Home Credit 固定分箱与五分区风险

Feature risk and stability analysis with source-aware tables, grouped bin comparisons, and native risk trend charts.

Features: 119
PSI > 0.25 的特征(任一标签触发): 0
Trend Metrics: 7
Group By: dataset_flag
Jumps to the matching row in Summary. Charts are also searchable.
Data Source
Export uses Summary expression + Data Source only. Global and local searches only affect display.
Dataset ContextBusiness MetadataSummaryMissing By DayTrend TablesGrouped PivotCharts
Dataset Context
Dataset context, grouping setup, and target-level baseline stats.
Rows
356255
Features
119
Profile By
dataset_flag
Groups
5
Time Range
2026-01-01 ~ 2026-07-31
Targets
TARGET
Event Rate
TARGET: 8.07%
Business Metadata

FeatureMetadata

feature display_name dtype data_source description unit
NAME_CONTRACT_TYPE 贷款合同类型 String Home Credit 2018 application_{train|test}.csv Identification if loan is cash or revolving 未公开
CODE_GENDER 客户性别 String Home Credit 2018 application_{train|test}.csv Gender of the client 未公开
FLAG_OWN_CAR 是否拥有汽车 String Home Credit 2018 application_{train|test}.csv Flag if the client owns a car 未公开
FLAG_OWN_REALTY 是否拥有住宅 String Home Credit 2018 application_{train|test}.csv Flag if client owns a house or flat 未公开
CNT_CHILDREN 子女人数 Int64 Home Credit 2018 application_{train|test}.csv Number of children the client has 次数或人数(按官方定义)
AMT_INCOME_TOTAL 客户收入 Float64 Home Credit 2018 application_{train|test}.csv Income of the client 原始金额单位(币种未公开)
AMT_ANNUITY 贷款年金 Float64 Home Credit 2018 application_{train|test}.csv Loan annuity 原始金额单位(币种未公开)
AMT_GOODS_PRICE 贷款对应商品价格 Float64 Home Credit 2018 application_{train|test}.csv For consumer loans it is the price of the goods for which the loan is given 原始金额单位(币种未公开)
NAME_TYPE_SUITE 申请时陪同人员类型 String Home Credit 2018 application_{train|test}.csv Who was accompanying client when he was applying for the loan 未公开
NAME_INCOME_TYPE 收入类型 String Home Credit 2018 application_{train|test}.csv Clients income type (businessman, working, maternity leave,…) 未公开
NAME_EDUCATION_TYPE 最高教育程度 String Home Credit 2018 application_{train|test}.csv Level of highest education the client achieved 未公开
NAME_FAMILY_STATUS 家庭状态 String Home Credit 2018 application_{train|test}.csv Family status of the client 未公开
NAME_HOUSING_TYPE 居住情况 String Home Credit 2018 application_{train|test}.csv What is the housing situation of the client (renting, living with parents, ...) 未公开
REGION_POPULATION_RELATIVE 居住地区归一化人口规模 Float64 Home Credit 2018 application_{train|test}.csv Normalized population of region where client lives (higher number means the client lives in more populated region) 归一化值(无量纲)
DAYS_BIRTH 申请时年龄天数(原始值) Int64 Home Credit 2018 application_{train|test}.csv Client's age in days at the time of application 天(相对申请日,保留原始符号)
DAYS_EMPLOYED 开始当前工作相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv How many days before the application the person started current employment 天(相对申请日,保留原始符号)
DAYS_REGISTRATION 变更登记相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv How many days before the application did client change his registration 天(相对申请日,保留原始符号)
DAYS_ID_PUBLISH 变更身份证件相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv How many days before the application did client change the identity document with which he applied for the loan 天(相对申请日,保留原始符号)
OWN_CAR_AGE 汽车年龄 Float64 Home Credit 2018 application_{train|test}.csv Age of client's car 未公开
FLAG_MOBIL 是否提供手机号码 Int64 Home Credit 2018 application_{train|test}.csv Did client provide mobile phone (1=YES, 0=NO) 未公开
FLAG_EMP_PHONE 是否提供工作电话 Int64 Home Credit 2018 application_{train|test}.csv Did client provide work phone (1=YES, 0=NO) 未公开
FLAG_WORK_PHONE 是否提供家庭电话(官方字段说明) Int64 Home Credit 2018 application_{train|test}.csv Did client provide home phone (1=YES, 0=NO) 未公开
FLAG_CONT_MOBILE 手机是否可联系 Int64 Home Credit 2018 application_{train|test}.csv Was mobile phone reachable (1=YES, 0=NO) 未公开
FLAG_PHONE 是否提供家庭电话 Int64 Home Credit 2018 application_{train|test}.csv Did client provide home phone (1=YES, 0=NO) 未公开
FLAG_EMAIL 是否提供电子邮箱 Int64 Home Credit 2018 application_{train|test}.csv Did client provide email (1=YES, 0=NO) 未公开
OCCUPATION_TYPE 职业类型 String Home Credit 2018 application_{train|test}.csv What kind of occupation does the client have 未公开
CNT_FAM_MEMBERS 家庭成员人数 Float64 Home Credit 2018 application_{train|test}.csv How many family members does client have 次数或人数(按官方定义)
REGION_RATING_CLIENT 居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv Our rating of the region where client lives (1,2,3) 未公开
REGION_RATING_CLIENT_W_CITY 考虑城市的居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv Our rating of the region where client lives with taking city into account (1,2,3) 未公开
WEEKDAY_APPR_PROCESS_START 申请星期 String Home Credit 2018 application_{train|test}.csv On which day of the week did the client apply for the loan 未公开
HOUR_APPR_PROCESS_START 申请大致小时 Int64 Home Credit 2018 application_{train|test}.csv Approximately at what hour did the client apply for the loan 未公开
REG_REGION_NOT_LIVE_REGION 永久与联系地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv Flag if client's permanent address does not match contact address (1=different, 0=same, at region level) 未公开
REG_REGION_NOT_WORK_REGION 永久与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv Flag if client's permanent address does not match work address (1=different, 0=same, at region level) 未公开
LIVE_REGION_NOT_WORK_REGION 联系与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv Flag if client's contact address does not match work address (1=different, 0=same, at region level) 未公开
REG_CITY_NOT_LIVE_CITY 永久与联系地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv Flag if client's permanent address does not match contact address (1=different, 0=same, at city level) 未公开
REG_CITY_NOT_WORK_CITY 永久与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv Flag if client's permanent address does not match work address (1=different, 0=same, at city level) 未公开
LIVE_CITY_NOT_WORK_CITY 联系与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv Flag if client's contact address does not match work address (1=different, 0=same, at city level) 未公开
ORGANIZATION_TYPE 工作单位类型 String Home Credit 2018 application_{train|test}.csv Type of organization where client works 未公开
EXT_SOURCE_1 外部来源分 1 Float64 Home Credit 2018 application_{train|test}.csv Normalized score from external data source 归一化值(无量纲)
EXT_SOURCE_2 外部来源分 2 Float64 Home Credit 2018 application_{train|test}.csv Normalized score from external data source 归一化值(无量纲)
EXT_SOURCE_3 外部来源分 3 Float64 Home Credit 2018 application_{train|test}.csv Normalized score from external data source 归一化值(无量纲)
APARTMENTS_AVG 建筑公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
BASEMENTAREA_AVG 地下室面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
YEARS_BEGINEXPLUATATION_AVG 建筑开始使用年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
YEARS_BUILD_AVG 建筑建成年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
COMMONAREA_AVG 公共区域面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
ELEVATORS_AVG 电梯数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
ENTRANCES_AVG 入口数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
FLOORSMAX_AVG 最高楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
FLOORSMIN_AVG 最低楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
LANDAREA_AVG 土地面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
LIVINGAPARTMENTS_AVG 居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
LIVINGAREA_AVG 居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
NONLIVINGAPARTMENTS_AVG 非居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
NONLIVINGAREA_AVG 非居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
APARTMENTS_MODE 建筑公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
BASEMENTAREA_MODE 地下室面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
YEARS_BEGINEXPLUATATION_MODE 建筑开始使用年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
YEARS_BUILD_MODE 建筑建成年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
COMMONAREA_MODE 公共区域面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
ELEVATORS_MODE 电梯数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
ENTRANCES_MODE 入口数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
FLOORSMAX_MODE 最高楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
FLOORSMIN_MODE 最低楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
LANDAREA_MODE 土地面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
LIVINGAPARTMENTS_MODE 居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
LIVINGAREA_MODE 居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
NONLIVINGAPARTMENTS_MODE 非居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
NONLIVINGAREA_MODE 非居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
APARTMENTS_MEDI 建筑公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
BASEMENTAREA_MEDI 地下室面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
YEARS_BEGINEXPLUATATION_MEDI 建筑开始使用年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
YEARS_BUILD_MEDI 建筑建成年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
COMMONAREA_MEDI 公共区域面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
ELEVATORS_MEDI 电梯数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
ENTRANCES_MEDI 入口数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
FLOORSMAX_MEDI 最高楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
FLOORSMIN_MEDI 最低楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
LANDAREA_MEDI 土地面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
LIVINGAPARTMENTS_MEDI 居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
LIVINGAREA_MEDI 居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
NONLIVINGAPARTMENTS_MEDI 非居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
NONLIVINGAREA_MEDI 非居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
FONDKAPREMONT_MODE 建筑信息 FONDKAPREMONT 众数(细项未公开) String Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
HOUSETYPE_MODE 住房类型众数 String Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
TOTALAREA_MODE 建筑总面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
WALLSMATERIAL_MODE 墙体材料众数 String Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
EMERGENCYSTATE_MODE 建筑状态信息众数(细项未公开) String Home Credit 2018 application_{train|test}.csv Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor 归一化值(无量纲)
OBS_30_CNT_SOCIAL_CIRCLE 社交圈可观察的 30 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv How many observation of client's social surroundings with observable 30 DPD (days past due) default 次数或人数(按官方定义)
DEF_30_CNT_SOCIAL_CIRCLE 社交圈发生 30 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv How many observation of client's social surroundings defaulted on 30 DPD (days past due) 次数或人数(按官方定义)
OBS_60_CNT_SOCIAL_CIRCLE 社交圈可观察的 60 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv How many observation of client's social surroundings with observable 60 DPD (days past due) default 次数或人数(按官方定义)
DEF_60_CNT_SOCIAL_CIRCLE 社交圈发生 60 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv How many observation of client's social surroundings defaulted on 60 (days past due) DPD 次数或人数(按官方定义)
DAYS_LAST_PHONE_CHANGE 更换电话相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv How many days before application did client change phone 天(相对申请日,保留原始符号)
FLAG_DOCUMENT_2 是否提供文件 2 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 2 未公开
FLAG_DOCUMENT_3 是否提供文件 3 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 3 未公开
FLAG_DOCUMENT_4 是否提供文件 4 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 4 未公开
FLAG_DOCUMENT_5 是否提供文件 5 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 5 未公开
FLAG_DOCUMENT_6 是否提供文件 6 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 6 未公开
FLAG_DOCUMENT_7 是否提供文件 7 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 7 未公开
FLAG_DOCUMENT_8 是否提供文件 8 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 8 未公开
FLAG_DOCUMENT_9 是否提供文件 9 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 9 未公开
FLAG_DOCUMENT_10 是否提供文件 10 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 10 未公开
FLAG_DOCUMENT_11 是否提供文件 11 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 11 未公开
FLAG_DOCUMENT_12 是否提供文件 12 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 12 未公开
FLAG_DOCUMENT_13 是否提供文件 13 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 13 未公开
FLAG_DOCUMENT_14 是否提供文件 14 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 14 未公开
FLAG_DOCUMENT_15 是否提供文件 15 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 15 未公开
FLAG_DOCUMENT_16 是否提供文件 16 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 16 未公开
FLAG_DOCUMENT_17 是否提供文件 17 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 17 未公开
FLAG_DOCUMENT_18 是否提供文件 18 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 18 未公开
FLAG_DOCUMENT_19 是否提供文件 19 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 19 未公开
FLAG_DOCUMENT_20 是否提供文件 20 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 20 未公开
FLAG_DOCUMENT_21 是否提供文件 21 Int64 Home Credit 2018 application_{train|test}.csv Did client provide document 21 未公开
AMT_REQ_CREDIT_BUREAU_HOUR 申请前一小时征信查询次数 Float64 Home Credit 2018 application_{train|test}.csv Number of enquiries to Credit Bureau about the client one hour before application 次数或人数(按官方定义)
AMT_REQ_CREDIT_BUREAU_DAY 申请前一天征信查询次数(不含前一小时) Float64 Home Credit 2018 application_{train|test}.csv Number of enquiries to Credit Bureau about the client one day before application (excluding one hour before application) 次数或人数(按官方定义)
AMT_REQ_CREDIT_BUREAU_WEEK 申请前一周征信查询次数(不含前一天) Float64 Home Credit 2018 application_{train|test}.csv Number of enquiries to Credit Bureau about the client one week before application (excluding one day before application) 次数或人数(按官方定义)
AMT_REQ_CREDIT_BUREAU_MON 申请前一个月征信查询次数(不含前一周) Float64 Home Credit 2018 application_{train|test}.csv Number of enquiries to Credit Bureau about the client one month before application (excluding one week before application) 次数或人数(按官方定义)
AMT_REQ_CREDIT_BUREAU_QRT 申请前三个月征信查询次数(不含前一个月) Float64 Home Credit 2018 application_{train|test}.csv Number of enquiries to Credit Bureau about the client 3 month before application (excluding one month before application) 次数或人数(按官方定义)
AMT_REQ_CREDIT_BUREAU_YEAR 申请前一年征信查询次数(官方说明原文有歧义) Float64 Home Credit 2018 application_{train|test}.csv Number of enquiries to Credit Bureau about the client one day year (excluding last 3 months before application) 次数或人数(按官方定义)

BusinessContext

key value part parts
label_definition "unknown" 1 1
observation_window "unknown" 1 1
currency "unknown" 1 1
dataset_id "home-credit-default-risk-2018" 1 1
source "https://www.kaggle.com/competitions/home-credit-default-risk/data" 1 1
real_features {"source":"application_train.csv/application_test.csv","simulated":false,"derived_features_added":false} 1 1
target {"field":"TARGET","definition":"Target variable (1 - client with payment difficulties: he/she had late payment more than X days on at least one of the first Y installments of the loan in our sample, 0 - all other cases)","simulated":false,"available_in":"application_train.csv","unavailable_in":"application_test.csv","unobserved_value":null,"performance_window":"X/Y 未公开;不推断 bad30/bad60"} 1 1
date {"field":"APPLY_DATE","simulated":true,"train_range":["2026-01-01","2026-06-30"],"test_range":["2026-07-01","2026-07-31"],"limitation":"功能演示日期,不支持真实跨期泛化、季节性或线上漂移结论。"} 1 1
partitions {"field":"dataset_flag","simulated":true,"0train":"拟合、候选发现、开发筛选与 PSI 参考分布","1val":"验证或筛选;参与选择后不是最终独立评估","2test":"有标签独立评估,不等同于原始 application_test","3oot":"模拟时间外独立评估,不是真实业务 OOT","4_oot_undue":"原始比赛测试表,标签未公开;名称不代表真实贷款未到期"} 1 1
amount {"field":"AMT_CREDIT","unit":"原始金额单位","currency":"未公开","meaning":"贷款金额,不等于损失或利润","included_as_feature":false} 1 1
weights null 1 1
sample_scope "两个 application 文件的全部样本" 1 1
preparation_version "home-credit-2018-v1" 1 1
special_values {"DAYS_EMPLOYED":{"value":365243,"count":64648,"handling":"保留原值;该异常正值作为本字段的特殊值配置,不应用于其他字段。","meaning":"官方字段说明未解释此值,不推断实际就业时长。"}} 1 1
labels {"TARGET":{"definition":"Target variable (1 - client with payment difficulties: he/she had late payment more than X days on at least one of the first Y installments of the loan in our sample, 0 - all other cases)","positive_class":"unknown","negative_class":"unknown","performance_window":"X/Y 未公开;不推断 bad30/bad60","field":"TARGET","simulated":false,"available_in":"application_train.csv","unavailable_in":"application_test.csv","unobserved_value":null}} 1 1

ReportSemantics

key value part parts
report_type "MarsBinningReport" 1 1
report_id "d73396cc-4ad6-493e-a69a-0cd2a0a435e6" 1 1
format_version 1 1 1
source {"kind":"analysis","producer":"mars","input_provenance":"caller_provided_dataframe"} 1 1
context_source {"business_context":{"label_definition":"unknown","observation_window":"unknown","currency":"unknown","dataset_id":"user_provided","source":"user_provided","real_features":"user_provided","target":"user_provided","date":"user_provided","partitions":"user_provided","amount":"user_provided","weights":"user_provided","sample_scope":"user_provided","preparation_version":"user_provided","special_values":"user_provided","labels":"user_provided"},"parameters":"calculation"} 1 1
serialization {"non_finite":"tagged float: {$mars: float, value: nan/inf/-inf}","date":"ISO-8601","null":"missing; calculation state is separate"} 1 1
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Credit 2018 application_{train|test}.csv","OBS_30_CNT_SOCIAL_CIRCLE":"Home Credit 2018 application_{train|test}.csv","DEF_30_CNT_SOCIAL_CIRCLE":"Home Credit 2018 application_{train|test}.csv","OBS_60_CNT_SOCIAL_CIRCLE":"Home Credit 2018 application_{train|test}.csv","DEF_60_CNT_SOCIAL_CIRCLE":"Home Credit 2018 application_{train|test}.csv","DAYS_LAST_PHONE_CHANGE":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_2":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_3":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_4":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_5":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_6":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_7":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_8":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_9":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_10":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_11":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_12":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_13":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_14":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_15":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_16":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_17":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_18":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_19":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_20":"Home Credit 2018 application_{train|test}.csv","FLAG_DOCUMENT_21":"Home Credit 2018 application_{train|test}.csv","AMT_REQ_CREDIT_BUREAU_HOUR":"Home Credit 2018 application_{train|test}.csv","AMT_REQ_CREDIT_BUREAU_DAY":"Home Credit 2018 application_{train|test}.csv","AMT_REQ_CREDIT_BUREAU_WEEK":"Home Credit 2018 application_{train|test}.csv","AMT_REQ_CREDIT_BUREAU_MON":"Home Credit 2018 application_{train|test}.csv","AMT_REQ_CREDIT_BUREAU_QRT":"Home Credit 2018 application_{train|test}.csv","AMT_REQ_CREDIT_BUREAU_YEAR":"Home Credit 2018 application_{train|test}.csv"},"time_grain":"month","target_requested":"TARGET","has_target":true,"target_available":true,"feature_count":119,"profile_by_input":"dataset_flag","group_col":"mars_group","group_count":5,"feature_dtypes":{"NAME_CONTRACT_TYPE":"String","CODE_GENDER":"String","FLAG_OWN_CAR":"String","FLAG_OWN_REALTY":"String","CNT_CHILDREN":"Int64","AMT_INCOME_TOTAL":"Float64","AMT_ANNUITY":"Float64","AMT_GOODS_PRICE":"Float64","NAME_TYPE_SUITE":"String","NAME_INCOME_TYPE":"String","NAME_EDUCATION_TYPE":"String","NAME_FAMILY_STATUS":"String","NAME_HOUSING_TYPE":"String","REGION_POPULATION_RELATIVE":"Float64","DAYS_BIRTH":"Int64","DAYS_EMPLOYED":"Int64","DAYS_REGISTRATION":"Float64","DAYS_ID_PUBLISH":"Int64","OWN_CAR_AGE":"Float64","FLAG_MOBIL":"Int64","FLAG_EMP_PHONE":"Int64","FLAG_WORK_PHONE":"Int64","FLAG_CONT_MOBILE":"Int64","FLAG_PHONE":"Int64","FLAG_EMAIL":"Int64","OCCUPATION_TYPE":"String","CNT_FAM_MEMBERS":"Float64","REGION_RATING_CLIENT":"Int64","REGION_RATING_CLIENT_W_CITY":"Int64","WEEKDAY_APPR_PROCESS_START":"String","HOUR_APPR_PROCESS_START":"Int64","REG_REGION_NOT_LIVE_REGION":"Int64","REG_REGION_NOT_WORK_REGION":"Int64","LIVE_REGION_NOT_WORK_REGION":"Int64","REG_CITY_NOT_LIVE_CITY":"Int64","REG_CITY_NOT_WORK_CITY":"Int64","LIVE_CITY_NOT_WORK_CITY":"Int64","ORGANIZATION_TYPE":"String","EXT_SOURCE_1":"Float64","EXT_SOURCE_2":"Float64","EXT_SOURCE_3":"Float64","APARTMENTS_AVG":"Float64","BASEMENTAREA_AVG":"Float64","YEARS_BEGINEXPLUATATION_AVG":"Float64","YEARS_BUILD_AVG":"Float64","COMMONAREA_AVG":"Float64","ELEVATORS_AVG":"Float64","ENTRANCES_AVG":"Float64","FLOORSMAX_AVG":"Float64","FLOORSMIN_AVG":"Float64","LANDAREA_AVG":"Float64","LIVINGAPARTMENTS_AVG":"Float64","LIVINGAREA_AVG":"Float64","NONLIVINGAPARTMENTS_AVG":"Float64","NONLIVINGAREA_AVG":"Float64","APARTMENTS_MODE":"Float64","BASEMENTAREA_MODE":"Float64","YEARS_BEGINEXPLUATATION_MODE":"Float64","YEARS_BUILD_MODE":"Float64","COMMONAREA_MODE":"Float64","ELEVATORS_MODE":"Float64","ENTRANCES_MODE":"Float64","FLOORSMAX_MODE":"Float64","FLOORSMIN_MODE":"Float64","LANDAREA_MODE":"Float64","LIVINGAPARTMENTS_MODE":"Float64","LIVINGAREA_MODE":"Float64","NONLIVINGAPARTMENTS_MODE":"Float64","NONLIVINGAREA_MODE":"Float64","APARTMENTS_MEDI":"Float64","BASEMENTAREA_MEDI":"Float64","YEARS_BEGINEXPLUATATION_MEDI":"Float64","YEARS_BUILD_MEDI":"Float64","COMMONAREA_MEDI":"Float64","ELEVATORS_MEDI":"Float64","ENTRANCES_MEDI":"Float64","FLOORSMAX_MEDI":"Float64","FLOORSMIN_MEDI":"Float64","LANDAREA_MEDI":"Float64","LIVINGAPARTMENTS_MEDI":"Float64","LIVINGAREA_MEDI":"Float64","NONLIVINGAPARTMENTS_MEDI":"Float64","NONLIVINGAREA_MEDI":"Float64","FONDKAPREMONT_MODE":"String","HOUSETYPE_MODE":"String","TOTALAREA_MODE":"Float64","WALLSMATERIAL_MODE":"String","EMERGENCYSTATE_MODE":"String","OBS_30_CNT_SOCIAL_CIRCLE":"Float64","DEF_30_CNT_SOCIAL_CIRCLE":"Float64","OBS_60_CNT_SOCIAL_CIRCLE":"Float64","DEF_60_CNT_SOCIAL_CIRCLE":"Float64","DAYS_LAST_PHONE_CHANGE":"Float64","FLAG_DOCUMENT_2":"Int64","FLAG_DOCUMENT_3":"Int64","FLAG_DOCUMENT_4":"Int64","FLAG_DOCUMENT_5":"Int64","FLAG_DOCUMENT_6":"Int64","FLAG_DOCUMENT_7":"Int64","FLAG_DOCUMENT_8":"Int64","FLAG_DOCUMENT_9":"Int64","FLAG_DOCUMENT_10":"Int64","FLAG_DOCUMENT_11":"Int64","FLAG_DOCUMENT_12":"Int64","FLAG_DOCUMENT_13":"Int64","FLAG_DOCUMENT_14":"Int64","FLAG_DOCUMENT_15":"Int64","FLAG_DOCUMENT_16":"Int64","FLAG_DOCUMENT_17":"Int64","FLAG_DOCUMENT_18":"Int64","FLAG_DOCUMENT_19":"Int64","FLAG_DOCUMENT_20":"Int64","FLAG_DOCUMENT_21":"Int64","AMT_REQ_CREDIT_BUREAU_HOUR":"Float64","AMT_REQ_CREDIT_BUREAU_DAY":"Float64","AMT_REQ_CREDIT_BUREAU_WEEK":"Float64","AMT_REQ_CREDIT_BUREAU_MON":"Float64","AMT_REQ_CREDIT_BUREAU_QRT":"Float64","AMT_REQ_CREDIT_BUREAU_YEAR":"Float64"},"dt_col":"APPLY_DATE","start_dt":"2026-01-01","end_dt":"2026-07-31","targets":["TARGET"],"event_rate_by_target":{"TARGET":0.08072881945686496},"feature_start_aware_reference":false,"psi_include_missing":false,"psi_include_special":false,"risk_corr_baseline":"total","risk_corr_reference_source":"total","amount_col":"AMT_CREDIT","feature_start_reference_features":[],"feature_start_reference_dates":{},"group_context":{"input_group_col":"dataset_flag","internal_group_col":"mars_group","groups":[{"internal_value":"0train","display_value":"0train","start_dt":"2026-01-01","end_dt":"2026-05-07"},{"internal_value":"1val","display_value":"1val","start_dt":"2026-05-08","end_dt":"2026-05-25"},{"internal_value":"2test","display_value":"2test","start_dt":"2026-05-26","end_dt":"2026-06-12"},{"internal_value":"3oot","display_value":"3oot","start_dt":"2026-06-13","end_dt":"2026-06-30"},{"internal_value":"4_oot_undue","display_value":"4_oot_undue","start_dt":"2026-07-01","end_dt":"2026-07-31"}],"total_range":{"start_dt":"2026-01-01","end_dt":"2026-07-31"}}} 2 2
limitations ["只组织已有统计,未计算表不在目录中;失败和跳过见 parameters.diagnostics / fit_failures。","Null 不是数值 0;风险指标需结合标签表现状态,样本分布使用全样本。","比较前核对样本范围、权重、缺失/特殊箱、拟合来源、排序口径及参考来源;关联不代表因果。"] 1 1

CalculationStatus

feature display_name dtype data_source target group metric status reason
AMT_ANNUITY 贷款年金 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
AMT_GOODS_PRICE 贷款对应商品价格 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
AMT_INCOME_TOTAL 客户收入 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_DAY 申请前一天征信查询次数(不含前一小时) Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_HOUR 申请前一小时征信查询次数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_MON 申请前一个月征信查询次数(不含前一周) Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_QRT 申请前三个月征信查询次数(不含前一个月) Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_WEEK 申请前一周征信查询次数(不含前一天) Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_YEAR 申请前一年征信查询次数(官方说明原文有歧义) Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
APARTMENTS_AVG 建筑公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
APARTMENTS_MEDI 建筑公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
APARTMENTS_MODE 建筑公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
BASEMENTAREA_AVG 地下室面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
BASEMENTAREA_MEDI 地下室面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
BASEMENTAREA_MODE 地下室面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
CNT_CHILDREN 子女人数 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
CNT_FAM_MEMBERS 家庭成员人数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
CODE_GENDER 客户性别 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
COMMONAREA_AVG 公共区域面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
COMMONAREA_MEDI 公共区域面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
COMMONAREA_MODE 公共区域面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
DAYS_BIRTH 申请时年龄天数(原始值) Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
DAYS_EMPLOYED 开始当前工作相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
DAYS_ID_PUBLISH 变更身份证件相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
DAYS_LAST_PHONE_CHANGE 更换电话相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
DAYS_REGISTRATION 变更登记相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
DEF_30_CNT_SOCIAL_CIRCLE 社交圈发生 30 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
DEF_60_CNT_SOCIAL_CIRCLE 社交圈发生 60 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
ELEVATORS_AVG 电梯数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
ELEVATORS_MEDI 电梯数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
ELEVATORS_MODE 电梯数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
EMERGENCYSTATE_MODE 建筑状态信息众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
ENTRANCES_AVG 入口数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
ENTRANCES_MEDI 入口数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
ENTRANCES_MODE 入口数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
EXT_SOURCE_1 外部来源分 1 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
EXT_SOURCE_2 外部来源分 2 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
EXT_SOURCE_3 外部来源分 3 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_CONT_MOBILE 手机是否可联系 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_10 是否提供文件 10 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_11 是否提供文件 11 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_12 是否提供文件 12 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_13 是否提供文件 13 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_14 是否提供文件 14 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_15 是否提供文件 15 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_16 是否提供文件 16 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_17 是否提供文件 17 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_18 是否提供文件 18 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_19 是否提供文件 19 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_2 是否提供文件 2 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_20 是否提供文件 20 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_21 是否提供文件 21 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_3 是否提供文件 3 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_4 是否提供文件 4 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_5 是否提供文件 5 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_6 是否提供文件 6 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_7 是否提供文件 7 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_8 是否提供文件 8 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_DOCUMENT_9 是否提供文件 9 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_EMAIL 是否提供电子邮箱 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_EMP_PHONE 是否提供工作电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_MOBIL 是否提供手机号码 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_OWN_CAR 是否拥有汽车 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_OWN_REALTY 是否拥有住宅 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_PHONE 是否提供家庭电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLAG_WORK_PHONE 是否提供家庭电话(官方字段说明) Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLOORSMAX_AVG 最高楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLOORSMAX_MEDI 最高楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLOORSMAX_MODE 最高楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLOORSMIN_AVG 最低楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLOORSMIN_MEDI 最低楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FLOORSMIN_MODE 最低楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
FONDKAPREMONT_MODE 建筑信息 FONDKAPREMONT 众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
HOUR_APPR_PROCESS_START 申请大致小时 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
HOUSETYPE_MODE 住房类型众数 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
LANDAREA_AVG 土地面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
LANDAREA_MEDI 土地面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
LANDAREA_MODE 土地面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
LIVE_CITY_NOT_WORK_CITY 联系与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
LIVE_REGION_NOT_WORK_REGION 联系与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
LIVINGAPARTMENTS_AVG 居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
LIVINGAPARTMENTS_MEDI 居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
LIVINGAPARTMENTS_MODE 居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
LIVINGAREA_AVG 居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
LIVINGAREA_MEDI 居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
LIVINGAREA_MODE 居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
NAME_CONTRACT_TYPE 贷款合同类型 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
NAME_EDUCATION_TYPE 最高教育程度 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
NAME_FAMILY_STATUS 家庭状态 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
NAME_HOUSING_TYPE 居住情况 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
NAME_INCOME_TYPE 收入类型 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
NAME_TYPE_SUITE 申请时陪同人员类型 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
NONLIVINGAPARTMENTS_AVG 非居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
NONLIVINGAPARTMENTS_MEDI 非居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
NONLIVINGAPARTMENTS_MODE 非居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
NONLIVINGAREA_AVG 非居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
NONLIVINGAREA_MEDI 非居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
NONLIVINGAREA_MODE 非居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
OBS_30_CNT_SOCIAL_CIRCLE 社交圈可观察的 30 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
OBS_60_CNT_SOCIAL_CIRCLE 社交圈可观察的 60 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
OCCUPATION_TYPE 职业类型 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
ORGANIZATION_TYPE 工作单位类型 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
OWN_CAR_AGE 汽车年龄 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
REGION_POPULATION_RELATIVE 居住地区归一化人口规模 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
REGION_RATING_CLIENT 居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
REGION_RATING_CLIENT_W_CITY 考虑城市的居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
REG_CITY_NOT_LIVE_CITY 永久与联系地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
REG_CITY_NOT_WORK_CITY 永久与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
REG_REGION_NOT_LIVE_REGION 永久与联系地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
REG_REGION_NOT_WORK_REGION 永久与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
TOTALAREA_MODE 建筑总面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
WALLSMATERIAL_MODE 墙体材料众数 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
WEEKDAY_APPR_PROCESS_START 申请星期 String Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_AVG 建筑开始使用年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_MEDI 建筑开始使用年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_MODE 建筑开始使用年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
YEARS_BUILD_AVG 建筑建成年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
YEARS_BUILD_MEDI 建筑建成年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
YEARS_BUILD_MODE 建筑建成年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total risk_metrics computed NaN
AMT_ANNUITY 贷款年金 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
AMT_GOODS_PRICE 贷款对应商品价格 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
AMT_INCOME_TOTAL 客户收入 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_DAY 申请前一天征信查询次数(不含前一小时) Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_HOUR 申请前一小时征信查询次数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_MON 申请前一个月征信查询次数(不含前一周) Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_QRT 申请前三个月征信查询次数(不含前一个月) Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_WEEK 申请前一周征信查询次数(不含前一天) Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_YEAR 申请前一年征信查询次数(官方说明原文有歧义) Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
APARTMENTS_AVG 建筑公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
APARTMENTS_MEDI 建筑公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
APARTMENTS_MODE 建筑公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
BASEMENTAREA_AVG 地下室面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
BASEMENTAREA_MEDI 地下室面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
BASEMENTAREA_MODE 地下室面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
CNT_CHILDREN 子女人数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
CNT_FAM_MEMBERS 家庭成员人数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
CODE_GENDER 客户性别 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
COMMONAREA_AVG 公共区域面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
COMMONAREA_MEDI 公共区域面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
COMMONAREA_MODE 公共区域面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
DAYS_BIRTH 申请时年龄天数(原始值) Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
DAYS_EMPLOYED 开始当前工作相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
DAYS_ID_PUBLISH 变更身份证件相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
DAYS_LAST_PHONE_CHANGE 更换电话相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
DAYS_REGISTRATION 变更登记相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
DEF_30_CNT_SOCIAL_CIRCLE 社交圈发生 30 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
DEF_60_CNT_SOCIAL_CIRCLE 社交圈发生 60 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
ELEVATORS_AVG 电梯数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
ELEVATORS_MEDI 电梯数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
ELEVATORS_MODE 电梯数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
EMERGENCYSTATE_MODE 建筑状态信息众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
ENTRANCES_AVG 入口数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
ENTRANCES_MEDI 入口数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
ENTRANCES_MODE 入口数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
EXT_SOURCE_1 外部来源分 1 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
EXT_SOURCE_2 外部来源分 2 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
EXT_SOURCE_3 外部来源分 3 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_CONT_MOBILE 手机是否可联系 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_10 是否提供文件 10 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_11 是否提供文件 11 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_12 是否提供文件 12 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_13 是否提供文件 13 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_14 是否提供文件 14 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_15 是否提供文件 15 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_16 是否提供文件 16 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_17 是否提供文件 17 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_18 是否提供文件 18 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_19 是否提供文件 19 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_2 是否提供文件 2 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_20 是否提供文件 20 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_21 是否提供文件 21 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_3 是否提供文件 3 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_4 是否提供文件 4 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_5 是否提供文件 5 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_6 是否提供文件 6 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_7 是否提供文件 7 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_8 是否提供文件 8 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_DOCUMENT_9 是否提供文件 9 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_EMAIL 是否提供电子邮箱 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_EMP_PHONE 是否提供工作电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_MOBIL 是否提供手机号码 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_OWN_CAR 是否拥有汽车 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_OWN_REALTY 是否拥有住宅 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_PHONE 是否提供家庭电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLAG_WORK_PHONE 是否提供家庭电话(官方字段说明) Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLOORSMAX_AVG 最高楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLOORSMAX_MEDI 最高楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLOORSMAX_MODE 最高楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLOORSMIN_AVG 最低楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLOORSMIN_MEDI 最低楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FLOORSMIN_MODE 最低楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
FONDKAPREMONT_MODE 建筑信息 FONDKAPREMONT 众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
HOUR_APPR_PROCESS_START 申请大致小时 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
HOUSETYPE_MODE 住房类型众数 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
LANDAREA_AVG 土地面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
LANDAREA_MEDI 土地面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
LANDAREA_MODE 土地面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
LIVE_CITY_NOT_WORK_CITY 联系与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
LIVE_REGION_NOT_WORK_REGION 联系与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
LIVINGAPARTMENTS_AVG 居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
LIVINGAPARTMENTS_MEDI 居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
LIVINGAPARTMENTS_MODE 居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
LIVINGAREA_AVG 居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
LIVINGAREA_MEDI 居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
LIVINGAREA_MODE 居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
NAME_CONTRACT_TYPE 贷款合同类型 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
NAME_EDUCATION_TYPE 最高教育程度 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
NAME_FAMILY_STATUS 家庭状态 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
NAME_HOUSING_TYPE 居住情况 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
NAME_INCOME_TYPE 收入类型 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
NAME_TYPE_SUITE 申请时陪同人员类型 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
NONLIVINGAPARTMENTS_AVG 非居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
NONLIVINGAPARTMENTS_MEDI 非居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
NONLIVINGAPARTMENTS_MODE 非居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
NONLIVINGAREA_AVG 非居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
NONLIVINGAREA_MEDI 非居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
NONLIVINGAREA_MODE 非居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
OBS_30_CNT_SOCIAL_CIRCLE 社交圈可观察的 30 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
OBS_60_CNT_SOCIAL_CIRCLE 社交圈可观察的 60 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
OCCUPATION_TYPE 职业类型 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
ORGANIZATION_TYPE 工作单位类型 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
OWN_CAR_AGE 汽车年龄 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
REGION_POPULATION_RELATIVE 居住地区归一化人口规模 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
REGION_RATING_CLIENT 居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
REGION_RATING_CLIENT_W_CITY 考虑城市的居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
REG_CITY_NOT_LIVE_CITY 永久与联系地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
REG_CITY_NOT_WORK_CITY 永久与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
REG_REGION_NOT_LIVE_REGION 永久与联系地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
REG_REGION_NOT_WORK_REGION 永久与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
TOTALAREA_MODE 建筑总面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
WALLSMATERIAL_MODE 墙体材料众数 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
WEEKDAY_APPR_PROCESS_START 申请星期 String Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_AVG 建筑开始使用年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_MEDI 建筑开始使用年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_MODE 建筑开始使用年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
YEARS_BUILD_AVG 建筑建成年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
YEARS_BUILD_MEDI 建筑建成年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
YEARS_BUILD_MODE 建筑建成年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 0train risk_metrics computed NaN
AMT_ANNUITY 贷款年金 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
AMT_GOODS_PRICE 贷款对应商品价格 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
AMT_INCOME_TOTAL 客户收入 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_DAY 申请前一天征信查询次数(不含前一小时) Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_HOUR 申请前一小时征信查询次数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_MON 申请前一个月征信查询次数(不含前一周) Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_QRT 申请前三个月征信查询次数(不含前一个月) Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_WEEK 申请前一周征信查询次数(不含前一天) Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_YEAR 申请前一年征信查询次数(官方说明原文有歧义) Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
APARTMENTS_AVG 建筑公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
APARTMENTS_MEDI 建筑公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
APARTMENTS_MODE 建筑公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
BASEMENTAREA_AVG 地下室面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
BASEMENTAREA_MEDI 地下室面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
BASEMENTAREA_MODE 地下室面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
CNT_CHILDREN 子女人数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
CNT_FAM_MEMBERS 家庭成员人数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
CODE_GENDER 客户性别 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
COMMONAREA_AVG 公共区域面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
COMMONAREA_MEDI 公共区域面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
COMMONAREA_MODE 公共区域面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
DAYS_BIRTH 申请时年龄天数(原始值) Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
DAYS_EMPLOYED 开始当前工作相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
DAYS_ID_PUBLISH 变更身份证件相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
DAYS_LAST_PHONE_CHANGE 更换电话相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
DAYS_REGISTRATION 变更登记相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
DEF_30_CNT_SOCIAL_CIRCLE 社交圈发生 30 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
DEF_60_CNT_SOCIAL_CIRCLE 社交圈发生 60 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
ELEVATORS_AVG 电梯数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
ELEVATORS_MEDI 电梯数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
ELEVATORS_MODE 电梯数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
EMERGENCYSTATE_MODE 建筑状态信息众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
ENTRANCES_AVG 入口数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
ENTRANCES_MEDI 入口数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
ENTRANCES_MODE 入口数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
EXT_SOURCE_1 外部来源分 1 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
EXT_SOURCE_2 外部来源分 2 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
EXT_SOURCE_3 外部来源分 3 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_CONT_MOBILE 手机是否可联系 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_10 是否提供文件 10 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_11 是否提供文件 11 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_12 是否提供文件 12 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_13 是否提供文件 13 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_14 是否提供文件 14 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_15 是否提供文件 15 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_16 是否提供文件 16 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_17 是否提供文件 17 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_18 是否提供文件 18 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_19 是否提供文件 19 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_2 是否提供文件 2 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_20 是否提供文件 20 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_21 是否提供文件 21 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_3 是否提供文件 3 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_4 是否提供文件 4 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_5 是否提供文件 5 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_6 是否提供文件 6 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_7 是否提供文件 7 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_8 是否提供文件 8 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_DOCUMENT_9 是否提供文件 9 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_EMAIL 是否提供电子邮箱 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_EMP_PHONE 是否提供工作电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_MOBIL 是否提供手机号码 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_OWN_CAR 是否拥有汽车 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_OWN_REALTY 是否拥有住宅 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_PHONE 是否提供家庭电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLAG_WORK_PHONE 是否提供家庭电话(官方字段说明) Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLOORSMAX_AVG 最高楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLOORSMAX_MEDI 最高楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLOORSMAX_MODE 最高楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLOORSMIN_AVG 最低楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLOORSMIN_MEDI 最低楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FLOORSMIN_MODE 最低楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
FONDKAPREMONT_MODE 建筑信息 FONDKAPREMONT 众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
HOUR_APPR_PROCESS_START 申请大致小时 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
HOUSETYPE_MODE 住房类型众数 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
LANDAREA_AVG 土地面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
LANDAREA_MEDI 土地面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
LANDAREA_MODE 土地面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
LIVE_CITY_NOT_WORK_CITY 联系与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
LIVE_REGION_NOT_WORK_REGION 联系与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
LIVINGAPARTMENTS_AVG 居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
LIVINGAPARTMENTS_MEDI 居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
LIVINGAPARTMENTS_MODE 居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
LIVINGAREA_AVG 居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
LIVINGAREA_MEDI 居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
LIVINGAREA_MODE 居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
NAME_CONTRACT_TYPE 贷款合同类型 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
NAME_EDUCATION_TYPE 最高教育程度 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
NAME_FAMILY_STATUS 家庭状态 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
NAME_HOUSING_TYPE 居住情况 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
NAME_INCOME_TYPE 收入类型 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
NAME_TYPE_SUITE 申请时陪同人员类型 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
NONLIVINGAPARTMENTS_AVG 非居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
NONLIVINGAPARTMENTS_MEDI 非居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
NONLIVINGAPARTMENTS_MODE 非居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
NONLIVINGAREA_AVG 非居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
NONLIVINGAREA_MEDI 非居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
NONLIVINGAREA_MODE 非居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
OBS_30_CNT_SOCIAL_CIRCLE 社交圈可观察的 30 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
OBS_60_CNT_SOCIAL_CIRCLE 社交圈可观察的 60 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
OCCUPATION_TYPE 职业类型 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
ORGANIZATION_TYPE 工作单位类型 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
OWN_CAR_AGE 汽车年龄 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
REGION_POPULATION_RELATIVE 居住地区归一化人口规模 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
REGION_RATING_CLIENT 居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
REGION_RATING_CLIENT_W_CITY 考虑城市的居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
REG_CITY_NOT_LIVE_CITY 永久与联系地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
REG_CITY_NOT_WORK_CITY 永久与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
REG_REGION_NOT_LIVE_REGION 永久与联系地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
REG_REGION_NOT_WORK_REGION 永久与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
TOTALAREA_MODE 建筑总面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
WALLSMATERIAL_MODE 墙体材料众数 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
WEEKDAY_APPR_PROCESS_START 申请星期 String Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_AVG 建筑开始使用年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_MEDI 建筑开始使用年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_MODE 建筑开始使用年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
YEARS_BUILD_AVG 建筑建成年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
YEARS_BUILD_MEDI 建筑建成年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
YEARS_BUILD_MODE 建筑建成年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 1val risk_metrics computed NaN
AMT_ANNUITY 贷款年金 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
AMT_GOODS_PRICE 贷款对应商品价格 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
