statsmodels
Regression, GLM and time series models with the full inference output.
Install
gh skill install K-Dense-AI/scientific-agent-skills statsmodels
Fitting a model where the coefficients need interpreting: OLS, GLM, mixed or time series models with diagnostics and inference tables.
- Author
- K-Dense Inc.
- License
- BSD-3-Clause
Aimed at the case where the coefficients themselves are the result: standard errors, confidence intervals, likelihood ratio tests and residual diagnostics rather than a prediction score. Covers OLS, weighted least squares, quantile regression, logistic and Poisson GLMs, discrete choice models, and ARIMA, SARIMAX and VAR on the time series side. Assumption testing is treated as part of the job — heteroskedasticity, autocorrelation, normality, influential observations — and work where only the prediction matters is sent to scikit-learn instead.
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