Index

A

aai_simple_task() (in module actableai.tasks.tests.test_base) AAIAssociationRulesTask (class in actableai.tasks.association_rules) AAIAutogluonTabularInference (class in actableai.models.autogluon.base) AAIAutogluonTabularMetadata (class in actableai.models.autogluon.base) AAIAutogluonTabularModel (class in actableai.models.autogluon.base) AAIAutogluonTask (class in actableai.tasks.autogluon) AAIBaseModel (class in actableai.models.base) AAIBaseModelInference (class in actableai.models.inference) AAIBaseModelMetadata (class in actableai.models.inference) AAIBayesianRegressionTask (class in actableai.tasks.bayesian_regression) AAICausalDiscoveryTask (class in actableai.tasks.causal_discovery) AAICausalEstimator (class in actableai.causal.models) AAICausalInferenceTask (class in actableai.tasks.causal_inference) AAIClassificationTask (class in actableai.tasks.classification) AAIClusteringTask (class in actableai.tasks.clustering) AAICorrelationTask (class in actableai.tasks.correlation) AAIDataImputationTask (class in actableai.tasks.data_imputation) AAIDirectCausalFeatureSelection (class in actableai.tasks.direct_causal) AAIForecastTask (class in actableai.tasks.forecast) AAIInterventionalModel (class in actableai.models.aai_predictor) AAIInterventionEffectPredictor (class in actableai.intervention.model) AAIInterventionTask (class in actableai.tasks.intervention) AAIModel (class in actableai.models.aai_predictor) AAIModelInference (class in actableai.models.serve) (class in actableai.models.serve.inference) AAIModelInferenceHead (class in actableai.models.serve) (class in actableai.models.serve.inference_head) AAIModelInferenceHeadLegacy (class in actableai.models.legacy.inference) AAIModelInferenceLegacy (class in actableai.models.legacy.inference) AAIOCRTask (class in actableai.tasks.ocr) AAIParametersModel (class in actableai.models.base) AAIRegressionTask (class in actableai.tasks.regression) AAISentimentAnalysisTask (class in actableai.tasks.sentiment_analysis) AAISentimentExtractor (class in actableai.sentiment.serve) (class in actableai.sentiment.SpanABSA) AAITabularModel (class in actableai.models.aai_predictor) AAITabularModelInterventional (class in actableai.models.aai_predictor) AAITask (class in actableai.tasks.base) AAITextExtractionTask (class in actableai.tasks.text_extraction) AAITimeSeriesBaseModel (class in actableai.timeseries.models.base) AAITimeSeriesDataset (class in actableai.timeseries.dataset) AAITimeSeriesEstimator (class in actableai.timeseries.models.estimator) AAITimeSeriesEvaluator (class in actableai.timeseries.models.evaluator) AAITimeSeriesForecast (class in actableai.timeseries.forecast) AAITimeSeriesForecaster (class in actableai.timeseries.models.forecaster) AAITimeSeriesIndependentMultivariateModel (class in actableai.timeseries.models.independent_multivariate_model) AAITimeSeriesPredictor (class in actableai.timeseries.models.predictor) AAITimeSeriesSingleModel (class in actableai.timeseries.models.single_model) AAITunableTask (class in actableai.tasks.base) acc() (in module actableai.clustering.metrics) actableai module actableai.bayesian_regression module actableai.bayesian_regression.utils module actableai.causal module actableai.causal.discover module actableai.causal.discover.algorithms module actableai.causal.discover.algorithms.commons module actableai.causal.discover.algorithms.commons.base_runner module actableai.causal.discover.algorithms.commons.pandas_dataset_loader module actableai.causal.discover.algorithms.deci module actableai.causal.discover.algorithms.direct_lingam module actableai.causal.discover.algorithms.interventions module actableai.causal.discover.algorithms.interventions.deci module actableai.causal.discover.algorithms.notears module actableai.causal.discover.algorithms.payloads module actableai.causal.discover.algorithms.pc module actableai.causal.discover.algorithms.runners module actableai.causal.discover.model module actableai.causal.discover.model.causal_discovery module actableai.causal.discover.model.interventions module actableai.causal.events module actableai.causal.events.types module actableai.causal.exposure module actableai.causal.exposure.inference module actableai.causal.exposure.inference.causal_graph module actableai.causal.exposure.inference.estimator module actableai.causal.exposure.inference.identify_estimand module actableai.causal.exposure.inference.refutation module actableai.causal.exposure.inference.significance_test module actableai.causal.exposure.inference.specification_interpreter module actableai.causal.exposure.model module actableai.causal.exposure.model.confidence_interval_models module actableai.causal.exposure.model.estimate_effect_models module actableai.causal.exposure.model.identify_estimand_models module actableai.causal.exposure.model.refute_estimate_models module actableai.causal.exposure.model.response module actableai.causal.exposure.model.shap_interpreter_models module actableai.causal.exposure.model.significance_test_models module actableai.causal.models module actableai.causal.params module actableai.causal.predictors module actableai.causal.tree_utils module actableai.classification module actableai.classification.config module actableai.classification.cross_validation module actableai.classification.model module actableai.classification.models module actableai.classification.models.tabpfn module actableai.classification.roc_curve_cross_validation module actableai.classification.tests module actableai.classification.tests.test_cross_validation module actableai.classification.tests.test_roc_curve_cross_validation module actableai.classification.tests.test_utils module actableai.classification.utils module actableai.clustering module actableai.clustering.config module actableai.clustering.explain module actableai.clustering.metrics module actableai.clustering.models module actableai.clustering.models.affinity_propagation module actableai.clustering.models.agglomerative_clustering module actableai.clustering.models.base module actableai.clustering.models.dbscan module actableai.clustering.models.dec module actableai.clustering.models.kmeans module actableai.clustering.models.spectral_clustering module actableai.clustering.models.tests module actableai.clustering.models.tests.test_models module actableai.clustering.tests module actableai.clustering.tests.test_init module actableai.clustering.transform module actableai.conftest module actableai.correlation module actableai.correlation.config module actableai.data_imputation module actableai.data_imputation.auto_fixer module actableai.data_imputation.auto_fixer.auto_fixer module actableai.data_imputation.auto_fixer.auto_gluon_fixer module actableai.data_imputation.auto_fixer.datetime_fixer module actableai.data_imputation.auto_fixer.errors module actableai.data_imputation.auto_fixer.fix_info module actableai.data_imputation.auto_fixer.helper module actableai.data_imputation.auto_fixer.misplaced_refiner module actableai.data_imputation.auto_fixer.neighbor_fixer module actableai.data_imputation.auto_fixer.refiner module actableai.data_imputation.auto_fixer.single_category_fixer module actableai.data_imputation.auto_fixer.strategy module actableai.data_imputation.auto_fixer.validation_refiner module actableai.data_imputation.config module actableai.data_imputation.config.config module actableai.data_imputation.correlation_calculator module actableai.data_imputation.data module actableai.data_imputation.data.data_frame module actableai.data_imputation.data.loader module actableai.data_imputation.data_imputation module actableai.data_imputation.error_detector module actableai.data_imputation.error_detector.base_error_detector module actableai.data_imputation.error_detector.cell_erros module actableai.data_imputation.error_detector.column_format module actableai.data_imputation.error_detector.constraint module actableai.data_imputation.error_detector.error_detector module actableai.data_imputation.error_detector.match_condition module actableai.data_imputation.error_detector.misplaced_detector module actableai.data_imputation.error_detector.null_detector module actableai.data_imputation.error_detector.rule_parser module actableai.data_imputation.error_detector.smart_column_selector module actableai.data_imputation.error_detector.validation_constraints_checker module actableai.data_imputation.error_detector.validation_detector module actableai.data_imputation.meta module actableai.data_imputation.meta.column module actableai.data_imputation.meta.types module actableai.data_imputation.processor module actableai.data_imputation.processor.categories_data_processor module actableai.data_imputation.processor.processor module actableai.data_imputation.type_recon module actableai.data_imputation.type_recon.dtype_detector module actableai.data_imputation.type_recon.errors module actableai.data_imputation.type_recon.helper module actableai.data_imputation.type_recon.regex_consts module actableai.data_imputation.type_recon.type_detector module actableai.data_imputation.utils module actableai.data_imputation.utils.list_utils module actableai.data_imputation.utils.memory module actableai.data_validation module actableai.data_validation.base module actableai.data_validation.checkers module actableai.data_validation.params module actableai.debiasing module actableai.debiasing.debiasing_model module actableai.debiasing.pivot_gan module actableai.debiasing.residuals_model module actableai.embedding module actableai.embedding.models module actableai.embedding.models.base module actableai.embedding.models.linear_discriminant_analysis module actableai.embedding.models.tests module actableai.embedding.models.tests.test_models module actableai.embedding.models.tsne module actableai.embedding.models.umap module actableai.exceptions module actableai.exceptions.models module actableai.exceptions.timeseries module actableai.explanation module actableai.explanation.autogluon_explainer module actableai.explanation.tests module actableai.explanation.tests.test_autogluon_explainer module actableai.intervention module actableai.intervention.config module actableai.intervention.model module actableai.models module actableai.models.aai_predictor module actableai.models.autogluon module actableai.models.autogluon.base module actableai.models.autogluon.params module actableai.models.autogluon.params.ag_automm module actableai.models.autogluon.params.base module actableai.models.autogluon.params.cat module actableai.models.autogluon.params.fastainn module actableai.models.autogluon.params.fasttext module actableai.models.autogluon.params.gbm module actableai.models.autogluon.params.knn module actableai.models.autogluon.params.lr module actableai.models.autogluon.params.nn_base module actableai.models.autogluon.params.nn_mxnet module actableai.models.autogluon.params.nn_torch module actableai.models.autogluon.params.polynomial_linear module actableai.models.autogluon.params.rf module actableai.models.autogluon.params.tabpfn module actableai.models.autogluon.params.xgboost_base module actableai.models.autogluon.params.xgboost_linear module actableai.models.autogluon.params.xgboost_tree module actableai.models.autogluon.params.xt module actableai.models.base module actableai.models.causal_inference_estimators module actableai.models.causal_inference_estimators.base module actableai.models.causal_inference_estimators.causal_forest_dml module actableai.models.causal_inference_estimators.distance_matching module actableai.models.causal_inference_estimators.kernel_dml module actableai.models.causal_inference_estimators.linear_dml module actableai.models.causal_inference_estimators.propensity_score_weighting module actableai.models.causal_inference_estimators.sparse_linear_dml module actableai.models.inference module

actableai.models.legacy module actableai.models.legacy.inference module actableai.models.legacy.intervention module actableai.models.serve module actableai.models.serve.inference module actableai.models.serve.inference_head module actableai.ocr module actableai.ocr.models module actableai.ocr.models.base module actableai.ocr.models.tesseract module actableai.ocr.serve module actableai.ocr.serve.base module actableai.ocr.serve.tesseract module actableai.parameters module actableai.parameters.base module actableai.parameters.boolean module actableai.parameters.list module actableai.parameters.models module actableai.parameters.numeric module actableai.parameters.options module actableai.parameters.parameters module actableai.parameters.string module actableai.parameters.tests module actableai.parameters.tests.test_base module actableai.parameters.tests.test_list module actableai.parameters.tests.test_numeric module actableai.parameters.tests.test_options module actableai.parameters.tests.test_parameters module actableai.parameters.tests.test_value module actableai.parameters.type module actableai.parameters.validation module actableai.parameters.value module actableai.regression module actableai.regression.cross_validation module actableai.regression.model module actableai.regression.quantile module actableai.sentiment module actableai.sentiment.serve module actableai.sentiment.SpanABSA module actableai.stats module actableai.tasks module actableai.tasks.association_rules module actableai.tasks.autogluon module actableai.tasks.base module actableai.tasks.bayesian_regression module actableai.tasks.causal_discovery module actableai.tasks.causal_inference module actableai.tasks.classification module actableai.tasks.clustering module actableai.tasks.correlation module actableai.tasks.data_imputation module actableai.tasks.direct_causal module actableai.tasks.forecast module actableai.tasks.intervention module actableai.tasks.ocr module actableai.tasks.regression module actableai.tasks.sentiment_analysis module actableai.tasks.tests module actableai.tasks.tests.test_association_rules module actableai.tasks.tests.test_base module actableai.tasks.tests.test_bayesian_regression module actableai.tasks.tests.test_causal module actableai.tasks.tests.test_causal_discovery module actableai.tasks.tests.test_classification module actableai.tasks.tests.test_clustering module actableai.tasks.tests.test_correlation module actableai.tasks.tests.test_data_imputation module actableai.tasks.tests.test_direct_causal module actableai.tasks.tests.test_forecast module actableai.tasks.tests.test_intervention module actableai.tasks.tests.test_regression module actableai.tasks.text_extraction module actableai.text_extraction module actableai.text_extraction.models module actableai.text_extraction.models.base module actableai.text_extraction.models.openai module actableai.third_parties module actableai.third_parties.skgarden.forest module actableai.third_parties.spanABSA module actableai.third_parties.spanABSA.absa module actableai.third_parties.spanABSA.absa.run_base module actableai.third_parties.spanABSA.absa.run_cls_span module actableai.third_parties.spanABSA.absa.run_extract_span module actableai.third_parties.spanABSA.absa.run_joint_span module actableai.third_parties.spanABSA.absa.utils module actableai.third_parties.spanABSA.bert module actableai.third_parties.spanABSA.bert.modeling module actableai.third_parties.spanABSA.bert.optimization module actableai.third_parties.spanABSA.bert.sentiment_modeling module actableai.third_parties.spanABSA.bert.tokenization module actableai.third_parties.spanABSA.span_absa_helper module actableai.third_parties.spanABSA.squad module actableai.third_parties.spanABSA.squad.squad_evaluate module actableai.third_parties.spanABSA.squad.squad_utils module actableai.timeseries module actableai.timeseries.dataset module actableai.timeseries.forecast module actableai.timeseries.models module actableai.timeseries.models.base module actableai.timeseries.models.custom module actableai.timeseries.models.custom.constant module actableai.timeseries.models.estimator module actableai.timeseries.models.evaluator module actableai.timeseries.models.ext module actableai.timeseries.models.ext.r module actableai.timeseries.models.forecaster module actableai.timeseries.models.independent_multivariate_model module actableai.timeseries.models.params module actableai.timeseries.models.params.base module actableai.timeseries.models.params.constant_value module actableai.timeseries.models.params.deep_ar module actableai.timeseries.models.params.deep_var module actableai.timeseries.models.params.feed_forward module actableai.timeseries.models.params.gp_var module actableai.timeseries.models.params.n_beats module actableai.timeseries.models.params.prophet module actableai.timeseries.models.params.r_forecast module actableai.timeseries.models.params.tree_predictor module actableai.timeseries.models.predictor module actableai.timeseries.models.single_model module actableai.timeseries.models.tests module actableai.timeseries.models.tests.test_multi_target_model module actableai.timeseries.models.tests.test_simple_model module actableai.timeseries.tests module actableai.timeseries.tests.test_utils module actableai.timeseries.transform module actableai.timeseries.transform.base module actableai.timeseries.transform.clean_features module actableai.timeseries.transform.deseasonalizing module actableai.timeseries.transform.detrend module actableai.timeseries.transform.identity module actableai.timeseries.transform.power_transformation module actableai.timeseries.utils module actableai.utils module actableai.utils.autogluon module actableai.utils.categorical_numerical_convert module actableai.utils.dataset_generator module actableai.utils.dowhy module actableai.utils.language module actableai.utils.multilabel_predictor module actableai.utils.openai module actableai.utils.pdp_ice module actableai.utils.preprocessors module actableai.utils.preprocessors.autogluon_preproc module actableai.utils.preprocessors.preprocessing module actableai.utils.resources module actableai.utils.resources.predict module actableai.utils.resources.predict.features module actableai.utils.resources.predict.features.association_rules module actableai.utils.resources.predict.features.base module actableai.utils.resources.predict.features.bayesian_regression module actableai.utils.resources.predict.features.classification module actableai.utils.resources.predict.features.clustering module actableai.utils.resources.predict.features.common module actableai.utils.resources.predict.features.correlation module actableai.utils.resources.predict.features.data_imputation module actableai.utils.resources.predict.features.forecast module actableai.utils.resources.predict.features.intervention module actableai.utils.resources.predict.features.method module actableai.utils.resources.predict.features.regression module actableai.utils.resources.predict.features.sentiment_analysis module actableai.utils.resources.predict.models module actableai.utils.resources.predict.predictor module actableai.utils.resources.profile module actableai.utils.resources.profile.base module actableai.utils.resources.profile.gpu_memory module actableai.utils.resources.profile.memory module actableai.utils.river module actableai.utils.sanitize module actableai.utils.sklearn module actableai.utils.testing module actableai.utils.tests module actableai.utils.tests.test__init__ module actableai.utils.tests.test_categorical_numerical_convert module actableai.utils.tests.test_dataset_generator module actableai.utils.tests.test_parse_datetime module actableai.utils.tests.test_pdp_ice module actableai.utils.tests.test_sanitize module actableai.utils.typing module add_data() (actableai.utils.resources.predict.predictor.ResourcesPredictorsActor method) add_error() (actableai.parameters.validation.ParameterValidationErrors method) add_errors() (actableai.parameters.validation.ParameterValidationErrors method) add_output() (actableai.causal.predictors.SKLearnMultilabelWrapper method) (actableai.causal.predictors.SKLearnTabularWrapper method) (actableai.causal.predictors.SKLearnWrapper method) add_parent() (actableai.parameters.validation.ParameterValidationError method) add_unobserved_common_cause() (in module actableai.causal.exposure.inference.refutation) affinity_propagation (actableai.clustering.models.base.Model attribute) AffinityPropagation (class in actableai.clustering.models.affinity_propagation) ag_automm (actableai.models.autogluon.params.base.Model attribute) ag_quantile_hyperparameters() (in module actableai.regression.quantile) AGAUTOMMParams (class in actableai.models.autogluon.params.ag_automm) agglomerative_clustering (actableai.clustering.models.base.Model attribute) AgglomerativeClustering (class in actableai.clustering.models.agglomerative_clustering) all_possible_pairs() (in module actableai.data_imputation.utils.list_utils) alpha (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) (actableai.causal.discover.algorithms.payloads.PCPayload attribute) anneal_entropy (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) append() (actableai.data_imputation.auto_fixer.fix_info.FixInfoList method) (actableai.data_imputation.error_detector.cell_erros.CellErrors method) (actableai.data_imputation.error_detector.CellErrors method) (actableai.data_imputation.error_detector.column_format.MatchRules method) (actableai.data_imputation.error_detector.MatchRules method) append_candidate() (actableai.data_imputation.error_detector.smart_column_selector.SmartErrorCellSelector method) arbitrary_types_allowed (actableai.causal.discover.algorithms.payloads.CausalDiscoveryPayload.Config attribute) (actableai.causal.exposure.model.estimate_effect_models.EstimateResult.Config attribute) (actableai.causal.exposure.model.estimate_effect_models.PopulationSpecDataFrame.Config attribute) (actableai.causal.exposure.model.identify_estimand_models.IdentifyEstimandResult.Config attribute) (actableai.causal.exposure.model.shap_interpreter_models.ShapInterpreterSpec.Config attribute) (actableai.causal.exposure.model.significance_test_models.ComputeNullEffectSpec.Config attribute) (actableai.causal.exposure.model.significance_test_models.PropensityScoreSpec.Config attribute) ArrayTransformation (class in actableai.timeseries.transform.base) as_datetime() (in module actableai.data_imputation.type_recon.helper) ASSOCIATION_RULES (actableai.tasks.TaskType attribute) association_rules_task() (in module actableai.tasks.tests.test_association_rules) AssociationRulesDataValidator (class in actableai.data_validation.params) AssociationRulesFeaturesExtractor (class in actableai.utils.resources.predict.features.association_rules) ate_details_by_name (actableai.causal.discover.algorithms.payloads.DeciAteOptions attribute) ate_options (actableai.causal.discover.algorithms.payloads.DeciPayload attribute) ATEDetails (class in actableai.causal.discover.algorithms.payloads) AUTO (actableai.data_imputation.auto_fixer.FixStrategy attribute) (actableai.data_imputation.auto_fixer.strategy.FixStrategy attribute) auto_fix() (actableai.data_imputation.data.data_frame.DataFrame method) (actableai.data_imputation.data.DataFrame method) (actableai.data_imputation.DataFrame method) AutoFixer (class in actableai.data_imputation.auto_fixer.auto_fixer) AUTOGLUON (actableai.data_imputation.auto_fixer.FixStrategy attribute) (actableai.data_imputation.auto_fixer.strategy.FixStrategy attribute) autogluon_hyperparameters() (in module actableai.causal) AutoGluonFixer (class in actableai.data_imputation.auto_fixer.auto_gluon_fixer) AutoGluonShapTreeExplainer (class in actableai.explanation.autogluon_explainer) available_models() (in module actableai.tasks.tests.test_classification) (in module actableai.tasks.tests.test_regression) AverageEnsembleClassifier (class in actableai.classification.cross_validation)

