File size: 4,613 Bytes
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"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"
]
}
} |