Index

A

ab_compare() (in module esml.bench) abadie_imbens_se() (in module esml.matching) acceleration (esml.bootstrap_methods.BootstrapResult attribute) add() (esml.tables_pub.FootnoteRegistry method) add_figure() (esml.reporting.Report method) add_section() (esml.reporting.Report method) add_table() (esml.reporting.Report method) added_variable_plot() (in module esml.viz) adel() (in module esml.psymet) adj_r_squared (esml.diagnostics.GoodnessOfFit attribute) adjust_p_values() (in module esml.multiple_testing) adjusted (esml.multiple_testing.AdjustedPValues attribute) adjusted_estimates (esml.sensitivity.TippingPointResult attribute) adjusted_p (esml.multiple_testing.ClosedTestResult attribute) adjusted_p_values (esml.sensitivity.TippingPointResult attribute) AdjustedPValues (class in esml.multiple_testing) aft_loglogistic() (in module esml.survival) aft_lognormal() (in module esml.survival) aft_weibull() (in module esml.survival) agent (perseus.perseus_relay.PerseusRelayHandler attribute) agent_available() (in module esml.llm) (in module perseus) (in module perseus.llm) aggregate_gt_att() (in module esml.did) aic (esml.diagnostics.GoodnessOfFit attribute) (esml.survival.ParametricSurvivalResult attribute) alert_state_combo() (in module esml.otis) aliases (esml.stat_commands.StatCommand attribute) all_command_names() (in module esml.stat_commands) all_ok (esml.container.HealthCheckResult property) allowed_values (esml.validation.ColumnRule attribute) alpha (esml.multiple_testing.AdjustedPValues attribute) (esml.multiple_testing.GatekeepingResult attribute) (esml.psymet.OmgRes attribute) alpha_if_deleted() (in module esml.psymet) alternative (esml.bootstrap_methods.PermutationTestResult attribute) anderson_darling() (in module esml.statistics) anderson_rubin_ci() (in module esml.iv) anderson_rubin_test() (in module esml.iv) angle_indices (esml.quant.TQBlock attribute), [1] (turboquant.quant.TQBlock attribute), [1] (turboquant.TQBlock attribute), [1] anova_one_way() (in module esml.inference) anova_table() (in module esml.tables_pub) apparent_performance (esml.validation.OverfitResult attribute) append() (esml.kv_cache.TurboQuantKVCache method) (esml.kv_cache.UncompressedKVCache method) (turboquant.kv_cache.TurboQuantKVCache method) (turboquant.kv_cache.UncompressedKVCache method)

append_to_history() (in module esml.bench) apply_smote() (in module esml.ml) argmax() (in module esml.engine_bridge) arms (esml.export.ConsortDiagram attribute) ask() (in module esml.llm) (in module perseus.llm) (perseus.perseus_relay.PerseusCloudClient method) ask_esml_assistant() (in module esml.perseus) (in module perseus.perseus) ask_multi() (in module esml.llm) (in module perseus.llm) ask_percy() (in module esml.perseus) (in module perseus) (in module perseus.perseus) assess_calibration() (in module esml.validation) assess_discrimination() (in module esml.validation) assessed (esml.export.ConsortDiagram attribute) assistant_available() (in module esml.llm) (in module perseus.llm) astcmb() (in module esml.otis) AstRes (class in esml.otis) at_risk (esml.survival.SurvivalCurve attribute) ate (esml.otis.OtDmlR attribute) ate_pval (esml.otis.OtDmlR attribute) ate_se (esml.otis.OtDmlR attribute) att (esml.otis.OtDmlR attribute) att_pval (esml.otis.OtDmlR attribute) att_se (esml.otis.OtDmlR attribute) audit_statistical_reporting() (in module esml.reporting) AuditResult (class in esml.reporting) auroc (esml.validation.DiscriminationResult attribute) auroc_ci_lower (esml.validation.DiscriminationResult attribute) auroc_ci_upper (esml.validation.DiscriminationResult attribute) auth_token (perseus.perseus_relay.PerseusRelayHandler attribute) authors (esml.reporting.Report attribute) auto_test() (in module esml.statistics) autocorrelation_test (esml.diagnostics.ResidualDiagnostics attribute) available (esml.quant_bridge.GGMLTurboQuant property) (turboquant.GGMLTurboQuant property) (turboquant.quant_bridge.GGMLTurboQuant property) ave() (in module esml.psymet) average_variance_extracted() (in module esml.psymet) avgr (esml.psymet.RlbRes attribute)

B

backend (esml.engine.GenerationResult attribute) backend() (in module esml.engine) bacon_decomposition() (in module esml.did) BaconDecomposition (class in esml.did) balance_diagnostics() (in module esml.matching) balance_plot() (in module esml.viz) balance_table (esml.matching.BalanceResult attribute), [1] balance_table() (in module esml.matching) balanced (esml.matching.BalanceResult attribute), [1] BalanceResult (class in esml.matching) bandwidth (esml.rdd.RDDResult attribute), [1] bandwidth_cct() (in module esml.rdd) bandwidth_ik() (in module esml.rdd) bandwidth_rot() (in module esml.rdd) bandwidth_sensitivity() (in module esml.rdd) BandwidthResult (class in esml.rdd) bart() (in module esml.psymet) bartlett_sphericity() (in module esml.psymet) bartlett_test() (in module esml.statistics) BartlettResult (in module esml.psymet) baseline_hazard (esml.survival.CoxResult attribute) batch_export() (in module esml.export) benchmark() (in module esml.bench) benchmark_all_modules() (in module esml.bench) benchmark_bounds (esml.sensitivity.OmittedVariableBias attribute) benchmark_module() (in module esml.bench) BenchmarkComparison (class in esml.bench) BenchmarkResult (class in esml.bench) BenchmarkSuite (class in esml.bench) benjamini_hochberg() (in module esml.multiple_testing) benjamini_yekutieli() (in module esml.multiple_testing) between_variance (esml.missing.PooledEstimate attribute) bh() (in module esml.multiple_testing) bias (esml.bootstrap_methods.BootstrapResult attribute) (esml.bootstrap_methods.JackknifeResult attribute) bias_adjusted_estimate() (in module esml.sensitivity) bic (esml.diagnostics.GoodnessOfFit attribute) (esml.survival.ParametricSurvivalResult attribute)

bits (esml.quant.TQBlock attribute), [1] (turboquant.quant.TQBlock attribute), [1] (turboquant.TQBlock attribute), [1] bland_altman_plot() (in module esml.viz) block_bootstrap() (in module esml.bootstrap_methods) BlockTBQ2 (class in esml.quant_bridge) (class in turboquant.quant_bridge) BlockTBQ3 (class in esml.quant_bridge) (class in turboquant.quant_bridge) BlockTBQ4 (class in esml.quant_bridge) (class in turboquant.quant_bridge) bonferroni() (in module esml.multiple_testing) boot_distribution (esml.bootstrap_methods.BootstrapResult attribute) bootstrap() (in module esml.bootstrap_methods) bootstrap_632() (in module esml.bootstrap_methods) bootstrap_ci() (in module esml.inference) bootstrap_effect_size_ci() (in module esml.effect_sizes) bootstrap_replicate_weights() (in module esml.weights) bootstrap_sample() (in module esml.sampling) bootstrap_validate() (in module esml.validation) BootstrapResult (class in esml.bootstrap_methods) bos_id (esml.tokenizer.Tokenizer property) brier_score (esml.validation.CalibrationResult attribute) brr_replicate_weights() (in module esml.weights) BrtRes (class in esml.psymet) build_assistant_prompt() (in module esml.perseus) (in module perseus.perseus) build_catalog() (in module esml.notebook) build_esml_context() (in module esml.llm) (in module perseus.llm) build_image() (in module esml.container) build_multistage() (in module esml.container) build_parser() (in module esml.runner) build_prompt() (in module esml.perseus) (in module perseus) (in module perseus.perseus) by() (in module esml.multiple_testing) by_format (esml.notebook.NotebookCatalog attribute)

C

c_statistic (esml.validation.DiscriminationResult attribute) cache_connect() (in module esml.data) cache_list() (in module esml.data) cache_load() (in module esml.data) cache_store() (in module esml.data) CacheStats (class in esml.kv_cache) (class in turboquant.kv_cache) calculate_ebac() (in module esml.ebac) calculate_interaction_power() (in module esml.inference) calculate_ipw_weights() (in module esml.causal) calibrate_to_totals() (in module esml.weights) calibration (esml.validation.ExternalValidationResult attribute) calibration_in_the_large (esml.validation.CalibrationResult attribute) calibration_intercept (esml.validation.CalibrationResult attribute) calibration_plot() (in module esml.viz) calibration_slope (esml.validation.CalibrationResult attribute) calibration_weights() (in module esml.survey) CalibrationResult (class in esml.validation) (class in esml.weights) cancel_stream() (esml.chat.ChatSession method) canonicalize_cpads_frame() (in module esml.cpads) caption (esml.reporting.ReportFigure attribute) (esml.reporting.ReportTable attribute) capture_system_info() (in module esml.bench) cate_heterogeneity_plot() (in module esml.viz) category (esml.reporting.STROBECheck attribute) (esml.stat_commands.StatCommand attribute) caterpillar_plot() (in module esml.viz) cattaneo_density_test() (in module esml.rdd) cauchy_combination() (in module esml.multiple_testing) cell_count (esml.notebook.NotebookInfo attribute) censored (esml.survival.SurvivalCurve attribute) chat() (esml.fam.OllamaFreeAPI method) (esml.loc.LocalOllama method) (perseus.fam.OllamaFreeAPI method) (perseus.loc.LocalOllama method) chat_messages() (esml.fam.OllamaFreeAPI method) (perseus.fam.OllamaFreeAPI method) ChatMessage (class in esml.chat) ChatSession (class in esml.chat) check_referential_integrity() (in module esml.validation) check_strobe_compliance() (in module esml.reporting) checks (esml.container.HealthCheckResult attribute) (esml.inspector.VerificationReport attribute) (esml.reporting.AuditResult attribute) chi2_goodness_of_fit() (in module esml.statistics) chi2_independence() (in module esml.statistics) chi_square_test() (in module esml.inference) chisq (esml.psymet.BrtRes attribute) ci_95 (esml.bench.BenchmarkResult property) ci_hi (esml.psymet.RlbRes attribute) ci_lo (esml.psymet.RlbRes attribute) ci_lower (esml.bootstrap_methods.BootstrapResult attribute) (esml.bootstrap_methods.CrossValidationResult attribute) (esml.bootstrap_methods.JackknifeResult attribute) (esml.bootstrap_methods.PermutationTestResult attribute) (esml.did.DiDResult attribute), [1] (esml.effect_sizes.EffectSizeResult attribute) (esml.iv.IVResult attribute), [1] (esml.matching.TreatmentEffectResult attribute), [1] (esml.missing.PooledEstimate attribute) (esml.rdd.RDDResult attribute), [1] (esml.sensitivity.EValueResult attribute) (esml.statistics.TestResult attribute) (esml.survival.CompetingRiskResult attribute) (esml.survival.CoxResult attribute) (esml.survival.SurvivalCurve attribute) (esml.validation.CVResult attribute) ci_method (esml.bootstrap_methods.BootstrapResult attribute) ci_upper (esml.bootstrap_methods.BootstrapResult attribute) (esml.bootstrap_methods.CrossValidationResult attribute) (esml.bootstrap_methods.JackknifeResult attribute) (esml.bootstrap_methods.PermutationTestResult attribute) (esml.did.DiDResult attribute), [1] (esml.effect_sizes.EffectSizeResult attribute) (esml.iv.IVResult attribute), [1] (esml.matching.TreatmentEffectResult attribute), [1] (esml.missing.PooledEstimate attribute) (esml.rdd.RDDResult attribute), [1] (esml.sensitivity.EValueResult attribute) (esml.statistics.TestResult attribute) (esml.survival.CompetingRiskResult attribute) (esml.survival.CoxResult attribute) (esml.survival.SurvivalCurve attribute) (esml.validation.CVResult attribute) cif (esml.survival.CompetingRiskResult attribute) classify_missing_mechanism() (in module esml.missing) cleanup_containers() (in module esml.container) cleanup_images() (in module esml.container) clear() (esml.kv_cache.TurboQuantKVCache method) (esml.kv_cache.UncompressedKVCache method) (turboquant.kv_cache.TurboQuantKVCache method) (turboquant.kv_cache.UncompressedKVCache method) cles() (in module esml.effect_sizes) cliffs_delta() (in module esml.effect_sizes) close() (esml.engine.ESMLEngine method) (esml.gguf_loader.GGUFModel method) ClosedTestResult (class in esml.multiple_testing) cloud_provider (esml.emissions.EmissionsData attribute) cloud_region (esml.emissions.EmissionsData attribute) cluster_sample() (in module esml.sampling) cochrans_q() (in module esml.statistics) code_cell_count (esml.notebook.NotebookInfo attribute) coefficient_of_variation() (in module esml.effect_sizes) coefficients (esml.did.EventStudyResult attribute), [1] (esml.iv.IVResult attribute), [1] (esml.survival.CoxResult attribute) (esml.survival.ParametricSurvivalResult attribute) cohens_d() (in module esml.effect_sizes) (in module esml.inference) cohens_f() (in module esml.effect_sizes) cohens_kappa() (in module esml.statistics) cohens_w() (in module esml.effect_sizes) collinear_pairs (esml.diagnostics.CollinearityDiagnostics attribute) collinearity (esml.diagnostics.DiagnosticReport attribute) collinearity_diagnostics() (in module esml.diagnostics) CollinearityDiagnostics (class in esml.diagnostics) column_names (esml.inspector.InspectionResult attribute) ColumnProfile (class in esml.dataset) ColumnRule (class in esml.validation)

