Data Profiling & Quality Assessment — Roadmap Step & Resources
Systematically assessing a dataset's completeness, validity and consistency
- Level: intermediate
- Estimated time: 1 days
- Roadmap: Data Science
Before this step
Study resources
- ydata-profiling Documentation (Article) — The official documentation for ydata-profiling (formerly pandas-profiling), a popular auto-EDA tool.
- Automated Data Profiling Explained (Video) — Covers generating a quick statistical profile of a new dataset.
Part of
- Exploratory Data Analysis & Data Cleaning — section
- Data Science roadmap — the full learning path