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 _ __init__() (process_improve.monitoring.control_charts.ControlChart method) (process_improve.multivariate.methods.DataFrameDict method) A accuracy_ (process_improve.multivariate.methods.PLSDA attribute) action (process_improve.experiments.strategy.models.TransitionRule attribute) adj_r2_ (process_improve.regression.methods.OLS attribute) aggregate_to_product() (in module process_improve.sensory.analysis) aliases (process_improve.experiments.trade_off.TradeOffTableEntry attribute) aliasing (process_improve.experiments.models.Model attribute) align_scores() (in module process_improve.sensory.mam) align_with_path() (in module process_improve.batch.preprocessing) allocate_budget() (in module process_improve.experiments.strategy.budget) alternative_strategies (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) AnalysisRecipe (class in process_improve.recipes) AnalysisResult (class in process_improve.experiments.analysis) (class in process_improve.sensory.analysis) analytical_method (process_improve.experiments.strategy.models.DomainType attribute) analyze_descriptive() (in module process_improve.sensory.analysis) analyze_experiment() (in module process_improve.experiments.analysis) animate (process_improve.batch.plotting.MultiTagPlotSettings attribute) animate_batches_to_highlight (process_improve.batch.plotting.MultiTagPlotSettings attribute) animate_framerate_milliseconds (process_improve.batch.plotting.MultiTagPlotSettings attribute) animate_line_width (process_improve.batch.plotting.MultiTagPlotSettings attribute) animate_n_frames (process_improve.batch.plotting.MultiTagPlotSettings attribute) animate_show_pause (process_improve.batch.plotting.MultiTagPlotSettings attribute) animate_show_slider (process_improve.batch.plotting.MultiTagPlotSettings attribute) animate_slider_prefix (process_improve.batch.plotting.MultiTagPlotSettings attribute) animate_slider_vertical_offset (process_improve.batch.plotting.MultiTagPlotSettings attribute) Annotation (class in process_improve.visualization.spec) annotation_type (process_improve.visualization.spec.Annotation attribute) annotations (process_improve.visualization.spec.PanelSpec attribute) AnnotationType (class in process_improve.visualization.types) anova (process_improve.sensory.designed.ComparisonResult attribute) apply_correction() (in module process_improve.sensory.panel) apply_fitted_center_scale() (in module process_improve.chemistry.preprocessing) apply_fitted_transform() (in module process_improve.chemistry.preprocessing) apply_scaling() (in module process_improve.batch.preprocessing) apply_transform() (in module process_improve.chemistry.preprocessing) area (process_improve.visualization.types.MarkType attribute) arg_hints (process_improve.recipes.RecipeStep attribute) as_dict() (process_improve.config.Settings method) ASCA (class in process_improve.multivariate.methods) assessor_variance_equality() (in module process_improve.sensory.diagnostics) assumptions (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) augment_design() (in module process_improve.experiments.augment) axis (process_improve.visualization.spec.Annotation attribute) B backend_hints (process_improve.visualization.spec.PanelSpec attribute) bar (process_improve.visualization.types.MarkType attribute) batch_dtw() (in module process_improve.batch.preprocessing) BatchMonitor (class in process_improve.batch) BatchPCA (class in process_improve.batch) BatchPLS (class in process_improve.batch) BatchScaler (class in process_improve.batch.preprocessing) benjamini_hochberg() (in module process_improve.univariate.metrics) bioprocess (process_improve.experiments.strategy.models.DomainType attribute) BioreactorConfig (class in process_improve.simulation.batch) BioreactorSimulator (class in process_improve.simulation.batch) biweight_midvariance() (in module process_improve.univariate.metrics) BIWEIGHT_RHO_CONSISTENCY (in module process_improve.monitoring.control_charts) block_spe_limit() (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) BlockSet (class in process_improve.multivariate.methods) boilingpot() (in module process_improve.experiments.datasets) boundary_occupancy() (in module process_improve.sensory.diagnostics) box_cox (process_improve.visualization.types.DOEPlotType attribute) boxplot (process_improve.visualization.types.MarkType attribute) budget (process_improve.experiments.strategy.models.DOEProblemSpec attribute) budget_allocation (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) build_formula() (in module process_improve.experiments.analysis) C c() (in module process_improve.experiments.structures) calculate_cpk() (in module process_improve.monitoring.metrics) calculate_limits() (process_improve.monitoring.control_charts.ControlChart method) CAPABILITIES (in module process_improve.experiments.omars_trade_off) capability (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) cardinal_ph() (in module process_improve.simulation.batch) cardinal_temperature() (in module process_improve.simulation.batch) category (process_improve.visualization.types.ScaleType attribute) cell_culture (process_improve.experiments.strategy.models.DomainType attribute) center() (in module process_improve.multivariate.methods) center_and_scale() (in module process_improve.chemistry.preprocessing) ChartSpec (class in process_improve.visualization.spec) check_predictive_signal() (in module process_improve.multivariate._null) check_valid_batch_dict() (in module process_improve.batch.data_input) choose_transform() (in module process_improve.chemistry.preprocessing) class_enrichment() (in module process_improve.multivariate._null) class_statistics_ (process_improve.multivariate.methods.PLSDA attribute) classes_ (process_improve.multivariate.methods.PLSDA attribute) classify_zero_states() (in module process_improve.chemistry.preprocessing) clean() (in module process_improve.tool_spec) coefficient_plot() (in module process_improve.multivariate.plots) (process_improve.multivariate.methods.PLS method) coefficients_ (process_improve.regression.methods.OLS attribute) color (process_improve.visualization.spec.LayerSpec attribute) colour_map (process_improve.batch.plotting.MultiTagPlotSettings attribute) colours_per_batch_id() (in module process_improve.batch.plotting) Column (class in process_improve.experiments.structures) column_scale_ (process_improve.multivariate.methods.ASCA attribute) columns (process_improve.visualization.spec.ChartSpec attribute) columns_to_align_ (process_improve.batch.preprocessing.BatchScaler attribute) compare_products() (in module process_improve.sensory.designed) ComparisonResult (class in process_improve.sensory.designed) condition (process_improve.experiments.strategy.models.TransitionRule attribute) conf_interval_intercept_ (process_improve.regression.methods.OLS attribute) conf_intervals_ (process_improve.regression.methods.OLS attribute) confidence (process_improve.experiments.strategy.models.PriorKnowledge attribute) confidence_interval() (in module process_improve.univariate.metrics) config (process_improve.sensory.analysis.AnalysisResult attribute) (process_improve.sensory.designed.ComparisonResult attribute) confusion() (process_improve.multivariate.methods.PLSDA method) confusion_matrix_ (process_improve.multivariate.methods.PLSDA attribute) confusion_matrix_plot() (in module