| [ | |
| "NAME_CONTRACT_TYPE", | |
| "CODE_GENDER", | |
| "FLAG_OWN_CAR", | |
| "FLAG_OWN_REALTY", | |
| "CNT_CHILDREN", | |
| "AMT_INCOME_TOTAL", | |
| "AMT_CREDIT", | |
| "AMT_ANNUITY", | |
| "AMT_GOODS_PRICE", | |
| "NAME_TYPE_SUITE", | |
| "NAME_INCOME_TYPE", | |
| "NAME_EDUCATION_TYPE", | |
| "NAME_FAMILY_STATUS", | |
| "NAME_HOUSING_TYPE", | |
| "REGION_POPULATION_RELATIVE", | |
| "DAYS_BIRTH", | |
| "DAYS_EMPLOYED", | |
| "DAYS_REGISTRATION", | |
| "DAYS_ID_PUBLISH", | |
| "OWN_CAR_AGE", | |
| "FLAG_EMP_PHONE", | |
| "FLAG_WORK_PHONE", | |
| "FLAG_PHONE", | |
| "FLAG_EMAIL", | |
| "OCCUPATION_TYPE", | |
| "CNT_FAM_MEMBERS", | |
| "REGION_RATING_CLIENT", | |
| "REGION_RATING_CLIENT_W_CITY", | |
| "WEEKDAY_APPR_PROCESS_START", | |
| "HOUR_APPR_PROCESS_START", | |
| "REG_REGION_NOT_LIVE_REGION", | |
| "REG_REGION_NOT_WORK_REGION", | |
| "LIVE_REGION_NOT_WORK_REGION", | |
| "REG_CITY_NOT_LIVE_CITY", | |
| "REG_CITY_NOT_WORK_CITY", | |
| "LIVE_CITY_NOT_WORK_CITY", | |
| "EXT_SOURCE_1", | |
| "EXT_SOURCE_2", | |
| "EXT_SOURCE_3", | |
| "APARTMENTS_AVG", | |
| "BASEMENTAREA_AVG", | |
| "YEARS_BEGINEXPLUATATION_AVG", | |
| "ELEVATORS_AVG", | |
| "ENTRANCES_AVG", | |
| "FLOORSMAX_AVG", | |
| "LANDAREA_AVG", | |
| "LIVINGAREA_AVG", | |
| "NONLIVINGAREA_AVG", | |
| "OBS_30_CNT_SOCIAL_CIRCLE", | |
| "DEF_30_CNT_SOCIAL_CIRCLE", | |
| "OBS_60_CNT_SOCIAL_CIRCLE", | |
| "DEF_60_CNT_SOCIAL_CIRCLE", | |
| "DAYS_LAST_PHONE_CHANGE", | |
| "AMT_REQ_CREDIT_BUREAU_HOUR", | |
| "AMT_REQ_CREDIT_BUREAU_WEEK", | |
| "AMT_REQ_CREDIT_BUREAU_MON", | |
| "AMT_REQ_CREDIT_BUREAU_QRT", | |
| "AMT_REQ_CREDIT_BUREAU_YEAR", | |
| "bureau__DAYS_CREDIT__mean", | |
| "bureau__DAYS_CREDIT__std", | |
| "bureau__CREDIT_DAY_OVERDUE__mean", | |
| "bureau__CREDIT_DAY_OVERDUE__std", | |
| "bureau__DAYS_CREDIT_ENDDATE__mean", | |
| "bureau__DAYS_CREDIT_ENDDATE__std", | |
| "bureau__DAYS_ENDDATE_FACT__mean", | |
| "bureau__DAYS_ENDDATE_FACT__std", | |
| "bureau__AMT_CREDIT_MAX_OVERDUE__mean", | |
| "bureau__AMT_CREDIT_MAX_OVERDUE__std", | |
| "bureau__CNT_CREDIT_PROLONG__mean", | |
| "bureau__CNT_CREDIT_PROLONG__std", | |
| "bureau__AMT_CREDIT_SUM__mean", | |
| "bureau__AMT_CREDIT_SUM__std", | |
| "bureau__AMT_CREDIT_SUM_DEBT__mean", | |
| "bureau__AMT_CREDIT_SUM_DEBT__std", | |
| "bureau__AMT_CREDIT_SUM_LIMIT__mean", | |
| "bureau__AMT_CREDIT_SUM_LIMIT__std", | |
| "bureau__AMT_CREDIT_SUM_OVERDUE__mean", | |
| "bureau__AMT_CREDIT_SUM_OVERDUE__std", | |
| "bureau__DAYS_CREDIT_UPDATE__mean", | |
| "bureau__DAYS_CREDIT_UPDATE__std", | |
| "bureau__AMT_ANNUITY__mean", | |
| "bureau__AMT_ANNUITY__std", | |
