Report Sections

Dataset Overview

Provides essential information about whole dataset, such as inferred data types, number of rows and columns, number of missing values, duplicates, etc.

See edvart.report.ReportBase.add_overview()

Univariate Analysis

Provides analysis of individual columns. The analysis differs based on the data type of the column.

See edvart.report.ReportBase.add_univariate_analysis()

Bivariate Analysis

Provides analysis of pairs of columns, such as correlations, scatter plots, contingency tables, etc.

See edvart.report.ReportBase.add_bivariate_analysis()

Multivariate Analysis

Provides analysis of all columns together.

Currently features PCA, parallel coordinates and parallel categories subsections. Additionally, an UMAP section is included if the extra dependency umap is installed.

See edvart.report.ReportBase.add_multivariate_analysis()

Group Analysis

Provides analysis of each column when grouped by a column or a set of columns. Includes basic information similar to dataset overview and univariate analysis, but on a per-group basis.

See edvart.report.ReportBase.add_group_analysis()

Timeseries Analysis

Provides analysis specific for time series.

Used with edvart.report.TimeseriesReport

See edvart.report.TimeseriesReport.add_timeseries_analysis()