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.

ping

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.

ping

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.

Refactor 'Manage Portfolio' logic to directly use reassess_edge for both working and export frames, streamlining data processing and enhancing efficiency.

Refactor combined frame creation in 'Manage Portfolio' to exclude unnecessary columns, enhancing data processing efficiency and consistency.

catch for HF version of segmented_control

Update streamlit version in requirements.txt to 1.48.0 for improved features and performance.

Add debug print statements in app.py to track the number of modified rows and the length of combined frames during 'Manage Portfolio' processing, aiding in troubleshooting and data validation.

Refactor reassessment logic in app.py to utilize combined frames for 'Manage Portfolio' and 'Export Base', improving data processing and consistency in predictions.

Update column widths in app.py for improved layout consistency and responsiveness in the UI.

Remove width property from segmented control in app.py to streamline layout and improve responsiveness in tab selection.

Update segmented control in app.py to include width property for improved layout and consistency in tab selection between 'Data Load' and 'Manage Portfolio'.

Add segmented control for tab selection in app.py to enhance navigation between 'Data Load' and 'Manage Portfolio' sections.

Enhance UI by adding custom styles for segmented controls and select elements in app.py, improving user experience and visual consistency.

Refactor position filtering logic in create_position_export_dict to use DataFrame indexing for improved clarity and performance in filtering positions across various sports.

Refactor position filtering logic in create_position_export_dict to use str.contains for NCAAF, improving flexibility in position matching.

Enhance position filtering in create_position_export_dict to include 'QB' for NCAAF, and streamline sorting logic for Draftkings and other sites.

restructuring of own_rank mapping

Add FLEX5 ownership calculations in predict_dupes.py to enhance ownership metrics and improve portfolio analysis.

Refactor predict_dupes.py to remove FLEX5 ownership calculations, simplifying the ownership metrics and improving code clarity.