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
101953
Total labels
305859
Pending labels
286376
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 17:45:55.466228+02:00
Recent trades snapshots
101945
Micro candles
2038860
Avg data quality
75.9211997567530455
Latest latency
6192 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 220 of 10196 · 101953 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-03 10:49:31.282584+02:00 mexc VELVET/USDT:USDT 0.44815 68 5952 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 10:49:25.191939+02:00 htx VELVET/USDT:USDT 0.448445 80 5908 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 10:49:05.573314+02:00 gate VELVET/USDT:USDT 0.44906 68 10523 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 10:48:54.843483+02:00 binance VELVET/USDT:USDT 0.44855 80 6908 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 10:48:47.699184+02:00 mexc VELVET/USDT:USDT 0.44845 78 4417 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 10:48:42.999385+02:00 htx VELVET/USDT:USDT 0.44895 80 6360 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 10:48:21.209151+02:00 gate VELVET/USDT:USDT 0.448365 68 11485 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 10:48:09.089372+02:00 binance VELVET/USDT:USDT 0.44825 80 8177 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 10:48:00.677974+02:00 mexc VELVET/USDT:USDT 0.44835 68 6469 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 10:47:53.853141+02:00 htx VELVET/USDT:USDT 0.4488 80 5628 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
25536
gate
25537
htx
25347
mexc
25534

By Symbol

VELVET/USDT:USDT
101954

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