Exploratory Data Analysis Python Packages

great-expectations

Always know what to expect from your data.

ydata-profiling

1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.

great-expectations-experimental

Always know what to expect from your data.

pandas-profiling

1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.

sweetviz

Visualize and compare datasets, target values and associations, with one line of code.

kdepy

Kernel Density Estimation in Python

acryl-great-expectations

Always know what to expect from your data.

cleanlab

Cleanlab's open-source library is the standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

fg-data-profiling

1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.

piperider-nightly

Code review for data in dbt

handyspark

HandySpark - bringing pandas-like capabilities to Spark dataframes

smoosense

Interactively browse multimodal tabular data

qgridnext

Advancing QGrid, an interactive grid for exploring DataFrames in JupyterLab/Notebook

desbordante

Desbordante is a high-performance data profiler that is capable of discovering many different patterns in data using various algorithms. It also allows to run data cleaning scenarios using these algorithms. Desbordante has a console version and an easy-to-use web application.

cleanvision

Automatically find issues in image datasets and practice data-centric computer vision.

dataprep

Open-source low code data preparation library in python. Collect, clean and visualization your data in python with a few lines of code.

scattertext

Beautiful visualizations of how language differs among document types.

pysuricata

Single-pass exploratory data analysis on streaming algorithms. Bounded memory at any dataset size, pandas and Polars, self-contained HTML reports.

piperider

Code review for data in dbt

py-lucidum

Local-first browser workbench for exploring CSV and Parquet datasets with DuckDB, profiling, charts, UK maps, and optional GLM/GBM modelling.

flexviz-polars

Interactive data exploration that is extremely fast and agent-native

edaprep

Transparent, leakage-safe EDA and ML preprocessing for pandas, with an explainable planner that shows its reasoning.

lux-api

Automatically visualize your pandas dataframe via a single print! 📊 💡

arabica

Python package for text mining of time-series data