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.

pandas-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.

acryl-great-expectations

Always know what to expect from your data.

sweetviz

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

kdepy

Kernel Density Estimation in Python

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.

piperider-nightly

Code review for data in dbt

scattertext

Beautiful visualizations of how language differs among document types.

qgridnext

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

report-creator

Tool to assemble HTML reports using python components with charts and diagrams.

handyspark

HandySpark - bringing pandas-like capabilities to Spark dataframes

dataprep

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

cleanvision

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

piperider

Code review for data in dbt

fg-data-profiling

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

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.

smoosense

Interactively browse multimodal tabular data

arabica

Python package for text mining of time-series data

datanarrator

Convierte cualquier DataFrame de pandas en un análisis en lenguaje natural

lux-api

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

edamame

Exploratory data analysis tools

eda-report

Automate exploratory data analysis and reporting.