B

backdoor_variables (actableai.causal.exposure.model.identify_estimand_models.IdentifyEstimandResult attribute) base_distribution_type (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) BaseCausalEstimatorParams (class in actableai.causal.params) BaseClusteringModel (class in actableai.clustering.models.base) BaseEmbeddingModel (class in actableai.embedding.models.base) BaseErrorDetector (class in actableai.data_imputation.error_detector.base_error_detector) baseline (actableai.causal.discover.model.interventions.InterventionResult attribute) BaseOCRModel (class in actableai.ocr.models.base) BaseOCRServe (class in actableai.ocr.serve.base) BaseParameter (class in actableai.parameters.base) BaseParams (class in actableai.models.autogluon.params.base) (class in actableai.timeseries.models.params.base) BaseTextExtractionModel (class in actableai.text_extraction.models.base) BasicTokenizer (class in actableai.third_parties.spanABSA.bert.tokenization) batch_size (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) BAYESIAN_REGRESSION (actableai.tasks.TaskType attribute) BayesianRegressionDataValidator (class in actableai.data_validation.params) BayesianRegressionFeaturesExtractor (class in actableai.utils.resources.predict.features.bayesian_regression) bert_load_state_dict() (in module actableai.third_parties.spanABSA.absa.run_base) BERTAdam (class in actableai.third_parties.spanABSA.bert.optimization) BERTAttention (class in actableai.third_parties.spanABSA.bert.modeling) BertConfig (class in actableai.third_parties.spanABSA.bert.modeling) BERTEmbeddings (class in actableai.third_parties.spanABSA.bert.modeling) BERTEncoder (class in actableai.third_parties.spanABSA.bert.modeling) BertForBIOAspectClassification (class in actableai.third_parties.spanABSA.bert.sentiment_modeling) BertForBIOAspectExtraction (class in actableai.third_parties.spanABSA.bert.sentiment_modeling) BertForCollapsedBIOAspectExtractionAndClassification (class in actableai.third_parties.spanABSA.bert.sentiment_modeling) BertForCollapsedSpanAspectExtractionAndClassification (class in actableai.third_parties.spanABSA.bert.sentiment_modeling) BertForJointBIOExtractAndClassification (class in actableai.third_parties.spanABSA.bert.sentiment_modeling) BertForJointSpanExtractAndClassification (class in actableai.third_parties.spanABSA.bert.sentiment_modeling) BertForQuestionAnswering (class in actableai.third_parties.spanABSA.bert.modeling) BertForSequenceClassification (class in actableai.third_parties.spanABSA.bert.modeling) BertForSpanAspectClassification (class in actableai.third_parties.spanABSA.bert.sentiment_modeling) BertForSpanAspectExtraction (class in actableai.third_parties.spanABSA.bert.sentiment_modeling) BERTIntermediate (class in actableai.third_parties.spanABSA.bert.modeling) BERTLayer (class in actableai.third_parties.spanABSA.bert.modeling) BERTLayerNorm (class in actableai.third_parties.spanABSA.bert.modeling) BertModel (class in actableai.third_parties.spanABSA.bert.modeling) BERTOutput (class in actableai.third_parties.spanABSA.bert.modeling) BERTPooler (class in actableai.third_parties.spanABSA.bert.modeling) BERTSelfAttention (class in actableai.third_parties.spanABSA.bert.modeling) BERTSelfOutput (class in actableai.third_parties.spanABSA.bert.modeling) best (actableai.ocr.serve.tesseract.TesseractModelType attribute) best_guess (actableai.data_imputation.auto_fixer.fix_info.FixInfo property) Binary (actableai.causal.discover.algorithms.payloads.CausalVariableNature attribute) bio_pred (actableai.third_parties.spanABSA.absa.utils.RawBIOClsResult attribute) (actableai.third_parties.spanABSA.absa.utils.RawBIOResult attribute)

BOOL (actableai.parameters.type.ValueType attribute) BooleanListParameter (in module actableai.parameters.boolean) BooleanParameter (in module actableai.parameters.boolean) BooleanSpace (class in actableai.parameters.boolean) bootstrap_refuter() (in module actableai.causal.exposure.inference.refutation) build() (actableai.clustering.models.dec.ClusteringLayer method) build_dtype_detector() (in module actableai.data_imputation.type_recon.dtype_detector) build_estimator() (actableai.causal.params.BaseCausalEstimatorParams method) (actableai.causal.params.CausalForestDMLSingleContTreatmentParams method) (actableai.causal.params.DeepIVParams method) (actableai.causal.params.DomainAdaptationLearnerSingleBinaryTreatmentParams method) (actableai.causal.params.DRLearnerSingleBinaryTreatmentParams method) (actableai.causal.params.LinearDMLCategoricalOutcomeAGParams method) (actableai.causal.params.LinearDMLCategoricalOutcomeParams method) (actableai.causal.params.LinearDMLCategoricalTreatmentAGParams method) (actableai.causal.params.LinearDMLCategoricalTreatmentAndOutcomeAGParams method) (actableai.causal.params.LinearDMLCategoricalTreatmentAndOutcomeParams method) (actableai.causal.params.LinearDMLCategoricalTreatmentParams method) (actableai.causal.params.LinearDMLSingleBinaryOutcomeAGParams method) (actableai.causal.params.LinearDMLSingleBinaryOutcomeParams method) (actableai.causal.params.LinearDMLSingleBinaryTreatmentAGParams method) (actableai.causal.params.LinearDMLSingleBinaryTreatmentParams method) (actableai.causal.params.LinearDMLSingleContTreatmentAGParams method) (actableai.causal.params.LinearDMLSingleContTreatmentParams method) (actableai.causal.params.SparseLinearDMLCategoricalOutcomeAGParams method) (actableai.causal.params.SparseLinearDMLCategoricalOutcomeParams method) (actableai.causal.params.SparseLinearDMLCategoricalTreatmentAGParams method) (actableai.causal.params.SparseLinearDMLCategoricalTreatmentAndOutcomeAGParams method) (actableai.causal.params.SparseLinearDMLCategoricalTreatmentAndOutcomeParams method) (actableai.causal.params.SparseLinearDMLCategoricalTreatmentParams method) (actableai.causal.params.SparseLinearDMLSingleBinaryOutcomeAGParams method) (actableai.causal.params.SparseLinearDMLSingleBinaryOutcomeParams method) (actableai.causal.params.SparseLinearDMLSingleBinaryTreatmentAGParams method) (actableai.causal.params.SparseLinearDMLSingleBinaryTreatmentParams method) (actableai.causal.params.SparseLinearDMLSingleContTreatmentAGParams method) (actableai.causal.params.SparseLinearDMLSingleContTreatmentParams method) (actableai.timeseries.models.params.base.BaseParams method) (actableai.timeseries.models.params.deep_ar.DeepARParams method) (actableai.timeseries.models.params.deep_var.DeepVARParams method) (actableai.timeseries.models.params.feed_forward.FeedForwardParams method) (actableai.timeseries.models.params.gp_var.GPVarParams method) (actableai.timeseries.models.params.n_beats.NBEATSParams method) (actableai.timeseries.models.params.tree_predictor.TreePredictorParams method) build_predictor() (actableai.timeseries.models.params.base.BaseParams method) (actableai.timeseries.models.params.constant_value.ConstantValueParams method) (actableai.timeseries.models.params.prophet.ProphetParams method) (actableai.timeseries.models.params.r_forecast.RForecastParams method)

C

calculate_correlations_for_all_column_pairs() (actableai.data_imputation.correlation_calculator.CorrelationCalculator method) call() (actableai.clustering.models.dec.ClusteringLayer method) call_dataset_generator() (in module actableai.utils.tests.test_dataset_generator) can_run_intervention() (actableai.models.autogluon.base.AAIAutogluonTabularModel method) cat (actableai.models.autogluon.params.base.Model attribute) cat_em_dataset() (in module actableai.tasks.tests.test_causal) cate_rff_lengthscale (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) cate_rff_n_features (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) CategoricalNominal (actableai.causal.discover.algorithms.payloads.CausalVariableNature attribute) CategoricalOrdinal (actableai.causal.discover.algorithms.payloads.CausalVariableNature attribute) CategoricalSameValuesChecker (class in actableai.data_validation.checkers) CategoriesDataProcessor (class in actableai.data_imputation.processor) (class in actableai.data_imputation.processor.categories_data_processor) Category (actableai.data_imputation.ColumnType attribute) (actableai.data_imputation.meta.types.ColumnType attribute) CATEGORY_TO_LABEL_NUMBER (actableai.data_imputation.processor.ProcessOps attribute) (actableai.data_imputation.processor.processor.ProcessOps attribute) CategoryChecker (class in actableai.data_validation.checkers) CategoryDetector (class in actableai.data_imputation.type_recon.dtype_detector) CATParams (class in actableai.models.autogluon.params.cat) CAUSAL_DISCOVERY (actableai.tasks.TaskType attribute) causal_discovery_task() (in module actableai.tasks.tests.test_causal_discovery) causal_graph (actableai.causal.exposure.model.estimate_effect_models.CausalGraphModelSpec attribute) CAUSAL_INFERENCE (actableai.tasks.TaskType attribute) causal_inference_supported (actableai.models.autogluon.params.polynomial_linear.PolynomialLinearPredParams attribute) causal_inference_task() (in module actableai.tasks.tests.test_causal) causal_model (actableai.causal.exposure.model.estimate_effect_models.EstimateResult attribute) (actableai.causal.exposure.model.identify_estimand_models.IdentifyEstimandResult attribute) (actableai.causal.exposure.model.significance_test_models.ComputeNullEffectSpec attribute) (actableai.causal.exposure.model.significance_test_models.PropensityScoreSpec attribute) causal_model_graph (actableai.causal.exposure.model.estimate_effect_models.EstimateResult attribute) causal_model_to_dot() (in module actableai.utils.dowhy) causal_variables (actableai.causal.discover.algorithms.payloads.CausalDiscoveryPayload attribute) (actableai.causal.discover.algorithms.payloads.DirectLiNGAMPayload attribute) CausalDataValidator (class in actableai.data_validation.params) CausalDiscoveryAlgoChecker (class in actableai.data_validation.checkers) CausalDiscoveryDataValidator (class in actableai.data_validation.params) CausalDiscoveryPayload (class in actableai.causal.discover.algorithms.payloads) CausalDiscoveryPayload.Config (class in actableai.causal.discover.algorithms.payloads) CausalDiscoveryRunner (class in actableai.causal.discover.algorithms.commons.base_runner) CausalEstimator (class in actableai.causal.exposure.inference.estimator) CausalFeatureSelectionDataValidator (class in actableai.data_validation.params) CausalForestDML (actableai.models.causal_inference_estimators.base.DMLModel attribute) (actableai.models.causal_inference_estimators.base.Model attribute) CausalForestDMLParams (class in actableai.models.causal_inference_estimators.causal_forest_dml) CausalForestDMLSingleContTreatmentParams (class in actableai.causal.params) CausalGraphModelSpec (class in actableai.causal.exposure.model.estimate_effect_models) CausalVariable (class in actableai.causal.discover.algorithms.payloads) CausalVariableNature (class in actableai.causal.discover.algorithms.payloads) causes (actableai.causal.discover.algorithms.payloads.Constraints attribute) CellError (class in actableai.data_imputation.error_detector.cell_erros) CellErrors (class in actableai.data_imputation.error_detector) (class in actableai.data_imputation.error_detector.cell_erros) CellInfo (class in actableai.data_imputation.error_detector.cell_erros) Chain (class in actableai.timeseries.transform.base) chain() (actableai.data_imputation.processor.Processor method) (actableai.data_imputation.processor.processor.Processor method) (actableai.timeseries.transform.base.Transformation method) check() (actableai.data_validation.base.IChecker method) (actableai.data_validation.checkers.CategoricalSameValuesChecker method) (actableai.data_validation.checkers.CategoryChecker method) (actableai.data_validation.checkers.CausalDiscoveryAlgoChecker method) (actableai.data_validation.checkers.CheckColumnInflateLimit method) (actableai.data_validation.checkers.CheckNUnique method) (actableai.data_validation.checkers.ColumnsExistChecker method) (actableai.data_validation.checkers.ColumnsInList method) (actableai.data_validation.checkers.ColumnsNotInList method) (actableai.data_validation.checkers.CorrectAnalyticChecker method) (actableai.data_validation.checkers.DoNotContainDatetimeChecker method) (actableai.data_validation.checkers.DoNotContainEmptyColumnsChecker method) (actableai.data_validation.checkers.DoNotContainMixedChecker method) (actableai.data_validation.checkers.DoNotContainTextChecker method) (actableai.data_validation.checkers.DoNotUseAdditionalFeatureAsGroupbyChecker method) (actableai.data_validation.checkers.FieldsToExtractChecker method) (actableai.data_validation.checkers.InsufficientCategoricalRows method) (actableai.data_validation.checkers.IsCategoricalChecker method) (actableai.data_validation.checkers.IsCategoricalOrNumericalChecker method) (actableai.data_validation.checkers.IsClusteringModelCompatible method) (actableai.data_validation.checkers.IsDatetimeChecker method) (actableai.data_validation.checkers.IsNumericalChecker method) (actableai.data_validation.checkers.IsSufficientClassSampleChecker method) (actableai.data_validation.checkers.IsSufficientClassSampleForCrossValidationChecker method) (actableai.data_validation.checkers.IsSufficientDataChecker method) (actableai.data_validation.checkers.IsSufficientDataClassificationStratification method) (actableai.data_validation.checkers.IsSufficientDataTreatmentStratification method) (actableai.data_validation.checkers.IsSufficientNumberOfClassChecker method) (actableai.data_validation.checkers.IsSufficientSampleCrossValidationChecker method) (actableai.data_validation.checkers.IsSufficientValidationSampleChecker method) (actableai.data_validation.checkers.IsValidFrequencyChecker method) (actableai.data_validation.checkers.IsValidNumberOfClusterChecker method) (actableai.data_validation.checkers.IsValidPredictionLengthChecker method) (actableai.data_validation.checkers.IsValidTypeNumberOfClusterChecker method) (actableai.data_validation.checkers.MaxTrainSamplesChecker method) (actableai.data_validation.checkers.NoFrequentItemSet method) (actableai.data_validation.checkers.OnlyOneValueChecker method) (actableai.data_validation.checkers.PositiveOutcomeForBinaryChecker method) (actableai.data_validation.checkers.PositiveOutcomeValueThreshold method) (actableai.data_validation.checkers.RegressionEvalMetricChecker method) (actableai.data_validation.checkers.ROCAUCChecker method) (actableai.data_validation.checkers.RuleDoNotContainDatetimeChecker method) (actableai.data_validation.checkers.SameTypeChecker method) (actableai.data_validation.checkers.SplitByDatetimeValidationChecker method) (actableai.data_validation.checkers.StratifiedKFoldChecker method) (actableai.data_validation.checkers.TimeSeriesTuningMetricChecker method) (actableai.data_validation.checkers.UniqueDateTimeChecker method) check_default() (actableai.parameters.options.OptionsParameter class method) check_default_len() (actableai.parameters.list.ListParameter class method) check_if_integer_feature() (in module actableai.utils) check_len() (actableai.parameters.list.ListParameter class method) check_min_len() (actableai.parameters.list.ListParameter class method) check_p_value() (in module actableai.causal.exposure.inference.refutation) check_sign_change() (in module actableai.causal.exposure.inference.refutation) CheckColumnInflateLimit (class in actableai.data_validation.checkers) CheckLevels (class in actableai.data_validation.base) CheckNUnique (class in actableai.data_validation.checkers) CheckResult (class in actableai.data_validation.base) ci_test (actableai.causal.discover.algorithms.payloads.PCPayload attribute) class_labels (actableai.classification.model.ClassificationMetadata attribute) CLASSIFICATION (actableai.tasks.TaskType attribute) classification_task() (in module actableai.tasks.tests.test_classification) (in module actableai.utils.tests.test_pdp_ice) classification_task_seed() (in module actableai.tasks.tests.test_classification) CLASSIFICATION_TRAIN (actableai.tasks.TaskType attribute) ClassificationDataValidator (class in actableai.data_validation.params) ClassificationFeaturesExtractor (class in actableai.utils.resources.predict.features.classification) ClassificationInference (class in actableai.classification.model) ClassificationMetadata (class in actableai.classification.model) ClassificationModel (class in actableai.classification.model)

