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| from pydantic import BaseModel | |
| from typing import Optional | |
| class ClientFeatures(BaseModel): | |
| SK_ID_CURR: Optional[int] = None | |
| NAME_CONTRACT_TYPE: Optional[str] = None | |
| CODE_GENDER: Optional[str] = None | |
| FLAG_OWN_CAR: Optional[str] = None | |
| FLAG_OWN_REALTY: Optional[str] = None | |
| CNT_CHILDREN: Optional[int] = None | |
| AMT_INCOME_TOTAL: Optional[float] = None | |
| AMT_GOODS_PRICE: Optional[float] = None | |
| NAME_TYPE_SUITE: Optional[str] = None | |
| NAME_INCOME_TYPE: Optional[str] = None | |
| NAME_EDUCATION_TYPE: Optional[str] = None | |
| NAME_FAMILY_STATUS: Optional[str] = None | |
| NAME_HOUSING_TYPE: Optional[str] = None | |
| REGION_POPULATION_RELATIVE: Optional[float] = None | |
| DAYS_BIRTH: Optional[int] = None | |
| DAYS_EMPLOYED: Optional[int] = None | |
| DAYS_REGISTRATION: Optional[float] = None | |
| DAYS_ID_PUBLISH: Optional[int] = None | |
| OWN_CAR_AGE: Optional[float] = None | |
| FLAG_MOBIL: Optional[bool] = None | |
| FLAG_EMP_PHONE: Optional[bool] = None | |
| FLAG_WORK_PHONE: Optional[bool] = None | |
| FLAG_CONT_MOBILE: Optional[bool] = None | |
| FLAG_PHONE: Optional[bool] = None | |
| FLAG_EMAIL: Optional[bool] = None | |
| OCCUPATION_TYPE: Optional[str] = None | |
| REGION_RATING_CLIENT_W_CITY: Optional[int] = None | |
| WEEKDAY_APPR_PROCESS_START: Optional[str] = None | |
| HOUR_APPR_PROCESS_START: Optional[int] = None | |
| REG_REGION_NOT_LIVE_REGION: Optional[bool] = None | |
| REG_REGION_NOT_WORK_REGION: Optional[bool] = None | |
| LIVE_REGION_NOT_WORK_REGION: Optional[bool] = None | |
| REG_CITY_NOT_LIVE_CITY: Optional[bool] = None | |
| REG_CITY_NOT_WORK_CITY: Optional[bool] = None | |
| LIVE_CITY_NOT_WORK_CITY: Optional[bool] = None | |
| ORGANIZATION_TYPE: Optional[str] = None | |
| EXT_SOURCE_1: Optional[float] = None | |
| EXT_SOURCE_2: Optional[float] = None | |
| EXT_SOURCE_3: Optional[float] = None | |
| BASEMENTAREA_AVG: Optional[float] = None | |
| ELEVATORS_AVG: Optional[float] = None | |
| ENTRANCES_AVG: Optional[float] = None | |
| FLOORSMAX_AVG: Optional[float] = None | |
| NONLIVINGAPARTMENTS_AVG: Optional[float] = None | |
| NONLIVINGAREA_AVG: Optional[float] = None | |
| YEARS_BEGINEXPLUATATION_MEDI: Optional[float] = None | |
| YEARS_BUILD_MEDI: Optional[float] = None | |
| COMMONAREA_MEDI: Optional[float] = None | |
| LANDAREA_MEDI: Optional[float] = None | |
| FONDKAPREMONT_MODE: Optional[str] = None | |
| HOUSETYPE_MODE: Optional[str] = None | |
| WALLSMATERIAL_MODE: Optional[str] = None | |
| EMERGENCYSTATE_MODE: Optional[str] = None | |
| OBS_30_CNT_SOCIAL_CIRCLE: Optional[float] = None | |
| DEF_30_CNT_SOCIAL_CIRCLE: Optional[float] = None | |
| DAYS_LAST_PHONE_CHANGE: Optional[float] = None | |
| FLAG_DOCUMENT_2: Optional[bool] = None | |
| FLAG_DOCUMENT_3: Optional[bool] = None | |
| FLAG_DOCUMENT_4: Optional[bool] = None | |
| FLAG_DOCUMENT_5: Optional[bool] = None | |
| FLAG_DOCUMENT_6: Optional[bool] = None | |
| FLAG_DOCUMENT_7: Optional[bool] = None | |
| FLAG_DOCUMENT_8: Optional[bool] = None | |
| FLAG_DOCUMENT_9: Optional[bool] = None | |
| FLAG_DOCUMENT_10: Optional[bool] = None | |
| FLAG_DOCUMENT_11: Optional[bool] = None | |
| FLAG_DOCUMENT_12: Optional[bool] = None | |
| FLAG_DOCUMENT_13: Optional[bool] = None | |
| FLAG_DOCUMENT_14: Optional[bool] = None | |
| FLAG_DOCUMENT_15: Optional[bool] = None | |
| FLAG_DOCUMENT_16: Optional[bool] = None | |
| FLAG_DOCUMENT_17: Optional[bool] = None | |
| FLAG_DOCUMENT_18: Optional[bool] = None | |
| FLAG_DOCUMENT_19: Optional[bool] = None | |
| FLAG_DOCUMENT_20: Optional[bool] = None | |
| FLAG_DOCUMENT_21: Optional[bool] = None | |
| AMT_REQ_CREDIT_BUREAU_HOUR: Optional[float] = None | |
| AMT_REQ_CREDIT_BUREAU_DAY: Optional[float] = None | |
| AMT_REQ_CREDIT_BUREAU_WEEK: Optional[float] = None | |
| AMT_REQ_CREDIT_BUREAU_MON: Optional[float] = None | |
| AMT_REQ_CREDIT_BUREAU_QRT: Optional[float] = None | |
| BUREAU_SK_ID_BUREAU_max: Optional[float] = None | |
| BUREAU_DAYS_CREDIT_mean: Optional[float] = None | |
| BUREAU_DAYS_CREDIT_max: Optional[float] = None | |
| BUREAU_DAYS_CREDIT_min: Optional[float] = None | |
| BUREAU_CREDIT_DAY_OVERDUE_mean: Optional[float] = None | |
| BUREAU_CREDIT_DAY_OVERDUE_sum: Optional[float] = None | |
| BUREAU_DAYS_CREDIT_ENDDATE_mean: Optional[float] = None | |
| BUREAU_DAYS_CREDIT_ENDDATE_max: Optional[float] = None | |
