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
86551
Total labels
259653
Pending labels
240170
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 17:14:45.308307+02:00
Recent trades snapshots
86543
Micro candles
1730820
Avg data quality
76.0373421450936442
Latest latency
7698 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 181 of 8656 · 86551 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-01 12:21:29.606475+02:00 mexc VELVET/USDT:USDT 1.56065 68 5651 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 12:21:23.878709+02:00 htx VELVET/USDT:USDT 1.55687 90 4650 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 12:21:08.226796+02:00 gate VELVET/USDT:USDT 1.560405 68 9886 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 12:20:58.191111+02:00 binance VELVET/USDT:USDT 1.56475 80 7339 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 12:20:50.576609+02:00 mexc VELVET/USDT:USDT 1.5604 68 5378 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 12:20:45.072879+02:00 htx VELVET/USDT:USDT 1.5478 80 5598 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 12:20:28.911102+02:00 gate VELVET/USDT:USDT 1.55184 68 10281 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 12:20:18.491123+02:00 binance VELVET/USDT:USDT 1.54895 80 6666 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 12:20:11.711861+02:00 mexc VELVET/USDT:USDT 1.54285 78 4774 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 12:20:06.855073+02:00 htx VELVET/USDT:USDT 1.529225 80 5587 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
21677
gate
21676
htx
21524
mexc
21674

By Symbol

VELVET/USDT:USDT
86551

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