Index

A

add() (omnixai.explanations.base.PlainText method) (omnixai.explanations.image.contrast.ContrastiveExplanation method) (omnixai.explanations.image.counterfactual.CFExplanation method) (omnixai.explanations.image.mask.MaskExplanation method) (omnixai.explanations.image.pixel_importance.PixelImportance method) (omnixai.explanations.tabular.correlation.CorrelationExplanation method) (omnixai.explanations.tabular.counterfactual.CFExplanation method) (omnixai.explanations.tabular.feature_importance.FeatureImportance method) (omnixai.explanations.tabular.feature_importance.GlobalFeatureImportance method) (omnixai.explanations.tabular.imbalance.ImbalanceExplanation method) (omnixai.explanations.tabular.linear.LinearExplanation method) (omnixai.explanations.tabular.pdp.PDPExplanation method) (omnixai.explanations.tabular.sensitivity.SensitivityExplanation method) (omnixai.explanations.tabular.validity.ValidityRankingExplanation method) (omnixai.explanations.text.word_importance.WordImportance method) (omnixai.explanations.timeseries.counterfactual.CFExplanation method) (omnixai.explanations.timeseries.feature_importance.FeatureImportance method) add_global() (omnixai.explanations.tabular.tree.TreeExplanation method) add_local() (omnixai.explanations.tabular.tree.TreeExplanation method) ALE (class in omnixai.explainers.tabular.agnostic.ale) alias (omnixai.explainers.data.chi_square.ChiSquare attribute) (omnixai.explainers.data.ChiSquare attribute) (omnixai.explainers.data.correlation.CorrelationAnalyzer attribute) (omnixai.explainers.data.CorrelationAnalyzer attribute) (omnixai.explainers.data.imbalance.ImbalanceAnalyzer attribute) (omnixai.explainers.data.ImbalanceAnalyzer attribute) (omnixai.explainers.data.mutual_info.MutualInformation attribute) (omnixai.explainers.data.MutualInformation attribute) (omnixai.explainers.nlp.agnostic.l2x.L2XText attribute) (omnixai.explainers.nlp.agnostic.lime.LimeText attribute) (omnixai.explainers.nlp.agnostic.shap.ShapText attribute) (omnixai.explainers.nlp.counterfactual.polyjuice.Polyjuice attribute) (omnixai.explainers.nlp.specific.ig.IntegratedGradientText attribute) (omnixai.explainers.prediction.PredictionAnalyzer attribute) (omnixai.explainers.ranking.agnostic.permutation.PermutationRankingExplainer attribute) (omnixai.explainers.ranking.agnostic.validity.ValidityRankingExplainer attribute) (omnixai.explainers.ranking.counterfactual.mace.MACEExplainer attribute) (omnixai.explainers.tabular.agnostic.ale.ALE attribute) (omnixai.explainers.tabular.agnostic.bias.BiasAnalyzer attribute) (omnixai.explainers.tabular.agnostic.gpt.GPTExplainer attribute) (omnixai.explainers.tabular.agnostic.L2X.l2x.L2XTabular attribute) (omnixai.explainers.tabular.agnostic.lime.LimeTabular attribute) (omnixai.explainers.tabular.agnostic.pdp.PartialDependenceTabular attribute) (omnixai.explainers.tabular.agnostic.permutation.PermutationImportance attribute) (omnixai.explainers.tabular.agnostic.sensitivity.SensitivityAnalysisTabular attribute) (omnixai.explainers.tabular.agnostic.shap.ShapTabular attribute) (omnixai.explainers.tabular.agnostic.shap_global.GlobalShapTabular attribute) (omnixai.explainers.tabular.counterfactual.ce.CounterfactualExplainer attribute) (omnixai.explainers.tabular.counterfactual.mace.mace.MACEExplainer attribute) (omnixai.explainers.tabular.specific.decision_tree.TreeClassifier attribute) (omnixai.explainers.tabular.specific.decision_tree.TreeRegressor attribute) (omnixai.explainers.tabular.specific.ig.IntegratedGradientTabular attribute) (omnixai.explainers.tabular.specific.linear.LinearRegression attribute) (omnixai.explainers.tabular.specific.linear.LogisticRegression attribute) (omnixai.explainers.tabular.specific.shap_tree.ShapTreeTabular attribute) (omnixai.explainers.timeseries.agnostic.shap.ShapTimeseries attribute) (omnixai.explainers.timeseries.counterfactual.ce.CounterfactualExplainer attribute) (omnixai.explainers.timeseries.counterfactual.mace.MACEExplainer attribute) (omnixai.explainers.vision.agnostic.l2x.L2XImage attribute) (omnixai.explainers.vision.agnostic.lime.LimeImage attribute) (omnixai.explainers.vision.agnostic.pdp.PartialDependenceImage attribute) (omnixai.explainers.vision.agnostic.shap.ShapImage attribute) (omnixai.explainers.vision.counterfactual.ce.CounterfactualExplainer attribute) (omnixai.explainers.vision.specific.cem.ContrastiveExplainer attribute) (omnixai.explainers.vision.specific.feature_visualization.visualizer.FeatureMapVisualizer attribute) (omnixai.explainers.vision.specific.feature_visualization.visualizer.FeatureVisualizer attribute) (omnixai.explainers.vision.specific.gradcam.gradcam.GradCAM attribute) (omnixai.explainers.vision.specific.gradcam.gradcam.GradCAMPlus attribute) (omnixai.explainers.vision.specific.gradcam.gradcam.LayerCAM attribute) (omnixai.explainers.vision.specific.guided_bp.GuidedBP attribute) (omnixai.explainers.vision.specific.ig.IntegratedGradientImage attribute) (omnixai.explainers.vision.specific.smoothgrad.SmoothGrad attribute)

AutoExplainerBase (class in omnixai.explainers.base)

B

BiasAnalyzer (class in omnixai.explainers.tabular.agnostic.bias)

