Here are my dataframes columns: main dataframe:pk_partition', 'pk_cid', 'loans', 'mortgage', 'funds', 'securities', 'long_term_deposit', 'credit_card', 'payroll', 'payroll_pension_unknown', 'payroll_account', 'emc_account', 'debit_card', 'em_account_p', 'em_account', 'entry_date', 'active_customer', 'segment', 'region_code', 'deceased', 'New Monthly Subscribers', 'prev_partition', 'Loyal Customer', 'New Customer', 'Regular Customer', 'Entry_Channel_KAT', 'Entry_Channel_KFC', 'Entry_Channel_KHE', 'Entry_Channel_KHK', 'Entry_Channel_KHQ', 'Entry_Channel_Others', 'Entry_Channel_Unknown', '01 - TOP', '02 - PARTICULARES', '03 - UNIVERSITARIO', 'Unknown Segment', 'region_10', 'region_11', 'region_12', 'region_13', 'region_14', 'region_15', 'region_18', 'region_2', 'region_21', 'region_28', 'region_29', 'region_3', 'region_30', 'region_33', 'region_35', 'region_36', 'region_37', 'region_39', 'region_41', 'region_45', 'region_46', 'region_47', 'region_50', 'region_6', 'region_7', 'region_8', 'region_Others', 'female', 'age_group_Adult', 'age_group_Middle-Aged', 'age_group_Senior', 'age_group_Young Adult', 'Unknown_salary', 'high_salary', 'low_salary', 'medium_salary', 'short_term_deposit', 'pension'] created timeseries unsupervised dataframe monthly aggreagated: Index(['pk_partition', 'deceased', 'Total_Subscribers', 'Active_Customers', 'New Monthly Subscribers', 'Unsubscribed', 'Loyal Customer', 'New Customer', 'Regular Customer', 'Entry_Channel_KAT', 'Entry_Channel_KFC', 'Entry_Channel_KHE', 'Entry_Channel_KHK', 'Entry_Channel_KHQ', 'Entry_Channel_Others', 'Entry_Channel_Unknown', '02 - PARTICULARES', '03 - UNIVERSITARIO', 'Unknown Segment', '01 - TOP', 'region_11', 'region_15', 'region_28', 'region_30', 'region_41', 'region_46', 'region_8', 'region_Others', 'female', 'age_group_Senior', 'age_group_Middle-Aged', 'age_group_Adult', 'age_group_Young Adult', 'medium_salary', 'Unknown_salary', 'high_salary', 'low_salary', 'Total_Short_Term_Deposit', 'loans', 'mortgages', 'funds', 'securities', 'credit_card', 'debit_card', 'long_term_deposit', 'payroll', 'pension', 'payroll_pension_unknown', 'payroll_account', 'em_account', 'em_account_p', 'emc_account'], dtype='object')
predicting ROI for a recommendation system (campaign)
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