process_improve.multivariate.plots) (process_improve.multivariate.methods.PLSDA method) constraint_region (process_improve.visualization.types.AnnotationType attribute) constraint_region() (in module process_improve.visualization.spec) constraints (process_improve.experiments.strategy.models.DOEProblemSpec attribute) content_hash (process_improve.sensory.validation.ValidationResult attribute) contour (process_improve.visualization.types.DOEPlotType attribute) (process_improve.visualization.types.MarkType attribute) contribution_at_time_plot() (in module process_improve.batch._batch_plots) ControlChart (class in process_improve.monitoring.control_charts) copy() (process_improve.experiments.structures.Column method) correct() (process_improve.batch.control.MidCourseCorrector method) correct_batch_midcourse() (in module process_improve.simulation.tools) CorrectBatchMidcourseInput (class in process_improve.simulation.tools) correction (process_improve.sensory.analysis.AnalysisResult attribute) correlation_loadings_plot() (in module process_improve.multivariate.plots) count_discoveries_under_null() (in module process_improve.multivariate._null) covariates (process_improve.sensory.validation.ValidationResult attribute) create_names() (in module process_improve.experiments.structures) create_server() (in module process_improve.mcp_server) create_simulator() (in module process_improve.simulation.tools) CreateSimulatorInput (class in process_improve.simulation.tools) cross() (in module process_improve.batch.features) cross_validate() (process_improve.multivariate.methods.PLS method) cube_plot (process_improve.visualization.types.DOEPlotType attribute) cue_phrases (process_improve.recipes.AnalysisRecipe attribute) D d_block_scaling_ (process_improve.multivariate.methods.TPLS property) daniel (process_improve.visualization.types.DOEPlotType attribute) data (process_improve.experiments.models.Model attribute) (process_improve.visualization.spec.LayerSpec attribute) data() (in module process_improve.experiments.datasets) DataFrameDict (class in process_improve.multivariate.methods) dataset_fetch_timeout (process_improve.config.Settings property) decision_function() (process_improve.multivariate.methods.PLSDA method) decompose_batch_quality_variance() (in module process_improve.simulation.tools) DecomposeBatchQualityVarianceInput (class in process_improve.simulation.tools) DEFAULT_FACTORS (in module process_improve.experiments.omars_trade_off) default_line_width (process_improve.batch.plotting.MultiTagPlotSettings attribute) DEFAULT_RUNS (in module process_improve.experiments.omars_trade_off) DEFAULTS (in module process_improve.config) defining_relation (process_improve.experiments.trade_off.TradeOffTableEntry attribute) DESCRIPTIVE_LONG_COLUMNS (in module process_improve.sensory.validation) design_params (process_improve.experiments.strategy.models.ExperimentalStage attribute) design_type (process_improve.experiments.strategy.models.ExperimentalStage attribute) desirability_contour (process_improve.visualization.types.DOEPlotType attribute) detail_level (process_improve.experiments.strategy.models.DOEProblemSpec attribute) (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) detect_outliers() (process_improve.multivariate.methods.PCA method) (process_improve.multivariate.methods.PLS method) detect_outliers_esd() (in module process_improve.univariate.metrics) detection_rate() (in module process_improve.sensory.diagnostics) determine_scaling() (in module process_improve.batch.preprocessing) df_model_ (process_improve.regression.methods.OLS attribute) df_resid_ (process_improve.regression.methods.OLS attribute) diagnose() (process_improve.batch.BatchPCA method) (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) (process_improve.multivariate.methods.PCA method) (process_improve.multivariate.methods.PLS method) (process_improve.multivariate.methods.TPLS method) dict_to_melted() (in module process_improve.batch.data_input) dict_to_wide() (in module process_improve.batch.data_input) directive (process_improve.recipes.RecipeStep attribute) discover_tools() (in module process_improve.tool_spec) discriminate_observational() (in module process_improve.sensory.analysis) display_results() (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) (process_improve.multivariate.methods.TPLS method) distillateflow() (in module process_improve.experiments.datasets) distribution_fit() (in module process_improve.univariate.metrics) DOEPlotType (class in process_improve.visualization.types) DOEProblemSpec (class in process_improve.experiments.strategy.models) domain (process_improve.experiments.strategy.models.DOEProblemSpec attribute) (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) (process_improve.recipes.AnalysisRecipe attribute) (process_improve.visualization.spec.Encoding attribute) DomainType (class in process_improve.experiments.strategy.models) draw_initial_seed() (in module process_improve.simulation.model) dropped (process_improve.sensory.analysis.AnalysisResult attribute) dtw_core() (in module process_improve.batch.preprocessing) DTWresult (class in process_improve.batch.preprocessing) dunnett (process_improve.sensory.designed.ComparisonResult attribute) dunnett_vs_control() (in module process_improve.sensory.designed) DUPONT_URL (in module process_improve.batch.datasets) E EChartsAdapter (class in process_improve.visualization.adapters.echarts_adapter) effect_matrices_ (process_improve.multivariate.methods.ASCA attribute) effect_summary_plot() (in module process_improve.multivariate.plots) (process_improve.multivariate.methods.ASCA method) eigenvalue_summary() (in module process_improve.multivariate.methods) ellipse_coordinates() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) (process_improve.multivariate.methods.TPLS method) Encoding (class in process_improve.visualization.spec) enumerated_designs (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) ENV_VAR_NAMES (in module process_improve.config) error_df (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) errors (process_improve.sensory.validation.ValidationResult attribute) estimate_confirmation_runs() (in module process_improve.experiments.strategy.budget) estimate_rsm_runs() (in module process_improve.experiments.strategy.budget) estimate_screening_runs() (in module process_improve.experiments.strategy.budget) estimated_runs (process_improve.experiments.strategy.models.ExperimentalStage attribute) evaluate_all() (in module process_improve.experiments.evaluate) evaluate_batch_control_policy() (in module process_improve.simulation.tools) evaluate_control_policies() (in module process_improve.batch.control) evaluate_design() (in module process_improve.experiments.evaluate) evaluate_model() (in module process_improve.experiments.optimization) EvaluateBatchControlPolicyInput (class in process_improve.simulation.tools) execute_tool_call() (in module process_improve.tool_spec) existing_data_summary (process_improve.experiments.strategy.models.DOEProblemSpec attribute) exists (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) expand_grid() (in module process_improve.experiments.structures) ExperimentalStage (class in process_improve.experiments.strategy.models) ExperimentalStrategy (class in process_improve.experiments.strategy.models) explained_variance_plot() (in module process_improve.multivariate.plots) (process_improve.batch.BatchPCA method) Expt (class in