Update app.py

app.py

@@ -51,19 +51,20 @@ iface = gr.Interface(
     fn=recommend,
     inputs=[
         gr.Slider(18, 100, value=30, label="Age"),
-        gr.Dropdown(encoders['gender'].classes_, label="Gender"),
-        gr.Dropdown(encoders['education_level'].classes_, label="Education Level"),
-        gr.Dropdown(encoders['marital_status'].classes_, label="Marital Status"),
-        gr.Dropdown(encoders['social_category'].classes_, label="Social Category"),
+        gr.Dropdown(encoders['gender'].classes_.tolist(), label="Gender"),
+        gr.Dropdown(encoders['education_level'].classes_.tolist(), label="Education Level"),
+        gr.Dropdown(encoders['marital_status'].classes_.tolist(), label="Marital Status"),
+        gr.Dropdown(encoders['social_category'].classes_.tolist(), label="Social Category"),
         gr.Slider(0, 2000000, value=300000, step=10000, label="Annual Income"),
-        gr.Dropdown(encoders['occupation'].classes_, label="Occupation"),
-        gr.Dropdown(encoders['district'].classes_, label="District"),
-        gr.Dropdown(encoders['block'].classes_, label="Block"),
-        gr.Dropdown(encoders['village'].classes_, label="Village"),
+        gr.Dropdown(encoders['occupation'].classes_.tolist(), label="Occupation"),
+        gr.Dropdown(encoders['district'].classes_.tolist(), label="District"),
+        gr.Dropdown(encoders['block'].classes_.tolist(), label="Block"),
+        gr.Dropdown(encoders['village'].classes_.tolist(), label="Village"),
     ],
     outputs=gr.List(label="Top 5 Recommended Services"),
     title="🧠 Citizen Service Recommender",
     description="Provide your details to get 5 recommended services based on citizen similarity"
 )
 
+
 iface.launch()