| BUREAU_DAYS_CREDIT_ENDDATE_min: Optional[float] = None | |
| BUREAU_DAYS_CREDIT_ENDDATE_sum: Optional[float] = None | |
| BUREAU_DAYS_ENDDATE_FACT_max: Optional[float] = None | |
| BUREAU_DAYS_ENDDATE_FACT_sum: Optional[float] = None | |
| BUREAU_AMT_CREDIT_MAX_OVERDUE_max: Optional[float] = None | |
| BUREAU_CNT_CREDIT_PROLONG_max: Optional[float] = None | |
| BUREAU_CNT_CREDIT_PROLONG_sum: Optional[float] = None | |
| BUREAU_AMT_CREDIT_SUM_mean: Optional[float] = None | |
| BUREAU_AMT_CREDIT_SUM_min: Optional[float] = None | |
| BUREAU_AMT_CREDIT_SUM_sum: Optional[float] = None | |
| BUREAU_AMT_CREDIT_SUM_DEBT_max: Optional[float] = None | |
| BUREAU_AMT_CREDIT_SUM_DEBT_sum: Optional[float] = None | |
| BUREAU_AMT_CREDIT_SUM_LIMIT_mean: Optional[float] = None | |
| BUREAU_AMT_CREDIT_SUM_LIMIT_sum: Optional[float] = None | |
| BUREAU_AMT_CREDIT_SUM_OVERDUE_max: Optional[float] = None | |
| BUREAU_AMT_CREDIT_SUM_OVERDUE_sum: Optional[float] = None | |
| BUREAU_AMT_ANNUITY_mean: Optional[float] = None | |
| BUREAU_AMT_ANNUITY_min: Optional[float] = None | |
| BUREAU_MONTHS_BALANCE_max: Optional[float] = None | |
| BUREAU_CREDIT_ACTIVE_NUNIQUE: Optional[float] = None | |
| BUREAU_CREDIT_CURRENCY_NUNIQUE: Optional[float] = None | |
| BUREAU_CREDIT_TYPE_NUNIQUE: Optional[float] = None | |
| BUREAU_STATUS_NUNIQUE: Optional[float] = None | |
| BUREAU_CREDIT_ACTIVE_Bad_debt: Optional[float] = None | |
| BUREAU_CREDIT_ACTIVE_Sold: Optional[float] = None | |
| BUREAU_CREDIT_CURRENCY_currency_2: Optional[float] = None | |
| BUREAU_CREDIT_CURRENCY_currency_3: Optional[float] = None | |
| BUREAU_CREDIT_CURRENCY_currency_4: Optional[float] = None | |
| BUREAU_CREDIT_TYPE_Another_type_of_loan: Optional[float] = None | |
| BUREAU_CREDIT_TYPE_Car_loan: Optional[float] = None | |
| BUREAU_CREDIT_TYPE_Cash_loan__non_earmarked_: Optional[float] = None | |
| BUREAU_CREDIT_TYPE_Interbank_credit: Optional[bool] = None | |
| BUREAU_CREDIT_TYPE_Loan_for_business_development: Optional[float] = None | |
| BUREAU_CREDIT_TYPE_Loan_for_purchase_of_shares__margin_lending_: Optional[bool] = None | |
| BUREAU_CREDIT_TYPE_Loan_for_the_purchase_of_equipment: Optional[float] = None | |
| BUREAU_CREDIT_TYPE_Loan_for_working_capital_replenishment: Optional[float] = None | |
| BUREAU_CREDIT_TYPE_Microloan: Optional[float] = None | |
| BUREAU_CREDIT_TYPE_Mobile_operator_loan: Optional[bool] = None | |
| BUREAU_CREDIT_TYPE_Mortgage: Optional[float] = None | |
| BUREAU_CREDIT_TYPE_Real_estate_loan: Optional[float] = None | |
| BUREAU_CREDIT_TYPE_Unknown_type_of_loan: Optional[float] = None | |
| BUREAU_STATUS_1: Optional[float] = None | |
| BUREAU_STATUS_2: Optional[float] = None | |
| BUREAU_STATUS_4: Optional[float] = None | |
| BUREAU_STATUS_5: Optional[float] = None | |
| PREV_AMT_ANNUITY_mean: Optional[float] = None | |
| PREV_AMT_ANNUITY_min: Optional[float] = None | |
| PREV_AMT_APPLICATION_min: Optional[float] = None | |
| PREV_AMT_DOWN_PAYMENT_sum: Optional[float] = None | |
| PREV_HOUR_APPR_PROCESS_START_mean: Optional[float] = None | |
| PREV_NFLAG_LAST_APPL_IN_DAY_max: Optional[bool] = None | |
| PREV_NFLAG_LAST_APPL_IN_DAY_min: Optional[bool] = None | |
| PREV_RATE_DOWN_PAYMENT_max: Optional[float] = None | |
| PREV_RATE_DOWN_PAYMENT_sum: Optional[float] = None | |
| PREV_RATE_INTEREST_PRIMARY_max: Optional[float] = None | |
| PREV_RATE_INTEREST_PRIMARY_sum: Optional[float] = None | |
| PREV_RATE_INTEREST_PRIVILEGED_max: Optional[float] = None | |
| PREV_SELLERPLACE_AREA_sum: Optional[float] = None | |
| PREV_CNT_PAYMENT_max: Optional[float] = None | |
| PREV_CNT_PAYMENT_min: Optional[float] = None | |
| PREV_DAYS_FIRST_DRAWING_mean: Optional[float] = None | |
| PREV_DAYS_FIRST_DRAWING_max: Optional[float] = None | |
| PREV_DAYS_FIRST_DRAWING_sum: Optional[float] = None | |
| PREV_DAYS_FIRST_DUE_min: Optional[float] = None | |
| PREV_DAYS_LAST_DUE_mean: Optional[float] = None | |
| PREV_DAYS_LAST_DUE_min: Optional[float] = None | |
| PREV_DAYS_TERMINATION_mean: Optional[float] = None | |
| PREV_NFLAG_INSURED_ON_APPROVAL_sum: Optional[float] = None | |
| PREV_NAME_PAYMENT_TYPE_NUNIQUE: Optional[float] = None | |
| PREV_CODE_REJECT_REASON_NUNIQUE: Optional[float] = None | |
| PREV_NAME_TYPE_SUITE_NUNIQUE: Optional[float] = None | |
| PREV_NAME_CLIENT_TYPE_NUNIQUE: Optional[float] = None | |
| PREV_NAME_PRODUCT_TYPE_NUNIQUE: Optional[float] = None | |
| PREV_NAME_SELLER_INDUSTRY_NUNIQUE: Optional[float] = None | |
| PREV_NAME_CONTRACT_TYPE_XNA: Optional[float] = None | |
