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
101563
Total labels
304689
Pending labels
285206
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 16:32:53.162352+02:00
Recent trades snapshots
101555
Micro candles
2031060
Avg data quality
75.9241259119955102
Latest latency
4590 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 219 of 10157 · 101563 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-03 09:34:55.454911+02:00 binance VELVET/USDT:USDT 0.45015 80 7353 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 09:34:47.913653+02:00 mexc VELVET/USDT:USDT 0.45035 78 4707 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 09:34:43.079453+02:00 htx VELVET/USDT:USDT 0.449905 80 47913 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 09:33:42.672110+02:00 gate VELVET/USDT:USDT 0.45211 68 10437 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 09:33:31.984076+02:00 binance VELVET/USDT:USDT 0.45255 80 6195 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 09:33:25.493822+02:00 mexc VELVET/USDT:USDT 0.45245 78 4821 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 09:33:20.517715+02:00 htx VELVET/USDT:USDT 0.45424 80 5859 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 09:32:58.249993+02:00 gate VELVET/USDT:USDT 0.449865 68 11028 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 09:32:47.034453+02:00 binance VELVET/USDT:USDT 0.44875 80 7646 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 09:32:39.066125+02:00 mexc VELVET/USDT:USDT 0.44885 78 4345 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
25438
gate
25439
htx
25250
mexc
25436

By Symbol

VELVET/USDT:USDT
101563

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