process_improve.experiments.structures) extend() (process_improve.experiments.structures.Column method) extraction (process_improve.experiments.strategy.models.DomainType attribute) F f_agemax() (in module process_improve.batch.features) f_agemin() (in module process_improve.batch.features) f_area() (in module process_improve.batch.features) f_count() (in module process_improve.batch.features) f_crossing() (in module process_improve.batch.features) f_elbow() (in module process_improve.batch.features) f_iqr() (in module process_improve.batch.features) f_last() (in module process_improve.batch.features) f_max() (in module process_improve.batch.features) f_mean() (in module process_improve.batch.features) f_median() (in module process_improve.batch.features) f_min() (in module process_improve.batch.features) f_pvalue_ (process_improve.regression.methods.OLS attribute) f_robust_mad() (in module process_improve.batch.features) f_rupture() (in module process_improve.batch.features) f_slope() (in module process_improve.batch.features) f_statistic_ (process_improve.regression.methods.OLS attribute) f_std() (in module process_improve.batch.features) f_sum() (in module process_improve.batch.features) factor_names (process_improve.experiments.strategy.models.DOEProblemSpec property) factorial_anova() (in module process_improve.sensory.designed) factors (process_improve.experiments.strategy.models.DOEProblemSpec attribute) (process_improve.experiments.strategy.models.ExperimentalStage attribute) fallback (process_improve.experiments.strategy.models.TransitionRule attribute) fds_plot (process_improve.visualization.types.DOEPlotType attribute) feasible_designs (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) feature_importance (process_improve.multivariate.methods.TPLS attribute) feature_names_in_ (process_improve.regression.methods.OLS attribute) fermentation (process_improve.experiments.strategy.models.DomainType attribute) field (process_improve.visualization.spec.Encoding attribute) find_average_length() (in module process_improve.batch.preprocessing) find_elbow_point() (in module process_improve.bivariate.methods) find_line_intersection() (in module process_improve.bivariate.methods) find_predictive_descriptors() (in module process_improve.sensory.analysis) find_reference_batch() (in module process_improve.batch.preprocessing) fit() (process_improve.batch.BatchMonitor method) (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) (process_improve.batch.preprocessing.BatchScaler method) (process_improve.multivariate.methods.ASCA method) (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) (process_improve.multivariate.methods.MCUVScaler method) (process_improve.multivariate.methods.PCA method) (process_improve.multivariate.methods.PLS method) (process_improve.multivariate.methods.PLSDA method) (process_improve.multivariate.methods.PRM method) (process_improve.multivariate.methods.TPLS method) (process_improve.regression.methods.OLS method) fit_robust_lm() (in module process_improve.bivariate.methods) (in module process_improve.regression.methods) fit_transform() (process_improve.batch.BatchPCA method) (process_improve.multivariate.methods.PCA method) (process_improve.multivariate.methods.PLS method) fitted_values_ (process_improve.regression.methods.OLS attribute) fitting_info_ (process_improve.multivariate.methods.PCA attribute) (process_improve.multivariate.methods.PLS attribute) fitting_statistics (process_improve.multivariate.methods.TPLS attribute) flagged (process_improve.sensory.panel.PanelScorecard attribute) FMC_URL (in module process_improve.batch.datasets) food_science (process_improve.experiments.strategy.models.DomainType attribute) forg() (in module process_improve.experiments.models) format_str (process_improve.visualization.spec.Encoding attribute) formula (process_improve.experiments.analysis.AnalysisResult attribute) ftests (process_improve.sensory.mam.MAMResult attribute) full_factorial() (in module process_improve.experiments.designs_factorial) G gather() (in module process_improve.experiments.structures) general (process_improve.experiments.strategy.models.DomainType attribute) generate_design() (in module process_improve.experiments.designs) generate_omars() (in module process_improve.experiments.designs_omars_ilp) generate_one_frame() (in module process_improve.batch.plotting) generators (process_improve.experiments.trade_off.TradeOffTableEntry attribute) get_aliases() (process_improve.experiments.models.Model method) get_domain_template() (in module process_improve.experiments.strategy.domain_templates) get_factor_names() (process_improve.experiments.models.Model method) get_feature_names_out() (process_improve.multivariate.methods.MCUVScaler method) (process_improve.multivariate.methods.PCA method) (process_improve.multivariate.methods.PLS method) get_injected_simulator_state() (in module process_improve.simulation.context) get_omars_trade_off_table_entry() (in module process_improve.experiments.omars_trade_off) get_parameters() (process_improve.experiments.models.Model method) get_pool() (in module process_improve.tool_safety) get_recipe() (in module process_improve.recipes) get_response_name() (process_improve.experiments.models.Model method) get_reveal_confirmed() (in module process_improve.simulation.context) get_rgba_from_triplet() (in module process_improve.batch.plotting) get_sensory_tool_specs() (in module process_improve.sensory.tools) get_simulation_tool_specs() (in module process_improve.simulation.tools) get_title() (process_improve.experiments.models.Model method) (process_improve.experiments.structures.Expt method) get_tool_specs() (in module process_improve.tool_spec) get_trade_off_table_entry() (in module process_improve.experiments.trade_off) goal_includes_optimization (process_improve.experiments.strategy.models.DOEProblemSpec property) golden_trajectory() (process_improve.simulation.batch.BioreactorSimulator method) golf() (in module process_improve.experiments.datasets) grand_mean_ (process_improve.multivariate.methods.ASCA attribute) grocery() (in module process_improve.experiments.simulations) group_contributions() (in module process_improve.multivariate.methods) (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) H half_normal (process_improve.visualization.types.DOEPlotType attribute) half_pool_size (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) hard_to_change_factors (process_improve.experiments.strategy.models.DOEProblemSpec attribute) has_constraints (process_improve.experiments.strategy.models.DOEProblemSpec property) has_hard_to_change (process_improve.experiments.strategy.models.DOEProblemSpec property) has_mixture (process_improve.experiments.strategy.models.DOEProblemSpec property) has_supporting_data (process_improve.experiments.strategy.models.PriorKnowledge attribute) hat (process_improve.multivariate.methods.TPLS attribute) hat_ (process_improve.multivariate.methods.TPLS attribute) heatmap (process_improve.visualization.types.MarkType attribute) height (process_improve.visualization.spec.PanelSpec attribute) help() (process_improve.multivariate.methods.TPLS method) holm_bonferroni() (in module process_improve.univariate.metrics) hotellings_t2 (process_improve.multivariate.methods.TPLS attribute) hotellings_t2_limit() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) (process_improve.multivariate.methods.TPLS method) html_aspect_ratio_w_over_h (process_improve.batch.plotting.MultiTagPlotSettings attribute) html_image_height (process_improve.batch.plotting.MultiTagPlotSettings attribute) I idx_outside_3S (process_improve.monitoring.control_charts.ControlChart attribute) ilp_iterations (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) influence_ (process_improve.regression.methods.OLS attribute) inputs_needed (process_improve.recipes.AnalysisRecipe attribute) interaction (process_improve.visualization.types.DOEPlotType attribute) interaction_terms() (in module process_improve.interactions) intercept_ (process_improve.regression.methods.OLS attribute) interval_days (process_improve.simulation.batch.BioreactorConfig property) interval_start_days (process_improve.simulation.batch.BioreactorConfig property) inverse_transform() (process_improve.batch.preprocessing.BatchScaler method) (process_improve.multivariate.methods.MCUVScaler method) invert() (process_improve.multivariate.methods.PLS method) is_balanced_ (process_improve.multivariate.methods.ASCA attribute) is_fitted_ (process_improve.multivariate.methods.TPLS attribute) (process_improve.regression.methods.OLS attribute) is_validated() (in module process_improve.sensory.validation) K key (process_improve.recipes.AnalysisRecipe attribute) keys() (process_improve.multivariate.methods.DataFrameDict method) known_ranges_reliable (process_improve.experiments.strategy.models.PriorKnowledge attribute) known_significant_factors (process_improve.experiments.strategy.models.PriorKnowledge attribute) L label (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) (process_improve.experiments.trade_off.TradeOffTableEntry attribute) (process_improve.visualization.spec.Annotation attribute) (process_improve.visualization.types.AnnotationType attribute) layers (process_improve.visualization.spec.PanelSpec attribute) LayerSpec (class in process_improve.visualization.spec) layout (process_improve.visualization.spec.ChartSpec attribute) letters (process_improve.sensory.designed.ComparisonResult attribute) leverage_ (process_improve.regression.methods.OLS attribute) limits_at() (process_improve.batch.control.MidCourseCorrector method) line (process_improve.visualization.types.MarkType attribute) linear (process_improve.visualization.types.ScaleType attribute) link_group (process_improve.visualization.spec.ChartSpec attribute) linked (process_improve.visualization.spec.ChartSpec attribute) list_recipes() (in module process_improve.recipes) lm() (in module process_improve.experiments.models) load_batch_fake_data() (in module process_improve.batch.datasets) load_dryer() (in module process_improve.batch.datasets) load_dupont() (in module process_improve.batch.datasets) load_fmc() (in module process_improve.batch.datasets) load_nylon() (in module process_improve.batch.datasets) load_sbr() (in module process_improve.batch.datasets) loading_plot() (in module process_improve.multivariate.plots) (process_improve.batch.BatchPCA method) loadings_ (process_improve.multivariate.methods.PCA attribute) log (process_improve.visualization.types.ScaleType attribute) M main() (in module process_improve.mcp_server) main_effects (process_improve.visualization.types.DOEPlotType attribute) make_tpls_scorer() (in module process_improve.multivariate.methods) mam (process_improve.sensory.analysis.AnalysisResult attribute) MAMResult (class in process_improve.sensory.mam) manufacture() (in module process_improve.experiments.simulations) mark (process_improve.visualization.spec.LayerSpec attribute) MarkType (class in process_improve.visualization.types) materialize_model() (in module process_improve.simulation.model) max_cells (process_improve.config.Settings property) max_depth (process_improve.config.Settings property) max_factors_combinatorial (process_improve.config.Settings property) max_formula_chars (process_improve.config.Settings property) max_formula_terms (process_improve.config.Settings property) max_matrix_cols (process_improve.config.Settings property) max_matrix_rows (process_improve.config.Settings property) max_memory_mb (process_improve.config.Settings property) max_regression_points (process_improve.config.Settings property) max_string (process_improve.config.Settings property) MBPCA (class in process_improve.multivariate.methods) MBPLS (class in process_improve.multivariate.methods) mcp_safe_mode (process_improve.config.Settings property) MCUVScaler (class in process_improve.multivariate.methods) means (process_improve.sensory.designed.ComparisonResult attribute) median_absolute_deviation() (in module process_improve.univariate.metrics) melt_df_to_series() (in module process_improve.batch.data_input) melted_to_dict() (in module process_improve.batch.data_input) melted_to_wide() (in module process_improve.batch.data_input) metadata (process_improve.visualization.spec.ChartSpec attribute) midcourse_correction() (in module process_improve.batch.control) MidCourseCorrector (class in process_improve.batch.control) min_runs_full (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) min_runs_quad (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) min_runs_satd (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) minimum_aberration_generators() (in module process_improve.experiments.trade_off) minka_mle() (process_improve.multivariate.methods.PCA class method) mixed_assessor_model() (in module process_improve.sensory.mam) mode (process_improve.batch.plotting.MultiTagPlotSettings attribute) (process_improve.sensory.analysis.AnalysisResult attribute) (process_improve.sensory.validation.ValidationResult attribute) Model (class in process_improve.experiments.models) model (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) model_config (process_improve.batch.plotting.MultiTagPlotSettings attribute) (process_improve.experiments.strategy.models.DOEProblemSpec attribute) (process_improve.experiments.strategy.models.ExperimentalStage attribute) (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) (process_improve.experiments.strategy.models.PriorKnowledge attribute) (process_improve.experiments.strategy.models.TransitionRule attribute) (process_improve.simulation.tools.CorrectBatchMidcourseInput attribute) (process_improve.simulation.tools.CreateSimulatorInput attribute) (process_improve.simulation.tools.DecomposeBatchQualityVarianceInput attribute) (process_improve.simulation.tools.EvaluateBatchControlPolicyInput attribute) (process_improve.simulation.tools.RevealSimulatorInput attribute) (process_improve.simulation.tools.SimulateBatchCampaignInput attribute) (process_improve.simulation.tools.SimulateProcessInput attribute) model_params (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) models_ (process_improve.multivariate.methods.ASCA attribute) module process_improve.batch._batch_plots process_improve.batch.control process_improve.batch.data_input process_improve.batch.datasets process_improve.batch.features process_improve.batch.plotting process_improve.batch.preprocessing process_improve.bivariate.methods process_improve.chemistry.preprocessing process_improve.config process_improve.experiments.analysis process_improve.experiments.augment process_improve.experiments.datasets process_improve.experiments.designs process_improve.experiments.designs_factorial process_improve.experiments.designs_omars_ilp process_improve.experiments.evaluate process_improve.experiments.models process_improve.experiments.omars_trade_off