| PREV_WEEKDAY_APPR_PROCESS_START_FRIDAY: Optional[float] = None | |
| PREV_WEEKDAY_APPR_PROCESS_START_MONDAY: Optional[float] = None | |
| PREV_WEEKDAY_APPR_PROCESS_START_SATURDAY: Optional[float] = None | |
| PREV_WEEKDAY_APPR_PROCESS_START_SUNDAY: Optional[float] = None | |
| PREV_WEEKDAY_APPR_PROCESS_START_THURSDAY: Optional[float] = None | |
| PREV_WEEKDAY_APPR_PROCESS_START_TUESDAY: Optional[float] = None | |
| PREV_WEEKDAY_APPR_PROCESS_START_WEDNESDAY: Optional[float] = None | |
| PREV_FLAG_LAST_APPL_PER_CONTRACT_N: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Building_a_house_or_an_annex: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Business_development: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Buying_a_garage: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Buying_a_holiday_home___land: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Buying_a_home: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Buying_a_new_car: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Buying_a_used_car: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Car_repairs: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Education: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Everyday_expenses: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Furniture: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Gasification___water_supply: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Hobby: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Journey: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Medicine: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Money_for_a_third_person: Optional[bool] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Other: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Payments_on_other_loans: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Purchase_of_electronic_equipment: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Refusal_to_name_the_goal: Optional[bool] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Repairs: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Urgent_needs: Optional[float] = None | |
| PREV_NAME_CASH_LOAN_PURPOSE_Wedding___gift___holiday: Optional[float] = None | |
| PREV_NAME_CONTRACT_STATUS_Refused: Optional[float] = None | |
| PREV_NAME_CONTRACT_STATUS_Unused_offer: Optional[float] = None | |
| PREV_NAME_PAYMENT_TYPE_Cashless_from_the_account_of_the_employer: Optional[float] = None | |
| PREV_NAME_PAYMENT_TYPE_Non_cash_from_your_account: Optional[float] = None | |
| PREV_CODE_REJECT_REASON_LIMIT: Optional[float] = None | |
| PREV_CODE_REJECT_REASON_SCO: Optional[float] = None | |
| PREV_CODE_REJECT_REASON_SCOFR: Optional[float] = None | |
| PREV_CODE_REJECT_REASON_SYSTEM: Optional[float] = None | |
| PREV_CODE_REJECT_REASON_VERIF: Optional[float] = None | |
| PREV_CODE_REJECT_REASON_XNA: Optional[float] = None | |
| PREV_NAME_TYPE_SUITE_Children: Optional[float] = None | |
| PREV_NAME_TYPE_SUITE_Family: Optional[float] = None | |
| PREV_NAME_TYPE_SUITE_Group_of_people: Optional[float] = None | |
| PREV_NAME_TYPE_SUITE_Other_A: Optional[float] = None | |
| PREV_NAME_TYPE_SUITE_Other_B: Optional[float] = None | |
| PREV_NAME_TYPE_SUITE_Spouse__partner: Optional[float] = None | |
| PREV_NAME_CLIENT_TYPE_New: Optional[float] = None | |
| PREV_NAME_CLIENT_TYPE_Refreshed: Optional[float] = None | |
| PREV_NAME_CLIENT_TYPE_XNA: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Additional_Service: Optional[bool] = None | |
| PREV_NAME_GOODS_CATEGORY_Animals: Optional[bool] = None | |
| PREV_NAME_GOODS_CATEGORY_Audio_Video: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Auto_Accessories: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Clothing_and_Accessories: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Computers: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Consumer_Electronics: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Direct_Sales: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Education: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Fitness: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Gardening: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Homewares: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Insurance: Optional[bool] = None | |
