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
87597
Total labels
262791
Pending labels
243308
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 20:05:19.291191+02:00
Recent trades snapshots
87589
Micro candles
1751740
Avg data quality
76.0378095140244529
Latest latency
9422 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 183 of 8760 · 87597 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-01 15:11:36.125676+02:00 htx VELVET/USDT:USDT 1.438775 90 4557 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 15:11:21.417420+02:00 gate VELVET/USDT:USDT 1.438315 68 9857 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 15:11:11.451154+02:00 binance VELVET/USDT:USDT 1.44035 80 6122 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 15:11:05.224790+02:00 mexc VELVET/USDT:USDT 1.44295 78 4430 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 15:11:00.718828+02:00 htx VELVET/USDT:USDT 1.442625 80 5028 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 15:10:44.551979+02:00 gate VELVET/USDT:USDT 1.44087 68 10378 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 15:10:34.009204+02:00 binance VELVET/USDT:USDT 1.4432 80 7222 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 15:10:26.669381+02:00 mexc VELVET/USDT:USDT 1.44265 66 4334 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 15:10:22.252700+02:00 htx VELVET/USDT:USDT 1.441575 80 5031 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 15:10:04.571623+02:00 gate VELVET/USDT:USDT 1.43627 68 10098 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
21939
gate
21940
htx
21781
mexc
21937

By Symbol

VELVET/USDT:USDT
87597

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