AMT_INCOME_TOTAL 客户收入 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_DAY 申请前一天征信查询次数(不含前一小时) Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_HOUR 申请前一小时征信查询次数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_MON 申请前一个月征信查询次数(不含前一周) Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_QRT 申请前三个月征信查询次数(不含前一个月) Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_WEEK 申请前一周征信查询次数(不含前一天) Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_YEAR 申请前一年征信查询次数(官方说明原文有歧义) Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
APARTMENTS_AVG 建筑公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
APARTMENTS_MEDI 建筑公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
APARTMENTS_MODE 建筑公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
BASEMENTAREA_AVG 地下室面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
BASEMENTAREA_MEDI 地下室面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
BASEMENTAREA_MODE 地下室面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
CNT_CHILDREN 子女人数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
CNT_FAM_MEMBERS 家庭成员人数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
CODE_GENDER 客户性别 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
COMMONAREA_AVG 公共区域面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
COMMONAREA_MEDI 公共区域面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
COMMONAREA_MODE 公共区域面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
DAYS_BIRTH 申请时年龄天数(原始值) Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
DAYS_EMPLOYED 开始当前工作相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
DAYS_ID_PUBLISH 变更身份证件相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
DAYS_LAST_PHONE_CHANGE 更换电话相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
DAYS_REGISTRATION 变更登记相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
DEF_30_CNT_SOCIAL_CIRCLE 社交圈发生 30 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
DEF_60_CNT_SOCIAL_CIRCLE 社交圈发生 60 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
ELEVATORS_AVG 电梯数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
ELEVATORS_MEDI 电梯数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
ELEVATORS_MODE 电梯数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
EMERGENCYSTATE_MODE 建筑状态信息众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
ENTRANCES_AVG 入口数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
ENTRANCES_MEDI 入口数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
ENTRANCES_MODE 入口数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
EXT_SOURCE_1 外部来源分 1 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
EXT_SOURCE_2 外部来源分 2 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
EXT_SOURCE_3 外部来源分 3 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_CONT_MOBILE 手机是否可联系 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_10 是否提供文件 10 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_11 是否提供文件 11 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_12 是否提供文件 12 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_13 是否提供文件 13 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_14 是否提供文件 14 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_15 是否提供文件 15 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_16 是否提供文件 16 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_17 是否提供文件 17 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_18 是否提供文件 18 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_19 是否提供文件 19 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_2 是否提供文件 2 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_20 是否提供文件 20 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_21 是否提供文件 21 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_3 是否提供文件 3 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_4 是否提供文件 4 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_5 是否提供文件 5 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_6 是否提供文件 6 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_7 是否提供文件 7 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_8 是否提供文件 8 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_DOCUMENT_9 是否提供文件 9 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_EMAIL 是否提供电子邮箱 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_EMP_PHONE 是否提供工作电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_MOBIL 是否提供手机号码 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_OWN_CAR 是否拥有汽车 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_OWN_REALTY 是否拥有住宅 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_PHONE 是否提供家庭电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLAG_WORK_PHONE 是否提供家庭电话(官方字段说明) Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLOORSMAX_AVG 最高楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLOORSMAX_MEDI 最高楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLOORSMAX_MODE 最高楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLOORSMIN_AVG 最低楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLOORSMIN_MEDI 最低楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FLOORSMIN_MODE 最低楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
FONDKAPREMONT_MODE 建筑信息 FONDKAPREMONT 众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
HOUR_APPR_PROCESS_START 申请大致小时 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
HOUSETYPE_MODE 住房类型众数 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
LANDAREA_AVG 土地面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
LANDAREA_MEDI 土地面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
LANDAREA_MODE 土地面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
LIVE_CITY_NOT_WORK_CITY 联系与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
LIVE_REGION_NOT_WORK_REGION 联系与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
LIVINGAPARTMENTS_AVG 居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
LIVINGAPARTMENTS_MEDI 居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
LIVINGAPARTMENTS_MODE 居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
LIVINGAREA_AVG 居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
LIVINGAREA_MEDI 居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
LIVINGAREA_MODE 居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
NAME_CONTRACT_TYPE 贷款合同类型 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
NAME_EDUCATION_TYPE 最高教育程度 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
NAME_FAMILY_STATUS 家庭状态 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
NAME_HOUSING_TYPE 居住情况 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
NAME_INCOME_TYPE 收入类型 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
NAME_TYPE_SUITE 申请时陪同人员类型 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
NONLIVINGAPARTMENTS_AVG 非居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
NONLIVINGAPARTMENTS_MEDI 非居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
NONLIVINGAPARTMENTS_MODE 非居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
NONLIVINGAREA_AVG 非居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
NONLIVINGAREA_MEDI 非居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
NONLIVINGAREA_MODE 非居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
OBS_30_CNT_SOCIAL_CIRCLE 社交圈可观察的 30 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
OBS_60_CNT_SOCIAL_CIRCLE 社交圈可观察的 60 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
OCCUPATION_TYPE 职业类型 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
ORGANIZATION_TYPE 工作单位类型 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
OWN_CAR_AGE 汽车年龄 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
REGION_POPULATION_RELATIVE 居住地区归一化人口规模 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
REGION_RATING_CLIENT 居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
REGION_RATING_CLIENT_W_CITY 考虑城市的居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
REG_CITY_NOT_LIVE_CITY 永久与联系地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
REG_CITY_NOT_WORK_CITY 永久与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
REG_REGION_NOT_LIVE_REGION 永久与联系地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
REG_REGION_NOT_WORK_REGION 永久与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
TOTALAREA_MODE 建筑总面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
WALLSMATERIAL_MODE 墙体材料众数 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
WEEKDAY_APPR_PROCESS_START 申请星期 String Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_AVG 建筑开始使用年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_MEDI 建筑开始使用年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_MODE 建筑开始使用年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
YEARS_BUILD_AVG 建筑建成年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
YEARS_BUILD_MEDI 建筑建成年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
YEARS_BUILD_MODE 建筑建成年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 2test risk_metrics computed NaN
AMT_ANNUITY 贷款年金 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
AMT_GOODS_PRICE 贷款对应商品价格 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
AMT_INCOME_TOTAL 客户收入 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_DAY 申请前一天征信查询次数(不含前一小时) Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_HOUR 申请前一小时征信查询次数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_MON 申请前一个月征信查询次数(不含前一周) Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_QRT 申请前三个月征信查询次数(不含前一个月) Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_WEEK 申请前一周征信查询次数(不含前一天) Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
AMT_REQ_CREDIT_BUREAU_YEAR 申请前一年征信查询次数(官方说明原文有歧义) Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
APARTMENTS_AVG 建筑公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
APARTMENTS_MEDI 建筑公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
APARTMENTS_MODE 建筑公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
BASEMENTAREA_AVG 地下室面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
BASEMENTAREA_MEDI 地下室面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
BASEMENTAREA_MODE 地下室面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
CNT_CHILDREN 子女人数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
CNT_FAM_MEMBERS 家庭成员人数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
CODE_GENDER 客户性别 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
COMMONAREA_AVG 公共区域面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
COMMONAREA_MEDI 公共区域面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
COMMONAREA_MODE 公共区域面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
DAYS_BIRTH 申请时年龄天数(原始值) Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
DAYS_EMPLOYED 开始当前工作相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
DAYS_ID_PUBLISH 变更身份证件相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
DAYS_LAST_PHONE_CHANGE 更换电话相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
DAYS_REGISTRATION 变更登记相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
DEF_30_CNT_SOCIAL_CIRCLE 社交圈发生 30 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
DEF_60_CNT_SOCIAL_CIRCLE 社交圈发生 60 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
ELEVATORS_AVG 电梯数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
ELEVATORS_MEDI 电梯数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
ELEVATORS_MODE 电梯数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
EMERGENCYSTATE_MODE 建筑状态信息众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
ENTRANCES_AVG 入口数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
ENTRANCES_MEDI 入口数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
ENTRANCES_MODE 入口数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
EXT_SOURCE_1 外部来源分 1 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
EXT_SOURCE_2 外部来源分 2 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
EXT_SOURCE_3 外部来源分 3 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_CONT_MOBILE 手机是否可联系 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_10 是否提供文件 10 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_11 是否提供文件 11 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_12 是否提供文件 12 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_13 是否提供文件 13 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_14 是否提供文件 14 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_15 是否提供文件 15 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_16 是否提供文件 16 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_17 是否提供文件 17 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_18 是否提供文件 18 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_19 是否提供文件 19 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_2 是否提供文件 2 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_20 是否提供文件 20 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_21 是否提供文件 21 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_3 是否提供文件 3 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_4 是否提供文件 4 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_5 是否提供文件 5 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_6 是否提供文件 6 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_7 是否提供文件 7 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_8 是否提供文件 8 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_DOCUMENT_9 是否提供文件 9 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_EMAIL 是否提供电子邮箱 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_EMP_PHONE 是否提供工作电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_MOBIL 是否提供手机号码 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_OWN_CAR 是否拥有汽车 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_OWN_REALTY 是否拥有住宅 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_PHONE 是否提供家庭电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLAG_WORK_PHONE 是否提供家庭电话(官方字段说明) Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLOORSMAX_AVG 最高楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLOORSMAX_MEDI 最高楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLOORSMAX_MODE 最高楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLOORSMIN_AVG 最低楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLOORSMIN_MEDI 最低楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FLOORSMIN_MODE 最低楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
FONDKAPREMONT_MODE 建筑信息 FONDKAPREMONT 众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
HOUR_APPR_PROCESS_START 申请大致小时 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
HOUSETYPE_MODE 住房类型众数 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
LANDAREA_AVG 土地面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
LANDAREA_MEDI 土地面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
LANDAREA_MODE 土地面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
LIVE_CITY_NOT_WORK_CITY 联系与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
LIVE_REGION_NOT_WORK_REGION 联系与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
LIVINGAPARTMENTS_AVG 居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
LIVINGAPARTMENTS_MEDI 居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
LIVINGAPARTMENTS_MODE 居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
LIVINGAREA_AVG 居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
LIVINGAREA_MEDI 居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
LIVINGAREA_MODE 居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
NAME_CONTRACT_TYPE 贷款合同类型 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
NAME_EDUCATION_TYPE 最高教育程度 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
NAME_FAMILY_STATUS 家庭状态 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
NAME_HOUSING_TYPE 居住情况 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
NAME_INCOME_TYPE 收入类型 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
NAME_TYPE_SUITE 申请时陪同人员类型 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
NONLIVINGAPARTMENTS_AVG 非居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
NONLIVINGAPARTMENTS_MEDI 非居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
NONLIVINGAPARTMENTS_MODE 非居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
NONLIVINGAREA_AVG 非居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
NONLIVINGAREA_MEDI 非居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
NONLIVINGAREA_MODE 非居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
OBS_30_CNT_SOCIAL_CIRCLE 社交圈可观察的 30 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
OBS_60_CNT_SOCIAL_CIRCLE 社交圈可观察的 60 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
OCCUPATION_TYPE 职业类型 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
ORGANIZATION_TYPE 工作单位类型 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
OWN_CAR_AGE 汽车年龄 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
REGION_POPULATION_RELATIVE 居住地区归一化人口规模 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
REGION_RATING_CLIENT 居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
REGION_RATING_CLIENT_W_CITY 考虑城市的居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
REG_CITY_NOT_LIVE_CITY 永久与联系地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
REG_CITY_NOT_WORK_CITY 永久与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
REG_REGION_NOT_LIVE_REGION 永久与联系地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
REG_REGION_NOT_WORK_REGION 永久与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
TOTALAREA_MODE 建筑总面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
WALLSMATERIAL_MODE 墙体材料众数 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
WEEKDAY_APPR_PROCESS_START 申请星期 String Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_AVG 建筑开始使用年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_MEDI 建筑开始使用年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
YEARS_BEGINEXPLUATATION_MODE 建筑开始使用年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
YEARS_BUILD_AVG 建筑建成年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
YEARS_BUILD_MEDI 建筑建成年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
YEARS_BUILD_MODE 建筑建成年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 3oot risk_metrics computed NaN
AMT_ANNUITY 贷款年金 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
AMT_GOODS_PRICE 贷款对应商品价格 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
AMT_INCOME_TOTAL 客户收入 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
AMT_REQ_CREDIT_BUREAU_DAY 申请前一天征信查询次数(不含前一小时) Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
AMT_REQ_CREDIT_BUREAU_HOUR 申请前一小时征信查询次数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
AMT_REQ_CREDIT_BUREAU_MON 申请前一个月征信查询次数(不含前一周) Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
AMT_REQ_CREDIT_BUREAU_QRT 申请前三个月征信查询次数(不含前一个月) Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
AMT_REQ_CREDIT_BUREAU_WEEK 申请前一周征信查询次数(不含前一天) Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
AMT_REQ_CREDIT_BUREAU_YEAR 申请前一年征信查询次数(官方说明原文有歧义) Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
APARTMENTS_AVG 建筑公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
APARTMENTS_MEDI 建筑公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
APARTMENTS_MODE 建筑公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
BASEMENTAREA_AVG 地下室面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
BASEMENTAREA_MEDI 地下室面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
BASEMENTAREA_MODE 地下室面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
CNT_CHILDREN 子女人数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
CNT_FAM_MEMBERS 家庭成员人数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
CODE_GENDER 客户性别 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
COMMONAREA_AVG 公共区域面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
COMMONAREA_MEDI 公共区域面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
COMMONAREA_MODE 公共区域面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
DAYS_BIRTH 申请时年龄天数(原始值) Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
DAYS_EMPLOYED 开始当前工作相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
DAYS_ID_PUBLISH 变更身份证件相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
DAYS_LAST_PHONE_CHANGE 更换电话相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
DAYS_REGISTRATION 变更登记相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
DEF_30_CNT_SOCIAL_CIRCLE 社交圈发生 30 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
DEF_60_CNT_SOCIAL_CIRCLE 社交圈发生 60 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
ELEVATORS_AVG 电梯数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
ELEVATORS_MEDI 电梯数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
ELEVATORS_MODE 电梯数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
EMERGENCYSTATE_MODE 建筑状态信息众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
ENTRANCES_AVG 入口数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
ENTRANCES_MEDI 入口数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
ENTRANCES_MODE 入口数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
EXT_SOURCE_1 外部来源分 1 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
EXT_SOURCE_2 外部来源分 2 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
EXT_SOURCE_3 外部来源分 3 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_CONT_MOBILE 手机是否可联系 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_10 是否提供文件 10 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_11 是否提供文件 11 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_12 是否提供文件 12 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_13 是否提供文件 13 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_14 是否提供文件 14 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_15 是否提供文件 15 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_16 是否提供文件 16 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_17 是否提供文件 17 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_18 是否提供文件 18 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_19 是否提供文件 19 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_2 是否提供文件 2 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_20 是否提供文件 20 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_21 是否提供文件 21 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_3 是否提供文件 3 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_4 是否提供文件 4 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_5 是否提供文件 5 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_6 是否提供文件 6 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_7 是否提供文件 7 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_8 是否提供文件 8 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_DOCUMENT_9 是否提供文件 9 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_EMAIL 是否提供电子邮箱 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_EMP_PHONE 是否提供工作电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_MOBIL 是否提供手机号码 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_OWN_CAR 是否拥有汽车 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_OWN_REALTY 是否拥有住宅 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_PHONE 是否提供家庭电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLAG_WORK_PHONE 是否提供家庭电话(官方字段说明) Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLOORSMAX_AVG 最高楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLOORSMAX_MEDI 最高楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLOORSMAX_MODE 最高楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLOORSMIN_AVG 最低楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLOORSMIN_MEDI 最低楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FLOORSMIN_MODE 最低楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
FONDKAPREMONT_MODE 建筑信息 FONDKAPREMONT 众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
HOUR_APPR_PROCESS_START 申请大致小时 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
HOUSETYPE_MODE 住房类型众数 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
LANDAREA_AVG 土地面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
LANDAREA_MEDI 土地面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
LANDAREA_MODE 土地面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
LIVE_CITY_NOT_WORK_CITY 联系与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
LIVE_REGION_NOT_WORK_REGION 联系与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
LIVINGAPARTMENTS_AVG 居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
LIVINGAPARTMENTS_MEDI 居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
LIVINGAPARTMENTS_MODE 居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
LIVINGAREA_AVG 居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
LIVINGAREA_MEDI 居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
LIVINGAREA_MODE 居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NAME_CONTRACT_TYPE 贷款合同类型 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NAME_EDUCATION_TYPE 最高教育程度 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NAME_FAMILY_STATUS 家庭状态 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NAME_HOUSING_TYPE 居住情况 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NAME_INCOME_TYPE 收入类型 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NAME_TYPE_SUITE 申请时陪同人员类型 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NONLIVINGAPARTMENTS_AVG 非居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NONLIVINGAPARTMENTS_MEDI 非居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NONLIVINGAPARTMENTS_MODE 非居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NONLIVINGAREA_AVG 非居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NONLIVINGAREA_MEDI 非居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NONLIVINGAREA_MODE 非居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
OBS_30_CNT_SOCIAL_CIRCLE 社交圈可观察的 30 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
OBS_60_CNT_SOCIAL_CIRCLE 社交圈可观察的 60 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
OCCUPATION_TYPE 职业类型 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
ORGANIZATION_TYPE 工作单位类型 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
OWN_CAR_AGE 汽车年龄 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
REGION_POPULATION_RELATIVE 居住地区归一化人口规模 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
REGION_RATING_CLIENT 居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
REGION_RATING_CLIENT_W_CITY 考虑城市的居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
REG_CITY_NOT_LIVE_CITY 永久与联系地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
REG_CITY_NOT_WORK_CITY 永久与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
REG_REGION_NOT_LIVE_REGION 永久与联系地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
REG_REGION_NOT_WORK_REGION 永久与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
TOTALAREA_MODE 建筑总面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
WALLSMATERIAL_MODE 墙体材料众数 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
WEEKDAY_APPR_PROCESS_START 申请星期 String Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
YEARS_BEGINEXPLUATATION_AVG 建筑开始使用年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
YEARS_BEGINEXPLUATATION_MEDI 建筑开始使用年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
YEARS_BEGINEXPLUATATION_MODE 建筑开始使用年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
YEARS_BUILD_AVG 建筑建成年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
YEARS_BUILD_MEDI 建筑建成年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
YEARS_BUILD_MODE 建筑建成年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET 4_oot_undue risk_metrics unobserved no_observed_labels
NAME_CONTRACT_TYPE 贷款合同类型 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
CODE_GENDER 客户性别 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_OWN_CAR 是否拥有汽车 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_OWN_REALTY 是否拥有住宅 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
CNT_CHILDREN 子女人数 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
AMT_INCOME_TOTAL 客户收入 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
AMT_ANNUITY 贷款年金 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
AMT_GOODS_PRICE 贷款对应商品价格 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
NAME_TYPE_SUITE 申请时陪同人员类型 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
NAME_INCOME_TYPE 收入类型 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
NAME_EDUCATION_TYPE 最高教育程度 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
NAME_FAMILY_STATUS 家庭状态 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
NAME_HOUSING_TYPE 居住情况 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
REGION_POPULATION_RELATIVE 居住地区归一化人口规模 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
DAYS_BIRTH 申请时年龄天数(原始值) Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
DAYS_EMPLOYED 开始当前工作相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
DAYS_REGISTRATION 变更登记相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
DAYS_ID_PUBLISH 变更身份证件相对申请的天数 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
OWN_CAR_AGE 汽车年龄 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_MOBIL 是否提供手机号码 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_EMP_PHONE 是否提供工作电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_WORK_PHONE 是否提供家庭电话(官方字段说明) Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_CONT_MOBILE 手机是否可联系 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_PHONE 是否提供家庭电话 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_EMAIL 是否提供电子邮箱 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
OCCUPATION_TYPE 职业类型 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
CNT_FAM_MEMBERS 家庭成员人数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
REGION_RATING_CLIENT 居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
REGION_RATING_CLIENT_W_CITY 考虑城市的居住地区评级 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
WEEKDAY_APPR_PROCESS_START 申请星期 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
HOUR_APPR_PROCESS_START 申请大致小时 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
REG_REGION_NOT_LIVE_REGION 永久与联系地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
REG_REGION_NOT_WORK_REGION 永久与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
LIVE_REGION_NOT_WORK_REGION 联系与工作地址地区是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
REG_CITY_NOT_LIVE_CITY 永久与联系地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
REG_CITY_NOT_WORK_CITY 永久与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
LIVE_CITY_NOT_WORK_CITY 联系与工作地址城市是否不同 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
ORGANIZATION_TYPE 工作单位类型 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
EXT_SOURCE_1 外部来源分 1 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
EXT_SOURCE_2 外部来源分 2 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
EXT_SOURCE_3 外部来源分 3 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
APARTMENTS_AVG 建筑公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
BASEMENTAREA_AVG 地下室面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
YEARS_BEGINEXPLUATATION_AVG 建筑开始使用年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
YEARS_BUILD_AVG 建筑建成年限归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
COMMONAREA_AVG 公共区域面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
ELEVATORS_AVG 电梯数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
ENTRANCES_AVG 入口数量归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLOORSMAX_AVG 最高楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLOORSMIN_AVG 最低楼层归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
LANDAREA_AVG 土地面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
LIVINGAPARTMENTS_AVG 居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
LIVINGAREA_AVG 居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
NONLIVINGAPARTMENTS_AVG 非居住公寓信息归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
NONLIVINGAREA_AVG 非居住面积归一化均值 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
APARTMENTS_MODE 建筑公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
BASEMENTAREA_MODE 地下室面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
YEARS_BEGINEXPLUATATION_MODE 建筑开始使用年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
YEARS_BUILD_MODE 建筑建成年限归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
COMMONAREA_MODE 公共区域面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
ELEVATORS_MODE 电梯数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
ENTRANCES_MODE 入口数量归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLOORSMAX_MODE 最高楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLOORSMIN_MODE 最低楼层归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
LANDAREA_MODE 土地面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
LIVINGAPARTMENTS_MODE 居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
LIVINGAREA_MODE 居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
NONLIVINGAPARTMENTS_MODE 非居住公寓信息归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
NONLIVINGAREA_MODE 非居住面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
APARTMENTS_MEDI 建筑公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
BASEMENTAREA_MEDI 地下室面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
YEARS_BEGINEXPLUATATION_MEDI 建筑开始使用年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
YEARS_BUILD_MEDI 建筑建成年限归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
COMMONAREA_MEDI 公共区域面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
ELEVATORS_MEDI 电梯数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
ENTRANCES_MEDI 入口数量归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLOORSMAX_MEDI 最高楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLOORSMIN_MEDI 最低楼层归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
LANDAREA_MEDI 土地面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
LIVINGAPARTMENTS_MEDI 居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
LIVINGAREA_MEDI 居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
NONLIVINGAPARTMENTS_MEDI 非居住公寓信息归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
NONLIVINGAREA_MEDI 非居住面积归一化中位数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FONDKAPREMONT_MODE 建筑信息 FONDKAPREMONT 众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
HOUSETYPE_MODE 住房类型众数 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
TOTALAREA_MODE 建筑总面积归一化众数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
WALLSMATERIAL_MODE 墙体材料众数 String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
EMERGENCYSTATE_MODE 建筑状态信息众数(细项未公开) String Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
OBS_30_CNT_SOCIAL_CIRCLE 社交圈可观察的 30 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
DEF_30_CNT_SOCIAL_CIRCLE 社交圈发生 30 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono undefined insufficient_normal_bins
OBS_60_CNT_SOCIAL_CIRCLE 社交圈可观察的 60 天逾期记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
DEF_60_CNT_SOCIAL_CIRCLE 社交圈发生 60 天逾期的记录数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono undefined insufficient_normal_bins
DAYS_LAST_PHONE_CHANGE 更换电话相对申请的天数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_2 是否提供文件 2 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_3 是否提供文件 3 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_4 是否提供文件 4 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_5 是否提供文件 5 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_6 是否提供文件 6 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_7 是否提供文件 7 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_8 是否提供文件 8 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_9 是否提供文件 9 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_10 是否提供文件 10 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_11 是否提供文件 11 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_12 是否提供文件 12 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_13 是否提供文件 13 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_14 是否提供文件 14 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_15 是否提供文件 15 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_16 是否提供文件 16 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_17 是否提供文件 17 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_18 是否提供文件 18 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_19 是否提供文件 19 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_20 是否提供文件 20 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
FLAG_DOCUMENT_21 是否提供文件 21 Int64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
AMT_REQ_CREDIT_BUREAU_HOUR 申请前一小时征信查询次数 Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono undefined insufficient_normal_bins
AMT_REQ_CREDIT_BUREAU_DAY 申请前一天征信查询次数(不含前一小时) Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono undefined insufficient_normal_bins
AMT_REQ_CREDIT_BUREAU_WEEK 申请前一周征信查询次数(不含前一天) Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono undefined insufficient_normal_bins
AMT_REQ_CREDIT_BUREAU_MON 申请前一个月征信查询次数(不含前一周) Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono undefined insufficient_normal_bins
AMT_REQ_CREDIT_BUREAU_QRT 申请前三个月征信查询次数(不含前一个月) Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono undefined insufficient_normal_bins
AMT_REQ_CREDIT_BUREAU_YEAR 申请前一年征信查询次数(官方说明原文有歧义) Float64 Home Credit 2018 application_{train|test}.csv TARGET Total mono computed NaN
Summary
Feature-level ranking and monitoring summary.
Available metrics: iv, ks, auc, psi_max, rc_min, lift_min, lift_max, missing, missing_min, missing_max.
Supported operators: >, >=, <, <=, ==, !=, &, |, ( ). Use & for AND and | for OR.
IV 0.01 / 0.05 / 0.10, purple above 0.20KS 4 / 8 / 12, purple above 16AUC 0.525 / 0.55 / 0.575, purple above 0.625PSI 0 / 0.1 / 0.25Missing 0 / 0.5 / 1Lift Min 0.5 / 0.6 / 0.7 / 0.8, purple at or below 0.5Lift Max 1.2 / 1.3 / 1.4, purple above 1.5
EXT_SOURCE_3外部来源分 3Float64Home Credit 2018 application_{train|test}.csv0.2922.190.650.011.000.441.8719.55%17.78%19.95%
EXT_SOURCE_2外部来源分 2Float64Home Credit 2018 application_{train|test}.csv0.2721.250.640.011.000.471.770.19%0.02%0.28%
EXT_SOURCE_1外部来源分 1Float64Home Credit 2018 application_{train|test}.csv0.1311.420.590.001.000.401.6854.43%42.12%56.92%
DAYS_BIRTH申请时年龄天数(原始值)Int64Home Credit 2018 application_{train|test}.csv0.0811.810.580.001.000.661.360.00%0.00%0.00%
DAYS_EMPLOYED开始当前工作相对申请的天数Int64Home Credit 2018 application_{train|test}.csv0.0711.630.570.001.000.711.360.00%0.00%0.00%
NAME_INCOME_TYPE收入类型StringHome Credit 2018 application_{train|test}.csv0.0610.570.560.000.800.671.190.00%0.00%0.00%
REGION_RATING_CLIENT_W_CITY考虑城市的居住地区评级Int64Home Credit 2018 application_{train|test}.csv0.056.400.550.001.000.601.410.00%0.00%0.00%
NAME_EDUCATION_TYPE最高教育程度StringHome Credit 2018 application_{train|test}.csv0.058.960.550.000.800.661.350.00%0.00%0.00%
OCCUPATION_TYPE职业类型StringHome Credit 2018 application_{train|test}.csv0.0510.470.560.000.800.771.3131.44%31.00%32.01%
REGION_RATING_CLIENT居住地区评级Int64Home Credit 2018 application_{train|test}.csv0.056.420.550.001.000.601.380.00%0.00%0.00%
AMT_GOODS_PRICE贷款对应商品价格Float64Home Credit 2018 application_{train|test}.csv0.058.630.550.070.800.711.160.08%0.00%0.10%
DAYS_LAST_PHONE_CHANGE更换电话相对申请的天数Float64Home Credit 2018 application_{train|test}.csv0.049.350.550.020.800.731.180.00%0.00%0.00%
ORGANIZATION_TYPE工作单位类型StringHome Credit 2018 application_{train|test}.csv0.047.190.550.000.800.671.260.00%0.00%0.00%
CODE_GENDER客户性别StringHome Credit 2018 application_{train|test}.csv0.049.530.550.001.000.001.260.00%0.00%0.00%
DAYS_ID_PUBLISH变更身份证件相对申请的天数Int64Home Credit 2018 application_{train|test}.csv0.048.450.550.021.000.761.230.00%0.00%0.00%
FLOORSMAX_AVG最高楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv0.048.480.550.001.000.711.0849.50%47.84%50.11%
FLOORSMAX_MEDI最高楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.048.480.550.001.000.711.0949.50%47.84%50.11%
FLOORSMAX_MODE最高楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv0.048.460.550.001.000.711.0849.50%47.84%50.11%
TOTALAREA_MODE建筑总面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.038.230.550.000.800.701.0548.01%46.41%48.61%
FLAG_EMP_PHONE是否提供工作电话Int64Home Credit 2018 application_{train|test}.csv0.036.490.530.001.000.671.070.00%0.00%0.00%
LIVINGAREA_AVG居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.038.010.550.000.800.701.0649.94%48.32%50.51%
LIVINGAREA_MEDI居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.037.990.550.000.800.711.0649.94%48.32%50.51%
REG_CITY_NOT_WORK_CITY永久与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.037.880.540.001.000.911.310.00%0.00%0.00%
LIVINGAREA_MODE居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.037.930.550.000.800.721.0549.94%48.32%50.51%
APARTMENTS_AVG建筑公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv0.038.030.540.000.800.741.0550.51%49.01%51.09%
APARTMENTS_MEDI建筑公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.038.020.540.000.800.741.0550.51%49.01%51.09%
ELEVATORS_AVG电梯数量归一化均值Float64Home Credit 2018 application_{train|test}.csv0.037.380.540.001.000.680.9253.07%51.68%53.56%
ELEVATORS_MEDI电梯数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.037.380.540.001.000.680.9253.07%51.68%53.56%
APARTMENTS_MODE建筑公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv0.037.920.540.000.800.751.0450.51%49.01%51.09%
ELEVATORS_MODE电梯数量归一化众数Float64Home Credit 2018 application_{train|test}.csv0.037.380.540.001.000.690.9153.07%51.68%53.56%
FLAG_DOCUMENT_3是否提供文件 3Int64Home Credit 2018 application_{train|test}.csv0.037.390.540.031.000.771.100.00%0.00%0.00%
YEARS_BEGINEXPLUATATION_MEDI建筑开始使用年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.037.440.540.001.000.760.9948.52%46.89%49.07%
YEARS_BEGINEXPLUATATION_AVG建筑开始使用年限归一化均值Float64Home Credit 2018 application_{train|test}.csv0.037.440.540.001.000.760.9848.52%46.89%49.07%
YEARS_BEGINEXPLUATATION_MODE建筑开始使用年限归一化众数Float64Home Credit 2018 application_{train|test}.csv0.037.440.540.001.000.760.9848.52%46.89%49.07%
ENTRANCES_MEDI入口数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.037.500.540.000.800.790.9650.08%48.37%50.77%
WALLSMATERIAL_MODE墙体材料众数StringHome Credit 2018 application_{train|test}.csv0.037.610.540.000.800.791.2050.59%49.02%51.27%
ENTRANCES_AVG入口数量归一化均值Float64Home Credit 2018 application_{train|test}.csv0.037.500.540.000.000.790.9650.08%48.37%50.77%
ENTRANCES_MODE入口数量归一化众数Float64Home Credit 2018 application_{train|test}.csv0.037.500.540.000.800.790.9450.08%48.37%50.77%
EMERGENCYSTATE_MODE建筑状态信息众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv0.027.740.540.001.000.861.1947.15%45.56%47.68%
DAYS_REGISTRATION变更登记相对申请的天数Float64Home Credit 2018 application_{train|test}.csv0.026.000.540.000.800.781.130.00%0.00%0.00%
HOUSETYPE_MODE住房类型众数StringHome Credit 2018 application_{train|test}.csv0.027.450.540.000.500.861.2649.94%48.46%50.51%
REG_CITY_NOT_LIVE_CITY永久与联系地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.024.370.520.001.000.961.510.00%0.00%0.00%
NONLIVINGAREA_AVG非居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.027.150.540.000.500.790.8954.95%53.51%55.57%
NONLIVINGAREA_MODE非居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.027.150.540.001.000.800.8954.95%53.51%55.57%
NONLIVINGAREA_MEDI非居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.027.150.540.00-0.500.800.8854.95%53.51%55.57%
NAME_FAMILY_STATUS家庭状态StringHome Credit 2018 application_{train|test}.csv0.026.000.540.000.800.941.230.00%0.00%0.00%
BASEMENTAREA_AVG地下室面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.026.620.540.000.200.750.9558.27%56.71%58.94%
OWN_CAR_AGE汽车年龄Float64Home Credit 2018 application_{train|test}.csv0.025.040.530.000.800.711.1266.03%65.90%66.29%
BASEMENTAREA_MEDI地下室面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.026.620.540.000.200.750.9458.27%56.71%58.94%
BASEMENTAREA_MODE地下室面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.026.620.540.000.800.760.9358.27%56.71%58.94%
FLOORSMIN_MEDI最低楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.025.440.530.000.800.711.0867.68%66.61%68.33%
FLOORSMIN_MODE最低楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv0.025.420.530.000.800.711.0767.68%66.61%68.33%
FLOORSMIN_AVG最低楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv0.025.350.530.000.800.711.0567.68%66.61%68.33%
LANDAREA_AVG土地面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.025.980.530.000.400.790.9259.18%57.96%59.81%
LANDAREA_MEDI土地面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.025.980.530.000.400.790.9259.18%57.96%59.81%
LANDAREA_MODE土地面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.025.980.530.001.000.790.9359.18%57.96%59.81%
LIVINGAPARTMENTS_AVG居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv0.025.150.530.000.800.751.0168.20%67.25%68.63%
YEARS_BUILD_MEDI建筑建成年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.025.450.530.000.800.740.9566.33%65.28%66.89%
AMT_REQ_CREDIT_BUREAU_YEAR申请前一年征信查询次数(官方说明原文有歧义)Float64Home Credit 2018 application_{train|test}.csv0.024.930.530.001.000.881.0313.35%12.41%13.61%
LIVINGAPARTMENTS_MEDI居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.025.130.530.000.800.751.0168.20%67.25%68.63%
YEARS_BUILD_AVG建筑建成年限归一化均值Float64Home Credit 2018 application_{train|test}.csv0.025.450.530.000.800.750.9566.33%65.28%66.89%
YEARS_BUILD_MODE建筑建成年限归一化众数Float64Home Credit 2018 application_{train|test}.csv0.025.450.530.000.800.760.9566.33%65.28%66.89%
AMT_ANNUITY贷款年金Float64Home Credit 2018 application_{train|test}.csv0.026.200.530.021.000.871.150.01%0.00%0.05%
LIVINGAPARTMENTS_MODE居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv0.025.050.530.000.800.760.9968.20%67.25%68.63%
NAME_HOUSING_TYPE居住情况StringHome Credit 2018 application_{train|test}.csv0.023.490.520.000.800.971.530.00%0.00%0.00%
REGION_POPULATION_RELATIVE居住地区归一化人口规模Float64Home Credit 2018 application_{train|test}.csv0.025.100.530.000.800.821.090.00%0.00%0.00%
NAME_CONTRACT_TYPE贷款合同类型StringHome Credit 2018 application_{train|test}.csv0.023.330.520.211.000.681.030.00%0.00%0.00%
LIVE_CITY_NOT_WORK_CITY联系与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.014.580.520.001.000.951.230.00%0.00%0.00%
AMT_REQ_CREDIT_BUREAU_DAY申请前一天征信查询次数(不含前一小时)Float64Home Credit 2018 application_{train|test}.csv0.014.120.520.001.000.960.9613.35%12.41%13.61%
AMT_REQ_CREDIT_BUREAU_HOUR申请前一小时征信查询次数Float64Home Credit 2018 application_{train|test}.csv0.014.120.520.001.000.960.9613.35%12.41%13.61%
AMT_REQ_CREDIT_BUREAU_MON申请前一个月征信查询次数(不含前一周)Float64Home Credit 2018 application_{train|test}.csv0.014.120.520.001.000.960.9613.35%12.41%13.61%
AMT_REQ_CREDIT_BUREAU_QRT申请前三个月征信查询次数(不含前一个月)Float64Home Credit 2018 application_{train|test}.csv0.014.120.520.001.000.960.9613.35%12.41%13.61%
AMT_REQ_CREDIT_BUREAU_WEEK申请前一周征信查询次数(不含前一天)Float64Home Credit 2018 application_{train|test}.csv0.014.120.520.001.000.960.9613.35%12.41%13.61%
FONDKAPREMONT_MODE建筑信息 FONDKAPREMONT 众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv0.015.030.530.000.200.720.9368.24%67.28%68.77%
FLAG_DOCUMENT_6是否提供文件 6Int64Home Credit 2018 application_{train|test}.csv0.012.980.510.001.000.691.030.00%0.00%0.00%
COMMONAREA_AVG公共区域面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.014.720.530.000.200.770.9269.71%68.72%70.30%
COMMONAREA_MEDI公共区域面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.014.720.530.000.200.770.9269.71%68.72%70.30%
COMMONAREA_MODE公共区域面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.014.720.520.000.400.780.9169.71%68.72%70.30%
NONLIVINGAPARTMENTS_AVG非居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv0.014.780.520.00-1.000.850.8669.29%68.41%69.63%
NONLIVINGAPARTMENTS_MEDI非居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.014.780.520.00-1.000.850.8669.29%68.41%69.63%
NONLIVINGAPARTMENTS_MODE非居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv0.014.780.520.001.000.850.8669.29%68.41%69.63%
FLAG_WORK_PHONE是否提供家庭电话(官方字段说明)Int64Home Credit 2018 application_{train|test}.csv0.014.180.520.001.000.951.190.00%0.00%0.00%
FLAG_PHONE是否提供家庭电话Int64Home Credit 2018 application_{train|test}.csv0.013.930.520.001.000.871.050.00%0.00%0.00%
AMT_INCOME_TOTAL客户收入Float64Home Credit 2018 application_{train|test}.csv0.013.610.520.020.800.881.070.00%0.00%0.00%
FLAG_OWN_CAR是否拥有汽车StringHome Credit 2018 application_{train|test}.csv0.013.800.520.001.000.901.050.00%0.00%0.00%
HOUR_APPR_PROCESS_START申请大致小时Int64Home Credit 2018 application_{train|test}.csv0.013.080.520.000.800.921.120.00%0.00%0.00%
CNT_CHILDREN子女人数Int64Home Credit 2018 application_{train|test}.csv0.013.410.520.001.000.961.100.00%0.00%0.00%
CNT_FAM_MEMBERS家庭成员人数Float64Home Credit 2018 application_{train|test}.csv0.003.400.520.000.500.941.090.00%0.00%0.00%
OBS_30_CNT_SOCIAL_CIRCLE社交圈可观察的 30 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv0.001.630.510.001.000.981.050.29%0.06%0.38%
OBS_60_CNT_SOCIAL_CIRCLE社交圈可观察的 60 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv0.001.620.510.001.000.981.050.29%0.06%0.38%
FLAG_DOCUMENT_13是否提供文件 13Int64Home Credit 2018 application_{train|test}.csv0.000.250.500.001.000.341.000.00%0.00%0.00%
FLAG_DOCUMENT_16是否提供文件 16Int64Home Credit 2018 application_{train|test}.csv0.000.420.500.001.000.611.000.00%0.00%0.00%
NAME_TYPE_SUITE申请时陪同人员类型StringHome Credit 2018 application_{train|test}.csv0.001.370.510.00-0.200.911.010.62%0.40%1.87%
DEF_30_CNT_SOCIAL_CIRCLE社交圈发生 30 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.000.200.500.001.001.001.000.29%0.06%0.38%
DEF_60_CNT_SOCIAL_CIRCLE社交圈发生 60 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.000.200.500.001.001.001.000.29%0.06%0.38%
FLAG_DOCUMENT_14是否提供文件 14Int64Home Credit 2018 application_{train|test}.csv0.000.190.500.001.000.411.000.00%0.00%0.00%
FLAG_DOCUMENT_18是否提供文件 18Int64Home Credit 2018 application_{train|test}.csv0.000.260.500.011.000.701.000.00%0.00%0.00%
FLAG_DOCUMENT_8是否提供文件 8Int64Home Credit 2018 application_{train|test}.csv0.000.810.500.00-1.000.911.010.00%0.00%0.00%
FLAG_DOCUMENT_15是否提供文件 15Int64Home Credit 2018 application_{train|test}.csv0.000.080.500.001.000.371.000.00%0.00%0.00%
REG_REGION_NOT_WORK_REGION永久与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.000.560.500.001.000.991.100.00%0.00%0.00%
WEEKDAY_APPR_PROCESS_START申请星期StringHome Credit 2018 application_{train|test}.csv0.000.920.510.01-0.600.961.030.00%0.00%0.00%
FLAG_OWN_REALTY是否拥有住宅StringHome Credit 2018 application_{train|test}.csv0.001.040.510.001.000.991.030.00%0.00%0.00%
FLAG_DOCUMENT_4是否提供文件 4Int64Home Credit 2018 application_{train|test}.csv0.000.010.500.001.000.001.000.00%0.00%0.00%
REG_REGION_NOT_LIVE_REGION永久与联系地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.000.250.500.001.001.001.150.00%0.00%0.00%
FLAG_DOCUMENT_9是否提供文件 9Int64Home Credit 2018 application_{train|test}.csv0.000.100.500.001.000.771.000.00%0.00%0.00%
FLAG_DOCUMENT_11是否提供文件 11Int64Home Credit 2018 application_{train|test}.csv0.000.100.500.00-1.000.771.000.00%0.00%0.00%
FLAG_DOCUMENT_17是否提供文件 17Int64Home Credit 2018 application_{train|test}.csv0.000.020.500.00-1.000.301.000.00%0.00%0.00%
FLAG_DOCUMENT_2是否提供文件 2Int64Home Credit 2018 application_{train|test}.csv0.000.010.500.00-1.001.003.810.00%0.00%0.00%
FLAG_DOCUMENT_21是否提供文件 21Int64Home Credit 2018 application_{train|test}.csv0.000.020.500.00-1.001.001.680.00%0.00%0.00%
LIVE_REGION_NOT_WORK_REGION联系与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.000.200.500.001.001.001.050.00%0.00%0.00%
FLAG_DOCUMENT_10是否提供文件 10Int64Home Credit 2018 application_{train|test}.csv0.000.000.500.001.000.001.000.00%0.00%0.00%
FLAG_EMAIL是否提供电子邮箱Int64Home Credit 2018 application_{train|test}.csv0.000.150.500.12-1.000.981.000.00%0.00%0.00%
FLAG_DOCUMENT_7是否提供文件 7Int64Home Credit 2018 application_{train|test}.csv0.000.010.500.00-1.000.631.000.00%0.00%0.00%
FLAG_DOCUMENT_19是否提供文件 19Int64Home Credit 2018 application_{train|test}.csv0.000.010.500.001.000.811.000.00%0.00%0.00%
FLAG_DOCUMENT_12是否提供文件 12Int64Home Credit 2018 application_{train|test}.csv0.000.000.500.001.000.001.000.00%0.00%0.00%
FLAG_MOBIL是否提供手机号码Int64Home Credit 2018 application_{train|test}.csv0.000.000.500.001.000.001.000.00%0.00%0.00%
FLAG_CONT_MOBILE手机是否可联系Int64Home Credit 2018 application_{train|test}.csv0.000.010.500.00-1.000.971.000.00%0.00%0.00%
FLAG_DOCUMENT_5是否提供文件 5Int64Home Credit 2018 application_{train|test}.csv0.000.010.500.00-1.000.991.000.00%0.00%0.00%
FLAG_DOCUMENT_20是否提供文件 20Int64Home Credit 2018 application_{train|test}.csv0.000.000.500.00-1.001.001.030.00%0.00%0.00%
Missing Trend By Day
Daily missing-rate trend derived from dt_col=APPLY_DATE.
