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Compares df_original to df_cleaned column-by-column, row-by-row. Only records rows where original_value != new_value.

Usage

build_audit_trail(df_original, df_cleaned, step_name, reason_fn)

Arguments

df_original

Original dataframe before cleaning step

df_cleaned

Cleaned dataframe after cleaning step

step_name

Name of the cleaning step (e.g., "unicode_to_ascii")

reason_fn

Function that takes (field_name) and returns reason string

Value

Tibble with columns: row_id, field, step, original_value, new_value, reason