Index _ | A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | Q | R | S | T | U | V | W | Z _ __getattr__() (AsyncInfinity method) (Infinity method) (LazyNamespace method) __post_init__() (ColumnResolver method) (HealthCheckReadOptions method) __repr__() (LazyNamespace method) (UploadedModel method) __str__() (Finding method) (SecurityResult method) __version__ (in module pdstools.utils.show_versions) A abbreviate_label() (in module pdstools.utils.plot_utils) abbreviate_label_expr() (in module pdstools.utils.plot_utils) accept_rate() (in module pdstools.impactanalyzer.statistics) Accepts (ImpactAnalyzerData attribute) accumulate_num_binnings() (BinAggregator method) accumulate_sym_binnings() (BinAggregator method) action_count (HealthCheckPreAggregates attribute) action_distribution() (Plots method) action_variation (Plot attribute) active (ModelInstanceData attribute) active_avg_auc (HealthCheckPreAggregates attribute) active_models (HealthCheckPreAggregates attribute) active_ranges() (ADMDatamart method) add_metadata() (ONNXModel method) add_rag_columns() (in module pdstools.utils.metric_limits) ADMDatamart (class in pdstools.adm.ADMDatamart) ADMModelSnapshot (class in pdstools.adm.Schema) AdmModelType (class in pdstools.infinity.resources.prediction_studio.types) ADMPredictorBinningSnapshot (class in pdstools.adm.Schema) ADMTreesModel (in module pdstools.utils.datasets) agb (ADMDatamart attribute) AGGREGATE_SCHEMA (in module pdstools.explanations.Schema) aggregates (ADMDatamart attribute) Aggregates (class in pdstools.adm.Aggregates) (class in pdstools.explanations.Aggregates) (class in pdstools.ih.Aggregates) (class in pdstools.valuefinder.Aggregates) aggregates (DecisionAnalyzer attribute) (Explanations attribute) (IH attribute) (Plots attribute) (ValueFinder attribute) ALIASES (in module pdstools.cli) aliases (TableConfig attribute) ALL_CONTEXT_CONTENT_TEMPLATE (in module pdstools.reports.GlobalExplanations.scripts.generate_report) ALL_CONTEXT_HEADER_TEMPLATE (in module pdstools.reports.GlobalExplanations.scripts.generate_report) all_formats() (MetricFormats class method) ALL_NBAD_CONFIGURATIONS (in module pdstools.utils.metric_limits) ALL_NBAD_PREDICTIONS (in module pdstools.utils.metric_limits) all_predictorbinning (BinAggregator property) allowed_keys (ModelSecurityValidator attribute) ALLOWED_OUTPUT_KEYS (in module pdstools.infinity.resources.prediction_studio.model_security) ALLOWED_PEGA_KEYS (in module pdstools.infinity.resources.prediction_studio.model_security) ALLOWED_PREDICTOR_KEYS (in module pdstools.infinity.resources.prediction_studio.model_security) analysis (ADMDatamart attribute) Analysis (class in pdstools.adm.Analysis) analysis (HealthCheckMarkdownRenderer attribute) Anonymization (class in pdstools.pega_io.Anonymization) anonymize() (Anonymization method) answer (BuddyResponse attribute) ANY_FRAME (in module pdstools.utils.types) apply_filter() (in module pdstools.decision_analyzer.utils) apply_predictor_categorization() (ADMDatamart method) apply_report_layout() (in module pdstools.utils.plot_utils) apply_schema() (in module pdstools.explanations.Schema) apply_to_gt() (NumberFormat method) APPS (in module pdstools.cli) arbitration_stage (DecisionAnalyzer property) area_under_curve() (in module pdstools.decision_analyzer.utils) AsyncDatamartExport (class in pdstools.infinity.resources.prediction_studio.v24_2.datamart_export) (class in pdstools.infinity.resources.prediction_studio.v26_1.datamart_export) AsyncInfinity (class in pdstools.infinity.client) AsyncKnowledgeBuddy (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) AsyncModel (class in pdstools.infinity.resources.prediction_studio.v24_2.model) (class in pdstools.infinity.resources.prediction_studio.v25_1.model) (class in pdstools.infinity.resources.prediction_studio.v26_1.model) AsyncModelInstance (class in pdstools.infinity.resources.prediction_studio.base) AsyncPrediction (class in pdstools.infinity.resources.prediction_studio.v24_1.prediction) (class in pdstools.infinity.resources.prediction_studio.v25_1.prediction) AsyncPredictionStudio (class in pdstools.infinity.resources.prediction_studio.v24_1.prediction_studio) (class in pdstools.infinity.resources.prediction_studio.v25_1.prediction_studio) AsyncRepository (class in pdstools.infinity.resources.prediction_studio.v24_1.repository) (class in pdstools.infinity.resources.prediction_studio.v24_2.repository) (class in pdstools.infinity.resources.prediction_studio.v26_1.repository) Attribute (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) attributes (Chunk attribute) AttributeValue (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) audit_tag_mapping (in module pdstools.decision_analyzer.column_schema) available_levels (DecisionAnalyzer property) AvailableNBADStages (DecisionAnalyzer attribute) B baseline_accuracy (Metadata attribute) baseline_auc (Metadata attribute) batch_size (Anonymization attribute) best_practice_max() (MetricLimits class method) best_practice_min() (MetricLimits class method) bin_aggregator (ADMDatamart attribute) BinAggregator (class in pdstools.adm.BinAggregator) BINARY (OutcomeType attribute) binomial_ci() (in module pdstools.impactanalyzer.statistics) binomial_se() (in module pdstools.impactanalyzer.statistics) bucket_name (S3Data attribute) BuddyResponse (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) build_predictor_list() (Metadata static method) by_context_folder (ReportGenerator attribute) C cache_to_file() (in module pdstools.pega_io.File) cached_datamart() (in module pdstools.utils.streamlit_utils) cached_prediction_table() (in module pdstools.utils.streamlit_utils) cached_sample() (in module pdstools.utils.streamlit_utils) cached_sample_prediction() (in module pdstools.utils.streamlit_utils) calculate_engagement_lift() (in module pdstools.impactanalyzer.statistics) calculate_lift() (in module pdstools.impactanalyzer.statistics) calculate_pmi() (IH static method) calculate_value_lift() (in module pdstools.impactanalyzer.statistics) CATEGORICAL (OutcomeType attribute) category (Finding attribute) cdh_sample() (in module pdstools.utils.datasets) Channel (IHInteraction attribute) (ImpactAnalyzerData attribute) channel_count (HealthCheckPreAggregates attribute) channel_overview (HealthCheckPreAggregates attribute) channel_overview() (Aggregates method) channel_summary (HealthCheckPreAggregates attribute) check_dependencies() (LazyNamespace method) check_for_typos() (in module pdstools.cli) Chunk (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) chunk_to_parquet() (Anonymization method) chunker() (Anonymization static method) chunks (SearchResultValue attribute) ci_95() (LiftResult method) Class (PredictionData attribute) color_mappings (DecisionAnalyzer property) COLORSCALE_TYPES (in module pdstools.valuefinder.Plots) COLORSCALES (in module pdstools.utils.plot_utils) colorway (in module pdstools.utils.pega_template) column (HealthCheckRowFilter attribute) ColumnResolver (class in pdstools.decision_analyzer.utils) columns_to_drop (ColumnResolver attribute) combine_two_numbinnings() (BinAggregator method) combined_data (ADMDatamart attribute) compact (NumberFormat attribute) component_action_impact (Plot attribute) component_drilldown (Plot attribute) component_name (ModelData attribute) compute_health_check_preaggregates() (Analysis method) compute_model_hash() (in module pdstools.infinity.resources.prediction_studio.model_security) configuration_count (HealthCheckPreAggregates attribute) configuration_overview() (Aggregates