C

categorical_columns (omnixai.data.tabular.Tabular property) categories (omnixai.preprocessing.encode.LabelEncoder property) (omnixai.preprocessing.encode.OneHot property) (omnixai.preprocessing.encode.Ordinal property) (omnixai.preprocessing.tabular.TabularTransform property) CEMOptimizer (class in omnixai.explainers.vision.specific.cem) CFExplanation (class in omnixai.explanations.image.counterfactual) (class in omnixai.explanations.tabular.counterfactual) (class in omnixai.explanations.timeseries.counterfactual) ChiSquare (class in omnixai.explainers.data) (class in omnixai.explainers.data.chi_square) class_names (omnixai.preprocessing.tabular.TabularTransform property) class_names() (omnixai.explainers.tabular.base.SklearnBase method) cmds() (omnixai.explainers.tabular.agnostic.ale.ALE static method) columns (omnixai.data.tabular.Tabular property) (omnixai.data.timeseries.Timeseries property)

compute_integrated_gradients() (omnixai.explainers.tabular.specific.ig.IntegratedGradient static method) continuous_columns (omnixai.data.tabular.Tabular property) ContrastiveExplainer (class in omnixai.explainers.vision.specific.cem) ContrastiveExplanation (class in omnixai.explanations.image.contrast) copy() (omnixai.data.image.Image method) (omnixai.data.tabular.Tabular method) (omnixai.data.text.Text method) (omnixai.data.timeseries.Timeseries method) CorrelationAnalyzer (class in omnixai.explainers.data) (class in omnixai.explainers.data.correlation) CorrelationExplanation (class in omnixai.explanations.tabular.correlation) CounterfactualExplainer (class in omnixai.explainers.tabular.counterfactual.ce) (class in omnixai.explainers.timeseries.counterfactual.ce) (class in omnixai.explainers.vision.counterfactual.ce) CounterfactualOptimizer (class in omnixai.explainers.tabular.counterfactual.ce) (class in omnixai.explainers.timeseries.counterfactual.ce)

D

Dashboard (class in omnixai.visualization.dashboard) DashFigure (class in omnixai.explanations.base) Data (class in omnixai.data.base) data_type (omnixai.data.base.Data property) (omnixai.data.image.Image attribute) (omnixai.data.tabular.Tabular attribute) (omnixai.data.text.Text attribute) (omnixai.data.timeseries.Timeseries attribute) DataAnalyzer (class in omnixai.explainers.data) (class in omnixai.explainers.data.auto)

decompose() (omnixai.preprocessing.tabular.TabularTransform method) DefaultPredictionModel (class in omnixai.explainers.nlp.agnostic.l2x) (class in omnixai.explainers.tabular.agnostic.L2X.l2x) (class in omnixai.explainers.vision.agnostic.l2x) DefaultSelectionModel (class in omnixai.explainers.nlp.agnostic.l2x) (class in omnixai.explainers.tabular.agnostic.L2X.l2x) (class in omnixai.explainers.vision.agnostic.l2x) dump() (omnixai.explanations.base.ExplanationBase method) (omnixai.preprocessing.pipeline.Pipeline method) dumps() (omnixai.explanations.base.ExplanationBase method)

E

explain() (omnixai.explainers.base.AutoExplainerBase method) (omnixai.explainers.base.ExplainerBase method) (omnixai.explainers.data.auto.DataAnalyzer method) (omnixai.explainers.data.chi_square.ChiSquare method) (omnixai.explainers.data.ChiSquare method) (omnixai.explainers.data.correlation.CorrelationAnalyzer method) (omnixai.explainers.data.CorrelationAnalyzer method) (omnixai.explainers.data.DataAnalyzer method) (omnixai.explainers.data.imbalance.ImbalanceAnalyzer method) (omnixai.explainers.data.ImbalanceAnalyzer method) (omnixai.explainers.data.mutual_info.MutualInformation method) (omnixai.explainers.data.MutualInformation method) (omnixai.explainers.nlp.agnostic.l2x.L2XText method) (omnixai.explainers.nlp.agnostic.lime.LimeText method) (omnixai.explainers.nlp.agnostic.shap.ShapText method) (omnixai.explainers.nlp.counterfactual.polyjuice.Polyjuice method) (omnixai.explainers.nlp.specific.ig.IntegratedGradientText method) (omnixai.explainers.prediction.PredictionAnalyzer method) (omnixai.explainers.ranking.agnostic.permutation.PermutationRankingExplainer method) (omnixai.explainers.ranking.agnostic.validity.ValidityRankingExplainer method) (omnixai.explainers.ranking.counterfactual.mace.MACEExplainer method) (omnixai.explainers.tabular.agnostic.ale.ALE method) (omnixai.explainers.tabular.agnostic.bias.BiasAnalyzer method) (omnixai.explainers.tabular.agnostic.gpt.GPTExplainer method) (omnixai.explainers.tabular.agnostic.L2X.l2x.L2XTabular method) (omnixai.explainers.tabular.agnostic.lime.LimeTabular method) (omnixai.explainers.tabular.agnostic.pdp.PartialDependenceTabular method) (omnixai.explainers.tabular.agnostic.permutation.PermutationImportance method) (omnixai.explainers.tabular.agnostic.sensitivity.SensitivityAnalysisTabular method) (omnixai.explainers.tabular.agnostic.shap.ShapTabular method) (omnixai.explainers.tabular.agnostic.shap_global.GlobalShapTabular method) (omnixai.explainers.tabular.counterfactual.ce.CounterfactualExplainer method) (omnixai.explainers.tabular.counterfactual.mace.mace.MACEExplainer method) (omnixai.explainers.tabular.specific.decision_tree.TreeBase method) (omnixai.explainers.tabular.specific.ig.IntegratedGradientTabular method) (omnixai.explainers.tabular.specific.linear.LinearBase method) (omnixai.explainers.tabular.specific.shap_tree.ShapTreeTabular method) (omnixai.explainers.timeseries.agnostic.shap.ShapTimeseries method) (omnixai.explainers.timeseries.counterfactual.ce.CounterfactualExplainer method) (omnixai.explainers.timeseries.counterfactual.mace.MACEExplainer method) (omnixai.explainers.vision.agnostic.l2x.L2XImage method) (omnixai.explainers.vision.agnostic.lime.LimeImage method) (omnixai.explainers.vision.agnostic.pdp.PartialDependenceImage method) (omnixai.explainers.vision.agnostic.shap.ShapImage method) (omnixai.explainers.vision.counterfactual.ce.CounterfactualExplainer method) (omnixai.explainers.vision.specific.cem.ContrastiveExplainer method) (omnixai.explainers.vision.specific.feature_visualization.visualizer.FeatureMapVisualizer method) (omnixai.explainers.vision.specific.feature_visualization.visualizer.FeatureVisualizer method) (omnixai.explainers.vision.specific.gradcam.gradcam.GradCAM method) (omnixai.explainers.vision.specific.gradcam.gradcam.GradCAMPlus method) (omnixai.explainers.vision.specific.gradcam.gradcam.LayerCAM method) (omnixai.explainers.vision.specific.guided_bp.GuidedBP method) (omnixai.explainers.vision.specific.ig.IntegratedGradientImage method) (omnixai.explainers.vision.specific.smoothgrad.SmoothGrad method) explain_global() (omnixai.explainers.base.AutoExplainerBase method)

