feat(bootstrapping_predictions): add bootstrapping of final round latest submissions

[mdsage1]

Organizers would like to rank participant submissions for each task by using bootstrapping techniques previously employed in the 2024 Oflactory challenge.
Objectives:

• Obtain 2024 bootstrapping R/Python scripts written by @vpchung and @gaiaandreoletti
• Modify the scripts to align with current project specifications
• Ensure that bootstrapping script is in Python
  - [x] Create Python scripts that mirror the R markdown scripts previously used
  - [x] Update packages/libraries to align with Python rather than R
  - [x] Ensure that the gold standard parameters have been updated to match the current gold standard formatting as the new gold standard has 20+ additional columns and none of the column names are the same
• Ensure that results are formatted according to Organizer specifications

[mdsage1]

Organizers had issues with locating and downloading submissions data for post-challenge independent analysis. An additional script get_submissions.ipynb has been created, and provided to the Organizers, that pulls the most recent submission by team and the submissions data. The file will create a CSV for each task with all of the teams latest submissions. It's located in the 2025_analysis subfolder.