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
89533
Total labels
268599
Pending labels
249116
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 02:31:05.867970+02:00
Recent trades snapshots
89525
Micro candles
1790460
Avg data quality
76.0120625914467291
Latest latency
10476 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 188 of 8954 · 89533 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-01 20:15:38.868298+02:00 mexc VELVET/USDT:USDT 1.41135 78 4153 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 20:15:34.648756+02:00 htx VELVET/USDT:USDT 1.413485 80 5961 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 20:15:18.441909+02:00 gate VELVET/USDT:USDT 1.412945 68 10286 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 20:15:07.820303+02:00 binance VELVET/USDT:USDT 1.41415 80 7735 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 20:14:59.937200+02:00 mexc VELVET/USDT:USDT 1.4124 68 6959 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 20:14:52.893397+02:00 htx VELVET/USDT:USDT 1.411885 80 5657 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 20:14:37.571187+02:00 gate VELVET/USDT:USDT 1.41238 68 10096 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 20:14:27.379476+02:00 binance VELVET/USDT:USDT 1.41545 80 6284 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 20:14:21.016188+02:00 mexc VELVET/USDT:USDT 1.4146 68 6046 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 20:14:14.905112+02:00 htx VELVET/USDT:USDT 1.410435 80 6007 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
22424
gate
22425
htx
22262
mexc
22422

By Symbol

VELVET/USDT:USDT
89533

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