| PREV_NAME_GOODS_CATEGORY_Jewelry: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Medical_Supplies: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Medicine: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Office_Appliances: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Other: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Photo___Cinema_Equipment: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Sport_and_Leisure: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Tourism: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Vehicles: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_Weapon: Optional[float] = None | |
| PREV_NAME_GOODS_CATEGORY_XNA: Optional[float] = None | |
| PREV_NAME_PORTFOLIO_POS: Optional[float] = None | |
| PREV_NAME_PRODUCT_TYPE_walk_in: Optional[float] = None | |
| PREV_CHANNEL_TYPE_AP___Cash_loan_: Optional[float] = None | |
| PREV_CHANNEL_TYPE_Car_dealer: Optional[float] = None | |
| PREV_CHANNEL_TYPE_Channel_of_corporate_sales: Optional[float] = None | |
| PREV_CHANNEL_TYPE_Contact_center: Optional[float] = None | |
| PREV_CHANNEL_TYPE_Regional___Local: Optional[float] = None | |
| PREV_CHANNEL_TYPE_Stone: Optional[float] = None | |
| PREV_NAME_SELLER_INDUSTRY_Auto_technology: Optional[float] = None | |
| PREV_NAME_SELLER_INDUSTRY_Connectivity: Optional[float] = None | |
| PREV_NAME_SELLER_INDUSTRY_Construction: Optional[float] = None | |
| PREV_NAME_SELLER_INDUSTRY_Industry: Optional[float] = None | |
| PREV_NAME_SELLER_INDUSTRY_Jewelry: Optional[float] = None | |
| PREV_NAME_SELLER_INDUSTRY_MLM_partners: Optional[float] = None | |
| PREV_NAME_SELLER_INDUSTRY_Tourism: Optional[float] = None | |
| PREV_NAME_YIELD_GROUP_XNA: Optional[float] = None | |
| PREV_NAME_YIELD_GROUP_low_action: Optional[float] = None | |
| PREV_NAME_YIELD_GROUP_low_normal: Optional[float] = None | |
| PREV_PRODUCT_COMBINATION_Card_Street: Optional[float] = None | |
| PREV_PRODUCT_COMBINATION_Cash_Street__high: Optional[float] = None | |
| PREV_PRODUCT_COMBINATION_Cash_Street__low: Optional[float] = None | |
| PREV_PRODUCT_COMBINATION_Cash_Street__middle: Optional[float] = None | |
| PREV_PRODUCT_COMBINATION_Cash_X_Sell__high: Optional[float] = None | |
| PREV_PRODUCT_COMBINATION_Cash_X_Sell__middle: Optional[float] = None | |
| PREV_PRODUCT_COMBINATION_POS_industry_with_interest: Optional[float] = None | |
| PREV_PRODUCT_COMBINATION_POS_industry_without_interest: Optional[float] = None | |
| PREV_PRODUCT_COMBINATION_POS_mobile_without_interest: Optional[float] = None | |
| PREV_PRODUCT_COMBINATION_POS_other_with_interest: Optional[float] = None | |
| PREV_PRODUCT_COMBINATION_POS_others_without_interest: Optional[float] = None | |
| INST_PAY_NUM_INSTALMENT_VERSION_mean: Optional[float] = None | |
| INST_PAY_DAYS_ENTRY_PAYMENT_mean: Optional[float] = None | |
| INST_PAY_DAYS_ENTRY_PAYMENT_min: Optional[float] = None | |
| INST_PAY_AMT_PAYMENT_mean: Optional[float] = None | |
| INST_PAY_AMT_PAYMENT_min: Optional[float] = None | |
| INST_PAY_AMT_PAYMENT_sum: Optional[float] = None | |
| INST_PAY_PAYMENT_DELAY_mean: Optional[float] = None | |
| INST_PAY_PAYMENT_DELAY_max: Optional[float] = None | |
| INST_PAY_PAYMENT_DELAY_min: Optional[float] = None | |
| INST_PAY_PAYMENT_DELAY_sum: Optional[float] = None | |
| INST_PAY_PAYMENT_RATIO_mean: Optional[float] = None | |
| INST_PAY_PAYMENT_RATIO_min: Optional[float] = None | |
| CC_MONTHS_BALANCE_mean: Optional[float] = None | |
| CC_MONTHS_BALANCE_max: Optional[float] = None | |
| CC_AMT_BALANCE_mean: Optional[float] = None | |
| CC_AMT_CREDIT_LIMIT_ACTUAL_max: Optional[float] = None | |
| CC_AMT_CREDIT_LIMIT_ACTUAL_sum: Optional[float] = None | |
| CC_AMT_DRAWINGS_ATM_CURRENT_mean: Optional[float] = None | |
| CC_AMT_DRAWINGS_ATM_CURRENT_sum: Optional[float] = None | |
| CC_AMT_DRAWINGS_CURRENT_mean: Optional[float] = None | |
| CC_AMT_DRAWINGS_CURRENT_max: Optional[float] = None | |
| CC_AMT_DRAWINGS_CURRENT_min: Optional[float] = None | |
| CC_AMT_DRAWINGS_POS_CURRENT_min: Optional[float] = None | |
| CC_AMT_INST_MIN_REGULARITY_min: Optional[float] = None | |
| CC_AMT_PAYMENT_CURRENT_min: Optional[float] = None | |
| CC_AMT_PAYMENT_TOTAL_CURRENT_max: Optional[float] = None | |
| CC_CNT_DRAWINGS_ATM_CURRENT_mean: Optional[float] = None | |
| CC_CNT_DRAWINGS_ATM_CURRENT_min: Optional[float] = None | |
| CC_CNT_DRAWINGS_ATM_CURRENT_sum: Optional[float] = None | |
| CC_CNT_DRAWINGS_CURRENT_max: Optional[float] = None | |
| CC_CNT_DRAWINGS_CURRENT_min: Optional[float] = None | |
| CC_CNT_DRAWINGS_OTHER_CURRENT_mean: Optional[float] = None | |
| CC_CNT_DRAWINGS_OTHER_CURRENT_min: Optional[bool] = None | |
