python爬虫之request and BeautifulSoup

1.爬虫的本质是什么?

模仿浏览器的行为,爬取网页信息。

2.requests

1.get请求

无参数实例
import requests
ret = requests.get('https://github.com/timeline.json')
print ret.text
  
  
有参数实例
import requests
ret = requests.get("http://httpbin.org/get", params= {'key1': 'value1', 'key2': 'value2'})

print ret.text
get

 2.post请求

import requests
import json
  
url = 'https://api.github.com/some/endpoint'
payload = {'v1': 'k1}
headers = {'content-type': 'application/json'}
  
ret = requests.post(url, data=json.dumps(payload), headers=headers)

print ret.text
View Code

3.其他请求

requests.get(url, params=None, **kwargs)
requests.post(url, data=None, json=None, **kwargs)
requests.put(url, data=None, **kwargs)
requests.head(url, **kwargs)
requests.delete(url, **kwargs)
requests.patch(url, data=None, **kwargs)
requests.options(url, **kwargs)
  
# 以上方法均是在此方法的基础上构建
requests.request(method, url, **kwargs)
View Code

4.更多参数与实例

  • method 
    def param_method_url():
    ret=requests.request(method='get', url='http://127.0.0.1:8000/test/')
    ret=requests.request(method='post', url='http://127.0.0.1:8000/test/')
    View Code
  • params 
    import requests  

  requests.get(url='http://127.0.0.1:8000/test/',
    params={'k1': 'v1', 'k2': 'v2'})

#他的本质与requests.get(url='xxxxx?k1=v1&k2=v2')
    View Code
  • data 
        # 可以是字典
    # 可以是字符串
    # 可以是字节
    # 可以是文件对象
    # requests.request(method='POST',
    # url='http://127.0.0.1:8000/test/',
    # data={'k1': 'v1', 'k2': '水电费'})

    # requests.request(method='POST',
    # url='http://127.0.0.1:8000/test/',
    # data="k1=v1; k2=v2; k3=v3; k3=v4"
    # )

    # requests.request(method='POST',
    # url='http://127.0.0.1:8000/test/',
    # data="k1=v1;k2=v2;k3=v3;k3=v4",
    # headers={'Content-Type': 'application/x-www-form-urlencoded'}
    # )

    # requests.request(method='POST',
    # url='http://127.0.0.1:8000/test/',
    # data=open('data_file.py', mode='r', encoding='utf-8'), # 文件内容是：k1=v1;k2=v2;k3=v3;k3=v4
    # headers={'Content-Type': 'application/x-www-form-urlencoded'}
    # )
    View Code
  • json 
    #如果请求体是 payload的话则需要传入json格式
requests.request(method='POST',
                     url='http://127.0.0.1:8000/test/',
                     json={'k1': 'v1', 'k2': '水电费'})
    View Code
  • cookies 
    ret1 = requests.get(
    url='https://dig.chouti.com/',
    headers={
        'User-Agent':'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/65.0.3325.181 Safari/537.36'
    }   )
ret1_cookies = ret1.cookies.get_dict()
#获取的ret1.cookies是访问该url返回的cookies对象
#通过get_dict()获取到字典类型的cookies
    View Code

  • headers

        # 发送请求头到服务器端
    requests.request(method='POST',
                     url='http://127.0.0.1:8000/test/',
                     json={'k1': 'v1', 'k2': '水电费'},
                     headers={'Content-Type': 'application/x-www-form-urlencoded'}
                     )
    #具体需要什么请求头要看服务器端
    View Code

  • files

     # 发送文件
    # file_dict = {
    # 'f1': open('readme', 'rb')
    # }
    # requests.request(method='POST',
    # url='http://127.0.0.1:8000/test/',
    # files=file_dict)

    # 发送文件，定制文件名
    # file_dict = {
    # 'f1': ('test.txt', open('readme', 'rb'))
    # }
    # requests.request(method='POST',
    # url='http://127.0.0.1:8000/test/',
    # files=file_dict)

