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
104082
Total labels
312246
Pending labels
292763
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
2026-07-04 00:39:29.839435+02:00
Recent trades snapshots
104074
Micro candles
2081420
Avg data quality
75.8980803597163775
Latest latency
9869 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 226 of 10409 · 104082 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-03 17:23:37.388504+02:00 gate VELVET/USDT:USDT 0.40234 68 10068 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 17:23:27.168633+02:00 binance VELVET/USDT:USDT 0.40155 80 6759 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 17:23:20.273442+02:00 mexc VELVET/USDT:USDT 0.40135 68 5006 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 17:23:15.098289+02:00 htx VELVET/USDT:USDT 0.401135 80 5456 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 17:22:55.503705+02:00 gate VELVET/USDT:USDT 0.400605 68 10518 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 17:22:44.838625+02:00 binance VELVET/USDT:USDT 0.40035 80 8639 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 17:22:35.919936+02:00 mexc VELVET/USDT:USDT 0.40015 68 5563 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 17:22:30.110762+02:00 htx VELVET/USDT:USDT 0.39961 80 6489 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 17:22:09.542038+02:00 gate VELVET/USDT:USDT 0.400495 68 10955 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 17:21:58.410320+02:00 binance VELVET/USDT:USDT 0.39955 80 6256 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
26070
gate
26071
htx
25874
mexc
26067

By Symbol

VELVET/USDT:USDT
104082

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