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| import gradio as gr | |
| from churn_analysis import predict | |
| from translator import text_translator_ui | |
| with gr.Blocks() as app: | |
| with gr.Tab("Text Translator"): | |
| text_translator_ui() | |
| # 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") | |
| predict_btn = gr.Button('Predict Churn') | |
| predict_btn.click(fn=predict, inputs=input_interface, outputs=output_interface) | |
| app.launch(share=True) |