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
103713
Total labels
311139
Pending labels
291656
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 23:30:32.583973+02:00
Recent trades snapshots
103705
Micro candles
2074060
Avg data quality
75.9010538698138131
Latest latency
7227 ms
Missing fields
0

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 225 of 10372 · 103713 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-03 16:16:04.475690+02:00 gate VELVET/USDT:USDT 0.42036 68 11027 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 16:15:53.314711+02:00 binance VELVET/USDT:USDT 0.41985 80 7847 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 16:15:45.094836+02:00 mexc VELVET/USDT:USDT 0.41965 68 5465 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 16:15:39.539622+02:00 htx VELVET/USDT:USDT 0.420055 80 5912 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 16:15:20.256234+02:00 gate VELVET/USDT:USDT 0.420945 68 10589 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 16:15:09.427002+02:00 binance VELVET/USDT:USDT 0.42175 80 6827 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 16:15:02.357741+02:00 mexc VELVET/USDT:USDT 0.42095 68 5083 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 16:14:57.183055+02:00 htx VELVET/USDT:USDT 0.42029 80 6027 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 16:14:38.244404+02:00 gate VELVET/USDT:USDT 0.41969 68 10041 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 16:14:28.083356+02:00 binance VELVET/USDT:USDT 0.41965 80 7393 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
25978
gate
25978
htx
25782
mexc
25975

By Symbol

VELVET/USDT:USDT
103713

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