Index

A

about (semsynth.semmap.Column attribute) abstract (semsynth.semmap.Metadata attribute) access_url (semsynth.catalog.CatalogDistribution attribute) (semsynth.metadata.DCATDistribution attribute) accessRights (semsynth.semmap.Metadata attribute)

apply() (semsynth.missingness.DataFrameMissingnessModel method) apply_mapping() (semsynth.pipeline.PipelineConfig method) apply_missingness_to_outputs() (in module semsynth.missingness) as_dict() (semsynth.semmap.VariableDescriptor method) auto_formula() (in module semsynth.downstream_fidelity)

B

Backend (class in semsynth.backends) (class in semsynth.backends.base) backend (semsynth.models.ModelRun attribute) (semsynth.models.ModelSpec attribute) BackendExecutor (class in semsynth.pipeline) BackendModule (class in semsynth.backends) (class in semsynth.backends.base) base_url (semsynth.catalog.PathURLMapper attribute)

bn_to_graphviz() (in module semsynth.backends.pybnesian) BNArtifacts (class in semsynth.backends.pybnesian) broadMatch (semsynth.semmap.SkosMappings attribute) build_catalog() (in module semsynth.catalog) build_description() (in module semsynth.catalog) build_umap() (in module semsynth.umap_utils) burnin (semsynth.downstream_fidelity.DownstreamConfig attribute) byte_size (semsynth.catalog.CatalogDistribution attribute)

C

canonical_generator_name() (in module semsynth.backends.synthcity) CatalogDataset (class in semsynth.catalog) CatalogDistribution (class in semsynth.catalog) citation (semsynth.semmap.Metadata attribute) closeMatch (semsynth.semmap.SkosMappings attribute) CodeBook (class in semsynth.semmap) CodeConcept (class in semsynth.semmap) coerce_continuous_to_float() (in module semsynth.utils) coerce_discrete_to_category() (in module semsynth.utils) col (semsynth.missingness.ColumnMissingnessModel attribute) collect_datasets() (in module semsynth.catalog) collect_distributions() (in module semsynth.catalog) color (semsynth.datasets.DatasetPayload attribute) color_labels (semsynth.umap_utils.UMAPArtifacts attribute) color_series (semsynth.pipeline.PreprocessingResult attribute) Column (class in semsynth.semmap)

columnCompleteness (semsynth.semmap.SummaryStatistics attribute) ColumnMissingnessModel (class in semsynth.missingness) ColumnProperty (class in semsynth.semmap) columnProperty (semsynth.semmap.Column attribute) columns (semsynth.semmap.DatasetSchema attribute) compute_downstream (semsynth.models.ModelConfigBundle attribute) (semsynth.models.ModelSpec attribute) (semsynth.pipeline.PipelineConfig attribute) compute_downstream() (in module semsynth.downstream_fidelity) compute_privacy (semsynth.models.ModelConfigBundle attribute) (semsynth.models.ModelSpec attribute) (semsynth.pipeline.PipelineConfig attribute) cont_cols (semsynth.pipeline.PreprocessingResult attribute) continuous_cols (semsynth.backends.pybnesian.BNArtifacts attribute) (semsynth.backends.synthcity.SynthRunArtifacts attribute) create_app() (in module semsynth.app) cv (semsynth.downstream_fidelity.DownstreamConfig attribute)

D

DataCatalog (class in semsynth.catalog) dataframe_to_markdown_table() (in module semsynth.utils) DataFrameMissingnessModel (class in semsynth.missingness) datasetCompleteness (semsynth.semmap.SummaryStatistics attribute) DatasetPayload (class in semsynth.datasets) DatasetPreprocessor (class in semsynth.pipeline) DatasetPrivacySummary (class in semsynth.privacy_metrics) datasets (semsynth.catalog.DataCatalog attribute) DatasetSchema (class in semsynth.semmap) datasetSchema (semsynth.semmap.Metadata attribute) DatasetSpec (class in semsynth.datasets) (class in semsynth.specs) DCATDataset (class in semsynth.metadata) DCATDistribution (class in semsynth.metadata) defaultValue (semsynth.semmap.Column attribute) delta_presence (semsynth.privacy_metrics.DatasetPrivacySummary attribute) DEPENDENCIES (in module semsynth.runtime) DependencyRegistry (class in semsynth.runtime) description (semsynth.catalog.CatalogDataset attribute) (semsynth.catalog.DataCatalog attribute) (semsynth.catalog.SparqlQueryDefinition attribute), [1] (semsynth.metadata.DCATDataset attribute) (semsynth.semmap.Column attribute) (semsynth.semmap.Metadata attribute) (semsynth.semmap.VariableDescriptor attribute)