AMT_ANNUITY贷款年金Float64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.06%0.06%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.06%0.00%0.06%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.06%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.06%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.06%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.06%0.00%0.00%0.00%0.00%0.00%0.00%0.06%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.06%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.06%0.00%0.00%0.00%0.00%0.00%0.06%0.00%0.00%0.00%0.00%0.13%0.00%0.19%0.06%0.06%0.06%0.06%0.06%0.00%0.00%0.06%0.00%0.13%0.06%0.06%0.06%0.06%0.00%0.00%0.00%0.13%0.06%0.06%0.00%0.06%0.06%0.00%0.00%0.00%0.06%0.01%
AMT_GOODS_PRICE贷款对应商品价格Float64Home Credit 2018 application_{train|test}.csv0.00%0.06%0.06%0.12%0.00%0.00%0.12%0.17%0.06%0.18%0.06%0.12%0.00%0.06%0.12%0.06%0.06%0.06%0.12%0.23%0.06%0.00%0.12%0.06%0.06%0.24%0.36%0.06%0.06%0.06%0.12%0.06%0.18%0.00%0.06%0.17%0.06%0.12%0.00%0.06%0.11%0.24%0.12%0.06%0.18%0.00%0.00%0.17%0.06%0.12%0.06%0.12%0.06%0.00%0.29%0.06%0.17%0.06%0.06%0.00%0.12%0.12%0.00%0.06%0.06%0.00%0.12%0.06%0.12%0.06%0.00%0.12%0.00%0.23%0.18%0.06%0.12%0.12%0.00%0.23%0.00%0.06%0.00%0.18%0.06%0.18%0.12%0.24%0.18%0.00%0.06%0.06%0.06%0.23%0.06%0.06%0.23%0.06%0.06%0.06%0.11%0.06%0.00%0.06%0.23%0.17%0.06%0.00%0.12%0.12%0.06%0.00%0.06%0.06%0.00%0.06%0.18%0.06%0.12%0.06%0.06%0.06%0.00%0.29%0.00%0.00%0.12%0.00%0.12%0.00%0.06%0.12%0.23%0.06%0.06%0.30%0.06%0.00%0.00%0.24%0.06%0.17%0.12%0.06%0.17%0.06%0.06%0.00%0.06%0.17%0.12%0.00%0.23%0.12%0.00%0.06%0.06%0.06%0.23%0.00%0.12%0.06%0.06%0.06%0.06%0.06%0.23%0.17%0.23%0.18%0.06%0.12%0.06%0.00%0.12%0.00%0.17%0.06%0.06%0.00%0.12%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.08%
AMT_INCOME_TOTAL客户收入Float64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
AMT_REQ_CREDIT_BUREAU_DAY申请前一天征信查询次数(不含前一小时)Float64Home Credit 2018 application_{train|test}.csv14.91%12.79%14.01%14.38%13.51%13.23%15.46%15.53%13.60%14.71%12.65%13.99%14.03%13.56%14.05%13.41%13.55%14.03%13.47%14.14%14.56%15.19%13.66%12.51%15.76%14.40%12.96%13.65%12.96%13.47%13.96%12.70%12.84%14.19%13.35%13.98%13.74%12.80%13.64%14.56%13.25%13.45%12.19%12.59%14.00%12.73%13.75%14.89%12.95%14.73%14.33%13.16%13.48%13.12%13.56%12.66%13.84%12.25%13.96%15.14%14.02%14.80%13.06%12.49%13.30%14.45%12.90%12.77%12.81%13.01%15.76%13.73%13.42%12.90%13.88%12.69%13.35%14.23%13.75%14.15%15.52%14.04%13.64%12.60%13.07%13.45%14.35%12.66%12.31%14.14%15.04%13.86%12.31%12.43%13.98%13.03%11.94%12.79%13.11%16.05%12.50%12.57%12.00%12.94%13.55%11.78%14.38%13.48%13.41%14.61%12.46%13.12%13.38%12.91%13.96%13.69%13.58%14.64%15.01%14.53%14.92%11.28%13.48%13.29%12.97%14.78%13.71%13.16%13.28%11.98%13.49%14.70%15.05%12.21%11.79%12.69%12.85%14.06%14.22%13.22%11.07%14.53%14.19%12.56%11.75%13.31%13.81%13.44%14.71%12.54%12.32%13.94%14.59%14.67%12.97%14.03%14.02%12.67%11.45%13.60%12.71%12.75%14.11%13.28%12.98%12.81%13.36%13.00%12.43%14.43%12.95%13.95%14.39%13.08%13.45%12.99%12.95%14.07%12.84%11.38%12.61%12.13%12.23%11.83%12.86%13.00%13.10%12.17%12.35%13.09%11.52%12.90%12.19%12.69%12.91%13.23%12.83%11.38%11.79%12.65%11.68%11.67%12.15%11.99%12.80%13.59%11.44%11.97%11.92%13.98%12.02%12.63%13.35%
AMT_REQ_CREDIT_BUREAU_HOUR申请前一小时征信查询次数Float64Home Credit 2018 application_{train|test}.csv14.91%12.79%14.01%14.38%13.51%13.23%15.46%15.53%13.60%14.71%12.65%13.99%14.03%13.56%14.05%13.41%13.55%14.03%13.47%14.14%14.56%15.19%13.66%12.51%15.76%14.40%12.96%13.65%12.96%13.47%13.96%12.70%12.84%14.19%13.35%13.98%13.74%12.80%13.64%14.56%13.25%13.45%12.19%12.59%14.00%12.73%13.75%14.89%12.95%14.73%14.33%13.16%13.48%13.12%13.56%12.66%13.84%12.25%13.96%15.14%14.02%14.80%13.06%12.49%13.30%14.45%12.90%12.77%12.81%13.01%15.76%13.73%13.42%12.90%13.88%12.69%13.35%14.23%13.75%14.15%15.52%14.04%13.64%12.60%13.07%13.45%14.35%12.66%12.31%14.14%15.04%13.86%12.31%12.43%13.98%13.03%11.94%12.79%13.11%16.05%12.50%12.57%12.00%12.94%13.55%11.78%14.38%13.48%13.41%14.61%12.46%13.12%13.38%12.91%13.96%13.69%13.58%14.64%15.01%14.53%14.92%11.28%13.48%13.29%12.97%14.78%13.71%13.16%13.28%11.98%13.49%14.70%15.05%12.21%11.79%12.69%12.85%14.06%14.22%13.22%11.07%14.53%14.19%12.56%11.75%13.31%13.81%13.44%14.71%12.54%12.32%13.94%14.59%14.67%12.97%14.03%14.02%12.67%11.45%13.60%12.71%12.75%14.11%13.28%12.98%12.81%13.36%13.00%12.43%14.43%12.95%13.95%14.39%13.08%13.45%12.99%12.95%14.07%12.84%11.38%12.61%12.13%12.23%11.83%12.86%13.00%13.10%12.17%12.35%13.09%11.52%12.90%12.19%12.69%12.91%13.23%12.83%11.38%11.79%12.65%11.68%11.67%12.15%11.99%12.80%13.59%11.44%11.97%11.92%13.98%12.02%12.63%13.35%
AMT_REQ_CREDIT_BUREAU_MON申请前一个月征信查询次数(不含前一周)Float64Home Credit 2018 application_{train|test}.csv14.91%12.79%14.01%14.38%13.51%13.23%15.46%15.53%13.60%14.71%12.65%13.99%14.03%13.56%14.05%13.41%13.55%14.03%13.47%14.14%14.56%15.19%13.66%12.51%15.76%14.40%12.96%13.65%12.96%13.47%13.96%12.70%12.84%14.19%13.35%13.98%13.74%12.80%13.64%14.56%13.25%13.45%12.19%12.59%14.00%12.73%13.75%14.89%12.95%14.73%14.33%13.16%13.48%13.12%13.56%12.66%13.84%12.25%13.96%15.14%14.02%14.80%13.06%12.49%13.30%14.45%12.90%12.77%12.81%13.01%15.76%13.73%13.42%12.90%13.88%12.69%13.35%14.23%13.75%14.15%15.52%14.04%13.64%12.60%13.07%13.45%14.35%12.66%12.31%14.14%15.04%13.86%12.31%12.43%13.98%13.03%11.94%12.79%13.11%16.05%12.50%12.57%12.00%12.94%13.55%11.78%14.38%13.48%13.41%14.61%12.46%13.12%13.38%12.91%13.96%13.69%13.58%14.64%15.01%14.53%14.92%11.28%13.48%13.29%12.97%14.78%13.71%13.16%13.28%11.98%13.49%14.70%15.05%12.21%11.79%12.69%12.85%14.06%14.22%13.22%11.07%14.53%14.19%12.56%11.75%13.31%13.81%13.44%14.71%12.54%12.32%13.94%14.59%14.67%12.97%14.03%14.02%12.67%11.45%13.60%12.71%12.75%14.11%13.28%12.98%12.81%13.36%13.00%12.43%14.43%12.95%13.95%14.39%13.08%13.45%12.99%12.95%14.07%12.84%11.38%12.61%12.13%12.23%11.83%12.86%13.00%13.10%12.17%12.35%13.09%11.52%12.90%12.19%12.69%12.91%13.23%12.83%11.38%11.79%12.65%11.68%11.67%12.15%11.99%12.80%13.59%11.44%11.97%11.92%13.98%12.02%12.63%13.35%
AMT_REQ_CREDIT_BUREAU_QRT申请前三个月征信查询次数(不含前一个月)Float64Home Credit 2018 application_{train|test}.csv14.91%12.79%14.01%14.38%13.51%13.23%15.46%15.53%13.60%14.71%12.65%13.99%14.03%13.56%14.05%13.41%13.55%14.03%13.47%14.14%14.56%15.19%13.66%12.51%15.76%14.40%12.96%13.65%12.96%13.47%13.96%12.70%12.84%14.19%13.35%13.98%13.74%12.80%13.64%14.56%13.25%13.45%12.19%12.59%14.00%12.73%13.75%14.89%12.95%14.73%14.33%13.16%13.48%13.12%13.56%12.66%13.84%12.25%13.96%15.14%14.02%14.80%13.06%12.49%13.30%14.45%12.90%12.77%12.81%13.01%15.76%13.73%13.42%12.90%13.88%12.69%13.35%14.23%13.75%14.15%15.52%14.04%13.64%12.60%13.07%13.45%14.35%12.66%12.31%14.14%15.04%13.86%12.31%12.43%13.98%13.03%11.94%12.79%13.11%16.05%12.50%12.57%12.00%12.94%13.55%11.78%14.38%13.48%13.41%14.61%12.46%13.12%13.38%12.91%13.96%13.69%13.58%14.64%15.01%14.53%14.92%11.28%13.48%13.29%12.97%14.78%13.71%13.16%13.28%11.98%13.49%14.70%15.05%12.21%11.79%12.69%12.85%14.06%14.22%13.22%11.07%14.53%14.19%12.56%11.75%13.31%13.81%13.44%14.71%12.54%12.32%13.94%14.59%14.67%12.97%14.03%14.02%12.67%11.45%13.60%12.71%12.75%14.11%13.28%12.98%12.81%13.36%13.00%12.43%14.43%12.95%13.95%14.39%13.08%13.45%12.99%12.95%14.07%12.84%11.38%12.61%12.13%12.23%11.83%12.86%13.00%13.10%12.17%12.35%13.09%11.52%12.90%12.19%12.69%12.91%13.23%12.83%11.38%11.79%12.65%11.68%11.67%12.15%11.99%12.80%13.59%11.44%11.97%11.92%13.98%12.02%12.63%13.35%
AMT_REQ_CREDIT_BUREAU_WEEK申请前一周征信查询次数(不含前一天)Float64Home Credit 2018 application_{train|test}.csv14.91%12.79%14.01%14.38%13.51%13.23%15.46%15.53%13.60%14.71%12.65%13.99%14.03%13.56%14.05%13.41%13.55%14.03%13.47%14.14%14.56%15.19%13.66%12.51%15.76%14.40%12.96%13.65%12.96%13.47%13.96%12.70%12.84%14.19%13.35%13.98%13.74%12.80%13.64%14.56%13.25%13.45%12.19%12.59%14.00%12.73%13.75%14.89%12.95%14.73%14.33%13.16%13.48%13.12%13.56%12.66%13.84%12.25%13.96%15.14%14.02%14.80%13.06%12.49%13.30%14.45%12.90%12.77%12.81%13.01%15.76%13.73%13.42%12.90%13.88%12.69%13.35%14.23%13.75%14.15%15.52%14.04%13.64%12.60%13.07%13.45%14.35%12.66%12.31%14.14%15.04%13.86%12.31%12.43%13.98%13.03%11.94%12.79%13.11%16.05%12.50%12.57%12.00%12.94%13.55%11.78%14.38%13.48%13.41%14.61%12.46%13.12%13.38%12.91%13.96%13.69%13.58%14.64%15.01%14.53%14.92%11.28%13.48%13.29%12.97%14.78%13.71%13.16%13.28%11.98%13.49%14.70%15.05%12.21%11.79%12.69%12.85%14.06%14.22%13.22%11.07%14.53%14.19%12.56%11.75%13.31%13.81%13.44%14.71%12.54%12.32%13.94%14.59%14.67%12.97%14.03%14.02%12.67%11.45%13.60%12.71%12.75%14.11%13.28%12.98%12.81%13.36%13.00%12.43%14.43%12.95%13.95%14.39%13.08%13.45%12.99%12.95%14.07%12.84%11.38%12.61%12.13%12.23%11.83%12.86%13.00%13.10%12.17%12.35%13.09%11.52%12.90%12.19%12.69%12.91%13.23%12.83%11.38%11.79%12.65%11.68%11.67%12.15%11.99%12.80%13.59%11.44%11.97%11.92%13.98%12.02%12.63%13.35%
AMT_REQ_CREDIT_BUREAU_YEAR申请前一年征信查询次数(官方说明原文有歧义)Float64Home Credit 2018 application_{train|test}.csv14.91%12.79%14.01%14.38%13.51%13.23%15.46%15.53%13.60%14.71%12.65%13.99%14.03%13.56%14.05%13.41%13.55%14.03%13.47%14.14%14.56%15.19%13.66%12.51%15.76%14.40%12.96%13.65%12.96%13.47%13.96%12.70%12.84%14.19%13.35%13.98%13.74%12.80%13.64%14.56%13.25%13.45%12.19%12.59%14.00%12.73%13.75%14.89%12.95%14.73%14.33%13.16%13.48%13.12%13.56%12.66%13.84%12.25%13.96%15.14%14.02%14.80%13.06%12.49%13.30%14.45%12.90%12.77%12.81%13.01%15.76%13.73%13.42%12.90%13.88%12.69%13.35%14.23%13.75%14.15%15.52%14.04%13.64%12.60%13.07%13.45%14.35%12.66%12.31%14.14%15.04%13.86%12.31%12.43%13.98%13.03%11.94%12.79%13.11%16.05%12.50%12.57%12.00%12.94%13.55%11.78%14.38%13.48%13.41%14.61%12.46%13.12%13.38%12.91%13.96%13.69%13.58%14.64%15.01%14.53%14.92%11.28%13.48%13.29%12.97%14.78%13.71%13.16%13.28%11.98%13.49%14.70%15.05%12.21%11.79%12.69%12.85%14.06%14.22%13.22%11.07%14.53%14.19%12.56%11.75%13.31%13.81%13.44%14.71%12.54%12.32%13.94%14.59%14.67%12.97%14.03%14.02%12.67%11.45%13.60%12.71%12.75%14.11%13.28%12.98%12.81%13.36%13.00%12.43%14.43%12.95%13.95%14.39%13.08%13.45%12.99%12.95%14.07%12.84%11.38%12.61%12.13%12.23%11.83%12.86%13.00%13.10%12.17%12.35%13.09%11.52%12.90%12.19%12.69%12.91%13.23%12.83%11.38%11.79%12.65%11.68%11.67%12.15%11.99%12.80%13.59%11.44%11.97%11.92%13.98%12.02%12.63%13.35%
APARTMENTS_AVG建筑公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv51.10%49.58%51.55%51.62%51.17%52.40%51.71%51.00%50.53%50.76%52.05%50.93%50.43%52.51%48.03%49.82%50.98%49.03%51.85%51.04%49.21%51.87%50.85%52.01%48.81%50.42%49.34%48.11%51.84%50.43%51.91%50.76%51.78%52.84%50.27%52.01%50.23%51.22%48.92%48.87%51.56%51.53%52.08%51.46%48.40%51.19%49.83%49.34%50.42%51.64%50.44%51.18%50.38%52.99%51.20%50.09%50.58%50.94%51.61%48.41%48.91%53.05%49.70%50.45%51.62%49.86%49.19%49.11%51.65%52.87%49.56%52.63%50.27%52.90%49.56%49.49%49.91%51.56%49.66%54.60%50.82%49.18%48.86%52.40%51.22%52.05%50.18%50.03%49.02%50.36%51.44%51.10%50.26%51.17%49.20%51.88%50.17%50.00%51.14%50.30%50.74%53.27%51.83%50.93%51.32%49.15%48.01%52.03%49.14%51.56%52.42%52.55%49.46%50.82%51.61%50.76%48.65%51.47%51.34%49.34%50.94%51.37%51.02%50.17%52.55%49.65%49.18%50.72%52.02%52.26%51.45%48.75%50.61%51.77%50.48%52.01%51.40%49.66%51.07%50.45%50.78%51.69%49.11%49.76%49.86%51.52%51.08%52.55%50.47%50.23%52.46%50.35%53.90%48.71%51.10%50.94%50.06%51.03%51.17%50.82%49.85%51.24%52.07%51.71%51.67%50.94%49.03%50.38%51.20%50.21%50.89%50.15%48.67%50.58%50.44%51.39%49.66%49.59%50.12%48.94%52.93%47.48%47.34%51.04%51.10%49.09%50.51%48.60%50.47%47.93%48.32%48.72%48.82%49.04%49.94%49.29%47.50%49.32%49.23%48.62%48.29%48.64%49.83%47.39%48.09%50.13%49.05%48.76%50.32%48.35%49.77%48.39%50.51%
APARTMENTS_MEDI建筑公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv51.10%49.58%51.55%51.62%51.17%52.40%51.71%51.00%50.53%50.76%52.05%50.93%50.43%52.51%48.03%49.82%50.98%49.03%51.85%51.04%49.21%51.87%50.85%52.01%48.81%50.42%49.34%48.11%51.84%50.43%51.91%50.76%51.78%52.84%50.27%52.01%50.23%51.22%48.92%48.87%51.56%51.53%52.08%51.46%48.40%51.19%49.83%49.34%50.42%51.64%50.44%51.18%50.38%52.99%51.20%50.09%50.58%50.94%51.61%48.41%48.91%53.05%49.70%50.45%51.62%49.86%49.19%49.11%51.65%52.87%49.56%52.63%50.27%52.90%49.56%49.49%49.91%51.56%49.66%54.60%50.82%49.18%48.86%52.40%51.22%52.05%50.18%50.03%49.02%50.36%51.44%51.10%50.26%51.17%49.20%51.88%50.17%50.00%51.14%50.30%50.74%53.27%51.83%50.93%51.32%49.15%48.01%52.03%49.14%51.56%52.42%52.55%49.46%50.82%51.61%50.76%48.65%51.47%51.34%49.34%50.94%51.37%51.02%50.17%52.55%49.65%49.18%50.72%52.02%52.26%51.45%48.75%50.61%51.77%50.48%52.01%51.40%49.66%51.07%50.45%50.78%51.69%49.11%49.76%49.86%51.52%51.08%52.55%50.47%50.23%52.46%50.35%53.90%48.71%51.10%50.94%50.06%51.03%51.17%50.82%49.85%51.24%52.07%51.71%51.67%50.94%49.03%50.38%51.20%50.21%50.89%50.15%48.67%50.58%50.44%51.39%49.66%49.59%50.12%48.94%52.93%47.48%47.34%51.04%51.10%49.09%50.51%48.60%50.47%47.93%48.32%48.72%48.82%49.04%49.94%49.29%47.50%49.32%49.23%48.62%48.29%48.64%49.83%47.39%48.09%50.13%49.05%48.76%50.32%48.35%49.77%48.39%50.51%
APARTMENTS_MODE建筑公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv51.10%49.58%51.55%51.62%51.17%52.40%51.71%51.00%50.53%50.76%52.05%50.93%50.43%52.51%48.03%49.82%50.98%49.03%51.85%51.04%49.21%51.87%50.85%52.01%48.81%50.42%49.34%48.11%51.84%50.43%51.91%50.76%51.78%52.84%50.27%52.01%50.23%51.22%48.92%48.87%51.56%51.53%52.08%51.46%48.40%51.19%49.83%49.34%50.42%51.64%50.44%51.18%50.38%52.99%51.20%50.09%50.58%50.94%51.61%48.41%48.91%53.05%49.70%50.45%51.62%49.86%49.19%49.11%51.65%52.87%49.56%52.63%50.27%52.90%49.56%49.49%49.91%51.56%49.66%54.60%50.82%49.18%48.86%52.40%51.22%52.05%50.18%50.03%49.02%50.36%51.44%51.10%50.26%51.17%49.20%51.88%50.17%50.00%51.14%50.30%50.74%53.27%51.83%50.93%51.32%49.15%48.01%52.03%49.14%51.56%52.42%52.55%49.46%50.82%51.61%50.76%48.65%51.47%51.34%49.34%50.94%51.37%51.02%50.17%52.55%49.65%49.18%50.72%52.02%52.26%51.45%48.75%50.61%51.77%50.48%52.01%51.40%49.66%51.07%50.45%50.78%51.69%49.11%49.76%49.86%51.52%51.08%52.55%50.47%50.23%52.46%50.35%53.90%48.71%51.10%50.94%50.06%51.03%51.17%50.82%49.85%51.24%52.07%51.71%51.67%50.94%49.03%50.38%51.20%50.21%50.89%50.15%48.67%50.58%50.44%51.39%49.66%49.59%50.12%48.94%52.93%47.48%47.34%51.04%51.10%49.09%50.51%48.60%50.47%47.93%48.32%48.72%48.82%49.04%49.94%49.29%47.50%49.32%49.23%48.62%48.29%48.64%49.83%47.39%48.09%50.13%49.05%48.76%50.32%48.35%49.77%48.39%50.51%
BASEMENTAREA_AVG地下室面积归一化均值Float64Home Credit 2018 application_{train|test}.csv59.23%56.69%59.37%58.43%60.24%59.82%59.53%58.54%58.32%57.94%59.32%59.15%57.64%59.49%54.34%57.61%58.61%56.65%59.58%59.33%56.88%58.90%58.21%60.63%56.51%58.10%57.11%56.50%59.68%57.76%60.76%57.87%60.17%59.47%59.23%59.70%57.60%58.33%57.34%57.80%58.78%58.50%60.22%59.02%56.00%58.45%58.00%57.56%58.01%59.33%58.18%59.52%58.43%60.48%58.91%57.71%58.66%60.09%59.84%56.71%57.48%60.21%57.11%58.12%59.91%59.02%57.37%58.42%59.48%61.68%56.68%59.95%58.91%60.47%58.00%58.35%58.04%59.00%58.20%61.25%59.15%58.50%56.76%58.97%58.65%60.25%59.67%56.90%57.02%57.76%59.87%58.60%58.25%58.40%56.91%59.39%58.51%56.98%58.46%57.43%57.61%60.80%58.88%58.34%58.53%56.38%55.78%59.03%57.65%58.08%59.62%59.72%58.05%58.12%58.71%58.73%56.09%59.99%59.08%58.34%58.28%58.19%58.46%58.88%60.66%57.13%57.41%58.26%58.75%59.78%58.43%57.41%57.18%58.95%57.66%59.62%59.05%58.23%58.59%58.58%57.82%58.76%56.29%58.67%57.59%58.57%58.13%60.29%58.50%57.72%59.62%57.78%61.10%57.79%59.09%59.68%57.77%59.30%59.70%58.32%58.11%58.79%60.57%59.30%59.52%57.95%57.41%57.67%58.67%58.32%58.17%57.68%56.26%58.94%59.00%59.51%57.95%57.50%58.09%57.19%60.31%56.41%56.30%57.94%57.11%56.27%58.10%56.57%58.48%56.46%56.62%55.98%55.94%55.33%56.84%57.35%55.57%56.43%57.15%57.27%56.17%55.93%57.03%55.17%55.97%57.96%57.62%57.10%57.63%55.34%57.78%56.35%58.27%
BASEMENTAREA_MEDI地下室面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv59.23%56.69%59.37%58.43%60.24%59.82%59.53%58.54%58.32%57.94%59.32%59.15%57.64%59.49%54.34%57.61%58.61%56.65%59.58%59.33%56.88%58.90%58.21%60.63%56.51%58.10%57.11%56.50%59.68%57.76%60.76%57.87%60.17%59.47%59.23%59.70%57.60%58.33%57.34%57.80%58.78%58.50%60.22%59.02%56.00%58.45%58.00%57.56%58.01%59.33%58.18%59.52%58.43%60.48%58.91%57.71%58.66%60.09%59.84%56.71%57.48%60.21%57.11%58.12%59.91%59.02%57.37%58.42%59.48%61.68%56.68%59.95%58.91%60.47%58.00%58.35%58.04%59.00%58.20%61.25%59.15%58.50%56.76%58.97%58.65%60.25%59.67%56.90%57.02%57.76%59.87%58.60%58.25%58.40%56.91%59.39%58.51%56.98%58.46%57.43%57.61%60.80%58.88%58.34%58.53%56.38%55.78%59.03%57.65%58.08%59.62%59.72%58.05%58.12%58.71%58.73%56.09%59.99%59.08%58.34%58.28%58.19%58.46%58.88%60.66%57.13%57.41%58.26%58.75%59.78%58.43%57.41%57.18%58.95%57.66%59.62%59.05%58.23%58.59%58.58%57.82%58.76%56.29%58.67%57.59%58.57%58.13%60.29%58.50%57.72%59.62%57.78%61.10%57.79%59.09%59.68%57.77%59.30%59.70%58.32%58.11%58.79%60.57%59.30%59.52%57.95%57.41%57.67%58.67%58.32%58.17%57.68%56.26%58.94%59.00%59.51%57.95%57.50%58.09%57.19%60.31%56.41%56.30%57.94%57.11%56.27%58.10%56.57%58.48%56.46%56.62%55.98%55.94%55.33%56.84%57.35%55.57%56.43%57.15%57.27%56.17%55.93%57.03%55.17%55.97%57.96%57.62%57.10%57.63%55.34%57.78%56.35%58.27%
BASEMENTAREA_MODE地下室面积归一化众数Float64Home Credit 2018 application_{train|test}.csv59.23%56.69%59.37%58.43%60.24%59.82%59.53%58.54%58.32%57.94%59.32%59.15%57.64%59.49%54.34%57.61%58.61%56.65%59.58%59.33%56.88%58.90%58.21%60.63%56.51%58.10%57.11%56.50%59.68%57.76%60.76%57.87%60.17%59.47%59.23%59.70%57.60%58.33%57.34%57.80%58.78%58.50%60.22%59.02%56.00%58.45%58.00%57.56%58.01%59.33%58.18%59.52%58.43%60.48%58.91%57.71%58.66%60.09%59.84%56.71%57.48%60.21%57.11%58.12%59.91%59.02%57.37%58.42%59.48%61.68%56.68%59.95%58.91%60.47%58.00%58.35%58.04%59.00%58.20%61.25%59.15%58.50%56.76%58.97%58.65%60.25%59.67%56.90%57.02%57.76%59.87%58.60%58.25%58.40%56.91%59.39%58.51%56.98%58.46%57.43%57.61%60.80%58.88%58.34%58.53%56.38%55.78%59.03%57.65%58.08%59.62%59.72%58.05%58.12%58.71%58.73%56.09%59.99%59.08%58.34%58.28%58.19%58.46%58.88%60.66%57.13%57.41%58.26%58.75%59.78%58.43%57.41%57.18%58.95%57.66%59.62%59.05%58.23%58.59%58.58%57.82%58.76%56.29%58.67%57.59%58.57%58.13%60.29%58.50%57.72%59.62%57.78%61.10%57.79%59.09%59.68%57.77%59.30%59.70%58.32%58.11%58.79%60.57%59.30%59.52%57.95%57.41%57.67%58.67%58.32%58.17%57.68%56.26%58.94%59.00%59.51%57.95%57.50%58.09%57.19%60.31%56.41%56.30%57.94%57.11%56.27%58.10%56.57%58.48%56.46%56.62%55.98%55.94%55.33%56.84%57.35%55.57%56.43%57.15%57.27%56.17%55.93%57.03%55.17%55.97%57.96%57.62%57.10%57.63%55.34%57.78%56.35%58.27%
CNT_FAM_MEMBERS家庭成员人数Float64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.06%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.06%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
COMMONAREA_AVG公共区域面积归一化均值Float64Home Credit 2018 application_{train|test}.csv72.25%68.52%71.38%69.63%71.23%70.60%72.03%70.13%69.75%69.88%71.41%69.87%69.85%70.17%66.47%69.50%71.25%68.14%70.47%69.64%69.31%69.93%69.81%71.96%69.58%69.64%69.65%69.09%71.03%69.41%69.85%69.06%71.52%70.67%69.10%71.23%69.09%69.53%69.27%68.50%69.87%69.31%71.59%70.08%68.20%70.37%69.51%69.41%69.52%70.36%69.31%69.57%70.25%71.45%70.37%68.33%70.00%70.38%70.17%68.73%69.25%70.81%70.17%69.96%71.75%69.36%70.15%68.55%69.68%72.56%68.13%70.11%69.53%72.73%70.29%69.36%68.60%69.45%68.11%72.05%70.48%69.81%67.94%68.70%68.58%70.87%70.23%68.17%69.33%69.81%71.35%70.50%70.85%70.89%68.96%70.83%69.31%68.05%69.81%68.44%69.15%71.63%70.94%71.04%69.38%68.10%66.67%70.37%68.87%70.18%69.95%71.63%70.01%69.92%69.09%67.92%67.74%70.96%70.10%69.45%68.59%71.20%69.23%69.87%72.19%70.61%68.32%68.52%69.34%69.99%70.87%69.44%69.61%70.44%69.74%71.72%69.90%70.17%69.79%68.53%68.35%69.10%68.17%69.86%69.46%68.48%69.55%72.23%69.58%69.28%70.48%70.09%71.24%71.08%71.10%71.65%69.36%69.56%69.15%70.93%70.01%70.09%71.55%69.09%69.88%69.61%69.07%68.86%69.44%70.01%70.03%70.05%68.45%70.09%71.11%70.13%69.49%68.60%69.87%69.52%72.28%69.18%68.46%69.77%68.99%67.92%68.86%68.55%68.62%68.88%68.99%67.31%68.81%67.78%68.73%68.71%68.90%68.71%69.78%69.59%69.14%69.01%68.32%65.75%68.64%69.10%70.01%69.38%69.49%67.73%69.93%67.28%69.71%
COMMONAREA_MEDI公共区域面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv72.25%68.52%71.38%69.63%71.23%70.60%72.03%70.13%69.75%69.88%71.41%69.87%69.85%70.17%66.47%69.50%71.25%68.14%70.47%69.64%69.31%69.93%69.81%71.96%69.58%69.64%69.65%69.09%71.03%69.41%69.85%69.06%71.52%70.67%69.10%71.23%69.09%69.53%69.27%68.50%69.87%69.31%71.59%70.08%68.20%70.37%69.51%69.41%69.52%70.36%69.31%69.57%70.25%71.45%70.37%68.33%70.00%70.38%70.17%68.73%69.25%70.81%70.17%69.96%71.75%69.36%70.15%68.55%69.68%72.56%68.13%70.11%69.53%72.73%70.29%69.36%68.60%69.45%68.11%72.05%70.48%69.81%67.94%68.70%68.58%70.87%70.23%68.17%69.33%69.81%71.35%70.50%70.85%70.89%68.96%70.83%69.31%68.05%69.81%68.44%69.15%71.63%70.94%71.04%69.38%68.10%66.67%70.37%68.87%70.18%69.95%71.63%70.01%69.92%69.09%67.92%67.74%70.96%70.10%69.45%68.59%71.20%69.23%69.87%72.19%70.61%68.32%68.52%69.34%69.99%70.87%69.44%69.61%70.44%69.74%71.72%69.90%70.17%69.79%68.53%68.35%69.10%68.17%69.86%69.46%68.48%69.55%72.23%69.58%69.28%70.48%70.09%71.24%71.08%71.10%71.65%69.36%69.56%69.15%70.93%70.01%70.09%71.55%69.09%69.88%69.61%69.07%68.86%69.44%70.01%70.03%70.05%68.45%70.09%71.11%70.13%69.49%68.60%69.87%69.52%72.28%69.18%68.46%69.77%68.99%67.92%68.86%68.55%68.62%68.88%68.99%67.31%68.81%67.78%68.73%68.71%68.90%68.71%69.78%69.59%69.14%69.01%68.32%65.75%68.64%69.10%70.01%69.38%69.49%67.73%69.93%67.28%69.71%
COMMONAREA_MODE公共区域面积归一化众数Float64Home Credit 2018 application_{train|test}.csv72.25%68.52%71.38%69.63%71.23%70.60%72.03%70.13%69.75%69.88%71.41%69.87%69.85%70.17%66.47%69.50%71.25%68.14%70.47%69.64%69.31%69.93%69.81%71.96%69.58%69.64%69.65%69.09%71.03%69.41%69.85%69.06%71.52%70.67%69.10%71.23%69.09%69.53%69.27%68.50%69.87%69.31%71.59%70.08%68.20%70.37%69.51%69.41%69.52%70.36%69.31%69.57%70.25%71.45%70.37%68.33%70.00%70.38%70.17%68.73%69.25%70.81%70.17%69.96%71.75%69.36%70.15%68.55%69.68%72.56%68.13%70.11%69.53%72.73%70.29%69.36%68.60%69.45%68.11%72.05%70.48%69.81%67.94%68.70%68.58%70.87%70.23%68.17%69.33%69.81%71.35%70.50%70.85%70.89%68.96%70.83%69.31%68.05%69.81%68.44%69.15%71.63%70.94%71.04%69.38%68.10%66.67%70.37%68.87%70.18%69.95%71.63%70.01%69.92%69.09%67.92%67.74%70.96%70.10%69.45%68.59%71.20%69.23%69.87%72.19%70.61%68.32%68.52%69.34%69.99%70.87%69.44%69.61%70.44%69.74%71.72%69.90%70.17%69.79%68.53%68.35%69.10%68.17%69.86%69.46%68.48%69.55%72.23%69.58%69.28%70.48%70.09%71.24%71.08%71.10%71.65%69.36%69.56%69.15%70.93%70.01%70.09%71.55%69.09%69.88%69.61%69.07%68.86%69.44%70.01%70.03%70.05%68.45%70.09%71.11%70.13%69.49%68.60%69.87%69.52%72.28%69.18%68.46%69.77%68.99%67.92%68.86%68.55%68.62%68.88%68.99%67.31%68.81%67.78%68.73%68.71%68.90%68.71%69.78%69.59%69.14%69.01%68.32%65.75%68.64%69.10%70.01%69.38%69.49%67.73%69.93%67.28%69.71%
DAYS_LAST_PHONE_CHANGE更换电话相对申请的天数Float64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.06%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
DAYS_REGISTRATION变更登记相对申请的天数Float64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
DEF_30_CNT_SOCIAL_CIRCLE社交圈发生 30 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.18%0.18%0.42%0.23%0.24%0.42%0.17%0.29%0.41%0.06%0.18%0.23%0.62%0.35%0.29%0.41%0.24%0.42%0.35%0.29%0.24%0.37%0.29%0.24%0.31%0.24%0.42%0.47%0.35%0.40%0.06%0.41%0.12%0.23%0.24%0.47%0.45%0.18%0.31%0.37%0.40%0.18%0.29%0.23%0.60%0.17%0.17%0.35%0.54%0.24%0.35%0.29%0.12%0.17%0.35%0.36%0.35%0.30%0.42%0.18%0.47%0.47%0.36%0.48%0.18%0.56%0.06%0.17%0.35%0.30%0.47%0.52%0.30%0.23%0.47%0.36%0.17%0.24%0.37%0.28%0.57%0.28%0.36%0.18%0.29%0.54%0.36%0.12%0.59%0.36%0.40%0.40%0.17%0.12%0.39%0.29%0.40%0.25%0.64%0.42%0.34%0.35%0.47%0.30%0.59%0.23%0.30%0.29%0.59%0.18%0.35%0.30%0.34%0.29%0.18%0.37%0.35%0.25%0.30%0.30%0.36%0.36%0.31%0.52%0.30%0.18%0.00%0.29%0.53%0.55%0.35%0.41%0.41%0.24%0.17%0.30%0.23%0.40%0.65%0.67%0.24%0.29%0.36%0.48%0.34%0.30%0.45%0.30%0.47%0.58%0.41%0.41%0.12%0.24%0.40%0.47%0.24%0.18%0.23%0.35%0.59%0.66%0.41%0.24%0.54%0.30%0.23%0.17%0.23%0.24%0.23%0.41%0.58%0.18%0.52%0.12%0.28%0.47%0.06%0.29%0.41%0.06%0.00%0.06%0.06%0.06%0.13%0.06%0.00%0.06%0.07%0.25%0.06%0.06%0.00%0.06%0.00%0.00%0.19%0.13%0.06%0.00%0.13%0.06%0.00%0.13%0.00%0.00%0.06%0.00%0.07%0.00%0.29%
DEF_60_CNT_SOCIAL_CIRCLE社交圈发生 60 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.18%0.18%0.42%0.23%0.24%0.42%0.17%0.29%0.41%0.06%0.18%0.23%0.62%0.35%0.29%0.41%0.24%0.42%0.35%0.29%0.24%0.37%0.29%0.24%0.31%0.24%0.42%0.47%0.35%0.40%0.06%0.41%0.12%0.23%0.24%0.47%0.45%0.18%0.31%0.37%0.40%0.18%0.29%0.23%0.60%0.17%0.17%0.35%0.54%0.24%0.35%0.29%0.12%0.17%0.35%0.36%0.35%0.30%0.42%0.18%0.47%0.47%0.36%0.48%0.18%0.56%0.06%0.17%0.35%0.30%0.47%0.52%0.30%0.23%0.47%0.36%0.17%0.24%0.37%0.28%0.57%0.28%0.36%0.18%0.29%0.54%0.36%0.12%0.59%0.36%0.40%0.40%0.17%0.12%0.39%0.29%0.40%0.25%0.64%0.42%0.34%0.35%0.47%0.30%0.59%0.23%0.30%0.29%0.59%0.18%0.35%0.30%0.34%0.29%0.18%0.37%0.35%0.25%0.30%0.30%0.36%0.36%0.31%0.52%0.30%0.18%0.00%0.29%0.53%0.55%0.35%0.41%0.41%0.24%0.17%0.30%0.23%0.40%0.65%0.67%0.24%0.29%0.36%0.48%0.34%0.30%0.45%0.30%0.47%0.58%0.41%0.41%0.12%0.24%0.40%0.47%0.24%0.18%0.23%0.35%0.59%0.66%0.41%0.24%0.54%0.30%0.23%0.17%0.23%0.24%0.23%0.41%0.58%0.18%0.52%0.12%0.28%0.47%0.06%0.29%0.41%0.06%0.00%0.06%0.06%0.06%0.13%0.06%0.00%0.06%0.07%0.25%0.06%0.06%0.00%0.06%0.00%0.00%0.19%0.13%0.06%0.00%0.13%0.06%0.00%0.13%0.00%0.00%0.06%0.00%0.07%0.00%0.29%
ELEVATORS_AVG电梯数量归一化均值Float64Home Credit 2018 application_{train|test}.csv53.91%51.51%53.67%53.64%54.05%54.91%54.43%53.28%53.05%52.41%54.73%52.91%53.09%54.53%51.21%52.34%53.97%52.00%55.30%53.88%51.52%54.48%53.03%55.79%51.19%53.04%52.45%50.24%54.09%52.87%55.13%53.55%54.82%54.96%53.26%55.15%53.72%53.23%52.00%52.17%53.50%53.33%54.77%53.86%50.81%52.93%52.76%52.04%53.07%54.08%52.82%53.53%52.45%55.19%53.42%52.43%53.31%53.93%54.00%51.47%52.28%55.36%52.43%52.65%54.24%53.51%52.24%51.93%54.09%55.35%51.96%55.05%52.89%55.43%51.68%53.20%52.06%53.60%52.57%57.10%52.92%51.85%51.97%54.34%53.83%54.95%53.26%52.08%51.69%52.21%54.59%53.12%53.60%53.73%51.90%54.69%53.60%51.92%52.66%52.51%53.24%55.18%53.76%53.58%53.43%51.20%50.84%54.22%51.62%54.73%54.43%55.22%52.48%52.98%54.31%53.50%51.35%54.17%54.14%52.52%53.00%54.28%52.98%52.98%55.08%52.18%51.81%53.33%54.48%54.95%53.60%52.00%53.22%54.40%53.00%54.90%54.43%52.63%53.73%53.55%53.43%53.59%51.25%51.91%52.49%53.25%52.56%55.13%53.05%52.79%54.52%52.50%55.24%52.50%53.20%53.99%53.03%53.43%53.75%53.46%52.67%53.41%55.61%54.10%53.93%52.99%51.96%52.83%53.36%52.89%52.84%52.07%51.45%53.56%52.53%53.83%52.16%52.15%52.11%51.89%55.37%50.73%50.03%53.26%52.71%52.01%53.29%51.40%53.94%52.07%51.28%50.85%50.68%51.02%52.78%52.00%50.56%52.04%51.87%51.44%51.07%51.54%52.41%50.38%50.84%52.79%51.84%50.86%52.63%50.64%52.46%50.73%53.07%
ELEVATORS_MEDI电梯数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv53.91%51.51%53.67%53.64%54.05%54.91%54.43%53.28%53.05%52.41%54.73%52.91%53.09%54.53%51.21%52.34%53.97%52.00%55.30%53.88%51.52%54.48%53.03%55.79%51.19%53.04%52.45%50.24%54.09%52.87%55.13%53.55%54.82%54.96%53.26%55.15%53.72%53.23%52.00%52.17%53.50%53.33%54.77%53.86%50.81%52.93%52.76%52.04%53.07%54.08%52.82%53.53%52.45%55.19%53.42%52.43%53.31%53.93%54.00%51.47%52.28%55.36%52.43%52.65%54.24%53.51%52.24%51.93%54.09%55.35%51.96%55.05%52.89%55.43%51.68%53.20%52.06%53.60%52.57%57.10%52.92%51.85%51.97%54.34%53.83%54.95%53.26%52.08%51.69%52.21%54.59%53.12%53.60%53.73%51.90%54.69%53.60%51.92%52.66%52.51%53.24%55.18%53.76%53.58%53.43%51.20%50.84%54.22%51.62%54.73%54.43%55.22%52.48%52.98%54.31%53.50%51.35%54.17%54.14%52.52%53.00%54.28%52.98%52.98%55.08%52.18%51.81%53.33%54.48%54.95%53.60%52.00%53.22%54.40%53.00%54.90%54.43%52.63%53.73%53.55%53.43%53.59%51.25%51.91%52.49%53.25%52.56%55.13%53.05%52.79%54.52%52.50%55.24%52.50%53.20%53.99%53.03%53.43%53.75%53.46%52.67%53.41%55.61%54.10%53.93%52.99%51.96%52.83%53.36%52.89%52.84%52.07%51.45%53.56%52.53%53.83%52.16%52.15%52.11%51.89%55.37%50.73%50.03%53.26%52.71%52.01%53.29%51.40%53.94%52.07%51.28%50.85%50.68%51.02%52.78%52.00%50.56%52.04%51.87%51.44%51.07%51.54%52.41%50.38%50.84%52.79%51.84%50.86%52.63%50.64%52.46%50.73%53.07%
ELEVATORS_MODE电梯数量归一化众数Float64Home Credit 2018 application_{train|test}.csv53.91%51.51%53.67%53.64%54.05%54.91%54.43%53.28%53.05%52.41%54.73%52.91%53.09%54.53%51.21%52.34%53.97%52.00%55.30%53.88%51.52%54.48%53.03%55.79%51.19%53.04%52.45%50.24%54.09%52.87%55.13%53.55%54.82%54.96%53.26%55.15%53.72%53.23%52.00%52.17%53.50%53.33%54.77%53.86%50.81%52.93%52.76%52.04%53.07%54.08%52.82%53.53%52.45%55.19%53.42%52.43%53.31%53.93%54.00%51.47%52.28%55.36%52.43%52.65%54.24%53.51%52.24%51.93%54.09%55.35%51.96%55.05%52.89%55.43%51.68%53.20%52.06%53.60%52.57%57.10%52.92%51.85%51.97%54.34%53.83%54.95%53.26%52.08%51.69%52.21%54.59%53.12%53.60%53.73%51.90%54.69%53.60%51.92%52.66%52.51%53.24%55.18%53.76%53.58%53.43%51.20%50.84%54.22%51.62%54.73%54.43%55.22%52.48%52.98%54.31%53.50%51.35%54.17%54.14%52.52%53.00%54.28%52.98%52.98%55.08%52.18%51.81%53.33%54.48%54.95%53.60%52.00%53.22%54.40%53.00%54.90%54.43%52.63%53.73%53.55%53.43%53.59%51.25%51.91%52.49%53.25%52.56%55.13%53.05%52.79%54.52%52.50%55.24%52.50%53.20%53.99%53.03%53.43%53.75%53.46%52.67%53.41%55.61%54.10%53.93%52.99%51.96%52.83%53.36%52.89%52.84%52.07%51.45%53.56%52.53%53.83%52.16%52.15%52.11%51.89%55.37%50.73%50.03%53.26%52.71%52.01%53.29%51.40%53.94%52.07%51.28%50.85%50.68%51.02%52.78%52.00%50.56%52.04%51.87%51.44%51.07%51.54%52.41%50.38%50.84%52.79%51.84%50.86%52.63%50.64%52.46%50.73%53.07%
ENTRANCES_AVG入口数量归一化均值Float64Home Credit 2018 application_{train|test}.csv50.79%49.03%51.00%51.04%51.05%52.04%50.67%50.71%50.06%50.06%52.17%50.35%50.43%52.22%47.28%49.36%50.31%49.09%51.96%50.87%48.11%50.93%50.62%51.30%48.63%49.70%48.92%47.87%51.56%50.20%51.73%50.52%51.72%52.73%50.15%51.43%50.51%50.03%48.80%49.17%51.39%50.81%51.67%51.05%48.10%50.09%49.88%49.05%49.64%51.70%50.03%50.71%49.67%52.29%50.91%49.13%50.81%50.40%50.95%48.41%48.97%52.87%49.45%50.09%51.62%50.20%48.66%48.48%50.72%51.86%49.04%52.05%50.33%52.38%49.14%49.67%48.98%50.36%49.85%54.09%50.31%49.69%48.74%51.88%51.39%51.99%50.00%49.49%48.61%50.00%50.63%51.04%50.71%50.58%49.09%51.41%49.77%49.20%50.56%49.76%50.51%52.63%51.19%50.33%50.67%48.34%47.83%51.33%48.79%51.14%51.48%51.58%49.17%50.18%51.26%50.27%48.89%51.10%51.22%49.04%50.70%51.54%50.58%49.66%51.65%49.00%49.12%50.72%51.49%51.53%50.41%47.82%49.51%50.81%49.97%51.65%51.00%49.49%50.65%50.70%50.42%51.58%48.52%49.04%49.28%51.16%50.51%52.19%49.59%49.83%51.70%50.06%53.31%48.95%50.54%51.06%50.06%50.79%50.94%50.53%49.62%50.88%52.18%51.41%51.19%50.39%48.62%50.38%50.46%49.79%50.09%49.80%48.14%49.71%49.68%51.22%49.20%49.77%49.12%48.70%52.06%47.03%46.33%50.03%49.81%48.25%50.06%48.18%50.60%47.99%47.20%47.71%48.39%47.50%49.43%48.58%47.50%49.19%48.97%48.30%47.58%47.59%49.24%47.70%46.66%49.80%48.67%47.68%49.36%47.78%48.98%47.69%50.08%
ENTRANCES_MEDI入口数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv50.79%49.03%51.00%51.04%51.05%52.04%50.67%50.71%50.06%50.06%52.17%50.35%50.43%52.22%47.28%49.36%50.31%49.09%51.96%50.87%48.11%50.93%50.62%51.30%48.63%49.70%48.92%47.87%51.56%50.20%51.73%50.52%51.72%52.73%50.15%51.43%50.51%50.03%48.80%49.17%51.39%50.81%51.67%51.05%48.10%50.09%49.88%49.05%49.64%51.70%50.03%50.71%49.67%52.29%50.91%49.13%50.81%50.40%50.95%48.41%48.97%52.87%49.45%50.09%51.62%50.20%48.66%48.48%50.72%51.86%49.04%52.05%50.33%52.38%49.14%49.67%48.98%50.36%49.85%54.09%50.31%49.69%48.74%51.88%51.39%51.99%50.00%49.49%48.61%50.00%50.63%51.04%50.71%50.58%49.09%51.41%49.77%49.20%50.56%49.76%50.51%52.63%51.19%50.33%50.67%48.34%47.83%51.33%48.79%51.14%51.48%51.58%49.17%50.18%51.26%50.27%48.89%51.10%51.22%49.04%50.70%51.54%50.58%49.66%51.65%49.00%49.12%50.72%51.49%51.53%50.41%47.82%49.51%50.81%49.97%51.65%51.00%49.49%50.65%50.70%50.42%51.58%48.52%49.04%49.28%51.16%50.51%52.19%49.59%49.83%51.70%50.06%53.31%48.95%50.54%51.06%50.06%50.79%50.94%50.53%49.62%50.88%52.18%51.41%51.19%50.39%48.62%50.38%50.46%49.79%50.09%49.80%48.14%49.71%49.68%51.22%49.20%49.77%49.12%48.70%52.06%47.03%46.33%50.03%49.81%48.25%50.06%48.18%50.60%47.99%47.20%47.71%48.39%47.50%49.43%48.58%47.50%49.19%48.97%48.30%47.58%47.59%49.24%47.70%46.66%49.80%48.67%47.68%49.36%47.78%48.98%47.69%50.08%
ENTRANCES_MODE入口数量归一化众数Float64Home Credit 2018 application_{train|test}.csv50.79%49.03%51.00%51.04%51.05%52.04%50.67%50.71%50.06%50.06%52.17%50.35%50.43%52.22%47.28%49.36%50.31%49.09%51.96%50.87%48.11%50.93%50.62%51.30%48.63%49.70%48.92%47.87%51.56%50.20%51.73%50.52%51.72%52.73%50.15%51.43%50.51%50.03%48.80%49.17%51.39%50.81%51.67%51.05%48.10%50.09%49.88%49.05%49.64%51.70%50.03%50.71%49.67%52.29%50.91%49.13%50.81%50.40%50.95%48.41%48.97%52.87%49.45%50.09%51.62%50.20%48.66%48.48%50.72%51.86%49.04%52.05%50.33%52.38%49.14%49.67%48.98%50.36%49.85%54.09%50.31%49.69%48.74%51.88%51.39%51.99%50.00%49.49%48.61%50.00%50.63%51.04%50.71%50.58%49.09%51.41%49.77%49.20%50.56%49.76%50.51%52.63%51.19%50.33%50.67%48.34%47.83%51.33%48.79%51.14%51.48%51.58%49.17%50.18%51.26%50.27%48.89%51.10%51.22%49.04%50.70%51.54%50.58%49.66%51.65%49.00%49.12%50.72%51.49%51.53%50.41%47.82%49.51%50.81%49.97%51.65%51.00%49.49%50.65%50.70%50.42%51.58%48.52%49.04%49.28%51.16%50.51%52.19%49.59%49.83%51.70%50.06%53.31%48.95%50.54%51.06%50.06%50.79%50.94%50.53%49.62%50.88%52.18%51.41%51.19%50.39%48.62%50.38%50.46%49.79%50.09%49.80%48.14%49.71%49.68%51.22%49.20%49.77%49.12%48.70%52.06%47.03%46.33%50.03%49.81%48.25%50.06%48.18%50.60%47.99%47.20%47.71%48.39%47.50%49.43%48.58%47.50%49.19%48.97%48.30%47.58%47.59%49.24%47.70%46.66%49.80%48.67%47.68%49.36%47.78%48.98%47.69%50.08%
EXT_SOURCE_1外部来源分 1Float64Home Credit 2018 application_{train|test}.csv57.03%57.72%57.79%53.58%57.60%56.11%57.73%56.54%56.62%56.41%56.81%55.24%57.69%56.78%54.57%55.85%56.96%55.44%58.17%58.29%56.64%57.85%55.15%55.96%55.77%57.62%56.03%57.68%57.14%56.28%57.42%56.06%58.20%55.25%54.91%55.68%56.19%56.37%56.36%56.57%56.00%56.34%57.06%56.67%57.03%55.61%57.08%55.55%57.29%57.36%55.50%58.70%56.59%55.37%56.93%53.69%54.88%55.70%59.01%56.77%54.94%56.48%57.72%54.73%56.74%56.44%57.13%55.61%53.45%55.94%56.86%57.93%57.30%57.30%56.41%53.68%55.19%55.94%56.59%53.75%58.07%58.67%57.83%57.85%56.56%57.54%55.10%53.16%55.89%56.15%58.04%57.27%57.57%55.25%57.29%56.28%57.14%55.01%56.70%56.83%55.80%55.94%56.49%55.63%55.01%57.32%55.72%56.66%57.41%56.11%56.02%55.77%53.96%55.32%56.01%55.75%55.68%56.86%56.34%53.84%54.34%54.81%55.20%56.53%55.14%58.66%57.35%59.19%54.94%55.87%58.78%56.94%56.19%56.19%56.88%58.32%55.34%56.80%56.75%55.85%57.70%59.16%54.75%56.52%58.22%55.88%58.35%57.05%57.44%56.21%54.11%56.85%55.59%55.98%55.64%56.87%54.37%54.66%56.95%57.21%55.65%58.13%54.78%55.39%57.74%55.83%57.18%55.69%54.50%53.49%56.85%57.21%57.71%55.90%57.43%56.21%56.14%57.73%57.62%54.13%56.30%42.25%42.07%40.92%44.90%42.95%43.29%41.00%41.59%40.74%41.28%41.70%42.02%44.24%40.13%44.19%41.18%41.82%39.95%44.10%42.80%41.17%42.11%40.82%42.47%43.77%41.55%43.03%41.28%43.27%42.02%41.44%54.43%
EXT_SOURCE_2外部来源分 2Float64Home Credit 2018 application_{train|test}.csv0.24%0.36%0.18%0.17%0.12%0.06%0.23%0.29%0.35%0.18%0.12%0.29%0.23%0.29%0.12%0.06%0.24%0.24%0.18%0.41%0.12%0.31%0.00%0.12%0.31%0.24%0.24%0.18%0.35%0.23%0.23%0.47%0.06%0.18%0.55%0.23%0.17%0.47%0.25%0.18%0.11%0.18%0.41%0.12%0.18%0.23%0.17%0.23%0.18%0.24%0.06%0.24%0.18%0.23%0.06%0.24%0.29%0.12%0.12%0.12%0.12%0.12%0.12%0.06%0.37%0.22%0.30%0.23%0.17%0.24%0.23%0.00%0.12%0.00%0.35%0.12%0.17%0.24%0.12%0.28%0.23%0.34%0.06%0.12%0.23%0.36%0.00%0.42%0.30%0.12%0.11%0.46%0.23%0.18%0.17%0.06%0.11%0.43%0.12%0.42%0.34%0.12%0.12%0.06%0.23%0.29%0.24%0.41%0.12%0.00%0.06%0.12%0.11%0.18%0.29%0.24%0.12%0.37%0.18%0.12%0.24%0.42%0.37%0.11%0.24%0.06%0.18%0.17%0.18%0.12%0.06%0.17%0.12%0.42%0.17%0.35%0.34%0.11%0.30%0.12%0.00%0.23%0.48%0.24%0.29%0.12%0.34%0.12%0.18%0.52%0.06%0.17%0.12%0.12%0.11%0.29%0.30%0.29%0.06%0.12%0.12%0.30%0.24%0.12%0.42%0.24%0.23%0.35%0.11%0.42%0.34%0.35%0.29%0.41%0.29%0.17%0.17%0.17%0.12%0.35%0.52%0.00%0.00%0.00%0.00%0.00%0.06%0.06%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.13%0.00%0.00%0.00%0.00%0.07%0.13%0.06%0.00%0.00%0.00%0.00%0.19%
EXT_SOURCE_3外部来源分 3Float64Home Credit 2018 application_{train|test}.csv20.05%19.60%21.04%20.50%20.60%18.80%22.24%21.82%21.04%22.24%19.73%19.76%20.44%19.97%20.98%20.14%19.47%20.50%20.09%20.51%21.38%20.86%19.72%18.95%21.75%20.60%18.70%20.04%19.41%19.78%20.41%19.29%19.50%20.29%19.01%20.85%19.93%18.49%20.53%20.67%19.56%20.54%19.21%20.14%20.52%18.48%19.97%21.28%19.82%21.47%20.62%19.27%19.10%19.15%20.22%18.96%19.71%18.71%19.75%21.14%19.46%21.14%18.96%19.93%20.38%20.29%19.70%19.26%19.07%20.11%21.48%19.45%20.04%19.12%20.38%18.85%19.67%20.77%19.57%20.80%21.59%18.36%20.28%18.46%17.89%19.12%22.00%19.23%18.41%20.11%21.24%19.69%18.26%19.78%20.64%19.37%19.14%20.27%19.89%21.68%18.35%19.40%17.47%19.02%19.41%19.18%20.34%19.85%19.73%20.66%18.24%19.38%19.41%18.28%20.00%19.90%20.08%20.65%21.74%20.35%21.77%17.99%20.68%19.30%19.88%20.79%20.42%20.17%20.36%18.58%20.47%21.03%21.96%18.49%17.80%20.19%17.53%20.29%20.20%19.10%17.57%20.28%20.43%17.52%18.22%20.24%20.06%18.66%21.86%19.34%17.84%20.15%20.33%20.81%18.98%19.66%20.69%20.65%18.72%19.28%19.33%18.91%20.78%19.46%20.48%19.58%19.10%18.54%18.19%20.16%19.20%20.49%20.42%19.68%20.15%19.20%18.86%19.83%19.52%17.51%18.59%16.40%16.99%16.95%18.54%19.60%17.85%18.37%17.90%18.70%16.85%17.66%16.83%18.18%18.86%17.74%17.71%17.45%17.53%17.82%16.91%17.16%18.15%17.47%18.74%18.83%17.03%17.19%16.35%18.61%18.84%18.07%19.55%
FLOORSMAX_AVG最高楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv50.37%48.55%50.88%50.64%50.51%51.44%50.14%50.26%49.71%49.59%51.25%49.88%49.46%51.53%46.59%48.95%49.33%48.07%51.08%50.35%47.62%50.68%49.74%50.77%47.65%49.17%48.33%47.16%50.98%49.74%50.85%50.06%51.01%52.08%49.48%51.02%49.66%49.32%48.06%48.38%50.94%50.03%50.97%50.35%47.19%49.74%49.25%48.71%48.98%50.57%49.74%50.12%49.14%52.00%50.26%48.65%50.29%49.66%50.60%47.41%48.02%52.34%48.78%49.43%50.88%49.35%48.24%48.02%50.26%51.63%48.57%51.41%49.79%52.02%48.49%48.95%48.64%50.18%49.16%53.58%49.75%48.95%48.33%51.06%50.75%51.51%49.53%49.13%48.02%49.40%50.29%50.46%49.91%50.00%48.60%50.82%49.09%48.39%50.03%49.22%50.06%51.94%50.96%50.03%50.32%47.76%47.11%51.10%48.20%50.30%51.12%51.15%48.83%49.71%50.62%50.09%47.83%50.25%50.45%48.62%50.03%50.65%49.97%48.85%51.17%48.41%48.02%49.86%50.97%51.10%50.06%47.59%48.87%50.27%49.41%51.12%50.77%48.80%50.18%49.79%50.18%50.72%47.92%48.68%48.83%50.03%50.28%51.53%49.12%49.01%50.94%49.30%52.67%48.11%49.92%50.53%49.39%50.03%50.43%49.94%49.27%50.03%51.42%50.80%50.71%49.85%47.98%49.68%50.00%49.37%49.57%49.10%47.45%49.47%49.16%50.64%48.64%49.01%48.59%48.17%51.71%46.39%46.02%49.91%49.68%47.99%49.43%47.38%49.84%47.32%46.68%47.53%47.77%46.89%48.86%48.13%46.81%48.74%48.52%47.25%47.19%47.22%48.51%46.88%46.41%49.07%47.90%47.23%48.40%47.33%48.79%47.32%49.50%
FLOORSMAX_MEDI最高楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv50.37%48.55%50.88%50.64%50.51%51.44%50.14%50.26%49.71%49.59%51.25%49.88%49.46%51.53%46.59%48.95%49.33%48.07%51.08%50.35%47.62%50.68%49.74%50.77%47.65%49.17%48.33%47.16%50.98%49.74%50.85%50.06%51.01%52.08%49.48%51.02%49.66%49.32%48.06%48.38%50.94%50.03%50.97%50.35%47.19%49.74%49.25%48.71%48.98%50.57%49.74%50.12%49.14%52.00%50.26%48.65%50.29%49.66%50.60%47.41%48.02%52.34%48.78%49.43%50.88%49.35%48.24%48.02%50.26%51.63%48.57%51.41%49.79%52.02%48.49%48.95%48.64%50.18%49.16%53.58%49.75%48.95%48.33%51.06%50.75%51.51%49.53%49.13%48.02%49.40%50.29%50.46%49.91%50.00%48.60%50.82%49.09%48.39%50.03%49.22%50.06%51.94%50.96%50.03%50.32%47.76%47.11%51.10%48.20%50.30%51.12%51.15%48.83%49.71%50.62%50.09%47.83%50.25%50.45%48.62%50.03%50.65%49.97%48.85%51.17%48.41%48.02%49.86%50.97%51.10%50.06%47.59%48.87%50.27%49.41%51.12%50.77%48.80%50.18%49.79%50.18%50.72%47.92%48.68%48.83%50.03%50.28%51.53%49.12%49.01%50.94%49.30%52.67%48.11%49.92%50.53%49.39%50.03%50.43%49.94%49.27%50.03%51.42%50.80%50.71%49.85%47.98%49.68%50.00%49.37%49.57%49.10%47.45%49.47%49.16%50.64%48.64%49.01%48.59%48.17%51.71%46.39%46.02%49.91%49.68%47.99%49.43%47.38%49.84%47.32%46.68%47.53%47.77%46.89%48.86%48.13%46.81%48.74%48.52%47.25%47.19%47.22%48.51%46.88%46.41%49.07%47.90%47.23%48.40%47.33%48.79%47.32%49.50%
FLOORSMAX_MODE最高楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv50.37%48.55%50.88%50.64%50.51%51.44%50.14%50.26%49.71%49.59%51.25%49.88%49.46%51.53%46.59%48.95%49.33%48.07%51.08%50.35%47.62%50.68%49.74%50.77%47.65%49.17%48.33%47.16%50.98%49.74%50.85%50.06%51.01%52.08%49.48%51.02%49.66%49.32%48.06%48.38%50.94%50.03%50.97%50.35%47.19%49.74%49.25%48.71%48.98%50.57%49.74%50.12%49.14%52.00%50.26%48.65%50.29%49.66%50.60%47.41%48.02%52.34%48.78%49.43%50.88%49.35%48.24%48.02%50.26%51.63%48.57%51.41%49.79%52.02%48.49%48.95%48.64%50.18%49.16%53.58%49.75%48.95%48.33%51.06%50.75%51.51%49.53%49.13%48.02%49.40%50.29%50.46%49.91%50.00%48.60%50.82%49.09%48.39%50.03%49.22%50.06%51.94%50.96%50.03%50.32%47.76%47.11%51.10%48.20%50.30%51.12%51.15%48.83%49.71%50.62%50.09%47.83%50.25%50.45%48.62%50.03%50.65%49.97%48.85%51.17%48.41%48.02%49.86%50.97%51.10%50.06%47.59%48.87%50.27%49.41%51.12%50.77%48.80%50.18%49.79%50.18%50.72%47.92%48.68%48.83%50.03%50.28%51.53%49.12%49.01%50.94%49.30%52.67%48.11%49.92%50.53%49.39%50.03%50.43%49.94%49.27%50.03%51.42%50.80%50.71%49.85%47.98%49.68%50.00%49.37%49.57%49.10%47.45%49.47%49.16%50.64%48.64%49.01%48.59%48.17%51.71%46.39%46.02%49.91%49.68%47.99%49.43%47.38%49.84%47.32%46.68%47.53%47.77%46.89%48.86%48.13%46.81%48.74%48.52%47.25%47.19%47.22%48.51%46.88%46.41%49.07%47.90%47.23%48.40%47.33%48.79%47.32%49.50%
