Filtering and Transforming Cosine Similarity Scores from Large Matrix Calculations Using Pandas Dataframes and Scikit-learn's Cosine Similarity Function

Calculating Cosine Similarity Between DataFrames Using Pandas and Scikit-learn: A Comprehensive Guide to Pure Python Approaches and Leveraging scikit-learn's Built-in Functions