24 best Python Statistics libraries in 2024

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by reegs20 dot icon Updated: Nov 29, 2023

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Python has quickly gone up the ranks to become the most sought-after language for statistics and data science. It is a high-level, object-oriented language.

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.

pandas:  

  • Pandas offers robust structures like DataFrames for easy storage and manipulation of data.  
  • Efficient tools for aligning and managing data, simplifying data cleaning and preparation.  
  • Provides diverse functions for flexible data manipulation and analysis.  


pandasby pandas-dev

Python doticonstar image 38689 doticonVersion:v2.0.2doticon
License: Permissive (BSD-3-Clause)

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

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            pandasby pandas-dev

            Python doticon star image 38689 doticonVersion:v2.0.2doticon License: Permissive (BSD-3-Clause)

            Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
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                      prophet:  

                      • Specialized in predicting future values in time series data.  
                      • Can handle missing data and outliers effectively for reliable forecasting.  
                      • Captures recurring patterns in data, especially those tied to seasons or cycles.  

                      prophetby facebook

                      Python doticonstar image 15941 doticonVersion:v1.1.4doticon
                      License: Permissive (MIT)

                      Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

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                                prophetby facebook

                                Python doticon star image 15941 doticonVersion:v1.1.4doticon License: Permissive (MIT)

                                Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
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                                          seaborn:  

                                          • Simplifies the creation of statistical graphics for a better understanding of data.  
                                          • Seamlessly works with Pandas DataFrames for easy data visualization.  
                                          • Allows users to tailor plots for a visually appealing presentation.  

                                          seabornby mwaskom

                                          Python doticonstar image 10797 doticonVersion:v0.12.2doticon
                                          License: Permissive (BSD-3-Clause)

                                          Statistical data visualization in Python

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                                                    seabornby mwaskom

                                                    Python doticon star image 10797 doticonVersion:v0.12.2doticon License: Permissive (BSD-3-Clause)

                                                    Statistical data visualization in Python
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                                                              statsmodels:  

                                                              • Offers a variety of statistical models and hypothesis tests.  
                                                              • Well-suited for economic and financial data analysis.  
                                                              • Provides tools to visualize and summarize statistical information.

                                                              statsmodelsby statsmodels

                                                              Python doticonstar image 8572 doticonVersion:v0.14.0doticon
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                                                              Statsmodels: statistical modeling and econometrics in Python

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                                                                        statsmodelsby statsmodels

                                                                        Python doticon star image 8572 doticonVersion:v0.14.0doticon License: Permissive (BSD-3-Clause)

                                                                        Statsmodels: statistical modeling and econometrics in Python
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                                                                                  altair:  

                                                                                  • Enables concise and declarative creation of interactive visualizations.  
                                                                                  • Leverages a powerful JSON specification for describing visualizations.  
                                                                                  • Emphasizes simplicity and minimal code for creating sophisticated visualizations.  

                                                                                  altairby altair-viz

                                                                                  Python doticonstar image 8297 doticonVersion:v5.0.1doticon
                                                                                  License: Permissive (BSD-3-Clause)

                                                                                  Declarative statistical visualization library for Python

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                                                                                            altairby altair-viz

                                                                                            Python doticon star image 8297 doticonVersion:v5.0.1doticon License: Permissive (BSD-3-Clause)

                                                                                            Declarative statistical visualization library for Python
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                                                                                                      pymc3:  

                                                                                                      • Allows expressing complex statistical models using a probabilistic programming approach.  
                                                                                                      • Focuses on Bayesian statistical methods for uncertainty estimation.  
                                                                                                      • Integrates with Aesara for efficient symbolic mathematical expressions.  

                                                                                                      pymc3by pymc-devs

                                                                                                      Python doticonstar image 5993 doticonVersion:v3.11.4doticon
                                                                                                      License: Others (Non-SPDX)

                                                                                                      Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara

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                                                                                                                pymc3by pymc-devs

                                                                                                                Python doticon star image 5993 doticonVersion:v3.11.4doticon License: Others (Non-SPDX)

                                                                                                                Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara
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                                                                                                                          imbalanced-learn:  

                                                                                                                          • Tools for addressing imbalances in class distribution within machine learning datasets.  
                                                                                                                          • Integrates smoothly with Pandas DataFrames for preprocessing imbalanced data.  
                                                                                                                          • Offers flexibility through customizable algorithms for imbalanced data handling.  

