🐍 Python Knowledge Hub¶
A curated, modular library of Python-first references, guides, and starter scripts for data wrangling, EDA, cleaning, and modeling. This hub is designed for fast navigation (clean‑skim), consistent patterns, and reviewer‑friendly context. Use it as your “home base” to jump into checklists, decision cards, deep‑dive guides, and runnable scripts.
📌 How to use this hub¶
- Start with QuickRef for checklists and decision cards when you need a fast, defensible approach.
- Dive into Data Wrangling & EDA and Cleaning for core practices and visual interpretation guides.
- Jump to Machine Learning Models to apply linear/logistic methods, classifiers, and clustering.
- Use Scripts for runnable templates and utilities; see EDA Toolkit (Legacy) for the predecessor to
analyst_toolkit
.
⚡ QuickRef¶
🧭 Data Wrangling & EDA¶
🧼 Cleaning¶
🤖 Machine Learning Models¶
🧪 Scripts¶
- Python Scripts (Overview)
- EDA: Templates & Extras
- Cleaning: Quick Clean Stats Runner
- ML Models: Modeling & Diagnostics
- Utilities: General Utilities