Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z _ _fit_basinhopping() (in module statsmodels.base.optimizer) _fit_bfgs() (in module statsmodels.base.optimizer) _fit_cg() (in module statsmodels.base.optimizer) _fit_lbfgs() (in module statsmodels.base.optimizer) _fit_ncg() (in module statsmodels.base.optimizer) _fit_newton() (in module statsmodels.base.optimizer) _fit_nm() (in module statsmodels.base.optimizer) _fit_powell() (in module statsmodels.base.optimizer) _fit_tau_iter_mm() (in module statsmodels.stats.meta_analysis) _fit_tau_iterative() (in module statsmodels.stats.meta_analysis) _fit_tau_mm() (in module statsmodels.stats.meta_analysis) _fstat2effectsize() (in module statsmodels.stats.oneway) _MultivariateOLS (class in statsmodels.multivariate.multivariate_ols) _MultivariateOLSResults (class in statsmodels.multivariate.multivariate_ols) _power_equivalence_oneway_emp() (in module statsmodels.stats.oneway) _score_confint_inversion() (in module statsmodels.stats.proportion) _tconfint_generic() (in module statsmodels.stats.weightstats) _tstat_generic() (in module statsmodels.stats.weightstats) _zconfint_generic() (in module statsmodels.stats.weightstats) _zstat_generic() (in module statsmodels.stats.weightstats) _zstat_generic2() (in module statsmodels.stats.weightstats) A abline_plot() (in module statsmodels.graphics.regressionplots) absnormalg (in module statsmodels.sandbox.distributions.transformed) acf() (in module statsmodels.tsa.stattools) (statsmodels.sandbox.tsa.fftarma.ArmaFft method) (statsmodels.tsa.arima_process.ArmaProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) acf2spdfreq() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) acorr() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) acorr_breusch_godfrey() (in module statsmodels.stats.diagnostic) acorr_ljungbox() (in module statsmodels.stats.diagnostic) acorr_lm() (in module statsmodels.stats.diagnostic) acovf() (in module statsmodels.tsa.stattools) (statsmodels.sandbox.tsa.fftarma.ArmaFft method) (statsmodels.tsa.arima_process.ArmaProcess method) ACSkewT_gen (class in statsmodels.sandbox.distributions.extras) add_array() (statsmodels.iolib.summary2.Summary method) add_base() (statsmodels.iolib.summary2.Summary method) add_constant() (in module statsmodels.tools.tools) add_df() (statsmodels.iolib.summary2.Summary method) add_dict() (statsmodels.iolib.summary2.Summary method) add_extra_txt() (statsmodels.iolib.summary.Summary method) add_lag() (in module statsmodels.tsa.tsatools) add_table_2cols() (statsmodels.iolib.summary.Summary method) add_table_params() (statsmodels.iolib.summary.Summary method) add_text() (statsmodels.iolib.summary2.Summary method) add_title() (statsmodels.iolib.summary2.Summary method) add_trend() (in module statsmodels.tsa.tsatools) adfuller() (in module statsmodels.tsa.stattools) aggregate_raters() (in module statsmodels.stats.inter_rater) aic (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.ResultMixin attribute) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) (statsmodels.genmod.qif.QIFResults attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLOrderSelectionResults property) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.holtwinters.HoltWintersResults property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) (statsmodels.tsa.vector_ar.svar_model.SVARResults property) (statsmodels.tsa.vector_ar.var_model.VARResults property) aic() (in module statsmodels.tools.eval_measures) aic_hurvich() (statsmodels.nonparametric.kernel_regression.KernelCensoredReg method) (statsmodels.nonparametric.kernel_regression.KernelReg method) aic_sigma() (in module statsmodels.tools.eval_measures) aicc (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.holtwinters.HoltWintersResults property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) aicc() (in module statsmodels.tools.eval_measures) aicc_sigma() (in module statsmodels.tools.eval_measures) aipw() (statsmodels.treatment.treatment_effects.TreatmentEffect method) aipw_wls() (statsmodels.treatment.treatment_effects.TreatmentEffect method) allpairtest() (statsmodels.sandbox.stats.multicomp.MultiComparison method) alternative (statsmodels.tsa.ardl.BoundsTestResult attribute) anderson_statistic() (in module statsmodels.stats.diagnostic) AndrewWave (class in statsmodels.robust.norms) anova_generic() (in module statsmodels.stats.oneway) anova_lm() (in module statsmodels.stats.anova) anova_ols() (in module statsmodels.sandbox.regression.anova_nistcertified) anova_oneway() (in module statsmodels.sandbox.regression.anova_nistcertified) (in module statsmodels.stats.oneway) AnovaRM (class in statsmodels.stats.anova) append() (statsmodels.iolib.table.SimpleTable method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) apply() (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.deterministic.DeterministicProcess method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) approx_fprime() (in module statsmodels.tools.numdiff) approx_fprime_cs() (in module statsmodels.tools.numdiff) approx_hess1() (in module statsmodels.tools.numdiff) approx_hess2() (in module statsmodels.tools.numdiff) approx_hess3() (in module statsmodels.tools.numdiff) approx_hess_cs() (in module statsmodels.tools.numdiff) approx_inv_cov() (statsmodels.stats.regularized_covariance.RegularizedInvCovariance method) ar2arma() (in module statsmodels.tsa.arima_process) ar_lags (statsmodels.tsa.ar_model.AutoReg property) (statsmodels.tsa.ar_model.AutoRegResults property) (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.ARDLOrderSelectionResults property) (statsmodels.tsa.ardl.ARDLResults property) (statsmodels.tsa.ardl.UECM property) (statsmodels.tsa.ardl.UECMResults property) ar_select_order() (in module statsmodels.tsa.ar_model) ArchimedeanCopula (class in statsmodels.distributions.copula.api) ARDL (class in statsmodels.tsa.ardl) ardl_order (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.UECM property) ardl_select_order() (in module statsmodels.tsa.ardl) ARDLOrderSelectionResults (class in statsmodels.tsa.ardl) ARDLResults (class in statsmodels.tsa.ardl) arfreq (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) ARIMA (class in statsmodels.tsa.arima.model) ARIMAResults (class in statsmodels.tsa.arima.model) arma2ar() (in module statsmodels.tsa.arima_process) (statsmodels.sandbox.tsa.fftarma.ArmaFft method) (statsmodels.tsa.arima_process.ArmaProcess method) arma2ma() (in module statsmodels.tsa.arima_process) (statsmodels.sandbox.tsa.fftarma.ArmaFft method) (statsmodels.tsa.arima_process.ArmaProcess method) arma_acf() (in module statsmodels.tsa.arima_process) arma_acovf() (in module statsmodels.tsa.arima_process) arma_generate_sample() (in module statsmodels.tsa.arima_process) arma_impulse_response() (in module statsmodels.tsa.arima_process) arma_order_select_ic() (in module statsmodels.tsa.stattools) arma_pacf() (in module statsmodels.tsa.arima_process) arma_periodogram() (in module statsmodels.tsa.arima_process) ArmaFft (class in statsmodels.sandbox.tsa.fftarma) ArmaProcess (class in statsmodels.tsa.arima_process) arparams (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) arroots (statsmodels.sandbox.tsa.fftarma.ArmaFft property) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.arima_process.ArmaProcess property) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) as_csv() (statsmodels.iolib.summary.Summary method) (statsmodels.iolib.table.SimpleTable method) as_html() (statsmodels.iolib.summary.Summary method) (statsmodels.iolib.summary2.Summary method) (statsmodels.iolib.table.SimpleTable method) as_latex() (statsmodels.iolib.summary.Summary method) (statsmodels.iolib.summary2.Summary method) as_latex_tabular() (statsmodels.iolib.table.SimpleTable method) as_text() (statsmodels.iolib.summary.Summary method) (statsmodels.iolib.summary2.Summary method) (statsmodels.iolib.table.SimpleTable method) asrepeats() (statsmodels.stats.weightstats.DescrStatsW method) AutoReg (class in statsmodels.tsa.ar_model) Autoregressive (class in statsmodels.genmod.cov_struct) autoregressive (statsmodels.tsa.statespace.structural.UnobservedComponentsResults property) AutoRegResults (class in statsmodels.tsa.ar_model) B banddepth() (in module statsmodels.graphics.functional) base_period (statsmodels.tsa.deterministic.CalendarTimeTrend property) baseline_cumulative_hazard (statsmodels.duration.hazard_regression.PHRegResults attribute) baseline_cumulative_hazard() (statsmodels.duration.hazard_regression.PHReg method) baseline_cumulative_hazard_function (statsmodels.duration.hazard_regression.PHRegResults attribute) baseline_cumulative_hazard_function() (statsmodels.duration.hazard_regression.PHReg method) BayesGaussMI (class in statsmodels.imputation.bayes_mi) BayesMixedGLMResults (class in statsmodels.genmod.bayes_mixed_glm) bcov_scaled (statsmodels.robust.robust_linear_model.RLMResults attribute) bcov_unscaled (statsmodels.robust.robust_linear_model.RLMResults attribute) bds() (in module statsmodels.tsa.stattools) beanplot() (in module statsmodels.graphics.boxplots) BetaModel (class in statsmodels.othermod.betareg) BetaResults (class in statsmodels.othermod.betareg) bias() (in module statsmodels.tools.eval_measures) bic (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.ResultMixin attribute) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.gam.generalized_additive_model.GLMGamResults property) (statsmodels.genmod.generalized_estimating_equations.GEEResults property) (statsmodels.genmod.generalized_linear_model.GLMResults property) (statsmodels.genmod.qif.QIFResults attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLOrderSelectionResults property) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.holtwinters.HoltWintersResults property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) (statsmodels.tsa.vector_ar.svar_model.SVARResults property) (statsmodels.tsa.vector_ar.var_model.VARResults property) bic() (in module statsmodels.tools.eval_measures) bic_deviance (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) bic_llf (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) bic_sigma() (in module statsmodels.tools.eval_measures) binary (in module statsmodels.genmod.families.varfuncs) BinaryModel (class in statsmodels.discrete.discrete_model) BinaryResults (class in statsmodels.discrete.discrete_model) bind() (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.representation.Representation method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) binom_test() (in module statsmodels.stats.proportion) binom_test_reject_interval() (in module statsmodels.stats.proportion) binom_tost() (in module statsmodels.stats.proportion) binom_tost_reject_interval() (in module statsmodels.stats.proportion) Binomial (class in statsmodels.genmod.families.family) (class in statsmodels.genmod.families.varfuncs) BinomialBayesMixedGLM (class in statsmodels.genmod.bayes_mixed_glm) bkfilter() (in module statsmodels.tsa.filters.bk_filter) bootstrap() (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.ResultMixin method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) bounds_test() (statsmodels.tsa.ardl.UECMResults method) BoundsTestResult (class in statsmodels.tsa.ardl) breaks_cusumolsresid() (in module statsmodels.stats.diagnostic) breaks_hansen() (in module statsmodels.stats.diagnostic) breakvar_heteroskedasticity_test() (in module statsmodels.tsa.stattools) breslow_gradient() (statsmodels.duration.hazard_regression.PHReg method) breslow_hessian() (statsmodels.duration.hazard_regression.PHReg method) breslow_loglike() (statsmodels.duration.hazard_regression.PHReg method) bse (statsmodels.base.distributed_estimation.DistributedResults attribute) (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.LikelihoodModelResults attribute) (statsmodels.discrete.conditional_models.ConditionalResults attribute) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.duration.hazard_regression.PHRegResults attribute) (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) (statsmodels.genmod.qif.QIFResults attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.robust.robust_linear_model.RLMResults attribute) (statsmodels.sandbox.regression.gmm.GMMResults attribute) (statsmodels.sandbox.regression.gmm.IVGMMResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) bse_ (statsmodels.sandbox.regression.gmm.GMMResults property) (statsmodels.sandbox.regression.gmm.IVGMMResults property) bse_fe (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) bse_re (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) bsejac (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.ResultMixin attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) bsejhj (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.ResultMixin attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) BSplines (class in statsmodels.gam.smooth_basis) burg() (in module statsmodels.regression.linear_model) bw_scott() (in module statsmodels.nonparametric.bandwidths) bw_silverman() (in module statsmodels.nonparametric.bandwidths) C cached_means (statsmodels.genmod.generalized_estimating_equations.GEE attribute) (statsmodels.genmod.generalized_estimating_equations.NominalGEE attribute) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE attribute) CacheWriteWarning calc_cov_params() (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) calc_weightmatrix() (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) CalendarDeterministicTerm (class in statsmodels.tsa.deterministic) CalendarFourier (class in statsmodels.tsa.deterministic) CalendarSeasonality (class in statsmodels.tsa.deterministic) CalendarTimeTrend (class in statsmodels.tsa.deterministic) CanCorr (class in statsmodels.multivariate.cancorr) cat2dummy() (in module statsmodels.sandbox.regression.try_catdata) categorical (statsmodels.stats.descriptivestats.Description attribute) categorical_statistics (statsmodels.stats.descriptivestats.Description attribute) catstack() (in module statsmodels.sandbox.stats.multicomp) Cauchy (class in statsmodels.genmod.families.links) causal (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.UECM property) CausalityTestResults (class in statsmodels.tsa.vector_ar.hypothesis_test_results) ccf() (in module statsmodels.tsa.stattools) ccols (in module statsmodels.sandbox.stats.multicomp) ccovf() (in module statsmodels.tsa.stattools) cdf (statsmodels.nonparametric.kde.KDEUnivariate attribute) cdf() (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.CountModel method) (statsmodels.discrete.discrete_model.DiscreteModel method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.truncated_model.HurdleCountModel method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.distributions.copula.api.ArchimedeanCopula method) (statsmodels.distributions.copula.api.ClaytonCopula method) (statsmodels.distributions.copula.api.CopulaDistribution method) (statsmodels.distributions.copula.api.ExtremeValueCopula method) (statsmodels.distributions.copula.api.FrankCopula method) (statsmodels.distributions.copula.api.GaussianCopula method) (statsmodels.distributions.copula.api.GumbelCopula method) (statsmodels.distributions.copula.api.IndependenceCopula method) (statsmodels.distributions.copula.api.StudentTCopula method) (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.nonparametric.kernel_density.KDEMultivariate method) (statsmodels.nonparametric.kernel_density.KDEMultivariateConditional method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) cdf_kernel_asym() (in module statsmodels.nonparametric.kernels_asymmetric) cdfcond_2g1() (statsmodels.distributions.copula.api.FrankCopula method) CDFLink (class in statsmodels.genmod.families.links) censored() (statsmodels.nonparametric.kernel_regression.KernelCensoredReg method) centered_resid (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) centered_tss (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) CFASimulationSmoother (class in statsmodels.tsa.statespace.cfa_simulation_smoother) cffilter() (in module statsmodels.tsa.filters.cf_filter) check_order() (statsmodels.tsa.vector_ar.svar_model.SVAR method) check_random_state() (in module statsmodels.tools.rng_qrng) check_rank() (statsmodels.tsa.vector_ar.svar_model.SVAR method) check_set() (statsmodels.sandbox.stats.multicomp.StepDown method) chi2_contribs (statsmodels.stats.contingency_tables.SquareTable attribute) (statsmodels.stats.contingency_tables.Table attribute) (statsmodels.stats.contingency_tables.Table2x2 attribute) chisq (statsmodels.robust.robust_linear_model.RLMResults attribute) chisquare_effectsize() (in module statsmodels.stats.gof) ci_bse (statsmodels.tsa.ardl.UECMResults attribute) ci_conf_int() (statsmodels.tsa.ardl.UECMResults method) ci_corr() (statsmodels.emplike.descriptive.DescStatMV method) ci_cov_params() (statsmodels.tsa.ardl.UECMResults method) ci_kurt() (statsmodels.emplike.descriptive.DescStatUV method) ci_mean() (statsmodels.emplike.descriptive.DescStatUV method) ci_params (statsmodels.tsa.ardl.UECMResults attribute) ci_pvalues (statsmodels.tsa.ardl.UECMResults attribute) ci_resids (statsmodels.tsa.ardl.UECMResults attribute) ci_skew() (statsmodels.emplike.descriptive.DescStatUV method) ci_summary() (statsmodels.tsa.ardl.UECMResults method) ci_tvalues (statsmodels.tsa.ardl.UECMResults attribute) ci_var() (statsmodels.emplike.descriptive.DescStatUV method) ClaytonCopula (class in statsmodels.distributions.copula.api) clean0() (in module statsmodels.tools.tools) clear() (statsmodels.iolib.table.SimpleTable method) (statsmodels.tsa.statespace.kalman_filter.PredictionResults method) clear_data_home() (in module statsmodels.datasets) CLogLog (class in statsmodels.genmod.families.links) clone() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.representation.Representation method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) cluster_list() (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) cochrans_q() (in module statsmodels.sandbox.stats.runs) (in module statsmodels.stats.contingency_tables) coefficients_of_determination (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) cohens_kappa() (in module statsmodels.stats.inter_rater) cohensd2problarger() (in module statsmodels.stats.nonparametric) coint() (in module statsmodels.tsa.stattools) coint_johansen() (in module statsmodels.tsa.vector_ar.vecm) CointRankResults (class in statsmodels.tsa.vector_ar.vecm) CollinearityWarning combine() (statsmodels.imputation.mice.MICE method) combine_effects() (in module statsmodels.stats.meta_analysis) CombineResults (class in statsmodels.stats.meta_analysis) companion_matrix() (in module statsmodels.tsa.statespace.tools) compare_cox() (in module statsmodels.stats.diagnostic) compare_encompassing() (in module statsmodels.stats.diagnostic) compare_f_test() (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) compare_j() (in module statsmodels.stats.diagnostic) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) compare_lm_test() (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) compare_lr_test() (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) compare_ordered() (in module statsmodels.sandbox.stats.multicomp) compare_score_test() (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) CompareMeans (class in statsmodels.stats.weightstats) condition_number (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) conditional_2g1() (statsmodels.distributions.copula.api.ExtremeValueCopula method) conditional_logit() (in module statsmodels.formula.api) conditional_mnlogit() (in module statsmodels.formula.api) conditional_poisson() (in module statsmodels.formula.api) ConditionalLogit (class in statsmodels.discrete.conditional_models) ConditionalMNLogit (class in statsmodels.discrete.conditional_models) ConditionalPoisson (class in statsmodels.discrete.conditional_models) ConditionalResults (class in statsmodels.discrete.conditional_models) conf_int() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEMargins method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.generalized_linear_model.PredictionResultsMean method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.PredictionResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.regression.rolling.RollingRegressionResults method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.stats.contrast.ContrastResults method) (statsmodels.stats.meta_analysis.CombineResults method) (statsmodels.stats.nonparametric.RankCompareResult method) (statsmodels.treatment.treatment_effects.TreatmentEffectResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.base.prediction.PredictionResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.mlemodel.PredictionResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) conf_int_alpha() (statsmodels.tsa.vector_ar.vecm.VECMResults method) conf_int_beta() (statsmodels.tsa.vector_ar.vecm.VECMResults method) conf_int_det_coef() (statsmodels.tsa.vector_ar.vecm.VECMResults method) conf_int_det_coef_coint() (statsmodels.tsa.vector_ar.vecm.VECMResults method) conf_int_el() (statsmodels.regression.linear_model.OLSResults method) conf_int_gamma() (statsmodels.tsa.vector_ar.vecm.VECMResults method) conf_int_samples() (statsmodels.stats.meta_analysis.CombineResults method) config (statsmodels.tsa.seasonal.STL attribute) confint_effectsize_oneway() (in module statsmodels.stats.oneway) confint_lintransf() (statsmodels.stats.nonparametric.RankCompareResult method) confint_mvmean() (in module statsmodels.stats.multivariate) confint_mvmean_fromstats() (in module statsmodels.stats.multivariate) confint_noncentrality() (in module statsmodels.stats.oneway) confint_poisson() (in module statsmodels.stats.rates) confint_poisson_2indep() (in module statsmodels.stats.rates) confint_proportions_2indep() (in module statsmodels.stats.proportion) confint_quantile_poisson() (in module statsmodels.stats.rates) conserve_memory (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) constant (in module statsmodels.genmod.families.varfuncs) (statsmodels.tsa.deterministic.CalendarTimeTrend property) (statsmodels.tsa.deterministic.TimeTrend property) (statsmodels.tsa.deterministic.TimeTrendDeterministicTerm property) constrain_stationary_multivariate() (in module statsmodels.tsa.statespace.tools) constrain_stationary_univariate() (in module statsmodels.tsa.statespace.tools) construct_endog() (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ class method) continuous (statsmodels.robust.norms.AndrewWave attribute) (statsmodels.robust.norms.Hampel attribute) (statsmodels.robust.norms.HuberT attribute) (statsmodels.robust.norms.LeastSquares attribute) (statsmodels.robust.norms.MQuantileNorm attribute) (statsmodels.robust.norms.RamsayE attribute) (statsmodels.robust.norms.RobustNorm attribute) (statsmodels.robust.norms.TrimmedMean attribute) (statsmodels.robust.norms.TukeyBiweight attribute) ContrastResults (class in statsmodels.stats.contrast) ConvergenceWarning convert_effectsize_fsqu() (in module statsmodels.stats.oneway) convert_params() (statsmodels.discrete.discrete_model.NegativeBinomialP method) convertlabels() (in module statsmodels.sandbox.regression.try_catdata) convolution_filter() (in module statsmodels.tsa.filters.filtertools) cooks_distance (statsmodels.stats.outliers_influence.GLMInfluence attribute) (statsmodels.stats.outliers_influence.MLEInfluence attribute) (statsmodels.stats.outliers_influence.OLSInfluence attribute) CopulaDistribution (class in statsmodels.distributions.copula.api) copy() (statsmodels.iolib.table.SimpleTable method) corr2cov() (in module statsmodels.stats.moment_helpers) corr_clipped() (in module statsmodels.stats.correlation_tools) corr_from_tau() (statsmodels.distributions.copula.api.GaussianCopula method) (statsmodels.distributions.copula.api.StudentTCopula method) corr_nearest() (in module statsmodels.stats.correlation_tools) corr_nearest_factor() (in module statsmodels.stats.correlation_tools) corr_test() (statsmodels.multivariate.cancorr.CanCorr method) corr_thresholded() (in module statsmodels.stats.correlation_tools) corrcoef (statsmodels.stats.weightstats.DescrStatsW attribute) CorrelationEffects (class in statsmodels.stats.knockoff_regeffects) count() (statsmodels.iolib.table.SimpleTable method) (statsmodels.tsa.ardl.BoundsTestResult method) CountModel (class in statsmodels.discrete.discrete_model) CountResults (class in statsmodels.discrete.discrete_model) cov (statsmodels.stats.weightstats.DescrStatsW attribute) cov() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) (statsmodels.tsa.vector_ar.var_model.FEVD method) cov2corr() (in module statsmodels.stats.moment_helpers) cov_cluster() (in module statsmodels.stats.sandwich_covariance) cov_cluster_2groups() (in module statsmodels.stats.sandwich_covariance) cov_hac() (in module statsmodels.stats.sandwich_covariance) cov_HC0 (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) cov_hc0() (in module statsmodels.stats.sandwich_covariance) cov_HC1 (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) cov_hc1() (in module statsmodels.stats.sandwich_covariance) cov_HC2 (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) cov_hc2() (in module statsmodels.stats.sandwich_covariance) cov_HC3 (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) cov_hc3() (in module statsmodels.stats.sandwich_covariance) cov_nearest() (in module statsmodels.stats.correlation_tools) cov_nearest_factor_homog() (in module statsmodels.stats.correlation_tools) cov_nw_groupsum() (in module statsmodels.stats.sandwich_covariance) cov_nw_panel() (in module statsmodels.stats.sandwich_covariance) cov_params() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.bayes_mixed_glm.BayesMixedGLMResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.regression.rolling.RollingRegressionResults method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) cov_params_approx (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) cov_params_default (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) cov_params_func_l1() (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.CountModel method) (statsmodels.discrete.discrete_model.DiscreteModel method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.truncated_model.HurdleCountModel method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.gam.generalized_additive_model.LogitGam method) cov_params_oim (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) cov_params_opg (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) cov_params_robust (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) cov_params_robust_approx (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) cov_params_robust_oim (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) cov_params_wo_det (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) cov_ratio (statsmodels.stats.outliers_influence.OLSInfluence attribute) cov_type (statsmodels.regression.rolling.RollingRegressionResults property) cov_var_repr (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) cov_white_simple() (in module statsmodels.stats.sandwich_covariance) cov_ybar() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) covariance() (statsmodels.regression.process_regression.ProcessMLE method) (statsmodels.regression.process_regression.ProcessMLEResults method) covariance_group() (statsmodels.regression.process_regression.ProcessMLEResults method) covariance_matrix() (statsmodels.genmod.cov_struct.Autoregressive method) (statsmodels.genmod.cov_struct.CovStruct method) (statsmodels.genmod.cov_struct.Exchangeable method) (statsmodels.genmod.cov_struct.GlobalOddsRatio method) (statsmodels.genmod.cov_struct.Independence method) (statsmodels.genmod.cov_struct.Nested method) covariance_matrix_solve() (statsmodels.genmod.cov_struct.Autoregressive method) (statsmodels.genmod.cov_struct.CovStruct method) (statsmodels.genmod.cov_struct.Exchangeable method) (statsmodels.genmod.cov_struct.GlobalOddsRatio method) (statsmodels.genmod.cov_struct.Independence method) (statsmodels.genmod.cov_struct.Nested method) covjac (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.ResultMixin attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) covjhj (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.ResultMixin attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) CovStruct (class in statsmodels.genmod.cov_struct) crit_vals (statsmodels.tsa.ardl.BoundsTestResult attribute) csv2st() (in module statsmodels.iolib.table) cum2mc() (in module statsmodels.stats.moment_helpers) cum_effect_cov() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) cum_effect_stderr() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) cum_errband_mc() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) cumhazard (statsmodels.nonparametric.kde.KDEUnivariate