API Reference#
- Multivariate Analysis
- Univariate Statistics
t_value()t_value_cdf()test_normality()Sn()ttest_independent()ttest_independent_from_df()ttest_paired()ttest_paired_from_df()confidence_interval()median_absolute_deviation()biweight_midvariance()holm_bonferroni()benjamini_hochberg()summary_stats()detect_outliers_esd()tietjen_moore_test()distribution_fit()variance_decomposition()- Reference distributions from past records
- Error transmission
- Serial correlation
- Results against a stated value
- Process Monitoring
- Designed Experiments
ColumnExptcreate_names()c()expand_grid()supplement()gather()generate_design()FactorTypeFactorConstraintas_constraints()ResponseGoalResponseDesignResultdispatch_fractional_factorial()defining_relation()plackett_burman_runs()dispatch_plackett_burman()dispatch_taguchi()dispatch_ccd()orthogonal_alpha()CENTER_POINT_RULESccd_center_points()blocking_alpha()dispatch_box_behnken()dsd_conference_order()dsd_run_count()CATEGORICAL_METHODSdispatch_dsd()dispatch_d_optimal()dispatch_i_optimal()dispatch_a_optimal()CRITERIASplitPlotOptionssplit_plot_design()StripPlotLayoutStripPlotOptionsstrip_plot_design()CovariateOptionscovariate_design()dispatch_mixture()to_pseudocomponents()from_pseudocomponents()MAX_CANDIDATESfactor_lookup()parse_constraint()rename_factors()build_candidates()model_matrix()Criterioncriterion_metadata()fedorov_exchange()PolishLatticepolish_levels()polish_runs()CandidatePoolselect_runs()ConstrainedOptionsblock_columns()selection_counts()refuse_budget_short_of_fixed_runs()make_criterion()constrained_optimal_design()region_with_rules()independent_columns()DesignRegionNotSeparableErrorseparating_constraint()constraint_through_cuts()SCHEFFE_MODELSSCHEFFE_DEGREEMAX_VERTEX_SUBSETSscheffe_model()scheffe_matrix()scheffe_formula_rhs()cubic_difference_term()mixture_inequalities()extreme_vertices()mixture_candidates()constrained_mixture_design()PROCESS_MODELSMAX_CANDIDATESAtomTermReducedRankReducedRankFormulaMixtureProcessModelscheffe_terms()process_terms()mixture_process_model()split_constraints()category_levels()mixture_process_design()hadamard()e_s2()e_s2_lower_bound()n_fully_aliased()supersaturated_runs()supersaturated_available()dispatch_supersaturated()BOX_ONLYANY_REGIONmaxpro_criterion()space_filling_design()- Method
OmarsSearchReportsolve_omars_ilp()generate_omars()full_factorial()cross_arrays()signal_to_noise()MODULUSdispatch_three_level_fraction()interaction_components()ModelUnsafeFormulaErrorforg()lm()predict()summary()validate_formula_is_safe()validate_identifier_is_safe()compare_models()group_test()OmarsResultanalyze_omars()marginal_means_prediction()REFERENCE_RULESComparisonsleast_squares_means()reverse_yates()yates_table()estimate_missing()tukey_nonadditivity()error_terms()multistratum_anova()visualize_doe()main_effects_plot()CATEGORICAL_CODINGSSECOND_ORDER_PAIRSSCREENING_HYPOTHESESevaluate_design()evaluate_all()- Also see
MODELSBOOK_URLMeasureMEASURESDesignComparisoncompare_designs()bibd_analysis()MAX_DEGREEROTATABLE_TOLERANCEN_STARTSvariance_dispersion()- Also see
TrueProcessbuild_formula()AnalysisResultanalyze_experiment()GaussianProcessFitfit_gaussian_process()BlockedFitfit_across_blocks()VARIANCE_KEPTVARIANCE_TESTEDFunctionalFitanalyze_functional_experiment()augment_design()- Implemented methods
evaluate_model()optimize_responses()NoSteepestDirectionErrorsteepest_path()next_design()third_order_contrasts()pooled_pure_error()stationary_point_region()- Also see
TradeOffTableEntrySearchLimitErrorminimum_aberration_generators()get_trade_off_table_entry()trade_off_table()- Also see
CAPABILITIESDEFAULT_RUNSDEFAULT_FACTORSREFERENCE_DESIGNSOmarsTradeOffTableEntryomars_minimum_runs()definitive_screening_runs()box_behnken_runs()omars_anchor_entry()get_omars_trade_off_table_entry()omars_trade_off_table()popcorn()grocery()manufacture()distillateflow()pollutant()oildoe()golf()boilingpot()solar()corrosion()biscuit()data()reference_topics()reference_sources()reference_experiments()reference_designs()DISAGREEMENT_CAUSESUNCHECKED_CAUSESreproduce_reference_catalogue()FamilyFAMILIESnormalise_family()GLYPH_ROWSglyph()design_facets()figure_name()table_name()where_url()shown_where()published_runs()PLACES_NAMEDGENERATEDINDEX_FIELDSprinted_checks()catalog_records()short_citation()SOURCE_FORMSsource_form()catalog_sources()GENERAL_LABELcatalog_topics()catalog_families()catalog_errata()REPRODUCTION_TIERSLIBRARY_RIGHTcatalog_reproduction()catalog_feed()COMPARED_FACTORSCOMPARED_RUNScatalog_comparisons()CATALOG_URLCatalogQuerysearch_catalog()MODELSMOST_SUBSETSMOST_STEPSFDS_SAMPLESmodel_matrix()full_rank()estimable_models()leverages()run_loss()fds_curve()quadratic_projection()projectivity()run_counts()relabelling()same_design()fingerprint()design_classes()design_structure()- Run Sheets
- Strategy Recommender
- The Next Round
- Simulated Studies
- Regression
- Batch Data Analysis
BatchPCABatchPLSBatchMonitormidcourse_correction()MidCourseCorrectorevaluate_control_policies()time_varying_loading_plot()unfolded_contribution_plot()contribution_at_time_plot()online_monitoring_plot()DUPONT_URLFMC_URLSBR_URLload_nylon()load_dryer()load_batch_fake_data()load_dupont()load_fmc()load_sbr()f_mean()f_median()f_std()f_iqr()f_robust_mad()f_sum()f_area()f_rupture()f_min()f_max()f_agemin()f_agemax()f_last()f_count()f_slope()cross()f_crossing()f_elbow()determine_scaling()apply_scaling()reverse_scaling()DTWresultBatchScaleralign_with_path()dtw_core()one_iteration_dtw()batch_dtw()resample_to_reference()find_average_length()find_reference_batch()unfold_blocks()MultiTagPlotSettingsget_rgba_from_triplet()plot_to_HTML()plot_all_batches_per_tag()colours_per_batch_id()plot_multitags()generate_one_frame()check_valid_batch_dict()dict_to_melted()dict_to_wide()melted_to_dict()melted_to_wide()wide_to_dict()wide_to_melted()melt_df_to_series()
- Bivariate Analysis
- Visualization
- Sensory Panel Analysis
- Simulation
- Workbench
- Recipes and the Tool Layer