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: htx GET https://api.huobi.pro/v1/common/symbols; kucoinfutures fetchOrderBook() limit argument must be 20 or 100

Dataset Stats

Current feature and label inventory.
Total feature snapshots
93159
Total labels
279477
Pending labels
259994
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 13:50:47.332038+02:00
Recent trades snapshots
93151
Micro candles
1862980
Avg data quality
75.9956203909445142
Latest latency
6234 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 196 of 9316 · 93159 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-02 07:42:05.889916+02:00 htx VELVET/USDT:USDT 1.45542 90 4729 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 07:41:46.582209+02:00 gate VELVET/USDT:USDT 1.451185 68 10381 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 07:41:35.982842+02:00 binance VELVET/USDT:USDT 1.4521 80 6663 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 07:41:29.153836+02:00 mexc VELVET/USDT:USDT 1.44955 68 6726 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 07:41:22.006629+02:00 htx VELVET/USDT:USDT 1.43405 80 5463 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 07:41:01.646744+02:00 gate VELVET/USDT:USDT 1.44655 68 10810 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 07:40:50.633567+02:00 binance VELVET/USDT:USDT 1.45425 80 6460 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 07:40:43.903515+02:00 mexc VELVET/USDT:USDT 1.4522 68 5196 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 07:40:38.566238+02:00 htx VELVET/USDT:USDT 1.449965 80 5846 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 07:40:18.965455+02:00 gate VELVET/USDT:USDT 1.44481 68 10536 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
23332
gate
23332
htx
23165
mexc
23330

By Symbol

VELVET/USDT:USDT
93159

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