diff --git a/scripts/vec_representation.py b/scripts/vec_representation.py
index 67bde3f8d..7611460ae 100644
--- a/scripts/vec_representation.py
+++ b/scripts/vec_representation.py
@@ -1,22 +1,17 @@
 import pandas as pd
 from sentence_transformers import SentenceTransformer
-from preprocessing import clean_plot, get_genre
+from preprocessing import clean_plot, get_genre, pre_director, clean_cast
 from sklearn.metrics.pairwise import cosine_similarity
 
 df = pd.read_excel('C:\\Users\\ishaa\\OneDrive\\Documents\\MSU\\Spring 2026\\Data mining\\Project\\updated_data.xlsx', engine='openpyxl')
 
-print(len(df))
-
 df = df.dropna(subset=['Genre', 'Plot'])
 
-print(len(df))
-
-# df = df[:2]
-
 df['Processed_Plot'] = df['Plot'].apply(clean_plot)
 
-df['Genre'] = df[['Genre', 'Title']].apply(get_genre, axis=1)
+df['Pre_genre'] = df[['Genre', 'Title']].apply(get_genre, axis=1)
 
-df.to_excel('C:\\Users\\ishaa\\OneDrive\\Documents\\MSU\\Spring 2026\\Data mining\\Project\\preprocessed_data.xlsx', index=False)
+df['Pre_director'] = df['Director'].apply(pre_director)
+df['Pre_cast'] = df['Cast'].apply(clean_cast)
 
-print(df.columns)
\ No newline at end of file
+df.to_excel('C:\\Users\\ishaa\\OneDrive\\Documents\\MSU\\Spring 2026\\Data mining\\Project\\preprocessed_data.xlsx', index=False)
\ No newline at end of file