attribute) cumulative_log_oddsratios (statsmodels.stats.contingency_tables.SquareTable attribute) (statsmodels.stats.contingency_tables.Table attribute) (statsmodels.stats.contingency_tables.Table2x2 attribute) cumulative_oddsratios (statsmodels.stats.contingency_tables.SquareTable attribute) (statsmodels.stats.contingency_tables.Table attribute) (statsmodels.stats.contingency_tables.Table2x2 attribute) cusum (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) cusum_squares (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) cv (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) cv_loo() (statsmodels.nonparametric.kernel_regression.KernelCensoredReg method) (statsmodels.nonparametric.kernel_regression.KernelReg method) cvm (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) cvt (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) cycle (statsmodels.tsa.statespace.structural.UnobservedComponentsResults property) CyclicCubicSplines (class in statsmodels.gam.smooth_basis) D d_fittedvalues (statsmodels.stats.outliers_influence.GLMInfluence attribute) (statsmodels.stats.outliers_influence.MLEInfluence attribute) d_fittedvalues_scaled (statsmodels.stats.outliers_influence.GLMInfluence property) (statsmodels.stats.outliers_influence.MLEInfluence property) d_linpred (statsmodels.stats.outliers_influence.GLMInfluence property) d_linpred_scaled (statsmodels.stats.outliers_influence.GLMInfluence property) d_params (statsmodels.stats.outliers_influence.GLMInfluence attribute) (statsmodels.stats.outliers_influence.MLEInfluence attribute) data (statsmodels.iolib.table.SimpleTable property) data2dummy() (in module statsmodels.sandbox.regression.try_ols_anova) data2groupcont() (in module statsmodels.sandbox.regression.try_ols_anova) data2proddummy() (in module statsmodels.sandbox.regression.try_ols_anova) data_revisions (statsmodels.tsa.statespace.news.NewsResults property) data_trimmed (statsmodels.stats.robust_compare.TrimmedMean property) data_updates (statsmodels.tsa.statespace.news.NewsResults property) data_winsorized (statsmodels.stats.robust_compare.TrimmedMean property) DecomposeResult (class in statsmodels.tsa.seasonal) deconvolve() (in module statsmodels.tsa.arima_process) decorrelate() (statsmodels.stats.correlation_tools.FactoredPSDMatrix method) default_statistics (statsmodels.stats.descriptivestats.Description attribute) demeaned (statsmodels.stats.weightstats.DescrStatsW attribute) dentonm() (in module statsmodels.tsa.interp.denton) dependence_tail() (statsmodels.distributions.copula.api.GaussianCopula method) (statsmodels.distributions.copula.api.StudentTCopula method) deriv() (statsmodels.genmod.families.links.Cauchy method) (statsmodels.genmod.families.links.CDFLink method) (statsmodels.genmod.families.links.CLogLog method) (statsmodels.genmod.families.links.Identity method) (statsmodels.genmod.families.links.InversePower method) (statsmodels.genmod.families.links.InverseSquared method) (statsmodels.genmod.families.links.Link method) (statsmodels.genmod.families.links.Log method) (statsmodels.genmod.families.links.LogC method) (statsmodels.genmod.families.links.Logit method) (statsmodels.genmod.families.links.LogLog method) (statsmodels.genmod.families.links.NegativeBinomial method) (statsmodels.genmod.families.links.Power method) (statsmodels.genmod.families.links.Probit method) (statsmodels.genmod.families.varfuncs.Binomial method) (statsmodels.genmod.families.varfuncs.NegativeBinomial method) (statsmodels.genmod.families.varfuncs.Power method) (statsmodels.genmod.families.varfuncs.VarianceFunction method) deriv2() (statsmodels.genmod.families.links.Cauchy method) (statsmodels.genmod.families.links.CDFLink method) (statsmodels.genmod.families.links.CLogLog method) (statsmodels.genmod.families.links.Identity method) (statsmodels.genmod.families.links.InversePower method) (statsmodels.genmod.families.links.InverseSquared method) (statsmodels.genmod.families.links.Link method) (statsmodels.genmod.families.links.Log method) (statsmodels.genmod.families.links.LogC method) (statsmodels.genmod.families.links.Logit method) (statsmodels.genmod.families.links.LogLog method) (statsmodels.genmod.families.links.NegativeBinomial method) (statsmodels.genmod.families.links.Power method) (statsmodels.genmod.families.links.Probit method) deriv2_numdiff() (statsmodels.genmod.families.links.Cauchy method) (statsmodels.genmod.families.links.CDFLink method) (statsmodels.genmod.families.links.Probit method) derivminus() (statsmodels.sandbox.distributions.transformed.SquareFunc method) derivplus() (statsmodels.sandbox.distributions.transformed.SquareFunc method) describe() (in module statsmodels.stats.descriptivestats) Description (class in statsmodels.stats.descriptivestats) DescrStatsW (class in statsmodels.stats.weightstats) DescStat() (in module statsmodels.emplike.descriptive) DescStatMV (class in statsmodels.emplike.descriptive) descstats() (in module statsmodels.sandbox.descstats) DescStatUV (class in statsmodels.emplike.descriptive) deseasonalize (statsmodels.tsa.forecasting.theta.ThetaModel property) design (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.representation.Representation attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) det_cov_params_not_obsi (statsmodels.stats.outliers_influence.OLSInfluence property) details_by_impact (statsmodels.tsa.statespace.news.NewsResults property) details_by_update (statsmodels.tsa.statespace.news.NewsResults property) deterministic (statsmodels.tsa.ar_model.AutoReg property) (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.UECM property) DeterministicProcess (class in statsmodels.tsa.deterministic) DeterministicTerm (class in statsmodels.tsa.deterministic) detomega (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) detrend() (in module statsmodels.tsa.tsatools) deviance (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) deviance() (statsmodels.genmod.families.family.Binomial method) (statsmodels.genmod.families.family.Family method) (statsmodels.genmod.families.family.Gamma method) (statsmodels.genmod.families.family.Gaussian method) (statsmodels.genmod.families.family.InverseGaussian method) (statsmodels.genmod.families.family.NegativeBinomial method) (statsmodels.genmod.families.family.Poisson method) (statsmodels.genmod.families.family.Tweedie method) (statsmodels.robust.robust_linear_model.RLM method) df_denom (statsmodels.stats.contrast.ContrastResults attribute) (statsmodels.treatment.treatment_effects.TreatmentEffectResults attribute) df_model (statsmodels.regression.linear_model.GLS property) (statsmodels.regression.linear_model.GLSAR property) (statsmodels.regression.linear_model.OLS property) (statsmodels.regression.linear_model.WLS property) (statsmodels.regression.quantile_regression.QuantReg property) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.tsa.ar_model.AutoReg property) (statsmodels.tsa.ar_model.AutoRegResults property) (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.ARDLResults property) (statsmodels.tsa.ardl.UECM property) (statsmodels.tsa.ardl.UECMResults property) (statsmodels.tsa.vector_ar.svar_model.SVARResults property) (statsmodels.tsa.vector_ar.var_model.VARResults property) df_modelwc (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.ResultMixin attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) df_resid (statsmodels.regression.linear_model.GLS property) (statsmodels.regression.linear_model.GLSAR property) (statsmodels.regression.linear_model.OLS property) (statsmodels.regression.linear_model.WLS property) (statsmodels.regression.quantile_regression.QuantReg property) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.tsa.ar_model.AutoRegResults property) (statsmodels.tsa.ardl.ARDLResults property) (statsmodels.tsa.ardl.UECMResults property) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.vector_ar.svar_model.SVARResults property) (statsmodels.tsa.vector_ar.var_model.VARResults property) dfbeta (statsmodels.stats.outliers_influence.OLSInfluence attribute) dfbetas (statsmodels.stats.outliers_influence.GLMInfluence attribute) (statsmodels.stats.outliers_influence.MLEInfluence attribute) (statsmodels.stats.outliers_influence.OLSInfluence attribute) dffits (statsmodels.stats.outliers_influence.OLSInfluence attribute) dffits_internal (statsmodels.stats.outliers_influence.OLSInfluence attribute) diagnostic_summary() (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) diff() (in module statsmodels.tsa.statespace.tools) diff_endog() (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.representation.Representation method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) difference (statsmodels.tsa.forecasting.theta.ThetaModel property) DimReductionResults (class in statsmodels.regression.dimred) DiscreteModel (class in statsmodels.discrete.discrete_model) DiscreteResults (class in statsmodels.discrete.discrete_model) DiscretizedCount (class in statsmodels.distributions.discrete) DiscretizedModel (class in statsmodels.distributions.discrete) distance_correlation() (in module statsmodels.stats.dist_dependence_measures) distance_covariance() (in module statsmodels.stats.dist_dependence_measures) distance_covariance_test() (in module statsmodels.stats.dist_dependence_measures) distance_st_range() (in module statsmodels.sandbox.stats.multicomp) distance_statistics() (in module statsmodels.stats.dist_dependence_measures) distance_variance() (in module statsmodels.stats.dist_dependence_measures) DistributedModel (class in statsmodels.base.distributed_estimation) DistributedResults (class in statsmodels.base.distributed_estimation) dl_lags (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.ARDLOrderSelectionResults property) (statsmodels.tsa.ardl.UECM property) dof_satt() (statsmodels.stats.weightstats.CompareMeans method) DomainWarning dot_plot() (in module statsmodels.graphics.dotplots) dropname() (in module statsmodels.sandbox.regression.try_ols_anova) dtype (statsmodels.tsa.statespace.kalman_filter.KalmanFilter property) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother property) (statsmodels.tsa.statespace.representation.Representation property) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother property) durbin_watson() (in module statsmodels.stats.stattools) DynamicFactor (class in statsmodels.tsa.statespace.dynamic_factor) DynamicFactorMQ (class in statsmodels.tsa.statespace.dynamic_factor_mq) DynamicFactorMQResults (class in statsmodels.tsa.statespace.dynamic_factor_mq) DynamicFactorResults (class in statsmodels.tsa.statespace.dynamic_factor) E ECDF (class in statsmodels.distributions.empirical_distribution) ECDFDiscrete (class in statsmodels.distributions.empirical_distribution) edf (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) effectsize_2proportions() (in module statsmodels.stats.meta_analysis) effectsize_normal() (statsmodels.stats.nonparametric.RankCompareResult method) effectsize_oneway() (in module statsmodels.stats.oneway) effectsize_smd() (in module statsmodels.stats.meta_analysis) efron_gradient() (statsmodels.duration.hazard_regression.PHReg method) efron_hessian() (statsmodels.duration.hazard_regression.PHReg method) efron_loglike() (statsmodels.duration.hazard_regression.PHReg method) eig (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) eigenvals (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) el_test() (statsmodels.regression.linear_model.OLSResults method) endog (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.representation.Representation attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) endog_names (statsmodels.base.model.GenericLikelihoodModel property) (statsmodels.base.model.LikelihoodModel property) (statsmodels.base.model.Model property) (statsmodels.discrete.conditional_models.ConditionalLogit property) (statsmodels.discrete.conditional_models.ConditionalMNLogit property) (statsmodels.discrete.conditional_models.ConditionalPoisson property) (statsmodels.discrete.count_model.GenericZeroInflated property) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson property) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP property) (statsmodels.discrete.count_model.ZeroInflatedPoisson property) (statsmodels.discrete.discrete_model.BinaryModel property) (statsmodels.discrete.discrete_model.CountModel property) (statsmodels.discrete.discrete_model.DiscreteModel property) (statsmodels.discrete.discrete_model.GeneralizedPoisson property) (statsmodels.discrete.discrete_model.Logit property) (statsmodels.discrete.discrete_model.MNLogit property) (statsmodels.discrete.discrete_model.MultinomialModel property) (statsmodels.discrete.discrete_model.NegativeBinomial property) (statsmodels.discrete.discrete_model.NegativeBinomialP property) (statsmodels.discrete.discrete_model.Poisson property) (statsmodels.discrete.discrete_model.Probit property) (statsmodels.discrete.truncated_model.HurdleCountModel property) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP property) (statsmodels.discrete.truncated_model.TruncatedLFPoisson property) (statsmodels.distributions.discrete.DiscretizedModel property) (statsmodels.duration.hazard_regression.PHReg property) (statsmodels.gam.generalized_additive_model.GLMGam property) (statsmodels.gam.generalized_additive_model.LogitGam property) (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM property) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM property) (statsmodels.genmod.generalized_estimating_equations.GEE property) (statsmodels.genmod.generalized_estimating_equations.NominalGEE property) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE property) (statsmodels.genmod.generalized_linear_model.GLM property) (statsmodels.genmod.qif.QIF property) (statsmodels.miscmodels.count.PoissonGMLE property) (statsmodels.miscmodels.count.PoissonOffsetGMLE property) (statsmodels.miscmodels.count.PoissonZiGMLE property) (statsmodels.miscmodels.ordinal_model.OrderedModel property) (statsmodels.miscmodels.tmodel.TLinearModel property) (statsmodels.multivariate.cancorr.CanCorr property) (statsmodels.multivariate.factor.Factor property) (statsmodels.multivariate.manova.MANOVA property) (statsmodels.multivariate.multivariate_ols._MultivariateOLS property) (statsmodels.othermod.betareg.BetaModel property) (statsmodels.regression.dimred.PrincipalHessianDirections property) (statsmodels.regression.dimred.SlicedAverageVarianceEstimation property) (statsmodels.regression.dimred.SlicedInverseReg property) (statsmodels.regression.linear_model.GLS property) (statsmodels.regression.linear_model.GLSAR property) (statsmodels.regression.linear_model.OLS property) (statsmodels.regression.linear_model.WLS property) (statsmodels.regression.mixed_linear_model.MixedLM property) (statsmodels.regression.process_regression.ProcessMLE property) (statsmodels.regression.quantile_regression.QuantReg property) (statsmodels.regression.recursive_ls.RecursiveLS property) (statsmodels.robust.robust_linear_model.RLM property) (statsmodels.sandbox.regression.gmm.GMM property) (statsmodels.sandbox.regression.gmm.IV2SLS property) (statsmodels.sandbox.regression.gmm.IVGMM property) (statsmodels.sandbox.regression.gmm.LinearIVGMM property) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM property) (statsmodels.tsa.ar_model.AutoReg property) (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.UECM property) (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.exponential_smoothing.ets.ETSModel property) (statsmodels.tsa.holtwinters.ExponentialSmoothing property) (statsmodels.tsa.holtwinters.Holt property) (statsmodels.tsa.holtwinters.SimpleExpSmoothing property) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression property) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor property) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ property) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing property) (statsmodels.tsa.statespace.mlemodel.MLEModel property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) (statsmodels.tsa.statespace.structural.UnobservedComponents property) (statsmodels.tsa.statespace.varmax.VARMAX property) (statsmodels.tsa.vector_ar.svar_model.SVAR property) (statsmodels.tsa.vector_ar.var_model.VAR property) (statsmodels.tsa.vector_ar.vecm.VECM property) entropy (statsmodels.nonparametric.kde.KDEUnivariate attribute) entropy() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) equivalence_oneway() (in module statsmodels.stats.oneway) equivalence_oneway_generic() (in module statsmodels.stats.oneway) equivalence_scale_oneway() (in module statsmodels.stats.oneway) err_band_sz1() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) err_band_sz2() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) err_band_sz3() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) errband_mc() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) ess (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) ess_press (statsmodels.stats.outliers_influence.OLSInfluence attribute) estimate_location() (in module statsmodels.robust.norms) estimate_scale() (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.genmod.qif.QIF method) estimate_tweedie_power() (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) EstimationWarning EstimatorSettings (class in statsmodels.nonparametric.kernel_density) etest_poisson_2indep() (in module statsmodels.stats.rates) ETSModel (class in statsmodels.tsa.exponential_smoothing.ets) ETSResults (class in statsmodels.tsa.exponential_smoothing.ets) evaluate() (statsmodels.nonparametric.kde.KDEUnivariate method) evec (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) Exchangeable (class in statsmodels.genmod.cov_struct) exog_names (statsmodels.base.model.GenericLikelihoodModel property) (statsmodels.base.model.LikelihoodModel property) (statsmodels.base.model.Model property) (statsmodels.discrete.conditional_models.ConditionalLogit property) (statsmodels.discrete.conditional_models.ConditionalMNLogit property) (statsmodels.discrete.conditional_models.ConditionalPoisson property) (statsmodels.discrete.count_model.GenericZeroInflated property) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson property) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP property) (statsmodels.discrete.count_model.ZeroInflatedPoisson property) (statsmodels.discrete.discrete_model.BinaryModel property) (statsmodels.discrete.discrete_model.CountModel property) (statsmodels.discrete.discrete_model.DiscreteModel property) (statsmodels.discrete.discrete_model.GeneralizedPoisson property) (statsmodels.discrete.discrete_model.Logit property) (statsmodels.discrete.discrete_model.MNLogit property) (statsmodels.discrete.discrete_model.MultinomialModel property) (statsmodels.discrete.discrete_model.NegativeBinomial property) (statsmodels.discrete.discrete_model.NegativeBinomialP property) (statsmodels.discrete.discrete_model.Poisson property) (statsmodels.discrete.discrete_model.Probit property) (statsmodels.discrete.truncated_model.HurdleCountModel property) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP property) (statsmodels.discrete.truncated_model.TruncatedLFPoisson property) (statsmodels.distributions.discrete.DiscretizedModel property) (statsmodels.duration.hazard_regression.PHReg property) (statsmodels.gam.generalized_additive_model.GLMGam property) (statsmodels.gam.generalized_additive_model.LogitGam property) (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM property) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM property) (statsmodels.genmod.generalized_estimating_equations.GEE property) (statsmodels.genmod.generalized_estimating_equations.NominalGEE property) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE property) (statsmodels.genmod.generalized_linear_model.GLM property) (statsmodels.genmod.qif.QIF property) (statsmodels.miscmodels.count.PoissonGMLE property) (statsmodels.miscmodels.count.PoissonOffsetGMLE property) (statsmodels.miscmodels.count.PoissonZiGMLE property) (statsmodels.miscmodels.ordinal_model.OrderedModel property) (statsmodels.miscmodels.tmodel.TLinearModel property) (statsmodels.multivariate.cancorr.CanCorr property) (statsmodels.multivariate.factor.Factor property) (statsmodels.multivariate.manova.MANOVA property) (statsmodels.multivariate.multivariate_ols._MultivariateOLS property) (statsmodels.othermod.betareg.BetaModel property) (statsmodels.regression.dimred.PrincipalHessianDirections property) (statsmodels.regression.dimred.SlicedAverageVarianceEstimation property) (statsmodels.regression.dimred.SlicedInverseReg property) (statsmodels.regression.linear_model.GLS property) (statsmodels.regression.linear_model.GLSAR property) (statsmodels.regression.linear_model.OLS property) (statsmodels.regression.linear_model.WLS property) (statsmodels.regression.mixed_linear_model.MixedLM property) (statsmodels.regression.process_regression.ProcessMLE property) (statsmodels.regression.quantile_regression.QuantReg property) (statsmodels.regression.recursive_ls.RecursiveLS property) (statsmodels.robust.robust_linear_model.RLM property) (statsmodels.sandbox.regression.gmm.GMM property) (statsmodels.sandbox.regression.gmm.IV2SLS property) (statsmodels.sandbox.regression.gmm.IVGMM property) (statsmodels.sandbox.regression.gmm.LinearIVGMM property) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM property) (statsmodels.tsa.ar_model.AutoReg property) (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.UECM property) (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.exponential_smoothing.ets.ETSModel property) (statsmodels.tsa.holtwinters.ExponentialSmoothing property) (statsmodels.tsa.holtwinters.Holt property) (statsmodels.tsa.holtwinters.SimpleExpSmoothing property) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression property) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor property) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ property) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing property) (statsmodels.tsa.statespace.mlemodel.MLEModel property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) (statsmodels.tsa.statespace.structural.UnobservedComponents property) (statsmodels.tsa.statespace.varmax.VARMAX property) (statsmodels.tsa.vector_ar.svar_model.SVAR property) (statsmodels.tsa.vector_ar.var_model.VAR property) (statsmodels.tsa.vector_ar.vecm.VECM property) expandparams() (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.othermod.betareg.BetaModel method) expect() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) expected_robust_kurtosis() (in module statsmodels.stats.stattools) ExponentialSmoothing (class in statsmodels.tsa.holtwinters) (class in statsmodels.tsa.statespace.exponential_smoothing) ExponentialSmoothingResults (class in statsmodels.tsa.statespace.exponential_smoothing) exposure_name (statsmodels.gam.generalized_additive_model.GLMGam property) (statsmodels.genmod.generalized_estimating_equations.GEE property) (statsmodels.genmod.generalized_estimating_equations.NominalGEE property) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE property) (statsmodels.genmod.generalized_linear_model.GLM property) ExpTransf_gen (class in statsmodels.sandbox.distributions.transformed) extend() (statsmodels.iolib.table.SimpleTable method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.representation.Representation method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) extend_right() (statsmodels.iolib.table.SimpleTable method) ExtremeValueCopula (class in statsmodels.distributions.copula.api) F f2_to_wellek() (in module statsmodels.stats.oneway) f_pvalue (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) f_test() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) Factor (class in statsmodels.multivariate.factor) factor_score_params() (statsmodels.multivariate.factor.FactorResults method) factor_scoring() (statsmodels.multivariate.factor.FactorResults method) FactoredPSDMatrix (class in statsmodels.stats.correlation_tools) FactorResults (class in statsmodels.multivariate.factor) factors (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults property) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults property) Family (class in statsmodels.genmod.families.family) family (statsmodels.discrete.discrete_model.Logit attribute) (statsmodels.discrete.discrete_model.Poisson attribute) (statsmodels.gam.generalized_additive_model.LogitGam attribute) fboxplot() (in module statsmodels.graphics.functional) fcastvalues (statsmodels.tsa.holtwinters.HoltWintersResults property) fdrcorrection() (in module statsmodels.stats.multitest) fdrcorrection_twostage() (in module statsmodels.stats.multitest) FEVD (class in statsmodels.tsa.vector_ar.var_model) fevd() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) fevd_table() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) fftar() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) fftarma() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) fftconvolve3() (in module statsmodels.tsa.filters.filtertools) fftconvolveinv() (in module statsmodels.tsa.filters.filtertools) fftma() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) filter() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.sandbox.tsa.fftarma.ArmaFft method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) filter2() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) filter_attributes (statsmodels.tsa.statespace.kalman_filter.PredictionResults attribute) filter_augmented (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filter_chandrasekhar (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filter_collapsed (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filter_concentrated (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filter_conventional (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filter_exact_initial (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filter_extended (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filter_method (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filter_methods (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filter_square_root (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filter_timing (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filter_univariate (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filter_unscented (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) filtered_forecasts (statsmodels.tsa.statespace.kalman_filter.PredictionResults property) filtered_forecasts_error_cov (statsmodels.tsa.statespace.kalman_filter.PredictionResults property) filtered_signal (statsmodels.tsa.statespace.kalman_filter.PredictionResults property) filtered_signal_cov (statsmodels.tsa.statespace.kalman_filter.PredictionResults property) FilterResults (class in statsmodels.tsa.statespace.kalman_filter) fit() (statsmodels.base.distributed_estimation.DistributedModel method) (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.base.model.LikelihoodModel method) (statsmodels.base.model.Model method) (statsmodels.discrete.conditional_models.ConditionalLogit method) (statsmodels.discrete.conditional_models.ConditionalMNLogit method) (statsmodels.discrete.conditional_models.ConditionalPoisson method) (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.CountModel method) (statsmodels.discrete.discrete_model.DiscreteModel method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.truncated_model.HurdleCountModel method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.duration.hazard_regression.PHReg method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM method) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.genmod.qif.QIF method) (statsmodels.imputation.bayes_mi.MI method) (statsmodels.imputation.mice.MICE method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.multivariate.cancorr.CanCorr method) (statsmodels.multivariate.factor.Factor method) (statsmodels.multivariate.manova.MANOVA method) (statsmodels.multivariate.multivariate_ols._MultivariateOLS method) (statsmodels.nonparametric.kde.KDEUnivariate method) (statsmodels.nonparametric.kernel_regression.KernelCensoredReg method) (statsmodels.nonparametric.kernel_regression.KernelReg method) (statsmodels.othermod.betareg.BetaModel method) (statsmodels.regression.dimred.PrincipalHessianDirections method) (statsmodels.regression.dimred.SlicedAverageVarianceEstimation method) (statsmodels.regression.dimred.SlicedInverseReg method) (statsmodels.regression.linear_model.GLS method) (statsmodels.regression.linear_model.GLSAR method) (statsmodels.regression.linear_model.OLS method) (statsmodels.regression.linear_model.WLS method) (statsmodels.regression.mixed_linear_model.MixedLM method) (statsmodels.regression.process_regression.ProcessMLE