process_improve.experiments.optimization process_improve.experiments.simulations process_improve.experiments.strategy process_improve.experiments.strategy.budget process_improve.experiments.strategy.domain_templates process_improve.experiments.strategy.engine process_improve.experiments.strategy.models process_improve.experiments.structures process_improve.experiments.trade_off process_improve.interactions process_improve.mcp_server process_improve.monitoring.control_charts process_improve.monitoring.metrics process_improve.multivariate._null process_improve.multivariate.methods process_improve.multivariate.plots process_improve.recipes process_improve.regression.methods process_improve.sensory process_improve.sensory.analysis process_improve.sensory.designed process_improve.sensory.diagnostics process_improve.sensory.ingest process_improve.sensory.mam process_improve.sensory.panel process_improve.sensory.recipes process_improve.sensory.tools process_improve.sensory.validation process_improve.simulation.batch process_improve.simulation.context process_improve.simulation.model process_improve.simulation.recipes process_improve.simulation.tools process_improve.tool_safety process_improve.tool_spec process_improve.univariate.metrics process_improve.visualization process_improve.visualization.adapters.echarts_adapter process_improve.visualization.adapters.plotly_adapter process_improve.visualization.spec process_improve.visualization.types monitor() (process_improve.batch.BatchMonitor method) multiple_linear_regression() (in module process_improve.regression.methods) MultiTagPlotSettings (class in process_improve.batch.plotting) N n_categorical (process_improve.experiments.strategy.models.DOEProblemSpec property) n_classes_ (process_improve.multivariate.methods.PLSDA attribute) n_conditions (process_improve.multivariate.methods.TPLS attribute) n_continuous (process_improve.experiments.strategy.models.DOEProblemSpec property) n_factors (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) (process_improve.experiments.strategy.models.DOEProblemSpec property) (process_improve.experiments.trade_off.TradeOffTableEntry attribute) n_features_in_ (process_improve.batch.preprocessing.BatchScaler attribute) (process_improve.regression.methods.OLS attribute) n_generators (process_improve.experiments.trade_off.TradeOffTableEntry attribute) n_mixture (process_improve.experiments.strategy.models.DOEProblemSpec property) n_outputs (process_improve.multivariate.methods.TPLS attribute) n_replicates (process_improve.experiments.trade_off.TradeOffTableEntry attribute) n_restarts (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) n_runs (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) (process_improve.experiments.trade_off.TradeOffTableEntry attribute) n_samples (process_improve.multivariate.methods.TPLS attribute) n_samples_ (process_improve.regression.methods.OLS attribute) n_steps (process_improve.simulation.batch.BioreactorConfig property) n_substances (process_improve.multivariate.methods.TPLS attribute) n_weight_iter_ (process_improve.multivariate.methods.PRM attribute) name (process_improve.experiments.models.Model attribute) (process_improve.visualization.spec.LayerSpec attribute) ncols (process_improve.batch.plotting.MultiTagPlotSettings attribute) nested_cv() (process_improve.multivariate.methods.PLS class method) nominal_trajectory() (process_improve.simulation.batch.BioreactorSimulator method) normal_probability (process_improve.visualization.types.DOEPlotType attribute) normalisation_check() (in module process_improve.chemistry.preprocessing) normalized_df (process_improve.sensory.validation.ValidationResult attribute) nrows (process_improve.batch.plotting.MultiTagPlotSettings attribute) O observation_contributions() (in module process_improve.multivariate.methods) observation_names (process_improve.multivariate.methods.TPLS attribute) oildoe() (in module process_improve.experiments.datasets) ok (process_improve.sensory.validation.ValidationResult attribute) OLS (class in process_improve.regression.methods) ols_result (process_improve.experiments.analysis.AnalysisResult attribute) omars_minimum_runs() (in module process_improve.experiments.omars_trade_off) omars_trade_off_table() (in module process_improve.experiments.omars_trade_off) OmarsSearchReport (class in process_improve.experiments.designs_omars_ilp) OmarsTradeOffTableEntry (class in process_improve.experiments.omars_trade_off) one_iteration_dtw() (in module process_improve.batch.preprocessing) online_monitoring_plot() (in module process_improve.batch._batch_plots) online_rmse() (process_improve.batch.BatchPLS method) opacity (process_improve.visualization.spec.LayerSpec attribute) optimal_trajectory() (process_improve.simulation.batch.BioreactorSimulator method) optimize_responses() (in module process_improve.experiments.optimization) order (process_improve.recipes.RecipeStep attribute) outlier_summary() (process_improve.multivariate.methods.PRM method) overlay (process_improve.visualization.types.DOEPlotType attribute) P p_loadings_f (process_improve.multivariate.methods.TPLS attribute) p_loadings_z (process_improve.multivariate.methods.TPLS attribute) p_value_intercept_ (process_improve.regression.methods.OLS attribute) p_values_ (process_improve.regression.methods.OLS attribute) pair_coverage() (in module process_improve.interactions) panel (process_improve.sensory.analysis.AnalysisResult attribute) panel_scorecard() (in module process_improve.sensory.panel) panels (process_improve.visualization.spec.ChartSpec attribute) PanelScorecard (class in process_improve.sensory.panel) PanelSpec (class in process_improve.visualization.spec) parallel_analysis() (process_improve.multivariate.methods.PCA class method) pareto (process_improve.visualization.types.DOEPlotType attribute) PCA (class in process_improve.multivariate.methods) pca (process_improve.sensory.analysis.AnalysisResult attribute) permutation_column_null() (in module process_improve.sensory.analysis) permutation_q2() (in module process_improve.multivariate._null) permutation_test() (process_improve.multivariate.methods.ASCA method) (process_improve.multivariate.methods.PLSDA method) perturbation (process_improve.visualization.types.DOEPlotType attribute) pharma_formulation (process_improve.experiments.strategy.models.DomainType attribute) pi_center (process_improve.experiments.structures.Column attribute) pi_hi (process_improve.experiments.structures.Column attribute) pi_index (process_improve.experiments.structures.Column attribute) pi_is_coded (process_improve.experiments.structures.Column attribute) pi_levels (process_improve.experiments.structures.Column attribute) pi_lo (process_improve.experiments.structures.Column attribute) pi_name (process_improve.experiments.structures.Column attribute) pi_numeric (process_improve.experiments.structures.Column attribute) pi_range (process_improve.experiments.structures.Column attribute) pi_range_ (process_improve.regression.methods.OLS attribute) pi_source (process_improve.experiments.structures.Expt attribute) pi_title (process_improve.experiments.structures.Expt attribute) pi_units (process_improve.experiments.structures.Column attribute) (process_improve.experiments.structures.Expt attribute) pipeline_null() (in module process_improve.multivariate._null) plot_all_batches_per_tag() (in module process_improve.batch.plotting) plot_multitags() (in