DATA & MARKETS

4.2 million price bars across 5 currency pairs and 7 timeframes. Continuously updated via live daemon fetchers aligned to bar close times.

AGGREGATE COVERAGE

4,240,169
TOTAL BARS
5
CURRENCY PAIRS
7
TIMEFRAMES
M1, M5, M15, M30, H1, H4, D1
13+
YEARS PRIMARY BACKTEST (H1)
CADJPY AUDJPY EURUSD GBPUSD USDCAD TOTAL
H1 Bars 82,154 80,214 82,192 82,288 82,281 409,129
H1 Years 13.2 13.2 13.2 14.4 13.2
All TF Bars 834,448 844,042 852,190 854,744 854,745 4,240,169

PER-PAIR COVERAGE

CADJPY
Canadian Dollar / Japanese Yen
TF BARS FROM TO YEARS
M131,8402026-01-072026-02-06~1 month
M5373,8782021-02-072026-02-135.0
M15220,5032017-04-062026-02-138.9
M3099,2712017-01-022026-02-139.1
H182,1542012-12-062026-02-1313.2
H421,1562012-10-072026-02-1313.4
D15,6462004-10-182026-02-0521.3
Primary backtest: H1 (82,154 bars)
AUDJPY
Australian Dollar / Japanese Yen
TF BARS FROM TO YEARS
M131,8462026-01-072026-02-06~1 month
M5374,1502021-02-072026-02-135.0
M15223,1452017-01-022026-02-139.1
M30113,5362017-01-022026-02-139.1
H180,2142012-12-062026-02-1313.2
H421,1612012-10-072026-02-1313.4
D13,9902011-03-062026-02-0514.9
EURUSD
Euro / US Dollar
TF BARS FROM TO YEARS
M132,1322026-01-142026-02-13~1 month
M5374,0552021-02-152026-02-135.0
M15227,0992017-01-022026-02-139.1
M30113,5562017-01-022026-02-139.1
H182,1922012-12-062026-02-1313.2
H421,1622012-10-072026-02-1313.4
D13,9942011-03-062026-02-1214.9
GBPUSD
British Pound / US Dollar
TF BARS FROM TO YEARS
M132,0772026-01-212026-02-20~1 month
M5373,8832021-02-222026-02-205.0
M15227,5372017-01-012026-02-209.2
M30113,7742017-01-012026-02-209.2
H182,2882011-10-022026-02-2014.4
H421,1902011-10-022026-02-2014.4
D13,9992011-03-072026-02-1914.9
USDCAD
US Dollar / Canadian Dollar
TF BARS FROM TO YEARS
M132,0832026-01-212026-02-20~1 month
M5373,8892021-02-222026-02-205.0
M15227,5322017-01-012026-02-209.2
M30113,7732017-01-012026-02-209.2
H182,2812012-12-062026-02-2013.2
H421,1882012-10-072026-02-2013.4
D13,9992011-03-062026-02-1914.9

DATA QUALITY

COST MODEL

TRANSACTION COSTS
Spread: 1.5 pips
Slippage: 0.5 pips
Total: 2.0 pips round-trip per trade
Conservative for majors (EURUSD spread typically 0.3 to 0.5 pips) but realistic for crosses during volatile hours.
COST PHILOSOPHY
All backtest metrics are net of these costs. The system that looks profitable with zero costs but breaks with realistic costs never had a real edge. Every profit figure, every Sharpe ratio, every metric includes full transaction costs from the first trade.

DATA PIPELINE

  1. 01
    Institutional data provider delivers OHLCV data
  2. 02
    Automated pipeline processes and normalizes all data
  3. 03
    Live daemons continuously update with latest bars
  4. 04
    Optimized data ingestion pipeline designed for reliability and throughput
  5. 05
    Multi-tier caching with automatic failover