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
82669
Total labels
248007
Pending labels
228524
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 06:43:46.936258+02:00
Recent trades snapshots
82663
Micro candles
1653180
Avg data quality
76.0361441410927917
Latest latency
9665 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 173 of 8267 · 82669 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-01 02:10:16.817332+02:00 gate VELVET/USDT:USDT 1.64724 68 9623 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 02:10:07.094574+02:00 binance VELVET/USDT:USDT 1.64905 80 7593 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 02:09:59.393987+02:00 mexc VELVET/USDT:USDT 1.6498 78 4382 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 02:09:54.924907+02:00 htx VELVET/USDT:USDT 1.648255 90 4808 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 02:09:40.373661+02:00 gate VELVET/USDT:USDT 1.6468 68 9358 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 02:09:30.915601+02:00 binance VELVET/USDT:USDT 1.648 80 6509 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 02:09:24.255274+02:00 mexc VELVET/USDT:USDT 1.6483 78 4581 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 02:09:19.607472+02:00 htx VELVET/USDT:USDT 1.645095 80 6185 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 02:08:43.034176+02:00 gate VELVET/USDT:USDT 1.64231 68 9575 ms 10s pending - 30s pending - 60s pending - pending
2026-07-01 02:08:33.343581+02:00 binance VELVET/USDT:USDT 1.64545 80 8465 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
20705
gate
20705
htx
20557
mexc
20702

By Symbol

VELVET/USDT:USDT
82669

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