    # 发送文件，定制文件名
    # file_dict = {
    # 'f1': ('test.txt', "hahsfaksfa9kasdjflaksdjf")
    # }
    # requests.request(method='POST',
    # url='http://127.0.0.1:8000/test/',
    # files=file_dict)

    # 发送文件，定制文件名
    # file_dict = {
    #     'f1': ('test.txt', "hahsfaksfa9kasdjflaksdjf", 'application/text', {'k1': '0'})
    # }
    # requests.request(method='POST',
    #                  url='http://127.0.0.1:8000/test/',
    #                  files=file_dict)

    pass
    View Code
  • timeout 
     设置超时时间,如果访问超过超时时间就停止访问
# ret = requests.get('http://google.com/', timeout=1)
    # print(ret)

    # ret = requests.get('http://google.com/', timeout=(5, 1))
    # print(ret)
    pass
    View Code
  • allow_redirects 
    #是否允许重定向,默认为true
ret = requests.get('http://127.0.0.1:8000/test/', allow_redirects=False)
    print(ret.text)
    View Code

BeautifulSoup

该模块可以将接收到的html和xml进行格式化,通过操作对象的方式快速的找到想要的标签

  1. 使用实例 
    from bs4 import BeautifulSoup
 
html_doc = """
<html><head><title>The Dormouse's story</title></head>
<body>
    ...
</body>
</html>
"""
 
soup = BeautifulSoup(html_doc, features="lxml")
    View Code
  2. name--->标签名 
    # tag = soup.find('a')
# name = tag.name # 获取
# print(name)
# tag.name = 'span' # 设置
    View Code
  3. attr--->标签属性 
    # tag = soup.find('a')
# attrs = tag.attrs    # 获取
# print(attrs)
# tag.attrs = {'ik':123} # 设置
# tag.attrs['id'] = 'iiiii' # 设置
    View Code
  4. children--->所有子标签 
    # body = soup.find('body')
# v = body.children
    View Code
  5. descendants 所有后代 
    # body = soup.find('body')
# v = body.descendants
    View Code
  6. clear--->将标签的所有子标签全部清空（保留标签名） 
    # tag = soup.find('body')
# tag.clear()
# print(soup)
    View Code
  7. extract,递归的删除所有的标签，并获取删除的标签 
     #body = soup.find('body')
# v = body.extract()
# print(soup)
    View Code
  8. find,获取匹配的第一个标签 
    # tag = soup.find('a')
# print(tag)
# tag = soup.find(name='a', attrs={'class': 'sister'}, recursive=True, text='Lacie')
# tag = soup.find(name='a', class_='sister', recursive=True, text='Lacie')
# print(tag)
    View Code
  9. find_all,获取匹配的所有标签 
    # tags = soup.find_all('a')
# print(tags)
 
# tags = soup.find_all('a',limit=1)
# print(tags)
 
# tags = soup.find_all(name='a', attrs={'class': 'sister'}, recursive=True, text='Lacie')
# # tags = soup.find(name='a', class_='sister', recursive=True, text='Lacie')
# print(tags)
 
 
# ####### 列表 #######
# v = soup.find_all(name=['a','div'])
# print(v)
 
# v = soup.find_all(class_=['sister0', 'sister'])
# print(v)
    View Code
  10. has_attr,检查标签是否具有该属性 
    # tag = soup.find('a')
# v = tag.has_attr('id')
# print(v)
    View Code

爬取汽车之家实例

import  requests
from bs4 import BeautifulSoup
# 这个模块解析html


# 下载页面
ret = requests.get(url='https://www.autohome.com.cn/news/')
# print(ret.apparent_encoding)#爬取编码格式
# print(ret.content)
# ret.encoding = 'gbk'
ret.encoding=ret.apparent_encoding
# print(ret.text)

