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
- 87597
- Total labels
- 262791
- Pending labels
- 243308
- 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
- 2026-07-01 20:05:19.291191+02:00
- Recent trades snapshots
- 87589
- Micro candles
- 1751740
- Avg data quality
- 76.0378095140244529
- Latest latency
- 9422 ms
- Missing fields
- 1
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 |
|---|---|---|---|---|---|---|---|---|
| 2026-07-01 15:11:36.125676+02:00 | htx | VELVET/USDT:USDT | 1.438775 | 90 | 4557 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 15:11:21.417420+02:00 | gate | VELVET/USDT:USDT | 1.438315 | 68 | 9857 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 15:11:11.451154+02:00 | binance | VELVET/USDT:USDT | 1.44035 | 80 | 6122 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 15:11:05.224790+02:00 | mexc | VELVET/USDT:USDT | 1.44295 | 78 | 4430 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 15:11:00.718828+02:00 | htx | VELVET/USDT:USDT | 1.442625 | 80 | 5028 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 15:10:44.551979+02:00 | gate | VELVET/USDT:USDT | 1.44087 | 68 | 10378 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 15:10:34.009204+02:00 | binance | VELVET/USDT:USDT | 1.4432 | 80 | 7222 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 15:10:26.669381+02:00 | mexc | VELVET/USDT:USDT | 1.44265 | 66 | 4334 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 15:10:22.252700+02:00 | htx | VELVET/USDT:USDT | 1.441575 | 80 | 5031 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 15:10:04.571623+02:00 | gate | VELVET/USDT:USDT | 1.43627 | 68 | 10098 ms | 10s pending - 30s pending - 60s pending - | pending |
Snapshot Breakdown
Collected feature rows by exchange and symbol.
By Exchange
- binance
- 21939
- gate
- 21940
- htx
- 21781
- mexc
- 21937
By Symbol
- VELVET/USDT:USDT
- 87597
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 |