Index

_

__init__() (process_improve.monitoring.control_charts.ControlChart method) (process_improve.multivariate.methods.DataFrameDict method)

A

a() (process_improve.experiments.designs_constrained.Criterion class method) accuracy_ (process_improve.multivariate.methods.PLSDA attribute) action (process_improve.experiments.strategy.models.TransitionRule attribute) ACTIONS (in module process_improve.experiments.next_step) active_interactions (process_improve.experiments.omars.OmarsResult attribute) active_main_effects (process_improve.experiments.omars.OmarsResult attribute) active_quadratics (process_improve.experiments.omars.OmarsResult attribute) AddColumn (class in process_improve.workbench.recipe) adj_r2_ (process_improve.regression.methods.OLS attribute) affine_model() (in module process_improve.multivariate.methods) AffineModel (class in process_improve.multivariate.methods) 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) aligned_ (process_improve.multivariate.methods.GPA attribute) allocate_budget() (in module process_improve.experiments.strategy.budget) allowed_combinations() (process_improve.experiments.region.DesignRegion method) alternative_strategies (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) ALTERNATIVES (in module process_improve.univariate.reference_distribution) 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) analyze_functional_experiment() (in module process_improve.experiments.functional) analyze_omars() (in module process_improve.experiments.omars) 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) (process_improve.sensory.mam.MAMRemlResult attribute) ANY_REGION (in module process_improve.experiments.designs_space_filling) apply() (process_improve.workbench.recipe.AddColumn method) (process_improve.workbench.recipe.DropColumns method) (process_improve.workbench.recipe.DropRows method) (process_improve.workbench.recipe.FilterRows method) (process_improve.workbench.recipe.KeepColumns method) (process_improve.workbench.recipe.Recipe method) (process_improve.workbench.recipe.RenameColumns method) (process_improve.workbench.recipe.SetIndex method) (process_improve.workbench.recipe.Step method) (process_improve.workbench.recipe.ToNumeric method) (process_improve.workbench.recipe.Transform method) 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) ARRAYS (in module process_improve.workbench.project) as_constraints() (in module process_improve.experiments.factor) 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) Atom (class in process_improve.experiments.designs_mixture_process) 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) best_swap() (process_improve.experiments.designs_constrained.Criterion method) bibd_analysis() (in module process_improve.experiments.incomplete_blocks) bioprocess (process_improve.experiments.strategy.models.DomainType attribute) BioreactorConfig (class in process_improve.simulation.batch) BioreactorSimulator (class in process_improve.simulation.batch) biscuit() (in module process_improve.experiments.datasets) biweight_midvariance() (in module process_improve.univariate.metrics) BIWEIGHT_RHO_CONSISTENCY (in module process_improve.monitoring.control_charts) block_columns() (in module process_improve.experiments.designs_constrained) block_shift (process_improve.experiments.across_blocks.BlockedFit attribute) block_shift_se (process_improve.experiments.across_blocks.BlockedFit attribute) block_spe_limit() (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method)

blocked() (process_improve.experiments.designs_constrained.Criterion method) BlockedFit (class in process_improve.experiments.across_blocks) blocking_alpha() (in module process_improve.experiments.designs_response_surface) blocks (process_improve.multivariate.methods.AffineModel attribute) blocks() (process_improve.workbench.variant.Variant method) BlockSet (class in process_improve.multivariate.methods) boilingpot() (in module process_improve.experiments.datasets) BOOK_URL (in module process_improve.experiments.compare) boundary_occupancy() (in module process_improve.sensory.diagnostics) bounds (process_improve.experiments.region.DesignRegion property) (process_improve.multivariate.methods.InversionRules attribute) box_behnken_runs() (in module process_improve.experiments.omars_trade_off) box_cox (process_improve.visualization.types.DOEPlotType attribute) BOX_ONLY (in module process_improve.experiments.designs_space_filling) box_tidwell() (in module process_improve.regression.box_tidwell) boxplot (process_improve.visualization.types.MarkType attribute) broken_limits() (process_improve.experiments.region.DesignRegion method) budget (process_improve.experiments.strategy.models.DOEProblemSpec attribute) budget_allocation (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) build_candidates() (in module process_improve.experiments.designs_constrained) build_formula() (in module process_improve.experiments.analysis)

C

c() (in module process_improve.experiments.structures) CA (class in process_improve.multivariate.methods) calculate_cpk() (in module process_improve.monitoring.metrics) calculate_limits() (process_improve.monitoring.control_charts.ControlChart method) CandidatePool (class in process_improve.experiments.designs_constrained) 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) catalog_comparisons() (in module process_improve.experiments.design_catalog) catalog_errata() (in module process_improve.experiments.design_catalog) catalog_families() (in module process_improve.experiments.design_catalog) catalog_feed() (in module process_improve.experiments.design_catalog) catalog_records() (in module process_improve.experiments.design_catalog) catalog_reproduction() (in module process_improve.experiments.design_catalog) catalog_sources() (in module process_improve.experiments.design_catalog) catalog_topics() (in module process_improve.experiments.design_catalog) CATALOG_URL (in module process_improve.experiments.design_catalog) CatalogQuery (class in process_improve.experiments.design_catalog) CATEGORICAL_CODINGS (in module process_improve.experiments.evaluate) CATEGORICAL_METHODS (in module process_improve.experiments.designs_response_surface) category (process_improve.visualization.types.ScaleType attribute) category_levels() (in module process_improve.experiments.designs_mixture_process) ccd_center_points() (in module process_improve.experiments.designs_response_surface) cell_culture (process_improve.experiments.strategy.models.DomainType attribute) cells (process_improve.experiments.designs_split_plot.StripPlotLayout attribute) center (process_improve.experiments.factor.Factor property) center() (in module process_improve.multivariate.methods) center_and_scale() (in module process_improve.chemistry.preprocessing) CENTER_POINT_RULES (in module process_improve.experiments.designs_response_surface) centroid() (process_improve.experiments.region.DesignRegion method) CHANGE_IN_MEAN_LIMIT (in module process_improve.monitoring.evop) ChartSpec (class in process_improve.visualization.spec) Check (class in process_improve.workbench.project) check_predictive_signal() (in module process_improve.multivariate._null) CHECK_SDS (in module process_improve.univariate.error_transmission) check_valid_batch_dict() (in module process_improve.batch.data_input) choose_transform() (in module process_improve.chemistry.preprocessing) chosen_form (process_improve.experiments.across_blocks.BlockedFit attribute) 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) closure (process_improve.multivariate.methods.InversionRules attribute) code() (process_improve.workbench.recipe.AddColumn method) (process_improve.workbench.recipe.DropColumns method) (process_improve.workbench.recipe.DropRows method) (process_improve.workbench.recipe.FilterRows method) (process_improve.workbench.recipe.KeepColumns method) (process_improve.workbench.recipe.RenameColumns method) (process_improve.workbench.recipe.SetIndex method) (process_improve.workbench.recipe.SourceFile method) (process_improve.workbench.recipe.Step method) (process_improve.workbench.recipe.ToNumeric method) (process_improve.workbench.recipe.Transform method) code_with_intercept() (process_improve.experiments.designs_mixture_process.ReducedRank method) code_without_intercept() (process_improve.experiments.designs_mixture_process.ReducedRank method) coefficient_plot() (in module process_improve.multivariate.plots) (process_improve.multivariate.methods.PLS method) coefficients (process_improve.experiments.across_blocks.BlockedFit attribute) (process_improve.experiments.true_process.TrueProcess attribute) coefficients_ (process_improve.regression.methods.OLS attribute) collection (process_improve.experiments.design_catalog.CatalogQuery 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_coordinates_ (process_improve.multivariate.methods.FAMD attribute) (process_improve.multivariate.methods.MFA attribute) column_scale_ (process_improve.multivariate.methods.ASCA attribute) columns (process_improve.visualization.spec.ChartSpec attribute) columns() (process_improve.experiments.designs_mixture_process.Atom method) columns_to_align_ (process_improve.batch.preprocessing.BatchScaler attribute) compare_cv_criteria() (in module process_improve.multivariate.methods) (process_improve.multivariate.methods.PLS class method) (process_improve.multivariate.methods.PLSDA class method) compare_designs() (in module process_improve.experiments.compare) compare_models() (in module process_improve.experiments.model_comparison) compare_products() (in module process_improve.sensory.designed)

