Update app.py

app.py

@@ -6,73 +6,69 @@ from sentiment import create_sentiment_tab
 with gr.Blocks() as app:
     with gr.Tab("Text Translator"):
         text_translator_ui()
-        pass
 
     with gr.Tab("Sentiment Analysis"):
-        sentiment_app = create_sentiment_tab()
+        create_sentiment_tab()
 
-    # Add the Churn Analysis Tab
     with gr.Tab("Churn Analysis"):
         gr.Markdown("Customer Churn Prediction")
-        
-        # Define your inputs for churn prediction
+
+        # อธิบายเบื้องต้น
         with gr.Row():
-            gr.Markdown("This app predicts likelihood of a customer to leave or stay with the company")
-    
+            gr.Markdown("This app predicts the likelihood of a customer to leave or stay with the company.")
+
+        # กำหนด input columns
         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?')
+                    gr.Radio(['Yes', 'No'], label="Are you a Seniorcitizen?"),
+                    gr.Radio(['Yes', 'No'], label='Do you have Partner?'),
+                    gr.Radio(['No', 'Yes'], label='Do you have any Dependents?'),
+                    gr.Slider(label='Enter length of Tenure in Months', minimum=1, maximum=73, step=1),
+                    gr.Radio(['DSL', 'Fiber optic', 'No Internet'], label='What is your 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?')
                 ]
-    
+
             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)
+                    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='What is your Contract Type?'),
+                    gr.Radio(['Yes', 'No'], label='Do you prefer Paperless Billing?'),
+                    gr.Radio(['Electronic check', 'Mailed check', 'Bank transfer (automatic)', 'Credit card (automatic)'], label='Which PaymentMethod do you prefer?'),
+                    gr.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)
-    
+
+        # รวม inputs ไว้ในลิสต์เดียว
+        input_interface = []
+        input_interface.extend(input_interface_column_1)
+        input_interface.extend(input_interface_column_2)
+
+        # ปุ่มและผลลัพธ์
         with gr.Row():
             predict_btn = gr.Button('Predict')
-            output_interface = gr.Label(label="churn")
-        
+            output_interface = gr.Label(label="Churn Prediction Result")
+
+        # คำอธิบายเพิ่มเติม
         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)
+            gr.Markdown("""
+            **Input Descriptions:**
+            - SeniorCitizen: Whether a customer is a senior citizen or not
+            - Partner: Whether the customer has a partner or not
+            - Dependents: Whether the customer has dependents
+            - Tenure: Number of months the customer has stayed
+            - InternetService, OnlineSecurity, OnlineBackup, DeviceProtection
+            - TechSupport, StreamingTV, StreamingMovies
+            - Contract: Type of contract (Month-to-month, One year, Two year)
+            - PaperlessBilling
+            - PaymentMethod
+            - MonthlyCharges
+            """)
 
+        # เชื่อมปุ่มกับฟังก์ชัน
+        predict_btn.click(fn=predict, inputs=input_interface, outputs=output_interface)
 
-        
 app.launch(share=True)