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
- 85089
- Total labels
- 255267
- Pending labels
- 235784
- 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 13:16:05.035033+02:00
- Recent trades snapshots
- 85081
- Micro candles
- 1701580
- Avg data quality
- 76.0400756854587550
- Latest latency
- 9973 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 08:27:16.606235+02:00 | gate | VELVET/USDT:USDT | 1.58732 | 68 | 9321 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 08:27:07.189287+02:00 | binance | VELVET/USDT:USDT | 1.59295 | 80 | 6751 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 08:27:00.352229+02:00 | mexc | VELVET/USDT:USDT | 1.59415 | 78 | 4121 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 08:26:56.159185+02:00 | htx | VELVET/USDT:USDT | 1.59137 | 90 | 4621 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 08:26:41.692361+02:00 | gate | VELVET/USDT:USDT | 1.592345 | 68 | 9899 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 08:26:31.641275+02:00 | binance | VELVET/USDT:USDT | 1.59215 | 80 | 6487 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 08:26:25.043476+02:00 | mexc | VELVET/USDT:USDT | 1.5927 | 68 | 5200 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 08:26:19.752994+02:00 | htx | VELVET/USDT:USDT | 1.5922 | 80 | 5848 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 08:26:03.035088+02:00 | gate | VELVET/USDT:USDT | 1.585555 | 68 | 9605 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-01 08:25:53.303143+02:00 | binance | VELVET/USDT:USDT | 1.58915 | 80 | 6725 ms | 10s pending - 30s pending - 60s pending - | pending |
Snapshot Breakdown
Collected feature rows by exchange and symbol.
By Exchange
- binance
- 21311
- gate
- 21311
- htx
- 21159
- mexc
- 21308
By Symbol
- VELVET/USDT:USDT
- 85089
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 |