{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "e22fc985", "metadata": {}, "outputs": [], "source": [ "import pymysql\n", "import snowflake\n", "from faker import Faker\n", "fake = Faker('zh_CN')\n", "import random\n", "# 创建数据库连接\n", "connection = pymysql.connect(\n", "host='139.159.182.121',\n", "user='root',\n", "password='@HXYD1109mysql',\n", "database='school_server',\n", "charset='utf8'\n", ")\n", "# 创建游标对象\n", "cursor = connection.cursor()\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "e7a323ee", "metadata": {}, "outputs": [], "source": [ "def create_table(cursor,result):\n", " \n", " data = []\n", " for i in result:\n", " list_list = list(i)\n", " des=cursor.description # 获取表详情，字段名，长度，属性等\n", " t = \",\".join([item[0] for item in des])\n", " table_head = t.split(',') # # 查询表列名 用,分割\n", " \n", " dict_result = dict(zip(table_head, list_list)) # 打包为元组的列表 再转换为字典\n", " data.append(dict_result) # 将字典添加到list_result中\n", " return data" ] }, { "cell_type": "code", "execution_count": 14, "id": "0e02cf4c", "metadata": {}, "outputs": [], "source": [ "gradeId = 129\n", "teamId = 110\n", "sql =f\"\"\"SELECT\n", " s.stu_name,s.stu_no,g.grade_name,a.serial_no,a.attend_date,a.start_time_flag\n", "FROM\n", " (\n", " SELECT\n", " serial_no,\n", " attend_date,-- 标记 start_time 是否为 NULL（0=NULL，1=非NULL）\n", " CASE\n", " \n", " WHEN start_time IS NULL THEN\n", " 0 ELSE 1 \n", " END AS start_time_flag \n", " FROM\n", " attend_into \n", " WHERE\n", " attend_date BETWEEN '2025-10-09' \n", " AND '2025-10-22' \n", " AND team_id = {teamId} \n", " AND serial_no IS NOT NULL -- 排除 serial_no 为 NULL 的无效记录\n", " \n", " GROUP BY\n", " serial_no,\n", " attend_date,\n", " CASE\n", " \n", " WHEN start_time IS NULL THEN\n", " 0 ELSE 1 \n", " END -- 按状态分组\n", " \n", " ORDER BY\n", " serial_no,\n", " attend_date,\n", " start_time_flag) AS a\n", " INNER JOIN student AS s ON s.serial_no = a.serial_no\n", " LEFT JOIN band AS b ON a.serial_no = b.serial_no \n", " LEFT JOIN grade as g on s.grade_id = g.id WHERE b.type=2 and g.id={gradeId}\"\"\"\n", "cursor.execute(sql)\n", "result=cursor.fetchall()" ] }, { "cell_type": "code", "execution_count": 15, "id": "806be486", "metadata": {}, "outputs": [], "source": [ "data = create_table(cursor,result)" ] }, { "cell_type": "code", "execution_count": 16, "id": "2b3054d6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'stu_name': '测试学生',\n", " 'stu_no': '23010001',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108315345',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 0},\n", " {'stu_name': '测试学生',\n", " 'stu_no': '23010001',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108315345',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 0},\n", " {'stu_name': '测试学生',\n", " 'stu_no': '23010001',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108315345',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 0},\n", " 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16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '唐欣垚',\n", " 'stu_no': '25040244',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022718652',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '唐欣垚',\n", " 'stu_no': '25040244',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022718652',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '唐欣垚',\n", " 'stu_no': '25040244',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022718652',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '唐欣垚',\n", " 'stu_no': '25040244',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022718652',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '唐欣垚',\n", " 'stu_no': '25040244',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022718652',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '唐欣垚',\n", " 'stu_no': '25040244',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022718652',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '侯妤霏',\n", " 'stu_no': '25040091',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108598705',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '侯妤霏',\n", " 'stu_no': '25040091',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108598705',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '侯妤霏',\n", " 'stu_no': '25040091',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108598705',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '侯妤霏',\n", " 'stu_no': '25040091',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108598705',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", 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" 'stu_no': '25040091',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108598705',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '侯妤霏',\n", " 'stu_no': '25040091',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108598705',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '侯妤霏',\n", " 'stu_no': '25040091',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108598705',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '侯妤霏',\n", " 'stu_no': '25040091',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108598705',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '侯妤霏',\n", " 'stu_no': '25040091',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108598705',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 0},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 0},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 0},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 0},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 0},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 0},\n", " {'stu_name': '高雨晨',\n", " 'stu_no': '25040064',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022832364',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 0},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈瑾婕',\n", " 'stu_no': '25040017',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022680156',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 1},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '龚子寒',\n", " 'stu_no': '25040068',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108599297',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '马铖蔚',\n", " 