ClassificationTrainFeaturesExtractor (class in actableai.utils.resources.predict.features.classification) clean_features() (actableai.timeseries.dataset.AAITimeSeriesDataset method) CleanFeatures (class in actableai.timeseries.transform.clean_features) clear() (actableai.data_imputation.correlation_calculator.CorrelationCalculator method) cls_pred (actableai.third_parties.spanABSA.absa.utils.RawFinalResult attribute) CLUSTERING (actableai.tasks.TaskType attribute) clustering_task() (in module actableai.tasks.tests.test_clustering) ClusteringDataTransformer (class in actableai.clustering.transform) ClusteringDataValidator (class in actableai.data_validation.params) ClusteringFeaturesExtractor (class in actableai.utils.resources.predict.features.clustering) ClusteringLayer (class in actableai.clustering.models.dec) ClusteringModel (class in actableai.clustering.models) ClusteringModelInference (class in actableai.clustering.models) ClusteringModelMetadata (class in actableai.clustering.models) ClusteringModelWrapper (class in actableai.clustering.models.base) ClusteringModelWrapperNoFit (class in actableai.clustering.models.base) col (actableai.data_imputation.auto_fixer.fix_info.FixInfo attribute) col1 (actableai.data_imputation.error_detector.constraint.Condition attribute) col2 (actableai.data_imputation.error_detector.constraint.Condition attribute) color (actableai.causal.events.types.OutputLines attribute) column (actableai.data_imputation.error_detector.cell_erros.CellError property) (actableai.data_imputation.error_detector.cell_erros.CellInfo attribute) (actableai.data_imputation.error_detector.cell_erros.ColumnErrors property) (actableai.data_imputation.error_detector.column_format.MatchRule attribute) (actableai.data_imputation.error_detector.ColumnErrors property) (actableai.data_imputation.error_detector.MatchNumRule attribute) (actableai.data_imputation.error_detector.MatchStrRule attribute) COLUMN_AS_DETECTED_TYPE_TO_TRAIN (actableai.data_imputation.processor.ProcessOps attribute) (actableai.data_imputation.processor.processor.ProcessOps attribute) column_types (actableai.data_imputation.data.data_frame.DataFrame property) (actableai.data_imputation.data.DataFrame property) (actableai.data_imputation.DataFrame property) ColumnErrors (class in actableai.data_imputation.error_detector) (class in actableai.data_imputation.error_detector.cell_erros) columns (actableai.data_imputation.auto_fixer.fix_info.FixInfoList property) (actableai.data_imputation.error_detector.cell_erros.CellErrors property) (actableai.data_imputation.error_detector.cell_erros.ErrorCandidate attribute) (actableai.data_imputation.error_detector.CellErrors property) columns_from_then (actableai.data_imputation.error_detector.cell_erros.ErrorColumns attribute) columns_from_when (actableai.data_imputation.error_detector.cell_erros.ErrorColumns attribute) columns_original (actableai.data_imputation.type_recon.type_detector.DfTypes property) columns_to_fix (actableai.data_imputation.type_recon.type_detector.DfTypes property) ColumnsExistChecker (class in actableai.data_validation.checkers) ColumnsInList (class in actableai.data_validation.checkers) ColumnsNotInList (class in actableai.data_validation.checkers) ColumnType (class in actableai.data_imputation) (class in actableai.data_imputation.meta.types) completed (actableai.causal.exposure.model.response.StatusModel attribute) Complex (actableai.data_imputation.ColumnType attribute) (actableai.data_imputation.meta.types.ColumnType attribute) compute_null_effect() (in module actableai.causal.exposure.inference.significance_test) compute_output_shape() (actableai.clustering.models.dec.ClusteringLayer method) compute_placebos (actableai.causal.events.types.Data attribute) compute_problem_type() (actableai.tasks.classification.AAIClassificationTask class method) (actableai.tasks.regression.AAIRegressionTask static method) ComputeNullEffectSpec (class in actableai.causal.exposure.model.significance_test_models) ComputeNullEffectSpec.Config (class in actableai.causal.exposure.model.significance_test_models) condition (actableai.data_imputation.error_detector.constraint.Condition attribute) Condition (class in actableai.data_imputation.error_detector.constraint) ConditionGroup (class in actableai.data_imputation.error_detector.constraint) ConditionOp (class in actableai.data_imputation.error_detector) (class in actableai.data_imputation.error_detector.match_condition) conditions (actableai.data_imputation.error_detector.column_format.MatchRuleGroup attribute) (actableai.data_imputation.error_detector.constraint.ConditionGroup attribute) confidence (actableai.data_imputation.auto_fixer.fix_info.FixValue attribute) confidence_threshold (actableai.causal.discover.model.interventions.InterventionPayload attribute) ConfidenceIntervalParams (class in actableai.causal.exposure.model.confidence_interval_models) ConfidenceIntervalResult (class in actableai.causal.exposure.model.confidence_interval_models) config_default() (actableai.causal.exposure.inference.estimator.CausalEstimator method) config_double_machine_learning() (actableai.causal.exposure.inference.estimator.CausalEstimator method) config_doubly_robust() (actableai.causal.exposure.inference.estimator.CausalEstimator method) config_estimator() (actableai.causal.exposure.inference.estimator.CausalEstimator method) config_forest_double_machine_learning() (actableai.causal.exposure.inference.estimator.CausalEstimator method) config_forest_doubly_robust() (actableai.causal.exposure.inference.estimator.CausalEstimator method) config_propensity_matching() (actableai.causal.exposure.inference.estimator.CausalEstimator method) config_propensity_stratification() (actableai.causal.exposure.inference.estimator.CausalEstimator method) config_propensity_weighting() (actableai.causal.exposure.inference.estimator.CausalEstimator method) confounders (actableai.causal.exposure.model.estimate_effect_models.ModelSpec attribute) constant_value (actableai.timeseries.models.params.base.Model attribute) ConstantValueParams (class in actableai.timeseries.models.params.constant_value) ConstantValuePredictor (class in actableai.timeseries.models.custom.constant) Constraint (class in actableai.data_imputation.error_detector.constraint) constraints (actableai.causal.discover.algorithms.payloads.CausalDiscoveryPayload attribute) (actableai.causal.discover.algorithms.payloads.DirectLiNGAMPayload attribute) (actableai.data_imputation.error_detector.constraint.Constraints attribute) (actableai.data_imputation.error_detector.rule_parser.RulesBuilder property) (actableai.data_imputation.error_detector.RulesBuilder property) (actableai.data_imputation.error_detector.validation_detector.ValidationDetector property) (actableai.data_imputation.error_detector.ValidationDetector property) (actableai.data_imputation.ValidationDetector property) Constraints (class in actableai.causal.discover.algorithms.payloads) (class in actableai.data_imputation.error_detector.constraint) construct_rules() (in module actableai.tasks.data_imputation) Continuous (actableai.causal.discover.algorithms.payloads.CausalVariableNature attribute) control_post_value (actableai.causal.events.types.OutputResult attribute) control_pre_value (actableai.causal.events.types.OutputResult attribute) convert_absa_data() (in module actableai.third_parties.spanABSA.absa.utils) convert_categorical_to_num() (in module actableai.utils.categorical_numerical_convert) convert_categorical_to_numeric() (in module actableai.tasks.causal_inference) convert_crf_output() (in module actableai.third_parties.spanABSA.bert.sentiment_modeling) convert_examples_to_features() (in module actableai.third_parties.spanABSA.absa.utils) (in module actableai.third_parties.spanABSA.squad.squad_utils) convert_label_to_categorical() (in module actableai.causal.tree_utils) convert_source_data_to_feature() (in module actableai.third_parties.spanABSA.span_absa_helper) convert_to_template() (actableai.debiasing.debiasing_model.DebiasingModel method) convert_to_unicode() (in module actableai.third_parties.spanABSA.bert.tokenization) convert_tokens_to_ids() (actableai.third_parties.spanABSA.bert.tokenization.FullTokenizer method) (in module actableai.third_parties.spanABSA.bert.tokenization) copy_aggregate() (actableai.timeseries.forecast.AAITimeSeriesForecast method) copy_dim() (actableai.timeseries.forecast.AAITimeSeriesForecast method) copy_optimizer_params_to_model() (in module actableai.third_parties.spanABSA.absa.run_base) CopyTransformer (class in actableai.utils.preprocessors.preprocessing) corr() (actableai.stats.Stats method) CorrectAnalyticChecker (class in actableai.data_validation.checkers) CORRELATION (actableai.tasks.TaskType attribute) correlation_task() (in module actableai.tasks.tests.test_correlation) CorrelationCalculator (class in actableai.data_imputation.correlation_calculator) CorrelationDataValidator (class in actableai.data_validation.params) CorrelationFeaturesExtractor (class in actableai.utils.resources.predict.features.correlation) count (actableai.causal.exposure.model.response.NumberOfExecutionsResult attribute) counterfactual_value (actableai.causal.events.types.OutputResult attribute) covariate_balance (actableai.causal.exposure.model.estimate_effect_models.EstimateResult attribute) create_gml_model_specs() (in module actableai.causal.exposure.inference.causal_graph) create_pipeline() (in module actableai.utils.resources.predict.models) CRITICAL (actableai.data_validation.base.CheckLevels attribute) (actableai.data_validation.base.ValidationStatus attribute) cross_validation_curve() (in module actableai.classification.roc_curve_cross_validation) custom_precision_recall_curve() (in module actableai.utils) CustomeDateTimeFeatureGenerator (class in actableai.utils.preprocessors.autogluon_preproc)

D

data (actableai.causal.discover.algorithms.payloads.Dataset attribute) Data (class in actableai.causal.events.types) data() (in module actableai.tasks.tests.test_regression) DATA_IMPUTATION (actableai.tasks.TaskType attribute) data_imputation() (in module actableai.data_imputation.data_imputation) data_imputation_task() (in module actableai.tasks.tests.test_data_imputation) data_subset_refuter() (in module actableai.causal.exposure.inference.refutation) dataframe (actableai.causal.exposure.model.estimate_effect_models.PopulationSpec attribute) (actableai.causal.exposure.model.estimate_effect_models.PopulationSpecDataFrame attribute) DataFrame (class in actableai.data_imputation) (class in actableai.data_imputation.data) (class in actableai.data_imputation.data.data_frame) DataFrameTransformer (class in actableai.causal.predictors) DataImputationDataValidator (class in actableai.data_validation.params) DataImputationFeaturesExtractor (class in actableai.utils.resources.predict.features.data_imputation) dataset (actableai.causal.discover.algorithms.payloads.CausalDiscoveryPayload attribute) (actableai.causal.discover.algorithms.payloads.DirectLiNGAMPayload attribute) Dataset (class in actableai.causal.discover.algorithms.payloads) DatasetGenerator (class in actableai.utils.dataset_generator) DatasetStatistics (class in actableai.causal.discover.model.causal_discovery) date_column (actableai.timeseries.models.forecaster.TsForecastMetadata attribute) date_range() (in module actableai.tasks.tests.test_data_imputation) DATETIME (actableai.data_imputation.auto_fixer.FixStrategy attribute) (actableai.data_imputation.auto_fixer.strategy.FixStrategy attribute) DatetimeFixer (class in actableai.data_imputation.auto_fixer.datetime_fixer) dbscan (actableai.clustering.models.base.Model attribute) DBSCAN (class in actableai.clustering.models.dbscan) debiasing_feature_generator_args() (in module actableai.utils) debiasing_hyperparameters() (in module actableai.utils) DebiasingModel (class in actableai.debiasing.debiasing_model) dec (actableai.clustering.models.base.Model attribute) DEC (class in actableai.clustering.models.dec) DEC_ANCHOR_CLUSTERING (actableai.tasks.TaskType attribute) DECAnchorClusteringFeaturesExtractor (class in actableai.utils.resources.predict.features.clustering) DeciAteOptions (class in actableai.causal.discover.algorithms.payloads) DeciInterventionModel (class in actableai.causal.discover.algorithms.interventions.deci) DeciModelOptions (class in actableai.causal.discover.algorithms.payloads) DeciPayload (class in actableai.causal.discover.algorithms.payloads) DeciRunner (class in actableai.causal.discover.algorithms.deci) DeciTrainingOptions (class in actableai.causal.discover.algorithms.payloads) decode() (actableai.data_imputation.processor.categories_data_processor.CategoriesDataProcessor method) (actableai.data_imputation.processor.CategoriesDataProcessor method) decoder_layer_sizes (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) decorrelate() (actableai.stats.Stats method) deep_ar (actableai.timeseries.models.params.base.Model attribute) deep_var (actableai.timeseries.models.params.base.Model attribute) DeepARParams (class in actableai.timeseries.models.params.deep_ar) DeepIVParams (class in actableai.causal.params) DeepVARParams (class in actableai.timeseries.models.params.deep_var) default (actableai.parameters.base.BaseParameter attribute) (actableai.parameters.list.ListParameter attribute) (actableai.parameters.options.OptionsParameter attribute) (actableai.parameters.parameters.Parameters attribute) (actableai.parameters.value.ValueParameter attribute) deploy() (actableai.models.legacy.inference.AAIModelInferenceLegacy class method) (actableai.models.serve.AAIModelInference class method) (actableai.models.serve.inference.AAIModelInference class method) (actableai.ocr.serve.tesseract.TesseractServe class method) (actableai.sentiment.serve.AAISentimentExtractor class method) (actableai.sentiment.SpanABSA.AAISentimentExtractor class method) description (actableai.parameters.base.NamedParameter attribute) Deseasonalizing (class in actableai.timeseries.transform.deseasonalizing) detect() (actableai.data_imputation.type_recon.type_detector.TypeDetector method) (actableai.data_imputation.type_recon.TypeDetector method) (in module actableai.third_parties.spanABSA.span_absa_helper)

detect_cells() (actableai.data_imputation.error_detector.base_error_detector.BaseErrorDetector method) (actableai.data_imputation.error_detector.misplaced_detector.MisplacedDetector method) (actableai.data_imputation.error_detector.MisplacedDetector method) (actableai.data_imputation.error_detector.null_detector.NullDetector method) (actableai.data_imputation.error_detector.NullDetector method) (actableai.data_imputation.error_detector.validation_detector.ValidationDetector method) (actableai.data_imputation.error_detector.ValidationDetector method) (actableai.data_imputation.MisplacedDetector method) (actableai.data_imputation.NullDetector method) (actableai.data_imputation.ValidationDetector method) detect_column() (actableai.data_imputation.type_recon.type_detector.TypeDetector static method) (actableai.data_imputation.type_recon.TypeDetector static method) detect_error() (actableai.data_imputation.data.data_frame.DataFrame method) (actableai.data_imputation.data.DataFrame method) (actableai.data_imputation.DataFrame method) (actableai.data_imputation.error_detector.error_detector.ErrorDetector method) (actableai.data_imputation.error_detector.ErrorDetector method) detect_most_possible_candidates() (actableai.data_imputation.error_detector.validation_constraints_checker.ValidationConstrainsChecker method) detect_possible_type_for_column() (in module actableai.data_imputation.type_recon.dtype_detector) detect_possible_types() (actableai.data_imputation.type_recon.type_detector.TypeDetector static method) (actableai.data_imputation.type_recon.TypeDetector static method) detect_typo_cells() (actableai.data_imputation.error_detector.validation_constraints_checker.ValidationConstrainsChecker method) detectors (actableai.data_imputation.error_detector.error_detector.ErrorDetector property) (actableai.data_imputation.error_detector.ErrorDetector property) determine_fix_strategy() (in module actableai.data_imputation.auto_fixer.strategy) determine_refine_strategy() (in module actableai.data_imputation.auto_fixer.strategy) Detrend (class in actableai.timeseries.transform.detrend) df() (in module actableai.tasks.tests.test_bayesian_regression) DfTypes (class in actableai.data_imputation.type_recon.type_detector) dict2tuple() (in module actableai.models.serve.inference) dict_parameter (actableai.parameters.options.OptionsParameter attribute) dim() (actableai.timeseries.forecast.AAITimeSeriesForecast method) dimnames (actableai.causal.events.types.WeightedSynthdidControls attribute) DIRECT_CAUSAL_FEATURE_SELECTION (actableai.tasks.TaskType attribute) DirectLiNGAMPayload (class in actableai.causal.discover.algorithms.payloads) DirectLiNGAMRunner (class in actableai.causal.discover.algorithms.direct_lingam) Discrete (actableai.causal.discover.algorithms.payloads.CausalVariableNature attribute) discrete_treatment (actableai.models.autogluon.base.AAIAutogluonTabularMetadata attribute) display_name (actableai.parameters.base.NamedParameter attribute) (actableai.parameters.options.Option attribute) DistanceMatching (actableai.models.causal_inference_estimators.base.DistanceMatchingModel attribute) (actableai.models.causal_inference_estimators.base.Model attribute) DistanceMatchingModel (class in actableai.models.causal_inference_estimators.base) DistanceMatchingParams (class in actableai.models.causal_inference_estimators.distance_matching) distant_cross_entropy() (in module actableai.third_parties.spanABSA.bert.sentiment_modeling) distant_loss() (in module actableai.third_parties.spanABSA.bert.sentiment_modeling) DMLFeaturizer (class in actableai.utils.preprocessors.autogluon_preproc) DMLModel (class in actableai.models.causal_inference_estimators.base) do_causal_discovery() (actableai.causal.discover.algorithms.commons.base_runner.CausalDiscoveryRunner method) (actableai.causal.discover.algorithms.deci.DeciRunner method) (actableai.causal.discover.algorithms.direct_lingam.DirectLiNGAMRunner method) (actableai.causal.discover.algorithms.notears.NotearsRunner method) (actableai.causal.discover.algorithms.pc.PCRunner method) DomainAdaptationLearnerSingleBinaryTreatmentParams (class in actableai.causal.params) DoNotContainDatetimeChecker (class in actableai.data_validation.checkers) DoNotContainEmptyColumnsChecker (class in actableai.data_validation.checkers) DoNotContainMixedChecker (class in actableai.data_validation.checkers) DoNotContainTextChecker (class in actableai.data_validation.checkers) DoNotUseAdditionalFeatureAsGroupbyChecker (class in actableai.data_validation.checkers) DRLearnerSingleBinaryTreatmentParams (class in actableai.causal.params) DtypeDetector (class in actableai.data_imputation.type_recon.dtype_detector)

E

effect() (actableai.causal.models.AAICausalEstimator method) effect_modifiers (actableai.causal.exposure.model.estimate_effect_models.ModelSpec attribute) effects (actableai.causal.discover.algorithms.payloads.Constraints attribute) EmbeddingModelWrapper (class in actableai.embedding.models.base) empty_string_to_nan() (in module actableai.models.legacy.intervention) EmptyTrainDataException, [1] enable_debug() (actableai.data_imputation.data.data_frame.DataFrame method) (actableai.data_imputation.data.DataFrame method) (actableai.data_imputation.DataFrame method) encode() (actableai.data_imputation.processor.categories_data_processor.CategoriesDataProcessor method) (actableai.data_imputation.processor.CategoriesDataProcessor method) encoder_layer_sizes (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) end_indexes (actableai.third_parties.spanABSA.absa.utils.RawBIOClsResult attribute) (actableai.third_parties.spanABSA.absa.utils.RawFinalResult attribute) end_logits (actableai.third_parties.spanABSA.absa.utils.RawSpanResult attribute) (actableai.third_parties.spanABSA.squad.squad_utils.RawResult attribute) epsilon_sample() (in module actableai.tasks.tests.test_causal) EQ (actableai.data_imputation.error_detector.ConditionOp attribute) (actableai.data_imputation.error_detector.match_condition.ConditionOp attribute) error_type (actableai.data_imputation.error_detector.cell_erros.CellError property) ErrorCandidate (class in actableai.data_imputation.error_detector.cell_erros) ErrorColumns (class in actableai.data_imputation.error_detector.cell_erros) ErrorDetector (class in actableai.data_imputation.error_detector) (class in actableai.data_imputation.error_detector.error_detector) ErrorType (class in actableai.data_imputation.error_detector.cell_erros) estimate (actableai.causal.exposure.model.confidence_interval_models.ConfidenceIntervalParams attribute) (actableai.causal.exposure.model.estimate_effect_models.EstimateResult attribute) (actableai.causal.exposure.model.refute_estimate_models.RefuterSpec attribute) (actableai.causal.exposure.model.significance_test_models.ComputeNullEffectSpec attribute) (actableai.causal.exposure.model.significance_test_models.PropensityScoreSpec attribute) estimate_effect() (actableai.models.causal_inference_estimators.base.EstimatorBaseParams method) estimate_id (actableai.causal.exposure.model.confidence_interval_models.ConfidenceIntervalResult attribute) (actableai.causal.exposure.model.refute_estimate_models.RefuterResult attribute) (actableai.causal.exposure.model.shap_interpreter_models.ShapInterpreterResult attribute) (actableai.causal.exposure.model.significance_test_models.PropensityScoreSpec attribute) estimate_possibility (actableai.causal.exposure.model.identify_estimand_models.IdentifyEstimandResult attribute) EstimateEffectRequestBody (class in actableai.causal.exposure.model.estimate_effect_models) EstimateResult (class in actableai.causal.exposure.model.estimate_effect_models) EstimateResult.Config (class in actableai.causal.exposure.model.estimate_effect_models) estimator (actableai.causal.events.types.Data attribute) (actableai.causal.exposure.model.estimate_effect_models.EstimateResult attribute) (actableai.causal.exposure.model.estimate_effect_models.Specification attribute) estimator_specs (actableai.causal.exposure.model.estimate_effect_models.EstimateEffectRequestBody attribute) estimator_type (actableai.models.causal_inference_estimators.base.EstimatorBaseParams attribute) (actableai.models.causal_inference_estimators.causal_forest_dml.CausalForestDMLParams attribute) (actableai.models.causal_inference_estimators.distance_matching.DistanceMatchingParams attribute) (actableai.models.causal_inference_estimators.kernel_dml.KernelDMLParams attribute) (actableai.models.causal_inference_estimators.linear_dml.LinearDMLParams attribute) (actableai.models.causal_inference_estimators.propensity_score_weighting.PropensityScoreWeightingParams attribute) (actableai.models.causal_inference_estimators.sparse_linear_dml.SparseLinearDMLParams attribute)

EstimatorBaseParams (class in actableai.models.causal_inference_estimators.base) estimators_ (actableai.third_parties.skgarden.forest.ExtraTreesRegressor attribute) (actableai.third_parties.skgarden.forest.RandomForestRegressor attribute) EstimatorSpec (class in actableai.causal.exposure.model.estimate_effect_models) eta_sample() (in module actableai.tasks.tests.test_causal) eval_absa() (in module actableai.third_parties.spanABSA.absa.run_cls_span) eval_aspect_extract() (in module actableai.third_parties.spanABSA.absa.run_extract_span) evaluate() (actableai.utils.multilabel_predictor.MultilabelPredictor method) (in module actableai.third_parties.spanABSA.absa.run_cls_span) (in module actableai.third_parties.spanABSA.absa.run_extract_span) (in module actableai.third_parties.spanABSA.absa.run_joint_span) (in module actableai.third_parties.spanABSA.squad.squad_evaluate) exact_match_score() (in module actableai.third_parties.spanABSA.squad.squad_evaluate) EXCLUDE_UNSUPPORTED_COLUMNS (actableai.data_imputation.processor.ProcessOps attribute) (actableai.data_imputation.processor.processor.ProcessOps attribute) Excluded (actableai.causal.discover.algorithms.payloads.CausalVariableNature attribute) expand_num_with_tag() (actableai.data_imputation.processor.Processor method) (actableai.data_imputation.processor.processor.Processor method) expand_polynomial_categorical() (in module actableai.bayesian_regression.utils) expected_type (actableai.parameters.validation.ParameterTypeError attribute) EXPEND_NUM_WITH_TAG (actableai.data_imputation.processor.ProcessOps attribute) (actableai.data_imputation.processor.processor.ProcessOps attribute) explain() (actableai.models.base.AAIBaseModel method) explain_samples_supported (actableai.models.autogluon.params.ag_automm.AGAUTOMMParams attribute) (actableai.models.autogluon.params.base.BaseParams attribute) (actableai.models.autogluon.params.cat.CATParams attribute) (actableai.models.autogluon.params.fastainn.FastAINNParams attribute) (actableai.models.autogluon.params.fasttext.FASTTEXTParams attribute) (actableai.models.autogluon.params.gbm.GBMParams attribute) (actableai.models.autogluon.params.knn.KNNParams attribute) (actableai.models.autogluon.params.lr.LRParams attribute) (actableai.models.autogluon.params.nn_mxnet.NNMXNetParams attribute) (actableai.models.autogluon.params.nn_torch.NNTorchParams attribute) (actableai.models.autogluon.params.polynomial_linear.PolynomialLinearPredParams attribute) (actableai.models.autogluon.params.rf.RFParams attribute) (actableai.models.autogluon.params.tabpfn.TabPFNParams attribute) (actableai.models.autogluon.params.xgboost_linear.XGBoostLinearParams attribute) (actableai.models.autogluon.params.xgboost_tree.XGBoostTreeParams attribute) (actableai.models.autogluon.params.xt.XTParams attribute) explanation_hyperparameters() (in module actableai.utils) extend() (actableai.data_imputation.auto_fixer.fix_info.FixInfoList method) (actableai.data_imputation.error_detector.cell_erros.CellErrors method) (actableai.data_imputation.error_detector.CellErrors method) extends() (actableai.data_imputation.error_detector.constraint.Constraints method) extract_dataset_features() (in module actableai.utils.resources.predict.features.common) extract_features() (in module actableai.utils.resources.predict.features) extract_inference_result_to_feature() (in module actableai.third_parties.spanABSA.span_absa_helper) ExtractInferenceFeature (class in actableai.third_parties.spanABSA.span_absa_helper) ExtraTreesRegressor (class in actableai.third_parties.skgarden.forest)

