ZARJPY Historical Data

ZAR/JPY historical forex data

Audited OHLCV files for ZAR / JPY backtesting, Python research, and local data workflows. The current M1 audit lists 4,576,083 source-observed rows.

Audit Snapshot

M1 rows4,576,083
Total rows6,047,613
Parquet files7
Package size76.1 MB
StartNov 14, 2010
EndDec 31, 2024
Null values0
Duplicate timestamps0
Invalid OHLC rows0
Unexpected gap flags289,091

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

ZAR/JPY 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.