Update app.py

app.py

@@ -8,37 +8,72 @@ with gr.Blocks() as app:
         text_translator_ui()
         pass
 
+    with gr.Tab("Sentiment Analysis"):
+        sentiment_app = create_sentiment_tab()
+        sentiment_app.launch
+
     # Add the Churn Analysis Tab
     with gr.Tab("Churn Analysis"):
         gr.Markdown("Customer Churn Prediction")
         
     # Define your inputs for churn prediction
     with gr.Row():
-        input_interface = [
-            gr.Radio(['Yes', 'No'], label="Are you a Senior Citizen?"),
-            gr.Radio(['Yes', 'No'], label="Do you have a Partner?"),
-            gr.Radio(['No', 'Yes'], label="Do you have Dependents?"),
-            gr.Slider(minimum=1, maximum=73, step=1, label="Tenure (in months)"),
-            gr.Radio(['DSL', 'Fiber optic', 'No Internet'], label="Internet Service"),
-            gr.Radio(['No', 'Yes'], label="Do you have Online Security?"),
-            gr.Radio(['No', 'Yes'], label="Do you have Online Backup?"),
-            gr.Radio(['No', 'Yes'], label="Do you have Device Protection?"),
-            gr.Radio(['No', 'Yes'], label="Do you have Tech Support?"),
-            gr.Radio(['No', 'Yes'], label="Do you have Streaming TV?"),
-            gr.Radio(['No', 'Yes'], label="Do you have Streaming Movies?"),
-            gr.Radio(['Month-to-month', 'One year', 'Two year'], label="Contract Type"),
-            gr.Radio(['Yes', 'No'], label="Paperless Billing?"),
-            gr.Radio(['Electronic check', 'Mailed check', 'Bank transfer (automatic)', 'Credit card (automatic)'], label="Payment Method"),
-            gr.Slider(minimum=18.40, maximum=118.65, label="Monthly Charges")
-        ]
-        
-        output_interface = gr.Label(label="Churn Prediction")
+        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")
+    
+    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 = gr.Button('Predict Churn')
-        predict_btn.click(fn=predict, inputs=input_interface, outputs=output_interface)
+    predict_btn.click(fn=predict, inputs=input_interface, outputs=output_interface)
+
 
-    with gr.Tab("Sentiment Analysis"):
-        sentiment_app = create_sentiment_tab()
-        sentiment_app.launch
         
 app.launch(share=True)