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Table 1 Base and communication metrics

From: Leveraging fine-grained mobile data for churn detection through Essence Random Forest

Category Feature
Base Age
Gender
Time from enrolment
Average evolution of data volume last month compared to previous month
Average evolution of number of text messages last month compared to previous month
Average evolution of total number of minutes of outgoing calls last month compared to previous month
Communication network Number of connections (i.e. degree)
Average churn behavior among peers weighted by communication
Total communication time spent with defecting peers