copulas.visualization module

Visualization utilities for the Copulas library.

class copulas.visualization.PlotConfig[source]

Bases: object

Custom plot settings for visualizations.

BACKGROUND_COLOR = '#F5F5F8'
DATACEBO_DARK = '#000036'
DATACEBO_GREEN = '#01E0C9'
FONT_SIZE = 18
copulas.visualization.compare_1d(real, synth, title=None)[source]

Plot the comparison between real and synthetic data.

Parameters

  • real (array_like) – The real data.

  • synth (array_like) – The synthetic data.

  • title (str) – The title of the plot.

Returns

plotly.graph_objects._figure.Figure

copulas.visualization.compare_2d(real, synth, columns=None, title=None)[source]

Plot the comparison between real and synthetic data for a given column pair.

Parameters

  • real (pandas.DataFrame) – The real table data.

  • synth (pandas.Dataframe) – The synthetic table data.

  • columns (list[string]) – The names of the two columns to plot.

  • title (str) – The title of the plot.

Returns

plotly.graph_objects._figure.Figure

copulas.visualization.compare_3d(real, synth, columns=None, title=None)[source]

Plot the comparison between real and synthetic data for a given column triplet.

Parameters

  • real (pd.DataFrame) – The real data.

  • synth (pd.DataFrame) – The synthetic data.

  • columns (list) – The name of the columns to plot.

  • title (str) – The title of the plot.

copulas.visualization.dist_1d(data, title=None, label=None)[source]

Plot the 1 dimensional data.

Parameters

  • data (array_like structure) – The table data.

  • title (str) – The title of the plot.

  • label (str) – The label of the plot.

Returns

plotly.graph_objects._figure.Figure

copulas.visualization.scatter_2d(data, columns=None, title=None)[source]

Plot 2 dimensional data in a scatter plot.

Parameters

  • data (pandas.DataFrame) – The table data.

  • columns (list[string]) – The names of the two columns to plot.

  • title (str) – The title of the plot.

Returns

plotly.graph_objects._figure.Figure

copulas.visualization.scatter_3d(data, columns=None, title=None)[source]

Plot 3 dimensional data in a scatter plot.

Parameters

  • data (pandas.DataFrame) – The table data. Must have at least 3 columns.

  • columns (list[string]) – The names of the three columns to plot.

  • title (str) – The title of the plot.

Returns

plotly.graph_objects._figure.Figure