method) (statsmodels.regression.quantile_regression.QuantReg method) (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.regression.rolling.RollingOLS method) (statsmodels.regression.rolling.RollingWLS method) (statsmodels.robust.robust_linear_model.RLM method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IV2SLS method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) (statsmodels.sandbox.sysreg.Sem2SLS method) (statsmodels.sandbox.sysreg.SUR method) (statsmodels.stats.anova.AnovaRM method) (statsmodels.stats.mediation.Mediation method) (statsmodels.stats.regularized_covariance.RegularizedInvCovariance method) (statsmodels.tsa.ar_model.AutoReg method) (statsmodels.tsa.ardl.ARDL method) (statsmodels.tsa.ardl.UECM method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) (statsmodels.tsa.forecasting.stl.STLForecast method) (statsmodels.tsa.forecasting.theta.ThetaModel method) (statsmodels.tsa.holtwinters.ExponentialSmoothing method) (statsmodels.tsa.holtwinters.Holt method) (statsmodels.tsa.holtwinters.SimpleExpSmoothing method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.seasonal.MSTL method) (statsmodels.tsa.seasonal.STL method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) (statsmodels.tsa.vector_ar.svar_model.SVAR method) (statsmodels.tsa.vector_ar.var_model.VAR method) (statsmodels.tsa.vector_ar.vecm.VECM method) fit_constrained() (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) fit_corr_param() (statsmodels.distributions.copula.api.ArchimedeanCopula method) (statsmodels.distributions.copula.api.ClaytonCopula method) (statsmodels.distributions.copula.api.ExtremeValueCopula method) (statsmodels.distributions.copula.api.FrankCopula method) (statsmodels.distributions.copula.api.GaussianCopula method) (statsmodels.distributions.copula.api.GumbelCopula method) (statsmodels.distributions.copula.api.IndependenceCopula method) (statsmodels.distributions.copula.api.StudentTCopula method) fit_em() (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) fit_joblib() (statsmodels.base.distributed_estimation.DistributedModel method) fit_loc_scale() (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) fit_map() (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM method) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM method) fit_regularized() (statsmodels.discrete.conditional_models.ConditionalLogit method) (statsmodels.discrete.conditional_models.ConditionalMNLogit method) (statsmodels.discrete.conditional_models.ConditionalPoisson method) (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.CountModel method) (statsmodels.discrete.discrete_model.DiscreteModel method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.truncated_model.HurdleCountModel method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.duration.hazard_regression.PHReg method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.regression.dimred.SlicedInverseReg method) (statsmodels.regression.linear_model.GLS method) (statsmodels.regression.linear_model.GLSAR method) (statsmodels.regression.linear_model.OLS method) (statsmodels.regression.linear_model.WLS method) (statsmodels.regression.mixed_linear_model.MixedLM method) fit_sequential() (statsmodels.base.distributed_estimation.DistributedModel method) fit_vb() (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM method) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM method) fitgmm() (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) fitgmm_cu() (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) fititer() (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) fitstart() (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) fitted() (statsmodels.genmod.families.family.Binomial method) (statsmodels.genmod.families.family.Family method) (statsmodels.genmod.families.family.Gamma method) (statsmodels.genmod.families.family.Gaussian method) (statsmodels.genmod.families.family.InverseGaussian method) (statsmodels.genmod.families.family.NegativeBinomial method) (statsmodels.genmod.families.family.Poisson method) (statsmodels.genmod.families.family.Tweedie method) fitted_cov (statsmodels.multivariate.factor.FactorResults attribute) fitted_precision (statsmodels.othermod.betareg.BetaResults attribute) fittedfcast (statsmodels.tsa.holtwinters.HoltWintersResults property) fittedvalues (statsmodels.base.elastic_net.RegularizedResults attribute) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) (statsmodels.genmod.qif.QIFResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.robust.robust_linear_model.RLMResults attribute) (statsmodels.sandbox.regression.gmm.IVGMMResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) (statsmodels.stats.contingency_tables.SquareTable attribute) (statsmodels.stats.contingency_tables.Table attribute) (statsmodels.stats.contingency_tables.Table2x2 attribute) (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.holtwinters.HoltWintersResults property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) fix_params() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) (statsmodels.tsa.holtwinters.ExponentialSmoothing method) (statsmodels.tsa.holtwinters.Holt method) (statsmodels.tsa.holtwinters.SimpleExpSmoothing method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) fixed (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.UECM property) fixed_scale() (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) fleiss_kappa() (in module statsmodels.stats.inter_rater) forecast() (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.forecasting.stl.STLForecastResults method) (statsmodels.tsa.forecasting.theta.ThetaModelResults method) (statsmodels.tsa.holtwinters.HoltWintersResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) forecast_components() (statsmodels.tsa.forecasting.theta.ThetaModelResults method) forecast_cov() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) forecast_interval() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) form2design() (in module statsmodels.sandbox.regression.try_ols_anova) ForwardEffects (class in statsmodels.stats.knockoff_regeffects) Fourier (class in statsmodels.tsa.deterministic) FourierDeterministicTerm (class in statsmodels.tsa.deterministic) fpe (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.vector_ar.svar_model.SVARResults property) (statsmodels.tsa.vector_ar.var_model.VARResults property) frame (statsmodels.stats.descriptivestats.Description attribute) FrankCopula (class in statsmodels.distributions.copula.api) freeze() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) freq (statsmodels.tsa.deterministic.CalendarDeterministicTerm property) (statsmodels.tsa.deterministic.CalendarFourier property) (statsmodels.tsa.deterministic.CalendarSeasonality property) (statsmodels.tsa.deterministic.CalendarTimeTrend property) freq_seasonal (statsmodels.tsa.statespace.structural.UnobservedComponentsResults property) freq_weights_name (statsmodels.gam.generalized_additive_model.GLMGam property) (statsmodels.genmod.generalized_estimating_equations.GEE property) (statsmodels.genmod.generalized_estimating_equations.NominalGEE property) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE property) (statsmodels.genmod.generalized_linear_model.GLM property) from_ardl() (statsmodels.tsa.ardl.UECM class method) from_coeffs() (statsmodels.sandbox.tsa.fftarma.ArmaFft class method) (statsmodels.tsa.arima_process.ArmaProcess class method) from_data() (statsmodels.stats.contingency_tables.SquareTable class method) (statsmodels.stats.contingency_tables.StratifiedTable class method) (statsmodels.stats.contingency_tables.Table class method) (statsmodels.stats.contingency_tables.Table2x2 class method) (statsmodels.stats.weightstats.CompareMeans class method) (statsmodels.treatment.treatment_effects.TreatmentEffect class method) from_estimation() (statsmodels.sandbox.tsa.fftarma.ArmaFft class method) (statsmodels.tsa.arima_process.ArmaProcess class method) from_formula() (statsmodels.base.model.GenericLikelihoodModel class method) (statsmodels.base.model.LikelihoodModel class method) (statsmodels.base.model.Model class method) (statsmodels.discrete.conditional_models.ConditionalLogit class method) (statsmodels.discrete.conditional_models.ConditionalMNLogit class method) (statsmodels.discrete.conditional_models.ConditionalPoisson class method) (statsmodels.discrete.count_model.GenericZeroInflated class method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson class method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP class method) (statsmodels.discrete.count_model.ZeroInflatedPoisson class method) (statsmodels.discrete.discrete_model.BinaryModel class method) (statsmodels.discrete.discrete_model.CountModel class method) (statsmodels.discrete.discrete_model.DiscreteModel class method) (statsmodels.discrete.discrete_model.GeneralizedPoisson class method) (statsmodels.discrete.discrete_model.Logit class method) (statsmodels.discrete.discrete_model.MNLogit class method) (statsmodels.discrete.discrete_model.MultinomialModel class method) (statsmodels.discrete.discrete_model.NegativeBinomial class method) (statsmodels.discrete.discrete_model.NegativeBinomialP class method) (statsmodels.discrete.discrete_model.Poisson class method) (statsmodels.discrete.discrete_model.Probit class method) (statsmodels.discrete.truncated_model.HurdleCountModel class method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP class method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson class method) (statsmodels.distributions.discrete.DiscretizedModel class method) (statsmodels.duration.hazard_regression.PHReg class method) (statsmodels.gam.generalized_additive_model.GLMGam class method) (statsmodels.gam.generalized_additive_model.LogitGam class method) (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM class method) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM class method) (statsmodels.genmod.generalized_estimating_equations.GEE class method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE class method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE class method) (statsmodels.genmod.generalized_linear_model.GLM class method) (statsmodels.genmod.qif.QIF class method) (statsmodels.miscmodels.count.PoissonGMLE class method) (statsmodels.miscmodels.count.PoissonOffsetGMLE class method) (statsmodels.miscmodels.count.PoissonZiGMLE class method) (statsmodels.miscmodels.ordinal_model.OrderedModel class method) (statsmodels.miscmodels.tmodel.TLinearModel class method) (statsmodels.multivariate.cancorr.CanCorr class method) (statsmodels.multivariate.factor.Factor class method) (statsmodels.multivariate.manova.MANOVA class method) (statsmodels.multivariate.multivariate_ols._MultivariateOLS class method) (statsmodels.othermod.betareg.BetaModel class method) (statsmodels.regression.dimred.PrincipalHessianDirections class method) (statsmodels.regression.dimred.SlicedAverageVarianceEstimation class method) (statsmodels.regression.dimred.SlicedInverseReg class method) (statsmodels.regression.linear_model.GLS class method) (statsmodels.regression.linear_model.GLSAR class method) (statsmodels.regression.linear_model.OLS class method) (statsmodels.regression.linear_model.WLS class method) (statsmodels.regression.mixed_linear_model.MixedLM class method) (statsmodels.regression.process_regression.ProcessMLE class method) (statsmodels.regression.quantile_regression.QuantReg class method) (statsmodels.regression.recursive_ls.RecursiveLS class method) (statsmodels.regression.rolling.RollingOLS class method) (statsmodels.regression.rolling.RollingWLS class method) (statsmodels.robust.robust_linear_model.RLM class method) (statsmodels.sandbox.regression.gmm.GMM class method) (statsmodels.sandbox.regression.gmm.IV2SLS class method) (statsmodels.sandbox.regression.gmm.IVGMM class method) (statsmodels.sandbox.regression.gmm.LinearIVGMM class method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM class method) (statsmodels.tsa.ar_model.AutoReg class method) (statsmodels.tsa.ardl.ARDL class method) (statsmodels.tsa.ardl.UECM class method) (statsmodels.tsa.arima.model.ARIMA class method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel class method) (statsmodels.tsa.holtwinters.ExponentialSmoothing class method) (statsmodels.tsa.holtwinters.Holt class method) (statsmodels.tsa.holtwinters.SimpleExpSmoothing class method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression class method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression class method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor class method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ class method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing class method) (statsmodels.tsa.statespace.mlemodel.MLEModel class method) (statsmodels.tsa.statespace.sarimax.SARIMAX class method) (statsmodels.tsa.statespace.structural.UnobservedComponents class method) (statsmodels.tsa.statespace.varmax.VARMAX class method) (statsmodels.tsa.vector_ar.svar_model.SVAR class method) (statsmodels.tsa.vector_ar.var_model.VAR class method) (statsmodels.tsa.vector_ar.vecm.VECM class method) from_index() (statsmodels.tsa.deterministic.Seasonality class method) from_roots() (statsmodels.sandbox.tsa.fftarma.ArmaFft class method) (statsmodels.tsa.arima_process.ArmaProcess class method) from_string() (statsmodels.tsa.deterministic.CalendarTimeTrend class method) (statsmodels.tsa.deterministic.TimeTrend class method) FrozenRepresentation (class in statsmodels.tsa.statespace.representation) fstat_to_wellek() (in module statsmodels.stats.oneway) FTestAnovaPower (class in statsmodels.stats.power) FTestPower (class in statsmodels.stats.power) fullrank() (in module statsmodels.tools.tools) fvalue (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) G G (statsmodels.tsa.vector_ar.irf.IRAnalysis attribute) Gamma (class in statsmodels.genmod.families.family) Gaussian (class in statsmodels.genmod.families.family) GaussianCopula (class in statsmodels.distributions.copula.api) GaussianCovariance (class in statsmodels.regression.process_regression) gcv (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) GEE (class in statsmodels.genmod.generalized_estimating_equations) gee() (in module statsmodels.formula.api) GEEMargins (class in statsmodels.genmod.generalized_estimating_equations) GEEResults (class in statsmodels.genmod.generalized_estimating_equations) GeneralizedPoisson (class in statsmodels.discrete.discrete_model) GeneralizedPoissonResults (class in statsmodels.discrete.discrete_model) generate_sample() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) (statsmodels.tsa.arima_process.ArmaProcess method) generated_measurement_disturbance (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoothResults property) generated_obs (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoothResults property) generated_state (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoothResults property) generated_state_disturbance (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoothResults property) GenericLikelihoodModel (class in statsmodels.base.model) GenericLikelihoodModelResults (class in statsmodels.base.model) GenericZeroInflated (class in statsmodels.discrete.count_model) genpoisson_p (in module statsmodels.distributions.discrete) get_bse() (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) get_coefficients_of_determination() (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) get_colwidths() (statsmodels.iolib.table.SimpleTable method) get_compare() (statsmodels.stats.weightstats.DescrStatsW method) get_cov() (statsmodels.regression.process_regression.GaussianCovariance method) get_crit() (statsmodels.sandbox.stats.multicomp.StepDown method) get_data_home() (in module statsmodels.datasets) get_details() (statsmodels.tsa.statespace.news.NewsResults method) get_diagnostic() (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) get_distance_matrix() (statsmodels.sandbox.stats.multicomp.StepDown method) get_distr() (statsmodels.distributions.discrete.DiscretizedModel method) get_distribution() (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.duration.hazard_regression.PHReg method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.families.family.Binomial method) (statsmodels.genmod.families.family.Gamma method) (statsmodels.genmod.families.family.Gaussian method) (statsmodels.genmod.families.family.InverseGaussian method) (statsmodels.genmod.families.family.NegativeBinomial method) (statsmodels.genmod.families.family.Poisson method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.othermod.betareg.BetaModel method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.GLS method) (statsmodels.regression.linear_model.GLSAR method) (statsmodels.regression.linear_model.OLS method) (statsmodels.regression.linear_model.WLS method) (statsmodels.regression.mixed_linear_model.MixedLM method) (statsmodels.regression.quantile_regression.QuantReg method) get_distribution_params() (statsmodels.othermod.betareg.BetaModel method) (statsmodels.othermod.betareg.BetaResults method) get_eq_index() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) get_error() (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) get_eyy() (statsmodels.genmod.cov_struct.GlobalOddsRatio method) get_fe_params() (statsmodels.regression.mixed_linear_model.MixedLM method) get_fitting_data() (statsmodels.imputation.mice.MICEData method) get_forecast() (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) get_hat_matrix_diag() (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) get_impacts() (statsmodels.tsa.statespace.news.NewsResults method) get_influence() (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.OLSResults method) get_loadings_frame() (statsmodels.multivariate.factor.FactorResults method) get_margeff() (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEMargins method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) get_nlfun() (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.ResultMixin method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) get_prediction() (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.forecasting.stl.STLForecastResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) get_rdataset() (in module statsmodels.datasets) get_resid_studentized_external() (statsmodels.stats.outliers_influence.OLSInfluence method) get_robustcov_results() (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) get_scale() (statsmodels.regression.mixed_linear_model.MixedLM method) get_simulation_output() (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) get_smoothed_decomposition() (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.kalman_smoother.SmootherResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) get_split_data() (statsmodels.imputation.mice.MICEData method) get_tukeyQcrit() (in module statsmodels.sandbox.stats.multicomp) get_tuning() (statsmodels.robust.norms.TukeyBiweight class method) getisinvertible() (statsmodels.tsa.varma_process.VarmaPoly method) getisstationary() (statsmodels.tsa.varma_process.VarmaPoly method) getranks() (statsmodels.sandbox.stats.multicomp.MultiComparison method) GLM (class in statsmodels.genmod.generalized_linear_model) glm() (in module statsmodels.formula.api) GLMGam (class in statsmodels.gam.generalized_additive_model) glmgam() (in module statsmodels.formula.api) GLMGamResults (class in statsmodels.gam.generalized_additive_model) GLMInfluence (class in statsmodels.stats.outliers_influence) GLMResults (class in statsmodels.genmod.generalized_linear_model) GlobalOddsRatio (class in statsmodels.genmod.cov_struct) GLS (class in statsmodels.regression.linear_model) gls() (in module statsmodels.formula.api) GLSAR (class in statsmodels.regression.linear_model) glsar() (in module statsmodels.formula.api) GMM (class in statsmodels.sandbox.regression.gmm) gmmobjective() (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) gmmobjective_cu() (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) GMMResults (class in statsmodels.sandbox.regression.gmm) gof_binning_discrete() (in module statsmodels.stats.gof) gof_chisquare_discrete() (in module statsmodels.stats.gof) GofChisquarePower (class in statsmodels.stats.power) gradient_momcond() (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) grangercausalitytests() (in module statsmodels.tsa.stattools) group_list() (statsmodels.regression.mixed_linear_model.MixedLM method) groupdemean() (statsmodels.sandbox.stats.multicomp.GroupsStats method) GroupsStats (class in statsmodels.sandbox.stats.multicomp) groupsstats_1d() (in module statsmodels.sandbox.regression.try_catdata) groupsstats_dummy() (in module statsmodels.sandbox.regression.try_catdata) groupsswithin() (statsmodels.sandbox.stats.multicomp.GroupsStats method) groupstatsbin() (in module statsmodels.sandbox.regression.try_catdata) groupvarwithin() (statsmodels.sandbox.stats.multicomp.GroupsStats method) GumbelCopula (class in statsmodels.distributions.copula.api) H H (statsmodels.tsa.vector_ar.irf.IRAnalysis attribute) Hampel (class in statsmodels.robust.norms) handle_params() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) hat_diag_factor (statsmodels.stats.outliers_influence.OLSInfluence attribute) hat_matrix_diag (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.stats.outliers_influence.GLMInfluence attribute) (statsmodels.stats.outliers_influence.MLEInfluence attribute) (statsmodels.stats.outliers_influence.OLSInfluence attribute) hat_matrix_exog_diag (statsmodels.stats.outliers_influence.GLMInfluence attribute) (statsmodels.stats.outliers_influence.MLEInfluence attribute) hat_matrix_trace (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) HC0_se (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) HC1_se (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) HC2_se (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) HC3_se (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) hdrboxplot() (in module statsmodels.graphics.functional) hessian() (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.base.model.LikelihoodModel method) (statsmodels.discrete.conditional_models.ConditionalLogit method) (statsmodels.discrete.conditional_models.ConditionalMNLogit method) (statsmodels.discrete.conditional_models.ConditionalPoisson method) (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.CountModel method) (statsmodels.discrete.discrete_model.DiscreteModel method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.truncated_model.HurdleCountModel method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.duration.hazard_regression.PHReg method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.othermod.betareg.BetaModel method) (statsmodels.regression.linear_model.GLS method) (statsmodels.regression.linear_model.GLSAR method) (statsmodels.regression.linear_model.OLS method) (statsmodels.regression.linear_model.WLS method) (statsmodels.regression.mixed_linear_model.MixedLM method) (statsmodels.regression.process_regression.ProcessMLE method) (statsmodels.regression.quantile_regression.QuantReg method) (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.robust.robust_linear_model.RLM method) (statsmodels.sandbox.regression.gmm.IV2SLS method) (statsmodels.tsa.ar_model.AutoReg method) (statsmodels.tsa.ardl.ARDL method) (statsmodels.tsa.ardl.UECM method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) (statsmodels.tsa.holtwinters.ExponentialSmoothing method) (statsmodels.tsa.holtwinters.Holt method) (statsmodels.tsa.holtwinters.SimpleExpSmoothing method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) (statsmodels.tsa.vector_ar.svar_model.SVAR method) (statsmodels.tsa.vector_ar.var_model.VAR method) (statsmodels.tsa.vector_ar.vecm.VECM method) hessian_factor() (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.othermod.betareg.BetaModel method) (statsmodels.regression.linear_model.GLS method) (statsmodels.regression.linear_model.GLSAR method) (statsmodels.regression.linear_model.OLS method) (statsmodels.regression.linear_model.WLS method) hessian_numdiff() (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) HessianInversionWarning hessv (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.ResultMixin attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) het_arch() (in module statsmodels.stats.diagnostic) het_breuschpagan() (in module statsmodels.stats.diagnostic) het_goldfeldquandt() (in module statsmodels.stats.diagnostic) het_white() (in module statsmodels.stats.diagnostic) hold_back (statsmodels.tsa.ar_model.AutoReg property) (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.UECM property) Holt (class in statsmodels.tsa.holtwinters) HoltWintersResults (class in statsmodels.tsa.holtwinters) homogeneity() (statsmodels.stats.contingency_tables.SquareTable method) (statsmodels.stats.contingency_tables.Table2x2 method) homogeneous_subsets() (in module statsmodels.sandbox.stats.multicomp) hpfilter() (in module statsmodels.tsa.filters.hp_filter) hqic (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLOrderSelectionResults property) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) (statsmodels.tsa.vector_ar.svar_model.SVARResults property) (statsmodels.tsa.vector_ar.var_model.VARResults property) hqic() (in module statsmodels.tools.eval_measures) hqic_sigma() (in module statsmodels.tools.eval_measures) hstack() (statsmodels.tsa.varma_process.VarmaPoly method) hstackarma_minus1() (statsmodels.tsa.varma_process.VarmaPoly method) Huber (class in statsmodels.robust.scale) hubers_scale (in module statsmodels.robust.scale) HuberScale (class in statsmodels.robust.scale) HuberT (class in statsmodels.robust.norms) HurdleCountModel (class in statsmodels.discrete.truncated_model) HurdleCountResults (class in statsmodels.discrete.truncated_model) HypothesisTestResults (class in statsmodels.tsa.vector_ar.hypothesis_test_results) HypothesisTestWarning I icdf (statsmodels.nonparametric.kde.KDEUnivariate attribute) Identity (class in statsmodels.genmod.families.links) im_ratio (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) impacted_variable (statsmodels.tsa.statespace.news.NewsResults property) impacts (statsmodels.tsa.statespace.news.NewsResults property) impulse_response() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) (statsmodels.tsa.arima_process.ArmaProcess method) impulse_responses() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAX method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) impute() (statsmodels.imputation.mice.MICEData method) impute_pmm() (statsmodels.imputation.mice.MICEData method) imse() (statsmodels.nonparametric.kernel_density.KDEMultivariate method) (statsmodels.nonparametric.kernel_density.KDEMultivariateConditional method) in_sample() (statsmodels.tsa.deterministic.CalendarDeterministicTerm method) (statsmodels.tsa.deterministic.CalendarFourier method) (statsmodels.tsa.deterministic.CalendarSeasonality method) (statsmodels.tsa.deterministic.CalendarTimeTrend method) (statsmodels.tsa.deterministic.DeterministicProcess method) (statsmodels.tsa.deterministic.DeterministicTerm method) (statsmodels.tsa.deterministic.Fourier method) (statsmodels.tsa.deterministic.FourierDeterministicTerm method) (statsmodels.tsa.deterministic.Seasonality method) (statsmodels.tsa.deterministic.TimeTrend method) (statsmodels.tsa.deterministic.TimeTrendDeterministicTerm method) ind (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) Independence (class in statsmodels.genmod.cov_struct) independence_probabilities (statsmodels.stats.contingency_tables.SquareTable attribute) (statsmodels.stats.contingency_tables.Table attribute) (statsmodels.stats.contingency_tables.Table2x2 attribute) IndependenceCopula (class in statsmodels.distributions.copula.api) index (statsmodels.tsa.deterministic.DeterministicProcess property) index() (statsmodels.iolib.table.SimpleTable method) (statsmodels.tsa.ardl.BoundsTestResult method) index2lpol() (in module statsmodels.tsa.arima_process) influence (statsmodels.stats.outliers_influence.OLSInfluence attribute) influence_plot() (in module statsmodels.graphics.regressionplots) info_criteria (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) info_criteria() (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.regression.rolling.RollingRegressionResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) information() (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.base.model.LikelihoodModel method) (statsmodels.discrete.conditional_models.ConditionalLogit method) (statsmodels.discrete.conditional_models.ConditionalMNLogit method) (statsmodels.discrete.conditional_models.ConditionalPoisson method) (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.CountModel method) (statsmodels.discrete.discrete_model.DiscreteModel