COMPARED_FACTORS (in module process_improve.experiments.design_catalog) COMPARED_RUNS (in module process_improve.experiments.design_catalog) ComparisonResult (class in process_improve.sensory.designed) Comparisons (class in process_improve.experiments.least_squares_means) components (process_improve.experiments.functional.FunctionalFit attribute) condition (process_improve.experiments.strategy.models.TransitionRule attribute) conditional (process_improve.experiments.strategy.models.ExperimentalStage attribute) conf_interval_intercept_ (process_improve.regression.methods.OLS attribute) conf_intervals_ (process_improve.regression.methods.OLS attribute) conf_level (process_improve.multivariate.methods.AffineModel attribute) (process_improve.multivariate.methods.InversionRules 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) configurations_from_long() (process_improve.multivariate.methods.GPA static method) conflevel (process_improve.experiments.least_squares_means.Comparisons 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) consensus_ (process_improve.multivariate.methods.GPA attribute) consensus_share_ (process_improve.multivariate.methods.GPA attribute) consensus_test() (process_improve.multivariate.methods.GPA method) constrained_mixture_design() (in module process_improve.experiments.designs_mixture_constrained) constrained_optimal_design() (in module process_improve.experiments.designs_constrained) ConstrainedOptions (class in process_improve.experiments.designs_constrained) Constraint (class in process_improve.experiments.factor) constraint_region (process_improve.visualization.types.AnnotationType attribute) constraint_region() (in module process_improve.visualization.spec) constraint_through_cuts() (in module process_improve.experiments.separating) 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) contributions (process_improve.workbench.variant.GroupExplanation attribute) control (process_improve.experiments.least_squares_means.Comparisons attribute) 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) corrected_eigenvalues_ (process_improve.multivariate.methods.MCA attribute) corrected_explained_inertia_ (process_improve.multivariate.methods.MCA attribute) correction (process_improve.sensory.analysis.AnalysisResult attribute) correlation_loadings_plot() (in module process_improve.multivariate.plots) correlation_map (process_improve.visualization.types.DOEPlotType attribute) correlations (process_improve.experiments.compare.DesignComparison attribute) corrosion() (in module process_improve.experiments.datasets) costs (process_improve.multivariate.methods.InversionRules attribute) count_discoveries_under_null() (in module process_improve.multivariate._null) covariate_design() (in module process_improve.experiments.designs_covariates) CovariateOptions (class in process_improve.experiments.designs_covariates) 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) CRITERIA (in module process_improve.experiments.designs_split_plot) Criterion (class in process_improve.experiments.designs_constrained) criterion (process_improve.experiments.designs_covariates.CovariateOptions attribute) (process_improve.experiments.designs_split_plot.SplitPlotOptions attribute) (process_improve.experiments.designs_split_plot.StripPlotOptions attribute) criterion_metadata() (in module process_improve.experiments.designs_constrained) cross() (in module process_improve.batch.features) cross_arrays() (in module process_improve.experiments.crossed_arrays) cross_validate() (process_improve.multivariate.methods.PLS method) (process_improve.multivariate.methods.PLSDA method) (process_improve.workbench.variant.Variant method) CrossValidation (class in process_improve.workbench.variant) cube_plot (process_improve.visualization.types.DOEPlotType attribute) cubic_difference_term() (in module process_improve.experiments.designs_mixture_constrained) cue_phrases (process_improve.recipes.AnalysisRecipe attribute) curve_maps() (process_improve.experiments.functional.FunctionalFit method) curved_constraints() (process_improve.experiments.region.DesignRegion method) cusum_about_target() (in module process_improve.monitoring.control_charts) CUSUM_DEFAULT_H (process_improve.monitoring.control_charts.ControlChart attribute) CUSUM_DEFAULT_K (process_improve.monitoring.control_charts.ControlChart attribute) cv_criteria_plot() (in module process_improve.multivariate.plots)

D

d() (process_improve.experiments.designs_constrained.Criterion class method) 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) defining_relation() (in module process_improve.experiments.designs_screening) definitive_screening_runs() (in module process_improve.experiments.omars_trade_off) describe() (process_improve.workbench.recipe.AddColumn method) (process_improve.workbench.recipe.DropColumns method) (process_improve.workbench.recipe.DropRows method) (process_improve.workbench.recipe.FilterRows method) (process_improve.workbench.recipe.KeepColumns method) (process_improve.workbench.recipe.Recipe method) (process_improve.workbench.recipe.RenameColumns method) (process_improve.workbench.recipe.SetIndex method) (process_improve.workbench.recipe.Step method) (process_improve.workbench.recipe.ToNumeric method) (process_improve.workbench.recipe.Transform method) description (process_improve.experiments.compare.Measure attribute) DESCRIPTIVE_LONG_COLUMNS (in module process_improve.sensory.validation) design_classes() (in module process_improve.experiments.design_measures) design_facets() (in module process_improve.experiments.design_catalog) design_params (process_improve.experiments.strategy.models.ExperimentalStage attribute) design_structure() (in module process_improve.experiments.design_measures) design_type (process_improve.experiments.strategy.models.ExperimentalStage attribute) DesignComparison (class in process_improve.experiments.compare) DesignRegion (class in process_improve.experiments.region) DesignResult (class in process_improve.experiments.factor) designs (process_improve.experiments.compare.DesignComparison 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) details (process_improve.experiments.omars.OmarsResult 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 (process_improve.experiments.across_blocks.BlockedFit attribute)

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) difference_variance() (in module process_improve.univariate.serial_correlation) direction (process_improve.experiments.compare.Measure attribute) directive (process_improve.recipes.RecipeStep attribute) DISAGREEMENT_CAUSES (in module process_improve.experiments.reference_catalogue) discover_tools() (in module process_improve.tool_spec) dispatch_a_optimal() (in module process_improve.experiments.designs_optimal) dispatch_box_behnken() (in module process_improve.experiments.designs_response_surface) dispatch_ccd() (in module process_improve.experiments.designs_response_surface) dispatch_d_optimal() (in module process_improve.experiments.designs_optimal) dispatch_dsd() (in module process_improve.experiments.designs_response_surface) dispatch_fractional_factorial() (in module process_improve.experiments.designs_screening) dispatch_i_optimal() (in module process_improve.experiments.designs_optimal) dispatch_mixture() (in module process_improve.experiments.designs_mixture) dispatch_plackett_burman() (in module process_improve.experiments.designs_screening) dispatch_supersaturated() (in module process_improve.experiments.designs_supersaturated) dispatch_taguchi() (in module process_improve.experiments.designs_screening) dispatch_three_level_fraction() (in module process_improve.experiments.designs_three_level) 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) DropColumns (class in process_improve.workbench.recipe) dropped (process_improve.sensory.analysis.AnalysisResult attribute) DropRows (class in process_improve.workbench.recipe) dsd_conference_order() (in module process_improve.experiments.designs_response_surface) dsd_run_count() (in module process_improve.experiments.designs_response_surface) 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