df_fit_sample (semsynth.pipeline.PreprocessingResult attribute) df_no_na (semsynth.pipeline.PreprocessingResult attribute) df_processed (semsynth.pipeline.PreprocessingResult attribute) disc_cols (semsynth.pipeline.PreprocessingResult attribute) discover_model_runs() (in module semsynth.models) discrete_cols (semsynth.backends.pybnesian.BNArtifacts attribute) (semsynth.backends.synthcity.SynthRunArtifacts attribute) distribution_title() (in module semsynth.catalog) distributions (semsynth.catalog.CatalogDataset attribute) (semsynth.catalog.DataCatalog attribute) (semsynth.metadata.DCATDataset attribute) download_url (semsynth.catalog.CatalogDistribution attribute) (semsynth.metadata.DCATDistribution attribute) downstream_json (semsynth.models.ModelRun attribute) downstream_metrics (semsynth.models.ModelRun attribute) DownstreamConfig (class in semsynth.downstream_fidelity)

E

embedding (semsynth.umap_utils.UMAPArtifacts attribute) enable_missingness_wrapping (semsynth.models.ModelConfigBundle attribute) (semsynth.pipeline.PipelineConfig attribute) ensure_backend_contract() (in module semsynth.backends.base) ensure_dir() (in module semsynth.utils) ensure_npsum_compat() (in module semsynth.torch_compat)

ensure_ns() (in module semsynth.jsonld_to_rdfa) ensure_torch_rmsnorm() (in module semsynth.torch_compat) ensure_trapz_compat() (in module semsynth.torch_compat) exact_overlap_rate (semsynth.privacy_metrics.DatasetPrivacySummary attribute) exactMatch (semsynth.semmap.SkosMappings attribute) extract_vocab_and_prefixes() (in module semsynth.jsonld_to_rdfa)

F

filename (semsynth.catalog.SparqlQueryDefinition attribute), [1] fit() (semsynth.missingness.ColumnMissingnessModel method) (semsynth.missingness.DataFrameMissingnessModel method) fit_missingness_model() (in module semsynth.missingness) fit_on_sample (semsynth.pipeline.PipelineConfig attribute) for_path() (semsynth.catalog.PathURLMapper method)

format (semsynth.catalog.CatalogDistribution attribute) frame (semsynth.datasets.DatasetPayload attribute) from_dcat_dsv() (semsynth.semmap.Metadata class method) from_jsonld() (semsynth.semmap.SemMapFrameAccessor method) (semsynth.semmap.SemMapSeriesAccessor method) from_real_data() (semsynth.missingness.MissingnessWrappedGenerator class method) funding (semsynth.semmap.Metadata attribute)

G

generate_synthetic_umaps() (semsynth.pipeline.ReportWriter method) generate_umap (semsynth.models.ModelConfigBundle attribute) (semsynth.pipeline.PipelineConfig attribute)

get_column_name() (in module semsynth.semmap) get_uciml_variable_descriptions() (in module semsynth.metadata) get_version() (in module semsynth)

H

hadRole (semsynth.semmap.Column attribute) hasCodeBook (semsynth.semmap.ColumnProperty attribute) hasTopConcept (semsynth.semmap.CodeBook attribute)

hasUnit (semsynth.semmap.ColumnProperty attribute) hasVariable (semsynth.semmap.ColumnProperty attribute) heldout_loglik() (in module semsynth.metrics)