method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.truncated_model.HurdleCountModel method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.duration.hazard_regression.PHReg method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.othermod.betareg.BetaModel method) (statsmodels.regression.linear_model.GLS method) (statsmodels.regression.linear_model.GLSAR method) (statsmodels.regression.linear_model.OLS method) (statsmodels.regression.linear_model.WLS method) (statsmodels.regression.mixed_linear_model.MixedLM method) (statsmodels.regression.process_regression.ProcessMLE method) (statsmodels.regression.quantile_regression.QuantReg method) (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.robust.robust_linear_model.RLM method) (statsmodels.sandbox.regression.gmm.IV2SLS method) (statsmodels.tsa.ar_model.AutoReg method) (statsmodels.tsa.ardl.ARDL method) (statsmodels.tsa.ardl.UECM method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) (statsmodels.tsa.holtwinters.ExponentialSmoothing method) (statsmodels.tsa.holtwinters.Holt method) (statsmodels.tsa.holtwinters.SimpleExpSmoothing method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) (statsmodels.tsa.vector_ar.svar_model.SVAR method) (statsmodels.tsa.vector_ar.var_model.VAR method) (statsmodels.tsa.vector_ar.vecm.VECM method) initial_design (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) initial_period (statsmodels.tsa.deterministic.Seasonality property) initial_probabilities() (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) initial_selection (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) initial_state_intercept (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) initial_state_names (statsmodels.tsa.exponential_smoothing.ets.ETSModel property) initial_transition (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) initial_values() (statsmodels.tsa.holtwinters.ExponentialSmoothing method) (statsmodels.tsa.holtwinters.Holt method) (statsmodels.tsa.holtwinters.SimpleExpSmoothing method) initial_variance (statsmodels.regression.recursive_ls.RecursiveLS property) (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor property) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ property) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing property) (statsmodels.tsa.statespace.mlemodel.MLEModel property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) (statsmodels.tsa.statespace.structural.UnobservedComponents property) (statsmodels.tsa.statespace.varmax.VARMAX property) initialization (statsmodels.regression.recursive_ls.RecursiveLS property) (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor property) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ property) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing property) (statsmodels.tsa.statespace.mlemodel.MLEModel property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) (statsmodels.tsa.statespace.structural.UnobservedComponents property) (statsmodels.tsa.statespace.varmax.VARMAX property) initialize() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.elastic_net.RegularizedResults method) (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModel method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.base.model.Results method) (statsmodels.discrete.conditional_models.ConditionalLogit method) (statsmodels.discrete.conditional_models.ConditionalMNLogit method) (statsmodels.discrete.conditional_models.ConditionalPoisson method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountModel method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteModel method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountModel method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.duration.hazard_regression.PHReg method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.cov_struct.Autoregressive method) (statsmodels.genmod.cov_struct.CovStruct method) (statsmodels.genmod.cov_struct.Exchangeable method) (statsmodels.genmod.cov_struct.GlobalOddsRatio method) (statsmodels.genmod.cov_struct.Independence method) (statsmodels.genmod.cov_struct.Nested method) (statsmodels.genmod.families.family.Binomial method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.othermod.betareg.BetaModel method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.dimred.DimReductionResults method) (statsmodels.regression.linear_model.GLS method) (statsmodels.regression.linear_model.GLSAR method) (statsmodels.regression.linear_model.OLS method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.linear_model.WLS method) (statsmodels.regression.mixed_linear_model.MixedLM method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLE method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantReg method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.robust.robust_linear_model.RLM method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IV2SLS method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.sandbox.sysreg.SUR method) (statsmodels.tsa.ar_model.AutoReg method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDL method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECM method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.holtwinters.ExponentialSmoothing method) (statsmodels.tsa.holtwinters.Holt method) (statsmodels.tsa.holtwinters.HoltWintersResults method) (statsmodels.tsa.holtwinters.SimpleExpSmoothing method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.representation.Representation method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAX method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) (statsmodels.tsa.vector_ar.svar_model.SVAR method) (statsmodels.tsa.vector_ar.var_model.VAR method) (statsmodels.tsa.vector_ar.vecm.VECM method) initialize_approximate_diffuse() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.representation.Representation method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) initialize_components() (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.representation.Representation method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) initialize_default() (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) initialize_diffuse() (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.representation.Representation method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) initialize_known() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.representation.Representation method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) initialize_statespace() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) initialize_stationary() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.representation.Representation method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) initialize_steady_state() (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) innovations_algo() (in module statsmodels.tsa.stattools) innovations_filter() (in module statsmodels.tsa.stattools) insert() (statsmodels.iolib.table.SimpleTable method) insert_header_row() (statsmodels.iolib.table.SimpleTable method) insert_stubs() (statsmodels.iolib.table.SimpleTable method) interaction_plot() (in module statsmodels.graphics.factorplots) intercept_longrun() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) InterpolationWarning interval() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) InvalidTestWarning invdnormalg (in module statsmodels.sandbox.distributions.transformed) inverse() (statsmodels.genmod.families.links.Cauchy method) (statsmodels.genmod.families.links.CDFLink method) (statsmodels.genmod.families.links.CLogLog method) (statsmodels.genmod.families.links.Identity method) (statsmodels.genmod.families.links.InversePower method) (statsmodels.genmod.families.links.InverseSquared method) (statsmodels.genmod.families.links.Link method) (statsmodels.genmod.families.links.Log method) (statsmodels.genmod.families.links.LogC method) (statsmodels.genmod.families.links.Logit method) (statsmodels.genmod.families.links.LogLog method) (statsmodels.genmod.families.links.NegativeBinomial method) (statsmodels.genmod.families.links.Power method) (statsmodels.genmod.families.links.Probit method) inverse_deriv() (statsmodels.genmod.families.links.Cauchy method) (statsmodels.genmod.families.links.CDFLink method) (statsmodels.genmod.families.links.CLogLog method) (statsmodels.genmod.families.links.Identity method) (statsmodels.genmod.families.links.InversePower method) (statsmodels.genmod.families.links.InverseSquared method) (statsmodels.genmod.families.links.Link method) (statsmodels.genmod.families.links.Log method) (statsmodels.genmod.families.links.LogC method) (statsmodels.genmod.families.links.Logit method) (statsmodels.genmod.families.links.LogLog method) (statsmodels.genmod.families.links.NegativeBinomial method) (statsmodels.genmod.families.links.Power method) (statsmodels.genmod.families.links.Probit method) inverse_deriv2() (statsmodels.genmod.families.links.Cauchy method) (statsmodels.genmod.families.links.CDFLink method) (statsmodels.genmod.families.links.CLogLog method) (statsmodels.genmod.families.links.Identity method) (statsmodels.genmod.families.links.InversePower method) (statsmodels.genmod.families.links.InverseSquared method) (statsmodels.genmod.families.links.Link method) (statsmodels.genmod.families.links.Log method) (statsmodels.genmod.families.links.LogC method) (statsmodels.genmod.families.links.Logit method) (statsmodels.genmod.families.links.LogLog method) (statsmodels.genmod.families.links.NegativeBinomial method) (statsmodels.genmod.families.links.Power method) (statsmodels.genmod.families.links.Probit method) InverseGaussian (class in statsmodels.genmod.families.family) inverseminus() (statsmodels.sandbox.distributions.transformed.SquareFunc method) inverseplus() (statsmodels.sandbox.distributions.transformed.SquareFunc method) InversePower (class in statsmodels.genmod.families.links) InverseSquared (class in statsmodels.genmod.families.links) inversion_method (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) inversion_methods (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) invert_cholesky (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) invert_lu (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) invert_univariate (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) invertroots() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) (statsmodels.tsa.arima_process.ArmaProcess method) invpowerspd() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) IOWarning ipw() (statsmodels.treatment.treatment_effects.TreatmentEffect method) ipw_ra() (statsmodels.treatment.treatment_effects.TreatmentEffect method) iqr() (in module statsmodels.robust.scale) (in module statsmodels.tools.eval_measures) IRAnalysis (class in statsmodels.tsa.vector_ar.irf) irf() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) (statsmodels.tsa.vector_ar.vecm.VECMResults method) irf_errband_mc() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) irf_resim() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) is_dummy (statsmodels.tsa.deterministic.CalendarDeterministicTerm property) (statsmodels.tsa.deterministic.CalendarFourier property) (statsmodels.tsa.deterministic.CalendarSeasonality property) (statsmodels.tsa.deterministic.CalendarTimeTrend property) (statsmodels.tsa.deterministic.DeterministicTerm property) (statsmodels.tsa.deterministic.Fourier property) (statsmodels.tsa.deterministic.FourierDeterministicTerm property) (statsmodels.tsa.deterministic.Seasonality property) (statsmodels.tsa.deterministic.TimeTrend property) (statsmodels.tsa.deterministic.TimeTrendDeterministicTerm property) is_invertible() (in module statsmodels.tsa.statespace.tools) is_stable() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) isestimable() (in module statsmodels.tools.tools) isf() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) isinvertible (statsmodels.sandbox.tsa.fftarma.ArmaFft property) (statsmodels.tsa.arima_process.ArmaProcess property) isstationary (statsmodels.sandbox.tsa.fftarma.ArmaFft property) (statsmodels.tsa.arima_process.ArmaProcess property) iter_subsets() (statsmodels.sandbox.stats.multicomp.StepDown method) IterationLimitWarning iterative_fit() (statsmodels.regression.linear_model.GLSAR method) IV2SLS (class in statsmodels.sandbox.regression.gmm) IVGMM (class in statsmodels.sandbox.regression.gmm) IVGMMResults (class in statsmodels.sandbox.regression.gmm) IVRegressionResults (class in statsmodels.sandbox.regression.gmm) J jac() (statsmodels.regression.process_regression.GaussianCovariance method) jac_error() (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) jac_func() (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) jarque_bera() (in module statsmodels.stats.stattools) JohansenTestResult (class in statsmodels.tsa.vector_ar.vecm) jtest() (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) jval (statsmodels.sandbox.regression.gmm.GMMResults attribute) (statsmodels.sandbox.regression.gmm.IVGMMResults attribute) K k (statsmodels.tsa.holtwinters.HoltWintersResults property) k_constant (statsmodels.regression.rolling.RollingRegressionResults attribute) k_endog (statsmodels.tsa.exponential_smoothing.ets.ETSModel property) k_params (statsmodels.tsa.exponential_smoothing.ets.ETSModel property) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression property) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression property) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing property) kalman_gain (statsmodels.tsa.statespace.kalman_filter.FilterResults property) (statsmodels.tsa.statespace.kalman_filter.PredictionResults property) (statsmodels.tsa.statespace.kalman_smoother.SmootherResults property) KalmanFilter (class in statsmodels.tsa.statespace.kalman_filter) KalmanSmoother (class in statsmodels.tsa.statespace.kalman_smoother) KDEMultivariate (class in statsmodels.nonparametric.kernel_density) KDEMultivariateConditional (class in statsmodels.nonparametric.kernel_density) KDEUnivariate (class in statsmodels.nonparametric.kde) kernel_cdf_beta() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_cdf_beta2() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_cdf_bs() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_cdf_gamma() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_cdf_gamma2() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_cdf_invgamma() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_cdf_invgauss() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_cdf_lognorm() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_cdf_recipinvgauss() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_cdf_weibull() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_covariance() (in module statsmodels.stats.correlation_tools) kernel_pdf_beta() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_pdf_beta2() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_pdf_bs() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_pdf_gamma() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_pdf_gamma2() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_pdf_invgamma() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_pdf_invgauss() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_pdf_lognorm() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_pdf_recipinvgauss() (in module statsmodels.nonparametric.kernels_asymmetric) kernel_pdf_weibull() (in module statsmodels.nonparametric.kernels_asymmetric) KernelCensoredReg (class in statsmodels.nonparametric.kernel_regression) KernelReg (class in statsmodels.nonparametric.kernel_regression) kpss() (in module statsmodels.tsa.stattools) kruskal() (statsmodels.sandbox.stats.multicomp.MultiComparison method) kstest_exponential() (in module statsmodels.stats.diagnostic) kstest_fit() (in module statsmodels.stats.diagnostic) kstest_normal() (in module statsmodels.stats.diagnostic) L label_cells() (statsmodels.iolib.table.SimpleTable method) labelmeanfilter() (in module statsmodels.sandbox.regression.try_catdata) labelmeanfilter_nd() (in module statsmodels.sandbox.regression.try_catdata) labelmeanfilter_str() (in module statsmodels.sandbox.regression.try_catdata) lagmat() (in module statsmodels.tsa.tsatools) lagmat2ds() (in module statsmodels.tsa.tsatools) LagOrderResults (class in statsmodels.tsa.vector_ar.var_model) LeastSquares (class in statsmodels.robust.norms) level (statsmodels.tsa.holtwinters.HoltWintersResults property) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults property) levinson_durbin() (in module statsmodels.tsa.stattools) levinson_durbin_pacf() (in module statsmodels.tsa.stattools) leybourne (in module statsmodels.tsa.stattools) LikelihoodModel (class in statsmodels.base.model) LikelihoodModelResults (class in statsmodels.base.model) lilliefors() (in module statsmodels.stats.diagnostic) linear_harvey_collier() (in module statsmodels.stats.diagnostic) linear_lm() (in module statsmodels.stats.diagnostic) linear_rainbow() (in module statsmodels.stats.diagnostic) linear_reset() (in module statsmodels.stats.diagnostic) LinearIVGMM (class in statsmodels.sandbox.regression.gmm) Link (class in statsmodels.genmod.families.links) link (statsmodels.discrete.discrete_model.Logit attribute) (statsmodels.discrete.discrete_model.Probit attribute) (statsmodels.gam.generalized_additive_model.LogitGam attribute) (statsmodels.genmod.families.family.Binomial property) (statsmodels.genmod.families.family.Family property) (statsmodels.genmod.families.family.Gamma property) (statsmodels.genmod.families.family.Gaussian property) (statsmodels.genmod.families.family.InverseGaussian property) (statsmodels.genmod.families.family.NegativeBinomial property) (statsmodels.genmod.families.family.Poisson property) (statsmodels.genmod.families.family.Tweedie property) links (statsmodels.genmod.families.family.Binomial attribute) (statsmodels.genmod.families.family.Family attribute) (statsmodels.genmod.families.family.Gamma attribute) (statsmodels.genmod.families.family.Gaussian attribute) (statsmodels.genmod.families.family.InverseGaussian attribute) (statsmodels.genmod.families.family.NegativeBinomial attribute) (statsmodels.genmod.families.family.Poisson attribute) (statsmodels.genmod.families.family.Tweedie attribute) llf (statsmodels.base.distributed_estimation.DistributedResults attribute) (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.LikelihoodModelResults attribute) (statsmodels.discrete.conditional_models.ConditionalResults attribute) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.duration.hazard_regression.PHRegResults attribute) (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) (statsmodels.genmod.qif.QIFResults attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.robust.robust_linear_model.RLMResults attribute) (statsmodels.sandbox.regression.gmm.GMMResults attribute) (statsmodels.sandbox.regression.gmm.IVGMMResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) llf_obs (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) llf_recursive (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) llf_recursive_obs (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) llf_scaled() (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) llnull (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) llr (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) llr_pvalue (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) lnalpha (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) lnalpha_std_err (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) load() (statsmodels.base.distributed_estimation.DistributedResults class method) (statsmodels.base.model.GenericLikelihoodModelResults class method) (statsmodels.base.model.LikelihoodModelResults class method) (statsmodels.discrete.conditional_models.ConditionalResults class method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults class method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults class method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults class method) (statsmodels.discrete.discrete_model.BinaryResults class method) (statsmodels.discrete.discrete_model.CountResults class method) (statsmodels.discrete.discrete_model.DiscreteResults class method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults class method) (statsmodels.discrete.discrete_model.LogitResults class method) (statsmodels.discrete.discrete_model.MultinomialResults class method) (statsmodels.discrete.discrete_model.NegativeBinomialResults class method) (statsmodels.discrete.discrete_model.ProbitResults class method) (statsmodels.discrete.truncated_model.HurdleCountResults class method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults class method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults class method) (statsmodels.duration.hazard_regression.PHRegResults class method) (statsmodels.gam.generalized_additive_model.GLMGamResults class method) (statsmodels.genmod.generalized_estimating_equations.GEEResults class method) (statsmodels.genmod.generalized_linear_model.GLMResults class method) (statsmodels.genmod.qif.QIFResults class method) (statsmodels.miscmodels.ordinal_model.OrderedResults class method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults class method) (statsmodels.othermod.betareg.BetaResults class method) (statsmodels.regression.linear_model.OLSResults class method) (statsmodels.regression.linear_model.RegressionResults class method) (statsmodels.regression.mixed_linear_model.MixedLMResults class method) (statsmodels.regression.process_regression.ProcessMLEResults class method) (statsmodels.regression.quantile_regression.QuantRegResults class method) (statsmodels.regression.recursive_ls.RecursiveLSResults class method) (statsmodels.regression.rolling.RollingRegressionResults class method) (statsmodels.robust.robust_linear_model.RLMResults class method) (statsmodels.sandbox.regression.gmm.GMMResults class method) (statsmodels.sandbox.regression.gmm.IVGMMResults class method) (statsmodels.sandbox.regression.gmm.IVRegressionResults class method) (statsmodels.tsa.ar_model.AutoRegResults class method) (statsmodels.tsa.ardl.ARDLResults class method) (statsmodels.tsa.ardl.UECMResults class method) (statsmodels.tsa.arima.model.ARIMAResults class method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults class method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults class method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults class method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults class method) (statsmodels.tsa.statespace.mlemodel.MLEResults class method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults class method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults class method) (statsmodels.tsa.statespace.varmax.VARMAXResults class method) load_pickle() (in module statsmodels.iolib.smpickle) load_stderr (statsmodels.multivariate.factor.FactorResults attribute) loading_constraints() (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) local_fdr() (in module statsmodels.stats.multitest) local_log_oddsratios (statsmodels.stats.contingency_tables.SquareTable attribute) (statsmodels.stats.contingency_tables.Table attribute) (statsmodels.stats.contingency_tables.Table2x2 attribute) local_oddsratios (statsmodels.stats.contingency_tables.SquareTable attribute) (statsmodels.stats.contingency_tables.Table attribute) (statsmodels.stats.contingency_tables.Table2x2 attribute) Log (class in statsmodels.genmod.families.links) log_oddsratio (statsmodels.stats.contingency_tables.Table2x2 attribute) log_oddsratio_confint() (statsmodels.stats.contingency_tables.Table2x2 method) log_oddsratio_pvalue() (statsmodels.stats.contingency_tables.Table2x2 method) log_oddsratio_se (statsmodels.stats.contingency_tables.Table2x2 attribute) log_riskratio (statsmodels.stats.contingency_tables.Table2x2 attribute) log_riskratio_confint() (statsmodels.stats.contingency_tables.Table2x2 method) log_riskratio_pvalue() (statsmodels.stats.contingency_tables.Table2x2 method) log_riskratio_se (statsmodels.stats.contingency_tables.Table2x2 attribute) LogC (class in statsmodels.genmod.families.links) logcdf() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) logdet() (statsmodels.stats.correlation_tools.FactoredPSDMatrix method) loggammaexpg (in module statsmodels.sandbox.distributions.transformed) Logit (class in statsmodels.discrete.discrete_model) (class in statsmodels.genmod.families.links) logit() (in module statsmodels.formula.api) LogitGam (class in statsmodels.gam.generalized_additive_model) LogitResults (class in statsmodels.discrete.discrete_model) loglike() (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.base.model.LikelihoodModel method) (statsmodels.discrete.conditional_models.ConditionalLogit method) (statsmodels.discrete.conditional_models.ConditionalMNLogit method) (statsmodels.discrete.conditional_models.ConditionalPoisson method) (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.CountModel method) (statsmodels.discrete.discrete_model.DiscreteModel method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.truncated_model.HurdleCountModel method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.duration.hazard_regression.PHReg method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.families.family.Binomial method) (statsmodels.genmod.families.family.Family method) (statsmodels.genmod.families.family.Gamma method) (statsmodels.genmod.families.family.Gaussian method) (statsmodels.genmod.families.family.InverseGaussian method) (statsmodels.genmod.families.family.NegativeBinomial method) (statsmodels.genmod.families.family.Poisson method) (statsmodels.genmod.families.family.Tweedie method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.multivariate.factor.Factor method) (statsmodels.othermod.betareg.BetaModel method) (statsmodels.regression.linear_model.GLS method) (statsmodels.regression.linear_model.GLSAR method) (statsmodels.regression.linear_model.OLS method) (statsmodels.regression.linear_model.WLS method) (statsmodels.regression.mixed_linear_model.MixedLM method) (statsmodels.regression.process_regression.ProcessMLE method) (statsmodels.regression.quantile_regression.QuantReg method) (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.robust.robust_linear_model.RLM method) (statsmodels.sandbox.regression.gmm.IV2SLS method) (statsmodels.tsa.ar_model.AutoReg method) (statsmodels.tsa.ardl.ARDL method) (statsmodels.tsa.ardl.UECM method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) (statsmodels.tsa.holtwinters.ExponentialSmoothing method) (statsmodels.tsa.holtwinters.Holt method) (statsmodels.tsa.holtwinters.SimpleExpSmoothing method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) (statsmodels.tsa.vector_ar.svar_model.SVAR method) (statsmodels.tsa.vector_ar.var_model.VAR method) (statsmodels.tsa.vector_ar.vecm.VECM method) loglike_and_score() (statsmodels.discrete.discrete_model.MNLogit method) loglike_constant (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ property) loglike_grp() (statsmodels.discrete.conditional_models.ConditionalLogit method) loglike_mu() (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) loglike_obs() (statsmodels.genmod.families.family.Binomial method) (statsmodels.genmod.families.family.Family method) (statsmodels.genmod.families.family.Gamma method) (statsmodels.genmod.families.family.Gaussian method) (statsmodels.genmod.families.family.InverseGaussian method) (statsmodels.genmod.families.family.NegativeBinomial method) (statsmodels.genmod.families.family.Poisson method) (statsmodels.genmod.families.family.Tweedie method) loglikelihood_burn (statsmodels.regression.recursive_ls.RecursiveLS property) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ property) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing property) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEModel property) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAX property) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponents property) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAX property) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) loglikeobs() (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.othermod.betareg.BetaModel method) (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) LogLog (class in statsmodels.genmod.families.links) lognormalg (in module statsmodels.sandbox.distributions.transformed) logodds_pooled (statsmodels.stats.contingency_tables.StratifiedTable attribute) logodds_pooled_confint() (statsmodels.stats.contingency_tables.StratifiedTable method) logodds_pooled_se (statsmodels.stats.contingency_tables.StratifiedTable attribute) logpdf() (statsmodels.distributions.copula.api.ArchimedeanCopula