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| import gradio as gr | |
| from churn_analysis import predict | |
| from translator import text_translator_ui | |
| 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() | |
| # Add the Churn Analysis Tab | |
| 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") | |
| 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) | |
| app.launch(share=True) |