Data Exploration Python Packages

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.

pygwalker

PyGWalker: Turn your dataframe into an interactive UI for visual analysis

sweetviz

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

traceml

Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.

pandas-summary

Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.

datatile

Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.

piperider-nightly

Code review for data in dbt

panel-graphic-walker

A project providing a Graphic Walker Pane for use with HoloViz Panel.

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.

fg-data-profiling

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

x12-edi-tools

A comprehensive set of tools for working with X12 EDI files

optimuspyspark

:truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark

featexp

Feature exploration for supervised learning

piperider

Code review for data in dbt

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.

debiai-gui

DebiAI easy start module, the standalone version of DebiAI

kangas

🦘 Explore multimedia datasets at scale

atom-ml

A Python package for fast exploration of machine learning pipelines

sliceguard

A library for detecting problematic data segments in structured and unstructured data with few lines of code.

grafana-wtf

Grep through all Grafana entities in the spirit of git-wtf.

pandas-paddles

Access the parent Pandas data frame in loc[], iloc[], assign(), and others Pandas helpers

datakit-profiling

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