method) (statsmodels.distributions.copula.api.ClaytonCopula method) (statsmodels.distributions.copula.api.CopulaDistribution method) (statsmodels.distributions.copula.api.ExtremeValueCopula method) (statsmodels.distributions.copula.api.FrankCopula method) (statsmodels.distributions.copula.api.GaussianCopula method) (statsmodels.distributions.copula.api.GumbelCopula method) (statsmodels.distributions.copula.api.IndependenceCopula method) (statsmodels.distributions.copula.api.StudentTCopula method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) logpmf() (statsmodels.distributions.discrete.DiscretizedCount method) logposterior() (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM method) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM method) logposterior_grad() (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM method) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM method) logsf() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) LogTransf_gen (class in statsmodels.sandbox.distributions.transformed) long_run_effects() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) loo_likelihood() (statsmodels.nonparametric.kernel_density.KDEMultivariate method) (statsmodels.nonparametric.kernel_density.KDEMultivariateConditional method) (statsmodels.nonparametric.kernel_regression.KernelCensoredReg method) (statsmodels.nonparametric.kernel_regression.KernelReg method) lowess() (in module statsmodels.nonparametric.smoothers_lowess) lpol2index() (in module statsmodels.tsa.arima_process) lpol_fiar() (in module statsmodels.tsa.arima_process) lpol_fima() (in module statsmodels.tsa.arima_process) lpol_sdiff() (in module statsmodels.tsa.arima_process) lr1 (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) lr2 (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) lr_effect_cov() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) lr_effect_stderr() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) M ma_rep() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) (statsmodels.tsa.vector_ar.vecm.VECMResults method) mad() (in module statsmodels.robust.scale) mae (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) mafreq (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) MANOVA (class in statsmodels.multivariate.manova) maparams (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) margeff() (statsmodels.discrete.discrete_model.MultinomialResults method) marginal_probabilities (statsmodels.stats.contingency_tables.SquareTable attribute) (statsmodels.stats.contingency_tables.Table attribute) (statsmodels.stats.contingency_tables.Table2x2 attribute) MarkovAutoregression (class in statsmodels.tsa.regime_switching.markov_autoregression) MarkovRegression (class in statsmodels.tsa.regime_switching.markov_regression) maroots (statsmodels.sandbox.tsa.fftarma.ArmaFft property) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.arima_process.ArmaProcess property) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) martingale_residuals (statsmodels.duration.hazard_regression.PHRegResults attribute) max_eig_stat (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) max_eig_stat_crit_vals (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) max_rho() (statsmodels.robust.norms.AndrewWave method) (statsmodels.robust.norms.Hampel method) (statsmodels.robust.norms.HuberT method) (statsmodels.robust.norms.LeastSquares method) (statsmodels.robust.norms.RamsayE method) (statsmodels.robust.norms.TrimmedMean method) (statsmodels.robust.norms.TukeyBiweight method) maxabs() (in module statsmodels.tools.eval_measures) maxzero() (in module statsmodels.sandbox.stats.multicomp) maxzerodown() (in module statsmodels.sandbox.stats.multicomp) mc2mnc() (in module statsmodels.stats.moment_helpers) mc2mvsk() (in module statsmodels.stats.moment_helpers) mcfdr() (in module statsmodels.sandbox.stats.multicomp) mcnemar() (in module statsmodels.sandbox.stats.runs) (in module statsmodels.stats.contingency_tables) mean (statsmodels.stats.weightstats.DescrStatsW attribute) mean() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.duration.hazard_regression.rv_discrete_float method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) mean_deriv() (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) mean_deriv_exog() (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) mean_diff_plot() (in module statsmodels.graphics.agreement) mean_trimmed (statsmodels.stats.robust_compare.TrimmedMean property) mean_winsorized (statsmodels.stats.robust_compare.TrimmedMean property) meanabs() (in module statsmodels.tools.eval_measures) medcouple() (in module statsmodels.stats.stattools) median() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) median_test_ksample() (in module statsmodels.sandbox.stats.runs) medianabs() (in module statsmodels.tools.eval_measures) medianbias() (in module statsmodels.tools.eval_measures) Mediation (class in statsmodels.stats.mediation) MediationResults (class in statsmodels.stats.mediation) memory_conserve (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) memory_no_filtered (statsmodels.tsa.statespace.kalman_filter.KalmanFilter property) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother property) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother property) memory_no_filtered_cov (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) memory_no_filtered_mean (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) memory_no_forecast (statsmodels.tsa.statespace.kalman_filter.KalmanFilter property) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother property) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother property) memory_no_forecast_cov (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) memory_no_forecast_mean (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) memory_no_gain (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) memory_no_likelihood (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) memory_no_predicted (statsmodels.tsa.statespace.kalman_filter.KalmanFilter property) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother property) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother property) memory_no_predicted_cov (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) memory_no_predicted_mean (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) memory_no_smoothing (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) memory_no_std_forecast (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) memory_options (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) memory_store_all (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) meth (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) method (statsmodels.tsa.forecasting.theta.ThetaModel property) MI (class in statsmodels.imputation.bayes_mi) MICE (class in statsmodels.imputation.mice) MICEData (class in statsmodels.imputation.mice) miso_lfilter() (in module statsmodels.tsa.filters.filtertools) MixedLM (class in statsmodels.regression.mixed_linear_model) mixedlm() (in module statsmodels.formula.api) MixedLMResults (class in statsmodels.regression.mixed_linear_model) mle_retvals (statsmodels.tsa.holtwinters.HoltWintersResults property) MLEInfluence (class in statsmodels.stats.outliers_influence) MLEModel (class in statsmodels.tsa.statespace.mlemodel) MLEResults (class in statsmodels.tsa.statespace.mlemodel) mnc2cum() (in module statsmodels.stats.moment_helpers) mnc2mc() (in module statsmodels.stats.moment_helpers) mnc2mvsk() (in module statsmodels.stats.moment_helpers) MNLogit (class in statsmodels.discrete.discrete_model) mnlogit() (in module statsmodels.formula.api) Model (class in statsmodels.base.model) model (statsmodels.tsa.ardl.ARDLOrderSelectionResults property) (statsmodels.tsa.forecasting.stl.STLForecastResults property) (statsmodels.tsa.forecasting.theta.ThetaModelResults property) (statsmodels.tsa.holtwinters.HoltWintersResults property) model_latex_names (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) model_names (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) model_orders (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) model_result (statsmodels.tsa.forecasting.stl.STLForecastResults property) ModelWarning module statsmodels statsmodels.base.distributed_estimation statsmodels.base.model statsmodels.base.optimizer statsmodels.discrete.conditional_models statsmodels.discrete.count_model statsmodels.discrete.discrete_model statsmodels.discrete.truncated_model statsmodels.distributions.copula.api statsmodels.distributions.discrete statsmodels.distributions.empirical_distribution statsmodels.duration statsmodels.duration.hazard_regression statsmodels.duration.survfunc statsmodels.emplike statsmodels.gam.generalized_additive_model statsmodels.gam.smooth_basis statsmodels.genmod.bayes_mixed_glm statsmodels.genmod.cov_struct statsmodels.genmod.families.family, [1] statsmodels.genmod.families.links statsmodels.genmod.families.varfuncs statsmodels.genmod.generalized_estimating_equations statsmodels.genmod.generalized_linear_model statsmodels.genmod.qif statsmodels.graphics statsmodels.imputation.mice statsmodels.iolib statsmodels.miscmodels statsmodels.miscmodels.count statsmodels.miscmodels.ordinal_model statsmodels.miscmodels.tmodel statsmodels.multivariate statsmodels.multivariate.pca statsmodels.nonparametric statsmodels.othermod statsmodels.othermod.betareg statsmodels.regression.dimred statsmodels.regression.linear_model statsmodels.regression.mixed_linear_model statsmodels.regression.process_regression statsmodels.regression.quantile_regression statsmodels.regression.recursive_ls statsmodels.regression.rolling statsmodels.rlm statsmodels.robust statsmodels.robust.norms statsmodels.robust.robust_linear_model statsmodels.robust.scale statsmodels.sandbox statsmodels.sandbox.distributions statsmodels.sandbox.distributions.extras statsmodels.sandbox.distributions.transformed statsmodels.sandbox.regression statsmodels.sandbox.regression.anova_nistcertified statsmodels.sandbox.regression.gmm statsmodels.sandbox.stats.multicomp statsmodels.sandbox.stats.runs statsmodels.sandbox.sysreg statsmodels.sandbox.tools.tools_tsa statsmodels.sandbox.tsa statsmodels.stats statsmodels.stats.anova statsmodels.stats.contingency_tables statsmodels.stats.contrast statsmodels.stats.correlation_tools statsmodels.stats.descriptivestats statsmodels.stats.diagnostic statsmodels.stats.dist_dependence_measures statsmodels.stats.gof statsmodels.stats.inter_rater statsmodels.stats.knockoff_regeffects statsmodels.stats.mediation statsmodels.stats.meta_analysis statsmodels.stats.moment_helpers statsmodels.stats.multicomp statsmodels.stats.multitest statsmodels.stats.multivariate statsmodels.stats.oaxaca statsmodels.stats.oneway statsmodels.stats.outliers_influence statsmodels.stats.power statsmodels.stats.proportion statsmodels.stats.rates statsmodels.stats.robust_compare statsmodels.stats.stattools statsmodels.stats.weightstats statsmodels.tools statsmodels.tools.rng_qrng statsmodels.tools.sm_exceptions statsmodels.treatment statsmodels.tsa statsmodels.tsa.base.prediction statsmodels.tsa.forecasting statsmodels.tsa.forecasting.stl statsmodels.tsa.forecasting.theta statsmodels.tsa.statespace statsmodels.tsa.vector_ar statsmodels.tsa.vector_ar.svar_model statsmodels.tsa.vector_ar.var_model ModuleUnavailableWarning momcond() (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) momcond_mean() (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) moment() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) monotone_fn_inverter() (in module statsmodels.distributions.empirical_distribution) month_plot() (in module statsmodels.graphics.tsaplots) mosaic() (in module statsmodels.graphics.mosaicplot) movmean() (in module statsmodels.sandbox.tsa.movstat) movmoment() (in module statsmodels.sandbox.tsa.movstat) movorder() (in module statsmodels.sandbox.tsa.movstat) movvar() (in module statsmodels.sandbox.tsa.movstat) MQuantileNorm (class in statsmodels.robust.norms) mse (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) mse() (in module statsmodels.tools.eval_measures) (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) mse_model (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) mse_resid (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) mse_total (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) MSTL (class in statsmodels.tsa.seasonal) mu (in module statsmodels.genmod.families.varfuncs) (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) mu_cubed (in module statsmodels.genmod.families.varfuncs) mu_squared (in module statsmodels.genmod.families.varfuncs) MultiComparison (class in statsmodels.sandbox.stats.multicomp) multinomial_proportions_confint() (in module statsmodels.stats.proportion) MultinomialModel (class in statsmodels.discrete.discrete_model) MultinomialResults (class in statsmodels.discrete.discrete_model) multipletests() (in module statsmodels.stats.multitest) MultivariateTestResults (class in statsmodels.multivariate.multivariate_ols) mv_mean_contour() (statsmodels.emplike.descriptive.DescStatMV method) mv_test() (statsmodels.multivariate.manova.MANOVA method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) mv_test_mean() (statsmodels.emplike.descriptive.DescStatMV method) mvnormcdf() (in module statsmodels.sandbox.distributions.extras) mvsk2mc() (in module statsmodels.stats.moment_helpers) mvsk2mnc() (in module statsmodels.stats.moment_helpers) mvstdnormcdf() (in module statsmodels.sandbox.distributions.extras) N nbinom (in module statsmodels.genmod.families.varfuncs) NegativeBinomial (class in statsmodels.discrete.discrete_model) (class in statsmodels.genmod.families.family) (class in statsmodels.genmod.families.links) (class in statsmodels.genmod.families.varfuncs) negativebinomial() (in module statsmodels.formula.api) NegativeBinomialP (class in statsmodels.discrete.discrete_model) NegativeBinomialResults (class in statsmodels.discrete.discrete_model) negsquarenormalg (in module statsmodels.sandbox.distributions.transformed) Nested (class in statsmodels.genmod.cov_struct) news() (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.kalman_smoother.SmootherResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) NewsResults (class in statsmodels.tsa.statespace.news) next_sample() (statsmodels.imputation.mice.MICE method) (statsmodels.imputation.mice.MICEData method) nloglike() (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.othermod.betareg.BetaModel method) nloglikeobs() (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.tmodel.TLinearModel method) nnlf() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) nobs (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) (statsmodels.stats.weightstats.DescrStatsW attribute) (statsmodels.tsa.ar_model.AutoRegResults property) (statsmodels.tsa.ardl.ARDLResults property) (statsmodels.tsa.ardl.UECMResults property) (statsmodels.tsa.seasonal.DecomposeResult property) nobs_effective (statsmodels.tsa.exponential_smoothing.ets.ETSModel property) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) nominal_gee() (in module statsmodels.formula.api) NominalGEE (class in statsmodels.genmod.generalized_estimating_equations) nonequivalence_poisson_2indep() (in module statsmodels.stats.rates) NonlinearIVGMM (class in statsmodels.sandbox.regression.gmm) normal_ad() (in module statsmodels.stats.diagnostic) normal_power_het() (in module statsmodels.stats.power) normal_sample_size_one_tail() (in module statsmodels.stats.power) NormalIndPower (class in statsmodels.stats.power) NormalityTestResults (class in statsmodels.tsa.vector_ar.hypothesis_test_results) normalized_cov_params() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) NormExpan_gen (class in statsmodels.sandbox.distributions.extras) NotImplementedWarning null (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) (statsmodels.tsa.ardl.BoundsTestResult attribute) null_deviance (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) NullDistribution (class in statsmodels.stats.multitest) numeric (statsmodels.stats.descriptivestats.Description attribute) numeric_statistics (statsmodels.stats.descriptivestats.Description attribute) O OaxacaBlinder (class in statsmodels.stats.oaxaca) OaxacaResults (class in statsmodels.stats.oaxaca) objective() (statsmodels.genmod.qif.QIF method) obs (statsmodels.tsa.statespace.kalman_filter.KalmanFilter property) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother property) (statsmodels.tsa.statespace.representation.Representation property) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother property) obs_cov (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.representation.Representation attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) obs_intercept (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.representation.Representation attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) observed (statsmodels.tsa.seasonal.DecomposeResult property) observed_crude_oddsratio() (statsmodels.genmod.cov_struct.GlobalOddsRatio method) observed_information_matrix() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) oddsratio (statsmodels.stats.contingency_tables.Table2x2 attribute) oddsratio_confint() (statsmodels.stats.contingency_tables.Table2x2 method) oddsratio_pooled (statsmodels.stats.contingency_tables.StratifiedTable attribute) oddsratio_pooled_confint() (statsmodels.stats.contingency_tables.StratifiedTable method) oddsratio_pvalue() (statsmodels.stats.contingency_tables.Table2x2 method) offset_name (statsmodels.gam.generalized_additive_model.GLMGam property) (statsmodels.genmod.generalized_estimating_equations.GEE property) (statsmodels.genmod.generalized_estimating_equations.NominalGEE property) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE property) (statsmodels.genmod.generalized_linear_model.GLM property) OLS (class in statsmodels.regression.linear_model) ols() (in module statsmodels.formula.api) OLSEffects (class in statsmodels.stats.knockoff_regeffects) OLSInfluence (class in statsmodels.stats.outliers_influence) OLSResults (class in statsmodels.regression.linear_model) omni_normtest() (in module statsmodels.stats.stattools) opg_information_matrix() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) optimized (statsmodels.tsa.holtwinters.HoltWintersResults property) Optimizer (class in statsmodels.base.optimizer) order (statsmodels.tsa.deterministic.CalendarFourier property) (statsmodels.tsa.deterministic.CalendarTimeTrend property) (statsmodels.tsa.deterministic.Fourier property) (statsmodels.tsa.deterministic.FourierDeterministicTerm property) (statsmodels.tsa.deterministic.TimeTrend property) (statsmodels.tsa.deterministic.TimeTrendDeterministicTerm property) OrderedModel (class in statsmodels.miscmodels.ordinal_model) OrderedResults (class in statsmodels.miscmodels.ordinal_model) ordinal_gee() (in module statsmodels.formula.api) OrdinalGEE (class in statsmodels.genmod.generalized_estimating_equations) orth_ma_rep() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) (statsmodels.tsa.vector_ar.vecm.VECMResults method) out_of_sample() (statsmodels.tsa.deterministic.CalendarDeterministicTerm method) (statsmodels.tsa.deterministic.CalendarFourier method) (statsmodels.tsa.deterministic.CalendarSeasonality method) (statsmodels.tsa.deterministic.CalendarTimeTrend method) (statsmodels.tsa.deterministic.DeterministicProcess method) (statsmodels.tsa.deterministic.DeterministicTerm method) (statsmodels.tsa.deterministic.Fourier method) (statsmodels.tsa.deterministic.FourierDeterministicTerm method) (statsmodels.tsa.deterministic.Seasonality method) (statsmodels.tsa.deterministic.TimeTrend method) (statsmodels.tsa.deterministic.TimeTrendDeterministicTerm method) outlier_test() (statsmodels.regression.linear_model.OLSResults method) OutputWarning P p_values (statsmodels.tsa.ardl.BoundsTestResult attribute) pacf() (in module statsmodels.tsa.stattools) (statsmodels.sandbox.tsa.fftarma.ArmaFft method) (statsmodels.tsa.arima_process.ArmaProcess method) pacf_burg() (in module statsmodels.tsa.stattools) pacf_ols() (in module statsmodels.tsa.stattools) pacf_yw() (in module statsmodels.tsa.stattools) pad() (statsmodels.iolib.table.SimpleTable method) (statsmodels.sandbox.tsa.fftarma.ArmaFft method) padarr() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) pairwise_tukeyhsd() (in module statsmodels.stats.multicomp) param_names (statsmodels.regression.recursive_ls.RecursiveLS property) (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.exponential_smoothing.ets.ETSModel property) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression property) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor property) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ property) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing property) (statsmodels.tsa.statespace.mlemodel.MLEModel property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) (statsmodels.tsa.statespace.structural.UnobservedComponents property) (statsmodels.tsa.statespace.varmax.VARMAX property) param_terms (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) params (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.tsa.ar_model.AutoRegResults property) (statsmodels.tsa.ardl.ARDLResults property) (statsmodels.tsa.ardl.UECMResults property) (statsmodels.tsa.forecasting.theta.ThetaModelResults property) params_complete (statsmodels.tsa.arima.model.ARIMA attribute) (statsmodels.tsa.statespace.sarimax.SARIMAX attribute) params_formatted (statsmodels.tsa.holtwinters.HoltWintersResults property) params_not_obsi (statsmodels.stats.outliers_influence.OLSInfluence property) params_one (statsmodels.stats.outliers_influence.GLMInfluence attribute) (statsmodels.stats.outliers_influence.MLEInfluence attribute) params_sensitivity() (statsmodels.genmod.generalized_estimating_equations.GEEResults method) ParseError partial_values() (statsmodels.gam.generalized_additive_model.GLMGamResults method) PCA (class in statsmodels.multivariate.pca) pca() (in module statsmodels.multivariate.pca) pdf() (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.CountModel method) (statsmodels.discrete.discrete_model.DiscreteModel method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.truncated_model.HurdleCountModel method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.distributions.copula.api.ArchimedeanCopula method) (statsmodels.distributions.copula.api.ClaytonCopula method) (statsmodels.distributions.copula.api.CopulaDistribution method) (statsmodels.distributions.copula.api.ExtremeValueCopula method) (statsmodels.distributions.copula.api.FrankCopula method) (statsmodels.distributions.copula.api.GaussianCopula method) (statsmodels.distributions.copula.api.GumbelCopula method) (statsmodels.distributions.copula.api.IndependenceCopula method) (statsmodels.distributions.copula.api.StudentTCopula method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.nonparametric.kernel_density.KDEMultivariate method) (statsmodels.nonparametric.kernel_density.KDEMultivariateConditional method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) (statsmodels.stats.multitest.NullDistribution method) pdf_kernel_asym() (in module statsmodels.nonparametric.kernels_asymmetric) pdf_moments() (in module statsmodels.sandbox.distributions.extras) pdf_moments_st() (in module statsmodels.sandbox.distributions.extras) pdf_mvsk() (in module statsmodels.sandbox.distributions.extras) pearson_chi2 (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) PerfectSeparationError period (statsmodels.tsa.ar_model.AutoReg property) (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.ARDLOrderSelectionResults property) (statsmodels.tsa.ardl.UECM property) (statsmodels.tsa.deterministic.CalendarSeasonality property) (statsmodels.tsa.deterministic.Fourier property) (statsmodels.tsa.deterministic.Seasonality property) (statsmodels.tsa.forecasting.stl.STLForecastResults property) (statsmodels.tsa.forecasting.theta.ThetaModel property) (statsmodels.tsa.seasonal.STL attribute) periodogram() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) (statsmodels.tsa.arima_process.ArmaProcess method) perturb_params() (statsmodels.imputation.mice.MICEData method) PHReg (class in statsmodels.duration.hazard_regression) phreg() (in module statsmodels.formula.api) PHRegResults (class in statsmodels.duration.hazard_regression) plot() (statsmodels.duration.survfunc.SurvfuncRight method) (statsmodels.tsa.seasonal.DecomposeResult method) (statsmodels.tsa.vector_ar.irf.IRAnalysis method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.FEVD method) (statsmodels.tsa.vector_ar.var_model.VARResults method) plot4() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) plot_accf_grid() (in module statsmodels.graphics.tsaplots) plot_acf() (in module statsmodels.graphics.tsaplots) plot_acorr() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) plot_added_variable() (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) plot_bivariate() (statsmodels.imputation.mice.MICEData method) plot_ccf() (in module statsmodels.graphics.tsaplots) plot_ccpr() (in module statsmodels.graphics.regressionplots) plot_ccpr_grid() (in module statsmodels.graphics.regressionplots) plot_ceres_residuals() (in module statsmodels.graphics.regressionplots) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) plot_coefficients_of_determination() (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) plot_components() (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) plot_contour() (statsmodels.emplike.descriptive.DescStatUV method) plot_corr() (in module statsmodels.graphics.correlation) plot_corr_grid() (in module statsmodels.graphics.correlation) plot_cum_effects() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) plot_cusum() (statsmodels.regression.recursive_ls.RecursiveLSResults method) plot_cusum_squares() (statsmodels.regression.recursive_ls.RecursiveLSResults method) plot_data() (statsmodels.tsa.vector_ar.vecm.VECMResults method) plot_diagnostics() (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) plot_fit() (in module statsmodels.graphics.regressionplots) plot_fit_obs() (statsmodels.imputation.mice.MICEData method) plot_forecast() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) (statsmodels.tsa.vector_ar.vecm.VECMResults method) plot_forest() (statsmodels.stats.meta_analysis.CombineResults method) plot_imputed_hist() (statsmodels.imputation.mice.MICEData method) plot_index() (statsmodels.stats.outliers_influence.GLMInfluence method) (statsmodels.stats.outliers_influence.MLEInfluence method) (statsmodels.stats.outliers_influence.OLSInfluence method) plot_influence() (statsmodels.stats.outliers_influence.GLMInfluence method) (statsmodels.stats.outliers_influence.MLEInfluence method) (statsmodels.stats.outliers_influence.OLSInfluence method) plot_isotropic_dependence() (statsmodels.genmod.generalized_estimating_equations.GEEResults method) plot_leverage_resid2() (in module statsmodels.graphics.regressionplots) plot_loadings() (statsmodels.multivariate.factor.FactorResults method) plot_missing_pattern() (statsmodels.imputation.mice.MICEData method) plot_pacf() (in module statsmodels.graphics.tsaplots) plot_partial() (statsmodels.gam.generalized_additive_model.GLMGamResults method) plot_partial_residuals() (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) plot_partregress() (in module statsmodels.graphics.regressionplots) plot_partregress_grid() (in module statsmodels.graphics.regressionplots) plot_pdf() (statsmodels.distributions.copula.api.ArchimedeanCopula method) (statsmodels.distributions.copula.api.ClaytonCopula method) (statsmodels.distributions.copula.api.ExtremeValueCopula method) (statsmodels.distributions.copula.api.FrankCopula method) (statsmodels.distributions.copula.api.GaussianCopula method) (statsmodels.distributions.copula.api.GumbelCopula method) (statsmodels.distributions.copula.api.IndependenceCopula method) (statsmodels.distributions.copula.api.StudentTCopula method) plot_power() (statsmodels.stats.power.FTestAnovaPower method) (statsmodels.stats.power.FTestPower method) (statsmodels.stats.power.GofChisquarePower method) (statsmodels.stats.power.NormalIndPower method) (statsmodels.stats.power.TTestIndPower method) (statsmodels.stats.power.TTestPower method) plot_predict() (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.forecasting.theta.ThetaModelResults method) plot_recursive_coefficient() (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.regression.rolling.RollingRegressionResults method) plot_regress_exog() (in module statsmodels.graphics.regressionplots) plot_rsquare() (statsmodels.multivariate.pca.PCA