# Bab 13 — Mindmap (Gambar 13.2) ```mermaid mindmap root(("**Bab 13**
Data
Preprocessing")) ("**Refinement Pipeline**") ("Raw Data → Cleaning") ("Cleaning → Transformation") ("Transformation → Normalization") ("Normalization → Processed") ("Processed → Analysis Ready") ("**Cleaning**") ("Missing values") ("Duplikasi") ("Format error") ("Metode + justifikasi") ("**Transformation**") ("Encoding kategorikal") ("Agregasi level") ("Feature engineering") ("**Normalization**") ("Min-max scaling") ("Z-score") ("Robust scaling") ("Hanya jika diperlukan") ("**4 Prinsip**") ("Consistency") ("Transparency") ("Reproducibility") ("Minimal distortion") ```