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
95898
Total labels
287694
Pending labels
268211
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
2026-07-02 22:36:20.417711+02:00
Recent trades snapshots
95890
Micro candles
1917760
Avg data quality
75.9659429810840685
Latest latency
8542 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 203 of 9590 · 95898 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-02 16:07:29.107236+02:00 binance VELVET/USDT:USDT 0.6417 80 7851 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 16:07:21.103292+02:00 mexc VELVET/USDT:USDT 0.64345 68 5072 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 16:07:15.888795+02:00 htx VELVET/USDT:USDT 0.63477 80 6020 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 16:06:53.131572+02:00 gate VELVET/USDT:USDT 0.628185 68 10487 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 16:06:42.519988+02:00 binance VELVET/USDT:USDT 0.6274 80 6514 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 16:06:35.796982+02:00 mexc VELVET/USDT:USDT 0.62705 68 5096 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 16:06:30.601831+02:00 htx VELVET/USDT:USDT 0.623655 80 6153 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 16:06:09.341929+02:00 gate VELVET/USDT:USDT 0.637035 68 11306 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 16:05:57.834167+02:00 binance VELVET/USDT:USDT 0.6135 80 8259 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 16:05:49.445314+02:00 mexc VELVET/USDT:USDT 0.61045 78 4657 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
24018
gate
24018
htx
23846
mexc
24016

By Symbol

VELVET/USDT:USDT
95898

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