Add map wrangle for semantic column name mapping - #903
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mborodii-prog with Copilot wants to merge 3 commits into
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Add map wrangle for semantic column name mapping#903mborodii-prog with Copilot wants to merge 3 commits into
mborodii-prog with Copilot wants to merge 3 commits into
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Co-authored-by: mborodii-prog <242361445+mborodii-prog@users.noreply.github.com>
Co-authored-by: mborodii-prog <242361445+mborodii-prog@users.noreply.github.com>
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[WIP] Add map wrangle for Wrangles PY with semantic similarity
Add map wrangle for semantic column name mapping
Feb 16, 2026
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Implements automatic column renaming using semantic similarity, providing programmatic equivalent of Wrangles XL's manual column mapping UI.
Implementation
difflib.SequenceMatchercalculates text similarity ratios between current and target column namesto: Target column name(s) - requiredthreshold: Minimum similarity ratio (0-1), default 0.6case_sensitive: Boolean, default FalseUsage
Maps columns like
product_name→Product Name,prod_code→Product Codebased on similarity scores. Unmapped columns (e.g.,xyz) remain unchanged.Testing
Added 9 test cases covering threshold behavior, case sensitivity, single/multiple targets, partial matching, and greedy allocation when multiple columns compete for the same target.
Original prompt
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