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
90511
Total labels
271533
Pending labels
252050
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 05:31:32.145592+02:00
Recent trades snapshots
90503
Micro candles
1810020
Avg data quality
76.0085072532620344
Latest latency
8298 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.
Page 190 of 9052 · 90511 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-01 23:22:20.741928+02:00 mexc VELVET/USDT:USDT 1.49865 68 6089 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 23:22:14.343987+02:00 htx VELVET/USDT:USDT 1.49649 80 6497 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 23:21:49.941328+02:00 gate VELVET/USDT:USDT 1.494575 68 10629 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 23:21:38.970562+02:00 binance VELVET/USDT:USDT 1.49615 80 7401 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 23:21:31.271957+02:00 mexc VELVET/USDT:USDT 1.4963 68 5449 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 23:21:25.608920+02:00 htx VELVET/USDT:USDT 1.495695 80 5640 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 23:21:06.060085+02:00 gate VELVET/USDT:USDT 1.496695 68 11207 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 23:20:54.479005+02:00 binance VELVET/USDT:USDT 1.50115 80 7707 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 23:20:46.458618+02:00 mexc VELVET/USDT:USDT 1.5002 68 6117 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 23:20:40.061352+02:00 htx VELVET/USDT:USDT 1.499835 90 4268 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
22669
gate
22669
htx
22506
mexc
22667

By Symbol

VELVET/USDT:USDT
90511

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