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Feature engineering

Machine learning models only understand numbers. Real-world data has merchant categories, channel types and values on wildly different scales. Feature engineering turns these raw columns into a clean numeric matrix a model can learn from. Toggle each transformation to apply it — or click again to undo.

Model-readiness

0%

Make all columns numeric to reach 100%.

Transformations:

Columns

Numeric cols

Transforms applied

0

Total cells

Gold outline = transformed column. Cyan = numeric value.