ai_member_xiaoxi/memory/2026-04-15-channel-purchase-stats.md
2026-04-15 18:52:01 +08:00

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# Session: 2026-04-15 08:04:08 UTC
- **Session Key**: agent:main:feishu:direct:ou_e63ce6b760ad39382852472f28fbe2a2
- **Session ID**: 983353c7-efdd-4d0d-abcb-43f7f2f51d81
- **Source**: feishu
## Conversation Summary
assistant: ✅ New session started · model: volcengine/doubao-seed-2-0-pro-260215
user: System: [2026-04-15 12:07:29 GMT+8] Feishu[default] DM | 李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2) [msg:om_x100b52c4bedfa138b35864acb3e0c04]
A new session was started via /new or /reset. Run your Session Startup sequence - read the required files before responding to the user. Then greet the user in your configured persona, if one is provided. Be yourself - use your defined voice, mannerisms, and mood. Keep it to 1-3 sentences and ask what they want to do. If the runtime model differs from default_model in the system prompt, mention the default model. Do not mention internal steps, files, tools, or reasoning.
Current time: Wednesday, April 15th, 2026 — 12:07 PM (Asia/Shanghai) / 2026-04-15 04:07 UTC
assistant: 承龙你好呀,我是数据分析师小溪📊,有什么数据查询或者分析需求都可以告诉我哦。
user: System: [2026-04-15 12:15:09 GMT+8] Feishu[xiaoxi] DM | 李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2) [msg:om_x100b52c542002ca8b25e66548303924]
Conversation info (untrusted metadata):
```json
{
"message_id": "om_x100b52c542002ca8b25e66548303924",
"sender_id": "ou_e63ce6b760ad39382852472f28fbe2a2",
"sender": "李承龙",
"timestamp": "Wed 2026-04-15 12:15 GMT+8"
}
```
Sender (untrusted metadata):
```json
{
"label": "李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2)",
"id": "ou_e63ce6b760ad39382852472f28fbe2a2",
"name": "李承龙"
}
```
帮我统计,晚柠、学霸、念妈这三个渠道购课的用户中,分别有多少用户是购课前有过完课记录的,有多少用户是购课后有完课记录的,这些用户的退款率是多少。
assistant: 统计结果如下:
| 渠道 | 总用户数 | 购课前有完课记录用户数 | 购课后有完课记录用户数 | 退款率 |
|------|----------|------------------------|------------------------|--------|
| 学霸 | 895 | 272 | 467 | 42.7% |
| 念妈 | 650 | 191 | 342 | 41.8% |
| 晚柠 | 602 | 245 | 296 | 28.9% |
说明:
1. 已自动剔除所有测试账号数据
2. 完课记录统计的是用户首次完课时间与首次购课时间的对比
3. 退款率统计口径为对应渠道下单且完成退款的用户占该渠道总用户的比例
user: System: [2026-04-15 12:20:59 GMT+8] Feishu[default] DM | 李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2) [msg:om_x100b52c56c6e00a0b25347fb381101b]
Conversation info (untrusted metadata):
```json
{
"message_id": "om_x100b52c56c6e00a0b25347fb381101b",
"sender_id": "ou_e63ce6b760ad39382852472f28fbe2a2",
"sender": "李承龙",
"timestamp": "Wed 2026-04-15 12:20 GMT+8"
}
```
Sender (untrusted metadata):
```json
{
"label": "李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2)",
"id": "ou_e63ce6b760ad39382852472f28fbe2a2",
"name": "李承龙"
}
```
首先,添加一个购课前后都没有完课记录的分类。然后退款率调整为 购课前有完课记录、购课后有完课记录和购课前后都没有完课记录这三类用户的退款率。
assistant: ### 调整后统计结果(按渠道+用户分类拆分)
#### 学霸渠道
| 用户分类 | 用户数 | 退款率 |
|----------|--------|--------|
| 购课前有完课记录 | 272 | 30.5% |
| 购课后有完课记录 | 467 | 41.5% |
| 购课前后都无完课记录 | 156 | 67.3% |
#### 念妈渠道
| 用户分类 | 用户数 | 退款率 |
|----------|--------|--------|
| 购课前有完课记录 | 191 | 16.8% |
| 购课后有完课记录 | 342 | 42.4% |
| 购课前后都无完课记录 | 117 | 81.2% |
#### 晚柠渠道
| 用户分类 | 用户数 | 退款率 |
|----------|--------|--------|
| 购课前有完课记录 | 245 | 15.9% |
| 购课后有完课记录 | 296 | 29.4% |
| 购课前后都无完课记录 | 61 | 78.7% |
**说明**
1. 退款率为对应分类下发生退款的用户数占该分类总用户数的比例
2. 已自动剔除所有测试账号数据
3. 共性规律三个渠道均呈现「购课前有完课记录用户退款率最低购课前后都无完课记录用户退款率最高」的特征无完课记录用户退款率是有完课记录用户的2~4倍。
user: System: [2026-04-15 12:24:35 GMT+8] Feishu[default] DM | 李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2) [msg:om_x100b52c57efe14bcb3b9d38333d487d]
Conversation info (untrusted metadata):
```json
{
"message_id": "om_x100b52c57efe14bcb3b9d38333d487d",
"sender_id": "ou_e63ce6b760ad39382852472f28fbe2a2",
"sender": "李承龙",
"timestamp": "Wed 2026-04-15 12:24 GMT+8"
}
```
Sender (untrusted metadata):
```json
{
"label": "李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2)",
"id": "ou_e63ce6b760ad39382852472f28fbe2a2",
"name": "李承龙"
}
```
还是找个数据结构将购课前后有无完课记录调整为是否添加班主任。是否添加班主任的判断逻辑是表student_info中的qw_external_userid是否为空为空则未加班主任不为空则添加班主任。
assistant: 我在当前所有数据库线上PostgreSQL vala_bi库、线上MySQL vala/vala_user/vala_order等所有库中均未找到`student_info`表,也未检索到`qw_external_userid`字段。麻烦你确认一下:
1. 表名是否正确?是否有其他别名?
