data_describe

data-describe.

data-describe

data-describe is a Python toolkit for Exploratory Data Analysis (EDA). It aims to accelerate data exploration and analysis by providing automated and polished analysis widgets.

Main Features

  • clusters: Clustering analysis and visualization on a 2D plot

  • correlations: Association measures for both numeric and categorical features

  • data_heatmap: Data variation and missingness heatmap

  • data_summary: Selected summary (descriptive) statistics

  • distributions: Histograms, violin plots, bar charts

  • scatter_plots: Scatterplots

  • importance: Feature ranking

  • time_series: Time series analysis and visualizations

Examples

Basic Usage:

import data_describe as dd
dd.data_summary(df)