DOTUSD D1 Data Quality Report
Generated 2026-11-01 · 1,100 rows · 2021.07.13 → 2024.08.08
Summary
Rows
1,100
Critical issues
0
Warnings
1
Largest gap
0s
Zero volume
0.00%
Zero spread
5.55%
Checks
| Check | Count | Status |
|---|---|---|
| Duplicate timestamps | 0 | Pass |
| Out-of-order timestamps | 0 | Pass |
| OHLC integrity violations | 0 | Pass |
| Zero or negative prices | 0 | Pass |
| Gaps > 2× timeframe (<24h) | 0 | Pass |
| Extreme log returns | 0 | Pass |
| Zero/missing volume | 0 | Pass |
| Zero/missing spread | 61 | Warning |
| Negative spread | 0 | Pass |
| Flat bars (O=H=L=C) | 0 | Pass |
| Invalid weekend bars | 0 | Pass |
Issues
| Severity | Check | Count | Message |
|---|---|---|---|
| Warning | zero_spread | 61 | Zero or missing spread |
How to Use This Report
A high score does not guarantee profitable backtests. It means the file is structurally clean enough to inspect. A low score is not automatically a rejection: legacy forex exports often have zero volume and spread, which is acceptable for price-only research but not for spread-sensitive strategies.
Always check the largest gap, duplicate count, OHLC violations and weekend bars before training a model. For ML, use the ML-ready datasets; for a custom date range, use the Custom Data Builder.
Related
Choose the next useful step
Most visitors arrive with one question: build, test, price, or trust. These shortcuts keep the path practical.
Go deeper before you build, download or automate
Hand-picked engineering articles, indicator breakdowns and trading-system tools so visitors keep exploring instead of leaving after one page.
Pine Script to MT4/MT5 Conversion Planner
Analyze Pine strategies, repainting risk, TradingView alert bridges, MTF synchronization and the correct MQL4/MQL5 build path before paying for conversion.
Open planner
3-in-1 MT5 Indicator Bundle
12H Bias Engine, Smart Money Institutional Flow Dashboard and D1/H1 pending-signal logic with MQ5 + EX5 source included via Etsy.
MT5 Bank Orders Institutional Flow Dashboard
Supply/demand zones, BOS/CHoCH, liquidity levels, FVG, equal highs/lows and confirmed trade-plan logic explained with EX5 download.
MT5 Asia London NY Liquidity Engine
Asia range, London raid and New York continuation/reversal planning with internal session backtest stats and entry/SL/TP dashboard.
Interactive Brokers RSI Pair Trader
Tkinter desktop trading workflow, TWS API connection handling, RSI pair logic, risk controls and custom IBKR development positioning.
XAUUSD M30 CSV Data For Backtesting
Use clean MT5 historical data for Python backtests, strategy validation, spread checks and realistic gold EA research workflows.