F

f1_score() (in module actableai.third_parties.spanABSA.squad.squad_evaluate) failed (actableai.causal.exposure.model.response.StatusModel attribute) fast (actableai.ocr.serve.tesseract.TesseractModelType attribute) fast_categorical_hyperparameters() (in module actableai.utils) FastAINNParams (class in actableai.models.autogluon.params.fastainn) fasttext (actableai.models.autogluon.params.base.Model attribute) FASTTEXTParams (class in actableai.models.autogluon.params.fasttext) feature2param() (in module actableai.models) feature_importance() (actableai.causal.predictors.SKLearnMultilabelWrapper method) (actableai.causal.predictors.SKLearnTabularWrapper method) (actableai.causal.predictors.SKLearnWrapper method) feature_importances_ (actableai.third_parties.skgarden.forest.ExtraTreesRegressor attribute) (actableai.third_parties.skgarden.forest.RandomForestRegressor attribute) feature_parameters (actableai.clustering.models.ClusteringModelMetadata attribute) (actableai.models.autogluon.base.AAIAutogluonTabularMetadata attribute) features (actableai.clustering.models.ClusteringModelMetadata attribute) (actableai.models.autogluon.base.AAIAutogluonTabularMetadata attribute) (actableai.timeseries.models.forecaster.TsForecastMetadata attribute) FeaturesExtractor (class in actableai.utils.resources.predict.features.base) feed_forward (actableai.timeseries.models.params.base.Model attribute) FeedForwardParams (class in actableai.timeseries.models.params.feed_forward) FieldsToExtractChecker (class in actableai.data_validation.checkers) fill_na() (in module actableai.utils) finalize_columns() (in module actableai.data_imputation.auto_fixer.helper) find() (actableai.data_imputation.auto_fixer.fix_info.FixInfoList method) find_actual_errors() (actableai.data_imputation.error_detector.smart_column_selector.SmartErrorCellSelector method) find_all_unmatched() (actableai.data_imputation.error_detector.validation_constraints_checker.ValidationConstrainsChecker method) find_freq() (in module actableai.timeseries.utils) find_gluonts_freq() (in module actableai.timeseries.utils) find_misplaced() (actableai.data_imputation.error_detector.column_format.MatchNumRule method) (actableai.data_imputation.error_detector.column_format.MatchStrRule method) (actableai.data_imputation.error_detector.MatchNumRule method) (actableai.data_imputation.error_detector.MatchStrRule method) find_num_clusters() (actableai.clustering.models.kmeans.KMeans class method) fit() (actableai.causal.models.AAICausalEstimator method) (actableai.causal.predictors.DataFrameTransformer method) (actableai.causal.predictors.SKLearnWrapper method) (actableai.debiasing.residuals_model.ResidualsModel method) (actableai.intervention.model.AAIInterventionEffectPredictor method) (actableai.models.base.AAIBaseModel method) (actableai.timeseries.models.base.AAITimeSeriesBaseModel method) (actableai.timeseries.models.forecaster.AAITimeSeriesForecaster method) (actableai.timeseries.models.independent_multivariate_model.AAITimeSeriesIndependentMultivariateModel method) (actableai.timeseries.models.single_model.AAITimeSeriesSingleModel method) (actableai.utils.multilabel_predictor.MultilabelPredictor method) (actableai.utils.preprocessors.autogluon_preproc.DMLFeaturizer method) (actableai.utils.preprocessors.preprocessing.CopyTransformer method) (actableai.utils.preprocessors.preprocessing.MultiCountVectorizer method) (actableai.utils.preprocessors.preprocessing.SKLearnAGFeatureWrapperBase method) fit_predict() (actableai.models.base.AAIBaseModel method) fit_search() (actableai.causal.models.AAICausalEstimator method) fit_transform() (actableai.causal.OneHotEncodingTransformer method) (actableai.causal.predictors.DataFrameTransformer method) (actableai.clustering.transform.ClusteringDataTransformer method) (actableai.models.base.AAIBaseModel method) (actableai.regression.OneHotEncodingTransformer method) (actableai.utils.preprocessors.preprocessing.MultiCountVectorizer method) (actableai.utils.preprocessors.preprocessing.PercentageTransformer method) (actableai.utils.preprocessors.preprocessing.SKLearnAGFeatureWrapperBase method) fix() (actableai.data_imputation.auto_fixer.auto_fixer.AutoFixer method) (actableai.data_imputation.auto_fixer.auto_gluon_fixer.AutoGluonFixer method) (actableai.data_imputation.auto_fixer.datetime_fixer.DatetimeFixer method) (actableai.data_imputation.auto_fixer.neighbor_fixer.NeighborFixer method) (actableai.data_imputation.auto_fixer.single_category_fixer.SingleCategoryFixer method)

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G

gbm (actableai.models.autogluon.params.base.Model attribute) GBMParams (class in actableai.models.autogluon.params.gbm) gelu() (in module actableai.third_parties.spanABSA.bert.modeling) generate() (actableai.utils.dataset_generator.DatasetGenerator class method) generate_cluster_descriptions() (in module actableai.clustering.explain) generate_date_range() (in module actableai.utils.testing) generate_forecast_dataset() (in module actableai.utils.testing) generate_forecast_df() (in module actableai.utils.testing) generate_from_file() (actableai.utils.dataset_generator.DatasetGenerator class method) generate_random_date() (in module actableai.utils.testing) get() (actableai.utils.river.NRMSE method) get_actor() (actableai.models.legacy.inference.AAIModelInferenceHeadLegacy class method) (actableai.models.serve.AAIModelInferenceHead class method) (actableai.models.serve.inference_head.AAIModelInferenceHead class method) (actableai.utils.resources.predict.predictor.ResourcesPredictorsActor 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(actableai.data_imputation.type_recon.dtype_detector.CategoryDetector method) (actableai.data_imputation.type_recon.dtype_detector.DtypeDetector method) (actableai.data_imputation.type_recon.dtype_detector.Float64Detector method) (actableai.data_imputation.type_recon.dtype_detector.Int64Detector method) (actableai.data_imputation.type_recon.dtype_detector.NullDetector method) (actableai.data_imputation.type_recon.dtype_detector.ObjectDetector method) get_column_types() (actableai.data_imputation.processor.Processor method) (actableai.data_imputation.processor.processor.Processor method) get_config() (actableai.clustering.models.dec.ClusteringLayer method) get_controls() (actableai.models.serve.AAIModelInference method) (actableai.models.serve.inference.AAIModelInference method) get_default() (actableai.parameters.base.BaseParameter method) (actableai.parameters.options.OptionsParameter method) get_deployment() (actableai.models.legacy.inference.AAIModelInferenceLegacy class method) (actableai.models.serve.AAIModelInference class method) (actableai.models.serve.inference.AAIModelInference class method) (actableai.ocr.serve.base.BaseOCRServe class method) (actableai.sentiment.serve.AAISentimentExtractor class method) (actableai.sentiment.SpanABSA.AAISentimentExtractor class method) get_df_with_only_error() (in module actableai.data_imputation.auto_fixer.helper) get_df_without_error() (in module actableai.data_imputation.auto_fixer.helper) get_estimator_parameters() (actableai.tasks.causal_inference.AAICausalInferenceTask static method) get_feature_links() (in module actableai.utils.autogluon) get_feature_names_out() (actableai.utils.preprocessors.preprocessing.MultiCountVectorizer method) (actableai.utils.preprocessors.preprocessing.SKLearnAGFeatureWrapperBase method) get_features_extractor() (in module actableai.utils.resources.predict.features) get_final_features() (in module actableai.utils.autogluon) get_final_text() (in module actableai.third_parties.spanABSA.squad.squad_utils) get_fixer() (in module actableai.data_imputation.auto_fixer.strategy) get_handle() (actableai.models.legacy.inference.AAIModelInferenceLegacy class method) (actableai.models.serve.AAIModelInference class method) (actableai.models.serve.inference.AAIModelInference class method) (actableai.ocr.serve.base.BaseOCRServe class method) (actableai.sentiment.serve.AAISentimentExtractor class method) (actableai.sentiment.SpanABSA.AAISentimentExtractor class method) get_hyperparameters() (actableai.models.autogluon.params.base.BaseParams class method) (actableai.tasks.causal_inference.AAICausalInferenceTask class method) (actableai.timeseries.models.params.base.BaseParams static method) (actableai.timeseries.models.params.constant_value.ConstantValueParams static method) (actableai.timeseries.models.params.constant_value.MultivariateConstantValueParams static method) (actableai.timeseries.models.params.deep_ar.DeepARParams static method) (actableai.timeseries.models.params.deep_var.DeepVARParams static method) (actableai.timeseries.models.params.feed_forward.FeedForwardParams static method) (actableai.timeseries.models.params.gp_var.GPVarParams static method) (actableai.timeseries.models.params.n_beats.NBEATSParams static method) (actableai.timeseries.models.params.prophet.ProphetParams static method) (actableai.timeseries.models.params.r_forecast.RForecastParams static method) (actableai.timeseries.models.params.tree_predictor.TreePredictorParams static method) get_hyperparameters_space() (actableai.tasks.base.AAITunableTask static method) (actableai.tasks.classification.AAIClassificationTask class method) (actableai.tasks.forecast.AAIForecastTask static method) (actableai.tasks.regression.AAIRegressionTask class method) get_hyperparameters_t() (actableai.tasks.causal_inference.AAICausalInferenceTask static method) get_hyperparameters_y() (actableai.tasks.causal_inference.AAICausalInferenceTask static method)

get_inference_class() (actableai.models.inference.AAIBaseModelInference class method) get_item() (actableai.data_imputation.auto_fixer.fix_info.FixInfoList method) get_language_display_name() (in module actableai.utils.language) get_left_tag_column_name() (actableai.data_imputation.meta.column.NumWithTagColumnMeta method) get_lr() (actableai.third_parties.spanABSA.bert.optimization.BERTAdam method) get_max_profiled() (actableai.utils.resources.profile.ResourceProfilerResults method) get_memory_size() (actableai.classification.models.tabpfn.TabPFNModel method) get_memory_usage() (in module actableai.data_imputation.utils.memory) get_meta() (actableai.data_imputation.type_recon.type_detector.DfTypes method) get_metadata() (actableai.models.legacy.inference.AAIModelInferenceLegacy method) (actableai.models.serve.AAIModelInference method) (actableai.models.serve.inference.AAIModelInference method) get_model_metrics() (actableai.utils.resources.predict.predictor.ResourcesPredictorsActor method) get_model_params() (in module actableai.causal.params) get_model_path() (actableai.models.legacy.inference.AAIModelInferenceLegacy static method) (actableai.models.serve.AAIModelInference static method) (actableai.models.serve.inference.AAIModelInference static method) get_model_ref() (actableai.models.legacy.inference.AAIModelInferenceHeadLegacy method) (actableai.models.serve.AAIModelInferenceHead method) (actableai.models.serve.inference_head.AAIModelInferenceHead method) get_num_class() (actableai.tasks.classification.AAIClassificationTask static method) get_num_column_name() (actableai.data_imputation.meta.column.NumWithTagColumnMeta method) get_parameters() (actableai.clustering.models.affinity_propagation.AffinityPropagation static method) (actableai.clustering.models.agglomerative_clustering.AgglomerativeClustering static method) (actableai.clustering.models.base.BaseClusteringModel static method) (actableai.clustering.models.ClusteringModel method) (actableai.clustering.models.dbscan.DBSCAN static method) (actableai.clustering.models.dec.DEC static method) (actableai.clustering.models.kmeans.KMeans static method) (actableai.clustering.models.spectral_clustering.SpectralClustering static method) (actableai.embedding.models.linear_discriminant_analysis.LinearDiscriminantAnalysis static method) (actableai.embedding.models.tsne.TSNE static method) (actableai.embedding.models.umap.UMAP static method) (actableai.models.base.AAIParametersModel static method) (actableai.models.causal_inference_estimators.base.EstimatorBaseParams static method) (actableai.models.causal_inference_estimators.causal_forest_dml.CausalForestDMLParams static method) (actableai.models.causal_inference_estimators.distance_matching.DistanceMatchingParams static method) (actableai.models.causal_inference_estimators.kernel_dml.KernelDMLParams static method) (actableai.models.causal_inference_estimators.linear_dml.LinearDMLParams static method) (actableai.models.causal_inference_estimators.propensity_score_weighting.PropensityScoreWeightingParams static method) (actableai.models.causal_inference_estimators.sparse_linear_dml.SparseLinearDMLParams static method) (actableai.ocr.models.tesseract.Tesseract static method) (actableai.tasks.base.AAITask class method) (actableai.tasks.causal_inference.AAICausalInferenceTask class method) (actableai.tasks.clustering.AAIClusteringTask class method) (actableai.tasks.ocr.AAIOCRTask class method) (actableai.tasks.text_extraction.AAITextExtractionTask class method) (actableai.text_extraction.models.openai.OpenAI class method) (in module actableai.models.autogluon.params.nn_base) (in module actableai.models.autogluon.params.xgboost_base) get_parameters_definition() (actableai.models.inference.AAIBaseModelInference method) get_pdp_and_ice() (in module actableai.utils.pdp_ice) get_predictor() (actableai.utils.multilabel_predictor.MultilabelPredictor method) get_processed_df() (actableai.data_imputation.processor.Processor method) (actableai.data_imputation.processor.processor.Processor method) get_propensity_scores() (in module actableai.causal.exposure.inference.significance_test) get_quick_fixer_for_debug() (in module actableai.data_imputation.auto_fixer.strategy) get_right_tag_column_name() (actableai.data_imputation.meta.column.NumWithTagColumnMeta method) get_rscorer() (in module actableai.causal.params) get_satisfied_formats() (in module actableai.timeseries.utils) get_self_att_representation() (in module actableai.third_parties.spanABSA.bert.sentiment_modeling) get_span_representation() (in module actableai.third_parties.spanABSA.bert.sentiment_modeling) get_tasks() (in module actableai.causal.exposure.inference.refutation) (in module actableai.causal.exposure.inference.specification_interpreter) get_type_special() (in module actableai.utils) get_type_special_no_ag() (in module actableai.utils) get_via_index() (actableai.data_imputation.auto_fixer.fix_info.FixInfoList method) given (actableai.parameters.validation.OutOfRangeError attribute) given_type (actableai.parameters.validation.ParameterTypeError attribute) gp_var (actableai.timeseries.models.params.base.Model attribute) GPU_MEMORY (actableai.utils.resources.profile.ResourceProfilerType attribute) gpu_required (actableai.models.autogluon.params.ag_automm.AGAUTOMMParams attribute) (actableai.models.autogluon.params.base.BaseParams attribute) GPUMemoryProfiler (class in actableai.utils.resources.profile.gpu_memory) GPVarParams (class in actableai.timeseries.models.params.gp_var) GradientBoostQuantileRegressor (class in actableai.regression.quantile) group_list (actableai.timeseries.dataset.AAITimeSeriesDataset property) GT (actableai.data_imputation.error_detector.ConditionOp attribute) (actableai.data_imputation.error_detector.match_condition.ConditionOp attribute) GTE (actableai.data_imputation.error_detector.ConditionOp attribute) (actableai.data_imputation.error_detector.match_condition.ConditionOp attribute)

H

handle_boolean_features() (in module actableai.utils) handle_categorical (actableai.clustering.models.base.BaseClusteringModel attribute) (actableai.clustering.models.dec.DEC attribute) handle_datetime_column() (in module actableai.timeseries.utils) handle_datetime_features() (in module actableai.utils) has_categorical_column() (in module actableai.causal) has_error() (actableai.parameters.validation.ParameterValidationErrors method) has_explanations (actableai.clustering.models.dec.DEC attribute) (actableai.models.base.AAIBaseModel attribute) (actableai.models.causal_inference_estimators.base.EstimatorBaseParams attribute) has_fit (actableai.clustering.models.base.BaseClusteringModel attribute) (actableai.clustering.models.ClusteringModel attribute) (actableai.embedding.models.base.BaseEmbeddingModel attribute) (actableai.models.autogluon.base.AAIAutogluonTabularModel attribute) (actableai.models.base.AAIBaseModel attribute) (actableai.models.causal_inference_estimators.base.EstimatorBaseParams attribute) (actableai.timeseries.models.forecaster.AAITimeSeriesForecaster attribute)

has_predict (actableai.clustering.models.base.BaseClusteringModel attribute) (actableai.clustering.models.ClusteringModel attribute) (actableai.models.autogluon.base.AAIAutogluonTabularModel attribute) (actableai.models.base.AAIBaseModel attribute) (actableai.models.causal_inference_estimators.base.EstimatorBaseParams attribute) (actableai.text_extraction.models.base.BaseTextExtractionModel attribute) (actableai.timeseries.models.forecaster.AAITimeSeriesForecaster attribute) has_predict_proba (actableai.models.base.AAIBaseModel attribute) has_transform (actableai.embedding.models.base.BaseEmbeddingModel attribute) (actableai.models.base.AAIBaseModel attribute) (actableai.models.causal_inference_estimators.base.EstimatorBaseParams attribute) (actableai.ocr.models.base.BaseOCRModel attribute) HEALTHY (actableai.data_validation.base.ValidationStatus attribute) hidden (actableai.parameters.base.BaseParameter attribute)

