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
- 122184
- Total labels
- 366552
- Pending labels
- 92
- Eligible pending labels
- 38
- Labeled snapshots
- 366460
- Labels with advanced TP/SL
- 347462
- Incomplete advanced labels
- 18998
- Avg long MFE 30s
- 0.002028
- Avg long MAE 30s
- 0.002028
- Avg short MFE 30s
- 0.31845
- Avg short MAE 30s
- 0.31845
- Long labels
- 147960
- Short labels
- 150115
- Flat labels
- 68385
- Latest snapshot
- 2026-07-06 01:16:23.730687+02:00
- Recent trades snapshots
- 122176
- Micro candles
- 2443440
- Avg data quality
- 75.9348687225823348
- Latest latency
- 8781 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 |
|---|---|---|---|---|---|---|---|---|
| 2026-07-05 19:28:46.044789+02:00 | mexc | VELVET/USDT:USDT | 0.50805 | 68 | 5318 ms | 10s short -0.757799 30s short -0.757799 60s short -0.757799 | advanced ready | |
| 2026-07-05 19:28:40.651343+02:00 | htx | VELVET/USDT:USDT | 0.507165 | 80 | 5978 ms | 10s short -0.561947 30s short -0.561947 60s short -0.561947 | advanced ready | |
| 2026-07-05 19:28:28.886212+02:00 | gate | VELVET/USDT:USDT | 0.509495 | 68 | 9616 ms | 10s short -0.65457 30s short -0.65457 60s short -0.65457 | advanced ready | |
| 2026-07-05 19:28:19.150610+02:00 | binance | VELVET/USDT:USDT | 0.51245 | 80 | 6770 ms | 10s short -1.073275 30s short -1.073275 60s short -1.073275 | advanced ready | |
| 2026-07-05 19:28:12.259966+02:00 | mexc | VELVET/USDT:USDT | 0.51205 | 78 | 4696 ms | 10s short -0.781174 30s short -0.781174 60s short -0.781174 | advanced ready | |
| 2026-07-05 19:28:07.500277+02:00 | htx | VELVET/USDT:USDT | 0.512445 | 80 | 5782 ms | 10s short -1.030354 30s short -1.030354 60s short -1.030354 | advanced ready | |
| 2026-07-05 19:27:56.048263+02:00 | gate | VELVET/USDT:USDT | 0.51267 | 68 | 9687 ms | 10s short -0.619307 30s short -0.619307 60s short -0.619307 | advanced ready | |
| 2026-07-05 19:27:46.239332+02:00 | binance | VELVET/USDT:USDT | 0.51305 | 80 | 6629 ms | 10s short -0.116948 30s short -0.116948 60s short -0.116948 | advanced ready | |
| 2026-07-05 19:27:39.511768+02:00 | mexc | VELVET/USDT:USDT | 0.5124 | 78 | 4659 ms | 10s short -0.068306 30s short -0.068306 60s short -0.068306 | advanced ready | |
| 2026-07-05 19:27:34.712807+02:00 | htx | VELVET/USDT:USDT | 0.51423 | 80 | 6161 ms | 10s short -0.347121 30s short -0.347121 60s short -0.347121 | advanced ready |
Snapshot Breakdown
Collected feature rows by exchange and symbol.
By Exchange
- binance
- 30605
- gate
- 30604
- htx
- 30376
- mexc
- 30599
By Symbol
- VELVET/USDT:USDT
- 122184
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 |