Raw Features (21)
tenurenumeric
monthly_chargesnumeric
total_chargesnumeric
contractcategorical
payment_methodcategorical
internet_servicecategorical
Derived Features (15)
avg_monthly_spendratio
tenure_bucketbinned
services_countaggregation
support_frequencyratio
is_high_valueboolean
engagement_scorecomposite
Selected Features (18)
18
of 36 features selected
AUC improved: +3.2%
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Feature Importance
Correlation Matrix
Feature Statistics
| Feature | Importance | IV | Missing % | Status |
|---|---|---|---|---|
| contract_type | 0.182 | 0.54 | 0% | ✓ |
| tenure | 0.156 | 0.48 | 0% | ✓ |
| monthly_charges | 0.124 | 0.32 | 0% | ✓ |
| support_tickets | 0.098 | 0.28 | 0% | ✓ |
| avg_monthly_spend | 0.087 | 0.25 | 0.1% | ✓ |