# 页面解析.获取想要的内容
soup = BeautifulSoup(ret.text,features='html.parser') # 公司用 lxml(需要单独安装)

# find是匹配成功的第一个
div =soup.find(name='div',id='auto-channel-lazyload-article')

#如果有class 匹配的时候:
# *****div = soup.find(name='div',attrs={'class':'dddd','id':'dfa'})*****

li_list=div.find_all(name='li')  # find_all返回的是一个列表 不能够用.find

# print(li_list)

for row in li_list:
    h3=row.find(name='h3')
    if not h3:
        continue

    a=row.find(name='a')
    print(a.get('href'))

    p = row.find(name='p')
    print(p.text)

    li_img= row.find(name='img')
    src= li_img.get('src')

    file_name = src.rsplit('__',maxsplit=1)[1]

    ret_img = requests.get('https:'+src)

    with open(file_name,'wb') as f:
        f.write(ret_img.content)
View Code

抽屉实例

import requests
from bs4 import BeautifulSoup

# 第一次访问返回未授权的cookie值
ret1 = requests.get(
    url='https://dig.chouti.com/',
    headers={
        'User-Agent':'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/65.0.3325.181 Safari/537.36'
    })
ret1_cookies = ret1.cookies.get_dict()

# 登录成功之后cookie值已经授权
ret = requests.post(
    url='https://dig.chouti.com/login',
    data={
        'phone':'8613612201458',
        'password':'wo3384451',
        'oneMonth':'1'
    },
    headers={
        'User-Agent':'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/65.0.3325.181 Safari/537.36'
    },
    cookies = ret1_cookies,
)

for num_page in range(2,10):

    ret_index= requests.get(url='https://dig.chouti.com/all/hot/recent/%s'%(num_page),
                            headers={
                                'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/65.0.3325.181 Safari/537.36'
                            },
                            )
    soup = BeautifulSoup(ret_index.text,'html.parser')

    div = soup.find(name='div',id='content-list')

    item_list = div.find_all(attrs={'class':'part2'})

    for item in item_list:
        num = item.get('share-linkid')

    # 此时带着已经授权的cookie值去点赞
        ret3 = requests.post(
            url='https://dig.chouti.com/link/vote?linksId=%s'%(num),
            # data={'linksId':'%s'%(num)},
            headers={
                'User-Agent':'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/65.0.3325.181 Safari/537.36'
            },
            cookies = ret1_cookies
        )

        print(ret3.text)
View Code 

Github实例

import requests
import re
from bs4 import BeautifulSoup

class Github(object):
    def __init__(self,username=None,passward=None):
        self.username=username
        self.passward=passward
        self.all_cookies={}

        self.process()

    def process(self):
        if not (self.username and self.passward):
            raise Exception('请输入用户名和密码')
        self.get_login_key()

    def get_login_key(self):
        # 获取authenticity_token
        login_result = requests.get(
            url='https://github.com/login',
            headers={
                'Host': 'github.com',
            }
        )
        auth_key =BS4xpath.get_auth_key(login_result.text)
        self.all_cookies = login_result.cookies.get_dict()
        self.login(auth_key)

    def login(self,auth_key):
        # 登录获取已经登录的cookies
        login_result = requests.post(
            url='https://github.com/session',
            headers={
                'Upgrade-Insecure-Requests': '1',
                'Host': 'github.com',
            },
            data={
                'utf8': '✓',
                'authenticity_token':auth_key,
                'login': self.username,
                'password': self.passward,
                'commit': 'Sign in'
            },
            cookies=self.all_cookies
        )
        self.all_cookies.update(login_result.cookies.get_dict())
        if self.all_cookies['logged_in']=='no':
            raise Exception('用户名或密码错误')
    def get_msg(self):
        msg_obj = requests.get(
            url='https://github.com/settings/profile',
            headers={
                'Host': 'github.com',
                'Referer': 'https://github.com/',
            },
            cookies=self.all_cookies
        )
        msg=BS4xpath.get_msg_dict(msg_obj.text)

        return msg


class BS4xpath(object):

    @classmethod
    def get_auth_key(self,text):
        soup = BeautifulSoup(text,'html.parser')
        auth_key=soup.find(name='input', attrs={'name': 'authenticity_token'}).get('value')
        return auth_key