I

id (semsynth.catalog.CatalogDataset attribute) (semsynth.catalog.CatalogDistribution attribute) (semsynth.catalog.DataCatalog attribute) (semsynth.datasets.DatasetSpec attribute) (semsynth.specs.DatasetSpec attribute) identifiability_score (semsynth.privacy_metrics.DatasetPrivacySummary attribute) identifier (semsynth.catalog.CatalogDataset attribute) (semsynth.metadata.DCATDataset attribute) (semsynth.semmap.Column attribute) (semsynth.semmap.Metadata attribute)

infer_model_name() (in module semsynth.catalog) infer_types() (in module semsynth.utils) inferred_types (semsynth.pipeline.PreprocessingResult attribute) Interval (semsynth.semmap.StatisticalDataType attribute) is_discrete_series() (in module semsynth.utils) is_iri() (in module semsynth.jsonld_to_rdfa) is_numeric_series() (in module semsynth.utils) issued (semsynth.catalog.CatalogDataset attribute) (semsynth.catalog.CatalogDistribution attribute) (semsynth.metadata.DCATDataset attribute)

J

js_divergence_discrete() (in module semsynth.metrics)

K

k_map (semsynth.privacy_metrics.DatasetPrivacySummary attribute) k_min (semsynth.privacy_metrics.DatasetPrivacySummary attribute)

k_pct_lt5 (semsynth.privacy_metrics.DatasetPrivacySummary attribute) keywords (semsynth.catalog.CatalogDataset attribute) (semsynth.metadata.DCATDataset attribute)

L

label_mapping (semsynth.umap_utils.UMAPArtifacts attribute) landing_page (semsynth.catalog.CatalogDataset attribute) landingPage (semsynth.semmap.Metadata attribute) language (semsynth.metadata.DCATDataset attribute) learn_bn() (in module semsynth.backends.pybnesian)

limits (semsynth.pipeline.UmapArtifacts attribute) list_openml() (in module semsynth.datasets) list_uciml() (in module semsynth.datasets) load_dataset() (in module semsynth.datasets) load_mapping_json() (in module semsynth.mappings) load_model_configs() (in module semsynth.models)

M

m (semsynth.downstream_fidelity.DownstreamConfig attribute) main() (in module semsynth.jsonld_to_rdfa) manifest (semsynth.models.ModelRun attribute) max_interactions (semsynth.downstream_fidelity.DownstreamConfig attribute) max_umap_sample (semsynth.pipeline.PipelineConfig attribute) maximum (semsynth.semmap.SummaryStatistics attribute) meanValue (semsynth.semmap.SummaryStatistics attribute) media_type (semsynth.catalog.CatalogDistribution attribute) (semsynth.metadata.DCATDistribution attribute) medianValue (semsynth.semmap.SummaryStatistics attribute) meta (semsynth.datasets.DatasetSpec attribute) (semsynth.specs.DatasetSpec attribute) Metadata (class in semsynth.semmap) metadata (semsynth.datasets.DatasetPayload attribute) metrics (semsynth.models.ModelRun attribute) metrics_json (semsynth.models.ModelRun attribute) MetricWriter (class in semsynth.pipeline) mimetype_for() (in module semsynth.catalog) min_dist (semsynth.pipeline.UmapConfig attribute) minimum (semsynth.semmap.SummaryStatistics attribute) missingness_model (semsynth.pipeline.PreprocessingResult attribute) missingness_random_state (semsynth.pipeline.PipelineConfig attribute) MissingnessWrappedGenerator (class in semsynth.missingness) missingValueFormat (semsynth.semmap.SummaryStatistics attribute) model (semsynth.backends.pybnesian.BNArtifacts attribute) (semsynth.models.ModelSpec attribute) model_obj (semsynth.backends.synthcity.SynthRunArtifacts attribute) model_run_dir() (in module semsynth.models) model_run_root() (in module semsynth.models) ModelConfigBundle (class in semsynth.models) modeling_role() (in module semsynth.semmap) ModelRun (class in semsynth.models) models_ (semsynth.missingness.DataFrameMissingnessModel attribute)

ModelSpec (class in semsynth.models) modified (semsynth.catalog.CatalogDataset attribute) (semsynth.catalog.CatalogDistribution attribute) (semsynth.catalog.DataCatalog attribute) (semsynth.metadata.DCATDataset attribute) module semsynth semsynth.app semsynth.backends semsynth.backends.base semsynth.backends.metasyn semsynth.backends.pybnesian semsynth.backends.synthcity semsynth.catalog semsynth.datasets semsynth.downstream_fidelity semsynth.jsonld_to_rdfa semsynth.mappings semsynth.metadata semsynth.metrics semsynth.missingness semsynth.models semsynth.pipeline semsynth.privacy_metrics semsynth.reporting semsynth.reports_index semsynth.runtime semsynth.semmap semsynth.specs semsynth.templates semsynth.torch_compat semsynth.umap_utils semsynth.utils

N

n_components (semsynth.pipeline.UmapConfig attribute) n_neighbors (semsynth.pipeline.UmapConfig attribute) n_real (semsynth.privacy_metrics.DatasetPrivacySummary attribute) n_synth (semsynth.privacy_metrics.DatasetPrivacySummary attribute) name (semsynth.catalog.SparqlQueryDefinition attribute), [1] (semsynth.datasets.DatasetSpec attribute) (semsynth.models.ModelRun attribute) (semsynth.models.ModelSpec attribute) (semsynth.semmap.Column attribute) (semsynth.semmap.VariableDescriptor attribute) (semsynth.specs.DatasetSpec attribute)

narrowMatch (semsynth.semmap.SkosMappings attribute) near_duplicate_rate_eps (semsynth.privacy_metrics.DatasetPrivacySummary attribute) nn_distance_stats (semsynth.privacy_metrics.DatasetPrivacySummary attribute) Nominal (semsynth.semmap.StatisticalDataType attribute) normalize_jsonld_payload() (in module semsynth.mappings) normalize_role() (in module semsynth.semmap) normalize_variable_descriptors() (in module semsynth.semmap) notation (semsynth.semmap.CodeConcept attribute) numberOfColumns (semsynth.semmap.SummaryStatistics attribute) numberOfRows (semsynth.semmap.SummaryStatistics attribute) Numerical (semsynth.semmap.StatisticalDataType attribute)

O

Ordinal (semsynth.semmap.StatisticalDataType attribute)

output (semsynth.app.SearchResult attribute) overwrite_umap (semsynth.pipeline.PipelineConfig attribute)

P

p_missing_ (semsynth.missingness.ColumnMissingnessModel attribute) parse_toml_config() (in module semsynth.models) PathURLMapper (class in semsynth.catalog) per_variable_csv (semsynth.models.ModelRun attribute) per_variable_distances() (in module semsynth.metrics) pick_color_labels() (in module semsynth.umap_utils) pipeline_ (semsynth.missingness.ColumnMissingnessModel attribute) PipelineConfig (class in semsynth.pipeline) plot_umap() (in module semsynth.umap_utils) plugin_name (semsynth.backends.synthcity.SynthRunArtifacts attribute) plugin_params (semsynth.backends.synthcity.SynthRunArtifacts attribute) populationType (semsynth.semmap.Metadata attribute)

prefLabel (semsynth.semmap.CodeConcept attribute) preproc (semsynth.umap_utils.UMAPArtifacts attribute) preprocess() (semsynth.pipeline.DatasetPreprocessor method) PreprocessingResult (class in semsynth.pipeline) privacy_json (semsynth.models.ModelRun attribute) privacy_metrics (semsynth.models.ModelRun attribute) process_dataset() (in module semsynth.pipeline) provider (semsynth.app.SearchResult attribute) (semsynth.datasets.DatasetSpec attribute) (semsynth.semmap.Metadata attribute) (semsynth.specs.DatasetSpec attribute) publisher (semsynth.metadata.DCATDataset attribute) purpose (semsynth.semmap.Metadata attribute)

Q

qi_columns (semsynth.privacy_metrics.DatasetPrivacySummary attribute)

