Update app.py

app.py

@@ -3,6 +3,9 @@ import numpy as np
 import pandas as pd
 import plotly.graph_objects as go
 import networkx as nx
+import random
+random.seed(42)
+np.random.seed(42)
 st.set_page_config(layout="wide")
 
 # Load and process data
@@ -38,19 +41,19 @@ st.title('Spices Across Cuisines')
 col1, col2, col3 = st.columns(3)
 
 with col1:
-    st.title('By Cuisine')
+    st.subheader('By Cuisine')
     select_cuisine = st.selectbox('Select a cuisine to view the top 10 spices',cuisines.keys())
     st.write(f'The top 10 ingredients in {select_cuisine}  are:', cuisines[select_cuisine])
 
 with col2:
-    st.title('By Spice')
+    st.subheader('By Spice')
     select_spice = st.selectbox('Select a spice to view which cuisines it is present in',spices.keys())
     st.write(f'{select_spice} is part of the following cuisines:', spices[select_spice])
 
 with col3:
-    st.header("Similar cuisines")
+    st.subheader("Similar Cuisines")
     select_cuisine_sim = st.selectbox('Select a cuisine to view most similar cuisines by spices',cuisines.keys())
-    st.write(f'{select_cuisine_sim} is part of the following cuisines:', cuisine_similarity[select_cuisine_sim].sort_values(ascending=False).index[1:])
+    st.write(f'{select_cuisine_sim} is part of the following cuisines:', cuisine_similarity[select_cuisine_sim].sort_values(ascending=False).index[1:]).to_list()