Update app.py

app.py

@@ -38,7 +38,8 @@ def predict(gender, SeniorCitizen, Partner, Dependents, Contract, tenure, Monthl
         'MonthlyCharges': [MonthlyCharges] if MonthlyCharges else [0.0],  # Replace None with default value
         'TotalCharges': [TotalCharges] if TotalCharges else [0.0]  # Replace None with default value
     })
-             
+
+
     # Make predictions using the loaded logistic regression model
     #predict probabilities
     predictions = full_pipeline.predict_proba(input_data)
@@ -118,80 +119,4 @@ with gr.Blocks(css=".gradio-container {background-color: grey}",theme=gr.themes.
     clear_btn.click(fn=clear, inputs=None, outputs=output)
         
  
-demo.launch(inbrowser = True)
-
-
-        # Make predictions using the loaded logistic regression model
-    predictions = full_pipeline.predict(input_data)
-
-    #return predictions[0]
-    if predictions[0] == "Yes":
-        return "Churn"
-    else:
-        return "Not Churn"
-
-# Setting Gradio App Interface
-with gr.Blocks(css=".gradio-container {background-color: grey}") as demo:
-    gr.Markdown("# Teleco Customer Churn Prediction #\n*This App allows the user to predict whether a customer will churn or not by entering values in the given fields. Any field left blank takes the default value.*")
-    
-    # Receiving ALL Input Data here
-    gr.Markdown("**Demographic Data**")
-    with gr.Row():
-        gender = gr.Dropdown(label="Gender", choices=["Male", "Female"])
-        SeniorCitizen = gr.Radio(label="Senior Citizen", choices=[1, 0])
-        Partner = gr.Radio(label="Partner", choices=["Yes", "No"])
-        Dependents = gr.Radio(label="Dependents", choices=["Yes", "No"])
-
-    gr.Markdown("**Service Length and Charges (USD)**")
-    with gr.Row():
-        Contract = gr.Dropdown(label="Contract", choices=["Month-to-month", "One year", "Two year"])
-        tenure = gr.Slider(label="Tenure (months)", minimum=1, step=1, interactive=True)
-        MonthlyCharges = gr.Slider(label="Monthly Charges", step=0.05)
-        TotalCharges = gr.Slider(label="Total Charges", step=0.05)
-
-    # Phone Service Usage part
-    gr.Markdown("**Phone Service Usage**")
-    with gr.Row():
-        PhoneService = gr.Radio(label="Phone Service", choices=["Yes", "No"])
-        MultipleLines = gr.Dropdown(label="Multiple Lines", choices=[
-                                    "Yes", "No", "No phone service"])
-
-    # Internet Service Usage part
-    gr.Markdown("**Internet Service Usage**")
-    with gr.Row():
-        InternetService = gr.Dropdown(label="Internet Service", choices=["DSL", "Fiber optic", "No"])
-        OnlineSecurity = gr.Dropdown(label="Online Security", choices=["Yes", "No", "No internet service"])
-        OnlineBackup = gr.Dropdown(label="Online Backup", choices=["Yes", "No", "No internet service"])
-        DeviceProtection = gr.Dropdown(label="Device Protection", choices=["Yes", "No", "No internet service"])
-        TechSupport = gr.Dropdown(label="Tech Support", choices=["Yes", "No", "No internet service"])
-        StreamingTV = gr.Dropdown(label="TV Streaming", choices=["Yes", "No", "No internet service"])
-        StreamingMovies = gr.Dropdown(label="Movie Streaming", choices=["Yes", "No", "No internet service"])
-
-    # Billing and Payment part
-    gr.Markdown("**Billing and Payment**")
-    with gr.Row():
-        PaperlessBilling = gr.Radio(
-            label="Paperless Billing", choices=["Yes", "No"])
-        PaymentMethod = gr.Dropdown(label="Payment Method", choices=["Electronic check", "Mailed check", "Bank transfer (automatic)", "Credit card (automatic)"])
-
-    # Output Prediction
-    output = gr.Text(label="Outcome")
-    submit_button = gr.Button("Predict")
-    
-    submit_button.click(fn= predict,
-                        outputs= output,
-                        inputs=[gender, SeniorCitizen, Partner, Dependents, Contract, tenure, MonthlyCharges, TotalCharges, PaymentMethod, PhoneService, MultipleLines, InternetService, OnlineSecurity, OnlineBackup, DeviceProtection, TechSupport, StreamingTV, StreamingMovies, PaperlessBilling],
-    
-    ),
-    
-    # Add the reset and flag buttons
-    
-    def clear():
-        output.value = ""
-        return None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None
-         
-    clear_btn = gr.Button("Reset", variant="primary")
-    clear_btn.click(fn=clear, inputs=None, outputs=output)
-        
- 
 demo.launch(inbrowser = True)