Added vectorization for 'cpt_Projection_map' in sim_contest function to enhance performance and maintain consistency in simulation calculations.

app.py

@@ -203,6 +203,7 @@ def sim_contest(Sim_size, seed_frame, maps_dict, sharp_split, Contest_Size):
     
     # Pre-vectorize functions
     vec_projection_map = np.vectorize(maps_dict['Projection_map'].__getitem__)
+    vec_cpt_projection_map = np.vectorize(maps_dict['cpt_Projection_map'].__getitem__)
     vec_stdev_map = np.vectorize(maps_dict['STDev_map'].__getitem__)
     
     st.write('Simulating contest on frames')
@@ -214,7 +215,7 @@ def sim_contest(Sim_size, seed_frame, maps_dict, sharp_split, Contest_Size):
             fp_random,
             np.sum(np.random.normal(
                 loc=np.where(np.arange(fp_random.shape[1]) == 0,  # Check if it's the first column
-                    cpt_projection_map(fp_random[:, :-7]),         # Use cpt_projection_map for first column
+                    vec_cpt_projection_map(fp_random[:, :-7]),         # Use cpt_projection_map for first column
                     vec_projection_map(fp_random[:, :-7])),        # Use original for other columns
                 scale=vec_stdev_map(fp_random[:, :-7])),
             axis=1)