R

random_state (semsynth.missingness.DataFrameMissingnessModel attribute) (semsynth.pipeline.PipelineConfig attribute) rare_qi_reproduction_rate (semsynth.privacy_metrics.DatasetPrivacySummary attribute) Ratio (semsynth.semmap.StatisticalDataType attribute) raw_role() (in module semsynth.semmap) read_lines() (in module semsynth.catalog) read_packaged_sparql_queries() (in module semsynth.catalog) read_parquet() (semsynth.semmap.SemMapFrameAccessor static method) real_png (semsynth.pipeline.UmapArtifacts attribute) real_test (semsynth.backends.synthcity.SynthRunArtifacts attribute) real_train (semsynth.backends.synthcity.SynthRunArtifacts attribute) recompute_downstream() (in module semsynth.downstream_fidelity) relatedMatch (semsynth.semmap.SkosMappings attribute) rename_categorical_categories_to_str() (in module semsynth.utils) render_cell() (in module semsynth.jsonld_to_rdfa) render_iri() (in module semsynth.jsonld_to_rdfa) render_literal() (in module semsynth.jsonld_to_rdfa) render_object() (in module semsynth.jsonld_to_rdfa) render_property() (in module semsynth.jsonld_to_rdfa)

render_rdfa() (in module semsynth.jsonld_to_rdfa) repeating_headers() (in module semsynth.jsonld_to_rdfa) ReportWriter (class in semsynth.pipeline) require_attr() (semsynth.runtime.DependencyRegistry method) require_module() (semsynth.runtime.DependencyRegistry method) resolve_mapping_json() (in module semsynth.mappings) role (semsynth.semmap.VariableDescriptor attribute) root_dir (semsynth.catalog.PathURLMapper attribute) rows (semsynth.backends.synthcity.SynthRunArtifacts attribute) (semsynth.models.ModelSpec attribute) run_app() (in module semsynth.app) run_dir (semsynth.models.ModelRun attribute) run_experiment() (in module semsynth.backends.metasyn) (in module semsynth.backends.pybnesian) (in module semsynth.backends.synthcity) (semsynth.backends.Backend method) (semsynth.backends.BackendModule method) (semsynth.backends.base.Backend method) (semsynth.backends.base.BackendModule method) run_models() (semsynth.pipeline.BackendExecutor method)

S

sample() (semsynth.missingness.MissingnessWrappedGenerator method) sample_idx (semsynth.umap_utils.UMAPArtifacts attribute) sample_mask() (semsynth.missingness.ColumnMissingnessModel method) save_graphml_structure() (in module semsynth.backends.pybnesian) SearchResult (class in semsynth.app) seed (semsynth.backends.synthcity.SynthRunArtifacts attribute) (semsynth.models.ModelSpec attribute) seed_all() (in module semsynth.utils) semmap_context (semsynth.pipeline.PipelineConfig attribute) semmap_context_url (semsynth.pipeline.PipelineConfig attribute) semmap_export (semsynth.pipeline.PreprocessingResult attribute) semmap_metadata (semsynth.pipeline.PreprocessingResult attribute) SemMapFrameAccessor (class in semsynth.semmap) SemMapSeriesAccessor (class in semsynth.semmap) semsynth module semsynth.app module semsynth.backends module semsynth.backends.base module semsynth.backends.metasyn module semsynth.backends.pybnesian module semsynth.backends.synthcity module semsynth.catalog module semsynth.datasets module semsynth.downstream_fidelity module semsynth.jsonld_to_rdfa module semsynth.mappings module semsynth.metadata module semsynth.metrics module semsynth.missingness module semsynth.models module semsynth.pipeline module

