{ "name": "Telco Customer Churn", "source": "https://www.kaggle.com/datasets/blastchar/telco-customer-churn/data", "data_intro": "Predict behavior to retain customers. You can analyze all relevant customer data and develop focused customer retention programs.", "is_splited": false, "overall_size": 7043, "train_size": 0, "test_size": 0, "c_classes": 18, "n_classes": 3, "task_type": "classification", "target": "Churn", "cat_feature_intro": { "customerID": "- customerID: Customer ID", "gender": "- gender: Whether the customer is a male or a female,Male,Female", "Partner": "- Partner:Whether the customer has a partner or not,Yes, No", "Dependents": "- Dependents:Whether the customer has dependents or not ,Yes, No", "PhoneService": "- PhoneService:Whether the customer has a phone service or not ,Yes, No", "MultipleLines": "- MultipleLines:Whether the customer has multiple lines or not ,Yes, No, No phone service", "OnlineSecurity": "- OnlineSecurity:Whether the customer has online security or not ,Yes, No, No internet service", "OnlineBackup": "- OnlineBackup:Whether the customer has online backup or not ,Yes, No, No internet service", "DeviceProtection": "- DeviceProtection:Whether the customer has device protection or not ,Yes, No, No internet service", "TechSupport": "- TechSupport:Whether the customer has tech support or not ,Yes, No, No internet service", "StreamingTV": "- StreamingTV: Whether the customer has streaming TV or not ,Yes, No, No internet service", "StreamingMovies": "- StreamingMovies:Whether the customer has streaming movies or not ,Yes, No, No internet service", "Contract": "- Contract: The contract term of the customer ,Month-to-month, One year, Two year", "PaperlessBilling": "- PaperlessBilling: Whether the customer has paperless billing or not ,Yes, No", "PaymentMethod": "- PaymentMethod:The customer's payment method ,Electronic check, Mailed check, Bank transfer (automatic), Credit card (automatic)", "Churn": "- Churn: Whether the customer churned or not ,Yes or No" }, "num_feature_intro": { "SeniorCitizen": "- SeniorCitizen: Whether the customer is a senior citizen or not ,1,0", "tenure": "- tenure:Number of months the customer has stayed with the company", "MonthlyCharges": "- MonthlyCharges:The amount charged to the customer monthly", "TotalCharges": "- TotalCharges:The total amount charged to the customer" }, "evaluation_metric": null, "num_feature_value": { "MonthlyCharges": [ 18.25, 118.75 ], "SeniorCitizen": [ 0.0, 1.0 ], "TotalCharges": [ 18.8, 8684.8 ], "tenure": [ 0.0, 72.0 ] }, "cat_feature_value": { "Churn": [ "No", "Yes" ], "Contract": [ "Month-to-month", "One year", "Two year" ], "Dependents": [ "No", "Yes" ], "DeviceProtection": [ "No", "No internet service", "Yes" ], "MultipleLines": [ "No", "No phone service", "Yes" ], "OnlineBackup": [ "No", "No internet service", "Yes" ], "OnlineSecurity": [ "No", "No internet service", "Yes" ], "PaperlessBilling": [ "No", "Yes" ], "Partner": [ "No", "Yes" ], "PaymentMethod": [ "Bank transfer (automatic)", "Credit card (automatic)", "Electronic check", "Mailed check" ], "PhoneService": [ "No", "Yes" ], "StreamingMovies": [ "No", "No internet service", "Yes" ], "StreamingTV": [ "No", "No internet service", "Yes" ], "TechSupport": [ "No", "No internet service", "Yes" ], "customerID": "string", "gender": [ "Female", "Male" ] } }