| "bureau__DEBT_RATIO__mean", | |
| "bureau__DEBT_RATIO__std", | |
| "bureau__OVERDUE_RATIO__mean", | |
| "bureau__OVERDUE_RATIO__std", | |
| "bureau__IS_ACTIVE__mean", | |
| "bureau__IS_ACTIVE__std", | |
| "bureau__HAS_OVERDUE__mean", | |
| "bureau__HAS_OVERDUE__std", | |
| "bureau__CREDIT_AGE__mean", | |
| "bureau__CREDIT_AGE__std", | |
| "bureau__bb__MONTHS_BALANCE__mean__mean", | |
| "bureau__bb__MONTHS_BALANCE__mean__std", | |
| "bureau__bb__MONTHS_BALANCE__std__mean", | |
| "bureau__bb__MONTHS_BALANCE__std__std", | |
| "bureau__bb__count_rows__mean", | |
| "bureau__bb__count_rows__std", | |
| "bureau__bb__recent_max_dpd__mean", | |
| "bureau__bb__recent_max_dpd__std", | |
| "bureau__bb__months_late_ratio__mean", | |
| "bureau__bb__months_late_ratio__std", | |
| "bureau__bb__late_severity_sum__mean", | |
| "bureau__bb__late_severity_sum__std", | |
| "bureau__count_rows", | |
| "bureau__nunique_SK_ID_BUREAU", | |
| "prev__AMT_ANNUITY__mean", | |
| "prev__AMT_ANNUITY__std", | |
| "prev__AMT_APPLICATION__mean", | |
| "prev__AMT_APPLICATION__std", | |
| "prev__AMT_CREDIT__mean", | |
| "prev__AMT_CREDIT__std", | |
| "prev__AMT_DOWN_PAYMENT__mean", | |
| "prev__AMT_DOWN_PAYMENT__std", | |
| "prev__AMT_GOODS_PRICE__mean", | |
| "prev__AMT_GOODS_PRICE__std", | |
| "prev__HOUR_APPR_PROCESS_START__mean", | |
| "prev__HOUR_APPR_PROCESS_START__std", | |
| "prev__NFLAG_LAST_APPL_IN_DAY__mean", | |
| "prev__NFLAG_LAST_APPL_IN_DAY__std", | |
| "prev__RATE_DOWN_PAYMENT__mean", | |
| "prev__RATE_DOWN_PAYMENT__std", | |
| "prev__DAYS_DECISION__mean", | |
| "prev__DAYS_DECISION__std", | |
| "prev__SELLERPLACE_AREA__mean", | |
| "prev__SELLERPLACE_AREA__std", | |
| "prev__CNT_PAYMENT__mean", | |
| "prev__CNT_PAYMENT__std", | |
| "prev__DAYS_FIRST_DRAWING__mean", | |
| "prev__DAYS_FIRST_DUE__mean", | |
| "prev__DAYS_FIRST_DUE__std", | |
| "prev__DAYS_LAST_DUE_1ST_VERSION__mean", | |
| "prev__DAYS_LAST_DUE_1ST_VERSION__std", | |
| "prev__DAYS_LAST_DUE__mean", | |
| "prev__DAYS_LAST_DUE__std", | |
| "prev__DAYS_TERMINATION__mean", | |
| "prev__DAYS_TERMINATION__std", | |
| "prev__NFLAG_INSURED_ON_APPROVAL__mean", | |
| "prev__NFLAG_INSURED_ON_APPROVAL__std", | |
| "prev__PREV_CREDIT_APPLICATION_RATIO__mean", | |
| "prev__PREV_CREDIT_APPLICATION_RATIO__std", | |
| "prev__PREV_IS_APPROVED__mean", | |
| "prev__PREV_IS_APPROVED__std", | |
| "prev__PREV_IS_REFUSED__mean", | |
| "prev__PREV_IS_REFUSED__std", | |
| "prev__PREV_DAYS_DECISION_AGE__mean", | |
| "prev__PREV_DAYS_DECISION_AGE__std", | |
| "prev__PREV_CREDIT_DURATION__mean", | |
| "prev__PREV_CREDIT_DURATION__std", | |