    @classmethod
    def get_msg_dict(self,text):
        response = {}
        ret2_data = BeautifulSoup(text,'html.parser')
        div = ret2_data.find(name='div', attrs={'class': "column two-thirds"})
        dl_list = div.find_all(name='dl', attrs={'class': "form-group"})
        for row in dl_list:
            rowname = row.find('label').text
            dd_input = row.find('input')
            if dd_input:
                response[rowname] = dd_input.get('value')
        return response



obj = Github(username='a3384451',passward='wo3384451')

ret = obj.get_msg()
print(ret)
View Code

拉勾网实例

#!/usr/bin/env python
# -*- coding:utf-8 -*-
import re
import requests

all_cookie = {}

# ############### 1. 查看登录页面 ###############
r1 = requests.get(
    url='https://passport.lagou.com/login/login.html',
    headers={
        'Host': 'passport.lagou.com',
        'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/61.0.3163.100 Safari/537.36'
    }
)

all_cookie.update(r1.cookies.get_dict())

X_Anti_Forge_Token = re.findall(r"window.X_Anti_Forge_Token = '(.*?)'", r1.text, re.S)[0]
X_Anti_Forge_Code = re.findall(r"window.X_Anti_Forge_Code = '(.*?)'", r1.text, re.S)[0]

# ############### 2. 用户名密码登录 ###############
r2 = requests.post(
    url='https://passport.lagou.com/login/login.json',
    headers={
        'Host': 'passport.lagou.com',
        'Referer': 'https://passport.lagou.com/login/login.html',
        'X-Anit-Forge-Code': X_Anti_Forge_Code,
        'X-Anit-Forge-Token': X_Anti_Forge_Token,
        'X-Requested-With': 'XMLHttpRequest',
        'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/61.0.3163.100 Safari/537.36',
        'Content-Type': 'application/x-www-form-urlencoded; charset=UTF-8',
    },
    data={
        'isValidate': True,
        'username': '15131255089',
        'password': 'ab18d270d7126ea65915cc22c0d',
        'request_form_verifyCode': '',
        'submit': '',

    },
    cookies=r1.cookies.get_dict()
)

all_cookie.update(r2.cookies.get_dict())

# ############### 3. 用户授权 ###############
r3 = requests.get(
    url='https://passport.lagou.com/grantServiceTicket/grant.html',
    headers={
        'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/61.0.3163.100 Safari/537.36'

    },
    allow_redirects=False,
    cookies=all_cookie

)

all_cookie.update(r3.cookies.get_dict())

# ############### 4. 用户认证 ###############
r4 = requests.get(
    url=r3.headers['Location'],
    headers={
        'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/61.0.3163.100 Safari/537.36'

    },
    allow_redirects=False,
    cookies=all_cookie
)

all_cookie.update(r4.cookies.get_dict())

r5 = requests.get(
    url=r4.headers['Location'],
    headers={
        'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/61.0.3163.100 Safari/537.36'

    },
    allow_redirects=False,
    cookies=all_cookie
)
all_cookie.update(r5.cookies.get_dict())
r6 = requests.get(
    url=r5.headers['Location'],
    headers={
        'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/61.0.3163.100 Safari/537.36'

    },
    allow_redirects=False,
    cookies=all_cookie
)

all_cookie.update(r6.cookies.get_dict())
r7 = requests.get(
    url=r6.headers['Location'],
    headers={
        'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/61.0.3163.100 Safari/537.36'

    },
    allow_redirects=False,
    cookies=all_cookie
)

all_cookie.update(r7.cookies.get_dict())

# ############### 5. 查看个人页面 ###############
r5 = requests.get(
    url='https://www.lagou.com/resume/myresume.html',
    headers={
        'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/61.0.3163.100 Safari/537.36'

    },
    cookies=all_cookie
)
print('武沛齐' in r5.text)

