Update app.py

app.py

@@ -51,7 +51,7 @@ def get_recommendations(user_description, count_vectorizer, count_matrix):
     user_description = preprocess_text(user_description)
     user_vector = count_vectorizer.transform([user_description])
     cosine_similarities = cosine_similarity(user_vector, count_matrix).flatten()
-    similar_indices = cosine_similarities.argsort()[::-1]
+    similar_indices = cosine_similarities.argsort()[::-1][:5]
     return similar_indices
 
 def create_detailed_prompt(user_direction, exclusions, serving_size, difficulty):
@@ -254,7 +254,7 @@ if st.session_state.recipe is not None:
         with col01:
             cont = st.container(border=True, height=500)
             for i in recipe["ingredients"]:
-                cont.selectbox(i['name'],options=items_dict.iloc[get_recommendations(i['name'],cv,vectors)]["Product Name"].values)
+                cont.selectbox(i['name'],options=items_dict.iloc[get_recommendations(i['name'],cv,vectors)]["PRODUCT_NAME"].values)
         with col02:
             cont = st.container(border=True, height=500)
             cont.write(instructions)