| "prev__pos__MONTHS_BALANCE__mean__mean", | |
| "prev__pos__MONTHS_BALANCE__mean__std", | |
| "prev__pos__MONTHS_BALANCE__std__mean", | |
| "prev__pos__MONTHS_BALANCE__std__std", | |
| "prev__pos__CNT_INSTALMENT__mean__mean", | |
| "prev__pos__CNT_INSTALMENT__mean__std", | |
| "prev__pos__CNT_INSTALMENT__std__mean", | |
| "prev__pos__CNT_INSTALMENT__std__std", | |
| "prev__pos__CNT_INSTALMENT_FUTURE__mean__mean", | |
| "prev__pos__CNT_INSTALMENT_FUTURE__mean__std", | |
| "prev__pos__CNT_INSTALMENT_FUTURE__std__mean", | |
| "prev__pos__CNT_INSTALMENT_FUTURE__std__std", | |
| "prev__pos__SK_DPD__mean__mean", | |
| "prev__pos__SK_DPD__mean__std", | |
| "prev__pos__SK_DPD__max__mean", | |
| "prev__pos__SK_DPD__max__std", | |
| "prev__pos__SK_DPD__std__mean", | |
| "prev__pos__SK_DPD__std__std", | |
| "prev__pos__SK_DPD_DEF__mean__mean", | |
| "prev__pos__SK_DPD_DEF__mean__std", | |
| "prev__pos__SK_DPD_DEF__max__mean", | |
| "prev__pos__SK_DPD_DEF__max__std", | |
| "prev__pos__SK_DPD_DEF__std__mean", | |
| "prev__pos__SK_DPD_DEF__std__std", | |
| "prev__pos__POS_REMAIN_RATIO__mean__mean", | |
| "prev__pos__POS_REMAIN_RATIO__mean__std", | |
| "prev__pos__POS_REMAIN_RATIO__std__mean", | |
| "prev__pos__POS_REMAIN_RATIO__std__std", | |
| "prev__pos__POS_DPD_POS__mean__mean", | |
| "prev__pos__POS_DPD_POS__mean__std", | |
| "prev__pos__POS_DPD_POS__max__mean", | |
| "prev__pos__POS_DPD_POS__max__std", | |
| "prev__pos__POS_DPD_POS__std__mean", | |
| "prev__pos__POS_DPD_POS__std__std", | |
| "prev__pos__POS_IS_ACTIVE__mean__mean", | |
| "prev__pos__POS_IS_ACTIVE__mean__std", | |
| "prev__pos__POS_IS_ACTIVE__std__mean", | |
| "prev__pos__POS_IS_ACTIVE__std__std", | |
| "prev__pos__count_rows__mean", | |
| "prev__pos__count_rows__std", | |
| "prev__cc__MONTHS_BALANCE__mean__mean", | |
| "prev__cc__MONTHS_BALANCE__std__mean", | |
| "prev__cc__AMT_BALANCE__mean__mean", | |
| "prev__cc__AMT_BALANCE__std__mean", | |
| "prev__cc__AMT_CREDIT_LIMIT_ACTUAL__mean__mean", | |
| "prev__cc__AMT_CREDIT_LIMIT_ACTUAL__std__mean", | |
| "prev__cc__AMT_DRAWINGS_ATM_CURRENT__mean__mean", | |
| "prev__cc__AMT_DRAWINGS_ATM_CURRENT__std__mean", | |
| "prev__cc__AMT_DRAWINGS_CURRENT__mean__mean", | |
| "prev__cc__AMT_DRAWINGS_CURRENT__std__mean", | |
| "prev__cc__AMT_DRAWINGS_OTHER_CURRENT__mean__mean", | |
| "prev__cc__AMT_DRAWINGS_OTHER_CURRENT__std__mean", | |
| "prev__cc__AMT_DRAWINGS_POS_CURRENT__mean__mean", | |
| "prev__cc__AMT_DRAWINGS_POS_CURRENT__std__mean", | |
| "prev__cc__AMT_INST_MIN_REGULARITY__mean__mean", | |
| "prev__cc__AMT_INST_MIN_REGULARITY__std__mean", | |
| "prev__cc__AMT_PAYMENT_CURRENT__mean__mean", | |