I

IChecker (class in actableai.data_validation.base) id (actableai.causal.discover.algorithms.interventions.deci.DeciInterventionModel property) (actableai.causal.exposure.model.estimate_effect_models.EstimateResult attribute) Id (actableai.data_imputation.ColumnType attribute) (actableai.data_imputation.meta.types.ColumnType attribute) identified_estimand (actableai.causal.exposure.model.estimate_effect_models.EstimateResult attribute) (actableai.causal.exposure.model.significance_test_models.ComputeNullEffectSpec attribute) (actableai.causal.exposure.model.significance_test_models.PropensityScoreSpec attribute) identify_estimand() (in module actableai.causal.exposure.inference.identify_estimand) IdentifyEstimandResult (class in actableai.causal.exposure.model.identify_estimand_models) IdentifyEstimandResult.Config (class in actableai.causal.exposure.model.identify_estimand_models) Identity (class in actableai.timeseries.transform.identity) imputation (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) impute_df() (in module actableai.utils.preprocessors.preprocessing) ImputeAndStandardScaler (class in actableai.clustering.transform) imputer_layer_sizes (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) index (actableai.data_imputation.auto_fixer.fix_info.FixInfo attribute) (actableai.data_imputation.auto_fixer.fix_info.FixInfoList property) (actableai.data_imputation.error_detector.cell_erros.CellError property) (actableai.data_imputation.error_detector.cell_erros.CellInfo attribute) (actableai.data_imputation.error_detector.cell_erros.ErrorCandidate attribute) infer() (actableai.models.inference.AAIBaseModelInference method) (actableai.models.serve.AAIModelInference method) (actableai.models.serve.inference.AAIModelInference method) info (actableai.timeseries.forecast.AAITimeSeriesForecast attribute) init_ray() (in module actableai.conftest) (in module actableai.utils.testing) init_ray_class() (in module actableai.tasks.tests.test_base) initialize_model() (actableai.clustering.models.base.ClusteringModelWrapper method) (actableai.embedding.models.base.EmbeddingModelWrapper method) (actableai.models.causal_inference_estimators.base.EstimatorBaseParams method) input_data (actableai.causal.events.types.Data attribute) InputFeatures (class in actableai.third_parties.spanABSA.absa.utils) (class in actableai.third_parties.spanABSA.squad.squad_utils) instrumental_variables (actableai.causal.exposure.model.identify_estimand_models.IdentifyEstimandResult attribute) InsufficientCategoricalRows (class in actableai.data_validation.checkers) INT (actableai.parameters.type.ValueType attribute) Int64Detector (class in actableai.data_imputation.type_recon.dtype_detector) Integer (actableai.data_imputation.ColumnType attribute) (actableai.data_imputation.meta.types.ColumnType attribute) IntegerParameter (in module actableai.parameters.numeric) IntegerRangeSpace (in module actableai.parameters.numeric) intercept_offset (actableai.causal.events.types.OutputResult attribute) interpolate() (in module actableai.timeseries.utils) interpret() (in module actableai.causal.exposure.inference.specification_interpreter) intervened_column (actableai.models.autogluon.base.AAIAutogluonTabularMetadata attribute) intervention (actableai.causal.discover.algorithms.payloads.ATEDetails attribute) (actableai.causal.discover.model.interventions.InterventionResult attribute) INTERVENTION (actableai.tasks.TaskType attribute)

intervention_model_id (actableai.causal.discover.model.interventions.InterventionPayload attribute) intervention_task() (in module actableai.tasks.tests.test_intervention) InterventionDataValidator (class in actableai.data_validation.params) InterventionFeaturesExtractor (class in actableai.utils.resources.predict.features.intervention) InterventionPayload (class in actableai.causal.discover.model.interventions) InterventionResult (class in actableai.causal.discover.model.interventions) interventions (actableai.causal.discover.model.interventions.InterventionPayload attribute) INVALID (actableai.data_imputation.error_detector.cell_erros.ErrorType attribute) InvalidFrequencyException InvalidKeyError (class in actableai.parameters.validation) InvalidPositiveLabelError InvalidTaskIdError inverse_convert_categorical_to_num() (in module actableai.utils.categorical_numerical_convert) inverse_transform() (actableai.clustering.transform.ClusteringDataTransformer method) IQ (actableai.data_imputation.error_detector.ConditionOp attribute) (actableai.data_imputation.error_detector.match_condition.ConditionOp attribute) is_explainer_available (actableai.models.autogluon.base.AAIAutogluonTabularMetadata attribute) is_fit() (actableai.debiasing.debiasing_model.DebiasingModel method) is_fitted() (in module actableai.utils) is_gpu_available() (in module actableai.conftest) (in module actableai.utils) is_model_available() (actableai.models.legacy.inference.AAIModelInferenceLegacy method) (actableai.models.serve.AAIModelInference method) (actableai.models.serve.inference.AAIModelInference method) is_multi (actableai.parameters.options.OptionsParameter attribute) (actableai.parameters.options.OptionsSpace attribute) is_predictor_compatible() (actableai.explanation.autogluon_explainer.AutoGluonShapTreeExplainer static method) is_regex (actableai.data_imputation.error_detector.column_format.MatchStrRule attribute) (actableai.data_imputation.error_detector.MatchStrRule attribute) is_support_fix() (actableai.data_imputation.type_recon.type_detector.DfTypes method) is_text_column() (in module actableai.utils) is_valid() (actableai.causal.exposure.model.estimate_effect_models.Specification method) IsCategoricalChecker (class in actableai.data_validation.checkers) IsCategoricalOrNumericalChecker (class in actableai.data_validation.checkers) IsClusteringModelCompatible (class in actableai.data_validation.checkers) IsDatetimeChecker (class in actableai.data_validation.checkers) IsNumericalChecker (class in actableai.data_validation.checkers) IsSufficientClassSampleChecker (class in actableai.data_validation.checkers) IsSufficientClassSampleForCrossValidationChecker (class in actableai.data_validation.checkers) IsSufficientDataChecker (class in actableai.data_validation.checkers) IsSufficientDataClassificationStratification (class in actableai.data_validation.checkers) IsSufficientDataTreatmentStratification (class in actableai.data_validation.checkers) IsSufficientNumberOfClassChecker (class in actableai.data_validation.checkers) IsSufficientSampleCrossValidationChecker (class in actableai.data_validation.checkers) IsSufficientValidationSampleChecker (class in actableai.data_validation.checkers) IsValidFrequencyChecker (class in actableai.data_validation.checkers) IsValidNumberOfClusterChecker (class in actableai.data_validation.checkers) IsValidPredictionLengthChecker (class in actableai.data_validation.checkers) IsValidTypeNumberOfClusterChecker (class in actableai.data_validation.checkers) item_id (actableai.timeseries.forecast.AAITimeSeriesForecast attribute)

K

KernelDML (actableai.models.causal_inference_estimators.base.DMLModel attribute) (actableai.models.causal_inference_estimators.base.Model attribute) KernelDMLParams (class in actableai.models.causal_inference_estimators.kernel_dml) key (actableai.parameters.validation.InvalidKeyError attribute) KeyValue (class in actableai.models.serve.inference) kmeans (actableai.clustering.models.base.Model attribute)

KMeans (class in actableai.clustering.models.kmeans) KMeans_pick_k() (actableai.clustering.models.kmeans.KMeans class method) KMeans_pick_k_sil() (actableai.clustering.models.kmeans.KMeans static method) KMeans_scaled_inertia() (actableai.clustering.models.kmeans.KMeans static method) knn (actableai.models.autogluon.params.base.Model attribute) KNNParams (class in actableai.models.autogluon.params.knn)

L

label (actableai.causal.exposure.model.estimate_effect_models.EstimatorSpec attribute) (actableai.causal.exposure.model.estimate_effect_models.ModelSpec attribute) (actableai.causal.exposure.model.estimate_effect_models.OutcomeSpec attribute) (actableai.causal.exposure.model.estimate_effect_models.PopulationSpec attribute) (actableai.causal.exposure.model.estimate_effect_models.TreatmentSpec attribute) lambda_dag (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) lambda_sparse (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) leaderboard_cross_val() (in module actableai.classification.utils) learn_one() (actableai.utils.river.MultiOutputPipeline method) (actableai.utils.river.MultiOutputRegressor method) learning_rate (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) lib (actableai.causal.events.types.Data attribute) linear_discriminant_analysis (actableai.embedding.models.base.Model attribute) LinearDiscriminantAnalysis (class in actableai.embedding.models.linear_discriminant_analysis) LinearDML (actableai.models.causal_inference_estimators.base.DMLModel attribute) (actableai.models.causal_inference_estimators.base.Model attribute) LinearDMLCategoricalOutcomeAGParams (class in actableai.causal.params) LinearDMLCategoricalOutcomeParams (class in actableai.causal.params) LinearDMLCategoricalTreatmentAGParams (class in actableai.causal.params) LinearDMLCategoricalTreatmentAndOutcomeAGParams (class in actableai.causal.params) LinearDMLCategoricalTreatmentAndOutcomeParams (class in actableai.causal.params) LinearDMLCategoricalTreatmentParams (class in actableai.causal.params) LinearDMLParams (class in actableai.models.causal_inference_estimators.linear_dml) LinearDMLSingleBinaryOutcomeAGParams (class in actableai.causal.params) LinearDMLSingleBinaryOutcomeParams (class in actableai.causal.params) LinearDMLSingleBinaryTreatmentAGParams (class in actableai.causal.params) LinearDMLSingleBinaryTreatmentParams (class in actableai.causal.params) LinearDMLSingleContTreatmentAGParams (class in actableai.causal.params)

LinearDMLSingleContTreatmentParams (class in actableai.causal.params) LinearRegressionWrapper (class in actableai.causal.predictors) lines (actableai.causal.events.types.OutputResult attribute) LIST (actableai.parameters.type.ParameterType attribute) list_object() (in module actableai.third_parties.spanABSA.span_absa_helper) ListParameter (class in actableai.parameters.list) ListShapInterpreterResult (class in actableai.causal.exposure.model.shap_interpreter_models) load() (actableai.classification.models.tabpfn.TabPFNModel class method) (actableai.debiasing.debiasing_model.DebiasingModel class method) (actableai.debiasing.residuals_model.ResidualsModel class method) (actableai.utils.multilabel_predictor.MultilabelPredictor class method) load_data() (in module actableai.data_imputation.data.loader) load_model() (in module actableai.third_parties.spanABSA.span_absa_helper) load_predefined_dataset() (actableai.causal.discover.algorithms.commons.pandas_dataset_loader.PandasDatasetLoader method) load_raw_model() (actableai.models.legacy.inference.AAIModelInferenceHeadLegacy static method) (actableai.models.serve.AAIModelInferenceHead static method) (actableai.models.serve.inference_head.AAIModelInferenceHead static method) load_vocab() (in module actableai.third_parties.spanABSA.bert.tokenization) LogCategoricalOutcomeNotAllowed LogCategoricalTreatmentNotAllowed lower (actableai.causal.discover.model.causal_discovery.NormalizedColumnMetadata attribute) lower_bound (actableai.causal.exposure.model.confidence_interval_models.ConfidenceIntervalResult attribute) lr (actableai.models.autogluon.params.base.Model attribute) LRParams (class in actableai.models.autogluon.params.lr) LT (actableai.data_imputation.error_detector.ConditionOp attribute) (actableai.data_imputation.error_detector.match_condition.ConditionOp attribute) LTE (actableai.data_imputation.error_detector.ConditionOp attribute) (actableai.data_imputation.error_detector.match_condition.ConditionOp attribute)

M

main() (in module actableai.third_parties.spanABSA.absa.run_cls_span) (in module actableai.third_parties.spanABSA.absa.run_extract_span) (in module actableai.third_parties.spanABSA.absa.run_joint_span) make_evaluation_predictions() (actableai.timeseries.models.predictor.AAITimeSeriesPredictor method) make_pretty_tree() (in module actableai.causal.tree_utils) map_revert_forecast() (actableai.timeseries.transform.base.ArrayTransformation method) (actableai.timeseries.transform.base.MapTransformation method) map_revert_time_series() (actableai.timeseries.transform.base.ArrayTransformation method) (actableai.timeseries.transform.base.MapTransformation method) map_to_causica_var_type() (in module actableai.causal.discover.model.causal_discovery) map_transform() (actableai.timeseries.transform.base.ArrayTransformation method) (actableai.timeseries.transform.base.MapTransformation method) (actableai.timeseries.transform.clean_features.CleanFeatures method) MapTransformation (class in actableai.timeseries.transform.base) mark_column_unsupported() (actableai.data_imputation.type_recon.type_detector.DfTypes method) match_rules (actableai.data_imputation.error_detector.rule_parser.RulesBuilder property) (actableai.data_imputation.error_detector.RulesBuilder property) match_str (actableai.data_imputation.error_detector.column_format.MatchStrRule attribute) (actableai.data_imputation.error_detector.MatchStrRule attribute) match_val (actableai.data_imputation.error_detector.column_format.MatchNumRule attribute) (actableai.data_imputation.error_detector.MatchNumRule attribute) MatchNumRule (class in actableai.data_imputation.error_detector) (class in actableai.data_imputation.error_detector.column_format) MatchRule (class in actableai.data_imputation.error_detector.column_format) MatchRuleGroup (class in actableai.data_imputation.error_detector.column_format) MatchRules (class in actableai.data_imputation.error_detector) (class in actableai.data_imputation.error_detector.column_format) MatchStrRule (class in actableai.data_imputation.error_detector) (class in actableai.data_imputation.error_detector.column_format) max (actableai.parameters.validation.OutOfRangeError attribute) max_auglag_inner_epochs (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) MAX_GPU_MEMORY (actableai.utils.resources.predict.ResourcePredictorType attribute) max_iter (actableai.causal.discover.algorithms.payloads.NotearsPayload attribute) max_len (actableai.parameters.list.ListParameter attribute) MAX_MEMORY (actableai.utils.resources.predict.ResourcePredictorType attribute) max_p_train_dropout (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) max_steps_auglag (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) MaxTrainSamplesChecker (class in actableai.data_validation.checkers) mean (actableai.causal.discover.model.causal_discovery.NormalizedColumnMetadata attribute) (actableai.timeseries.forecast.AAITimeSeriesForecast property) MEMORY (actableai.utils.resources.profile.ResourceProfilerType attribute) memory_efficient_hyperparameters() (in module actableai.utils) MemoryProfiler (class in actableai.utils.resources.profile.memory) mentioned_columns (actableai.data_imputation.error_detector.constraint.Condition property) (actableai.data_imputation.error_detector.constraint.ConditionGroup property) (actableai.data_imputation.error_detector.constraint.Constraint property) (actableai.data_imputation.error_detector.constraint.Constraints property) (actableai.data_imputation.error_detector.misplaced_detector.MisplacedDetector property) (actableai.data_imputation.error_detector.MisplacedDetector property) (actableai.data_imputation.error_detector.validation_constraints_checker.ValidationConstrainsChecker property) (actableai.data_imputation.MisplacedDetector property) merge_eval() (in module actableai.third_parties.spanABSA.squad.squad_evaluate) merge_num_with_tag_columns() (in module actableai.data_imputation.auto_fixer.helper) message (actableai.parameters.validation.ParameterValidationError attribute) method_name (actableai.causal.exposure.model.estimate_effect_models.EstimatorSpec attribute) (actableai.causal.exposure.model.refute_estimate_models.RefuterSpec attribute) (actableai.models.causal_inference_estimators.base.EstimatorBaseParams attribute) (actableai.models.causal_inference_estimators.distance_matching.DistanceMatchingParams attribute) (actableai.models.causal_inference_estimators.propensity_score_weighting.PropensityScoreWeightingParams attribute) method_params (actableai.causal.exposure.model.estimate_effect_models.EstimatorSpec attribute) MethodFeaturesExtractor (class in actableai.utils.resources.predict.features.method) metric_max_over_ground_truths() (in module actableai.third_parties.spanABSA.absa.run_cls_span) (in module actableai.third_parties.spanABSA.squad.squad_evaluate) metrics_to_dict() (in module actableai.utils.river) migrate() (actableai.utils.resources.predict.predictor.ResourcesPredictorsActor class method) min (actableai.parameters.validation.OutOfRangeError attribute) min_len (actableai.parameters.list.ListParameter attribute) MISPLACED (actableai.data_imputation.error_detector.cell_erros.ErrorType attribute) misplaced (actableai.data_imputation.error_detector.rule_parser.RulesRaw attribute) MisplacedDetector (class in actableai.data_imputation) (class in actableai.data_imputation.error_detector) (class in actableai.data_imputation.error_detector.misplaced_detector) MisplacedRefiner (class in actableai.data_imputation.auto_fixer.misplaced_refiner) MissingFeaturesError mode_adjacency (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) model (actableai.causal.exposure.model.estimate_effect_models.Specification attribute) Model (class in actableai.clustering.models.base) (class in actableai.embedding.models.base) (class in actableai.models.autogluon.params.base) (class in actableai.models.causal_inference_estimators.base) (class in actableai.ocr.models.base) (class in actableai.text_extraction.models.base) (class in actableai.timeseries.models.params.base) MODEL_NAME (actableai.causal.params.CausalForestDMLSingleContTreatmentParams attribute) (actableai.causal.params.DeepIVParams attribute) (actableai.causal.params.DomainAdaptationLearnerSingleBinaryTreatmentParams attribute) (actableai.causal.params.DRLearnerSingleBinaryTreatmentParams attribute) (actableai.causal.params.LinearDMLCategoricalOutcomeAGParams attribute) (actableai.causal.params.LinearDMLCategoricalOutcomeParams attribute) (actableai.causal.params.LinearDMLCategoricalTreatmentAGParams attribute) (actableai.causal.params.LinearDMLCategoricalTreatmentAndOutcomeAGParams attribute) (actableai.causal.params.LinearDMLCategoricalTreatmentAndOutcomeParams attribute) (actableai.causal.params.LinearDMLCategoricalTreatmentParams attribute) (actableai.causal.params.LinearDMLSingleBinaryOutcomeAGParams attribute) (actableai.causal.params.LinearDMLSingleBinaryOutcomeParams attribute) (actableai.causal.params.LinearDMLSingleBinaryTreatmentAGParams attribute) (actableai.causal.params.LinearDMLSingleBinaryTreatmentParams attribute) (actableai.causal.params.LinearDMLSingleContTreatmentAGParams attribute) (actableai.causal.params.LinearDMLSingleContTreatmentParams attribute) (actableai.causal.params.SparseLinearDMLCategoricalOutcomeAGParams attribute) (actableai.causal.params.SparseLinearDMLCategoricalOutcomeParams attribute) (actableai.causal.params.SparseLinearDMLCategoricalTreatmentAGParams attribute) (actableai.causal.params.SparseLinearDMLCategoricalTreatmentAndOutcomeAGParams attribute) (actableai.causal.params.SparseLinearDMLCategoricalTreatmentAndOutcomeParams attribute) (actableai.causal.params.SparseLinearDMLCategoricalTreatmentParams attribute) (actableai.causal.params.SparseLinearDMLSingleBinaryOutcomeAGParams attribute) (actableai.causal.params.SparseLinearDMLSingleBinaryOutcomeParams attribute) (actableai.causal.params.SparseLinearDMLSingleBinaryTreatmentAGParams attribute) (actableai.causal.params.SparseLinearDMLSingleBinaryTreatmentParams attribute) (actableai.causal.params.SparseLinearDMLSingleContTreatmentAGParams attribute) (actableai.causal.params.SparseLinearDMLSingleContTreatmentParams attribute) model_options (actableai.causal.discover.algorithms.payloads.DeciPayload attribute) model_save_dir (actableai.causal.discover.algorithms.payloads.DeciPayload attribute) model_specs (actableai.causal.exposure.model.estimate_effect_models.EstimateEffectRequestBody attribute) model_version (actableai.models.aai_predictor.AAIModel attribute) ModelSpace (in module actableai.parameters.models) ModelSpec (class in actableai.causal.exposure.model.estimate_effect_models) module actableai actableai.bayesian_regression actableai.bayesian_regression.utils actableai.causal actableai.causal.discover actableai.causal.discover.algorithms actableai.causal.discover.algorithms.commons actableai.causal.discover.algorithms.commons.base_runner actableai.causal.discover.algorithms.commons.pandas_dataset_loader actableai.causal.discover.algorithms.deci actableai.causal.discover.algorithms.direct_lingam actableai.causal.discover.algorithms.interventions actableai.causal.discover.algorithms.interventions.deci actableai.causal.discover.algorithms.notears actableai.causal.discover.algorithms.payloads actableai.causal.discover.algorithms.pc actableai.causal.discover.algorithms.runners actableai.causal.discover.model actableai.causal.discover.model.causal_discovery actableai.causal.discover.model.interventions actableai.causal.events actableai.causal.events.types actableai.causal.exposure actableai.causal.exposure.inference actableai.causal.exposure.inference.causal_graph actableai.causal.exposure.inference.estimator actableai.causal.exposure.inference.identify_estimand actableai.causal.exposure.inference.refutation actableai.causal.exposure.inference.significance_test actableai.causal.exposure.inference.specification_interpreter actableai.causal.exposure.model actableai.causal.exposure.model.confidence_interval_models actableai.causal.exposure.model.estimate_effect_models actableai.causal.exposure.model.identify_estimand_models actableai.causal.exposure.model.refute_estimate_models actableai.causal.exposure.model.response actableai.causal.exposure.model.shap_interpreter_models actableai.causal.exposure.model.significance_test_models actableai.causal.models actableai.causal.params actableai.causal.predictors actableai.causal.tree_utils actableai.classification actableai.classification.config actableai.classification.cross_validation actableai.classification.model actableai.classification.models actableai.classification.models.tabpfn actableai.classification.roc_curve_cross_validation actableai.classification.tests actableai.classification.tests.test_cross_validation actableai.classification.tests.test_roc_curve_cross_validation actableai.classification.tests.test_utils actableai.classification.utils actableai.clustering actableai.clustering.config actableai.clustering.explain actableai.clustering.metrics actableai.clustering.models actableai.clustering.models.affinity_propagation actableai.clustering.models.agglomerative_clustering actableai.clustering.models.base actableai.clustering.models.dbscan actableai.clustering.models.dec actableai.clustering.models.kmeans actableai.clustering.models.spectral_clustering actableai.clustering.models.tests actableai.clustering.models.tests.test_models actableai.clustering.tests actableai.clustering.tests.test_init actableai.clustering.transform actableai.conftest actableai.correlation actableai.correlation.config actableai.data_imputation actableai.data_imputation.auto_fixer actableai.data_imputation.auto_fixer.auto_fixer actableai.data_imputation.auto_fixer.auto_gluon_fixer actableai.data_imputation.auto_fixer.datetime_fixer actableai.data_imputation.auto_fixer.errors actableai.data_imputation.auto_fixer.fix_info actableai.data_imputation.auto_fixer.helper actableai.data_imputation.auto_fixer.misplaced_refiner actableai.data_imputation.auto_fixer.neighbor_fixer actableai.data_imputation.auto_fixer.refiner actableai.data_imputation.auto_fixer.single_category_fixer actableai.data_imputation.auto_fixer.strategy actableai.data_imputation.auto_fixer.validation_refiner actableai.data_imputation.config actableai.data_imputation.config.config actableai.data_imputation.correlation_calculator actableai.data_imputation.data actableai.data_imputation.data.data_frame actableai.data_imputation.data.loader actableai.data_imputation.data_imputation actableai.data_imputation.error_detector actableai.data_imputation.error_detector.base_error_detector actableai.data_imputation.error_detector.cell_erros actableai.data_imputation.error_detector.column_format actableai.data_imputation.error_detector.constraint actableai.data_imputation.error_detector.error_detector actableai.data_imputation.error_detector.match_condition actableai.data_imputation.error_detector.misplaced_detector actableai.data_imputation.error_detector.null_detector actableai.data_imputation.error_detector.rule_parser actableai.data_imputation.error_detector.smart_column_selector actableai.data_imputation.error_detector.validation_constraints_checker actableai.data_imputation.error_detector.validation_detector actableai.data_imputation.meta actableai.data_imputation.meta.column actableai.data_imputation.meta.types actableai.data_imputation.processor actableai.data_imputation.processor.categories_data_processor actableai.data_imputation.processor.processor actableai.data_imputation.type_recon actableai.data_imputation.type_recon.dtype_detector actableai.data_imputation.type_recon.errors actableai.data_imputation.type_recon.helper actableai.data_imputation.type_recon.regex_consts actableai.data_imputation.type_recon.type_detector actableai.data_imputation.utils actableai.data_imputation.utils.list_utils actableai.data_imputation.utils.memory actableai.data_validation actableai.data_validation.base actableai.data_validation.checkers actableai.data_validation.params actableai.debiasing actableai.debiasing.debiasing_model actableai.debiasing.pivot_gan actableai.debiasing.residuals_model actableai.embedding actableai.embedding.models actableai.embedding.models.base actableai.embedding.models.linear_discriminant_analysis actableai.embedding.models.tests actableai.embedding.models.tests.test_models actableai.embedding.models.tsne actableai.embedding.models.umap actableai.exceptions actableai.exceptions.models actableai.exceptions.timeseries actableai.explanation actableai.explanation.autogluon_explainer actableai.explanation.tests actableai.explanation.tests.test_autogluon_explainer actableai.intervention actableai.intervention.config actableai.intervention.model actableai.models actableai.models.aai_predictor actableai.models.autogluon actableai.models.autogluon.base actableai.models.autogluon.params actableai.models.autogluon.params.ag_automm actableai.models.autogluon.params.base actableai.models.autogluon.params.cat actableai.models.autogluon.params.fastainn actableai.models.autogluon.params.fasttext actableai.models.autogluon.params.gbm actableai.models.autogluon.params.knn actableai.models.autogluon.params.lr actableai.models.autogluon.params.nn_base actableai.models.autogluon.params.nn_mxnet actableai.models.autogluon.params.nn_torch actableai.models.autogluon.params.polynomial_linear actableai.models.autogluon.params.rf actableai.models.autogluon.params.tabpfn actableai.models.autogluon.params.xgboost_base actableai.models.autogluon.params.xgboost_linear actableai.models.autogluon.params.xgboost_tree actableai.models.autogluon.params.xt actableai.models.base actableai.models.causal_inference_estimators actableai.models.causal_inference_estimators.base actableai.models.causal_inference_estimators.causal_forest_dml actableai.models.causal_inference_estimators.distance_matching actableai.models.causal_inference_estimators.kernel_dml actableai.models.causal_inference_estimators.linear_dml actableai.models.causal_inference_estimators.propensity_score_weighting actableai.models.causal_inference_estimators.sparse_linear_dml actableai.models.inference actableai.models.legacy actableai.models.legacy.inference actableai.models.legacy.intervention actableai.models.serve actableai.models.serve.inference actableai.models.serve.inference_head actableai.ocr actableai.ocr.models actableai.ocr.models.base actableai.ocr.models.tesseract actableai.ocr.serve actableai.ocr.serve.base actableai.ocr.serve.tesseract actableai.parameters actableai.parameters.base actableai.parameters.boolean actableai.parameters.list actableai.parameters.models actableai.parameters.numeric actableai.parameters.options actableai.parameters.parameters actableai.parameters.string actableai.parameters.tests actableai.parameters.tests.test_base actableai.parameters.tests.test_list actableai.parameters.tests.test_numeric actableai.parameters.tests.test_options actableai.parameters.tests.test_parameters actableai.parameters.tests.test_value actableai.parameters.type actableai.parameters.validation actableai.parameters.value actableai.regression actableai.regression.cross_validation actableai.regression.model actableai.regression.quantile actableai.sentiment actableai.sentiment.serve actableai.sentiment.SpanABSA actableai.stats actableai.tasks actableai.tasks.association_rules actableai.tasks.autogluon actableai.tasks.base actableai.tasks.bayesian_regression actableai.tasks.causal_discovery actableai.tasks.causal_inference actableai.tasks.classification actableai.tasks.clustering actableai.tasks.correlation actableai.tasks.data_imputation actableai.tasks.direct_causal actableai.tasks.forecast actableai.tasks.intervention actableai.tasks.ocr actableai.tasks.regression actableai.tasks.sentiment_analysis actableai.tasks.tests actableai.tasks.tests.test_association_rules actableai.tasks.tests.test_base actableai.tasks.tests.test_bayesian_regression actableai.tasks.tests.test_causal actableai.tasks.tests.test_causal_discovery actableai.tasks.tests.test_classification actableai.tasks.tests.test_clustering actableai.tasks.tests.test_correlation actableai.tasks.tests.test_data_imputation actableai.tasks.tests.test_direct_causal actableai.tasks.tests.test_forecast actableai.tasks.tests.test_intervention actableai.tasks.tests.test_regression actableai.tasks.text_extraction actableai.text_extraction actableai.text_extraction.models actableai.text_extraction.models.base actableai.text_extraction.models.openai actableai.third_parties actableai.third_parties.skgarden.forest actableai.third_parties.spanABSA actableai.third_parties.spanABSA.absa actableai.third_parties.spanABSA.absa.run_base actableai.third_parties.spanABSA.absa.run_cls_span actableai.third_parties.spanABSA.absa.run_extract_span actableai.third_parties.spanABSA.absa.run_joint_span actableai.third_parties.spanABSA.absa.utils actableai.third_parties.spanABSA.bert actableai.third_parties.spanABSA.bert.modeling actableai.third_parties.spanABSA.bert.optimization actableai.third_parties.spanABSA.bert.sentiment_modeling actableai.third_parties.spanABSA.bert.tokenization actableai.third_parties.spanABSA.span_absa_helper actableai.third_parties.spanABSA.squad actableai.third_parties.spanABSA.squad.squad_evaluate actableai.third_parties.spanABSA.squad.squad_utils actableai.timeseries actableai.timeseries.dataset actableai.timeseries.forecast actableai.timeseries.models actableai.timeseries.models.base actableai.timeseries.models.custom actableai.timeseries.models.custom.constant actableai.timeseries.models.estimator actableai.timeseries.models.evaluator actableai.timeseries.models.ext actableai.timeseries.models.ext.r actableai.timeseries.models.forecaster actableai.timeseries.models.independent_multivariate_model actableai.timeseries.models.params actableai.timeseries.models.params.base actableai.timeseries.models.params.constant_value actableai.timeseries.models.params.deep_ar actableai.timeseries.models.params.deep_var actableai.timeseries.models.params.feed_forward actableai.timeseries.models.params.gp_var actableai.timeseries.models.params.n_beats actableai.timeseries.models.params.prophet actableai.timeseries.models.params.r_forecast actableai.timeseries.models.params.tree_predictor actableai.timeseries.models.predictor actableai.timeseries.models.single_model actableai.timeseries.models.tests actableai.timeseries.models.tests.test_multi_target_model actableai.timeseries.models.tests.test_simple_model actableai.timeseries.tests actableai.timeseries.tests.test_utils actableai.timeseries.transform actableai.timeseries.transform.base actableai.timeseries.transform.clean_features actableai.timeseries.transform.deseasonalizing actableai.timeseries.transform.detrend actableai.timeseries.transform.identity actableai.timeseries.transform.power_transformation actableai.timeseries.utils actableai.utils actableai.utils.autogluon actableai.utils.categorical_numerical_convert actableai.utils.dataset_generator actableai.utils.dowhy actableai.utils.language actableai.utils.multilabel_predictor actableai.utils.openai actableai.utils.pdp_ice actableai.utils.preprocessors actableai.utils.preprocessors.autogluon_preproc actableai.utils.preprocessors.preprocessing actableai.utils.resources actableai.utils.resources.predict actableai.utils.resources.predict.features actableai.utils.resources.predict.features.association_rules actableai.utils.resources.predict.features.base actableai.utils.resources.predict.features.bayesian_regression actableai.utils.resources.predict.features.classification actableai.utils.resources.predict.features.clustering actableai.utils.resources.predict.features.common actableai.utils.resources.predict.features.correlation actableai.utils.resources.predict.features.data_imputation actableai.utils.resources.predict.features.forecast actableai.utils.resources.predict.features.intervention actableai.utils.resources.predict.features.method actableai.utils.resources.predict.features.regression actableai.utils.resources.predict.features.sentiment_analysis actableai.utils.resources.predict.models actableai.utils.resources.predict.predictor actableai.utils.resources.profile actableai.utils.resources.profile.base actableai.utils.resources.profile.gpu_memory actableai.utils.resources.profile.memory actableai.utils.river actableai.utils.sanitize actableai.utils.sklearn actableai.utils.testing actableai.utils.tests actableai.utils.tests.test__init__ actableai.utils.tests.test_categorical_numerical_convert actableai.utils.tests.test_dataset_generator actableai.utils.tests.test_parse_datetime actableai.utils.tests.test_pdp_ice actableai.utils.tests.test_sanitize actableai.utils.typing