explainer_names (omnixai.explainers.base.AutoExplainerBase property) ExplainerABCMeta (class in omnixai.explainers.base) ExplainerBase (class in omnixai.explainers.base) explanation_type (omnixai.explainers.base.ExplainerBase property) (omnixai.explainers.data.chi_square.ChiSquare attribute) (omnixai.explainers.data.ChiSquare attribute) (omnixai.explainers.data.correlation.CorrelationAnalyzer attribute) (omnixai.explainers.data.CorrelationAnalyzer attribute) (omnixai.explainers.data.imbalance.ImbalanceAnalyzer attribute) (omnixai.explainers.data.ImbalanceAnalyzer attribute) (omnixai.explainers.data.mutual_info.MutualInformation attribute) (omnixai.explainers.data.MutualInformation attribute) (omnixai.explainers.nlp.agnostic.l2x.L2XText attribute) (omnixai.explainers.nlp.agnostic.lime.LimeText attribute) (omnixai.explainers.nlp.agnostic.shap.ShapText attribute) (omnixai.explainers.nlp.counterfactual.polyjuice.Polyjuice attribute) (omnixai.explainers.nlp.specific.ig.IntegratedGradientText attribute) (omnixai.explainers.prediction.PredictionAnalyzer attribute) (omnixai.explainers.ranking.agnostic.permutation.PermutationRankingExplainer attribute) (omnixai.explainers.ranking.agnostic.validity.ValidityRankingExplainer attribute) (omnixai.explainers.ranking.counterfactual.mace.MACEExplainer attribute) (omnixai.explainers.tabular.agnostic.ale.ALE attribute) (omnixai.explainers.tabular.agnostic.bias.BiasAnalyzer attribute) (omnixai.explainers.tabular.agnostic.gpt.GPTExplainer attribute) (omnixai.explainers.tabular.agnostic.L2X.l2x.L2XTabular attribute) (omnixai.explainers.tabular.agnostic.lime.LimeTabular attribute) (omnixai.explainers.tabular.agnostic.pdp.PartialDependenceTabular attribute) (omnixai.explainers.tabular.agnostic.permutation.PermutationImportance attribute) (omnixai.explainers.tabular.agnostic.sensitivity.SensitivityAnalysisTabular attribute) (omnixai.explainers.tabular.agnostic.shap.ShapTabular attribute) (omnixai.explainers.tabular.agnostic.shap_global.GlobalShapTabular attribute) (omnixai.explainers.tabular.counterfactual.ce.CounterfactualExplainer attribute) (omnixai.explainers.tabular.counterfactual.mace.mace.MACEExplainer attribute) (omnixai.explainers.tabular.specific.decision_tree.TreeBase attribute) (omnixai.explainers.tabular.specific.ig.IntegratedGradientTabular attribute) (omnixai.explainers.tabular.specific.linear.LinearBase attribute) (omnixai.explainers.tabular.specific.shap_tree.ShapTreeTabular attribute) (omnixai.explainers.timeseries.agnostic.shap.ShapTimeseries attribute) (omnixai.explainers.timeseries.counterfactual.ce.CounterfactualExplainer attribute) (omnixai.explainers.timeseries.counterfactual.mace.MACEExplainer attribute) (omnixai.explainers.vision.agnostic.l2x.L2XImage attribute) (omnixai.explainers.vision.agnostic.lime.LimeImage attribute) (omnixai.explainers.vision.agnostic.pdp.PartialDependenceImage attribute) (omnixai.explainers.vision.agnostic.shap.ShapImage attribute) (omnixai.explainers.vision.counterfactual.ce.CounterfactualExplainer attribute) (omnixai.explainers.vision.specific.cem.ContrastiveExplainer attribute) (omnixai.explainers.vision.specific.feature_visualization.visualizer.FeatureMapVisualizer attribute) (omnixai.explainers.vision.specific.feature_visualization.visualizer.FeatureVisualizer attribute) (omnixai.explainers.vision.specific.gradcam.gradcam.GradCAM attribute) (omnixai.explainers.vision.specific.gradcam.gradcam.GradCAMPlus attribute) (omnixai.explainers.vision.specific.gradcam.gradcam.LayerCAM attribute) (omnixai.explainers.vision.specific.guided_bp.GuidedBP attribute) (omnixai.explainers.vision.specific.ig.IntegratedGradientImage attribute) (omnixai.explainers.vision.specific.smoothgrad.SmoothGrad attribute) ExplanationBase (class in omnixai.explanations.base)