e() (process_improve.experiments.designs_constrained.Criterion class method) e_s2() (in module process_improve.experiments.designs_supersaturated) e_s2_lower_bound() (in module process_improve.experiments.designs_supersaturated) EChartsAdapter (class in process_improve.visualization.adapters.echarts_adapter) effect_matrices_ (process_improve.multivariate.methods.ASCA attribute) effect_size (process_improve.experiments.compare.DesignComparison attribute) effect_summary_plot() (in module process_improve.multivariate.plots) (process_improve.multivariate.methods.ASCA method) eigenfunctions_ (process_improve.multivariate.methods.FPCA attribute) eigenvalue_summary() (in module process_improve.multivariate.methods) eigenvalues_ (process_improve.multivariate.methods.CA attribute) (process_improve.multivariate.methods.FAMD attribute) (process_improve.multivariate.methods.MFA attribute) 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) error_terms() (in module process_improve.experiments.multistratum) error_transmission() (in module process_improve.univariate.error_transmission) errors (process_improve.sensory.validation.ValidationResult attribute) estimable_models() (in module process_improve.experiments.design_measures) estimate_confirmation_runs() (in module process_improve.experiments.strategy.budget) estimate_missing() (in module process_improve.experiments.layouts) 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() (process_improve.workbench._expressions.Expression method) 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) evidence (process_improve.workbench.variant.GroupExplanation attribute) evop_f() (in module process_improve.monitoring.evop) evop_worksheet() (in module process_improve.monitoring.evop) EWMA_DEFAULT_WEIGHT (process_improve.monitoring.control_charts.ControlChart attribute) excluded (process_improve.workbench.variant.Fit property) 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) explain_group() (process_improve.workbench.variant.Fit method) explained_inertia_ (process_improve.multivariate.methods.CA attribute) (process_improve.multivariate.methods.FAMD attribute) (process_improve.multivariate.methods.MFA attribute) explained_variance_ (process_improve.multivariate.methods.FPCA attribute) explained_variance_plot() (in module process_improve.multivariate.plots) (process_improve.batch.BatchPCA method) explained_variance_ratio_ (process_improve.multivariate.methods.FPCA attribute) (process_improve.multivariate.methods.GPA attribute) Expression (class in process_improve.workbench._expressions) expression (process_improve.workbench.recipe.Transform property) Expt (class in process_improve.experiments.structures) extend() (process_improve.experiments.structures.Column method) extraction (process_improve.experiments.strategy.models.DomainType attribute) extreme_vertices() (in module process_improve.experiments.designs_mixture_constrained)

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 (class in process_improve.experiments.factor) factor_lookup() (in module process_improve.experiments.designs_constrained) 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) (process_improve.experiments.true_process.TrueProcess property) FactorType (class in process_improve.experiments.factor) fallback (process_improve.experiments.strategy.models.TransitionRule attribute) FAMD (class in process_improve.multivariate.methods) FAMILIES (in module process_improve.experiments.design_catalog) families (process_improve.experiments.design_catalog.CatalogQuery attribute) Family (class in process_improve.experiments.design_catalog) fds_curve() (in module process_improve.experiments.design_measures) fds_plot (process_improve.visualization.types.DOEPlotType attribute) FDS_SAMPLES (in module process_improve.experiments.design_measures) feasible() (process_improve.experiments.region.DesignRegion method) 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) fedorov_exchange() (in module process_improve.experiments.designs_constrained) fermentation (process_improve.experiments.strategy.models.DomainType attribute) field (process_improve.visualization.spec.Encoding attribute) figure_name() (in module process_improve.experiments.design_catalog) FilterRows (class in process_improve.workbench.recipe) final_p_value (process_improve.experiments.omars.OmarsResult 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) fingerprint() (in module process_improve.experiments.design_measures) Fit (class in process_improve.workbench.variant) 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.CA method) (process_improve.multivariate.methods.FAMD method) (process_improve.multivariate.methods.FPCA method) (process_improve.multivariate.methods.GPA method) (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) (process_improve.multivariate.methods.MCA method) (process_improve.multivariate.methods.MCUVScaler method) (process_improve.multivariate.methods.MFA 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) (process_improve.workbench.variant.Variant method)

fit_across_blocks() (in module process_improve.experiments.across_blocks) fit_gaussian_process() (in module process_improve.experiments.gaussian_process) fit_ma1() (in module process_improve.univariate.serial_correlation) 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) fixed (process_improve.multivariate.methods.InversionRules attribute) flagged (process_improve.sensory.panel.PanelScorecard attribute) FLAT (in module process_improve.regression.box_tidwell) FMC_URL (in module process_improve.batch.datasets) folds (process_improve.workbench.variant.CrossValidation attribute) food_science (process_improve.experiments.strategy.models.DomainType attribute) forced_main_effects (process_improve.experiments.omars.OmarsResult attribute) forg() (in module process_improve.experiments.models) FORMAT (in module process_improve.workbench.project) format_str (process_improve.visualization.spec.Encoding attribute) FORMAT_VERSION (in module process_improve.workbench.project) formula (process_improve.experiments.across_blocks.BlockedFit attribute) (process_improve.experiments.analysis.AnalysisResult attribute) (process_improve.experiments.functional.FunctionalFit attribute) formula_rhs() (process_improve.experiments.designs_mixture_process.MixtureProcessModel method) FPCA (class in process_improve.multivariate.methods) fpca (process_improve.experiments.functional.FunctionalFit attribute) from_bytes() (process_improve.workbench.project.Project class method) from_data() (process_improve.experiments.factor.Factor class method) from_dict() (process_improve.experiments.region.DesignRegion class method) (process_improve.multivariate.methods.AffineModel class method) (process_improve.workbench.recipe.AddColumn class method) (process_improve.workbench.recipe.DropColumns class method) (process_improve.workbench.recipe.DropRows class method) (process_improve.workbench.recipe.FilterRows class method) (process_improve.workbench.recipe.KeepColumns class method) (process_improve.workbench.recipe.Recipe class method) (process_improve.workbench.recipe.RenameColumns class method) (process_improve.workbench.recipe.SetIndex class method) (process_improve.workbench.recipe.SourceFile class method) (process_improve.workbench.recipe.Step class method) (process_improve.workbench.recipe.ToNumeric class method) (process_improve.workbench.recipe.Transform class method) (process_improve.workbench.variant.Variant class method) from_pseudocomponents() (in module process_improve.experiments.pseudocomponents) ftests (process_improve.sensory.mam.MAMResult attribute) full_factorial() (in module process_improve.experiments.designs_factorial) full_rank() (in module process_improve.experiments.design_measures) FunctionalFit (class in process_improve.experiments.functional) FUNCTIONS (in module process_improve.workbench._expressions)

G

g() (process_improve.experiments.designs_constrained.Criterion class method) g_points (process_improve.experiments.compare.DesignComparison attribute) gather() (in module process_improve.experiments.structures) GaussianProcessFit (class in process_improve.experiments.gaussian_process) general (process_improve.experiments.strategy.models.DomainType attribute) GENERAL_LABEL (in module process_improve.experiments.design_catalog) 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) GENERATED (in module process_improve.experiments.design_catalog) 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) given() (process_improve.experiments.region.DesignRegion method) glyph() (in module process_improve.experiments.design_catalog) GLYPH_ROWS (in module process_improve.experiments.design_catalog) 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) GPA (class in process_improve.multivariate.methods) grand_mean_ (process_improve.multivariate.methods.ASCA attribute) grand_mean_test() (in module process_improve.univariate.stated_values) grid_ (process_improve.multivariate.methods.FPCA attribute) grocery() (in module process_improve.experiments.simulations) group (process_improve.experiments.compare.Measure attribute) group_contributions() (in module process_improve.multivariate.methods) (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) group_coordinates_ (process_improve.multivariate.methods.MFA attribute) group_test() (in module process_improve.experiments.model_comparison) group_weights_ (process_improve.multivariate.methods.MFA attribute) GroupExplanation (class in process_improve.workbench.variant) groups (process_improve.multivariate.methods.AffineModel attribute) (process_improve.multivariate.methods.InversionRules attribute) groups_ (process_improve.multivariate.methods.MFA attribute)

