reverting

Aiming to fix exposure spread which can duplicate in showdown because of the captain flex designation

Updaing for Cause: row comes from replace_rows.index and player_rows.index, so it’s a index label (e.g. 10, 11, 12 after a slice), not a positional index 0..n-1. The code was using working_frame.iloc[row], which is positional. If working_frame had a non‑contiguous or offset index (e.g. from a slice or after optimize_lineups), a label like 12 could be valid while iloc[12] was out of bounds for a shorter frame.

Made a mistake in my designations for exposure_spread that I think was not counting any of the columns.

Add opponent mapping and conflict checks in exposure spread and lineup optimization functions; refactor data loading for MMA projections

Adding exclusions from exposure management, fixing some database query stuff

adjusting comp_salary_high out of equiation for Exposure Spread

chaning for to while for lineup add

Update salary field references in exposure_spread.py to ensure consistency in salary eligibility checks for player replacements.

adjusting salary declaration in exposure increase

Add update-pm-files.ps1 script for EC2 Instance Connect file updates and enhance exposure_spread.py with salary eligibility checks for player replacements

Lets try this

checking again

checking to see if this fixes the exposure increase issue

ping

Refactor exposure_spread function to improve player replacement logic by implementing a while loop for better handling of row selections and ensuring replacements are made only when necessary. This enhances the clarity and efficiency of the code.

Enhance exposure_spread function by refining replacement logic for players based on exposure targets. This update improves the handling of player replacements, ensuring that changes are only applied when necessary and maintaining clarity in the code structure.

Remove unnecessary break statement in exposure_spread function to enhance lineup modification logic and improve code clarity.

Refactor exposure_spread function to streamline lineup modification logic, ensuring that changes are applied correctly based on the current change counter and improving overall code clarity.

Refactor exposure_spread function to improve list comparison for comparable_player_list, ensuring clarity and consistency in checks for non-empty lists.

fixing exposure management

removed prints

Refactor player comparison logic in 'exposure_spread' function to streamline conditions based on 'type_var', ensuring accurate filtering for Showdown scenarios while maintaining existing functionality.

Refactor salary and projection calculations in 'exposure_spread' function to apply conditional logic based on 'type_var', improving accuracy for Showdown scenarios.

Add debug print statements in 'exposure_spread' function to log comparable player lists, aiding in tracking player selection during execution.

Remove debug print statements and refine player data retrieval logic in 'exposure_spread' function to improve clarity and maintainability.

Add debug print statement for working columns in 'exposure_spread' function to aid in tracking column data during execution.

Refactor 'exposure_spread' function to support specific column selections for player data retrieval, enhancing flexibility in player filtering logic.

Add debug print statements in 'exposure_spread' function to log player exposure and lineup changes for better tracking during testing.

testing exposure management with specific column selections

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.

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.

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.

Enhance player data handling by updating load functions in load_dk_fd_file, load_file, and load_ss_file to incorporate sport-specific headers, improving CSV and lineup processing for various sports in app.py and global functions.

Enhance exposure_spread function to include stacking_sports parameter, improving player selection logic for size 5 lineups in app.py and exposure_spread.py.

Add team comparison for filtering comparable players in exposure_spread.py, ensuring accurate player selection for size 5 lineups.

Add filtering for comparable players in exposure_spread.py based on team stacking for size 5 lineups, enhancing player selection accuracy.

Refactor position eligibility checks in exposure_spread.py to use explicit conditionals for each position, improving clarity and maintainability of the code.

Refactor position eligibility checks in exposure_spread.py to simplify logic for player positions, enhancing readability and maintainability. Update reassess_dupes function in reassess_edge.py to streamline salary difference calculations for improved performance.

Remove docstrings from position eligibility functions in exposure_spread.py to streamline code and improve readability.

Remove debug print statements from app.py and exposure_spread.py to clean up code and improve performance during exposure evaluations.

check export_splayer