quick aim to add SOC to sport selection

fixing logic on average_salary maybe

adjusting average salary used to be a groupby

Adding average salary to the average dupes display

Update sport and position selections for contest analysis

Position selection

Fixing position designations for tennis

Adding Tennis to the contest analyzer sports

changing back to the main contest info set for now

Hoping this fixes the showdown pricing issue in the test database

Testing the backup database

reverting

More testing

Update MongoDB database name in app.py to reflect production environment

Update MongoDB database name in app.py to use test environment

Fix variable name in exposure frame assignment to ensure correct data handling

Add debug print statement for session state variables in Contest Analysis tab

Fix formatting in player exposure labels for consistency

Adjusting session state

adding a dataframe export function to start creating some ownership databases

adjusting enter comparison formatting

ping

taking care of formatting in player exposures

Add actual player data mapping in Contest Analysis tab of app.py

Update salary mapping in Contest Analysis tab of app.py

Remove commented note about memory allocation in app.py to clean up the code. This change enhances code clarity by eliminating unnecessary comments.

Add salary mapping for players in Contest Analysis tab of app.py

ping

Add NBA support for lineup cleaning in load_contest_file.py

fixing NHL formatting

fixing dupes formula

Enhance player name formatting in load_contest_file.py

Remove unused session state frames in Contest Analysis tab of app.py

Update duplicate calculation logic in app.py

Update database type for Showdown contests in app.py

Add NFL support for lineup cleaning in load_contest_file.py

getting NFL ready and set

Refactor payout calculation logic in app.py

Refactor payout calculation for tied positions in app.py

Refactor payout calculation logic in app.py

Refactor payout calculation application in app.py

Enhance payout calculation logic in app.py

Add ROI coloring function and update dataframe display in app.py

Update sorting logic for ROI frame in app.py

Add ROI formatting and enhance dataframe display in app.py

working through ROI tab

Update ROI calculation in app.py

adding ROI info tab

Update contest payout information retrieval in app.py

Fix payout position calculation in app.py