Exploratory Data Analysis Python Packages

great-expectations

Always know what to expect from your data.

31.3M 12K 2K

ydata-profiling

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

2M 14K 2K

pandas-profiling

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

648K 14K 2K

great-expectations-experimental

Always know what to expect from your data.

539K 12K 2K

acryl-great-expectations

Always know what to expect from your data.

423K 12K 2K

sweetviz

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

144K 3K 288

kdepy

Kernel Density Estimation in Python

65K 644 103

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.

62K 11K 893

qgridnext

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

17K 38 2

scattertext

Beautiful visualizations of how language differs among document types.

16K 2K 285

piperider-nightly

Code review for data in dbt

15K 494 23

report-creator

Tool to assemble HTML reports and Slide decks using python components with charts and diagrams and formatted text.

13K 12 1

handyspark

HandySpark - bringing pandas-like capabilities to Spark dataframes

12K 200 27

dataprep

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

12K 2K 224

cleanvision

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

10K 1K 82

fg-data-profiling

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

10K 14K 2K

piperider

Code review for data in dbt

3K 494 23

arabica

Python package for text mining of time-series data

3K 75 16

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.

3K 478 100