H

h (process_improve.monitoring.control_charts.ControlChart attribute) hadamard() (in module process_improve.experiments.designs_supersaturated) half_normal (process_improve.visualization.types.DOEPlotType attribute) half_pool_size (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) HALVINGS (in module process_improve.regression.box_tidwell) 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_results (process_improve.experiments.design_catalog.CatalogQuery attribute) has_squares (process_improve.experiments.designs_mixture_process.MixtureProcessModel 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) held_out (process_improve.workbench.variant.CrossValidation 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() (process_improve.multivariate.methods.AffineModel method) 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

i() (process_improve.experiments.designs_constrained.Criterion class method) ilp_iterations (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) implied_bounds() (process_improve.experiments.region.DesignRegion method) included() (process_improve.workbench.variant.Variant method) independent_columns() (in module process_improve.experiments.designs_constrained) INDEX_FIELDS (in module process_improve.experiments.design_catalog) inequalities (process_improve.experiments.region.DesignRegion property) influence_ (process_improve.regression.methods.OLS attribute) initial_error_df (process_improve.experiments.omars.OmarsResult attribute) initial_rmse (process_improve.experiments.omars.OmarsResult attribute) inputs (process_improve.experiments.gaussian_process.GaussianProcessFit attribute) inputs_needed (process_improve.recipes.AnalysisRecipe attribute) inside_can (process_improve.experiments.separating.NotSeparableError attribute) inside_cannot (process_improve.experiments.separating.NotSeparableError attribute) interaction (process_improve.visualization.types.DOEPlotType attribute) interaction_components() (in module process_improve.experiments.three_level_components) 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.FPCA method) (process_improve.multivariate.methods.MCUVScaler method) inversion_sensitivity() (in module process_improve.multivariate.methods) (process_improve.multivariate.methods.PLS method) (process_improve.multivariate.methods.TPLS method) InversionRules (class in process_improve.multivariate.methods) invert() (process_improve.multivariate.methods.PLS method) is_balanced_ (process_improve.multivariate.methods.ASCA attribute) is_constrained (process_improve.experiments.region.DesignRegion property) is_empty() (process_improve.experiments.region.DesignRegion method) is_fitted_ (process_improve.multivariate.methods.TPLS attribute) (process_improve.regression.methods.OLS attribute) is_validated() (in module process_improve.sensory.validation)

K

k (process_improve.monitoring.control_charts.ControlChart attribute) k() (process_improve.experiments.designs_constrained.Criterion class method) KeepColumns (class in process_improve.workbench.recipe) key (process_improve.experiments.compare.Measure attribute) (process_improve.recipes.AnalysisRecipe attribute)

keys() (process_improve.multivariate.methods.DataFrameDict method) knots_ (process_improve.multivariate.methods.FPCA attribute) 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.compare.Measure attribute) (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) LatentStructure (class in process_improve.simulation.latent) layers (process_improve.visualization.spec.PanelSpec attribute) LayerSpec (class in process_improve.visualization.spec) layout (process_improve.visualization.spec.ChartSpec attribute) ld_1 (process_improve.monitoring.control_charts.ControlChart attribute) ld_2 (process_improve.monitoring.control_charts.ControlChart attribute) least_squares_means() (in module process_improve.experiments.least_squares_means) letters (process_improve.sensory.designed.ComparisonResult attribute) leverage_ (process_improve.regression.methods.OLS attribute) leverages() (in module process_improve.experiments.design_measures) LIBRARY_RIGHT (in module process_improve.experiments.design_catalog) limits() (process_improve.workbench.variant.Fit method) limits_at() (process_improve.batch.control.MidCourseCorrector method) line (process_improve.visualization.types.MarkType attribute)

linear (process_improve.visualization.types.ScaleType attribute) linear_forms() (process_improve.experiments.region.DesignRegion method) 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() (process_improve.workbench.project.Project class method) 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.simulation.latent.LatentStructure property) loadings_ (process_improve.multivariate.methods.PCA attribute) log (process_improve.visualization.types.ScaleType attribute) long (process_improve.experiments.compare.DesignComparison property)

M

MA1_METHODS (in module process_improve.univariate.serial_correlation) main() (in module process_improve.mcp_server) main_effect_p_values (process_improve.experiments.omars.OmarsResult attribute) main_effects (process_improve.visualization.types.DOEPlotType attribute) main_effects_plot() (in module process_improve.experiments.visualization.api) make_criterion() (in module process_improve.experiments.designs_constrained) make_tpls_scorer() (in module process_improve.multivariate.methods) mam (process_improve.sensory.analysis.AnalysisResult attribute) MAMRemlResult (class in process_improve.sensory.mam) MAMResult (class in process_improve.sensory.mam) manufacture() (in module process_improve.experiments.simulations) map_plot() (process_improve.multivariate.methods.CA method) (process_improve.multivariate.methods.FAMD method) (process_improve.multivariate.methods.GPA method) (process_improve.multivariate.methods.MFA method) marginal_means_prediction() (in module process_improve.experiments.marginal_means) mark (process_improve.visualization.spec.LayerSpec attribute) MarkType (class in process_improve.visualization.types) match_target() (process_improve.experiments.functional.FunctionalFit method) materialize_model() (in module process_improve.simulation.model) matrix() (process_improve.experiments.designs_mixture_process.MixtureProcessModel method) MAX_CANDIDATES (in module process_improve.experiments.designs_constrained) (in module process_improve.experiments.designs_mixture_process) max_cells (process_improve.config.Settings property) max_count (process_improve.multivariate.methods.InversionRules attribute) MAX_DEGREE (in module process_improve.experiments.variance_dispersion) max_depth (process_improve.config.Settings property) MAX_EXPRESSION_LENGTH (in module process_improve.workbench._expressions) 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_iter_ (process_improve.multivariate.methods.TPLS attribute) max_matrix_cols (process_improve.config.Settings property) max_matrix_rows (process_improve.config.Settings property) MAX_MEMBERS (in module process_improve.workbench.project) max_memory_mb (process_improve.config.Settings property) max_regression_points (process_improve.config.Settings property) max_string (process_improve.config.Settings property) MAX_UNPACKED_BYTES (in module process_improve.workbench.project) MAX_VERTEX_SUBSETS (in module process_improve.experiments.designs_mixture_constrained) maxpro_criterion() (in module process_improve.experiments.designs_space_filling) MBPCA (class in process_improve.multivariate.methods) MBPLS (class in process_improve.multivariate.methods) MCA (class in process_improve.multivariate.methods) mcp_safe_mode (process_improve.config.Settings property) MCUVScaler (class in process_improve.multivariate.methods) mean() (process_improve.experiments.true_process.TrueProcess method) mean_function_ (process_improve.multivariate.methods.FPCA attribute) means (process_improve.sensory.designed.ComparisonResult attribute) Measure (class in process_improve.experiments.compare) MEASURES (in module process_improve.experiments.compare) measures (process_improve.experiments.compare.DesignComparison property) meda() (in module process_improve.multivariate.methods) meda_plot() (in module process_improve.multivariate.plots) 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) method (process_improve.experiments.least_squares_means.Comparisons attribute) MFA (class in process_improve.multivariate.methods) midcourse_correction() (in module process_improve.batch.control) MidCourseCorrector (class in process_improve.batch.control) min_amount (process_improve.multivariate.methods.InversionRules attribute) min_projectivity (process_improve.experiments.design_catalog.CatalogQuery attribute) min_quadratic_projection (process_improve.experiments.design_catalog.CatalogQuery attribute) 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) minimum_total_runs (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) minka_mle() (process_improve.multivariate.methods.PCA class method) minus_two_log_likelihood (process_improve.experiments.gaussian_process.GaussianProcessFit attribute) mixed_assessor_model() (in module process_improve.sensory.mam) mixed_assessor_model_reml() (in module process_improve.sensory.mam) mixture_candidates() (in module process_improve.experiments.designs_mixture_constrained) mixture_inequalities() (in module process_improve.experiments.designs_mixture_constrained) mixture_names (process_improve.experiments.region.DesignRegion property) mixture_process_design() (in module process_improve.experiments.designs_mixture_process) mixture_process_model() (in module process_improve.experiments.designs_mixture_process) MixtureProcessModel (class in process_improve.experiments.designs_mixture_process) 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.compare.DesignComparison attribute) (process_improve.experiments.design_catalog.CatalogQuery attribute) (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) model_config (process_improve.batch.plotting.MultiTagPlotSettings attribute) (process_improve.experiments.factor.Constraint attribute) (process_improve.experiments.factor.Factor attribute) (process_improve.experiments.factor.Response 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_matrix() (in module process_improve.experiments.design_measures) (in module process_improve.experiments.designs_constrained) model_params (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) model_type (process_improve.experiments.designs_covariates.CovariateOptions attribute) (process_improve.experiments.designs_split_plot.SplitPlotOptions attribute) (process_improve.experiments.designs_split_plot.StripPlotOptions attribute) MODELS (in module process_improve.experiments.compare) (in module process_improve.experiments.design_measures) (in module process_improve.workbench.variant) 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.across_blocks process_improve.experiments.analysis process_improve.experiments.augment process_improve.experiments.compare process_improve.experiments.crossed_arrays process_improve.experiments.datasets process_improve.experiments.design_catalog process_improve.experiments.design_measures process_improve.experiments.designs process_improve.experiments.designs_constrained process_improve.experiments.designs_covariates process_improve.experiments.designs_factorial process_improve.experiments.designs_mixture process_improve.experiments.designs_mixture_constrained process_improve.experiments.designs_mixture_process process_improve.experiments.designs_omars_ilp process_improve.experiments.designs_optimal process_improve.experiments.designs_response_surface process_improve.experiments.designs_screening process_improve.experiments.designs_space_filling process_improve.experiments.designs_split_plot process_improve.experiments.designs_supersaturated process_improve.experiments.designs_three_level process_improve.experiments.evaluate process_improve.experiments.factor process_improve.experiments.functional process_improve.experiments.gaussian_process process_improve.experiments.incomplete_blocks process_improve.experiments.layouts process_improve.experiments.least_squares_means process_improve.experiments.marginal_means process_improve.experiments.model_comparison process_improve.experiments.models process_improve.experiments.multistratum process_improve.experiments.next_step process_improve.experiments.omars process_improve.experiments.omars_trade_off process_improve.experiments.optimization process_improve.experiments.pseudocomponents process_improve.experiments.reference_catalogue process_improve.experiments.region process_improve.experiments.run_sheet process_improve.experiments.separating process_improve.experiments.sequential process_improve.experiments.simulate 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.surface_checks process_improve.experiments.three_level_components process_improve.experiments.trade_off process_improve.experiments.true_process process_improve.experiments.variance_dispersion process_improve.experiments.visualization.api process_improve.experiments.yates process_improve.interactions process_improve.mcp_server process_improve.monitoring.control_charts process_improve.monitoring.evop process_improve.monitoring.metrics process_improve.multivariate._null process_improve.multivariate.methods process_improve.multivariate.plots process_improve.recipes process_improve.regression.box_tidwell process_improve.regression.methods process_improve.regression.nonlinear 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.latent process_improve.simulation.model process_improve.simulation.recipes process_improve.simulation.tools process_improve.tool_safety process_improve.tool_spec process_improve.univariate.error_transmission process_improve.univariate.metrics process_improve.univariate.reference_distribution process_improve.univariate.serial_correlation process_improve.univariate.stated_values process_improve.visualization process_improve.visualization.adapters.echarts_adapter process_improve.visualization.adapters.plotly_adapter process_improve.visualization.spec process_improve.visualization.types process_improve.workbench process_improve.workbench._expressions process_improve.workbench.project process_improve.workbench.recipe process_improve.workbench.variant