method) configuration_summary (HealthCheckPreAggregates attribute) ConfiguredDtype (in module pdstools.adm.HealthCheckImport) constant_columns (SourceNormalizationOptions attribute) content (Chunk attribute) context (NotificationData attribute) CONTEXT_FOLDER (in module pdstools.reports.GlobalExplanations.scripts.generate_report) context_keys (ADMDatamart attribute) (ContextOperations property) context_operations (Aggregates attribute) ContextOperations (class in pdstools.explanations.ContextOperations) contexts (ReportGenerator attribute) contextual (Explanations attribute) CONTINUOUS (OutcomeType attribute) contributions_by_context() (Plots method) contributions_overall() (Plots method) control_fraction_heatmap() (Plots method) control_groups_trend() (Plots method) control_rate (LiftResult attribute) control_se (LiftResult attribute) ControlGroup (ImpactAnalyzerData attribute) convert_df() (in module pdstools.utils.streamlit_utils) create_categorical_color_mappings() (in module pdstools.utils.color_mapping) create_empty_numbinning() (BinAggregator method) create_hierarchical_selectors() (in module pdstools.decision_analyzer.utils) create_parser() (in module pdstools.cli) create_symbol_list() (BinAggregator method) created_by (Metadata attribute) created_date (Metadata attribute) CTR (PredictionData attribute) CTR_Control (PredictionData attribute) CTR_Lift (PredictionData attribute) CTR_NBA (PredictionData attribute) CTR_Test (PredictionData attribute) ctr_trend() (PredictionPlots method) D data (Finding attribute) (IH attribute) DATA_FOLDER (in module pdstools.reports.GlobalExplanations.scripts.generate_report) data_folder (ReportGenerator attribute) data_type (Predictor attribute) datamart (Aggregates attribute) (Analysis attribute) (HealthCheckImportResult attribute) (Plots attribute) (Reports attribute) DATAMART_TABLE_PREFIXES (in module pdstools.pega_io.S3) DatamartExport (class in pdstools.infinity.resources.prediction_studio.v24_2.datamart_export) (class in pdstools.infinity.resources.prediction_studio.v26_1.datamart_export) date_end (HealthCheckPreAggregates attribute) date_start (HealthCheckPreAggregates attribute) decimals (NumberFormat attribute) decision_data (DecisionAnalyzer attribute) decision_funnel (Plot attribute) DecisionAnalyzer (class in pdstools.decision_analyzer.DecisionAnalyzer) (in module pdstools.decision_analyzer.column_schema) decisions_without_actions_plot (Plot attribute) DecisionTime (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) default (TableConfig attribute) DEFAULT_FORMAT (MetricFormats attribute) default_ia_controlgroups (ImpactAnalyzer attribute) default_ia_experiments (ImpactAnalyzer attribute) DEFAULT_LABEL_MAX_LENGTH (in module pdstools.utils.plot_utils) DEFAULT_SAMPLE_SIZE (in module pdstools.decision_analyzer.DecisionAnalyzer) delimiter (HealthCheckReadOptions attribute) dependencies (Aggregates attribute) (BinAggregator attribute) (ContextOperations attribute) (LazyNamespace attribute) (Plot attribute) (Plots attribute), [1], [2], [3], [4] (PredictionPlots attribute) (Reports attribute), [1] dependency_great_table() (in module pdstools.utils.show_versions) dependency_group (Aggregates attribute) (BinAggregator attribute) (ContextOperations attribute) (LazyNamespace attribute) (Plot attribute) (Plots attribute), [1], [2], [3], [4] (PredictionPlots attribute) (Reports attribute), [1] deps (MissingDependenciesException attribute) deps_group (MissingDependenciesException attribute) derived_columns (SourceNormalizationOptions attribute) description (Formula attribute) (NotificationData attribute) detail (Finding attribute) determine_extract_type() (in module pdstools.decision_analyzer.utils) df (ValueFinder attribute) Direction (IHInteraction attribute) disclaimer (ReportOptions attribute) display_by (ReportGenerator attribute) DISPLAY_BY_DEFAULT (in module pdstools.reports.GlobalExplanations.scripts.generate_report) display_by_text (ReportGenerator attribute) DISPLAY_BY_TEXT_DEFAULT (in module pdstools.reports.GlobalExplanations.scripts.generate_report) display_name (StageGroupDef attribute) (TableConfig attribute) DISPLAY_NAME_LOOKUP (in module pdstools.decision_analyzer.stage_grouping) distribution (Plot attribute) distribution_as_treemap (Plot attribute) distribution_per_threshold() (Plots method) dm (BinAggregator attribute) doctor() (in module pdstools.cli) dq_sample() (in module pdstools.utils.datasets) drop_columns (SourceNormalizationOptions attribute) E encoding (HealthCheckReadOptions attribute) ENCODING (in module pdstools.reports.GlobalExplanations.scripts.generate_report) ensure_session_data() (in module pdstools.utils.streamlit_utils) estate_snapshot_sections() (HealthCheckMarkdownRenderer method) estimate_extraction_time() (in module pdstools.utils.progress_utils) estimate_sampling_time() (in module pdstools.utils.progress_utils) evaluate_metric_rag() (MetricLimits class method) excel_header_row (HealthCheckReadOptions attribute) excel_report() (Reports method) excel_sheet_id (HealthCheckReadOptions attribute) excel_sheet_name (HealthCheckReadOptions attribute) exclusive_0_1_range_rag() (in module pdstools.utils.metric_limits) expand_nested_deps() (in module pdstools.utils.show_versions) experiment_id (Metadata attribute) ExplainabilityExtract (in module pdstools.decision_analyzer.column_schema) explanations (Aggregates attribute) Explanations (class in pdstools.explanations.Explanations) explanations (ContextOperations attribute) (Plots attribute) (Reports attribute) extension (HealthCheckSourceMetadata attribute) extract_type (DecisionAnalyzer attribute) F fields_for_data_filtering (DecisionAnalyzer attribute) fig_update_facet() (in module pdstools.utils.plot_utils) Figure (in module pdstools.utils.plot_utils) file_batch_limit (ContextOperations attribute) file_limit (Anonymization attribute) file_path (H2OModel attribute) (PMMLModel attribute) (UploadedModel attribute) file_source (Metadata attribute) fill_null_values (SourceNormalizationOptions attribute) filter_dataframe() (in module pdstools.utils.streamlit_utils) FilterAttributes (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) filtered() (DecisionAnalyzer method) filtering_components (Plot attribute) final_columns (ColumnResolver attribute) FinalPropensity (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) find_files() (in module pdstools.pega_io.File) Finding (class in pdstools.adm.Analysis) findings() (Analysis method) findings_by_category_table() (HealthCheckMarkdownRenderer static method) findings_by_severity_table() (HealthCheckMarkdownRenderer static method) first_action_dates (ADMDatamart attribute) format_count_for_filename() (in module pdstools.decision_analyzer.utils) format_polars_column() (NumberFormat method) format_time_estimate() (in module pdstools.utils.progress_utils) format_value() (NumberFormat method) Formula (class in pdstools.impactanalyzer.statistics) FORMULAS (in module pdstools.impactanalyzer.statistics) from_aggregates() (Explanations class method) from_databricks_view() (ADMDatamart class method) (Prediction class method) from_dataflow_export() (ADMDatamart class method) (Prediction class method) (ValueFinder class method) from_date (ReportGenerator attribute) FROM_DATE_DEFAULT (in module pdstools.reports.GlobalExplanations.scripts.generate_report) from_decision_analyzer() (DecisionAnalyzer class method) from_ds_export() (ADMDatamart class method) (IH class method) (Prediction class method) (ValueFinder class method) from_excel() (ImpactAnalyzer class