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
- 97700
- Total labels
- 293100
- Pending labels
- 273617
- 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
- 2026-07-03 04:15:40.604666+02:00
- Recent trades snapshots
- 97692
- Micro candles
- 1953800
- Avg data quality
- 75.9524257932446264
- Latest latency
- 7541 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 |
|---|---|---|---|---|---|---|---|---|
| 2026-07-02 21:44:40.719401+02:00 | mexc | VELVET/USDT:USDT | 0.5301 | 68 | 6076 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 21:44:34.561802+02:00 | htx | VELVET/USDT:USDT | 0.52583 | 80 | 6149 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 21:44:15.158427+02:00 | gate | VELVET/USDT:USDT | 0.53099 | 68 | 10500 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 21:44:04.365016+02:00 | binance | VELVET/USDT:USDT | 0.53285 | 80 | 7057 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 21:43:56.958966+02:00 | mexc | VELVET/USDT:USDT | 0.53465 | 56 | 5841 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 21:43:50.977463+02:00 | htx | VELVET/USDT:USDT | 0.533785 | 90 | 4439 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 21:43:23.406819+02:00 | gate | VELVET/USDT:USDT | 0.533135 | 68 | 10044 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 21:43:13.215450+02:00 | binance | VELVET/USDT:USDT | 0.53465 | 80 | 7135 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 21:43:05.817580+02:00 | mexc | VELVET/USDT:USDT | 0.53825 | 68 | 6226 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 21:42:59.418864+02:00 | htx | VELVET/USDT:USDT | 0.54014 | 80 | 6146 ms | 10s pending - 30s pending - 60s pending - | pending |
Snapshot Breakdown
Collected feature rows by exchange and symbol.
By Exchange
- binance
- 24470
- gate
- 24470
- htx
- 24293
- mexc
- 24467
By Symbol
- VELVET/USDT:USDT
- 97700
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 |