| CC_SK_DPD_max: Optional[float] = None | |
| CC_SK_DPD_DEF_max: Optional[float] = None | |
| CC_UTILIZATION_mean: Optional[float] = None | |
| CC_UTILIZATION_max: Optional[float] = None | |
| CC_UTILIZATION_min: Optional[float] = None | |
| CC_PAYMENT_RATIO_max: Optional[float] = None | |
| CC_PAYMENT_RATIO_min: Optional[float] = None | |
| CC_NAME_CONTRACT_STATUS_NUNIQUE: Optional[float] = None | |
| CC_NAME_CONTRACT_STATUS_Approved: Optional[bool] = None | |
| CC_NAME_CONTRACT_STATUS_Completed: Optional[float] = None | |
| CC_NAME_CONTRACT_STATUS_Refused: Optional[bool] = None | |
| CC_NAME_CONTRACT_STATUS_Sent_proposal: Optional[bool] = None | |
| CC_NAME_CONTRACT_STATUS_Signed: Optional[float] = None | |
| POS_CNT_INSTALMENT_min: Optional[float] = None | |
| POS_CNT_INSTALMENT_FUTURE_min: Optional[float] = None | |
| POS_SK_DPD_mean: Optional[float] = None | |
| POS_SK_DPD_min: Optional[float] = None | |
| POS_SK_DPD_DEF_max: Optional[float] = None | |
| POS_SK_DPD_DEF_min: Optional[bool] = None | |
| POS_NAME_CONTRACT_STATUS_NUNIQUE: Optional[float] = None | |
| POS_NAME_CONTRACT_STATUS_Amortized_debt: Optional[float] = None | |
| POS_NAME_CONTRACT_STATUS_Approved: Optional[float] = None | |
| POS_NAME_CONTRACT_STATUS_Canceled: Optional[bool] = None | |
| POS_NAME_CONTRACT_STATUS_Completed: Optional[float] = None | |
| POS_NAME_CONTRACT_STATUS_Returned_to_the_store: Optional[float] = None | |
| POS_NAME_CONTRACT_STATUS_Signed: Optional[float] = None | |
| POS_NAME_CONTRACT_STATUS_XNA: Optional[bool] = None | |
| # --- Configuration du modèle --- | |
| # model_config = { | |
| # "json_schema_extra": { | |
| # "example": { | |
| # "SK_ID_CURR": 309251, | |
| # "NAME_CONTRACT_TYPE": "Cash loans", | |
| # "CODE_GENDER": "F", | |
| # "FLAG_OWN_CAR": "N", | |
| # "FLAG_OWN_REALTY": "Y", | |
| # "CNT_CHILDREN": 0, | |
| # "AMT_INCOME_TOTAL": 67500.0, | |
| # "AMT_GOODS_PRICE": 225000.0, | |
| # "NAME_TYPE_SUITE": "Unaccompanied", | |
| # "NAME_INCOME_TYPE": "Working", | |
| # "NAME_EDUCATION_TYPE": "Secondary / secondary special", | |
| # "NAME_FAMILY_STATUS": "Married", | |
| # "NAME_HOUSING_TYPE": "House / apartment", | |
| # "REGION_POPULATION_RELATIVE": 0.0145199999999999, | |
| # "DAYS_BIRTH": -12489, | |
| # "DAYS_EMPLOYED": -632, | |
| # "DAYS_REGISTRATION": -5884.0, | |
| # "DAYS_ID_PUBLISH": -127, | |
| # "OWN_CAR_AGE": None, | |
| # "FLAG_MOBIL": True, | |
| # "FLAG_EMP_PHONE": True, | |
| # "FLAG_WORK_PHONE": False, | |
| # "FLAG_CONT_MOBILE": True, | |
| # "FLAG_PHONE": False, | |
| # "FLAG_EMAIL": True, | |
| # "OCCUPATION_TYPE": "Medicine staff", | |
| # "REGION_RATING_CLIENT_W_CITY": 2, | |
| # "WEEKDAY_APPR_PROCESS_START": "TUESDAY", | |
| # "HOUR_APPR_PROCESS_START": 7, | |
| # "REG_REGION_NOT_LIVE_REGION": False, | |
| # "REG_REGION_NOT_WORK_REGION": False, | |
| # "LIVE_REGION_NOT_WORK_REGION": False, | |
| # "REG_CITY_NOT_LIVE_CITY": False, | |
| # "REG_CITY_NOT_WORK_CITY": False, | |
| # "LIVE_CITY_NOT_WORK_CITY": False, | |
| # "ORGANIZATION_TYPE": "Medicine", | |
| # "EXT_SOURCE_1": 0.2991537403878965, | |
| # "EXT_SOURCE_2": 0.3349769787490031, | |
| # "EXT_SOURCE_3": None, | |
| # "BASEMENTAREA_AVG": None, | |
| # "ELEVATORS_AVG": None, | |
| # "ENTRANCES_AVG": None, | |
| # "FLOORSMAX_AVG": None, | |
| # "NONLIVINGAPARTMENTS_AVG": None, | |
| # "NONLIVINGAREA_AVG": None, | |
| # "YEARS_BEGINEXPLUATATION_MEDI": None, | |
| # "YEARS_BUILD_MEDI": None, | |
| # "COMMONAREA_MEDI": None, | |
| # "LANDAREA_MEDI": None, | |
| # "FONDKAPREMONT_MODE": None, | |
| # "HOUSETYPE_MODE": None, | |
| # "WALLSMATERIAL_MODE": None, | |
| # "EMERGENCYSTATE_MODE": None, | |
| # "OBS_30_CNT_SOCIAL_CIRCLE": 0.0, | |
| # "DEF_30_CNT_SOCIAL_CIRCLE": 0.0, | |
| # "DAYS_LAST_PHONE_CHANGE": -581.0, | |
| # "FLAG_DOCUMENT_2": False, | |
| # "FLAG_DOCUMENT_3": True, | |
| # "FLAG_DOCUMENT_4": False, | |
| # "FLAG_DOCUMENT_5": False, | |
| # "FLAG_DOCUMENT_6": False, | |
| # "FLAG_DOCUMENT_7": False, | |
| # "FLAG_DOCUMENT_8": False, | |
| # "FLAG_DOCUMENT_9": False, | |
| # "FLAG_DOCUMENT_10": False, | |
| # "FLAG_DOCUMENT_11": False, | |
| # "FLAG_DOCUMENT_12": False, | |
| # "FLAG_DOCUMENT_13": False, | |
| # "FLAG_DOCUMENT_14": False, | |
| # "FLAG_DOCUMENT_15": False, | |
| # "FLAG_DOCUMENT_16": False, | |
| # "FLAG_DOCUMENT_17": False, | |
| # "FLAG_DOCUMENT_18": False, | |
| # "FLAG_DOCUMENT_19": False, | |
| # "FLAG_DOCUMENT_20": False, | |
| # "FLAG_DOCUMENT_21": False, | |