columns (esml.dataset.DatasetProfile attribute), [1] (esml.inspector.InspectionResult attribute) command (esml.container.DockerResult attribute) commands_by_category() (in module esml.stat_commands) common_support() (in module esml.matching) compare_benchmarks() (in module esml.bench) compare_nested_logistic_models() (in module esml.investigation) compare_parametric_models() (in module esml.survival) compare_reports() (in module esml.reporting) comparisons (esml.bench.RegressionReport attribute) CompetingRiskResult (class in esml.survival) compile_ggml_lib() (in module esml.quant_bridge) (in module turboquant.quant_bridge) compile_report() (in module esml.reporting) complete (esml.reporting.AuditResult property) complete_case_analysis() (in module esml.missing) complete_cases (esml.missing.MissingProfile attribute) completeness (esml.validation.DataQualityReport attribute) complex_survey_glm() (in module esml.survey) component_residual_plot() (in module esml.viz) components (esml.did.BaconDecomposition attribute), [1] compose_down() (in module esml.container) compose_logs() (in module esml.container) compose_ps() (in module esml.container) compose_up() (in module esml.container) composite_reliability() (in module esml.psymet) composite_weights() (in module esml.weights) compress_kv_cache() (in module esml.quant) (in module turboquant) (in module turboquant.quant) compressed_bytes (esml.kv_cache.CacheStats attribute) (turboquant.kv_cache.CacheStats attribute) compression_ratio (esml.kv_cache.CacheStats property) (esml.quant.TQBlock property) (turboquant.kv_cache.CacheStats property) (turboquant.quant.TQBlock property) (turboquant.TQBlock property) compute_combined_weights() (in module esml.weights) compute_design_weights() (in module esml.sampling) (in module esml.weights) compute_goodness_of_fit() (in module esml.diagnostics) compute_influence() (in module esml.diagnostics) compute_propensity_scores() (in module esml.causal) compute_residuals() (in module esml.diagnostics) compute_vif() (in module esml.diagnostics) conclusion (esml.diagnostics.SpecificationTest attribute) concordance (esml.survival.CoxResult attribute) concordance_index() (in module esml.survival) condition_indices (esml.diagnostics.CollinearityDiagnostics attribute) condition_number (esml.diagnostics.CollinearityDiagnostics attribute) conditional_lr_test() (in module esml.iv) config (esml.gguf_loader.GGUFModel property) consistency (esml.validation.DataQualityReport attribute) ConsortDiagram (class in esml.export) ConsortNode (class in esml.export) container_id (esml.container.ContainerInfo attribute) (esml.container.ResourceSnapshot attribute) container_os (esml.container.EnvironmentDiff attribute) container_python (esml.container.EnvironmentDiff attribute) container_r (esml.container.EnvironmentDiff attribute) container_shell() (in module esml.container) ContainerInfo (class in esml.container) content (esml.chat.ChatMessage attribute) (esml.reporting.ReportSection attribute) contribution_pct (esml.weights.WeightInfluence attribute) control_function() (in module esml.iv) converged (esml.weights.CalibrationResult attribute) convergence (esml.missing.MICEResult attribute) ConversionResult (class in esml.notebook) convert_notebook() (in module esml.notebook) cooks_distance (esml.diagnostics.InfluenceDiagnostics attribute) corrected_performance (esml.validation.OverfitResult attribute) correlation_heatmap() (in module esml.viz) correlation_matrix() (in module esml.statistics) correlation_table() (in module esml.tables_pub) country_iso_code (esml.emissions.EmissionsData attribute) country_name (esml.emissions.EmissionsData attribute) counts (esml.otis.RplRes attribute) covariate_balance_rdd() (in module esml.rdd) covariate_names (esml.survival.CoxResult attribute) covratio (esml.diagnostics.InfluenceDiagnostics attribute) cox_ph() (in module esml.survival) cox_snell_residuals() (in module esml.survival) CoxResult (class in esml.survival) cpads_contract() (esml.data.DatasetRegistry method) (in module esml.cpads) cpu_count (esml.bench.SystemInfo attribute) (esml.emissions.EmissionsData attribute) cpu_energy (esml.emissions.EmissionsData attribute) cpu_model (esml.emissions.EmissionsData attribute) cpu_percent (esml.container.ResourceSnapshot attribute) cpu_power (esml.emissions.EmissionsData attribute) cpu_profile() (in module esml.bench) cpu_utilization_percent (esml.emissions.EmissionsData attribute) cragg_donald_test() (in module esml.iv) cramers_v() (in module esml.effect_sizes) (in module esml.inference) crba() (in module esml.psymet) create_consort_diagram() (in module esml.export) create_network() (in module esml.container) create_notebook() (in module esml.notebook) create_reproducibility_manifest() (in module esml.export) (in module esml.validation) created (esml.container.ContainerInfo attribute) (esml.container.ImageInfo attribute) crel() (in module esml.psymet) critical_gamma (esml.sensitivity.RosenbaumBounds attribute) critical_values (esml.iv.DiagnosticResult attribute) cronbach_alpha() (in module esml.psymet) cross_validate() (in module esml.bootstrap_methods) (in module esml.validation) CrossValidationResult (class in esml.bootstrap_methods) csv_header (esml.emissions.EmissionsData property) csv_row() (esml.emissions.EmissionsData method) cue_gmm() (in module esml.iv) cumulative_incidence_function() (in module esml.survival) custom (esml.validation.ColumnRule attribute) cv (esml.bench.BenchmarkResult property) (esml.weights.WeightDiagnostics attribute) CVResult (class in esml.validation)

D

d (esml.quant.TQBlock attribute), [1] (turboquant.quant.TQBlock attribute), [1] (turboquant.TQBlock attribute), [1] d_to_nnt() (in module esml.effect_sizes) d_to_or() (in module esml.effect_sizes) d_to_r() (in module esml.effect_sizes) dag_plot() (in module esml.viz) dagostino_pearson() (in module esml.statistics) data (esml.missing.ImputedDataset attribute) (esml.otis.AstRes attribute) (esml.otis.VolRes attribute) data_accessible (esml.container.HealthCheckResult attribute) data_checksum (esml.validation.ReproducibilityManifest attribute) data_path (esml.container.HealthCheckResult attribute) DataQualityReport (class in esml.validation) dataset_context (esml.chat.ChatSession attribute) dataset_info() (in module esml.data) DatasetProfile (class in esml.dataset) DatasetRegistry (class in esml.data) datasets (esml.missing.MICEResult attribute) date (esml.reporting.Report attribute) dbeta() (in module esml.inference) dbinom() (in module esml.inference) dchisq() (in module esml.inference) decision_curve_analysis() (in module esml.validation) DecisionCurveResult (class in esml.validation) decode() (esml.tokenizer.Tokenizer method) decompress_kv_cache() (in module esml.quant) (in module turboquant) (in module turboquant.quant) degradation (esml.validation.TemporalValidationResult attribute) delete_d_jackknife() (in module esml.bootstrap_methods) delta_adjustment() (in module esml.missing) delta_values (esml.sensitivity.TippingPointResult attribute) DensityTestResult (class in esml.rdd) dequantize() (esml.quant_bridge.GGMLTurboQuant method) (turboquant.GGMLTurboQuant method) (turboquant.quant_bridge.GGMLTurboQuant method) dequantize_angles() (in module esml.quant) (in module turboquant.quant) description (esml.chat.SlashCommand attribute) (esml.modules.ModuleSpec attribute) (esml.reporting.STROBECheck attribute) (esml.stat_commands.StatCommand attribute) design_effect (esml.weights.WeightDiagnostics attribute) design_effect() (in module esml.sampling) (in module esml.weights) details (esml.did.DiDResult attribute), [1] (esml.did.EventStudyResult attribute) (esml.iv.DiagnosticResult attribute) (esml.iv.IVResult attribute), [1] (esml.matching.MatchResult attribute), [1] (esml.matching.TreatmentEffectResult attribute), [1] (esml.rdd.BandwidthResult attribute), [1] (esml.rdd.DensityTestResult attribute) (esml.rdd.RDDResult attribute), [1] (esml.validation.DataQualityReport attribute) detect_available_provider() (in module esml.llm) (in module perseus.llm) detect_extreme_weights() (in module esml.weights) detect_model_display() (in module esml.llm) (in module perseus.llm) detect_overfitting() (in module esml.validation) detect_provider_and_model() (in module esml.llm) (in module perseus.llm)

