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
145417
Total labels
436251
Pending labels
108
Eligible pending labels
62
Labeled snapshots
436143
Labels with advanced TP/SL
417145
Incomplete advanced labels
18998
Avg long MFE 30s
0.001242
Avg long MAE 30s
0.001242
Avg short MFE 30s
0.300791
Avg short MAE 30s
0.300791
Long labels
175427
Short labels
178326
Flat labels
82390
Latest snapshot
2026-07-08 21:32:08.314655+02:00
Recent trades snapshots
145407
Micro candles
2908060
Avg data quality
75.8963807532819409
Latest latency
11990 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 280 of 14542 · 145417 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-08 14:01:20.301486+02:00 binance VELVET/USDT:USDT 0.42535 80 8520 ms 10s long 0.681791 30s long 0.681791 60s long 0.681791 advanced ready
2026-07-08 14:01:11.475185+02:00 mexc VELVET/USDT:USDT 0.4249 68 5784 ms 10s long 0.988468 30s long 0.988468 60s long 0.988468 advanced ready
2026-07-08 14:01:05.331546+02:00 htx VELVET/USDT:USDT 0.424695 80 7333 ms 10s long 0.95598 30s long 0.95598 60s long 0.95598 advanced ready
2026-07-08 14:00:50.177324+02:00 gate VELVET/USDT:USDT 0.42387 68 11294 ms 10s long 0.444712 30s long 0.444712 60s long 0.444712 advanced ready
2026-07-08 14:00:38.519042+02:00 binance VELVET/USDT:USDT 0.42365 80 7871 ms 10s long 0.401275 30s long 0.401275 60s long 0.401275 advanced ready
2026-07-08 14:00:30.332628+02:00 mexc VELVET/USDT:USDT 0.4236 68 7530 ms 10s long 0.306893 30s long 0.306893 60s long 0.306893 advanced ready
2026-07-08 14:00:22.520760+02:00 htx VELVET/USDT:USDT 0.424035 80 8310 ms 10s long 0.155648 30s long 0.155648 60s long 0.155648 advanced ready
2026-07-08 14:00:06.764089+02:00 gate VELVET/USDT:USDT 0.423905 68 13509 ms 10s flat -0.008257 30s flat -0.008257 60s flat -0.008257 advanced ready
2026-07-08 13:59:53.047553+02:00 binance VELVET/USDT:USDT 0.42385 80 6318 ms 10s flat -0.047187 30s flat -0.047187 60s flat -0.047187 advanced ready
2026-07-08 13:59:46.522489+02:00 mexc VELVET/USDT:USDT 0.42395 68 6249 ms 10s short -0.082557 30s short -0.082557 60s short -0.082557 advanced ready

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
36419
gate
36418
htx
36167
mexc
36413

By Symbol

VELVET/USDT:USDT
145417

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