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
- 146839
- Total labels
- 440517
- Pending labels
- 115
- Eligible pending labels
- 62
- Labeled snapshots
- 440402
- Labels with advanced TP/SL
- 421404
- Incomplete advanced labels
- 18998
- Avg long MFE 30s
- 0.001088
- Avg long MAE 30s
- 0.001088
- Avg short MFE 30s
- 0.299151
- Avg short MAE 30s
- 0.299151
- Long labels
- 176761
- Short labels
- 179952
- Flat labels
- 83689
- Latest snapshot
- 2026-07-09 01:07:19.395475+02:00
- Recent trades snapshots
- 146829
- Micro candles
- 2936500
- Avg data quality
- 75.8947963415713809
- Latest latency
- 10221 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 17:44:31.456506+02:00 | binance | VELVET/USDT:USDT | 0.4029 | 80 | 6904 ms | 10s short -0.260611 30s short -0.260611 60s short -0.260611 | advanced ready | |
| 2026-07-08 17:44:24.390582+02:00 | mexc | VELVET/USDT:USDT | 0.40265 | 78 | 4957 ms | 10s short -0.198684 30s short -0.198684 60s short -0.198684 | advanced ready | |
| 2026-07-08 17:44:19.322897+02:00 | htx | VELVET/USDT:USDT | 0.40429 | 90 | 4978 ms | 10s short -0.557768 30s short -0.557768 60s short -0.557768 | advanced ready | |
| 2026-07-08 17:44:08.060707+02:00 | gate | VELVET/USDT:USDT | 0.40448 | 68 | 15329 ms | 10s short -0.542672 30s short -0.542672 60s short -0.542672 | advanced ready | |
| 2026-07-08 17:43:52.562173+02:00 | binance | VELVET/USDT:USDT | 0.40515 | 80 | 6937 ms | 10s short -0.55535 30s short -0.55535 60s short -0.55535 | advanced ready | |
| 2026-07-08 17:43:45.194828+02:00 | mexc | VELVET/USDT:USDT | 0.40515 | 78 | 4913 ms | 10s short -0.617055 30s short -0.617055 60s short -0.617055 | advanced ready | |
| 2026-07-08 17:43:40.114144+02:00 | htx | VELVET/USDT:USDT | 0.40539 | 80 | 6034 ms | 10s short -0.271344 30s short -0.271344 60s short -0.271344 | advanced ready | |
| 2026-07-08 17:43:26.697534+02:00 | gate | VELVET/USDT:USDT | 0.405195 | 68 | 12725 ms | 10s short -0.176458 30s short -0.176458 60s short -0.176458 | advanced ready | |
| 2026-07-08 17:43:13.214691+02:00 | binance | VELVET/USDT:USDT | 0.40525 | 80 | 7155 ms | 10s flat -0.024676 30s flat -0.024676 60s flat -0.024676 | advanced ready | |
| 2026-07-08 17:43:05.638641+02:00 | mexc | VELVET/USDT:USDT | 0.40605 | 68 | 5905 ms | 10s short -0.221648 30s short -0.221648 60s short -0.221648 | advanced ready |
Snapshot Breakdown
Collected feature rows by exchange and symbol.
By Exchange
- binance
- 36775
- gate
- 36774
- htx
- 36521
- mexc
- 36769
By Symbol
- VELVET/USDT:USDT
- 146839
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 |