'stu_no': '25040202',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569825',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '马铖蔚',\n", " 'stu_no': '25040202',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569825',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '马铖蔚',\n", " 'stu_no': '25040202',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569825',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '马铖蔚',\n", " 'stu_no': '25040202',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569825',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", 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" 'stu_no': '25040202',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569825',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '马铖蔚',\n", " 'stu_no': '25040202',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569825',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '马铖蔚',\n", " 'stu_no': '25040202',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569825',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '马铖蔚',\n", " 'stu_no': '25040202',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569825',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '马铖蔚',\n", " 'stu_no': '25040202',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569825',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 0},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 0},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 0},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 0},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 0},\n", " {'stu_name': '刘一家',\n", " 'stu_no': '25040179',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108622129',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 0},\n", " {'stu_name': '陈钰茜',\n", " 'stu_no': '25040033',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108584081',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈钰茜',\n", " 'stu_no': '25040033',\n", " 'grade_name': '2025级',\n", " 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'3108584081',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈钰茜',\n", " 'stu_no': '25040033',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108584081',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈钰茜',\n", " 'stu_no': '25040033',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108584081',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈钰茜',\n", " 'stu_no': '25040033',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108584081',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '陈钰茜',\n", " 'stu_no': '25040033',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108584081',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '陈钰茜',\n", " 'stu_no': '25040033',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108584081',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈钰茜',\n", " 'stu_no': '25040033',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108584081',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈钰茜',\n", " 'stu_no': '25040033',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108584081',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 0},\n", " {'stu_name': '张子瀚',\n", " 'stu_no': '25040381',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3107630817',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 0},\n", " {'stu_name': '钟圣杰',\n", " 'stu_no': '25040390',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108618433',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '钟圣杰',\n", " 'stu_no': '25040390',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108618433',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '钟圣杰',\n", " 'stu_no': '25040390',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108618433',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '钟圣杰',\n", " 'stu_no': '25040390',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108618433',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", 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" 'stu_no': '25040390',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108618433',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '钟圣杰',\n", " 'stu_no': '25040390',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108618433',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '钟圣杰',\n", " 'stu_no': '25040390',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108618433',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '钟圣杰',\n", " 'stu_no': '25040390',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108618433',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '钟圣杰',\n", " 'stu_no': '25040390',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108618433',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '宋青云',\n", " 'stu_no': '25040228',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108623873',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '宋青云',\n", " 'stu_no': '25040228',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108623873',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '宋青云',\n", " 'stu_no': '25040228',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108623873',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '宋青云',\n", " 'stu_no': '25040228',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108623873',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '宋青云',\n", " 'stu_no': '25040228',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108623873',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '宋青云',\n", " 'stu_no': '25040228',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108623873',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 1},\n", " {'stu_name': '宋青云',\n", " 'stu_no': '25040228',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108623873',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '宋青云',\n", " 'stu_no': '25040228',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108623873',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '宋青云',\n", " 'stu_no': '25040228',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108623873',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '宋青云',\n", " 'stu_no': '25040228',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108623873',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '宋青云',\n", " 