most_correlate_columns() (actableai.data_imputation.correlation_calculator.CorrelationCalculator method) most_likely_graph (actableai.causal.discover.algorithms.payloads.DeciAteOptions attribute) multi_predictor_file (actableai.utils.multilabel_predictor.MultilabelPredictor attribute) MultiCountVectorizer (class in actableai.utils.preprocessors.preprocessing) MultiDeseasonalizing (class in actableai.timeseries.transform.deseasonalizing) MultilabelPredictor (class in actableai.utils.multilabel_predictor) MultiOutputPipeline (class in actableai.utils.river) MultiOutputRegressor (class in actableai.utils.river) multivariate_constant_value (actableai.timeseries.models.params.base.Model attribute) MultivariateConstantValueParams (class in actableai.timeseries.models.params.constant_value) mx_ctx() (in module actableai.timeseries.models.tests.test_multi_target_model) (in module actableai.timeseries.models.tests.test_simple_model)

N

n_beats (actableai.timeseries.models.params.base.Model attribute) n_features_ (actableai.third_parties.skgarden.forest.ExtraTreesRegressor attribute) (actableai.third_parties.skgarden.forest.RandomForestRegressor attribute) n_outputs_ (actableai.third_parties.skgarden.forest.ExtraTreesRegressor attribute) (actableai.third_parties.skgarden.forest.RandomForestRegressor attribute) name (actableai.causal.discover.algorithms.deci.DeciRunner attribute) (actableai.causal.discover.algorithms.direct_lingam.DirectLiNGAMRunner attribute) (actableai.causal.discover.algorithms.notears.NotearsRunner attribute) (actableai.causal.discover.algorithms.payloads.CausalVariable attribute) (actableai.causal.discover.algorithms.pc.PCRunner attribute) (actableai.data_imputation.meta.column.RichColumnMeta property) (actableai.parameters.base.NamedParameter attribute) NamedParameter (class in actableai.parameters.base) nature (actableai.causal.discover.algorithms.payloads.ATEDetails attribute) (actableai.causal.discover.algorithms.payloads.CausalVariable attribute) NBEATSParams (class in actableai.timeseries.models.params.n_beats) neg_end_logits (actableai.third_parties.spanABSA.absa.utils.RawSpanCollapsedResult attribute) neg_start_logits (actableai.third_parties.spanABSA.absa.utils.RawSpanCollapsedResult attribute) negate_condition() (in module actableai.causal.tree_utils) NEIGHBOR (actableai.data_imputation.auto_fixer.FixStrategy attribute) (actableai.data_imputation.auto_fixer.strategy.FixStrategy attribute) NeighborFixer (class in actableai.data_imputation.auto_fixer.neighbor_fixer) neu_end_logits (actableai.third_parties.spanABSA.absa.utils.RawSpanCollapsedResult attribute) neu_start_logits (actableai.third_parties.spanABSA.absa.utils.RawSpanCollapsedResult attribute) Ngraphs (actableai.causal.discover.algorithms.payloads.DeciAteOptions attribute) nn_fastainn (actableai.models.autogluon.params.base.Model attribute) nn_mxnet (actableai.models.autogluon.params.base.Model attribute) nn_torch (actableai.models.autogluon.params.base.Model attribute) NNMXNetParams (class in actableai.models.autogluon.params.nn_mxnet) NNTorchParams (class in actableai.models.autogluon.params.nn_torch)

Node (class in actableai.causal.tree_utils) NoFrequentItemSet (class in actableai.data_validation.checkers) norm_layers (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) normal (actableai.ocr.serve.tesseract.TesseractModelType attribute) normalization (actableai.causal.discover.algorithms.payloads.CausalDiscoveryPayload attribute) (actableai.causal.discover.algorithms.payloads.DirectLiNGAMPayload attribute) NormalizationOptions (class in actableai.causal.discover.algorithms.payloads) normalize_answer() (in module actableai.third_parties.spanABSA.squad.squad_evaluate) NormalizedColumnMetadata (class in actableai.causal.discover.model.causal_discovery) NotearsPayload (class in actableai.causal.discover.algorithms.payloads) NotearsRunner (class in actableai.causal.discover.algorithms.notears) np_rng() (in module actableai.conftest) NRMSE (class in actableai.utils.river) Nsamples_per_graph (actableai.causal.discover.algorithms.payloads.DeciAteOptions attribute) NULL (actableai.data_imputation.ColumnType attribute) (actableai.data_imputation.error_detector.cell_erros.ErrorType attribute) (actableai.data_imputation.meta.types.ColumnType attribute) NullDetector (class in actableai.data_imputation) (class in actableai.data_imputation.error_detector) (class in actableai.data_imputation.error_detector.null_detector) (class in actableai.data_imputation.type_recon.dtype_detector) num_simulations (actableai.causal.exposure.model.refute_estimate_models.RefuterSpec attribute) num_tokens_from_messages() (in module actableai.utils.openai) num_type (actableai.data_imputation.meta.column.NumWithTagColumnMeta property) number_of_dropped_rows (actableai.causal.discover.model.causal_discovery.DatasetStatistics attribute) number_of_rows (actableai.causal.discover.model.causal_discovery.DatasetStatistics attribute) NumberOfExecutionsResult (class in actableai.causal.exposure.model.response) NumWithTag (actableai.data_imputation.ColumnType attribute) (actableai.data_imputation.meta.types.ColumnType attribute) NumWithTagColumnMeta (class in actableai.data_imputation.meta.column)

O

ObjectDetector (class in actableai.data_imputation.type_recon.dtype_detector) OCR (actableai.tasks.TaskType attribute) OneHotEncodingTransformer (class in actableai.causal) (class in actableai.regression) OnlyOneValueChecker (class in actableai.data_validation.checkers) oob_prediction_ (actableai.third_parties.skgarden.forest.ExtraTreesRegressor attribute) (actableai.third_parties.skgarden.forest.RandomForestRegressor attribute) oob_score_ (actableai.third_parties.skgarden.forest.ExtraTreesRegressor attribute) (actableai.third_parties.skgarden.forest.RandomForestRegressor attribute) op (actableai.data_imputation.error_detector.column_format.MatchRule attribute) (actableai.data_imputation.error_detector.MatchNumRule attribute) (actableai.data_imputation.error_detector.MatchStrRule attribute) openai (actableai.text_extraction.models.base.Model attribute) OpenAI (class in actableai.text_extraction.models.openai) Option (class in actableai.parameters.options) options (actableai.data_imputation.auto_fixer.fix_info.FixInfo attribute) (actableai.data_imputation.auto_fixer.fix_info.FixValueOptions attribute) (actableai.parameters.boolean.BooleanSpace attribute) (actableai.parameters.options.OptionsParameter attribute)

OPTIONS (actableai.parameters.type.ParameterType attribute) OptionsParameter (class in actableai.parameters.options) OptionsSpace (class in actableai.parameters.options) original_effect (actableai.causal.exposure.model.significance_test_models.ComputeNullEffectSpec attribute) original_type (actableai.data_imputation.meta.column.NumWithTagColumnMeta property) outcome (actableai.causal.exposure.model.estimate_effect_models.CausalGraphModelSpec attribute) (actableai.causal.exposure.model.estimate_effect_models.EstimateResult attribute) (actableai.causal.exposure.model.estimate_effect_models.Specification attribute) outcome_result (actableai.causal.exposure.model.shap_interpreter_models.ShapInterpreterSpec attribute) outcome_specs (actableai.causal.exposure.model.estimate_effect_models.EstimateEffectRequestBody attribute) outcome_type (actableai.causal.exposure.model.estimate_effect_models.EstimateResult attribute) OutcomeSpec (class in actableai.causal.exposure.model.estimate_effect_models) OutOfRangeError (class in actableai.parameters.validation) OutputLines (class in actableai.causal.events.types) OutputResult (class in actableai.causal.events.types) override() (actableai.data_imputation.type_recon.type_detector.DfTypes method) override_column_type() (actableai.data_imputation.data.data_frame.DataFrame method) (actableai.data_imputation.data.DataFrame method) (actableai.data_imputation.DataFrame method)

