enhanced documentation

app_matching_page.py

@@ -24,15 +24,20 @@ import gc
 # Load Similarity matrix
 @st.cache_data
 def load_sim_matrix():
+    """
+    !!! Similarities when matches between same orgas are allowed
+    """
     loaded_matrix = load_npz("src/extended_similarities.npz")
-    #dense_matrix = loaded_matrix.toarray().astype('float16')
 
     return loaded_matrix
 
 # Load Non Similar Orga Matrix
+# 
 def load_nonsameorga_sim_matrix():
+    """
+    !!! Similarities when matches between same orgas are NOT allowed
+    """
     loaded_matrix = load_npz("src/extended_similarities_nonsimorga.npz")
-    #dense_matrix = loaded_matrix.toarray().astype('float16')
 
     return loaded_matrix
 
@@ -116,8 +121,8 @@ def load_embeddings_and_index():
     
 
 # USE CACHE FUNCTIONS 
-sim_matrix = load_sim_matrix()
-nonsameorgas_sim_matrix = load_nonsameorga_sim_matrix()
+sim_matrix = load_sim_matrix() # For similarities when mathces between same orgas are allowed
+nonsameorgas_sim_matrix = load_nonsameorga_sim_matrix()  #For similarities when mathces between same orgas are NOT allowed
 projects_df, iati_search_list, title_search_list = load_projects()
 
 CRS3_MERGED = getCRS3()