#!/usr/bin/env python3 """查询2026年3月后未退费订单,激活课程在下单30天内的学习进度分布""" import psycopg2 import os import sys # 数据库连接 conn = psycopg2.connect( host="bj-postgres-16pob4sg.sql.tencentcdb.com", port=28591, user="ai_member", password="LdfjdjL83h3h3^$&**YGG*", dbname="vala_bi" ) cur = conn.cursor() sql = """WITH orders AS ( SELECT o.id, o.out_trade_no, o.account_id, o.pay_success_date FROM bi_vala_order o JOIN bi_vala_app_account a ON o.account_id = a.id WHERE o.pay_success_date >= '2026-03-01' AND o.order_status != 4 AND o.pay_success_date IS NOT NULL AND a.status = 1 ), tickets AS ( SELECT o.out_trade_no, o.account_id, o.pay_success_date, t.character_id, t.season_package_level FROM orders o JOIN bi_vala_seasonal_ticket t ON o.out_trade_no = t.out_trade_no WHERE t.status = 1 AND t.deleted_at IS NULL AND t.season_package_level IN ('A1', 'A2') ), all_chapter_records AS ( SELECT user_id, chapter_id, created_at FROM bi_user_chapter_play_record_0 WHERE play_status = 1 UNION ALL SELECT user_id, chapter_id, created_at FROM bi_user_chapter_play_record_1 WHERE play_status = 1 UNION ALL SELECT user_id, chapter_id, created_at FROM bi_user_chapter_play_record_2 WHERE play_status = 1 UNION ALL SELECT user_id, chapter_id, created_at FROM bi_user_chapter_play_record_3 WHERE play_status = 1 UNION ALL SELECT user_id, chapter_id, created_at FROM bi_user_chapter_play_record_4 WHERE play_status = 1 UNION ALL SELECT user_id, chapter_id, created_at FROM bi_user_chapter_play_record_5 WHERE play_status = 1 UNION ALL SELECT user_id, chapter_id, created_at FROM bi_user_chapter_play_record_6 WHERE play_status = 1 UNION ALL SELECT user_id, chapter_id, created_at FROM bi_user_chapter_play_record_7 WHERE play_status = 1 ), level_records AS ( SELECT pr.user_id, pr.chapter_id, pr.created_at, l.course_level FROM all_chapter_records pr JOIN bi_level_unit_lesson l ON pr.chapter_id = l.id WHERE l.course_level IN ('L1', 'L2') ), ticket_progress AS ( SELECT t.out_trade_no, t.account_id, t.character_id, t.season_package_level, t.pay_success_date, COUNT(DISTINCT lr.chapter_id) AS completed_lessons FROM tickets t LEFT JOIN level_records lr ON t.character_id = lr.user_id AND lr.course_level = CASE WHEN t.season_package_level = 'A1' THEN 'L1' WHEN t.season_package_level = 'A2' THEN 'L2' END AND lr.created_at >= t.pay_success_date AND lr.created_at <= t.pay_success_date + INTERVAL '30 days' GROUP BY t.out_trade_no, t.account_id, t.character_id, t.season_package_level, t.pay_success_date ) SELECT CASE WHEN season_package_level = 'A1' THEN 'L1' ELSE 'L2' END AS course_level, completed_lessons, COUNT(*) AS ticket_count, ROUND(COUNT(*) * 100.0 / SUM(COUNT(*)) OVER (PARTITION BY season_package_level), 1) AS pct FROM ticket_progress GROUP BY season_package_level, completed_lessons ORDER BY season_package_level, completed_lessons;""" print("正在查询...") cur.execute(sql) rows = cur.fetchall() print(f"\n{'='*60}") print("2026年3月后未退费订单 → 激活课程下单30天内学习进度分布") print(f"{'='*60}") l1_rows = [r for r in rows if r[0] == 'L1'] l2_rows = [r for r in rows if r[0] == 'L2'] for label, data in [('L1', l1_rows), ('L2', l2_rows)]: print(f"\n--- {label} ---") total = sum(r[2] for r in data) print(f"总 ticket 数: {total}") print(f"{'完课数':>8} | {'ticket数':>10} | {'占比':>8}") print("-" * 35) for r in data: print(f"{r[1]:>8} | {r[2]:>10} | {r[3]:>7}%") # 统计摘要 if data: completed_values = [] for r in data: completed_values.extend([r[1]] * r[2]) import statistics avg = sum(completed_values) / len(completed_values) if completed_values else 0 median = statistics.median(completed_values) if completed_values else 0 zero_pct = sum(1 for v in completed_values if v == 0) / len(completed_values) * 100 if completed_values else 0 print(f"\n摘要: 平均={avg:.1f}节, 中位数={median:.0f}节, 0节课占比={zero_pct:.1f}%") cur.close() conn.close() print("\n查询完成。")