Refactor column layout in 'Manage Portfolio' section of 'app.py' to enhance user interface by adjusting column definitions and improving button placements for better functionality.

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Refactor 'Manage Portfolio' section in 'app.py' to improve layout and functionality by adding buttons for recalculating diversity, adding/removing rows from custom export, and adjusting column configurations for better user interaction.

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Update row selection method in 'app.py' for custom export by replacing number input with multiselect, enhancing user experience and flexibility in managing portfolio exports.

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Enhance player and team filtering logic in 'app.py' for Showdown mode by implementing CPT/FLEX/Overall focus handling, improving clarity and consistency while maintaining performance.

Refactor team filtering logic in 'app.py' to utilize mapping for team names, improving clarity and consistency in Showdown mode while maintaining performance.

Refactor player and team filtering logic in 'app.py' to use iloc for row selection, enhancing code clarity and maintaining performance in Showdown mode.

Refactor player filtering logic in 'app.py' to use direct row slicing instead of session state columns, improving performance and simplifying code for player and team management in Showdown mode.

Add CPT/FLEX/Overall focus selection for player locking and removal in Showdown mode in 'app.py', enhancing lineup customization options.

Initialize player columns in session state upon loading working frame in 'app.py', ensuring consistent player filtering and enhancing overall functionality.

Refactor player column handling in 'app.py' to utilize session state for dynamic column management, improving consistency in player filtering and analysis across various operations.

introduced a button to recalculate diversity

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Enhance stacking column dictionary in 'app.py' to include 'Classic' and 'Showdown' formats for Draftkings and Fanduel, improving flexibility in player stacking calculations across multiple sports.

Refactor stack column dictionary in 'app.py' to support multiple sites, enhancing flexibility in player stacking calculations for Draftkings and Fanduel.

Update NFL stacking positions in 'app.py' to include additional player roles, enhancing the accuracy of player stacking calculations for lineup generation.

Refactor stacking logic in 'app.py' by replacing hardcoded exclusions with a dynamic stack column dictionary for various sports, improving maintainability and clarity in player stacking calculations.

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adjusting stacking sports logic

Refactor position eligibility check in 'exposure_spread' to improve clarity and maintainability, ensuring proper handling of player positions during lineup generation.

Implement error handling in 'exposure_spread' to ensure comparable player list is generated safely, defaulting to an empty list if an exception occurs, enhancing robustness in player selection logic.

Add debug print statements in 'exposure_spread' to log existing and comparable players, aiding in troubleshooting player selection logic.

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Enhance player selection logic in 'exposure_spread' by adding salary constraints for specific replacements, improving accuracy in lineup generation and incorporating error handling for existing players.

Refactor player selection logic in 'exposure_spread' by removing redundant salary constraints for specific replacements, streamlining the lineup generation process.

Refine player selection in 'exposure_spread' by incorporating salary constraints for specific replacements, enhancing the precision of lineup generation.

Enhance player filtering in 'exposure_spread' by adding salary constraints for specific replacements, improving accuracy in lineup generation.

Update player position retrieval in 'Manage Portfolio' to use mapping from 'map_dict' instead of the display frame, improving accuracy in player statistics.

add position to player analysis

Add default handling for 'Ignore Specific Stacks' in 'Manage Portfolio', ensuring an empty list is set when no stacks are selected, improving user experience and preventing errors.

Refactor player filtering logic in 'Manage Portfolio' to streamline beta condition application, ensuring it only processes rows that meet the alpha condition, enhancing efficiency in lineup management.

Add Conditionals Manager for player filtering in 'Manage Portfolio', allowing users to keep or remove lineups based on selected player conditions, enhancing lineup management capabilities.

Update captain salary and projection calculations to apply a multiplier of 1.5, enhancing the accuracy of player data in the 'Data Load' tab.

Enhance column exclusion handling in 'Manage Portfolio' by adding error handling for multiselect options, ensuring robustness when columns are missing.

Fix key in position export dictionary to use 'Id' instead of 'ID', ensuring consistency in data handling.

Refactor position export dictionary logic to remove dynamic column renaming, simplifying the handling of player names and IDs for Draftkings and other sites.

Add dynamic column renaming for player data in position export dictionary, improving flexibility in handling varying column names for 'Name' and 'ID'.

selectbox to multiselect

Refactor exposure_spread function and 'Manage Portfolio' logic to replace stack management with an option to ignore specific stacks, enhancing user control in exposure calculations.

Rename 'Diversity' to 'Avg Diversity' in analysis tables for clarity and consistency in 'Manage Portfolio'.

adding diversity to analysis tables

Refactor combo analysis controls in 'Manage Portfolio' to use a form for submission, improving user interaction and streamlining the analysis process.

Update column exclusion logic in 'Manage Portfolio' to correctly reflect excluded columns in the multiselect options, enhancing user experience in combo analysis.

Update column exclusion logic in 'Manage Portfolio' to allow for dynamic exclusion of selected columns, enhancing user control in combo analysis.

Enhance combo analysis controls in 'Manage Portfolio' by adding options to exclude additional columns, improving user flexibility in player combination analysis.

Refactor exposure_spread function to improve readability by consolidating conditional checks for stacking sports and comparable players filtering.

Add specific replacements feature in 'Manage Portfolio' to enhance player selection options and improve exposure calculations.