| "prev__cc__AMT_PAYMENT_CURRENT__std__mean", | |
| "prev__cc__AMT_PAYMENT_TOTAL_CURRENT__mean__mean", | |
| "prev__cc__AMT_PAYMENT_TOTAL_CURRENT__std__mean", | |
| "prev__cc__AMT_RECEIVABLE_PRINCIPAL__mean__mean", | |
| "prev__cc__AMT_RECEIVABLE_PRINCIPAL__std__mean", | |
| "prev__cc__AMT_RECIVABLE__mean__mean", | |
| "prev__cc__AMT_RECIVABLE__std__mean", | |
| "prev__cc__AMT_TOTAL_RECEIVABLE__mean__mean", | |
| "prev__cc__AMT_TOTAL_RECEIVABLE__std__mean", | |
| "prev__cc__CNT_DRAWINGS_ATM_CURRENT__mean__mean", | |
| "prev__cc__CNT_DRAWINGS_ATM_CURRENT__std__mean", | |
| "prev__cc__CNT_DRAWINGS_CURRENT__mean__mean", | |
| "prev__cc__CNT_DRAWINGS_CURRENT__std__mean", | |
| "prev__cc__CNT_DRAWINGS_OTHER_CURRENT__mean__mean", | |
| "prev__cc__CNT_DRAWINGS_OTHER_CURRENT__std__mean", | |
| "prev__cc__CNT_DRAWINGS_POS_CURRENT__mean__mean", | |
| "prev__cc__CNT_DRAWINGS_POS_CURRENT__std__mean", | |
| "prev__cc__CNT_INSTALMENT_MATURE_CUM__mean__mean", | |
| "prev__cc__CNT_INSTALMENT_MATURE_CUM__std__mean", | |
| "prev__cc__SK_DPD__mean__mean", | |
| "prev__cc__SK_DPD__max__mean", | |
| "prev__cc__SK_DPD__std__mean", | |
| "prev__cc__SK_DPD_DEF__mean__mean", | |
| "prev__cc__SK_DPD_DEF__max__mean", | |
| "prev__cc__SK_DPD_DEF__std__mean", | |
| "prev__cc__CC_UTILIZATION_RATIO__mean__mean", | |
| "prev__cc__CC_UTILIZATION_RATIO__max__mean", | |
| "prev__cc__CC_UTILIZATION_RATIO__std__mean", | |
| "prev__cc__CC_PAYMENT_MIN_RATIO__mean__mean", | |
| "prev__cc__CC_PAYMENT_MIN_RATIO__max__mean", | |
| "prev__cc__CC_PAYMENT_MIN_RATIO__std__mean", | |
| "prev__cc__CC_PAYMENT_BALANCE_RATIO__mean__mean", | |
| "prev__cc__CC_PAYMENT_BALANCE_RATIO__max__mean", | |
| "prev__cc__CC_PAYMENT_BALANCE_RATIO__std__mean", | |
| "prev__cc__CC_DPD_POS__mean__mean", | |
| "prev__cc__CC_DPD_POS__max__mean", | |
| "prev__cc__CC_DPD_POS__std__mean", | |
| "prev__cc__CC_RECEIVABLE_RATIO__mean__mean", | |
| "prev__cc__CC_RECEIVABLE_RATIO__std__mean", | |
| "prev__cc__count_rows__mean", | |
| "prev__inst__NUM_INSTALMENT_VERSION__mean__mean", | |
| "prev__inst__NUM_INSTALMENT_VERSION__mean__std", | |
| "prev__inst__NUM_INSTALMENT_VERSION__std__mean", | |
| "prev__inst__NUM_INSTALMENT_VERSION__std__std", | |
| "prev__inst__NUM_INSTALMENT_NUMBER__mean__mean", | |
| "prev__inst__NUM_INSTALMENT_NUMBER__mean__std", | |
| "prev__inst__NUM_INSTALMENT_NUMBER__std__mean", | |
| "prev__inst__NUM_INSTALMENT_NUMBER__std__std", | |
| "prev__inst__DAYS_INSTALMENT__mean__mean", | |
| "prev__inst__DAYS_INSTALMENT__mean__std", | |
| "prev__inst__DAYS_INSTALMENT__std__mean", | |
| "prev__inst__DAYS_INSTALMENT__std__std", | |
