Awesome Python Data Science

Statistical data visualization in Python

Parallel computing with task scheduling

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

Modin: Scale your Pandas workflows by changing a single line of code

cuDF - GPU DataFrame Library

Python tools for geographic data

Performance analysis of predictive (alpha) stock factors

A light-weight, flexible, and expressive statistical data testing library

Missing data visualization module for Python.

N-D labeled arrays and datasets in Python

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

High performance datastore for time series and tick data

A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Lightweight and extensible compatibility layer between dataframe libraries!

Clean APIs for data cleaning. Python implementation of R package Janitor

Easy pipelines for pandas DataFrames.

Pandas, Polars, Spark, and Snowpark DataFrame comparison for humans and more!

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

Directions overlay for working with pandas in an analysis environment

A Python toolkit for processing tabular data

Pandas-based utility to calculate weighted means, medians, distributions, standard deviations, and more.

Python package implementing ML feature engineering and pre-processing for polars or pandas dataframes.

Universal 1d/2d data containers with Transformers functionality for data analysis.

A collection of pandas & scikit-learn compatible transformers for preprocessing and feature engineering 🛠