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
83641
Total labels
250923
Pending labels
231440
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 09:18:27.145658+02:00
Recent trades snapshots
83635
Micro candles
1672620
Avg data quality
76.0462930859267584
Latest latency
5852 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 175 of 8365 · 83641 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-01 04:43:33.761470+02:00 gate VELVET/USDT:USDT 1.632315 68 9381 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 04:43:24.271610+02:00 binance VELVET/USDT:USDT 1.63465 80 7676 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 04:43:16.468696+02:00 mexc VELVET/USDT:USDT 1.6353 78 4425 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 04:43:11.962718+02:00 htx VELVET/USDT:USDT 1.632905 80 5401 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 04:42:55.665503+02:00 gate VELVET/USDT:USDT 1.633675 68 9945 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 04:42:45.576674+02:00 binance VELVET/USDT:USDT 1.63425 80 8186 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 04:42:37.286647+02:00 mexc VELVET/USDT:USDT 1.63355 78 4094 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 04:42:33.091914+02:00 htx VELVET/USDT:USDT 1.633605 80 5813 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 04:42:17.269593+02:00 gate VELVET/USDT:USDT 1.633655 68 9369 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 04:42:07.777495+02:00 binance VELVET/USDT:USDT 1.63775 80 6528 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
20949
gate
20948
htx
20798
mexc
20946

By Symbol

VELVET/USDT:USDT
83641

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