MODULUS (in module process_improve.experiments.designs_three_level) monitor() (process_improve.batch.BatchMonitor method) MOST_STEPS (in module process_improve.experiments.design_measures) MOST_SUBSETS (in module process_improve.experiments.design_measures) mu (process_improve.experiments.gaussian_process.GaussianProcessFit attribute) multiple_linear_regression() (in module process_improve.regression.methods) multistratum_anova() (in module process_improve.experiments.multistratum) MultiTagPlotSettings (class in process_improve.batch.plotting)

N

n_basis_ (process_improve.multivariate.methods.FPCA attribute) n_categorical (process_improve.experiments.strategy.models.DOEProblemSpec property) n_classes_ (process_improve.multivariate.methods.PLSDA attribute) n_components (process_improve.workbench.variant.CrossValidation attribute) n_components_ (process_improve.multivariate.methods.CA attribute) (process_improve.multivariate.methods.FAMD attribute) (process_improve.multivariate.methods.FPCA attribute) (process_improve.multivariate.methods.MFA attribute) (process_improve.multivariate.methods.TPLS attribute) n_conditions (process_improve.multivariate.methods.TPLS attribute) n_continuous (process_improve.experiments.strategy.models.DOEProblemSpec property) n_dimensions_ (process_improve.multivariate.methods.GPA attribute) 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.multivariate.methods.FPCA attribute) (process_improve.regression.methods.OLS attribute) n_fully_aliased() (in module process_improve.experiments.designs_supersaturated) n_generators (process_improve.experiments.trade_off.TradeOffTableEntry attribute) n_iter_ (process_improve.multivariate.methods.GPA attribute) n_latent (process_improve.simulation.latent.LatentStructure property) n_mixture (process_improve.experiments.strategy.models.DOEProblemSpec property) n_outputs (process_improve.multivariate.methods.TPLS attribute) n_parameters (process_improve.experiments.designs_mixture_process.MixtureProcessModel property) n_phases (process_improve.experiments.designs_constrained.Criterion property) n_relevant (process_improve.simulation.latent.LatentStructure property) 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_STARTS (in module process_improve.experiments.variance_dispersion) n_starts (process_improve.experiments.designs_covariates.CovariateOptions attribute) (process_improve.experiments.designs_split_plot.SplitPlotOptions attribute) (process_improve.experiments.designs_split_plot.StripPlotOptions attribute) n_steps (process_improve.simulation.batch.BioreactorConfig property) n_substances (process_improve.multivariate.methods.TPLS attribute) n_targets (process_improve.simulation.latent.LatentStructure property) n_weight_iter_ (process_improve.multivariate.methods.PRM attribute) n_whole_plots (process_improve.experiments.designs_split_plot.SplitPlotOptions attribute) name (process_improve.experiments.models.Model attribute) (process_improve.visualization.spec.LayerSpec attribute) names (process_improve.experiments.region.DesignRegion attribute) (process_improve.multivariate.methods.AffineModel attribute) ncols (process_improve.batch.plotting.MultiTagPlotSettings attribute) nested_cv() (process_improve.multivariate.methods.PLS class method) (process_improve.multivariate.methods.PLSDA class method) next_design() (in module process_improve.experiments.sequential) node_limit (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) node_limited_solves (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) nominal_trajectory() (process_improve.simulation.batch.BioreactorSimulator method) NON_GENERATE_DESIGN_IDS (in module process_improve.experiments.strategy.models) nonlinear_regression() (in module process_improve.regression.nonlinear) normal_probability (process_improve.visualization.types.DOEPlotType attribute) normalisation_check() (in module process_improve.chemistry.preprocessing) normalise_family() (in module process_improve.experiments.design_catalog) normalized_df (process_improve.sensory.validation.ValidationResult attribute) NoSteepestDirectionError notes (process_improve.experiments.compare.DesignComparison attribute) NotSeparableError nrows (process_improve.batch.plotting.MultiTagPlotSettings attribute)

O

observation_contributions() (in module process_improve.multivariate.methods) observation_names (process_improve.multivariate.methods.TPLS attribute) of() (process_improve.workbench.recipe.SourceFile class method) 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_anchor_entry() (in module process_improve.experiments.omars_trade_off) omars_minimum_runs() (in module process_improve.experiments.omars_trade_off) omars_trade_off_table() (in module process_improve.experiments.omars_trade_off) OmarsResult (class in process_improve.experiments.omars) OmarsSearchReport (class in process_improve.experiments.designs_omars_ilp) OmarsTradeOffTableEntry (class in process_improve.experiments.omars_trade_off) omeda() (in module process_improve.multivariate.methods) omeda_plot() (in module process_improve.multivariate.plots)