FLOORSMIN_AVG最低楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv69.99%66.59%69.56%67.61%69.13%69.16%70.24%68.08%67.76%68.12%68.97%68.76%67.23%68.72%64.45%66.92%69.17%66.44%68.37%68.08%67.11%68.06%67.98%69.24%68.23%67.74%67.56%65.72%68.72%67.42%67.86%67.19%68.85%68.91%66.85%69.13%66.89%67.58%66.93%65.87%67.71%68.35%69.65%68.50%66.08%68.51%67.15%66.71%67.05%67.92%67.44%67.63%68.36%69.65%68.44%66.89%67.97%67.28%68.79%67.14%66.53%68.92%67.80%67.16%69.98%67.68%68.42%66.76%67.25%70.25%66.32%68.32%66.96%70.73%68.40%67.03%66.45%66.69%66.07%70.11%68.39%67.71%66.27%66.71%66.90%68.88%68.21%65.76%67.55%67.78%70.21%68.30%68.24%68.79%66.15%69.54%67.31%66.63%67.41%66.77%67.61%69.31%68.26%68.81%67.45%66.76%64.62%67.94%67.10%68.20%68.42%69.14%67.90%68.17%67.74%65.86%65.40%69.18%68.25%67.05%66.46%69.30%67.08%67.35%70.09%68.02%67.09%65.91%67.00%67.91%69.19%67.00%67.75%67.68%68.11%69.19%67.68%68.17%67.18%67.19%66.91%67.43%66.51%67.17%67.28%67.88%67.10%70.13%67.12%67.89%69.07%67.31%69.07%68.37%69.29%69.60%67.11%67.80%67.66%69.05%67.84%68.52%69.24%68.18%68.10%66.71%67.14%67.99%67.96%68.81%67.56%68.48%66.47%68.11%68.26%67.92%66.99%66.57%67.41%67.75%70.48%67.01%66.14%67.36%66.47%65.65%67.03%66.00%67.04%66.44%66.36%64.31%67.08%66.42%67.22%66.97%66.83%67.29%67.33%67.23%66.24%66.79%67.52%64.09%66.58%66.58%66.90%66.77%67.50%65.44%68.75%65.57%67.68%
FLOORSMIN_MEDI最低楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv69.99%66.59%69.56%67.61%69.13%69.16%70.24%68.08%67.76%68.12%68.97%68.76%67.23%68.72%64.45%66.92%69.17%66.44%68.37%68.08%67.11%68.06%67.98%69.24%68.23%67.74%67.56%65.72%68.72%67.42%67.86%67.19%68.85%68.91%66.85%69.13%66.89%67.58%66.93%65.87%67.71%68.35%69.65%68.50%66.08%68.51%67.15%66.71%67.05%67.92%67.44%67.63%68.36%69.65%68.44%66.89%67.97%67.28%68.79%67.14%66.53%68.92%67.80%67.16%69.98%67.68%68.42%66.76%67.25%70.25%66.32%68.32%66.96%70.73%68.40%67.03%66.45%66.69%66.07%70.11%68.39%67.71%66.27%66.71%66.90%68.88%68.21%65.76%67.55%67.78%70.21%68.30%68.24%68.79%66.15%69.54%67.31%66.63%67.41%66.77%67.61%69.31%68.26%68.81%67.45%66.76%64.62%67.94%67.10%68.20%68.42%69.14%67.90%68.17%67.74%65.86%65.40%69.18%68.25%67.05%66.46%69.30%67.08%67.35%70.09%68.02%67.09%65.91%67.00%67.91%69.19%67.00%67.75%67.68%68.11%69.19%67.68%68.17%67.18%67.19%66.91%67.43%66.51%67.17%67.28%67.88%67.10%70.13%67.12%67.89%69.07%67.31%69.07%68.37%69.29%69.60%67.11%67.80%67.66%69.05%67.84%68.52%69.24%68.18%68.10%66.71%67.14%67.99%67.96%68.81%67.56%68.48%66.47%68.11%68.26%67.92%66.99%66.57%67.41%67.75%70.48%67.01%66.14%67.36%66.47%65.65%67.03%66.00%67.04%66.44%66.36%64.31%67.08%66.42%67.22%66.97%66.83%67.29%67.33%67.23%66.24%66.79%67.52%64.09%66.58%66.58%66.90%66.77%67.50%65.44%68.75%65.57%67.68%
FLOORSMIN_MODE最低楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv69.99%66.59%69.56%67.61%69.13%69.16%70.24%68.08%67.76%68.12%68.97%68.76%67.23%68.72%64.45%66.92%69.17%66.44%68.37%68.08%67.11%68.06%67.98%69.24%68.23%67.74%67.56%65.72%68.72%67.42%67.86%67.19%68.85%68.91%66.85%69.13%66.89%67.58%66.93%65.87%67.71%68.35%69.65%68.50%66.08%68.51%67.15%66.71%67.05%67.92%67.44%67.63%68.36%69.65%68.44%66.89%67.97%67.28%68.79%67.14%66.53%68.92%67.80%67.16%69.98%67.68%68.42%66.76%67.25%70.25%66.32%68.32%66.96%70.73%68.40%67.03%66.45%66.69%66.07%70.11%68.39%67.71%66.27%66.71%66.90%68.88%68.21%65.76%67.55%67.78%70.21%68.30%68.24%68.79%66.15%69.54%67.31%66.63%67.41%66.77%67.61%69.31%68.26%68.81%67.45%66.76%64.62%67.94%67.10%68.20%68.42%69.14%67.90%68.17%67.74%65.86%65.40%69.18%68.25%67.05%66.46%69.30%67.08%67.35%70.09%68.02%67.09%65.91%67.00%67.91%69.19%67.00%67.75%67.68%68.11%69.19%67.68%68.17%67.18%67.19%66.91%67.43%66.51%67.17%67.28%67.88%67.10%70.13%67.12%67.89%69.07%67.31%69.07%68.37%69.29%69.60%67.11%67.80%67.66%69.05%67.84%68.52%69.24%68.18%68.10%66.71%67.14%67.99%67.96%68.81%67.56%68.48%66.47%68.11%68.26%67.92%66.99%66.57%67.41%67.75%70.48%67.01%66.14%67.36%66.47%65.65%67.03%66.00%67.04%66.44%66.36%64.31%67.08%66.42%67.22%66.97%66.83%67.29%67.33%67.23%66.24%66.79%67.52%64.09%66.58%66.58%66.90%66.77%67.50%65.44%68.75%65.57%67.68%
LANDAREA_AVG土地面积归一化均值Float64Home Credit 2018 application_{train|test}.csv60.09%57.78%59.79%59.53%60.96%60.90%60.45%58.99%59.09%59.47%60.11%60.02%59.17%61.57%56.94%58.96%58.91%58.28%60.40%60.25%58.53%58.53%58.45%60.33%58.52%58.63%58.96%57.21%60.25%58.16%61.11%58.57%61.00%61.17%58.74%60.98%58.11%58.62%58.45%58.41%59.24%58.98%60.05%59.95%56.67%59.15%58.52%59.17%59.40%60.47%58.77%59.40%58.72%61.40%59.44%58.01%60.06%59.66%60.02%57.54%58.19%61.81%58.02%59.19%60.95%59.36%58.93%59.46%61.22%61.50%57.21%61.17%59.99%62.82%59.30%59.07%58.85%59.66%58.82%62.05%59.72%59.18%58.13%59.61%60.05%60.80%58.66%57.75%57.13%60.44%60.73%59.58%58.71%59.98%58.89%60.74%59.37%57.11%58.75%58.56%58.47%61.90%59.87%59.84%60.35%57.14%57.16%59.49%57.94%59.70%60.15%60.87%59.36%59.40%60.23%59.59%55.39%60.36%60.15%58.34%59.61%60.39%58.89%58.76%61.08%58.07%57.76%58.90%60.80%60.27%60.29%57.52%58.28%60.32%59.01%59.33%59.85%59.03%60.01%58.82%59.33%58.93%57.30%59.45%58.17%58.75%59.49%61.01%58.62%58.07%61.56%58.42%60.87%60.13%60.11%60.45%59.28%59.59%59.47%59.85%59.34%59.52%62.04%59.91%59.94%58.43%59.05%58.54%59.29%58.86%59.54%58.55%57.48%59.35%59.52%59.57%59.66%57.85%58.21%58.37%61.88%58.39%56.61%59.14%58.27%57.44%59.24%57.54%59.04%57.25%57.60%57.92%58.17%56.56%57.34%59.10%57.13%58.50%58.96%58.06%56.81%57.28%58.42%56.70%57.90%59.02%58.01%58.24%58.78%56.99%58.77%57.93%59.18%
LANDAREA_MEDI土地面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv60.09%57.78%59.79%59.53%60.96%60.90%60.45%58.99%59.09%59.47%60.11%60.02%59.17%61.57%56.94%58.96%58.91%58.28%60.40%60.25%58.53%58.53%58.45%60.33%58.52%58.63%58.96%57.21%60.25%58.16%61.11%58.57%61.00%61.17%58.74%60.98%58.11%58.62%58.45%58.41%59.24%58.98%60.05%59.95%56.67%59.15%58.52%59.17%59.40%60.47%58.77%59.40%58.72%61.40%59.44%58.01%60.06%59.66%60.02%57.54%58.19%61.81%58.02%59.19%60.95%59.36%58.93%59.46%61.22%61.50%57.21%61.17%59.99%62.82%59.30%59.07%58.85%59.66%58.82%62.05%59.72%59.18%58.13%59.61%60.05%60.80%58.66%57.75%57.13%60.44%60.73%59.58%58.71%59.98%58.89%60.74%59.37%57.11%58.75%58.56%58.47%61.90%59.87%59.84%60.35%57.14%57.16%59.49%57.94%59.70%60.15%60.87%59.36%59.40%60.23%59.59%55.39%60.36%60.15%58.34%59.61%60.39%58.89%58.76%61.08%58.07%57.76%58.90%60.80%60.27%60.29%57.52%58.28%60.32%59.01%59.33%59.85%59.03%60.01%58.82%59.33%58.93%57.30%59.45%58.17%58.75%59.49%61.01%58.62%58.07%61.56%58.42%60.87%60.13%60.11%60.45%59.28%59.59%59.47%59.85%59.34%59.52%62.04%59.91%59.94%58.43%59.05%58.54%59.29%58.86%59.54%58.55%57.48%59.35%59.52%59.57%59.66%57.85%58.21%58.37%61.88%58.39%56.61%59.14%58.27%57.44%59.24%57.54%59.04%57.25%57.60%57.92%58.17%56.56%57.34%59.10%57.13%58.50%58.96%58.06%56.81%57.28%58.42%56.70%57.90%59.02%58.01%58.24%58.78%56.99%58.77%57.93%59.18%
LANDAREA_MODE土地面积归一化众数Float64Home Credit 2018 application_{train|test}.csv60.09%57.78%59.79%59.53%60.96%60.90%60.45%58.99%59.09%59.47%60.11%60.02%59.17%61.57%56.94%58.96%58.91%58.28%60.40%60.25%58.53%58.53%58.45%60.33%58.52%58.63%58.96%57.21%60.25%58.16%61.11%58.57%61.00%61.17%58.74%60.98%58.11%58.62%58.45%58.41%59.24%58.98%60.05%59.95%56.67%59.15%58.52%59.17%59.40%60.47%58.77%59.40%58.72%61.40%59.44%58.01%60.06%59.66%60.02%57.54%58.19%61.81%58.02%59.19%60.95%59.36%58.93%59.46%61.22%61.50%57.21%61.17%59.99%62.82%59.30%59.07%58.85%59.66%58.82%62.05%59.72%59.18%58.13%59.61%60.05%60.80%58.66%57.75%57.13%60.44%60.73%59.58%58.71%59.98%58.89%60.74%59.37%57.11%58.75%58.56%58.47%61.90%59.87%59.84%60.35%57.14%57.16%59.49%57.94%59.70%60.15%60.87%59.36%59.40%60.23%59.59%55.39%60.36%60.15%58.34%59.61%60.39%58.89%58.76%61.08%58.07%57.76%58.90%60.80%60.27%60.29%57.52%58.28%60.32%59.01%59.33%59.85%59.03%60.01%58.82%59.33%58.93%57.30%59.45%58.17%58.75%59.49%61.01%58.62%58.07%61.56%58.42%60.87%60.13%60.11%60.45%59.28%59.59%59.47%59.85%59.34%59.52%62.04%59.91%59.94%58.43%59.05%58.54%59.29%58.86%59.54%58.55%57.48%59.35%59.52%59.57%59.66%57.85%58.21%58.37%61.88%58.39%56.61%59.14%58.27%57.44%59.24%57.54%59.04%57.25%57.60%57.92%58.17%56.56%57.34%59.10%57.13%58.50%58.96%58.06%56.81%57.28%58.42%56.70%57.90%59.02%58.01%58.24%58.78%56.99%58.77%57.93%59.18%
LIVINGAPARTMENTS_AVG居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv70.35%67.01%69.68%67.96%69.79%69.40%70.70%68.36%68.17%68.41%69.95%69.06%68.37%69.19%65.09%67.74%70.27%67.05%69.36%67.73%67.05%68.74%68.16%70.31%68.42%68.45%67.98%66.78%69.53%68.33%68.74%67.37%70.15%69.38%67.70%69.42%67.74%68.29%67.98%66.67%68.16%68.29%70.71%68.62%66.99%69.09%67.43%67.91%68.07%68.28%68.20%67.80%68.36%70.05%68.97%67.61%68.84%68.19%69.27%67.08%67.30%69.15%68.04%68.11%70.10%68.02%68.24%67.57%67.71%70.67%66.49%68.26%68.10%71.26%69.29%67.62%66.51%67.59%66.38%70.74%68.95%68.28%66.51%66.94%67.07%69.30%68.74%66.06%67.38%68.62%70.32%68.82%68.75%69.37%67.09%70.01%67.60%67.43%68.87%67.01%67.95%69.89%69.66%69.24%67.74%67.41%64.98%68.17%67.28%68.62%68.89%70.23%68.30%68.28%67.80%66.77%66.10%69.36%69.03%67.95%67.19%70.07%67.45%68.27%70.21%68.79%67.27%66.61%67.47%68.64%69.07%67.81%68.10%68.40%68.16%69.83%68.25%69.14%67.95%67.80%67.03%67.66%66.63%67.76%68.37%67.58%67.50%70.97%68.00%67.89%69.84%67.13%69.19%69.27%69.35%69.66%67.48%68.04%67.54%69.11%68.31%68.58%69.95%68.42%69.17%67.19%67.60%68.34%68.30%68.57%68.14%68.94%66.94%68.34%69.54%68.74%67.78%67.03%68.00%68.04%71.12%67.65%67.21%68.50%67.05%66.17%67.34%67.34%67.80%67.42%67.54%65.06%67.33%66.67%68.04%67.35%67.27%67.61%68.30%68.09%66.75%67.10%67.99%64.86%66.65%67.31%68.11%67.22%68.27%65.76%69.07%66.08%68.20%
LIVINGAPARTMENTS_MEDI居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv70.35%67.01%69.68%67.96%69.79%69.40%70.70%68.36%68.17%68.41%69.95%69.06%68.37%69.19%65.09%67.74%70.27%67.05%69.36%67.73%67.05%68.74%68.16%70.31%68.42%68.45%67.98%66.78%69.53%68.33%68.74%67.37%70.15%69.38%67.70%69.42%67.74%68.29%67.98%66.67%68.16%68.29%70.71%68.62%66.99%69.09%67.43%67.91%68.07%68.28%68.20%67.80%68.36%70.05%68.97%67.61%68.84%68.19%69.27%67.08%67.30%69.15%68.04%68.11%70.10%68.02%68.24%67.57%67.71%70.67%66.49%68.26%68.10%71.26%69.29%67.62%66.51%67.59%66.38%70.74%68.95%68.28%66.51%66.94%67.07%69.30%68.74%66.06%67.38%68.62%70.32%68.82%68.75%69.37%67.09%70.01%67.60%67.43%68.87%67.01%67.95%69.89%69.66%69.24%67.74%67.41%64.98%68.17%67.28%68.62%68.89%70.23%68.30%68.28%67.80%66.77%66.10%69.36%69.03%67.95%67.19%70.07%67.45%68.27%70.21%68.79%67.27%66.61%67.47%68.64%69.07%67.81%68.10%68.40%68.16%69.83%68.25%69.14%67.95%67.80%67.03%67.66%66.63%67.76%68.37%67.58%67.50%70.97%68.00%67.89%69.84%67.13%69.19%69.27%69.35%69.66%67.48%68.04%67.54%69.11%68.31%68.58%69.95%68.42%69.17%67.19%67.60%68.34%68.30%68.57%68.14%68.94%66.94%68.34%69.54%68.74%67.78%67.03%68.00%68.04%71.12%67.65%67.21%68.50%67.05%66.17%67.34%67.34%67.80%67.42%67.54%65.06%67.33%66.67%68.04%67.35%67.27%67.61%68.30%68.09%66.75%67.10%67.99%64.86%66.65%67.31%68.11%67.22%68.27%65.76%69.07%66.08%68.20%
LIVINGAPARTMENTS_MODE居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv70.35%67.01%69.68%67.96%69.79%69.40%70.70%68.36%68.17%68.41%69.95%69.06%68.37%69.19%65.09%67.74%70.27%67.05%69.36%67.73%67.05%68.74%68.16%70.31%68.42%68.45%67.98%66.78%69.53%68.33%68.74%67.37%70.15%69.38%67.70%69.42%67.74%68.29%67.98%66.67%68.16%68.29%70.71%68.62%66.99%69.09%67.43%67.91%68.07%68.28%68.20%67.80%68.36%70.05%68.97%67.61%68.84%68.19%69.27%67.08%67.30%69.15%68.04%68.11%70.10%68.02%68.24%67.57%67.71%70.67%66.49%68.26%68.10%71.26%69.29%67.62%66.51%67.59%66.38%70.74%68.95%68.28%66.51%66.94%67.07%69.30%68.74%66.06%67.38%68.62%70.32%68.82%68.75%69.37%67.09%70.01%67.60%67.43%68.87%67.01%67.95%69.89%69.66%69.24%67.74%67.41%64.98%68.17%67.28%68.62%68.89%70.23%68.30%68.28%67.80%66.77%66.10%69.36%69.03%67.95%67.19%70.07%67.45%68.27%70.21%68.79%67.27%66.61%67.47%68.64%69.07%67.81%68.10%68.40%68.16%69.83%68.25%69.14%67.95%67.80%67.03%67.66%66.63%67.76%68.37%67.58%67.50%70.97%68.00%67.89%69.84%67.13%69.19%69.27%69.35%69.66%67.48%68.04%67.54%69.11%68.31%68.58%69.95%68.42%69.17%67.19%67.60%68.34%68.30%68.57%68.14%68.94%66.94%68.34%69.54%68.74%67.78%67.03%68.00%68.04%71.12%67.65%67.21%68.50%67.05%66.17%67.34%67.34%67.80%67.42%67.54%65.06%67.33%66.67%68.04%67.35%67.27%67.61%68.30%68.09%66.75%67.10%67.99%64.86%66.65%67.31%68.11%67.22%68.27%65.76%69.07%66.08%68.20%
LIVINGAREA_AVG居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv50.55%48.91%50.94%51.04%51.05%51.86%51.30%49.91%49.88%49.88%51.68%50.64%49.06%52.34%46.99%50.18%50.24%48.61%52.20%50.64%49.09%51.18%50.44%51.00%48.44%49.40%48.86%47.58%50.98%49.12%51.14%49.83%51.84%52.55%49.66%51.66%50.00%50.44%49.23%48.81%51.28%50.45%51.49%51.29%47.56%50.38%50.06%49.11%50.00%51.16%49.74%50.41%49.56%52.29%50.79%49.01%50.64%50.27%51.37%48.41%48.37%52.52%48.91%50.15%51.19%49.47%48.30%48.36%51.01%51.15%48.57%52.91%49.97%52.96%48.73%48.95%49.45%50.60%49.60%53.81%50.76%49.01%48.44%51.11%50.99%51.63%50.00%49.13%48.43%49.76%51.55%50.29%50.43%50.23%49.26%51.12%49.83%49.32%50.15%49.10%50.23%52.87%51.49%49.97%50.73%48.28%47.23%51.10%49.08%50.96%51.42%52.13%49.17%50.35%50.73%49.54%47.78%50.67%50.57%49.28%50.03%50.77%50.71%49.60%51.83%48.53%48.54%50.14%51.32%50.61%50.58%48.40%49.56%50.39%50.08%51.59%51.17%49.37%50.83%50.21%50.78%51.12%48.52%49.52%48.94%50.39%50.80%52.19%49.71%49.77%52.00%49.42%52.72%49.49%49.80%51.00%49.94%50.56%49.86%50.23%49.44%50.51%51.36%51.16%50.65%50.57%48.51%50.15%50.00%50.09%49.80%50.20%48.03%50.12%49.74%51.22%49.32%49.71%48.65%49.29%51.71%46.90%46.33%50.22%50.19%48.77%49.75%47.87%50.16%48.11%47.20%47.78%47.65%46.95%48.99%49.29%47.00%48.67%48.71%47.77%48.10%47.59%49.37%46.88%47.53%49.07%48.92%47.99%49.36%48.03%48.85%48.07%49.94%
LIVINGAREA_MEDI居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv50.55%48.91%50.94%51.04%51.05%51.86%51.30%49.91%49.88%49.88%51.68%50.64%49.06%52.34%46.99%50.18%50.24%48.61%52.20%50.64%49.09%51.18%50.44%51.00%48.44%49.40%48.86%47.58%50.98%49.12%51.14%49.83%51.84%52.55%49.66%51.66%50.00%50.44%49.23%48.81%51.28%50.45%51.49%51.29%47.56%50.38%50.06%49.11%50.00%51.16%49.74%50.41%49.56%52.29%50.79%49.01%50.64%50.27%51.37%48.41%48.37%52.52%48.91%50.15%51.19%49.47%48.30%48.36%51.01%51.15%48.57%52.91%49.97%52.96%48.73%48.95%49.45%50.60%49.60%53.81%50.76%49.01%48.44%51.11%50.99%51.63%50.00%49.13%48.43%49.76%51.55%50.29%50.43%50.23%49.26%51.12%49.83%49.32%50.15%49.10%50.23%52.87%51.49%49.97%50.73%48.28%47.23%51.10%49.08%50.96%51.42%52.13%49.17%50.35%50.73%49.54%47.78%50.67%50.57%49.28%50.03%50.77%50.71%49.60%51.83%48.53%48.54%50.14%51.32%50.61%50.58%48.40%49.56%50.39%50.08%51.59%51.17%49.37%50.83%50.21%50.78%51.12%48.52%49.52%48.94%50.39%50.80%52.19%49.71%49.77%52.00%49.42%52.72%49.49%49.80%51.00%49.94%50.56%49.86%50.23%49.44%50.51%51.36%51.16%50.65%50.57%48.51%50.15%50.00%50.09%49.80%50.20%48.03%50.12%49.74%51.22%49.32%49.71%48.65%49.29%51.71%46.90%46.33%50.22%50.19%48.77%49.75%47.87%50.16%48.11%47.20%47.78%47.65%46.95%48.99%49.29%47.00%48.67%48.71%47.77%48.10%47.59%49.37%46.88%47.53%49.07%48.92%47.99%49.36%48.03%48.85%48.07%49.94%
LIVINGAREA_MODE居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv50.55%48.91%50.94%51.04%51.05%51.86%51.30%49.91%49.88%49.88%51.68%50.64%49.06%52.34%46.99%50.18%50.24%48.61%52.20%50.64%49.09%51.18%50.44%51.00%48.44%49.40%48.86%47.58%50.98%49.12%51.14%49.83%51.84%52.55%49.66%51.66%50.00%50.44%49.23%48.81%51.28%50.45%51.49%51.29%47.56%50.38%50.06%49.11%50.00%51.16%49.74%50.41%49.56%52.29%50.79%49.01%50.64%50.27%51.37%48.41%48.37%52.52%48.91%50.15%51.19%49.47%48.30%48.36%51.01%51.15%48.57%52.91%49.97%52.96%48.73%48.95%49.45%50.60%49.60%53.81%50.76%49.01%48.44%51.11%50.99%51.63%50.00%49.13%48.43%49.76%51.55%50.29%50.43%50.23%49.26%51.12%49.83%49.32%50.15%49.10%50.23%52.87%51.49%49.97%50.73%48.28%47.23%51.10%49.08%50.96%51.42%52.13%49.17%50.35%50.73%49.54%47.78%50.67%50.57%49.28%50.03%50.77%50.71%49.60%51.83%48.53%48.54%50.14%51.32%50.61%50.58%48.40%49.56%50.39%50.08%51.59%51.17%49.37%50.83%50.21%50.78%51.12%48.52%49.52%48.94%50.39%50.80%52.19%49.71%49.77%52.00%49.42%52.72%49.49%49.80%51.00%49.94%50.56%49.86%50.23%49.44%50.51%51.36%51.16%50.65%50.57%48.51%50.15%50.00%50.09%49.80%50.20%48.03%50.12%49.74%51.22%49.32%49.71%48.65%49.29%51.71%46.90%46.33%50.22%50.19%48.77%49.75%47.87%50.16%48.11%47.20%47.78%47.65%46.95%48.99%49.29%47.00%48.67%48.71%47.77%48.10%47.59%49.37%46.88%47.53%49.07%48.92%47.99%49.36%48.03%48.85%48.07%49.94%
NONLIVINGAPARTMENTS_AVG非居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv71.15%67.91%70.95%69.63%71.11%70.48%71.40%69.16%69.11%69.76%70.98%70.22%69.34%70.28%66.18%68.91%71.31%68.26%70.18%69.12%68.27%69.30%68.86%71.49%69.15%69.23%68.88%67.79%70.05%69.24%69.68%68.47%71.52%70.15%68.49%70.53%68.58%69.29%68.90%68.38%69.13%69.19%71.35%69.73%68.44%70.37%68.47%69.41%69.16%69.23%69.07%69.04%69.72%70.98%70.02%68.33%69.94%69.47%70.11%68.08%68.36%70.57%69.87%69.01%71.26%69.08%69.31%68.55%68.81%72.26%67.72%69.65%68.99%72.20%70.47%69.06%67.85%68.85%67.43%71.70%69.80%69.36%67.64%68.00%68.29%70.69%69.75%66.91%68.98%69.27%71.93%69.98%70.16%70.48%68.08%70.83%68.63%69.10%69.51%68.02%68.69%70.76%70.36%70.26%68.50%68.45%66.43%69.68%68.16%70.06%70.07%71.32%68.98%69.63%68.86%67.74%67.45%70.77%70.10%69.33%68.53%70.72%68.55%69.53%71.35%69.96%68.03%68.12%68.70%69.32%70.29%68.62%68.97%69.78%69.57%70.84%69.50%69.83%69.19%68.34%68.41%69.04%68.11%68.84%69.80%68.72%68.52%71.87%69.11%68.82%70.83%68.29%70.53%69.63%70.31%70.89%68.93%68.97%68.52%69.87%69.13%69.73%70.72%69.22%69.58%68.58%69.07%69.39%69.16%69.71%69.28%70.11%68.04%69.16%70.76%69.95%68.92%68.14%68.46%68.81%72.69%68.73%68.28%70.02%68.48%67.40%68.42%68.00%68.81%68.57%68.66%66.25%68.19%67.96%69.05%68.58%69.09%69.04%69.39%69.27%67.66%68.15%69.11%66.14%68.21%68.37%69.38%68.68%69.29%66.84%69.93%67.02%69.29%
NONLIVINGAPARTMENTS_MEDI非居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv71.15%67.91%70.95%69.63%71.11%70.48%71.40%69.16%69.11%69.76%70.98%70.22%69.34%70.28%66.18%68.91%71.31%68.26%70.18%69.12%68.27%69.30%68.86%71.49%69.15%69.23%68.88%67.79%70.05%69.24%69.68%68.47%71.52%70.15%68.49%70.53%68.58%69.29%68.90%68.38%69.13%69.19%71.35%69.73%68.44%70.37%68.47%69.41%69.16%69.23%69.07%69.04%69.72%70.98%70.02%68.33%69.94%69.47%70.11%68.08%68.36%70.57%69.87%69.01%71.26%69.08%69.31%68.55%68.81%72.26%67.72%69.65%68.99%72.20%70.47%69.06%67.85%68.85%67.43%71.70%69.80%69.36%67.64%68.00%68.29%70.69%69.75%66.91%68.98%69.27%71.93%69.98%70.16%70.48%68.08%70.83%68.63%69.10%69.51%68.02%68.69%70.76%70.36%70.26%68.50%68.45%66.43%69.68%68.16%70.06%70.07%71.32%68.98%69.63%68.86%67.74%67.45%70.77%70.10%69.33%68.53%70.72%68.55%69.53%71.35%69.96%68.03%68.12%68.70%69.32%70.29%68.62%68.97%69.78%69.57%70.84%69.50%69.83%69.19%68.34%68.41%69.04%68.11%68.84%69.80%68.72%68.52%71.87%69.11%68.82%70.83%68.29%70.53%69.63%70.31%70.89%68.93%68.97%68.52%69.87%69.13%69.73%70.72%69.22%69.58%68.58%69.07%69.39%69.16%69.71%69.28%70.11%68.04%69.16%70.76%69.95%68.92%68.14%68.46%68.81%72.69%68.73%68.28%70.02%68.48%67.40%68.42%68.00%68.81%68.57%68.66%66.25%68.19%67.96%69.05%68.58%69.09%69.04%69.39%69.27%67.66%68.15%69.11%66.14%68.21%68.37%69.38%68.68%69.29%66.84%69.93%67.02%69.29%
NONLIVINGAPARTMENTS_MODE非居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv71.15%67.91%70.95%69.63%71.11%70.48%71.40%69.16%69.11%69.76%70.98%70.22%69.34%70.28%66.18%68.91%71.31%68.26%70.18%69.12%68.27%69.30%68.86%71.49%69.15%69.23%68.88%67.79%70.05%69.24%69.68%68.47%71.52%70.15%68.49%70.53%68.58%69.29%68.90%68.38%69.13%69.19%71.35%69.73%68.44%70.37%68.47%69.41%69.16%69.23%69.07%69.04%69.72%70.98%70.02%68.33%69.94%69.47%70.11%68.08%68.36%70.57%69.87%69.01%71.26%69.08%69.31%68.55%68.81%72.26%67.72%69.65%68.99%72.20%70.47%69.06%67.85%68.85%67.43%71.70%69.80%69.36%67.64%68.00%68.29%70.69%69.75%66.91%68.98%69.27%71.93%69.98%70.16%70.48%68.08%70.83%68.63%69.10%69.51%68.02%68.69%70.76%70.36%70.26%68.50%68.45%66.43%69.68%68.16%70.06%70.07%71.32%68.98%69.63%68.86%67.74%67.45%70.77%70.10%69.33%68.53%70.72%68.55%69.53%71.35%69.96%68.03%68.12%68.70%69.32%70.29%68.62%68.97%69.78%69.57%70.84%69.50%69.83%69.19%68.34%68.41%69.04%68.11%68.84%69.80%68.72%68.52%71.87%69.11%68.82%70.83%68.29%70.53%69.63%70.31%70.89%68.93%68.97%68.52%69.87%69.13%69.73%70.72%69.22%69.58%68.58%69.07%69.39%69.16%69.71%69.28%70.11%68.04%69.16%70.76%69.95%68.92%68.14%68.46%68.81%72.69%68.73%68.28%70.02%68.48%67.40%68.42%68.00%68.81%68.57%68.66%66.25%68.19%67.96%69.05%68.58%69.09%69.04%69.39%69.27%67.66%68.15%69.11%66.14%68.21%68.37%69.38%68.68%69.29%66.84%69.93%67.02%69.29%
NONLIVINGAREA_AVG非居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv56.11%53.44%55.18%55.89%56.58%56.53%56.11%54.54%55.80%55.18%56.69%55.30%55.14%56.95%52.08%54.98%54.52%53.99%55.36%55.97%53.84%55.92%55.27%57.14%54.67%54.88%53.70%53.25%55.70%54.80%57.24%55.71%56.54%56.60%53.56%56.73%55.63%54.89%53.35%53.88%55.94%55.38%56.71%56.21%52.99%55.55%54.32%54.28%54.76%56.29%54.75%55.35%54.88%56.99%55.70%54.41%55.76%55.27%56.92%52.59%53.46%57.25%53.77%55.68%56.50%54.86%54.57%53.94%56.12%57.30%53.77%56.78%55.46%57.95%53.28%55.30%53.86%55.46%54.37%58.18%55.24%53.84%53.77%55.39%56.68%57.18%55.22%54.31%53.52%54.47%56.66%54.97%56.21%55.13%54.49%55.87%54.40%54.14%54.65%54.79%55.06%57.09%55.97%55.57%55.89%53.18%52.53%56.02%53.34%55.81%56.08%56.26%53.61%54.61%56.19%54.96%53.16%55.39%55.93%54.08%54.94%55.40%55.20%55.44%56.76%54.77%53.15%55.01%55.94%56.42%55.35%53.05%55.08%56.01%54.35%56.32%56.03%54.51%55.81%54.40%55.35%54.91%53.56%54.01%54.10%55.34%55.23%56.27%55.22%53.66%56.10%55.40%57.29%55.68%55.18%56.57%55.04%54.78%55.01%56.15%54.19%55.65%57.62%56.43%55.00%54.80%54.25%55.28%54.45%54.56%53.87%54.47%53.02%55.20%55.21%56.03%53.98%53.66%54.22%54.66%57.82%53.41%51.72%55.47%55.04%53.75%54.56%52.92%54.57%52.50%53.19%53.22%52.91%52.13%53.23%54.26%51.56%53.98%54.32%53.15%53.00%53.09%54.65%52.17%52.65%53.98%53.88%54.30%55.19%52.80%54.17%53.44%54.95%
NONLIVINGAREA_MEDI非居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv56.11%53.44%55.18%55.89%56.58%56.53%56.11%54.54%55.80%55.18%56.69%55.30%55.14%56.95%52.08%54.98%54.52%53.99%55.36%55.97%53.84%55.92%55.27%57.14%54.67%54.88%53.70%53.25%55.70%54.80%57.24%55.71%56.54%56.60%53.56%56.73%55.63%54.89%53.35%53.88%55.94%55.38%56.71%56.21%52.99%55.55%54.32%54.28%54.76%56.29%54.75%55.35%54.88%56.99%55.70%54.41%55.76%55.27%56.92%52.59%53.46%57.25%53.77%55.68%56.50%54.86%54.57%53.94%56.12%57.30%53.77%56.78%55.46%57.95%53.28%55.30%53.86%55.46%54.37%58.18%55.24%53.84%53.77%55.39%56.68%57.18%55.22%54.31%53.52%54.47%56.66%54.97%56.21%55.13%54.49%55.87%54.40%54.14%54.65%54.79%55.06%57.09%55.97%55.57%55.89%53.18%52.53%56.02%53.34%55.81%56.08%56.26%53.61%54.61%56.19%54.96%53.16%55.39%55.93%54.08%54.94%55.40%55.20%55.44%56.76%54.77%53.15%55.01%55.94%56.42%55.35%53.05%55.08%56.01%54.35%56.32%56.03%54.51%55.81%54.40%55.35%54.91%53.56%54.01%54.10%55.34%55.23%56.27%55.22%53.66%56.10%55.40%57.29%55.68%55.18%56.57%55.04%54.78%55.01%56.15%54.19%55.65%57.62%56.43%55.00%54.80%54.25%55.28%54.45%54.56%53.87%54.47%53.02%55.20%55.21%56.03%53.98%53.66%54.22%54.66%57.82%53.41%51.72%55.47%55.04%53.75%54.56%52.92%54.57%52.50%53.19%53.22%52.91%52.13%53.23%54.26%51.56%53.98%54.32%53.15%53.00%53.09%54.65%52.17%52.65%53.98%53.88%54.30%55.19%52.80%54.17%53.44%54.95%
NONLIVINGAREA_MODE非居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv56.11%53.44%55.18%55.89%56.58%56.53%56.11%54.54%55.80%55.18%56.69%55.30%55.14%56.95%52.08%54.98%54.52%53.99%55.36%55.97%53.84%55.92%55.27%57.14%54.67%54.88%53.70%53.25%55.70%54.80%57.24%55.71%56.54%56.60%53.56%56.73%55.63%54.89%53.35%53.88%55.94%55.38%56.71%56.21%52.99%55.55%54.32%54.28%54.76%56.29%54.75%55.35%54.88%56.99%55.70%54.41%55.76%55.27%56.92%52.59%53.46%57.25%53.77%55.68%56.50%54.86%54.57%53.94%56.12%57.30%53.77%56.78%55.46%57.95%53.28%55.30%53.86%55.46%54.37%58.18%55.24%53.84%53.77%55.39%56.68%57.18%55.22%54.31%53.52%54.47%56.66%54.97%56.21%55.13%54.49%55.87%54.40%54.14%54.65%54.79%55.06%57.09%55.97%55.57%55.89%53.18%52.53%56.02%53.34%55.81%56.08%56.26%53.61%54.61%56.19%54.96%53.16%55.39%55.93%54.08%54.94%55.40%55.20%55.44%56.76%54.77%53.15%55.01%55.94%56.42%55.35%53.05%55.08%56.01%54.35%56.32%56.03%54.51%55.81%54.40%55.35%54.91%53.56%54.01%54.10%55.34%55.23%56.27%55.22%53.66%56.10%55.40%57.29%55.68%55.18%56.57%55.04%54.78%55.01%56.15%54.19%55.65%57.62%56.43%55.00%54.80%54.25%55.28%54.45%54.56%53.87%54.47%53.02%55.20%55.21%56.03%53.98%53.66%54.22%54.66%57.82%53.41%51.72%55.47%55.04%53.75%54.56%52.92%54.57%52.50%53.19%53.22%52.91%52.13%53.23%54.26%51.56%53.98%54.32%53.15%53.00%53.09%54.65%52.17%52.65%53.98%53.88%54.30%55.19%52.80%54.17%53.44%54.95%
OBS_30_CNT_SOCIAL_CIRCLE社交圈可观察的 30 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv0.18%0.18%0.42%0.23%0.24%0.42%0.17%0.29%0.41%0.06%0.18%0.23%0.62%0.35%0.29%0.41%0.24%0.42%0.35%0.29%0.24%0.37%0.29%0.24%0.31%0.24%0.42%0.47%0.35%0.40%0.06%0.41%0.12%0.23%0.24%0.47%0.45%0.18%0.31%0.37%0.40%0.18%0.29%0.23%0.60%0.17%0.17%0.35%0.54%0.24%0.35%0.29%0.12%0.17%0.35%0.36%0.35%0.30%0.42%0.18%0.47%0.47%0.36%0.48%0.18%0.56%0.06%0.17%0.35%0.30%0.47%0.52%0.30%0.23%0.47%0.36%0.17%0.24%0.37%0.28%0.57%0.28%0.36%0.18%0.29%0.54%0.36%0.12%0.59%0.36%0.40%0.40%0.17%0.12%0.39%0.29%0.40%0.25%0.64%0.42%0.34%0.35%0.47%0.30%0.59%0.23%0.30%0.29%0.59%0.18%0.35%0.30%0.34%0.29%0.18%0.37%0.35%0.25%0.30%0.30%0.36%0.36%0.31%0.52%0.30%0.18%0.00%0.29%0.53%0.55%0.35%0.41%0.41%0.24%0.17%0.30%0.23%0.40%0.65%0.67%0.24%0.29%0.36%0.48%0.34%0.30%0.45%0.30%0.47%0.58%0.41%0.41%0.12%0.24%0.40%0.47%0.24%0.18%0.23%0.35%0.59%0.66%0.41%0.24%0.54%0.30%0.23%0.17%0.23%0.24%0.23%0.41%0.58%0.18%0.52%0.12%0.28%0.47%0.06%0.29%0.41%0.06%0.00%0.06%0.06%0.06%0.13%0.06%0.00%0.06%0.07%0.25%0.06%0.06%0.00%0.06%0.00%0.00%0.19%0.13%0.06%0.00%0.13%0.06%0.00%0.13%0.00%0.00%0.06%0.00%0.07%0.00%0.29%
OBS_60_CNT_SOCIAL_CIRCLE社交圈可观察的 60 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv0.18%0.18%0.42%0.23%0.24%0.42%0.17%0.29%0.41%0.06%0.18%0.23%0.62%0.35%0.29%0.41%0.24%0.42%0.35%0.29%0.24%0.37%0.29%0.24%0.31%0.24%0.42%0.47%0.35%0.40%0.06%0.41%0.12%0.23%0.24%0.47%0.45%0.18%0.31%0.37%0.40%0.18%0.29%0.23%0.60%0.17%0.17%0.35%0.54%0.24%0.35%0.29%0.12%0.17%0.35%0.36%0.35%0.30%0.42%0.18%0.47%0.47%0.36%0.48%0.18%0.56%0.06%0.17%0.35%0.30%0.47%0.52%0.30%0.23%0.47%0.36%0.17%0.24%0.37%0.28%0.57%0.28%0.36%0.18%0.29%0.54%0.36%0.12%0.59%0.36%0.40%0.40%0.17%0.12%0.39%0.29%0.40%0.25%0.64%0.42%0.34%0.35%0.47%0.30%0.59%0.23%0.30%0.29%0.59%0.18%0.35%0.30%0.34%0.29%0.18%0.37%0.35%0.25%0.30%0.30%0.36%0.36%0.31%0.52%0.30%0.18%0.00%0.29%0.53%0.55%0.35%0.41%0.41%0.24%0.17%0.30%0.23%0.40%0.65%0.67%0.24%0.29%0.36%0.48%0.34%0.30%0.45%0.30%0.47%0.58%0.41%0.41%0.12%0.24%0.40%0.47%0.24%0.18%0.23%0.35%0.59%0.66%0.41%0.24%0.54%0.30%0.23%0.17%0.23%0.24%0.23%0.41%0.58%0.18%0.52%0.12%0.28%0.47%0.06%0.29%0.41%0.06%0.00%0.06%0.06%0.06%0.13%0.06%0.00%0.06%0.07%0.25%0.06%0.06%0.00%0.06%0.00%0.00%0.19%0.13%0.06%0.00%0.13%0.06%0.00%0.13%0.00%0.00%0.06%0.00%0.07%0.00%0.29%
OWN_CAR_AGE汽车年龄Float64Home Credit 2018 application_{train|test}.csv65.40%64.84%65.37%66.69%64.50%64.01%66.24%68.02%65.47%63.59%64.75%65.50%65.47%67.80%64.62%68.21%65.02%66.44%66.61%67.32%65.96%65.57%65.69%66.12%67.32%64.17%67.03%64.95%66.47%66.63%65.34%65.33%65.34%66.28%66.42%66.57%64.75%66.03%66.81%66.48%66.52%66.55%65.96%66.98%66.69%66.36%66.17%65.73%67.35%65.95%64.94%63.75%65.58%66.28%66.10%65.27%64.65%65.08%66.77%63.84%67.42%66.43%65.61%64.49%65.77%65.37%65.91%67.28%66.14%63.51%65.32%67.92%67.08%66.33%69.29%67.09%66.80%65.79%63.65%64.60%65.67%65.72%67.88%65.77%65.51%65.26%64.53%66.55%64.89%65.81%64.75%65.76%65.06%65.64%66.37%66.26%63.89%66.25%65.94%64.49%65.91%66.76%65.06%65.38%67.51%66.82%65.58%67.13%67.10%68.14%66.82%64.88%64.37%65.65%66.28%65.98%66.22%63.05%66.17%64.17%67.68%65.32%66.03%65.92%66.55%65.14%67.79%67.19%64.31%63.57%67.38%65.54%64.21%65.71%66.54%67.59%64.42%66.74%66.17%66.95%66.00%68.12%66.92%64.23%68.37%67.76%66.14%66.41%67.88%66.26%65.90%66.43%65.91%66.93%65.21%66.37%66.50%63.46%66.63%68.05%65.67%65.32%65.58%65.30%66.43%66.71%67.90%64.90%65.56%67.50%65.10%66.67%67.46%67.99%65.75%65.37%66.19%67.03%66.12%65.21%65.49%66.24%67.15%65.34%66.93%67.27%65.82%65.88%65.09%65.96%67.08%64.68%68.13%66.48%66.90%66.19%67.46%66.58%65.72%65.40%68.11%67.16%66.67%65.56%65.08%66.18%67.34%63.59%66.99%67.22%64.94%65.82%66.03%
REGION_POPULATION_RELATIVE居住地区归一化人口规模Float64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
TOTALAREA_MODE建筑总面积归一化众数Float64Home Credit 2018 application_{train|test}.csv48.35%46.80%48.57%48.90%48.53%49.88%49.04%48.49%48.07%48.47%49.18%48.78%47.42%50.49%45.20%47.25%47.99%46.49%50.09%48.61%46.53%49.19%48.15%49.17%46.30%47.86%46.65%45.63%49.25%47.47%49.09%48.19%49.58%50.62%47.59%49.50%48.03%48.43%46.90%46.91%49.35%47.57%49.44%48.89%45.50%48.34%47.99%47.44%47.23%49.25%47.64%48.41%48.02%50.61%48.57%47.51%48.55%48.39%49.64%46.58%46.60%50.80%46.84%48.01%48.81%47.61%46.75%46.75%49.04%49.67%47.11%50.49%48.48%50.85%46.60%47.52%47.24%48.86%47.68%51.65%48.78%47.58%46.71%49.77%49.48%50.18%48.16%47.74%46.71%47.73%49.43%48.79%48.38%48.54%47.17%49.65%47.83%46.79%48.68%47.72%48.18%51.01%49.10%48.16%48.50%46.65%45.91%49.42%47.19%48.74%49.53%49.76%47.41%48.54%49.03%48.08%46.37%49.08%49.20%47.36%48.33%48.93%48.55%47.19%49.73%47.11%46.73%48.06%49.39%49.27%48.72%46.43%47.59%47.94%47.89%49.65%49.34%47.60%48.46%48.33%48.50%49.34%46.56%47.85%47.62%49.01%48.75%50.33%47.66%47.56%49.71%47.39%50.91%47.26%48.33%49.06%47.82%48.33%48.25%48.42%47.98%48.52%49.70%49.27%48.63%47.92%46.40%48.22%48.75%47.94%48.02%47.99%45.88%47.66%47.93%49.59%47.39%47.67%47.07%46.70%50.09%45.05%44.45%48.20%48.13%46.83%48.23%45.99%47.95%46.22%45.62%45.65%46.29%45.53%47.85%46.97%45.62%46.80%46.78%45.87%45.64%46.05%46.86%44.96%45.28%47.08%46.76%45.45%47.69%46.19%47.08%45.93%48.01%
YEARS_BEGINEXPLUATATION_AVG建筑开始使用年限归一化均值Float64Home Credit 2018 application_{train|test}.csv49.21%47.23%49.67%49.65%49.31%50.42%49.68%48.77%48.59%48.76%49.85%49.01%48.10%50.78%45.84%47.89%48.60%47.16%50.56%49.36%47.44%49.50%49.09%49.47%46.79%48.33%47.31%46.45%49.60%48.10%49.74%48.95%50.42%51.09%48.14%49.91%48.48%48.67%47.51%47.52%49.74%48.17%49.97%49.36%45.93%48.75%48.33%48.07%48.07%49.61%48.22%49.06%48.37%51.25%49.15%47.81%49.13%48.69%50.24%46.94%47.25%51.10%47.63%48.66%49.66%48.06%47.04%47.10%49.68%50.38%47.69%50.78%48.84%51.20%47.19%47.70%48.23%49.46%48.17%52.22%48.95%48.15%47.13%50.00%50.00%50.24%48.58%48.28%47.07%48.03%49.89%49.36%48.61%49.07%47.55%50.12%48.11%47.53%49.09%48.32%48.81%51.36%49.97%48.71%49.33%46.94%46.33%50.29%47.43%49.64%50.18%50.36%47.75%48.83%49.74%48.69%47.07%49.45%49.91%48.14%48.88%49.35%48.92%47.65%50.27%47.59%47.20%48.52%49.97%49.63%48.90%46.95%48.17%48.59%48.40%50.35%49.51%48.06%49.17%48.88%48.86%49.86%47.03%48.27%47.97%49.19%49.15%50.99%48.36%48.14%50.00%48.20%51.26%47.44%48.61%49.30%48.24%49.09%49.06%49.00%48.33%48.76%50.12%49.57%49.17%49.00%46.98%48.51%49.14%48.42%48.60%48.57%46.40%48.42%48.28%49.94%48.07%48.14%47.48%46.82%50.49%45.50%45.27%48.77%48.64%46.90%48.73%46.65%48.52%46.53%45.69%46.09%47.09%46.15%48.23%47.35%45.93%47.12%47.36%46.26%45.97%46.36%47.46%45.47%45.91%47.88%47.27%45.96%48.27%46.32%47.60%46.49%48.52%
YEARS_BEGINEXPLUATATION_MEDI建筑开始使用年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv49.21%47.23%49.67%49.65%49.31%50.42%49.68%48.77%48.59%48.76%49.85%49.01%48.10%50.78%45.84%47.89%48.60%47.16%50.56%49.36%47.44%49.50%49.09%49.47%46.79%48.33%47.31%46.45%49.60%48.10%49.74%48.95%50.42%51.09%48.14%49.91%48.48%48.67%47.51%47.52%49.74%48.17%49.97%49.36%45.93%48.75%48.33%48.07%48.07%49.61%48.22%49.06%48.37%51.25%49.15%47.81%49.13%48.69%50.24%46.94%47.25%51.10%47.63%48.66%49.66%48.06%47.04%47.10%49.68%50.38%47.69%50.78%48.84%51.20%47.19%47.70%48.23%49.46%48.17%52.22%48.95%48.15%47.13%50.00%50.00%50.24%48.58%48.28%47.07%48.03%49.89%49.36%48.61%49.07%47.55%50.12%48.11%47.53%49.09%48.32%48.81%51.36%49.97%48.71%49.33%46.94%46.33%50.29%47.43%49.64%50.18%50.36%47.75%48.83%49.74%48.69%47.07%49.45%49.91%48.14%48.88%49.35%48.92%47.65%50.27%47.59%47.20%48.52%49.97%49.63%48.90%46.95%48.17%48.59%48.40%50.35%49.51%48.06%49.17%48.88%48.86%49.86%47.03%48.27%47.97%49.19%49.15%50.99%48.36%48.14%50.00%48.20%51.26%47.44%48.61%49.30%48.24%49.09%49.06%49.00%48.33%48.76%50.12%49.57%49.17%49.00%46.98%48.51%49.14%48.42%48.60%48.57%46.40%48.42%48.28%49.94%48.07%48.14%47.48%46.82%50.49%45.50%45.27%48.77%48.64%46.90%48.73%46.65%48.52%46.53%45.69%46.09%47.09%46.15%48.23%47.35%45.93%47.12%47.36%46.26%45.97%46.36%47.46%45.47%45.91%47.88%47.27%45.96%48.27%46.32%47.60%46.49%48.52%
YEARS_BEGINEXPLUATATION_MODE建筑开始使用年限归一化众数Float64Home Credit 2018 application_{train|test}.csv49.21%47.23%49.67%49.65%49.31%50.42%49.68%48.77%48.59%48.76%49.85%49.01%48.10%50.78%45.84%47.89%48.60%47.16%50.56%49.36%47.44%49.50%49.09%49.47%46.79%48.33%47.31%46.45%49.60%48.10%49.74%48.95%50.42%51.09%48.14%49.91%48.48%48.67%47.51%47.52%49.74%48.17%49.97%49.36%45.93%48.75%48.33%48.07%48.07%49.61%48.22%49.06%48.37%51.25%49.15%47.81%49.13%48.69%50.24%46.94%47.25%51.10%47.63%48.66%49.66%48.06%47.04%47.10%49.68%50.38%47.69%50.78%48.84%51.20%47.19%47.70%48.23%49.46%48.17%52.22%48.95%48.15%47.13%50.00%50.00%50.24%48.58%48.28%47.07%48.03%49.89%49.36%48.61%49.07%47.55%50.12%48.11%47.53%49.09%48.32%48.81%51.36%49.97%48.71%49.33%46.94%46.33%50.29%47.43%49.64%50.18%50.36%47.75%48.83%49.74%48.69%47.07%49.45%49.91%48.14%48.88%49.35%48.92%47.65%50.27%47.59%47.20%48.52%49.97%49.63%48.90%46.95%48.17%48.59%48.40%50.35%49.51%48.06%49.17%48.88%48.86%49.86%47.03%48.27%47.97%49.19%49.15%50.99%48.36%48.14%50.00%48.20%51.26%47.44%48.61%49.30%48.24%49.09%49.06%49.00%48.33%48.76%50.12%49.57%49.17%49.00%46.98%48.51%49.14%48.42%48.60%48.57%46.40%48.42%48.28%49.94%48.07%48.14%47.48%46.82%50.49%45.50%45.27%48.77%48.64%46.90%48.73%46.65%48.52%46.53%45.69%46.09%47.09%46.15%48.23%47.35%45.93%47.12%47.36%46.26%45.97%46.36%47.46%45.47%45.91%47.88%47.27%45.96%48.27%46.32%47.60%46.49%48.52%
YEARS_BUILD_AVG建筑建成年限归一化均值Float64Home Credit 2018 application_{train|test}.csv68.70%65.02%68.22%66.28%67.99%67.60%68.67%66.99%66.53%66.82%68.05%66.90%66.10%67.28%63.29%65.87%67.89%65.05%67.14%66.11%65.29%66.50%67.45%68.42%66.77%66.31%66.37%64.42%67.22%66.00%67.04%65.85%67.78%67.39%65.63%68.14%66.10%66.21%65.46%64.65%66.63%66.67%68.60%67.27%65.12%67.52%66.05%65.38%65.54%66.79%66.28%65.98%66.77%68.20%67.45%65.81%66.74%66.61%67.36%65.37%65.23%67.67%66.46%65.97%69.07%66.27%66.87%65.50%66.20%68.95%64.51%67.17%65.83%69.91%67.34%65.17%65.12%65.55%64.46%68.81%66.57%66.34%64.53%65.83%65.45%67.43%66.31%64.50%65.01%66.23%68.37%66.92%66.76%67.21%64.89%67.84%66.17%65.27%66.82%65.33%66.59%68.21%66.69%67.49%65.45%65.60%62.82%66.20%65.21%67.13%67.18%67.44%66.48%66.47%66.80%64.82%62.82%67.40%67.12%66.09%65.37%67.64%66.09%66.27%68.95%66.73%65.52%64.64%65.94%66.99%67.27%65.60%65.60%66.49%66.59%67.65%66.99%67.03%66.29%65.55%65.88%66.17%64.96%65.25%65.44%66.03%66.14%68.45%65.18%66.67%67.78%65.62%67.90%67.17%67.31%67.90%65.59%66.45%66.69%67.53%66.67%66.53%68.48%66.65%67.02%65.14%65.08%65.89%66.99%67.38%66.70%67.25%65.26%67.17%67.27%66.65%66.25%65.64%65.83%66.16%69.09%66.37%64.83%66.16%65.70%64.23%66.27%64.54%65.60%64.92%64.85%63.37%66.15%64.70%65.95%65.35%64.64%65.61%65.91%66.06%64.88%65.86%65.74%62.95%64.77%65.05%65.82%65.56%66.09%63.98%67.43%64.37%66.33%
YEARS_BUILD_MEDI建筑建成年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv68.70%65.02%68.22%66.28%67.99%67.60%68.67%66.99%66.53%66.82%68.05%66.90%66.10%67.28%63.29%65.87%67.89%65.05%67.14%66.11%65.29%66.50%67.45%68.42%66.77%66.31%66.37%64.42%67.22%66.00%67.04%65.85%67.78%67.39%65.63%68.14%66.10%66.21%65.46%64.65%66.63%66.67%68.60%67.27%65.12%67.52%66.05%65.38%65.54%66.79%66.28%65.98%66.77%68.20%67.45%65.81%66.74%66.61%67.36%65.37%65.23%67.67%66.46%65.97%69.07%66.27%66.87%65.50%66.20%68.95%64.51%67.17%65.83%69.91%67.34%65.17%65.12%65.55%64.46%68.81%66.57%66.34%64.53%65.83%65.45%67.43%66.31%64.50%65.01%66.23%68.37%66.92%66.76%67.21%64.89%67.84%66.17%65.27%66.82%65.33%66.59%68.21%66.69%67.49%65.45%65.60%62.82%66.20%65.21%67.13%67.18%67.44%66.48%66.47%66.80%64.82%62.82%67.40%67.12%66.09%65.37%67.64%66.09%66.27%68.95%66.73%65.52%64.64%65.94%66.99%67.27%65.60%65.60%66.49%66.59%67.65%66.99%67.03%66.29%65.55%65.88%66.17%64.96%65.25%65.44%66.03%66.14%68.45%65.18%66.67%67.78%65.62%67.90%67.17%67.31%67.90%65.59%66.45%66.69%67.53%66.67%66.53%68.48%66.65%67.02%65.14%65.08%65.89%66.99%67.38%66.70%67.25%65.26%67.17%67.27%66.65%66.25%65.64%65.83%66.16%69.09%66.37%64.83%66.16%65.70%64.23%66.27%64.54%65.60%64.92%64.85%63.37%66.15%64.70%65.95%65.35%64.64%65.61%65.91%66.06%64.88%65.86%65.74%62.95%64.77%65.05%65.82%65.56%66.09%63.98%67.43%64.37%66.33%
YEARS_BUILD_MODE建筑建成年限归一化众数Float64Home Credit 2018 application_{train|test}.csv68.70%65.02%68.22%66.28%67.99%67.60%68.67%66.99%66.53%66.82%68.05%66.90%66.10%67.28%63.29%65.87%67.89%65.05%67.14%66.11%65.29%66.50%67.45%68.42%66.77%66.31%66.37%64.42%67.22%66.00%67.04%65.85%67.78%67.39%65.63%68.14%66.10%66.21%65.46%64.65%66.63%66.67%68.60%67.27%65.12%67.52%66.05%65.38%65.54%66.79%66.28%65.98%66.77%68.20%67.45%65.81%66.74%66.61%67.36%65.37%65.23%67.67%66.46%65.97%69.07%66.27%66.87%65.50%66.20%68.95%64.51%67.17%65.83%69.91%67.34%65.17%65.12%65.55%64.46%68.81%66.57%66.34%64.53%65.83%65.45%67.43%66.31%64.50%65.01%66.23%68.37%66.92%66.76%67.21%64.89%67.84%66.17%65.27%66.82%65.33%66.59%68.21%66.69%67.49%65.45%65.60%62.82%66.20%65.21%67.13%67.18%67.44%66.48%66.47%66.80%64.82%62.82%67.40%67.12%66.09%65.37%67.64%66.09%66.27%68.95%66.73%65.52%64.64%65.94%66.99%67.27%65.60%65.60%66.49%66.59%67.65%66.99%67.03%66.29%65.55%65.88%66.17%64.96%65.25%65.44%66.03%66.14%68.45%65.18%66.67%67.78%65.62%67.90%67.17%67.31%67.90%65.59%66.45%66.69%67.53%66.67%66.53%68.48%66.65%67.02%65.14%65.08%65.89%66.99%67.38%66.70%67.25%65.26%67.17%67.27%66.65%66.25%65.64%65.83%66.16%69.09%66.37%64.83%66.16%65.70%64.23%66.27%64.54%65.60%64.92%64.85%63.37%66.15%64.70%65.95%65.35%64.64%65.61%65.91%66.06%64.88%65.86%65.74%62.95%64.77%65.05%65.82%65.56%66.09%63.98%67.43%64.37%66.33%
CNT_CHILDREN子女人数Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
DAYS_BIRTH申请时年龄天数(原始值)Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
DAYS_EMPLOYED开始当前工作相对申请的天数Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
DAYS_ID_PUBLISH变更身份证件相对申请的天数Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_CONT_MOBILE手机是否可联系Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_10是否提供文件 10Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_11是否提供文件 11Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_12是否提供文件 12Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_13是否提供文件 13Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_14是否提供文件 14Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_15是否提供文件 15Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_16是否提供文件 16Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_17是否提供文件 17Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_18是否提供文件 18Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_19是否提供文件 19Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_2是否提供文件 2Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_20是否提供文件 20Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_21是否提供文件 21Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_3是否提供文件 3Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_4是否提供文件 4Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_5是否提供文件 5Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_6是否提供文件 6Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_7是否提供文件 7Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_8是否提供文件 8Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_9是否提供文件 9Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_EMAIL是否提供电子邮箱Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_EMP_PHONE是否提供工作电话Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_MOBIL是否提供手机号码Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_PHONE是否提供家庭电话Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_WORK_PHONE是否提供家庭电话(官方字段说明)Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
HOUR_APPR_PROCESS_START申请大致小时Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
LIVE_CITY_NOT_WORK_CITY联系与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
LIVE_REGION_NOT_WORK_REGION联系与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
REGION_RATING_CLIENT居住地区评级Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
REGION_RATING_CLIENT_W_CITY考虑城市的居住地区评级Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
REG_CITY_NOT_LIVE_CITY永久与联系地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
REG_CITY_NOT_WORK_CITY永久与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
REG_REGION_NOT_LIVE_REGION永久与联系地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
REG_REGION_NOT_WORK_REGION永久与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
CODE_GENDER客户性别StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
EMERGENCYSTATE_MODE建筑状态信息众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv47.37%45.84%48.21%48.44%47.81%49.22%48.29%47.97%47.13%47.53%48.38%47.90%46.96%49.74%44.51%46.14%47.13%45.65%48.51%47.80%45.37%47.82%47.26%47.82%45.69%46.96%46.18%44.56%48.73%46.22%47.74%47.03%48.45%49.68%46.68%48.75%47.30%47.60%46.04%46.12%48.10%46.97%48.21%47.95%44.42%47.12%46.89%46.58%46.39%48.60%46.77%47.77%47.25%50.20%47.46%46.37%47.79%47.65%48.81%45.41%45.54%49.91%46.23%47.00%47.96%46.37%45.85%45.66%47.71%48.91%46.23%49.34%47.53%49.85%45.78%46.74%46.31%47.78%46.56%51.08%47.88%46.90%45.57%48.94%48.72%48.61%47.03%46.71%45.83%47.26%48.62%48.04%47.70%47.96%46.12%48.88%47.26%45.61%47.92%47.01%47.50%50.14%48.17%47.08%47.51%46.06%45.43%48.44%46.37%47.60%48.70%48.72%46.39%47.37%47.98%47.53%45.61%48.41%48.66%46.64%47.36%48.46%47.45%46.62%49.13%46.41%46.03%47.19%48.80%48.41%47.62%45.79%46.89%46.98%47.16%48.58%48.20%46.40%47.87%47.18%47.89%48.54%45.55%47.13%47.05%48.12%47.33%49.61%46.78%46.57%49.06%46.52%49.85%46.30%47.42%48.36%47.09%47.04%46.99%47.48%47.10%47.73%48.88%48.71%47.74%47.01%45.58%47.52%48.29%47.29%47.16%47.34%45.30%46.38%47.41%48.38%46.76%46.86%46.31%46.11%49.16%44.48%43.64%47.00%47.42%46.25%47.22%44.89%46.94%45.37%45.16%45.21%45.48%44.61%47.03%46.13%44.99%45.77%45.43%44.69%45.06%45.06%45.94%44.52%44.53%45.89%46.00%44.68%46.86%45.11%46.22%45.04%47.15%
FLAG_OWN_CAR是否拥有汽车StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_OWN_REALTY是否拥有住宅StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
