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
98833
Total labels
296499
Pending labels
277016
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
2026-07-03 07:49:58.652938+02:00
Recent trades snapshots
98825
Micro candles
1976460
Avg data quality
75.9464753675391823
Latest latency
10763 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 211 of 9884 · 98833 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-03 01:10:20.968964+02:00 mexc VELVET/USDT:USDT 0.48445 78 4746 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 01:10:16.079174+02:00 htx VELVET/USDT:USDT 0.48482 80 5153 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 01:09:56.122056+02:00 gate VELVET/USDT:USDT 0.48502 68 10031 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 01:09:45.933082+02:00 binance VELVET/USDT:USDT 0.48495 80 7534 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 01:09:38.258686+02:00 mexc VELVET/USDT:USDT 0.48505 68 5436 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 01:09:32.714439+02:00 htx VELVET/USDT:USDT 0.48527 80 5908 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 01:09:12.447376+02:00 gate VELVET/USDT:USDT 0.484675 68 10296 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 01:09:01.813799+02:00 binance VELVET/USDT:USDT 0.48535 80 6270 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 01:08:55.410121+02:00 mexc VELVET/USDT:USDT 0.48505 78 4378 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 01:08:50.933676+02:00 htx VELVET/USDT:USDT 0.485165 80 5796 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
24754
gate
24755
htx
24573
mexc
24751

By Symbol

VELVET/USDT:USDT
98833

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