Statsmodels is a Python module that provides classes and functions for the estimation of many different statistical models, as well as for conducting statistical tests, and statistical data exploration. An extensive list of result statistics are available for each estimator. The results are tested against existing statistical packages to ensure that they are correct.
135K
4500 / day
150K
5000 / day
5.5 min
3.2 pages per visit
45%
-
Domain Rating
-
Domain Authority
-
Citation Level
2009
English, etc
Website Key Features
Linear Regression Models
Supports ordinary least squares, weighted least squares, generalized least squares, and more.
Time Series Analysis
Includes tools for ARIMA, seasonal decomposition, and state space models.
Generalized Linear Models
Supports models like logistic regression, Poisson regression, and more.
Robust Linear Models
Provides robust fitting methods for linear models.
Nonparametric Methods
Includes kernel density estimation and kernel regression.
Datasets
Comes with a variety of datasets for examples and testing.
Statistical Tests
Offers a wide range of statistical tests including t-tests, ANOVA, and more.
Plotting
Integrated plotting functions for visual data analysis.
Extensive Documentation
Detailed documentation and examples for all features.
Community Support
Active community and mailing list for support and discussions.
Similar Sites and Competitors
Additional information
License
Open-source, BSD licensed.
Dependencies
Requires NumPy, SciPy, Pandas, and Patsy.
Integration
Seamlessly integrates with Pandas for data manipulation and analysis.
Performance
Optimized for performance with large datasets.
Contributing
Encourages contributions from the community, with guidelines available for contributors.
Version Control
Uses Git for version control, hosted on GitHub.
Compatibility
Compatible with Python 3.6 and above.
Development Status
Actively developed and maintained.
HTTP headers
Security headers report is a very important part of user data protection. Learn more about http headers for statsmodels.org