                                                                                                                          imbalanced-learnby scikit-learn-contrib

                                                                                                                          Python doticonstar image 6346 doticonVersion:0.10.0doticon
                                                                                                                          License: Permissive (MIT)

                                                                                                                          A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

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                                                                                                                                    imbalanced-learnby scikit-learn-contrib

                                                                                                                                    Python doticon star image 6346 doticonVersion:0.10.0doticon License: Permissive (MIT)

                                                                                                                                    A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
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                                                                                                                                              sktime:  

                                                                                                                                              • Specializes in analyzing and forecasting time series data.  
                                                                                                                                              • Provides a modular framework for easy extension and customization.  
                                                                                                                                              • Seamlessly integrates with other machine learning and deep learning libraries.  

                                                                                                                                              sktimeby alan-turing-institute

                                                                                                                                              Python doticonstar image 5246 doticonVersion:v0.11.2doticon
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                                                                                                                                              A unified framework for machine learning with time series

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                                                                                                                                                        sktimeby alan-turing-institute

                                                                                                                                                        Python doticon star image 5246 doticonVersion:v0.11.2doticon License: Permissive (BSD-3-Clause)

                                                                                                                                                        A unified framework for machine learning with time series
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                                                                                                                                                                  httpstat:  

                                                                                                                                                                  • Visualizes statistics related to HTTP requests made with the curl tool.  
                                                                                                                                                                  • Implemented as a compact Python script for simplicity.  
                                                                                                                                                                  • Works seamlessly with Python 3 for compatibility with the latest Python environments. 

                                                                                                                                                                  httpstatby reorx

                                                                                                                                                                  Python doticonstar image 5406 doticonVersion:1.3.0doticon
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                                                                                                                                                                  curl statistics made simple

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                                                                                                                                                                            httpstatby reorx

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                                                                                                                                                                            curl statistics made simple
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                                                                                                                                                                                      darts:  

                                                                                                                                                                                      • Tools for manipulating time series data facilitating data preprocessing.  
                                                                                                                                                                                      • Specialized in making predictions on time series data.  
                                                                                                                                                                                      • Integrates with deep learning frameworks for advanced forecasting using neural networks.  

                                                                                                                                                                                      dartsby unit8co

                                                                                                                                                                                      Python doticonstar image 5983 doticonVersion:0.24.0doticon
                                                                                                                                                                                      License: Permissive (Apache-2.0)

                                                                                                                                                                                      A python library for user-friendly forecasting and anomaly detection on time series.

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                                                                                                                                                                                                dartsby unit8co

                                                                                                                                                                                                Python doticon star image 5983 doticonVersion:0.24.0doticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                A python library for user-friendly forecasting and anomaly detection on time series.
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                                                                                                                                                                                                          gluon-ts:  

                                                                                                                                                                                                          • Focuses on modeling uncertainty in time series predictions.  
                                                                                                                                                                                                          • Integrates with Apache MXNet for efficient deep learning capabilities.  
                                                                                                                                                                                                          • Allows users to experiment with various modeling approaches and customize their models. 

                                                                                                                                                                                                          gluon-tsby awslabs

                                                                                                                                                                                                          Python doticonstar image 2572 doticonVersion:v0.9.3doticon
                                                                                                                                                                                                          License: Permissive (Apache-2.0)

                                                                                                                                                                                                          Probabilistic time series modeling in Python

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                                                                                                                                                                                                                    gluon-tsby awslabs

                                                                                                                                                                                                                    Python doticon star image 2572 doticonVersion:v0.9.3doticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                                    Probabilistic time series modeling in Python
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                                                                                                                                                                                                                              selfspy:  

                                                                                                                                                                                                                              • Monitors and logs personal data continuously for self-analysis.  
                                                                                                                                                                                                                              • Compatible with various platforms for versatility in data tracking.  
                                                                                                                                                                                                                              • Aids in tracking and analyzing personal habits and activities for self-improvement.