F

feature_columns (omnixai.data.tabular.Tabular property) FeatureImportance (class in omnixai.explanations.tabular.feature_importance) (class in omnixai.explanations.timeseries.feature_importance) FeatureMapVisualizer (class in omnixai.explainers.vision.specific.feature_visualization.visualizer) FeatureVisualizer (class in omnixai.explainers.vision.specific.feature_visualization.visualizer) FillNaN (class in omnixai.preprocessing.fill) FillNaNTabular (class in omnixai.preprocessing.fill) fit() (omnixai.explainers.tabular.base.SklearnBase method) (omnixai.explainers.tabular.specific.decision_tree.TreeBase method) (omnixai.explainers.tabular.specific.linear.LinearBase method) (omnixai.explainers.tabular.specific.shap_tree.ShapTreeTabular method) (omnixai.preprocessing.base.Identity method) (omnixai.preprocessing.base.TransformBase method) (omnixai.preprocessing.encode.KBins method) (omnixai.preprocessing.encode.LabelEncoder method) (omnixai.preprocessing.encode.OneHot method) (omnixai.preprocessing.encode.Ordinal method) (omnixai.preprocessing.fill.FillNaN method) (omnixai.preprocessing.fill.FillNaNTabular method) (omnixai.preprocessing.image.Normalize method) (omnixai.preprocessing.image.Resize method) (omnixai.preprocessing.image.Round2Int method) (omnixai.preprocessing.image.Scale method) (omnixai.preprocessing.normalize.MinMax method) (omnixai.preprocessing.normalize.Scale method) (omnixai.preprocessing.normalize.Standard method) (omnixai.preprocessing.pipeline.Pipeline method) (omnixai.preprocessing.tabular.TabularTransform method) (omnixai.preprocessing.text.Tfidf method) (omnixai.preprocessing.text.Word2Id method)

forward() (omnixai.explainers.nlp.agnostic.l2x.DefaultPredictionModel method) (omnixai.explainers.nlp.agnostic.l2x.DefaultSelectionModel method) (omnixai.explainers.tabular.agnostic.L2X.l2x.DefaultPredictionModel method) (omnixai.explainers.tabular.agnostic.L2X.l2x.DefaultSelectionModel method) (omnixai.explainers.vision.agnostic.l2x.DefaultPredictionModel method) (omnixai.explainers.vision.agnostic.l2x.DefaultSelectionModel method) from_dict() (omnixai.explanations.base.ExplanationBase class method) (omnixai.explanations.base.PlainText class method) (omnixai.explanations.base.PredictedResults class method) (omnixai.explanations.image.contrast.ContrastiveExplanation class method) (omnixai.explanations.image.counterfactual.CFExplanation class method) (omnixai.explanations.image.mask.MaskExplanation class method) (omnixai.explanations.image.pixel_importance.PixelImportance class method) (omnixai.explanations.tabular.correlation.CorrelationExplanation class method) (omnixai.explanations.tabular.counterfactual.CFExplanation class method) (omnixai.explanations.tabular.feature_importance.FeatureImportance class method) (omnixai.explanations.tabular.feature_importance.GlobalFeatureImportance class method) (omnixai.explanations.tabular.imbalance.ImbalanceExplanation class method) (omnixai.explanations.tabular.linear.LinearExplanation class method) (omnixai.explanations.tabular.pdp.PDPExplanation class method) (omnixai.explanations.tabular.sensitivity.SensitivityExplanation class method) (omnixai.explanations.tabular.tree.TreeExplanation class method) (omnixai.explanations.tabular.validity.ValidityRankingExplanation class method) (omnixai.explanations.text.word_importance.WordImportance class method) (omnixai.explanations.timeseries.counterfactual.CFExplanation class method) (omnixai.explanations.timeseries.feature_importance.FeatureImportance class method) from_json() (omnixai.explanations.base.ExplanationBase class method) from_pd() (omnixai.data.timeseries.Timeseries class method)

G

get_continuous_bounds() (omnixai.data.tabular.Tabular method) get_continuous_medians() (omnixai.data.tabular.Tabular method) get_explanations() (omnixai.explanations.base.ExplanationBase method) (omnixai.explanations.base.PlainText method) (omnixai.explanations.base.PredictedResults method) (omnixai.explanations.image.contrast.ContrastiveExplanation method) (omnixai.explanations.image.counterfactual.CFExplanation method) (omnixai.explanations.image.mask.MaskExplanation method) (omnixai.explanations.image.pixel_importance.PixelImportance method) (omnixai.explanations.tabular.correlation.CorrelationExplanation method) (omnixai.explanations.tabular.counterfactual.CFExplanation method) (omnixai.explanations.tabular.feature_importance.FeatureImportance method) (omnixai.explanations.tabular.feature_importance.GlobalFeatureImportance method) (omnixai.explanations.tabular.imbalance.ImbalanceExplanation method) (omnixai.explanations.tabular.linear.LinearExplanation method) (omnixai.explanations.tabular.pdp.PDPExplanation method) (omnixai.explanations.tabular.sensitivity.SensitivityExplanation method) (omnixai.explanations.tabular.tree.TreeExplanation method) (omnixai.explanations.tabular.validity.ValidityRankingExplanation method) (omnixai.explanations.text.word_importance.WordImportance method) (omnixai.explanations.timeseries.counterfactual.CFExplanation method) (omnixai.explanations.timeseries.feature_importance.FeatureImportance method)

get_feature_names() (omnixai.preprocessing.encode.OneHot method) (omnixai.preprocessing.tabular.TabularTransform method) (omnixai.preprocessing.text.Tfidf method) get_target_column() (omnixai.data.tabular.Tabular method) get_timestamp_info() (omnixai.data.timeseries.Timeseries static method) GlobalFeatureImportance (class in omnixai.explanations.tabular.feature_importance) GlobalShapTabular (class in omnixai.explainers.tabular.agnostic.shap_global) GPTExplainer (class in omnixai.explainers.tabular.agnostic.gpt) GradCAM (class in omnixai.explainers.vision.specific.gradcam.gradcam) GradCAMPlus (class in omnixai.explainers.vision.specific.gradcam.gradcam) GuidedBP (class in omnixai.explainers.vision.specific.guided_bp)