method) from_explainability_extract() (DecisionAnalyzer class method) from_ih() (ImpactAnalyzer class method) from_json() (Metadata class method) from_mock_data() (IH class method) (Prediction class method) from_onnx_proto() (ONNXModel class method) from_pdc() (ImpactAnalyzer class method) from_processed_data() (Prediction class method) from_pytorch() (ONNXModel class method) from_s3() (ADMDatamart class method) (IH class method) (Prediction class method) from_sklearn_pipeline() (ONNXModel class method) from_vbd() (ImpactAnalyzer class method) full_embed (ReportGenerator attribute) (ReportOptions attribute) FULL_EMBED_DEFAULT (in module pdstools.reports.GlobalExplanations.scripts.generate_report) funnel_chart() (Plots method) G generate (ADMDatamart attribute) generate() (Reports method) generator (in module pdstools.reports.GlobalExplanations.scripts.generate_report) get() (in module pdstools.infinity.resources.prediction_studio) (MetricFormats class method) get_adm_datamart() (S3Data method) get_async() (in module pdstools.infinity.resources.prediction_studio) get_available_fields_for_filtering() (DecisionAnalyzer method) get_channel_defaults() (in module pdstools.utils.pega_outcomes) get_colorscale() (in module pdstools.utils.plot_utils) get_context_info_str() (ContextOperations static method) get_counts_for_threshold() (Aggregates method) get_counts_per_stage() (Aggregates method) get_current_index() (in module pdstools.utils.streamlit_utils) get_customer_summary() (Aggregates method) get_data_path() (in module pdstools.utils.streamlit_utils) get_datamart_data() (S3Data method) get_df() (ContextOperations method) get_display_name() (in module pdstools.decision_analyzer.stage_grouping) get_file_path() (H2OModel method) (PMMLModel method) get_files() (S3Data method) get_filter_specs() (in module pdstools.utils.streamlit_utils) get_first_level_stats() (in module pdstools.decision_analyzer.utils) get_full_embed() (in module pdstools.utils.streamlit_utils) get_interaction_ids() (DecisionAnalyzer method) get_last_data_for_report() (ADMDatamart method) get_latest_file() (in module pdstools.pega_io.File) get_limit_for_metric() (MetricLimits class method) get_limits() (MetricLimits class method) get_list() (ContextOperations method) get_metadata() (ONNXModel method) get_metric_limits_path() (in module pdstools.resources) get_metric_RAG_code() (MetricLimits class method) get_missing_columns() (ColumnResolver method) get_model() (AsyncPredictionStudio method) get_notifications() (AsyncModel method), [1], [2] (Model method), [1], [2] get_openrate_labels() (in module pdstools.utils.pega_outcomes) get_or_default() (MetricFormats class method) get_overview_stats() (DecisionAnalyzer method) get_possible_scope_values() (DecisionAnalyzer method) get_possible_stage_values() (DecisionAnalyzer method) get_prediction() (AsyncPredictionStudio method) get_predictions_channel_mapping() (in module pdstools.utils.metric_limits) get_sample_limit() (in module pdstools.utils.streamlit_utils) get_scope_config() (in module pdstools.decision_analyzer.utils) get_sequences() (IH method) get_source_numbinning() (BinAggregator method) get_stage_display_name() (in module pdstools.decision_analyzer.stage_grouping) get_stage_group_display_name() (in module pdstools.decision_analyzer.stage_grouping) get_stage_group_for_stage() (in module pdstools.decision_analyzer.stage_grouping) get_standard_NBAD_channels() (in module pdstools.utils.metric_limits) get_table_definition() (in module pdstools.decision_analyzer.utils) get_temp_dir() (in module pdstools.utils.streamlit_utils) get_threshold_from_quantile() (Aggregates method) get_token() (in module pdstools.pega_io.API) get_url() (in module pdstools.pega_io.API) gini_coefficient() (in module pdstools.decision_analyzer.utils) global_predictor_overview() (Aggregates method) global_winloss_distribution (Plot attribute) GRADIENT_BOOSTING (AdmModelType attribute) Group (IHInteraction attribute) grouped_dependencies() (in module pdstools.utils.show_versions) H H2OModel (class in pdstools.infinity.resources.prediction_studio.local_model_utils) has_format() (MetricFormats class method) has_header (HealthCheckReadOptions attribute) has_single_snapshot (ADMDatamart property) health_check() (Reports method) health_check_active_filter() (Analysis method) health_check_active_threshold_date_string() (Analysis method) health_check_markdown() (Reports method) health_check_maturity_criteria() (Analysis method) health_check_maturity_overview() (Analysis method) HealthCheckImportResult (class in pdstools.adm.HealthCheckImport) HealthCheckMarkdownRenderer (class in pdstools.adm.HealthCheckMarkdown) HealthCheckPreAggregates (class in pdstools.adm.Analysis) HealthCheckReadOptions (class in pdstools.adm.HealthCheckImport) HealthCheckRowFilter (class in pdstools.adm.HealthCheckImport) HealthCheckSource (in module pdstools.adm.HealthCheckImport) HealthCheckSourceMetadata (class in pdstools.adm.HealthCheckImport) height() (Sample method) hide_metric_annotations_on_non_rightmost() (in module pdstools.utils.plot_utils) HOVER_LIFT_PCT (in module pdstools.utils.plot_utils) HOVER_PERFORMANCE_PCT (in module pdstools.utils.plot_utils) HOVER_RESPONSE_COUNT (in module pdstools.utils.plot_utils) HOVER_SUCCESS_RATE_PCT (in module pdstools.utils.plot_utils) I ia (Plots attribute) ia_data (ImpactAnalyzer attribute) ignore_errors (HealthCheckReadOptions attribute) ih (Aggregates attribute) IH (class in pdstools.ih.IH) ih (Plots attribute) IHInteraction (class in pdstools.ih.Schema) impact (NotificationData attribute) ImpactAnalyzer (class in pdstools.impactanalyzer.ImpactAnalyzer) ImpactAnalyzerData (class in pdstools.impactanalyzer.Schema) import_health_check_data() (in module pdstools.adm.HealthCheckImport) Impressions (ImpactAnalyzerData attribute) index (Predictor attribute) infer_schema_length (HealthCheckReadOptions attribute) Infinity (class in pdstools.infinity.client) input_name (Predictor attribute) instance_id (ModelInstanceData attribute) InteractionID (IHInteraction attribute) internal (Metadata attribute) INTRODUCTION_FILENAME (in module pdstools.reports.GlobalExplanations.scripts.generate_report) is_available (Prediction property) is_launcher_mode() (in module pdstools.utils.streamlit_utils) is_secure (SecurityResult attribute) is_significant() (in module pdstools.impactanalyzer.statistics) is_standard_NBAD_configuration() (in module pdstools.utils.metric_limits) is_standard_NBAD_prediction() (in module pdstools.utils.metric_limits) is_url() (in module pdstools.pega_io.File) is_valid (Prediction property) Issue (IHInteraction attribute) issues (SecurityResult attribute) isValidPrediction (PredictionData attribute) item() (Sample method) K keep_temp_files (ReportOptions attribute) key_metrics_table() (HealthCheckMarkdownRenderer method) knowledge_buddy (AsyncInfinity attribute) (Infinity attribute) KnowledgeBuddy (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) L label (ModelData attribute) (PredictionData attribute) label_name (Output attribute) last() (Aggregates method) last_data (HealthCheckPreAggregates attribute) last_modified_date (Metadata attribute) last_update_time (ModelData attribute) (ModelInstanceData attribute) (PredictionData attribute) latex (Formula attribute) LazyNamespace (class in pdstools.utils.namespaces) LazyNamespaceMeta (class in pdstools.utils.namespaces) level (DecisionAnalyzer attribute) lift (LiftResult attribute) LIFT_DIRECTION_COLORS (in module pdstools.utils.plot_utils) lift_pl() (in module