Index _ | A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z _ __add__() (MultiTrees method), [1] __aiter__() (AsyncPaginatedList method) __check_for_valid_input_node_structure() (ONNXModel method) __check_for_valid_output_node_structure() (ONNXModel method) __create_predictor_map() (ONNXModel method) __del__() (AsyncHttpxClientWrapper method) __get_missing_predictors() (ONNXModel method) __getattr__() (AsyncInfinity method) (Infinity method) __getitem__() (_Slice method) (MultiTrees method), [1] (PaginatedList method) __init_subclass__() (SyncAPIResource class method) __iter__() (_Slice method) (MultiTrees method), [1] (PaginatedList method) __len__() (MultiTrees method), [1] __post_init__() (ColumnResolver method) __repr__() (AsyncAPIResource method) (AsyncPaginatedList method) (MultiTrees method), [1] (PaginatedList method) (SyncAPIResource method) (UploadedModel method) __str__() (APIConnectionError method) (APITimeoutError method) (IncompatiblePegaVersionError method) (InvalidRequest method) (MultipleErrors method) (NoMonitoringExportError method) (NoMonitoringInfo method) (PegaException method) (SecurityResult method) (ShadowCCExists method) __validate_input_node_dimensions() (ONNXModel method) __validate_input_node_shapes() (ONNXModel method) __validate_input_node_sizes() (ONNXModel method) __validate_input_nodes() (ONNXModel method) __validate_label_output_node_exist() (ONNXModel method) __validate_predictor_index_mappings() (ONNXModel method) __validate_predictor_mappings() (ONNXModel method) __validate_tensor_output_node_structure() (ONNXModel method) _a_delete() (AsyncAPIResource method) (SyncAPIResource method) _a_get() (AsyncAPIResource method) (SyncAPIResource method) _a_patch() (AsyncAPIResource method) (SyncAPIResource method) _a_post (_KnowledgeBuddyMixin attribute) (_PredictionStudioV24_2Mixin attribute), [1] _a_post() (AsyncAPIResource method) (SyncAPIResource method) _a_put() (AsyncAPIResource method) (SyncAPIResource method) _add() (SecurityResult method) _add_total_frequency_to_df() (Aggregate static method) _adm_model_summary() (Aggregates method) _agg_in_batches() (Preprocess method) _agg_over_columns_in_df() (Aggregate method) _agg_overall() (Preprocess method) _aliases_for() (in module pdstools.cli) _ANY_CONTEXT (FilterWidget attribute) _append_content_to_file() (ReportGenerator method) _apply_query() (in module pdstools.utils.cdh_utils._polars) _apply_schema_types() (in module pdstools.utils.cdh_utils._polars) _apply_sidebar_logo() (in module pdstools.utils.streamlit_utils) _ASSETS_DIR (in module pdstools.utils.streamlit_utils) _ASYNC_VERSION_MAP (in module pdstools.infinity.resources.prediction_studio) _auth_header (PegaOAuth property) _base_url (BaseClient attribute) _BinningPlotsMixin (class in pdstools.adm.Plots._binning) _BOOSTER_PATHS (in module pdstools.adm.trees._nodes) _boxplot_point_cap (Plot attribute) _boxplot_point_cap() (in module pdstools.decision_analyzer.plots._common) _boxplot_pre_aggregated() (_PredictorPlotsMixin method) _build_hover_customdata() (Plots static method) _build_outcome_filter() (ImpactAnalyzer class method), [1], [2] _build_request() (BaseClient method) _calculate_aggregates() (Aggregate method) _calculate_remaining_aggregates() (Aggregate method) _capitalize() (in module pdstools.utils.cdh_utils._namespacing) _cast_columns() (in module pdstools.decision_analyzer.utils) _ChampionChallengerMixin (class in pdstools.infinity.resources.prediction_studio.base) _ChampionChallengerV24_2Mixin (class in pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger) (class in pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger._mixin) _CHANGED_VALUE (FilterWidget attribute) _CHANGED_WIDGET (FilterWidget attribute) _CHANNEL_OUTCOME_DEFAULTS (in module pdstools.utils.pega_outcomes) _check_dependencies() (LazyNamespace method) _check_string_lengths() (ModelSecurityValidator static method) _check_then_update() (_ChampionChallengerMixin method) (_ChampionChallengerV24_2Mixin method), [1] _classify_predictor() (ADMTreesModel static method), [1] _clean_artifacts() (in module pdstools.pega_io.File) _clean_query() (Preprocess static method) _cleanup_raw_data() (DecisionAnalyzer method), [1] _client (AsyncAPIClient attribute) (AsyncAPIResource attribute) (AsyncPaginatedList attribute) (BaseClient attribute) (PaginatedList attribute) (SyncAPIClient attribute) (SyncAPIResource attribute) _COL (class in pdstools.explanations.ExplanationsUtils) _collect_awaitable_blocking() (AsyncAPIClient method) _combine_data() (Aggregates method) _combine_many_numbinnings() (BinAggregator method) _combine_queries() (in module pdstools.utils.cdh_utils._polars) _combobox_widgets (FilterWidget attribute) _compute_metrics() (ADMTreesModel method), [1] _conn (Preprocess attribute) _content_class (AsyncPaginatedList attribute) (PaginatedList attribute) _context_infos_to_dictionary() (FilterWidget method) _context_keys (ContextOperations attribute), [1] _context_operations (FilterWidget attribute) _CONTRIBUTION_TYPE (class in pdstools.explanations.ExplanationsUtils) _convert_keys() (Metadata static method) _copy_report_resources() (Reports method) _create_context_batches() (Preprocess method) _create_in_mem_table() (Preprocess method) _create_unique_contexts_file() (Preprocess static method) _custom_exception_hook() (_KnowledgeBuddyMixin static method) _DataMartExportMixin (class in pdstools.infinity.resources.prediction_studio.base) _DatamartExportV24_2Mixin (class in pdstools.infinity.resources.prediction_studio.v24_2.datamart_export) _DATE_RE (in module pdstools.decision_analyzer.utils) _decision_data (Plot attribute) _decode_datamart_frame() (MultiTrees static method), [1] _decode_trees() (ADMTreesModel method), [1] _DEFAULT_ACCEPTS (in module pdstools.utils.pega_outcomes) _default_filter_fields (DecisionAnalyzer attribute), [1] _DEFAULT_IMPRESSIONS (in module pdstools.utils.pega_outcomes) _DefaultAsyncHttpxClient (class in pdstools.infinity.internal._base_client) _delete (AsyncAPIResource attribute) (SyncAPIResource attribute) _delete_in_mem_table() (Preprocess method) _dependencies_checked (LazyNamespace attribute) _dependency_table() (in module pdstools.utils.show_versions) _derive_name_from_pega_property() (Predictor class method) _determine_output_directory() (in module pdstools.decision_analyzer.utils) _df (ContextOperations attribute), [1] _display_context_selector() (FilterWidget method) _download_from_s3() (ADMDatamart static method), [1], [2] _ECDF_MAX_ROWS (in module pdstools.decision_analyzer.plots._components) _elements (AsyncPaginatedList attribute) (PaginatedList attribute) _ENCODER_PATHS (ADMTreesModel attribute), [1] _enforce_trailing_slash() (BaseClient method) _execute_query() (Preprocess method) _external_tool_status() (in module pdstools.utils.show_versions) _extra_attribs (AsyncPaginatedList attribute) (PaginatedList attribute) _extract_keys() (in module pdstools.utils.cdh_utils._polars) _extract_tar() (in module pdstools.pega_io.File) _extract_zip() (in module pdstools.pega_io.File) _fill_context_field_nulls() (in module pdstools.pega_io.File) _filter_contexts_by_selected() (FilterWidget method) _filter_df_by_context_infos() (ContextOperations method) _filter_for_predictors() (Aggregate method) _filter_single_bin_numeric_predictors() (Aggregate static method) _filtered_list (FilterWidget attribute) _find_interaction_id_column() (in module pdstools.decision_analyzer.utils) _finished() (_Slice method) _first_params (AsyncPaginatedList attribute) (PaginatedList attribute) _fix_dynamic_shapes() (ONNXModel static method) _format_compact() (NumberFormat method), [1] _format_standard() (NumberFormat method), [1] _FORMATS (MetricFormats attribute), [1] _generate_by_context_qmds() (ReportGenerator method) _generate_introduction_qmd() (ReportGenerator method) _generate_overview_qmd() (ReportGenerator method) _get (AsyncAPIResource attribute) (SyncAPIResource attribute) _get_api_list (AsyncAPIResource attribute) (SyncAPIResource attribute) _get_base_df() (Aggregate method) _get_batch_sql_formatted() (Preprocess method) _get_bounds_aggregates() (Aggregate static method) _get_changed_value() (FilterWidget method) _get_changed_widget() (FilterWidget method) _get_clean_df() (ContextOperations static method) _get_cmd_output() (in module pdstools.utils.report_utils._quarto) _get_context_combobox_widgets() (FilterWidget method) _get_context_dict() (ReportGenerator static method) _get_context_selector_widget() (FilterWidget method) _get_context_string() (ReportGenerator method) _get_contexts() (Preprocess method) _get_create_table_sql_formatted() (Preprocess method) _get_dependency_version() (in module pdstools.utils.show_versions) _get_df() (Aggregate method) _get_df_with_sort_info() (Aggregate method) _get_df_with_top_limit() (Aggregate method) _get_encoder_info() (ADMTreesModel method), [1] _get_experiment_color_map() (Plots static method) _get_facet_config() (Plots static method) _get_filter_expression() (ContextOperations static method) _get_first_action_dates() (ADMDatamart method), [1], [2] _get_frequency_aggregate() (Aggregate static method) _get_group_by_columns() (Aggregate method) _get_interaction_id_candidates() (in module pdstools.decision_analyzer.utils) _get_limit_or_raise() (MetricLimits class method), [1] _get_mean_aggregates() (Aggregate static method) _get_missing_predictor_values_df() (Aggregate method) _get_model_contexts_sql_formatted() (Preprocess method) _get_models() (_PredictionV24_2Mixin method), [1] _get_next_page() (AsyncPaginatedList method) (PaginatedList method) _get_options_for_context_selector() (FilterWidget method) _get_options_for_context_widget() (FilterWidget method) _get_overall_sql_formatted() (Preprocess method) _get_predictor_contributions() (Aggregate method) _get_predictor_value_contributions() (Aggregate method) _get_selected_context() (FilterWidget method) _get_selected_files() (Preprocess method) _get_sort_over_columns() (Aggregate method) _get_start_end_date_args() (in module pdstools.utils.cdh_utils._dates) _get_table_name() (Preprocess static method) _get_thresholds() (Plots method) _get_unique_contexts() (ReportGenerator method) _get_up_to_index() (AsyncPaginatedList method) (PaginatedList method) _get_version() (BaseClient method) _get_version_only() (in module pdstools.utils.report_utils._quarto) _get_weighted_aggregates() (Aggregate static method) _grow() (AsyncPaginatedList method) (PaginatedList method) _has_next() (AsyncPaginatedList method) (PaginatedList method) _HREF_ATTR_RE (in module pdstools.utils.report_utils._html) _HttpxClientT (in module pdstools.infinity.internal._base_client) _import_file() (in module pdstools.pega_io.File) _IMPORT_TO_INSTALL_NAME (in module pdstools.utils.namespaces) _infer_predictors_from_splits() (ADMTreesModel method), [1] _infer_types() (Anonymization static method), [1] _infer_version() (AsyncAPIClient method) (SyncAPIClient method) _init_selected_context() (FilterWidget method) _inline_css() (in module pdstools.utils.report_utils._html) _install_exception_hook() (_KnowledgeBuddyMixin method) _instance (MetricLimits attribute), [1] _INTERACTION_ID_RAW_KEY (in module pdstools.decision_analyzer.utils) _introduce_model() (_ChampionChallengerMixin method) (_ChampionChallengerV24_2Mixin method), [1] _invalidate_cached_properties() (DecisionAnalyzer method), [1] _is_artifact() (in module pdstools.pega_io.File) _is_cached() (Preprocess method) _is_larger_than() (AsyncPaginatedList method) (PaginatedList method) _is_newer_version_available() (in module pdstools.utils.streamlit_utils) _iter_nodes() (in module pdstools.adm.trees._nodes) _KnowledgeBuddyMixin (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) _label_remaining() (Aggregate static method) _LATEST (in module pdstools.infinity.resources.prediction_studio) _ldf (Sample attribute) _LIMIT_COLUMNS (in module pdstools.utils.metric_limits) _limits_df (MetricLimits attribute), [1] _LINK_STYLESHEET_RE (in module pdstools.utils.report_utils._html) _list (_Slice attribute) _load() (ContextOperations method) _load_data() (Aggregate method) _locate_boosters() (ADMTreesModel method), [1] _log_params() (ReportGenerator method) _losing_to() (Scoring method) _matches_NBAD_configuration() (in module pdstools.utils.metric_limits) _maybe_await() (in module pdstools.infinity.internal._resource) _MENU_ITEMS (in module pdstools.utils.streamlit_utils) _minMaxScoresPerModel() (ADMDatamart class method), [1], [2] _model (ONNXModel attribute) _ModelMixin (class in pdstools.infinity.resources.prediction_studio.base) _ModelV24_2Mixin (class in pdstools.infinity.resources.prediction_studio.v24_2.model) _NBAD_PREDICTION_DATA (in module pdstools.utils.metric_limits) _next_params (AsyncPaginatedList attribute) (PaginatedList attribute) _next_token (AsyncPaginatedList attribute) (PaginatedList attribute) _normalize_name() (in module pdstools.utils.metric_limits) _normalize_pdc_ia_data() (ImpactAnalyzer class method), [1], [2] _normalize_performance_scale() (ADMDatamart static method), [1], [2] (Prediction static method), [1], [2] _NotificationMixin (class in pdstools.infinity.resources.prediction_studio.base) _num_sample_interactions (DecisionAnalyzer attribute), [1] _num_samples (DecisionAnalyzer attribute), [1] _NUMERIC_OPS (in module pdstools.decision_analyzer.utils) _on_button_clicked() (FilterWidget method) _on_combobox_change() (FilterWidget method) _on_selector_change() (FilterWidget method) _OP_PREFIXES (in module pdstools.decision_analyzer.utils) _OPENRATE_NEGATIVE (in module pdstools.utils.pega_outcomes) _OPENRATE_POSITIVE (in module pdstools.utils.pega_outcomes) _OverviewPlotsMixin (class in pdstools.adm.Plots._overview) _parquet_in_batches() (Preprocess method) _parquet_overall() (Preprocess method) _parse_single_spec() (in module pdstools.decision_analyzer.utils) _parse_snapshot_time() (Prediction static method), [1], [2] _patch (AsyncAPIResource attribute) (SyncAPIResource attribute) _PerformancePlotsMixin (class in pdstools.adm.Plots._performance) _plot_context_table() (Plots static method) _plot_overall_contributions() (Plots method) _plot_predictor_contributions() (Plots method) _PlotsBase (class in pdstools.adm.Plots._base) _polars_capitalize() (in module pdstools.utils.cdh_utils._polars) _populate_selected_files() (Preprocess method) _populate_selected_files_from_local() (Preprocess method) _populate_selected_files_from_url() (Preprocess method) _post (AsyncAPIResource attribute) (SyncAPIResource attribute) _post_import_cleanup() (ADMTreesModel method), [1] _prediction_trend() (PredictionPlots method), [1] _PredictionMixin (class in pdstools.infinity.resources.prediction_studio.base) _PredictionStudioBaseMixin (class in pdstools.infinity.resources.prediction_studio.base) _PredictionStudioV24_1Mixin (class in pdstools.infinity.resources.prediction_studio.v24_1.prediction_studio) _PredictionStudioV24_2Mixin (class in pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio) (class in pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio._mixin) _PredictionV24_1Mixin (class in pdstools.infinity.resources.prediction_studio.v24_1.prediction) _PredictionV24_2Mixin (class in pdstools.infinity.resources.prediction_studio.v24_2.prediction) (class in pdstools.infinity.resources.prediction_studio.v24_2.prediction._mixin) _PREDICTOR_TYPE (class in pdstools.explanations.ExplanationsUtils) _PredictorPlotsMixin (class in pdstools.adm.Plots._predictors) _process_wide_df() (ImpactAnalyzer class method), [1], [2] _properties (ADMTreesModel attribute), [1] _public_dict (AsyncAPIResource property) (SyncAPIResource property) _public_fields (AsyncAPIResource property) (SyncAPIResource property) _put (AsyncAPIResource attribute) (SyncAPIResource attribute) _quantile_from_threshold (Aggregates attribute) _raw_list (FilterWidget attribute) _read_batch_sql_file() (Preprocess method) _read_client_credential_file() (in module pdstools.infinity.internal._auth) (in module pdstools.pega_io.API) _read_excel() (in module pdstools.pega_io.File) _read_from_bytesio() (in module pdstools.pega_io.File) _read_overall_sql_file() (Preprocess method) _read_params() (ReportGenerator method) _read_pdc() (in module pdstools.utils.cdh_utils._io) _read_resource_file() (Preprocess method) _read_source_metadata() (in module pdstools.decision_analyzer.utils) _read_template() (ReportGenerator static method) _recompute_available_stages() (DecisionAnalyzer method), [1] _refresh_champion_challenger() (_ChampionChallengerV24_2Mixin method), [1] _remaining_at_stage() (Scoring method) _removed (_ChampionChallengerV24_2Mixin attribute), [1] _RepositoryMixin (class in pdstools.infinity.resources.prediction_studio.base) _RepositoryV24_2Mixin (class in pdstools.infinity.resources.prediction_studio.v24_2.repository) _request() (AsyncAPIClient method) (SyncAPIClient method) _request_method (AsyncPaginatedList attribute) (PaginatedList attribute) _require_first_action_dates() (ADMDatamart method), [1], [2] _require_model_data() (ADMDatamart method), [1], [2] _require_predictor_data() (ADMDatamart method), [1], [2] _resolved (ColumnResolver attribute) _root (AsyncPaginatedList attribute) (PaginatedList attribute) _run_agg() (Preprocess method) _run_sync() (in module pdstools.infinity.internal._resource) _safe_condition_evaluate() (ADMTreesModel static method), [1] _safe_eval_lock (ADMTreesModel attribute), [1] _safe_eval_seen_errors (ADMTreesModel attribute), [1] _safe_numeric_compare() (ADMTreesModel static method), [1] _scan_outcome_labels() (IH method), [1], [2] _ScorePlotsMixin (class in pdstools.adm.Plots._score) _selected_context_key (FilterWidget attribute) _selector_widget (FilterWidget attribute) _sensitivity_cache (DecisionAnalyzer attribute), [1] _set_command_options() (in module pdstools.utils.report_utils._quarto) _set_date_range() (Explanations method), [1] _set_params() (Reports method) _sleep() (AsyncAPIResource method) (SyncAPIResource method) _Slice (class in pdstools.infinity.internal._pagination) _SPECIAL (class in pdstools.explanations.ExplanationsUtils) _SPLIT_OPERATORS (in module pdstools.adm.trees._nodes) _SPLIT_RE (in module pdstools.adm.trees._nodes) _splits_and_gains (ADMTreesModel property), [1] _STAGE_DISPLAY_NAMES (in module pdstools.decision_analyzer.stage_grouping) _STAGE_TO_GROUP (in module pdstools.decision_analyzer.stage_grouping) _start (_Slice attribute) _status() (_ChampionChallengerMixin method) (_ChampionChallengerV24_2Mixin method), [1] _step (_Slice attribute) _stop (_Slice attribute) _strip_empty() (Metadata static method) _SUBCOMMANDS (in module pdstools.cli) _summarize_action_analytics() (Aggregates method) _summarize_meta_info() (Aggregates method) _summarize_model_analytics() (Aggregates method) _summarize_model_usage() (Aggregates method) _SUPPORTED_EXTENSIONS (in module pdstools.pega_io.File) _SYNC_VERSION_MAP (in module pdstools.infinity.resources.prediction_studio) _TABLE_NAME (class in pdstools.explanations.ExplanationsUtils) _temp_path (Anonymization attribute), [1] _thresholding_cache (DecisionAnalyzer attribute), [1] _to_camel_case() (Metadata static method) _to_install_name() (in module pdstools.utils.namespaces) _to_snake_case() (Metadata static method) _top_n() (Aggregates static method) _traverse() (in module pdstools.adm.trees._nodes) _unique_sorted_from_model_data() (ADMDatamart method), [1], [2] _url (AsyncPaginatedList attribute) (PaginatedList attribute) _validate_explanations_folder() (Preprocess method) _validate_ia_data() (ImpactAnalyzer static method), [1], [2] _validate_ih_data() (IH static method), [1], [2] _validate_model_data() (ADMDatamart method), [1], [2] _validate_prediction_data() (Prediction class method), [1], [2] _validate_predictor_data() (ADMDatamart method), [1], [2] _validate_raw_data() (Preprocess static method) _validate_report_dir() (Reports method) _version (AsyncInfinity attribute) (Infinity attribute) _VERSION_DEPENDENT_RESOURCES (AsyncInfinity attribute) (Infinity attribute) _version_resolved (AsyncInfinity attribute) (Infinity attribute) _winning_from() (Scoring method) _write_header_to_file() (ReportGenerator method) _write_params_files() (in module pdstools.utils.report_utils._quarto) _write_single_context_file() (ReportGenerator method) _write_to_parquet() (Preprocess method) A abbreviate_label() (in module pdstools.utils.plot_utils) abbreviate_label_expr() (in module pdstools.utils.plot_utils) Accepts (ImpactAnalyzerData attribute) accumulate_num_binnings() (BinAggregator method) accumulate_sym_binnings() (BinAggregator method) action_distribution() (Plots method) action_overlap() (_OverviewPlotsMixin method) action_variation (Plot attribute) action_variation() (in module pdstools.decision_analyzer.plots._distribution) active_model (_ChampionChallengerV24_2Mixin attribute), [1], [2], [3] (AsyncChampionChallenger attribute), [1], [2] (ChampionChallenger attribute), [1], [2] active_ranges() (ADMDatamart method), [1], [2] add_bottom_left_text_to_bubble_plot() (in module pdstools.adm.Plots) (in module pdstools.adm.Plots._helpers) add_conditional_model() (AsyncPrediction method), [1], [2] (Prediction method), [1], [2] add_frequency_pct_to_df() (Aggregate method) add_metadata() (ONNXModel method) add_metric_limit_lines() (in module pdstools.adm.Plots) (in module pdstools.adm.Plots._helpers) add_model() (_ChampionChallengerV24_2Mixin method), [1] add_predictor() (_ChampionChallengerV24_2Mixin method), [1] add_rag_columns() (in module pdstools.utils.metric_limits) ADMDatamart (class in pdstools) (class in pdstools.adm) (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 (class in pdstools.adm.trees) (class in pdstools.adm.trees._model) agb (ADMDatamart attribute), [1], [2] AGB (class in pdstools.adm.trees) (class in pdstools.adm.trees._agb) Aggregate (class in pdstools.explanations.Aggregate) aggregate (ContextOperations attribute), [1] (Explanations attribute), [1] (Plots attribute) aggregate_folder (Reports attribute) aggregate_remaining_per_stage() (Aggregates method) aggregates (ADMDatamart attribute), [1], [2] Aggregates (class in pdstools.adm.Aggregates) (class in pdstools.decision_analyzer._aggregates) (class in pdstools.ih.Aggregates) (class in pdstools.valuefinder.Aggregates) aggregates (DecisionAnalyzer attribute), [1], [2], [3] (IH attribute), [1], [2], [3], [4], [5] (ValueFinder attribute), [1], [2] ALIASES (in module pdstools.cli) aliases (TableConfig attribute) all_components_distribution() (Scoring method) 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), [1] ALL_NBAD_CONFIGURATIONS (in module pdstools.utils.metric_limits) ALL_NBAD_PREDICTIONS (in module pdstools.utils.metric_limits) all_predictorbinning (BinAggregator property) all_values_per_split (ADMTreesModel property), [1] 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) alt (_CONTRIBUTION_TYPE attribute) alternativeLabels (ModelAttributes attribute) Anonymization (class in pdstools.pega_io) (class in pdstools.pega_io.Anonymization) anonymize() (Anonymization method), [1] answer (BuddyResponse attribute) ANY_FRAME (in module pdstools.utils.types) api_method() (in module pdstools.infinity.internal._resource) APIConnectionError APITimeoutError application_name (AsyncAPIClient attribute) (BaseClient attribute) (SyncAPIClient attribute) apply_filter() (in module pdstools.decision_analyzer.plots) (in module pdstools.decision_analyzer.utils) apply_predictor_categorization() (ADMDatamart method), [1], [2] apply_report_layout() (in module pdstools.utils.plot_utils) apply_to_gt() (NumberFormat method), [1] APPS (in module pdstools.cli) arbitration_stage (DecisionAnalyzer property), [1] area_under_curve() (in module pdstools.decision_analyzer.utils) as_df() (_Slice method) (AsyncPaginatedList method) AsyncAPIClient (class in pdstools.infinity.internal._base_client) AsyncAPIResource (class in pdstools.infinity.internal._resource) AsyncChampionChallenger (class in pdstools.infinity.resources.prediction_studio.base) (class in pdstools.infinity.resources.prediction_studio.v24_2) (class in pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger) (class in pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger._async) AsyncDataMartExport (class in pdstools.infinity.resources.prediction_studio.base) AsyncDatamartExport (class in pdstools.infinity.resources.prediction_studio.v24_2) (class in pdstools.infinity.resources.prediction_studio.v24_2.datamart_export) AsyncHttpxClientWrapper (class in pdstools.infinity.internal._base_client) AsyncInfinity (class in pdstools.infinity.client) AsyncKnowledgeBuddy (class in pdstools.infinity.resources) (class in pdstools.infinity.resources.knowledge_buddy) (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) AsyncModel (class in pdstools.infinity.resources.prediction_studio.base) (class in pdstools.infinity.resources.prediction_studio.v24_2) (class in pdstools.infinity.resources.prediction_studio.v24_2.model) AsyncNotification (class in pdstools.infinity.resources.prediction_studio.base) AsyncPaginatedList (class in pdstools.infinity.internal._pagination) AsyncPrediction (class in pdstools.infinity.resources.prediction_studio.base) (class in pdstools.infinity.resources.prediction_studio.v24_1) (class in pdstools.infinity.resources.prediction_studio.v24_1.prediction) (class in pdstools.infinity.resources.prediction_studio.v24_2) (class in pdstools.infinity.resources.prediction_studio.v24_2.prediction) (class in pdstools.infinity.resources.prediction_studio.v24_2.prediction._async) AsyncPredictionStudio (class in pdstools.infinity.resources.prediction_studio.v24_1) (class in pdstools.infinity.resources.prediction_studio.v24_1.prediction_studio) (class in pdstools.infinity.resources.prediction_studio.v24_2) (class in pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio) (class in pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio._async) AsyncPredictionStudioBase (class in pdstools.infinity.resources.prediction_studio) (class in pdstools.infinity.resources.prediction_studio.base) (class in pdstools.infinity.resources.prediction_studio.v24_1) AsyncRepository (class in pdstools.infinity.resources.prediction_studio.base) (class in pdstools.infinity.resources.prediction_studio.v24_1) (class in pdstools.infinity.resources.prediction_studio.v24_1.repository) (class in pdstools.infinity.resources.prediction_studio.v24_2) (class in pdstools.infinity.resources.prediction_studio.v24_2.repository) Attribute (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) attributes (Chunk attribute) AttributeValue (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) auc_from_bincounts() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._metrics) auc_from_probs() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._metrics) auc_to_gini() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._metrics) aucpr_from_bincounts() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._metrics) aucpr_from_probs() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._metrics) audit_tag_mapping (in module pdstools.decision_analyzer.column_schema) auth (BaseClient attribute) auth_flow() (PegaOAuth method) available_levels (DecisionAnalyzer property), [1] AvailableNBADStages (DecisionAnalyzer attribute), [1] avg_by_hierarchy() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._polars_helpers) B base_url (PegaException attribute) (PegaOAuth attribute) BaseClient (class in pdstools.infinity.internal._base_client) baseline_accuracy (Metadata attribute) baseline_auc (Metadata attribute) batch_size (Anonymization attribute), [1] best_practice_max() (MetricLimits class method), [1] best_practice_min() (MetricLimits class method), [1] bin_aggregator (ADMDatamart attribute), [1], [2] BIN_CONTENTS (_COL attribute) bin_contents (ContextualAggregate attribute) (OverallAggregate attribute) bin_log_odds() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._metrics) BIN_ORDER (_COL attribute) bin_order (ContextualAggregate attribute) (OverallAggregate attribute) BinAggregator (class in pdstools.adm.BinAggregator) BINARY (OutcomeType attribute) binning_lift() (_BinningPlotsMixin method) bubble_chart() (_OverviewPlotsMixin method) bucket_name (_RepositoryV24_2Mixin attribute) (S3Data attribute), [1] BuddyResponse (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) build_predictor_list() (Metadata static method) bundle_quarto_resources() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._html) by_context_folder (ReportGenerator attribute) C cache_to_file() (in module pdstools.pega_io) (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_pmi() (IH static method), [1], [2] CATEGORICAL (OutcomeType attribute) category (_ChampionChallengerV24_2Mixin attribute), [1], [2], [3] (AsyncChampionChallenger attribute), [1], [2] (ChampionChallenger attribute), [1], [2] cc_id (_ChampionChallengerV24_2Mixin attribute), [1], [2], [3] (AsyncChampionChallenger attribute), [1], [2] (ChampionChallenger attribute), [1], [2] cdh_sample() (in module pdstools) (in module pdstools.utils.datasets) challenger_model (_ChampionChallengerV24_2Mixin attribute), [1], [2], [3] (AsyncChampionChallenger attribute), [1], [2] (ChampionChallenger attribute), [1], [2] champion_percentage (_ChampionChallengerV24_2Mixin attribute), [1], [2], [3] (AsyncChampionChallenger attribute), [1], [2] (ChampionChallenger attribute), [1], [2] ChampionChallenger (class in pdstools.infinity.resources.prediction_studio.base) (class in pdstools.infinity.resources.prediction_studio.v24_2) (class in pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger) (class in pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger._sync) Channel (IHInteraction attribute) (ImpactAnalyzerData attribute) check_dependencies() (LazyNamespace method) check_for_typos() (in module pdstools.cli) check_report_for_errors() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._html) Chunk (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) chunk_to_parquet() (Anonymization method), [1] chunker() (Anonymization static method), [1] chunks (SearchResultValue attribute) Class (PredictionData attribute) classification (PegaException attribute) client (_ChampionChallengerV24_2Mixin attribute), [1] (AsyncChampionChallenger attribute), [1], [2] (ChampionChallenger attribute), [1], [2] client_id (PegaOAuth attribute) client_secret (PegaOAuth attribute) clone_model() (_ChampionChallengerV24_2Mixin method), [1] collect() (AsyncPaginatedList method) color_mappings (DecisionAnalyzer property), [1] COLORSCALE_TYPES (in module pdstools.adm.Plots) (in module pdstools.adm.Plots._helpers) (in module pdstools.valuefinder.Plots) COLORSCALES (in module pdstools.utils.plot_utils) colorway (in module pdstools.decision_analyzer.plots) (in module pdstools.utils.pega_template) ColumnResolver (class in pdstools.decision_analyzer.utils) columns_to_drop (ColumnResolver attribute) combine_two_numbinnings() (BinAggregator method) combined_data (ADMDatamart attribute), [1], [2] compact (NumberFormat attribute), [1] component_action_impact (Plot attribute) component_action_impact() (in module pdstools.decision_analyzer.plots._components) component_drilldown (Plot attribute) component_drilldown() (in module pdstools.decision_analyzer.plots._components) compute_categorization_over_time() (ADMTreesModel method), [1] compute_model_hash() (in module pdstools.infinity.resources.prediction_studio.model_security) compute_over_time() (MultiTrees method), [1] configure_predictor_categorization() (in module pdstools.utils.streamlit_utils) content (Chunk attribute) context (_ChampionChallengerV24_2Mixin attribute), [1], [2], [3] (AsyncChampionChallenger attribute), [1], [2] (ChampionChallenger attribute), [1], [2] CONTEXT_FOLDER (in module pdstools.reports.GlobalExplanations.scripts.generate_report) context_key (ContextInfo attribute) context_keys (ADMDatamart attribute), [1], [2] (ADMTreesModel attribute), [1] (MultiTrees attribute), [1] context_operations (Aggregate attribute) context_value (ContextInfo attribute) ContextInfo (class in pdstools.explanations.ExplanationsUtils) ContextOperations (class in pdstools.explanations.ExplanationsUtils) contexts (Preprocess attribute) (ReportGenerator attribute) ContextualAggregate (class in pdstools.explanations.Schema) CONTINUOUS (OutcomeType attribute) CONTRIBUTION (_COL attribute) (_CONTRIBUTION_TYPE attribute) contribution (ContextualAggregate attribute) (OverallAggregate attribute) CONTRIBUTION_ABS (_COL attribute) (_CONTRIBUTION_TYPE attribute) contribution_abs (ContextualAggregate attribute) (OverallAggregate attribute) CONTRIBUTION_MAX (_COL attribute) (_CONTRIBUTION_TYPE attribute) contribution_max (ContextualAggregate attribute) (OverallAggregate attribute) CONTRIBUTION_MIN (_COL attribute) (_CONTRIBUTION_TYPE attribute) contribution_min (ContextualAggregate attribute) (OverallAggregate attribute) CONTRIBUTION_WEIGHTED (_COL attribute) (_CONTRIBUTION_TYPE attribute) CONTRIBUTION_WEIGHTED_ABS (_COL attribute) (_CONTRIBUTION_TYPE attribute) contributions() (Plots method) ContributionType (in module pdstools.explanations.ExplanationsUtils) control_groups_trend() (Plots method) ControlGroup (ImpactAnalyzerData attribute) convert_df() (in module pdstools.utils.streamlit_utils) copy_quarto_file() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._filenames) copy_report_resources() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._filenames) CREATE (_TABLE_NAME attribute) 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_metric_gttable() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._tables) create_metric_itable() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._tables) create_parameter_distribution_boxplots() (in module pdstools.decision_analyzer.plots) (in module pdstools.decision_analyzer.plots._distribution) create_parser() (in module pdstools.cli) create_symbol_list() (BinAggregator method) create_win_distribution_plot() (in module pdstools.decision_analyzer.plots) (in module pdstools.decision_analyzer.plots._winloss) create_working_and_temp_dir() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._io) 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), [1] D da (Aggregates attribute) (Scoring attribute) data (IH attribute), [1], [2], [3], [4], [5] data_file (Explanations attribute), [1] (Preprocess attribute) data_folder (Explanations attribute), [1] DATA_FOLDER (in module pdstools.reports.GlobalExplanations.scripts.generate_report) data_folder (ReportGenerator attribute) data_foldername (Preprocess attribute) data_folderpath (Aggregate attribute) (Preprocess attribute) data_pattern (Aggregate attribute) data_type (Predictor attribute) datamart (_PlotsBase attribute) (AGB attribute), [1] (Aggregates attribute) (Plots attribute) (Reports attribute) datamart_export_location (_RepositoryV24_2Mixin attribute) DATAMART_TABLE_PREFIXES (in module pdstools.pega_io.S3) DataMartExport (class in pdstools.infinity.resources.prediction_studio.base) DatamartExport (class in pdstools.infinity.resources.prediction_studio.v24_2) (class in pdstools.infinity.resources.prediction_studio.v24_2.datamart_export) decimals (NumberFormat attribute), [1] decision_data (DecisionAnalyzer attribute), [1], [2], [3] decision_funnel (Plot attribute) decision_funnel() (in module pdstools.decision_analyzer.plots._funnel) DecisionAnalyzer (class in pdstools.decision_analyzer) (class in pdstools.decision_analyzer.DecisionAnalyzer) (in module pdstools.decision_analyzer.column_schema) decisions_without_actions_plot (Plot attribute) decisions_without_actions_plot() (in module pdstools.decision_analyzer.plots._funnel) DecisionTime (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) default (TableConfig attribute) default() (Metadata._ONNXMetadataEncoder method) DEFAULT_BOXPLOT_POINT_CAP (in module pdstools.decision_analyzer.plots) (in module pdstools.decision_analyzer.plots._common) DEFAULT_FORMAT (MetricFormats attribute), [1] default_ia_controlgroups (ImpactAnalyzer attribute), [1], [2] default_ia_experiments (ImpactAnalyzer attribute), [1], [2] DEFAULT_LABEL_MAX_LENGTH (in module pdstools.utils.plot_utils) default_predictor_categorization() (in module pdstools) (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._namespacing) DEFAULT_SAMPLE_SIZE (in module pdstools.decision_analyzer.DecisionAnalyzer) DefaultAsyncHttpxClient (in module pdstools.infinity.internal._base_client) delete() (AsyncAPIClient method) (SyncAPIClient method) delete_challenger_model() (_ChampionChallengerV24_2Mixin method), [1] dependencies (Aggregate attribute) (BinAggregator attribute) (ContextOperations attribute) (FilterWidget attribute) (LazyNamespace attribute) (Plots attribute), [1], [2], [3], [4] (PredictionPlots attribute), [1] (Preprocess attribute) (Reports attribute), [1] dependency_great_table() (in module pdstools.utils.show_versions) dependency_group (Aggregate attribute) (BinAggregator attribute) (ContextOperations attribute) (FilterWidget attribute) (LazyNamespace attribute) (Plots attribute), [1], [2], [3], [4] (PredictionPlots attribute), [1] (Preprocess attribute) (Reports attribute), [1] DEPLOYMENT_MODE (in module pdstools.infinity.resources.prediction_studio.base) deps (MissingDependenciesException attribute) deps_group (MissingDependenciesException attribute) depth (Node attribute), [1] describe() (_ChampionChallengerV24_2Mixin method), [1] (_ModelMixin method) (_ModelV24_2Mixin method) (_PredictionMixin method) (_PredictionV24_1Mixin method) description (_NotificationMixin attribute) deserialize_query() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._query) details (MultipleErrors attribute) (PegaException attribute) determine_extract_type() (in module pdstools.decision_analyzer.utils) df (ValueFinder attribute), [1], [2] df_contextual (Aggregate attribute) df_overall (Aggregate attribute) Direction (IHInteraction attribute) disclaimer (ReportOptions attribute) discover_model_types() (AGB method), [1] 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) DisplayBy (in module pdstools.explanations.ExplanationsUtils) distribution (Plot attribute) distribution() (in module pdstools.decision_analyzer.plots._distribution) distribution_as_treemap (Plot attribute) distribution_as_treemap() (in module pdstools.decision_analyzer.plots._distribution) distribution_graph() (in module pdstools.adm.Plots) (in module pdstools.adm.Plots._helpers) distribution_per_threshold() (Plots method) dm (BinAggregator attribute) doctor() (in module pdstools.cli) E ENCODING (in module pdstools.reports.GlobalExplanations.scripts.generate_report) endpoint (PegaException attribute) ensure_session_data() (in module pdstools.utils.streamlit_utils) error_map (in module pdstools.infinity.internal._exceptions) estimate_extraction_time() (in module pdstools.utils.progress_utils) estimate_sampling_time() (in module pdstools.utils.progress_utils) evaluate_metric_rag() (MetricLimits class method), [1] excel_report() (Reports method) exclusive_0_1_range_rag() (in module pdstools.utils.metric_limits) (in module pdstools.utils.report_utils) execute_and_collect() (in module pdstools.infinity.internal._base_client) expand_nested_deps() (in module pdstools.utils.show_versions) experiment_id (Metadata attribute) ExplainabilityExtract (in module pdstools.decision_analyzer.column_schema) explanations (Aggregate attribute) Explanations (class in pdstools.explanations) (class in pdstools.explanations.Explanations) explanations (FilterWidget attribute) (Plots attribute) (Preprocess attribute) (Reports attribute) explanations_folder (Preprocess attribute) extract_type (DecisionAnalyzer attribute), [1], [2], [3] F F (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._common) feature_importance() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._metrics) feedback() (_KnowledgeBuddyMixin method) fields_for_data_filtering (DecisionAnalyzer attribute), [1] fig_update_facet() (in module pdstools.adm.Plots) (in module pdstools.utils.plot_utils) Figure (in module pdstools.utils.plot_utils) file_batch_limit (Preprocess attribute) file_limit (Anonymization attribute), [1] file_path (H2OModel attribute) (PMMLModel attribute) (UploadedModel attribute) file_source (Metadata attribute) filter (Explanations attribute), [1] filter_dataframe() (in module pdstools.utils.streamlit_utils) FilterAttributes (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) filtered() (DecisionAnalyzer method), [1] filtered_action_counts() (Aggregates method) filtering_components (Plot attribute) filtering_components() (in module pdstools.decision_analyzer.plots._components) FilterWidget (class in pdstools.explanations.FilterWidget) final_columns (ColumnResolver attribute) FinalPropensity (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) find_files() (in module pdstools.pega_io) (in module pdstools.pega_io.File) find_lever_value() (Scoring method) first (MultiTrees property), [1] first_action_dates (ADMDatamart attribute), [1], [2] format_count_for_filename() (in module pdstools.decision_analyzer.utils) format_polars_column() (NumberFormat method), [1] format_time_estimate() (in module pdstools.utils.progress_utils) format_value() (NumberFormat method), [1] FREQUENCY (_COL attribute) (_CONTRIBUTION_TYPE attribute) frequency (ContextualAggregate attribute) (OverallAggregate attribute) from_basic_auth() (BaseClient class method) from_client_credentials() (BaseClient class method) from_client_id_and_secret() (BaseClient class method) from_dataflow_export() (ADMDatamart class method), [1], [2] (Prediction class method), [1], [2] (ValueFinder class method), [1], [2] from_datamart() (MultiTrees class method), [1] from_datamart_blob() (ADMTreesModel class method), [1] from_datamart_grouped() (MultiTrees class method), [1] from_date (Explanations attribute), [1] (Preprocess attribute) (ReportGenerator attribute) FROM_DATE_DEFAULT (in module pdstools.reports.GlobalExplanations.scripts.generate_report) from_decision_analyzer() (DecisionAnalyzer class method), [1] from_dict() (ADMTreesModel class method), [1] from_ds_export() (ADMDatamart class method), [1], [2] (IH class method), [1], [2] (Prediction class method), [1], [2] (ValueFinder class method), [1], [2] from_excel() (ImpactAnalyzer class method), [1], [2] from_explainability_extract() (DecisionAnalyzer class method), [1] from_file() (ADMTreesModel class method), [1] from_file_path() (in module pdstools.utils.streamlit_utils) from_ih() (ImpactAnalyzer class method), [1], [2] from_json() (Metadata class method) from_mock_data() (IH class method), [1], [2] (Prediction class method), [1], [2] from_onnx_proto() (ONNXModel class method) from_pdc() (ADMDatamart class method), [1], [2] (ImpactAnalyzer class method), [1], [2] (Prediction class method), [1], [2] from_processed_data() (Prediction class method), [1], [2] from_prpc_date_time() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._dates) from_pytorch() (ONNXModel class method) from_s3() (ADMDatamart class method), [1], [2] (IH class method), [1], [2] (Prediction class method), [1], [2] from_sklearn_pipeline() (ONNXModel class method) from_uploaded_file() (in module pdstools.utils.streamlit_utils) from_url() (ADMTreesModel class method), [1] from_vbd() (ImpactAnalyzer class method), [1], [2] full_embed (ReportOptions attribute) functionality_description (IncompatiblePegaVersionError attribute) funnel_chart() (Plots method) G gain (Node attribute), [1] gains_chart() (_PerformancePlotsMixin method) gains_per_split (ADMTreesModel property), [1] gains_per_tree (ADMTreesModel property), [1] gains_table() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._metrics) (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._polars_helpers) generate (ADMDatamart attribute), [1], [2] generate() (Preprocess method) (Reports method) generate_zipped_report() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._html) generator (in module pdstools.reports.GlobalExplanations.scripts.generate_report) get() (AsyncAPIClient method) (AsyncPaginatedList method) (in module pdstools.infinity.resources.prediction_studio) (MetricFormats class method), [1] (PaginatedList method) (SyncAPIClient method) get_ab_test_results() (Aggregates method) get_action_variation_data() (Aggregates method) get_adm_datamart() (S3Data method), [1] get_agb_models() (AGB method), [1] get_all_values_per_split() (ADMTreesModel method), [1] get_all_visited_nodes() (ADMTreesModel method), [1] get_api_list() (AsyncAPIClient method) (SyncAPIClient method) get_async() (in module pdstools.infinity.resources.prediction_studio) get_available_fields_for_filtering() (DecisionAnalyzer method), [1] get_champion_challengers() (AsyncPrediction method), [1], [2] (Prediction method), [1], [2] get_channel_defaults() (in module pdstools.utils.pega_outcomes) get_colorscale() (in module pdstools.utils.plot_utils) get_component_action_impact() (Aggregates method) get_component_drilldown() (Aggregates method) get_context_info_str() (ContextOperations static method) get_context_keys() (ContextOperations 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), [1] get_decisions_without_actions_data() (Aggregates method) get_df() (ContextOperations method) get_df_contextual() (Aggregate method) get_df_overall() (Aggregate method) get_display_name() (in module pdstools.decision_analyzer.stage_grouping) get_distribution_data() (Aggregates method) get_export_status() (_DatamartExportV24_2Mixin method) get_file_path() (H2OModel method) (LocalModel method) (PMMLModel method) get_files() (S3Data method), [1] get_filter_component_data() (Aggregates 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_funnel_data() (Aggregates method) get_funnel_summary() (Aggregates method) get_grouped_gains_per_split() (ADMTreesModel method), [1] get_last_data_for_report() (ADMDatamart method), [1], [2] get_latest_file() (in module pdstools.pega_io) (in module pdstools.pega_io.File) get_latest_pdstools_version() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._io) get_limit_for_metric() (MetricLimits class method), [1] get_limits() (MetricLimits class method), [1] get_list() (ContextOperations method) get_metadata() (ONNXModel method) get_metric() (_PredictionMixin method) (_PredictionV24_1Mixin method) (_PredictionV24_2Mixin method), [1] get_metric_limits_path() (in module pdstools.resources) get_metric_RAG_code() (MetricLimits class method), [1] get_missing_columns() (ColumnResolver method) get_model() (AsyncPredictionStudio method), [1], [2] (PredictionStudio method), [1], [2] get_model_categories() (_PredictionStudioV24_2Mixin method), [1] get_notifications() (AsyncModel method), [1] (AsyncPrediction method), [1], [2] (AsyncPredictionStudio method), [1], [2] (Model method), [1] (Prediction method), [1], [2] (PredictionStudio method), [1], [2] get_offer_quality() (Aggregates method) get_offer_variability_stats() (Aggregates method) get_openrate_labels() (in module pdstools.utils.pega_outcomes) get_optionality_data() (Aggregates method) get_optionality_funnel() (Aggregates method) get_or_default() (MetricFormats class method), [1] get_output_filename() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._filenames) get_pandoc_with_version() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._quarto) get_possible_scope_values() (DecisionAnalyzer method), [1] get_possible_stage_values() (DecisionAnalyzer method), [1] get_prediction() (AsyncPredictionStudio method), [1], [2] (PredictionStudio method), [1], [2] get_predictions_channel_mapping() (in module pdstools.utils.metric_limits) get_predictor_contributions() (Aggregate method) get_predictor_value_contributions() (Aggregate method) get_predictors() (ADMTreesModel method), [1] get_quarto_with_version() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._quarto) get_results() (in module pdstools.infinity.internal._base_client) get_sample_limit() (in module pdstools.utils.streamlit_utils) get_scope_config() (in module pdstools.decision_analyzer.utils) get_selected_context() (FilterWidget method) get_selected_group_rank_boundaries() (Scoring method) get_sensitivity() (Scoring method) get_sequences() (IH method), [1], [2] 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_staged_changes() (_PredictionV24_2Mixin method), [1] 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_thresholding_data() (Scoring method) get_token() (in module pdstools.pega_io) (in module pdstools.pega_io.API) get_tree_representation() (ADMTreesModel method), [1] get_tree_stats() (ADMTreesModel method), [1] get_trend_data() (Aggregates method) get_unique_contexts_list() (Aggregate method) get_url() (in module pdstools.pega_io.API) get_visited_nodes() (ADMTreesModel method), [1] get_win_distribution_data() (Scoring method) get_win_loss_counts() (Scoring method) get_win_loss_distribution_data() (Scoring method) get_win_loss_distributions() (Scoring method) get_winning_or_losing_interactions() (Scoring method) getTrendChart() (in module pdstools.decision_analyzer.plots) (in module pdstools.decision_analyzer.plots._offer_quality) gini_coefficient() (in module pdstools.decision_analyzer.utils) global_winloss_distribution (Plot attribute) global_winloss_distribution() (in module pdstools.decision_analyzer.plots._winloss) GRADIENT_BOOSTING (AdmModelType attribute) Group (IHInteraction attribute) grouped_dependencies() (in module pdstools.utils.show_versions) grouped_gains_per_split (ADMTreesModel property), [1] H H2OModel (class in pdstools.infinity.resources.prediction_studio.local_model_utils) handle_pega_exception() (AsyncAPIClient method) (in module pdstools.infinity.internal._exceptions) (SyncAPIClient method) has_format() (MetricFormats class method), [1] has_single_snapshot (ADMDatamart property), [1], [2] health_check() (Reports method) height() (Sample method) 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), [1] ia_data (ImpactAnalyzer attribute), [1], [2], [3], [4], [5] ih (Aggregates attribute), [1] IH (class in pdstools) (class in pdstools.ih) (class in pdstools.ih.IH) ih (Plots attribute), [1] IHInteraction (class in pdstools.ih.Schema) impact (_NotificationMixin attribute) ImpactAnalyzer (class in pdstools) (class in pdstools.impactanalyzer) (class in pdstools.impactanalyzer.ImpactAnalyzer) ImpactAnalyzerData (class in pdstools.impactanalyzer.Schema) import_datamart() (in module pdstools.utils.streamlit_utils) Impressions (ImpactAnalyzerData attribute) IncompatiblePegaVersionError index (Predictor attribute) Infinity (class in pdstools.infinity.client) initialized (Aggregate attribute) (ContextOperations attribute), [1] input_name (Predictor attribute) InteractionID (IHInteraction attribute) interactive() (FilterWidget method) internal (Metadata attribute) InternalServerError INTRODUCTION_FILENAME (in module pdstools.reports.GlobalExplanations.scripts.generate_report) InvalidInputs InvalidRequest is_available (Prediction property), [1], [2] is_context_selected() (FilterWidget method) is_leaf (Node attribute), [1] is_numeric (Split property), [1] is_secure (SecurityResult attribute) is_standard_NBAD_configuration() (in module pdstools.utils.metric_limits) is_standard_NBAD_prediction() (in module pdstools.utils.metric_limits) is_symbolic (Split property), [1] is_valid (Prediction property), [1], [2] is_valid_polars_duration() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._polars) Issue (IHInteraction attribute) issues (SecurityResult attribute) isValidPrediction (PredictionData attribute) item() (Sample method) items() (MultiTrees method), [1] K keep_temp_files (ReportOptions attribute) keys() (MultiTrees method), [1] knowledge_buddy (AsyncInfinity attribute) (Infinity attribute) KnowledgeBuddy (class in pdstools.infinity.resources) (class in pdstools.infinity.resources.knowledge_buddy) (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) L label (_ModelMixin attribute) (_PredictionMixin attribute) (ModelAttributes attribute) label_name (Output attribute) last (MultiTrees property), [1] last() (Aggregates method) last_modified_date (Metadata attribute) last_update_time (_PredictionMixin attribute) lazy_sample() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._polars) LazyNamespace (class in pdstools.utils.namespaces) LazyNamespaceMeta (class in pdstools.utils.namespaces) learning_rate (ADMTreesModel attribute), [1] LEFT_PREFIX (Preprocess attribute) legend_color_order() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._misc) level (DecisionAnalyzer attribute), [1] lift (Metrics attribute) lift() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._metrics) LIFT_DIRECTION_COLORS (in module pdstools.utils.plot_utils) lift_trend() (PredictionPlots method), [1] list_apps() (in module pdstools.cli) list_available_models_to_add() (AsyncChampionChallenger method), [1], [2] (ChampionChallenger method), [1], [2] list_metrics() (MetricFormats class method), [1] list_models() (AsyncPredictionStudio method), [1], [2] (PredictionStudio method), [1], [2] list_predictions() (_PredictionStudioBaseMixin method) (AsyncPredictionStudio method), [1], [2], [3], [4] (PredictionStudio method), [1], [2], [3], [4] locale (NumberFormat attribute), [1] localized_value (PegaException attribute) LocalModel (class in pdstools.infinity.resources.prediction_studio.base) location (_DataMartExportMixin attribute) (_DatamartExportV24_2Mixin attribute) log_odds_polars() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._metrics) logger (in module pdstools.adm.Plots._helpers) (in module pdstools.adm.Plots._performance) (in module pdstools.adm.trees._agb) (in module pdstools.adm.trees._model) (in module pdstools.adm.trees._multi) (in module pdstools.decision_analyzer.data_read_utils) (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.internal._auth) (in module pdstools.infinity.internal._base_client) (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.infinity.resources.prediction_studio.v24_2.champion_challenger._mixin) (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.cdh_utils) (in module pdstools.utils.cdh_utils._common) (in module pdstools.utils.namespaces) (in module pdstools.utils.plot_utils) (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._common) (in module pdstools.utils.show_versions) (in module pdstools.valuefinder.Plots) M main() (in module pdstools.cli) mandatory_actions (DecisionAnalyzer property), [1] MANDATORY_PRIORITY_THRESHOLD (in module pdstools.decision_analyzer.DecisionAnalyzer) max_by_hierarchy() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._polars_helpers) 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), [1] maximum() (MetricLimits class method), [1] memory_limit (Preprocess attribute) message (MissingDependenciesException attribute) Metadata (class in pdstools.infinity.resources.prediction_studio.local_model_utils) Metadata._ONNXMetadataEncoder (class in pdstools.infinity.resources.prediction_studio.local_model_utils) METRIC (in module pdstools.infinity.internal._constants) metric_descriptions() (ADMTreesModel static method), [1] MetricFormats (class in pdstools.utils.metric_limits) (class in pdstools.utils.report_utils) MetricLimits (class in pdstools.utils.metric_limits) (class in pdstools.utils.report_utils) metrics (ADMTreesModel property), [1] Metrics (class in pdstools.infinity.resources.prediction_studio.base) metrics (ModelAttributes attribute) MetricSpec (in module pdstools.utils.metric_limits) min_max() (Anonymization static method), [1] min_value (Output attribute) minimum() (MetricLimits class method), [1] minimum_supported_version (IncompatiblePegaVersionError attribute) MISSING (_SPECIAL attribute) MissingDependenciesException model (ADMTreesModel attribute), [1] Model (class in pdstools.infinity.resources.prediction_studio.base) (class in pdstools.infinity.resources.prediction_studio.v24_2) (class in pdstools.infinity.resources.prediction_studio.v24_2.model) model_and_row_counts() (in module pdstools.utils.streamlit_utils) model_context_limit (Preprocess attribute) (ReportGenerator attribute) MODEL_CONTEXTS (_TABLE_NAME attribute) model_data (ADMDatamart attribute), [1], [2] model_id (_ModelMixin attribute) (_ModelV24_2Mixin attribute) model_name (Explanations attribute), [1] (MultiTrees attribute), [1] (Preprocess attribute) model_objective (_ChampionChallengerV24_2Mixin attribute), [1], [2], [3] (AsyncChampionChallenger attribute), [1], [2] (ChampionChallenger attribute), [1], [2] model_performance_trend() (Plots method) model_reports() (Reports method) model_selection_df() (in module pdstools.utils.streamlit_utils) model_summary() (Aggregates method) model_type (_ModelMixin attribute) (_NotificationMixin attribute) (ModelAttributes attribute) model_version (Metadata attribute) ModelAttributes (class in pdstools.infinity.resources.prediction_studio.base) modelId (ModelAttributes attribute) modeling_technique (_ModelMixin attribute) (Metadata attribute) (ModelAttributes attribute) ModelName (PredictionData attribute) ModelPositives (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) ModelSecurityValidator (class in pdstools.infinity.resources.prediction_studio.model_security) ModelTechnique (IHInteraction attribute) ModelValidationError module pdstools pdstools.adm pdstools.adm.ADMDatamart pdstools.adm.Aggregates pdstools.adm.BinAggregator pdstools.adm.Plots pdstools.adm.Plots._base pdstools.adm.Plots._binning pdstools.adm.Plots._helpers pdstools.adm.Plots._overview pdstools.adm.Plots._performance pdstools.adm.Plots._predictors pdstools.adm.Plots._score pdstools.adm.Reports pdstools.adm.Schema pdstools.adm.trees pdstools.adm.trees._agb pdstools.adm.trees._model pdstools.adm.trees._multi pdstools.adm.trees._nodes pdstools.cli pdstools.decision_analyzer pdstools.decision_analyzer._aggregates pdstools.decision_analyzer._scoring pdstools.decision_analyzer.column_schema pdstools.decision_analyzer.data_read_utils pdstools.decision_analyzer.DecisionAnalyzer pdstools.decision_analyzer.plots pdstools.decision_analyzer.plots._common pdstools.decision_analyzer.plots._components pdstools.decision_analyzer.plots._distribution pdstools.decision_analyzer.plots._funnel pdstools.decision_analyzer.plots._offer_quality pdstools.decision_analyzer.plots._optionality pdstools.decision_analyzer.plots._sensitivity pdstools.decision_analyzer.plots._trend pdstools.decision_analyzer.plots._winloss pdstools.decision_analyzer.stage_grouping pdstools.decision_analyzer.utils pdstools.explanations pdstools.explanations.Aggregate pdstools.explanations.Explanations pdstools.explanations.ExplanationsUtils pdstools.explanations.FilterWidget pdstools.explanations.Plots pdstools.explanations.Preprocess pdstools.explanations.Reports pdstools.explanations.resources 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.infinity pdstools.infinity.client pdstools.infinity.internal pdstools.infinity.internal._auth pdstools.infinity.internal._base_client pdstools.infinity.internal._constants pdstools.infinity.internal._exceptions pdstools.infinity.internal._pagination pdstools.infinity.internal._resource 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.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.champion_challenger._async pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger._mixin pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger._sync 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._async pdstools.infinity.resources.prediction_studio.v24_2.prediction._mixin pdstools.infinity.resources.prediction_studio.v24_2.prediction._sync pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio._async pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio._mixin pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio._sync pdstools.infinity.resources.prediction_studio.v24_2.repository pdstools.pega_io 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.cdh_utils._common pdstools.utils.cdh_utils._dates pdstools.utils.cdh_utils._io pdstools.utils.cdh_utils._metrics pdstools.utils.cdh_utils._misc pdstools.utils.cdh_utils._namespacing pdstools.utils.cdh_utils._polars 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.report_utils._common pdstools.utils.report_utils._filenames pdstools.utils.report_utils._html pdstools.utils.report_utils._polars_helpers pdstools.utils.report_utils._quarto pdstools.utils.report_utils._query pdstools.utils.report_utils._tables 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) multiple_predictor_binning() (_BinningPlotsMixin method) multiple_score_distributions() (_ScorePlotsMixin method) MultipleErrors MultiTrees (class in pdstools.adm.trees) (class in pdstools.adm.trees._multi) N n_customers (ValueFinder attribute), [1], [2] n_unique_values() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._polars_helpers) NAIVE_BAYES (AdmModelType attribute) name (_RepositoryMixin attribute) (AsyncRepository attribute), [1] (Attribute attribute) (FilterAttributes attribute) Name (IHInteraction attribute) name (Predictor attribute) (Repository attribute), [1] (SearchResult attribute) (TextInput attribute) namespace (MissingDependenciesException attribute) NBAD_PIPELINE (in module pdstools.decision_analyzer.stage_grouping) nbad_stages (ValueFinder attribute), [1], [2] negative_outcome_labels (IH attribute), [1], [2], [3], [4], [5] 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 Node (class in pdstools.adm.trees) (class in pdstools.adm.trees._nodes) NoMonitoringExportError NoMonitoringInfo normalize_all_binnings() (BinAggregator method) NotApplicableError Notification (class in pdstools.infinity.resources.prediction_studio.base) notification_id (_NotificationMixin attribute) notification_mnemonic (_NotificationMixin attribute) notification_type (_NotificationMixin attribute) NotificationCategory (in module pdstools.infinity.resources.prediction_studio.types) num_sample_interactions (DecisionAnalyzer property), [1] NumberFormat (class in pdstools.utils.number_format) (class in pdstools.utils.report_utils) NUMERIC (_PREDICTOR_TYPE attribute) (_TABLE_NAME attribute) NUMERIC_OVERALL (_TABLE_NAME attribute) numeric_value (RawExplanationData attribute) O objective (_PredictionMixin attribute) (Metadata attribute) (ModelAttributes attribute) offer_quality_piecharts() (in module pdstools.decision_analyzer.plots) (in module pdstools.decision_analyzer.plots._offer_quality) offer_quality_single_pie() (in module pdstools.decision_analyzer.plots) (in module pdstools.decision_analyzer.plots._offer_quality) ONNXModel (class in pdstools.infinity.resources.prediction_studio.local_model_utils) ONNXModelCreationError ONNXModelValidationError operator (Split attribute), [1], [2], [3] optionality_funnel (Plot attribute) optionality_funnel() (in module pdstools.decision_analyzer.plots._funnel) optionality_per_stage (Plot attribute) optionality_per_stage() (in module pdstools.decision_analyzer.plots._optionality) optionality_trend (Plot attribute) optionality_trend() (in module pdstools.decision_analyzer.plots._optionality) Outcome (IHInteraction attribute) outcome_labels (ImpactAnalyzer attribute), [1], [2] outcome_labels_used (IH attribute), [1], [2] (ImpactAnalyzer attribute), [1], [2] outcome_type (ModelAttributes 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), [1] output_type (ReportOptions attribute) over_time() (_PerformancePlotsMixin method) overall_gauges() (Plots method) overall_summary() (Aggregates method) (ImpactAnalyzer method), [1], [2] (Prediction method), [1], [2] OverallAggregate (class in pdstools.explanations.Schema) overlap_lists_polars() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._polars) overlap_matrix() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._polars) override_message (PegaException attribute) overview() (Plots method) OVERVIEW_FILENAME (in module pdstools.reports.GlobalExplanations.scripts.generate_report) overview_stats (DecisionAnalyzer property), [1] P P (in module pdstools.adm.Plots._helpers) (in module pdstools.valuefinder.Plots) package_name (in module pdstools.utils.show_versions) package_staged_changes() (_PredictionV24_2Mixin method), [1] PaginatedList (class in pdstools.infinity.internal._pagination) params (PegaException attribute) params_file (Reports attribute) 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_pega_date_time_formats() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._dates) parse_sample_flag() (in module pdstools.decision_analyzer.utils) parse_sample_spec() (in module pdstools.utils.streamlit_utils) parse_split() (in module pdstools.adm.trees) (in module pdstools.adm.trees._nodes) partition (ContextualAggregate attribute) (OverallAggregate attribute) (RawExplanationData attribute) partitioned_plot() (_OverviewPlotsMixin method) PARTITON (_COL attribute) patch() (AsyncAPIClient method) (SyncAPIClient method) path_to_files (Anonymization attribute), [1] pdstools module pdstools.adm module pdstools.adm.ADMDatamart module pdstools.adm.Aggregates module pdstools.adm.BinAggregator module pdstools.adm.Plots module pdstools.adm.Plots._base module pdstools.adm.Plots._binning module pdstools.adm.Plots._helpers module pdstools.adm.Plots._overview module pdstools.adm.Plots._performance module pdstools.adm.Plots._predictors module pdstools.adm.Plots._score module pdstools.adm.Reports module pdstools.adm.Schema module pdstools.adm.trees module pdstools.adm.trees._agb module pdstools.adm.trees._model module pdstools.adm.trees._multi module pdstools.adm.trees._nodes module pdstools.cli module pdstools.decision_analyzer module pdstools.decision_analyzer._aggregates module pdstools.decision_analyzer._scoring 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.plots._common module pdstools.decision_analyzer.plots._components module pdstools.decision_analyzer.plots._distribution module pdstools.decision_analyzer.plots._funnel module pdstools.decision_analyzer.plots._offer_quality module pdstools.decision_analyzer.plots._optionality module pdstools.decision_analyzer.plots._sensitivity module pdstools.decision_analyzer.plots._trend module pdstools.decision_analyzer.plots._winloss module pdstools.decision_analyzer.stage_grouping module pdstools.decision_analyzer.utils module pdstools.explanations module pdstools.explanations.Aggregate module pdstools.explanations.Explanations module pdstools.explanations.ExplanationsUtils module pdstools.explanations.FilterWidget module pdstools.explanations.Plots module pdstools.explanations.Preprocess module pdstools.explanations.Reports module pdstools.explanations.resources 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.infinity module pdstools.infinity.client module pdstools.infinity.internal module pdstools.infinity.internal._auth module pdstools.infinity.internal._base_client module pdstools.infinity.internal._constants module pdstools.infinity.internal._exceptions module pdstools.infinity.internal._pagination module pdstools.infinity.internal._resource 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.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.champion_challenger._async module pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger._mixin module pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger._sync 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._async module pdstools.infinity.resources.prediction_studio.v24_2.prediction._mixin module pdstools.infinity.resources.prediction_studio.v24_2.prediction._sync module pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio module pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio._async module pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio._mixin module pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio._sync module pdstools.infinity.resources.prediction_studio.v24_2.repository module pdstools.pega_io 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.cdh_utils._common module pdstools.utils.cdh_utils._dates module pdstools.utils.cdh_utils._io module pdstools.utils.cdh_utils._metrics module pdstools.utils.cdh_utils._misc module pdstools.utils.cdh_utils._namespacing module pdstools.utils.cdh_utils._polars 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.report_utils._common module pdstools.utils.report_utils._filenames module pdstools.utils.report_utils._html module pdstools.utils.report_utils._polars_helpers module pdstools.utils.report_utils._quarto module pdstools.utils.report_utils._query module pdstools.utils.report_utils._tables 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) pega_version (BaseClient attribute) PEGA_VERSIONS (in module pdstools.infinity.internal._constants) 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) PegaException PegaMLopsError PegaOAuth (class in pdstools.infinity.internal._auth) performance (in module pdstools.utils.pega_template) (Metrics attribute) Performance (PredictionData attribute) performance_threshold (Metadata attribute) performance_trend() (PredictionPlots method), [1] performance_volume_distribution() (_PerformancePlotsMixin method) performanceMeasure (Metrics attribute) pie_charts() (Plots method) plot (ADMDatamart attribute), [1], [2] Plot (class in pdstools.decision_analyzer.plots) plot (DecisionAnalyzer attribute), [1], [2], [3] (Explanations attribute), [1] (IH attribute), [1], [2], [3], [4], [5] (ImpactAnalyzer attribute), [1], [2], [3], [4], [5] (Prediction attribute), [1], [2] (ValueFinder attribute), [1], [2] plot_binning_attribution() (BinAggregator method) plot_binning_lift() (BinAggregator method) plot_component_overview() (in module pdstools.decision_analyzer.plots) (in module pdstools.decision_analyzer.plots._components) plot_contribution_per_tree() (ADMTreesModel method), [1] plot_contributions_by_context() (Plots method) plot_contributions_for_overall() (Plots method) plot_lift_binning() (BinAggregator method) plot_priority_component_distribution() (in module pdstools.decision_analyzer.plots) (in module pdstools.decision_analyzer.plots._components) plot_splits_per_variable() (ADMTreesModel method), [1] plot_splits_per_variable_type() (ADMTreesModel method), [1] plot_tree() (ADMTreesModel method), [1] 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), [1], [2] PMMLModel (class in pdstools.infinity.resources.prediction_studio.local_model_utils) polars_col_exists() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._polars_helpers) POLARS_DURATION_PATTERN (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._polars) polars_subset_to_existing_cols() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._polars_helpers) positive_negative (in module pdstools.utils.pega_template) positive_outcome_labels (IH attribute), [1], [2], [3], [4], [5] positive_values() (in module pdstools.utils.metric_limits) (in module pdstools.utils.report_utils) Positives (PredictionData attribute) Positives_Control (PredictionData attribute) Positives_NBA (PredictionData attribute) Positives_Test (PredictionData attribute) possible_values (Output attribute) post() (AsyncAPIClient method) (SyncAPIClient method) POTENTIALLY_MULTI_CHANNEL_NBAD_CONFIGURATIONS (in module pdstools.utils.metric_limits) preaggregated_filter_view (DecisionAnalyzer property), [1] preaggregated_remaining_view (DecisionAnalyzer property), [1] preaggregation_columns (DecisionAnalyzer attribute), [1] predict_method_uses_name_value_pair (Metadata attribute) Prediction (class in pdstools) (class in pdstools.infinity.resources.prediction_studio.base) (class in pdstools.infinity.resources.prediction_studio.v24_1) (class in pdstools.infinity.resources.prediction_studio.v24_1.prediction) (class in pdstools.infinity.resources.prediction_studio.v24_2) (class in pdstools.infinity.resources.prediction_studio.v24_2.prediction) (class in pdstools.infinity.resources.prediction_studio.v24_2.prediction._sync) (class in pdstools.prediction) (class in pdstools.prediction.Prediction) prediction (PredictionPlots attribute), [1] prediction_id (_ChampionChallengerV24_2Mixin attribute), [1], [2], [3] (_PredictionMixin attribute) (_PredictionV24_1Mixin attribute) (_PredictionV24_2Mixin attribute), [1] (AsyncChampionChallenger attribute), [1], [2] (ChampionChallenger attribute), [1], [2] prediction_validity_expr (Prediction attribute), [1], [2] PredictionData (class in pdstools.prediction.Schema) PredictionPlots (class in pdstools.prediction) (class in pdstools.prediction.Plots) predictions (Prediction attribute), [1], [2] PredictionSnapshot (class in pdstools.prediction.Schema) PredictionStudio (class in pdstools.infinity.resources.prediction_studio.v24_1) (class in pdstools.infinity.resources.prediction_studio.v24_1.prediction_studio) (class in pdstools.infinity.resources.prediction_studio.v24_2) (class in pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio) (class in pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio._sync) PredictionStudioBase (class in pdstools.infinity.resources.prediction_studio) (class in pdstools.infinity.resources.prediction_studio.base) (class in pdstools.infinity.resources.prediction_studio.v24_1) Predictor (class in pdstools.infinity.resources.prediction_studio.local_model_utils) predictor_binning() (_BinningPlotsMixin method) predictor_categorization() (ADMTreesModel method), [1] predictor_category_color_map (ADMDatamart property), [1], [2] predictor_category_performance() (_PredictorPlotsMixin method) predictor_contribution() (_PredictorPlotsMixin method) predictor_count() (_PredictorPlotsMixin method) predictor_data (ADMDatamart attribute), [1], [2] predictor_list (Metadata attribute) PREDICTOR_NAME (_COL attribute) predictor_name (ContextualAggregate attribute) (OverallAggregate attribute) (RawExplanationData attribute) predictor_performance() (_PredictorPlotsMixin method) predictor_performance_heatmap() (_PredictorPlotsMixin method) predictor_performance_pivot() (Aggregates method) PREDICTOR_TYPE (_COL attribute) predictor_type (ContextualAggregate attribute) (OverallAggregate attribute) (RawExplanationData attribute) predictors (ADMTreesModel property), [1] predictors_global_overview() (Aggregates method) predictors_overview() (Aggregates method) prepare_and_save() (in module pdstools.decision_analyzer.utils) Preprocess (class in pdstools.explanations.Preprocess) preprocess (Explanations attribute), [1] preprocess() (Anonymization method), [1] PRIO_COMPONENTS (in module pdstools.decision_analyzer.utils) prio_factor_boxplots (Plot attribute) prio_factor_boxplots() (in module pdstools.decision_analyzer.plots._sensitivity) PRIO_FACTORS (in module pdstools.decision_analyzer.plots) (in module pdstools.decision_analyzer.utils) priority_component_distribution() (Scoring method) process() (Anonymization method), [1] process_files_to_bytes() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._io) progress_bar (Preprocess attribute) promote_challenger_model() (_ChampionChallengerV24_2Mixin method), [1] Propensity (IHInteraction attribute) propensity_distribution() (Plots method) propensity_threshold() (Plots method) propensity_validation_warning (DecisionAnalyzer property), [1] propensity_vs_optionality (Plot attribute) propensity_vs_optionality() (in module pdstools.decision_analyzer.plots._optionality) proposition_success_rates() (_PerformancePlotsMixin method) put() (AsyncAPIClient method) (SyncAPIClient method) 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) pyInteractionID (RawExplanationData 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) 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) (RawExplanationData 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) quarto_callout_important() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._quarto) quarto_callout_info() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._quarto) quarto_callout_no_prediction_data_warning() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._quarto) quarto_callout_no_predictor_data_warning() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._quarto) quarto_plot_exception() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._quarto) quarto_print() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._quarto) QUERY (in module pdstools.utils.cdh_utils) (in module pdstools.utils.report_utils) (in module pdstools.utils.types) query_batch_limit (Preprocess attribute) question() (_KnowledgeBuddyMixin method) question_id (BuddyResponse attribute) R RAGValue (in module pdstools.utils.metric_limits) rank_boxplot (Plot attribute) rank_boxplot() (in module pdstools.decision_analyzer.plots._distribution) raw (Split attribute), [1], [2], [3] raw_columns (ColumnResolver attribute), [1] raw_input (ADMTreesModel attribute), [1] RawExplanationData (class in pdstools.explanations.Schema) re_rank() (Scoring method) read_data() (in module pdstools.pega_io) (in module pdstools.pega_io.File) read_dataflow_output() (in module pdstools.pega_io) (in module pdstools.pega_io.File) read_ds_export() (in module pdstools) (in module pdstools.pega_io) (in module pdstools.pega_io.File) read_gzipped_data() (in module pdstools.decision_analyzer.data_read_utils) read_gzipped_ndjson_directory() (in module pdstools.decision_analyzer.data_read_utils) read_multi_zip() (in module pdstools.pega_io) (in module pdstools.pega_io.File) read_nested_zip_files() (in module pdstools.decision_analyzer.data_read_utils) read_zipped_file() (in module pdstools.pega_io) (in module pdstools.pega_io.File) reference_id (_DatamartExportV24_2Mixin attribute) referenceId (_DataMartExportMixin attribute) register() (MetricFormats class method), [1] REMAINING (_SPECIAL attribute) remove_predictor() (_ChampionChallengerV24_2Mixin method), [1] rename_and_cast_types() (in module pdstools.decision_analyzer.utils) rename_mapping (ColumnResolver attribute) report (Explanations attribute), [1] report_folder (ReportGenerator attribute) report_foldername (Reports attribute) report_folderpath (Reports attribute) report_output_dir (Reports 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.base) (class in pdstools.infinity.resources.prediction_studio.v24_1) (class in pdstools.infinity.resources.prediction_studio.v24_1.repository) (class in pdstools.infinity.resources.prediction_studio.v24_2) (class in pdstools.infinity.resources.prediction_studio.v24_2.repository) repository() (_PredictionStudioBaseMixin method) (AsyncPredictionStudio method), [1], [2], [3], [4] (PredictionStudio method), [1], [2], [3], [4] repository_name (_DatamartExportV24_2Mixin attribute) (UploadedModel attribute) repositoryName (_DataMartExportMixin attribute) request (APIConnectionError attribute) (APITimeoutError attribute) request() (AsyncAPIClient method) (SyncAPIClient method) require_dependencies() (in module pdstools.utils.namespaces) REQUIRED_IA_COLUMNS (in module pdstools.impactanalyzer.Schema) REQUIRED_IH_COLUMNS (in module pdstools.ih.Schema) REQUIRED_RAW_COLUMNS (in module pdstools.explanations.Schema) requires() (in module pdstools.adm.Plots) (in module pdstools.adm.Plots._helpers) resolve() (ColumnResolver method) resolve_aliases() (in module pdstools.decision_analyzer.utils) resolve_filter_column() (in module pdstools.decision_analyzer.utils) resolve_outcome_labels() (in module pdstools.utils.pega_outcomes) response (PegaException 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), [1] ResponseT (in module pdstools.infinity.internal._base_client) RIGHT_PREFIX (Preprocess attribute) roll_up() (BinAggregator method) root_dir (Explanations attribute), [1] (ReportGenerator attribute) root_path (_RepositoryV24_2Mixin attribute) rule_set (Metadata attribute) rule_set_version (Metadata attribute) run() (in module pdstools.cli) (ONNXModel method) (ReportGenerator method) run_quarto() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._quarto) S s3_url (_RepositoryMixin property) (_RepositoryV24_2Mixin property) S3Data (class in pdstools.pega_io) (class in pdstools.pega_io.S3) safe_flatten_list() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._misc) safe_range_auc() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._metrics) Sample (class in pdstools.utils.polars_ext) sample (DecisionAnalyzer property), [1] sample() (Sample method) sample_interactions() (in module pdstools.decision_analyzer.utils) sample_size (DecisionAnalyzer attribute), [1] sample_trees() (in module pdstools.utils.datasets) sample_value_finder() (in module pdstools) (in module pdstools.utils.datasets) sample_values() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._polars_helpers) sanitize_metadata() (ModelSecurityValidator method) save() (ONNXModel method) save_data() (ADMDatamart method), [1], [2] (Prediction method), [1], [2] (ValueFinder method), [1], [2] scale_by (NumberFormat attribute), [1] SCOPE_HIERARCHY (in module pdstools.decision_analyzer.utils) score (Node attribute), [1] (RawExplanationData attribute) score() (ADMTreesModel method), [1] score_distribution() (_ScorePlotsMixin method) score_name (Output attribute) Scoring (class in pdstools.decision_analyzer._scoring) scoring (DecisionAnalyzer attribute), [1], [2], [3] 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) selected_files (Preprocess attribute) sensitivity (Plot attribute) sensitivity() (in module pdstools.decision_analyzer.plots._sensitivity) SEP (Preprocess attribute) serialize_query() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._query) set_level() (DecisionAnalyzer method), [1] set_selected_context() (FilterWidget method) set_threshold() (ValueFinder method), [1], [2] setup_logger() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._io) ShadowCCExists shap_coeff (RawExplanationData attribute) shape() (Sample method) should_cache_source() (in module pdstools.decision_analyzer.utils) show_about_page() (in module pdstools.utils.streamlit_utils) show_credits() (in module pdstools.utils.report_utils) (in module pdstools.utils.report_utils._quarto) show_sidebar_branding() (in module pdstools.utils.streamlit_utils) show_version_header() (in module pdstools.utils.streamlit_utils) show_versions() (in module pdstools) (in module pdstools.utils.show_versions) simplify_facet_titles() (in module pdstools.decision_analyzer.plots) (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), [1] 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) SortBy (in module pdstools.explanations.ExplanationsUtils) source (_ModelMixin attribute) (ModelAttributes attribute) Split (class in pdstools.adm.trees) (class in pdstools.adm.trees._nodes) split (Node attribute), [1] SplitOperator (in module pdstools.adm.trees) (in module pdstools.adm.trees._nodes) splits_per_tree (ADMTreesModel property), [1] splits_per_variable_type (ADMTreesModel property), [1] st_get_latest_pdstools_version() (in module pdstools.utils.streamlit_utils) stage_to_group_mapping (DecisionAnalyzer property), [1] StageGroupDef (class in pdstools.decision_analyzer.stage_grouping) stages (StageGroupDef attribute) stages_from_arbitration_down (DecisionAnalyzer property), [1] stages_with_propensity (DecisionAnalyzer property), [1] STANDARD_NBAD_CHANNELS (in module pdstools.utils.metric_limits) standard_NBAD_channels_rag() (in module pdstools.utils.metric_limits) (in module pdstools.utils.report_utils) standard_NBAD_configurations_rag() (in module pdstools.utils.metric_limits) (in module pdstools.utils.report_utils) standard_NBAD_directions_rag() (in module pdstools.utils.metric_limits) (in module pdstools.utils.report_utils) standard_NBAD_predictions_rag() (in module pdstools.utils.metric_limits) (in module pdstools.utils.report_utils) standard_page_config() (in module pdstools.utils.streamlit_utils) StartingEvidence (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) status (_ModelMixin attribute) (_PredictionMixin attribute) (BuddyResponse attribute) (ModelAttributes attribute) status_code (PegaException attribute) strict_positive_values() (in module pdstools.utils.metric_limits) (in module pdstools.utils.report_utils) subject (_PredictionMixin attribute) (ModelAttributes 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), [1] summarize_by_interaction() (Aggregates method) summarize_control_groups() (ImpactAnalyzer method), [1], [2] summarize_experiments() (ImpactAnalyzer method), [1], [2] summary_by_channel() (Aggregates method) (ImpactAnalyzer method), [1], [2] (Prediction method), [1], [2] summary_by_configuration() (Aggregates method) summary_outcomes() (Aggregates method) summary_success_rates() (Aggregates method) supported_pega_versions (in module pdstools.infinity.internal._constants) SYMBOLIC (_PREDICTOR_TYPE attribute) (_TABLE_NAME attribute) SYMBOLIC_OVERALL (_TABLE_NAME attribute) symbolic_value (RawExplanationData attribute) SyncAPIClient (class in pdstools.infinity.internal._base_client) SyncAPIResource (class in pdstools.infinity.internal._resource) T T (in module pdstools.adm.Plots._helpers) (in module pdstools.infinity.internal._pagination) (in module pdstools.valuefinder.Plots) table_definition (ColumnResolver attribute), [1] TableConfig (class in pdstools.decision_analyzer.column_schema) targetLabels (ModelAttributes attribute) temp_dir (S3Data attribute), [1] temp_path (Anonymization property), [1] TEMPLATES_FOLDER (in module pdstools.reports.GlobalExplanations.scripts.generate_report) text (_CONTRIBUTION_TYPE attribute) TextInput (class in pdstools.infinity.resources.knowledge_buddy.knowledge_buddy) thread_count (Preprocess attribute) threshold (ValueFinder property), [1], [2] threshold_deciles (Plot attribute) threshold_deciles() (in module pdstools.decision_analyzer.plots._sensitivity) timeout (BaseClient attribute) title (ReportOptions attribute) to_date (Explanations attribute), [1] (Preprocess attribute) (ReportGenerator attribute) TO_DATE_DEFAULT (in module pdstools.reports.GlobalExplanations.scripts.generate_report) to_json() (Metadata method) to_pandas_format() (NumberFormat method), [1] to_polars_expr() (NumberFormat method), [1] to_prpc_date_time() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._dates) token (PegaOAuth property) 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_FREQUENCY (_SPECIAL attribute) training_dataset (Metadata attribute) Treatment (IHInteraction attribute) tree_map() (_OverviewPlotsMixin method) tree_stats (ADMTreesModel property), [1] trees (ADMTreesModel attribute), [1] (MultiTrees attribute), [1] trend() (Plots method) trend_chart (Plot attribute) trend_chart() (in module pdstools.decision_analyzer.plots._trend) trigger_datamart_export() (AsyncPredictionStudio method), [1], [2] (PredictionStudio method), [1], [2] trigger_time (_NotificationMixin attribute) type (_RepositoryV24_2Mixin attribute) (Metadata attribute) (ModelAttributes attribute) (TableConfig attribute) type_mapping (ColumnResolver attribute) U UnavailableBuddyError unique_channel_direction (ADMDatamart property), [1], [2] unique_channels (ADMDatamart property), [1], [2] unique_configuration_channel_direction (ADMDatamart property), [1], [2] unique_configurations (ADMDatamart property), [1], [2] UNIQUE_CONTEXTS_FILENAME (in module pdstools.reports.GlobalExplanations.scripts.generate_report) unique_contexts_filename (Preprocess attribute) unique_predictor_categories (ADMDatamart property), [1], [2] update_axes_clean() (in module pdstools.utils.plot_utils) update_challenger_response_share() (_ChampionChallengerV24_2Mixin method), [1] updated_by (_ModelMixin attribute) upload_model() (_PredictionStudioV24_1Mixin method) (_PredictionStudioV24_2Mixin method), [1] UploadedModel (class in pdstools.infinity.resources.prediction_studio.base) (class in pdstools.infinity.resources.prediction_studio.v24_2.model_upload) V validate() (LocalModel method) (ONNXModel method) validate_and_get_type() (_CONTRIBUTION_TYPE class method) validate_columns() (in module pdstools.decision_analyzer.data_read_utils) validate_data_type() (Predictor method) validate_folder() (Aggregate 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), [1] value (AttributeValue attribute) Value (PegaDefaultTables.pyValueFinder attribute) (pyValueFinder attribute) value (SearchResult attribute) (Split attribute), [1], [2], [3] (TextInput attribute) ValueFinder (class in pdstools) (class in pdstools.valuefinder) (class in pdstools.valuefinder.ValueFinder) ValueMapping (in module pdstools.utils.metric_limits) ValuePerImpression (ImpactAnalyzerData attribute) values (Attribute attribute) (FilterAttributes attribute) values() (MultiTrees method), [1] variable (Split attribute), [1], [2], [3] verify (BaseClient attribute) (PegaOAuth attribute) verify_model_hash() (in module pdstools.infinity.resources.prediction_studio.model_security) version (_PredictionStudioBaseMixin attribute) (_PredictionStudioV24_1Mixin attribute) (_PredictionStudioV24_2Mixin attribute), [1] (AsyncInfinity property) (AsyncPredictionStudio attribute), [1], [2] (Infinity property) (PredictionStudio attribute), [1], [2] vf (Aggregates attribute) (Plots attribute) W weighted_average_polars() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._polars) weighted_performance_polars() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._polars) X X_AXIS_TITLE_DEFAULT (Plots attribute) Y Y_AXIS_TITLE_DEFAULT (Plots attribute) Z z_ratio() (in module pdstools.utils.cdh_utils) (in module pdstools.utils.cdh_utils._metrics)