一些网站会在正常的账号密码认证之外加一些验证码,以此来明确地区分人/机行为,从一定程度上达到反爬的效果.
一,图片验证码
对于普通图片验证码,tesserocr库就可以识别:
tesserocr库详见: https://blog.csdn.net/qq_39208536/article/details/80755400
我们还可以使用第三方的接口识别
如云打码平台: http://www.yundama.com/index.html
注册账号之后更具其提供的API接口使用!
下载的原文件:

import http.client, mimetypes, urllib, json, time, requests ###################################################################### class YDMHttp: apiurl = 'http://api.yundama.com/api.php' username = '' password = '' appid = '' appkey = '' def __init__(self, username, password, appid, appkey): self.username = username self.password = password self.appid = str(appid) self.appkey = appkey def request(self, fields, files=[]): response = self.post_url(self.apiurl, fields, files) response = json.loads(response) return response def balance(self): data = {'method': 'balance', 'username': self.username, 'password': self.password, 'appid': self.appid, 'appkey': self.appkey} response = self.request(data) if (response): if (response['ret'] and response['ret'] < 0): return response['ret'] else: return response['balance'] else: return -9001 def login(self): data = {'method': 'login', 'username': self.username, 'password': self.password, 'appid': self.appid, 'appkey': self.appkey} response = self.request(data) if (response): if (response['ret'] and response['ret'] < 0): return response['ret'] else: return response['uid'] else: return -9001 def upload(self, filename, codetype, timeout): data = {'method': 'upload', 'username': self.username, 'password': self.password, 'appid': self.appid, 'appkey': self.appkey, 'codetype': str(codetype), 'timeout': str(timeout)} file = {'file': filename} response = self.request(data, file) if (response): if (response['ret'] and response['ret'] < 0): return response['ret'] else: return response['cid'] else: return -9001 def result(self, cid): data = {'method': 'result', 'username': self.username, 'password': self.password, 'appid': self.appid, 'appkey': self.appkey, 'cid': str(cid)} response = self.request(data) return response and response['text'] or '' def decode(self, filename, codetype, timeout): cid = self.upload(filename, codetype, timeout) if (cid > 0): for i in range(0, timeout): result = self.result(cid) if (result != ''): return cid, result else: time.sleep(1) return -3003, '' else: return cid, '' def report(self, cid): data = {'method': 'report', 'username': self.username, 'password': self.password, 'appid': self.appid, 'appkey': self.appkey, 'cid': str(cid), 'flag': '0'} response = self.request(data) if (response): return response['ret'] else: return -9001 def post_url(self, url, fields, files=[]): for key in files: files[key] = open(files[key], 'rb'); res = requests.post(url, files=files, data=fields) return res.text ###################################################################### # 用户名 username = 'username' # 密码 password = 'password' # 软件ID,开发者分成必要参数。登录开发者后台【我的软件】获得! appid = 1 # 软件密钥,开发者分成必要参数。登录开发者后台【我的软件】获得! appkey = '22cc5376925e9387a23cf797cb9ba745' # 图片文件 filename = 'getimage.jpg' # 验证码类型,# 例:1004表示4位字母数字,不同类型收费不同。请准确填写,否则影响识别率。在此查询所有类型 http://www.yundama.com/price.html codetype = 1004 # 超时时间,秒 timeout = 60 # 检查 if (username == 'username'): print('请设置好相关参数再测试') else: # 初始化 yundama = YDMHttp(username, password, appid, appkey) # 登陆云打码 uid = yundama.login(); print('uid: %s' % uid) # 查询余额 balance = yundama.balance(); print('balance: %s' % balance) # 开始识别,图片路径,验证码类型ID,超时时间(秒),识别结果 cid, result = yundama.decode(filename, codetype, timeout); print('cid: %s, result: %s' % (cid, result)) ######################################################################
ex: 人人网在连续输错5次密码之后,就会添加验证码登陆,使用爬虫登陆人人网,获取个人主页
示例类:

import http.client, mimetypes, urllib, json, time, requests class YDMHttp: apiurl = 'http://api.yundama.com/api.php' username = '' password = '' appid = '' appkey = '' def __init__(self, username, password, appid, appkey): self.username = username self.password = password self.appid = str(appid) self.appkey = appkey def request(self, fields, files=[]): response = self.post_url(self.apiurl, fields, files) response = json.loads(response) return response def balance(self): data = {'method': 'balance', 'username': self.username, 'password': self.password, 'appid': self.appid, 'appkey': self.appkey} response = self.request(data) if (response): if (response['ret'] and response['ret'] < 0): return response['ret'] else: return response['balance'] else: return -9001 def login(self): data = {'method': 'login', 'username': self.username, 'password': self.password, 'appid': self.appid, 'appkey': self.appkey} response = self.request(data) if (response): if (response['ret'] and response['ret'] < 0): return response['ret'] else: return response['uid'] else: return -9001 def upload(self, filename, codetype, timeout): data = {'method': 'upload', 'username': self.username, 'password': self.password, 'appid': self.appid, 'appkey': self.appkey, 'codetype': str(codetype), 'timeout': str(timeout)} file = {'file': filename} response = self.request(data, file) if (response): if (response['ret'] and response['ret'] < 0): return response['ret'] else: return response['cid'] else: return -9001 def result(self, cid): data = {'method': 'result', 'username': self.username, 'password': self.password, 'appid': self.appid, 'appkey': self.appkey, 'cid': str(cid)} response = self.request(data) return response and response['text'] or '' def decode(self, filename, codetype, timeout): cid = self.upload(filename, codetype, timeout) if (cid > 0): for i in range(0, timeout): result = self.result(cid) if (result != ''): return cid, result else: time.sleep(1) return -3003, '' else: return cid, '' def report(self, cid): data = {'method': 'report', 'username': self.username, 'password': self.password, 'appid': self.appid, 'appkey': self.appkey, 'cid': str(cid), 'flag': '0'} response = self.request(data) if (response): return response['ret'] else: return -9001 def post_url(self, url, fields, files=[]): for key in files: files[key] = open(files[key], 'rb'); res = requests.post(url, files=files, data=fields) return res.text
import requests from lxml import etree headers = { "User-Agent": "Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/70.0.3538.67 Safari/537.36" } # 1.进行登陆操作,服务器就会对当前用户 创建一个cookie对象(存储当前的用户状态信息,以及身份标识) # 2. 进行个人主页的请求(携带步骤1中创建的cookie), 获取当前用户个人主页的页面数据 def get_code(img_path): # 用户名 username = 'EksYiQiang' # 密码 password = 'xyq19990113' # 软件ID,开发者分成必要参数。登录开发者后台【我的软件】获得! appid = 6041 # 软件密钥,开发者分成必要参数。登录开发者后台【我的软件】获得! appkey = 'c9f0265f96d9e97118aeb8eff629da64' # 图片文件 filename = img_path # 验证码类型,# 例:1004表示4位字母数字,不同类型收费不同。请准确填写,否则影响识别率。在此查询所有类型 http://www.yundama.com/price.html codetype = 2004 # 超时时间,秒 timeout = 60 # 检查 if (username == 'username'): print('请设置好相关参数再测试') else: # 初始化 yundama = YDMHttp(username, password, appid, appkey) # 登陆云打码 uid = yundama.login(); print('uid: %s' % uid) # 查询余额 balance = yundama.balance(); print('balance: %s' % balance) # 开始识别,图片路径,验证码类型ID,超时时间(秒),识别结果 cid, result = yundama.decode(filename, codetype, timeout); print('cid: %s, result: %s' % (cid, result)) return result # 登陆,先获取登陆页面的图片验证码 url = "http://www.renren.com/" page_text = requests.get(url=url, headers=headers).text tree = etree.HTML(page_text) codeImg_url = tree.xpath('//*[@id="verifyPic_login"]/@src')[0] print(codeImg_url) img_content = requests.get(url=codeImg_url, headers=headers).content with open("code_img.jpg", "wb") as f: f.write(img_content) code_content = get_code("code_img.jpg") print(code_content) #登录请求的url(通过抓包工具获取) login_url = "http://www.renren.com/ajaxLogin/login?1=1&uniqueTimestamp=2018922149650" session = requests.session() # #创建一个session对象,该对象会自动将请求中的cookie进行存储和携带 data = { "rkey":"d818910ba02fe92c2e1835721e2ca2e2", "password":"1239e82545fec64c0f6358e13e5ee2a5b281c1af4098e0251dcd8c13455f5056", "origURL":"http://www.renren.com/home", "key_id": "1", "icode":code_content, # 把验证码发过来 "f":"", "email": "18829037944", "domain": "renren.com", "captcha_type": "web_login", } session.post(url=login_url, data=data, headers=headers) # 使用session发送请求,目的是为了将session保存该次请求中的cookie get_url = "http://www.renren.com/968520666/profile" # 再次使用session进行请求的发送,该次请求中已经携带了cookie response = session.get(url=get_url, headers=headers) #设置响应内容的编码格式 response.encoding = 'utf-8' page_text = response.text #将响应内容写入文件 with open('./renren77777.html','w', encoding="utf-8") as fp: fp.write(page_text) print("over")
二,滑动验证码
https://www.cnblogs.com/linhaifeng/articles/7802150.html