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
97700
Total labels
293100
Pending labels
273617
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 04:15:40.604666+02:00
Recent trades snapshots
97692
Micro candles
1953800
Avg data quality
75.9524257932446264
Latest latency
7541 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 208 of 9770 · 97700 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-02 21:44:40.719401+02:00 mexc VELVET/USDT:USDT 0.5301 68 6076 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 21:44:34.561802+02:00 htx VELVET/USDT:USDT 0.52583 80 6149 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 21:44:15.158427+02:00 gate VELVET/USDT:USDT 0.53099 68 10500 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 21:44:04.365016+02:00 binance VELVET/USDT:USDT 0.53285 80 7057 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 21:43:56.958966+02:00 mexc VELVET/USDT:USDT 0.53465 56 5841 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 21:43:50.977463+02:00 htx VELVET/USDT:USDT 0.533785 90 4439 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 21:43:23.406819+02:00 gate VELVET/USDT:USDT 0.533135 68 10044 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 21:43:13.215450+02:00 binance VELVET/USDT:USDT 0.53465 80 7135 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 21:43:05.817580+02:00 mexc VELVET/USDT:USDT 0.53825 68 6226 ms 10s pending - 30s pending - 60s pending - pending
2026-07-02 21:42:59.418864+02:00 htx VELVET/USDT:USDT 0.54014 80 6146 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
24470
gate
24470
htx
24293
mexc
24467

By Symbol

VELVET/USDT:USDT
97700

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