GBPZAR Historical Data

GBP/ZAR historical forex data

Audited OHLCV files for GBP / ZAR backtesting, Python research, and local data workflows. The current M1 audit lists 21,955 source-observed 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.