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
85089
Total labels
255267
Pending labels
235784
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
2026-07-01 13:16:05.035033+02:00
Recent trades snapshots
85081
Micro candles
1701580
Avg data quality
76.0400756854587550
Latest latency
9973 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 178 of 8509 · 85089 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-01 08:27:16.606235+02:00 gate VELVET/USDT:USDT 1.58732 68 9321 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 08:27:07.189287+02:00 binance VELVET/USDT:USDT 1.59295 80 6751 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 08:27:00.352229+02:00 mexc VELVET/USDT:USDT 1.59415 78 4121 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 08:26:56.159185+02:00 htx VELVET/USDT:USDT 1.59137 90 4621 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 08:26:41.692361+02:00 gate VELVET/USDT:USDT 1.592345 68 9899 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 08:26:31.641275+02:00 binance VELVET/USDT:USDT 1.59215 80 6487 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 08:26:25.043476+02:00 mexc VELVET/USDT:USDT 1.5927 68 5200 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 08:26:19.752994+02:00 htx VELVET/USDT:USDT 1.5922 80 5848 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 08:26:03.035088+02:00 gate VELVET/USDT:USDT 1.585555 68 9605 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 08:25:53.303143+02:00 binance VELVET/USDT:USDT 1.58915 80 6725 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
21311
gate
21311
htx
21159
mexc
21308

By Symbol

VELVET/USDT:USDT
85089

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