Stage 1

ML Training

Dataset Training Mode

Collect feature snapshots, label future movement, and train an offline baseline model.
running
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
97406
Total labels
292218
Pending labels
272735
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 03:17:49.337707+02:00
Recent trades snapshots
97398
Micro candles
1947920
Avg data quality
75.9542122661848346
Latest latency
11570 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.
Page 207 of 9741 · 97406 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-02 20:49:33.678575+02:00 mexc VELVET/USDT:USDT 0.51685 68 6790 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 20:49:26.736275+02:00 htx VELVET/USDT:USDT 0.517285 80 6694 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 20:49:06.225690+02:00 gate VELVET/USDT:USDT 0.51816 68 10212 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 20:48:55.848214+02:00 binance VELVET/USDT:USDT 0.5185 80 8206 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 20:48:47.436971+02:00 mexc VELVET/USDT:USDT 0.51865 56 6062 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 20:48:41.229455+02:00 htx VELVET/USDT:USDT 0.519585 80 6793 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 20:48:19.890141+02:00 gate VELVET/USDT:USDT 0.51989 68 10474 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 20:48:09.232491+02:00 binance VELVET/USDT:USDT 0.52 80 7917 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 20:48:00.986699+02:00 mexc VELVET/USDT:USDT 0.5195 78 4998 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 20:47:55.782550+02:00 htx VELVET/USDT:USDT 0.52518 80 5059 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
24396
gate
24397
htx
24220
mexc
24393

By Symbol

VELVET/USDT:USDT
97406

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