Adding optimization

pulling the number up a bit

more adjustments to the way finishing percentiles are handled

adjusting own_baseline into finish_percentile calc

had to add the used of the ownership baseline into the reg dupe predictions

wrote the wrong min/max function

printing

Trying to do some team len scaling on ownership baselines

Update baseline logic in predict_dupes function to adjust own_baseline based on team count for NFL Classic type

adjusting finish percentile to scale

Refactor stratification logic to ensure proper selection of indices by adding break statements for clarity and control flow.

had to designate a maliable target

printing some lens

more strat testing

the while loop broke things, doing a range instead

Testing some new logic around stratification

Trying to fix the rerun of diversity score

Refactor 'Lineup Edge' calculation in predict_dupes.py to scale by Contest_Size for improved accuracy in contest performance metrics and apply clipping to ensure values remain within a specified range.

Update calculation of 'Lineup Edge' in predict_dupes.py to scale by 10000 for improved accuracy in contest performance metrics.

Adding exclusions from exposure management, fixing some database query stuff

ping

fixing the get_portfolio_names call

adjusting comp_salary_high out of equiation for Exposure Spread

aiming to fix dupes dropping while increasing size

almost ready

fixing load_csv

Add debug print statement to load_file function

updating load_csv to handle dataframes

ping

Enhance load_file function to ensure proper handling of unnamed columns by checking if the column name is a string before dropping. This improves data integrity during file uploads.

Enhance load_file function to check if the upload is already a DataFrame, improving handling of file uploads. This change simplifies the logic for processing uploaded data and ensures compatibility with existing DataFrame objects.

Refactor portfolio file loading to streamline assignment of DataFrames. The load_file function now returns both export and portfolio DataFrames in a single call, improving code clarity and efficiency.

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

Refactor SE Score calculation in predict_dupes function to adjust the order of operations, ensuring player diversity is factored in after the score computation. This change enhances the accuracy of the SE Score while maintaining code clarity.

Refactor SE Score calculation in predict_dupes function to incorporate player diversity, enhancing the accuracy of the score. Removed redundant print statement for cleaner output.

Add print statement to display the top 10 SE Scores in predict_dupes function for debugging purposes

Adding SE score

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