API Reference

• Multivariate Analysis
  • Models
  • Analysis
  • Containers
  • Preprocessing
  • Diagnostics
  • Warnings
  • Plots
• 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()
• Process Monitoring
  • BIWEIGHT_RHO_CONSISTENCY
  • rho()
  • psi()
  • ControlChart
  • calculate_cpk()
• Designed Experiments
  • Column
  • Expt
  • create_names()
  • c()
  • expand_grid()
  • supplement()
  • gather()
  • generate_design()
  • Method
  • OmarsSearchReport
  • solve_omars_ilp()
  • generate_omars()
  • full_factorial()
  • Model
  • UnsafeFormulaError
  • forg()
  • lm()
  • predict()
  • summary()
  • validate_formula_is_safe()
  • validate_identifier_is_safe()
  • evaluate_design()
  • evaluate_all()
  • build_formula()
  • AnalysisResult
  • analyze_experiment()
  • augment_design()
  • Implemented methods
  • evaluate_model()
  • optimize_responses()
  • Also see
  • TradeOffTableEntry
  • minimum_aberration_generators()
  • get_trade_off_table_entry()
  • trade_off_table()
  • Also see
  • CAPABILITIES
  • DEFAULT_RUNS
  • DEFAULT_FACTORS
  • OmarsTradeOffTableEntry
  • omars_minimum_runs()
  • get_omars_trade_off_table_entry()
  • omars_trade_off_table()
  • popcorn()
  • grocery()
  • manufacture()
  • distillateflow()
  • pollutant()
  • oildoe()
  • golf()
  • boilingpot()
  • solar()
  • data()
  • Strategy Recommender
• Regression
  • OLS
  • fit_robust_lm()
  • multiple_linear_regression()
  • repeated_median_slope()
  • robust_regression()
  • t_value()
• Batch Data Analysis
  • BatchPCA
  • BatchPLS
  • BatchMonitor
  • midcourse_correction()
  • MidCourseCorrector
  • evaluate_control_policies()
  • time_varying_loading_plot()
  • unfolded_contribution_plot()
  • contribution_at_time_plot()
  • online_monitoring_plot()
  • DUPONT_URL
  • FMC_URL
  • SBR_URL
  • load_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()
  • DTWresult
  • BatchScaler
  • align_with_path()
  • dtw_core()
  • one_iteration_dtw()
  • batch_dtw()
  • resample_to_reference()
  • find_average_length()
  • find_reference_batch()
  • unfold_blocks()
  • MultiTagPlotSettings
  • get_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
  • find_elbow_point()
  • find_line_intersection()
  • fit_robust_lm()
• Visualization
  • raincloud()
  • register_themes()
  • set_theme()
  • Chart specification (IR)
  • Backend adapters
• Sensory Panel Analysis
  • Validation and ingest
  • Panel diagnostics
  • Relating the panel to the product
  • Recipes and agent-callable tools
• Simulation
  • Bioreactor batch simulator
  • Hidden response-surface simulator
  • Host-injected state
  • Recipes and agent-callable tools
• Recipes and the Tool Layer
  • Analysis recipes
  • Tool specifications and registry
  • Configuration
  • Tool-call safety
  • MCP server