GBPZAR Historical Data

GBP/ZAR historical forex data

Audited OHLCV files for GBP / ZAR backtesting, Python research, and local data workflows. The current release lists 28,596 total source-observed rows across 7 Parquet files, including 21,955 M1 rows.

Audit Snapshot

M1 rows21,955
Total rows28,596
Parquet files7
Package size1.3 MB
StartJan 2, 2026
EndMay 29, 2026
Null values0
Duplicate timestamps0
Invalid OHLC rows0
Unexpected gap flags296

What this page proves

This page is not a blanket completeness claim. It exposes the audited row count, coverage range, and validation checks we can verify from the current release artifacts.

Parquet-first

Typed columns load directly in pandas, DuckDB, R, and modern data tooling.

Coverage-aware

Known gaps are handled through pair-specific reports instead of hidden continuity claims.

Research-ready

M1 bars are packaged with derived timeframes for repeatable local backtesting workflows.

Release note

GBP/ZAR is included in the uploaded complete bundle. Coverage and gap counts vary by symbol, so buyers should use the pair-specific audit snapshot before assuming suitability for a backtest.

Need this symbol for a specific backtest?

Ask for manual order help if you need confirmation on GBP/ZAR delivery fit, invoices, team use, custom validation, or whether this symbol belongs in a larger bundle for your strategy.

Rows
28,596
M1 rows
21,955
Files
7

This is an inquiry path, not a gap-free promise. Coverage ranges and quality checks remain visible before any paid delivery.

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