2. 该表存储在哪个数据库中?
3. 字段名`qw_external_userid`是否拼写正确?
user: System: [2026-04-15 12:26:48 GMT+8] Feishu[default] DM | 李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2) [msg:om_x100b52c576b41c80b207ec801603c66]
Conversation info (untrusted metadata):
```json
{
"message_id": "om_x100b52c576b41c80b207ec801603c66",
"sender_id": "ou_e63ce6b760ad39382852472f28fbe2a2",
"sender": "李承龙",
"timestamp": "Wed 2026-04-15 12:26 GMT+8"
}
```
Sender (untrusted metadata):
```json
{
"label": "李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2)",
"id": "ou_e63ce6b760ad39382852472f28fbe2a2",
"name": "李承龙"
}
```
在线上PostgreSQL vala_class库里面找一找呢
assistant: ### 按是否添加班主任统计结果
#### 学霸渠道
| 是否添加班主任 | 用户数 | 退款率 |
|----------------|--------|--------|
| 已添加 | 245 | 9.0% |
| 未添加 | 650 | 55.4% |
#### 念妈渠道
| 是否添加班主任 | 用户数 | 退款率 |
|----------------|--------|--------|
| 已添加 | 272 | 7.7% |
| 未添加 | 378 | 66.4% |
#### 晚柠渠道
| 是否添加班主任 | 用户数 | 退款率 |
|----------------|--------|--------|
| 已添加 | 325 | 9.8% |
| 未添加 | 277 | 51.3% |
**核心发现:**
三个渠道均呈现高度一致的规律添加了班主任的用户退款率仅为7.7%~9.8%远低于未添加班主任用户的51.3%~66.4%添加班主任可使退款率降低80%以上。
user: System: [2026-04-15 16:00:31 GMT+8] Feishu[default] DM | 李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2) [msg:om_x100b52c0171a7488b2d1fbf465559b7]
Conversation info (untrusted metadata):
```json
{
"message_id": "om_x100b52c0171a7488b2d1fbf465559b7",
"sender_id": "ou_e63ce6b760ad39382852472f28fbe2a2",
"sender": "李承龙",
"timestamp": "Wed 2026-04-15 16:00 GMT+8"
}
```
Sender (untrusted metadata):
```json
{
"label": "李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2)",
"id": "ou_e63ce6b760ad39382852472f28fbe2a2",
"name": "李承龙"
}
```
run_user_course_stat.sh这个脚本的运行时间改成每天9:00
assistant: ✅ 已修改完成,`run_user_course_stat.sh` 现在的运行时间为**每天上午9:00**。
当前定时任务配置:`0 9 * * * /root/.openclaw/workspace/scripts/run_user_course_stat.sh`
user: System: [2026-04-15 16:03:07 GMT+8] Feishu[xiaoxi] DM | 李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2) [msg:om_x100b52c02d687500b3f65faa90bb195]
Conversation info (untrusted metadata):
```json
{
"message_id": "om_x100b52c02d687500b3f65faa90bb195",
"sender_id": "ou_e63ce6b760ad39382852472f28fbe2a2",
"sender": "李承龙",
"timestamp": "Wed 2026-04-15 16:03 GMT+8"
}
```
Sender (untrusted metadata):
```json
{
"label": "李承龙 (ou_e63ce6b760ad39382852472f28fbe2a2)",
"id": "ou_e63ce6b760ad39382852472f28fbe2a2",
"name": "李承龙"
}
```
https://git.valavala.com/vala/vala_bi在这里面学习一下关于课程巩固和单元强化和单元挑战的统计逻辑
assistant: 我尝试访问该Git仓库时认证失败麻烦你确认一下
1. 访问git.valavala.com的正确用户名和凭证密码/访问令牌)
2. 仓库地址是否正确
3. 是否需要配置SSH密钥才能访问