FONDKAPREMONT_MODE建筑信息 FONDKAPREMONT 众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv70.35%67.07%70.22%68.48%70.03%69.82%70.76%68.76%68.23%69.06%69.46%69.93%67.69%69.19%65.61%67.68%70.27%66.81%68.66%67.50%67.48%69.05%68.98%69.60%68.05%68.51%68.10%66.49%68.66%67.82%69.27%67.89%68.91%68.91%67.52%70.01%67.85%68.23%67.61%67.22%68.16%67.99%69.71%69.09%67.11%68.74%67.43%67.68%67.65%68.81%68.08%67.92%69.25%70.17%69.55%66.65%69.01%68.19%69.57%67.14%67.24%69.33%68.10%67.52%70.29%67.79%68.78%67.74%68.29%71.32%67.02%69.01%68.22%71.26%69.23%66.91%66.80%67.89%67.18%71.25%68.73%68.50%66.63%67.76%67.48%69.42%68.68%66.73%66.96%68.97%70.78%68.71%68.97%69.08%67.36%69.89%68.11%67.37%68.75%67.60%67.56%69.31%68.61%69.24%67.62%66.76%65.76%68.11%66.86%69.58%68.77%70.29%68.58%68.87%68.21%66.77%65.28%68.75%68.61%68.67%67.01%69.54%68.06%69.01%69.79%69.08%67.09%65.97%67.70%67.85%69.42%67.58%67.93%68.04%68.05%69.78%68.13%68.46%68.42%66.59%67.45%67.60%67.22%67.52%68.25%67.76%67.78%70.85%67.64%68.76%69.37%67.25%69.95%69.03%69.29%69.60%67.72%68.09%68.57%69.23%68.31%68.46%70.19%68.42%68.51%67.43%68.25%67.64%68.30%68.93%68.02%69.29%66.88%68.57%68.78%68.79%67.67%67.09%68.23%67.39%70.66%68.41%66.77%67.74%67.57%66.30%67.97%66.48%67.17%67.54%66.89%66.19%68.38%66.24%67.72%67.35%67.46%67.94%68.36%67.89%66.43%68.09%67.99%64.67%66.71%67.64%67.79%67.47%68.01%65.76%68.88%66.14%68.24%
HOUSETYPE_MODE住房类型众数StringHome Credit 2018 application_{train|test}.csv50.79%48.55%50.76%50.58%50.81%51.92%50.61%50.20%50.47%50.24%51.56%50.17%49.52%51.93%47.11%49.12%50.18%48.19%51.90%50.52%48.42%50.81%50.15%51.48%48.32%49.35%48.63%47.40%51.15%49.97%51.26%49.88%51.72%53.08%49.85%51.49%49.72%50.27%48.62%48.99%51.11%49.97%51.73%50.64%47.25%50.32%49.54%48.99%49.40%51.28%49.97%50.47%49.79%51.94%50.56%49.19%50.52%50.15%51.13%48.00%48.43%52.40%48.97%49.97%51.49%49.41%49.13%48.88%50.61%52.28%48.86%51.76%50.03%52.55%49.03%49.49%49.56%51.02%49.29%54.20%50.31%49.29%48.50%51.35%50.93%52.05%49.53%49.91%49.02%49.94%51.03%50.69%50.20%50.58%48.76%51.41%49.83%49.01%50.44%49.94%50.57%52.63%51.37%50.45%50.44%48.75%47.35%51.16%48.38%51.20%51.77%51.82%48.95%50.41%51.09%50.03%48.01%50.74%50.92%48.56%50.58%50.83%50.71%49.26%51.47%48.82%48.48%49.97%51.26%51.34%50.99%48.11%49.56%50.75%49.92%51.65%51.28%49.26%50.47%49.97%50.60%51.06%48.52%49.22%49.00%50.33%50.74%52.01%49.41%49.65%51.88%49.59%52.78%49.25%50.25%51.00%49.70%49.74%50.54%50.23%49.62%50.76%51.71%51.04%50.83%50.39%48.45%50.03%51.03%49.61%49.97%49.62%48.38%49.47%49.21%50.87%49.32%49.24%49.36%48.47%51.77%46.97%46.27%50.54%49.94%48.19%50.06%47.75%50.09%48.05%47.99%48.15%48.89%48.43%49.68%48.90%47.56%48.93%49.10%48.75%48.16%47.84%48.51%47.32%47.03%49.34%48.35%47.36%49.36%47.59%49.31%47.88%49.94%
NAME_CONTRACT_TYPE贷款合同类型StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
NAME_EDUCATION_TYPE最高教育程度StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
NAME_FAMILY_STATUS家庭状态StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
NAME_HOUSING_TYPE居住情况StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
NAME_INCOME_TYPE收入类型StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
NAME_TYPE_SUITE申请时陪同人员类型StringHome Credit 2018 application_{train|test}.csv0.24%0.60%0.36%0.69%0.12%0.24%0.17%0.46%0.41%0.41%0.31%0.29%0.23%0.40%0.52%0.18%0.55%0.67%0.53%0.58%0.37%0.25%0.24%0.30%0.37%1.13%0.84%0.71%0.40%0.51%0.70%0.52%0.24%0.29%0.37%0.23%0.39%0.41%0.61%0.31%0.80%0.60%0.41%0.41%0.66%0.46%0.46%0.40%0.36%0.30%0.41%0.24%0.41%0.41%0.53%0.60%0.47%0.30%0.42%0.59%0.30%0.47%0.43%0.30%0.24%0.28%0.48%0.40%0.29%0.24%0.12%0.46%0.24%0.59%0.30%0.30%0.35%0.48%0.62%0.62%0.34%0.34%0.42%0.53%0.35%0.78%0.65%0.66%0.47%0.12%0.57%0.35%0.51%0.53%0.33%0.18%0.51%0.25%0.41%0.30%0.34%0.52%0.29%0.30%0.53%0.58%0.18%0.23%0.59%0.42%0.18%0.12%0.28%0.41%0.23%0.37%0.64%0.31%0.77%0.48%0.49%0.42%0.43%0.86%0.36%0.35%0.47%0.29%0.41%0.12%0.41%0.64%0.76%0.36%0.51%0.77%0.11%0.34%0.24%0.55%0.36%0.23%0.48%0.18%0.40%0.66%0.45%0.42%0.35%0.29%0.23%0.46%0.47%0.54%0.45%0.35%0.67%0.29%0.46%0.35%0.29%0.36%0.30%0.24%0.36%0.54%0.59%0.76%0.68%0.60%0.29%0.47%0.29%0.35%0.70%0.23%0.45%0.17%0.53%0.35%0.23%2.11%2.38%1.90%1.61%2.20%1.96%1.89%1.58%1.89%1.91%2.38%2.04%1.66%1.77%1.68%1.69%1.94%1.61%1.44%1.61%1.17%1.98%1.79%1.81%1.79%2.41%2.16%2.18%1.21%1.71%2.46%0.62%
OCCUPATION_TYPE职业类型StringHome Credit 2018 application_{train|test}.csv30.81%32.51%31.66%31.87%31.47%28.92%31.91%29.93%31.65%29.00%31.09%33.57%32.25%30.24%31.79%32.55%31.75%33.74%31.58%31.58%32.64%31.07%29.08%31.52%31.77%30.65%31.78%30.08%30.65%31.55%30.56%32.87%32.28%33.02%29.68%30.75%30.86%30.65%31.47%31.25%31.44%31.65%29.06%33.43%30.48%31.96%33.43%31.97%33.19%30.23%32.96%30.96%31.22%31.86%31.74%31.13%31.74%29.62%34.31%30.51%31.64%32.33%30.74%29.86%31.30%30.86%31.76%30.59%30.61%31.11%30.71%32.89%32.08%31.26%30.18%32.20%31.11%31.99%31.15%30.85%29.97%33.14%30.80%34.29%30.49%33.23%30.78%32.19%31.97%33.23%30.48%30.95%30.46%31.16%31.37%32.10%30.97%28.68%32.53%33.17%30.45%32.83%30.93%29.62%30.85%31.60%30.08%33.45%31.96%31.68%32.05%29.95%31.36%30.37%30.38%31.10%31.67%29.96%31.03%30.79%29.71%30.46%32.74%29.32%30.69%32.33%32.21%31.48%30.95%32.89%32.27%32.36%33.35%32.73%30.04%32.41%30.95%31.94%30.15%32.20%31.23%31.65%30.64%32.42%31.58%30.87%30.91%30.95%32.88%31.59%29.58%31.71%33.10%31.45%31.27%30.40%32.22%29.44%30.62%30.89%30.52%32.15%27.57%30.48%32.50%31.72%33.27%30.96%31.07%30.53%32.15%31.17%33.12%30.43%30.46%30.51%30.91%31.45%30.19%29.25%30.27%30.95%29.53%32.76%33.79%31.05%30.25%34.00%31.51%33.19%30.15%32.00%31.37%32.78%30.38%32.32%32.48%33.10%29.57%32.57%34.80%31.91%29.24%32.46%30.86%31.96%30.56%31.38%33.65%35.32%33.49%32.91%31.44%
ORGANIZATION_TYPE工作单位类型StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
WALLSMATERIAL_MODE墙体材料众数StringHome Credit 2018 application_{train|test}.csv51.47%49.40%51.85%51.56%51.83%52.04%51.48%51.17%50.41%50.76%52.29%50.93%50.60%52.34%47.69%50.12%50.92%48.79%52.26%51.45%49.03%51.81%51.03%52.66%48.50%50.00%49.52%48.70%51.96%50.54%52.43%51.11%52.32%53.78%50.70%52.07%50.56%50.86%49.11%49.48%51.73%51.23%52.26%51.76%48.16%50.84%50.40%49.80%50.12%51.28%51.14%51.18%50.27%53.11%51.43%49.73%51.45%51.07%51.55%48.53%49.32%53.17%49.94%50.62%52.35%50.31%49.37%48.88%51.13%52.63%49.62%52.45%50.81%53.14%49.62%49.79%49.97%51.50%49.97%55.11%50.54%49.57%49.70%51.93%51.22%52.53%50.59%49.73%49.02%50.36%51.49%51.56%50.94%50.76%49.53%51.58%50.69%49.44%51.26%50.30%50.97%52.63%52.01%50.99%51.26%49.33%48.26%52.14%48.91%51.14%52.48%52.55%49.91%50.58%51.67%50.82%48.71%51.53%51.22%49.70%51.30%51.78%51.32%49.94%52.79%49.71%49.18%51.30%51.90%51.77%51.16%48.93%50.15%51.11%50.53%52.07%51.74%49.71%50.71%50.94%51.02%51.87%48.63%49.82%49.57%51.10%51.59%52.85%50.23%50.29%52.11%50.64%53.49%49.55%50.76%51.76%50.49%51.26%51.46%50.76%50.62%51.18%52.77%51.71%51.49%50.88%49.15%50.50%51.08%50.45%50.43%49.91%48.84%50.99%50.32%51.68%49.94%49.71%49.59%48.88%52.70%47.80%47.15%50.28%51.10%49.09%51.01%48.42%50.47%48.60%48.39%48.15%48.89%48.80%49.94%49.16%48.00%49.97%49.16%48.95%48.55%48.21%50.17%47.70%47.60%50.46%48.79%48.38%50.06%48.35%49.38%48.83%50.59%
WEEKDAY_APPR_PROCESS_START申请星期StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%
Trend Tables
Trend tables with local search, default Total ranking, and Excel-like color scales.
Missing 0 / 0.5 / 1PSI 0 / 0.1 / 0.25IV 0.01 / 0.05 / 0.10, purple above 0.20KS 4 / 8 / 12, purple above 16Lift 1.2 / 1.3 / 1.4, purple above 1.5AUC 0.525 / 0.55 / 0.575, purple above 0.625Risk Corr 0.2 / 0.5 / 0.8
MISSING
COMMONAREA_AVG公共区域面积归一化均值Float64Home Credit 2018 application_{train|test}.csv69.87%69.61%70.30%69.76%68.72%69.71%
COMMONAREA_MEDI公共区域面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv69.87%69.61%70.30%69.76%68.72%69.71%
COMMONAREA_MODE公共区域面积归一化众数Float64Home Credit 2018 application_{train|test}.csv69.87%69.61%70.30%69.76%68.72%69.71%
NONLIVINGAPARTMENTS_AVG非居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv69.45%69.19%69.63%69.39%68.41%69.29%
NONLIVINGAPARTMENTS_MEDI非居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv69.45%69.19%69.63%69.39%68.41%69.29%
NONLIVINGAPARTMENTS_MODE非居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv69.45%69.19%69.63%69.39%68.41%69.29%
FONDKAPREMONT_MODE建筑信息 FONDKAPREMONT 众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv68.42%67.89%68.77%68.27%67.28%68.24%
LIVINGAPARTMENTS_AVG居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv68.36%68.04%68.63%68.35%67.25%68.20%
LIVINGAPARTMENTS_MEDI居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv68.36%68.04%68.63%68.35%67.25%68.20%
LIVINGAPARTMENTS_MODE居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv68.36%68.04%68.63%68.35%67.25%68.20%
FLOORSMIN_AVG最低楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv67.83%67.52%68.33%67.83%66.61%67.68%
FLOORSMIN_MEDI最低楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv67.83%67.52%68.33%67.83%66.61%67.68%
FLOORSMIN_MODE最低楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv67.83%67.52%68.33%67.83%66.61%67.68%
YEARS_BUILD_AVG建筑建成年限归一化均值Float64Home Credit 2018 application_{train|test}.csv66.49%66.13%66.89%66.52%65.28%66.33%
YEARS_BUILD_MEDI建筑建成年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv66.49%66.13%66.89%66.52%65.28%66.33%
YEARS_BUILD_MODE建筑建成年限归一化众数Float64Home Credit 2018 application_{train|test}.csv66.49%66.13%66.89%66.52%65.28%66.33%
OWN_CAR_AGE汽车年龄Float64Home Credit 2018 application_{train|test}.csv65.90%66.12%66.24%66.26%66.29%66.03%
LANDAREA_AVG土地面积归一化均值Float64Home Credit 2018 application_{train|test}.csv59.38%59.20%59.81%59.11%57.96%59.18%
LANDAREA_MEDI土地面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv59.38%59.20%59.81%59.11%57.96%59.18%
LANDAREA_MODE土地面积归一化众数Float64Home Credit 2018 application_{train|test}.csv59.38%59.20%59.81%59.11%57.96%59.18%
BASEMENTAREA_AVG地下室面积归一化均值Float64Home Credit 2018 application_{train|test}.csv58.52%58.31%58.94%58.30%56.71%58.27%
BASEMENTAREA_MEDI地下室面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv58.52%58.31%58.94%58.30%56.71%58.27%
BASEMENTAREA_MODE地下室面积归一化众数Float64Home Credit 2018 application_{train|test}.csv58.52%58.31%58.94%58.30%56.71%58.27%
NONLIVINGAREA_AVG非居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv55.20%55.01%55.57%54.82%53.51%54.95%
NONLIVINGAREA_MEDI非居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv55.20%55.01%55.57%54.82%53.51%54.95%
NONLIVINGAREA_MODE非居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv55.20%55.01%55.57%54.82%53.51%54.95%
EXT_SOURCE_1外部来源分 1Float64Home Credit 2018 application_{train|test}.csv56.34%56.92%56.21%56.28%42.12%54.43%
ELEVATORS_AVG电梯数量归一化均值Float64Home Credit 2018 application_{train|test}.csv53.31%53.38%53.56%52.89%51.68%53.07%
ELEVATORS_MEDI电梯数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv53.31%53.38%53.56%52.89%51.68%53.07%
ELEVATORS_MODE电梯数量归一化众数Float64Home Credit 2018 application_{train|test}.csv53.31%53.38%53.56%52.89%51.68%53.07%
WALLSMATERIAL_MODE墙体材料众数StringHome Credit 2018 application_{train|test}.csv50.85%50.72%51.27%50.46%49.02%50.59%
APARTMENTS_AVG建筑公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv50.74%50.76%51.09%50.47%49.01%50.51%
APARTMENTS_MEDI建筑公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv50.74%50.76%51.09%50.47%49.01%50.51%
APARTMENTS_MODE建筑公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv50.74%50.76%51.09%50.47%49.01%50.51%
ENTRANCES_AVG入口数量归一化均值Float64Home Credit 2018 application_{train|test}.csv50.36%50.25%50.77%49.98%48.37%50.08%
ENTRANCES_MEDI入口数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv50.36%50.25%50.77%49.98%48.37%50.08%
ENTRANCES_MODE入口数量归一化众数Float64Home Credit 2018 application_{train|test}.csv50.36%50.25%50.77%49.98%48.37%50.08%
HOUSETYPE_MODE住房类型众数StringHome Credit 2018 application_{train|test}.csv50.18%50.16%50.51%49.83%48.46%49.94%
LIVINGAREA_AVG居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv50.19%50.17%50.51%49.93%48.32%49.94%
LIVINGAREA_MEDI居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv50.19%50.17%50.51%49.93%48.32%49.94%
LIVINGAREA_MODE居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv50.19%50.17%50.51%49.93%48.32%49.94%
FLOORSMAX_AVG最高楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv49.76%49.72%50.11%49.43%47.84%49.50%
FLOORSMAX_MEDI最高楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv49.76%49.72%50.11%49.43%47.84%49.50%
FLOORSMAX_MODE最高楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv49.76%49.72%50.11%49.43%47.84%49.50%
YEARS_BEGINEXPLUATATION_AVG建筑开始使用年限归一化均值Float64Home Credit 2018 application_{train|test}.csv48.80%48.72%49.07%48.44%46.89%48.52%
YEARS_BEGINEXPLUATATION_MEDI建筑开始使用年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv48.80%48.72%49.07%48.44%46.89%48.52%
YEARS_BEGINEXPLUATATION_MODE建筑开始使用年限归一化众数Float64Home Credit 2018 application_{train|test}.csv48.80%48.72%49.07%48.44%46.89%48.52%
TOTALAREA_MODE建筑总面积归一化众数Float64Home Credit 2018 application_{train|test}.csv48.27%48.25%48.61%47.95%46.41%48.01%
EMERGENCYSTATE_MODE建筑状态信息众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv47.39%47.40%47.68%47.18%45.56%47.15%
OCCUPATION_TYPE职业类型StringHome Credit 2018 application_{train|test}.csv31.37%31.73%31.00%31.14%32.01%31.44%
EXT_SOURCE_3外部来源分 3Float64Home Credit 2018 application_{train|test}.csv19.95%19.46%19.79%19.38%17.78%19.55%
AMT_REQ_CREDIT_BUREAU_DAY申请前一天征信查询次数(不含前一小时)Float64Home Credit 2018 application_{train|test}.csv13.61%13.16%13.42%13.16%12.41%13.35%
AMT_REQ_CREDIT_BUREAU_HOUR申请前一小时征信查询次数Float64Home Credit 2018 application_{train|test}.csv13.61%13.16%13.42%13.16%12.41%13.35%
AMT_REQ_CREDIT_BUREAU_MON申请前一个月征信查询次数(不含前一周)Float64Home Credit 2018 application_{train|test}.csv13.61%13.16%13.42%13.16%12.41%13.35%
AMT_REQ_CREDIT_BUREAU_QRT申请前三个月征信查询次数(不含前一个月)Float64Home Credit 2018 application_{train|test}.csv13.61%13.16%13.42%13.16%12.41%13.35%
AMT_REQ_CREDIT_BUREAU_WEEK申请前一周征信查询次数(不含前一天)Float64Home Credit 2018 application_{train|test}.csv13.61%13.16%13.42%13.16%12.41%13.35%
AMT_REQ_CREDIT_BUREAU_YEAR申请前一年征信查询次数(官方说明原文有歧义)Float64Home Credit 2018 application_{train|test}.csv13.61%13.16%13.42%13.16%12.41%13.35%
NAME_TYPE_SUITE申请时陪同人员类型StringHome Credit 2018 application_{train|test}.csv0.42%0.40%0.41%0.44%1.87%0.62%
DEF_30_CNT_SOCIAL_CIRCLE社交圈发生 30 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.32%0.38%0.38%0.31%0.06%0.29%
DEF_60_CNT_SOCIAL_CIRCLE社交圈发生 60 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.32%0.38%0.38%0.31%0.06%0.29%
OBS_30_CNT_SOCIAL_CIRCLE社交圈可观察的 30 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv0.32%0.38%0.38%0.31%0.06%0.29%
OBS_60_CNT_SOCIAL_CIRCLE社交圈可观察的 60 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv0.32%0.38%0.38%0.31%0.06%0.29%
EXT_SOURCE_2外部来源分 2Float64Home Credit 2018 application_{train|test}.csv0.21%0.21%0.20%0.28%0.02%0.19%
AMT_GOODS_PRICE贷款对应商品价格Float64Home Credit 2018 application_{train|test}.csv0.09%0.10%0.08%0.10%0.00%0.08%
AMT_ANNUITY贷款年金Float64Home Credit 2018 application_{train|test}.csv0.00%0.01%0.00%0.01%0.05%0.01%
CNT_FAM_MEMBERS家庭成员人数Float64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
DAYS_LAST_PHONE_CHANGE更换电话相对申请的天数Float64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
AMT_INCOME_TOTAL客户收入Float64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
CNT_CHILDREN子女人数Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
CODE_GENDER客户性别StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
DAYS_BIRTH申请时年龄天数(原始值)Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
DAYS_EMPLOYED开始当前工作相对申请的天数Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
DAYS_ID_PUBLISH变更身份证件相对申请的天数Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
DAYS_REGISTRATION变更登记相对申请的天数Float64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_CONT_MOBILE手机是否可联系Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_10是否提供文件 10Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_11是否提供文件 11Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_12是否提供文件 12Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_13是否提供文件 13Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_14是否提供文件 14Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_15是否提供文件 15Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_16是否提供文件 16Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_17是否提供文件 17Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_18是否提供文件 18Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_19是否提供文件 19Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_2是否提供文件 2Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_20是否提供文件 20Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_21是否提供文件 21Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_3是否提供文件 3Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_4是否提供文件 4Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_5是否提供文件 5Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_6是否提供文件 6Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_7是否提供文件 7Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_8是否提供文件 8Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_DOCUMENT_9是否提供文件 9Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_EMAIL是否提供电子邮箱Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_EMP_PHONE是否提供工作电话Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_MOBIL是否提供手机号码Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_OWN_CAR是否拥有汽车StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_OWN_REALTY是否拥有住宅StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_PHONE是否提供家庭电话Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
FLAG_WORK_PHONE是否提供家庭电话(官方字段说明)Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
HOUR_APPR_PROCESS_START申请大致小时Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
LIVE_CITY_NOT_WORK_CITY联系与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
LIVE_REGION_NOT_WORK_REGION联系与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
NAME_CONTRACT_TYPE贷款合同类型StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
NAME_EDUCATION_TYPE最高教育程度StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
NAME_FAMILY_STATUS家庭状态StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
NAME_HOUSING_TYPE居住情况StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
NAME_INCOME_TYPE收入类型StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
ORGANIZATION_TYPE工作单位类型StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
REGION_POPULATION_RELATIVE居住地区归一化人口规模Float64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
REGION_RATING_CLIENT居住地区评级Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
REGION_RATING_CLIENT_W_CITY考虑城市的居住地区评级Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
REG_CITY_NOT_LIVE_CITY永久与联系地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
REG_CITY_NOT_WORK_CITY永久与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
REG_REGION_NOT_LIVE_REGION永久与联系地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
REG_REGION_NOT_WORK_REGION永久与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
WEEKDAY_APPR_PROCESS_START申请星期StringHome Credit 2018 application_{train|test}.csv0.00%0.00%0.00%0.00%0.00%0.00%
PSI
FLAG_EMAIL是否提供电子邮箱Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.120.00
NAME_CONTRACT_TYPE贷款合同类型StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.210.00
AMT_GOODS_PRICE贷款对应商品价格Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.070.00
FLAG_DOCUMENT_3是否提供文件 3Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.030.00
DAYS_LAST_PHONE_CHANGE更换电话相对申请的天数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.020.00
DAYS_ID_PUBLISH变更身份证件相对申请的天数Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.020.00
AMT_INCOME_TOTAL客户收入Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.020.00
AMT_ANNUITY贷款年金Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.020.00
FLAG_DOCUMENT_16是否提供文件 16Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
LIVINGAPARTMENTS_AVG居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
LIVINGAPARTMENTS_MEDI居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
LIVINGAPARTMENTS_MODE居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
WEEKDAY_APPR_PROCESS_START申请星期StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.010.00
EXT_SOURCE_1外部来源分 1Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
EXT_SOURCE_2外部来源分 2Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.010.00
FLAG_DOCUMENT_18是否提供文件 18Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.010.00
FLOORSMIN_MODE最低楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
LIVINGAREA_MODE居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
FLOORSMIN_MEDI最低楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
FLOORSMIN_AVG最低楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
LIVINGAREA_AVG居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
FLOORSMAX_AVG最高楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
FLAG_DOCUMENT_13是否提供文件 13Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLOORSMAX_MEDI最高楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
LIVINGAREA_MEDI居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
FLOORSMAX_MODE最高楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
TOTALAREA_MODE建筑总面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
APARTMENTS_AVG建筑公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
APARTMENTS_MODE建筑公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
APARTMENTS_MEDI建筑公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
ELEVATORS_MODE电梯数量归一化众数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
WALLSMATERIAL_MODE墙体材料众数StringHome Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
BASEMENTAREA_MODE地下室面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
AMT_REQ_CREDIT_BUREAU_YEAR申请前一年征信查询次数(官方说明原文有歧义)Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
ELEVATORS_AVG电梯数量归一化均值Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
BASEMENTAREA_AVG地下室面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
ELEVATORS_MEDI电梯数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
EXT_SOURCE_3外部来源分 3Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.010.00
COMMONAREA_MODE公共区域面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
BASEMENTAREA_MEDI地下室面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
DAYS_EMPLOYED开始当前工作相对申请的天数Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
NAME_TYPE_SUITE申请时陪同人员类型StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
COMMONAREA_AVG公共区域面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
ENTRANCES_MODE入口数量归一化众数Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
NAME_FAMILY_STATUS家庭状态StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
COMMONAREA_MEDI公共区域面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
ENTRANCES_MEDI入口数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
ENTRANCES_AVG入口数量归一化均值Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
NAME_HOUSING_TYPE居住情况StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
CODE_GENDER客户性别StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_15是否提供文件 15Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_11是否提供文件 11Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
NAME_EDUCATION_TYPE最高教育程度StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_PHONE是否提供家庭电话Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_14是否提供文件 14Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
CNT_FAM_MEMBERS家庭成员人数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
NAME_INCOME_TYPE收入类型StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
REGION_RATING_CLIENT居住地区评级Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
REGION_RATING_CLIENT_W_CITY考虑城市的居住地区评级Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
ORGANIZATION_TYPE工作单位类型StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
OWN_CAR_AGE汽车年龄Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
OCCUPATION_TYPE职业类型StringHome Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
FLAG_EMP_PHONE是否提供工作电话Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
CNT_CHILDREN子女人数Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
LANDAREA_AVG土地面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
HOUR_APPR_PROCESS_START申请大致小时Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
EMERGENCYSTATE_MODE建筑状态信息众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
LANDAREA_MEDI土地面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_8是否提供文件 8Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_21是否提供文件 21Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
DAYS_REGISTRATION变更登记相对申请的天数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
NONLIVINGAREA_MEDI非居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
LANDAREA_MODE土地面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
DAYS_BIRTH申请时年龄天数(原始值)Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
NONLIVINGAPARTMENTS_AVG非居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
REGION_POPULATION_RELATIVE居住地区归一化人口规模Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
REG_REGION_NOT_LIVE_REGION永久与联系地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
HOUSETYPE_MODE住房类型众数StringHome Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
FLAG_OWN_CAR是否拥有汽车StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
YEARS_BEGINEXPLUATATION_AVG建筑开始使用年限归一化均值Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
FLAG_DOCUMENT_19是否提供文件 19Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
NONLIVINGAREA_AVG非居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
YEARS_BEGINEXPLUATATION_MEDI建筑开始使用年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
NONLIVINGAPARTMENTS_MEDI非居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_2是否提供文件 2Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
NONLIVINGAREA_MODE非居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
REG_REGION_NOT_WORK_REGION永久与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FONDKAPREMONT_MODE建筑信息 FONDKAPREMONT 众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
YEARS_BUILD_MODE建筑建成年限归一化众数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
YEARS_BUILD_AVG建筑建成年限归一化均值Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_10是否提供文件 10Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
LIVE_CITY_NOT_WORK_CITY联系与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_WORK_PHONE是否提供家庭电话(官方字段说明)Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
NONLIVINGAPARTMENTS_MODE非居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
YEARS_BUILD_MEDI建筑建成年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_12是否提供文件 12Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_6是否提供文件 6Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_20是否提供文件 20Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_5是否提供文件 5Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
YEARS_BEGINEXPLUATATION_MODE建筑开始使用年限归一化众数Float64Home Credit 2018 application_{train|test}.csv-0.000.000.000.000.000.00
OBS_60_CNT_SOCIAL_CIRCLE社交圈可观察的 60 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
REG_CITY_NOT_WORK_CITY永久与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_17是否提供文件 17Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_4是否提供文件 4Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_OWN_REALTY是否拥有住宅StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
OBS_30_CNT_SOCIAL_CIRCLE社交圈可观察的 30 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_CONT_MOBILE手机是否可联系Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_7是否提供文件 7Int64Home Credit 2018 application_{train|test}.csv0.000.000.00-0.000.000.00
LIVE_REGION_NOT_WORK_REGION联系与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
REG_CITY_NOT_LIVE_CITY永久与联系地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_DOCUMENT_9是否提供文件 9Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
AMT_REQ_CREDIT_BUREAU_DAY申请前一天征信查询次数(不含前一小时)Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
AMT_REQ_CREDIT_BUREAU_HOUR申请前一小时征信查询次数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
AMT_REQ_CREDIT_BUREAU_MON申请前一个月征信查询次数(不含前一周)Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
AMT_REQ_CREDIT_BUREAU_QRT申请前三个月征信查询次数(不含前一个月)Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
AMT_REQ_CREDIT_BUREAU_WEEK申请前一周征信查询次数(不含前一天)Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
DEF_30_CNT_SOCIAL_CIRCLE社交圈发生 30 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
DEF_60_CNT_SOCIAL_CIRCLE社交圈发生 60 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.000.00
FLAG_MOBIL是否提供手机号码Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00-0.00
IV
EXT_SOURCE_3外部来源分 3Float64Home Credit 2018 application_{train|test}.csv0.290.320.290.290.29
EXT_SOURCE_2外部来源分 2Float64Home Credit 2018 application_{train|test}.csv0.270.260.280.270.27
EXT_SOURCE_1外部来源分 1Float64Home Credit 2018 application_{train|test}.csv0.130.130.150.120.13
DAYS_BIRTH申请时年龄天数(原始值)Int64Home Credit 2018 application_{train|test}.csv0.080.090.090.090.08
DAYS_EMPLOYED开始当前工作相对申请的天数Int64Home Credit 2018 application_{train|test}.csv0.070.070.060.080.07
NAME_INCOME_TYPE收入类型StringHome Credit 2018 application_{train|test}.csv0.060.050.050.070.06
REGION_RATING_CLIENT_W_CITY考虑城市的居住地区评级Int64Home Credit 2018 application_{train|test}.csv0.050.060.030.050.05
NAME_EDUCATION_TYPE最高教育程度StringHome Credit 2018 application_{train|test}.csv0.050.050.040.060.05
OCCUPATION_TYPE职业类型StringHome Credit 2018 application_{train|test}.csv0.050.040.050.050.05
REGION_RATING_CLIENT居住地区评级Int64Home Credit 2018 application_{train|test}.csv0.050.060.030.040.05
AMT_GOODS_PRICE贷款对应商品价格Float64Home Credit 2018 application_{train|test}.csv0.040.050.050.050.05
DAYS_LAST_PHONE_CHANGE更换电话相对申请的天数Float64Home Credit 2018 application_{train|test}.csv0.040.070.050.040.04
ORGANIZATION_TYPE工作单位类型StringHome Credit 2018 application_{train|test}.csv0.040.040.040.050.04
CODE_GENDER客户性别StringHome Credit 2018 application_{train|test}.csv0.040.040.040.050.04
DAYS_ID_PUBLISH变更身份证件相对申请的天数Int64Home Credit 2018 application_{train|test}.csv0.040.040.050.040.04
FLOORSMAX_AVG最高楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv0.040.040.020.030.04
FLOORSMAX_MEDI最高楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.040.040.020.030.04
FLOORSMAX_MODE最高楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv0.040.040.020.030.04
TOTALAREA_MODE建筑总面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.040.040.030.030.03
FLAG_EMP_PHONE是否提供工作电话Int64Home Credit 2018 application_{train|test}.csv0.030.030.030.030.03
LIVINGAREA_AVG居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.030.040.020.030.03
LIVINGAREA_MEDI居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.030.040.020.030.03
REG_CITY_NOT_WORK_CITY永久与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.030.030.030.030.03
LIVINGAREA_MODE居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.030.040.020.030.03
APARTMENTS_AVG建筑公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv0.030.030.020.030.03
APARTMENTS_MEDI建筑公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.030.030.020.030.03
ELEVATORS_AVG电梯数量归一化均值Float64Home Credit 2018 application_{train|test}.csv0.030.030.020.030.03
ELEVATORS_MEDI电梯数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.030.030.020.030.03
APARTMENTS_MODE建筑公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv0.030.030.020.030.03
ELEVATORS_MODE电梯数量归一化众数Float64Home Credit 2018 application_{train|test}.csv0.030.030.020.030.03
FLAG_DOCUMENT_3是否提供文件 3Int64Home Credit 2018 application_{train|test}.csv0.030.020.050.030.03
YEARS_BEGINEXPLUATATION_MEDI建筑开始使用年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.030.030.020.030.03
YEARS_BEGINEXPLUATATION_AVG建筑开始使用年限归一化均值Float64Home Credit 2018 application_{train|test}.csv0.030.030.020.030.03
YEARS_BEGINEXPLUATATION_MODE建筑开始使用年限归一化众数Float64Home Credit 2018 application_{train|test}.csv0.030.030.020.030.03
ENTRANCES_MEDI入口数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.030.030.020.020.03
WALLSMATERIAL_MODE墙体材料众数StringHome Credit 2018 application_{train|test}.csv0.030.030.020.030.03
ENTRANCES_AVG入口数量归一化均值Float64Home Credit 2018 application_{train|test}.csv0.030.030.020.020.03
ENTRANCES_MODE入口数量归一化众数Float64Home Credit 2018 application_{train|test}.csv0.030.020.020.020.03
EMERGENCYSTATE_MODE建筑状态信息众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv0.030.020.020.020.02
DAYS_REGISTRATION变更登记相对申请的天数Float64Home Credit 2018 application_{train|test}.csv0.020.020.030.020.02
HOUSETYPE_MODE住房类型众数StringHome Credit 2018 application_{train|test}.csv0.020.030.020.020.02
REG_CITY_NOT_LIVE_CITY永久与联系地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.020.020.020.030.02
NONLIVINGAREA_AVG非居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.020.020.020.030.02
NONLIVINGAREA_MODE非居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.020.020.020.030.02
NONLIVINGAREA_MEDI非居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.020.020.020.030.02
NAME_FAMILY_STATUS家庭状态StringHome Credit 2018 application_{train|test}.csv0.020.030.020.020.02
BASEMENTAREA_AVG地下室面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.020.030.010.020.02
OWN_CAR_AGE汽车年龄Float64Home Credit 2018 application_{train|test}.csv0.020.020.020.020.02
BASEMENTAREA_MEDI地下室面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.020.030.010.020.02
BASEMENTAREA_MODE地下室面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.020.020.010.030.02
FLOORSMIN_MEDI最低楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.020.030.020.020.02
FLOORSMIN_MODE最低楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv0.020.030.020.020.02
FLOORSMIN_AVG最低楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv0.020.030.020.020.02
LANDAREA_AVG土地面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.020.020.010.020.02
LANDAREA_MEDI土地面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.020.020.010.020.02
LANDAREA_MODE土地面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.020.020.010.020.02
LIVINGAPARTMENTS_AVG居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv0.020.030.010.020.02
YEARS_BUILD_MEDI建筑建成年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.020.020.020.010.02
AMT_REQ_CREDIT_BUREAU_YEAR申请前一年征信查询次数(官方说明原文有歧义)Float64Home Credit 2018 application_{train|test}.csv0.020.020.010.020.02
LIVINGAPARTMENTS_MEDI居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.020.030.010.020.02
YEARS_BUILD_AVG建筑建成年限归一化均值Float64Home Credit 2018 application_{train|test}.csv0.020.020.020.010.02
YEARS_BUILD_MODE建筑建成年限归一化众数Float64Home Credit 2018 application_{train|test}.csv0.020.020.020.010.02
AMT_ANNUITY贷款年金Float64Home Credit 2018 application_{train|test}.csv0.020.020.010.010.02
LIVINGAPARTMENTS_MODE居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv0.020.030.010.020.02
NAME_HOUSING_TYPE居住情况StringHome Credit 2018 application_{train|test}.csv0.020.010.020.020.02
REGION_POPULATION_RELATIVE居住地区归一化人口规模Float64Home Credit 2018 application_{train|test}.csv0.020.020.010.020.02
NAME_CONTRACT_TYPE贷款合同类型StringHome Credit 2018 application_{train|test}.csv0.010.010.020.020.02
LIVE_CITY_NOT_WORK_CITY联系与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.010.010.010.010.01
AMT_REQ_CREDIT_BUREAU_DAY申请前一天征信查询次数(不含前一小时)Float64Home Credit 2018 application_{train|test}.csv0.010.010.010.020.01
AMT_REQ_CREDIT_BUREAU_HOUR申请前一小时征信查询次数Float64Home Credit 2018 application_{train|test}.csv0.010.010.010.020.01
AMT_REQ_CREDIT_BUREAU_MON申请前一个月征信查询次数(不含前一周)Float64Home Credit 2018 application_{train|test}.csv0.010.010.010.020.01
AMT_REQ_CREDIT_BUREAU_QRT申请前三个月征信查询次数(不含前一个月)Float64Home Credit 2018 application_{train|test}.csv0.010.010.010.020.01
AMT_REQ_CREDIT_BUREAU_WEEK申请前一周征信查询次数(不含前一天)Float64Home Credit 2018 application_{train|test}.csv0.010.010.010.020.01
FONDKAPREMONT_MODE建筑信息 FONDKAPREMONT 众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv0.010.020.010.020.01
FLAG_DOCUMENT_6是否提供文件 6Int64Home Credit 2018 application_{train|test}.csv0.010.010.020.010.01
COMMONAREA_AVG公共区域面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.010.020.010.010.01
COMMONAREA_MEDI公共区域面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.010.020.010.010.01
COMMONAREA_MODE公共区域面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.010.020.010.010.01
NONLIVINGAPARTMENTS_AVG非居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv0.010.010.010.010.01
NONLIVINGAPARTMENTS_MEDI非居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.010.010.010.010.01
NONLIVINGAPARTMENTS_MODE非居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv0.010.010.010.010.01
FLAG_WORK_PHONE是否提供家庭电话(官方字段说明)Int64Home Credit 2018 application_{train|test}.csv0.010.010.010.010.01
FLAG_PHONE是否提供家庭电话Int64Home Credit 2018 application_{train|test}.csv0.010.010.010.020.01
AMT_INCOME_TOTAL客户收入Float64Home Credit 2018 application_{train|test}.csv0.010.010.010.010.01
FLAG_OWN_CAR是否拥有汽车StringHome Credit 2018 application_{train|test}.csv0.010.010.010.010.01
HOUR_APPR_PROCESS_START申请大致小时Int64Home Credit 2018 application_{train|test}.csv0.010.010.010.000.01
CNT_CHILDREN子女人数Int64Home Credit 2018 application_{train|test}.csv0.000.010.010.000.01
CNT_FAM_MEMBERS家庭成员人数Float64Home Credit 2018 application_{train|test}.csv0.000.010.010.000.00
OBS_30_CNT_SOCIAL_CIRCLE社交圈可观察的 30 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv0.000.010.000.000.00
OBS_60_CNT_SOCIAL_CIRCLE社交圈可观察的 60 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv0.000.010.000.000.00
FLAG_DOCUMENT_13是否提供文件 13Int64Home Credit 2018 application_{train|test}.csv0.000.010.000.000.00
FLAG_DOCUMENT_16是否提供文件 16Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
NAME_TYPE_SUITE申请时陪同人员类型StringHome Credit 2018 application_{train|test}.csv0.000.000.000.010.00
DEF_30_CNT_SOCIAL_CIRCLE社交圈发生 30 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.000.010.000.000.00
DEF_60_CNT_SOCIAL_CIRCLE社交圈发生 60 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.000.010.000.000.00
FLAG_DOCUMENT_14是否提供文件 14Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_18是否提供文件 18Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_8是否提供文件 8Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_15是否提供文件 15Int64Home Credit 2018 application_{train|test}.csv0.000.010.010.010.00
REG_REGION_NOT_WORK_REGION永久与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
WEEKDAY_APPR_PROCESS_START申请星期StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_OWN_REALTY是否拥有住宅StringHome Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_4是否提供文件 4Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
REG_REGION_NOT_LIVE_REGION永久与联系地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_9是否提供文件 9Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_11是否提供文件 11Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_17是否提供文件 17Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_2是否提供文件 2Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_21是否提供文件 21Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
LIVE_REGION_NOT_WORK_REGION联系与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_10是否提供文件 10Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_EMAIL是否提供电子邮箱Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_7是否提供文件 7Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_19是否提供文件 19Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_12是否提供文件 12Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_MOBIL是否提供手机号码Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_CONT_MOBILE手机是否可联系Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_5是否提供文件 5Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_20是否提供文件 20Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
KS
EXT_SOURCE_3外部来源分 3Float64Home Credit 2018 application_{train|test}.csv22.0023.3621.3323.1022.19
EXT_SOURCE_2外部来源分 2Float64Home Credit 2018 application_{train|test}.csv21.1221.5921.8121.9021.25
DAYS_BIRTH申请时年龄天数(原始值)Int64Home Credit 2018 application_{train|test}.csv11.3713.4312.3012.7911.81
DAYS_EMPLOYED开始当前工作相对申请的天数Int64Home Credit 2018 application_{train|test}.csv11.7311.0211.1112.0911.63
EXT_SOURCE_1外部来源分 1Float64Home Credit 2018 application_{train|test}.csv11.6210.9411.6011.0011.42
NAME_INCOME_TYPE收入类型StringHome Credit 2018 application_{train|test}.csv10.959.798.4010.9710.57
OCCUPATION_TYPE职业类型StringHome Credit 2018 application_{train|test}.csv10.629.3111.139.9310.47
CODE_GENDER客户性别StringHome Credit 2018 application_{train|test}.csv9.439.179.2010.839.53
DAYS_LAST_PHONE_CHANGE更换电话相对申请的天数Float64Home Credit 2018 application_{train|test}.csv9.0211.349.889.139.35
NAME_EDUCATION_TYPE最高教育程度StringHome Credit 2018 application_{train|test}.csv9.158.447.469.918.96
AMT_GOODS_PRICE贷款对应商品价格Float64Home Credit 2018 application_{train|test}.csv8.4210.118.899.248.63
FLOORSMAX_MEDI最高楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv8.659.246.888.108.48
FLOORSMAX_AVG最高楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv8.639.286.908.098.48
FLOORSMAX_MODE最高楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv8.639.176.848.148.46
DAYS_ID_PUBLISH变更身份证件相对申请的天数Int64Home Credit 2018 application_{train|test}.csv8.417.938.768.968.45
TOTALAREA_MODE建筑总面积归一化众数Float64Home Credit 2018 application_{train|test}.csv8.388.437.227.958.23
APARTMENTS_AVG建筑公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv8.248.576.667.388.03
APARTMENTS_MEDI建筑公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv8.248.586.587.348.02
LIVINGAREA_AVG居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv8.139.066.657.468.01
LIVINGAREA_MEDI居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv8.129.066.597.407.99
LIVINGAREA_MODE居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv8.068.766.587.447.93
APARTMENTS_MODE建筑公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv8.108.276.707.547.92
REG_CITY_NOT_WORK_CITY永久与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv8.057.117.138.227.88
EMERGENCYSTATE_MODE建筑状态信息众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv7.917.616.707.677.74
WALLSMATERIAL_MODE墙体材料众数StringHome Credit 2018 application_{train|test}.csv7.797.326.447.807.61
ENTRANCES_MODE入口数量归一化众数Float64Home Credit 2018 application_{train|test}.csv7.647.536.297.657.50
ENTRANCES_AVG入口数量归一化均值Float64Home Credit 2018 application_{train|test}.csv7.647.536.297.657.50
ENTRANCES_MEDI入口数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv7.647.536.297.657.50
HOUSETYPE_MODE住房类型众数StringHome Credit 2018 application_{train|test}.csv7.617.656.397.327.45