                                                                                                                                                                                                                              selfspyby selfspy

                                                                                                                                                                                                                              Python doticonstar image 2322 doticonVersion:Currentdoticon
                                                                                                                                                                                                                              License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                              Log everything you do on the computer, for statistics, future reference and all-around fun!

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                                                                                                                                                                                                                                        selfspyby selfspy

                                                                                                                                                                                                                                        Python doticon star image 2322 doticonVersion:Currentdoticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                        Log everything you do on the computer, for statistics, future reference and all-around fun!
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                                                                                                                                                                                                                                                  stumpy:  

                                                                                                                                                                                                                                                  • Implements algorithms for efficient time series analysis using matrix profiles.  
                                                                                                                                                                                                                                                  • Identifies recurring patterns or motifs in time series data.  
                                                                                                                                                                                                                                                  • Utilizes parallel computing for faster and more efficient computations.  

                                                                                                                                                                                                                                                  stumpyby TDAmeritrade

                                                                                                                                                                                                                                                  Python doticonstar image 2659 doticonVersion:v1.11.1doticon
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                                                                                                                                                                                                                                                  STUMPY is a powerful and scalable Python library for modern time series analysis

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                                                                                                                                                                                                                                                            stumpyby TDAmeritrade

                                                                                                                                                                                                                                                            Python doticon star image 2659 doticonVersion:v1.11.1doticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                            STUMPY is a powerful and scalable Python library for modern time series analysis
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                                                                                                                                                                                                                                                                      gitinspector:  

                                                                                                                                                                                                                                                                      • Analyzes and provides insights into Git repositories.  
                                                                                                                                                                                                                                                                      • Features an interactive command-line interface for user-friendly exploration.  
                                                                                                                                                                                                                                                                      • Allows users to customize analysis output format.  
                                                                                                                                                                                                                                                                      Python doticonstar image 2231 doticonVersion:v0.4.4doticon
                                                                                                                                                                                                                                                                      License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                      :bar_chart: The statistical analysis tool for git repositories

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                                                                                                                                                                                                                                                                                gitinspectorby ejwa

                                                                                                                                                                                                                                                                                Python doticon star image 2231 doticonVersion:v0.4.4doticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                :bar_chart: The statistical analysis tool for git repositories
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                                                                                                                                                                                                                                                                                          Mycodo:  

                                                                                                                                                                                                                                                                                          • Logs data from sensors for environmental monitoring.  
                                                                                                                                                                                                                                                                                          • Provides a user-friendly interface accessible through a web browser.  
                                                                                                                                                                                                                                                                                          • Enables automation and control of devices based on collected sensor data.  

                                                                                                                                                                                                                                                                                          Mycodoby kizniche

                                                                                                                                                                                                                                                                                          Python doticonstar image 2541 doticonVersion:v8.15.8doticon
                                                                                                                                                                                                                                                                                          License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                          An environmental monitoring and regulation system

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                                                                                                                                                                                                                                                                                                    Mycodoby kizniche

                                                                                                                                                                                                                                                                                                    Python doticon star image 2541 doticonVersion:v8.15.8doticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                    An environmental monitoring and regulation system
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                                                                                                                                                                                                                                                                                                              pyFlux:  

                                                                                                                                                                                                                                                                                                              • Implements models for probabilistic time series analysis.  
                                                                                                                                                                                                                                                                                                              • Scales efficiently for large datasets and complex models.  
                                                                                                                                                                                                                                                                                                              • Provides tools for diagnosing and evaluating the performance of statistical models.  

                                                                                                                                                                                                                                                                                                              pyfluxby RJT1990

                                                                                                                                                                                                                                                                                                              Python doticonstar image 2004 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                              License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                                                                                                                              Open source time series library for Python

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                                                                                                                                                                                                                                                                                                                        pyfluxby RJT1990

                                                                                                                                                                                                                                                                                                                        Python doticon star image 2004 doticonVersion:Currentdoticon License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                                                                                                                                        Open source time series library for Python
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                                                                                                                                                                                                                                                                                                                                  sweetviz:  

                                                                                                                                                                                                                                                                                                                                  • Automates the process of exploring and analyzing datasets.  
                                                                                                                                                                                                                                                                                                                                  • Allows for easy comparison of two datasets to identify differences.  
                                                                                                                                                                                                                                                                                                                                  • Provides flexibility in generating and customizing analysis reports.  

