Example Churn Data
Typical telco churn data 100k
@kaggle.ban7002_example_churn_data
About this Dataset
Example Churn Data
Context
Basic telco churn dataset used to challenge students and academics
Content
| Info | Description |
|---|---|
| file | churn_100k.csv |
| n_samples | 101K |
| n_features | 28 |
| pct_missing | 1% |
suggested model features
numeric_features = ['monthly_minutes', 'customerServiceCalls', 'streaming_minutes', 'TotalBilled', 'PrevBalance', 'latePayments']
categorical_features = ['ip_address_asn', 'phone_area_code', 'customer_reg_date', 'email_domain', 'phoneModel', 'billing_city', 'billing_postal', 'billing_state', 'partner', 'PhoneService', 'MultipleLines', 'streamingPlan', 'mobileHotspot', 'wifiCallingText', 'OnlineBackup', 'device_protection', 'number_phones', 'contract_code', 'currency_code', 'maling_code', 'paperlessBilling', 'paymentMethod']
dataset performance
random sampling 70/15/15
Train AUC Score : 0.967279
Eval AUC Score : 0.958073
Test AUC Score : 0.946909
Inspiration
Fun and simple dataset to practice with.