YEARS_BEGINEXPLUATATION_MEDI建筑开始使用年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv7.608.066.237.357.44
YEARS_BEGINEXPLUATATION_MODE建筑开始使用年限归一化众数Float64Home Credit 2018 application_{train|test}.csv7.608.016.237.357.44
YEARS_BEGINEXPLUATATION_AVG建筑开始使用年限归一化均值Float64Home Credit 2018 application_{train|test}.csv7.608.006.237.357.44
FLAG_DOCUMENT_3是否提供文件 3Int64Home Credit 2018 application_{train|test}.csv7.286.159.287.657.39
ELEVATORS_MEDI电梯数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv7.517.166.537.527.38
ELEVATORS_AVG电梯数量归一化均值Float64Home Credit 2018 application_{train|test}.csv7.517.166.537.527.38
ELEVATORS_MODE电梯数量归一化众数Float64Home Credit 2018 application_{train|test}.csv7.517.166.537.527.38
ORGANIZATION_TYPE工作单位类型StringHome Credit 2018 application_{train|test}.csv7.207.436.727.757.19
NONLIVINGAREA_AVG非居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv7.217.356.067.617.15
NONLIVINGAREA_MEDI非居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv7.217.356.067.617.15
NONLIVINGAREA_MODE非居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv7.217.356.067.617.15
BASEMENTAREA_AVG地下室面积归一化均值Float64Home Credit 2018 application_{train|test}.csv6.756.795.266.896.62
BASEMENTAREA_MODE地下室面积归一化众数Float64Home Credit 2018 application_{train|test}.csv6.756.795.266.896.62
BASEMENTAREA_MEDI地下室面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv6.756.795.266.896.62
FLAG_EMP_PHONE是否提供工作电话Int64Home Credit 2018 application_{train|test}.csv6.526.006.576.646.49
REGION_RATING_CLIENT居住地区评级Int64Home Credit 2018 application_{train|test}.csv6.287.096.506.636.42
REGION_RATING_CLIENT_W_CITY考虑城市的居住地区评级Int64Home Credit 2018 application_{train|test}.csv6.227.306.256.906.40
AMT_ANNUITY贷款年金Float64Home Credit 2018 application_{train|test}.csv6.486.604.495.446.20
NAME_FAMILY_STATUS家庭状态StringHome Credit 2018 application_{train|test}.csv6.205.655.795.856.00
DAYS_REGISTRATION变更登记相对申请的天数Float64Home Credit 2018 application_{train|test}.csv6.146.216.775.176.00
LANDAREA_AVG土地面积归一化均值Float64Home Credit 2018 application_{train|test}.csv5.986.385.016.455.98
LANDAREA_MEDI土地面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv5.986.385.016.455.98
LANDAREA_MODE土地面积归一化众数Float64Home Credit 2018 application_{train|test}.csv5.986.385.016.455.98
YEARS_BUILD_MEDI建筑建成年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv5.416.515.194.925.45
YEARS_BUILD_AVG建筑建成年限归一化均值Float64Home Credit 2018 application_{train|test}.csv5.416.515.194.925.45
YEARS_BUILD_MODE建筑建成年限归一化众数Float64Home Credit 2018 application_{train|test}.csv5.416.515.194.925.45
FLOORSMIN_MEDI最低楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv5.396.805.304.565.44
FLOORSMIN_MODE最低楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv5.386.855.214.435.42
FLOORSMIN_AVG最低楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv5.286.735.274.525.35
LIVINGAPARTMENTS_AVG居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv5.186.684.335.265.15
LIVINGAPARTMENTS_MEDI居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv5.176.644.335.265.13
REGION_POPULATION_RELATIVE居住地区归一化人口规模Float64Home Credit 2018 application_{train|test}.csv5.215.234.355.135.10
LIVINGAPARTMENTS_MODE居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv5.046.544.335.265.05
OWN_CAR_AGE汽车年龄Float64Home Credit 2018 application_{train|test}.csv5.055.454.694.935.04
FONDKAPREMONT_MODE建筑信息 FONDKAPREMONT 众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv4.955.854.645.175.03
AMT_REQ_CREDIT_BUREAU_YEAR申请前一年征信查询次数(官方说明原文有歧义)Float64Home Credit 2018 application_{train|test}.csv5.024.204.965.094.93
NONLIVINGAPARTMENTS_AVG非居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv4.825.204.084.744.78
NONLIVINGAPARTMENTS_MEDI非居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv4.825.204.084.744.78
NONLIVINGAPARTMENTS_MODE非居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv4.825.204.084.744.78
COMMONAREA_MODE公共区域面积归一化众数Float64Home Credit 2018 application_{train|test}.csv4.785.293.874.564.72
COMMONAREA_AVG公共区域面积归一化均值Float64Home Credit 2018 application_{train|test}.csv4.785.293.874.624.72
COMMONAREA_MEDI公共区域面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv4.785.293.874.664.72
LIVE_CITY_NOT_WORK_CITY联系与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv4.754.113.774.614.58
REG_CITY_NOT_LIVE_CITY永久与联系地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv4.383.744.374.984.37
FLAG_WORK_PHONE是否提供家庭电话(官方字段说明)Int64Home Credit 2018 application_{train|test}.csv4.304.063.604.014.18
AMT_REQ_CREDIT_BUREAU_DAY申请前一天征信查询次数(不含前一小时)Float64Home Credit 2018 application_{train|test}.csv4.143.793.864.594.12
AMT_REQ_CREDIT_BUREAU_HOUR申请前一小时征信查询次数Float64Home Credit 2018 application_{train|test}.csv4.143.793.864.594.12
AMT_REQ_CREDIT_BUREAU_MON申请前一个月征信查询次数(不含前一周)Float64Home Credit 2018 application_{train|test}.csv4.143.793.864.594.12
AMT_REQ_CREDIT_BUREAU_QRT申请前三个月征信查询次数(不含前一个月)Float64Home Credit 2018 application_{train|test}.csv4.143.793.864.594.12
AMT_REQ_CREDIT_BUREAU_WEEK申请前一周征信查询次数(不含前一天)Float64Home Credit 2018 application_{train|test}.csv4.143.793.864.594.12
FLAG_PHONE是否提供家庭电话Int64Home Credit 2018 application_{train|test}.csv3.803.353.575.783.93
FLAG_OWN_CAR是否拥有汽车StringHome Credit 2018 application_{train|test}.csv3.714.223.903.943.80
AMT_INCOME_TOTAL客户收入Float64Home Credit 2018 application_{train|test}.csv3.793.983.243.073.61
NAME_HOUSING_TYPE居住情况StringHome Credit 2018 application_{train|test}.csv3.532.743.794.083.49
CNT_CHILDREN子女人数Int64Home Credit 2018 application_{train|test}.csv3.184.404.952.533.41
CNT_FAM_MEMBERS家庭成员人数Float64Home Credit 2018 application_{train|test}.csv3.283.844.422.833.40
NAME_CONTRACT_TYPE贷款合同类型StringHome Credit 2018 application_{train|test}.csv3.273.113.633.673.33
HOUR_APPR_PROCESS_START申请大致小时Int64Home Credit 2018 application_{train|test}.csv2.925.203.873.063.08
FLAG_DOCUMENT_6是否提供文件 6Int64Home Credit 2018 application_{train|test}.csv2.992.803.192.892.98
OBS_30_CNT_SOCIAL_CIRCLE社交圈可观察的 30 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv1.980.951.120.411.63
OBS_60_CNT_SOCIAL_CIRCLE社交圈可观察的 60 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv1.960.921.020.521.62
NAME_TYPE_SUITE申请时陪同人员类型StringHome Credit 2018 application_{train|test}.csv1.331.322.011.271.37
FLAG_OWN_REALTY是否拥有住宅StringHome Credit 2018 application_{train|test}.csv0.910.022.791.391.04
WEEKDAY_APPR_PROCESS_START申请星期StringHome Credit 2018 application_{train|test}.csv1.120.552.371.830.92
FLAG_DOCUMENT_8是否提供文件 8Int64Home Credit 2018 application_{train|test}.csv0.760.061.781.160.81
REG_REGION_NOT_WORK_REGION永久与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.290.901.351.310.56
FLAG_DOCUMENT_16是否提供文件 16Int64Home Credit 2018 application_{train|test}.csv0.400.470.410.570.42
FLAG_DOCUMENT_18是否提供文件 18Int64Home Credit 2018 application_{train|test}.csv0.300.250.140.100.26
FLAG_DOCUMENT_13是否提供文件 13Int64Home Credit 2018 application_{train|test}.csv0.290.290.030.160.25
REG_REGION_NOT_LIVE_REGION永久与联系地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.120.020.890.790.25
LIVE_REGION_NOT_WORK_REGION联系与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.070.590.410.530.20
DEF_30_CNT_SOCIAL_CIRCLE社交圈发生 30 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.170.330.270.240.20
DEF_60_CNT_SOCIAL_CIRCLE社交圈发生 60 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.170.330.270.240.20
FLAG_DOCUMENT_14是否提供文件 14Int64Home Credit 2018 application_{train|test}.csv0.180.020.310.280.19
FLAG_EMAIL是否提供电子邮箱Int64Home Credit 2018 application_{train|test}.csv0.130.030.180.740.15
FLAG_DOCUMENT_9是否提供文件 9Int64Home Credit 2018 application_{train|test}.csv0.080.230.130.040.10
FLAG_DOCUMENT_11是否提供文件 11Int64Home Credit 2018 application_{train|test}.csv0.140.060.150.080.10
FLAG_DOCUMENT_15是否提供文件 15Int64Home Credit 2018 application_{train|test}.csv0.070.130.130.100.08
FLAG_DOCUMENT_21是否提供文件 21Int64Home Credit 2018 application_{train|test}.csv0.040.030.010.040.02
FLAG_DOCUMENT_17是否提供文件 17Int64Home Credit 2018 application_{train|test}.csv0.030.030.010.010.02
FLAG_DOCUMENT_5是否提供文件 5Int64Home Credit 2018 application_{train|test}.csv0.050.070.370.040.01
FLAG_DOCUMENT_2是否提供文件 2Int64Home Credit 2018 application_{train|test}.csv0.010.000.040.000.01
FLAG_DOCUMENT_19是否提供文件 19Int64Home Credit 2018 application_{train|test}.csv0.000.060.020.040.01
FLAG_DOCUMENT_4是否提供文件 4Int64Home Credit 2018 application_{train|test}.csv0.010.010.010.000.01
FLAG_DOCUMENT_7是否提供文件 7Int64Home Credit 2018 application_{train|test}.csv0.020.020.100.020.01
FLAG_CONT_MOBILE手机是否可联系Int64Home Credit 2018 application_{train|test}.csv0.010.000.130.120.01
FLAG_DOCUMENT_10是否提供文件 10Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_DOCUMENT_20是否提供文件 20Int64Home Credit 2018 application_{train|test}.csv0.010.050.100.020.00
FLAG_DOCUMENT_12是否提供文件 12Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
FLAG_MOBIL是否提供手机号码Int64Home Credit 2018 application_{train|test}.csv0.000.000.000.000.00
LIFT
FLAG_DOCUMENT_2是否提供文件 2Int64Home Credit 2018 application_{train|test}.csv3.361.0013.151.003.81
NAME_INCOME_TYPE收入类型StringHome Credit 2018 application_{train|test}.csv3.081.171.152.482.25
EXT_SOURCE_3外部来源分 3Float64Home Credit 2018 application_{train|test}.csv1.861.941.831.871.87
EXT_SOURCE_2外部来源分 2Float64Home Credit 2018 application_{train|test}.csv1.771.741.781.811.77
FLAG_DOCUMENT_21是否提供文件 21Int64Home Credit 2018 application_{train|test}.csv2.111.001.461.001.68
EXT_SOURCE_1外部来源分 1Float64Home Credit 2018 application_{train|test}.csv1.681.691.701.641.68
NAME_HOUSING_TYPE居住情况StringHome Credit 2018 application_{train|test}.csv1.511.421.551.751.53
REG_CITY_NOT_LIVE_CITY永久与联系地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv1.521.441.511.581.51
REGION_RATING_CLIENT_W_CITY考虑城市的居住地区评级Int64Home Credit 2018 application_{train|test}.csv1.401.471.391.441.41
REGION_RATING_CLIENT居住地区评级Int64Home Credit 2018 application_{train|test}.csv1.371.411.371.381.38
DAYS_BIRTH申请时年龄天数(原始值)Int64Home Credit 2018 application_{train|test}.csv1.361.351.361.381.36
DAYS_EMPLOYED开始当前工作相对申请的天数Int64Home Credit 2018 application_{train|test}.csv1.361.371.321.381.36
NAME_EDUCATION_TYPE最高教育程度StringHome Credit 2018 application_{train|test}.csv1.371.191.511.241.35
REG_CITY_NOT_WORK_CITY永久与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv1.321.281.281.331.31
OCCUPATION_TYPE职业类型StringHome Credit 2018 application_{train|test}.csv1.311.301.291.361.31
AMT_REQ_CREDIT_BUREAU_DAY申请前一天征信查询次数(不含前一小时)Float64Home Credit 2018 application_{train|test}.csv1.281.261.271.321.28
AMT_REQ_CREDIT_BUREAU_HOUR申请前一小时征信查询次数Float64Home Credit 2018 application_{train|test}.csv1.281.261.271.321.28
AMT_REQ_CREDIT_BUREAU_MON申请前一个月征信查询次数(不含前一周)Float64Home Credit 2018 application_{train|test}.csv1.281.261.271.321.28
AMT_REQ_CREDIT_BUREAU_QRT申请前三个月征信查询次数(不含前一个月)Float64Home Credit 2018 application_{train|test}.csv1.281.261.271.321.28
AMT_REQ_CREDIT_BUREAU_WEEK申请前一周征信查询次数(不含前一天)Float64Home Credit 2018 application_{train|test}.csv1.281.261.271.321.28
AMT_REQ_CREDIT_BUREAU_YEAR申请前一年征信查询次数(官方说明原文有歧义)Float64Home Credit 2018 application_{train|test}.csv1.281.261.271.321.28
ORGANIZATION_TYPE工作单位类型StringHome Credit 2018 application_{train|test}.csv1.281.291.181.201.26
CODE_GENDER客户性别StringHome Credit 2018 application_{train|test}.csv1.251.251.251.291.26
HOUSETYPE_MODE住房类型众数StringHome Credit 2018 application_{train|test}.csv1.171.901.681.361.26
LIVE_CITY_NOT_WORK_CITY联系与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv1.241.211.201.241.23
NAME_FAMILY_STATUS家庭状态StringHome Credit 2018 application_{train|test}.csv1.261.261.231.251.23
DAYS_ID_PUBLISH变更身份证件相对申请的天数Int64Home Credit 2018 application_{train|test}.csv1.221.221.311.191.23
WALLSMATERIAL_MODE墙体材料众数StringHome Credit 2018 application_{train|test}.csv1.211.131.121.381.20
FLAG_WORK_PHONE是否提供家庭电话(官方字段说明)Int64Home Credit 2018 application_{train|test}.csv1.201.191.171.191.19
EMERGENCYSTATE_MODE建筑状态信息众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv1.151.201.441.221.19
DAYS_LAST_PHONE_CHANGE更换电话相对申请的天数Float64Home Credit 2018 application_{train|test}.csv1.171.221.251.191.18
NAME_TYPE_SUITE申请时陪同人员类型StringHome Credit 2018 application_{train|test}.csv1.161.331.021.301.16
AMT_GOODS_PRICE贷款对应商品价格Float64Home Credit 2018 application_{train|test}.csv1.161.221.581.181.16
REG_REGION_NOT_LIVE_REGION永久与联系地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv1.071.011.521.501.15
AMT_ANNUITY贷款年金Float64Home Credit 2018 application_{train|test}.csv1.141.201.151.121.15
TOTALAREA_MODE建筑总面积归一化众数Float64Home Credit 2018 application_{train|test}.csv1.151.141.131.141.14
YEARS_BEGINEXPLUATATION_AVG建筑开始使用年限归一化均值Float64Home Credit 2018 application_{train|test}.csv1.141.141.121.141.14
YEARS_BEGINEXPLUATATION_MEDI建筑开始使用年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.141.141.121.141.14
YEARS_BEGINEXPLUATATION_MODE建筑开始使用年限归一化众数Float64Home Credit 2018 application_{train|test}.csv1.141.141.121.141.14
FLOORSMAX_AVG最高楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv1.141.161.121.131.14
FLOORSMAX_MEDI最高楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.141.151.121.131.14
FLOORSMAX_MODE最高楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv1.141.141.121.131.14
ENTRANCES_AVG入口数量归一化均值Float64Home Credit 2018 application_{train|test}.csv1.141.141.111.141.14
ENTRANCES_MEDI入口数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.141.141.111.141.14
ENTRANCES_MODE入口数量归一化众数Float64Home Credit 2018 application_{train|test}.csv1.141.141.111.141.14
APARTMENTS_AVG建筑公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv1.141.131.111.131.13
APARTMENTS_MEDI建筑公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.141.131.111.131.13
APARTMENTS_MODE建筑公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv1.141.131.111.131.13
LIVINGAREA_AVG居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv1.141.131.111.141.13
LIVINGAREA_MEDI居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.141.131.111.141.13
LIVINGAREA_MODE居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv1.141.131.111.141.13
DAYS_REGISTRATION变更登记相对申请的天数Float64Home Credit 2018 application_{train|test}.csv1.131.131.141.101.13
ELEVATORS_AVG电梯数量归一化均值Float64Home Credit 2018 application_{train|test}.csv1.131.121.111.131.13
ELEVATORS_MEDI电梯数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.131.121.111.131.13
ELEVATORS_MODE电梯数量归一化众数Float64Home Credit 2018 application_{train|test}.csv1.131.121.111.131.13
HOUR_APPR_PROCESS_START申请大致小时Int64Home Credit 2018 application_{train|test}.csv1.121.151.171.101.12
OWN_CAR_AGE汽车年龄Float64Home Credit 2018 application_{train|test}.csv1.131.121.081.091.12
NONLIVINGAREA_AVG非居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv1.121.121.101.131.12
NONLIVINGAREA_MEDI非居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.121.121.101.131.12
NONLIVINGAREA_MODE非居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv1.121.121.101.131.12
CNT_CHILDREN子女人数Int64Home Credit 2018 application_{train|test}.csv1.101.141.151.081.10
BASEMENTAREA_AVG地下室面积归一化均值Float64Home Credit 2018 application_{train|test}.csv1.111.111.081.111.10
BASEMENTAREA_MEDI地下室面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.111.111.081.111.10
BASEMENTAREA_MODE地下室面积归一化众数Float64Home Credit 2018 application_{train|test}.csv1.111.111.081.111.10
REG_REGION_NOT_WORK_REGION永久与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv1.051.161.261.231.10
FLAG_DOCUMENT_3是否提供文件 3Int64Home Credit 2018 application_{train|test}.csv1.091.081.121.101.10
LANDAREA_AVG土地面积归一化均值Float64Home Credit 2018 application_{train|test}.csv1.091.101.081.101.09
LANDAREA_MEDI土地面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.091.101.081.101.09
LANDAREA_MODE土地面积归一化众数Float64Home Credit 2018 application_{train|test}.csv1.091.101.081.101.09
CNT_FAM_MEMBERS家庭成员人数Float64Home Credit 2018 application_{train|test}.csv1.081.131.141.061.09
REGION_POPULATION_RELATIVE居住地区归一化人口规模Float64Home Credit 2018 application_{train|test}.csv1.091.131.071.141.09
FLOORSMIN_MEDI最低楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.071.221.071.061.08
YEARS_BUILD_AVG建筑建成年限归一化均值Float64Home Credit 2018 application_{train|test}.csv1.071.091.071.071.08
YEARS_BUILD_MEDI建筑建成年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.071.091.071.071.08
YEARS_BUILD_MODE建筑建成年限归一化众数Float64Home Credit 2018 application_{train|test}.csv1.071.091.071.071.08
FLOORSMIN_MODE最低楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv1.071.241.071.061.07
FLAG_EMP_PHONE是否提供工作电话Int64Home Credit 2018 application_{train|test}.csv1.071.071.071.071.07
FLOORSMIN_AVG最低楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv1.071.201.071.061.07
LIVINGAPARTMENTS_AVG居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv1.071.131.061.071.07
LIVINGAPARTMENTS_MEDI居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.071.121.061.071.07
LIVINGAPARTMENTS_MODE居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv1.071.111.061.071.07
FONDKAPREMONT_MODE建筑信息 FONDKAPREMONT 众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv1.071.081.061.071.07
AMT_INCOME_TOTAL客户收入Float64Home Credit 2018 application_{train|test}.csv1.061.091.081.061.07
NONLIVINGAPARTMENTS_AVG非居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv1.061.071.051.061.06
NONLIVINGAPARTMENTS_MEDI非居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.061.071.051.061.06
NONLIVINGAPARTMENTS_MODE非居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv1.061.071.051.061.06
COMMONAREA_AVG公共区域面积归一化均值Float64Home Credit 2018 application_{train|test}.csv1.061.071.051.061.06
COMMONAREA_MEDI公共区域面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.061.071.051.061.06
COMMONAREA_MODE公共区域面积归一化众数Float64Home Credit 2018 application_{train|test}.csv1.061.071.051.061.06
FLAG_OWN_CAR是否拥有汽车StringHome Credit 2018 application_{train|test}.csv1.051.061.051.051.05
FLAG_PHONE是否提供家庭电话Int64Home Credit 2018 application_{train|test}.csv1.051.041.051.071.05
OBS_60_CNT_SOCIAL_CIRCLE社交圈可观察的 60 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv1.061.031.031.021.05
OBS_30_CNT_SOCIAL_CIRCLE社交圈可观察的 30 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv1.061.031.031.011.05
LIVE_REGION_NOT_WORK_REGION联系与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv1.021.131.101.121.05
WEEKDAY_APPR_PROCESS_START申请星期StringHome Credit 2018 application_{train|test}.csv1.061.031.071.081.03
NAME_CONTRACT_TYPE贷款合同类型StringHome Credit 2018 application_{train|test}.csv1.031.031.041.041.03
FLAG_DOCUMENT_20是否提供文件 20Int64Home Credit 2018 application_{train|test}.csv1.001.003.291.311.03
FLAG_OWN_REALTY是否拥有住宅StringHome Credit 2018 application_{train|test}.csv1.031.001.081.041.03
FLAG_DOCUMENT_6是否提供文件 6Int64Home Credit 2018 application_{train|test}.csv1.031.031.031.031.03
FLAG_DOCUMENT_8是否提供文件 8Int64Home Credit 2018 application_{train|test}.csv1.011.011.021.011.01
FLAG_DOCUMENT_16是否提供文件 16Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.011.00
FLAG_DOCUMENT_18是否提供文件 18Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_13是否提供文件 13Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
DEF_30_CNT_SOCIAL_CIRCLE社交圈发生 30 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
DEF_60_CNT_SOCIAL_CIRCLE社交圈发生 60 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_14是否提供文件 14Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_EMAIL是否提供电子邮箱Int64Home Credit 2018 application_{train|test}.csv1.001.001.031.011.00
FLAG_DOCUMENT_9是否提供文件 9Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_11是否提供文件 11Int64Home Credit 2018 application_{train|test}.csv1.001.151.001.151.00
FLAG_DOCUMENT_15是否提供文件 15Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_17是否提供文件 17Int64Home Credit 2018 application_{train|test}.csv1.001.001.321.241.00
FLAG_DOCUMENT_5是否提供文件 5Int64Home Credit 2018 application_{train|test}.csv1.031.001.001.001.00
FLAG_DOCUMENT_19是否提供文件 19Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_4是否提供文件 4Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_7是否提供文件 7Int64Home Credit 2018 application_{train|test}.csv1.001.003.291.001.00
FLAG_CONT_MOBILE手机是否可联系Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.551.00
FLAG_DOCUMENT_10是否提供文件 10Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_12是否提供文件 12Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_MOBIL是否提供手机号码Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
AUC
EXT_SOURCE_3外部来源分 3Float64Home Credit 2018 application_{train|test}.csv0.650.660.650.650.65
EXT_SOURCE_2外部来源分 2Float64Home Credit 2018 application_{train|test}.csv0.640.640.640.640.64
EXT_SOURCE_1外部来源分 1Float64Home Credit 2018 application_{train|test}.csv0.590.580.590.580.59
DAYS_BIRTH申请时年龄天数(原始值)Int64Home Credit 2018 application_{train|test}.csv0.580.580.580.580.58
DAYS_EMPLOYED开始当前工作相对申请的天数Int64Home Credit 2018 application_{train|test}.csv0.570.570.570.580.57
OCCUPATION_TYPE职业类型StringHome Credit 2018 application_{train|test}.csv0.560.560.560.560.56
NAME_INCOME_TYPE收入类型StringHome Credit 2018 application_{train|test}.csv0.560.560.550.570.56
DAYS_LAST_PHONE_CHANGE更换电话相对申请的天数Float64Home Credit 2018 application_{train|test}.csv0.550.570.560.550.55
AMT_GOODS_PRICE贷款对应商品价格Float64Home Credit 2018 application_{train|test}.csv0.550.560.560.560.55
DAYS_ID_PUBLISH变更身份证件相对申请的天数Int64Home Credit 2018 application_{train|test}.csv0.550.550.560.550.55
ORGANIZATION_TYPE工作单位类型StringHome Credit 2018 application_{train|test}.csv0.550.550.550.560.55
REGION_RATING_CLIENT_W_CITY考虑城市的居住地区评级Int64Home Credit 2018 application_{train|test}.csv0.550.550.540.550.55
REGION_RATING_CLIENT居住地区评级Int64Home Credit 2018 application_{train|test}.csv0.550.550.540.550.55
CODE_GENDER客户性别StringHome Credit 2018 application_{train|test}.csv0.550.550.550.550.55
TOTALAREA_MODE建筑总面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.550.550.540.550.55
FLOORSMAX_AVG最高楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv0.550.550.540.550.55
FLOORSMAX_MEDI最高楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.550.550.540.550.55
FLOORSMAX_MODE最高楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv0.550.550.540.550.55
NAME_EDUCATION_TYPE最高教育程度StringHome Credit 2018 application_{train|test}.csv0.550.540.540.550.55
LIVINGAREA_AVG居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.550.550.540.540.55
LIVINGAREA_MEDI居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.550.550.540.540.55
LIVINGAREA_MODE居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.550.550.540.540.55
APARTMENTS_AVG建筑公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv0.550.550.540.540.54
APARTMENTS_MEDI建筑公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.550.550.540.540.54
APARTMENTS_MODE建筑公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv0.550.540.540.540.54
YEARS_BEGINEXPLUATATION_MEDI建筑开始使用年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.540.550.540.540.54
YEARS_BEGINEXPLUATATION_AVG建筑开始使用年限归一化均值Float64Home Credit 2018 application_{train|test}.csv0.540.550.540.540.54
YEARS_BEGINEXPLUATATION_MODE建筑开始使用年限归一化众数Float64Home Credit 2018 application_{train|test}.csv0.540.550.540.540.54
ENTRANCES_MEDI入口数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.540.540.540.540.54
ELEVATORS_AVG电梯数量归一化均值Float64Home Credit 2018 application_{train|test}.csv0.540.540.540.540.54
ENTRANCES_AVG入口数量归一化均值Float64Home Credit 2018 application_{train|test}.csv0.540.540.540.540.54
ELEVATORS_MEDI电梯数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.540.540.540.540.54
WALLSMATERIAL_MODE墙体材料众数StringHome Credit 2018 application_{train|test}.csv0.540.540.530.540.54
ELEVATORS_MODE电梯数量归一化众数Float64Home Credit 2018 application_{train|test}.csv0.540.540.540.540.54
ENTRANCES_MODE入口数量归一化众数Float64Home Credit 2018 application_{train|test}.csv0.540.540.540.540.54
REG_CITY_NOT_WORK_CITY永久与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.540.540.540.540.54
EMERGENCYSTATE_MODE建筑状态信息众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv0.540.540.530.540.54
DAYS_REGISTRATION变更登记相对申请的天数Float64Home Credit 2018 application_{train|test}.csv0.540.540.540.530.54
NONLIVINGAREA_MODE非居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.540.540.530.540.54
NONLIVINGAREA_AVG非居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.540.540.530.540.54
NONLIVINGAREA_MEDI非居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.540.540.530.540.54
HOUSETYPE_MODE住房类型众数StringHome Credit 2018 application_{train|test}.csv0.540.540.530.540.54
FLAG_DOCUMENT_3是否提供文件 3Int64Home Credit 2018 application_{train|test}.csv0.540.530.550.540.54
BASEMENTAREA_AVG地下室面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.540.540.530.540.54
BASEMENTAREA_MEDI地下室面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.540.540.530.540.54
BASEMENTAREA_MODE地下室面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.540.540.530.540.54
NAME_FAMILY_STATUS家庭状态StringHome Credit 2018 application_{train|test}.csv0.540.540.530.530.54
AMT_ANNUITY贷款年金Float64Home Credit 2018 application_{train|test}.csv0.530.540.530.530.53
AMT_REQ_CREDIT_BUREAU_YEAR申请前一年征信查询次数(官方说明原文有歧义)Float64Home Credit 2018 application_{train|test}.csv0.530.530.530.530.53
LANDAREA_AVG土地面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.530.540.530.530.53
FLAG_EMP_PHONE是否提供工作电话Int64Home Credit 2018 application_{train|test}.csv0.530.530.530.530.53
LANDAREA_MEDI土地面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.530.540.530.530.53
LANDAREA_MODE土地面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.530.540.530.530.53
REGION_POPULATION_RELATIVE居住地区归一化人口规模Float64Home Credit 2018 application_{train|test}.csv0.530.530.530.530.53
YEARS_BUILD_MEDI建筑建成年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.530.530.530.530.53
YEARS_BUILD_AVG建筑建成年限归一化均值Float64Home Credit 2018 application_{train|test}.csv0.530.530.530.530.53
OWN_CAR_AGE汽车年龄Float64Home Credit 2018 application_{train|test}.csv0.530.530.530.530.53
YEARS_BUILD_MODE建筑建成年限归一化众数Float64Home Credit 2018 application_{train|test}.csv0.530.530.530.530.53
FLOORSMIN_MEDI最低楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.530.540.530.530.53
FLOORSMIN_MODE最低楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv0.530.540.530.530.53
FLOORSMIN_AVG最低楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv0.530.540.530.530.53
LIVINGAPARTMENTS_AVG居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv0.530.540.520.530.53
LIVINGAPARTMENTS_MEDI居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.530.540.520.530.53
LIVINGAPARTMENTS_MODE居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv0.530.530.520.530.53
FONDKAPREMONT_MODE建筑信息 FONDKAPREMONT 众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv0.530.530.520.530.53
COMMONAREA_MEDI公共区域面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.530.530.520.520.53
COMMONAREA_AVG公共区域面积归一化均值Float64Home Credit 2018 application_{train|test}.csv0.530.530.520.520.53
COMMONAREA_MODE公共区域面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.530.530.520.520.52
NONLIVINGAPARTMENTS_AVG非居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv0.520.530.520.520.52
NONLIVINGAPARTMENTS_MEDI非居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.520.530.520.520.52
NONLIVINGAPARTMENTS_MODE非居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv0.520.530.520.520.52
LIVE_CITY_NOT_WORK_CITY联系与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.520.520.520.520.52
REG_CITY_NOT_LIVE_CITY永久与联系地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv0.520.520.520.520.52
HOUR_APPR_PROCESS_START申请大致小时Int64Home Credit 2018 application_{train|test}.csv0.520.530.520.520.52
AMT_INCOME_TOTAL客户收入Float64Home Credit 2018 application_{train|test}.csv0.520.520.520.520.52
FLAG_WORK_PHONE是否提供家庭电话(官方字段说明)Int64Home Credit 2018 application_{train|test}.csv0.520.520.520.520.52
AMT_REQ_CREDIT_BUREAU_DAY申请前一天征信查询次数(不含前一小时)Float64Home Credit 2018 application_{train|test}.csv0.520.520.520.520.52
AMT_REQ_CREDIT_BUREAU_HOUR申请前一小时征信查询次数Float64Home Credit 2018 application_{train|test}.csv0.520.520.520.520.52
AMT_REQ_CREDIT_BUREAU_MON申请前一个月征信查询次数(不含前一周)Float64Home Credit 2018 application_{train|test}.csv0.520.520.520.520.52
AMT_REQ_CREDIT_BUREAU_QRT申请前三个月征信查询次数(不含前一个月)Float64Home Credit 2018 application_{train|test}.csv0.520.520.520.520.52
AMT_REQ_CREDIT_BUREAU_WEEK申请前一周征信查询次数(不含前一天)Float64Home Credit 2018 application_{train|test}.csv0.520.520.520.520.52
FLAG_PHONE是否提供家庭电话Int64Home Credit 2018 application_{train|test}.csv0.520.520.520.530.52
FLAG_OWN_CAR是否拥有汽车StringHome Credit 2018 application_{train|test}.csv0.520.520.520.520.52
CNT_FAM_MEMBERS家庭成员人数Float64Home Credit 2018 application_{train|test}.csv0.520.520.530.510.52
NAME_HOUSING_TYPE居住情况StringHome Credit 2018 application_{train|test}.csv0.520.520.520.520.52
CNT_CHILDREN子女人数Int64Home Credit 2018 application_{train|test}.csv0.520.520.520.510.52
NAME_CONTRACT_TYPE贷款合同类型StringHome Credit 2018 application_{train|test}.csv0.520.520.520.520.52
FLAG_DOCUMENT_6是否提供文件 6Int64Home Credit 2018 application_{train|test}.csv0.510.510.520.510.51
OBS_30_CNT_SOCIAL_CIRCLE社交圈可观察的 30 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv0.510.510.510.500.51
OBS_60_CNT_SOCIAL_CIRCLE社交圈可观察的 60 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv0.510.510.510.500.51
NAME_TYPE_SUITE申请时陪同人员类型StringHome Credit 2018 application_{train|test}.csv0.510.510.510.510.51
WEEKDAY_APPR_PROCESS_START申请星期StringHome Credit 2018 application_{train|test}.csv0.510.500.510.510.51
FLAG_OWN_REALTY是否拥有住宅StringHome Credit 2018 application_{train|test}.csv0.500.500.510.510.51
FLAG_DOCUMENT_8是否提供文件 8Int64Home Credit 2018 application_{train|test}.csv0.500.500.510.510.50
REG_REGION_NOT_WORK_REGION永久与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.500.500.510.510.50
FLAG_DOCUMENT_16是否提供文件 16Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_18是否提供文件 18Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_13是否提供文件 13Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
REG_REGION_NOT_LIVE_REGION永久与联系地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
LIVE_REGION_NOT_WORK_REGION联系与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
DEF_30_CNT_SOCIAL_CIRCLE社交圈发生 30 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
DEF_60_CNT_SOCIAL_CIRCLE社交圈发生 60 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_14是否提供文件 14Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_EMAIL是否提供电子邮箱Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_9是否提供文件 9Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_11是否提供文件 11Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_15是否提供文件 15Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_21是否提供文件 21Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_17是否提供文件 17Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_5是否提供文件 5Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_2是否提供文件 2Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_19是否提供文件 19Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_4是否提供文件 4Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_7是否提供文件 7Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_CONT_MOBILE手机是否可联系Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_10是否提供文件 10Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_20是否提供文件 20Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_DOCUMENT_12是否提供文件 12Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
FLAG_MOBIL是否提供手机号码Int64Home Credit 2018 application_{train|test}.csv0.500.500.500.500.50
RISK_CORR
AMT_ANNUITY贷款年金Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
AMT_GOODS_PRICE贷款对应商品价格Float64Home Credit 2018 application_{train|test}.csv0.800.801.001.001.00
AMT_INCOME_TOTAL客户收入Float64Home Credit 2018 application_{train|test}.csv1.001.000.801.001.00
AMT_REQ_CREDIT_BUREAU_DAY申请前一天征信查询次数(不含前一小时)Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
AMT_REQ_CREDIT_BUREAU_HOUR申请前一小时征信查询次数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
AMT_REQ_CREDIT_BUREAU_MON申请前一个月征信查询次数(不含前一周)Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
AMT_REQ_CREDIT_BUREAU_QRT申请前三个月征信查询次数(不含前一个月)Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
AMT_REQ_CREDIT_BUREAU_WEEK申请前一周征信查询次数(不含前一天)Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
AMT_REQ_CREDIT_BUREAU_YEAR申请前一年征信查询次数(官方说明原文有歧义)Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
APARTMENTS_AVG建筑公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv1.000.801.000.801.00
APARTMENTS_MEDI建筑公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.000.801.001.001.00
APARTMENTS_MODE建筑公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv1.000.801.000.801.00
BASEMENTAREA_AVG地下室面积归一化均值Float64Home Credit 2018 application_{train|test}.csv1.000.800.200.401.00
BASEMENTAREA_MEDI地下室面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.000.600.200.401.00
BASEMENTAREA_MODE地下室面积归一化众数Float64Home Credit 2018 application_{train|test}.csv0.800.800.800.801.00
CNT_CHILDREN子女人数Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
CNT_FAM_MEMBERS家庭成员人数Float64Home Credit 2018 application_{train|test}.csv1.001.001.000.501.00
CODE_GENDER客户性别StringHome Credit 2018 application_{train|test}.csv1.001.001.001.001.00
COMMONAREA_AVG公共区域面积归一化均值Float64Home Credit 2018 application_{train|test}.csv1.000.200.200.801.00
COMMONAREA_MEDI公共区域面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.000.200.400.801.00
COMMONAREA_MODE公共区域面积归一化众数Float64Home Credit 2018 application_{train|test}.csv1.000.400.400.601.00
DAYS_BIRTH申请时年龄天数(原始值)Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
DAYS_EMPLOYED开始当前工作相对申请的天数Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
DAYS_ID_PUBLISH变更身份证件相对申请的天数Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
DAYS_LAST_PHONE_CHANGE更换电话相对申请的天数Float64Home Credit 2018 application_{train|test}.csv1.000.801.000.801.00
DAYS_REGISTRATION变更登记相对申请的天数Float64Home Credit 2018 application_{train|test}.csv1.000.800.800.801.00
DEF_30_CNT_SOCIAL_CIRCLE社交圈发生 30 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
DEF_60_CNT_SOCIAL_CIRCLE社交圈发生 60 天逾期的记录数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
ELEVATORS_AVG电梯数量归一化均值Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
ELEVATORS_MEDI电梯数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
ELEVATORS_MODE电梯数量归一化众数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
EMERGENCYSTATE_MODE建筑状态信息众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv1.001.001.001.001.00
ENTRANCES_AVG入口数量归一化均值Float64Home Credit 2018 application_{train|test}.csv1.001.000.800.001.00
ENTRANCES_MEDI入口数量归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.001.000.800.801.00
ENTRANCES_MODE入口数量归一化众数Float64Home Credit 2018 application_{train|test}.csv1.000.800.800.801.00
EXT_SOURCE_1外部来源分 1Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
EXT_SOURCE_2外部来源分 2Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
EXT_SOURCE_3外部来源分 3Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_CONT_MOBILE手机是否可联系Int64Home Credit 2018 application_{train|test}.csv1.00-1.001.00-1.001.00
FLAG_DOCUMENT_10是否提供文件 10Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_11是否提供文件 11Int64Home Credit 2018 application_{train|test}.csv1.00-1.001.00-1.001.00
FLAG_DOCUMENT_12是否提供文件 12Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_13是否提供文件 13Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_14是否提供文件 14Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_15是否提供文件 15Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_16是否提供文件 16Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_17是否提供文件 17Int64Home Credit 2018 application_{train|test}.csv1.001.00-1.00-1.001.00
FLAG_DOCUMENT_18是否提供文件 18Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_19是否提供文件 19Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_2是否提供文件 2Int64Home Credit 2018 application_{train|test}.csv1.00-1.001.001.001.00
FLAG_DOCUMENT_20是否提供文件 20Int64Home Credit 2018 application_{train|test}.csv-1.00-1.001.001.001.00
FLAG_DOCUMENT_21是否提供文件 21Int64Home Credit 2018 application_{train|test}.csv1.00-1.001.00-1.001.00
FLAG_DOCUMENT_3是否提供文件 3Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_4是否提供文件 4Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_5是否提供文件 5Int64Home Credit 2018 application_{train|test}.csv-1.001.001.001.001.00
FLAG_DOCUMENT_6是否提供文件 6Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_DOCUMENT_7是否提供文件 7Int64Home Credit 2018 application_{train|test}.csv1.001.00-1.001.001.00
FLAG_DOCUMENT_8是否提供文件 8Int64Home Credit 2018 application_{train|test}.csv1.00-1.001.001.001.00
FLAG_DOCUMENT_9是否提供文件 9Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_EMAIL是否提供电子邮箱Int64Home Credit 2018 application_{train|test}.csv1.001.00-1.001.001.00
FLAG_EMP_PHONE是否提供工作电话Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_MOBIL是否提供手机号码Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_OWN_CAR是否拥有汽车StringHome Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_OWN_REALTY是否拥有住宅StringHome Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_PHONE是否提供家庭电话Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLAG_WORK_PHONE是否提供家庭电话(官方字段说明)Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLOORSMAX_AVG最高楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLOORSMAX_MEDI最高楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLOORSMAX_MODE最高楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
FLOORSMIN_AVG最低楼层归一化均值Float64Home Credit 2018 application_{train|test}.csv1.001.001.000.801.00
FLOORSMIN_MEDI最低楼层归一化中位数Float64Home Credit 2018 application_{train|test}.csv0.801.001.000.801.00
FLOORSMIN_MODE最低楼层归一化众数Float64Home Credit 2018 application_{train|test}.csv0.801.001.000.801.00
FONDKAPREMONT_MODE建筑信息 FONDKAPREMONT 众数(细项未公开)StringHome Credit 2018 application_{train|test}.csv1.001.000.200.801.00
HOUR_APPR_PROCESS_START申请大致小时Int64Home Credit 2018 application_{train|test}.csv1.000.801.000.801.00
HOUSETYPE_MODE住房类型众数StringHome Credit 2018 application_{train|test}.csv1.000.500.501.001.00
LANDAREA_AVG土地面积归一化均值Float64Home Credit 2018 application_{train|test}.csv1.000.800.800.401.00
LANDAREA_MEDI土地面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.001.000.800.401.00
LANDAREA_MODE土地面积归一化众数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
LIVE_CITY_NOT_WORK_CITY联系与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
LIVE_REGION_NOT_WORK_REGION联系与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
LIVINGAPARTMENTS_AVG居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv1.001.000.801.001.00
LIVINGAPARTMENTS_MEDI居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.001.000.800.801.00
LIVINGAPARTMENTS_MODE居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv1.001.000.800.801.00
LIVINGAREA_AVG居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv1.001.001.000.801.00
LIVINGAREA_MEDI居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.001.001.000.801.00
LIVINGAREA_MODE居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv1.001.001.000.801.00
NAME_CONTRACT_TYPE贷款合同类型StringHome Credit 2018 application_{train|test}.csv1.001.001.001.001.00
NAME_EDUCATION_TYPE最高教育程度StringHome Credit 2018 application_{train|test}.csv1.001.000.801.001.00
NAME_FAMILY_STATUS家庭状态StringHome Credit 2018 application_{train|test}.csv1.000.800.800.801.00
NAME_HOUSING_TYPE居住情况StringHome Credit 2018 application_{train|test}.csv1.000.800.801.001.00
NAME_INCOME_TYPE收入类型StringHome Credit 2018 application_{train|test}.csv1.000.801.000.801.00
NAME_TYPE_SUITE申请时陪同人员类型StringHome Credit 2018 application_{train|test}.csv1.00-0.200.201.001.00
NONLIVINGAPARTMENTS_AVG非居住公寓信息归一化均值Float64Home Credit 2018 application_{train|test}.csv1.001.001.00-1.001.00
NONLIVINGAPARTMENTS_MEDI非居住公寓信息归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.001.00-1.001.001.00
NONLIVINGAPARTMENTS_MODE非居住公寓信息归一化众数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
NONLIVINGAREA_AVG非居住面积归一化均值Float64Home Credit 2018 application_{train|test}.csv1.001.000.501.001.00
NONLIVINGAREA_MEDI非居住面积归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.001.00-0.501.001.00
NONLIVINGAREA_MODE非居住面积归一化众数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
OBS_30_CNT_SOCIAL_CIRCLE社交圈可观察的 30 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
OBS_60_CNT_SOCIAL_CIRCLE社交圈可观察的 60 天逾期记录数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
OCCUPATION_TYPE职业类型StringHome Credit 2018 application_{train|test}.csv0.801.001.001.001.00
ORGANIZATION_TYPE工作单位类型StringHome Credit 2018 application_{train|test}.csv1.001.000.800.801.00
OWN_CAR_AGE汽车年龄Float64Home Credit 2018 application_{train|test}.csv0.800.801.001.001.00
REGION_POPULATION_RELATIVE居住地区归一化人口规模Float64Home Credit 2018 application_{train|test}.csv0.801.001.001.001.00
REGION_RATING_CLIENT居住地区评级Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
REGION_RATING_CLIENT_W_CITY考虑城市的居住地区评级Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
REG_CITY_NOT_LIVE_CITY永久与联系地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
REG_CITY_NOT_WORK_CITY永久与工作地址城市是否不同Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
REG_REGION_NOT_LIVE_REGION永久与联系地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
REG_REGION_NOT_WORK_REGION永久与工作地址地区是否不同Int64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
TOTALAREA_MODE建筑总面积归一化众数Float64Home Credit 2018 application_{train|test}.csv1.001.001.000.801.00
WALLSMATERIAL_MODE墙体材料众数StringHome Credit 2018 application_{train|test}.csv1.001.001.000.801.00
WEEKDAY_APPR_PROCESS_START申请星期StringHome Credit 2018 application_{train|test}.csv1.000.00-0.600.401.00
YEARS_BEGINEXPLUATATION_AVG建筑开始使用年限归一化均值Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
YEARS_BEGINEXPLUATATION_MEDI建筑开始使用年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
YEARS_BEGINEXPLUATATION_MODE建筑开始使用年限归一化众数Float64Home Credit 2018 application_{train|test}.csv1.001.001.001.001.00
YEARS_BUILD_AVG建筑建成年限归一化均值Float64Home Credit 2018 application_{train|test}.csv1.001.000.801.001.00
YEARS_BUILD_MEDI建筑建成年限归一化中位数Float64Home Credit 2018 application_{train|test}.csv1.001.000.801.001.00
YEARS_BUILD_MODE建筑建成年限归一化众数Float64Home Credit 2018 application_{train|test}.csv0.801.000.801.001.00
Grouped Pivot
Binned distribution and risk comparison across groups.