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) open() (process_improve.workbench.project.Project static method) Opened (class in process_improve.workbench.project) optimal_inversion() (in module process_improve.multivariate.methods) (process_improve.multivariate.methods.PLS method) (process_improve.multivariate.methods.TPLS method) optimal_trajectory() (process_improve.simulation.batch.BioreactorSimulator method) optimize_responses() (in module process_improve.experiments.optimization) order (process_improve.recipes.RecipeStep attribute) orthogonal_alpha() (in module process_improve.experiments.designs_response_surface) 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) parse_constraint() (in module process_improve.experiments.designs_constrained) partial_row_coordinates_ (process_improve.multivariate.methods.MFA attribute) PCA (class in process_improve.multivariate.methods) pca (process_improve.sensory.analysis.AnalysisResult attribute) pca_ (process_improve.multivariate.methods.FPCA attribute) permutation_column_null() (in module process_improve.sensory.analysis) 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) PLACES_NAMED (in module process_improve.experiments.design_catalog) plackett_burman_runs() (in module process_improve.experiments.designs_screening) plateau (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) plot (process_improve.multivariate.methods.TPLS property) 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) POINTS (in module process_improve.monitoring.evop) polish_levels() (in module process_improve.experiments.designs_constrained) polish_runs() (in module process_improve.experiments.designs_constrained) PolishLattice (class in process_improve.experiments.designs_constrained) pollutant() (in module process_improve.experiments.datasets) pooled_pure_error() (in module process_improve.experiments.surface_checks) popcorn() (in module process_improve.experiments.simulations) population_coefficients() (process_improve.simulation.latent.LatentStructure method) population_r2() (process_improve.simulation.latent.LatentStructure method) power_curve (process_improve.visualization.types.DOEPlotType attribute) predict() (in module process_improve.experiments.models) (process_improve.batch.BatchPLS method) (process_improve.batch.control.MidCourseCorrector method) (process_improve.experiments.across_blocks.BlockedFit method) (process_improve.experiments.functional.FunctionalFit method) (process_improve.experiments.gaussian_process.GaussianProcessFit method) (process_improve.multivariate.methods.AffineModel method) (process_improve.multivariate.methods.MBPLS method) (process_improve.multivariate.methods.PLS method) (process_improve.multivariate.methods.PLSDA 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) printed_checks() (in module process_improve.experiments.design_catalog) 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.across_blocks module process_improve.experiments.analysis module process_improve.experiments.augment module process_improve.experiments.compare module process_improve.experiments.crossed_arrays module process_improve.experiments.datasets module process_improve.experiments.design_catalog module process_improve.experiments.design_measures module process_improve.experiments.designs module process_improve.experiments.designs_constrained module process_improve.experiments.designs_covariates module process_improve.experiments.designs_factorial module process_improve.experiments.designs_mixture module process_improve.experiments.designs_mixture_constrained module process_improve.experiments.designs_mixture_process module process_improve.experiments.designs_omars_ilp module process_improve.experiments.designs_optimal module process_improve.experiments.designs_response_surface module process_improve.experiments.designs_screening module process_improve.experiments.designs_space_filling module process_improve.experiments.designs_split_plot module process_improve.experiments.designs_supersaturated module process_improve.experiments.designs_three_level module process_improve.experiments.evaluate module process_improve.experiments.factor module process_improve.experiments.functional module process_improve.experiments.gaussian_process module process_improve.experiments.incomplete_blocks module process_improve.experiments.layouts module process_improve.experiments.least_squares_means module

process_improve.experiments.marginal_means module process_improve.experiments.model_comparison module process_improve.experiments.models module process_improve.experiments.multistratum module process_improve.experiments.next_step module process_improve.experiments.omars module process_improve.experiments.omars_trade_off module process_improve.experiments.optimization module process_improve.experiments.pseudocomponents module process_improve.experiments.reference_catalogue module process_improve.experiments.region module process_improve.experiments.run_sheet module process_improve.experiments.separating module process_improve.experiments.sequential module process_improve.experiments.simulate 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.surface_checks module process_improve.experiments.three_level_components module process_improve.experiments.trade_off module process_improve.experiments.true_process module process_improve.experiments.variance_dispersion module process_improve.experiments.visualization.api module process_improve.experiments.yates module process_improve.interactions module process_improve.mcp_server module process_improve.monitoring.control_charts module process_improve.monitoring.evop 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.box_tidwell module process_improve.regression.methods module process_improve.regression.nonlinear 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.latent 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.error_transmission module process_improve.univariate.metrics module process_improve.univariate.reference_distribution module process_improve.univariate.serial_correlation module process_improve.univariate.stated_values 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 process_improve.workbench module process_improve.workbench._expressions module process_improve.workbench.project module process_improve.workbench.recipe module process_improve.workbench.variant module PROCESS_MODELS (in module process_improve.experiments.designs_mixture_process) process_terms() (in module process_improve.experiments.designs_mixture_process) product_means (process_improve.sensory.analysis.AnalysisResult attribute) product_means() (in module process_improve.sensory.analysis) Project (class in process_improve.workbench.project) 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) projectivity() (in module process_improve.experiments.design_measures) pseudo_validation_set() (in module process_improve.multivariate.methods) (process_improve.multivariate.methods.PLS class method) (process_improve.multivariate.methods.PLSDA class method) psi() (in module process_improve.monitoring.control_charts) published_runs() (in module process_improve.experiments.design_catalog) purpose (process_improve.experiments.strategy.models.ExperimentalStage attribute) pvalues_ (process_improve.multivariate.methods.ASCA attribute) python_literal() (in module process_improve.workbench._expressions)

Q

q2 (process_improve.workbench.variant.CrossValidation attribute) q2_se (process_improve.workbench.variant.CrossValidation attribute)

q_loadings_y (process_improve.multivariate.methods.TPLS attribute) quadratic_projection() (in module process_improve.experiments.design_measures)

R

r2 (process_improve.workbench.variant.CrossValidation attribute) r2_ (process_improve.regression.methods.OLS attribute) r2_frac (process_improve.multivariate.methods.TPLS attribute) r2x() (process_improve.workbench.variant.Fit method) r_loadings_f (process_improve.multivariate.methods.TPLS attribute) raincloud() (in module process_improve.visualization) random_effects (process_improve.sensory.mam.MAMRemlResult attribute) random_state (process_improve.workbench.variant.CrossValidation attribute) randomization_test_mbpls() (in module process_improve.multivariate.methods) range (process_improve.experiments.factor.Factor property) range_d2() (in module process_improve.monitoring.evop) rank_deficient_designs (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) raw_text (process_improve.experiments.strategy.models.PriorKnowledge attribute) read() (process_improve.workbench.recipe.SourceFile method) READ_OPTIONS (in module process_improve.workbench.recipe) read_run_sheet() (in module process_improve.experiments.run_sheet) reason (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) reasoning (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) reasons (process_improve.sensory.panel.PanelScorecard attribute) Recipe (class in process_improve.workbench.recipe) RecipeStep (class in process_improve.recipes) recommend_next_step() (in module process_improve.experiments.next_step) recommend_strategy() (in module process_improve.experiments.strategy) (in module process_improve.experiments.strategy.engine) ReducedRank (class in process_improve.experiments.designs_mixture_process) ReducedRankFormula (class in process_improve.experiments.designs_mixture_process) redundant_constraints() (process_improve.experiments.region.DesignRegion method) reference_band (process_improve.visualization.types.AnnotationType attribute) REFERENCE_DESIGNS (in module process_improve.experiments.omars_trade_off) reference_designs() (in module process_improve.experiments.reference_catalogue) reference_distribution (process_improve.visualization.types.DOEPlotType attribute) reference_distribution() (in module process_improve.univariate.reference_distribution) reference_experiments() (in module process_improve.experiments.reference_catalogue) reference_line (process_improve.visualization.types.AnnotationType attribute) reference_rule (process_improve.experiments.least_squares_means.Comparisons attribute) REFERENCE_RULES (in module process_improve.experiments.least_squares_means) reference_sources() (in module process_improve.experiments.reference_catalogue) reference_topics() (in module process_improve.experiments.reference_catalogue) refuse_budget_short_of_fixed_runs() (in module process_improve.experiments.designs_constrained) region (process_improve.experiments.compare.DesignComparison attribute) region_with_rules() (in module process_improve.experiments.designs_constrained) register_recipe() (in module process_improve.recipes) register_themes() (in module process_improve.visualization) relabelling() (in module process_improve.experiments.design_measures) relate (process_improve.sensory.analysis.AnalysisResult attribute) relate_designed() (in module process_improve.sensory.analysis) relate_observational() (in module process_improve.sensory.analysis) relative() (process_improve.experiments.compare.DesignComparison method) reload() (process_improve.config.Settings method) rename_factors() (in module process_improve.experiments.designs_constrained) RenameColumns (class in process_improve.workbench.recipe)