detect_regressions() (in module esml.bench) deviance (esml.diagnostics.GoodnessOfFit attribute) deviance_residuals (esml.diagnostics.ResidualDiagnostics attribute) deviance_residuals() (in module esml.survival) df (esml.diagnostics.SpecificationTest attribute) (esml.missing.MCARTestResult attribute) (esml.missing.PooledEstimate attribute) (esml.psymet.BrtRes attribute) (esml.reporting.ReportTable attribute) (esml.statistics.TestResult attribute) (esml.survival.LogRankResult attribute) df_model (esml.diagnostics.GoodnessOfFit attribute) df_residual (esml.diagnostics.GoodnessOfFit attribute) df_to_csv_with_meta() (in module esml.export) df_to_docx() (in module esml.export) df_to_excel() (in module esml.export) df_to_html() (in module esml.export) df_to_json() (in module esml.export) df_to_latex() (in module esml.export) df_to_markdown() (in module esml.export) dfbetas (esml.diagnostics.InfluenceDiagnostics attribute) dffits (esml.diagnostics.InfluenceDiagnostics attribute) dgamma() (in module esml.inference) DiagnosticReport (class in esml.diagnostics) DiagnosticResult (class in esml.iv) diagnostics (esml.weights.CalibrationResult attribute) did_2x2() (in module esml.did) did_chaisemartin_dhaultfoeuille() (in module esml.did) did_continuous_treatment() (in module esml.did) did_diagnostics() (in module esml.did) did_doubly_robust() (in module esml.did) did_fuzzy() (in module esml.did) did_heterogeneous() (in module esml.did) did_panel_fe() (in module esml.did) did_repeated_cross_section() (in module esml.did) did_sensitivity_analysis() (in module esml.did) did_triple_difference() (in module esml.did) DiDResult (class in esml.did) diff_notebooks() (in module esml.notebook) discrimination (esml.validation.ExternalValidationResult attribute) discrimination_slope (esml.validation.DiscriminationResult attribute) DiscriminationResult (class in esml.validation) distribution (esml.survival.ParametricSurvivalResult attribute) distribution_comparison_plot() (in module esml.viz) dnorm() (in module esml.inference) do_GET() (perseus.perseus_relay.PerseusRelayHandler method) do_POST() (perseus.perseus_relay.PerseusRelayHandler method) docker_available() (in module esml.container) DockerResult (class in esml.container) domain_shift (esml.validation.ExternalValidationResult attribute) donut_rdd() (in module esml.rdd) doubly_robust_matching() (in module esml.matching) dpois() (in module esml.inference) dt() (in module esml.inference) dtype (esml.dataset.ColumnProfile attribute), [1] (esml.gguf_loader.TensorInfo attribute) (esml.validation.ColumnRule attribute) dtype_name (esml.gguf_loader.TensorInfo property) dtypes (esml.inspector.InspectionResult attribute) dunif() (in module esml.inference) duration (esml.emissions.EmissionsData attribute) duration_seconds (esml.container.DockerResult attribute) (esml.notebook.RenderResult attribute) (esml.notebook.ValidationResult attribute) durbin_wu_hausman() (in module esml.iv)

E

e_value() (in module esml.effects) e_value_ci (esml.sensitivity.EValueResult attribute) e_value_d() (in module esml.sensitivity) e_value_hr() (in module esml.sensitivity) e_value_or() (in module esml.sensitivity) e_value_point (esml.sensitivity.EValueResult attribute) e_value_rr() (in module esml.sensitivity) effect_size (esml.statistics.TestResult attribute) effect_size_plot() (in module esml.viz) effective_sample_size (esml.weights.WeightDiagnostics attribute) effective_sample_size() (in module esml.causal) (in module esml.sampling) (in module esml.weights) EffectSizeResult (class in esml.effect_sizes) eigenvalues (esml.diagnostics.CollinearityDiagnostics attribute) elapsed_seconds (esml.progress.ModuleResult attribute) emissions (esml.emissions.EmissionsData attribute) emissions_rate (esml.emissions.EmissionsData attribute) EmissionsData (class in esml.emissions) EmissionsTracker (class in esml.emissions) encode() (esml.tokenizer.Tokenizer method) endogenous_coef (esml.iv.IVResult property) endogenous_se (esml.iv.IVResult property) energy_consumed (esml.emissions.EmissionsData attribute) entropy_balance() (in module esml.matching) environment_diff() (in module esml.container) EnvironmentDiff (class in esml.container) eos_id (esml.tokenizer.Tokenizer property) epsilon_squared() (in module esml.effect_sizes) error_count (esml.inspector.VerificationReport property) error_message (esml.progress.ModuleResult attribute) errors (esml.notebook.ValidationResult attribute) (esml.validation.SchemaValidationResult attribute) esml.bench module esml.bootstrap_methods module esml.causal module esml.chat module esml.container module esml.cpads module esml.data module esml.dataset module esml.diagnostics module esml.did module esml.doctor module esml.ebac module esml.effect_sizes module esml.effects module esml.emissions module esml.engine module esml.engine_bridge module esml.export module esml.fam module esml.fn module esml.gguf_loader module esml.inference module esml.inspector module esml.investigation module esml.iv module esml.kv_cache module esml.llm module esml.loc module esml.matching module esml.missing module esml.ml module esml.modules module esml.multiple_testing module esml.notebook module esml.otis module esml.perseus module esml.progress module

esml.psymet module esml.quant module esml.quant_bridge module esml.rdd module esml.reporting module esml.runner module esml.sampling module esml.selftest module esml.sensitivity module esml.stat_commands module esml.statistics module esml.survey module esml.survival module esml.tables_pub module esml.tokenizer module esml.tui module esml.validation module esml.viz module esml.weights module esml_db() (in module esml.data) esml_importable (esml.container.HealthCheckResult attribute) esml_version (esml.container.HealthCheckResult attribute) ESMLEngine (class in esml.engine) estimand (esml.matching.TreatmentEffectResult attribute), [1] estimate (esml.bootstrap_methods.BootstrapResult attribute) (esml.bootstrap_methods.JackknifeResult attribute) (esml.did.DiDResult attribute), [1] (esml.effect_sizes.EffectSizeResult attribute) (esml.matching.TreatmentEffectResult attribute), [1] (esml.missing.PooledEstimate attribute) (esml.rdd.RDDResult attribute), [1] (esml.sensitivity.OmittedVariableBias attribute) (esml.statistics.TestResult attribute) estimate_aipw() (in module esml.causal) estimate_atc() (in module esml.causal) estimate_atc_matched() (in module esml.matching) estimate_ate() (in module esml.effects) estimate_ate_gcomputation() (in module esml.effects) estimate_ate_matched() (in module esml.matching) estimate_att() (in module esml.causal) estimate_att_matched() (in module esml.matching) estimate_cate() (in module esml.causal) estimate_double_ml() (in module esml.causal) estimate_gate() (in module esml.causal) estimate_irm() (in module esml.causal) estimate_late() (in module esml.causal) estimate_pi0() (in module esml.multiple_testing) estimate_pliv() (in module esml.effects) estimate_plr() (in module esml.effects) estimate_propensity_score() (in module esml.matching) estimates (esml.sensitivity.SpecificationCurveResult attribute) eta_squared() (in module esml.effect_sizes) (in module esml.inference) eval_robustness() (in module esml.ml) EValueResult (class in esml.sensitivity) event_of_interest (esml.survival.CompetingRiskResult attribute) event_study() (in module esml.did) event_study_plot() (in module esml.viz) events (esml.survival.SurvivalCurve attribute) EventStudyResult (class in esml.did) evidence (esml.reporting.STROBECheck attribute) excluded (esml.export.ConsortNode attribute) exclusion_reasons (esml.export.ConsortNode attribute) exec_in_container() (in module esml.container) execute_notebook() (in module esml.notebook) execute_pipeline() (in module esml.runner) execute_pipeline_with_progress() (in module esml.progress) executed_cells (esml.notebook.ValidationResult attribute) experiment_id (esml.emissions.EmissionsData attribute) exponential_model() (in module esml.survival) export_figure() (in module esml.export) export_results() (in module esml.container) export_results_bundle() (in module esml.export) expvar (esml.psymet.OmgRes attribute) external_validate() (in module esml.validation) ExternalValidationResult (class in esml.validation) extra (esml.effect_sizes.EffectSizeResult attribute) (esml.statistics.TestResult attribute) (esml.survival.CoxResult attribute) (esml.survival.LogRankResult attribute) (esml.survival.ParametricSurvivalResult attribute) extract_code_cells() (in module esml.notebook) extract_dependencies() (in module esml.notebook) extreme_indices (esml.weights.ExtremeWeightReport attribute) extreme_values (esml.weights.ExtremeWeightReport attribute) ExtremeWeightReport (class in esml.weights)

F

f_pvalue (esml.diagnostics.GoodnessOfFit attribute) f_statistic (esml.diagnostics.GoodnessOfFit attribute) failed_cells (esml.notebook.ValidationResult attribute) fallback_procedure() (in module esml.multiple_testing) family (esml.loc.ModelInfo attribute) (perseus.loc.ModelInfo attribute) fay_brr_weights() (in module esml.weights) fetch_ckan_dataframe() (esml.data.DatasetRegistry method) fetch_ckan_records() (esml.data.DatasetRegistry method) fetch_ckan_to_cache() (in module esml.data) figures (esml.reporting.Report attribute) file_path (esml.inspector.InspectionResult attribute) (esml.inspector.VerificationReport attribute) (esml.reporting.AuditResult attribute) filename (esml.notebook.NotebookInfo attribute) fine_gray_weights() (in module esml.survival) first_stage_diagnostics() (in module esml.iv) fisher_combined() (in module esml.multiple_testing) fisher_exact_test() (in module esml.inference) (in module esml.statistics) fitted_values (esml.diagnostics.ResidualDiagnostics attribute) fixed_effects_meta() (in module esml.effect_sizes) fixed_sequence() (in module esml.multiple_testing) fleiss_kappa() (in module esml.statistics)

fmi (esml.missing.PooledEstimate attribute) fold_details (esml.validation.CVResult attribute) fold_sizes (esml.bootstrap_methods.CrossValidationResult attribute) FootnoteRegistry (class in esml.tables_pub) forest_plot() (in module esml.viz) format (esml.notebook.NotebookInfo attribute) format_chi_square() (in module esml.reporting) format_ci() (in module esml.reporting) format_correlation() (in module esml.reporting) format_dataframe() (in module esml.tables_pub) format_f_test() (in module esml.reporting) format_hazard_ratio() (in module esml.reporting) format_mean_sd() (in module esml.reporting) format_number() (in module esml.tables_pub) format_odds_ratio() (in module esml.reporting) format_p_value() (in module esml.reporting) format_regression_coefficient() (in module esml.reporting) format_t_test() (in module esml.reporting) forward() (esml.engine.ESMLEngine method) fraction_missing_information() (in module esml.missing) friedman_test() (in module esml.statistics) full_diagnostics() (in module esml.diagnostics) funnel_plot() (in module esml.viz) fuzzy_rdd() (in module esml.rdd)

