ML feature CSVs: eyeballing training exports before notebooks run

Human scan complements automated profiling: sort numeric features, search for sentinel strings like unknown, and verify label cardinality before training.

Red flags

• Future-dated columns co-present with targets (leakage).
• IDs that sort perfectly with labels (merge bugs).