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
104516
Total labels
313548
Pending labels
294065
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 01:59:46.055451+02:00
Recent trades snapshots
104508
Micro candles
2090100
Avg data quality
75.8952887596157526
Latest latency
10913 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 227 of 10452 · 104516 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-03 18:43:48.671948+02:00 htx VELVET/USDT:USDT 0.434045 80 5768 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 18:43:30.831709+02:00 gate VELVET/USDT:USDT 0.433805 68 10008 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 18:43:20.681523+02:00 binance VELVET/USDT:USDT 0.4323 80 7781 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 18:43:12.732281+02:00 mexc VELVET/USDT:USDT 0.43355 68 7789 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 18:43:04.799332+02:00 htx VELVET/USDT:USDT 0.43176 80 6586 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 18:42:45.918716+02:00 gate VELVET/USDT:USDT 0.42898 68 10071 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 18:42:35.613520+02:00 binance VELVET/USDT:USDT 0.42665 80 6833 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 18:42:28.607678+02:00 mexc VELVET/USDT:USDT 0.42665 68 5044 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 18:42:23.450965+02:00 htx VELVET/USDT:USDT 0.422435 80 6020 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 18:41:58.905855+02:00 gate VELVET/USDT:USDT 0.426785 68 10042 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
26179
gate
26180
htx
25982
mexc
26175

By Symbol

VELVET/USDT:USDT
104516

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