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
102670
Total labels
308010
Pending labels
288527
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 20:02:27.567885+02:00
Recent trades snapshots
102662
Micro candles
2053200
Avg data quality
75.9152827965053423
Latest latency
5411 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 222 of 10267 · 102670 total records · 10 per page
Captured Exchange Symbol Mid Price Quality Latency Labels Advanced Details
2026-07-03 13:05:20.075119+02:00 htx VELVET/USDT:USDT 0.42562 80 6652 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 13:04:57.805615+02:00 gate VELVET/USDT:USDT 0.423085 68 10832 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 13:04:46.828712+02:00 binance VELVET/USDT:USDT 0.42375 80 7571 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 13:04:38.994923+02:00 mexc VELVET/USDT:USDT 0.4234 78 4839 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 13:04:34.053819+02:00 htx VELVET/USDT:USDT 0.425595 80 6688 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 13:04:13.867278+02:00 gate VELVET/USDT:USDT 0.423095 68 10400 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 13:04:03.302078+02:00 binance VELVET/USDT:USDT 0.42255 80 6850 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 13:03:56.174956+02:00 mexc VELVET/USDT:USDT 0.42305 68 5325 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 13:03:50.765030+02:00 htx VELVET/USDT:USDT 0.42506 80 6681 ms 10s pending - 30s pending - 60s pending - pending
2026-07-03 13:03:30.820302+02:00 gate VELVET/USDT:USDT 0.424075 68 10747 ms 10s pending - 30s pending - 60s pending - pending

Snapshot Breakdown

Collected feature rows by exchange and symbol.

By Exchange

binance
25716
gate
25717
htx
25524
mexc
25714

By Symbol

VELVET/USDT:USDT
102671

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