EDA with Python and R

If you need to do data exploration using only Python or R, there are tools that automatically generate a number of visualizations to make your life easier. We have two lists below, one for Python tools and the other for R tools, in case you need them. It is easier to find tools for interactive data analysis in Python than in R. Packages available in R often provide wrappers that greatly simplify EDA via coding.

The Python libraries for EDA are as follows:

• Sweetviz (https://pypi.org/project/sweetviz/): An open-source Python library that generates beautiful, high-density visualizations to kickstart EDA with just two lines of code
• Lux (https://lux-api.readthedocs.io/): A Python library that facilitates fast and easy data exploration by automating the visualization and data analysis process
• pandas Profiling (https://pandas-profiling.github.io/pandas-profiling/): Generates profile reports from a pandas DataFrame for data analysis
• pandasGUI...