G

gamma_values (esml.sensitivity.RosenbaumBounds attribute) GatekeepingResult (class in esml.multiple_testing) gehan_wilcoxon_test() (in module esml.survival) generate() (esml.engine.ESMLEngine method) (esml.loc.LocalOllama method) (perseus.loc.LocalOllama method) generate_appendix() (in module esml.reporting) generate_author_contributions() (in module esml.reporting) generate_citation() (in module esml.export) generate_compose_file() (in module esml.container) generate_conflict_of_interest() (in module esml.reporting) generate_consort_narrative() (in module esml.reporting) generate_data_availability_statement() (in module esml.reporting) generate_discussion() (in module esml.reporting) generate_dockerfile() (in module esml.container) generate_executive_summary() (in module esml.reporting) generate_from_results() (in module esml.notebook) generate_full_report() (in module esml.reporting) generate_funding_acknowledgment() (in module esml.reporting) generate_index() (in module esml.notebook) generate_introduction() (in module esml.reporting) generate_limitations() (in module esml.reporting) generate_methods() (in module esml.reporting) generate_report() (in module esml.bench) (in module esml.export) generate_reproducibility_statement() (in module esml.reporting) generate_results() (in module esml.reporting) GenerationResult (class in esml.engine) geographic_rdd() (in module esml.rdd) get_codebook() (in module esml.quant) (in module turboquant.quant) get_container_logs() (in module esml.container) get_dataset_metadata() (esml.data.DatasetRegistry method) get_keys() (esml.kv_cache.TurboQuantKVCache method) (esml.kv_cache.UncompressedKVCache method) (turboquant.kv_cache.TurboQuantKVCache method) (turboquant.kv_cache.UncompressedKVCache method)

get_last_traceback() (in module esml.llm) (in module perseus.llm) get_metadata() (in module esml.notebook) get_model_info() (esml.fam.OllamaFreeAPI method) (perseus.fam.OllamaFreeAPI method) get_model_servers() (esml.fam.OllamaFreeAPI method) (perseus.fam.OllamaFreeAPI method) get_resource_stats() (in module esml.container) get_tensor() (esml.gguf_loader.GGUFModel method) get_tensor_raw() (esml.gguf_loader.GGUFModel method) get_theme() (in module esml.viz) get_values() (esml.kv_cache.TurboQuantKVCache method) (esml.kv_cache.UncompressedKVCache method) (turboquant.kv_cache.TurboQuantKVCache method) (turboquant.kv_cache.UncompressedKVCache method) GGMLTurboQuant (class in esml.quant_bridge) (class in turboquant) (class in turboquant.quant_bridge) GGUFModel (class in esml.gguf_loader) glass_delta() (in module esml.effect_sizes) gmm_iv() (in module esml.iv) gompertz_model() (in module esml.survival) goodness_of_fit (esml.diagnostics.DiagnosticReport attribute) GoodnessOfFit (class in esml.diagnostics) gpu_count (esml.emissions.EmissionsData attribute) gpu_energy (esml.emissions.EmissionsData attribute) gpu_model (esml.emissions.EmissionsData attribute) gpu_power (esml.emissions.EmissionsData attribute) gpu_utilization_percent (esml.emissions.EmissionsData attribute) greg_calibrate() (in module esml.weights) group_time_att() (in module esml.did)

H

h_opt (esml.rdd.BandwidthResult attribute), [1] hajek_mean() (in module esml.survey) handler (esml.chat.SlashCommand attribute) handler_repl (esml.stat_commands.StatCommand attribute) handler_stat (esml.stat_commands.StatCommand attribute) hansen_j_test() (in module esml.iv) harmonic_mean_p() (in module esml.multiple_testing) has_errors (esml.notebook.NotebookInfo attribute) has_model() (esml.loc.LocalOllama method) (perseus.loc.LocalOllama method) has_raw_cpads_columns() (in module esml.cpads) has_regressions (esml.bench.RegressionReport property) hat_values (esml.diagnostics.InfluenceDiagnostics attribute) hausman_test() (in module esml.iv) hazard_ratio() (in module esml.survival) hazard_ratio_table() (in module esml.tables_pub) hazard_ratios (esml.survival.CoxResult attribute) head (esml.inspector.InspectionResult attribute) health() (perseus.perseus_relay.PerseusCloudClient method) health_check() (in module esml.container)

HealthCheckResult (class in esml.container) hedges_g() (in module esml.effect_sizes) (in module esml.inference) heteroskedasticity_test (esml.diagnostics.ResidualDiagnostics attribute) hier (esml.psymet.OmgRes attribute) hierarchical_bonferroni() (in module esml.multiple_testing) high_cooksd_indices (esml.diagnostics.InfluenceDiagnostics attribute) high_leverage_indices (esml.diagnostics.InfluenceDiagnostics attribute) history (esml.chat.ChatSession attribute) hochberg() (in module esml.multiple_testing) holm() (in module esml.multiple_testing) holm_sidak() (in module esml.multiple_testing) hommel() (in module esml.multiple_testing) horvitz_thompson_total() (in module esml.survey) hosmer_lemeshow_p (esml.validation.CalibrationResult attribute) hosmer_lemeshow_stat (esml.validation.CalibrationResult attribute) hosmer_lemeshow_test() (in module esml.diagnostics) host_os (esml.container.EnvironmentDiff attribute) host_python (esml.container.EnvironmentDiff attribute) host_r (esml.container.EnvironmentDiff attribute)

I

i_squared() (in module esml.effect_sizes) idi (esml.validation.DiscriminationResult attribute) idisc() (in module esml.psymet) image (esml.container.ContainerInfo attribute) image_id (esml.container.ImageInfo attribute) ImageInfo (class in esml.container) import_data() (in module esml.container) improvements (esml.bench.RegressionReport attribute) imputation_diagnostics() (in module esml.missing) imputation_id (esml.missing.ImputedDataset attribute) impute_cold_deck() (in module esml.missing) impute_hot_deck() (in module esml.missing) impute_locf() (in module esml.missing) impute_mean() (in module esml.missing) impute_median() (in module esml.missing) impute_mode() (in module esml.missing) impute_nocb() (in module esml.missing) impute_regression() (in module esml.missing) ImputedDataset (class in esml.missing) incidence_rate_difference() (in module esml.effect_sizes) index (esml.weights.WeightInfluence attribute) indices (esml.quant_bridge.BlockTBQ2 attribute) (esml.quant_bridge.BlockTBQ3 attribute) (esml.quant_bridge.BlockTBQ4 attribute) (turboquant.quant_bridge.BlockTBQ2 attribute) (turboquant.quant_bridge.BlockTBQ3 attribute) (turboquant.quant_bridge.BlockTBQ4 attribute) infer_file_format() (in module esml.cpads) infer_measurement_level() (in module esml.dataset) influence (esml.diagnostics.DiagnosticReport attribute) (esml.weights.WeightInfluence attribute) influence_plot() (in module esml.viz) influence_values (esml.bootstrap_methods.JackknifeResult attribute) InfluenceDiagnostics (class in esml.diagnostics) influential_indices (esml.diagnostics.InfluenceDiagnostics attribute) inject_results() (in module esml.notebook) inner_product_distortion_bound() (in module esml.quant) (in module turboquant.quant)

inspect_container() (in module esml.container) inspect_directory() (in module esml.inspector) inspect_output() (in module esml.inspector) InspectionResult (class in esml.inspector) interpretation (esml.sensitivity.EValueResult attribute) (esml.sensitivity.OmittedVariableBias attribute) (esml.sensitivity.RosenbaumBounds attribute) (esml.sensitivity.TippingPointResult attribute) intersection_tests (esml.multiple_testing.ClosedTestResult attribute) INTERVAL (esml.dataset.MeasurementLevel attribute) intraclass_correlation() (in module esml.statistics) inverse_polar() (in module esml.quant) (in module turboquant) (in module turboquant.quant) iqr_lower (esml.sensitivity.SpecificationCurveResult attribute) iqr_upper (esml.sensitivity.SpecificationCurveResult attribute) is_available() (in module esml.engine_bridge) (perseus.perseus_relay.PerseusCloudClient method) is_binary (esml.dataset.ColumnProfile attribute), [1] is_compound (esml.stat_commands.StatCommand attribute) is_constant (esml.dataset.ColumnProfile attribute), [1] is_monotone (esml.missing.MissingProfile attribute) is_over_legal_limit() (in module esml.ebac) is_r_bridge (esml.stat_commands.StatCommand attribute) is_running() (esml.loc.LocalOllama method) (perseus.loc.LocalOllama method) itcor() (in module esml.psymet) item_discrimination() (in module esml.psymet) item_number (esml.reporting.STROBECheck attribute) item_total_correlation() (in module esml.psymet) items (esml.psymet.KmoRes attribute) iterations (esml.bench.BenchmarkResult attribute) (esml.weights.CalibrationResult attribute) iv_diagnostics() (in module esml.iv) iv_probit() (in module esml.iv) iv_residual_analysis() (in module esml.iv) IVResult (class in esml.iv)

J

jackknife() (in module esml.bootstrap_methods) jackknife_estimate() (in module esml.sampling) jackknife_estimates (esml.bootstrap_methods.JackknifeResult attribute)

jackknife_replicate_weights() (in module esml.weights) JackknifeResult (class in esml.bootstrap_methods) jarque_bera() (in module esml.statistics) jive() (in module esml.iv)

K

k (esml.psymet.RlbRes attribute) kaplan_meier() (in module esml.survival) kaplan_meier_plot() (in module esml.viz) kendall_correlation() (in module esml.statistics) kendall_tau() (in module esml.inference) kernel_epanechnikov() (in module esml.rdd) kernel_gaussian() (in module esml.rdd) kernel_triangular() (in module esml.rdd) kernel_uniform() (in module esml.rdd) kink_rdd() (in module esml.rdd)

kleibergen_paap_test() (in module esml.iv) kmo() (in module esml.psymet) kmo_test() (in module esml.psymet) KmoRes (class in esml.psymet) KMOResult (in module esml.psymet) kruskal_wallis() (in module esml.statistics) kruskal_wallis_test() (in module esml.inference) ks_test_one_sample() (in module esml.statistics) ks_test_two_sample() (in module esml.statistics) kv_compression_ratio (esml.engine.GenerationResult attribute)

L

label (esml.export.ConsortNode attribute) (esml.loc.ModelInfo property) (esml.reporting.ReportFigure attribute) (esml.reporting.ReportTable attribute) (perseus.loc.ModelInfo property) labels (esml.multiple_testing.AdjustedPValues attribute) lambda_hat (esml.missing.PooledEstimate attribute) landmark_dataset() (in module esml.survival) latex_preamble() (in module esml.export) latitude (esml.emissions.EmissionsData attribute) launch_tui() (in module esml.tui) leave_one_out_cv() (in module esml.bootstrap_methods) left_truncated_km() (in module esml.survival) level (esml.dataset.ColumnProfile attribute), [1] (esml.reporting.ReportSection attribute) levene_test() (in module esml.inference) (in module esml.statistics) likelihood_ratio_test() (in module esml.diagnostics) lilliefors_test() (in module esml.statistics) liml() (in module esml.iv) link_test() (in module esml.diagnostics) list_agents() (in module esml.chat) list_containers() (in module esml.container) list_datasets() (esml.data.DatasetRegistry method) (in module esml.data) list_families() (esml.fam.OllamaFreeAPI method) (perseus.fam.OllamaFreeAPI method) list_freeapi_models() (in module esml.llm) (in module perseus.llm) list_images() (in module esml.container)

list_models() (esml.fam.OllamaFreeAPI method) (esml.loc.LocalOllama method) (perseus.fam.OllamaFreeAPI method) (perseus.loc.LocalOllama method) list_modules() (in module esml.modules) list_notebooks() (in module esml.notebook) littles_mcar_test() (in module esml.missing) lloyd_max_codebook() (in module esml.quant) (in module turboquant.quant) load() (esml.data.DatasetRegistry method) load_agent_prompt() (in module esml.chat) load_cpads() (in module esml.data) load_cpads_analysis_data() (in module esml.modules) load_dataset() (in module esml.data) (in module esml.dataset) load_history() (in module esml.bench) load_results() (in module esml.bench) local_fdr() (in module esml.multiple_testing) local_polynomial_regression() (in module esml.rdd) LocalOllama (class in esml.loc) (class in perseus.loc) log_likelihood (esml.diagnostics.GoodnessOfFit attribute) (esml.survival.CoxResult attribute) (esml.survival.ParametricSurvivalResult attribute) log_message() (perseus.perseus_relay.PerseusRelayHandler method) loglogistic_model() (in module esml.survival) lognormal_model() (in module esml.survival) logrank_test() (in module esml.survival) LogRankResult (class in esml.survival) longitude (esml.emissions.EmissionsData attribute) love_plot_data() (in module esml.matching)

