Visualization Types

This page details all available visualization types in exploralytics.

Histograms

Single Histogram

viz.plot_histogram(
    df,
    x_col='column_name',
    title='Distribution',
    subtitle='Optional subtitle',
    show_mean=True,
    show_median=True
)

Multiple Histograms

viz.plot_histograms(
    df,
    specific_cols=['col1', 'col2'],
    num_cols=2,
    show_mean=True
)

Bar Plots

Basic Bar Plot

viz.plot_bar(
    df,
    x_col='category',
    y_col='values'
)

Highlighted Bar Plot

viz.plot_bar(
    df,
    x_col='category',
    y_col='values',
    highlight_top_n=(3, "green"),
    highlight_low_n=(2, "red")
)

Correlation Analysis

Target Correlation

viz.plot_correlation_with_target(
    df,
    target_column='target',
    title='Correlation Analysis'
)

Customization

All plots can be customized using the Visualizer initialization parameters:

viz = Visualizer(
    color="#custom_color",
    height=custom_height,
    width=custom_width,
    title_bold=True/False,
    texts_font_style='custom_font'
)