method) plot_sample_acorr() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) plot_scatter() (statsmodels.distributions.copula.api.ArchimedeanCopula method) (statsmodels.distributions.copula.api.ClaytonCopula method) (statsmodels.distributions.copula.api.ExtremeValueCopula method) (statsmodels.distributions.copula.api.FrankCopula method) (statsmodels.distributions.copula.api.GaussianCopula method) (statsmodels.distributions.copula.api.GumbelCopula method) (statsmodels.distributions.copula.api.IndependenceCopula method) (statsmodels.distributions.copula.api.StudentTCopula method) plot_scree() (statsmodels.multivariate.factor.FactorResults method) (statsmodels.multivariate.pca.PCA method) plot_simultaneous() (statsmodels.sandbox.stats.multicomp.TukeyHSDResults method) plotsim() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) pmf() (statsmodels.distributions.discrete.DiscretizedCount method) Poisson (class in statsmodels.discrete.discrete_model) (class in statsmodels.genmod.families.family) poisson() (in module statsmodels.formula.api) PoissonBayesMixedGLM (class in statsmodels.genmod.bayes_mixed_glm) PoissonGMLE (class in statsmodels.miscmodels.count) PoissonOffsetGMLE (class in statsmodels.miscmodels.count) PoissonZiGMLE (class in statsmodels.miscmodels.count) pooled_odds_ratio() (statsmodels.genmod.cov_struct.GlobalOddsRatio method) pop() (statsmodels.iolib.table.SimpleTable method) posterior_cov (statsmodels.tsa.statespace.cfa_simulation_smoother.CFASimulationSmoother property) posterior_cov_inv_chol_sparse (statsmodels.tsa.statespace.cfa_simulation_smoother.CFASimulationSmoother property) posterior_mean (statsmodels.tsa.statespace.cfa_simulation_smoother.CFASimulationSmoother property) Power (class in statsmodels.genmod.families.links) (class in statsmodels.genmod.families.varfuncs) power() (statsmodels.stats.power.FTestAnovaPower method) (statsmodels.stats.power.FTestPower method) (statsmodels.stats.power.GofChisquarePower method) (statsmodels.stats.power.NormalIndPower method) (statsmodels.stats.power.TTestIndPower method) (statsmodels.stats.power.TTestPower method) power_binom_tost() (in module statsmodels.stats.proportion) power_equivalence_neginb_2indep() (in module statsmodels.stats.rates) power_equivalence_oneway() (in module statsmodels.stats.oneway) power_equivalence_poisson_2indep() (in module statsmodels.stats.rates) power_negbin_ratio_2indep() (in module statsmodels.stats.rates) power_poisson_diff_2indep() (in module statsmodels.stats.rates) power_poisson_ratio_2indep() (in module statsmodels.stats.rates) power_proportions_2indep() (in module statsmodels.stats.proportion) power_ztost_prop() (in module statsmodels.stats.proportion) powerdiscrepancy() (in module statsmodels.stats.gof) ppf() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) ppfcond_2g1() (statsmodels.distributions.copula.api.FrankCopula method) ppplot() (statsmodels.graphics.gofplots.ProbPlot method) PrecisionWarning pred_table() (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) predict() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.elastic_net.RegularizedResults method) (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModel method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.base.model.Model method) (statsmodels.base.model.Results method) (statsmodels.discrete.conditional_models.ConditionalLogit method) (statsmodels.discrete.conditional_models.ConditionalMNLogit method) (statsmodels.discrete.conditional_models.ConditionalPoisson method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountModel method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteModel method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountModel method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.duration.hazard_regression.PHReg method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.bayes_mixed_glm.BayesMixedGLMResults method) (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM method) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM method) (statsmodels.genmod.families.family.Binomial method) (statsmodels.genmod.families.family.Family method) (statsmodels.genmod.families.family.Gamma method) (statsmodels.genmod.families.family.Gaussian method) (statsmodels.genmod.families.family.InverseGaussian method) (statsmodels.genmod.families.family.NegativeBinomial method) (statsmodels.genmod.families.family.Poisson method) (statsmodels.genmod.families.family.Tweedie method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.qif.QIF method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.multivariate.cancorr.CanCorr method) (statsmodels.multivariate.factor.Factor method) (statsmodels.multivariate.manova.MANOVA method) (statsmodels.multivariate.multivariate_ols._MultivariateOLS method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.othermod.betareg.BetaModel method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.dimred.DimReductionResults method) (statsmodels.regression.dimred.PrincipalHessianDirections method) (statsmodels.regression.dimred.SlicedAverageVarianceEstimation method) (statsmodels.regression.dimred.SlicedInverseReg method) (statsmodels.regression.linear_model.GLS method) (statsmodels.regression.linear_model.GLSAR method) (statsmodels.regression.linear_model.OLS method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.linear_model.WLS method) (statsmodels.regression.mixed_linear_model.MixedLM method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLE method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantReg method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.robust.robust_linear_model.RLM method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IV2SLS method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) (statsmodels.sandbox.sysreg.SUR method) (statsmodels.tsa.ar_model.AutoReg method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDL method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECM method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.holtwinters.ExponentialSmoothing method) (statsmodels.tsa.holtwinters.Holt method) (statsmodels.tsa.holtwinters.HoltWintersResults method) (statsmodels.tsa.holtwinters.SimpleExpSmoothing method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.kalman_filter.FilterResults method) (statsmodels.tsa.statespace.kalman_filter.PredictionResults method) (statsmodels.tsa.statespace.kalman_smoother.SmootherResults method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAX method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) (statsmodels.tsa.vector_ar.svar_model.SVAR method) (statsmodels.tsa.vector_ar.var_model.VAR method) (statsmodels.tsa.vector_ar.vecm.VECM method) (statsmodels.tsa.vector_ar.vecm.VECMResults method) predict_conditional() (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) predict_distribution() (statsmodels.miscmodels.count.PoissonGMLE method) predicted_mean (statsmodels.genmod.generalized_linear_model.PredictionResultsMean property) (statsmodels.regression.linear_model.PredictionResults property) (statsmodels.tsa.base.prediction.PredictionResults property) (statsmodels.tsa.statespace.mlemodel.PredictionResults property) predicted_signal (statsmodels.tsa.statespace.kalman_filter.PredictionResults property) predicted_signal_cov (statsmodels.tsa.statespace.kalman_filter.PredictionResults property) prediction_intervals() (statsmodels.tsa.forecasting.theta.ThetaModelResults method) PredictionResults (class in statsmodels.regression.linear_model) (class in statsmodels.tsa.base.prediction) (class in statsmodels.tsa.statespace.kalman_filter) (class in statsmodels.tsa.statespace.mlemodel) PredictionResultsMean (class in statsmodels.genmod.generalized_linear_model) prefix (statsmodels.tsa.statespace.kalman_filter.KalmanFilter property) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother property) (statsmodels.tsa.statespace.representation.Representation property) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother property) prepare_data() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel static method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) PrincipalHessianDirections (class in statsmodels.regression.dimred) prob() (statsmodels.miscmodels.ordinal_model.OrderedModel method) prob_larger_continuous() (in module statsmodels.stats.nonparametric) Probit (class in statsmodels.discrete.discrete_model) (class in statsmodels.genmod.families.links) probit() (in module statsmodels.formula.api) ProbitResults (class in statsmodels.discrete.discrete_model) ProbPlot (class in statsmodels.graphics.gofplots) probplot() (statsmodels.graphics.gofplots.ProbPlot method) ProcessMLE (class in statsmodels.regression.process_regression) ProcessMLEResults (class in statsmodels.regression.process_regression) procrustes() (in module statsmodels.multivariate.factor_rotation) profile_re() (statsmodels.regression.mixed_linear_model.MixedLMResults method) project() (statsmodels.multivariate.pca.PCA method) promax() (in module statsmodels.multivariate.factor_rotation) proportion_confint() (in module statsmodels.stats.proportion) proportion_effectsize() (in module statsmodels.stats.proportion) proportions_chisquare() (in module statsmodels.stats.proportion) proportions_chisquare_allpairs() (in module statsmodels.stats.proportion) proportions_chisquare_pairscontrol() (in module statsmodels.stats.proportion) proportions_ztest() (in module statsmodels.stats.proportion) proportions_ztost() (in module statsmodels.stats.proportion) prsquared (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) pseudo_rsquared() (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.othermod.betareg.BetaResults method) psi() (statsmodels.robust.norms.AndrewWave method) (statsmodels.robust.norms.Hampel method) (statsmodels.robust.norms.HuberT method) (statsmodels.robust.norms.LeastSquares method) (statsmodels.robust.norms.MQuantileNorm method) (statsmodels.robust.norms.RamsayE method) (statsmodels.robust.norms.RobustNorm method) (statsmodels.robust.norms.TrimmedMean method) (statsmodels.robust.norms.TukeyBiweight method) psi_deriv() (statsmodels.robust.norms.AndrewWave method) (statsmodels.robust.norms.Hampel method) (statsmodels.robust.norms.HuberT method) (statsmodels.robust.norms.LeastSquares method) (statsmodels.robust.norms.MQuantileNorm method) (statsmodels.robust.norms.RamsayE method) (statsmodels.robust.norms.RobustNorm method) (statsmodels.robust.norms.TrimmedMean method) (statsmodels.robust.norms.TukeyBiweight method) pvalues (statsmodels.base.distributed_estimation.DistributedResults attribute) (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.LikelihoodModelResults attribute) (statsmodels.discrete.conditional_models.ConditionalResults attribute) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.duration.hazard_regression.PHRegResults attribute) (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEMargins attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) (statsmodels.genmod.qif.QIFResults attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.robust.robust_linear_model.RLMResults attribute) (statsmodels.sandbox.regression.gmm.GMMResults attribute) (statsmodels.sandbox.regression.gmm.IVGMMResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) pvalues_alpha (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) pvalues_beta (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) pvalues_det_coef (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) pvalues_det_coef_coint (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) pvalues_dt (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) pvalues_endog_lagged (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) pvalues_gamma (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) Q q (statsmodels.sandbox.regression.gmm.GMMResults attribute) (statsmodels.sandbox.regression.gmm.IVGMMResults attribute) q_stat() (in module statsmodels.tsa.stattools) qcrit (in module statsmodels.sandbox.stats.multicomp) qic() (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) QIF (class in statsmodels.genmod.qif) QIFResults (class in statsmodels.genmod.qif) qn_scale() (in module statsmodels.robust.scale) qqline() (in module statsmodels.graphics.gofplots) qqplot() (in module statsmodels.graphics.gofplots) (statsmodels.graphics.gofplots.ProbPlot method) qqplot_2samples() (in module statsmodels.graphics.gofplots) quantile() (statsmodels.duration.survfunc.SurvfuncRight method) (statsmodels.stats.weightstats.DescrStatsW method) quantile_ci() (statsmodels.duration.survfunc.SurvfuncRight method) QuantReg (class in statsmodels.regression.quantile_regression) quantreg() (in module statsmodels.formula.api) QuantRegResults (class in statsmodels.regression.quantile_regression) quarter_plot() (in module statsmodels.graphics.tsaplots) R r0t (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) r_squared() (statsmodels.nonparametric.kernel_regression.KernelCensoredReg method) (statsmodels.nonparametric.kernel_regression.KernelReg method) ra() (statsmodels.treatment.treatment_effects.TreatmentEffect method) rainbowplot() (in module statsmodels.graphics.functional) RamsayE (class in statsmodels.robust.norms) randmvn() (in module statsmodels.sandbox.stats.multicomp) random_effects (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) random_effects() (statsmodels.genmod.bayes_mixed_glm.BayesMixedGLMResults method) random_effects_cov (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) random_state (statsmodels.distributions.discrete.DiscretizedCount property) (statsmodels.sandbox.distributions.extras.ACSkewT_gen property) (statsmodels.sandbox.distributions.extras.NormExpan_gen property) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen property) (statsmodels.sandbox.distributions.extras.SkewNorm_gen property) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen property) (statsmodels.sandbox.distributions.transformed.LogTransf_gen property) (statsmodels.sandbox.distributions.transformed.Transf_gen property) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen property) range() (statsmodels.tsa.deterministic.DeterministicProcess method) range_unit_root_test() (in module statsmodels.tsa.stattools) rank_compare_2indep() (in module statsmodels.stats.nonparametric) rank_compare_2ordinal() (in module statsmodels.stats.nonparametric) RankCompareResult (class in statsmodels.stats.nonparametric) rankdata() (in module statsmodels.sandbox.stats.multicomp) rankdata_2samp() (in module statsmodels.stats.nonparametric) recipr() (in module statsmodels.tools.tools) recipr0() (in module statsmodels.tools.tools) recursive_coefficients (statsmodels.regression.recursive_ls.RecursiveLSResults property) recursive_filter() (in module statsmodels.tsa.filters.filtertools) recursive_olsresiduals() (in module statsmodels.stats.diagnostic) RecursiveLS (class in statsmodels.regression.recursive_ls) RecursiveLSResults (class in statsmodels.regression.recursive_ls) redescending (statsmodels.robust.norms.AndrewWave attribute) (statsmodels.robust.norms.Hampel attribute) (statsmodels.robust.norms.HuberT attribute) (statsmodels.robust.norms.LeastSquares attribute) (statsmodels.robust.norms.RamsayE attribute) (statsmodels.robust.norms.TrimmedMean attribute) (statsmodels.robust.norms.TukeyBiweight attribute) reduceform() (statsmodels.tsa.varma_process.VarmaPoly method) reduceparams() (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.othermod.betareg.BetaModel method) regime_transition_matrix() (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) RegModelEffects (class in statsmodels.stats.knockoff_regeffects) regression_coefficients (statsmodels.tsa.statespace.structural.UnobservedComponentsResults property) RegressionFDR (class in statsmodels.stats.multitest) RegressionResults (class in statsmodels.regression.linear_model) RegularizedInvCovariance (class in statsmodels.stats.regularized_covariance) RegularizedResults (class in statsmodels.base.elastic_net) rejectionline() (in module statsmodels.sandbox.stats.multicomp) remove() (statsmodels.iolib.table.SimpleTable method) remove_data() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.regression.rolling.RollingRegressionResults method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) reorder() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) Representation (class in statsmodels.tsa.statespace.representation) representation_attributes (statsmodels.tsa.statespace.kalman_filter.PredictionResults attribute) reset_fraction() (statsmodels.stats.robust_compare.TrimmedMean method) resid (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.robust.robust_linear_model.RLMResults attribute) (statsmodels.sandbox.regression.gmm.IVGMMResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.holtwinters.HoltWintersResults property) (statsmodels.tsa.seasonal.DecomposeResult property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) resid_acorr() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) resid_acov() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) resid_anscombe (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) resid_anscombe() (statsmodels.genmod.families.family.Binomial method) (statsmodels.genmod.families.family.Family method) (statsmodels.genmod.families.family.Gamma method) (statsmodels.genmod.families.family.Gaussian method) (statsmodels.genmod.families.family.InverseGaussian method) (statsmodels.genmod.families.family.NegativeBinomial method) (statsmodels.genmod.families.family.Poisson method) (statsmodels.genmod.families.family.Tweedie method) resid_anscombe_scaled (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) resid_anscombe_unscaled (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) resid_centered (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) resid_centered_split (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) resid_corr (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) resid_dev (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) resid_dev() (statsmodels.genmod.families.family.Binomial method) (statsmodels.genmod.families.family.Family method) (statsmodels.genmod.families.family.Gamma method) (statsmodels.genmod.families.family.Gaussian method) (statsmodels.genmod.families.family.InverseGaussian method) (statsmodels.genmod.families.family.NegativeBinomial method) (statsmodels.genmod.families.family.Poisson method) (statsmodels.genmod.families.family.Tweedie method) resid_deviance (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) resid_generalized (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) resid_misclassified (statsmodels.discrete.discrete_model.MultinomialResults attribute) resid_pearson (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) (statsmodels.stats.contingency_tables.SquareTable attribute) (statsmodels.stats.contingency_tables.Table attribute) (statsmodels.stats.contingency_tables.Table2x2 attribute) resid_press (statsmodels.stats.outliers_influence.OLSInfluence attribute) resid_prob (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) resid_recursive (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) resid_response (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) resid_score() (statsmodels.stats.outliers_influence.GLMInfluence method) (statsmodels.stats.outliers_influence.MLEInfluence method) resid_score_factor() (statsmodels.stats.outliers_influence.GLMInfluence method) (statsmodels.stats.outliers_influence.MLEInfluence method) resid_split (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) resid_std (statsmodels.stats.outliers_influence.OLSInfluence attribute) resid_studentized (statsmodels.stats.outliers_influence.GLMInfluence attribute) (statsmodels.stats.outliers_influence.MLEInfluence attribute) (statsmodels.stats.outliers_influence.OLSInfluence attribute) resid_studentized_external (statsmodels.stats.outliers_influence.OLSInfluence attribute) resid_studentized_internal (statsmodels.stats.outliers_influence.OLSInfluence attribute) resid_var (statsmodels.stats.outliers_influence.OLSInfluence attribute) resid_working (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) result (statsmodels.tsa.forecasting.stl.STLForecastResults property) ResultMixin (class in statsmodels.base.model) Results (class in statsmodels.base.model) results_class (statsmodels.sandbox.regression.gmm.GMM attribute) (statsmodels.sandbox.regression.gmm.IVGMM attribute) (statsmodels.sandbox.regression.gmm.LinearIVGMM attribute) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM attribute) reverse() (statsmodels.iolib.table.SimpleTable method) revision_details_by_impact (statsmodels.tsa.statespace.news.NewsResults property) revision_details_by_update (statsmodels.tsa.statespace.news.NewsResults property) rho() (statsmodels.robust.norms.AndrewWave method) (statsmodels.robust.norms.Hampel method) (statsmodels.robust.norms.HuberT method) (statsmodels.robust.norms.LeastSquares method) (statsmodels.robust.norms.MQuantileNorm method) (statsmodels.robust.norms.RamsayE method) (statsmodels.robust.norms.RobustNorm method) (statsmodels.robust.norms.TrimmedMean method) (statsmodels.robust.norms.TukeyBiweight method) riskratio (statsmodels.stats.contingency_tables.Table2x2 attribute) riskratio_confint() (statsmodels.stats.contingency_tables.Table2x2 method) riskratio_pooled (statsmodels.stats.contingency_tables.StratifiedTable attribute) riskratio_pvalue() (statsmodels.stats.contingency_tables.Table2x2 method) rkt (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) RLM (class in statsmodels.robust.robust_linear_model) rlm() (in module statsmodels.formula.api) RLMResults (class in statsmodels.robust.robust_linear_model) rmse() (in module statsmodels.tools.eval_measures) rmspe() (in module statsmodels.tools.eval_measures) rng (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM attribute) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM attribute) robust_covariance() (statsmodels.duration.hazard_regression.PHReg method) robust_kurtosis() (in module statsmodels.stats.stattools) robust_skewness() (in module statsmodels.stats.stattools) RobustNorm (class in statsmodels.robust.norms) RollingOLS (class in statsmodels.regression.rolling) RollingRegressionResults (class in statsmodels.regression.rolling) RollingWLS (class in statsmodels.regression.rolling) roots (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) rotate() (statsmodels.multivariate.factor.FactorResults method) rotate_factors() (in module statsmodels.multivariate.factor_rotation) row_labels (statsmodels.tsa.base.prediction.PredictionResults property) (statsmodels.tsa.statespace.mlemodel.PredictionResults property) rsquared (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) rsquared_adj (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) run() (statsmodels.sandbox.stats.multicomp.StepDown method) runbasic() (statsmodels.sandbox.stats.multicomp.GroupsStats method) runbasic_old() (statsmodels.sandbox.stats.multicomp.GroupsStats method) Runs (class in statsmodels.sandbox.stats.runs) runs_test() (statsmodels.sandbox.stats.runs.Runs method) runstest_1samp() (in module statsmodels.sandbox.stats.runs) runstest_2samp() (in module statsmodels.sandbox.stats.runs) rv_discrete_float (class in statsmodels.duration.hazard_regression) rvs() (statsmodels.distributions.copula.api.ArchimedeanCopula method) (statsmodels.distributions.copula.api.ClaytonCopula method) (statsmodels.distributions.copula.api.CopulaDistribution method) (statsmodels.distributions.copula.api.ExtremeValueCopula method) (statsmodels.distributions.copula.api.FrankCopula method) (statsmodels.distributions.copula.api.GaussianCopula method) (statsmodels.distributions.copula.api.GumbelCopula method) (statsmodels.distributions.copula.api.IndependenceCopula method) (statsmodels.distributions.copula.api.StudentTCopula method) (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.duration.hazard_regression.rv_discrete_float method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) S safe_links (statsmodels.genmod.families.family.Binomial attribute) (statsmodels.genmod.families.family.Gamma attribute) (statsmodels.genmod.families.family.Gaussian attribute) (statsmodels.genmod.families.family.InverseGaussian attribute) (statsmodels.genmod.families.family.NegativeBinomial attribute) (statsmodels.genmod.families.family.Poisson attribute) (statsmodels.genmod.families.family.Tweedie attribute) sample_acorr() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) sample_acov() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) sample_percentiles (statsmodels.graphics.gofplots.ProbPlot attribute) sample_quantiles (statsmodels.graphics.gofplots.ProbPlot attribute) samplesize_confint_proportion() (in module statsmodels.stats.proportion) samplesize_proportions_2indep_onetail() (in module statsmodels.stats.proportion) samplesize_rank_compare_onetail() (in module statsmodels.stats.nonparametric) SARIMAX (class in statsmodels.tsa.statespace.sarimax) SARIMAXResults (class in statsmodels.tsa.statespace.sarimax) save() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.regression.rolling.RollingRegressionResults method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) save_pickle() (in module statsmodels.iolib.smpickle) savetxt() (in module statsmodels.iolib.foreign) scale() (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) scale_transform() (in module statsmodels.stats.oneway) (in module statsmodels.stats.robust_compare) scatter_ellipse() (in module statsmodels.graphics.plot_grids) schoenfeld_residuals (statsmodels.duration.hazard_regression.PHRegResults attribute) score() (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.base.model.LikelihoodModel method) (statsmodels.discrete.conditional_models.ConditionalLogit method) (statsmodels.discrete.conditional_models.ConditionalMNLogit method) (statsmodels.discrete.conditional_models.ConditionalPoisson method) (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.discrete_model.BinaryModel method) (statsmodels.discrete.discrete_model.CountModel method) (statsmodels.discrete.discrete_model.DiscreteModel method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.MultinomialModel method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.truncated_model.HurdleCountModel method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.duration.hazard_regression.PHReg method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.multivariate.factor.Factor method) (statsmodels.othermod.betareg.BetaModel method) (statsmodels.regression.linear_model.GLS method) (statsmodels.regression.linear_model.GLSAR method) (statsmodels.regression.linear_model.OLS method) (statsmodels.regression.linear_model.WLS method) (statsmodels.regression.mixed_linear_model.MixedLM method) (statsmodels.regression.process_regression.ProcessMLE method) (statsmodels.regression.quantile_regression.QuantReg method) (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.robust.robust_linear_model.RLM method) (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IV2SLS method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) (statsmodels.tsa.ar_model.AutoReg method) (statsmodels.tsa.ardl.ARDL method) (statsmodels.tsa.ardl.UECM method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) (statsmodels.tsa.holtwinters.ExponentialSmoothing method) (statsmodels.tsa.holtwinters.Holt method) (statsmodels.tsa.holtwinters.SimpleExpSmoothing method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) (statsmodels.tsa.vector_ar.svar_model.SVAR method) (statsmodels.tsa.vector_ar.var_model.VAR method) (statsmodels.tsa.vector_ar.vecm.VECM method) score_cu() (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) score_factor() (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.othermod.betareg.BetaModel method) score_full() (statsmodels.regression.mixed_linear_model.MixedLM method) score_grp() (statsmodels.discrete.conditional_models.ConditionalLogit method) score_hessian_factor() (statsmodels.othermod.betareg.BetaModel method) score_numdiff() (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) score_obs() (statsmodels.base.model.GenericLikelihoodModel method) (statsmodels.discrete.count_model.GenericZeroInflated method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoisson method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialP method) (statsmodels.discrete.count_model.ZeroInflatedPoisson method) (statsmodels.discrete.discrete_model.GeneralizedPoisson method) (statsmodels.discrete.discrete_model.Logit method) (statsmodels.discrete.discrete_model.MNLogit method) (statsmodels.discrete.discrete_model.NegativeBinomial method) (statsmodels.discrete.discrete_model.NegativeBinomialP method) (statsmodels.discrete.discrete_model.Poisson method) (statsmodels.discrete.discrete_model.Probit