'stu_no': '25040228',\n", " 'grade_name': 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'25040153',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0023040076',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '李梓熇',\n", " 'stu_no': '25040153',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0023040076',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '李梓熇',\n", " 'stu_no': '25040153',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0023040076',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '李梓熇',\n", " 'stu_no': '25040153',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0023040076',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '李梓熇',\n", " 'stu_no': '25040153',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0023040076',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '李梓熇',\n", " 'stu_no': '25040153',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0023040076',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 1},\n", " {'stu_name': '李梓熇',\n", " 'stu_no': '25040153',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0023040076',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '李梓熇',\n", " 'stu_no': '25040153',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0023040076',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '李梓熇',\n", " 'stu_no': '25040153',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0023040076',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '李梓熇',\n", " 'stu_no': '25040153',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0023040076',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '李梓熇',\n", " 'stu_no': '25040153',\n", " 'grade_name': 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'3108603809',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王奕辰',\n", " 'stu_no': '25040272',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108603809',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王奕辰',\n", " 'stu_no': '25040272',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108603809',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '王奕辰',\n", " 'stu_no': '25040272',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108603809',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '王奕辰',\n", " 'stu_no': '25040272',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108603809',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王奕辰',\n", " 'stu_no': '25040272',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108603809',\n", " 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datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '王梦若涵',\n", " 'stu_no': '25040261',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022722636',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王梦若涵',\n", " 'stu_no': '25040261',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022722636',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王梦若涵',\n", " 'stu_no': '25040261',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022722636',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王梦若涵',\n", " 'stu_no': '25040261',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022722636',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王梦若涵',\n", " 'stu_no': '25040261',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022722636',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王梦若涵',\n", " 'stu_no': '25040261',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022722636',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '王梦若涵',\n", " 'stu_no': '25040261',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022722636',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '王梦若涵',\n", " 'stu_no': '25040261',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022722636',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王梦若涵',\n", " 'stu_no': '25040261',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022722636',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王梦若涵',\n", " 'stu_no': '25040261',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022722636',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '夏千皓',\n", " 'stu_no': '25040298',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108633633',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '夏千皓',\n", " 'stu_no': '25040298',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108633633',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '夏千皓',\n", " 'stu_no': '25040298',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108633633',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '夏千皓',\n", " 'stu_no': '25040298',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108633633',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '夏千皓',\n", " 'stu_no': '25040298',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108633633',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '夏千皓',\n", " 'stu_no': '25040298',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108633633',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 1},\n", " {'stu_name': '夏千皓',\n", " 'stu_no': '25040298',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108633633',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '夏千皓',\n", " 'stu_no': '25040298',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108633633',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '夏千皓',\n", " 'stu_no': '25040298',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108633633',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '夏千皓',\n", " 'stu_no': '25040298',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108633633',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '夏千皓',\n", 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" 'stu_no': '25040087',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108583361',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 1},\n", " {'stu_name': '何钰鑫',\n", " 'stu_no': '25040087',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108583361',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '何钰鑫',\n", " 'stu_no': '25040087',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108583361',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '何钰鑫',\n", " 