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
100519
Total labels
301557
Pending labels
282074
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 13:15:48.316040+02:00
Recent trades snapshots
100511
Micro candles
2010180
Avg data quality
75.9318742538798249
Latest latency
11218 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 216 of 10052 · 100519 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-03 06:23:43.670694+02:00 binance VELVET/USDT:USDT 0.46795 80 7771 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 06:23:35.713765+02:00 mexc VELVET/USDT:USDT 0.46735 78 4215 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 06:23:31.364838+02:00 htx VELVET/USDT:USDT 0.46668 80 6333 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 06:23:09.924906+02:00 gate VELVET/USDT:USDT 0.466485 68 11306 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 06:22:58.443452+02:00 binance VELVET/USDT:USDT 0.46685 80 7850 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 06:22:50.408129+02:00 mexc VELVET/USDT:USDT 0.46705 78 4479 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 06:22:45.709645+02:00 htx VELVET/USDT:USDT 0.467025 80 6146 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 06:22:24.094209+02:00 gate VELVET/USDT:USDT 0.467875 68 12315 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 06:22:11.251293+02:00 binance VELVET/USDT:USDT 0.46815 80 7791 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 06:22:02.539560+02:00 mexc VELVET/USDT:USDT 0.46825 68 5994 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
25177
gate
25178
htx
24991
mexc
25174

By Symbol

VELVET/USDT:USDT
100520

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