I

Identity (class in omnixai.preprocessing.base) iloc() (omnixai.data.tabular.Tabular method) Image (class in omnixai.data.image) image_shape (omnixai.data.image.Image property) ImbalanceAnalyzer (class in omnixai.explainers.data) (class in omnixai.explainers.data.imbalance) ImbalanceExplanation (class in omnixai.explanations.tabular.imbalance) index (omnixai.data.timeseries.Timeseries property) IntegratedGradient (class in omnixai.explainers.tabular.specific.ig) IntegratedGradientImage (class in omnixai.explainers.vision.specific.ig) IntegratedGradientTabular (class in omnixai.explainers.tabular.specific.ig) IntegratedGradientText (class in omnixai.explainers.nlp.specific.ig) invert() (omnixai.preprocessing.base.Identity method) (omnixai.preprocessing.base.TransformBase method) (omnixai.preprocessing.encode.KBins method) (omnixai.preprocessing.encode.LabelEncoder method) (omnixai.preprocessing.encode.OneHot method) (omnixai.preprocessing.encode.Ordinal method) (omnixai.preprocessing.fill.FillNaN method) (omnixai.preprocessing.fill.FillNaNTabular method) (omnixai.preprocessing.image.Normalize method) (omnixai.preprocessing.image.Resize method) (omnixai.preprocessing.image.Round2Int method) (omnixai.preprocessing.image.Scale method) (omnixai.preprocessing.normalize.MinMax method) (omnixai.preprocessing.normalize.Scale method) (omnixai.preprocessing.normalize.Standard method) (omnixai.preprocessing.pipeline.Pipeline method) (omnixai.preprocessing.tabular.TabularTransform method) (omnixai.preprocessing.text.Tfidf method) (omnixai.preprocessing.text.Word2Id method)

ipython_plot() (omnixai.explanations.base.ExplanationBase method) (omnixai.explanations.base.PlainText method) (omnixai.explanations.base.PredictedResults method) (omnixai.explanations.image.contrast.ContrastiveExplanation method) (omnixai.explanations.image.counterfactual.CFExplanation method) (omnixai.explanations.image.mask.MaskExplanation method) (omnixai.explanations.image.pixel_importance.PixelImportance method) (omnixai.explanations.tabular.correlation.CorrelationExplanation method) (omnixai.explanations.tabular.counterfactual.CFExplanation method) (omnixai.explanations.tabular.feature_importance.FeatureImportance method) (omnixai.explanations.tabular.feature_importance.GlobalFeatureImportance method) (omnixai.explanations.tabular.imbalance.ImbalanceExplanation method) (omnixai.explanations.tabular.linear.LinearExplanation method) (omnixai.explanations.tabular.pdp.PDPExplanation method) (omnixai.explanations.tabular.sensitivity.SensitivityExplanation method) (omnixai.explanations.tabular.tree.TreeExplanation method) (omnixai.explanations.tabular.validity.ValidityRankingExplanation method) (omnixai.explanations.text.word_importance.WordImportance method) (omnixai.explanations.timeseries.counterfactual.CFExplanation method) (omnixai.explanations.timeseries.feature_importance.FeatureImportance method)

K

KBins (class in omnixai.preprocessing.encode)

L

L2XImage (class in omnixai.explainers.vision.agnostic.l2x) L2XTabular (class in omnixai.explainers.tabular.agnostic.L2X.l2x) L2XText (class in omnixai.explainers.nlp.agnostic.l2x) LabelEncoder (class in omnixai.preprocessing.encode) LayerCAM (class in omnixai.explainers.vision.specific.gradcam.gradcam) LimeImage (class in omnixai.explainers.vision.agnostic.lime) LimeTabular (class in omnixai.explainers.tabular.agnostic.lime) LimeText (class in omnixai.explainers.nlp.agnostic.lime) LinearBase (class in omnixai.explainers.tabular.specific.linear) LinearExplanation (class in omnixai.explanations.tabular.linear) LinearRegression (class in omnixai.explainers.tabular.specific.linear) list_explainers() (omnixai.explainers.base.AutoExplainerBase static method) (omnixai.explainers.data.auto.DataAnalyzer static method) (omnixai.explainers.data.DataAnalyzer static method) (omnixai.explainers.nlp.auto.NLPExplainer static method) (omnixai.explainers.tabular.auto.TabularExplainer static method) (omnixai.explainers.timeseries.auto.TimeseriesExplainer static method) (omnixai.explainers.vision.auto.VisionExplainer static method)

load() (omnixai.explainers.base.AutoExplainerBase class method) (omnixai.explainers.base.ExplainerBase class method) (omnixai.explanations.base.ExplanationBase method) (omnixai.preprocessing.pipeline.Pipeline method) loads() (omnixai.explanations.base.ExplanationBase method) LogisticRegression (class in omnixai.explainers.tabular.specific.linear)

