Refactor Suggestion: Improve Separation of Concerns in visualize_data.py
Description
The visualize_data.py module currently mixes multiple responsibilities, including:
- UI layout and Streamlit controls
- Data filtering and preprocessing
- Summary statistics computation
- Plot rendering logic
This violates the Separation of Concerns principle and can make the code harder to maintain, test, and extend.
Suggested Improvements
- Move plotting-related functions (e.g.
generate_line_chart) into a separate module, such as plot_utils.py
- Extract the sidebar UI controls (user ID, date range, resolution selector) into a helper or
ui_components.py
- Let
visualize_data.py focus on orchestrating the app (run_app()), and delegate heavy logic elsewhere
- Consider a controller/helper layer to coordinate data processing and UI logic
Refactor Suggestion: Improve Separation of Concerns in
visualize_data.pyDescription
The
visualize_data.pymodule currently mixes multiple responsibilities, including:This violates the Separation of Concerns principle and can make the code harder to maintain, test, and extend.
Suggested Improvements
generate_line_chart) into a separate module, such asplot_utils.pyui_components.pyvisualize_data.pyfocus on orchestrating the app (run_app()), and delegate heavy logic elsewhere