| "prev__inst__DAYS_ENTRY_PAYMENT__mean__mean", | |
| "prev__inst__DAYS_ENTRY_PAYMENT__mean__std", | |
| "prev__inst__DAYS_ENTRY_PAYMENT__std__mean", | |
| "prev__inst__DAYS_ENTRY_PAYMENT__std__std", | |
| "prev__inst__AMT_INSTALMENT__mean__mean", | |
| "prev__inst__AMT_INSTALMENT__mean__std", | |
| "prev__inst__AMT_INSTALMENT__std__mean", | |
| "prev__inst__AMT_INSTALMENT__std__std", | |
| "prev__inst__AMT_PAYMENT__mean__mean", | |
| "prev__inst__AMT_PAYMENT__mean__std", | |
| "prev__inst__AMT_PAYMENT__std__mean", | |
| "prev__inst__AMT_PAYMENT__std__std", | |
| "prev__inst__DPD_POS__mean__mean", | |
| "prev__inst__DPD_POS__mean__std", | |
| "prev__inst__DPD_POS__max__mean", | |
| "prev__inst__DPD_POS__max__std", | |
| "prev__inst__DPD_POS__std__mean", | |
| "prev__inst__DPD_POS__std__std", | |
| "prev__inst__SEVERE_LATE_30__mean__mean", | |
| "prev__inst__SEVERE_LATE_30__mean__std", | |
| "prev__inst__SEVERE_LATE_30__max__mean", | |
| "prev__inst__SEVERE_LATE_30__max__std", | |
| "prev__inst__SEVERE_LATE_30__std__mean", | |
| "prev__inst__SEVERE_LATE_30__std__std", | |
| "prev__inst__PAY_RATIO__mean__mean", | |
| "prev__inst__PAY_RATIO__mean__std", | |
| "prev__inst__PAY_RATIO__std__mean", | |
| "prev__inst__PAY_RATIO__std__std", | |
| "prev__inst__count_rows__mean", | |
| "prev__inst__count_rows__std", | |
| "prev__count_rows", | |
| "prev__nunique_SK_ID_PREV", | |
| "AGE_YEARS", | |
| "EMPLOYED_YEARS", | |
| "REGISTRATION_YEARS", | |
| "ID_PUBLISH_YEARS", | |
| "LAST_PHONE_CHANGE_YEARS", | |
| "DAYS_EMPLOYED__isna", | |
| "OWN_CAR_AGE__isna", | |
| "EXT_SOURCE_1__isna", | |
| "EXT_SOURCE_3__isna", | |
| "DAYS_LAST_PHONE_CHANGE__isna", | |
| "AMT_REQ_CREDIT_BUREAU_HOUR__isna", | |
| "AMT_REQ_CREDIT_BUREAU_WEEK__isna", | |
| "AMT_REQ_CREDIT_BUREAU_MON__isna", | |
| "AMT_REQ_CREDIT_BUREAU_QRT__isna", | |
| "AMT_REQ_CREDIT_BUREAU_YEAR__isna", | |
| "CREDIT_INCOME_RATIO", | |
| "ANNUITY_INCOME_RATIO", | |
| "ANNUITY_CREDIT_RATIO", | |
| "CREDIT_GOODS_RATIO", | |
| "OVER_INDEBTED_40", | |
| "LOG_INCOME", | |
| "LOG_CREDIT", | |
| "LOG_ANNUITY", | |
| "LOG_GOODS", | |
| "SOCIAL_DEFAULT_RATIO_30", | |
| "SOCIAL_DEFAULT_RATIO_60", | |
| "DOC_COUNT", | |
| "CONTACT_COUNT", | |
| "ADDRESS_MISMATCH_COUNT", | |
| "EXT_SOURCES_MEAN", | |
| "EXT_SOURCES_MIN", | |
| "EXT_SOURCES_MAX", | |
| "EXT_SOURCES_STD", | |
| "EXT_SOURCES_RANGE", | |
| "EXT_INT__EXT_SOURCE_1_x_EXT_SOURCE_2", | |
| "EXT_INT__EXT_SOURCE_1_x_EXT_SOURCE_3", | |
| "EXT_INT__EXT_SOURCE_2_x_EXT_SOURCE_3", | |
| "EXT_POW2__EXT_SOURCE_1", | |
| "EXT_POW2__EXT_SOURCE_2", | |
| "EXT_POW2__EXT_SOURCE_3" | |
| ] |