Update app.py

app.py

@@ -16,63 +16,63 @@ with gr.Blocks() as app:
     with gr.Tab("Churn Analysis"):
         gr.Markdown("Customer Churn Prediction")
         
-    # Define your inputs for churn prediction
-    with gr.Row():
-        gr.Markdown("This app predicts likelihood of a customer to leave or stay with the company")
-
-    with gr.Row():
-        with gr.Column():
-            input_interface_column_1 = [
-                gr.components.Radio(['Yes', 'No'], label="Are you a Seniorcitizen?"),
-                gr.components.Radio(['Yes', 'No'], label='Do you have Partner?'),
-                gr.components.Radio(['No', 'Yes'], label='Do you have any Dependents?'),
-                gr.components.Slider(label='Enter lenghth of Tenure in Months', minimum=1, maximum=73, step=1),
-                gr.components.Radio(['DSL', 'Fiber optic', 'No Internet'], label='What is your Internet Service?'),
-                gr.components.Radio(['No', 'Yes'], label='Do you have Online Security?'),
-                gr.components.Radio(['No', 'Yes'], label='Do you have Online Backup?'),
-                gr.components.Radio(['No', 'Yes'], label='Do you have Device Protection?')
-            ]
-
-        with gr.Column():
-            input_interface_column_2 = [
-                gr.components.Radio(['No', 'Yes'], label='Do you have Tech Support?'),
-                gr.components.Radio(['No', 'Yes'], label='Do you have Streaming TV?'),
-                gr.components.Radio(['No', 'Yes'], label='Do you have Streaming Movies?'),
-                gr.components.Radio(['Month-to-month', 'One year', 'Two year'], label='What is your Contract Type?'),
-                gr.components.Radio(['Yes', 'No'], label='Do you prefer Paperless Billing?'),
-                gr.components.Radio(['Electronic check', 'Mailed check', 'Bank transfer (automatic)', 'Credit card (automatic)'], label='Which PaymentMethod do you prefer?'),
-                gr.components.Slider(label="Enter monthly charges", minimum=18.40, maximum=118.65)
-            ]
-
-    with gr.Row():
-        input_interface.extend(input_interface_column_1)
-        input_interface.extend(input_interface_column_2)
-
-    with gr.Row():
-        predict_btn = gr.Button('Predict')
-        output_interface = gr.Label(label="churn")
+        # Define your inputs for churn prediction
+        with gr.Row():
+            gr.Markdown("This app predicts likelihood of a customer to leave or stay with the company")
+    
+        with gr.Row():
+            with gr.Column():
+                input_interface_column_1 = [
+                    gr.components.Radio(['Yes', 'No'], label="Are you a Seniorcitizen?"),
+                    gr.components.Radio(['Yes', 'No'], label='Do you have Partner?'),
+                    gr.components.Radio(['No', 'Yes'], label='Do you have any Dependents?'),
+                    gr.components.Slider(label='Enter lenghth of Tenure in Months', minimum=1, maximum=73, step=1),
+                    gr.components.Radio(['DSL', 'Fiber optic', 'No Internet'], label='What is your Internet Service?'),
+                    gr.components.Radio(['No', 'Yes'], label='Do you have Online Security?'),
+                    gr.components.Radio(['No', 'Yes'], label='Do you have Online Backup?'),
+                    gr.components.Radio(['No', 'Yes'], label='Do you have Device Protection?')
+                ]
+    
+            with gr.Column():
+                input_interface_column_2 = [
+                    gr.components.Radio(['No', 'Yes'], label='Do you have Tech Support?'),
+                    gr.components.Radio(['No', 'Yes'], label='Do you have Streaming TV?'),
+                    gr.components.Radio(['No', 'Yes'], label='Do you have Streaming Movies?'),
+                    gr.components.Radio(['Month-to-month', 'One year', 'Two year'], label='What is your Contract Type?'),
+                    gr.components.Radio(['Yes', 'No'], label='Do you prefer Paperless Billing?'),
+                    gr.components.Radio(['Electronic check', 'Mailed check', 'Bank transfer (automatic)', 'Credit card (automatic)'], label='Which PaymentMethod do you prefer?'),
+                    gr.components.Slider(label="Enter monthly charges", minimum=18.40, maximum=118.65)
+                ]
+    
+        with gr.Row():
+            input_interface.extend(input_interface_column_1)
+            input_interface.extend(input_interface_column_2)
     
-    with gr.Accordion("Open for information on inputs", open=False):
-        gr.Markdown("""This app receives the following as inputs and processes them to return the prediction on whether a customer, will churn or not.
-                    
-                    - SeniorCitizen: Whether a customer is a senior citizen or not
-                    - Partner: Whether the customer has a partner or not (Yes, No)
-                    - Dependents: Whether the customer has dependents or not (Yes, No)
-                    - Tenure: Number of months the customer has stayed with the company
-                    - InternetService: Customer's internet service provider (DSL, Fiber Optic, No)
-                    - OnlineSecurity: Whether the customer has online security or not (Yes, No, No Internet)
-                    - OnlineBackup: Whether the customer has online backup or not (Yes, No, No Internet)
-                    - DeviceProtection: Whether the customer has device protection or not (Yes, No, No internet service)
-                    - TechSupport: Whether the customer has tech support or not (Yes, No, No internet)
-                    - StreamingTV: Whether the customer has streaming TV or not (Yes, No, No internet service)
-                    - StreamingMovies: Whether the customer has streaming movies or not (Yes, No, No Internet service)
-                    - Contract: The contract term of the customer (Month-to-Month, One year, Two year)
-                    - PaperlessBilling: Whether the customer has paperless billing or not (Yes, No)
-                    - Payment Method: The customer's payment method (Electronic check, mailed check, Bank transfer(automatic), Credit card(automatic))
-                    - MonthlyCharges: The amount charged to the customer monthly
-                    """)
+        with gr.Row():
+            predict_btn = gr.Button('Predict')
+            output_interface = gr.Label(label="churn")
         
-    predict_btn.click(fn=predict, inputs=input_interface, outputs=output_interface)
+        with gr.Accordion("Open for information on inputs", open=False):
+            gr.Markdown("""This app receives the following as inputs and processes them to return the prediction on whether a customer, will churn or not.
+                        
+                        - SeniorCitizen: Whether a customer is a senior citizen or not
+                        - Partner: Whether the customer has a partner or not (Yes, No)
+                        - Dependents: Whether the customer has dependents or not (Yes, No)
+                        - Tenure: Number of months the customer has stayed with the company
+                        - InternetService: Customer's internet service provider (DSL, Fiber Optic, No)
+                        - OnlineSecurity: Whether the customer has online security or not (Yes, No, No Internet)
+                        - OnlineBackup: Whether the customer has online backup or not (Yes, No, No Internet)
+                        - DeviceProtection: Whether the customer has device protection or not (Yes, No, No internet service)
+                        - TechSupport: Whether the customer has tech support or not (Yes, No, No internet)
+                        - StreamingTV: Whether the customer has streaming TV or not (Yes, No, No internet service)
+                        - StreamingMovies: Whether the customer has streaming movies or not (Yes, No, No Internet service)
+                        - Contract: The contract term of the customer (Month-to-Month, One year, Two year)
+                        - PaperlessBilling: Whether the customer has paperless billing or not (Yes, No)
+                        - Payment Method: The customer's payment method (Electronic check, mailed check, Bank transfer(automatic), Credit card(automatic))
+                        - MonthlyCharges: The amount charged to the customer monthly
+                        """)
+            
+        predict_btn.click(fn=predict, inputs=input_interface, outputs=output_interface)