pdstools.impactanalyzer.statistics) lift_se() (in module pdstools.impactanalyzer.statistics) lift_trend() (PredictionPlots method) LiftResult (class in pdstools.impactanalyzer.statistics) list_apps() (in module pdstools.cli) list_instances() (AsyncModel method) (Model method) list_metrics() (MetricFormats class method) list_models() (AsyncPredictionStudio method) (PredictionStudio method) list_predictions() (AsyncPredictionStudio method), [1] (PredictionStudio method), [1] locale (NumberFormat attribute) logger (in module pdstools.adm.HealthCheckImport) (in module pdstools.decision_analyzer.DecisionAnalyzer) (in module pdstools.decision_analyzer.utils) (in module pdstools.ih.Aggregates) (in module pdstools.ih.IH) (in module pdstools.ih.Plots) (in module pdstools.impactanalyzer.ImpactAnalyzer) (in module pdstools.impactanalyzer.Plots) (in module pdstools.infinity.resources.prediction_studio) (in module pdstools.infinity.resources.prediction_studio.local_model_utils) (in module pdstools.infinity.resources.prediction_studio.model_security) (in module pdstools.pega_io.action_analysis) (in module pdstools.pega_io.Anonymization) (in module pdstools.pega_io.File) (in module pdstools.pega_io.S3) (in module pdstools.prediction.Plots) (in module pdstools.prediction.Prediction) (in module pdstools.reports.GlobalExplanations.scripts.generate_report) (in module pdstools.utils.namespaces) (in module pdstools.utils.plot_utils) (in module pdstools.utils.show_versions) (in module pdstools.valuefinder.Plots) M main() (in module pdstools.cli) mandatory_actions (DecisionAnalyzer property) MANDATORY_PRIORITY_THRESHOLD (in module pdstools.decision_analyzer.DecisionAnalyzer) markdown() (Analysis method) MAX_POSSIBLE_VALUES (in module pdstools.infinity.resources.prediction_studio.model_security) MAX_PREDICTOR_COUNT (in module pdstools.infinity.resources.prediction_studio.model_security) max_propensity_per_customer (Aggregates property) MAX_STRING_LENGTH (in module pdstools.infinity.resources.prediction_studio.model_security) max_value (Output attribute) max_win_rank (DecisionAnalyzer attribute) maximum() (MetricLimits class method) message (MissingDependenciesException attribute) Metadata (class in pdstools.infinity.resources.prediction_studio.local_model_utils) MetricFormats (class in pdstools.utils.metric_limits) MetricLimits (class in pdstools.utils.metric_limits) MetricSpec (in module pdstools.utils.metric_limits) min_max() (Anonymization static method) min_value (Output attribute) minimum() (MetricLimits class method) MissingDependenciesException Model (class in pdstools.infinity.resources.prediction_studio.v24_2.model) (class in pdstools.infinity.resources.prediction_studio.v25_1.model) (class in pdstools.infinity.resources.prediction_studio.v26_1.model) model_and_row_counts() (in module pdstools.utils.streamlit_utils) MODEL_CACHE_FILENAME (in module pdstools.adm.HealthCheckImport) model_context_limit (ReportGenerator attribute) model_data (ADMDatamart attribute) (HealthCheckImportResult attribute) model_id (ModelData attribute) (NotificationData attribute) model_name (Explanations attribute) model_performance_trend() (Plots method) model_reports() (Reports method) model_selection_df() (in module pdstools.utils.streamlit_utils) model_summary() (Aggregates method) model_type (ModelData attribute) (NotificationData attribute) model_version (Metadata attribute) ModelData (class in pdstools.infinity.resources.prediction_studio.schemas.model) ModelDataV26_1 (class in pdstools.infinity.resources.prediction_studio.schemas.model) modeling_technique (Metadata attribute) (ModelData attribute) ModelInstance (class in pdstools.infinity.resources.prediction_studio.base) ModelInstanceData (class in pdstools.infinity.resources.prediction_studio.schemas.model_instance) ModelName (PredictionData attribute) ModelPositives (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) models (AsyncPredictionStudio property) (PredictionStudio property) ModelSecurityValidator (class in pdstools.infinity.resources.prediction_studio.model_security) ModelTechnique (IHInteraction attribute) module pdstools pdstools.adm pdstools.adm.ADMDatamart pdstools.adm.Aggregates pdstools.adm.Analysis pdstools.adm.BinAggregator pdstools.adm.HealthCheckImport pdstools.adm.HealthCheckMarkdown pdstools.adm.Plots pdstools.adm.Reports pdstools.adm.Schema pdstools.adm.trees pdstools.cli pdstools.data_quality pdstools.decision_analyzer pdstools.decision_analyzer.column_schema pdstools.decision_analyzer.data_read_utils pdstools.decision_analyzer.DecisionAnalyzer pdstools.decision_analyzer.plots pdstools.decision_analyzer.stage_grouping pdstools.decision_analyzer.utils pdstools.explanations pdstools.explanations.Aggregates pdstools.explanations.ContextOperations pdstools.explanations.Explanations pdstools.explanations.Plots pdstools.explanations.Reports pdstools.explanations.Schema pdstools.ih pdstools.ih.Aggregates pdstools.ih.IH pdstools.ih.Plots pdstools.ih.Schema pdstools.impactanalyzer pdstools.impactanalyzer.ImpactAnalyzer pdstools.impactanalyzer.Plots pdstools.impactanalyzer.Schema pdstools.impactanalyzer.statistics pdstools.infinity pdstools.infinity.client pdstools.infinity.internal pdstools.infinity.resources pdstools.infinity.resources.knowledge_buddy pdstools.infinity.resources.knowledge_buddy.knowledge_buddy pdstools.infinity.resources.prediction_studio pdstools.infinity.resources.prediction_studio.base pdstools.infinity.resources.prediction_studio.local_model_utils pdstools.infinity.resources.prediction_studio.model_security pdstools.infinity.resources.prediction_studio.schemas pdstools.infinity.resources.prediction_studio.schemas.model pdstools.infinity.resources.prediction_studio.schemas.model_instance pdstools.infinity.resources.prediction_studio.schemas.notification pdstools.infinity.resources.prediction_studio.schemas.prediction pdstools.infinity.resources.prediction_studio.types pdstools.infinity.resources.prediction_studio.v24_1 pdstools.infinity.resources.prediction_studio.v24_1.prediction pdstools.infinity.resources.prediction_studio.v24_1.prediction_studio pdstools.infinity.resources.prediction_studio.v24_1.repository pdstools.infinity.resources.prediction_studio.v24_2 pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger pdstools.infinity.resources.prediction_studio.v24_2.datamart_export pdstools.infinity.resources.prediction_studio.v24_2.model pdstools.infinity.resources.prediction_studio.v24_2.model_upload pdstools.infinity.resources.prediction_studio.v24_2.prediction pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio pdstools.infinity.resources.prediction_studio.v24_2.repository pdstools.infinity.resources.prediction_studio.v25_1 pdstools.infinity.resources.prediction_studio.v25_1.model pdstools.infinity.resources.prediction_studio.v25_1.prediction pdstools.infinity.resources.prediction_studio.v25_1.prediction_studio pdstools.infinity.resources.prediction_studio.v26_1 pdstools.infinity.resources.prediction_studio.v26_1.champion_challenger pdstools.infinity.resources.prediction_studio.v26_1.datamart_export pdstools.infinity.resources.prediction_studio.v26_1.model pdstools.infinity.resources.prediction_studio.v26_1.model_upload pdstools.infinity.resources.prediction_studio.v26_1.prediction pdstools.infinity.resources.prediction_studio.v26_1.prediction_studio pdstools.infinity.resources.prediction_studio.v26_1.repository pdstools.pega_io pdstools.pega_io.action_analysis pdstools.pega_io.Anonymization pdstools.pega_io.API pdstools.pega_io.File pdstools.pega_io.S3 pdstools.prediction