method) (statsmodels.discrete.truncated_model.TruncatedLFNegativeBinomialP method) (statsmodels.discrete.truncated_model.TruncatedLFPoisson method) (statsmodels.distributions.discrete.DiscretizedModel method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.LogitGam method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.miscmodels.count.PoissonGMLE method) (statsmodels.miscmodels.count.PoissonOffsetGMLE method) (statsmodels.miscmodels.count.PoissonZiGMLE method) (statsmodels.miscmodels.ordinal_model.OrderedModel method) (statsmodels.miscmodels.tmodel.TLinearModel method) (statsmodels.othermod.betareg.BetaModel method) (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) score_obs_() (statsmodels.miscmodels.ordinal_model.OrderedModel method) score_obsv (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.ResultMixin attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) score_residuals (statsmodels.duration.hazard_regression.PHRegResults attribute) score_residuals() (statsmodels.duration.hazard_regression.PHReg method) score_sqrt() (statsmodels.regression.mixed_linear_model.MixedLM method) score_test() (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.gam.generalized_additive_model.GLMGam method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) (statsmodels.genmod.generalized_linear_model.GLM method) (statsmodels.genmod.generalized_linear_model.GLMResults method) score_test_proportions_2indep() (in module statsmodels.stats.proportion) se (statsmodels.genmod.generalized_linear_model.PredictionResultsMean property) (statsmodels.regression.linear_model.PredictionResults property) se_cov() (in module statsmodels.stats.moment_helpers) (in module statsmodels.stats.sandwich_covariance) se_mean (statsmodels.genmod.generalized_linear_model.PredictionResultsMean property) (statsmodels.regression.linear_model.PredictionResults property) (statsmodels.tsa.base.prediction.PredictionResults property) (statsmodels.tsa.statespace.mlemodel.PredictionResults property) se_obs (statsmodels.regression.linear_model.PredictionResults property) season (statsmodels.tsa.holtwinters.HoltWintersResults property) seasonal (statsmodels.tsa.ar_model.AutoReg property) (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.ARDLOrderSelectionResults property) (statsmodels.tsa.ardl.UECM property) (statsmodels.tsa.seasonal.DecomposeResult property) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults property) seasonal_decompose() (in module statsmodels.tsa.seasonal) seasonalarparams (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) Seasonality (class in statsmodels.tsa.deterministic) seasonalmaparams (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) select_bandwidth() (in module statsmodels.nonparametric.bandwidths) select_coint_rank() (in module statsmodels.tsa.vector_ar.vecm) select_order() (in module statsmodels.tsa.vector_ar.vecm) (statsmodels.tsa.vector_ar.var_model.VAR method) select_penweight() (statsmodels.gam.generalized_additive_model.GLMGam method) select_penweight_kfold() (statsmodels.gam.generalized_additive_model.GLMGam method) selection (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.representation.Representation attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) Sem2SLS (class in statsmodels.sandbox.sysreg) sensitivity_params() (statsmodels.genmod.generalized_estimating_equations.GEEResults method) set_bounds() (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) set_conserve_memory() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) set_filter_method() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) set_filter_timing() (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) set_imputer() (statsmodels.imputation.mice.MICEData method) set_initialization_method() (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) set_inversion_method() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) set_null_options() (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.othermod.betareg.BetaResults method) set_param_names() (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) set_partition() (in module statsmodels.sandbox.stats.multicomp) set_remove_subs() (in module statsmodels.sandbox.stats.multicomp) set_smooth_method() (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) set_smoother_output() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) set_stability_method() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) setup() (statsmodels.tsa.statespace.structural.UnobservedComponents method) setup_nominal() (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) setup_ordinal() (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) sf (statsmodels.nonparametric.kde.KDEUnivariate attribute) sf() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) short_name (statsmodels.tsa.exponential_smoothing.ets.ETSModel property) show_versions() (in module statsmodels.tools.print_version) sig_test() (statsmodels.nonparametric.kernel_regression.KernelCensoredReg method) (statsmodels.nonparametric.kernel_regression.KernelReg method) sigma2 (statsmodels.tsa.forecasting.theta.ThetaModelResults property) sigma2() (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) sigma2_not_obsi (statsmodels.stats.outliers_influence.OLSInfluence attribute) sigma_u_mle (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) sign_test() (in module statsmodels.sandbox.descstats) (in module statsmodels.stats.descriptivestats) SimpleExpSmoothing (class in statsmodels.tsa.holtwinters) SimpleTable (class in statsmodels.iolib.table) simulate() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.holtwinters.HoltWintersResults method) (statsmodels.tsa.statespace.cfa_simulation_smoother.CFASimulationSmoother method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.kalman_filter.KalmanFilter method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoothResults method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAX method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) simulate_all (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoothResults property) simulate_disturbance (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoothResults property) simulate_power_equivalence_oneway() (in module statsmodels.stats.oneway) simulate_state (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoothResults property) simulate_var() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) simulated_measurement_disturbance (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoothResults property) simulated_state (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoothResults property) simulated_state_disturbance (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoothResults property) simulation_output (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoothResults property) simulation_outputs (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) simulation_smoother() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) SimulationSmoother (class in statsmodels.tsa.statespace.simulation_smoother) SimulationSmoothResults (class in statsmodels.tsa.statespace.simulation_smoother) simulator() (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) simultaneous_cb() (statsmodels.duration.survfunc.SurvfuncRight method) SingularMatrixWarning sirf_errband_mc() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) skewnorm2 (in module statsmodels.sandbox.distributions.extras) SkewNorm2_gen (class in statsmodels.sandbox.distributions.extras) SkewNorm_gen (class in statsmodels.sandbox.distributions.extras) SlicedAverageVarianceEstimation (class in statsmodels.regression.dimred) SlicedInverseReg (class in statsmodels.regression.dimred) smooth() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) smooth_alternative (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smooth_classical (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smooth_conventional (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smooth_method (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smooth_methods (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smooth_univariate (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smoothed_forecasts (statsmodels.tsa.statespace.kalman_filter.PredictionResults property) (statsmodels.tsa.statespace.kalman_smoother.SmootherResults property) smoothed_forecasts_error (statsmodels.tsa.statespace.kalman_smoother.SmootherResults property) smoothed_forecasts_error_cov (statsmodels.tsa.statespace.kalman_filter.PredictionResults property) (statsmodels.tsa.statespace.kalman_smoother.SmootherResults property) smoothed_signal (statsmodels.tsa.statespace.kalman_filter.PredictionResults property) smoothed_signal_cov (statsmodels.tsa.statespace.kalman_filter.PredictionResults property) smoothed_state_autocovariance() (statsmodels.tsa.statespace.kalman_smoother.SmootherResults method) smoothed_state_gain() (statsmodels.tsa.statespace.kalman_smoother.SmootherResults method) smoother_all (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smoother_attributes (statsmodels.tsa.statespace.kalman_filter.PredictionResults attribute) smoother_disturbance (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smoother_disturbance_cov (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smoother_output (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smoother_outputs (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smoother_state (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smoother_state_autocov (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) smoother_state_cov (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) SmootherResults (class in statsmodels.tsa.statespace.kalman_smoother) solve() (statsmodels.stats.correlation_tools.FactoredPSDMatrix method) solve_cholesky (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) solve_lu (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) solve_power() (statsmodels.stats.power.FTestAnovaPower method) (statsmodels.stats.power.FTestPower method) (statsmodels.stats.power.GofChisquarePower method) (statsmodels.stats.power.NormalIndPower method) (statsmodels.stats.power.TTestIndPower method) (statsmodels.stats.power.TTestPower method) sort() (statsmodels.iolib.table.SimpleTable method) sorted_data (statsmodels.graphics.gofplots.ProbPlot attribute) spd() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) spddirect() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) spdmapoly() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) spdpoly() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) spdroots() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) spdshift() (statsmodels.sandbox.tsa.fftarma.ArmaFft method) spearmans_rho() (statsmodels.distributions.copula.api.StudentTCopula method) spec_hausman() (statsmodels.sandbox.regression.gmm.IVRegressionResults method) spec_white() (in module statsmodels.stats.diagnostic) SpecificationWarning split_centered_resid (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) split_resid (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) SquareFunc (class in statsmodels.sandbox.distributions.transformed) squarefunc() (statsmodels.sandbox.distributions.transformed.SquareFunc method) squarenormalg (in module statsmodels.sandbox.distributions.transformed) SquareTable (class in statsmodels.stats.contingency_tables) squaretg (in module statsmodels.sandbox.distributions.transformed) sresid (statsmodels.robust.robust_linear_model.RLMResults attribute) sse (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.holtwinters.HoltWintersResults property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) ssr (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVGMMResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) stability_force_symmetry (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) stability_method (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) stability_methods (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) stacksquare() (statsmodels.tsa.varma_process.VarmaPoly method) standard_errors (statsmodels.duration.hazard_regression.PHRegResults attribute) standard_errors() (statsmodels.genmod.generalized_estimating_equations.GEEResults method) standardized_forecasts_error (statsmodels.tsa.statespace.kalman_filter.FilterResults property) (statsmodels.tsa.statespace.kalman_filter.PredictionResults property) (statsmodels.tsa.statespace.kalman_smoother.SmootherResults property) standardized_resids (statsmodels.stats.contingency_tables.SquareTable attribute) (statsmodels.stats.contingency_tables.Table attribute) (statsmodels.stats.contingency_tables.Table2x2 attribute) start_params (statsmodels.miscmodels.ordinal_model.OrderedModel property) (statsmodels.regression.recursive_ls.RecursiveLS property) (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.exponential_smoothing.ets.ETSModel property) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression property) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor property) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ property) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing property) (statsmodels.tsa.statespace.mlemodel.MLEModel property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) (statsmodels.tsa.statespace.structural.UnobservedComponents property) (statsmodels.tsa.statespace.varmax.VARMAX property) start_weights() (statsmodels.sandbox.regression.gmm.GMM method) (statsmodels.sandbox.regression.gmm.IVGMM method) (statsmodels.sandbox.regression.gmm.LinearIVGMM method) (statsmodels.sandbox.regression.gmm.NonlinearIVGMM method) starting_mu() (statsmodels.genmod.families.family.Binomial method) (statsmodels.genmod.families.family.Family method) (statsmodels.genmod.families.family.Gamma method) (statsmodels.genmod.families.family.Gaussian method) (statsmodels.genmod.families.family.InverseGaussian method) (statsmodels.genmod.families.family.NegativeBinomial method) (statsmodels.genmod.families.family.Poisson method) (statsmodels.genmod.families.family.Tweedie method) stat (statsmodels.tsa.ardl.BoundsTestResult attribute) state_cov (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.representation.Representation attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) state_intercept (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.representation.Representation attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) state_names (statsmodels.regression.recursive_ls.RecursiveLS property) (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.exponential_smoothing.ets.ETSModel property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor property) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ property) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing property) (statsmodels.tsa.statespace.mlemodel.MLEModel property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) (statsmodels.tsa.statespace.structural.UnobservedComponents property) (statsmodels.tsa.statespace.varmax.VARMAX property) states (statsmodels.regression.recursive_ls.RecursiveLSResults property) (statsmodels.tsa.arima.model.ARIMAResults property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults property) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults property) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults property) (statsmodels.tsa.statespace.mlemodel.MLEResults property) (statsmodels.tsa.statespace.sarimax.SARIMAXResults property) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults property) (statsmodels.tsa.statespace.varmax.VARMAXResults property) stats() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) (statsmodels.stats.knockoff_regeffects.CorrelationEffects method) (statsmodels.stats.knockoff_regeffects.ForwardEffects method) (statsmodels.stats.knockoff_regeffects.OLSEffects method) (statsmodels.stats.knockoff_regeffects.RegModelEffects method) statsmodels module statsmodels.base.distributed_estimation module statsmodels.base.model module statsmodels.base.optimizer module statsmodels.discrete.conditional_models module statsmodels.discrete.count_model module statsmodels.discrete.discrete_model module statsmodels.discrete.truncated_model module statsmodels.distributions.copula.api module statsmodels.distributions.discrete module statsmodels.distributions.empirical_distribution module statsmodels.duration module statsmodels.duration.hazard_regression module statsmodels.duration.survfunc module statsmodels.emplike module statsmodels.gam.generalized_additive_model module statsmodels.gam.smooth_basis module statsmodels.genmod.bayes_mixed_glm module statsmodels.genmod.cov_struct module statsmodels.genmod.families.family module, [1] statsmodels.genmod.families.links module statsmodels.genmod.families.varfuncs module statsmodels.genmod.generalized_estimating_equations module statsmodels.genmod.generalized_linear_model module statsmodels.genmod.qif module statsmodels.graphics module statsmodels.imputation.mice module statsmodels.iolib module statsmodels.miscmodels module statsmodels.miscmodels.count module statsmodels.miscmodels.ordinal_model module statsmodels.miscmodels.tmodel module statsmodels.multivariate module statsmodels.multivariate.pca module statsmodels.nonparametric module statsmodels.othermod module statsmodels.othermod.betareg module statsmodels.regression.dimred module statsmodels.regression.linear_model module statsmodels.regression.mixed_linear_model module statsmodels.regression.process_regression module statsmodels.regression.quantile_regression module statsmodels.regression.recursive_ls module statsmodels.regression.rolling module statsmodels.rlm module statsmodels.robust module statsmodels.robust.norms module statsmodels.robust.robust_linear_model module statsmodels.robust.scale module statsmodels.sandbox module statsmodels.sandbox.distributions module statsmodels.sandbox.distributions.extras module statsmodels.sandbox.distributions.transformed module statsmodels.sandbox.regression module statsmodels.sandbox.regression.anova_nistcertified module statsmodels.sandbox.regression.gmm module statsmodels.sandbox.stats.multicomp module statsmodels.sandbox.stats.runs module statsmodels.sandbox.sysreg module statsmodels.sandbox.tools.tools_tsa module statsmodels.sandbox.tsa module statsmodels.stats module statsmodels.stats.anova module statsmodels.stats.contingency_tables module statsmodels.stats.contrast module statsmodels.stats.correlation_tools module statsmodels.stats.descriptivestats module statsmodels.stats.diagnostic module statsmodels.stats.dist_dependence_measures module statsmodels.stats.gof module statsmodels.stats.inter_rater module statsmodels.stats.knockoff_regeffects module statsmodels.stats.mediation module statsmodels.stats.meta_analysis module statsmodels.stats.moment_helpers module statsmodels.stats.multicomp module statsmodels.stats.multitest module statsmodels.stats.multivariate module statsmodels.stats.oaxaca module statsmodels.stats.oneway module statsmodels.stats.outliers_influence module statsmodels.stats.power module statsmodels.stats.proportion module statsmodels.stats.rates module statsmodels.stats.robust_compare module statsmodels.stats.stattools module statsmodels.stats.weightstats module statsmodels.tools module statsmodels.tools.rng_qrng module statsmodels.tools.sm_exceptions module statsmodels.treatment module statsmodels.tsa module statsmodels.tsa.base.prediction module statsmodels.tsa.forecasting module statsmodels.tsa.forecasting.stl module statsmodels.tsa.forecasting.theta module statsmodels.tsa.statespace module statsmodels.tsa.vector_ar module statsmodels.tsa.vector_ar.svar_model module statsmodels.tsa.vector_ar.var_model module std (statsmodels.stats.weightstats.DescrStatsW attribute) std() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.duration.hazard_regression.rv_discrete_float method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) std_ddof() (statsmodels.stats.weightstats.DescrStatsW method) std_mean (statsmodels.stats.weightstats.DescrStatsW attribute) std_mean_trimmed (statsmodels.stats.robust_compare.TrimmedMean property) std_mean_winsorized (statsmodels.stats.robust_compare.TrimmedMean property) std_meandiff_pooledvar (statsmodels.stats.weightstats.CompareMeans attribute) std_meandiff_separatevar (statsmodels.stats.weightstats.CompareMeans attribute) stde() (in module statsmodels.tools.eval_measures) stderr (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) stderr() (statsmodels.tsa.vector_ar.irf.IRAnalysis method) stderr_alpha (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) stderr_beta (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) stderr_coint (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) stderr_det_coef (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) stderr_det_coef_coint (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) stderr_dt (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) stderr_endog_lagged (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) stderr_gamma (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) stderr_params (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) StepDown (class in statsmodels.sandbox.stats.multicomp) stepdown() (statsmodels.sandbox.stats.multicomp.StepDown method) StepFunction (class in statsmodels.distributions.empirical_distribution) STL (class in statsmodels.tsa.seasonal) stl (statsmodels.tsa.forecasting.stl.STLForecastResults property) STLForecast (class in statsmodels.tsa.forecasting.stl) STLForecastResults (class in statsmodels.tsa.forecasting.stl) StratifiedTable (class in statsmodels.stats.contingency_tables) StudentTCopula (class in statsmodels.distributions.copula.api) sum (statsmodels.stats.weightstats.DescrStatsW attribute) sum_weights (statsmodels.stats.weightstats.DescrStatsW attribute) Summary (class in statsmodels.iolib.summary) (class in statsmodels.iolib.summary2) summary() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.elastic_net.RegularizedResults method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.base.model.Results method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.duration.survfunc.SurvfuncRight method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.bayes_mixed_glm.BayesMixedGLMResults method) (statsmodels.genmod.cov_struct.Autoregressive method) (statsmodels.genmod.cov_struct.CovStruct method) (statsmodels.genmod.cov_struct.Exchangeable method) (statsmodels.genmod.cov_struct.GlobalOddsRatio method) (statsmodels.genmod.cov_struct.Independence method) (statsmodels.genmod.cov_struct.Nested method) (statsmodels.genmod.generalized_estimating_equations.GEEMargins method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.multivariate.factor.FactorResults method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.multivariate.multivariate_ols.MultivariateTestResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.dimred.DimReductionResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.sandbox.stats.multicomp.TukeyHSDResults method) (statsmodels.stats.contingency_tables.SquareTable method) (statsmodels.stats.contingency_tables.StratifiedTable method) (statsmodels.stats.contingency_tables.Table2x2 method) (statsmodels.stats.contrast.ContrastResults method) (statsmodels.stats.descriptivestats.Description method) (statsmodels.stats.mediation.MediationResults method) (statsmodels.stats.multitest.RegressionFDR method) (statsmodels.stats.nonparametric.RankCompareResult method) (statsmodels.stats.oaxaca.OaxacaResults method) (statsmodels.stats.weightstats.CompareMeans method) (statsmodels.treatment.treatment_effects.TreatmentEffectResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.forecasting.stl.STLForecastResults method) (statsmodels.tsa.forecasting.theta.ThetaModelResults method) (statsmodels.tsa.holtwinters.HoltWintersResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.news.NewsResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) (statsmodels.tsa.vector_ar.hypothesis_test_results.CausalityTestResults method) (statsmodels.tsa.vector_ar.hypothesis_test_results.HypothesisTestResults method) (statsmodels.tsa.vector_ar.hypothesis_test_results.NormalityTestResults method) (statsmodels.tsa.vector_ar.hypothesis_test_results.WhitenessTestResults method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.FEVD method) (statsmodels.tsa.vector_ar.var_model.LagOrderResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) (statsmodels.tsa.vector_ar.vecm.CointRankResults method) (statsmodels.tsa.vector_ar.vecm.VECMResults method) summary2() (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) summary_array() (statsmodels.stats.meta_analysis.CombineResults method) summary_details() (statsmodels.tsa.statespace.news.NewsResults method) summary_frame (statsmodels.multivariate.multivariate_ols.MultivariateTestResults property) summary_frame() (statsmodels.genmod.generalized_estimating_equations.GEEMargins method) (statsmodels.genmod.generalized_linear_model.PredictionResultsMean method) (statsmodels.regression.linear_model.PredictionResults method) (statsmodels.sandbox.stats.multicomp.TukeyHSDResults method) (statsmodels.stats.contrast.ContrastResults method) (statsmodels.stats.meta_analysis.CombineResults method) (statsmodels.stats.outliers_influence.GLMInfluence method) (statsmodels.stats.outliers_influence.MLEInfluence method) (statsmodels.stats.outliers_influence.OLSInfluence method) (statsmodels.treatment.treatment_effects.TreatmentEffectResults method) (statsmodels.tsa.base.prediction.PredictionResults method) (statsmodels.tsa.statespace.mlemodel.PredictionResults method) summary_impacts() (statsmodels.tsa.statespace.news.NewsResults method) summary_news() (statsmodels.tsa.statespace.news.NewsResults method) summary_revisions() (statsmodels.tsa.statespace.news.NewsResults method) summary_table() (statsmodels.stats.outliers_influence.OLSInfluence method) sumsquares (statsmodels.stats.weightstats.DescrStatsW attribute) support() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) SUR (class in statsmodels.sandbox.sysreg) SurvfuncRight (class in statsmodels.duration.survfunc) SVAR (class in statsmodels.tsa.vector_ar.svar_model) svar_ma_rep() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) SVARProcess (class in statsmodels.tsa.vector_ar.svar_model) SVARResults (class in statsmodels.tsa.vector_ar.svar_model) symmetry() (statsmodels.stats.contingency_tables.SquareTable method) (statsmodels.stats.contingency_tables.Table2x2 method) symmetry_bowker() (in module statsmodels.sandbox.stats.runs) T t_test() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.generalized_linear_model.PredictionResultsMean method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.base.prediction.PredictionResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.mlemodel.PredictionResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) t_test_pairwise() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) Table (class in statsmodels.stats.contingency_tables) Table2x2 (class in statsmodels.stats.contingency_tables) target_rotation() (in module statsmodels.multivariate.factor_rotation) tau() (statsmodels.distributions.copula.api.ClaytonCopula method) (statsmodels.distributions.copula.api.FrankCopula method) (statsmodels.distributions.copula.api.GaussianCopula method) (statsmodels.distributions.copula.api.GumbelCopula method) (statsmodels.distributions.copula.api.IndependenceCopula method) (statsmodels.distributions.copula.api.StudentTCopula method) tau_simulated() (statsmodels.distributions.copula.api.ArchimedeanCopula method) (statsmodels.distributions.copula.api.ClaytonCopula method) (statsmodels.distributions.copula.api.ExtremeValueCopula method) (statsmodels.distributions.copula.api.FrankCopula method) (statsmodels.distributions.copula.api.GaussianCopula method) (statsmodels.distributions.copula.api.GumbelCopula method) (statsmodels.distributions.copula.api.IndependenceCopula method) (statsmodels.distributions.copula.api.StudentTCopula method) tconfint_diff() (statsmodels.stats.weightstats.CompareMeans method) tconfint_mean() (statsmodels.stats.weightstats.DescrStatsW method) terms (statsmodels.tsa.deterministic.DeterministicProcess property) test() (in module statsmodels.