# 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")
```