# Bab 13 โ€” Data Refinement Pipeline (Gambar 13.1) ```mermaid graph LR A["๐Ÿ“ฅ Raw Data
Dari eksperimen"] B["๐Ÿงน Cleaning
Missing, duplikat, error"] C["๐Ÿ”„ Transformation
Encoding, agregasi"] D["๐Ÿ“ Normalization
Scaling, standardisasi"] E["๐Ÿ“ฆ Processed
Data

Siap analisis"] F["โœ… Analysis
Ready

Terdokumentasi"] A -->|"Pembersihan"| B B -->|"Transformasi"| C C -->|"Normalisasi"| D D -->|"Verifikasi"| E E -->|"Dokumentasi"| F style A fill:#F5F3FF,stroke:#7C3AED,color:#4C1D95 style B fill:#EDE9FE,stroke:#7C3AED,color:#4C1D95 style C fill:#DDD6FE,stroke:#7C3AED,color:#4C1D95 style D fill:#C4B5FD,stroke:#6D28D9,color:#4C1D95 style E fill:#A78BFA,stroke:#6D28D9,color:#FFFFFF style F fill:#7C3AED,stroke:#6D28D9,color:#FFFFFF ```