__init__) test_causality() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) test_corr() (statsmodels.emplike.descriptive.DescStatMV method) test_cov() (in module statsmodels.stats.multivariate) test_cov_blockdiagonal() (in module statsmodels.stats.multivariate) test_cov_diagonal() (in module statsmodels.stats.multivariate) test_cov_oneway() (in module statsmodels.stats.multivariate) test_cov_spherical() (in module statsmodels.stats.multivariate) test_equal_odds() (statsmodels.stats.contingency_tables.StratifiedTable method) test_granger_causality() (statsmodels.tsa.vector_ar.vecm.VECMResults method) test_heteroskedasticity() (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) test_homogeneity() (statsmodels.stats.meta_analysis.CombineResults method) test_inst_causality() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) (statsmodels.tsa.vector_ar.vecm.VECMResults method) test_joint_skew_kurt() (statsmodels.emplike.descriptive.DescStatUV method) test_kurt() (statsmodels.emplike.descriptive.DescStatUV method) test_mean() (statsmodels.emplike.descriptive.DescStatUV method) test_mvmean() (in module statsmodels.stats.multivariate) test_mvmean_2indep() (in module statsmodels.stats.multivariate) test_nominal_association() (statsmodels.stats.contingency_tables.SquareTable method) (statsmodels.stats.contingency_tables.Table method) (statsmodels.stats.contingency_tables.Table2x2 method) test_normality() (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) (statsmodels.tsa.vector_ar.vecm.VECMResults method) test_null_odds() (statsmodels.stats.contingency_tables.StratifiedTable method) test_ordinal_association() (statsmodels.stats.contingency_tables.SquareTable method) (statsmodels.stats.contingency_tables.Table method) (statsmodels.stats.contingency_tables.Table2x2 method) test_poisson() (in module statsmodels.stats.rates) test_poisson_2indep() (in module statsmodels.stats.rates) test_prob_superior() (statsmodels.stats.nonparametric.RankCompareResult method) test_proportions_2indep() (in module statsmodels.stats.proportion) test_scale_oneway() (in module statsmodels.stats.oneway) test_serial_correlation() (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) test_significance() (statsmodels.gam.generalized_additive_model.GLMGamResults method) test_skew() (statsmodels.emplike.descriptive.DescStatUV method) test_var() (statsmodels.emplike.descriptive.DescStatUV method) test_whiteness() (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARResults method) (statsmodels.tsa.vector_ar.vecm.VECMResults method) theoretical_percentiles (statsmodels.graphics.gofplots.ProbPlot attribute) theoretical_quantiles (statsmodels.graphics.gofplots.ProbPlot attribute) theta_from_tau() (statsmodels.distributions.copula.api.ClaytonCopula method) (statsmodels.distributions.copula.api.FrankCopula method) (statsmodels.distributions.copula.api.GumbelCopula method) ThetaModel (class in statsmodels.tsa.forecasting.theta) ThetaModelResults (class in statsmodels.tsa.forecasting.theta) three_fold() (statsmodels.stats.oaxaca.OaxacaBlinder method) threshold() (statsmodels.stats.multitest.RegressionFDR method) tiecorrect() (in module statsmodels.sandbox.stats.multicomp) time_invariant (statsmodels.tsa.statespace.kalman_filter.KalmanFilter property) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother property) (statsmodels.tsa.statespace.representation.Representation property) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother property) TimeTrend (class in statsmodels.tsa.deterministic) TimeTrendDeterministicTerm (class in statsmodels.tsa.deterministic) timing_init_filtered (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) timing_init_predicted (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) timing_options (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) TLinearModel (class in statsmodels.miscmodels.tmodel) to_matrix() (statsmodels.stats.correlation_tools.FactoredPSDMatrix method) to_table() (in module statsmodels.stats.inter_rater) to_vecm() (statsmodels.tsa.vector_ar.svar_model.SVARProcess method) (statsmodels.tsa.vector_ar.svar_model.SVARResults method) (statsmodels.tsa.vector_ar.var_model.VARProcess method) (statsmodels.tsa.vector_ar.var_model.VARResults method) tolerance (statsmodels.regression.recursive_ls.RecursiveLS property) (statsmodels.tsa.arima.model.ARIMA property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor property) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ property) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing property) (statsmodels.tsa.statespace.mlemodel.MLEModel property) (statsmodels.tsa.statespace.news.NewsResults property) (statsmodels.tsa.statespace.sarimax.SARIMAX property) (statsmodels.tsa.statespace.structural.UnobservedComponents property) (statsmodels.tsa.statespace.varmax.VARMAX property) tolerance_int_poisson() (in module statsmodels.stats.rates) tost_poisson_2indep() (in module statsmodels.stats.rates) tost_prob_superior() (statsmodels.stats.nonparametric.RankCompareResult method) tost_proportions_2indep() (in module statsmodels.stats.proportion) trace_stat (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) trace_stat_crit_vals (statsmodels.tsa.vector_ar.vecm.JohansenTestResult property) Transf_gen (class in statsmodels.sandbox.distributions.transformed) transform() (statsmodels.gam.smooth_basis.BSplines method) (statsmodels.gam.smooth_basis.CyclicCubicSplines method) transform_jacobian() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) transform_params() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) transform_reverse_threshold_params() (statsmodels.miscmodels.ordinal_model.OrderedModel method) transform_threshold_params() (statsmodels.miscmodels.ordinal_model.OrderedModel method) TransfTwo_gen (class in statsmodels.sandbox.distributions.transformed) transition (statsmodels.tsa.statespace.kalman_filter.KalmanFilter attribute) (statsmodels.tsa.statespace.kalman_smoother.KalmanSmoother attribute) (statsmodels.tsa.statespace.representation.Representation attribute) (statsmodels.tsa.statespace.simulation_smoother.SimulationSmoother attribute) TreatmentEffect (class in statsmodels.treatment.treatment_effects) TreatmentEffectResults (class in statsmodels.treatment.treatment_effects) trend (statsmodels.tsa.ar_model.AutoReg property) (statsmodels.tsa.ardl.ARDL property) (statsmodels.tsa.ardl.ARDLOrderSelectionResults property) (statsmodels.tsa.ardl.UECM property) (statsmodels.tsa.holtwinters.HoltWintersResults property) (statsmodels.tsa.seasonal.DecomposeResult property) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults property) trim_mean() (in module statsmodels.stats.robust_compare) trimboth() (in module statsmodels.stats.robust_compare) TrimmedMean (class in statsmodels.robust.norms) (class in statsmodels.stats.robust_compare) TruncatedLFNegativeBinomialP (class in statsmodels.discrete.truncated_model) TruncatedLFPoisson (class in statsmodels.discrete.truncated_model) TruncatedLFPoissonResults (class in statsmodels.discrete.truncated_model) TruncatedNegativeBinomialResults (class in statsmodels.discrete.truncated_model) tt_ind_solve_power() (in module statsmodels.stats.power) tt_solve_power() (in module statsmodels.stats.power) ttest_ind() (in module statsmodels.stats.weightstats) (statsmodels.stats.weightstats.CompareMeans method) ttest_mean() (statsmodels.stats.robust_compare.TrimmedMean method) (statsmodels.stats.weightstats.DescrStatsW method) TTestIndPower (class in statsmodels.stats.power) TTestPower (class in statsmodels.stats.power) ttost_ind() (in module statsmodels.stats.weightstats) (statsmodels.stats.weightstats.CompareMeans method) ttost_mean() (statsmodels.stats.weightstats.DescrStatsW method) ttost_paired() (in module statsmodels.stats.weightstats) TukeyBiweight (class in statsmodels.robust.norms) tukeyhsd() (statsmodels.sandbox.stats.multicomp.MultiComparison method) TukeyHSDResults (class in statsmodels.sandbox.stats.multicomp) tvalues (statsmodels.base.distributed_estimation.DistributedResults attribute) (statsmodels.base.model.GenericLikelihoodModelResults attribute) (statsmodels.base.model.LikelihoodModelResults attribute) (statsmodels.discrete.conditional_models.ConditionalResults attribute) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults attribute) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults attribute) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults attribute) (statsmodels.discrete.discrete_model.BinaryResults attribute) (statsmodels.discrete.discrete_model.CountResults attribute) (statsmodels.discrete.discrete_model.DiscreteResults attribute) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults attribute) (statsmodels.discrete.discrete_model.LogitResults attribute) (statsmodels.discrete.discrete_model.MultinomialResults attribute) (statsmodels.discrete.discrete_model.NegativeBinomialResults attribute) (statsmodels.discrete.discrete_model.ProbitResults attribute) (statsmodels.discrete.truncated_model.HurdleCountResults attribute) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults attribute) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults attribute) (statsmodels.duration.hazard_regression.PHRegResults attribute) (statsmodels.gam.generalized_additive_model.GLMGamResults attribute) (statsmodels.genmod.generalized_estimating_equations.GEEMargins attribute) (statsmodels.genmod.generalized_estimating_equations.GEEResults attribute) (statsmodels.genmod.generalized_linear_model.GLMResults attribute) (statsmodels.genmod.generalized_linear_model.PredictionResultsMean property) (statsmodels.genmod.qif.QIFResults attribute) (statsmodels.miscmodels.ordinal_model.OrderedResults attribute) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults attribute) (statsmodels.othermod.betareg.BetaResults attribute) (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.mixed_linear_model.MixedLMResults attribute) (statsmodels.regression.process_regression.ProcessMLEResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.robust.robust_linear_model.RLMResults attribute) (statsmodels.sandbox.regression.gmm.GMMResults attribute) (statsmodels.sandbox.regression.gmm.IVGMMResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) (statsmodels.tsa.ar_model.AutoRegResults attribute) (statsmodels.tsa.ardl.ARDLResults attribute) (statsmodels.tsa.ardl.UECMResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.base.prediction.PredictionResults property) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.mlemodel.PredictionResults property) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute) (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) tvalues_alpha (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) tvalues_beta (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) tvalues_det_coef (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) tvalues_det_coef_coint (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) tvalues_dt (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) tvalues_endog_lagged (statsmodels.tsa.vector_ar.svar_model.SVARResults attribute) (statsmodels.tsa.vector_ar.var_model.VARResults attribute) tvalues_gamma (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) Tweedie (class in statsmodels.genmod.families.family) two_fold() (statsmodels.stats.oaxaca.OaxacaBlinder method) U UECM (class in statsmodels.tsa.ardl) UECMResults (class in statsmodels.tsa.ardl) uncentered_tss (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) unconstrain_stationary_multivariate() (in module statsmodels.tsa.statespace.tools) unconstrain_stationary_univariate() (in module statsmodels.tsa.statespace.tools) uniq_stderr (statsmodels.multivariate.factor.FactorResults attribute) UnobservedComponents (class in statsmodels.tsa.statespace.structural) UnobservedComponentsResults (class in statsmodels.tsa.statespace.structural) unpack() (statsmodels.regression.process_regression.ProcessMLE method) unsqueeze() (in module statsmodels.tools.tools) untransform_params() (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.regime_switching.markov_autoregression.MarkovAutoregression method) (statsmodels.tsa.regime_switching.markov_regression.MarkovRegression method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) update() (statsmodels.genmod.cov_struct.Autoregressive method) (statsmodels.genmod.cov_struct.CovStruct method) (statsmodels.genmod.cov_struct.Exchangeable method) (statsmodels.genmod.cov_struct.GlobalOddsRatio method) (statsmodels.genmod.cov_struct.Independence method) (statsmodels.genmod.cov_struct.Nested method) (statsmodels.imputation.bayes_mi.BayesGaussMI method) (statsmodels.imputation.mice.MICEData method) (statsmodels.regression.recursive_ls.RecursiveLS method) (statsmodels.tsa.arima.model.ARIMA method) (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactor method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQ method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothing method) (statsmodels.tsa.statespace.mlemodel.MLEModel method) (statsmodels.tsa.statespace.sarimax.SARIMAX method) (statsmodels.tsa.statespace.structural.UnobservedComponents method) (statsmodels.tsa.statespace.varmax.VARMAX method) update_all() (statsmodels.imputation.mice.MICEData method) update_cached_means() (statsmodels.genmod.generalized_estimating_equations.GEE method) (statsmodels.genmod.generalized_estimating_equations.NominalGEE method) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE method) update_cov() (statsmodels.imputation.bayes_mi.BayesGaussMI method) update_data() (statsmodels.imputation.bayes_mi.BayesGaussMI method) update_filter() (statsmodels.tsa.statespace.kalman_filter.FilterResults method) (statsmodels.tsa.statespace.kalman_filter.PredictionResults method) (statsmodels.tsa.statespace.kalman_smoother.SmootherResults method) update_mean() (statsmodels.imputation.bayes_mi.BayesGaussMI method) update_representation() (statsmodels.tsa.statespace.kalman_filter.FilterResults method) (statsmodels.tsa.statespace.kalman_filter.PredictionResults method) (statsmodels.tsa.statespace.kalman_smoother.SmootherResults method) (statsmodels.tsa.statespace.representation.FrozenRepresentation method) update_smoother() (statsmodels.tsa.statespace.kalman_smoother.SmootherResults method) use_internal_loglike() (statsmodels.tsa.exponential_smoothing.ets.ETSModel method) use_t (statsmodels.base.distributed_estimation.DistributedResults property) (statsmodels.base.model.GenericLikelihoodModelResults property) (statsmodels.base.model.LikelihoodModelResults property) (statsmodels.discrete.conditional_models.ConditionalResults property) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults property) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults property) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults property) (statsmodels.discrete.discrete_model.BinaryResults property) (statsmodels.discrete.discrete_model.CountResults property) (statsmodels.discrete.discrete_model.DiscreteResults property) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults property) (statsmodels.discrete.discrete_model.LogitResults property) (statsmodels.discrete.discrete_model.MultinomialResults property) (statsmodels.discrete.discrete_model.NegativeBinomialResults property) (statsmodels.discrete.discrete_model.ProbitResults property) (statsmodels.discrete.truncated_model.HurdleCountResults property) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults property) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults property) (statsmodels.duration.hazard_regression.PHRegResults property) (statsmodels.gam.generalized_additive_model.GLMGamResults property) (statsmodels.genmod.generalized_estimating_equations.GEEResults property) (statsmodels.genmod.generalized_linear_model.GLMResults property) (statsmodels.genmod.qif.QIFResults property) (statsmodels.miscmodels.ordinal_model.OrderedResults property) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults property) (statsmodels.othermod.betareg.BetaResults property) (statsmodels.regression.linear_model.OLSResults property) (statsmodels.regression.linear_model.RegressionResults property) (statsmodels.regression.mixed_linear_model.MixedLMResults property) (statsmodels.regression.process_regression.ProcessMLEResults property) (statsmodels.regression.quantile_regression.QuantRegResults property) (statsmodels.regression.recursive_ls.RecursiveLSResults property) (statsmodels.regression.rolling.RollingRegressionResults attribute) (statsmodels.robust.robust_linear_model.RLMResults property) (statsmodels.sandbox.regression.gmm.GMMResults attribute) (statsmodels.sandbox.regression.gmm.IVGMMResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults property) (statsmodels.tsa.ar_model.AutoRegResults property) (statsmodels.tsa.ardl.ARDLResults property) (statsmodels.tsa.ardl.UECMResults property) (statsmodels.tsa.arima.model.ARIMAResults property) (statsmodels.tsa.exponential_smoothing.ets.ETSResults property) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults property) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults property) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults property) (statsmodels.tsa.statespace.mlemodel.MLEResults property) (statsmodels.tsa.statespace.sarimax.SARIMAXResults property) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults property) (statsmodels.tsa.statespace.varmax.VARMAXResults property) use_test (statsmodels.tsa.forecasting.theta.ThetaModel property) V valid (statsmodels.genmod.families.family.Binomial attribute) (statsmodels.genmod.families.family.Family attribute) (statsmodels.genmod.families.family.Gamma attribute) (statsmodels.genmod.families.family.Gaussian attribute) (statsmodels.genmod.families.family.InverseGaussian attribute) (statsmodels.genmod.families.family.NegativeBinomial attribute) (statsmodels.genmod.families.family.Poisson attribute) (statsmodels.genmod.families.family.Tweedie attribute) validate_matrix_shape() (in module statsmodels.tsa.statespace.tools) validate_vector_shape() (in module statsmodels.tsa.statespace.tools) ValueWarning VAR (class in statsmodels.tsa.vector_ar.var_model) var (statsmodels.stats.weightstats.DescrStatsW attribute) var() (statsmodels.distributions.discrete.DiscretizedCount method) (statsmodels.duration.hazard_regression.rv_discrete_float method) (statsmodels.sandbox.distributions.extras.ACSkewT_gen method) (statsmodels.sandbox.distributions.extras.NormExpan_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm2_gen method) (statsmodels.sandbox.distributions.extras.SkewNorm_gen method) (statsmodels.sandbox.distributions.transformed.ExpTransf_gen method) (statsmodels.sandbox.distributions.transformed.LogTransf_gen method) (statsmodels.sandbox.distributions.transformed.Transf_gen method) (statsmodels.sandbox.distributions.transformed.TransfTwo_gen method) var_ddof() (statsmodels.stats.weightstats.DescrStatsW method) var_pred_mean (statsmodels.genmod.generalized_linear_model.PredictionResultsMean property) (statsmodels.regression.linear_model.PredictionResults property) (statsmodels.tsa.base.prediction.PredictionResults property) (statsmodels.tsa.statespace.mlemodel.PredictionResults property) var_rep (statsmodels.tsa.vector_ar.vecm.VECMResults attribute) var_weights_name (statsmodels.gam.generalized_additive_model.GLMGam property) (statsmodels.genmod.generalized_estimating_equations.GEE property) (statsmodels.genmod.generalized_estimating_equations.NominalGEE property) (statsmodels.genmod.generalized_estimating_equations.OrdinalGEE property) (statsmodels.genmod.generalized_linear_model.GLM property) var_winsorized (statsmodels.stats.robust_compare.TrimmedMean property) varcorrection_pairs_unbalanced() (in module statsmodels.sandbox.stats.multicomp) varcorrection_pairs_unequal() (in module statsmodels.sandbox.stats.multicomp) varcorrection_unbalanced() (in module statsmodels.sandbox.stats.multicomp) varcorrection_unequal() (in module statsmodels.sandbox.stats.multicomp) vare() (in module statsmodels.tools.eval_measures) variance (statsmodels.genmod.families.family.Binomial attribute) (statsmodels.genmod.families.family.Gamma attribute) (statsmodels.genmod.families.family.Gaussian attribute) (statsmodels.genmod.families.family.InverseGaussian attribute) (statsmodels.genmod.families.family.NegativeBinomial attribute) (statsmodels.genmod.families.family.Poisson attribute) (statsmodels.genmod.families.family.Tweedie attribute) variance() (statsmodels.stats.oaxaca.OaxacaBlinder method) variance_inflation_factor() (in module statsmodels.stats.outliers_influence) VarianceFunction (class in statsmodels.genmod.families.varfuncs) VarmaPoly (class in statsmodels.tsa.varma_process) VARMAX (class in statsmodels.tsa.statespace.varmax) VARMAXResults (class in statsmodels.tsa.statespace.varmax) VARProcess (class in statsmodels.tsa.vector_ar.var_model) VARResults (class in statsmodels.tsa.vector_ar.var_model) vb_elbo() (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM method) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM method) vb_elbo_base() (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM method) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM method) vb_elbo_grad() (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM method) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM method) vb_elbo_grad_base() (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM method) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM method) VECM (class in statsmodels.tsa.vector_ar.vecm) VECMResults (class in statsmodels.tsa.vector_ar.vecm) verbose (statsmodels.genmod.bayes_mixed_glm.BinomialBayesMixedGLM attribute) (statsmodels.genmod.bayes_mixed_glm.PoissonBayesMixedGLM attribute) violinplot() (in module statsmodels.graphics.boxplots) vstack() (statsmodels.tsa.varma_process.VarmaPoly method) vstackarma_minus1() (statsmodels.tsa.varma_process.VarmaPoly method) W wald_test() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) wald_test_terms() (statsmodels.base.distributed_estimation.DistributedResults method) (statsmodels.base.model.GenericLikelihoodModelResults method) (statsmodels.base.model.LikelihoodModelResults method) (statsmodels.discrete.conditional_models.ConditionalResults method) (statsmodels.discrete.count_model.ZeroInflatedGeneralizedPoissonResults method) (statsmodels.discrete.count_model.ZeroInflatedNegativeBinomialResults method) (statsmodels.discrete.count_model.ZeroInflatedPoissonResults method) (statsmodels.discrete.discrete_model.BinaryResults method) (statsmodels.discrete.discrete_model.CountResults method) (statsmodels.discrete.discrete_model.DiscreteResults method) (statsmodels.discrete.discrete_model.GeneralizedPoissonResults method) (statsmodels.discrete.discrete_model.LogitResults method) (statsmodels.discrete.discrete_model.MultinomialResults method) (statsmodels.discrete.discrete_model.NegativeBinomialResults method) (statsmodels.discrete.discrete_model.ProbitResults method) (statsmodels.discrete.truncated_model.HurdleCountResults method) (statsmodels.discrete.truncated_model.TruncatedLFPoissonResults method) (statsmodels.discrete.truncated_model.TruncatedNegativeBinomialResults method) (statsmodels.duration.hazard_regression.PHRegResults method) (statsmodels.gam.generalized_additive_model.GLMGamResults method) (statsmodels.genmod.generalized_estimating_equations.GEEResults method) (statsmodels.genmod.generalized_linear_model.GLMResults method) (statsmodels.genmod.qif.QIFResults method) (statsmodels.miscmodels.ordinal_model.OrderedResults method) (statsmodels.multivariate.multivariate_ols._MultivariateOLSResults method) (statsmodels.othermod.betareg.BetaResults method) (statsmodels.regression.linear_model.OLSResults method) (statsmodels.regression.linear_model.RegressionResults method) (statsmodels.regression.mixed_linear_model.MixedLMResults method) (statsmodels.regression.process_regression.ProcessMLEResults method) (statsmodels.regression.quantile_regression.QuantRegResults method) (statsmodels.regression.recursive_ls.RecursiveLSResults method) (statsmodels.robust.robust_linear_model.RLMResults method) (statsmodels.sandbox.regression.gmm.GMMResults method) (statsmodels.sandbox.regression.gmm.IVGMMResults method) (statsmodels.sandbox.regression.gmm.IVRegressionResults method) (statsmodels.tsa.ar_model.AutoRegResults method) (statsmodels.tsa.ardl.ARDLResults method) (statsmodels.tsa.ardl.UECMResults method) (statsmodels.tsa.arima.model.ARIMAResults method) (statsmodels.tsa.exponential_smoothing.ets.ETSResults method) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults method) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults method) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults method) (statsmodels.tsa.statespace.mlemodel.MLEResults method) (statsmodels.tsa.statespace.sarimax.SARIMAXResults method) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults method) (statsmodels.tsa.statespace.varmax.VARMAXResults method) webdoc() (in module statsmodels.tools.web) webuse() (in module statsmodels.datasets) weighted_covariate_averages (statsmodels.duration.hazard_regression.PHRegResults attribute) weighted_covariate_averages() (statsmodels.duration.hazard_regression.PHReg method) weights (statsmodels.robust.robust_linear_model.RLMResults attribute) (statsmodels.tsa.seasonal.DecomposeResult property) weights() (statsmodels.genmod.families.family.Binomial method) (statsmodels.genmod.families.family.Family method) (statsmodels.genmod.families.family.Gamma method) (statsmodels.genmod.families.family.Gaussian method) (statsmodels.genmod.families.family.InverseGaussian method) (statsmodels.genmod.families.family.NegativeBinomial method) (statsmodels.genmod.families.family.Poisson method) (statsmodels.genmod.families.family.Tweedie method) (statsmodels.robust.norms.AndrewWave method) (statsmodels.robust.norms.Hampel method) (statsmodels.robust.norms.HuberT method) (statsmodels.robust.norms.LeastSquares method) (statsmodels.robust.norms.MQuantileNorm method) (statsmodels.robust.norms.RamsayE method) (statsmodels.robust.norms.RobustNorm method) (statsmodels.robust.norms.TrimmedMean method) (statsmodels.robust.norms.TukeyBiweight method) wellek_to_f2() (in module statsmodels.stats.oneway) whiten() (statsmodels.regression.linear_model.GLS method) (statsmodels.regression.linear_model.GLSAR method) (statsmodels.regression.linear_model.OLS method) (statsmodels.regression.linear_model.WLS method) (statsmodels.regression.quantile_regression.QuantReg method) (statsmodels.sandbox.regression.gmm.IV2SLS method) (statsmodels.sandbox.sysreg.Sem2SLS method) (statsmodels.sandbox.sysreg.SUR method) WhitenessTestResults (class in statsmodels.tsa.vector_ar.hypothesis_test_results) WLS (class in statsmodels.regression.linear_model) wls() (in module statsmodels.formula.api) wresid (statsmodels.regression.linear_model.OLSResults attribute) (statsmodels.regression.linear_model.RegressionResults attribute) (statsmodels.regression.quantile_regression.QuantRegResults attribute) (statsmodels.sandbox.regression.gmm.IVRegressionResults attribute) X x13_arima_analysis() (in module statsmodels.tsa.x13) x13_arima_select_order() (in module statsmodels.tsa.x13) X13Error X13NotFoundError X13Warning Y y (statsmodels.tsa.vector_ar.svar_model.SVAR property) (statsmodels.tsa.vector_ar.var_model.VAR property) yule_walker() (in module statsmodels.regression.linear_model) Z zconfint() (in module statsmodels.stats.weightstats) zconfint_diff() (statsmodels.stats.weightstats.CompareMeans method) zconfint_mean() (statsmodels.stats.weightstats.DescrStatsW method) ZeroInflatedGeneralizedPoisson (class in statsmodels.discrete.count_model) ZeroInflatedGeneralizedPoissonResults (class in statsmodels.discrete.count_model) ZeroInflatedNegativeBinomialP (class in statsmodels.discrete.count_model) ZeroInflatedNegativeBinomialResults (class in statsmodels.discrete.count_model) ZeroInflatedPoisson (class in statsmodels.discrete.count_model) ZeroInflatedPoissonResults (class in statsmodels.discrete.count_model) zigenpoisson (in module statsmodels.distributions.discrete) zinegbin (in module statsmodels.distributions.discrete) zipoisson (in module statsmodels.distributions.discrete) zivot_andrews (in module statsmodels.tsa.stattools) zt_ind_solve_power() (in module statsmodels.stats.power) ztest() (in module statsmodels.stats.weightstats) ztest_ind() (statsmodels.stats.weightstats.CompareMeans method) ztest_mean() (statsmodels.stats.weightstats.DescrStatsW method) ztost() (in module statsmodels.stats.weightstats) ztost_ind() (statsmodels.stats.weightstats.CompareMeans method) ztost_mean() (statsmodels.stats.weightstats.DescrStatsW method) zvalues (statsmodels.regression.recursive_ls.RecursiveLSResults attribute) (statsmodels.tsa.arima.model.ARIMAResults attribute) (statsmodels.tsa.exponential_smoothing.ets.ETSResults attribute) (statsmodels.tsa.statespace.dynamic_factor.DynamicFactorResults attribute) (statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults attribute) (statsmodels.tsa.statespace.exponential_smoothing.ExponentialSmoothingResults attribute) (statsmodels.tsa.statespace.mlemodel.MLEResults attribute) (statsmodels.tsa.statespace.sarimax.SARIMAXResults attribute) (statsmodels.tsa.statespace.structural.UnobservedComponentsResults attribute) (statsmodels.tsa.statespace.varmax.VARMAXResults attribute)