                                                                                                                                                                                                                                                                                                                                  sweetvizby fbdesignpro

                                                                                                                                                                                                                                                                                                                                  Python doticonstar image 2413 doticonVersion:v2.1.4doticon
                                                                                                                                                                                                                                                                                                                                  License: Permissive (MIT)

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

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                                                                                                                                                                                                                                                                                                                                            sweetvizby fbdesignpro

                                                                                                                                                                                                                                                                                                                                            Python doticon star image 2413 doticonVersion:v2.1.4doticon License: Permissive (MIT)

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

                                                                                                                                                                                                                                                                                                                                                      • Enables efficient backtesting of trading strategies using vectorized operations.  
                                                                                                                                                                                                                                                                                                                                                      • Provides tools for analyzing and visualizing trading strategy performance.  
                                                                                                                                                                                                                                                                                                                                                      • Allows for flexible management of investment portfolios. 

                                                                                                                                                                                                                                                                                                                                                      vectorbtby polakowo

                                                                                                                                                                                                                                                                                                                                                      Python doticonstar image 2901 doticonVersion:v0.21.0doticon
                                                                                                                                                                                                                                                                                                                                                      License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                      Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.

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                                                                                                                                                                                                                                                                                                                                                                vectorbtby polakowo

                                                                                                                                                                                                                                                                                                                                                                Python doticon star image 2901 doticonVersion:v0.21.0doticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
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                                                                                                                                                                                                                                                                                                                                                                          gitStats:  

                                                                                                                                                                                                                                                                                                                                                                          • Analyzes and presents historical metrics related to code development.  
                                                                                                                                                                                                                                                                                                                                                                          • Generates visual representations of code-related metrics.  
                                                                                                                                                                                                                                                                                                                                                                          • Includes metrics related to code contributor diversity.  

                                                                                                                                                                                                                                                                                                                                                                          gitstatsby hoxu

                                                                                                                                                                                                                                                                                                                                                                          Python doticonstar image 1487 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                          no licences License: No License (null)

                                                                                                                                                                                                                                                                                                                                                                          git history statistics generator

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                                                                                                                                                                                                                                                                                                                                                                                    gitstatsby hoxu

                                                                                                                                                                                                                                                                                                                                                                                    Python doticon star image 1487 doticonVersion:Currentdoticonno licences License: No License

                                                                                                                                                                                                                                                                                                                                                                                    git history statistics generator
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                                                                                                                                                                                                                                                                                                                                                                                              pmdarima:  

                                                                                                                                                                                                                                                                                                                                                                                              • Automatically selects suitable ARIMA models for time series data.  
                                                                                                                                                                                                                                                                                                                                                                                              • Decomposes time series data into seasonal components for analysis.  
                                                                                                                                                                                                                                                                                                                                                                                              • Integrates with the scikit-learn library for seamless machine learning workflows.

                                                                                                                                                                                                                                                                                                                                                                                              pmdarimaby alkaline-ml

                                                                                                                                                                                                                                                                                                                                                                                              Python doticonstar image 1356 doticonVersion:v2.0.3doticon
                                                                                                                                                                                                                                                                                                                                                                                              License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                              A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.

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                                                                                                                                                                                                                                                                                                                                                                                                        pmdarimaby alkaline-ml

                                                                                                                                                                                                                                                                                                                                                                                                        Python doticon star image 1356 doticonVersion:v2.0.3doticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                        A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
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                                                                                                                                                                                                                                                                                                                                                                                                                  covid-19:  

                                                                                                                                                                                                                                                                                                                                                                                                                  • Provides up-to-date information on the COVID-19 pandemic.  
                                                                                                                                                                                                                                                                                                                                                                                                                  • Offers data at both global and country-specific levels.  
                                                                                                                                                                                                                                                                                                                                                                                                                  • Presents COVID-19 data in a visual format for better understanding.  

