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招聘数据爬取
招聘数据
爬取的步骤和招聘数据的保存
目录
招聘数据
前言
一、请求数据
二、获取数据
三、解析数据
1.引入库
2.解析数据，提取想要的数据
四、保存数据
总结
前言
现如今，各大招聘网站数据提供的价值非常大，需要获取招聘数据可参考一下方法，爬取无忧招聘，接下来还会出其他招聘网站数据的获取，大家可以期待一下。
一、请求数据
代码如下：
import requests
# 1. 请求数据
headers = {
'Cookie': '_uab_collina=166360652561189935704293; guid=c4bede90c92b3ed05fcaf73c4f8f7e5d; nsearch=jobarea%3D%26%7C%26ord_field%3D%26%7C%26recentSearch0%3D%26%7C%26recentSearch1%3D%26%7C%26recentSearch2%3D%26%7C%26recentSearch3%3D%26%7C%26recentSearch4%3D%26%7C%26collapse_expansion%3D; _ujz=MjE2MjI2MzQwMA%3D%3D; ps=needv%3D0; 51job=cuid%3D216226340%26%7C%26cusername%3DtVdXVUZbI9qJRKQYI9qojXLcwfL5fiGpfb329jmhd8s%253D%26%7C%26cpassword%3D%26%7C%26cname%3D%26%7C%26cemail%3D%26%7C%26cemailstatus%3D0%26%7C%26cnickname%3D%26%7C%26ccry%3D.0AH7oT0e.v8M%26%7C%26cconfirmkey%3D%25241%2524te1MADQc%2524ZcWYjLHmqA6J5Q.xQuhWk%252F%26%7C%26cautologin%3D1%26%7C%26cenglish%3D0%26%7C%26sex%3D%26%7C%26cnamekey%3D%25241%2524dj3ibBCo%2524NyDL9T8bCaLiMPI6Ssu7U1%26%7C%26to%3D75bff6ec03ea80c29247ba350ca714156328a726%26%7C%26; sensor=createDate%3D2022-09-20%26%7C%26identityType%3D1; sensorsdata2015jssdkcross=%7B%22distinct_id%22%3A%22216226340%22%2C%22first_id%22%3A%2218356ad0e00be2-0c2ccf0c267ce-26021d51-921600-18356ad0e01c53%22%2C%22props%22%3A%7B%22%24latest_traffic_source_type%22%3A%22%E7%9B%B4%E6%8E%A5%E6%B5%81%E9%87%8F%22%2C%22%24latest_search_keyword%22%3A%22%E6%9C%AA%E5%8F%96%E5%88%B0%E5%80%BC_%E7%9B%B4%E6%8E%A5%E6%89%93%E5%BC%80%22%2C%22%24latest_referrer%22%3A%22%22%7D%2C%22identities%22%3A%22eyIkaWRlbnRpdHlfY29va2llX2lkIjoiMTgzNTZhZDBlMDBiZTItMGMyY2NmMGMyNjdjZS0yNjAyMWQ1MS05MjE2MDAtMTgzNTZhZDBlMDFjNTMiLCIkaWRlbnRpdHlfbG9naW5faWQiOiIyMTYyMjYzNDAifQ%3D%3D%22%2C%22history_login_id%22%3A%7B%22name%22%3A%22%24identity_login_id%22%2C%22value%22%3A%22216226340%22%7D%2C%22%24device_id%22%3A%2218356ad0e00be2-0c2ccf0c267ce-26021d51-921600-18356ad0e01c53%22%7D; partner=sem_pcbaidu8_14833; adv=ad_logid_url%3Dhttps%253A%252F%252Ftrace.51job.com%252Ftrace.php%253Fpartner%253Dsem_pcbaidu8_14833%2526ajp%253DaHR0cHM6Ly9ta3QuNTFqb2IuY29tL3RnL3NlbS9MUF8yMDIwXzEuaHRtbD9mcm9tPWJhaWR1YWQ%253D%2526k%253Dd946ba049bfb67b64f408966cbda3ee9%2526bd_vid%253D9507885370038009921%26%7C%26; privacy=1664196036; slife=lastvisit%3D020000%26%7C%26lastlogindate%3D20220926%26%7C%26; search=jobarea%7E%60020000%7C%21ord_field%7E%600%7C%21recentSearch0%7E%60020000%A1%FB%A1%FA000000%A1%FB%A1%FA0000%A1%FB%A1%FA00%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA9%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA0%A1%FB%A1%FAPython%A1%FB%A1%FA2%A1%FB%A1%FA1%7C%21recentSearch1%7E%60000000%A1%FB%A1%FA000000%A1%FB%A1%FA0000%A1%FB%A1%FA00%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA9%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA0%A1%FB%A1%FApython%A1%FB%A1%FA2%A1%FB%A1%FA1%7C%21recentSearch2%7E%60010000%2C020000%2C030200%2C040000%A1%FB%A1%FA000000%A1%FB%A1%FA0000%A1%FB%A1%FA00%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA9%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA0%A1%FB%A1%FApython%A1%FB%A1%FA2%A1%FB%A1%FA1%7C%21recentSearch3%7E%60000000%A1%FB%A1%FA000000%A1%FB%A1%FA0000%A1%FB%A1%FA00%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA9%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA0%A1%FB%A1%FA%A1%FB%A1%FA2%A1%FB%A1%FA1%7C%21; ssxmod_itna=eu0QD5BIfDkD7DgDl4iu7t86kjrtDmoEokY4AIQD/KWxnqD=GFDK40EEgfwvE05hiZi2fhPRefyfeDHc0ofKrFZASXoDU4i8DCLiAmTDen=D5xGoDPxDeDAQKiTDY4DdjpNv=DEDeKDRDAQDzLdyDGfBDYP9QqDgSqDB+OdDKqGg7kU6CQ03xGU4IwD9D0UdxBdWiZx9+QcasBUgepDPH2jx5eGuDG6DOqGmSfbDCg6lWlv3Fom3I05pIDpF37Gq+A+5CBgLLDhI4o43U7wde4pUvG4QzDDAKBxQ4kDxD===; ssxmod_itna2=eu0QD5BIfDkD7DgDl4iu7t86kjrtDmoEokY4AKG9Wk4rwfDBdQP7pwh3MYmhv5hm=0KrWnjPRFxmevrnAj4P6=TETOM0tPL9fRirpER5syazFBRQNk9K8EXVt11FgQakM7/n9Dn+bun0sr=As7p0s3=ItPareopiPNm0DRCYhd1orchoGsgEb=jOIqYWO7zer7b4b7tuWX8HfR7B+RDgvuD7x3x7eH1Dp4ZoC79oO8FQAoums2KYEKvlrs/EuCf5ERzQALbe9Ozef7gorrYqg3MdFfuef3=/sToVcENVHLbVissirF8Ae=qV1AEZG0CGx1DWQGCltfQfXgAOP61ljXeIdt3q6qxEAX02mQLRx6eg+ijdkE=V72k2bgQ3LP=fZDHo3mD59Eo1tINtfFfod4tEexYawmCGq0GMcE7=WcrQ1UdEzof86Ro21p6E4uM2fKA4DQ9Nixe8G4mbOG0tBi+YLOrkxYR86rkcuxD08Dij5YD=',
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/104.0.0.0 Safari/537.36',
'Host': 'search.51job.com',
'Referer': 'https://search.51job.com/list/020000,000000,0000,00,9,99,Python,2,1.html?lang=c&stype=&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&providesalary=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',
'sec-ch-ua': '"Chromium";v="104", " Not A;Brand";v="99", "Google Chrome";v="104"',
'sec-ch-ua-mobile': '?0',
'sec-ch-ua-platform': '"Windows"',
'Sec-Fetch-Dest': 'document',
'Sec-Fetch-Mode': 'navigate',
'Sec-Fetch-Site': 'same-origin',
'Sec-Fetch-User': '?1',
'Upgrade-Insecure-Requests': '1',
}
# 如果当headers伪装不够的时候，可能会被服务器识别出来，是爬虫程序，从而不给你相应的数据内容
url = 'https://search.51job.com/list/020000,000000,0000,00,9,99,Python,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='
response = requests.get(url=url,headers=headers)
print(response) # 响应对象 运行以上代码我们可以得到结果：
D:\Py文件\venv\Scripts\python.exe D:/Py文件/招聘/无忧招聘.py
Process finished with exit code 0 二、获取数据
代码如下（示例）：
# 2. 获取数据 得到数据，如果不是你想要的数据内容，你可能是被反爬了，要求加加一些伪装
print(response.text) #字符串数据类型获取的结果如下：
D:\Py文件\venv\Scripts\python.exe D:/Py文件/招聘/无忧招聘.py
【上海,Python招聘，求职】-前程无忧
正在加载...
