idmd.visualization.visualizer.DataVisualizer

class idmd.visualization.visualizer.DataVisualizer[source]

Bases: object

Utility class for generating visualizations.

Methods

`generate_bar_plot`	Generates a bar plot using PlotGenerator.
`generate_correlation_heatmap`	Generates a correlation heatmap using HeatmapGenerator.
`generate_histograms`	Generates histograms using HistogramGenerator.
`generate_line_plot`	Generates a line plot using PlotGenerator.
`generate_overview`	Generates an overview of the dataset, including data types and plottability.

static generate_bar_plot(df, column)[source]

Generates a bar plot using PlotGenerator.

Args:: df (pd.DataFrame): The DataFrame containing the data. column (str): The column to include in the bar plot.
Returns:: plt.Figure: The generated bar plot.

static generate_correlation_heatmap(df, columns)[source]

Generates a correlation heatmap using HeatmapGenerator.

Args:: df (pd.DataFrame): The DataFrame containing the data. columns (List[str]): The columns to include in the heatmap.
Returns:: plt.Figure: The generated heatmap.

static generate_histograms(df, columns)[source]

Generates histograms using HistogramGenerator.

Args:: df (pd.DataFrame): The DataFrame containing the data. columns (List[str]): The columns to include in the histograms.
Returns:: plt.Figure: The generated histograms.

static generate_line_plot(df, columns)[source]

Generates a line plot using PlotGenerator.

Args:: df (pd.DataFrame): The DataFrame containing the data. columns (List[str]): The columns to include in the line plot.
Returns:: plt.Figure: The generated line plot.

static generate_overview(df)[source]

Generates an overview of the dataset, including data types and plottability.