 1 <a class="sister" href="http://example.com/elsie" id="link1"> <!--Elsie--> </a> 2 3 Elsie 4 5 , 6 <a class="sister" href="http://example.com/lacie" id="link2"> Lacie </a> 7 Lacie 8 and 9 <a class="sister" href="http://example.com/tillie" id="link3"> Tillie </a> 10 Tillie 11 ; and they lived at the bottom of a well.
父节点和祖先节点
from bs4 import BeautifulSoup 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"> <!--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> """ soup=BeautifulSoup(html,"lxml") print(soup.a.parent) # .descendants就相当于迭代器,获取所有的父节点
<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>
from bs4 import BeautifulSoup 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"> <!--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> """ soup=BeautifulSoup(html,"lxml") print(list(enumerate(soup.a.parents))) # .descendants就相当于迭代器,获取所有的祖先节点)
[(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"> <!--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>), (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"> <!--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>), (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"> <!--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>), (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"> <!--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>)]
兄弟节点
from bs4 import BeautifulSoup 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"> <!--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> """ soup=BeautifulSoup(html,"lxml") print(list(enumerate(soup.a.next_siblings))) # .descendants就相当于迭代器,获取兄弟节点 print(list(enumerate(soup.a.previous_siblings))) # .descendants就相当于迭代器,获取兄弟节点
[(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 \n 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
find_all(name,attrs,recursive,text,**kwargs)
可根据标签名、属性、内容查找文档
from bs4 import BeautifulSoup 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</ll> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</ll> <ll class="element">Bar</l> </ul> </div> </div> """ soup=BeautifulSoup(html,"lxml") print(soup.find_all("ul")) print(type(soup.find_all("ul")[0]))
[<ul class="list" element="" id="list-1><li class=">Foo <li class="element">Bar</li> <li class="element">Jay </li></ul>, <ul class="list list-small" id="list-2"> <li class="element">Foo <ll class="element">Bar </ll></li></ul>] <class 'bs4.element.Tag'>
from bs4 import BeautifulSoup 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</ll> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</ll> <ll class="element">Bar</l> </ul> </div> </div> """ soup=BeautifulSoup(html,"lxml") for UL in soup.find_all("ul"): print(UL.find_all("li"))
[<li class="element">Bar</li>, <li class="element">Jay</li>] [<li class="element">Foo<ll class="element">Bar</ll></li>]
attrs
from bs4 import BeautifulSoup 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</ll> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</ll> <ll class="element">Bar</l> </ul> </div> </div> """ soup=BeautifulSoup(html,"lxml") print(soup.find_all(attrs={"id":"list-1"})) print(soup.find_all(attrs={"name":"elements"}))
[]
[]
from bs4 import BeautifulSoup 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</ll> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</ll> <ll class="element">Bar</l> </ul> </div> </div> """ soup=BeautifulSoup(html,"lxml") print(soup.find_all(id="list-1")) print(soup.find_all(class_="element"))
[<ul class="list list-small" id="list-2"><li class="element">Foo<ll class="element">Bar</ll></li></ul>] [<li class="element">Foo</li>, <li class="element">Bar</li>, <li class="element">Jay</li>, <li class="element">Foo<llclass="element">Bar</ll></li>, <ll class="element">Bar</ll>]
text
from bs4 import BeautifulSoup 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</ll> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</ll> <ll class="element">Bar</l> </ul> </div> </div> """ soup=BeautifulSoup(html,"lxml") print(soup.find_all(text="Foo"))
['Foo']
find(name,attrs,recursive,text,**kwargs)
find返回单个元素,find_all返回所有元素
from bs4 import BeautifulSoup 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</ll> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</ll> <ll class="element">Bar</l> </ul> </div> </div> """ soup=BeautifulSoup(html,"lxml") print(soup.find("ul")) print(type(soup.find("ul"))) print(soup.find("h4"))
<ul class="list" elements="" id="list-1 name="> <li class="element">Foo</li> <li class="element">Bar</li> <li class="element">Jay</li> </ul> <class 'bs4.element.Tag'> <h4>Hello</h4>
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,findnext_sibling0返回后面第一个兄弟节点。
find_previous_ siblings() , find_previous_sibling()
find_previous_siblings0返回前面所有兄弟节点,find_previous_sibling0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
from bs4 import BeautifulSoup 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</ll> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</ll> <ll class="element">Bar</l> </ul> </div> </div> """ 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<ll class="element">Bar</ll></li>] [<li class="element">Foo<li class="element">Bar</li></li>, <li class="element">Bar</li>] <class 'bs4.element.Tag'>
from bs4 import BeautifulSoup 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</ll> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</ll> <ll class="element">Bar</l> </ul> </div> </div> """ 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<ll class="element">Bar</ll></li>]
获取属性
from bs4 import BeautifulSoup 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</ll> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul> </div> </div> """ 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
from bs4 import BeautifulSoup 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</ll> </ul> <ul class="list list-small" id="list-2"> <li class="element">Foo</li> <li class="element">Bar</li> </ul> </div> </div> """ soup=BeautifulSoup(html,"lxml") for ul in soup.select("li"): print(ul.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()
●记住常用的获取属性和文本值的方法