semsynth.privacy_metrics module semsynth.reporting module semsynth.reports_index module semsynth.runtime module semsynth.semmap module semsynth.specs module semsynth.templates module semsynth.torch_compat module semsynth.umap_utils module semsynth.utils module sensitive_columns (semsynth.privacy_metrics.DatasetPrivacySummary attribute) set_categorical() (semsynth.semmap.SemMapSeriesAccessor method) set_numeric() (semsynth.semmap.SemMapSeriesAccessor method) sha256_digest() (in module semsynth.catalog) SkosMappings (class in semsynth.semmap) slugify() (in module semsynth.catalog) source (semsynth.semmap.CodeBook attribute) (semsynth.semmap.ColumnProperty attribute) SparqlQueryDefinition (class in semsynth.catalog) spec (semsynth.datasets.DatasetPayload attribute) specs (semsynth.models.ModelConfigBundle attribute) specs_from_input() (in module semsynth.datasets) StatisticalDataType (class in semsynth.semmap) statisticalDataType (semsynth.semmap.SummaryStatistics attribute) summarize_dataframe() (in module semsynth.utils) summarize_distance_metrics() (in module semsynth.metrics) summarize_missingness_model() (in module semsynth.missingness) summarize_privacy_synthcity() (in module semsynth.privacy_metrics) SummaryStatistics (class in semsynth.semmap) summaryStatistics (semsynth.semmap.Column attribute) (semsynth.semmap.ColumnProperty attribute) (semsynth.semmap.Metadata attribute) synth_df (semsynth.backends.synthcity.SynthRunArtifacts attribute) synthetic_csv (semsynth.models.ModelRun attribute) synthetic_sample (semsynth.pipeline.PipelineConfig attribute) SynthRunArtifacts (class in semsynth.backends.synthcity)

T

t_closeness (semsynth.privacy_metrics.DatasetPrivacySummary attribute) tableOfContents (semsynth.semmap.Metadata attribute) tag() (in module semsynth.jsonld_to_rdfa) target (semsynth.datasets.DatasetSpec attribute) (semsynth.specs.DatasetSpec attribute) test_size (semsynth.backends.synthcity.SynthRunArtifacts attribute) (semsynth.pipeline.PipelineConfig attribute) title (semsynth.catalog.CatalogDataset attribute) (semsynth.catalog.CatalogDistribution attribute) (semsynth.catalog.DataCatalog attribute) (semsynth.metadata.DCATDataset attribute) (semsynth.metadata.DCATDistribution attribute) (semsynth.semmap.Metadata attribute)

titles (semsynth.semmap.Column attribute) to_iso() (in module semsynth.catalog) to_jsonld() (semsynth.semmap.Metadata method) (semsynth.semmap.SemMapFrameAccessor method) (semsynth.semmap.SemMapSeriesAccessor method) to_list() (in module semsynth.jsonld_to_rdfa) to_parquet() (semsynth.semmap.SemMapFrameAccessor method) to_privacy_frame() (semsynth.semmap.Metadata method) transform_with_umap() (in module semsynth.umap_utils) transformer (semsynth.pipeline.UmapArtifacts attribute) type (semsynth.catalog.CatalogDataset attribute) (semsynth.catalog.CatalogDistribution attribute) (semsynth.catalog.DataCatalog attribute) types_to_iris() (in module semsynth.jsonld_to_rdfa)

U

ucumCode (semsynth.semmap.Unit attribute) umap (semsynth.pipeline.PipelineConfig attribute) umap_artifacts (semsynth.pipeline.PreprocessingResult attribute) umap_model (semsynth.umap_utils.UMAPArtifacts attribute) umap_png (semsynth.models.ModelRun attribute) umap_png_real (semsynth.pipeline.PreprocessingResult attribute) UmapArtifacts (class in semsynth.pipeline)

UMAPArtifacts (class in semsynth.umap_utils) UmapConfig (class in semsynth.pipeline) Unit (class in semsynth.semmap) unit (semsynth.semmap.VariableDescriptor attribute) unitText (semsynth.semmap.ColumnProperty attribute) update_completeness_from_missingness() (semsynth.semmap.Metadata method) used_columns (semsynth.privacy_metrics.DatasetPrivacySummary attribute)

V

VariableDescriptor (class in semsynth.semmap)

W

wasDerivedFrom (semsynth.catalog.CatalogDataset attribute) wasGeneratedBy (semsynth.catalog.DataCatalog attribute) write_downstream() (semsynth.pipeline.MetricWriter method) write_index() (in module semsynth.catalog)

write_manifest() (in module semsynth.models) write_privacy() (semsynth.pipeline.MetricWriter method) write_report() (semsynth.pipeline.ReportWriter method) write_report_md() (in module semsynth.reporting) write_sparql_query_files() (in module semsynth.catalog)