下载
APP
下载 51Job APP
掌握前程 工作无忧
意见
反馈
Process finished with exit code 0
三、解析数据
1.引入库
代码如下：
import json import requests import re import csv import pprint
2.解析数据，提取想要的数据
代码如下：
# 3、 解析数据，提取想要的数据
# [0] 表示提取列表里面第一个元素 --->list index out of range 所以你的列表是空列表
# 用正则表达式/css/xpath提取数据返回是空列表 ---> 1、语法写错 2.response.text 没有想要数据
html_data = re.findall('window.__SEARCH_RESULT__ = (.*?)',response.text)[0]
# print(html_data)
json_data = json.loads(html_data)
# pprint.pprint(json_data)
# 通过字典取值方法 把职位信息列表提取出来，通过for循环遍历一个一个提取职位信息
for index in json_data['engine_jds']:
# 根据冒号左边的内容，提取冒号右边的内容
# pprint.pprint(index)
dit = {
'职位': index['job_title'],
'城市': index['attribute_text'][0],
'经验': index['attribute_text'][1],
'学历': index['attribute_text'][2],
'薪资': index['providesalary_text'],
'公司': index['company_name'],
'福利待遇': index['jobwelf'],
'公司领域': index['companyind_text'],
'公司规模': index['companysize_text'],
'公司类型': index['companytype_text'],
'发布日期': index['issuedate'],
'职位详情页': index['job_href'],
'公司详情页': index['company_href'],
}
print(dit)通过前面获取到的text信息，我们可以通过re正则表达式模块提取出我们想要的数据re获取后结果如下：
D:\Py文件\venv\Scripts\python.exe D:/Py文件/招聘/无忧招聘.py
{"top_ads":[],"auction_ads":[],"market_ads":[],"engine_jds":[{"type":"engine_jds","jt":"0_0","tags":[],"ad_track":"","jobid":"135751418","coid":"6763825","effect":"1","is_special_job":"","job_href":"https:\/\/jobs.51job.com\/shanghai-pdxq\/135751418.html?s=sou_sou_soulb&t=0_0","job_name":"Python开发实习生","job_title":"Python开发实习生","company_href":"https:\/\/jobs.51job.com\/all\/coBGQBYlYzBzoHagZnBmY.html","company_name":"星睿轩科技（上海）有限公司","providesalary_text":"8千-1.2万","workarea":"021000","workarea_text":"上海-浦东新区","updatedate":"10-09","iscommunicate":"","companytype_text":"民营公司","degreefrom":"6","workyear":"1","issuedate":"2022-10-09 10:02:23","isFromXyz":"","isIntern":"","jobwelf":"五险一金 出国机会","jobwelf_list":["五险一金","出国机会"],"isdiffcity":"","attribute_text":["上海-浦东新区","在校生\/应届生","本科"],"companysize_text":"","companyind_text":"电子技术\/半导体\/集成电路","adid":""},{"type":"engine_jds","jt":"0_0","tags":[],"ad_track":"","jobid":"141777709","coid":"2299260","effect":"1","is_special_job":"","job_href":"https:\/\/jobs.51job.com\/shanghai\/141777709.html?s=sou_sou_soulb&t=0_0","job_name":"Python后端开发实习生","job_title":"Python后端开发实习生","company_href":"https:\/\/jobs.51job.com\/all\/co2299260.html","company_name":"上海纵游网络技术有限公司","providesalary_text":"240元\/天","workarea":"020000","workarea_text":"上海","updatedate":"08-19","iscommunicate":"","companytype_text":"外资（非欧美）","degreefrom":"6","workyear":"1","issuedate":"2022-08-19 14:00:01","isFromXyz":"","isIntern":"","jobwelf":"弹性工作","jobwelf_list":["弹性工作"],"isdiffcity":"","attribute_text":["上海","在校生\/应届生","本科"],"companysize_text":"150-500人","companyind_text":"互联网\/电子商务","adid":""},{"type":"engine_jds","jt":"0_0","tags":["xyz"],"ad_track":"","jobid":"134853375","coid":"6340029","effect":"1","is_special_job":"","job_href":"https:\/\/jobs.51job.com\/shanghai\/134853375.html?s=sou_sou_soulb&t=0_0","job_name":"2023 Intern - Engineering Technologist Intern","job_title":"2023 Intern - Engineering Technologist Intern","company_href":"https:\/\/jobs.51job.com\/all\/co6340029.html","company_name":"戴尔（中国）有限公司","providesalary_text":"4.5-6千","workarea":"020000","workarea_text":"上海","updatedate":"10-11","iscommunicate":"","companytype_text":"外资（欧美）","degreefrom":"7","workyear":"1","issuedate":"2022-10-11 04:59:25","isFromXyz":"1","isIntern":"","jobwelf":"","jobwelf_list":[""],"isdiffcity":"","attribute_text":["上海","在校生\/应届生","硕士"],"companysize_text":"10000人以上","companyind_text":"计算机软件","adid":""},{"type":"engine_jds","jt":"0_0","tags":["intern","xyz"],"ad_track":"","jobid":"142728785","coid":"7265837","effect":"1","is_special_job":"","job_href":"https:\/\/jobs.51job.com\/shanghai\/142728785.html?s=sou_sou_soulb&t=0_0","job_name":"Commercial Software Analyst Intern","job_title":"Commercial Software Analyst Intern","company_href":"https:\/\/jobs.51job.com\/all\/coAmNWMAVgBj0AbVc3UDI.html","company_name":"思爱普（中国）有限公司","providesalary_text":"1.3-2万","workarea":"020000","workarea_text":"上海","updatedate":"10-11","iscommunicate":"","companytype_text":"外资（欧美）","degreefrom":"6","workyear":"1","issuedate":"2022-10-11 04:25:10","isFromXyz":"1","isIntern":"1","jobwelf":"","jobwelf_list":[""],"isdiffcity":"","attribute_text":["上海","在校生\/应届生","本科"],"companysize_text":"","companyind_text":"计算机软件","adid":""},{"type":"engine_jds","jt":"0_0","tags":[],"ad_track":"","jobid":"141535876","coid":"108721","effect":"1","is_special_job":"","job_href":"https:\/\/jobs.51job.com\/shanghai-pdxq\/141535876.html?s=sou_sou_soulb&t=0_0","job_name":"R&D Engineer Intern","job_title":"R&D Engineer Intern","company_href":"https:\/\/jobs.51job.com\/all\/co108721.html","company_name":"上海恩艾仪器有限公司","providesalary_text":"300元\/天","workarea":"021000","workarea_text":"上海-浦东新区","updatedate":"10-11","iscommunicate":"","companytype_text":"外资（欧美）","degreefrom":"6","workyear":"1","issuedate":"2022-10-11 04:00:01","isFromXyz":"","isIntern":"","jobwelf":"五险一金 免费班车 专业培训 节日福利 餐饮补贴 弹性工作","jobwelf_list":["五险一金","免费班车","专业培训","节日福利","餐饮补贴","弹性工作"],"isdiffcity":"","attribute_text":["上海-浦东新区","在校生\/应届生","本科"],"companysize_text":"150-500人","companyind_text":"电子技术\/半导体\/集成电路","adid":""},{"type":"engine_jds","jt":"0_0","tags":[],"ad_track":"","jobid":"143049795","coid":"3979143","effect":"1","is_special_job":"","job_href":"https:\/\/jobs.51job.com\/shanghai-qpq\/143049795.html?s=sou_sou_soulb&t=0_0","job_name":"机器人运动控制实习生","job_title":"机器人运动控制实习生","company_href":"https:\/\/jobs.51job.com\/all\/co3979143.html","company_name":"美的集团中央研究院","providesalary_text":"5-5.5千","workarea":"021600","workarea_text":"上海-青浦区","updatedate":"10-11","iscommunicate":"","companytype_text":"民营公司","degreefrom":"8","workyear":"1","issuedate":"2022-10-11 04:00:01","isFromXyz":"","isIntern":"","jobwelf":"500强 发展空间大 公司规模大 餐饮补贴 房补 具有转正机会","jobwelf_list":["500强","发展空间大","公司规模大","餐饮补贴","房补","具有转正机会"],"isdiffcity":"","attribute_text":["上海-青浦区","在校生\/应届生","博士"],"companysize_text":"150-500人","companyind_text":"家具\/家电\/玩具\/礼品","adid":""},{"type":"engine_jds","jt":"0_0","tags":["intern","xyz"],"ad_track":"","jobid":"141588580","coid":"6726465","effect":"1","is_special_job":"","job_href":"https:\/\/jobs.51job.com\/shanghai\/141588580.html?s=sou_sou_soulb&t=0_0","job_name":"软件研发工程师（实习生）","job_title":"软件研发工程师（实习生）","company_href":"https:\/\/jobs.51job.com\/all\/coBGRcP1EwUmoCYwRhVTU.html","company_name":"平安利顺国际货币经纪有限责任公司","providesalary_text":"3-5千","workarea":"020000","workarea_text":"上海","updatedate":"10-11","iscommunicate":"","companytype_text":"合资","degreefrom":"6","workyear":"1","issuedate":"2022-10-11 04:00:01","isFromXyz":"1","isIntern":"1","jobwelf":"","jobwelf_list":[""],"isdiffcity":"","attribute_text":["上海","在校生\/应届生","本科"],"companysize_text":"","companyind_text":"金融\/投资\/证券","adid":""},{"type":"engine_jds","jt":"0_0","tags":[],"ad_track":"","jobid":"129814425","coid":"3811340","effect":"1","is_special_job":"","job_href":"https:\/\/jobs.51job.com\/shanghai-pdxq\/129814425.html?s=sou_sou_soulb&t=0_0","job_name":"嵌入式AI算法实习生","job_title":"嵌入式AI算法实习生","company_href":"https:\/\/jobs.51job.com\/all\/co3811340.html","company_name":"上海智元信息科技有限公司","providesalary_text":"5-8千","workarea":"021000","workarea_text":"上海-浦东新区","updatedate":"10-11","iscommunicate":"","companytype_text":"民营公司","degreefrom":"7","workyear":"1","issuedate":"2022-10-11 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