Function reference • DataExplorer

Package

DataExplorer DataExplorer-package: DataExplorer: Automate Data Exploration and Treatment

Data Exploration

introduce(): Describe basic information

plot_bar(): Plot bar chart

plot_boxplot(): Create boxplot for continuous features

plot_correlation(): Create correlation heatmap for discrete features

plot_density(): Plot density estimates

plot_histogram(): Plot histogram

plot_intro(): Plot introduction

plot_missing(): Plot missing value profile

plot_prcomp(): Visualize principal component analysis

plot_qq(): Plot QQ plot

plot_scatterplot(): Create scatterplot for all features

plot_str(): Visualize data structure

profile_missing(): Profile missing values

Feature Engineering

drop_columns(): Drop selected variables

dummify(): Dummify discrete features to binary columns

group_category(): Group categories for discrete features

set_missing(): Set all missing values to indicated value

split_columns(): Split data into discrete and continuous parts

update_columns(): Update variable types or values

Reporting

configure_report(): Configure report template

create_report(): Create report