redo matching method

functions/calc_matches.py

@@ -2,6 +2,7 @@ import pandas as pd
 import numpy as np
 from scipy.sparse import csr_matrix, lil_matrix
 
+"""
 def calc_matches(filtered_df, project_df, similarity_matrix, top_x):
     # matching project2 can be any project
     # indecies (rows) = project1
@@ -32,8 +33,9 @@ def calc_matches(filtered_df, project_df, similarity_matrix, top_x):
     p2_df["similarity"] = top_values
 
     return p1_df, p2_df
-
 """
+
+
 def calc_matches(filtered_df, project_df, similarity_matrix, top_x):
     # Ensure the matrix is in a suitable format for manipulation
     if not isinstance(similarity_matrix, csr_matrix):
@@ -73,5 +75,4 @@ def calc_matches(filtered_df, project_df, similarity_matrix, top_x):
     print("finished calc matches")
 
     return p1_df, p2_df
-"""