当前位置: 代码迷 >> 综合 >> Python 学习笔记之——BeautifulSoup 库
  详细解决方案

Python 学习笔记之——BeautifulSoup 库

热度:12   发布时间:2024-01-18 09:55:09.0

0. 安装及导入

  • 安装 pip install beautifulsoup4
  • 导入 from bs4 import BeautifulSoup
  • 如果选择 lxml 解析器的话还需要安装 pip install lxml,这个解析器的优点是效率更高

1. 访问结构化数据

假设我们有下面这段 HTML 代码,

html_doc = """ <html><head><title>The Dormouse's story</title></head> <body> <p class="title"><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> """

那么用 BeautifulSoup 解析后就可以得到结构化的输出。

soup = BeautifulSoup(html_doc, 'lxml')
print(soup.prettify())
<html><head><title>The Dormouse's story</title></head><body><p class="title"><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>

然后,我们可以直接通过 HTML 中标签的名字来对其进行访问

print(soup.title) # 直接访问某一个标签 <title>The Dormouse's story</title>
print(soup.title.name) # 标签的名字 title
print(soup.title.string) # 标签的文字内容 The Dormouse's story
print(soup.title.text) # 标签的文字内容 The Dormouse's story
print(soup.title.parent.name) # 标签的父标签名字 head

.string.text 的不同:

  • 如果一个标签下面还有子标签,.string 不知道返回哪一个所以返回 None,而 .text 则返回该标签及其所有子标签的文字。我们以上面例子的第二个

    标签为例,

print(soup.find(class_='story').string) # None
print(soup.find(class_='story').text)
# Once upon a time there were three little sisters; and their names were
# Elsie,
# Lacie and
# Tillie;
# and they lived at the bottom of a well.
  • 如果一个标签下面有换行符
    ,那么 .string 也会返回 None,而 .text 可以正确返回该标签的文字。我们对原始的 HTML 文档中其中一句修改为 <p class="title"><b>The Dormouse's <br /> story</b></p>
print(soup.find(class_='title').string) # None
print(soup.find(class_='title').text) # The Dormouse's story

如果有多个同名标签则返回第一个,并且还支持访问标签的属性。

print(soup.p) # <p class="title"><b>The Dormouse's story</b></p>
print(soup.p['class']) # ['title']
print(soup.a['href']) # http://example.com/elsie
print(soup.a['id']) # link1
print(soup.a.attrs) # {'class': ['sister'], 'id': 'link1', 'href': 'http://example.com/elsie'}

如果一个标签下面还有子标签,也可以对它们进行遍历访问。

print(soup.p.b) # <b>The Dormouse's story</b>
print(soup.p.b.text) # The Dormouse's story

2. find_all() 方法

find_all() 方法可以根据字符串、标签属性、方法等来进行搜索

  • 输入字符串则会查找到和字符串相等的标签
print(soup.find_all('a')) # 查找所有的标签 <a>,以列表方式返回
# [<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.find_all(['head', 'b'])) # 查找标签 <head> 和 <b>
# [<head><title>The Dormouse's story</title></head>, <b>The Dormouse's story</b>]
  • 输入一个方法则会找到返回值为 True 的的标签
def has_class_and_id(tag):return tag.has_attr('class') and tag.has_attr('id')
# 查找同时具有 class 和 id 属性的标签print(soup.find_all(has_class_and_id))
# [<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>]
  • 输入标签属性则会返回满足条件的的标签
print(soup.find(id='link2')) # 查找 id='link2' 的标签
# <a class="sister" href="http://example.com/lacie" id="link2">Lacie</a>def not_link2(id):return id and not id == 'link2'
# 查找具有 id 属性且其值不等于 'link2' 的标签
print(soup.find_all(id=not_link2))
# [<a class="sister" href="http://example.com/elsie" id="link1">Elsie</a>,
# <a class="sister" href="http://example.com/tillie" id="link3">Tillie</a>]
  • 输入正则表达式则会根据 search() 方法来匹配,注意!!!re.compile("t").search() 不是从头开始匹配的
for tag in soup.find_all(re.compile("t")): # 查找包含 t 的标签print(tag.name)
# html
# title
  • 其它常见用法
print(soup.find_all("p", "title")) # 查找有 title 的 <p> 标签
# [<p class="title"><b>The Dormouse's story</b></p>]# 下面四个的输出结果相同
print(soup.find_all(id=True)) # 查找有 id 属性的标签
print(soup.find_all("a", class_="sister")) # 查找有属性 class="sister" 的 <a> 标签def has_six_characters(css_class):return css_class is not None and len(css_class) == 6
# 查找属性 class 有六个字符的标签
print(soup.find_all(class_=has_six_characters))print(soup("a")) # 直接调用
# [<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>]

3. find() 方法

find() 方法与find_all() 方法类似,但是只返回查找到的第一个结果

print(soup.find("a", class_="sister"))
# <a class="sister" href="http://example.com/elsie" id="link1">Elsie</a>print(soup.find("a", class_="sister").get('href')) # 获取标签的属性值
# http://example.com/elsie

4. CSS 选择器

通过在 Tag 或 BeautifulSoup 对象的 .select() 方法中传入字符串参数,即可使用CSS 选择器的语法找到某一个标签

print(soup.select('title')) # 找到 <title> 标签
# [<title>The Dormouse's story</title>]print(soup.select("p:nth-of-type(1)")) # 找到第一个 <p> 标签
# [<p class="title"><b>The Dormouse's story</b></p>]print(soup.select("html body p b")) # 通过标签逐层查找
[<b>The Dormouse's story</b>]print(soup.select('p > b')) # 查找直接子标签
# [<b>The Dormouse's story</b>]
print(soup.select('body > a'))
# None
print(soup.select('p > #link1'))
# [<a class="sister" href="http://example.com/elsie" id="link1">Elsie</a>]# 还可以通过类名进行查找
print(soup.select('.title'))
print(soup.select("[class~=title]"))
# [<p class="title"><b>The Dormouse's story</b></p>]
print(soup.select_one(".sister")) # 返回查找到的第一个
<a class="sister" href="http://example.com/elsie" id="link1">Elsie</a># 还可以通过标签的属性进行查找
print(soup.select("#link1"))
print(soup.select('a[id="link1"]'))
# [<a class="sister" href="http://example.com/elsie" id="link1">Elsie</a>]print(soup.select('a[id]'))
# [<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>]

获取更多精彩,请关注「seniusen」!