python----/数据库/导出普通手环指定时间定位.ipynb

In [1]:

import pymysql
import snowflake
from faker import Faker
fake = Faker('zh_CN')
import random
# 创建数据库连接
connection = pymysql.connect(
host='139.159.182.121',
user='root',
password='@HXYD1109mysql',
database='school_server',
charset='utf8'
)
# 创建游标对象
cursor = connection.cursor()

In [2]:

def create_table(cursor,result):
    
    data = []
    for i in result:
        list_list = list(i)
        des=cursor.description  # 获取表详情，字段名，长度，属性等
        t = ",".join([item[0] for item in des])
        table_head = t.split(',')  # # 查询表列名 用,分割
    
        dict_result = dict(zip(table_head, list_list))  # 打包为元组的列表 再转换为字典
        data.append(dict_result)  # 将字典添加到list_result中
    return data

In [14]:

gradeId = 129
teamId = 110
sql =f"""SELECT
  s.stu_name,s.stu_no,g.grade_name,a.serial_no,a.attend_date,a.start_time_flag
FROM
  (
    SELECT
      serial_no,
      attend_date,-- 标记 start_time 是否为 NULL（0=NULL，1=非NULL）
    CASE
        
        WHEN start_time IS NULL THEN
        0 ELSE 1 
      END AS start_time_flag 
    FROM
      attend_into 
    WHERE
      attend_date BETWEEN '2025-10-09' 
      AND '2025-10-22' 
      AND team_id = {teamId} 
      AND serial_no IS NOT NULL -- 排除 serial_no 为 NULL 的无效记录
      
    GROUP BY
      serial_no,
      attend_date,
    CASE
        
        WHEN start_time IS NULL THEN
        0 ELSE 1 
        END -- 按状态分组
        
        ORDER BY
          serial_no,
          attend_date,
      start_time_flag) AS a
      INNER JOIN student AS s ON s.serial_no = a.serial_no
  LEFT JOIN band AS b ON a.serial_no = b.serial_no 
  LEFT JOIN grade as g on s.grade_id = g.id  WHERE b.type=2 and g.id={gradeId}"""
cursor.execute(sql)
result=cursor.fetchall()

In [15]:

data = create_table(cursor,result)

In [16]:

data

Out [16]:

[{'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 9),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 10),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 11),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 12),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 13),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 14),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 15),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 16),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 17),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 18),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 19),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 20),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 21),
  'start_time_flag': 0},
 {'stu_name': '测试学生',
  'stu_no': '23010001',
  'grade_name': '2025级',
  'serial_no': '3108315345',
  'attend_date': datetime.date(2025, 10, 22),
  'start_time_flag': 0},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 9),
  'start_time_flag': 1},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 10),
  'start_time_flag': 1},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 11),
  'start_time_flag': 1},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 12),
  'start_time_flag': 0},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 13),
  'start_time_flag': 1},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 14),
  'start_time_flag': 0},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 15),
  'start_time_flag': 1},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 16),
  'start_time_flag': 1},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 17),
  'start_time_flag': 1},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 18),
  'start_time_flag': 0},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 19),
  'start_time_flag': 0},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 20),
  'start_time_flag': 1},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 21),
  'start_time_flag': 1},
 {'stu_name': '侯羽泽',
  'stu_no': '25040093',
  'grade_name': '2025级',
  'serial_no': '3108618449',
  'attend_date': datetime.date(2025, 10, 22),
  'start_time_flag': 1},
 {'stu_name': '林乃龙',
  'stu_no': '25040164',
  'grade_name': '2025级',
  'serial_no': '3108635233',
  'attend_date': datetime.date(2025, 10, 20),
  'start_time_flag': 0},
 {'stu_name': '林乃龙',
  'stu_no': '25040164',
  'grade_name': '2025级',
  'serial_no': '3108635233',
  'attend_date': datetime.date(2025, 10, 21),
  'start_time_flag': 1},
 {'stu_name': '林乃龙',
  'stu_no': '25040164',
  'grade_name': '2025级',
  'serial_no': '3108635233',
  'attend_date': datetime.date(2025, 10, 22),
  'start_time_flag': 1},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 9),
  'start_time_flag': 1},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 10),
  'start_time_flag': 1},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 11),
  'start_time_flag': 1},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 12),
  'start_time_flag': 0},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 13),
  'start_time_flag': 0},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 14),
  'start_time_flag': 0},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 15),
  'start_time_flag': 1},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 16),
  'start_time_flag': 1},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 17),
  'start_time_flag': 1},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 18),
  'start_time_flag': 0},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 19),
  'start_time_flag': 0},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 20),
  'start_time_flag': 1},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 21),
  'start_time_flag': 1},
 {'stu_name': '武立业',
  'stu_no': '25040297',
  'grade_name': '2025级',
  'serial_no': '3108602833',
  'attend_date': datetime.date(2025, 10, 22),
  'start_time_flag': 1},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 9),
  'start_time_flag': 1},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 10),
  'start_time_flag': 1},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 11),
  'start_time_flag': 1},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 12),
  'start_time_flag': 0},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 13),
  'start_time_flag': 1},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 14),
  'start_time_flag': 1},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 15),
  'start_time_flag': 1},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 16),
  'start_time_flag': 1},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 17),
  'start_time_flag': 1},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 18),
  'start_time_flag': 0},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 19),
  'start_time_flag': 0},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 20),
  'start_time_flag': 1},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 21),
  'start_time_flag': 1},
 {'stu_name': '卢宇丰',
  'stu_no': '25040188',
  'grade_name': '2025级',
  'serial_no': '0022704284',
  'attend_date': datetime.date(2025, 10, 22),
  'start_time_flag': 1},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 9),
  'start_time_flag': 1},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 10),
  'start_time_flag': 1},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 11),
  'start_time_flag': 1},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 12),
  'start_time_flag': 0},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 13),
  'start_time_flag': 1},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 14),
  'start_time_flag': 1},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 15),
  'start_time_flag': 1},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 16),
  'start_time_flag': 1},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 17),
  'start_time_flag': 1},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 18),
  'start_time_flag': 0},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 19),
  'start_time_flag': 0},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 20),
  'start_time_flag': 1},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 21),
  'start_time_flag': 1},
 {'stu_name': '邹谧',
  'stu_no': '25040404',
  'grade_name': '2025级',
  'serial_no': '3108616513',
  'attend_date': datetime.date(2025, 10, 22),
  'start_time_flag': 1},
 {'stu_name': '肖钰媛',
  'stu_no': '25040308',
  'grade_name': '2025级',
  'serial_no': '3108417185',
  'attend_date': datetime.date(2025, 10, 9),
  'start_time_flag': 1},
 {'stu_name': '肖钰媛',
  'stu_no': '25040308',
  'grade_name': '2025级',
  'serial_no': '3108417185',
  'attend_date': datetime.date(2025, 10, 10),
  'start_time_flag': 1},
 {'stu_name': '肖钰媛',
  'stu_no': '25040308',
  'grade_name': '2025级',
  'serial_no': '3108417185',
  'attend_date': datetime.date(2025, 10, 11),
  'start_time_flag': 1},
 {'stu_name': '肖钰媛',
  'stu_no': '25040308',
  'grade_name': '2025级',
  'serial_no': '3108417185',
  'attend_date': datetime.date(2025, 10, 12),
  'start_time_flag': 0},
 {'stu_name': '肖钰媛',
  'stu_no': '25040308',
  'grade_name': '2025级',
  'serial_no': '3108417185',
  'attend_date': datetime.date(2025, 10, 13),
  'start_time_flag': 1},
 {'stu_name': '肖钰媛',
  'stu_no': '25040308',
  'grade_name': '2025级',
  'serial_no': '3108417185',
  'attend_date': datetime.date(2025, 10, 14),
  'start_time_flag': 1},
 {'stu_name': '肖钰媛',
  'stu_no': '25040308',
  'grade_name': '2025级',
  'serial_no': '3108417185',
  'attend_date': datetime.date(2025, 10, 15),
  'start_time_flag': 1},
 {'stu_name': '肖钰媛',
  'stu_no': '25040308',
  'grade_name': '2025级',
  'serial_no': '3108417185',
  'attend_date': datetime.date(2025, 10, 16),
  'start_time_flag': 1},
 {'stu_name': '肖钰媛',
  'stu_no': '25040308',
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  'attend_date': datetime.date(2025, 10, 16),
  'start_time_flag': 1},
 {'stu_name': '王铭泽',
  'stu_no': '25040262',
  'grade_name': '2025级',
  'serial_no': '3108569905',
  'attend_date': datetime.date(2025, 10, 17),
  'start_time_flag': 1},
 {'stu_name': '王铭泽',
  'stu_no': '25040262',
  'grade_name': '2025级',
  'serial_no': '3108569905',
  'attend_date': datetime.date(2025, 10, 18),
  'start_time_flag': 0},
 {'stu_name': '王铭泽',
  'stu_no': '25040262',
  'grade_name': '2025级',
  'serial_no': '3108569905',
  'attend_date': datetime.date(2025, 10, 19),
  'start_time_flag': 0},
 {'stu_name': '王铭泽',
  'stu_no': '25040262',
  'grade_name': '2025级',
  'serial_no': '3108569905',
  'attend_date': datetime.date(2025, 10, 20),
  'start_time_flag': 1},
 {'stu_name': '王铭泽',
  'stu_no': '25040262',
  'grade_name': '2025级',
  'serial_no': '3108569905',
  'attend_date': datetime.date(2025, 10, 21),
  'start_time_flag': 1},
 {'stu_name': '王铭泽',
  'stu_no': '25040262',
  'grade_name': '2025级',
  'serial_no': '3108569905',
  'attend_date': datetime.date(2025, 10, 22),
  'start_time_flag': 1},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 9),
  'start_time_flag': 1},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 10),
  'start_time_flag': 1},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 11),
  'start_time_flag': 1},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 12),
  'start_time_flag': 0},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 13),
  'start_time_flag': 1},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 14),
  'start_time_flag': 1},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 15),
  'start_time_flag': 1},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 16),
  'start_time_flag': 1},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 17),
  'start_time_flag': 1},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 18),
  'start_time_flag': 0},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 19),
  'start_time_flag': 0},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 20),
  'start_time_flag': 1},
 {'stu_name': '胡芷萱',
  'stu_no': '25040098',
  'grade_name': '2025级',
  'serial_no': '3108588705',
  'attend_date': datetime.date(2025, 10, 21),
  'start_time_flag': 1},
 ...]