| # "AMT_REQ_CREDIT_BUREAU_HOUR": 0.0, | |
| # "AMT_REQ_CREDIT_BUREAU_DAY": 0.0, | |
| # "AMT_REQ_CREDIT_BUREAU_WEEK": 0.0, | |
| # "AMT_REQ_CREDIT_BUREAU_MON": 0.0, | |
| # "AMT_REQ_CREDIT_BUREAU_QRT": 0.0, | |
| # "BUREAU_SK_ID_BUREAU_max": 6517759.0, | |
| # "BUREAU_DAYS_CREDIT_mean": -411.0, | |
| # "BUREAU_DAYS_CREDIT_max": -411.0, | |
| # "BUREAU_DAYS_CREDIT_min": -411.0, | |
| # "BUREAU_CREDIT_DAY_OVERDUE_mean": 0.0, | |
| # "BUREAU_CREDIT_DAY_OVERDUE_sum": 0.0, | |
| # "BUREAU_DAYS_CREDIT_ENDDATE_mean": 685.0, | |
| # "BUREAU_DAYS_CREDIT_ENDDATE_max": 685.0, | |
| # "BUREAU_DAYS_CREDIT_ENDDATE_min": 685.0, | |
| # "BUREAU_DAYS_CREDIT_ENDDATE_sum": 9590.0, | |
| # "BUREAU_DAYS_ENDDATE_FACT_max": None, | |
| # "BUREAU_DAYS_ENDDATE_FACT_sum": 0.0, | |
| # "BUREAU_AMT_CREDIT_MAX_OVERDUE_max": 0.0, | |
| # "BUREAU_CNT_CREDIT_PROLONG_max": 0.0, | |
| # "BUREAU_CNT_CREDIT_PROLONG_sum": 0.0, | |
| # "BUREAU_AMT_CREDIT_SUM_mean": 110646.0, | |
| # "BUREAU_AMT_CREDIT_SUM_min": 110646.0, | |
| # "BUREAU_AMT_CREDIT_SUM_sum": 1549044.0, | |
| # "BUREAU_AMT_CREDIT_SUM_DEBT_max": 87473.925, | |
| # "BUREAU_AMT_CREDIT_SUM_DEBT_sum": 1224634.95, | |
| # "BUREAU_AMT_CREDIT_SUM_LIMIT_mean": 0.0, | |
| # "BUREAU_AMT_CREDIT_SUM_LIMIT_sum": 0.0, | |
| # "BUREAU_AMT_CREDIT_SUM_OVERDUE_max": 0.0, | |
| # "BUREAU_AMT_CREDIT_SUM_OVERDUE_sum": 0.0, | |
| # "BUREAU_AMT_ANNUITY_mean": 6120.0, | |
| # "BUREAU_AMT_ANNUITY_min": 6120.0, | |
| # "BUREAU_MONTHS_BALANCE_max": 0.0, | |
| # "BUREAU_CREDIT_ACTIVE_NUNIQUE": 1.0, | |
| # "BUREAU_CREDIT_CURRENCY_NUNIQUE": 1.0, | |
| # "BUREAU_CREDIT_TYPE_NUNIQUE": 1.0, | |
| # "BUREAU_STATUS_NUNIQUE": 1.0, | |
| # "BUREAU_CREDIT_ACTIVE_Bad_debt": 0.0, | |
| # "BUREAU_CREDIT_ACTIVE_Sold": 0.0, | |
| # "BUREAU_CREDIT_CURRENCY_currency_2": 0.0, | |
| # "BUREAU_CREDIT_CURRENCY_currency_3": 0.0, | |
| # "BUREAU_CREDIT_CURRENCY_currency_4": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Another_type_of_loan": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Car_loan": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Cash_loan__non_earmarked_": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Interbank_credit": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Loan_for_business_development": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Loan_for_purchase_of_shares__margin_lending_": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Loan_for_the_purchase_of_equipment": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Loan_for_working_capital_replenishment": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Microloan": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Mobile_operator_loan": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Mortgage": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Real_estate_loan": 0.0, | |
| # "BUREAU_CREDIT_TYPE_Unknown_type_of_loan": 0.0, | |
| # "BUREAU_STATUS_1": 0.0, | |
| # "BUREAU_STATUS_2": 0.0, | |
| # "BUREAU_STATUS_4": 0.0, | |
| # "BUREAU_STATUS_5": 0.0, | |
| # "PREV_AMT_ANNUITY_mean": 11570.876999999999, | |
| # "PREV_AMT_ANNUITY_min": 6750.0, | |
| # "PREV_AMT_APPLICATION_min": 0.0, | |
| # "PREV_AMT_DOWN_PAYMENT_sum": 7420.5, | |
| # "PREV_HOUR_APPR_PROCESS_START_mean": 8.7, | |
| # "PREV_NFLAG_LAST_APPL_IN_DAY_max": 1.0, | |
| # "PREV_NFLAG_LAST_APPL_IN_DAY_min": 1.0, | |
| # "PREV_RATE_DOWN_PAYMENT_max": 0.1039661288115612, | |
| # "PREV_RATE_DOWN_PAYMENT_sum": 0.1039661288115612, | |
| # "PREV_RATE_INTEREST_PRIMARY_max": None, | |
| # "PREV_RATE_INTEREST_PRIMARY_sum": 0.0, | |
| # "PREV_RATE_INTEREST_PRIVILEGED_max": None, | |
| # "PREV_SELLERPLACE_AREA_sum": 192.0, | |
| # "PREV_CNT_PAYMENT_max": 48.0, | |
| # "PREV_CNT_PAYMENT_min": 0.0, | |
| # "PREV_DAYS_FIRST_DRAWING_mean": 365243.0, | |
| # "PREV_DAYS_FIRST_DRAWING_max": 365243.0, | |
| # "PREV_DAYS_FIRST_DRAWING_sum": 730486.0, | |
| # "PREV_DAYS_FIRST_DUE_min": -547.0, | |
| # "PREV_DAYS_LAST_DUE_mean": -238.5, | |
| # "PREV_DAYS_LAST_DUE_min": -397.0, | |
| # "PREV_DAYS_TERMINATION_mean": -233.0, | |
| # "PREV_NFLAG_INSURED_ON_APPROVAL_sum": 0.0, | |
| # "PREV_NAME_PAYMENT_TYPE_NUNIQUE": 2.0, | |
| # "PREV_CODE_REJECT_REASON_NUNIQUE": 2.0, | |
| # "PREV_NAME_TYPE_SUITE_NUNIQUE": 1.0, | |
| # "PREV_NAME_CLIENT_TYPE_NUNIQUE": 2.0, | |
| # "PREV_NAME_PRODUCT_TYPE_NUNIQUE": 3.0, | |
| # "PREV_NAME_SELLER_INDUSTRY_NUNIQUE": 2.0, | |
| # "PREV_NAME_CONTRACT_TYPE_XNA": 0.0, | |
| # "PREV_WEEKDAY_APPR_PROCESS_START_FRIDAY": 0.0, | |