M

machine (esml.bench.SystemInfo attribute) main() (in module esml.runner) (in module perseus.perseus_relay) manhattan_plot() (in module esml.viz) mann_whitney_test() (in module esml.inference) mann_whitney_u() (in module esml.statistics) manski_bounds() (in module esml.sensitivity) martingale_residuals() (in module esml.survival) match_cardinality() (in module esml.matching) match_cem() (in module esml.matching) match_exact() (in module esml.matching) match_full() (in module esml.matching) match_genetic() (in module esml.matching) match_longitudinal() (in module esml.matching) match_mahalanobis() (in module esml.matching) match_multi_treatment() (in module esml.matching) match_nearest_neighbor() (in module esml.matching) match_optimal_pair() (in module esml.matching) match_pairs (esml.matching.MatchResult attribute), [1] match_variable_ratio() (in module esml.matching) matched_data (esml.matching.MatchResult attribute), [1] matching_quality() (in module esml.matching) MatchResult (class in esml.matching) matvec() (in module esml.engine_bridge) max_adjustment (esml.weights.CalibrationResult attribute) max_smd (esml.matching.BalanceResult attribute), [1] max_time (esml.bench.BenchmarkResult property) max_val (esml.validation.ColumnRule attribute) max_weight (esml.weights.WeightDiagnostics attribute) MCARTestResult (class in esml.missing) mccrary_test() (in module esml.rdd) mcdo() (in module esml.psymet) mcdonalds_omega() (in module esml.psymet) mcnemar_test() (in module esml.statistics) mean (esml.otis.VolRes attribute) (esml.validation.CVResult attribute) mean_score (esml.bootstrap_methods.CrossValidationResult attribute) mean_time (esml.bench.BenchmarkResult property) mean_weight (esml.weights.WeightDiagnostics attribute) measure (esml.effect_sizes.EffectSizeResult attribute) MeasurementLevel (class in esml.dataset) median (esml.otis.VolRes attribute) median_estimate (esml.sensitivity.SpecificationCurveResult attribute) median_survival (esml.survival.SurvivalCurve attribute) median_time (esml.bench.BenchmarkResult property) median_weight (esml.weights.WeightDiagnostics attribute) memory_bytes (esml.kv_cache.UncompressedKVCache property) (turboquant.kv_cache.UncompressedKVCache property) memory_limit_mb (esml.container.ResourceSnapshot attribute) memory_percent (esml.container.ResourceSnapshot attribute) memory_profile() (in module esml.bench) memory_ratio (esml.bench.BenchmarkComparison attribute) memory_usage_mb (esml.container.ResourceSnapshot attribute) MemoryProfile (class in esml.bench) message (esml.inspector.VerificationCheck attribute) (esml.notebook.ConversionResult attribute) metadata (esml.bench.BenchmarkResult attribute) (esml.reporting.Report attribute) method (esml.bootstrap_methods.BootstrapResult attribute) (esml.did.DiDResult attribute), [1] (esml.iv.IVResult attribute), [1] (esml.matching.MatchResult attribute), [1] (esml.missing.ImputedDataset attribute) (esml.missing.MCARTestResult attribute) (esml.missing.PooledEstimate attribute) (esml.multiple_testing.AdjustedPValues attribute) (esml.multiple_testing.ClosedTestResult attribute) (esml.multiple_testing.GatekeepingResult attribute) (esml.otis.OtDmlR attribute) (esml.rdd.BandwidthResult attribute), [1] (esml.rdd.DensityTestResult attribute) (esml.rdd.RDDResult attribute), [1] (esml.sensitivity.RosenbaumBounds attribute) (esml.statistics.TestResult attribute) (esml.survival.CompetingRiskResult attribute) (esml.survival.CoxResult attribute) (esml.survival.LogRankResult attribute) (esml.survival.SurvivalCurve attribute) metric (esml.bootstrap_methods.CrossValidationResult attribute) mice() (in module esml.missing) mice_convergence_data() (in module esml.missing) MICEResult (class in esml.missing) min_time (esml.bench.BenchmarkResult property) min_val (esml.validation.ColumnRule attribute) min_weight (esml.weights.WeightDiagnostics attribute) missing_counts (esml.inspector.InspectionResult attribute) missing_cpads_variables() (in module esml.cpads) missing_elements (esml.reporting.AuditResult attribute) missing_in_container (esml.container.EnvironmentDiff attribute) missing_on_host (esml.container.EnvironmentDiff attribute)

missing_pattern_plot() (in module esml.viz) missing_pattern_table() (in module esml.missing) missing_pct (esml.dataset.ColumnProfile attribute), [1] missing_profile() (in module esml.missing) missing_proportion_by_variable() (in module esml.missing) MissingProfile (class in esml.missing) model (esml.loc.LocalOllama property) (perseus.loc.LocalOllama property) model_comparison_table() (in module esml.tables_pub) model_names() (esml.loc.LocalOllama method) (perseus.loc.LocalOllama method) ModelInfo (class in esml.loc) (class in perseus.loc) modified (esml.notebook.NotebookInfo attribute) modified_at (esml.loc.ModelInfo attribute) (perseus.loc.ModelInfo attribute) module esml.bench esml.bootstrap_methods esml.causal esml.chat esml.container esml.cpads esml.data esml.dataset esml.diagnostics esml.did esml.doctor esml.ebac esml.effect_sizes esml.effects esml.emissions esml.engine esml.engine_bridge esml.export esml.fam esml.fn esml.gguf_loader esml.inference esml.inspector esml.investigation esml.iv esml.kv_cache esml.llm esml.loc esml.matching esml.missing esml.ml esml.modules esml.multiple_testing esml.notebook esml.otis esml.perseus esml.progress esml.psymet esml.quant esml.quant_bridge esml.rdd esml.reporting esml.runner esml.sampling esml.selftest esml.sensitivity esml.stat_commands esml.statistics esml.survey esml.survival esml.tables_pub esml.tokenizer esml.tui esml.validation esml.viz esml.weights perseus perseus.fam perseus.llm perseus.loc perseus.perseus perseus.perseus_relay turboquant turboquant.kv_cache turboquant.quant turboquant.quant_bridge module (esml.stat_commands.StatCommand attribute) ModuleResult (class in esml.progress) ModuleSpec (class in esml.modules) monitor_resources() (in module esml.container) msa (esml.psymet.KmoRes attribute) mse_distortion_bound() (in module esml.quant) (in module turboquant.quant) multiframe_weights() (in module esml.weights)

N

n (esml.bootstrap_methods.JackknifeResult attribute) (esml.effect_sizes.EffectSizeResult attribute) (esml.export.ConsortNode attribute) (esml.otis.OtDmlR attribute) (esml.psymet.RlbRes attribute) (esml.statistics.TestResult attribute) (esml.weights.WeightDiagnostics attribute) n_boot (esml.bootstrap_methods.BootstrapResult attribute) n_collinear (esml.diagnostics.CollinearityDiagnostics attribute) n_cols (esml.dataset.DatasetProfile attribute), [1] n_control (esml.did.DiDResult attribute), [1] n_effective_tests() (in module esml.multiple_testing) n_elements (esml.gguf_loader.TensorInfo attribute) n_events (esml.survival.CoxResult attribute) (esml.survival.ParametricSurvivalResult attribute) n_external (esml.validation.ExternalValidationResult attribute) n_extreme (esml.weights.ExtremeWeightReport attribute) n_folds (esml.bootstrap_methods.CrossValidationResult attribute) n_groups (esml.survival.LogRankResult attribute) n_imputations (esml.missing.MICEResult attribute) n_imputed (esml.missing.ImputedDataset attribute) n_influential (esml.diagnostics.InfluenceDiagnostics attribute) n_iterations (esml.missing.MICEResult attribute) n_layers (esml.kv_cache.CacheStats attribute) (turboquant.kv_cache.CacheStats attribute) n_left (esml.rdd.RDDResult attribute), [1] n_matched_control (esml.matching.MatchResult attribute), [1] n_missing (esml.missing.MissingProfile attribute) n_negative (esml.weights.WeightDiagnostics attribute) n_obs (esml.diagnostics.GoodnessOfFit attribute) (esml.iv.IVResult attribute), [1] (esml.matching.TreatmentEffectResult attribute), [1] (esml.missing.MissingProfile attribute) n_observations (esml.survival.CoxResult attribute) (esml.survival.ParametricSurvivalResult attribute) n_outliers (esml.diagnostics.ResidualDiagnostics attribute) n_patterns (esml.missing.MCARTestResult attribute) n_permutations (esml.bootstrap_methods.PermutationTestResult attribute) n_rejected (esml.multiple_testing.AdjustedPValues attribute) n_right (esml.rdd.RDDResult attribute), [1] n_rows (esml.dataset.DatasetProfile attribute), [1] n_tests (esml.multiple_testing.AdjustedPValues attribute) n_tokens (esml.engine.GenerationResult attribute) (esml.kv_cache.CacheStats attribute) (turboquant.kv_cache.CacheStats attribute) n_total (esml.survival.CompetingRiskResult attribute) (esml.survival.LogRankResult attribute) n_treated (esml.did.DiDResult attribute), [1] (esml.matching.MatchResult attribute), [1]

n_unique (esml.dataset.ColumnProfile attribute), [1] n_vars (esml.missing.MissingProfile attribute) n_zero (esml.weights.WeightDiagnostics attribute) name (esml.bench.BenchmarkResult attribute) (esml.bench.BenchmarkSuite attribute) (esml.bench.MemoryProfile attribute) (esml.chat.SlashCommand attribute) (esml.container.ContainerInfo attribute) (esml.dataset.ColumnProfile attribute), [1] (esml.diagnostics.SpecificationTest attribute) (esml.gguf_loader.TensorInfo attribute) (esml.inspector.VerificationCheck attribute) (esml.loc.ModelInfo attribute) (esml.modules.ModuleSpec attribute) (esml.progress.ModuleResult attribute) (esml.stat_commands.StatCommand attribute) (esml.validation.ColumnRule attribute) (perseus.loc.ModelInfo attribute) name_a (esml.bench.BenchmarkComparison attribute) name_b (esml.bench.BenchmarkComparison attribute) nelson_aalen() (in module esml.survival) nested_cross_validate() (in module esml.validation) net_benefit (esml.validation.DecisionCurveResult attribute) net_benefit_all (esml.validation.DecisionCurveResult attribute) net_benefit_none (esml.validation.DecisionCurveResult attribute) net_io_rx_mb (esml.container.ResourceSnapshot attribute) net_io_tx_mb (esml.container.ResourceSnapshot attribute) nf (esml.psymet.OmgRes attribute) NOMINAL (esml.dataset.MeasurementLevel attribute) nonresponse_adjustment() (in module esml.weights) norm (esml.quant_bridge.BlockTBQ2 attribute) (esml.quant_bridge.BlockTBQ3 attribute) (esml.quant_bridge.BlockTBQ4 attribute) (turboquant.quant_bridge.BlockTBQ2 attribute) (turboquant.quant_bridge.BlockTBQ3 attribute) (turboquant.quant_bridge.BlockTBQ4 attribute) normality_battery() (in module esml.statistics) normality_test (esml.diagnostics.ResidualDiagnostics attribute) normalize_weights() (in module esml.weights) NotebookCatalog (class in esml.notebook) NotebookInfo (class in esml.notebook) notebooks (esml.notebook.NotebookCatalog attribute) nri (esml.validation.DiscriminationResult attribute) null_distribution (esml.bootstrap_methods.PermutationTestResult attribute) null_threshold (esml.validation.ColumnRule attribute) nullable (esml.validation.ColumnRule attribute) number (esml.reporting.ReportFigure attribute) (esml.reporting.ReportTable attribute) number_needed_to_harm() (in module esml.effect_sizes) number_needed_to_treat() (in module esml.effect_sizes)

O

observed_statistic (esml.bootstrap_methods.PermutationTestResult attribute) odds_ratio() (in module esml.effect_sizes) odds_ratio_ci() (in module esml.inference) odds_ratio_table() (in module esml.tables_pub) offset (esml.gguf_loader.TensorInfo attribute) OllamaFreeAPI (class in esml.fam) (class in perseus.fam) omega_squared() (in module esml.effect_sizes) (in module esml.inference) OmegaResult (in module esml.psymet) OmgRes (class in esml.psymet) omitted_variable_bias() (in module esml.sensitivity) OmittedVariableBias (class in esml.sensitivity) on_cloud (esml.emissions.EmissionsData attribute) one_proportion_ztest() (in module esml.statistics) one_sample_t_test() (in module esml.inference) one_sample_ttest() (in module esml.statistics) one_way_anova() (in module esml.statistics) optimism (esml.validation.OverfitResult attribute) or_to_d() (in module esml.effect_sizes) or_to_r() (in module esml.effect_sizes) ORDINAL (esml.dataset.MeasurementLevel attribute) original (esml.multiple_testing.AdjustedPValues attribute) original_estimate (esml.bootstrap_methods.BootstrapResult attribute) (esml.sensitivity.TippingPointResult attribute)

original_p (esml.multiple_testing.ClosedTestResult attribute) os_info (esml.emissions.EmissionsData attribute) os_version (esml.bench.SystemInfo attribute) otdesc() (in module esml.otis) otdml() (in module esml.otis) OtDmlR (class in esml.otis) otis_descriptives() (in module esml.otis) otis_dml() (in module esml.otis) outlier_indices (esml.diagnostics.ResidualDiagnostics attribute) output_files (esml.modules.ModuleSpec attribute) output_files_actual (esml.progress.ModuleResult attribute) output_files_expected (esml.progress.ModuleResult attribute) output_format (esml.notebook.RenderResult attribute) output_path (esml.notebook.RenderResult attribute) output_size_bytes (esml.bench.BenchmarkResult attribute) outputs (esml.progress.ModuleResult attribute) overall (esml.validation.DataQualityReport attribute) overall_assessment (esml.diagnostics.DiagnosticReport attribute) overall_balance (esml.matching.BalanceResult attribute), [1] overall_estimate (esml.did.BaconDecomposition attribute), [1] overall_rejected (esml.multiple_testing.GatekeepingResult attribute) OverfitResult (class in esml.validation) overlap_diagnostics() (in module esml.matching)

P

p_lower (esml.sensitivity.RosenbaumBounds attribute) p_upper (esml.sensitivity.RosenbaumBounds attribute) p_value (esml.bench.BenchmarkComparison attribute) (esml.bootstrap_methods.PermutationTestResult attribute) (esml.diagnostics.SpecificationTest attribute) (esml.did.DiDResult attribute), [1] (esml.iv.DiagnosticResult attribute) (esml.matching.TreatmentEffectResult attribute), [1] (esml.missing.MCARTestResult attribute) (esml.rdd.DensityTestResult attribute) (esml.rdd.RDDResult attribute), [1] (esml.statistics.TestResult attribute) (esml.survival.LogRankResult attribute) p_values (esml.iv.IVResult attribute), [1] (esml.sensitivity.SpecificationCurveResult attribute) (esml.survival.CoxResult attribute) pack_indices() (in module esml.quant) (in module turboquant.quant) package_diffs (esml.container.EnvironmentDiff attribute) package_versions (esml.bench.SystemInfo attribute) (esml.validation.ReproducibilityManifest attribute) paired_permutation_test() (in module esml.bootstrap_methods) paired_t_test() (in module esml.inference) paired_ttest() (in module esml.statistics) panel_iv() (in module esml.iv) parallel_analysis() (in module esml.psymet) parallel_trends_data() (in module esml.did) parameter_size (esml.loc.ModelInfo attribute) (perseus.loc.ModelInfo attribute) parameters (esml.validation.ReproducibilityManifest attribute) parametric_bootstrap() (in module esml.bootstrap_methods) ParametricSurvivalResult (class in esml.survival) paran() (in module esml.psymet) partial_correlation() (in module esml.statistics) partial_eta_squared() (in module esml.effect_sizes) partial_r2_treatment (esml.sensitivity.OmittedVariableBias attribute) passed (esml.inspector.VerificationCheck attribute) (esml.inspector.VerificationReport property) (esml.validation.SchemaValidationResult attribute) passive_impute() (in module esml.missing) path (esml.notebook.NotebookInfo attribute) (esml.notebook.ValidationResult attribute) (esml.reporting.ReportFigure attribute) pattern_matrix (esml.missing.MissingProfile attribute) pbeta() (in module esml.inference) pbinom() (in module esml.inference) pchisq() (in module esml.inference) pct_extreme (esml.weights.ExtremeWeightReport attribute) pct_missing (esml.missing.MissingProfile attribute) pct_same_sign (esml.sensitivity.SpecificationCurveResult attribute) pct_significant (esml.sensitivity.SpecificationCurveResult attribute) peak_mb (esml.bench.MemoryProfile attribute) peak_memory_mb (esml.bench.BenchmarkResult attribute) pearson_chi2 (esml.diagnostics.GoodnessOfFit attribute) pearson_correlation() (in module esml.statistics) pearson_residuals (esml.diagnostics.ResidualDiagnostics attribute) per_variable (esml.missing.MissingProfile attribute) percentiles (esml.weights.WeightDiagnostics attribute) permutation_fdr() (in module esml.multiple_testing) permutation_fwer() (in module esml.multiple_testing) permutation_test() (in module esml.bootstrap_methods) PermutationTestResult (class in esml.bootstrap_methods) perseus module perseus.fam module perseus.llm module perseus.loc module

perseus.perseus module perseus.perseus_relay module PerseusCloudClient (class in perseus.perseus_relay) PerseusRelayHandler (class in perseus.perseus_relay) peto_peto_test() (in module esml.survival) pgamma() (in module esml.inference) ph_assumption_test() (in module esml.diagnostics) phi_coefficient() (in module esml.effect_sizes) (in module esml.inference) pick_thinking_word() (in module esml.llm) (in module perseus.llm) PipelineTracker (class in esml.progress) placebo_cutoff_test() (in module esml.rdd) placebo_test_group() (in module esml.did) placebo_test_outcome() (in module esml.did) placebo_test_time() (in module esml.did) platform (esml.bench.SystemInfo attribute) plot_benchmarks() (in module esml.bench) plot_imputation_density_data() (in module esml.missing) plot_scalability() (in module esml.bench) pnorm() (in module esml.inference) point_biserial_correlation() (in module esml.statistics) point_biserial_r() (in module esml.inference) point_estimate (esml.sensitivity.EValueResult attribute) polar_transform() (in module esml.quant) (in module turboquant) (in module turboquant.quant) pool_mice_estimates() (in module esml.missing) PooledEstimate (class in esml.missing) ports (esml.container.ContainerInfo attribute) poststratification_weights() (in module esml.survey) poststratify() (in module esml.weights) power_anova() (in module esml.inference) power_curve_plot() (in module esml.viz) power_prop_test() (in module esml.inference) power_t_test() (in module esml.inference) ppois() (in module esml.inference) pps_sample() (in module esml.sampling) pre_trend_f_stat (esml.did.EventStudyResult attribute), [1] pre_trend_p_value (esml.did.EventStudyResult attribute), [1] precision_recall_plot() (in module esml.viz) prediction_interval() (in module esml.effect_sizes) present (esml.reporting.STROBECheck attribute) probabilistic_bias_analysis() (in module esml.sensitivity) profile_dataset() (in module esml.dataset) project_name (esml.emissions.EmissionsData attribute) propensity_nonresponse_weights() (in module esml.weights) propensity_score_plot() (in module esml.viz) proportion_ci() (in module esml.inference) props (esml.otis.RplRes attribute) provider (esml.chat.ChatMessage attribute) pseudo_r_squared (esml.diagnostics.GoodnessOfFit attribute) pseudovalues (esml.bootstrap_methods.JackknifeResult attribute) pt() (in module esml.inference) pue (esml.emissions.EmissionsData attribute) pull() (esml.loc.LocalOllama method) (perseus.loc.LocalOllama method) pull_image() (in module esml.container) punif() (in module esml.inference) push_image() (in module esml.container) pval (esml.psymet.BrtRes attribute) python_ok (esml.container.HealthCheckResult attribute) python_version (esml.bench.SystemInfo attribute) (esml.container.HealthCheckResult attribute) (esml.emissions.EmissionsData attribute) (esml.validation.ReproducibilityManifest attribute)

Q

qbeta() (in module esml.inference) qbinom() (in module esml.inference) qchisq() (in module esml.inference) qjl_decode() (in module esml.quant) (in module turboquant) (in module turboquant.quant) qjl_encode() (in module esml.quant) (in module turboquant) (in module turboquant.quant) qjl_norm (esml.quant.TQBlock attribute), [1] (turboquant.quant.TQBlock attribute), [1] (turboquant.TQBlock attribute), [1] qjl_projection_matrix() (in module esml.quant) (in module turboquant.quant) qjl_seed (esml.quant.TQBlock attribute), [1] (turboquant.quant.TQBlock attribute), [1] (turboquant.TQBlock attribute), [1]

qjl_signs (esml.quant.TQBlock attribute), [1] (turboquant.quant.TQBlock attribute), [1] (turboquant.TQBlock attribute), [1] qnorm() (in module esml.inference) qpois() (in module esml.inference) qq_plot() (in module esml.viz) qt() (in module esml.inference) quantization (esml.loc.ModelInfo attribute) (perseus.loc.ModelInfo attribute) quantize() (esml.quant_bridge.GGMLTurboQuant method) (turboquant.GGMLTurboQuant method) (turboquant.quant_bridge.GGMLTurboQuant method) quantize_angles() (in module esml.quant) (in module turboquant.quant)