M

MACEExplainer (class in omnixai.explainers.ranking.counterfactual.mace) (class in omnixai.explainers.tabular.counterfactual.mace.mace) (class in omnixai.explainers.timeseries.counterfactual.mace) MaskExplanation (class in omnixai.explanations.image.mask) MinMax (class in omnixai.preprocessing.normalize) module omnixai omnixai.data omnixai.data.base omnixai.data.image omnixai.data.tabular omnixai.data.text omnixai.data.timeseries omnixai.deployment omnixai.deployment.bentoml omnixai.explainers omnixai.explainers.base omnixai.explainers.data omnixai.explainers.data.auto omnixai.explainers.data.chi_square omnixai.explainers.data.correlation omnixai.explainers.data.imbalance omnixai.explainers.data.mutual_info omnixai.explainers.nlp.agnostic omnixai.explainers.nlp.agnostic.l2x omnixai.explainers.nlp.agnostic.lime omnixai.explainers.nlp.agnostic.shap omnixai.explainers.nlp.auto omnixai.explainers.nlp.counterfactual omnixai.explainers.nlp.counterfactual.polyjuice omnixai.explainers.nlp.specific omnixai.explainers.nlp.specific.ig omnixai.explainers.prediction omnixai.explainers.ranking.agnostic omnixai.explainers.ranking.agnostic.permutation omnixai.explainers.ranking.agnostic.validity omnixai.explainers.ranking.counterfactual omnixai.explainers.ranking.counterfactual.mace omnixai.explainers.tabular.agnostic omnixai.explainers.tabular.agnostic.ale omnixai.explainers.tabular.agnostic.bias omnixai.explainers.tabular.agnostic.gpt omnixai.explainers.tabular.agnostic.L2X.l2x omnixai.explainers.tabular.agnostic.lime omnixai.explainers.tabular.agnostic.pdp omnixai.explainers.tabular.agnostic.permutation omnixai.explainers.tabular.agnostic.sensitivity omnixai.explainers.tabular.agnostic.shap omnixai.explainers.tabular.agnostic.shap_global omnixai.explainers.tabular.auto omnixai.explainers.tabular.base omnixai.explainers.tabular.counterfactual omnixai.explainers.tabular.counterfactual.ce omnixai.explainers.tabular.counterfactual.mace.mace omnixai.explainers.tabular.specific omnixai.explainers.tabular.specific.decision_tree omnixai.explainers.tabular.specific.ig omnixai.explainers.tabular.specific.linear omnixai.explainers.tabular.specific.shap_tree omnixai.explainers.timeseries.agnostic omnixai.explainers.timeseries.agnostic.shap omnixai.explainers.timeseries.auto omnixai.explainers.timeseries.counterfactual omnixai.explainers.timeseries.counterfactual.ce omnixai.explainers.timeseries.counterfactual.mace omnixai.explainers.vision.agnostic omnixai.explainers.vision.agnostic.l2x omnixai.explainers.vision.agnostic.lime omnixai.explainers.vision.agnostic.pdp omnixai.explainers.vision.agnostic.shap omnixai.explainers.vision.auto omnixai.explainers.vision.counterfactual omnixai.explainers.vision.counterfactual.ce omnixai.explainers.vision.specific omnixai.explainers.vision.specific.cem omnixai.explainers.vision.specific.feature_visualization.visualizer omnixai.explainers.vision.specific.gradcam.gradcam omnixai.explainers.vision.specific.guided_bp omnixai.explainers.vision.specific.ig omnixai.explainers.vision.specific.smoothgrad omnixai.explanations omnixai.explanations.base omnixai.explanations.image omnixai.explanations.image.contrast omnixai.explanations.image.counterfactual omnixai.explanations.image.mask omnixai.explanations.image.pixel_importance omnixai.explanations.tabular omnixai.explanations.tabular.correlation omnixai.explanations.tabular.counterfactual omnixai.explanations.tabular.feature_importance omnixai.explanations.tabular.imbalance omnixai.explanations.tabular.linear omnixai.explanations.tabular.pdp omnixai.explanations.tabular.sensitivity omnixai.explanations.tabular.tree omnixai.explanations.tabular.validity omnixai.explanations.text omnixai.explanations.text.word_importance omnixai.explanations.timeseries omnixai.explanations.timeseries.counterfactual omnixai.explanations.timeseries.feature_importance omnixai.preprocessing omnixai.preprocessing.base omnixai.preprocessing.encode omnixai.preprocessing.fill omnixai.preprocessing.image omnixai.preprocessing.normalize omnixai.preprocessing.pipeline omnixai.preprocessing.tabular omnixai.preprocessing.text omnixai.sampler.tabular omnixai.visualization omnixai.visualization.dashboard

MutualInformation (class in omnixai.explainers.data) (class in omnixai.explainers.data.mutual_info)

N

name (omnixai.preprocessing.pipeline.Pipeline attribute) NLPExplainer (class in omnixai.explainers.nlp.auto) Normalize (class in omnixai.preprocessing.image) num_samples() (omnixai.data.base.Data method) (omnixai.data.image.Image method) (omnixai.data.tabular.Tabular method) (omnixai.data.text.Text method) (omnixai.data.timeseries.Timeseries method)

O

omnixai module omnixai.data module omnixai.data.base module omnixai.data.image module omnixai.data.tabular module omnixai.data.text module omnixai.data.timeseries module omnixai.deployment module omnixai.deployment.bentoml module omnixai.explainers module omnixai.explainers.base module omnixai.explainers.data module omnixai.explainers.data.auto module omnixai.explainers.data.chi_square module omnixai.explainers.data.correlation module omnixai.explainers.data.imbalance module omnixai.explainers.data.mutual_info module omnixai.explainers.nlp.agnostic module omnixai.explainers.nlp.agnostic.l2x module omnixai.explainers.nlp.agnostic.lime module omnixai.explainers.nlp.agnostic.shap module omnixai.explainers.nlp.auto module omnixai.explainers.nlp.counterfactual module omnixai.explainers.nlp.counterfactual.polyjuice module omnixai.explainers.nlp.specific module omnixai.explainers.nlp.specific.ig module omnixai.explainers.prediction module omnixai.explainers.ranking.agnostic module omnixai.explainers.ranking.agnostic.permutation module omnixai.explainers.ranking.agnostic.validity module omnixai.explainers.ranking.counterfactual module omnixai.explainers.ranking.counterfactual.mace module omnixai.explainers.tabular.agnostic module omnixai.explainers.tabular.agnostic.ale module omnixai.explainers.tabular.agnostic.bias module omnixai.explainers.tabular.agnostic.gpt module omnixai.explainers.tabular.agnostic.L2X.l2x module omnixai.explainers.tabular.agnostic.lime module omnixai.explainers.tabular.agnostic.pdp module omnixai.explainers.tabular.agnostic.permutation module omnixai.explainers.tabular.agnostic.sensitivity module omnixai.explainers.tabular.agnostic.shap module omnixai.explainers.tabular.agnostic.shap_global module omnixai.explainers.tabular.auto module omnixai.explainers.tabular.base module omnixai.explainers.tabular.counterfactual module omnixai.explainers.tabular.counterfactual.ce module omnixai.explainers.tabular.counterfactual.mace.mace module omnixai.explainers.tabular.specific module omnixai.explainers.tabular.specific.decision_tree module omnixai.explainers.tabular.specific.ig module omnixai.explainers.tabular.specific.linear module omnixai.explainers.tabular.specific.shap_tree module omnixai.explainers.timeseries.agnostic module omnixai.explainers.timeseries.agnostic.shap module

omnixai.explainers.timeseries.auto module omnixai.explainers.timeseries.counterfactual module omnixai.explainers.timeseries.counterfactual.ce module omnixai.explainers.timeseries.counterfactual.mace module omnixai.explainers.vision.agnostic module omnixai.explainers.vision.agnostic.l2x module omnixai.explainers.vision.agnostic.lime module omnixai.explainers.vision.agnostic.pdp module omnixai.explainers.vision.agnostic.shap module omnixai.explainers.vision.auto module omnixai.explainers.vision.counterfactual module omnixai.explainers.vision.counterfactual.ce module omnixai.explainers.vision.specific module omnixai.explainers.vision.specific.cem module omnixai.explainers.vision.specific.feature_visualization.visualizer module omnixai.explainers.vision.specific.gradcam.gradcam module omnixai.explainers.vision.specific.guided_bp module omnixai.explainers.vision.specific.ig module omnixai.explainers.vision.specific.smoothgrad module omnixai.explanations module omnixai.explanations.base module omnixai.explanations.image module omnixai.explanations.image.contrast module omnixai.explanations.image.counterfactual module omnixai.explanations.image.mask module omnixai.explanations.image.pixel_importance module omnixai.explanations.tabular module omnixai.explanations.tabular.correlation module omnixai.explanations.tabular.counterfactual module omnixai.explanations.tabular.feature_importance module omnixai.explanations.tabular.imbalance module omnixai.explanations.tabular.linear module omnixai.explanations.tabular.pdp module omnixai.explanations.tabular.sensitivity module omnixai.explanations.tabular.tree module omnixai.explanations.tabular.validity module omnixai.explanations.text module omnixai.explanations.text.word_importance module omnixai.explanations.timeseries module omnixai.explanations.timeseries.counterfactual module omnixai.explanations.timeseries.feature_importance module omnixai.preprocessing module omnixai.preprocessing.base module omnixai.preprocessing.encode module omnixai.preprocessing.fill module omnixai.preprocessing.image module omnixai.preprocessing.normalize module omnixai.preprocessing.pipeline module omnixai.preprocessing.tabular module omnixai.preprocessing.text module omnixai.sampler.tabular module omnixai.visualization module omnixai.visualization.dashboard module OneHot (class in omnixai.preprocessing.encode) optimize() (omnixai.explainers.tabular.counterfactual.ce.CounterfactualOptimizer method) (omnixai.explainers.timeseries.counterfactual.ce.CounterfactualOptimizer method) Ordinal (class in omnixai.preprocessing.encode) oversample() (omnixai.sampler.tabular.Sampler static method)

P

PAD (omnixai.preprocessing.text.Word2Id attribute) parse_explanations_from_json() (omnixai.explainers.base.AutoExplainerBase static method) PartialDependenceImage (class in omnixai.explainers.vision.agnostic.pdp) PartialDependenceTabular (class in omnixai.explainers.tabular.agnostic.pdp) PDPExplanation (class in omnixai.explanations.tabular.pdp) PermutationImportance (class in omnixai.explainers.tabular.agnostic.permutation) PermutationRankingExplainer (class in omnixai.explainers.ranking.agnostic.permutation) Pipeline (class in omnixai.preprocessing.pipeline) PixelImportance (class in omnixai.explanations.image.pixel_importance) PlainText (class in omnixai.explanations.base) plot() (omnixai.explanations.base.ExplanationBase method) (omnixai.explanations.base.PlainText method) (omnixai.explanations.base.PredictedResults method) (omnixai.explanations.image.contrast.ContrastiveExplanation method) (omnixai.explanations.image.counterfactual.CFExplanation method) (omnixai.explanations.image.mask.MaskExplanation method) (omnixai.explanations.image.pixel_importance.PixelImportance method) (omnixai.explanations.tabular.correlation.CorrelationExplanation method) (omnixai.explanations.tabular.counterfactual.CFExplanation method) (omnixai.explanations.tabular.feature_importance.FeatureImportance method) (omnixai.explanations.tabular.feature_importance.GlobalFeatureImportance method) (omnixai.explanations.tabular.imbalance.ImbalanceExplanation method) (omnixai.explanations.tabular.linear.LinearExplanation method) (omnixai.explanations.tabular.pdp.PDPExplanation method) (omnixai.explanations.tabular.sensitivity.SensitivityExplanation method) (omnixai.explanations.tabular.tree.TreeExplanation method) (omnixai.explanations.tabular.validity.ValidityRankingExplanation method) (omnixai.explanations.text.word_importance.WordImportance method) (omnixai.explanations.timeseries.counterfactual.CFExplanation method) (omnixai.explanations.timeseries.feature_importance.FeatureImportance method)

plotly_plot() (omnixai.explanations.base.ExplanationBase method) (omnixai.explanations.base.PlainText method) (omnixai.explanations.base.PredictedResults method) (omnixai.explanations.image.contrast.ContrastiveExplanation method) (omnixai.explanations.image.counterfactual.CFExplanation method) (omnixai.explanations.image.mask.MaskExplanation method) (omnixai.explanations.image.pixel_importance.PixelImportance method) (omnixai.explanations.tabular.correlation.CorrelationExplanation method) (omnixai.explanations.tabular.counterfactual.CFExplanation method) (omnixai.explanations.tabular.feature_importance.FeatureImportance method) (omnixai.explanations.tabular.feature_importance.GlobalFeatureImportance method) (omnixai.explanations.tabular.imbalance.ImbalanceExplanation method) (omnixai.explanations.tabular.linear.LinearExplanation method) (omnixai.explanations.tabular.pdp.PDPExplanation method) (omnixai.explanations.tabular.sensitivity.SensitivityExplanation method) (omnixai.explanations.tabular.tree.TreeExplanation method) (omnixai.explanations.tabular.validity.ValidityRankingExplanation method) (omnixai.explanations.text.word_importance.WordImportance method) (omnixai.explanations.timeseries.counterfactual.CFExplanation method) (omnixai.explanations.timeseries.feature_importance.FeatureImportance method) pn_optimize() (omnixai.explainers.vision.specific.cem.CEMOptimizer method) Polyjuice (class in omnixai.explainers.nlp.counterfactual.polyjuice) postprocess() (omnixai.explainers.vision.agnostic.l2x.DefaultSelectionModel method) pp_optimize() (omnixai.explainers.vision.specific.cem.CEMOptimizer method) predict() (omnixai.explainers.base.AutoExplainerBase method) (omnixai.explainers.tabular.base.SklearnBase method) predict_proba() (omnixai.explainers.tabular.base.SklearnBase method) PredictedResults (class in omnixai.explanations.base) PredictionAnalyzer (class in omnixai.explainers.prediction)

R

rearrange_columns() (omnixai.explanations.tabular.validity.ValidityRankingExplanation static method) remove_target_column() (omnixai.data.tabular.Tabular method) reset_timestamp_index() (omnixai.data.timeseries.Timeseries static method)

Resize (class in omnixai.preprocessing.image) restore_timestamp_index() (omnixai.data.timeseries.Timeseries static method) Round2Int (class in omnixai.preprocessing.image)

S

Sampler (class in omnixai.sampler.tabular) save() (omnixai.explainers.base.AutoExplainerBase method) (omnixai.explainers.base.ExplainerBase method) (omnixai.explainers.nlp.agnostic.l2x.L2XText method) (omnixai.explainers.tabular.agnostic.L2X.l2x.L2XTabular method) (omnixai.explainers.tabular.agnostic.lime.LimeTabular method) (omnixai.explainers.tabular.agnostic.shap.ShapTabular method) (omnixai.explainers.tabular.agnostic.shap_global.GlobalShapTabular method) (omnixai.explainers.tabular.counterfactual.ce.CounterfactualExplainer method) (omnixai.explainers.tabular.specific.ig.IntegratedGradientTabular method) (omnixai.explainers.vision.agnostic.l2x.L2XImage method) Scale (class in omnixai.preprocessing.image) (class in omnixai.preprocessing.normalize) SensitivityAnalysisTabular (class in omnixai.explainers.tabular.agnostic.sensitivity) SensitivityExplanation (class in omnixai.explanations.tabular.sensitivity) shape (omnixai.data.image.Image property) (omnixai.data.tabular.Tabular property) (omnixai.data.timeseries.Timeseries property)

ShapImage (class in omnixai.explainers.vision.agnostic.shap) ShapTabular (class in omnixai.explainers.tabular.agnostic.shap) ShapText (class in omnixai.explainers.nlp.agnostic.shap) ShapTimeseries (class in omnixai.explainers.timeseries.agnostic.shap) ShapTreeTabular (class in omnixai.explainers.tabular.specific.shap_tree) show() (omnixai.explanations.base.DashFigure method) (omnixai.visualization.dashboard.Dashboard method) SklearnBase (class in omnixai.explainers.tabular.base) SmoothGrad (class in omnixai.explainers.vision.specific.smoothgrad) split() (omnixai.data.text.Text method) Standard (class in omnixai.preprocessing.normalize) START (omnixai.preprocessing.text.Word2Id attribute) step() (omnixai.preprocessing.pipeline.Pipeline method) subsample() (omnixai.sampler.tabular.Sampler static method)

T

Tabular (class in omnixai.data.tabular) TabularExplainer (class in omnixai.explainers.tabular.auto) (class in omnixai.explainers.tabular.base) TabularExplainerMixin (class in omnixai.explainers.tabular.base) TabularTransform (class in omnixai.preprocessing.tabular) target_column (omnixai.data.tabular.Tabular property) Text (class in omnixai.data.text) Tfidf (class in omnixai.preprocessing.text) Timeseries (class in omnixai.data.timeseries) TimeseriesExplainer (class in omnixai.explainers.timeseries.auto) to_html() (omnixai.explanations.base.DashFigure method) to_html_div() (omnixai.explanations.base.DashFigure method) to_json() (omnixai.explanations.base.ExplanationBase method) (omnixai.explanations.tabular.tree.TreeExplanation method) (omnixai.explanations.timeseries.counterfactual.CFExplanation method) (omnixai.explanations.timeseries.feature_importance.FeatureImportance method) to_numpy() (omnixai.data.image.Image method) (omnixai.data.tabular.Tabular method) (omnixai.data.timeseries.Timeseries method) to_pd() (omnixai.data.tabular.Tabular method) (omnixai.data.timeseries.Timeseries method) to_pil() (omnixai.data.image.Image method) to_str() (omnixai.data.text.Text method) to_tokens() (omnixai.data.text.Text method) training (omnixai.explainers.nlp.agnostic.l2x.DefaultPredictionModel attribute) (omnixai.explainers.nlp.agnostic.l2x.DefaultSelectionModel attribute) (omnixai.explainers.tabular.agnostic.L2X.l2x.DefaultPredictionModel attribute) (omnixai.explainers.tabular.agnostic.L2X.l2x.DefaultSelectionModel attribute) (omnixai.explainers.vision.agnostic.l2x.DefaultPredictionModel attribute) (omnixai.explainers.vision.agnostic.l2x.DefaultSelectionModel attribute)

transform() (omnixai.preprocessing.base.Identity method) (omnixai.preprocessing.base.TransformBase method) (omnixai.preprocessing.encode.KBins method) (omnixai.preprocessing.encode.LabelEncoder method) (omnixai.preprocessing.encode.OneHot method) (omnixai.preprocessing.encode.Ordinal method) (omnixai.preprocessing.fill.FillNaN method) (omnixai.preprocessing.fill.FillNaNTabular method) (omnixai.preprocessing.image.Normalize method) (omnixai.preprocessing.image.Resize method) (omnixai.preprocessing.image.Round2Int method) (omnixai.preprocessing.image.Scale method) (omnixai.preprocessing.normalize.MinMax method) (omnixai.preprocessing.normalize.Scale method) (omnixai.preprocessing.normalize.Standard method) (omnixai.preprocessing.pipeline.Pipeline method) (omnixai.preprocessing.tabular.TabularTransform method) (omnixai.preprocessing.text.Tfidf method) (omnixai.preprocessing.text.Word2Id method) TransformBase (class in omnixai.preprocessing.base) TreeBase (class in omnixai.explainers.tabular.specific.decision_tree) TreeClassifier (class in omnixai.explainers.tabular.specific.decision_tree) TreeExplanation (class in omnixai.explanations.tabular.tree) TreeRegressor (class in omnixai.explainers.tabular.specific.decision_tree) ts_len (omnixai.data.timeseries.Timeseries property)

U

undersample() (omnixai.sampler.tabular.Sampler static method)

UNK (omnixai.preprocessing.text.Word2Id attribute)

V

ValidityRankingExplainer (class in omnixai.explainers.ranking.agnostic.validity) ValidityRankingExplanation (class in omnixai.explanations.tabular.validity) values (omnixai.data.image.Image property) (omnixai.data.tabular.Tabular property) (omnixai.data.text.Text property) (omnixai.data.timeseries.Timeseries property)

values() (omnixai.data.base.Data method) VisionExplainer (class in omnixai.explainers.vision.auto) vocab_size (omnixai.preprocessing.text.Word2Id property)

W

Word2Id (class in omnixai.preprocessing.text)

WordImportance (class in omnixai.explanations.text.word_importance)