SOLUSD M30 Data Quality Report

Generated 2026-11-01 · 75,849 rows · 2021.03.11 → 2026.10.19

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Summary

Rows

75,849

Critical issues

Warnings

Largest gap

Zero volume

0.00%

Zero spread

12.01%

Checks

Check	Count	Status
Duplicate timestamps	0	Pass
Out-of-order timestamps	0	Pass
OHLC integrity violations	0	Pass
Zero or negative prices	11	Critical
Gaps > 2× timeframe (<24h)	8	Warning
Extreme log returns	3	Warning
Zero/missing volume	0	Pass
Zero/missing spread	9,107	Warning
Negative spread	0	Pass
Flat bars (O=H=L=C)	0	Pass
Invalid weekend bars	0	Pass

Issues

Severity	Check	Count	Message
Critical	nonpositive_prices	11	Zero or negative price
Warning	gaps	8	Gap greater than 2x timeframe and under 24h
Warning	zero_spread	9,107	Zero or missing spread
Warning	extreme_returns	3	Extreme log return

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.

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