pdstools.prediction.Plots pdstools.prediction.Prediction pdstools.prediction.Schema pdstools.reports pdstools.reports.GlobalExplanations pdstools.reports.GlobalExplanations.scripts pdstools.reports.GlobalExplanations.scripts.generate_report pdstools.resources pdstools.utils pdstools.utils.cdh_utils pdstools.utils.color_mapping pdstools.utils.datasets pdstools.utils.errors pdstools.utils.metric_limits pdstools.utils.namespaces pdstools.utils.number_format pdstools.utils.pega_outcomes pdstools.utils.pega_template pdstools.utils.plot_utils pdstools.utils.polars_ext pdstools.utils.progress_utils pdstools.utils.report_utils pdstools.utils.show_versions pdstools.utils.streamlit_utils pdstools.utils.table_definitions pdstools.utils.types pdstools.valuefinder pdstools.valuefinder.Aggregates pdstools.valuefinder.Plots pdstools.valuefinder.Schema pdstools.valuefinder.ValueFinder MULTI_CHANNEL_NBAD_PREDICTIONS (in module pdstools.utils.metric_limits) N n_customers (ValueFinder attribute) NAIVE_BAYES (AdmModelType attribute) name (AsyncRepository attribute) (Attribute attribute) (FilterAttributes attribute) (Formula attribute) (HealthCheckSourceMetadata attribute) Name (IHInteraction attribute) name (ModelInstanceData attribute) (Predictor attribute) (Repository attribute) (SearchResult attribute) (TextInput attribute) namespace (MissingDependenciesException attribute) NBAD_PIPELINE (in module pdstools.decision_analyzer.stage_grouping) nbad_stages (ValueFinder attribute) negative_outcome_labels (IH attribute) negative_positive (in module pdstools.utils.pega_template) Negatives (PredictionData attribute) Negatives_Control (PredictionData attribute) Negatives_NBA (PredictionData attribute) Negatives_Test (PredictionData attribute) neutral_positive (in module pdstools.utils.pega_template) NoAPIAccessError normalize (SourceImportOptions attribute) normalize_all_binnings() (BinAggregator method) normalize_health_check_data() (in module pdstools.adm.HealthCheckImport) NotApplicableError notification_id (NotificationData attribute) notification_mnemonic (NotificationData attribute) notification_type (NotificationData attribute) NotificationCategory (in module pdstools.infinity.resources.prediction_studio.types) NotificationData (class in pdstools.infinity.resources.prediction_studio.schemas.notification) null_values (HealthCheckReadOptions attribute) num_sample_interactions (DecisionAnalyzer property) NumberFormat (class in pdstools.utils.number_format) O objective (Metadata attribute) (PredictionData attribute) ONNXModel (class in pdstools.infinity.resources.prediction_studio.local_model_utils) ONNXModelCreationError ONNXModelValidationError operator (HealthCheckRowFilter attribute) optionality_funnel (Plot attribute) optionality_per_stage (Plot attribute) optionality_trend (Plot attribute) Outcome (IHInteraction attribute) outcome_labels (ImpactAnalyzer attribute) outcome_labels_used (IH attribute) (ImpactAnalyzer attribute) OutcomeTime (IHInteraction attribute) OutcomeType (class in pdstools.infinity.resources.prediction_studio.local_model_utils) Output (class in pdstools.infinity.resources.prediction_studio.local_model_utils) output (Metadata attribute) output_dir (ReportOptions attribute) output_file (Anonymization attribute) output_type (ReportOptions attribute) overall (Explanations attribute) overall_avg_auc (HealthCheckPreAggregates attribute) overall_gauges() (Plots method) overall_summary() (Aggregates method) (ImpactAnalyzer method) (Prediction method) overview() (Plots method) OVERVIEW_FILENAME (in module pdstools.reports.GlobalExplanations.scripts.generate_report) overview_stats (DecisionAnalyzer property) P P (in module pdstools.valuefinder.Plots) package_name (in module pdstools.utils.show_versions) PARAMS_FILENAME (in module pdstools.reports.GlobalExplanations.scripts.generate_report) parent_model_id (Metadata attribute) parse_filter_specs() (in module pdstools.decision_analyzer.utils) parse_sample_flag() (in module pdstools.decision_analyzer.utils) parse_sample_spec() (in module pdstools.utils.streamlit_utils) path_to_files (Anonymization attribute) pdstools module pdstools.adm module pdstools.adm.ADMDatamart module pdstools.adm.Aggregates module pdstools.adm.Analysis module pdstools.adm.BinAggregator module pdstools.adm.HealthCheckImport module pdstools.adm.HealthCheckMarkdown module pdstools.adm.Plots module pdstools.adm.Reports module pdstools.adm.Schema module pdstools.adm.trees module pdstools.cli module pdstools.data_quality module pdstools.decision_analyzer module pdstools.decision_analyzer.column_schema module pdstools.decision_analyzer.data_read_utils module pdstools.decision_analyzer.DecisionAnalyzer module pdstools.decision_analyzer.plots module pdstools.decision_analyzer.stage_grouping module pdstools.decision_analyzer.utils module pdstools.explanations module pdstools.explanations.Aggregates module pdstools.explanations.ContextOperations module pdstools.explanations.Explanations module pdstools.explanations.Plots module pdstools.explanations.Reports module pdstools.explanations.Schema module pdstools.ih module pdstools.ih.Aggregates module pdstools.ih.IH module pdstools.ih.Plots module pdstools.ih.Schema module pdstools.impactanalyzer module pdstools.impactanalyzer.ImpactAnalyzer module pdstools.impactanalyzer.Plots module pdstools.impactanalyzer.Schema module pdstools.impactanalyzer.statistics module pdstools.infinity module pdstools.infinity.client module pdstools.infinity.internal module pdstools.infinity.resources module pdstools.infinity.resources.knowledge_buddy module pdstools.infinity.resources.knowledge_buddy.knowledge_buddy module pdstools.infinity.resources.prediction_studio module pdstools.infinity.resources.prediction_studio.base module pdstools.infinity.resources.prediction_studio.local_model_utils module pdstools.infinity.resources.prediction_studio.model_security module pdstools.infinity.resources.prediction_studio.schemas module pdstools.infinity.resources.prediction_studio.schemas.model module pdstools.infinity.resources.prediction_studio.schemas.model_instance module pdstools.infinity.resources.prediction_studio.schemas.notification module pdstools.infinity.resources.prediction_studio.schemas.prediction module pdstools.infinity.resources.prediction_studio.types module pdstools.infinity.resources.prediction_studio.v24_1 module pdstools.infinity.resources.prediction_studio.v24_1.prediction module pdstools.infinity.resources.prediction_studio.v24_1.prediction_studio module pdstools.infinity.resources.prediction_studio.v24_1.repository module pdstools.infinity.resources.prediction_studio.v24_2 module pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger module pdstools.infinity.resources.prediction_studio.v24_2.datamart_export module pdstools.infinity.resources.prediction_studio.v24_2.model module pdstools.infinity.resources.prediction_studio.v24_2.model_upload module pdstools.infinity.resources.prediction_studio.v24_2.prediction module pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio module pdstools.infinity.resources.prediction_studio.v24_2.repository module pdstools.infinity.resources.prediction_studio.v25_1 module pdstools.infinity.resources.prediction_studio.v25_1.model module pdstools.infinity.resources.prediction_studio.v25_1.prediction module pdstools.infinity.resources.prediction_studio.v25_1.prediction_studio module pdstools.infinity.resources.prediction_studio.v26_1 module pdstools.infinity.resources.prediction_studio.v26_1.champion_challenger module