Update app.py

app.py

@@ -21,7 +21,7 @@ def generate_sample_data():
     np.random.seed(42)
     n_samples = 1000
     
-    towns = ['ANG MO KIO', 'BEDOK', 'BISHAN', 'BUKIT BATOK', 'BUKIT MERAH', 'BUKIT PANJANG', 'BUKIT TIMAH', 'CENTRAL AREA', 'CHOA CHu KANG', 'CLEMENTI', 'GEYLANG', 'HOUGANG', 'JURONG EAST', 'JURONG WEST', 'KALLANG/WHAMPOA', 'MARINE PARADE', 'PASIR RIS', 'PUNGGOL', 'QUEENSTOWN', 'SEMBAWANG', 'SENGKANG', 'SERANGOON', 'TAMPINES', 'TOA PAYOH', 'WOODLANDS', 'YISHUN' ]
+    towns = ['ANG MO KIO', 'BEDOK', 'BISHAN', 'BUKIT BATOK', 'BUKIT MERAH', 'BUKIT PANJANG', 'BUKIT TIMAH', 'CENTRAL AREA', 'CHOA CHU KANG', 'CLEMENTI', 'GEYLANG', 'HOUGANG', 'JURONG EAST', 'JURONG WEST', 'KALLANG/WHAMPOA', 'MARINE PARADE', 'PASIR RIS', 'PUNGGOL', 'QUEENSTOWN', 'SEMBAWANG', 'SENGKANG', 'SERANGOON', 'TAMPINES', 'TOA PAYOH', 'WOODLANDS', 'YISHUN' ]
     flat_types = ['2 ROOM', '3 ROOM', '4 ROOM', '5 ROOM', 'EXECUTIVE', 'MULTI-GENERATION']
     flat_models = ['2 ROOM', '3Gen', 'Adjoined flat', 'Apartment', 'DBSS', 'Improved', 'Improved-Maisonette', 'Maisonette', 'Model A', 'Model A-Maisonette', 'Model-A2', 'MULTI-GENERATION', 'New Generation', 'Premium Apartment', 'Premium Apartment Loft', 'Simplified', 'Standard', 'Type S1', 'Type S2']
     
@@ -263,8 +263,8 @@ with gr.Blocks(title="HDB Resale Price Predictor", theme=gr.themes.Soft()) as de
         outputs=[price_output, insights_output, summary_output]
     )
 
-    with gr.Row():
-        chart_output = gr.Plot(label="📈 Market Insights")
+    #with gr.Row():
+    #    chart_output = gr.Plot(label="📈 Market Insights")