# ############### 6. 查看 ###############
r6 = requests.get(
    url='https://gate.lagou.com/v1/neirong/account/users/0/',
    headers={
        'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/61.0.3163.100 Safari/537.36',
        'X-L-REQ-HEADER': "{deviceType:1}",
        'Origin': 'https://account.lagou.com',
        'Host': 'gate.lagou.com',
    },
    cookies=all_cookie

)
r6_json = r6.json()
all_cookie.update(r6.cookies.get_dict())

# ############### 7. 修改个人信息 ###############
r7 = requests.put(
    url='https://gate.lagou.com/v1/neirong/account/users/0/',
    headers={
        'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/61.0.3163.100 Safari/537.36',
        'Origin': 'https://account.lagou.com',
        'Host': 'gate.lagou.com',
        'X-Anit-Forge-Code': r6_json['submitCode'],
        'X-Anit-Forge-Token': r6_json['submitToken'],
        'X-L-REQ-HEADER': "{deviceType:1}",
    },
    cookies=all_cookie,
    json={"userName": "wupeiqi888", "sex": "MALE", "portrait": "images/myresume/default_headpic.png",
          "positionName": '...', "introduce": '....'}
)
print(r7.text)
View Code

防止xss攻击

from bs4 import BeautifulSoup
class XSSFilter(object):
    __instance = None
    def __init__(self):        # XSS白名单
        self.valid_tags = {
            "font": ['color', 'size', 'face', 'style'],
            'b': [],
            'div': [],
            "span": [],
            "table": [
                'border', 'cellspacing', 'cellpadding'
            ],
            'th': [
                'colspan', 'rowspan'
            ],
            'td': [
                'colspan', 'rowspan'
            ],
            "a": ['href', 'target', 'name'],
            "img": ['src', 'alt', 'title'],
            'p': ['align'],
            "pre": ['class'],
            "hr": ['class'],
            'strong': []
        }
    def __new__(cls, *args, **kwargs):
        if not cls.__instance:
            obj = object.__new__(cls, *args, **kwargs)
            cls.__instance = obj
        return cls.__instance
    def process(self, content):
        soup = BeautifulSoup(content, 'html.parser')        # 遍历所有HTML标签
        for tag in soup.find_all():        # 判断标签名是否在白名单中
            if tag.name not in self.valid_tags:
                tag.hidden = True
                if tag.name not in ['html', 'body']:
                    tag.hidden = True
                    tag.clear()
                continue                    # 当前标签的所有属性白名单
            attr_rules = self.valid_tags[tag.name]
            keys = list(tag.attrs.keys())
            for key in keys:
                if key not in attr_rules:
                    del tag[key]
        return soup.decode()                    #这里返回的就是过滤完的内容

content="""
<p class='c1' id='i1'>
   asdfaa<span style="font-family:NSimSun;" class='c1'>sdf<a>a</a>sdf</span>sdf
</p>
<p>
   <strong class='c2' id='i2'>asdf</strong>
   <script>alert(123)</script>
</p>
<h2>
   asdf
</h2>
"""

content = XSSFilter().process(content)
print('content',content)

总结:

  1. 如果爬取的网站有反爬措施,请求里模仿浏览器发给服务器端
  2. 如果需要需要携带信息过去的
    1. 去服务器返回的内容里找.如果有将他格式化成字典或其他保存在session
    2. 看到159900098这样格式的一般都是时间戳,但是位数需要自己 观察
    3. 如果服务器返回的内容里没有key,那么去html或者js找相应的数据
    4. 可能下一次的操作需要携带着上一次服务器发过来的key或其他
  3. 状态码:
    1. 3开头的状态码是自动跳转.在自动跳转的时候可能进行cookies认证
    2. 注意Response request 里的set-cookies参数

　　

参考:http://www.cnblogs.com/wupeiqi/articles/6283017.html

官方文档:http://cn.python-requests.org/zh_CN/latest/user/quickstart.html#id4

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原文地址：https://www.cnblogs.com/chenxuming/p/9269347.html