| # "PREV_WEEKDAY_APPR_PROCESS_START_MONDAY": 3.0, | |
| # "PREV_WEEKDAY_APPR_PROCESS_START_SATURDAY": 2.0, | |
| # "PREV_WEEKDAY_APPR_PROCESS_START_SUNDAY": 0.0, | |
| # "PREV_WEEKDAY_APPR_PROCESS_START_THURSDAY": 3.0, | |
| # "PREV_WEEKDAY_APPR_PROCESS_START_TUESDAY": 1.0, | |
| # "PREV_WEEKDAY_APPR_PROCESS_START_WEDNESDAY": 1.0, | |
| # "PREV_FLAG_LAST_APPL_PER_CONTRACT_N": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Building_a_house_or_an_annex": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Business_development": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Buying_a_garage": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Buying_a_holiday_home___land": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Buying_a_home": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Buying_a_new_car": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Buying_a_used_car": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Car_repairs": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Education": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Everyday_expenses": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Furniture": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Gasification___water_supply": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Hobby": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Journey": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Medicine": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Money_for_a_third_person": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Other": 1.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Payments_on_other_loans": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Purchase_of_electronic_equipment": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Refusal_to_name_the_goal": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Repairs": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Urgent_needs": 0.0, | |
| # "PREV_NAME_CASH_LOAN_PURPOSE_Wedding___gift___holiday": 0.0, | |
| # "PREV_NAME_CONTRACT_STATUS_Refused": 3.0, | |
| # "PREV_NAME_CONTRACT_STATUS_Unused_offer": 0.0, | |
| # "PREV_NAME_PAYMENT_TYPE_Cashless_from_the_account_of_the_employer": 0.0, | |
| # "PREV_NAME_PAYMENT_TYPE_Non_cash_from_your_account": 0.0, | |
| # "PREV_CODE_REJECT_REASON_LIMIT": 0.0, | |
| # "PREV_CODE_REJECT_REASON_SCO": 0.0, | |
| # "PREV_CODE_REJECT_REASON_SCOFR": 0.0, | |
| # "PREV_CODE_REJECT_REASON_SYSTEM": 0.0, | |
| # "PREV_CODE_REJECT_REASON_VERIF": 0.0, | |
| # "PREV_CODE_REJECT_REASON_XNA": 0.0, | |
| # "PREV_NAME_TYPE_SUITE_Children": 0.0, | |
| # "PREV_NAME_TYPE_SUITE_Family": 0.0, | |
| # "PREV_NAME_TYPE_SUITE_Group_of_people": 0.0, | |
| # "PREV_NAME_TYPE_SUITE_Other_A": 0.0, | |
| # "PREV_NAME_TYPE_SUITE_Other_B": 0.0, | |
| # "PREV_NAME_TYPE_SUITE_Spouse__partner": 0.0, | |
| # "PREV_NAME_CLIENT_TYPE_New": 1.0, | |
| # "PREV_NAME_CLIENT_TYPE_Refreshed": 0.0, | |
| # "PREV_NAME_CLIENT_TYPE_XNA": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Additional_Service": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Animals": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Audio_Video": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Auto_Accessories": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Clothing_and_Accessories": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Computers": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Consumer_Electronics": 2.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Direct_Sales": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Education": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Fitness": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Gardening": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Homewares": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Insurance": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Jewelry": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Medical_Supplies": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Medicine": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Office_Appliances": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Other": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Photo___Cinema_Equipment": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Sport_and_Leisure": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Tourism": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Vehicles": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_Weapon": 0.0, | |