R

r_effect_size() (in module esml.effect_sizes) r_ok (esml.container.HealthCheckResult attribute) r_squared (esml.diagnostics.GoodnessOfFit attribute) r_squared() (in module esml.effect_sizes) r_to_d() (in module esml.effect_sizes) r_to_or() (in module esml.effect_sizes) r_version (esml.container.HealthCheckResult attribute) radius (esml.quant.TQBlock attribute), [1] (turboquant.quant.TQBlock attribute), [1] (turboquant.TQBlock attribute), [1] rake() (in module esml.weights) ram_energy (esml.emissions.EmissionsData attribute) ram_power (esml.emissions.EmissionsData attribute) ram_total_size (esml.emissions.EmissionsData attribute) ram_used_gb (esml.emissions.EmissionsData attribute) ram_utilization_percent (esml.emissions.EmissionsData attribute) ramsey_reset_test() (in module esml.diagnostics) random_effects_meta() (in module esml.effect_sizes) random_seeds (esml.validation.ReproducibilityManifest attribute) randomised (esml.export.ConsortDiagram attribute) rank_biserial_correlation() (in module esml.effect_sizes) rate_ratio() (in module esml.effect_sizes) rate_ratio_ci() (in module esml.inference) RATIO (esml.dataset.MeasurementLevel attribute) ratio_estimator() (in module esml.survey) raw (esml.psymet.RlbRes attribute) raw_residuals (esml.diagnostics.ResidualDiagnostics attribute) rbinom() (in module esml.inference) rc_trends() (in module esml.otis) rctrnd() (in module esml.otis) rd_plot_data() (in module esml.rdd) rdd_bias_corrected() (in module esml.rdd) rdd_discrete() (in module esml.rdd) rdd_local_randomisation() (in module esml.rdd) rdd_power() (in module esml.rdd) rdd_sample_size() (in module esml.rdd) RDDResult (class in esml.rdd) recommendation (esml.reporting.STROBECheck attribute) (esml.validation.OverfitResult attribute) reference_period (esml.did.EventStudyResult attribute), [1] regex (esml.validation.ColumnRule attribute) region (esml.emissions.EmissionsData attribute) regional_placement() (in module esml.otis) register() (in module esml.stat_commands) register_dataset() (esml.data.DatasetRegistry method) register_local_cpads() (esml.data.DatasetRegistry method) regression_table() (in module esml.tables_pub) RegressionReport (class in esml.bench) regressions (esml.bench.RegressionReport attribute) rejected (esml.multiple_testing.AdjustedPValues attribute) (esml.multiple_testing.ClosedTestResult attribute) relative_efficiency (esml.missing.PooledEstimate attribute) relative_efficiency() (in module esml.missing) ReliabilityResult (in module esml.psymet) remove() (esml.loc.LocalOllama method) (perseus.loc.LocalOllama method) remove_container() (in module esml.container) remove_image() (in module esml.container) remove_network() (in module esml.container) render() (esml.tables_pub.FootnoteRegistry method) render_all() (in module esml.notebook) render_audit_result() (in module esml.reporting) render_batch_results() (in module esml.notebook) render_catalog() (in module esml.notebook) render_container_logs() (in module esml.container) render_containers() (in module esml.container) render_diagnostics() (in module esml.weights) render_environment_diff() (in module esml.container) render_health_check() (in module esml.container) render_images() (in module esml.container) render_inspection() (in module esml.inspector) render_notebook() (in module esml.notebook) render_preview() (in module esml.notebook)

render_regression_report() (in module esml.bench) render_result() (in module esml.bench) render_strobe_checklist() (in module esml.reporting) render_suite() (in module esml.bench) render_verification() (in module esml.inspector) RenderResult (class in esml.notebook) repeated_cv() (in module esml.bootstrap_methods) repeated_measures_anova() (in module esml.statistics) replicate_variance() (in module esml.weights) Report (class in esml.reporting) ReportFigure (class in esml.reporting) ReportSection (class in esml.reporting) ReportTable (class in esml.reporting) repository (esml.container.ImageInfo attribute) ReproducibilityManifest (class in esml.validation) required (esml.validation.ColumnRule attribute) reset() (esml.engine.ESMLEngine method) residual_diagnostic_plots() (in module esml.viz) ResidualDiagnostics (class in esml.diagnostics) residuals (esml.diagnostics.DiagnosticReport attribute) resolve() (in module esml.stat_commands) ResourceSnapshot (class in esml.container) restricted_mean_survival_time() (in module esml.survival) result_a (esml.bench.BenchmarkComparison attribute) result_b (esml.bench.BenchmarkComparison attribute) results (esml.bench.BenchmarkSuite attribute) (esml.progress.PipelineTracker attribute) return_code (esml.container.DockerResult attribute) (esml.notebook.RenderResult attribute) risk_difference() (in module esml.effect_sizes) risk_difference_ci() (in module esml.inference) risk_ratio() (in module esml.effect_sizes) risk_ratio_ci() (in module esml.inference) RlbRes (class in esml.psymet) rmsnorm() (in module esml.engine_bridge) rmst_difference() (in module esml.survival) rnorm() (in module esml.inference) roc_curve_plot() (in module esml.viz) role (esml.chat.ChatMessage attribute) rope() (in module esml.engine_bridge) rosenbaum_bounds() (in module esml.matching) (in module esml.sensitivity) RosenbaumBounds (class in esml.sensitivity) rotation_matrix() (in module esml.quant) (in module turboquant.quant) rotation_seed (esml.quant.TQBlock attribute), [1] (turboquant.quant.TQBlock attribute), [1] (turboquant.TQBlock attribute), [1] rows (esml.inspector.InspectionResult attribute) rplace() (in module esml.otis) RplRes (class in esml.otis) rpois() (in module esml.inference) rr (esml.sensitivity.EValueResult attribute) rubins_rules() (in module esml.missing) run() (esml.progress.PipelineTracker method) run_chat_repl() (in module esml.chat) run_checks() (in module esml.doctor) run_ci_simulation() (in module esml.container) run_container() (in module esml.container) run_doctor() (in module esml.doctor) run_ebac_selection_ipw_analysis() (in module esml.causal) run_id (esml.emissions.EmissionsData attribute) run_module() (in module esml.modules) run_modules() (in module esml.modules) run_power_design_module() (in module esml.modules) run_propensity_ipw_analysis() (in module esml.causal) run_selftest() (in module esml.selftest) run_single() (esml.progress.PipelineTracker method) run_treatment_effects_analysis() (in module esml.investigation) run_weighted_logistic_analysis() (in module esml.investigation) runif() (in module esml.inference) runs_test() (in module esml.statistics) rv_q (esml.sensitivity.OmittedVariableBias attribute) rv_qa (esml.sensitivity.OmittedVariableBias attribute)

S

sample_size_logistic() (in module esml.inference) sargan_test() (in module esml.iv) save_figure() (in module esml.viz) save_report() (in module esml.reporting) save_results() (in module esml.bench) savings_mb (esml.kv_cache.CacheStats property) (turboquant.kv_cache.CacheStats property) scalability_analysis() (in module esml.bench) scaled_brier (esml.validation.CalibrationResult attribute) scan_directory (esml.notebook.NotebookCatalog attribute) SchemaValidationResult (class in esml.validation) schoenfeld_residuals() (in module esml.survival) score (esml.reporting.AuditResult attribute) score_data_quality() (in module esml.validation) score_test() (in module esml.diagnostics) scores (esml.bootstrap_methods.CrossValidationResult attribute) (esml.validation.CVResult attribute) sdr_replicate_weights() (in module esml.weights) se (esml.bootstrap_methods.BootstrapResult attribute) (esml.bootstrap_methods.JackknifeResult attribute) (esml.effect_sizes.EffectSizeResult attribute) (esml.sensitivity.OmittedVariableBias attribute) se_score (esml.bootstrap_methods.CrossValidationResult attribute) sections (esml.reporting.Report attribute) seed (esml.quant_bridge.BlockTBQ2 attribute) (esml.quant_bridge.BlockTBQ3 attribute) (esml.quant_bridge.BlockTBQ4 attribute) (turboquant.quant_bridge.BlockTBQ2 attribute) (turboquant.quant_bridge.BlockTBQ3 attribute) (turboquant.quant_bridge.BlockTBQ4 attribute) select_auxiliary_variables() (in module esml.missing) semi_partial_correlation() (in module esml.statistics) send() (esml.chat.ChatSession method) sensitivity_rosenbaum() (in module esml.effects) sensitivity_summary() (in module esml.sensitivity) seq_len (esml.kv_cache.TurboQuantKVCache property) (esml.kv_cache.UncompressedKVCache property) (turboquant.kv_cache.TurboQuantKVCache property) (turboquant.kv_cache.UncompressedKVCache property) serve() (in module perseus.perseus_relay) ses (esml.sensitivity.SpecificationCurveResult attribute) set_dataset_context() (esml.chat.ChatSession method) set_theme() (in module esml.viz) setup_ollama_sidecar() (in module esml.container) severity (esml.inspector.VerificationCheck attribute) sex (esml.otis.RplRes attribute) shape (esml.gguf_loader.TensorInfo attribute) shapiro_wilk() (in module esml.statistics) shapiro_wilk_test() (in module esml.inference) sharp_rdd() (in module esml.rdd) show() (esml.loc.LocalOllama method) (perseus.loc.LocalOllama method) shrinkage_factor (esml.validation.OverfitResult attribute) sidak() (in module esml.multiple_testing) silu_inplace() (in module esml.engine_bridge) simes_combined() (in module esml.multiple_testing) simple_random_sample() (in module esml.sampling) size (esml.container.ContainerInfo attribute) (esml.container.ImageInfo attribute) (esml.loc.ModelInfo attribute) (perseus.loc.ModelInfo attribute) size_bytes (esml.notebook.NotebookInfo attribute) size_gb (esml.loc.ModelInfo property) (perseus.loc.ModelInfo property) slash_commands (esml.chat.ChatSession attribute) SlashCommand (class in esml.chat) smooth_weights() (in module esml.weights) snapshot_container() (in module esml.container) snapshots (esml.bench.MemoryProfile attribute) softmax() (in module esml.engine_bridge) somers_d (esml.validation.DiscriminationResult attribute) source (esml.notebook.ConversionResult attribute) (esml.notebook.RenderResult attribute) source_format (esml.notebook.ConversionResult attribute) spaghetti_plot() (in module esml.viz) spearman_correlation() (in module esml.statistics) spearman_rho() (in module esml.inference) specification_curve() (in module esml.sensitivity) specification_tests (esml.diagnostics.DiagnosticReport attribute) SpecificationCurveResult (class in esml.sensitivity) specifications (esml.sensitivity.SpecificationCurveResult attribute) SpecificationTest (class in esml.diagnostics) speedup (esml.bench.BenchmarkComparison attribute)

