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
- 145417
- Total labels
- 436251
- Pending labels
- 108
- Eligible pending labels
- 62
- Labeled snapshots
- 436143
- Labels with advanced TP/SL
- 417145
- Incomplete advanced labels
- 18998
- Avg long MFE 30s
- 0.001242
- Avg long MAE 30s
- 0.001242
- Avg short MFE 30s
- 0.300791
- Avg short MAE 30s
- 0.300791
- Long labels
- 175427
- Short labels
- 178326
- Flat labels
- 82390
- Latest snapshot
- 2026-07-08 21:32:08.314655+02:00
- Recent trades snapshots
- 145407
- Micro candles
- 2908060
- Avg data quality
- 75.8963807532819409
- Latest latency
- 11990 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 |
|---|---|---|---|---|---|---|---|---|
| 2026-07-08 14:01:20.301486+02:00 | binance | VELVET/USDT:USDT | 0.42535 | 80 | 8520 ms | 10s long 0.681791 30s long 0.681791 60s long 0.681791 | advanced ready | |
| 2026-07-08 14:01:11.475185+02:00 | mexc | VELVET/USDT:USDT | 0.4249 | 68 | 5784 ms | 10s long 0.988468 30s long 0.988468 60s long 0.988468 | advanced ready | |
| 2026-07-08 14:01:05.331546+02:00 | htx | VELVET/USDT:USDT | 0.424695 | 80 | 7333 ms | 10s long 0.95598 30s long 0.95598 60s long 0.95598 | advanced ready | |
| 2026-07-08 14:00:50.177324+02:00 | gate | VELVET/USDT:USDT | 0.42387 | 68 | 11294 ms | 10s long 0.444712 30s long 0.444712 60s long 0.444712 | advanced ready | |
| 2026-07-08 14:00:38.519042+02:00 | binance | VELVET/USDT:USDT | 0.42365 | 80 | 7871 ms | 10s long 0.401275 30s long 0.401275 60s long 0.401275 | advanced ready | |
| 2026-07-08 14:00:30.332628+02:00 | mexc | VELVET/USDT:USDT | 0.4236 | 68 | 7530 ms | 10s long 0.306893 30s long 0.306893 60s long 0.306893 | advanced ready | |
| 2026-07-08 14:00:22.520760+02:00 | htx | VELVET/USDT:USDT | 0.424035 | 80 | 8310 ms | 10s long 0.155648 30s long 0.155648 60s long 0.155648 | advanced ready | |
| 2026-07-08 14:00:06.764089+02:00 | gate | VELVET/USDT:USDT | 0.423905 | 68 | 13509 ms | 10s flat -0.008257 30s flat -0.008257 60s flat -0.008257 | advanced ready | |
| 2026-07-08 13:59:53.047553+02:00 | binance | VELVET/USDT:USDT | 0.42385 | 80 | 6318 ms | 10s flat -0.047187 30s flat -0.047187 60s flat -0.047187 | advanced ready | |
| 2026-07-08 13:59:46.522489+02:00 | mexc | VELVET/USDT:USDT | 0.42395 | 68 | 6249 ms | 10s short -0.082557 30s short -0.082557 60s short -0.082557 | advanced ready |
Snapshot Breakdown
Collected feature rows by exchange and symbol.
By Exchange
- binance
- 36419
- gate
- 36418
- htx
- 36167
- mexc
- 36413
By Symbol
- VELVET/USDT:USDT
- 145417
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 |