'stu_no': '25040087',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108583361',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '何钰鑫',\n", " 'stu_no': '25040087',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108583361',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '张博瑞',\n", " 'stu_no': '25040360',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022678396',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '张博瑞',\n", " 'stu_no': '25040360',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022678396',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '张博瑞',\n", " 'stu_no': '25040360',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022678396',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '张博瑞',\n", " 'stu_no': '25040360',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022678396',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 1},\n", " {'stu_name': '张博瑞',\n", " 'stu_no': '25040360',\n", " 'grade_name': '2025级',\n", " 'serial_no': '0022678396',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '张博瑞',\n", " 'stu_no': '25040360',\n", " 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'start_time_flag': 1},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '陈洋航',\n", " 'stu_no': '25040029',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108441089',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 1},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '金子力',\n", " 'stu_no': '25040112',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108444529',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '李承骏',\n", " 'stu_no': '25040123',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108630801',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '李承骏',\n", " 'stu_no': '25040123',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108630801',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王星月',\n", " 'stu_no': '25040267',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108437313',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 1},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '温惠亦',\n", " 'stu_no': '25040286',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108435793',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " {'stu_name': '王铭泽',\n", " 'stu_no': '25040262',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108569905',\n", " 'attend_date': datetime.date(2025, 10, 22),\n", " 'start_time_flag': 1},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 9),\n", " 'start_time_flag': 1},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 10),\n", " 'start_time_flag': 1},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 11),\n", " 'start_time_flag': 1},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 12),\n", " 'start_time_flag': 0},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 13),\n", " 'start_time_flag': 1},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 14),\n", " 'start_time_flag': 1},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 15),\n", " 'start_time_flag': 1},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 16),\n", " 'start_time_flag': 1},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 17),\n", " 'start_time_flag': 1},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 18),\n", " 'start_time_flag': 0},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 19),\n", " 'start_time_flag': 0},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 20),\n", " 'start_time_flag': 1},\n", " {'stu_name': '胡芷萱',\n", " 'stu_no': '25040098',\n", " 'grade_name': '2025级',\n", " 'serial_no': '3108588705',\n", " 'attend_date': datetime.date(2025, 10, 21),\n", " 'start_time_flag': 1},\n", " ...]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 17, "id": "f0b1e7e4", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "df = pd.DataFrame(data)" ] }, { "cell_type": "code", "execution_count": 18, "id": "579bf47a", "metadata": {}, "outputs": [], "source": [ "head = df['attend_date'].value_counts().keys().to_list()\n", " " ] }, { "cell_type": "code", "execution_count": 19, "id": "695837da", "metadata": {}, "outputs": [], "source": [ "head.sort()" ] }, { "cell_type": "code", "execution_count": null, "id": "db69f0d7", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 20, "id": "8c5a893f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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stu_namestu_nograde_nameserial_noattend_datestart_time_flag
0测试学生230100012025级31083153452025-10-090
1测试学生230100012025级31083153452025-10-100
2测试学生230100012025级31083153452025-10-110
3测试学生230100012025级31083153452025-10-120
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" ], "text/plain": [ " stu_name stu_no grade_name serial_no attend_date start_time_flag\n", "0 测试学生 23010001 2025级 3108315345 2025-10-09 0\n", "1 测试学生 23010001 2025级 3108315345 2025-10-10 0\n", "2 测试学生 23010001 2025级 3108315345 2025-10-11 0\n", "3 测试学生 23010001 2025级 3108315345 2025-10-12 0\n", "4 测试学生 23010001 2025级 3108315345 2025-10-13 0" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 21, "id": "5a911490", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "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.\n", " df1 = df.groupby('stu_name').apply(fun)\n" ] } ], "source": [ "def fun(x):\n", " # for item in head:\n", " # if item in x['attend_date'].values:\n", " # x[item] = x['start_time_flag'].values[0]\n", " my_row = x.iloc[0]\n", " for item in head:\n", " my_row[item] = '空'\n", " for index, row in x.iterrows():\n", " my_row[row['attend_date']] = row['start_time_flag']\n", " return my_row\n", "df1 = df.groupby('stu_name').apply(fun)" ] }, { "cell_type": "code", "execution_count": 22, "id": "70faf659", "metadata": {}, "outputs": [], "source": [ "df1.drop(columns=['attend_date','start_time_flag'],inplace=True,axis=1)" ] }, { "cell_type": "code", "execution_count": 23, "id": "0707b865", "metadata": {}, "outputs": [], "source": [ "df2 = df1.astype('str')" ] }, { "cell_type": "code", "execution_count": 24, "id": "4ec7d3cd", "metadata": {}, "outputs": [], "source": [ "df2.to_excel('百仁.xlsx',index=False)" ] }, { "cell_type": "code", "execution_count": null, "id": "44496fad", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }