Update working_frame and export_base assignments in exposure_spread function to ensure consistent data handling and improve clarity in exposure evaluations.

Remove redundant condition in exposure_spread function to streamline player comparison logic, enhancing clarity in exposure evaluations.

Update lineups_to_add calculation in exposure_spread function to increase adjustment factor from 1.05 to 1.10, improving accuracy in player addition logic during exposure evaluations.

Update lineups_to_add calculation in exposure_spread function to increase adjustment factor from 1.01 to 1.05, enhancing accuracy in player addition logic during exposure evaluations.

Enhance change tracking in exposure_spread function by incrementing change_counter upon player assignment, improving accuracy in player adjustments during exposure evaluations.

Refactor lineups_to_add calculation in exposure_spread function to ensure accurate adjustments by using player_exposure instead of replace_mask, enhancing clarity in player addition logic during exposure evaluations.

Remove unnecessary decrement of change_counter in exposure_spread function to streamline logic for player adjustments during exposure evaluations.

Refactor lineups_to_add calculation in exposure_spread function to use player_exposure instead of replace_exposure, ensuring accurate adjustments for player additions during exposure evaluations.

Add additional debug print statements in exposure_spread function to display player_exposure and replace_exposure values, enhancing visibility into player adjustments during exposure evaluations.

Add debug print statements in exposure_spread function to display calculated lineups_to_remove and lineups_to_add, improving visibility into player adjustments during exposure evaluations.

Add debug print statement in exposure_spread function to display the difference between lineups_to_add and change_counter, enhancing visibility into player adjustments during exposure evaluations.

Update lineups_to_add calculation in exposure_spread function to use replace_exposure, ensuring accurate adjustments for player additions during exposure evaluations.

Adjust lineups_to_add calculation in exposure_spread function to ensure accurate player addition logic during exposure evaluations, enhancing clarity in exposure adjustments.

Remove unnecessary negation of lineups_to_add in exposure_spread function to streamline logic for player adjustments during exposure evaluations.

Update exposure_spread function to introduce lineups_to_add calculation, ensuring accurate adjustments for player additions during exposure evaluations. Modify related logic to reflect this change and enhance debugging output for lineups_to_add.

Update salary calculation in exposure_spread function to reflect accurate adjustments for replacement players, ensuring compliance with salary constraints during exposure evaluations.

Add debug print statement to exposure_spread function to display combined salary of selected players, aiding in tracking salary constraints during exposure calculations.

Improve player eligibility check in exposure_spread function by adding salary constraint for replacement players, ensuring accurate exposure adjustments while maintaining clarity in player selection logic.

Enhance player replacement logic in exposure_spread function by separating random row selection for insertion and replacement. This improves clarity and ensures accurate handling of lineups during exposure adjustments.

Refactor player filtering logic in exposure_spread function to directly apply a mask for removing rows without the exposure_player, enhancing clarity and ensuring accurate player selection during exposure calculations.

Correct player filtering logic in exposure_spread function by changing equality check to inequality for exposure_player, improving accuracy in player selection during exposure calculations.

Refine player filtering logic in exposure_spread function by replacing existing_players check with a direct comparison to exposure_player, enhancing clarity and accuracy in player selection during exposure calculations.

Fix comparison logic in exposure_spread function by replacing isin() with direct membership check for comparable_player_list, improving clarity and performance in player selection.

Add debug print statement for lineups_to_remove in exposure_spread function to assist in tracking player removal logic during exposure calculations.

Add debug print statement for comparable player list in exposure_spread function to assist in tracking player selection during exposure calculations.

Refactor exposure_spread function to remove filtering of comparable players based on existing_players, simplifying player comparison logic and improving clarity in exposure calculations.

Update exposure_spread function to filter comparable players based on exposure_player instead of existing_players, ensuring accurate player comparisons during exposure calculations.

Adjust lineups_to_remove calculation in exposure_spread function to negate its value before processing, ensuring correct handling of player exposure adjustments based on lineup changes.

Refactor exposure_spread function to handle player replacement logic based on lineups_to_remove value. Separate logic for positive and negative adjustments to ensure accurate player exposure management and enhance lineup flexibility.

Update lineups_to_remove calculation in exposure_spread function to handle cases where exposure_target is zero, ensuring accurate lineup adjustments based on player exposure.

Enhance app.py to include F1 in sport selection and implement position and team variable assignments based on selected sport. Update projections to reflect these variables for GOLF, TENNIS, MMA, NASCAR, and F1, improving data handling for player eligibility.

Update position eligibility checks in check_position_eligibility function to correct sport name cases for MMA, Golf, and Tennis. This ensures consistent handling of player positions across different sports.

Add FLEX eligibility check in check_golf_position_eligibility function to allow 'G' positions for FLEX columns. This enhances player eligibility logic for golf positions.

Implement error handling in exposure_spread function to ensure robust position extraction. If an error occurs during position parsing, fallback to the original position list, enhancing reliability in player eligibility processing.

Refactor app.py to enhance user interface by updating form button labels to "Portfolio" and "Export" for clarity. Introduce informative messages to guide users on the functionality of each button, improving overall user experience in data submission processes.

Update app.py to correct data assignment by replacing 'working_frame' with 'export_base' for parsed_frame. This change ensures accurate filtering based on duplication and salary criteria, enhancing data integrity in the export process.

Refactor app.py to streamline data handling by removing 'display_frame_source' checks. Update working_frame and export_merge assignments to ensure consistent data processing across functionalities, including filtering, trimming, and exposure management, enhancing overall code clarity and maintainability.

Enhance app.py to differentiate data handling based on 'display_frame_source'. Implement conditional logic for working_frame and export_merge updates in various functionalities, including filtering, trimming, and exposure management, ensuring accurate data processing for both Portfolio and Base sources.

Refactor display frame handling in app.py to use a unified session state variable. Update references to 'display_frame' to ensure consistency and improve data management across various functionalities, including player and stack analysis.

Adjust lineups_to_remove calculation in exposure_spread function to apply a 101% factor, refining accuracy in lineup adjustments based on player exposure and target.

Update default target exposure value in exposure management form from 0.25 to 0.50 for improved user experience.

Add salary, median, and ownership calculations for Classic and Showdown types in exposure_spread function

Adjust lineups_to_remove calculation in exposure_spread function to apply a 105% factor, refining accuracy in lineup adjustments based on player exposure and target.

Enhance exposure_spread function by adding salary_max parameter for improved salary filtering and adjusting lineups_to_remove calculation to a 125% factor, refining player selection logic and ensuring existing players are excluded from comparable options.

Refactor exposure_spread function to streamline comparable player selection logic, ensuring accurate filtering based on salary, median projections, and position overlap, while maintaining team removal functionality.

Refine lineups_to_remove calculation in exposure_spread function to ensure accurate adjustment based on player exposure and target, applying a consistent 150% factor for lineup modifications.

Refactor lineups_to_remove calculation in exposure_spread function to streamline logic, ensuring consistent application of the 150% factor for lineup adjustments.

Adjust lineups_to_remove calculation in exposure_spread function to apply a 150% factor, enhancing accuracy in lineup adjustments for non-zero target exposure.

Refine lineups_to_remove calculation in exposure_spread function to adjust for non-zero target exposure, improving accuracy in lineup adjustments by applying a 75% reduction factor.

Update lineups_to_remove calculation in exposure_spread function to handle zero target exposure and adjust for non-zero targets, improving accuracy in lineup adjustments.