TARGET
FeatureBinpctriskliftbad counttotal countiv
Total0train1val2test3oot4_oot_undueTotal0train1val2test3oot4_oot_undueTotal0train1val2test3oot4_oot_undueTotal0train1val2test3oot4_oot_undueTotal0train1val2test3oot4_oot_undueTotal0train1val2test3oot4_oot_undue
EXT_SOURCE_3Missing19.55%19.95%19.46%19.79%19.38%17.78%8.15%9.33%9.38%8.74%9.73%0.00%1.211.151.131.151.215677.004006.00561.00530.00580.000.0069633.0042958.005978.006067.005962.008668.000.020.000.000.000.010.00
00_[-inf, 0.3706)20.15%19.96%20.01%20.09%19.82%21.37%12.90%15.11%16.12%13.95%15.07%0.00%1.941.861.941.831.879263.006494.00991.00859.00919.000.0071796.0042978.006146.006159.006098.0010415.000.540.130.160.120.130.00
01_[0.3706, 0.5353)20.18%19.91%19.89%19.91%19.89%21.89%6.46%7.65%7.56%7.57%7.11%0.00%1.000.940.911.000.884640.003281.00462.00462.00435.000.0071879.0042878.006109.006105.006118.0010669.000.010.000.000.000.000.00
02_[0.5353, 0.6675)20.13%20.04%20.24%19.88%20.16%20.61%4.23%4.96%5.00%4.51%5.02%0.00%0.620.610.600.590.623037.002140.00311.00275.00311.000.0071725.0043163.006218.006096.006201.0010047.000.180.040.050.050.040.00
03_[0.6675, inf)19.99%20.15%20.41%20.32%20.74%18.35%3.10%3.56%3.57%3.29%3.68%0.00%0.460.440.430.430.462208.001544.00224.00205.00235.000.0071222.0043397.006269.006230.006381.008945.000.430.110.110.110.100.00
EXT_SOURCE_2Missing0.19%0.21%0.21%0.20%0.28%0.02%7.78%7.85%9.09%6.56%8.05%0.00%1.100.971.100.861.0052.0035.006.004.007.000.00668.00446.0066.0061.0087.008.000.000.000.000.000.000.00
00_[-inf, 0.3922)24.70%24.95%24.64%25.04%24.94%23.25%12.45%14.35%14.44%13.52%14.57%0.00%1.811.771.741.781.8110958.007709.001093.001038.001118.000.0087984.0053732.007568.007677.007673.0011334.000.540.130.120.140.150.00
01_[0.3922, 0.566)25.46%24.95%24.87%25.55%24.64%28.52%6.92%8.18%8.81%7.80%7.92%0.00%1.061.011.061.030.986279.004395.00673.00611.00600.000.0090686.0053732.007641.007832.007579.0013902.000.000.000.000.000.000.00
02_[0.566, 0.6635)24.87%24.95%24.90%24.23%25.35%24.57%5.21%6.14%6.05%5.41%5.77%0.00%0.760.760.730.710.724612.003297.00463.00402.00450.000.0088584.0053731.007650.007427.007799.0011977.000.100.020.020.030.030.00
03_[0.6635, inf)24.79%24.95%25.37%24.99%24.78%23.64%3.31%3.78%4.03%3.60%4.00%0.00%0.500.470.490.470.502924.002029.00314.00276.00305.000.0088333.0053733.007795.007660.007622.0011523.000.440.120.110.110.100.00
EXT_SOURCE_1Missing54.43%56.34%56.92%56.21%56.28%42.12%7.62%8.57%8.70%7.94%8.53%0.00%1.061.061.051.041.0614771.0010405.001521.001368.001477.000.00193910.00121346.0017486.0017233.0017313.0020532.000.010.000.000.000.000.00
00_[-inf, 0.3326)11.21%10.91%10.49%10.68%10.70%13.61%11.32%13.64%14.06%12.95%13.22%0.00%1.701.681.691.701.644519.003207.00453.00424.00435.000.0039926.0023507.003222.003274.003291.006632.000.180.050.050.050.040.00
01_[0.3326, 0.5057)11.55%10.91%11.02%11.10%11.10%15.23%6.40%7.72%8.04%8.11%7.88%0.00%1.070.950.971.070.982631.001814.00272.00276.00269.000.0041132.0023507.003384.003404.003413.007424.000.000.000.000.000.000.00
02_[0.5057, 0.6746)11.50%10.91%10.65%10.95%10.95%15.35%4.40%5.36%5.78%5.10%5.52%0.00%0.700.660.700.670.681805.001259.00189.00171.00186.000.0040984.0023506.003272.003356.003368.007482.000.060.020.010.020.020.00
03_[0.6746, inf)11.31%10.91%10.92%11.06%10.97%13.69%2.73%3.32%3.40%2.71%3.35%0.00%0.420.410.410.360.421099.00780.00114.0092.00113.000.0040303.0023508.003356.003390.003375.006674.000.280.070.070.080.060.00
DAYS_BIRTH00_[-inf, -19,679)24.98%25.00%25.09%25.10%24.97%24.73%4.60%5.42%5.37%4.64%5.26%0.00%0.670.670.650.610.654091.002916.00414.00357.00404.000.0088975.0053840.007707.007694.007681.0012053.000.180.040.040.060.040.00
01_[-19,679, -15,752)25.04%24.99%24.93%24.71%25.09%25.52%6.30%7.41%7.14%7.12%7.07%0.00%0.940.910.860.940.885622.003990.00547.00539.00546.000.0089221.0053830.007658.007575.007718.0012440.000.010.000.010.000.000.00
02_[-15,752, -12,407)25.10%25.01%25.48%24.97%25.07%25.40%7.46%8.56%9.54%8.27%8.82%0.00%1.151.061.151.091.096672.004612.00747.00633.00680.000.0089431.0053856.007827.007654.007712.0012382.000.010.000.010.000.000.00
03_[-12,407, inf)24.88%25.00%24.51%25.23%24.87%24.35%9.52%11.04%11.17%10.37%11.11%0.00%1.381.361.351.361.388440.005947.00841.00802.00850.000.0088628.0053848.007528.007734.007649.0011869.000.130.030.030.030.040.00
DAYS_EMPLOYED00_[-inf, -2757)25.29%24.99%25.42%24.90%25.10%26.88%4.90%5.72%6.04%5.66%5.56%0.00%0.740.710.730.740.694413.003080.00472.00432.00429.000.0090082.0053817.007810.007633.007720.0013102.000.110.030.030.020.030.00
01_[-2757, -1213)24.96%25.00%24.84%24.91%24.90%24.91%7.44%8.66%8.68%8.29%8.58%0.00%1.091.071.051.091.066617.004665.00662.00633.00657.000.0088918.0053848.007631.007637.007659.0012143.000.010.000.000.000.000.00
02_[-1213, -290)24.74%24.99%24.49%25.10%25.03%23.36%9.57%11.05%11.34%10.03%11.13%0.00%1.381.361.371.321.388431.005949.00853.00772.00857.000.0088131.0053824.007524.007694.007700.0011389.000.130.030.030.030.040.00
03_[-290, inf)25.02%25.02%25.24%25.09%24.97%24.84%6.02%7.00%7.25%6.42%6.99%0.00%0.870.860.870.840.875364.003771.00562.00494.00537.000.0089124.0053885.007755.007693.007681.0012110.000.020.010.010.010.010.00
NAME_INCOME_TYPE00_[Working]51.46%51.70%51.68%51.33%51.52%50.33%8.31%9.68%9.74%8.72%9.64%0.00%1.201.191.171.151.2015224.0010779.001546.001372.001527.000.00183307.00111327.0015873.0015729.0015845.0024533.000.070.020.020.010.020.00
01_[Commercial associate]23.31%23.27%23.14%23.48%23.43%23.39%6.46%7.37%7.82%7.67%7.74%0.00%1.010.910.941.010.965360.003694.00556.00552.00558.000.0083019.0050109.007106.007196.007206.0011402.000.000.000.000.000.000.00
02_[Pensioner]18.15%17.97%18.26%18.03%18.00%19.03%4.61%5.39%5.80%5.03%5.31%0.00%0.700.660.700.660.662982.002085.00325.00278.00294.000.0064635.0038694.005608.005525.005535.009273.000.110.030.020.030.030.00
03_[State servant]7.08%7.06%6.93%7.16%7.05%7.25%4.95%5.91%5.74%5.83%4.61%0.00%0.770.730.690.770.571249.00899.00122.00128.00100.000.0025235.0015212.002127.002195.002169.003532.000.040.010.010.010.020.00
DAYS_LAST_PHONE_CHANGEMissing0.00%0.00%0.00%0.00%0.000.000.000.001.001.000.000.00
00_[-inf, -1567)25.80%24.98%25.33%25.22%25.29%30.40%4.94%6.00%5.54%5.33%5.98%0.00%0.740.740.670.700.744537.003229.00431.00412.00465.000.0091920.0053808.007781.007733.007778.0014820.000.120.020.040.030.020.00
01_[-1567, -755)24.83%24.99%24.89%24.70%25.45%23.78%6.51%7.53%7.64%7.12%7.47%0.00%0.940.930.920.940.935760.004052.00584.00539.00585.000.0088463.0053825.007645.007573.007827.0011593.000.010.000.000.000.000.00
02_[-755, -272)25.07%25.00%25.18%25.11%24.80%25.45%8.09%9.40%10.10%8.44%9.55%0.00%1.221.161.221.111.197222.005062.00781.00650.00729.000.0089299.0053835.007734.007697.007630.0012403.000.030.010.010.000.010.00
03_[-272, inf)24.30%25.03%24.61%24.97%24.46%20.37%8.44%9.50%9.96%9.54%9.32%0.00%1.251.171.201.251.167306.005122.00753.00730.00701.000.0086572.0053905.007560.007654.007525.009928.000.040.010.010.020.010.00
REGION_RATING_CLIENT_W_CITY00_[-inf, 1.5)11.32%11.18%11.22%10.86%10.78%12.67%4.10%4.67%4.84%5.59%5.34%0.00%0.730.580.580.730.661654.001124.00167.00186.00177.000.0040343.0024073.003448.003329.003317.006176.000.090.030.030.010.020.00
01_[1.5, 2.5)74.46%74.67%74.44%74.37%74.75%73.40%6.85%8.00%8.07%7.31%7.77%0.00%0.990.990.970.960.9618170.0012871.001846.001666.001787.000.00265260.00160824.0022868.0022799.0022993.0035776.000.000.000.000.000.000.00
02_[2.5, inf)14.22%14.15%14.34%14.77%14.47%13.93%9.87%11.39%12.17%10.58%11.60%0.00%1.471.401.471.391.445001.003470.00536.00479.00516.000.0050652.0030477.004404.004529.004450.006792.000.100.020.030.020.030.00
NAME_EDUCATION_TYPE00_[Secondary / secondary special]70.88%71.08%71.23%70.74%71.01%69.79%7.74%8.99%9.14%8.23%9.06%0.00%1.121.111.101.081.1219524.0013761.001999.001785.001979.000.00252379.00153010.0021869.0021677.0021835.0033988.000.040.010.010.010.010.00
01_[Higher education]24.54%24.35%24.17%24.62%24.36%25.70%4.59%5.32%5.66%5.49%5.14%0.00%0.720.660.680.720.644009.002790.00420.00414.00385.000.0087379.0052408.007419.007544.007492.0012516.000.150.040.030.030.050.00
02_[Incomplete higher]3.37%3.33%3.32%3.39%3.42%3.54%7.27%8.58%8.93%8.46%7.41%0.00%1.111.061.081.110.92872.00615.0091.0088.0078.000.0012001.007165.001019.001040.001053.001724.000.000.000.000.000.000.00
03_[Lower secondary]1.21%1.24%1.28%1.25%1.20%0.98%9.72%11.13%9.90%11.49%10.00%0.00%1.511.371.191.511.24417.00297.0039.0044.0037.000.004291.002669.00394.00383.00370.00475.000.010.000.000.000.000.00
OCCUPATION_TYPEMissing41.50%41.48%41.80%41.00%41.22%41.87%5.61%6.53%6.93%6.00%6.45%0.00%0.830.810.830.790.806278.004415.00675.00570.00618.000.00111996.0067561.009747.009505.009578.0015605.000.060.020.010.020.020.00
00_[Laborers]23.65%23.73%23.79%23.64%23.68%23.22%9.14%10.60%10.80%9.81%11.00%0.00%1.361.311.301.291.365838.004096.00599.00538.00605.000.0063841.0038656.005546.005482.005502.008655.000.070.020.020.020.020.00
01_[Sales staff]13.77%13.82%13.38%13.80%14.06%13.61%8.32%9.74%9.52%9.34%9.24%0.00%1.231.201.151.231.153092.002194.00297.00299.00302.000.0037174.0022516.003119.003200.003267.005072.000.020.000.000.010.000.00
02_[Core staff]11.83%11.75%12.02%12.18%12.05%11.70%5.44%6.23%6.64%5.92%6.89%0.00%0.850.770.800.780.851738.001192.00186.00167.00193.000.0031931.0019144.002802.002823.002801.004361.000.020.010.000.010.000.00
03_[Managers]9.24%9.21%9.02%9.38%8.99%9.59%5.32%6.24%6.52%5.79%6.18%0.00%0.790.770.790.760.771328.00936.00137.00126.00129.000.0024945.0015006.002102.002175.002088.003574.000.020.000.000.010.000.00
AMT_GOODS_PRICEMissing0.08%0.09%0.10%0.08%0.10%7.55%7.29%6.45%12.00%6.67%1.580.900.781.580.8321.0014.002.003.002.00278.00192.0031.0025.0030.000.000.000.000.000.00
00_[-inf, 238,500)25.08%24.49%24.46%24.36%24.21%29.10%6.73%8.15%7.72%7.43%7.77%0.00%1.001.000.930.980.966012.004298.00580.00555.00579.000.0089364.0052751.007515.007467.007448.0014183.000.000.000.000.000.000.00
01_[238,500, 450,000)19.08%18.49%18.38%18.29%18.50%23.00%7.82%9.39%10.10%8.42%9.35%0.00%1.221.161.221.111.165315.003741.00570.00472.00532.000.0067989.0039832.005646.005606.005692.0011213.000.020.010.010.000.010.00
02_[450,000, 679,500)31.02%30.79%30.92%31.25%30.94%31.96%8.05%9.35%9.72%9.11%9.51%0.00%1.201.151.171.201.188900.006199.00923.00873.00905.000.00110498.0066324.009498.009579.009517.0015580.000.040.010.010.010.010.00
03_[679,500, inf)24.74%26.13%26.14%26.03%26.25%15.94%5.19%5.71%5.90%5.36%5.72%0.00%0.710.700.710.710.714577.003213.00474.00428.00462.000.0088126.0056275.008030.007980.008073.007768.000.120.030.030.030.030.00
REGION_RATING_CLIENT00_[-inf, 1.5)10.66%10.53%10.66%10.21%10.15%11.83%4.09%4.64%4.88%5.53%5.35%0.00%0.730.570.590.730.661552.001052.00160.00173.00167.000.0037961.0022671.003276.003129.003121.005764.000.080.030.030.010.020.00
01_[1.5, 2.5)73.64%73.87%73.56%73.62%73.89%72.53%6.83%7.97%8.06%7.27%7.77%0.00%0.980.980.970.960.9617907.0012679.001821.001641.001766.000.00262340.00159088.0022597.0022570.0022729.0035356.000.000.000.000.000.000.00
02_[2.5, inf)15.71%15.61%15.78%16.17%15.96%15.64%9.59%11.11%11.72%10.43%11.14%0.00%1.411.371.411.371.385366.003734.00568.00517.00547.000.0055954.0033615.004847.004958.004910.007624.000.100.020.030.020.020.00
ORGANIZATION_TYPE00_[Business Entity Type 3]38.05%38.13%38.23%38.30%37.57%37.72%8.02%9.26%9.52%8.94%9.71%0.00%1.201.141.151.181.206323.004411.00650.00611.00651.000.0078832.0047626.006829.006833.006704.0010840.000.030.000.010.010.010.00
01_[XNA]31.20%30.98%31.39%30.98%31.03%32.27%4.63%5.40%5.80%5.05%5.33%0.00%0.700.670.700.660.662990.002091.00325.00279.00295.000.0064648.0038702.005608.005527.005537.009274.000.110.030.020.030.030.00
02_[Self-employed]21.40%21.54%21.23%21.39%21.85%20.60%8.82%10.37%10.68%8.81%9.69%0.00%1.291.281.291.161.203908.002789.00405.00336.00378.000.0044332.0026905.003792.003816.003899.005920.000.030.010.010.000.010.00
03_[Other]9.36%9.35%9.15%9.33%9.54%9.42%6.58%7.74%7.65%8.05%6.58%0.00%1.060.950.921.060.821275.00904.00125.00134.00112.000.0019390.0011680.001635.001665.001703.002707.000.000.000.000.000.000.00
DAYS_ID_PUBLISH00_[-inf, -4299)25.69%25.00%25.16%24.65%24.88%30.27%5.13%6.25%6.11%5.61%5.71%0.00%0.770.770.740.740.714698.003365.00472.00424.00437.000.0091526.0053833.007728.007558.007653.0014754.000.090.020.020.020.030.00
01_[-4299, -3257)24.21%25.00%24.41%25.44%24.93%19.34%6.69%7.46%8.08%7.12%7.75%0.00%0.970.920.970.940.965772.004017.00606.00555.00594.000.0086239.0053844.007499.007798.007669.009429.000.000.000.000.000.000.00
02_[-3257, -1721)25.04%24.99%25.16%24.88%25.29%25.09%7.54%8.80%8.85%7.68%9.19%0.00%1.141.091.071.011.146723.004738.00684.00586.00715.000.0089191.0053827.007730.007626.007778.0012230.000.010.000.000.000.010.00
03_[-1721, inf)25.07%25.01%25.27%25.04%24.90%25.30%8.55%9.92%10.14%9.98%9.58%0.00%1.311.221.221.311.197632.005345.00787.00766.00734.000.0089299.0053870.007763.007675.007660.0012331.000.060.010.010.030.010.00
CODE_GENDER00_[F]66.00%65.71%65.72%66.63%66.05%67.04%6.03%7.04%7.24%6.63%6.85%0.00%0.870.870.870.870.8514170.009963.001461.001355.001391.000.00235126.00141515.0020190.0020427.0020316.0032678.000.060.010.010.010.020.00
01_[M]26.56%34.29%34.27%33.37%10.11%10.16%10.33%9.54%1.251.251.251.259566.007502.001088.00976.0094615.0073857.0010529.0010229.000.070.020.020.02
01_[M]7.44%33.95%32.96%4.11%10.43%0.00%1.291.291089.001089.000.0026510.0010444.0016066.000.030.030.00
02_[XNA]0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.000.000.000.000.000.000.000.004.002.001.001.000.000.000.000.00
FLOORSMAX_AVGMissing49.50%49.76%49.72%50.11%49.43%47.84%7.98%9.26%9.45%8.49%9.15%0.00%1.141.141.141.121.1314064.009925.001443.001305.001391.000.00176341.00107177.0015275.0015362.0015206.0023321.000.040.010.010.010.010.00
00_[-inf, 0.1667)10.61%10.75%10.46%10.74%10.50%10.10%7.62%8.77%9.59%7.96%8.67%0.00%1.161.081.161.051.072879.002029.00308.00262.00280.000.0037806.0023148.003213.003293.003231.004921.000.000.000.000.000.000.00
01_[0.1667, 0.3333)22.44%22.30%22.46%22.19%22.45%23.17%6.07%7.07%7.20%6.84%7.20%0.00%0.900.870.870.900.894854.003395.00497.00465.00497.000.0079936.0048032.006899.006803.006907.0011295.000.020.000.000.000.000.00
02_[0.3333, inf)17.45%17.19%17.36%16.96%17.61%18.89%4.87%5.72%5.64%5.75%5.76%0.00%0.760.700.680.760.713028.002116.00301.00299.00312.000.0062172.0037017.005333.005199.005416.009207.000.080.020.030.010.020.00
FLOORSMAX_MEDIMissing49.50%49.76%49.72%50.11%49.43%47.84%7.98%9.26%9.45%8.49%9.15%0.00%1.141.141.141.121.1314064.009925.001443.001305.001391.000.00176341.00107177.0015275.0015362.0015206.0023321.000.040.010.010.010.010.00
00_[-inf, 0.1667)10.52%10.65%10.42%10.67%10.38%10.01%7.62%8.78%9.56%7.95%8.68%0.00%1.151.081.151.051.082857.002014.00306.00260.00277.000.0037482.0022937.003201.003272.003192.004880.000.000.000.000.000.000.00
01_[0.1667, 0.3333)22.29%22.16%22.29%22.00%22.34%22.97%6.08%7.08%7.22%6.80%7.20%0.00%0.890.870.870.890.894826.003378.00494.00459.00495.000.0079395.0047734.006846.006746.006871.0011198.000.020.000.000.000.000.00
02_[0.3333, inf)17.69%17.42%17.57%17.21%17.85%19.17%4.88%5.72%5.67%5.82%5.77%0.00%0.770.710.680.770.723078.002148.00306.00307.00317.000.0063037.0037526.005398.005277.005491.009345.000.080.020.020.010.020.00
FLOORSMAX_MODEMissing49.50%49.76%49.72%50.11%49.43%47.84%7.98%9.26%9.45%8.49%9.15%0.00%1.141.141.141.121.1314064.009925.001443.001305.001391.000.00176341.00107177.0015275.0015362.0015206.0023321.000.040.010.010.010.010.00
00_[-inf, 0.1667)10.68%10.80%10.56%10.84%10.55%10.21%7.60%8.76%9.49%7.91%8.69%0.00%1.141.081.141.041.082891.002038.00308.00263.00282.000.0038058.0023270.003245.003324.003244.004975.000.000.000.000.000.000.00
01_[0.1667, 0.3333)22.26%22.15%22.28%21.98%22.31%22.94%6.07%7.06%7.22%6.84%7.17%0.00%0.900.870.870.900.894813.003366.00494.00461.00492.000.0079320.0047695.006844.006737.006862.0011182.000.020.000.000.000.000.00
02_[0.3333, inf)17.55%17.29%17.43%17.07%17.71%19.01%4.89%5.74%5.68%5.77%5.78%0.00%0.760.710.680.760.723057.002136.00304.00302.00315.000.0062536.0037232.005356.005234.005448.009266.000.080.020.020.010.020.00
TOTALAREA_MODEMissing48.01%48.27%48.25%48.61%47.95%46.41%8.01%9.30%9.48%8.56%9.22%0.00%1.151.151.141.131.1413706.009666.001405.001275.001360.000.00171055.00103958.0014822.0014902.0014749.0022624.000.040.010.010.010.010.00
00_[-inf, 0.0411)12.82%12.92%12.56%13.06%12.68%12.50%7.33%8.50%8.86%7.94%8.33%0.00%1.071.051.071.041.033350.002365.00342.00318.00325.000.0045683.0027826.003859.004003.003901.006094.000.000.000.000.000.000.00
01_[0.0411, 0.0687)12.96%12.92%12.99%12.62%13.20%13.20%6.09%6.99%7.99%7.08%6.77%0.00%0.960.860.960.930.842812.001944.00319.00274.00275.000.0046174.0027821.003991.003868.004061.006433.000.010.000.000.000.000.00
02_[0.0687, 0.1268)13.01%12.96%12.91%12.69%12.87%13.59%5.82%6.94%6.03%6.14%7.17%0.00%0.890.860.730.810.892699.001937.00239.00239.00284.000.0046346.0027905.003966.003890.003960.006625.000.020.000.010.010.000.00
03_[0.1268, inf)13.19%12.94%13.29%13.03%13.29%14.30%4.80%5.57%5.98%5.63%5.77%0.00%0.740.690.720.740.722258.001553.00244.00225.00236.000.0046997.0027864.004082.003994.004089.006968.000.060.020.010.010.010.00
FLAG_EMP_PHONE00_[-inf, 0.5)18.15%17.97%18.26%18.04%18.00%19.03%4.63%5.40%5.80%5.05%5.33%0.00%0.700.670.700.660.662991.002092.00325.00279.00295.000.0064661.0038711.005608.005529.005538.009275.000.110.030.020.030.030.00
01_[0.5, inf)81.85%82.03%81.74%81.96%82.00%80.97%7.49%8.70%8.86%8.17%8.66%0.00%1.071.071.071.071.0721834.0015373.002224.002052.002185.000.00291594.00176663.0025112.0025128.0025222.0039469.000.020.010.000.010.010.00
LIVINGAREA_AVGMissing49.94%50.19%50.17%50.51%49.93%48.32%7.93%9.21%9.41%8.41%9.16%0.00%1.141.141.131.111.1414111.009951.001451.001302.001407.000.00177902.00108093.0015413.0015484.0015360.0023552.000.040.010.010.010.010.00
00_[-inf, 0.0451)12.32%12.45%12.10%12.50%12.12%11.91%7.41%8.55%9.36%8.09%8.10%0.00%1.131.051.131.061.013253.002293.00348.00310.00302.000.0043889.0026810.003716.003832.003727.005804.000.000.000.000.000.000.00
01_[0.0451, 0.0741)12.46%12.44%12.39%12.13%12.46%12.81%6.17%7.18%7.36%7.18%6.94%0.00%0.940.890.890.940.862737.001924.00280.00267.00266.000.0044392.0026790.003806.003720.003833.006243.000.010.000.000.000.000.00
02_[0.0741, 0.1294)12.61%12.47%12.60%12.43%12.78%13.22%5.65%6.65%6.15%6.30%6.95%0.00%0.860.820.740.830.862537.001786.00238.00240.00273.000.0044911.0026854.003871.003810.003930.006446.000.020.010.010.000.000.00
03_[0.1294, inf)12.68%12.46%12.74%12.43%12.71%13.74%4.84%5.63%5.93%5.56%5.93%0.00%0.740.690.710.730.742187.001511.00232.00212.00232.000.0045161.0026827.003914.003811.003910.006699.000.050.020.010.010.010.00
LIVINGAREA_MEDIMissing49.94%50.19%50.17%50.51%49.93%48.32%7.93%9.21%9.41%8.41%9.16%0.00%1.141.141.131.111.1414111.009951.001451.001302.001407.000.00177902.00108093.0015413.0015484.0015360.0023552.000.040.010.010.010.010.00
00_[-inf, 0.0455)12.31%12.43%12.10%12.52%12.09%11.93%7.40%8.55%9.36%8.05%8.04%0.00%1.131.051.131.061.003245.002289.00348.00309.00299.000.0043857.0026770.003717.003837.003720.005813.000.000.000.000.000.000.00
01_[0.0455, 0.0746)12.49%12.46%12.45%12.12%12.50%12.86%6.14%7.17%7.24%7.21%6.89%0.00%0.950.880.870.950.852733.001923.00277.00268.00265.000.0044490.0026838.003824.003715.003845.006268.000.010.000.000.000.000.00
02_[0.0746, 0.13)12.61%12.47%12.54%12.46%12.79%13.23%5.67%6.68%6.18%6.18%7.07%0.00%0.880.820.740.810.882546.001794.00238.00236.00278.000.0044907.0026851.003851.003820.003934.006451.000.020.000.010.010.000.00
03_[0.13, inf)12.66%12.45%12.74%12.40%12.68%13.66%4.86%5.62%6.00%5.68%5.92%0.00%0.750.690.720.750.732190.001508.00235.00216.00231.000.0045099.0026822.003915.003801.003901.006660.000.050.020.010.010.010.00
FLAG_DOCUMENT_300_[-inf, 0.5)27.95%29.02%29.22%28.35%29.29%21.34%5.54%6.24%6.69%5.30%6.13%0.00%0.810.770.810.700.765513.003899.00601.00461.00552.000.0099572.0062494.008977.008691.009009.0010401.000.090.020.010.040.020.00
01_[0.5, inf)72.05%70.98%70.78%71.65%70.71%78.66%7.52%8.87%8.96%8.51%8.86%0.00%1.121.091.081.121.1019312.0013566.001948.001870.001928.000.00256683.00152880.0021743.0021966.0021751.0038343.000.030.010.010.010.010.00
LIVINGAREA_MODEMissing49.94%50.19%50.17%50.51%49.93%48.32%7.93%9.21%9.41%8.41%9.16%0.00%1.141.141.131.111.1414111.009951.001451.001302.001407.000.00177902.00108093.0015413.0015484.0015360.0023552.000.040.010.010.010.010.00
00_[-inf, 0.0424)12.30%12.44%12.01%12.36%12.02%12.02%7.35%8.51%9.18%8.05%8.09%0.00%1.111.051.111.061.003224.002281.00339.00305.00299.000.0043835.0026802.003691.003788.003697.005857.000.000.000.000.000.000.00
01_[0.0424, 0.073)12.51%12.45%12.51%12.44%12.64%12.74%6.13%7.12%7.49%7.18%6.79%0.00%0.940.880.900.940.842734.001908.00288.00274.00264.000.0044567.0026812.003844.003814.003887.006210.000.010.000.000.000.000.00
02_[0.073, 0.1247)12.55%12.46%12.41%12.17%12.69%13.20%5.63%6.61%6.09%6.14%7.25%0.00%0.900.820.730.810.902518.001774.00232.00229.00283.000.0044703.0026827.003811.003730.003903.006432.000.020.010.010.010.000.00
03_[0.1247, inf)12.70%12.46%12.89%12.53%12.72%13.73%4.95%5.78%6.03%5.75%5.80%0.00%0.760.710.730.760.722238.001551.00239.00221.00227.000.0045248.0026840.003961.003841.003913.006693.000.050.010.010.010.010.00
REG_CITY_NOT_WORK_CITY00_[-inf, 0.5)77.03%76.99%76.79%76.82%77.03%77.53%6.31%7.33%7.59%6.95%7.27%0.00%0.920.900.920.910.9017305.0012154.001791.001637.001723.000.00274437.00165811.0023589.0023550.0023694.0037793.000.030.010.010.010.010.00
01_[0.5, inf)22.97%23.01%23.21%23.18%22.97%22.47%9.19%10.72%10.63%9.77%10.71%0.00%1.331.321.281.281.337520.005311.00758.00694.00757.000.0081818.0049563.007131.007107.007066.0010951.000.090.020.020.020.030.00
APARTMENTS_AVGMissing50.51%50.74%50.76%51.09%50.47%49.01%7.94%9.22%9.41%8.47%9.14%0.00%1.141.141.131.111.1314285.0010071.001468.001327.001419.000.00179948.00109280.0015595.0015662.0015524.0023887.000.040.010.010.010.010.00
00_[-inf, 0.0577)12.10%12.20%12.07%12.30%12.02%11.56%7.36%8.54%9.01%7.79%8.09%0.00%1.091.051.091.031.003171.002244.00334.00294.00299.000.0043094.0026280.003709.003772.003697.005636.000.000.000.000.000.000.00
01_[0.0577, 0.0866)12.24%12.23%12.04%11.93%12.21%12.66%5.85%6.76%7.06%6.84%6.90%0.00%0.900.830.850.900.862552.001782.00261.00250.00259.000.0043622.0026342.003698.003656.003756.006170.000.010.000.000.000.000.00
02_[0.0866, 0.1481)12.62%12.51%12.62%12.19%12.70%13.30%5.66%6.68%6.24%6.23%6.91%0.00%0.860.820.750.820.862544.001799.00242.00233.00270.000.0044942.0026938.003876.003738.003906.006484.000.020.010.010.010.000.00
03_[0.1481, inf)12.53%12.32%12.51%12.49%12.60%13.47%5.09%5.91%6.35%5.93%6.01%0.00%0.780.730.770.780.752273.001569.00244.00227.00233.000.0044649.0026534.003842.003829.003877.006567.000.040.010.010.010.010.00
APARTMENTS_MEDIMissing50.51%50.74%50.76%51.09%50.47%49.01%7.94%9.22%9.41%8.47%9.14%0.00%1.141.141.131.111.1314285.0010071.001468.001327.001419.000.00179948.00109280.0015595.0015662.0015524.0023887.000.040.010.010.010.010.00
00_[-inf, 0.0583)12.19%12.29%12.14%12.42%12.09%11.67%7.35%8.54%9.01%7.75%8.04%0.00%1.091.051.091.021.003190.002260.00336.00295.00299.000.0043421.0026478.003730.003807.003720.005686.000.000.000.000.000.000.00
01_[0.0583, 0.0864)12.31%12.29%12.13%11.99%12.35%12.75%5.85%6.74%7.01%6.97%6.95%0.00%0.920.830.840.920.862565.001784.00261.00256.00264.000.0043872.0026459.003725.003675.003799.006214.000.010.000.000.000.000.00
02_[0.0864, 0.1489)12.31%12.20%12.29%11.94%12.42%12.95%5.64%6.68%6.17%6.07%6.86%0.00%0.850.820.740.800.852472.001755.00233.00222.00262.000.0043846.0026282.003775.003659.003820.006310.000.030.000.010.010.000.00
03_[0.1489, inf)12.68%12.48%12.68%12.57%12.67%13.64%5.12%5.93%6.44%5.99%6.06%0.00%0.790.730.780.790.752313.001595.00251.00231.00236.000.0045168.0026875.003895.003854.003897.006647.000.040.010.010.010.010.00
ELEVATORS_AVGMissing53.07%53.31%53.38%53.56%52.89%51.68%7.89%9.16%9.32%8.46%9.12%0.00%1.131.131.121.111.1314915.0010515.001528.001389.001483.000.00189080.00114806.0016398.0016419.0016268.0025189.000.040.010.010.010.010.00
01_[0, 0.12)33.77%33.78%33.57%33.62%33.82%33.94%6.41%7.46%7.77%7.00%7.34%0.00%0.940.920.940.920.917710.005425.00801.00721.00763.000.00120314.0072750.0010312.0010307.0010402.0016543.000.010.000.000.000.000.00
02_[0.12, inf)13.15%12.92%13.05%12.82%13.30%14.39%4.69%5.48%5.49%5.62%5.72%0.00%0.740.680.660.740.712200.001525.00220.00221.00234.000.0046861.0027818.004010.003931.004090.007012.000.070.020.020.010.020.00
ELEVATORS_MEDIMissing53.07%53.31%53.38%53.56%52.89%51.68%7.89%9.16%9.32%8.46%9.12%0.00%1.131.131.121.111.1314915.0010515.001528.001389.001483.000.00189080.00114806.0016398.0016419.0016268.0025189.000.040.010.010.010.010.00
01_[0, 0.12)33.85%33.86%33.61%33.72%33.91%34.02%6.40%7.45%7.74%6.98%7.35%0.00%0.930.920.930.920.917720.005432.00799.00722.00767.000.00120591.0072915.0010326.0010337.0010431.0016582.000.010.000.000.000.000.00
02_[0.12, inf)13.08%12.84%13.01%12.72%13.20%14.31%4.70%5.49%5.56%5.64%5.66%0.00%0.740.680.670.740.702190.001518.00222.00220.00230.000.0046584.0027653.003996.003901.004061.006973.000.070.020.020.010.020.00
APARTMENTS_MODEMissing50.51%50.74%50.76%51.09%50.47%49.01%7.94%9.22%9.41%8.47%9.14%0.00%1.141.141.131.111.1314285.0010071.001468.001327.001419.000.00179948.00109280.0015595.0015662.0015524.0023887.000.040.010.010.010.010.00
00_[-inf, 0.0525)12.17%12.25%11.99%12.43%12.08%11.82%7.28%8.45%8.82%7.82%8.18%0.00%1.061.041.061.031.013157.002230.00325.00298.00304.000.0043365.0026392.003683.003812.003715.005763.000.000.000.000.000.000.00
01_[0.0525, 0.084)10.84%10.84%10.89%10.48%10.80%11.03%5.83%6.79%6.87%6.79%6.56%0.00%0.890.840.830.890.812251.001585.00230.00218.00218.000.0038615.0023356.003346.003212.003323.005378.000.010.000.000.000.000.00
02_[0.084, 0.1429)13.85%13.76%13.62%13.44%14.02%14.56%5.70%6.69%6.43%6.29%7.09%0.00%0.880.820.770.830.882815.001981.00269.00259.00306.000.0049344.0029628.004184.004120.004313.007099.000.020.010.010.010.000.00
03_[0.1429, inf)12.63%12.41%12.73%12.56%12.63%13.58%5.15%5.98%6.57%5.95%6.00%0.00%0.790.740.790.780.742317.001598.00257.00229.00233.000.0044983.0026718.003912.003851.003885.006617.000.040.010.010.010.010.00
ELEVATORS_MODEMissing53.07%53.31%53.38%53.56%52.89%51.68%7.89%9.16%9.32%8.46%9.12%0.00%1.131.131.121.111.1314915.0010515.001528.001389.001483.000.00189080.00114806.0016398.0016419.0016268.0025189.000.040.010.010.010.010.00
01_[0, 0.1208)34.50%34.52%34.26%34.28%34.56%34.71%6.37%7.41%7.72%6.96%7.33%0.00%0.930.910.930.910.917829.005507.00812.00731.00779.000.00122921.0074339.0010524.0010508.0010632.0016918.000.010.000.000.000.000.00
02_[0.1208, inf)12.42%12.18%12.36%12.17%12.55%13.62%4.70%5.50%5.50%5.66%5.65%0.00%0.740.680.660.740.702081.001443.00209.00211.00218.000.0044254.0026229.003798.003730.003860.006637.000.060.020.020.010.020.00
YEARS_BEGINEXPLUATATION_MEDIMissing48.52%48.80%48.72%49.07%48.44%46.89%7.99%9.27%9.48%8.50%9.19%0.00%1.141.141.141.121.1413808.009742.001419.001278.001369.000.00172863.00105095.0014968.0015043.0014901.0022856.000.040.010.010.010.010.00
00_[-inf, 0.9767)12.35%12.31%12.03%12.11%12.09%13.04%6.82%7.97%8.61%7.43%7.82%0.00%1.040.981.040.980.972998.002113.00318.00276.00291.000.0043990.0026505.003695.003713.003719.006358.000.000.000.000.000.000.00
01_[0.9767, 0.9816)12.28%12.17%12.10%12.40%12.22%12.85%6.18%7.14%7.32%6.94%7.82%0.00%0.970.880.880.910.972703.001873.00272.00264.00294.000.0043761.0026220.003717.003802.003759.006263.000.010.000.000.000.000.00
02_[0.9816, 0.9866)12.85%12.77%12.89%12.64%12.77%13.36%5.81%6.83%6.72%6.66%6.52%0.00%0.880.840.810.880.812659.001879.00266.00258.00256.000.0045772.0027498.003960.003875.003927.006512.000.020.000.010.000.010.00
03_[0.9866, inf)14.00%13.96%14.26%13.78%14.48%13.86%5.33%6.18%6.26%6.04%6.06%0.00%0.790.760.750.790.752657.001858.00274.00255.00270.000.0049869.0030056.004380.004224.004454.006755.000.040.010.010.010.010.00
YEARS_BEGINEXPLUATATION_AVGMissing48.52%48.80%48.72%49.07%48.44%46.89%7.99%9.27%9.48%8.50%9.19%0.00%1.141.141.141.121.1413808.009742.001419.001278.001369.000.00172863.00105095.0014968.0015043.0014901.0022856.000.040.010.010.010.010.00
00_[-inf, 0.9767)12.29%12.26%11.93%12.05%12.06%12.97%6.80%7.96%8.57%7.39%7.79%0.00%1.030.981.030.970.972979.002103.00314.00273.00289.000.0043799.0026410.003664.003695.003709.006321.000.000.000.000.000.000.00
01_[0.9767, 0.9816)12.27%12.16%12.12%12.43%12.17%12.86%6.20%7.16%7.41%6.98%7.77%0.00%0.960.880.890.920.962709.001876.00276.00266.00291.000.0043727.0026183.003723.003810.003743.006268.000.000.000.000.000.000.00
02_[0.9816, 0.9866)12.91%12.83%12.95%12.69%12.87%13.42%5.81%6.82%6.61%6.74%6.64%0.00%0.890.840.800.890.822673.001885.00263.00262.00263.000.0046010.0027642.003978.003889.003959.006542.000.020.000.010.000.010.00
03_[0.9866, inf)13.99%13.95%14.28%13.77%14.46%13.86%5.33%6.19%6.31%5.97%6.03%0.00%0.790.760.760.790.752656.001859.00277.00252.00268.000.0049856.0030044.004387.004220.004448.006757.000.040.010.010.010.010.00
YEARS_BEGINEXPLUATATION_MODEMissing48.52%48.80%48.72%49.07%48.44%46.89%7.99%9.27%9.48%8.50%9.19%0.00%1.141.141.141.121.1413808.009742.001419.001278.001369.000.00172863.00105095.0014968.0015043.0014901.0022856.000.040.010.010.010.010.00
00_[-inf, 0.9767)12.85%12.80%12.50%12.66%12.58%13.60%6.78%7.95%8.57%7.29%7.81%0.00%1.030.981.030.960.973106.002192.00329.00283.00302.000.0045783.0027563.003841.003881.003869.006629.000.000.000.000.000.000.00
01_[0.9767, 0.9816)12.38%12.29%12.15%12.39%12.28%12.95%6.13%7.09%7.10%7.11%7.78%0.00%0.970.870.860.940.972705.001876.00265.00270.00294.000.0044096.0026475.003734.003797.003777.006313.000.010.000.000.000.000.00
02_[0.9816, 0.9866)12.69%12.61%12.80%12.45%12.67%13.11%5.84%6.87%6.84%6.57%6.49%0.00%0.860.850.820.860.812638.001865.00269.00251.00253.000.0045194.0027155.003931.003818.003898.006392.000.020.000.010.000.010.00
03_[0.9866, inf)13.56%13.50%13.82%13.43%14.03%13.45%5.31%6.15%6.29%6.05%6.07%0.00%0.800.760.760.800.752568.001790.00267.00249.00262.000.0048319.0029086.004246.004118.004315.006554.000.040.010.010.010.010.00
ENTRANCES_MEDIMissing50.08%50.36%50.25%50.77%49.98%48.37%7.97%9.24%9.44%8.47%9.20%0.00%1.141.141.141.111.1414211.0010021.001457.001319.001414.000.00178407.00108452.0015437.0015565.0015374.0023579.000.040.010.010.010.010.00
00_[-inf, 0.069)5.54%5.57%5.46%5.67%5.51%5.45%6.72%8.02%7.82%6.84%6.91%0.00%0.990.990.940.900.861328.00961.00131.00119.00117.000.0019754.0011988.001676.001739.001694.002657.000.000.000.000.000.000.00
01_[0.069, 0.1379)15.40%15.43%15.42%15.19%15.05%15.62%6.53%7.63%7.64%7.41%7.30%0.00%0.970.940.920.970.913581.002536.00362.00345.00338.000.0054880.0033240.004738.004658.004629.007615.000.000.000.000.000.000.00
02_[0.1379, 0.2069)15.23%15.09%15.10%14.63%15.64%16.01%5.61%6.51%6.79%6.35%6.78%0.00%0.840.800.820.840.843041.002115.00315.00285.00326.000.0054246.0032508.004640.004485.004810.007803.000.020.010.010.010.010.00
03_[0.2069, inf)13.75%13.55%13.77%13.73%13.83%14.55%5.44%6.28%6.72%6.25%6.70%0.00%0.830.770.810.820.832664.001832.00284.00263.00285.000.0048968.0029186.004229.004210.004253.007090.000.030.010.010.010.010.00
ENTRANCES_AVGMissing50.08%50.36%50.25%50.77%49.98%48.37%7.97%9.24%9.44%8.47%9.20%0.00%1.141.141.141.111.1414211.0010021.001457.001319.001414.000.00178407.00108452.0015437.0015565.0015374.0023579.000.040.010.010.010.010.00
00_[-inf, 0.069)5.48%5.50%5.42%5.57%5.44%5.38%6.73%8.02%7.99%6.85%6.75%0.00%0.990.990.960.900.841313.00950.00133.00117.00113.000.0019509.0011840.001665.001707.001673.002624.000.000.000.000.000.000.00
01_[0.069, 0.1379)15.58%15.60%15.58%15.38%15.26%15.82%6.48%7.56%7.56%7.40%7.37%0.00%0.970.930.910.970.913598.002541.00362.00349.00346.000.0055502.0033597.004786.004716.004694.007709.000.000.000.000.000.000.00
02_[0.1379, 0.2069)15.26%15.14%15.11%14.65%15.66%15.99%5.65%6.58%6.79%6.39%6.71%0.00%0.840.810.820.840.833071.002146.00315.00287.00323.000.0054348.0032601.004642.004492.004817.007796.000.020.010.010.000.010.00
03_[0.2069, inf)13.61%13.41%13.64%13.62%13.66%14.43%5.43%6.26%6.73%6.20%6.76%0.00%0.840.770.810.820.842632.001807.00282.00259.00284.000.0048489.0028884.004190.004177.004202.007036.000.030.010.010.010.000.00
WALLSMATERIAL_MODEMissing51.55%51.82%51.68%52.26%51.36%49.97%7.92%9.19%9.38%8.45%9.10%0.00%1.131.131.131.111.1314271.0010067.001462.001329.001413.000.00180234.00109522.0015580.0015719.0015520.0023893.000.040.010.010.010.010.00
00_[Panel]22.11%21.82%21.70%21.91%22.47%23.57%5.42%6.27%6.62%6.36%6.58%0.00%0.840.770.800.840.824192.002893.00433.00419.00447.000.0077309.0046118.006543.006590.006789.0011269.000.040.010.010.010.010.00
01_[Stone, brick]21.52%21.48%21.87%21.08%21.43%21.82%6.38%7.44%7.86%6.99%7.14%0.00%0.950.920.950.920.884800.003377.00518.00443.00462.000.0075249.0045405.006594.006341.006475.0010434.000.010.000.000.000.000.00
02_[Block]3.05%3.08%3.14%2.95%3.02%2.99%6.09%7.25%6.65%6.65%6.14%0.00%0.890.890.800.870.76650.00472.0063.0059.0056.000.0010681.006507.00947.00887.00912.001428.000.000.000.000.000.000.00
03_[Wooden]1.76%1.80%1.61%1.80%1.73%1.66%8.45%9.81%8.68%8.49%11.09%0.00%1.381.211.051.121.38520.00374.0042.0046.0058.000.006156.003813.00484.00542.00523.00794.000.000.000.000.000.000.00
ENTRANCES_MODEMissing50.08%50.36%50.25%50.77%49.98%48.37%7.97%9.24%9.44%8.47%9.20%0.00%1.141.141.141.111.1414211.0010021.001457.001319.001414.000.00178407.00108452.0015437.0015565.0015374.0023579.000.040.010.010.010.010.00
00_[-inf, 0.069)6.43%6.47%6.32%6.51%6.33%6.37%6.58%7.80%7.52%7.06%6.93%0.00%0.960.960.910.930.861509.001087.00146.00141.00135.000.0022919.0013930.001941.001996.001948.003104.000.000.000.000.000.000.00
01_[0.069, 0.1379)15.40%15.42%15.44%15.17%15.04%15.68%6.46%7.52%7.59%7.33%7.44%0.00%0.960.930.910.960.923544.002499.00360.00341.00344.000.0054879.0033217.004744.004650.004626.007642.000.000.000.000.000.000.00
02_[0.1379, 0.2069)14.75%14.61%14.63%14.25%15.24%15.43%5.66%6.60%6.83%6.32%6.70%0.00%0.830.810.820.830.832975.002078.00307.00276.00314.000.0052550.0031476.004494.004368.004689.007523.000.020.010.010.010.010.00
03_[0.2069, inf)13.33%13.14%13.36%13.30%13.40%14.15%5.44%6.29%6.80%6.23%6.62%0.00%0.820.780.820.820.822586.001780.00279.00254.00273.000.0047500.0028299.004104.004078.004123.006896.000.030.010.010.010.010.00
DAYS_REGISTRATION00_[-inf, -7472)25.03%25.00%25.31%25.00%25.18%24.92%5.44%6.32%6.43%5.70%6.55%0.00%0.810.780.770.750.814849.003405.00500.00437.00507.000.0089170.0053836.007776.007665.007744.0012149.000.070.020.020.020.010.00
01_[-7472, -4503)24.95%25.00%24.79%24.88%24.94%24.93%7.03%8.06%8.77%8.16%8.06%0.00%1.070.991.061.071.006249.004341.00668.00622.00618.000.0088898.0053836.007614.007626.007672.0012150.000.000.000.000.000.000.00
02_[-4503, -2008)24.89%25.01%24.98%25.18%24.85%24.17%7.57%8.85%8.68%7.88%8.86%0.00%1.101.091.051.041.106715.004764.00666.00608.00677.000.0088670.0053855.007674.007719.007643.0011779.000.010.000.000.000.000.00
03_[-2008, inf)25.13%25.00%24.92%24.94%25.04%25.98%7.83%9.20%9.34%8.68%8.80%0.00%1.141.131.131.141.097012.004955.00715.00664.00678.000.0089517.0053847.007656.007647.007701.0012666.000.020.010.000.010.000.00
EMERGENCYSTATE_MODEMissing47.15%47.39%47.40%47.68%47.18%45.56%8.04%9.33%9.50%8.53%9.24%0.00%1.151.151.141.121.1513498.009527.001383.001247.001341.000.00167964.00102065.0014561.0014616.0014513.0022209.000.040.010.010.010.010.00
00_[No]52.10%51.84%52.01%51.49%52.09%53.71%5.98%6.97%7.18%6.69%6.97%0.00%0.880.860.870.880.8611104.007783.001148.001056.001117.000.00185607.00111641.0015978.0015785.0016024.0026179.000.050.010.010.010.010.00
01_[Yes]0.75%0.77%0.59%0.84%0.72%0.73%8.31%9.29%9.94%10.94%9.87%0.00%1.441.151.201.441.22223.00155.0018.0028.0022.000.002684.001668.00181.00256.00223.00356.000.000.000.000.000.000.00
NONLIVINGAREA_MODEMissing54.95%55.20%55.01%55.57%54.82%53.51%7.83%9.08%9.31%8.37%9.09%0.00%1.131.121.121.101.1315330.0010797.001574.001426.001533.000.00195766.00118884.0016898.0017037.0016863.0026084.000.030.010.010.010.010.00
01_[0, 0.0011)22.43%22.33%22.32%22.14%22.61%22.98%6.17%7.19%7.23%6.78%7.43%0.00%0.920.890.870.890.924931.003458.00496.00460.00517.000.0079904.0048103.006856.006787.006955.0011203.000.010.000.000.000.000.00
02_[0.0011, 0.023)11.28%11.24%11.23%11.10%11.44%11.54%5.80%6.70%7.07%6.67%6.73%0.00%0.880.830.850.880.842330.001622.00244.00227.00237.000.0040196.0024198.003450.003404.003519.005625.000.010.000.000.000.000.00
03_[0.023, inf)11.34%11.23%11.45%11.19%11.13%11.96%5.53%6.56%6.68%6.36%5.64%0.00%0.840.810.810.840.702234.001588.00235.00218.00193.000.0040389.0024189.003516.003429.003423.005832.000.030.010.010.000.010.00
REG_CITY_NOT_LIVE_CITY00_[-inf, 0.5)92.19%92.19%92.25%92.11%92.16%92.25%6.66%7.75%7.99%7.27%7.66%0.00%0.960.960.960.960.9521886.0015397.002264.002053.002172.000.00328440.00198546.0028339.0028239.0028348.0044968.000.010.000.000.000.000.00
01_[0.5, inf)7.81%7.81%7.75%7.89%7.84%7.75%10.57%12.29%11.97%11.50%12.77%0.00%1.581.521.441.511.582939.002068.00285.00278.00308.000.0027815.0016828.002381.002418.002412.003776.000.080.020.020.020.030.00
HOUSETYPE_MODEMissing49.94%50.18%50.16%50.51%49.83%48.46%7.94%9.22%9.38%8.44%9.13%0.00%1.141.141.131.111.1314120.009969.001445.001307.001399.000.00177916.00108074.0015409.0015485.0015329.0023619.000.040.010.010.010.010.00
00_[block of flats]49.17%48.95%48.96%48.54%49.28%50.59%5.97%6.95%7.11%6.71%6.97%0.00%0.880.860.860.880.8610450.007327.001069.00998.001056.000.00175162.00105424.0015039.0014881.0015159.0024659.000.050.010.010.010.010.00
01_[specific housing]0.49%0.49%0.53%0.51%0.42%0.54%8.63%9.52%10.98%12.74%10.94%0.00%1.681.171.321.681.36152.00100.0018.0020.0014.000.001761.001050.00164.00157.00128.00262.000.000.000.000.000.000.00
02_[terraced house]0.40%0.38%0.35%0.44%0.47%0.42%7.27%8.35%15.74%4.48%7.64%0.00%1.901.031.900.590.95103.0069.0017.006.0011.000.001416.00826.00108.00134.00144.00204.000.000.000.000.000.000.00