splhf() (in module esml.psymet) split_date (esml.validation.TemporalValidationResult attribute) split_half_reliability() (in module esml.psymet) split_sample_iv() (in module esml.iv) stages (esml.multiple_testing.GatekeepingResult attribute) staggered_did() (in module esml.did) standard_error (esml.missing.PooledEstimate attribute) standard_errors (esml.survival.CoxResult attribute) standardized_coefficients() (in module esml.effect_sizes) standardized_residuals (esml.diagnostics.ResidualDiagnostics attribute) start() (esml.emissions.EmissionsTracker method) StatCommand (class in esml.stat_commands) statistic (esml.diagnostics.SpecificationTest attribute) (esml.iv.DiagnosticResult attribute) (esml.rdd.DensityTestResult attribute) statistically_significant (esml.bench.BenchmarkComparison attribute) stats (esml.kv_cache.TurboQuantKVCache property) (turboquant.kv_cache.TurboQuantKVCache property) status (esml.container.ContainerInfo attribute) (esml.progress.ModuleResult attribute) std (esml.psymet.RlbRes attribute) (esml.validation.CVResult attribute) std_error (esml.did.DiDResult attribute), [1] (esml.matching.TreatmentEffectResult attribute), [1] (esml.rdd.RDDResult attribute), [1] std_errors (esml.iv.IVResult attribute), [1] std_time (esml.bench.BenchmarkResult property) std_weight (esml.weights.WeightDiagnostics attribute) stderr (esml.container.DockerResult attribute) (esml.notebook.RenderResult attribute) stdout (esml.container.DockerResult attribute) (esml.notebook.RenderResult attribute) stock_yogo_critical_values() (in module esml.iv) stop() (esml.emissions.EmissionsTracker method) stop_container() (in module esml.container) storey_q() (in module esml.multiple_testing) stouffer_combined() (in module esml.multiple_testing) stratified_sample() (in module esml.sampling) stream_chat() (esml.fam.OllamaFreeAPI method) (esml.loc.LocalOllama method) (perseus.fam.OllamaFreeAPI method) (perseus.loc.LocalOllama method) strobe_checklist() (in module esml.export) STROBECheck (class in esml.reporting) studentized_residuals (esml.diagnostics.ResidualDiagnostics attribute) subclassify() (in module esml.matching) subpopulation_estimate() (in module esml.survey) subsampling() (in module esml.bootstrap_methods) subsections (esml.reporting.ReportSection attribute) success (esml.container.DockerResult property) (esml.notebook.ConversionResult attribute) (esml.notebook.RenderResult attribute) suggest_analysis_plan() (in module esml.dataset) suggested_outcome (esml.dataset.DatasetProfile attribute), [1] suggested_role (esml.dataset.ColumnProfile attribute), [1] suggested_treatment (esml.dataset.DatasetProfile attribute), [1] suggested_weights (esml.dataset.DatasetProfile attribute), [1] sum_weights (esml.weights.WeightDiagnostics attribute) summarize_benchmark() (in module esml.bench) summary (esml.otis.AstRes attribute) summary() (esml.bench.BenchmarkComparison method) (esml.bootstrap_methods.BootstrapResult method) (esml.bootstrap_methods.JackknifeResult method) (esml.did.DiDResult method) (esml.iv.IVResult method) (esml.matching.TreatmentEffectResult method) (esml.multiple_testing.AdjustedPValues method) (esml.psymet.RlbRes method) (esml.rdd.RDDResult method) summary_statistics_table() (in module esml.tables_pub) summary_stats (esml.dataset.ColumnProfile attribute), [1] (esml.inspector.InspectionResult attribute) summary_table() (esml.dataset.DatasetProfile method) (esml.progress.PipelineTracker method) SurveyDesign (class in esml.survey) survival (esml.survival.SurvivalCurve attribute) survival_calibration() (in module esml.survival) survival_plot_data() (in module esml.survival) SurvivalCurve (class in esml.survival) svyglm() (esml.survey.SurveyDesign method) synthetic_did() (in module esml.did) system_info (esml.bench.BenchmarkResult attribute) (esml.bench.BenchmarkSuite attribute) SystemInfo (class in esml.bench)

T

t_stat (esml.did.DiDResult attribute), [1] (esml.rdd.RDDResult attribute), [1] t_stats (esml.iv.IVResult attribute), [1] table1() (in module esml.tables_pub) tables (esml.reporting.Report attribute) tag (esml.container.ImageInfo attribute) target (esml.notebook.ConversionResult attribute) target_format (esml.notebook.ConversionResult attribute) tarone_ware_test() (in module esml.survival) temporal_validate() (in module esml.validation) TemporalValidationResult (class in esml.validation) tensor_info() (esml.gguf_loader.GGUFModel method) tensor_names() (esml.gguf_loader.GGUFModel method) TensorInfo (class in esml.gguf_loader) test_n (esml.validation.TemporalValidationResult attribute) test_name (esml.iv.DiagnosticResult attribute) test_notebook() (in module esml.notebook) test_parallel_trends() (in module esml.did) test_ph_assumption() (in module esml.survival) test_score (esml.validation.TemporalValidationResult attribute) test_statistic (esml.missing.MCARTestResult attribute) (esml.statistics.TestResult attribute) (esml.survival.LogRankResult attribute) TestResult (class in esml.statistics) text (esml.engine.GenerationResult attribute) threshold_lower (esml.weights.ExtremeWeightReport attribute) threshold_pct (esml.bench.RegressionReport attribute) threshold_upper (esml.weights.ExtremeWeightReport attribute) thresholds (esml.validation.DecisionCurveResult attribute) time_seconds (esml.engine.GenerationResult attribute) timeliness (esml.validation.DataQualityReport attribute) times (esml.bench.BenchmarkResult attribute) (esml.survival.CompetingRiskResult attribute) (esml.survival.SurvivalCurve attribute) timestamp (esml.bench.BenchmarkSuite attribute) (esml.bench.SystemInfo attribute) (esml.chat.ChatMessage attribute) (esml.container.ResourceSnapshot attribute) (esml.emissions.EmissionsData attribute) (esml.validation.ReproducibilityManifest attribute) tippett_combined() (in module esml.multiple_testing) tipping_point (esml.sensitivity.TippingPointResult attribute) tipping_point_analysis() (in module esml.missing) (in module esml.sensitivity) TippingPointResult (class in esml.sensitivity) title (esml.notebook.NotebookInfo attribute) (esml.reporting.Report attribute) (esml.reporting.ReportSection attribute) to_clipboard() (in module esml.export) to_dataframe() (esml.bench.BenchmarkSuite method) (esml.bench.MemoryProfile method) to_dict() (esml.bench.BenchmarkResult method) (esml.bench.SystemInfo method) (esml.dataset.DatasetProfile method) (esml.export.ConsortDiagram method) (esml.weights.WeightDiagnostics method) to_html() (esml.reporting.ReportSection method) to_latex() (esml.reporting.ReportFigure method) (esml.reporting.ReportSection method) (esml.reporting.ReportTable method)

to_markdown() (esml.reporting.ReportFigure method) (esml.reporting.ReportSection method) (esml.reporting.ReportTable method) to_text() (esml.export.ConsortDiagram method) Tokenizer (class in esml.tokenizer) tokens (esml.engine.GenerationResult attribute) tokens_per_second (esml.engine.GenerationResult attribute) total (esml.psymet.OmgRes attribute) total_bits (esml.quant.TQBlock property) (turboquant.quant.TQBlock property) (turboquant.TQBlock property) total_cells (esml.missing.MissingProfile attribute) (esml.notebook.ValidationResult attribute) total_count (esml.notebook.NotebookCatalog attribute) total_memory_gb (esml.bench.SystemInfo attribute) total_variance (esml.missing.PooledEstimate attribute) TQBlock (class in esml.quant) (class in turboquant) (class in turboquant.quant) traceback_peak (esml.bench.MemoryProfile attribute) tracker_version (esml.emissions.EmissionsData attribute) tracking_mode (esml.emissions.EmissionsData attribute) train_n (esml.validation.TemporalValidationResult attribute) train_score (esml.validation.TemporalValidationResult attribute) treatment_effect_table() (in module esml.tables_pub) TreatmentEffectResult (class in esml.matching) trim_propensity_scores() (in module esml.matching) trim_weights() (in module esml.weights) tsls() (in module esml.iv) turboquant module turboquant.kv_cache module turboquant.quant module turboquant.quant_bridge module turboquant_mse() (in module esml.quant) (in module turboquant) (in module turboquant.quant) turboquant_mse_decode() (in module esml.quant) (in module turboquant) (in module turboquant.quant) turboquant_prod() (in module esml.quant) (in module turboquant) (in module turboquant.quant) turboquant_prod_decode() (in module esml.quant) (in module turboquant) (in module turboquant.quant) TurboQuantKVCache (class in esml.kv_cache) (class in turboquant.kv_cache) turnbull_estimator() (in module esml.survival) two_proportion_ztest() (in module esml.statistics) two_sample_t_test() (in module esml.inference) two_sample_ttest() (in module esml.statistics) two_way_anova() (in module esml.statistics)

U

uncompressed_bytes (esml.kv_cache.CacheStats attribute) (turboquant.kv_cache.CacheStats attribute) UncompressedKVCache (class in esml.kv_cache) (class in turboquant.kv_cache) unique (esml.validation.ColumnRule attribute)

uniqueness (esml.validation.DataQualityReport attribute) unpack_indices() (in module esml.quant) (in module turboquant.quant) update_metadata() (in module esml.notebook) usage (esml.stat_commands.StatCommand attribute)

V

valid (esml.notebook.ValidationResult attribute) validate_cpads_frame() (esml.data.DatasetRegistry method) (in module esml.cpads) validate_notebook() (in module esml.notebook) validate_schema() (in module esml.validation) ValidationResult (class in esml.notebook) vargha_delaney_a() (in module esml.effect_sizes) variable_names (esml.iv.IVResult attribute), [1] variables_imputed (esml.missing.ImputedDataset attribute) (esml.missing.MICEResult attribute) variance_decomposition (esml.diagnostics.CollinearityDiagnostics attribute) variance_equality_battery() (in module esml.statistics) variance_ratio() (in module esml.effect_sizes)

VerificationCheck (class in esml.inspector) VerificationReport (class in esml.inspector) verify_directory() (in module esml.inspector) verify_orthogonal() (in module esml.quant) (in module turboquant.quant) verify_pipeline() (in module esml.container) verify_statistical_output() (in module esml.inspector) vif (esml.diagnostics.CollinearityDiagnostics attribute) vocab_size (esml.tokenizer.Tokenizer property) volat() (in module esml.otis) volatility() (in module esml.otis) volcano_plot() (in module esml.viz) VolRes (class in esml.otis)

W

wald_estimator() (in module esml.iv) wald_test() (in module esml.diagnostics) warning_count (esml.inspector.VerificationReport property) warnings (esml.validation.SchemaValidationResult attribute) water_consumed (esml.emissions.EmissionsData attribute) waterfall_plot() (in module esml.viz) weibull_model() (in module esml.survival) weight (esml.weights.WeightInfluence attribute) weight_diagnostics() (in module esml.weights) weight_diagnostics_report() (in module esml.weights) weight_influence() (in module esml.weights)

weight_range_ratio (esml.weights.WeightDiagnostics attribute) WeightDiagnostics (class in esml.weights) weighted_mean() (esml.survey.SurveyDesign method) WeightInfluence (class in esml.weights) weights (esml.weights.CalibrationResult attribute) welch_ttest() (in module esml.statistics) wilcoxon_signed_rank() (in module esml.statistics) wilcoxon_signed_rank_test() (in module esml.inference) wild_bootstrap() (in module esml.bootstrap_methods) wild_cluster_bootstrap() (in module esml.did) within_variance (esml.missing.PooledEstimate attribute) wue (esml.emissions.EmissionsData attribute)

Y

year (esml.otis.RplRes attribute)

Z

z_scores (esml.survival.CoxResult attribute)