module process_improve.batch.plotting) plot_to_HTML() (in module process_improve.batch.plotting) plot_type (process_improve.visualization.spec.ChartSpec attribute) PlotlyAdapter (class in process_improve.visualization.adapters.plotly_adapter) PLS (class in process_improve.multivariate.methods) PLSDA (class in process_improve.multivariate.methods) point_ids (process_improve.visualization.spec.ChartSpec attribute) pollutant() (in module process_improve.experiments.datasets) popcorn() (in module process_improve.experiments.simulations) power_curve (process_improve.visualization.types.DOEPlotType attribute) predict() (in module process_improve.experiments.models) (process_improve.batch.BatchPLS method) (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) (process_improve.multivariate.methods.PCA method) (process_improve.multivariate.methods.PLS method) (process_improve.multivariate.methods.PLSDA method) (process_improve.multivariate.methods.TPLS method) (process_improve.regression.methods.OLS method) predict_online() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) predict_online_trace() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) predict_proba() (process_improve.multivariate.methods.PLSDA method) prediction_interval() (process_improve.batch.BatchPLS method) (process_improve.multivariate.methods.PLS method) (process_improve.regression.methods.OLS method) prediction_variance (process_improve.visualization.types.DOEPlotType attribute) predictions_vs_observed_plot() (in module process_improve.multivariate.plots) (process_improve.batch.BatchPLS method) (process_improve.multivariate.methods.MBPLS method) (process_improve.multivariate.methods.PLS method) preproc_ (process_improve.multivariate.methods.TPLS attribute) prior_knowledge (process_improve.experiments.strategy.models.DOEProblemSpec attribute) PriorKnowledge (class in process_improve.experiments.strategy.models) priors_ (process_improve.multivariate.methods.PLSDA attribute) PRM (class in process_improve.multivariate.methods) process_improve.batch._batch_plots module process_improve.batch.control module process_improve.batch.data_input module process_improve.batch.datasets module process_improve.batch.features module process_improve.batch.plotting module process_improve.batch.preprocessing module process_improve.bivariate.methods module process_improve.chemistry.preprocessing module process_improve.config module process_improve.experiments.analysis module process_improve.experiments.augment module process_improve.experiments.datasets module process_improve.experiments.designs module process_improve.experiments.designs_factorial module process_improve.experiments.designs_omars_ilp module process_improve.experiments.evaluate module process_improve.experiments.models module process_improve.experiments.omars_trade_off module process_improve.experiments.optimization module process_improve.experiments.simulations module process_improve.experiments.strategy module process_improve.experiments.strategy.budget module process_improve.experiments.strategy.domain_templates module process_improve.experiments.strategy.engine module process_improve.experiments.strategy.models module process_improve.experiments.structures module process_improve.experiments.trade_off module process_improve.interactions module process_improve.mcp_server module process_improve.monitoring.control_charts module process_improve.monitoring.metrics module process_improve.multivariate._null module process_improve.multivariate.methods module process_improve.multivariate.plots module process_improve.recipes module process_improve.regression.methods module process_improve.sensory module process_improve.sensory.analysis module process_improve.sensory.designed module process_improve.sensory.diagnostics module process_improve.sensory.ingest module process_improve.sensory.mam module process_improve.sensory.panel module process_improve.sensory.recipes module process_improve.sensory.tools module process_improve.sensory.validation module process_improve.simulation.batch module process_improve.simulation.context module process_improve.simulation.model module process_improve.simulation.recipes module process_improve.simulation.tools module process_improve.tool_safety module process_improve.tool_spec module process_improve.univariate.metrics module process_improve.visualization module process_improve.visualization.adapters.echarts_adapter module process_improve.visualization.adapters.plotly_adapter module process_improve.visualization.spec module process_improve.visualization.types module product_means (process_improve.sensory.analysis.AnalysisResult attribute) product_means() (in module process_improve.sensory.analysis) project() (process_improve.multivariate.methods.PCA method) (process_improve.multivariate.methods.PLS method) project_variables() (in module process_improve.multivariate.methods) projection_matrix() (process_improve.batch.BatchPLS method) (process_improve.multivariate.methods.PCA method) (process_improve.multivariate.methods.PLS method) psi() (in module process_improve.monitoring.control_charts) purpose (process_improve.experiments.strategy.models.ExperimentalStage attribute) pvalues_ (process_improve.multivariate.methods.ASCA attribute) Q q_loadings_y (process_improve.multivariate.methods.TPLS attribute) R r2_ (process_improve.regression.methods.OLS attribute) r2_frac (process_improve.multivariate.methods.TPLS attribute) r_loadings_f (process_improve.multivariate.methods.TPLS attribute) raincloud() (in module process_improve.visualization) randomization_test_mbpls() (in module process_improve.multivariate.methods) raw_text (process_improve.experiments.strategy.models.PriorKnowledge attribute) reason (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) reasoning (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) reasons (process_improve.sensory.panel.PanelScorecard attribute) RecipeStep (class in process_improve.recipes) recommend_strategy() (in module process_improve.experiments.strategy) (in module process_improve.experiments.strategy.engine) reference_band (process_improve.visualization.types.AnnotationType attribute) reference_line (process_improve.visualization.types.AnnotationType attribute) register_recipe() (in module process_improve.recipes) register_themes() (in module process_improve.visualization) relate (process_improve.sensory.analysis.AnalysisResult attribute) relate_designed() (in module process_improve.sensory.analysis) relate_observational() (in module process_improve.sensory.analysis) reload() (process_improve.config.Settings method) render() (process_improve.visualization.adapters.echarts_adapter.EChartsAdapter method) (process_improve.visualization.adapters.plotly_adapter.PlotlyAdapter method) render_panel() (process_improve.visualization.adapters.echarts_adapter.EChartsAdapter method) (process_improve.visualization.adapters.plotly_adapter.PlotlyAdapter method) repeated_median_slope() (in module process_improve.regression.methods) resample_to_reference() (in module process_improve.batch.preprocessing) reshape_to_long() (in module process_improve.sensory.ingest) residuals_ (process_improve.multivariate.methods.ASCA attribute) (process_improve.regression.methods.OLS attribute) residuals_vs_fitted (process_improve.visualization.types.DOEPlotType attribute) residuals_vs_order (process_improve.visualization.types.DOEPlotType attribute) resolution (process_improve.experiments.trade_off.TradeOffTableEntry attribute) responses (process_improve.experiments.strategy.models.DOEProblemSpec attribute) results (process_improve.experiments.analysis.AnalysisResult attribute) reveal_simulator() (in module process_improve.simulation.tools) RevealSimulatorInput (class in process_improve.simulation.tools) reverse_scaling() (in module process_improve.batch.preprocessing) rho() (in module process_improve.monitoring.control_charts) ridge_trace (process_improve.visualization.types.DOEPlotType attribute) risks (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) robust_regression() (in module process_improve.regression.methods) robust_weights_ (process_improve.multivariate.methods.PRM attribute) roc_auc() (process_improve.multivariate.methods.PLSDA method) roman (process_improve.experiments.trade_off.TradeOffTableEntry attribute) run_size (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) rv2_coefficient() (in module process_improve.multivariate.methods) rv_coefficient() (in module process_improve.multivariate.methods) S s (process_improve.monitoring.control_charts.ControlChart attribute) safe_execute_tool_call() (in module process_improve.tool_safety) (in module process_improve.tool_spec) sample_days (process_improve.simulation.batch.BioreactorConfig property) sample_initial_conditions() (in module process_improve.simulation.batch) SBR_URL (in module process_improve.batch.datasets) scale (process_improve.visualization.spec.Encoding attribute) scale() (in module process_improve.multivariate.methods) scale_df_ (process_improve.batch.preprocessing.BatchScaler attribute) ScaleType (class in process_improve.visualization.types) scaling (process_improve.sensory.mam.MAMResult attribute) scaling_factor_for_scores (process_improve.multivariate.methods.TPLS attribute) SCALING_METHODS (in module process_improve.chemistry.preprocessing) scatter (process_improve.visualization.types.MarkType attribute) score() (process_improve.multivariate.methods.PCA method) (process_improve.multivariate.methods.PLS method) (process_improve.multivariate.methods.PLSDA method) (process_improve.multivariate.methods.TPLS method) score_contributions() (in module process_improve.multivariate.methods) (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) score_limit() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) score_plot() (in module process_improve.multivariate.plots) (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) scores_ (process_improve.multivariate.methods.PCA attribute) (process_improve.multivariate.methods.PLS attribute) se_ (process_improve.regression.methods.OLS attribute) search_mode (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) secondary_y (process_improve.visualization.spec.PanelSpec attribute) secondary_y_title (process_improve.visualization.spec.PanelSpec attribute) select_analysis_recipe() (in module process_improve.recipes) select_n_components() (process_improve.multivariate.methods.MBPLS class method) (process_improve.multivariate.methods.PCA class method) (process_improve.multivariate.methods.PLS class method) select_recipe() (in module process_improve.recipes) selectivity_ratio() (process_improve.multivariate.methods.PLS method) sensitivity_budget() (process_improve.simulation.batch.BioreactorSimulator method) sensory_analyze_descriptive() (in module process_improve.sensory.tools) sensory_panel_check() (in module process_improve.sensory.tools) sensory_reshape_to_long() (in module process_improve.sensory.tools) sensory_validate_descriptive() (in module process_improve.sensory.tools) set_fit_request() (process_improve.batch.BatchMonitor method) (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) (process_improve.multivariate.methods.ASCA method) (process_improve.multivariate.methods.PLS method) (process_improve.multivariate.methods.PLSDA method) (process_improve.multivariate.methods.PRM method) set_predict_request() (process_improve.batch.BatchPLS method) set_score_request() (process_improve.batch.BatchPLS method) (process_improve.multivariate.methods.MBPLS method) (process_improve.multivariate.methods.PLS method) (process_improve.multivariate.methods.PLSDA method) (process_improve.multivariate.methods.PRM method) (process_improve.multivariate.methods.TPLS method) (process_improve.regression.methods.OLS method) set_theme() (in module process_improve.visualization) set_transform_request() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) Settings (class in process_improve.config) settings (in module process_improve.config) show_legend (process_improve.batch.plotting.MultiTagPlotSettings attribute) shutdown_pool() (in module process_improve.tool_safety) significance_threshold (process_improve.visualization.types.AnnotationType attribute) significance_threshold() (in module process_improve.visualization.spec) simulate() (in module process_improve.simulation.model) simulate_batch() (process_improve.simulation.batch.BioreactorSimulator method) simulate_batch_campaign() (in module process_improve.simulation.tools) simulate_campaign() (process_improve.simulation.batch.BioreactorSimulator method) simulate_process() (in module process_improve.simulation.tools) SimulateBatchCampaignInput (class in process_improve.simulation.tools) SimulateProcessInput (class in process_improve.simulation.tools) simulator_host_context() (in module process_improve.simulation.context) Sn() (in module process_improve.univariate.metrics) solar() (in module process_improve.experiments.datasets) solve_omars_ilp() (in module process_improve.experiments.designs_omars_ilp) spe (process_improve.multivariate.methods.TPLS attribute) spe_ (process_improve.multivariate.methods.PCA attribute) (process_improve.multivariate.methods.PLS attribute) spe_contributions() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) spe_limit (process_improve.multivariate.methods.TPLS attribute) spe_limit() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) spe_plot() (in module process_improve.multivariate.plots) (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) SpecificationWarning (class in process_improve.multivariate) square_plot (process_improve.visualization.types.DOEPlotType attribute) squared_cosine() (in module process_improve.multivariate.methods) ssq_ (process_improve.multivariate.methods.ASCA attribute) ssq_percent_ (process_improve.multivariate.methods.ASCA attribute) stability_selection() (in module process_improve.interactions) stage_name (process_improve.experiments.strategy.models.ExperimentalStage attribute) stage_number (process_improve.experiments.strategy.models.ExperimentalStage attribute) stages (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) (process_improve.recipes.AnalysisRecipe attribute) standard_error_intercept_ (process_improve.regression.methods.OLS attribute) standard_errors_ (process_improve.regression.methods.OLS attribute) stats (process_improve.sensory.validation.ValidationResult attribute) status (process_improve.recipes.AnalysisRecipe attribute) steepest_ascent_path (process_improve.visualization.types.DOEPlotType attribute) strategy_id (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) style (process_improve.visualization.spec.Annotation attribute) (process_improve.visualization.spec.LayerSpec attribute) success_criteria (process_improve.experiments.strategy.models.ExperimentalStage attribute) summary (process_improve.recipes.AnalysisRecipe