PyStatistics API Reference

GPU-accelerated statistical computing for Python. Validated against R to machine precision.

Modules

• Regression
  • fit()
  • ridge()
  • Design
  • C
  • DataSource
  • LinearSolution
  • LinearParams
  • GLMSolution
  • GLMParams
  • Family
  • Gaussian
  • Binomial
  • Poisson
  • GammaFamily
  • NegativeBinomial
• Ordinal Regression
  • polr()
  • OrdinalSolution
• Multinomial Regression
  • multinom()
  • MultinomialSolution
• Multivariate Analysis
  • pca()
  • factor_analysis()
  • PCASolution
  • FactorSolution
  • PCAParams
  • FactorParams
• Time Series
  • acf()
  • pacf()
  • diff()
  • ndiffs()
  • adf_test()
  • kpss_test()
  • ACFParams
  • ACFSolution
  • StationarityParams
  • StationaritySolution
  • ets()
  • ETSParams
  • ETSSolution
  • forecast_ets()
  • ETSForecast
  • ETSSpec
  • arima()
  • ARIMAParams
  • ARIMASolution
  • arima_batch()
  • ARMABatchParams
  • ARMABatchSolution
  • forecast_arima()
  • ARIMAForecast
  • auto_arima()
  • AutoARIMAParams
  • AutoARIMASolution
  • decompose()
  • stl()
  • DecompositionParams
  • DecompositionSolution
• Generalized Additive Models
  • GAMParams
  • SmoothInfo
  • s()
  • SmoothTerm
  • gam()
  • GAMSolution
• Descriptive Statistics
  • describe()
  • cor()
  • cov()
  • var()
  • quantile()
  • summary()
  • DescriptiveDesign
  • DescriptiveParams
  • DescriptiveSolution
• Hypothesis Testing
  • t_test()
  • chisq_test()
  • fisher_test()
  • wilcox_test()
  • ks_test()
  • prop_test()
  • var_test()
  • p_adjust()
  • HypothesisDesign
  • HTestParams
  • HTestSolution
• Monte Carlo Methods
  • boot()
  • boot_ci()
  • permutation_test()
• Survival Analysis
  • coxph()
  • discrete_time()
  • kaplan_meier()
  • survdiff()
  • CoxSolution
  • DiscreteTimeSolution
  • KMSolution
  • LogRankSolution
• ANOVA
  • anova()
  • anova_oneway()
  • anova_posthoc()
  • anova_rm()
  • levene_test()
  • AnovaSolution
  • AnovaRMSolution
  • LeveneSolution
  • PostHocSolution
• Mixed Models
  • lmm()
  • glmm()
  • grm_lmm()
  • LMMSolution
  • GLMMSolution
  • GRMSolution
• Multivariate Normal MLE
  • mlest()
  • MVNDesign
  • MVNSolution
  • MVNParams
  • analyze_patterns()
  • pattern_summary()
  • PatternInfo
  • PatternSummary
  • little_mcar_test()
  • MCARTestSolution
  • is_monotone()
  • monotone_permutation()
  • mlest_monotone_closed_form()
• Core
  • DataSource
  • Result
  • PyStatisticsError
  • ValidationError
  • DimensionError
  • NumericalError
  • SingularMatrixError
  • NotPositiveDefiniteError
  • ConvergenceError
  • DataSource

Indices and tables

• Index

• Module Index

• Search Page