Implement error handling for dataframe display in Player ROO section of app.py, ensuring fallback to original data in case of column selection failure, thereby enhancing stability and user experience.

Add error handling for player ROO data assignment in app.py to ensure robustness. If dropping columns fails, fallback to the original data, enhancing stability in data processing.

Refactor init_DK_lineups and init_FD_lineups functions in app.py to accept type_var and slate_var parameters, enhancing lineup initialization flexibility. Update related function calls throughout the code for consistency and improved user experience.

Update app.py to correct the key for the team selection multiselect in the Player ROO section, ensuring proper state management and enhancing user experience.

Enhance app.py by adding a team selection dropdown and multiselect for viewing specific teams in the Player ROO section, improving data filtering options for users.

Update app.py to change the order of options in the slate type radio button for Player ROO, improving user experience by prioritizing 'Showdown' over 'Regular'.

Enhance app.py by adding unique keys to radio button selections in Scoring Percentages, Player ROO, and Optimals sections, improving state management and ensuring consistent user interactions across tabs.

Remove redundant submit buttons from radio selection forms in app.py, streamlining user interactions and enhancing the overall UI experience.

Refactor app.py to adjust column layout for the "Load/Reset Data" button and replace forms with containers for Scoring Percentages, Player ROO, and Optimals sections, improving UI structure and simplifying user interactions.

Refactor app.py to reorganize the layout of the "Load/Reset Data" button and the view selection form, enhancing user interface structure and improving data loading functionality. Introduce a form for site selection to streamline user interactions.

Update app.py to change the background color of the select dropdown and adjust the column index for the "Load/Reset Data" button, improving UI consistency and layout.

Update app.py to modify the init_DK_lineups and init_FD_lineups functions by adding a slate_var parameter, enhancing flexibility in lineup initialization. Refactor the "Load/Reset Data" button implementation to improve code organization and maintainability within the main container.

Enhance app.py by adding a new "Load/Reset Data" button in the main container and forms for Scoring Percentages, Player ROO, and Optimals sections, improving data management and user interaction. Streamline data loading process and session state management across tabs.

Refactor app.py to reintroduce tab definitions for Scoring Percentages, Player ROO, and Optimals, ensuring proper organization and functionality within the container. Update caching for data conversion to enhance performance.

Refactor app.py to remove duplicate tab definitions for Scoring Percentages, Player ROO, and Optimals, ensuring cleaner code organization and preventing potential conflicts in tab functionality.

Add initial rerun check in app.py to ensure session state is properly initialized, enhancing app stability and user experience.

Refactor app.py to reposition tab definitions for Scoring Percentages, Player ROO, and Optimals sections, improving code organization and ensuring proper tab functionality within the container.

Refactor app.py to implement tabbed navigation for Scoring Percentages, Player ROO, and Optimals sections, enhancing user experience and organization. Remove unnecessary session state keys for radio button selections, streamlining input handling.

Enhance app.py by adding a debug statement to display current session state keys, aiding in troubleshooting and improving visibility of session management.

Enhance app.py by adding unique keys to radio buttons for slate and position group selections across all tabs, improving state management and ensuring consistent user input handling.

Refactor app.py to implement a unified selection interface for view, site, and model across all tabs, enhancing user experience and maintaining consistent data handling. Introduce caching for data conversion function to optimize performance.

Refactor app.py to streamline the initialization process by moving the page configuration to the top and removing unnecessary global variable deletions, enhancing code clarity and organization.

Enhance app.py by adding unique keys to selectboxes for view and site selections across all tabs, improving state management and ensuring consistent user input handling.

Refactor app.py to standardize variable names for site and view selections across all tabs, ensuring consistent data handling and improving user experience with clearer input options.

Refactor app.py to replace radio buttons with selectboxes for view selection and streamline site and slate type inputs across all tabs, enhancing user experience and maintaining consistent data management.

Refactor app.py to replace session state usage with local variables for site, slate type, and position group selections, improving code clarity and maintaining user input functionality across different views.

Update app.py to replace radio buttons with selectboxes for model selection and ensure consistent use of session state for site, slate type, and position group selections, enhancing user experience and data management.

Refactor app.py to enhance the layout by using containers and columns for user input, allowing for simultaneous selection of view and model types, and improving the organization of the display logic for scoring percentages, player ROO, and optimals.

Update app.py to store filtered player data in session state, ensuring proper data management and enhancing the display logic for the 'Simple' view.

Refactor app.py to replace selectboxes with radio buttons for user input across all tabs, enhancing UI consistency and improving user experience in data selection processes.

Update app.py to consistently use session_state for display data management, enhancing filtering logic for site and slate types, and ensuring proper data presentation in 'Simple' and 'Advanced' views.

Refactor data handling in app.py to store display data in session state, enabling conditional filtering based on site and slate type selections, and improving data presentation for 'Simple' and 'Advanced' views.

Replace dropdowns with selectboxes for user input in app.py, improving consistency in UI elements across multiple tabs.

Replace radio buttons with dropdowns for site, slate type, and player selection in app.py, enhancing user interface consistency and improving user experience across multiple tabs.

Refactor Load/Reset Data button functionality in app.py to clear session state and initialize lineups for both Draftkings and Fanduel, improving data management and user experience across multiple tabs.

Refactor data loading and filtering options in app.py, introducing new radio buttons for site, slate type, and position group selection, enhancing user interaction and data management capabilities.

Implement conditional display logic in app.py for 'Simple' and 'Advanced' views, allowing users to customize the dataframe output based on their preferences, enhancing data presentation and user experience.

Implement conditional display for scoring percentages in app.py, allowing users to choose between 'Simple' and 'Advanced' views, enhancing data presentation and user experience.

Update scoring percentages in app.py to convert percentage strings to decimal format for '8+ runs' and 'Win Percentage', enhancing data accuracy and consistency.

Enhance scoring percentages dataframe in app.py by converting percentage strings to float for '8+ runs' and 'Win Percentage', improving data accuracy and usability.

Refine dataframe display in app.py by removing unnecessary game_format parameter in formatting function, enhancing clarity and consistency in data presentation.

Add game and player ROO formatting options in app.py to enhance dataframe display with percentage formatting, improving data readability and user experience.

Update app.py to hide index in dataframe display, enhancing visual clarity and user experience.

Add filters and data loading options in app.py with expandable section for improved user interaction and data management.

Enhance dataframe display in app.py by applying background gradients and formatting for improved visual clarity and user experience.

Update app.py to include 'FLEX1' in lineup dataframes for both DK and FD lineups, ensuring consistency in displayed player positions. Adjust dataframe display logic for improved clarity in the user interface.

Update app.py to switch database connections for DK and FD lineups, modify displayed columns, and enhance player data filtering with a radio button for site selection, improving user experience and data management.

Refactor app.py to remove 'index' column from dataframes, simplifying data handling and improving clarity in data processing.

Remove unused timestamp variable and related display logic in app.py to streamline data processing and improve code clarity.

Enhance app.py with dual database connections and implement caching for baseline data and lineups. Added functionality for data export and player frequency analysis, improving user interaction with new UI elements.