Stage 1
ML Training
Dataset Training Mode
Collect feature snapshots, label future movement, and train an offline baseline model.
- Session
- Training session 2026-06-30 10:55:48
- Started
- 2026-06-30 12:55:48.074854+02:00
- Interval
- 5s
- Horizons
- [10, 30, 60]
Last runner error: kucoinfutures fetchOrderBook() limit argument must be 20 or 100
Dataset Stats
Current feature and label inventory.
- Total feature snapshots
- 111119
- Total labels
- 333357
- Pending labels
- 313874
- Labeled snapshots
- 19483
- Labels with advanced TP/SL
- 485
- Avg long MFE 30s
- -
- Avg long MAE 30s
- -
- Avg short MFE 30s
- -
- Avg short MAE 30s
- -
- Long labels
- 7700
- Short labels
- 7386
- Flat labels
- 4397
- Latest snapshot
- 2026-07-04 20:32:22.581707+02:00
- Recent trades snapshots
- 111111
- Micro candles
- 2222160
- Avg data quality
- 75.9109783205392417
- Latest latency
- 5476 ms
- Missing fields
- 0
Active Exchanges / Pairs
Pairs currently eligible for ML feature collection.
| Exchange | Code | Symbol |
|---|---|---|
| Binance | binance | VELVET/USDT:USDT |
| Gate.io | gate | VELVET/USDT:USDT |
| Huobi / HTX | htx | VELVET/USDT:USDT |
| KuCoin Futures | kucoinfutures | VELVET/USDT:USDT |
| MEXC | mexc | VELVET/USDT:USDT |
Recent Feature Snapshots
Latest ML rows with tape pressure, candle momentum, deltas, and quality.
| Captured | Exchange | Symbol | Mid Price | Quality | Latency | Labels | Advanced | Details |
|---|---|---|---|---|---|---|---|---|
| 2026-07-04 13:56:22.839706+02:00 | gate | VELVET/USDT:USDT | 0.599925 | 68 | 9705 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-04 13:56:13.028595+02:00 | binance | VELVET/USDT:USDT | 0.59985 | 80 | 6046 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-04 13:56:06.873399+02:00 | mexc | VELVET/USDT:USDT | 0.59915 | 78 | 4418 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-04 13:56:02.358463+02:00 | htx | VELVET/USDT:USDT | 0.599395 | 80 | 5804 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-04 13:55:46.319742+02:00 | gate | VELVET/USDT:USDT | 0.5955 | 68 | 9603 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-04 13:55:36.604212+02:00 | binance | VELVET/USDT:USDT | 0.59575 | 80 | 6916 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-04 13:55:29.516319+02:00 | mexc | VELVET/USDT:USDT | 0.5976 | 78 | 4203 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-04 13:55:25.250389+02:00 | htx | VELVET/USDT:USDT | 0.594905 | 80 | 5067 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-04 13:55:09.466409+02:00 | gate | VELVET/USDT:USDT | 0.598005 | 68 | 9746 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-04 13:54:59.616936+02:00 | binance | VELVET/USDT:USDT | 0.5987 | 80 | 5830 ms | 10s pending - 30s pending - 60s pending - | pending |
Snapshot Breakdown
Collected feature rows by exchange and symbol.
By Exchange
- binance
- 27834
- gate
- 27835
- htx
- 27622
- mexc
- 27828
By Symbol
- VELVET/USDT:USDT
- 111119
Trained Models
Offline baseline models trained from labeled historical data.
| Title | Status | Type | Horizon | Rows | Accuracy | Long precision | Short precision | Flat precision | Trained | Path / Error |
|---|---|---|---|---|---|---|---|---|---|---|
| Direction model 60s | trained | RandomForestClassifier | 60s | 6815 | 0.48936170 | 0.48387097 | 0.49813433 | 0.48192771 | 2026-06-30 12:10:19.505424+02:00 | storage/models/3207c579-dec8-45d5-b7e7-b6c4a41f6354.joblib |