EDA Artifact Types Registry

EDA Artifacts

Provides registry functionality for EDA artifacts producers. For implementation details see EligibleEDAArtifactsProducers

correlation	Description Produces: - pearson/spearman correlation for numerical columns - orders artifact by similarity using AgglomerativeClustering - list of correlation groups See logml.eda.artifacts.correlation.CorrelationSummary. Dependencies: - metadata artifact For implementation details see CorrelationSummaryProducer Attributes DEPENDENCIES: [‘metadata’]
dim_reduction	Description Produces: - PCA output (+explained variance, feature weights) - TSNE output - LDA output - MCA output Dependencies: - metadata artifact For implementation details see DimensionalityReductionSummaryProducer Attributes DEPENDENCIES: [‘metadata’]
distributions	Description Produces: - histograms for numerical columns - similarity ordering for calculated histograms Dependencies: - metadata artifact For implementation details see DistributionsSummaryProducer Attributes DEPENDENCIES: [‘metadata’]
metadata	Description Produces: - list of numerical columns - list of categorical columns - list of all columns Dependencies - NO. For implementation details see MetadataProducer Attributes
missingness	Description Produces: - missing values per columns summaries (for num/cat/all columns) - missing values per row summaries (for num/cat/all columns) - complete dataset summaries (for num/cat/all columns) - similarity order by pairwise nan distances Dependencies: - metadata artifact For implementation details see MissingnessSummaryProducer Attributes DEPENDENCIES: [‘metadata’]
statistics	Description Produces: - multiple statistics for numerical columns Dependencies: - metadata artifact For implementation details see StatisticsSummaryProducer Attributes DEPENDENCIES: [‘metadata’]