ah yeah

Add button for loading projections from database in Data Load tab

Enhance projections file upload functionality by adding a selection option for sourcing projections from either 'User Upload' or 'Paydirt DB'. Update init_nfl_baselines function to accept additional parameters for site and slate, and filter projections based on these parameters, improving data handling and user experience.

Update portfolio loading logic to ensure 'portfolio_loaded' state is only set to False when no portfolio file is present in session state. This change enhances the clarity of the loading process and maintains data integrity during uploads.

ping

Remove redundant database check for clearing session state objects, ensuring that portfolio and export portfolio are always deleted to optimize memory management.

Refactor portfolio loading logic to remove redundant checks and optimize memory management. The code now clears session state objects only when not sourced from the database, ensuring necessary data persistence while improving overall efficiency.

Sure

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.

added some database persistence

Improve portfolio data handling by adding dropna and reset_index methods to clean and standardize DataFrames after loading. This ensures that empty rows are removed and indices are reset for both export and portfolio DataFrames.

Refactor portfolio loading status management to use session state. This change ensures consistent tracking of the portfolio loading status across different upload sources, enhancing the overall data loading functionality.

portfolio bool

Enhance data loading functionality by introducing a flag to track portfolio loading status. This allows for better handling of session state when loading from Paydirt DB, ensuring the portfolio is correctly managed in the session.

I think this should work

Add print statements to display the first 10 rows of portfolio DataFrames for both Draftkings and Fanduel lineups during data load.

coinvert to df first, then csv

checking more

checking

reg to calssic

Adding button

adding secrets

Adding some database support

chaning for to while for lineup add

Update salary input fields in Manage Portfolio section to allow for a wider range of values, enhancing user flexibility in setting exposure parameters.

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.

Update excluded_cols list in app.py to include 'SE Score' for improved data handling in portfolio management.

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

FLEX to UTIL for NHL stacking on FD

Refactor stacking logic in app.py to conditionally apply calculations for 'Stack' and 'Size' columns based on their existence in the DataFrame. This change improves code robustness and prevents potential errors during data processing.

Add MMA stacking configuration and enhance error handling in position export logic in app.py. This update introduces new player positions for MMA and improves the robustness of the data processing by adding exception handling for sorting and deduplication operations.

recent changes