Comparing Great Expectations and pandas profiler – when to use what
Pandas profiling and Great Expectations are both valuable tools for data profiling and analysis, but they have different strengths and use cases. Here’s a comparison between the two tools.
Pandas Profiler |
Great Expectations |
|
Data Exploration |
Provides quick insights and exploratory data summaries |
Focuses on data validation and documentation |
Data Validation |
Limited data validation capabilities |
Advanced data validation with explicit Expectations and rules |
Customization |
Limited customization options |
Extensive customization for defining Expectations and rules |
Learning Curve... |