In [17]:

import pandas as pd
df = pd.DataFrame(data)

In [18]:

head =  df['attend_date'].value_counts().keys().to_list()
    

In [19]:

head.sort()

In [ ]:

In [20]:

df.head()

Out [20]:

	stu_name	stu_no	grade_name	serial_no	attend_date	start_time_flag
0	测试学生	23010001	2025级	3108315345	2025-10-09	0
1	测试学生	23010001	2025级	3108315345	2025-10-10	0
2	测试学生	23010001	2025级	3108315345	2025-10-11	0
3	测试学生	23010001	2025级	3108315345	2025-10-12	0
4	测试学生	23010001	2025级	3108315345	2025-10-13	0

In [21]:

def fun(x):
    # for item in head:
    #     if item in x['attend_date'].values:
    #         x[item] = x['start_time_flag'].values[0]
    my_row  = x.iloc[0]
    for item in head:
       my_row[item] = '空'
    for index, row in x.iterrows():
        my_row[row['attend_date']] = row['start_time_flag']
    return my_row
df1 = df.groupby('stu_name').apply(fun)

C:\Users\Administrator\AppData\Local\Temp\ipykernel_10844\603508577.py:11: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.
  df1 = df.groupby('stu_name').apply(fun)

In [22]:

df1.drop(columns=['attend_date','start_time_flag'],inplace=True,axis=1)

In [23]:

df2 = df1.astype('str')

In [24]:

df2.to_excel('百仁.xlsx',index=False)

In [ ]: