今年由于疫情原因，考研复试、调剂纷纷推迟，时至5月20日，才开通考研调剂系统

但是调剂信息量非常大，毕竟中国大学多到数不清，而且一所学校不止一条调剂信息，可想而知，信息量有多大。虽然系统有一部分筛选条件，但是这些筛选条件可能依然不能满足需求，这就需要把所有可能需要的数据爬取下来，进行进一步的筛选。

1 前期工作

• 打开研招网，并进行登录：https://yz.chsi.com.cn/

• 点击网上调剂

• 此时就可以根据条件进行查找调剂信息

• 在专业的地方可以输入你想要查询的专业，比如“数学”，然后如图依次进行操作即可

• 点击消息头，查看请求网址、方法和请求头（包括cookies）

• 点击参数，查看表单数据

2 代码编写

import jsonimport requestsdef find_school(start, zymc):headers = {"Host": "yz.chsi.com.cn","User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:73.0) Gecko/20100101 Firefox/73.0","Accept": "*/*","Accept-Language": "zh-CN,zh;q=0.8,zh-TW;q=0.7,zh-HK;q=0.5,en-US;q=0.3,en;q=0.2","Accept-Encoding": "gzip, deflate, br","Content-Type": "application/x-www-form-urlencoded; charset=UTF-8","X-Requested-With": "XMLHttpRequest","Content-Length": "123","Origin": "https://yz.chsi.com.cn","Connection": "keep-alive","Referer": "https://yz.chsi.com.cn/sytj/tj/qecx.html","Cookie": "JSESSIONID=978BA64E6F4530EDB50FE43A3C805EBE; _ga=GA1.3.1200733016.1569507824; zg_did=%7B%22did%22%3A%20%2216d6df4d287815-0a7df95b3ba0b78-4c312272-144000-16d6df4d288505%22%7D; zg_adfb574f9c54457db21741353c3b0aa7=%7B%22sid%22%3A%201590297728210%2C%22updated%22%3A%201590298426969%2C%22info%22%3A%201589874544864%2C%22superProperty%22%3A%20%22%7B%7D%22%2C%22platform%22%3A%20%22%7B%7D%22%2C%22utm%22%3A%20%22%7B%7D%22%2C%22referrerDomain%22%3A%20%22www.baidu.com%22%2C%22landHref%22%3A%20%22https%3A%2F%2Fyz.chsi.com.cn%2F%22%2C%22cuid%22%3A%20%226dc3b88f096e00fec19e8c56fc31b1e3%22%7D; _ga=GA1.4.1200733016.1569507824; zg_0d76434d9bb94abfaa16e1d5a3d82b52=%7B%22sid%22%3A%201569508637357%2C%22updated%22%3A%201569510245680%2C%22info%22%3A%201569508637361%2C%22superProperty%22%3A%20%22%7B%7D%22%2C%22platform%22%3A%20%22%7B%7D%22%2C%22utm%22%3A%20%22%7B%7D%22%2C%22referrerDomain%22%3A%20%22my.chsi.com.cn%22%2C%22cuid%22%3A%20%226dc3b88f096e00fec19e8c56fc31b1e3%22%7D; acw_tc=2760827b15879041262595723ec515fe39010551ca912d1067523ce103dcbf; _gid=GA1.3.770260242.1589874545; __utma=229973332.1200733016.1569507824.1589904202.1589904202.1; __utmz=229973332.1589904202.1.1.utmcsr=(direct)|utmccn=(direct)|utmcmd=(none); aliyungf_tc=AQAAAGUbgAPRoQoA1Qjjb9p0NlS6rwTj; JSESSIONID=386B18A445F1FE086FAB8E0CD8865D8B; XSRF-CCKTOKEN=3514cccbe2916ac49c3a4b561173a314; CHSICC_CLIENTFLAGYZ=7013645e7a0bb77e53e19b04fd77cf6a; CHSICC_CLIENTFLAGSYTJ=43fdc33b0ff004fe35738549a78838c4","Pragma": "no-cache","Cache-Control": "no-cache"}data = {"pageSize": "20","start": start,  # 翻页"orderBy": "","ssdm": "","dwmc": "","xxfs": "1","zymc": zymc,  # 专业名称"qers": "","data_type": "json","agent_from": "web","pageid": "tj_qe_list"}url = "https://yz.chsi.com.cn/sytj/stu/sytjqexxcx.action"resp = requests.post(url, headers=headers, data=data)# 学校列表school_list = json.loads(resp.text)["data"]["vo_list"]["vos"]return school_listall_school_list = []
# 专业名称代码
zymc_list = ["数学", "图论及其应用", "运筹学与控制论", "应用数学", "概率论与数理统计", "计算数学", "几何与代数", "控制论与智能优化", "数理统计", "大数据分析与应用","应用统计和数据分析"]
for zymc in zymc_list:for i in range(20):# 翻页start = str(i * 20) if i > 0 else ""school_list = find_school(start, zymc)all_school_list += school_listif len(school_list) < 20:breakprint(all_school_list)

说明：
"qers": "余额人数",
"fbsjStr": "发布时间",
"hasit": "考生是否已经填报该志愿 true 或 false",
"dwmc": "单位名称",
"yxsmc": "院系所名称",
"yjfxdm": "研究方向代码",
"zymc": "专业名称",
"zydm": "专业代码",
"dwdm": "单位代码",
"xxfs": "学习方式",
"sfmzyq": "是否满足要求，空为满足要求，非空其内容为不满足要求原因",
"bz": "调剂特殊要求",
"gxsj": "距离最后更新时间已过xx分钟",
"yjfxmc": "研究方向名称",
"zt": "余额状态",
"id": "余额信息ID",
"yxsdm": "院系所代码",
"ssdm": "省市代码"

运行结果：

[{'qers': 0,'fbsjStr': '','hasit': False,'dwmc': '沈阳航空航天大学','yxsmc': '理学院','yjfxdm': '00','zymc': '数学','zydm': '070100','dwdm': '10143','xxfs': '1','sfmzyq': '','bz': '详见研究生院官网学院调剂公告','gxsj': 1812,'yjfxmc': '不区分研究方向','zt': '只公布有计划余额','id': 'glygw21dkpjb7vlj','yxsdm': '012','ssdm': ''
}, 
... ... ... ...
{'qers': 0,'fbsjStr': '','hasit': False,'dwmc': '宝鸡文理学院','yxsmc': '数学与信息科学学院','yjfxdm': '00','zymc': '计算数学','zydm': '070102','dwdm': '10721','xxfs': '1','sfmzyq': '','bz': '本科修读专业原则上为数学、应用数学、信息与计算科学、概率统计等专业。','gxsj': 146,'yjfxmc': '不区分研究方向','zt': '只公布有计划余额','id': 'opiep577yqad0xx9','yxsdm': '009','ssdm': ''
}]