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) reproduce_reference_catalogue() (in module process_improve.experiments.reference_catalogue) reproduces (process_improve.workbench.project.Opened property) REPRODUCTION_TIERS (in module process_improve.experiments.design_catalog) resample_to_reference() (in module process_improve.batch.preprocessing) reshape_to_long() (in module process_improve.sensory.ingest) residual_covariance (process_improve.experiments.functional.FunctionalFit attribute) residual_sd (process_improve.experiments.across_blocks.BlockedFit attribute) residuals_ (process_improve.multivariate.methods.ASCA attribute) (process_improve.multivariate.methods.GPA 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) Response (class in process_improve.experiments.factor) ResponseGoal (class in process_improve.experiments.factor) 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) reverse_yates() (in module process_improve.experiments.yates) 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) ROTATABLE_TOLERANCE (in module process_improve.experiments.variance_dispersion) rotations_ (process_improve.multivariate.methods.GPA attribute) row_coordinates_ (process_improve.multivariate.methods.FAMD attribute) (process_improve.multivariate.methods.MFA attribute) row_cos2_ (process_improve.multivariate.methods.FAMD attribute) rows() (process_improve.workbench.variant.Fit method) rule (process_improve.workbench.variant.CrossValidation attribute) rules (process_improve.experiments.region.DesignRegion attribute) (process_improve.multivariate.methods.InversionRules attribute) run() (process_improve.workbench.recipe.Recipe method) run_counts() (in module process_improve.experiments.design_measures) run_if (process_improve.experiments.strategy.models.ExperimentalStage attribute) run_loss() (in module process_improve.experiments.design_measures) run_sheet() (in module process_improve.experiments.run_sheet) run_size (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) run_sizes_searched (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) runs (process_improve.experiments.gaussian_process.GaussianProcessFit attribute) rv2_coefficient() (in module process_improve.multivariate.methods) rv_coefficient() (in module process_improve.multivariate.methods)

S

safe_execute_tool_call() (in module process_improve.tool_safety) (in module process_improve.tool_spec) same_design() (in module process_improve.experiments.design_measures) sample() (process_improve.experiments.region.DesignRegion method) (process_improve.simulation.latent.LatentStructure method) sample_days (process_improve.simulation.batch.BioreactorConfig property) sample_frame() (process_improve.experiments.region.DesignRegion method) sample_initial_conditions() (in module process_improve.simulation.batch) save() (process_improve.workbench.project.Project method) 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) scale_factors_ (process_improve.multivariate.methods.GPA attribute) ScaleType (class in process_improve.visualization.types) scaling (process_improve.sensory.mam.MAMRemlResult attribute) (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) SCHEFFE_DEGREE (in module process_improve.experiments.designs_mixture_constrained) scheffe_formula_rhs() (in module process_improve.experiments.designs_mixture_constrained) scheffe_matrix() (in module process_improve.experiments.designs_mixture_constrained) scheffe_model() (in module process_improve.experiments.designs_mixture_constrained) SCHEFFE_MODELS (in module process_improve.experiments.designs_mixture_constrained) scheffe_terms() (in module process_improve.experiments.designs_mixture_process) score() (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) 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_difference() (process_improve.workbench.variant.GroupExplanation 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) score_sd (process_improve.multivariate.methods.AffineModel attribute) scores (process_improve.experiments.functional.FunctionalFit attribute) scores() (process_improve.multivariate.methods.AffineModel method) scores_ (process_improve.multivariate.methods.FPCA attribute) (process_improve.multivariate.methods.PCA attribute) (process_improve.multivariate.methods.PLS attribute) SCREENING_HYPOTHESES (in module process_improve.experiments.evaluate) se_ (process_improve.regression.methods.OLS attribute) search_catalog() (in module process_improve.experiments.design_catalog) search_mode (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) SearchLimitError second_order_overall_p_value (process_improve.experiments.omars.OmarsResult attribute) SECOND_ORDER_PAIRS (in module process_improve.experiments.evaluate) secondary_y (process_improve.visualization.spec.PanelSpec attribute) secondary_y_title (process_improve.visualization.spec.PanelSpec attribute) seed_points() (process_improve.experiments.region.DesignRegion method) 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) (process_improve.multivariate.methods.PLSDA class method) select_recipe() (in module process_improve.recipes) select_runs() (in module process_improve.experiments.designs_constrained) selection (process_improve.experiments.across_blocks.BlockedFit attribute) selection_counts() (in module process_improve.experiments.designs_constrained) selectivity_ratio() (process_improve.multivariate.methods.PLS method) sensitivity() (process_improve.experiments.gaussian_process.GaussianProcessFit 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) separating_constraint() (in module process_improve.experiments.separating) SERIES (in module process_improve.regression.box_tidwell) 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.FPCA method) (process_improve.multivariate.methods.PLS method) (process_improve.multivariate.methods.PLSDA method) (process_improve.multivariate.methods.PRM method) set_inverse_transform_request() (process_improve.multivariate.methods.FPCA 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) SetIndex (class in process_improve.workbench.recipe) Settings (class in process_improve.config) settings (in module process_improve.config) shadow() (process_improve.experiments.region.DesignRegion method) short_citation() (in module process_improve.experiments.design_catalog) show_legend (process_improve.batch.plotting.MultiTagPlotSettings attribute)

shown_where() (in module process_improve.experiments.design_catalog) shutdown_pool() (in module process_improve.tool_safety) sigma (process_improve.experiments.true_process.TrueProcess attribute) sigma2 (process_improve.experiments.gaussian_process.GaussianProcessFit attribute) signal_to_noise() (in module process_improve.experiments.crossed_arrays) significance_level (process_improve.experiments.compare.DesignComparison attribute) significance_threshold (process_improve.visualization.types.AnnotationType attribute) significance_threshold() (in module process_improve.visualization.spec) simulate() (in module process_improve.simulation.model) (process_improve.experiments.true_process.TrueProcess method) 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_design_performance() (in module process_improve.experiments.simulate) 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) size_proven_minimal (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) skip_f_matrix_preprocessing_ (process_improve.multivariate.methods.TPLS attribute) slice_lines() (process_improve.experiments.region.DesignRegion method) slice_polygon() (process_improve.experiments.region.DesignRegion method) slice_slack() (process_improve.experiments.region.DesignRegion method) smoothing_ (process_improve.multivariate.methods.FPCA attribute) 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) sort (process_improve.experiments.design_catalog.CatalogQuery attribute) source_form() (in module process_improve.experiments.design_catalog) SOURCE_FORMS (in module process_improve.experiments.design_catalog) SourceFile (class in process_improve.workbench.recipe) space_filling_design() (in module process_improve.experiments.designs_space_filling) spe (process_improve.multivariate.methods.TPLS attribute) spe() (process_improve.multivariate.methods.AffineModel method) 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_limits (process_improve.multivariate.methods.InversionRules attribute) spe_plot() (in module process_improve.multivariate.plots) (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) SpecificationWarning (class in process_improve.multivariate) split_constraints() (in module process_improve.experiments.designs_mixture_process) split_plot_design() (in module process_improve.experiments.designs_split_plot) SplitPlotOptions (class in process_improve.experiments.designs_split_plot) 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.experiments.across_blocks.BlockedFit attribute) standard_errors_ (process_improve.regression.methods.OLS attribute) stationary_point_region() (in module process_improve.experiments.surface_checks) stats (process_improve.sensory.validation.ValidationResult attribute) status (process_improve.recipes.AnalysisRecipe attribute) steepest_ascent_path (process_improve.visualization.types.DOEPlotType attribute) steepest_path() (in module process_improve.experiments.sequential) Step (class in process_improve.workbench.recipe) STEP (in module process_improve.univariate.error_transmission) step_from_dict() (in module process_improve.workbench.recipe) strategy_id (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) strip_plot_design() (in module process_improve.experiments.designs_split_plot) StripPlotLayout (class in process_improve.experiments.designs_split_plot) StripPlotOptions (class in process_improve.experiments.designs_split_plot) style (process_improve.visualization.spec.Annotation attribute) (process_improve.visualization.spec.LayerSpec attribute) subset_limit (process_improve.experiments.omars.OmarsResult attribute) subset_limit_reason (process_improve.experiments.omars.OmarsResult attribute) success (process_improve.experiments.omars.OmarsResult attribute) success_criteria (process_improve.experiments.strategy.models.ExperimentalStage attribute) summary (process_improve.recipes.AnalysisRecipe attribute) (process_improve.workbench.variant.GroupExplanation 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) supersaturated_available() (in module process_improve.experiments.designs_supersaturated) supersaturated_runs() (in module process_improve.experiments.designs_supersaturated) supplement() (in module process_improve.experiments.structures) support_frame() (process_improve.experiments.region.DesignRegion method) support_points() (process_improve.experiments.region.DesignRegion method) surface (process_improve.visualization.types.MarkType attribute) surface_3d (process_improve.visualization.types.DOEPlotType attribute) survives_run_loss (process_improve.experiments.design_catalog.CatalogQuery attribute) swap_gains() (process_improve.experiments.designs_constrained.Criterion method)