                                                                                                                                                                                                                                                                                                                                                                                                                  covid-19by datasets

                                                                                                                                                                                                                                                                                                                                                                                                                  Python doticonstar image 1154 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                  no licences License: No License (null)

                                                                                                                                                                                                                                                                                                                                                                                                                  Novel Coronavirus 2019 time series data on cases

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                                                                                                                                                                                                                                                                                                                                                                                                                            covid-19by datasets

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                                                                                                                                                                                                                                                                                                                                                                                                                            Novel Coronavirus 2019 time series data on cases
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                                                                                                                                                                                                                                                                                                                                                                                                                                      spacy-models:  

                                                                                                                                                                                                                                                                                                                                                                                                                                      • Includes pre-trained natural language processing models for various tasks.  
                                                                                                                                                                                                                                                                                                                                                                                                                                      • Supports multiple languages for broader applicability.  
                                                                                                                                                                                                                                                                                                                                                                                                                                      • Allows users to customize and fine-tune models for specific tasks.

                                                                                                                                                                                                                                                                                                                                                                                                                                      spacy-modelsby explosion

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                                                                                                                                                                                                                                                                                                                                                                                                                                      💫 Models for the spaCy Natural Language Processing (NLP) library

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                                                                                                                                                                                                                                                                                                                                                                                                                                                spacy-modelsby explosion

                                                                                                                                                                                                                                                                                                                                                                                                                                                Python doticon star image 1333 doticonVersion:sl_core_news_lg-3.6.0a5doticonno licences License: No License

                                                                                                                                                                                                                                                                                                                                                                                                                                                💫 Models for the spaCy Natural Language Processing (NLP) library
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                                                                                                                                                                                                                                                                                                                                                                                                                                                          nba_py:  

                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Retrieves data related to the National Basketball Association (NBA).  
                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Integrates seamlessly with NBA APIs for data access.  
                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Provides tools for analyzing and interpreting statistical aspects of NBA data.  

                                                                                                                                                                                                                                                                                                                                                                                                                                                          nba_pyby seemethere

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                                                                                                                                                                                                                                                                                                                                                                                                                                                          License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Python client for NBA statistics located at stats.nba.com

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Python client for NBA statistics located at stats.nba.com
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                              pingouin:  

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Offers a library for conducting various statistical analyses.  
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Includes tools for analysis of variance (ANOVA) and regression analysis.  
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Provides measures for quantifying the magnitude of observed effects in statistical tests.  

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              pingouinby raphaelvallat

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Python doticonstar image 1341 doticonVersion:v0.5.3doticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Statistical package in Python based on Pandas

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        pingouinby raphaelvallat

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Python doticon star image 1341 doticonVersion:v0.5.3doticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Statistical package in Python based on Pandas
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  FAQ

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  1. What makes Pandas a valuable tool for data manipulation and visualization?  

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Pandas is a high-performance Python package with expressive data structures. It carries out rapid data manipulation and visualization. Its design and specialized time series functions make it ideal for data munging.  

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  2. How does Seaborn extend the functionality of the Matplotlib plotting library?  

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Seaborn is an extension of Matplot lib, offering advanced features and shorter syntax. It enables users to determine relationships between variables, observe statistics, and plot high-level. This provides a more streamlined approach to data visualization.  

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  3. What unique features does Seaborn bring to data visualization?  

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Seaborn provides advanced features for statistical data visualization. This includes 

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • the ability to determine relationships between variables, 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • observe aggregate statistics, and 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • easily create high-level and multi-plot grids. 

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Its syntax is designed for simplicity and efficiency in plotting.  

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  4. What is the role of Prophet in time series forecasting, and why is it notable?  

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Prophet is a forecasting procedure developed in Python and R. It offers quick and automated forecasts for time series data. It is user-friendly for analysts and generates accurate forecasts. It does not require extensive manual intervention.  

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  5. How can the Python community contribute to developing and improving these libraries?  

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  The Python community can contribute to library development. Contribute by participating in open-source projects, submitting bug reports, and engaging in discussions. Contributing code, documentation, or insights in forums continuously enhances these libraries.