P

p_value (actableai.causal.exposure.model.significance_test_models.SignificanceTestResult attribute) pad_sequence() (in module actableai.third_parties.spanABSA.bert.sentiment_modeling) PandasDatasetLoader (class in actableai.causal.discover.algorithms.commons.pandas_dataset_loader) parameter_name (actableai.parameters.validation.ParameterValidationError attribute) (actableai.parameters.validation.ParameterValidationErrors attribute) parameter_type (actableai.parameters.base.BaseParameter attribute) (actableai.parameters.list.ListParameter attribute) (actableai.parameters.options.OptionsParameter attribute) (actableai.parameters.parameters.Parameters attribute) (actableai.parameters.value.ValueParameter attribute) parameters (actableai.parameters.parameters.Parameters attribute) PARAMETERS (actableai.parameters.type.ParameterType attribute) Parameters (class in actableai.parameters.parameters) ParameterType (class in actableai.parameters.type) ParameterTypeError (class in actableai.parameters.validation) ParameterValidationError (class in actableai.parameters.validation) ParameterValidationErrors (class in actableai.parameters.validation) parent_parameter_list (actableai.parameters.validation.ParameterValidationError attribute) parse() (actableai.data_imputation.error_detector.column_format.MatchRule class method) (actableai.data_imputation.error_detector.column_format.MatchRules class method) (actableai.data_imputation.error_detector.constraint.Condition class method) (actableai.data_imputation.error_detector.constraint.ConditionGroup class method) (actableai.data_imputation.error_detector.constraint.Constraint class method) (actableai.data_imputation.error_detector.constraint.Constraints class method) (actableai.data_imputation.error_detector.MatchRules class method) (actableai.data_imputation.error_detector.rule_parser.RulesBuilder class method) (actableai.data_imputation.error_detector.RulesBuilder class method) parse_by_format_with_valid_frequency() (in module actableai.timeseries.utils) parse_datetime() (in module actableai.timeseries.utils) parse_tree_dot() (in module actableai.causal.tree_utils) path (actableai.parameters.validation.ParameterValidationError property) PCPayload (class in actableai.causal.discover.algorithms.payloads) PCRunner (class in actableai.causal.discover.algorithms.pc) pending (actableai.causal.exposure.model.response.StatusModel attribute) Percentage (actableai.data_imputation.ColumnType attribute) (actableai.data_imputation.meta.types.ColumnType attribute) PercentageTransformer (class in actableai.utils.preprocessors.preprocessing) perform_intervention() (actableai.causal.discover.algorithms.interventions.deci.DeciInterventionModel method) persist_models() (actableai.debiasing.debiasing_model.DebiasingModel method) (actableai.debiasing.residuals_model.ResidualsModel method) (actableai.utils.multilabel_predictor.MultilabelPredictor method) pipeline_eval_data() (in module actableai.third_parties.spanABSA.absa.run_cls_span) placebo_treatment_refuter() (in module actableai.causal.exposure.inference.refutation) PolarityClassifierFeature (class in actableai.third_parties.spanABSA.span_absa_helper) polynomial_linear (actableai.models.autogluon.params.base.Model attribute) PolynomialLinearPredictor (class in actableai.causal.models) (class in actableai.regression) PolynomialLinearPredParams (class in actableai.models.autogluon.params.polynomial_linear) population (actableai.causal.exposure.model.estimate_effect_models.Specification attribute) population_name (actableai.causal.exposure.model.estimate_effect_models.EstimateResult attribute) population_size (actableai.causal.exposure.model.estimate_effect_models.EstimateResult attribute) population_specs (actableai.causal.exposure.model.estimate_effect_models.EstimateEffectRequestBody attribute) population_type (actableai.causal.exposure.model.estimate_effect_models.EstimateResult attribute) PopulationSpec (class in actableai.causal.exposure.model.estimate_effect_models) PopulationSpecDataFrame (class in actableai.causal.exposure.model.estimate_effect_models) PopulationSpecDataFrame.Config (class in actableai.causal.exposure.model.estimate_effect_models) pos2term() (in module actableai.third_parties.spanABSA.absa.utils) pos_end_logits (actableai.third_parties.spanABSA.absa.utils.RawSpanCollapsedResult attribute) pos_start_logits (actableai.third_parties.spanABSA.absa.utils.RawSpanCollapsedResult attribute) PositiveOutcomeForBinaryChecker (class in actableai.data_validation.checkers) PositiveOutcomeValueThreshold (class in actableai.data_validation.checkers) possible_column_types (actableai.data_imputation.data.data_frame.DataFrame property) (actableai.data_imputation.data.DataFrame property) (actableai.data_imputation.DataFrame property) post_process_loss() (in module actableai.third_parties.spanABSA.absa.run_base) potential_columns (actableai.data_imputation.error_detector.cell_erros.ErrorCandidate property) potentialRelationships (actableai.causal.discover.algorithms.payloads.Constraints attribute) PowerTransformation (class in actableai.timeseries.transform.power_transformation)

pre_process_data() (actableai.timeseries.models.forecaster.AAITimeSeriesForecaster class method) predict() (actableai.causal.predictors.SKLearnWrapper method) (actableai.classification.cross_validation.AverageEnsembleClassifier method) (actableai.debiasing.residuals_model.ResidualsModel method) (actableai.intervention.model.AAIInterventionEffectPredictor method) (actableai.models.base.AAIBaseModel method) (actableai.models.legacy.inference.AAIModelInferenceLegacy method) (actableai.sentiment.serve.AAISentimentExtractor method) (actableai.sentiment.SpanABSA.AAISentimentExtractor method) (actableai.third_parties.skgarden.forest.ExtraTreesRegressor method) (actableai.third_parties.skgarden.forest.RandomForestRegressor method) (actableai.timeseries.models.base.AAITimeSeriesBaseModel method) (actableai.timeseries.models.ext.r.RForecastPredictor method) (actableai.timeseries.models.forecaster.AAITimeSeriesForecaster method) (actableai.timeseries.models.independent_multivariate_model.AAITimeSeriesIndependentMultivariateModel method) (actableai.timeseries.models.predictor.AAITimeSeriesPredictor method) (actableai.timeseries.models.single_model.AAITimeSeriesSingleModel method) (actableai.utils.multilabel_predictor.MultilabelPredictor method) (actableai.utils.resources.predict.predictor.ResourcesPredictorsActor method) predict_cls() (in module actableai.third_parties.spanABSA.span_absa_helper) predict_extract_inference() (in module actableai.third_parties.spanABSA.span_absa_helper) predict_from_proba() (actableai.classification.model.ClassificationModel method) predict_item() (actableai.timeseries.models.custom.constant.ConstantValuePredictor method) predict_one() (actableai.utils.river.MultiOutputPipeline method) (actableai.utils.river.MultiOutputRegressor method) predict_proba() (actableai.causal.predictors.SKLearnWrapper method) (actableai.classification.cross_validation.AverageEnsembleClassifier method) (actableai.models.base.AAIBaseModel method) (actableai.models.legacy.inference.AAIModelInferenceLegacy method) (actableai.utils.multilabel_predictor.MultilabelPredictor method) predict_two_way() (actableai.intervention.model.AAIInterventionEffectPredictor method) prediction_length (actableai.timeseries.forecast.AAITimeSeriesForecast attribute) prediction_target (actableai.clustering.models.ClusteringModelMetadata attribute) (actableai.models.autogluon.base.AAIAutogluonTabularMetadata attribute) prediction_targets (actableai.timeseries.models.forecaster.TsForecastMetadata attribute) prepare_optimizer() (in module actableai.third_parties.spanABSA.absa.run_base) prepare_sanitize_data() (in module actableai.causal) preprocess_dataset() (in module actableai.utils) PresetRuleName (class in actableai.data_imputation.error_detector) (class in actableai.data_imputation.error_detector.column_format) printable_text() (in module actableai.third_parties.spanABSA.bert.tokenization) problem_type (actableai.classification.model.ClassificationMetadata attribute) (actableai.models.autogluon.base.AAIAutogluonTabularMetadata attribute) (actableai.regression.model.RegressionMetadata attribute) process_parameter() (actableai.parameters.base.BaseParameter method) (actableai.parameters.base.ProcessableParameter method) (actableai.parameters.list.ListParameter method) (actableai.parameters.options.OptionsParameter method) (actableai.parameters.parameters.Parameters method) ProcessableParameter (class in actableai.parameters.base) ProcessOps (class in actableai.data_imputation.processor) (class in actableai.data_imputation.processor.processor) Processor (class in actableai.data_imputation.processor) (class in actableai.data_imputation.processor.processor) profile_function() (in module actableai.utils.resources.profile) progress_rate (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) project() (actableai.clustering.models.base.BaseClusteringModel method) (actableai.clustering.models.ClusteringModel method) PropensityScoreSpec (class in actableai.causal.exposure.model.significance_test_models) PropensityScoreSpec.Config (class in actableai.causal.exposure.model.significance_test_models) PropensityScoreWeighting (actableai.models.causal_inference_estimators.base.Model attribute) (actableai.models.causal_inference_estimators.base.PropensityScoreWeightingModel attribute) PropensityScoreWeightingModel (class in actableai.models.causal_inference_estimators.base) PropensityScoreWeightingParams (class in actableai.models.causal_inference_estimators.propensity_score_weighting) prophet (actableai.timeseries.models.params.base.Model attribute) ProphetParams (class in actableai.timeseries.models.params.prophet) PSS_MEMORY (actableai.utils.resources.profile.ResourceProfilerType attribute) pytestmark (actableai.tasks.tests.test_base.TestBaseTask attribute) (actableai.utils.tests.test_dataset_generator.TestGenerateDatasetParameters attribute)

Q

quantile() (actableai.timeseries.forecast.AAITimeSeriesForecast method)

quantile_levels (actableai.regression.model.RegressionMetadata attribute) quantile_regression_hyperparameters() (in module actableai.utils)

R

r_forecast (actableai.timeseries.models.params.base.Model attribute) random_common_cause() (in module actableai.causal.exposure.inference.refutation) random_directory() (in module actableai.utils) RandomForestRegressor (class in actableai.third_parties.skgarden.forest) RawBIOClsResult (class in actableai.third_parties.spanABSA.absa.utils) RawBIOResult (class in actableai.third_parties.spanABSA.absa.utils) RawFinalResult (class in actableai.third_parties.spanABSA.absa.utils) RawResult (class in actableai.third_parties.spanABSA.squad.squad_utils) RawSpanCollapsedResult (class in actableai.third_parties.spanABSA.absa.utils) RawSpanResult (class in actableai.third_parties.spanABSA.absa.utils) read_absa_data() (in module actableai.third_parties.spanABSA.absa.utils) read_eval_data() (in module actableai.third_parties.spanABSA.absa.run_cls_span) (in module actableai.third_parties.spanABSA.absa.run_extract_span) (in module actableai.third_parties.spanABSA.absa.run_joint_span) read_squad_examples() (in module actableai.third_parties.spanABSA.squad.squad_utils) read_train_data() (in module actableai.third_parties.spanABSA.absa.run_cls_span) (in module actableai.third_parties.spanABSA.absa.run_extract_span) (in module actableai.third_parties.spanABSA.absa.run_joint_span) reconstruct() (in module actableai.third_parties.spanABSA.bert.sentiment_modeling) reconstruction_loss_factor (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) reference (actableai.causal.discover.algorithms.payloads.ATEDetails attribute) refine() (actableai.data_imputation.auto_fixer.misplaced_refiner.MisplacedRefiner method) (actableai.data_imputation.auto_fixer.refiner.Refiner method) (actableai.data_imputation.auto_fixer.validation_refiner.ValidationRefiner method) Refiner (class in actableai.data_imputation.auto_fixer.refiner) refit() (actableai.timeseries.models.base.AAITimeSeriesBaseModel method) (actableai.timeseries.models.forecaster.AAITimeSeriesForecaster 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RegressionEvalMetricChecker (class in actableai.data_validation.checkers) RegressionFeaturesExtractor (class in actableai.utils.resources.predict.features.regression) RegressionInference (class in actableai.regression.model) RegressionMetadata (class in actableai.regression.model) RegressionModel (class in actableai.regression.model) RegressionTrainFeaturesExtractor (class in actableai.utils.resources.predict.features.regression) replace() (actableai.data_imputation.auto_fixer.fix_info.FixInfoList method) REPLACE_ALL_ERROR_TO_NA (actableai.data_imputation.processor.ProcessOps attribute) (actableai.data_imputation.processor.processor.ProcessOps attribute) require_propensity_score (actableai.causal.exposure.model.estimate_effect_models.EstimatorSpec attribute) res_connection (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) reset() (actableai.data_imputation.error_detector.smart_column_selector.SmartErrorCellSelector method) residuals_file 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(actableai.utils.resources.predict.features.forecast.ForecastFeaturesExtractor attribute) (actableai.utils.resources.predict.features.intervention.InterventionFeaturesExtractor attribute) (actableai.utils.resources.predict.features.regression.RegressionFeaturesExtractor attribute) (actableai.utils.resources.predict.features.regression.RegressionTrainFeaturesExtractor attribute) (actableai.utils.resources.predict.features.sentiment_analysis.SentimentAnalysisFeaturesExtractor attribute)

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S

safety_alpha (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) safety_rho (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) SameTypeChecker (class in actableai.data_validation.checkers) sanitize_timezone() (in module actableai.utils.sanitize) save() (actableai.classification.models.tabpfn.TabPFNModel method) (actableai.debiasing.debiasing_model.DebiasingModel method) (actableai.debiasing.residuals_model.ResidualsModel method) (actableai.utils.multilabel_predictor.MultilabelPredictor method) score() (actableai.causal.predictors.LinearRegressionWrapper method) (actableai.causal.predictors.SKLearnMultilabelWrapper method) (actableai.causal.predictors.SKLearnTabularWrapper method) (actableai.causal.predictors.SKLearnWrapper method) (actableai.timeseries.models.base.AAITimeSeriesBaseModel method) (actableai.timeseries.models.forecaster.AAITimeSeriesForecaster method) (actableai.timeseries.models.independent_multivariate_model.AAITimeSeriesIndependentMultivariateModel method) (actableai.timeseries.models.single_model.AAITimeSeriesSingleModel method) sdid_estimate (actableai.causal.events.types.OutputResult attribute) selector() (actableai.utils.preprocessors.preprocessing.PercentageTransformer static method) SemEvalExample (class in actableai.third_parties.spanABSA.absa.utils) SENTIMENT_ANALYSIS (actableai.tasks.TaskType attribute) SentimentAnalysisFeaturesExtractor (class in actableai.utils.resources.predict.features.sentiment_analysis) set_causal_variables() (actableai.causal.discover.algorithms.payloads.CausalDiscoveryPayload class method) set_default() (actableai.parameters.list.ListParameter class method) (actableai.parameters.options.OptionsParameter class method) set_detectors() (actableai.data_imputation.error_detector.error_detector.ErrorDetector method) (actableai.data_imputation.error_detector.ErrorDetector method) set_dict_parameter() (actableai.parameters.options.OptionsParameter class method) set_message() (actableai.parameters.validation.InvalidKeyError class method) (actableai.parameters.validation.OutOfRangeError class method) (actableai.parameters.validation.ParameterTypeError class method) set_num_type() (actableai.data_imputation.meta.column.NumWithTagColumnMeta method) set_optimizer_params_grad() (in module actableai.third_parties.spanABSA.absa.run_base) set_parameters() (actableai.parameters.parameters.Parameters class method) set_positive_label_index() (actableai.classification.model.ClassificationModel method) set_probability_threshold() (actableai.classification.model.ClassificationModel method) set_sample_weight() (actableai.causal.predictors.SKLearnMultilabelWrapper method) (actableai.causal.predictors.SKLearnTabularWrapper method) (actableai.causal.predictors.SKLearnWrapper method) set_value_type() (actableai.parameters.list.ListParameter class method) (actableai.parameters.value.ValueParameter class method) setup() (actableai.data_imputation.error_detector.base_error_detector.BaseErrorDetector method) (actableai.data_imputation.error_detector.misplaced_detector.MisplacedDetector method) (actableai.data_imputation.error_detector.MisplacedDetector method) (actableai.data_imputation.MisplacedDetector method) (actableai.timeseries.models.params.base.BaseParams method) (actableai.timeseries.transform.base.Transformation method) setup_constraints() (actableai.data_imputation.error_detector.validation_detector.ValidationDetector method) (actableai.data_imputation.error_detector.ValidationDetector method) (actableai.data_imputation.ValidationDetector method) shap_causal_model (actableai.causal.exposure.model.shap_interpreter_models.ShapInterpreterResult attribute) shap_estimator (actableai.causal.exposure.model.shap_interpreter_models.ShapInterpreterResult attribute) shap_outcome (actableai.causal.exposure.model.shap_interpreter_models.ShapInterpreterResult attribute) shap_population_name (actableai.causal.exposure.model.shap_interpreter_models.ShapInterpreterResult attribute) shap_treatment (actableai.causal.exposure.model.shap_interpreter_models.ShapInterpreterResult attribute) shap_values() (actableai.explanation.autogluon_explainer.AutoGluonShapTreeExplainer method) ShapInterpreterResult (class in actableai.causal.exposure.model.shap_interpreter_models) ShapInterpreterSpec (class in actableai.causal.exposure.model.shap_interpreter_models) ShapInterpreterSpec.Config (class in actableai.causal.exposure.model.shap_interpreter_models) SHARED_MEMORY (actableai.utils.resources.profile.ResourceProfilerType attribute) shutdown() (actableai.utils.resources.profile.base.ResourceProfiler method) (actableai.utils.resources.profile.gpu_memory.GPUMemoryProfiler method) significance (actableai.causal.exposure.model.significance_test_models.SignificanceTestResult attribute) SignificanceTestResult (class in actableai.causal.exposure.model.significance_test_models) simple_linear_dataset() (in module actableai.tasks.tests.test_causal) single_binary_treatment_dataset() (in module actableai.tasks.tests.test_causal) SINGLE_CATEGORY (actableai.data_imputation.auto_fixer.FixStrategy attribute) (actableai.data_imputation.auto_fixer.strategy.FixStrategy attribute) single_cont_treatment_dataset() (in module actableai.tasks.tests.test_causal) SingleCategoryFixer (class in actableai.data_imputation.auto_fixer.single_category_fixer) SingleValueColumnMeta (class in actableai.data_imputation.meta.column) sklearn_canonical_pipeline() (in module actableai.utils.sklearn) SKLearnAGFeatureWrapperBase (class in actableai.utils.preprocessors.preprocessing) SKLearnMultilabelWrapper (class in actableai.causal.predictors) SKLearnTabularWrapper (class in actableai.causal.predictors) SKLearnWrapper (class in actableai.causal.predictors)

slice_data() (actableai.timeseries.dataset.AAITimeSeriesDataset method) SmartErrorCellSelector (class in actableai.data_imputation.error_detector.smart_column_selector) SmartPercentage (actableai.data_imputation.error_detector.column_format.PresetRuleName attribute) (actableai.data_imputation.error_detector.PresetRuleName attribute) SmartTemperature (actableai.data_imputation.error_detector.column_format.PresetRuleName attribute) (actableai.data_imputation.error_detector.PresetRuleName attribute) sorted_options (actableai.data_imputation.auto_fixer.fix_info.FixInfo property) SourceData (class in actableai.third_parties.spanABSA.span_absa_helper) span_annotate_candidates() (in module actableai.third_parties.spanABSA.absa.utils) span_f1() (in module actableai.third_parties.spanABSA.squad.squad_evaluate) span_len() (in module actableai.third_parties.spanABSA.squad.squad_evaluate) span_masks (actableai.third_parties.spanABSA.absa.utils.RawBIOClsResult attribute) (actableai.third_parties.spanABSA.absa.utils.RawFinalResult attribute) span_overlap() (in module actableai.third_parties.spanABSA.squad.squad_evaluate) span_prec() (in module actableai.third_parties.spanABSA.squad.squad_evaluate) span_recall() (in module actableai.third_parties.spanABSA.squad.squad_evaluate) SparseLinearDML (actableai.models.causal_inference_estimators.base.DMLModel attribute) (actableai.models.causal_inference_estimators.base.Model attribute) SparseLinearDMLCategoricalOutcomeAGParams (class in actableai.causal.params) SparseLinearDMLCategoricalOutcomeParams (class in actableai.causal.params) SparseLinearDMLCategoricalTreatmentAGParams (class in actableai.causal.params) SparseLinearDMLCategoricalTreatmentAndOutcomeAGParams (class in actableai.causal.params) SparseLinearDMLCategoricalTreatmentAndOutcomeParams (class in actableai.causal.params) SparseLinearDMLCategoricalTreatmentParams (class in actableai.causal.params) SparseLinearDMLParams (class in actableai.models.causal_inference_estimators.sparse_linear_dml) SparseLinearDMLSingleBinaryOutcomeAGParams (class in actableai.causal.params) SparseLinearDMLSingleBinaryOutcomeParams (class in actableai.causal.params) SparseLinearDMLSingleBinaryTreatmentAGParams (class in actableai.causal.params) SparseLinearDMLSingleBinaryTreatmentParams (class in actableai.causal.params) SparseLinearDMLSingleContTreatmentAGParams (class in actableai.causal.params) SparseLinearDMLSingleContTreatmentParams (class in actableai.causal.params) Specification (class in actableai.causal.exposure.model.estimate_effect_models) spectral_clustering (actableai.clustering.models.base.Model attribute) SpectralClustering (class in actableai.clustering.models.spectral_clustering) spline_bins (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) split_data_and_load_dataset() (actableai.causal.discover.algorithms.commons.pandas_dataset_loader.PandasDatasetLoader method) split_validation_by_datetime() (in module actableai.classification.utils) SplitByDatetimeValidationChecker (class in actableai.data_validation.checkers) SquadExample (class in actableai.third_parties.spanABSA.squad.squad_utils) standardize_data_mean (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) standardize_data_std (actableai.causal.discover.algorithms.payloads.DeciTrainingOptions attribute) start_date (actableai.timeseries.forecast.AAITimeSeriesForecast attribute) start_indexes (actableai.third_parties.spanABSA.absa.utils.RawBIOClsResult attribute) (actableai.third_parties.spanABSA.absa.utils.RawFinalResult attribute) start_logits (actableai.third_parties.spanABSA.absa.utils.RawSpanResult attribute) (actableai.third_parties.spanABSA.squad.squad_utils.RawResult attribute) Stats (class in actableai.stats) status (actableai.causal.exposure.model.response.StatusModel attribute) StatusModel (class in actableai.causal.exposure.model.response) std 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attribute) (actableai.models.autogluon.params.knn.KNNParams attribute) (actableai.models.autogluon.params.lr.LRParams attribute) (actableai.models.autogluon.params.nn_mxnet.NNMXNetParams attribute) (actableai.models.autogluon.params.nn_torch.NNTorchParams attribute) (actableai.models.autogluon.params.polynomial_linear.PolynomialLinearPredParams attribute) (actableai.models.autogluon.params.rf.RFParams attribute) (actableai.models.autogluon.params.tabpfn.TabPFNParams attribute) (actableai.models.autogluon.params.xgboost_linear.XGBoostLinearParams attribute) (actableai.models.autogluon.params.xgboost_tree.XGBoostTreeParams attribute) (actableai.models.autogluon.params.xt.XTParams attribute) SWAP_MEMORY (actableai.utils.resources.profile.ResourceProfilerType attribute)