T

t2_contributions() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) t2_limit (process_improve.multivariate.methods.AffineModel attribute) (process_improve.multivariate.methods.InversionRules attribute) 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.experiments.compare.DesignComparison property) (process_improve.sensory.panel.PanelScorecard attribute) table() (process_improve.workbench.project.Project method) table_name() (in module process_improve.experiments.design_catalog) tag (process_improve.experiments.omars_trade_off.OmarsTradeOffTableEntry attribute) target_name_ (process_improve.regression.methods.OLS attribute) target_projection() (process_improve.multivariate.methods.PLS method) targets (process_improve.multivariate.methods.InversionRules attribute) Term (in module process_improve.experiments.designs_mixture_process) terms (process_improve.experiments.compare.DesignComparison attribute) terms_ (process_improve.multivariate.methods.ASCA attribute) test_normality() (in module process_improve.univariate.metrics) text (process_improve.experiments.design_catalog.CatalogQuery attribute) (process_improve.visualization.types.MarkType attribute) then() (process_improve.workbench.recipe.Recipe method) theta (process_improve.experiments.gaussian_process.GaussianProcessFit attribute) third_order_contrasts() (in module process_improve.experiments.surface_checks) thresholds_ (process_improve.multivariate.methods.PLSDA attribute) TIE_TOLERANCE (in module process_improve.univariate.reference_distribution) tietjen_moore_test() (in module process_improve.univariate.metrics) time_limit (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) time_limited_solves (process_improve.experiments.designs_omars_ilp.OmarsSearchReport attribute) 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_bytes() (process_improve.workbench.project.Project method) to_code() (process_improve.workbench._expressions.Expression method) to_coded() (process_improve.experiments.structures.Column method) to_data_dict() (process_improve.visualization.spec.ChartSpec method) to_dict() (process_improve.experiments.compare.DesignComparison method) (process_improve.experiments.region.DesignRegion method) (process_improve.multivariate.methods.AffineModel method) (process_improve.regression.methods.OLS method) (process_improve.tool_safety.ToolSafetyError method) (process_improve.tool_spec.ToolSafetyError method) (process_improve.visualization.spec.ChartSpec method) (process_improve.workbench.recipe.Recipe method) (process_improve.workbench.recipe.RenameColumns method) (process_improve.workbench.recipe.SourceFile method) (process_improve.workbench.recipe.Step method) (process_improve.workbench.variant.Variant method)

to_payload() (process_improve.recipes.AnalysisRecipe method) to_pseudocomponents() (in module process_improve.experiments.pseudocomponents) to_python() (process_improve.workbench.recipe.Recipe method) (process_improve.workbench.variant.CrossValidation method) (process_improve.workbench.variant.Variant method) to_realworld() (process_improve.experiments.structures.Column method) ToNumeric (class in process_improve.workbench.recipe) 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] top (process_improve.workbench.variant.GroupExplanation attribute) topics (process_improve.experiments.design_catalog.CatalogQuery attribute) total_estimated_runs (process_improve.experiments.strategy.models.ExperimentalStrategy attribute) total_inertia_ (process_improve.multivariate.methods.CA attribute) (process_improve.multivariate.methods.FAMD attribute) (process_improve.multivariate.methods.MFA 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 (class in process_improve.workbench.recipe) transform() (process_improve.batch.BatchPCA method) (process_improve.batch.BatchPLS method) (process_improve.batch.preprocessing.BatchScaler method) (process_improve.multivariate.methods.CA method) (process_improve.multivariate.methods.FAMD method) (process_improve.multivariate.methods.FPCA method) (process_improve.multivariate.methods.GPA method) (process_improve.multivariate.methods.MBPCA method) (process_improve.multivariate.methods.MBPLS method) (process_improve.multivariate.methods.MCA method) (process_improve.multivariate.methods.MCUVScaler method) (process_improve.multivariate.methods.MFA method) (process_improve.multivariate.methods.PCA method) (process_improve.multivariate.methods.PLS method) transform_columns() (process_improve.multivariate.methods.CA method) (process_improve.multivariate.methods.MCA method) TRANSFORM_RULES (in module process_improve.chemistry.preprocessing) TRANSFORMS (in module process_improve.workbench.recipe) 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) TrueProcess (class in process_improve.experiments.true_process) ttest_independent() (in module process_improve.univariate.metrics) ttest_independent_from_df() (in module process_improve.univariate.metrics) ttest_new_observation() (in module process_improve.univariate.stated_values) 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) tukey_nonadditivity() (in module process_improve.experiments.layouts)

U

UncentredDataWarning (class in process_improve.multivariate) UNCHECKED_CAUSES (in module process_improve.experiments.reference_catalogue) 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 updated_error_df (process_improve.experiments.omars.OmarsResult attribute) updated_rmse (process_improve.experiments.omars.OmarsResult attribute)

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() (process_improve.experiments.designs_constrained.Criterion method) value_end (process_improve.visualization.spec.Annotation attribute) values (process_improve.experiments.compare.DesignComparison attribute) variables_ (process_improve.multivariate.methods.MCA attribute) variance_about() (in module process_improve.univariate.stated_values)

variance_components (process_improve.sensory.mam.MAMRemlResult attribute) variance_decomposition() (in module process_improve.simulation.batch) (in module process_improve.univariate.metrics) variance_dispersion() (in module process_improve.experiments.variance_dispersion) VARIANCE_KEPT (in module process_improve.experiments.functional) variance_ratio (process_improve.experiments.designs_split_plot.SplitPlotOptions attribute) VARIANCE_TESTED (in module process_improve.experiments.functional) Variant (class in process_improve.workbench.variant) variant (process_improve.workbench.variant.CrossValidation attribute) vasca() (process_improve.multivariate.methods.ASCA method) vertices() (process_improve.experiments.region.DesignRegion method) vip() (in module process_improve.multivariate.methods) (process_improve.multivariate.methods.TPLS method) visualize_doe() (in module process_improve.experiments.visualization.api) volume_fraction() (process_improve.experiments.region.DesignRegion method)

W

w_loadings_super (process_improve.multivariate.methods.TPLS attribute) w_loadings_z (process_improve.multivariate.methods.TPLS attribute) warnings (process_improve.sensory.validation.ValidationResult attribute) weight_shift_ (process_improve.multivariate.methods.PRM attribute) weights (process_improve.experiments.gaussian_process.GaussianProcessFit attribute) weights_converged_ (process_improve.multivariate.methods.PRM attribute)

where_url() (in module process_improve.experiments.design_catalog) wide_to_dict() (in module process_improve.batch.data_input) wide_to_melted() (in module process_improve.batch.data_input) width (process_improve.experiments.designs_mixture_process.Atom property) (process_improve.visualization.spec.PanelSpec attribute) windows (process_improve.multivariate.methods.InversionRules 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_names (process_improve.multivariate.methods.AffineModel attribute) y_scale (process_improve.multivariate.methods.AffineModel 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) yates_table() (in module process_improve.experiments.yates)

Z

z (process_improve.visualization.spec.LayerSpec attribute)

z_title (process_improve.visualization.spec.PanelSpec attribute) ZERO_STATES (in module process_improve.chemistry.preprocessing)