24 best Python Statistics libraries in 2023
by reegs20 
Updated: Oct 2, 2021
Guide Kit
Python has quickly gone up the ranks to become the most sought-after language for statistics and data science. What makes it so special is that it is a high-level, object-oriented language, all the while being easy to code. We also have a thriving open-source Python community that keeps developing various unique libraries for maths, data analysis, mining, exploration, and visualization.
Keeping that in mind, here are some of the best Python libraries helpful for implementing statistical data. Pandas is a high-performance Python package with easy-to-grasp and expressive data structures. It is designed for rapid data manipulation and visualization and is the best tool when it comes to data munging or wrangling. With this 30k stars+ Github repository, you also get time series-specific functionality. Seaborn is essentially an extension of the Matplotlib plotting library with various advanced features and shorter syntax. With Seaborn, you can determine relationships between various variables, observe and determine aggregate statistics, and plot high-level and multi-plot grids. We also have Prophet, which is a forecasting procedure developed using Python and R. It’s quick and offers automated forecasts for time series data to be used by analysts.
pandasby pandas-dev
38689 Version:v2.0.2Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
pandasby pandas-dev
Python 38689 Version:v2.0.2 License: Permissive (BSD-3-Clause)
prophetby facebook
15941 Version:v1.1.4Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
prophetby facebook
Python 15941 Version:v1.1.4 License: Permissive (MIT)
seabornby mwaskom
10797 Version:v0.12.2Statistical data visualization in Python
seabornby mwaskom
Python 10797 Version:v0.12.2 License: Permissive (BSD-3-Clause)
statsmodelsby statsmodels
8572 Version:v0.14.0Statsmodels: statistical modeling and econometrics in Python
statsmodelsby statsmodels
Python 8572 Version:v0.14.0 License: Permissive (BSD-3-Clause)
altairby altair-viz
8297 Version:v5.0.1Declarative statistical visualization library for Python
altairby altair-viz
Python 8297 Version:v5.0.1 License: Permissive (BSD-3-Clause)
pymc3by pymc-devs
5993 Version:v3.11.4Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara
pymc3by pymc-devs
Python 5993 Version:v3.11.4 License: Others (Non-SPDX)
imbalanced-learnby scikit-learn-contrib
6346 Version:0.10.0A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
imbalanced-learnby scikit-learn-contrib
Python 6346 Version:0.10.0 License: Permissive (MIT)
sktimeby alan-turing-institute
5246 Version:v0.11.2A unified framework for machine learning with time series
sktimeby alan-turing-institute
Python 5246 Version:v0.11.2 License: Permissive (BSD-3-Clause)
dartsby unit8co
5983 Version:0.24.0A python library for user-friendly forecasting and anomaly detection on time series.
dartsby unit8co
Python 5983 Version:0.24.0 License: Permissive (Apache-2.0)
gluon-tsby awslabs
2572 Version:v0.9.3Probabilistic time series modeling in Python
gluon-tsby awslabs
Python 2572 Version:v0.9.3 License: Permissive (Apache-2.0)
selfspyby selfspy
2322 Version:CurrentLog everything you do on the computer, for statistics, future reference and all-around fun!
selfspyby selfspy
Python 2322 Version:Current License: Strong Copyleft (GPL-3.0)
stumpyby TDAmeritrade
2659 Version:v1.11.1STUMPY is a powerful and scalable Python library for modern time series analysis
stumpyby TDAmeritrade
Python 2659 Version:v1.11.1 License: Others (Non-SPDX)
gitinspectorby ejwa
2231 Version:v0.4.4:bar_chart: The statistical analysis tool for git repositories
gitinspectorby ejwa
Python 2231 Version:v0.4.4 License: Strong Copyleft (GPL-3.0)
Mycodoby kizniche
2541 Version:v8.15.8An environmental monitoring and regulation system
Mycodoby kizniche
Python 2541 Version:v8.15.8 License: Strong Copyleft (GPL-3.0)
pyfluxby RJT1990
2004 Version:CurrentOpen source time series library for Python
pyfluxby RJT1990
Python 2004 Version:Current License: Permissive (BSD-3-Clause)
sweetvizby fbdesignpro
2413 Version:v2.1.4Visualize and compare datasets, target values and associations, with one line of code.
sweetvizby fbdesignpro
Python 2413 Version:v2.1.4 License: Permissive (MIT)
vectorbtby polakowo
2901 Version:v0.21.0Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
vectorbtby polakowo
Python 2901 Version:v0.21.0 License: Others (Non-SPDX)
pmdarimaby alkaline-ml
1356 Version:v2.0.3A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
pmdarimaby alkaline-ml
Python 1356 Version:v2.0.3 License: Permissive (MIT)
covid-19by datasets
1154 Version:Current
License: No License (null)Novel Coronavirus 2019 time series data on cases
covid-19by datasets
Python 1154 Version:Current License: No License
spacy-modelsby explosion
1333 Version:sl_core_news_lg-3.6.0a5 License: No License (null)💫 Models for the spaCy Natural Language Processing (NLP) library
spacy-modelsby explosion
Python 1333 Version:sl_core_news_lg-3.6.0a5 License: No License
nba_pyby seemethere
1031 Version:0.1.1a2Python client for NBA statistics located at stats.nba.com
nba_pyby seemethere
Python 1031 Version:0.1.1a2 License: Permissive (BSD-3-Clause)
pingouinby raphaelvallat
1341 Version:v0.5.3Statistical package in Python based on Pandas
pingouinby raphaelvallat
Python 1341 Version:v0.5.3 License: Strong Copyleft (GPL-3.0)