T

tabpfn (actableai.models.autogluon.params.base.Model attribute) TabPFNModel (class in actableai.classification.models.tabpfn) TabPFNParams (class in actableai.models.autogluon.params.tabpfn) task() (in module actableai.tasks.tests.test_bayesian_regression) TaskType (class in actableai.tasks) tau_gumbel (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) Temperature (actableai.data_imputation.ColumnType attribute) (actableai.data_imputation.meta.types.ColumnType attribute) tesseract (actableai.ocr.models.base.Model attribute) Tesseract (class in actableai.ocr.models.tesseract) TesseractModelType (class in actableai.ocr.serve.tesseract) TesseractServe (class in actableai.ocr.serve.tesseract) test_association_rules() (actableai.tasks.tests.test_association_rules.TestAssociationRules method) test_association_rules_fpmax() (actableai.tasks.tests.test_association_rules.TestAssociationRules method) test_association_rules_multi_group_by() 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(actableai.tasks.tests.test_classification.TestRemoteClassification method) test_boolean_target_column() (actableai.tasks.tests.test_classification.TestRemoteClassification method) test_boolean_treatment() (actableai.tasks.tests.test_causal.TestRemoteCausal method) test_cat_features() (actableai.tasks.tests.test_forecast.TestTimeSeries method) test_categorical() (actableai.tasks.tests.test_classification.TestRemoteClassification method) test_categorical_effect_modifier() (actableai.tasks.tests.test_causal.TestRemoteCausal method) test_categorical_features() (actableai.tasks.tests.test_bayesian_regression.TestBayesianRegression method) test_categorical_outcome() (actableai.tasks.tests.test_causal.TestRemoteCausal method) test_categorical_to_num() (in module actableai.utils.tests.test_categorical_numerical_convert) test_categorical_vs_categorical() (actableai.tasks.tests.test_correlation.TestRemoteCorrelation method) test_categorical_vs_categorical_nan() 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test_construct_rules() (in module actableai.tasks.tests.test_data_imputation) test_continuous_vs_categorical() (actableai.tasks.tests.test_correlation.TestRemoteCorrelation method) test_continuous_vs_categorical_nan() (actableai.tasks.tests.test_correlation.TestRemoteCorrelation method) test_continuous_vs_continuous() (actableai.tasks.tests.test_correlation.TestRemoteCorrelation method) test_continuous_vs_continuous_nan() (actableai.tasks.tests.test_correlation.TestRemoteCorrelation method) test_continuous_vs_continuous_nan_target() (actableai.tasks.tests.test_correlation.TestRemoteCorrelation method) test_continuous_vs_mix() (actableai.tasks.tests.test_correlation.TestRemoteCorrelation method) test_control() (actableai.tasks.tests.test_correlation.TestRemoteCorrelation method) test_cross_val() (actableai.tasks.tests.test_classification.TestRemoteClassificationCrossValidation method) (actableai.tasks.tests.test_regression.TestRemoteRegressionCrossValidation method) test_cross_val_refit_full() (actableai.tasks.tests.test_classification.TestRemoteClassificationCrossValidation method) (actableai.tasks.tests.test_regression.TestRemoteRegressionCrossValidation method) test_cross_val_with_explain() (actableai.tasks.tests.test_regression.TestRemoteRegressionCrossValidation method) test_cross_val_with_quantiles() (actableai.tasks.tests.test_regression.TestRemoteRegressionCrossValidation method) test_cross_val_with_text() (actableai.tasks.tests.test_classification.TestRemoteClassificationCrossValidation method) test_cross_val_with_text_fail() (actableai.tasks.tests.test_classification.TestRemoteClassificationCrossValidation method) test_cross_validation_curve() (in module actableai.classification.tests.test_roc_curve_cross_validation) test_cross_validation_curve_with_recall() (in module actableai.classification.tests.test_roc_curve_cross_validation) test_data_contain_datetime_column() (actableai.tasks.tests.test_data_imputation.TestDataImputation method) test_date_column_default() (actableai.utils.tests.test_dataset_generator.TestGenerateDatasetParameters method) test_date_column_end() (actableai.utils.tests.test_dataset_generator.TestGenerateDatasetParameters method) test_date_column_end_freq() (actableai.utils.tests.test_dataset_generator.TestGenerateDatasetParameters method) test_date_column_freq() (actableai.utils.tests.test_dataset_generator.TestGenerateDatasetParameters method) test_date_column_start() (actableai.utils.tests.test_dataset_generator.TestGenerateDatasetParameters method) test_date_column_start_end() (actableai.utils.tests.test_dataset_generator.TestGenerateDatasetParameters method) test_date_column_start_end_freq() (actableai.utils.tests.test_dataset_generator.TestGenerateDatasetParameters method) test_date_column_start_freq() (actableai.utils.tests.test_dataset_generator.TestGenerateDatasetParameters method) test_date_fmt() (actableai.tasks.tests.test_forecast.TestTimeSeries method) test_date_interp() (actableai.tasks.tests.test_forecast.TestTimeSeries method) test_datetime() (actableai.tasks.tests.test_classification.TestRemoteClassification method) (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_datetime_contain_milliseconds() (actableai.utils.tests.test_parse_datetime.TestParseDatetime method) test_datetime_target() (actableai.tasks.tests.test_classification.TestRemoteClassification method) (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_debiasing_feature() (actableai.tasks.tests.test_classification.TestRemoteClassificationCrossValidation method) (actableai.tasks.tests.test_regression.TestRemoteRegressionCrossValidation method) test_debiasing_text_column() (actableai.tasks.tests.test_classification.TestDebiasing method) (actableai.tasks.tests.test_regression.TestDebiasing method) test_dml() (actableai.tasks.tests.test_causal.TestRemoteCausal method) test_drop_duplicates() (actableai.tasks.tests.test_classification.TestRemoteClassification method) (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_drop_duplicates_insufficient() (actableai.tasks.tests.test_classification.TestRemoteClassification method) (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_empty_column() (actableai.tasks.tests.test_classification.TestRemoteClassification method) (actableai.tasks.tests.test_forecast.TestTimeSeries method) test_empty_columns() (actableai.tasks.tests.test_correlation.TestRemoteCorrelation method) test_empty_dataframe() (actableai.tasks.tests.test_association_rules.TestAssociationRules method) test_empty_feature_column() (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_empty_target() (actableai.tasks.tests.test_correlation.TestRemoteCorrelation method) test_empty_target_column() (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_evaluate_has_data() (actableai.tasks.tests.test_regression.TestDebiasing method) test_explain_bool_sample_with_nan() (actableai.tasks.tests.test_classification.TestRemoteClassification method) test_explain_samples() (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_explain_samples_quantiles() (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_explain_samples_with_datetime() (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_extra_columns() (actableai.tasks.tests.test_classification.TestRemoteClassification method) test_feat_col_is_datetime() (actableai.tasks.tests.test_correlation.TestRemoteCorrelation method) test_feature_missing_value() (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_find_freq() (in module actableai.timeseries.tests.test_utils) test_find_freq_missing_values() (in module actableai.timeseries.tests.test_utils) test_find_freq_not_enough_values() (in module actableai.timeseries.tests.test_utils) test_full_data() (actableai.tasks.tests.test_bayesian_regression.TestBayesianRegression method) test_full_data_multivariate_result() (actableai.tasks.tests.test_bayesian_regression.TestBayesianRegression method) test_generate_and_save_simple_dataset() (actableai.utils.tests.test_dataset_generator.TestGenerateDataset method) test_generate_simple_dataset() (actableai.utils.tests.test_dataset_generator.TestGenerateDataset method) test_get_default() (actableai.parameters.tests.test_base.TestBaseParameter method) test_get_default_complex() (actableai.parameters.tests.test_options.TestOptionsParameter method) test_get_default_simple() (actableai.parameters.tests.test_options.TestOptionsParameter method) test_get_type_special_no_ag() (in module actableai.utils.tests.test__init__) test_handle_datetime_column_dotted() (in module actableai.timeseries.tests.test_utils) test_handle_datetime_column_hour_multi_freq() (in module actableai.timeseries.tests.test_utils) test_handle_datetime_column_mixed_hour() (in module actableai.timeseries.tests.test_utils) test_handle_datetime_column_nan_values_no_threshold() (in module actableai.timeseries.tests.test_utils) test_handle_datetime_column_nan_values_threshold() (in module actableai.timeseries.tests.test_utils) test_handle_datetime_column_pd_datetime() (in module actableai.timeseries.tests.test_utils) test_handle_datetime_column_str() (in module actableai.timeseries.tests.test_utils) test_handle_datetime_column_tstamp_mixed() (in module actableai.timeseries.tests.test_utils) test_handle_datetime_column_tstamp_multi_freq() (in module actableai.timeseries.tests.test_utils) test_hpo_default_binary() (actableai.tasks.tests.test_classification.TestRemoteClassification method) test_hpo_default_multiclass() (actableai.tasks.tests.test_classification.TestRemoteClassification method) test_hpo_default_quantile() (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_hpo_default_regression() (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_hyperopt() (actableai.tasks.tests.test_forecast.TestTimeSeries method) (actableai.timeseries.models.tests.test_multi_target_model.TestAAITimeSeriesMultiTargetModel method) (actableai.timeseries.models.tests.test_simple_model.TestAAITimeSeriesSingleModel method) test_hyperparam_multimodal() (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_impute_boolean() (actableai.tasks.tests.test_data_imputation.TestDataImputation method) test_impute_datetime() (actableai.tasks.tests.test_data_imputation.TestDataImputation method) test_impute_null() (actableai.tasks.tests.test_data_imputation.TestDataImputation method) test_impute_timeseries() (actableai.tasks.tests.test_data_imputation.TestDataImputation method) test_insufficent_data() (actableai.tasks.tests.test_clustering.TestRemoteSegmentation method) test_insufficient_class() (actableai.tasks.tests.test_classification.TestRemoteClassification method) test_insufficient_cls_sample() (actableai.tasks.tests.test_classification.TestRemoteClassification method) test_insufficient_data() (actableai.tasks.tests.test_classification.TestRemoteClassification method) (actableai.tasks.tests.test_forecast.TestTimeSeries method) (actableai.tasks.tests.test_regression.TestRemoteRegression method) test_insufficient_valid_data() (actableai.tasks.tests.test_classification.TestRemoteClassification method) test_intervention_categorical() (actableai.tasks.tests.test_intervention.TestIntervention method) test_intervention_categorical_cate() (actableai.tasks.tests.test_intervention.TestIntervention method) test_intervention_categorical_outcome_with_common_causes() (actableai.tasks.tests.test_intervention.TestIntervention method) test_intervention_no_common_causes_drop_features() (actableai.tasks.tests.test_intervention.TestIntervention method) test_intervention_numeric() (actableai.tasks.tests.test_intervention.TestIntervention method) test_intervention_numeric_cate() (actableai.tasks.tests.test_intervention.TestIntervention method) test_intervention_numeric_treatment_categorical_outcome() (actableai.tasks.tests.test_intervention.TestIntervention method) test_intervention_numeric_treatment_categorical_outcome_not_enough_classes() (actableai.tasks.tests.test_intervention.TestIntervention method) test_intervention_with_common_causes() (actableai.tasks.tests.test_intervention.TestIntervention method) test_intervention_with_common_causes_cate() (actableai.tasks.tests.test_intervention.TestIntervention method) test_intervention_with_common_causes_date() (actableai.tasks.tests.test_intervention.TestIntervention method) test_invalid_algorithm() (actableai.tasks.tests.test_causal_discovery.TestCausalDiscoveryTask method) test_invalid_column() (actableai.tasks.tests.test_classification.TestRemoteClassification method) (actableai.tasks.tests.test_forecast.TestTimeSeries method) 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tune_dml_regressor_model() (actableai.causal.exposure.inference.estimator.CausalEstimator method) tune_dr_regressor_model() (actableai.causal.exposure.inference.estimator.CausalEstimator method) tuple2dict() (in module actableai.models.serve.inference) type (actableai.causal.exposure.model.estimate_effect_models.EstimatorSpec attribute) (actableai.causal.exposure.model.estimate_effect_models.ModelSpec attribute) (actableai.causal.exposure.model.estimate_effect_models.OutcomeSpec attribute) (actableai.causal.exposure.model.estimate_effect_models.PopulationSpec attribute) (actableai.causal.exposure.model.estimate_effect_models.TreatmentSpec attribute) (actableai.data_imputation.meta.column.RichColumnMeta property) TypeDetector (class in actableai.data_imputation.type_recon) (class in actableai.data_imputation.type_recon.type_detector) TYPO (actableai.data_imputation.error_detector.cell_erros.ErrorType attribute)

U

umap (actableai.embedding.models.base.Model attribute) UMAP (class in actableai.embedding.models.umap) UNABLE_TO_FIX (actableai.data_imputation.auto_fixer.FixStrategy attribute) (actableai.data_imputation.auto_fixer.strategy.FixStrategy attribute) UNDECIDED (actableai.data_imputation.auto_fixer.FixStrategy attribute) (actableai.data_imputation.auto_fixer.strategy.FixStrategy attribute) UNHEALTHY (actableai.data_validation.base.ValidationStatus attribute) unique_id (actableai.third_parties.spanABSA.absa.utils.RawBIOClsResult attribute) (actableai.third_parties.spanABSA.absa.utils.RawBIOResult attribute) (actableai.third_parties.spanABSA.absa.utils.RawFinalResult attribute) (actableai.third_parties.spanABSA.absa.utils.RawSpanCollapsedResult attribute) (actableai.third_parties.spanABSA.absa.utils.RawSpanResult attribute) (actableai.third_parties.spanABSA.squad.squad_utils.RawResult attribute) UniqueDateTimeChecker (class in actableai.data_validation.checkers) unittest_autogluon_hyperparameters() (in module actableai.utils.testing) unittest_dml_parameters() (in module actableai.utils.testing) unittest_estimator_parameters() (in module actableai.utils.testing) unittest_hyperparameters() (in module actableai.utils.testing) Unknown (actableai.data_imputation.ColumnType attribute) (actableai.data_imputation.meta.types.ColumnType attribute)

UnknownModelClassError unpersist_models() (actableai.classification.cross_validation.AverageEnsembleClassifier method) (actableai.debiasing.debiasing_model.DebiasingModel method) (actableai.debiasing.residuals_model.ResidualsModel method) (actableai.utils.multilabel_predictor.MultilabelPredictor method) UnrecognizedError UnsupportedCausalScenario UnsupportedPredictorType UnsupportedProblemType UnsupportedTargetUnitsIVMethods UnsupportedTargetUnitsMultipleTreatments UntrainedModelException, [1] update() (actableai.utils.river.NRMSE method) update_df() (actableai.data_imputation.error_detector.misplaced_detector.MisplacedDetector method) (actableai.data_imputation.error_detector.MisplacedDetector method) (actableai.data_imputation.MisplacedDetector method) upper (actableai.causal.discover.model.causal_discovery.NormalizedColumnMetadata attribute) upper_bound (actableai.causal.exposure.model.confidence_interval_models.ConfidenceIntervalResult attribute) USS_MEMORY (actableai.utils.resources.profile.ResourceProfilerType attribute)

V

ValidatableParameter (class in actableai.parameters.base) validate() (actableai.data_validation.params.AssociationRulesDataValidator method) (actableai.data_validation.params.BayesianRegressionDataValidator method) (actableai.data_validation.params.CausalDataValidator method) (actableai.data_validation.params.CausalDiscoveryDataValidator method) (actableai.data_validation.params.CausalFeatureSelectionDataValidator method) (actableai.data_validation.params.ClassificationDataValidator method) (actableai.data_validation.params.ClusteringDataValidator method) (actableai.data_validation.params.CorrelationDataValidator method) (actableai.data_validation.params.DataImputationDataValidator method) (actableai.data_validation.params.InterventionDataValidator method) (actableai.data_validation.params.RegressionDataValidator method) (actableai.data_validation.params.TextExtractionDataValidator method) (actableai.data_validation.params.TimeSeriesDataValidator method) (actableai.data_validation.params.TimeSeriesPredictionDataValidator method) validate_cv() (actableai.data_validation.params.CausalDataValidator method) validate_except_cv() (actableai.data_validation.params.CausalDataValidator method) validate_parameter() (actableai.parameters.base.BaseParameter method) (actableai.parameters.base.ValidatableParameter method) (actableai.parameters.list.ListParameter method) (actableai.parameters.options.OptionsParameter method) (actableai.parameters.parameters.Parameters method) (actableai.parameters.value.ValueParameter method)

validate_process_parameter() (actableai.parameters.base.ProcessableParameter method) validation_error_list (actableai.parameters.validation.ParameterValidationErrors attribute) ValidationConstrainsChecker (class in actableai.data_imputation.error_detector.validation_constraints_checker) ValidationDetector (class in actableai.data_imputation) (class in actableai.data_imputation.error_detector) (class in actableai.data_imputation.error_detector.validation_detector) ValidationRefiner (class in actableai.data_imputation.auto_fixer.validation_refiner) validations (actableai.data_imputation.error_detector.rule_parser.RulesRaw attribute) ValidationStatus (class in actableai.data_validation.base) value (actableai.data_imputation.auto_fixer.fix_info.FixValue attribute) (actableai.data_imputation.error_detector.column_format.MatchRule attribute) (actableai.parameters.options.Option attribute) VALUE (actableai.parameters.type.ParameterType attribute) value_type (actableai.parameters.list.ListParameter attribute) (actableai.parameters.value.ValueParameter attribute) ValueParameter (class in actableai.parameters.value) ValueType (class in actableai.parameters.type) var_dist_A_mode (actableai.causal.discover.algorithms.payloads.DeciModelOptions attribute) variable (actableai.causal.exposure.model.estimate_effect_models.OutcomeSpec attribute) (actableai.causal.exposure.model.estimate_effect_models.PopulationSpec attribute) (actableai.causal.exposure.model.estimate_effect_models.TreatmentSpec attribute) variant (actableai.causal.discover.algorithms.payloads.PCPayload attribute) version (actableai.models.base.AAIBaseModel attribute) VMS_MEMORY (actableai.utils.resources.profile.ResourceProfilerType attribute)

W

warmup_constant() (in module actableai.third_parties.spanABSA.bert.optimization) warmup_cosine() (in module actableai.third_parties.spanABSA.bert.optimization) warmup_linear() (in module actableai.third_parties.spanABSA.bert.optimization) WARNING (actableai.data_validation.base.CheckLevels attribute) weight_threshold (actableai.causal.discover.model.interventions.InterventionPayload attribute) weighted_synthdid_controls (actableai.causal.events.types.OutputResult attribute) WeightedSynthdidControls (class in actableai.causal.events.types)

weights (actableai.causal.events.types.WeightedSynthdidControls attribute) when (actableai.data_imputation.error_detector.constraint.Constraint attribute) whitespace_tokenize() (in module actableai.third_parties.spanABSA.bert.tokenization) with_mean (actableai.causal.discover.algorithms.payloads.NormalizationOptions attribute) with_std (actableai.causal.discover.algorithms.payloads.NormalizationOptions attribute) WordpieceTokenizer (class in actableai.third_parties.spanABSA.bert.tokenization) wrapped_get_final_text() (in module actableai.third_parties.spanABSA.absa.utils) write_predictions() (in module actableai.third_parties.spanABSA.squad.squad_utils)

X

x (actableai.causal.events.types.OutputLines attribute) xgb_linear (actableai.models.autogluon.params.base.Model attribute) xgb_tree (actableai.models.autogluon.params.base.Model attribute)

XGBoostLinearParams (class in actableai.models.autogluon.params.xgboost_linear) XGBoostTreeParams (class in actableai.models.autogluon.params.xgboost_tree) xt (actableai.models.autogluon.params.base.Model attribute) XTParams (class in actableai.models.autogluon.params.xt)

Y

y (actableai.causal.events.types.OutputLines attribute)