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: htx GET https://api.huobi.pro/v1/common/symbols; kucoinfutures fetchOrderBook() limit argument must be 20 or 100
Dataset Stats
Current feature and label inventory.
- Total feature snapshots
- 93159
- Total labels
- 279477
- Pending labels
- 259994
- 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
- 2026-07-02 13:50:47.332038+02:00
- Recent trades snapshots
- 93151
- Micro candles
- 1862980
- Avg data quality
- 75.9956203909445142
- Latest latency
- 6234 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 07:42:05.889916+02:00 | htx | VELVET/USDT:USDT | 1.45542 | 90 | 4729 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 07:41:46.582209+02:00 | gate | VELVET/USDT:USDT | 1.451185 | 68 | 10381 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 07:41:35.982842+02:00 | binance | VELVET/USDT:USDT | 1.4521 | 80 | 6663 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 07:41:29.153836+02:00 | mexc | VELVET/USDT:USDT | 1.44955 | 68 | 6726 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 07:41:22.006629+02:00 | htx | VELVET/USDT:USDT | 1.43405 | 80 | 5463 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 07:41:01.646744+02:00 | gate | VELVET/USDT:USDT | 1.44655 | 68 | 10810 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 07:40:50.633567+02:00 | binance | VELVET/USDT:USDT | 1.45425 | 80 | 6460 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 07:40:43.903515+02:00 | mexc | VELVET/USDT:USDT | 1.4522 | 68 | 5196 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 07:40:38.566238+02:00 | htx | VELVET/USDT:USDT | 1.449965 | 80 | 5846 ms | 10s pending - 30s pending - 60s pending - | pending | |
| 2026-07-02 07:40:18.965455+02:00 | gate | VELVET/USDT:USDT | 1.44481 | 68 | 10536 ms | 10s pending - 30s pending - 60s pending - | pending |
Snapshot Breakdown
Collected feature rows by exchange and symbol.
By Exchange
- binance
- 23332
- gate
- 23332
- htx
- 23165
- mexc
- 23330
By Symbol
- VELVET/USDT:USDT
- 93159
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 |