pdstools.infinity.resources.prediction_studio.v26_1.datamart_export module pdstools.infinity.resources.prediction_studio.v26_1.model module pdstools.infinity.resources.prediction_studio.v26_1.model_upload module pdstools.infinity.resources.prediction_studio.v26_1.prediction module pdstools.infinity.resources.prediction_studio.v26_1.prediction_studio module pdstools.infinity.resources.prediction_studio.v26_1.repository module pdstools.pega_io module pdstools.pega_io.action_analysis module pdstools.pega_io.Anonymization module pdstools.pega_io.API module pdstools.pega_io.File module pdstools.pega_io.S3 module pdstools.prediction module pdstools.prediction.Plots module pdstools.prediction.Prediction module pdstools.prediction.Schema module pdstools.reports module pdstools.reports.GlobalExplanations module pdstools.reports.GlobalExplanations.scripts module pdstools.reports.GlobalExplanations.scripts.generate_report module pdstools.resources module pdstools.utils module pdstools.utils.cdh_utils module pdstools.utils.color_mapping module pdstools.utils.datasets module pdstools.utils.errors module pdstools.utils.metric_limits module pdstools.utils.namespaces module pdstools.utils.number_format module pdstools.utils.pega_outcomes module pdstools.utils.pega_template module pdstools.utils.plot_utils module pdstools.utils.polars_ext module pdstools.utils.progress_utils module pdstools.utils.report_utils module pdstools.utils.show_versions module pdstools.utils.streamlit_utils module pdstools.utils.table_definitions module pdstools.utils.types module pdstools.valuefinder module pdstools.valuefinder.Aggregates module pdstools.valuefinder.Plots module pdstools.valuefinder.Schema module pdstools.valuefinder.ValueFinder module PEGA_METADATA (in module pdstools.infinity.resources.prediction_studio.local_model_utils) pega_property (Predictor attribute) Pega_ValueLift (ImpactAnalyzerData attribute) Pega_ValueLiftInterval (ImpactAnalyzerData attribute) PegaDefaultTables (class in pdstools.utils.table_definitions) PegaDefaultTables.ADMModelSnapshot (class in pdstools.utils.table_definitions) PegaDefaultTables.ADMPredictorBinningSnapshot (class in pdstools.utils.table_definitions) PegaDefaultTables.pyValueFinder (class in pdstools.utils.table_definitions) performance (in module pdstools.utils.pega_template) (ModelDataV26_1 attribute) Performance (PredictionData attribute) performance_measure (ModelDataV26_1 attribute) PERFORMANCE_RANGE_MAX (in module pdstools.utils.plot_utils) PERFORMANCE_RANGE_MIN (in module pdstools.utils.plot_utils) performance_threshold (Metadata attribute) performance_trend() (PredictionPlots method) pie_charts() (Plots method) plot (ADMDatamart attribute) Plot (class in pdstools.decision_analyzer.plots) plot (DecisionAnalyzer attribute) (Explanations attribute) (IH attribute) (ImpactAnalyzer attribute) (Prediction attribute) (ValueFinder attribute) plot_binning_attribution() (BinAggregator method) plot_binning_lift() (BinAggregator method) plot_lift_binning() (BinAggregator method) plotly_renderer (ReportGenerator property) Plots (class in pdstools.adm.Plots) (class in pdstools.explanations.Plots) (class in pdstools.ih.Plots) (class in pdstools.impactanalyzer.Plots) (class in pdstools.valuefinder.Plots) PLOTS_FOR_BATCH (in module pdstools.reports.GlobalExplanations.scripts.generate_report) plots_for_batch_filepath (ReportGenerator attribute) pmi_overview() (IH static method) PMMLModel (class in pdstools.infinity.resources.prediction_studio.local_model_utils) positive_count (HealthCheckPreAggregates attribute) positive_negative (in module pdstools.utils.pega_template) positive_outcome_labels (IH attribute) positive_values() (in module pdstools.utils.metric_limits) Positives (PredictionData attribute) Positives_Control (PredictionData attribute) Positives_NBA (PredictionData attribute) Positives_Test (PredictionData attribute) possible_values (Output attribute) POTENTIALLY_MULTI_CHANNEL_NBAD_CONFIGURATIONS (in module pdstools.utils.metric_limits) preaggregated_filter_view (DecisionAnalyzer property) preaggregated_remaining_view (DecisionAnalyzer property) preaggregation_columns (DecisionAnalyzer attribute) predict_method_uses_name_value_pair (Metadata attribute) Prediction (class in pdstools.infinity.resources.prediction_studio.v24_1.prediction) (class in pdstools.infinity.resources.prediction_studio.v25_1.prediction) (class in pdstools.prediction.Prediction) prediction (HealthCheckImportResult attribute) (PredictionPlots attribute) PREDICTION_CACHE_FILENAME (in module pdstools.adm.HealthCheckImport) prediction_data (HealthCheckImportResult attribute) prediction_id (NotificationData attribute) (PredictionData attribute) prediction_summary (HealthCheckPreAggregates attribute) prediction_validity_expr (Prediction attribute) PredictionData (class in pdstools.infinity.resources.prediction_studio.schemas.prediction) (class in pdstools.prediction.Schema) PredictionPlots (class in pdstools.prediction.Plots) predictions (AsyncPredictionStudio property), [1] (Prediction attribute) (PredictionStudio property), [1] PredictionSnapshot (class in pdstools.prediction.Schema) PredictionStudio (class in pdstools.infinity.resources.prediction_studio.v24_1.prediction_studio) (class in pdstools.infinity.resources.prediction_studio.v25_1.prediction_studio) Predictor (class in pdstools.infinity.resources.prediction_studio.local_model_utils) PREDICTOR_CACHE_FILENAME (in module pdstools.adm.HealthCheckImport) predictor_categories (HealthCheckPreAggregates attribute) predictor_category_color_map (ADMDatamart property) predictor_contributions() (Aggregates method) predictor_count (HealthCheckPreAggregates attribute) predictor_data (ADMDatamart attribute) (HealthCheckImportResult attribute) predictor_list (Metadata attribute) predictor_overview (HealthCheckPreAggregates attribute) predictor_performance_pivot() (Aggregates method) predictor_value_contributions() (Aggregates method) predictors_global_overview() (Aggregates method) predictors_overview() (Aggregates method) prepare_and_save() (in module pdstools.decision_analyzer.utils) preprocess() (Anonymization method) preview_health_check_columns() (in module pdstools.adm.HealthCheckImport) PRIO_COMPONENTS (in module pdstools.decision_analyzer.utils) prio_factor_boxplots (Plot attribute) PRIO_FACTORS (in module pdstools.decision_analyzer.utils) process() (Anonymization method) Propensity (IHInteraction attribute) propensity_distribution() (Plots method) propensity_threshold() (Plots method) propensity_validation_warning (DecisionAnalyzer property) propensity_vs_optionality (Plot attribute) pxApplication (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pxCommitDateTime (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pxInsName (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pxObjClass (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pxPriority (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) pxRank (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) pxSaveDateTime (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyActivePredictors (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pyAppliesToClass (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pyBinIndex (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyBinLowerBound (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyBinNegatives (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyBinNegativesPercentage (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyBinPositives (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyBinPositivesPercentage (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyBinResponseCount (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyBinResponseCountPercentage (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyBinSymbol (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyBinType (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyBinUpperBound (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyChannel (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) pyConfigurationName (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pyContents (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyCorrelationPredictor (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyCorrelationThreshold (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pyCount (PredictionSnapshot attribute) pyDataUsage (PredictionSnapshot attribute) pyDirection (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) pyEntryType (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyExtension (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyFactoryUpdatetime (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pyGroup (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) pyGroupIndex (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyIssue (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) pyLift (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyMemory (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pyModelData (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pyModelID (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyModelId (PredictionData attribute) (PredictionSnapshot attribute) pyModelPropensity (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) pyModelTechnique (ADMModelSnapshot attribute) pyModelType (PredictionSnapshot attribute) pyModelVersion (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pyName (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.pyValueFinder attribute) (PredictionSnapshot attribute) (pyValueFinder attribute) pyNegatives (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) (PredictionSnapshot attribute) pyPerformance (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyPerformanceError (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pyPerformanceThreshold (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pyPositives (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) (PredictionSnapshot attribute) pyPredictorName (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyPropensity (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) pyRelativeBinNegatives (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyRelativeBinPositives (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyRelativeBinResponseCount (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyRelativeNegatives (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyRelativePositives (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyRelativeResponseCount (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyResponseCount (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pySnapshotTime (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pySnapShotTime (PredictionSnapshot attribute) pySnapshotType (PredictionSnapshot attribute) pyStage (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) pySubjectID (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) pySubjectType (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) pySuccessRate (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pyTotalBins (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyTotalPredictors (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) pyTreatment (ADMModelSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) pyType (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pyValue (PredictionSnapshot attribute) pyValueFinder (class in pdstools.valuefinder.Schema) pyZRatio (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) pzInsKey (ADMModelSnapshot attribute) (ADMPredictorBinningSnapshot attribute) (PegaDefaultTables.ADMModelSnapshot attribute) (PegaDefaultTables.ADMPredictorBinningSnapshot attribute) Q qmd_file (ReportOptions attribute) QUERY (in module pdstools.utils.types) question_id (BuddyResponse attribute) quote_char (HealthCheckReadOptions attribute) R RAGValue (in module pdstools.utils.metric_limits) rank_boxplot (Plot attribute) raw_columns (ColumnResolver attribute) read (SourceImportOptions attribute) read_data() (in module pdstools.pega_io.File) read_dataflow_output() (in module pdstools.pega_io.File) read_ds_export() (in module pdstools.pega_io.File) read_gzipped_data() (in module pdstools.pega_io.action_analysis) read_gzipped_ndjson_directory() (in module pdstools.pega_io.action_analysis) read_multi_zip() (in module pdstools.pega_io.File) read_nested_zip_files() (in module pdstools.pega_io.action_analysis) read_zipped_file() (in module pdstools.pega_io.File) register() (MetricFormats class method) rename_and_cast_types() (in module pdstools.decision_analyzer.utils) rename_columns (SourceNormalizationOptions attribute) rename_mapping (ColumnResolver attribute) render() (HealthCheckMarkdownRenderer method) report (Explanations attribute) report_folder (ReportGenerator attribute) ReportGenerator (class in pdstools.reports.GlobalExplanations.scripts.generate_report) ReportOptions (class in pdstools.adm.Reports) Reports (class in pdstools.adm.Reports) (class in pdstools.explanations.Reports) Repository (class in pdstools.infinity.resources.prediction_studio.v24_1.repository) (class in pdstools.infinity.resources.prediction_studio.v24_2.repository) (class in pdstools.infinity.resources.prediction_studio.v26_1.repository) repository() (AsyncPredictionStudio method) (PredictionStudio method) repository_name (UploadedModel attribute) require_dependencies() (in module pdstools.utils.namespaces) REQUIRED_IA_COLUMNS (in module pdstools.impactanalyzer.Schema) REQUIRED_IH_COLUMNS (in module pdstools.ih.Schema) required_sample_size() (in module pdstools.impactanalyzer.statistics) resolve() (ColumnResolver method) resolve_aliases() (in module pdstools.decision_analyzer.utils) resolve_filter_column() (in module pdstools.decision_analyzer.utils) resolve_health_check_output_dir() (in module pdstools.adm.HealthCheckImport) resolve_outcome_labels() (in module pdstools.utils.pega_outcomes) response_count (HealthCheckPreAggregates attribute) response_count() (Plots method) response_count_tree_map() (Plots method) ResponseCount (PredictionData attribute) ResponseCount_Control (PredictionData attribute) ResponseCount_NBA (PredictionData attribute) ResponseCount_Test (PredictionData attribute) responsecount_trend() (PredictionPlots method) roll_up() (BinAggregator method) root_dir (ReportGenerator attribute) row_filters (SourceNormalizationOptions attribute) rule_set (Metadata attribute) rule_set_version (Metadata attribute) run() (in module pdstools.cli) (ONNXModel method) (ReportGenerator method) S S3Data (class in pdstools.pega_io.S3) Sample (class in pdstools.utils.polars_ext) sample (DecisionAnalyzer property) sample() (Sample method) sample_explanations() (in module pdstools.utils.datasets) sample_interactions() (in module pdstools.decision_analyzer.utils) sample_size (DecisionAnalyzer attribute) sample_trees() (in module pdstools.utils.datasets) sample_value_finder() (in module pdstools.utils.datasets) sanitize_metadata() (ModelSecurityValidator method) save() (ONNXModel method) save_data() (ADMDatamart method) (Explanations method) (Prediction