EDA Toolkit 0.0.8c

EDA Toolkit 0.0.8c:

Summary of Changes:

1. New Features & Enhancements:

• plot_3d_pdp Function:

  • Added show_modebar Parameter: Introduced a new boolean parameter, show_modebar, to allow users to toggle the visibility of the mode bar in Plotly interactive plots.
  • Custom Margins and Layout Adjustments:
    • Added parameters for left_margin, right_margin, and top_margin to provide users with more control over the plot layout in Plotly.
    • Adjusted default values and added options for better customization of the Plotly color bar (cbar_x, cbar_thickness) and title positioning (title_x, title_y).
  • Plotly Configuration:
    • Enhanced the configuration options to allow users to enable or disable zoom functionality (enable_zoom) in the interactive Plotly plots.
    • Updated the code to reflect these new parameters, allowing for greater flexibility in the appearance and interaction with the Plotly plots.
  • Error Handling:
    • Added input validation for html_file_path and html_file_name to ensure these are provided when necessary based on the selected plot_type.

• plot_2d_pdp Function:

  • Introduced file_prefix Parameter:
    • Added a new file_prefix parameter to allow users to specify a prefix for filenames when saving grid plots. This change streamlines the naming process for saved plots and improves file organization.
  • Enhanced Plot Type Flexibility:
    • The plot_type parameter now includes an option to generate both grid and individual plots (both). This feature allows users to create a combination of both layout styles in one function call.
    • Updated input validation and logic to handle this new option effectively.
  • Added save_plots Parameter:
    • Introduced a new parameter, save_plots, to control the saving of plots. Users can specify whether to save all plots, only individual plots, only grid plots, or none.
  • Custom Margins and Layout Adjustments:
    • Included the save_plots parameter in the validation process to ensure paths are provided when needed for saving the plots.

2. Documentation Updates:

• Docstrings:
  • Updated docstrings for both functions to reflect the new parameters and enhancements, providing clearer and more comprehensive guidance for users.
  • Detailed the use of new parameters such as show_modebar, file_prefix, save_plots, and others, ensuring that the function documentation is up-to-date with the latest changes.

3. Refactoring & Code Cleanup:

• Code Structure:
  • Improved the code structure to maintain clarity and readability, particularly around the new functionality.
  • Consolidated the layout configuration settings for the Plotly plots into a more flexible and user-friendly format, making it easier for users to customize their plots.

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This version enhances the usability of the plot_3d_pdp and plot_2d_pdp functions, introduces new features for greater flexibility in plot customization, and ensures that the functions are well-documented and easy to use. The updates are backward-compatible and aim to provide a more seamless user experience in generating and saving both 3D and 2D partial dependence plots.