#!/usr/bin/env python3 """ v4: L1付费群课消只看L1课程，L2付费群课消只看L2课程 """ import psycopg2 from collections import defaultdict from datetime import datetime, timedelta, date conn = psycopg2.connect( host="bj-postgres-16pob4sg.sql.tencentcdb.com", port=28591, user="ai_member", password="LdfjdjL83h3h3^$&**YGG*", dbname="vala_bi" ) cur = conn.cursor() # 获取L1/L2有效章节（剔除U0） cur.execute("SELECT id FROM bi_level_unit_lesson WHERE course_level='L1'") l1_chapters = set(r[0] for r in cur.fetchall()) cur.execute("SELECT id FROM bi_level_unit_lesson WHERE course_level='L2'") l2_chapters = set(r[0] for r in cur.fetchall()) u0 = {55, 56, 57, 58, 59, 343, 344, 345, 346, 348} l1_chapters -= u0 l2_chapters -= u0 print(f"L1章节: {len(l1_chapters)} | L2章节: {len(l2_chapters)}") overall_start = date(2025, 9, 1) overall_end = date(2026, 5, 11) weeks = [] d = overall_start while d < overall_end: ws = d we = d + timedelta(days=6 - d.weekday()) if we >= overall_end: we = overall_end - timedelta(days=1) weeks.append((ws, we)) d = we + timedelta(days=1) print("分类付费用户...") cur.execute(""" SELECT o.account_id, o.trade_no, o.order_status, o.pay_success_date, CASE WHEN o.goods_id IN (57, 60, 63) THEN 'L1' WHEN o.goods_id = 61 THEN 'L1+L2' WHEN o.goods_id IN (31, 32, 33, 54) THEN 'L2' ELSE '其他' END as level_type FROM bi_vala_order o INNER JOIN bi_vala_app_account a ON o.account_id = a.id WHERE a.status = 1 AND a.deleted_at IS NULL AND o.pay_success_date IS NOT NULL """) orders = cur.fetchall() cur.execute("SELECT trade_no FROM bi_refund_order WHERE status = 3") refund_trades = set(r[0] for r in cur.fetchall()) user_levels = defaultdict(set) user_orders = defaultdict(list) for aid, trade_no, order_status, pay_date, lt in orders: is_refunded = (order_status == 4 and trade_no in refund_trades) user_levels[aid].add(lt) user_orders[aid].append((pay_date.date(), is_refunded)) def is_paid(aid, as_of): return sum(1 for pd, ref in user_orders[aid] if pd <= as_of and not ref) > 0 l1_pool = {aid for aid, lv in user_levels.items() if 'L1' in lv or 'L1+L2' in lv} l2_pool = {aid for aid, lv in user_levels.items() if 'L2' in lv or 'L1+L2' in lv} all_pool = l1_pool | l2_pool print(f"L1池: {len(l1_pool)}, L2池: {len(l2_pool)}, 合计: {len(all_pool)}") print("查询课消...") cons_map = {} for ti in range(8): tbl = f"bi_user_chapter_play_record_{ti}" cur.execute(f"""SELECT user_id, chapter_id, updated_at FROM {tbl} WHERE play_status = 1 AND updated_at >= '2025-09-01' AND updated_at < '2026-05-11'""") for uid, cid, ua in cur.fetchall(): if cid in u0: continue # 只保留L1或L2课程 if cid not in l1_chapters and cid not in l2_chapters: continue key = (uid, cid) d = ua.date() if hasattr(ua, 'date') else datetime.strptime(str(ua)[:10], '%Y-%m-%d').date() if key not in cons_map or d < cons_map[key]: cons_map[key] = d print("角色映射...") all_uids = list(set(k[0] for k in cons_map)) char2acct = {} for i in range(0, len(all_uids), 500): batch = all_uids[i:i+500] ph = ','.join(['%s'] * len(batch)) cur.execute(f"SELECT id, account_id FROM bi_vala_app_character WHERE id IN ({ph})", batch) for cid, aid in cur.fetchall(): char2acct[cid] = aid print("按周汇总...") results = [] for ws, we in weeks: l1_paid = {aid for aid in l1_pool if is_paid(aid, we)} l2_paid = {aid for aid in l2_pool if is_paid(aid, we)} t_paid = {aid for aid in all_pool if is_paid(aid, we)} l1_cons, l1_cu = 0, set() l2_cons, l2_cu = 0, set() t_cons, t_cu = 0, set() for (uid, ch_id), cons_date in cons_map.items(): if not (ws <= cons_date <= we): continue aid = char2acct.get(uid) if not aid: continue # L1付费群 且 是L1课程 if aid in l1_paid and ch_id in l1_chapters: l1_cons += 1 l1_cu.add(aid) # L2付费群 且 是L2课程 if aid in l2_paid and ch_id in l2_chapters: l2_cons += 1 l2_cu.add(aid) # 合计：付费用户在对应级别课程上的课消 if aid in t_paid: if (aid in l1_paid and ch_id in l1_chapters) or (aid in l2_paid and ch_id in l2_chapters): t_cons += 1 t_cu.add(aid) results.append({ 'ws': ws, 'we': we, 'L1_paid': len(l1_paid), 'L1_cons': l1_cons, 'L1_cons_users': len(l1_cu), 'L1_no_cons': len(l1_paid) - len(l1_cu), 'L1_avg_all': round(l1_cons / len(l1_paid), 2) if l1_paid else 0, 'L1_avg_cons': round(l1_cons / len(l1_cu), 2) if l1_cu else 0, 'L2_paid': len(l2_paid), 'L2_cons': l2_cons, 'L2_cons_users': len(l2_cu), 'L2_no_cons': len(l2_paid) - len(l2_cu), 'L2_avg_all': round(l2_cons / len(l2_paid), 2) if l2_paid else 0, 'L2_avg_cons': round(l2_cons / len(l2_cu), 2) if l2_cu else 0, 'total_paid': len(t_paid), 'total_cons': t_cons, 'total_cons_users': len(t_cu), 'total_no_cons': len(t_paid) - len(t_cu), 'total_avg_all': round(t_cons / len(t_paid), 2) if t_paid else 0, 'total_avg_cons': round(t_cons / len(t_cu), 2) if t_cu else 0, }) r = results[-1] if (len(results) - 1) % 8 == 0 or len(results) == len(weeks): print(f" W{len(results):2d} {ws}~{we} | L1:{r['L1_paid']}有消{r['L1_cons_users']} | L2:{r['L2_paid']}有消{r['L2_cons_users']}") cur.close() conn.close() # 打印最终结果 last = results[-1] print(f"\n=== 最终数据（v4：L1只看L1课程, L2只看L2课程）===") print(f"L1付费群: {last['L1_paid']}人 | 有消{last['L1_cons_users']} | 无消{last['L1_no_cons']}({last['L1_no_cons']/last['L1_paid']*100:.0f}%) | 人均{last['L1_avg_all']} | 有消人均{last['L1_avg_cons']}") print(f"L2付费群: {last['L2_paid']}人 | 有消{last['L2_cons_users']} | 无消{last['L2_no_cons']}({last['L2_no_cons']/last['L2_paid']*100:.0f}%) | 人均{last['L2_avg_all']} | 有消人均{last['L2_avg_cons']}") print(f"合计(去重): {last['total_paid']}人 | 有消{last['total_cons_users']} | 无消{last['total_no_cons']}({last['total_no_cons']/last['total_paid']*100:.0f}%)") # 保存数据到 JSON 供后续图表脚本使用 import json out = '/root/.openclaw/workspace/output/course_data_v4.json' serializable = [] for r in results: d = {} for k, v in r.items(): if isinstance(v, date): d[k] = v.isoformat() else: d[k] = v serializable.append(d) with open(out, 'w') as f: json.dump({'results': serializable, 'L1_chapters': list(l1_chapters), 'L2_chapters': list(l2_chapters)}, f, ensure_ascii=False) print(f"\n数据已保存: {out}")