method) (ValueFinder method) save_health_check_parquet() (in module pdstools.adm.HealthCheckImport) scale_by (NumberFormat attribute) scan_parquet_path() (in module pdstools.pega_io.File) schema_overrides (HealthCheckReadOptions attribute) SCOPE_HIERARCHY (in module pdstools.decision_analyzer.utils) score_name (Output attribute) scoring (DecisionAnalyzer attribute) se (LiftResult attribute) search_results (BuddyResponse attribute) SearchResult (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) SearchResultValue (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) SecurityResult (class in pdstools.infinity.resources.prediction_studio.model_security) sensitivity (Plot attribute) set_active_app() (in module pdstools.utils.streamlit_utils) set_level() (DecisionAnalyzer method) set_threshold() (ValueFinder method) severity (Finding attribute) shape() (Sample method) should_cache_source() (in module pdstools.decision_analyzer.utils) show_about_page() (in module pdstools.utils.streamlit_utils) show_sidebar_branding() (in module pdstools.utils.streamlit_utils) show_version_header() (in module pdstools.utils.streamlit_utils) show_versions() (in module pdstools.utils.show_versions) significant (LiftResult attribute) simplify_facet_titles() (in module pdstools.utils.plot_utils) SINGLE_CHANNEL_NBAD_CONFIGURATIONS (in module pdstools.utils.metric_limits) SINGLE_CHANNEL_NBAD_PREDICTIONS (in module pdstools.utils.metric_limits) SINGLE_CONTEXT_TEMPLATE (in module pdstools.reports.GlobalExplanations.scripts.generate_report) skip_col_prefix (Anonymization attribute) skip_rows (HealthCheckReadOptions attribute) SnapshotTime (ImpactAnalyzerData attribute) (PredictionData attribute) sort_by (ReportGenerator attribute) SORT_BY_DEFAULT (in module pdstools.reports.GlobalExplanations.scripts.generate_report) sort_by_text (ReportGenerator attribute) SORT_BY_TEXT_DEFAULT (in module pdstools.reports.GlobalExplanations.scripts.generate_report) source (ModelData attribute) SourceImportOptions (class in pdstools.adm.HealthCheckImport) SourceNormalizationOptions (class in pdstools.adm.HealthCheckImport) sources (HealthCheckImportResult attribute) st_get_latest_pdstools_version() (in module pdstools.utils.streamlit_utils) stage_to_group_mapping (DecisionAnalyzer property) StageGroupDef (class in pdstools.decision_analyzer.stage_grouping) stages (StageGroupDef attribute) stages_from_arbitration_down (DecisionAnalyzer property) stages_with_propensity (DecisionAnalyzer property) STANDARD_NBAD_CHANNELS (in module pdstools.utils.metric_limits) standard_NBAD_channels_rag() (in module pdstools.utils.metric_limits) standard_NBAD_configurations_rag() (in module pdstools.utils.metric_limits) standard_NBAD_directions_rag() (in module pdstools.utils.metric_limits) standard_NBAD_predictions_rag() (in module pdstools.utils.metric_limits) standard_page_config() (in module pdstools.utils.streamlit_utils) StartingEvidence (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) status (BuddyResponse attribute) (ModelData attribute) (ModelInstanceData attribute) (PredictionData attribute) strict_positive_values() (in module pdstools.utils.metric_limits) subject (PredictionData attribute) SubjectID (IHInteraction attribute) subtitle (ReportOptions attribute) success (in module pdstools.utils.pega_template) success_rate() (Plots method) success_rate_tree_map() (Plots method) suffix (NumberFormat attribute) summarize_by_interaction() (Aggregates method) summarize_control_groups() (ImpactAnalyzer method) summarize_experiments() (ImpactAnalyzer method) summary_by_channel() (Aggregates method) (ImpactAnalyzer method) (Prediction method) summary_by_configuration() (Aggregates method) summary_outcomes() (Aggregates method) summary_success_rates() (Aggregates method) T T (in module pdstools.valuefinder.Plots) table_definition (ColumnResolver attribute) TableConfig (class in pdstools.decision_analyzer.column_schema) taxonomy_counts (HealthCheckPreAggregates attribute) temp_dir (S3Data attribute) temp_path (Anonymization property) TEMPLATES_FOLDER (in module pdstools.reports.GlobalExplanations.scripts.generate_report) test_rate (LiftResult attribute) test_se (LiftResult attribute) text_replacements (SourceNormalizationOptions attribute) TextInput (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) threshold (ValueFinder property) threshold_deciles (Plot attribute) timestamp_column (SourceNormalizationOptions attribute) timestamp_fallback (SourceNormalizationOptions attribute) timestamp_format (SourceNormalizationOptions attribute) title (Finding attribute) (ReportOptions attribute) to_date (ReportGenerator attribute) TO_DATE_DEFAULT (in module pdstools.reports.GlobalExplanations.scripts.generate_report) to_json() (Metadata method) to_pandas_format() (NumberFormat method) to_polars_expr() (NumberFormat method) TOP_K (in module pdstools.reports.GlobalExplanations.scripts.generate_report) top_k (ReportGenerator attribute) TOP_N (in module pdstools.reports.GlobalExplanations.scripts.generate_report) top_n (ReportGenerator attribute) total_models (HealthCheckPreAggregates attribute) training_dataset (Metadata attribute) Treatment (IHInteraction attribute) treatment_count (HealthCheckPreAggregates attribute) trend() (Plots method) trend_chart (Plot attribute) trigger_time (NotificationData attribute) type (Metadata attribute) (ModelInstanceData attribute) (TableConfig attribute) type_mapping (ColumnResolver attribute) type_overrides (SourceNormalizationOptions attribute) U UnavailableBuddyError unique_channel_direction (ADMDatamart property) unique_channels (ADMDatamart property) unique_configuration_channel_direction (ADMDatamart property) unique_configurations (ADMDatamart property) unique_contexts() (Aggregates method) UNIQUE_CONTEXTS_FILENAME (in module pdstools.reports.GlobalExplanations.scripts.generate_report) unique_predictor_categories (ADMDatamart property) update_axes_clean() (in module pdstools.utils.plot_utils) updated_by (ModelData attribute) UploadedModel (class in pdstools.infinity.resources.prediction_studio.v24_2.model_upload) (class in pdstools.infinity.resources.prediction_studio.v26_1.model_upload) V validate() (ONNXModel method) validate_columns() (in module pdstools.decision_analyzer.data_read_utils) validate_data_type() (Predictor method) validate_index() (Predictor method) validate_input_name() (Predictor method) validate_label_name() (Output method) validate_metadata() (ModelSecurityValidator method) validate_name() (Predictor method) validate_output() (Metadata method) validate_type() (Metadata method) validation_error (DecisionAnalyzer attribute) value (AttributeValue attribute) (HealthCheckRowFilter attribute) Value (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) value (SearchResult attribute) (TextInput attribute) value_se() (in module pdstools.impactanalyzer.statistics) value_variance() (in module pdstools.impactanalyzer.statistics) ValueFinder (class in pdstools.valuefinder.ValueFinder) ValueMapping (in module pdstools.utils.metric_limits) ValuePerImpression (ImpactAnalyzerData attribute) values (Attribute attribute) (FilterAttributes attribute) verify_model_hash() (in module pdstools.infinity.resources.prediction_studio.model_security) version (AsyncInfinity property) (AsyncPredictionStudio attribute) (Infinity property) (PredictionStudio attribute) vf (Aggregates attribute) (Plots attribute) W warnings (HealthCheckImportResult attribute) write_batches() (ContextOperations method) Z Z_95 (in module pdstools.impactanalyzer.statistics)