attribute) summary() (in module process_improve.experiments.models) (process_improve.experiments.models.Model method) (process_improve.regression.methods.OLS method) summary_stats() (in module process_improve.univariate.metrics) sums_of_squares_ (process_improve.multivariate.methods.TPLS attribute) super_loadings_bar_plot() (process_improve.multivariate.methods.MBPCA method) super_score_plot() (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) super_spe_limit() (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) super_weights_bar_plot() (process_improve.multivariate.methods.MBPLS method) supplement() (in module process_improve.experiments.structures) surface (process_improve.visualization.types.MarkType attribute) surface_3d (process_improve.visualization.types.DOEPlotType attribute) T t2_contributions() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) t2_plot() (in module process_improve.multivariate.plots) (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) t_scores_super (process_improve.multivariate.methods.TPLS attribute) t_value() (in module process_improve.regression.methods) (in module process_improve.univariate.metrics) t_value_cdf() (in module process_improve.univariate.metrics) t_value_intercept_ (process_improve.regression.methods.OLS attribute) t_values_ (process_improve.regression.methods.OLS attribute) table (process_improve.sensory.panel.PanelScorecard attribute) tag (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) target (process_improve.monitoring.control_charts.ControlChart attribute) target_name_ (process_improve.regression.methods.OLS attribute) target_projection() (process_improve.multivariate.methods.PLS method) terms_ (process_improve.multivariate.methods.ASCA attribute) test_normality() (in module process_improve.univariate.metrics) text (process_improve.visualization.types.MarkType attribute) thresholds_ (process_improve.multivariate.methods.PLSDA attribute) tietjen_moore_test() (in module process_improve.univariate.metrics) time_varying_loading_plot() (in module process_improve.batch._batch_plots) title (process_improve.batch.plotting.MultiTagPlotSettings attribute) (process_improve.recipes.AnalysisRecipe attribute) (process_improve.visualization.spec.ChartSpec attribute) (process_improve.visualization.spec.Encoding attribute) (process_improve.visualization.spec.PanelSpec attribute) to_coded() (process_improve.experiments.structures.Column method) to_data_dict() (process_improve.visualization.spec.ChartSpec method) to_dict() (process_improve.regression.methods.OLS method) (process_improve.tool_safety.ToolSafetyError method) (process_improve.tool_spec.ToolSafetyError method) (process_improve.visualization.spec.ChartSpec method) to_payload() (process_improve.recipes.AnalysisRecipe method) to_realworld() (process_improve.experiments.structures.Column method) tolerance_ (process_improve.multivariate.methods.TPLS property) tool_spec() (in module process_improve.tool_spec) tool_timeout (process_improve.config.Settings property) ToolInputInvalidError, [1] ToolInputTooLargeError, [1] ToolMemoryExceededError, [1] tools (process_improve.recipes.RecipeStep attribute) ToolSafetyError, [1] ToolTimeoutError, [1] total_estimated_runs (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) total_solve_seconds (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) TPLS (class in process_improve.multivariate.methods) trade_off_table() (in module process_improve.experiments.trade_off) TradeOffTableEntry (class in process_improve.experiments.trade_off) transform() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) (process_improve.batch.preprocessing.BatchScaler method) (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) (process_improve.multivariate.methods.MCUVScaler method) (process_improve.multivariate.methods.PCA method) (process_improve.multivariate.methods.PLS method) TRANSFORM_RULES (in module process_improve.chemistry.preprocessing) transition_rules (process_improve.experiments.strategy.models.ExperimentalStage attribute) TransitionRule (class in process_improve.experiments.strategy.models) trim_by_prevalence() (in module process_improve.chemistry.preprocessing) ttest_independent() (in module process_improve.univariate.metrics) ttest_independent_from_df() (in module process_improve.univariate.metrics) ttest_paired() (in module process_improve.univariate.metrics) ttest_paired_from_df() (in module process_improve.univariate.metrics) tukey (process_improve.sensory.designed.ComparisonResult attribute) tukey_hsd() (in module process_improve.sensory.designed) U UncentredDataWarning (class in process_improve.multivariate) unfold_and_scale() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) unfold_blocks() (in module process_improve.batch.preprocessing) unfolded_contribution_plot() (in module process_improve.batch._batch_plots) UnsafeFormulaError V validate_descriptive() (in module process_improve.sensory.validation) validate_factors() (in module process_improve.simulation.model) validate_formula_is_safe() (in module process_improve.experiments.models) validate_identifier_is_safe() (in module process_improve.experiments.models) validate_input() (in module process_improve.tool_safety) validate_noise_level() (in module process_improve.simulation.model) validate_outputs() (in module process_improve.simulation.model) ValidationResult (class in process_improve.sensory.validation) value (process_improve.visualization.spec.Annotation attribute) value_end (process_improve.visualization.spec.Annotation attribute) variance_decomposition() (in module process_improve.simulation.batch) (in module process_improve.univariate.metrics) vasca() (process_improve.multivariate.methods.ASCA method) vip() (in module process_improve.multivariate.methods) (process_improve.multivariate.methods.TPLS method) W w_loadings_super (process_improve.multivariate.methods.TPLS attribute) w_loadings_z (process_improve.multivariate.methods.TPLS attribute) warm_up (process_improve.monitoring.control_charts.ControlChart attribute) warm_up_M (process_improve.monitoring.control_charts.ControlChart attribute) warnings (process_improve.sensory.validation.ValidationResult attribute) weight_shift_ (process_improve.multivariate.methods.PRM attribute) weights_converged_ (process_improve.multivariate.methods.PRM attribute) wide_to_dict() (in module process_improve.batch.data_input) wide_to_melted() (in module process_improve.batch.data_input) width (process_improve.visualization.spec.PanelSpec attribute) wireframe (process_improve.visualization.types.MarkType attribute) X x (process_improve.visualization.spec.LayerSpec attribute) x_axis_label (process_improve.batch.plotting.MultiTagPlotSettings attribute) x_loadings_ (process_improve.multivariate.methods.PLS attribute) x_title (process_improve.visualization.spec.PanelSpec attribute) x_weights_ (process_improve.multivariate.methods.PLS attribute) Y y (process_improve.visualization.spec.LayerSpec attribute) y_loadings_ (process_improve.multivariate.methods.PLS attribute) y_scores_ (process_improve.multivariate.methods.PLS attribute) y_title (process_improve.visualization.spec.PanelSpec attribute) y_weights_ (process_improve.multivariate.methods.PLS attribute) Z z (process_improve.visualization.spec.LayerSpec attribute) z_title (process_improve.visualization.spec.PanelSpec attribute) ZERO_STATES (in module process_improve.chemistry.preprocessing)