| # "PREV_NAME_GOODS_CATEGORY_XNA": 8.0, | |
| # "PREV_NAME_PORTFOLIO_POS": 2.0, | |
| # "PREV_NAME_PRODUCT_TYPE_walk_in": 1.0, | |
| # "PREV_CHANNEL_TYPE_AP___Cash_loan_": 0.0, | |
| # "PREV_CHANNEL_TYPE_Car_dealer": 0.0, | |
| # "PREV_CHANNEL_TYPE_Channel_of_corporate_sales": 0.0, | |
| # "PREV_CHANNEL_TYPE_Contact_center": 1.0, | |
| # "PREV_CHANNEL_TYPE_Regional___Local": 0.0, | |
| # "PREV_CHANNEL_TYPE_Stone": 2.0, | |
| # "PREV_NAME_SELLER_INDUSTRY_Auto_technology": 0.0, | |
| # "PREV_NAME_SELLER_INDUSTRY_Connectivity": 0.0, | |
| # "PREV_NAME_SELLER_INDUSTRY_Construction": 0.0, | |
| # "PREV_NAME_SELLER_INDUSTRY_Industry": 0.0, | |
| # "PREV_NAME_SELLER_INDUSTRY_Jewelry": 0.0, | |
| # "PREV_NAME_SELLER_INDUSTRY_MLM_partners": 0.0, | |
| # "PREV_NAME_SELLER_INDUSTRY_Tourism": 0.0, | |
| # "PREV_NAME_YIELD_GROUP_XNA": 6.0, | |
| # "PREV_NAME_YIELD_GROUP_low_action": 1.0, | |
| # "PREV_NAME_YIELD_GROUP_low_normal": 0.0, | |
| # "PREV_PRODUCT_COMBINATION_Card_Street": 1.0, | |
| # "PREV_PRODUCT_COMBINATION_Cash_Street__high": 0.0, | |
| # "PREV_PRODUCT_COMBINATION_Cash_Street__low": 1.0, | |
| # "PREV_PRODUCT_COMBINATION_Cash_Street__middle": 0.0, | |
| # "PREV_PRODUCT_COMBINATION_Cash_X_Sell__high": 0.0, | |
| # "PREV_PRODUCT_COMBINATION_Cash_X_Sell__middle": 1.0, | |
| # "PREV_PRODUCT_COMBINATION_POS_industry_with_interest": 0.0, | |
| # "PREV_PRODUCT_COMBINATION_POS_industry_without_interest": 0.0, | |
| # "PREV_PRODUCT_COMBINATION_POS_mobile_without_interest": 0.0, | |
| # "PREV_PRODUCT_COMBINATION_POS_other_with_interest": 0.0, | |
| # "PREV_PRODUCT_COMBINATION_POS_others_without_interest": 0.0, | |
| # "INST_PAY_NUM_INSTALMENT_VERSION_mean": 1.0588235294117647, | |
| # "INST_PAY_DAYS_ENTRY_PAYMENT_mean": -338.7647058823529, | |
| # "INST_PAY_DAYS_ENTRY_PAYMENT_min": -561.0, | |
| # "INST_PAY_AMT_PAYMENT_mean": 13291.133823529412, | |
| # "INST_PAY_AMT_PAYMENT_min": 12423.96, | |
| # "INST_PAY_AMT_PAYMENT_sum": 225949.275, | |
| # "INST_PAY_PAYMENT_DELAY_mean": -23.352941176470587, | |
| # "INST_PAY_PAYMENT_DELAY_max": -2.0, | |
| # "INST_PAY_PAYMENT_DELAY_min": -41.0, | |
| # "INST_PAY_PAYMENT_DELAY_sum": -397.0, | |
| # "INST_PAY_PAYMENT_RATIO_mean": 1.0, | |
| # "INST_PAY_PAYMENT_RATIO_min": 1.0, | |
| # "CC_MONTHS_BALANCE_mean": None, | |
| # "CC_MONTHS_BALANCE_max": None, | |
| # "CC_AMT_BALANCE_mean": None, | |
| # "CC_AMT_CREDIT_LIMIT_ACTUAL_max": None, | |
| # "CC_AMT_CREDIT_LIMIT_ACTUAL_sum": None, | |
| # "CC_AMT_DRAWINGS_ATM_CURRENT_mean": None, | |
| # "CC_AMT_DRAWINGS_ATM_CURRENT_sum": None, | |
| # "CC_AMT_DRAWINGS_CURRENT_mean": None, | |
| # "CC_AMT_DRAWINGS_CURRENT_max": None, | |
| # "CC_AMT_DRAWINGS_CURRENT_min": None, | |
| # "CC_AMT_DRAWINGS_POS_CURRENT_min": None, | |
| # "CC_AMT_INST_MIN_REGULARITY_min": None, | |
| # "CC_AMT_PAYMENT_CURRENT_min": None, | |
| # "CC_AMT_PAYMENT_TOTAL_CURRENT_max": None, | |
| # "CC_CNT_DRAWINGS_ATM_CURRENT_mean": None, | |
| # "CC_CNT_DRAWINGS_ATM_CURRENT_min": None, | |
| # "CC_CNT_DRAWINGS_ATM_CURRENT_sum": None, | |
| # "CC_CNT_DRAWINGS_CURRENT_max": None, | |
| # "CC_CNT_DRAWINGS_CURRENT_min": None, | |
| # "CC_CNT_DRAWINGS_OTHER_CURRENT_mean": None, | |
| # "CC_CNT_DRAWINGS_OTHER_CURRENT_min": None, | |
| # "CC_SK_DPD_max": None, | |
| # "CC_SK_DPD_DEF_max": None, | |
| # "CC_UTILIZATION_mean": None, | |
| # "CC_UTILIZATION_max": None, | |
| # "CC_UTILIZATION_min": None, | |
| # "CC_PAYMENT_RATIO_max": None, | |
| # "CC_PAYMENT_RATIO_min": None, | |
| # "CC_NAME_CONTRACT_STATUS_NUNIQUE": None, | |
| # "CC_NAME_CONTRACT_STATUS_Approved": None, | |
| # "CC_NAME_CONTRACT_STATUS_Completed": None, | |
| # "CC_NAME_CONTRACT_STATUS_Refused": None, | |
| # "CC_NAME_CONTRACT_STATUS_Sent_proposal": None, | |
| # "CC_NAME_CONTRACT_STATUS_Signed": None, | |
| # "POS_CNT_INSTALMENT_min": 6.0, | |
| # "POS_CNT_INSTALMENT_FUTURE_min": 0.0, | |
| # "POS_SK_DPD_mean": 0.0, | |
| # "POS_SK_DPD_min": 0.0, | |
| # "POS_SK_DPD_DEF_max": 0.0, | |
| # "POS_SK_DPD_DEF_min": 0.0, | |
| # "POS_NAME_CONTRACT_STATUS_NUNIQUE": 3.0, | |
| # "POS_NAME_CONTRACT_STATUS_Amortized_debt": 0.0, | |
| # "POS_NAME_CONTRACT_STATUS_Approved": 0.0, | |
| # "POS_NAME_CONTRACT_STATUS_Canceled": 0.0, | |
| # "POS_NAME_CONTRACT_STATUS_Completed": 2.0, | |
| # "POS_NAME_CONTRACT_STATUS_Returned_to_the_store": 0.0, | |
| # "POS_NAME_CONTRACT_STATUS_Signed": 1.0, | |
| # "POS_NAME_CONTRACT_STATUS_XNA": 0.0 | |
| # } | |
| # } | |
| # } |