From: Improving official statistics in emerging markets using machine learning and mobile phone data
Top indicators in the factor | Proportion of variance | Weighted F1 score |
---|---|---|
call_duration__weekday__day__call__min__std | 0.4% | 0.68 |
call_duration__weekday__day__call__median__std | ||
call_duration__weekday__day__call__min__mean | ||
call_duration__weekend__night__call__min__mean | 0.5% | 0.68 |
call_duration__weekend__night__call__min__std | ||
call_duration__weekend__night__call__median__std | ||
percent_initiated_interactions__weekday__day__call__mean | 0.3% | 0.66 |
percent_initiated_interactions__allweek__day__call__mean | ||
percent_initiated_interactions__weekend__day__call__mean | ||
number_of_interaction_in__allweek__allday__text__std | 0.6% | 0.37 |
number_of_interaction_in__allweek__day__text__std | ||
number_of_interaction_in__weekday__allday__text__std | ||
number_of_interaction_in__weekday__allday__text__mean | 0.8% | 0.37 |
number_of_interaction_in__allweek__allday__text__mean | ||
interactions_per_contact__weekday__allday__text__max__mean | ||
balance_of_contacts__weekend__night__text__max__mean | 0.5% | 0.53 |
balance_of_contacts__weekend__night__text__median__mean | ||
balance_of_contacts__weekend__night__text__min__mean |