NONLIVINGAREA_MEDIMissing54.95%55.20%55.01%55.57%54.82%53.51%7.83%9.08%9.31%8.37%9.09%0.00%1.131.121.121.101.1315330.0010797.001574.001426.001533.000.00195766.00118884.0016898.0017037.0016863.0026084.000.030.010.010.010.010.00
01_[0, 0.0031)22.50%22.37%22.41%22.30%22.69%23.15%6.14%7.18%7.22%6.61%7.35%0.00%0.910.890.870.870.914920.003458.00497.00452.00513.000.0080162.0048177.006885.006835.006979.0011286.000.020.000.000.000.000.00
02_[0.0031, 0.0266)11.22%11.21%11.25%10.97%11.26%11.34%5.87%6.81%7.06%6.72%6.75%0.00%0.880.840.850.880.842348.001644.00244.00226.00234.000.0039966.0024153.003456.003363.003465.005529.000.010.000.000.000.000.00
03_[0.0266, inf)11.33%11.22%11.33%11.16%11.23%11.99%5.52%6.48%6.72%6.63%5.79%0.00%0.870.800.810.870.722227.001566.00234.00227.00200.000.0040361.0024160.003481.003422.003453.005845.000.030.010.010.000.010.00
NONLIVINGAREA_AVGMissing54.95%55.20%55.01%55.57%54.82%53.51%7.83%9.08%9.31%8.37%9.09%0.00%1.131.121.121.101.1315330.0010797.001574.001426.001533.000.00195766.00118884.0016898.0017037.0016863.0026084.000.030.010.010.010.010.00
01_[0, 0.0036)22.47%22.36%22.40%22.30%22.62%22.97%6.15%7.18%7.34%6.73%7.22%0.00%0.890.880.880.880.894923.003456.00505.00460.00502.000.0080033.0048162.006882.006836.006957.0011196.000.010.000.000.000.000.00
02_[0.0036, 0.0277)11.27%11.24%11.25%10.94%11.40%11.58%5.88%6.85%7.12%6.44%6.90%0.00%0.860.840.860.850.862362.001658.00246.00216.00242.000.0040166.0024202.003455.003355.003508.005646.000.010.000.000.000.000.00
03_[0.0277, inf)11.31%11.20%11.34%11.19%11.16%11.94%5.49%6.44%6.43%6.68%5.91%0.00%0.880.790.770.880.732210.001554.00224.00229.00203.000.0040290.0024126.003485.003429.003432.005818.000.030.010.010.000.010.00
FLOORSMIN_MEDIMissing67.68%67.83%67.52%68.33%67.83%66.61%7.47%8.67%8.95%8.14%8.55%0.00%1.081.071.081.071.0618008.0012663.001857.001705.001783.000.00241108.00146089.0020741.0020949.0020863.0032466.000.020.000.000.000.000.00
00_[-inf, 0.0833)6.70%6.65%6.74%6.59%6.91%6.83%6.20%7.07%8.06%7.13%7.29%0.00%0.970.870.970.940.901479.001013.00167.00144.00155.000.0023872.0014325.002071.002021.002125.003330.000.000.000.000.000.000.00
01_[0.0833, 0.2083)4.04%4.11%4.04%3.94%3.95%3.81%7.56%8.65%10.15%7.78%8.32%0.00%1.221.071.221.021.031087.00766.00126.0094.00101.000.0014376.008855.001241.001209.001214.001857.000.000.000.000.000.000.00
02_[0.2083, 0.375)11.81%11.79%11.79%11.71%11.55%12.17%6.07%7.12%6.46%6.58%7.74%0.00%0.960.880.780.860.962553.001808.00234.00236.00275.000.0042091.0025397.003621.003589.003554.005930.000.010.000.010.000.000.00
03_[0.375, inf)9.77%9.61%9.92%9.42%9.77%10.59%4.88%5.87%5.42%5.26%5.53%0.00%0.720.720.650.690.691698.001215.00165.00152.00166.000.0034808.0020708.003046.002889.003004.005161.000.050.010.020.010.010.00
BASEMENTAREA_MEDIMissing58.27%58.52%58.31%58.94%58.30%56.71%7.73%8.97%9.18%8.23%8.94%0.00%1.111.111.111.081.1116038.0011303.001645.001487.001603.000.00207584.00126030.0017912.0018068.0017933.0027641.000.030.010.010.000.010.00
00_[-inf, 0.0436)10.30%10.35%10.17%10.28%10.30%10.20%6.56%7.71%7.81%6.53%7.58%0.00%0.950.950.940.860.942408.001718.00244.00206.00240.000.0036705.0022291.003123.003153.003168.004970.000.000.000.000.000.000.00
01_[0.0436, 0.0757)10.40%10.38%10.33%10.21%10.43%10.65%6.08%7.09%7.85%7.03%6.17%0.00%0.950.870.950.920.772253.001586.00249.00220.00198.000.0037056.0022354.003173.003131.003209.005189.000.010.000.000.000.010.00
02_[0.0757, 0.1113)10.46%10.36%10.49%9.97%10.47%11.19%5.82%6.79%6.05%7.20%7.42%0.00%0.950.840.730.950.922169.001515.00195.00220.00239.000.0037276.0022322.003222.003056.003220.005456.000.020.000.010.000.000.00
03_[0.1113, inf)10.56%10.39%10.71%10.60%10.50%11.26%5.20%6.00%6.57%6.09%6.19%0.00%0.800.740.790.800.771957.001343.00216.00198.00200.000.0037634.0022377.003290.003249.003230.005488.000.030.010.010.010.010.00
BASEMENTAREA_AVGMissing58.27%58.52%58.31%58.94%58.30%56.71%7.73%8.97%9.18%8.23%8.94%0.00%1.111.111.111.081.1116038.0011303.001645.001487.001603.000.00207584.00126030.0017912.0018068.0017933.0027641.000.030.010.010.000.010.00
00_[-inf, 0.044)10.30%10.35%10.20%10.23%10.30%10.17%6.61%7.75%7.95%6.66%7.60%0.00%0.960.960.960.880.942426.001727.00249.00209.00241.000.0036682.0022287.003133.003136.003169.004957.000.000.000.000.000.000.00
01_[0.044, 0.0761)10.39%10.37%10.28%10.26%10.39%10.66%6.04%7.07%7.79%6.93%6.10%0.00%0.940.870.940.910.762237.001578.00246.00218.00195.000.0037029.0022334.003157.003145.003197.005196.000.010.000.000.000.010.00
02_[0.0761, 0.1118)10.48%10.39%10.46%9.98%10.46%11.24%5.82%6.83%6.07%7.06%7.33%0.00%0.930.840.730.930.912175.001528.00195.00216.00236.000.0037347.0022376.003213.003059.003218.005481.000.020.000.010.000.000.00
03_[0.1118, inf)10.56%10.38%10.76%10.60%10.54%11.22%5.18%5.95%6.48%6.19%6.32%0.00%0.810.730.780.810.781949.001329.00214.00201.00205.000.0037613.0022347.003305.003249.003243.005469.000.030.010.010.000.010.00
FLOORSMIN_MODEMissing67.68%67.83%67.52%68.33%67.83%66.61%7.47%8.67%8.95%8.14%8.55%0.00%1.081.071.081.071.0618008.0012663.001857.001705.001783.000.00241108.00146089.0020741.0020949.0020863.0032466.000.020.000.000.000.000.00
00_[-inf, 0.0833)7.00%6.94%7.02%6.88%7.23%7.20%6.20%7.07%8.02%7.16%7.46%0.00%0.970.870.970.940.931546.001056.00173.00151.00166.000.0024943.0014944.002156.002110.002224.003509.000.000.000.000.000.000.00
01_[0.0833, 0.2083)3.92%4.00%3.92%3.83%3.79%3.70%7.54%8.66%10.31%7.59%8.06%0.00%1.241.071.241.001.001053.00746.00124.0089.0094.000.0013957.008613.001203.001173.001166.001802.000.000.000.000.000.000.00
02_[0.2083, 0.375)11.71%11.69%11.73%11.61%11.45%12.01%6.07%7.13%6.41%6.60%7.69%0.00%0.950.880.770.870.952531.001794.00231.00235.00271.000.0041710.0025171.003602.003558.003523.005856.000.010.000.010.000.000.00
03_[0.375, inf)9.69%9.54%9.82%9.35%9.70%10.49%4.88%5.87%5.43%5.27%5.56%0.00%0.720.720.650.690.691687.001206.00164.00151.00166.000.0034537.0020557.003018.002867.002984.005111.000.050.010.020.010.010.00
BASEMENTAREA_MODEMissing58.27%58.52%58.31%58.94%58.30%56.71%7.73%8.97%9.18%8.23%8.94%0.00%1.111.111.111.081.1116038.0011303.001645.001487.001603.000.00207584.00126030.0017912.0018068.0017933.0027641.000.030.010.010.000.010.00
00_[-inf, 0.0404)10.29%10.36%9.97%10.24%10.33%10.20%6.47%7.49%7.67%6.85%7.84%0.00%0.970.920.920.900.972371.001672.00235.00215.00249.000.0036674.0022322.003063.003138.003177.004974.000.000.000.000.000.000.00
01_[0.0404, 0.0745)10.41%10.38%10.45%10.18%10.48%10.65%5.96%7.09%7.26%6.47%5.93%0.00%0.870.870.870.850.742211.001585.00233.00202.00191.000.0037090.0022346.003210.003121.003223.005190.000.020.000.000.000.010.00
02_[0.0745, 0.1121)10.47%10.36%10.50%10.09%10.40%11.20%5.96%6.86%6.76%7.53%7.53%0.00%0.990.850.810.990.932222.001530.00218.00233.00241.000.0037290.0022312.003225.003093.003200.005460.000.010.000.000.000.000.00
03_[0.1121, inf)10.56%10.38%10.77%10.56%10.49%11.24%5.27%6.15%6.59%5.99%6.07%0.00%0.790.760.790.790.751983.001375.00218.00194.00196.000.0037617.0022364.003310.003237.003227.005479.000.030.010.010.010.010.00
FLOORSMIN_AVGMissing67.68%67.83%67.52%68.33%67.83%66.61%7.47%8.67%8.95%8.14%8.55%0.00%1.081.071.081.071.0618008.0012663.001857.001705.001783.000.00241108.00146089.0020741.0020949.0020863.0032466.000.020.000.000.000.000.00
00_[-inf, 0.0833)6.62%6.58%6.67%6.53%6.83%6.73%6.25%7.15%8.05%7.14%7.33%0.00%0.970.880.970.940.911475.001013.00165.00143.00154.000.0023593.0014161.002049.002002.002100.003281.000.000.000.000.000.000.00
01_[0.0833, 0.2083)4.18%4.26%4.14%4.06%4.11%3.98%7.40%8.44%9.98%7.70%8.23%0.00%1.201.041.201.011.021101.00774.00127.0096.00104.000.0014888.009167.001273.001246.001264.001938.000.000.000.000.000.000.00
02_[0.2083, 0.375)11.90%11.87%11.87%11.81%11.61%12.28%6.07%7.14%6.47%6.52%7.67%0.00%0.950.880.780.860.952571.001825.00236.00236.00274.000.0042383.0025563.003645.003620.003571.005984.000.010.000.010.000.000.00
03_[0.375, inf)9.62%9.47%9.80%9.26%9.63%10.41%4.87%5.84%5.44%5.32%5.57%0.00%0.720.720.660.700.691670.001190.00164.00151.00165.000.0034283.0020394.003012.002840.002962.005075.000.050.010.020.010.010.00
OWN_CAR_AGEMissing66.03%65.90%66.12%66.24%66.26%66.29%7.33%8.53%8.78%8.02%8.50%0.00%1.061.051.061.051.0517249.0012104.001784.001628.001733.000.00235241.00141928.0020312.0020308.0020381.0032312.000.010.000.000.000.000.00
00_[-inf, 5)8.23%8.22%8.18%8.29%7.88%8.47%4.95%5.80%6.01%5.35%5.69%0.00%0.720.710.720.700.711452.001027.00151.00136.00138.000.0029320.0017713.002513.002542.002425.004127.000.040.010.010.010.010.00
01_[5, 9)7.55%7.54%7.55%7.78%7.61%7.44%5.00%5.76%5.95%5.83%5.72%0.00%0.770.710.720.770.711346.00935.00138.00139.00134.000.0026913.0016243.002319.002384.002342.003625.000.030.010.010.010.010.00
02_[9, 15)8.89%8.98%8.61%8.77%8.89%8.74%6.88%8.01%7.71%7.55%8.12%0.00%1.010.990.930.991.012178.001549.00204.00203.00222.000.0031663.0019336.002645.002688.002735.004259.000.000.000.000.000.000.00
03_[15, inf)9.30%9.36%9.54%8.92%9.35%9.07%7.85%9.18%9.28%8.23%8.79%0.00%1.131.131.121.081.092600.001850.00272.00225.00253.000.0033118.0020154.002931.002735.002877.004421.000.000.000.000.000.000.00
LIVINGAPARTMENTS_AVGMissing68.20%68.36%68.04%68.63%68.35%67.25%7.46%8.66%8.93%8.05%8.63%0.00%1.081.071.081.061.0718122.0012748.001866.001693.001815.000.00242979.00147235.0020902.0021039.0021023.0032780.000.010.000.000.000.000.00
00_[-inf, 0.0504)7.48%7.57%7.63%7.50%7.31%7.11%7.11%8.25%9.34%6.83%7.74%0.00%1.131.021.130.900.961895.001345.00219.00157.00174.000.0026664.0016305.002344.002298.002249.003468.000.000.000.000.000.000.00
01_[0.0504, 0.0751)8.22%8.25%8.02%7.92%8.25%8.39%5.92%6.81%6.86%7.29%6.98%0.00%0.960.840.830.960.871733.001210.00169.00177.00177.000.0029281.0017763.002465.002427.002537.004089.000.010.000.000.000.000.00
02_[0.0751, 0.121)7.65%7.58%7.75%7.48%7.55%8.05%5.63%6.62%6.01%6.41%6.97%0.00%0.860.820.720.840.861534.001082.00143.00147.00162.000.0027257.0016336.002381.002293.002323.003924.000.020.000.010.000.000.00
03_[0.121, inf)8.44%8.23%8.55%8.48%8.54%9.20%5.12%6.09%5.78%6.04%5.78%0.00%0.790.750.700.790.721541.001080.00152.00157.00152.000.0030074.0017735.002628.002600.002628.004483.000.030.010.010.000.010.00
LIVINGAPARTMENTS_MEDIMissing68.20%68.36%68.04%68.63%68.35%67.25%7.46%8.66%8.93%8.05%8.63%0.00%1.081.071.081.061.0718122.0012748.001866.001693.001815.000.00242979.00147235.0020902.0021039.0021023.0032780.000.010.000.000.000.000.00
00_[-inf, 0.0513)7.51%7.60%7.67%7.52%7.32%7.16%7.08%8.23%9.30%6.81%7.68%0.00%1.121.021.120.900.951896.001347.00219.00157.00173.000.0026761.0016359.002355.002305.002252.003490.000.000.000.000.000.000.00
01_[0.0513, 0.0761)8.11%8.14%7.92%7.80%8.15%8.26%5.92%6.81%6.78%7.44%6.98%0.00%0.980.840.820.980.871711.001193.00165.00178.00175.000.0028888.0017527.002434.002392.002508.004027.000.010.000.000.000.000.00
02_[0.0761, 0.1231)7.84%7.77%7.91%7.69%7.77%8.29%5.62%6.63%6.05%6.24%7.03%0.00%0.870.820.730.820.871571.001109.00147.00147.00168.000.0027943.0016725.002429.002357.002390.004042.000.020.000.010.000.000.00
03_[0.1231, inf)8.33%8.14%8.46%8.36%8.41%9.04%5.14%6.09%5.85%6.08%5.76%0.00%0.800.750.700.800.711525.001068.00152.00156.00149.000.0029684.0017528.002600.002564.002587.004405.000.030.010.010.000.010.00
LIVINGAPARTMENTS_MODEMissing68.20%68.36%68.04%68.63%68.35%67.25%7.46%8.66%8.93%8.05%8.63%0.00%1.081.071.081.061.0718122.0012748.001866.001693.001815.000.00242979.00147235.0020902.0021039.0021023.0032780.000.010.000.000.000.000.00
00_[-inf, 0.0542)7.81%7.90%7.92%7.73%7.63%7.53%6.97%8.07%9.17%7.04%7.54%0.00%1.111.001.110.930.941940.001373.00223.00167.00177.000.0027835.0017014.002432.002371.002346.003672.000.000.000.000.000.000.00
01_[0.0542, 0.0762)7.89%7.92%7.71%7.65%8.01%7.97%5.92%6.86%6.63%7.08%6.98%0.00%0.930.850.800.930.871664.001169.00157.00166.00172.000.0028111.0017051.002367.002345.002463.003885.000.010.000.000.000.000.00
02_[0.0762, 0.1313)8.00%7.91%8.01%7.93%7.93%8.46%5.60%6.54%6.09%6.38%7.22%0.00%0.900.810.730.840.901595.001114.00150.00155.00176.000.0028491.0017035.002462.002431.002438.004125.000.020.000.010.000.000.00
03_[0.1313, inf)8.10%7.91%8.32%8.06%8.09%8.78%5.22%6.23%5.98%6.07%5.62%0.00%0.800.770.720.800.701504.001061.00153.00150.00140.000.0028839.0017039.002557.002471.002490.004282.000.030.010.010.000.010.00
LANDAREA_MODEMissing59.18%59.38%59.20%59.81%59.11%57.96%7.64%8.86%9.12%8.19%8.87%0.00%1.101.091.101.081.1016104.0011331.001658.001502.001613.000.00210844.00127887.0018185.0018335.0018183.0028254.000.020.010.010.000.010.00
00_[-inf, 0.0165)10.15%10.12%10.05%10.07%10.06%10.44%6.17%7.21%7.39%6.93%6.98%0.00%0.910.890.890.910.872229.001571.00228.00214.00216.000.0036145.0021786.003087.003086.003095.005091.000.010.000.000.000.000.00
01_[0.0165, 0.0457)10.19%10.17%10.16%9.86%10.30%10.41%6.43%7.40%8.21%7.34%7.32%0.00%0.990.910.990.970.912332.001622.00256.00222.00232.000.0036295.0021911.003120.003024.003168.005072.000.000.000.000.000.000.00
02_[0.0457, 0.084)10.22%10.17%10.31%10.04%10.33%10.39%5.92%7.00%6.60%6.37%6.79%0.00%0.860.860.800.840.842155.001534.00209.00196.00216.000.0036393.0021905.003166.003079.003179.005064.000.010.000.010.000.000.00
03_[0.084, inf)10.27%10.16%10.29%10.22%10.19%10.80%5.48%6.43%6.26%6.29%6.48%0.00%0.830.790.750.830.802005.001407.00198.00197.00203.000.0036578.0021885.003162.003133.003135.005263.000.020.010.010.000.010.00
YEARS_BUILD_MEDIMissing66.33%66.49%66.13%66.89%66.52%65.28%7.51%8.71%9.05%8.15%8.61%0.00%1.091.071.091.071.0717751.0012480.001838.001671.001762.000.00236306.00143202.0020316.0020507.0020463.0031818.000.020.000.010.000.000.00
00_[-inf, 0.6914)8.02%7.99%8.01%7.79%7.80%8.46%6.59%7.77%7.72%7.16%7.71%0.00%0.960.960.930.940.961883.001337.00190.00171.00185.000.0028577.0017203.002462.002387.002399.004126.000.000.000.000.000.000.00
01_[0.6914, 0.7585)8.37%8.31%8.13%8.42%8.28%8.78%5.94%6.92%6.96%6.55%7.46%0.00%0.930.850.840.860.931772.001239.00174.00169.00190.000.0029811.0017904.002499.002580.002547.004281.000.010.000.000.000.000.00
02_[0.7585, 0.8256)8.73%8.71%8.78%8.50%8.63%9.01%5.90%6.91%6.63%6.79%6.89%0.00%0.890.850.800.890.851836.001297.00179.00177.00183.000.0031109.0018760.002698.002605.002655.004391.000.010.000.000.000.000.00
03_[0.8256, inf)8.55%8.50%8.94%8.41%8.76%8.47%5.20%6.07%6.12%5.55%5.93%0.00%0.750.750.740.730.741583.001112.00168.00143.00160.000.0030452.0018305.002745.002578.002696.004128.000.030.010.010.010.010.00
YEARS_BUILD_AVGMissing66.33%66.49%66.13%66.89%66.52%65.28%7.51%8.71%9.05%8.15%8.61%0.00%1.091.071.091.071.0717751.0012480.001838.001671.001762.000.00236306.00143202.0020316.0020507.0020463.0031818.000.020.000.010.000.000.00
00_[-inf, 0.6872)7.99%7.96%7.96%7.74%7.76%8.42%6.58%7.77%7.61%7.16%7.71%0.00%0.960.960.920.940.961872.001332.00186.00170.00184.000.0028453.0017142.002445.002374.002386.004106.000.000.000.000.000.000.00
01_[0.6872, 0.7552)8.38%8.31%8.16%8.46%8.28%8.81%5.96%6.94%7.10%6.55%7.42%0.00%0.920.860.860.860.921779.001242.00178.00170.00189.000.0029849.0017906.002507.002594.002546.004296.000.010.000.000.000.000.00
02_[0.7552, 0.8232)8.76%8.73%8.83%8.49%8.69%9.03%5.87%6.88%6.56%6.80%6.84%0.00%0.890.850.790.890.851833.001295.00178.00177.00183.000.0031203.0018812.002712.002602.002674.004403.000.010.000.010.000.000.00
03_[0.8232, inf)8.55%8.50%8.92%8.42%8.75%8.45%5.22%6.09%6.17%5.54%6.02%0.00%0.750.750.740.730.751590.001116.00169.00143.00162.000.0030444.0018312.002740.002580.002691.004121.000.030.010.010.010.010.00
LANDAREA_AVGMissing59.18%59.38%59.20%59.81%59.11%57.96%7.64%8.86%9.12%8.19%8.87%0.00%1.101.091.101.081.1016104.0011331.001658.001502.001613.000.00210844.00127887.0018185.0018335.0018183.0028254.000.020.010.010.000.010.00
00_[-inf, 0.0186)10.13%10.13%10.04%10.03%9.96%10.36%6.25%7.24%7.81%7.03%7.08%0.00%0.940.890.940.920.882254.001580.00241.00216.00217.000.0036083.0021809.003085.003074.003065.005050.000.000.000.000.000.000.00
01_[0.0186, 0.0481)10.24%10.17%10.27%10.04%10.40%10.58%6.41%7.57%7.64%7.18%6.84%0.00%0.940.930.920.940.852338.001657.00241.00221.00219.000.0036482.0021894.003156.003077.003200.005155.000.000.000.000.000.000.00
02_[0.0481, 0.0855)10.18%10.16%10.30%9.88%10.23%10.32%5.87%6.87%6.86%6.24%7.02%0.00%0.870.850.830.820.872130.001503.00217.00189.00221.000.0036256.0021890.003164.003028.003146.005028.000.010.000.000.000.000.00
03_[0.0855, inf)10.27%10.17%10.19%10.25%10.29%10.78%5.46%6.37%6.13%6.46%6.63%0.00%0.850.790.740.850.821999.001394.00192.00203.00210.000.0036590.0021894.003130.003143.003166.005257.000.020.010.010.000.000.00
LANDAREA_MEDIMissing59.18%59.38%59.20%59.81%59.11%57.96%7.64%8.86%9.12%8.19%8.87%0.00%1.101.091.101.081.1016104.0011331.001658.001502.001613.000.00210844.00127887.0018185.0018335.0018183.0028254.000.020.010.010.000.010.00
00_[-inf, 0.0186)10.11%10.11%10.02%10.01%9.97%10.33%6.23%7.25%7.60%6.97%7.11%0.00%0.920.890.920.920.882244.001578.00234.00214.00218.000.0036028.0021779.003079.003070.003067.005033.000.000.000.000.000.000.00
01_[0.0186, 0.0486)10.25%10.18%10.27%10.03%10.38%10.57%6.39%7.53%7.70%7.22%6.77%0.00%0.950.930.930.950.842332.001651.00243.00222.00216.000.0036501.0021926.003154.003076.003192.005153.000.010.000.000.000.000.00
02_[0.0486, 0.0867)10.20%10.17%10.33%9.93%10.28%10.35%5.92%6.92%7.03%6.24%7.08%0.00%0.880.850.850.820.882152.001515.00223.00190.00224.000.0036321.0021896.003173.003043.003163.005046.000.010.000.000.000.000.00
03_[0.0867, inf)10.26%10.16%10.19%10.22%10.26%10.79%5.45%6.35%6.10%6.48%6.62%0.00%0.850.780.740.850.821993.001390.00191.00203.00209.000.0036561.0021886.003129.003133.003155.005258.000.020.010.010.000.000.00
YEARS_BUILD_MODEMissing66.33%66.49%66.13%66.89%66.52%65.28%7.51%8.71%9.05%8.15%8.61%0.00%1.091.071.091.071.0717751.0012480.001838.001671.001762.000.00236306.00143202.0020316.0020507.0020463.0031818.000.020.000.010.000.000.00
00_[-inf, 0.6994)8.30%8.26%8.26%8.07%8.10%8.78%6.56%7.73%7.68%7.15%7.71%0.00%0.960.950.930.940.961939.001375.00195.00177.00192.000.0029579.0017794.002539.002474.002491.004281.000.000.000.000.000.000.00
01_[0.6994, 0.7648)8.44%8.40%8.24%8.45%8.31%8.82%5.93%6.91%6.76%6.60%7.48%0.00%0.930.850.810.870.931784.001251.00171.00171.00191.000.0030070.0018098.002530.002589.002555.004298.000.010.000.000.000.000.00
02_[0.7648, 0.8236)7.68%7.67%7.74%7.45%7.63%7.88%5.90%6.96%6.60%6.78%6.56%0.00%0.890.860.800.890.811615.001149.00157.00155.00154.000.0027370.0016519.002378.002285.002348.003840.000.010.000.000.000.000.00
03_[0.8236, inf)9.24%9.18%9.63%9.14%9.44%9.25%5.27%6.12%6.36%5.60%6.23%0.00%0.770.760.770.740.771736.001210.00188.00157.00181.000.0032930.0019761.002957.002802.002903.004507.000.030.010.010.010.010.00
AMT_REQ_CREDIT_BUREAU_YEARMissing13.35%13.61%13.16%13.42%13.16%12.41%9.02%10.37%10.49%9.63%10.64%0.00%1.321.281.261.271.324292.003041.00424.00396.00431.000.0047568.0029313.004043.004114.004049.006049.000.050.010.010.010.010.00
01_[0, 1)23.20%23.36%23.24%23.57%23.15%22.24%6.20%7.17%7.20%6.93%7.05%0.00%0.910.880.870.910.875123.003606.00514.00501.00502.000.0082640.0050315.007140.007226.007120.0010839.000.020.000.010.000.000.00
02_[1, 3)36.85%36.83%37.38%36.74%37.46%36.31%6.64%7.69%8.13%7.08%7.68%0.00%0.980.950.980.930.958718.006102.00933.00798.00885.000.00131297.0079329.0011482.0011264.0011522.0017700.000.000.000.000.000.000.00
03_[3, inf)26.60%26.19%26.22%26.27%26.23%29.04%7.06%8.36%8.42%7.90%8.20%0.00%1.041.031.011.041.026692.004716.00678.00636.00662.000.0094750.0056417.008055.008053.008069.0014156.000.000.000.000.000.000.00
NAME_HOUSING_TYPE00_[House / apartment]89.92%89.76%89.87%90.13%89.92%90.52%6.72%7.83%8.12%7.31%7.75%0.00%0.980.970.980.960.9621272.0014945.002214.001996.002117.000.00316513.00190966.0027272.0027308.0027322.0043645.000.010.000.000.000.000.00
01_[With parents]4.85%4.88%4.79%4.86%5.03%4.63%10.17%11.66%11.55%11.75%12.04%0.00%1.551.441.391.551.491736.001211.00168.00173.00184.000.0017074.0010386.001454.001472.001528.002234.000.040.010.010.010.010.00
02_[Municipal apartment]3.64%3.72%3.77%3.52%3.51%3.35%7.46%8.78%7.52%7.98%8.43%0.00%1.081.080.911.051.05955.00694.0086.0085.0090.000.0012800.007907.001144.001065.001067.001617.000.000.000.000.000.000.00
03_[Rented apartment]1.59%1.64%1.57%1.49%1.54%1.49%10.73%12.28%11.79%11.28%14.07%0.00%1.751.511.421.481.75601.00428.0056.0051.0066.000.005599.003485.00475.00452.00469.00718.000.020.000.000.000.010.00
NAME_CONTRACT_TYPE00_[Cash loans]91.66%90.47%90.48%90.51%90.49%99.10%7.11%8.38%8.56%7.88%8.36%0.00%1.041.031.031.041.0423221.0016326.002379.002188.002328.000.00326537.00194851.0027796.0027749.0027836.0048305.000.010.000.000.000.000.00
01_[Revolving loans]8.34%9.53%9.52%9.49%9.51%0.90%5.40%5.55%5.81%4.92%5.20%0.00%0.700.680.700.650.641604.001139.00170.00143.00152.000.0029718.0020523.002924.002908.002924.00439.000.060.010.010.020.020.00
NAME_FAMILY_STATUS00_[Married]67.68%67.42%67.58%67.15%67.35%69.37%6.49%7.56%7.95%7.20%7.54%0.00%0.960.930.960.950.9414850.0010401.001564.001404.001481.000.00228715.00137612.0019680.0019504.0019636.0032283.000.010.000.000.000.000.00
01_[Single / not married]15.53%15.59%15.40%15.84%15.60%15.12%8.49%9.74%10.48%9.35%10.05%0.00%1.261.201.261.231.254457.003100.00470.00430.00457.000.0052480.0031812.004483.004600.004549.007036.000.040.010.010.010.010.00
02_[Civil marriage]10.07%10.21%10.18%10.30%10.21%9.16%8.70%10.20%9.44%9.09%9.51%0.00%1.261.261.141.201.182961.002126.00280.00272.00283.000.0034036.0020842.002965.002992.002976.004261.000.020.010.000.000.000.00
03_[Separated]6.72%6.78%6.84%6.71%6.84%6.35%7.13%8.39%8.04%7.29%7.88%0.00%1.031.030.970.960.981620.001161.00160.00142.00157.000.0022725.0013837.001991.001949.001993.002955.000.000.000.000.000.000.00
AMT_ANNUITYMissing0.01%0.00%0.01%0.00%0.01%0.05%0.00%0.00%0.00%0.00%0.00%0.00%0.000.000.000.000.000.000.000.000.000.000.0036.007.002.001.002.0024.000.000.000.000.000.000.00
00_[-inf, 16,515)24.32%24.99%24.81%24.89%24.96%20.27%6.26%7.06%7.12%6.89%7.18%0.00%0.910.870.860.910.895420.003800.00543.00526.00551.000.0086637.0053823.007622.007631.007679.009882.000.020.010.010.000.000.00
01_[16,515, 24,885)25.05%25.00%24.62%24.89%25.10%25.63%7.51%8.89%8.61%7.71%8.73%0.00%1.101.101.041.011.086702.004789.00651.00588.00674.000.0089252.0053842.007564.007631.007720.0012495.000.010.000.000.000.000.00
02_[24,885, 34,609.5)25.04%25.01%25.58%25.49%25.10%24.53%8.01%9.25%9.96%8.74%9.00%0.00%1.201.141.201.151.127145.004984.00783.00683.00695.000.0089208.0053859.007858.007814.007722.0011955.000.030.010.010.010.000.00
03_[34,609.5, inf)25.58%25.00%24.98%24.73%24.83%29.52%6.10%7.23%7.45%7.04%7.33%0.00%0.930.890.900.930.915558.003892.00572.00534.00560.000.0091122.0053843.007674.007580.007637.0014388.000.010.000.000.000.000.00
REGION_POPULATION_RELATIVE00_[-inf, 0.01)24.20%24.24%24.20%24.19%24.38%23.90%7.56%8.86%8.77%8.14%8.53%0.00%1.091.091.061.071.066520.004624.00652.00604.00640.000.0086211.0052212.007434.007416.007499.0011650.000.010.000.000.000.000.00
01_[0.01, 0.0188)24.42%24.30%24.75%24.51%24.33%24.78%7.56%8.72%9.38%8.17%9.15%0.00%1.141.081.131.071.146575.004563.00713.00614.00685.000.0087007.0052327.007602.007515.007484.0012079.000.010.000.000.000.000.00
02_[0.0188, 0.0287)25.39%25.46%25.47%25.74%25.78%24.53%7.16%8.34%8.36%7.74%8.00%0.00%1.031.031.011.020.996472.004573.00654.00611.00634.000.0090440.0054839.007824.007891.007929.0011957.000.000.000.000.000.000.00
03_[0.0287, inf)25.99%26.00%25.59%25.56%25.51%26.79%5.68%6.62%6.74%6.41%6.64%0.00%0.840.820.810.840.825258.003705.00530.00502.00521.000.0092597.0055996.007860.007835.007848.0013058.000.040.010.010.010.010.00
FONDKAPREMONT_MODEMissing68.24%68.42%67.89%68.77%68.27%67.28%7.46%8.65%8.95%8.08%8.62%0.00%1.081.071.081.061.0718125.0012744.001867.001703.001811.000.00243092.00147357.0020856.0021082.0021000.0032797.000.020.000.000.000.000.00
00_[reg oper account]24.13%23.97%24.53%23.76%24.03%24.87%5.99%7.00%7.01%6.63%7.17%0.00%0.890.860.840.870.895152.003611.00528.00483.00530.000.0085954.0051619.007535.007284.007392.0012124.000.020.010.010.000.000.00
01_[reg oper spec account]3.95%3.93%3.89%3.74%4.17%4.08%5.63%6.66%6.20%6.97%5.85%0.00%0.920.820.750.920.73792.00563.0074.0080.0075.000.0014070.008456.001194.001148.001282.001990.000.010.000.000.000.000.00
02_[not specified]1.85%1.85%1.83%1.88%1.79%1.87%6.50%7.88%8.35%5.89%5.98%0.00%1.010.971.010.770.74429.00315.0047.0034.0033.000.006600.003995.00563.00577.00552.00913.000.000.000.000.000.000.00
03_[org spec account]1.84%1.83%1.86%1.85%1.74%1.89%5.00%5.88%5.77%5.48%5.81%0.00%0.720.720.700.720.72327.00232.0033.0031.0031.000.006539.003947.00572.00566.00534.00920.000.010.000.000.000.000.00
AMT_REQ_CREDIT_BUREAU_DAYMissing13.35%13.61%13.16%13.42%13.16%12.41%9.02%10.37%10.49%9.63%10.64%0.00%1.321.281.261.271.324292.003041.00424.00396.00431.000.0047568.0029313.004043.004114.004049.006049.000.050.010.010.010.010.00
01_[0, inf)86.65%86.39%86.84%86.58%86.84%87.59%6.65%7.75%7.97%7.29%7.67%0.00%0.960.960.960.960.9520533.0014424.002125.001935.002049.000.00308687.00186061.0026677.0026543.0026711.0042695.000.010.000.000.000.000.00
AMT_REQ_CREDIT_BUREAU_HOURMissing13.35%13.61%13.16%13.42%13.16%12.41%9.02%10.37%10.49%9.63%10.64%0.00%1.321.281.261.271.324292.003041.00424.00396.00431.000.0047568.0029313.004043.004114.004049.006049.000.050.010.010.010.010.00
01_[0, inf)86.65%86.39%86.84%86.58%86.84%87.59%6.65%7.75%7.97%7.29%7.67%0.00%0.960.960.960.960.9520533.0014424.002125.001935.002049.000.00308687.00186061.0026677.0026543.0026711.0042695.000.010.000.000.000.000.00
AMT_REQ_CREDIT_BUREAU_MONMissing13.35%13.61%13.16%13.42%13.16%12.41%9.02%10.37%10.49%9.63%10.64%0.00%1.321.281.261.271.324292.003041.00424.00396.00431.000.0047568.0029313.004043.004114.004049.006049.000.050.010.010.010.010.00
01_[0, inf)86.65%86.39%86.84%86.58%86.84%87.59%6.65%7.75%7.97%7.29%7.67%0.00%0.960.960.960.960.9520533.0014424.002125.001935.002049.000.00308687.00186061.0026677.0026543.0026711.0042695.000.010.000.000.000.000.00
AMT_REQ_CREDIT_BUREAU_QRTMissing13.35%13.61%13.16%13.42%13.16%12.41%9.02%10.37%10.49%9.63%10.64%0.00%1.321.281.261.271.324292.003041.00424.00396.00431.000.0047568.0029313.004043.004114.004049.006049.000.050.010.010.010.010.00
01_[0, inf)86.65%86.39%86.84%86.58%86.84%87.59%6.65%7.75%7.97%7.29%7.67%0.00%0.960.960.960.960.9520533.0014424.002125.001935.002049.000.00308687.00186061.0026677.0026543.0026711.0042695.000.010.000.000.000.000.00
AMT_REQ_CREDIT_BUREAU_WEEKMissing13.35%13.61%13.16%13.42%13.16%12.41%9.02%10.37%10.49%9.63%10.64%0.00%1.321.281.261.271.324292.003041.00424.00396.00431.000.0047568.0029313.004043.004114.004049.006049.000.050.010.010.010.010.00
01_[0, inf)86.65%86.39%86.84%86.58%86.84%87.59%6.65%7.75%7.97%7.29%7.67%0.00%0.960.960.960.960.9520533.0014424.002125.001935.002049.000.00308687.00186061.0026677.0026543.0026711.0042695.000.010.000.000.000.000.00
FLAG_DOCUMENT_600_[-inf, 0.5)91.20%91.16%91.16%91.34%91.29%91.25%7.18%8.35%8.53%7.85%8.30%0.00%1.031.031.031.031.0323318.0016401.002389.002198.002330.000.00324913.00196345.0028003.0028003.0028082.0044480.000.000.000.000.000.000.00
01_[0.5, inf)8.80%8.84%8.84%8.66%8.71%8.75%4.81%5.59%5.89%5.01%5.60%0.00%0.710.690.710.660.691507.001064.00160.00133.00150.000.0031342.0019029.002717.002654.002678.004264.000.050.010.010.010.010.00
COMMONAREA_MEDIMissing69.71%69.87%69.61%70.30%69.76%68.72%7.42%8.62%8.88%7.99%8.55%0.00%1.071.061.071.051.0618423.0012969.001898.001722.001834.000.00248360.00150472.0021385.0021551.0021457.0033495.000.010.000.000.000.000.00
00_[-inf, 0.0078)7.36%7.38%7.45%7.31%7.23%7.32%6.40%7.52%8.04%6.65%6.70%0.00%0.970.930.970.870.831678.001196.00184.00149.00149.000.0026217.0015895.002288.002241.002224.003569.000.000.000.000.000.000.00
01_[0.0078, 0.0208)7.70%7.68%7.62%7.65%7.70%7.84%6.20%7.23%6.23%7.03%8.15%0.00%1.010.890.750.931.011701.001197.00146.00165.00193.000.0027425.0016550.002342.002346.002367.003820.000.010.000.010.000.000.00
02_[0.0208, 0.0512)7.56%7.52%7.57%7.29%7.62%7.82%5.83%6.84%6.79%6.75%6.52%0.00%0.890.840.820.890.811570.001108.00158.00151.00153.000.0026920.0016202.002326.002236.002345.003811.000.010.000.000.000.000.00
03_[0.0512, inf)7.67%7.55%7.74%7.45%7.70%8.31%5.32%6.12%6.85%6.31%6.38%0.00%0.830.750.830.830.791453.00995.00163.00144.00151.000.0027333.0016255.002379.002283.002367.004049.000.020.010.000.000.000.00
COMMONAREA_AVGMissing69.71%69.87%69.61%70.30%69.76%68.72%7.42%8.62%8.88%7.99%8.55%0.00%1.071.061.071.051.0618423.0012969.001898.001722.001834.000.00248360.00150472.0021385.0021551.0021457.0033495.000.010.000.000.000.000.00
00_[-inf, 0.0078)7.38%7.40%7.47%7.35%7.24%7.31%6.41%7.53%7.98%6.66%6.78%0.00%0.960.930.960.880.841685.001201.00183.00150.00151.000.0026276.0015940.002294.002252.002226.003564.000.000.000.000.000.000.00
01_[0.0078, 0.021)7.66%7.65%7.57%7.60%7.69%7.80%6.15%7.16%6.41%6.78%8.12%0.00%1.010.880.770.891.011679.001180.00149.00158.00192.000.0027302.0016478.002325.002331.002364.003804.000.010.000.010.000.000.00
02_[0.021, 0.0513)7.58%7.54%7.64%7.31%7.63%7.83%5.90%6.92%6.73%7.01%6.52%0.00%0.920.850.810.920.811593.001125.00158.00157.00153.000.0027000.0016249.002346.002241.002347.003817.000.010.000.000.000.000.00
03_[0.0513, inf)7.67%7.54%7.71%7.44%7.69%8.34%5.29%6.10%6.79%6.31%6.34%0.00%0.830.750.820.830.791445.00990.00161.00144.00150.000.0027317.0016235.002370.002282.002366.004064.000.020.010.000.000.000.00
COMMONAREA_MODEMissing69.71%69.87%69.61%70.30%69.76%68.72%7.42%8.62%8.88%7.99%8.55%0.00%1.071.061.071.051.0618423.0012969.001898.001722.001834.000.00248360.00150472.0021385.0021551.0021457.0033495.000.010.000.000.000.000.00
00_[-inf, 0.0072)7.46%7.48%7.53%7.45%7.33%7.46%6.36%7.45%7.78%6.70%7.01%0.00%0.940.920.940.880.871691.001200.00180.00153.00158.000.0026592.0016102.002314.002285.002255.003636.000.000.000.000.000.000.00
01_[0.0072, 0.019)7.59%7.58%7.47%7.48%7.56%7.76%6.15%7.16%6.45%6.94%7.91%0.00%0.980.880.780.910.981661.001170.00148.00159.00184.000.0027025.0016332.002294.002292.002326.003781.000.010.000.000.000.000.00
02_[0.019, 0.0486)7.54%7.53%7.59%7.29%7.57%7.75%5.88%6.92%6.91%6.71%6.35%0.00%0.880.850.830.880.791580.001121.00161.00150.00148.000.0026879.0016207.002331.002234.002329.003778.000.010.000.000.000.000.00
03_[0.0486, inf)7.69%7.55%7.80%7.49%7.78%8.32%5.37%6.18%6.76%6.41%6.52%0.00%0.840.760.810.840.811470.001005.00162.00147.00156.000.0027399.0016261.002396.002295.002393.004054.000.020.010.000.000.000.00
LIVE_CITY_NOT_WORK_CITY00_[-inf, 0.5)82.12%82.05%81.84%82.16%82.06%82.58%6.60%7.68%7.92%7.28%7.65%0.00%0.960.950.950.960.9519322.0013568.001990.001834.001930.000.00292548.00176725.0025141.0025188.0025242.0040252.000.010.000.000.000.000.00
01_[0.5, inf)17.88%17.95%18.16%17.84%17.94%17.42%8.64%10.08%10.02%9.09%9.97%0.00%1.241.241.211.201.245503.003897.00559.00497.00550.000.0063707.0038649.005579.005469.005518.008492.000.040.010.010.010.010.00
NONLIVINGAPARTMENTS_AVGMissing69.29%69.45%69.19%69.63%69.39%68.41%7.42%8.63%8.87%8.02%8.57%0.00%1.071.061.071.051.0618327.0012902.001885.001711.001829.000.00246861.00149569.0021254.0021346.0021345.0033347.000.010.000.000.000.000.00
01_[0, 0.0039)18.61%18.57%18.68%18.48%18.38%19.00%5.99%6.98%7.16%6.67%6.88%0.00%0.880.860.860.880.853970.002792.00411.00378.00389.000.0066314.0039995.005740.005664.005653.009262.000.020.000.000.000.010.00
02_[0.0039, inf)12.09%11.98%12.13%11.90%12.23%12.59%5.87%6.86%6.79%6.64%6.96%0.00%0.870.850.820.870.862528.001771.00253.00242.00262.000.0043080.0025810.003726.003647.003762.006135.000.010.000.010.000.000.00
NONLIVINGAPARTMENTS_MODEMissing69.29%69.45%69.19%69.63%69.39%68.41%7.42%8.63%8.87%8.02%8.57%0.00%1.071.061.071.051.0618327.0012902.001885.001711.001829.000.00246861.00149569.0021254.0021346.0021345.0033347.000.010.000.000.000.000.00
01_[0, 0.0039)19.34%19.27%19.37%19.23%19.23%19.77%5.97%6.95%7.06%6.79%6.93%0.00%0.890.860.850.890.864114.002884.00420.00400.00410.000.0068893.0041493.005951.005895.005916.009638.000.020.000.010.000.000.00
02_[0.0039, inf)11.37%11.29%11.44%11.14%11.38%11.81%5.89%6.91%6.94%6.44%6.89%0.00%0.850.850.840.850.852384.001679.00244.00220.00241.000.0040501.0024312.003515.003416.003499.005759.000.010.000.000.000.000.00
NONLIVINGAPARTMENTS_MEDIMissing69.29%69.45%69.19%69.63%69.39%68.41%7.42%8.63%8.87%8.02%8.57%0.00%1.071.061.071.051.0618327.0012902.001885.001711.001829.000.00246861.00149569.0021254.0021346.0021345.0033347.000.010.000.000.000.000.00
01_[0, 0.0039)18.72%18.67%18.79%18.62%18.53%19.13%5.98%6.96%7.14%6.66%6.93%0.00%0.880.860.860.880.863986.002799.00412.00380.00395.000.0066708.0040201.005772.005709.005701.009325.000.020.000.000.000.000.00
02_[0.0039, inf)11.98%11.89%12.02%11.75%12.07%12.46%5.88%6.89%6.82%6.66%6.89%0.00%0.880.850.820.880.852512.001764.00252.00240.00256.000.0042686.0025604.003694.003602.003714.006072.000.010.000.000.000.000.00
FLAG_WORK_PHONE00_[-inf, 0.5)79.99%80.05%79.91%80.16%80.18%79.53%6.64%7.71%7.91%7.29%7.69%0.00%0.960.950.950.960.9518921.0013291.001942.001791.001897.000.00284969.00172417.0024549.0024575.0024662.0038766.000.010.000.000.000.000.00
01_[0.5, inf)20.01%19.95%20.09%19.84%19.82%20.47%8.28%9.72%9.84%8.88%9.56%0.00%1.201.201.191.171.195904.004174.00607.00540.00583.000.0071286.0042957.006171.006082.006098.009978.000.030.010.010.010.010.00
FLAG_PHONE00_[-inf, 0.5)72.14%71.88%71.98%71.90%71.91%73.69%7.29%8.50%8.65%7.95%8.66%0.00%1.071.051.041.051.0718744.0013163.001913.001753.001915.000.00256998.00154806.0022112.0022043.0022119.0035918.000.010.000.000.000.000.00
01_[0.5, inf)27.86%28.12%28.02%28.10%28.09%26.31%6.13%7.10%7.39%6.71%6.54%0.00%0.890.880.890.880.816081.004302.00636.00578.00565.000.0099257.0060568.008608.008614.008641.0012826.000.030.010.000.000.010.00
HOUR_APPR_PROCESS_START00_[-inf, 10)21.13%21.05%20.94%21.39%21.32%21.33%7.83%9.07%9.58%8.88%8.85%0.00%1.171.121.151.171.105890.004112.00616.00582.00580.000.0075269.0045326.006433.006557.006557.0010396.000.020.000.010.010.000.00
01_[10, 12)24.52%24.41%24.22%24.31%24.34%25.46%6.90%8.13%8.59%7.34%7.63%0.00%1.041.001.040.970.956032.004275.00639.00547.00571.000.0087359.0052572.007439.007454.007486.0012408.000.000.000.000.000.000.00
02_[12, 14)21.14%21.19%21.20%21.23%21.23%20.79%7.05%8.15%8.57%7.50%8.35%0.00%1.041.011.030.991.045312.003721.00558.00488.00545.000.0075325.0045640.006514.006508.006530.0010133.000.000.000.000.000.000.00
03_[14, inf)33.21%33.35%33.64%33.07%33.12%32.43%6.42%7.46%7.12%7.04%7.70%0.00%0.950.920.860.930.957591.005357.00736.00714.00784.000.00118302.0071836.0010334.0010138.0010187.0015807.000.010.000.010.000.000.00
FLAG_OWN_CAR00_[N]66.03%65.90%66.12%66.24%66.26%66.29%7.33%8.53%8.78%8.02%8.50%0.00%1.061.051.061.051.0517249.0012104.001784.001628.001733.000.00235235.00141925.0020311.0020307.0020381.0032311.000.010.000.000.000.000.00
01_[Y]33.97%34.10%33.88%33.76%33.74%33.71%6.26%7.30%7.35%6.79%7.20%0.00%0.900.900.890.890.897576.005361.00765.00703.00747.000.00121020.0073449.0010409.0010350.0010379.0016433.000.020.000.010.000.000.00
CNT_CHILDREN01_[0, 1)70.19%69.99%70.14%69.95%70.35%71.16%6.64%7.77%7.82%7.11%7.80%0.00%0.970.960.940.930.9716609.0011713.001685.001524.001687.000.00250056.00150739.0021547.0021446.0021639.0034685.000.010.000.000.000.000.00
02_[1, inf)29.81%30.01%29.86%30.05%29.65%28.84%7.74%8.90%9.42%8.76%8.69%0.00%1.151.101.141.151.088216.005752.00864.00807.00793.000.00106199.0064635.009173.009211.009121.0014059.000.020.000.010.010.000.00
FLAG_DOCUMENT_1500_[-inf, 0.5)99.90%99.88%99.88%99.88%99.91%100.00%6.97%8.11%8.31%7.61%8.07%0.00%1.001.001.001.001.0024814.0017454.002549.002331.002480.000.00355883.00215105.0030683.0030619.0030732.0048744.000.000.000.000.000.000.00
01_[0.5, inf)0.10%0.12%0.12%0.12%0.09%2.96%4.09%0.00%0.00%0.00%0.500.500.000.000.0011.0011.000.000.000.00372.00269.0037.0038.0028.000.030.000.010.010.01
AMT_INCOME_TOTAL00_[-inf, 112,500)21.94%22.62%22.71%22.68%22.46%17.65%7.32%8.33%8.07%7.81%8.11%0.00%1.031.030.971.031.015723.004057.00563.00543.00560.000.0078163.0048721.006977.006953.006908.008604.000.000.000.000.000.000.00
01_[112,500, 146,250)27.27%27.36%27.21%27.19%27.60%26.70%7.46%8.62%9.02%8.18%8.56%0.00%1.091.061.091.081.067245.005082.00754.00682.00727.000.0097136.0058935.008359.008336.008491.0013015.000.010.000.000.000.000.00
02_[146,250, 202,500)21.60%21.45%21.63%21.65%21.07%22.60%7.26%8.54%8.79%7.71%8.44%0.00%1.061.051.061.011.055587.003944.00584.00512.00547.000.0076967.0046189.006645.006638.006480.0011015.000.000.000.000.000.000.00
03_[202,500, inf)29.19%28.57%28.45%28.48%28.87%33.05%6.03%7.12%7.42%6.80%7.27%0.00%0.900.880.890.890.906270.004382.00648.00594.00646.000.00103989.0061529.008739.008730.008881.0016110.000.020.010.000.000.000.00
CNT_FAM_MEMBERSMissing0.00%0.00%0.00%0.00%0.000.000.000.002.002.000.000.00
00_[-inf, 2)21.92%22.04%21.93%22.19%22.21%21.03%7.27%8.43%8.37%7.76%8.52%0.00%1.061.041.011.021.065675.004001.00564.00528.00582.000.0078098.0047473.006737.006804.006833.0010251.000.000.000.000.000.000.00
01_[2, 3)51.76%51.48%51.61%51.36%51.60%53.45%6.51%7.63%7.73%7.00%7.66%0.00%0.950.940.930.920.9512009.008466.001226.001102.001215.000.00184411.00110885.0015856.0015745.0015871.0026054.000.010.000.000.000.000.00
02_[3, inf)26.31%26.47%26.46%26.45%26.19%25.52%7.62%8.77%9.34%8.65%8.48%0.00%1.141.081.131.141.057141.004998.00759.00701.00683.000.0093744.0057014.008127.008108.008056.0012439.000.010.000.000.010.000.00
OBS_30_CNT_SOCIAL_CIRCLEMissing0.29%0.32%0.38%0.38%0.31%0.06%3.43%4.18%1.71%2.59%2.13%0.00%0.520.520.210.340.2636.0029.002.003.002.000.001050.00694.00117.00116.0094.0029.000.010.000.010.000.000.00
01_[0, 2)69.19%69.21%69.22%68.78%69.23%69.32%6.83%7.91%8.23%7.52%8.04%0.00%1.000.980.990.991.0016845.0011797.001750.001585.001713.000.00246483.00149050.0021264.0021085.0021294.0033790.000.000.000.000.000.000.00
02_[2, inf)30.52%30.47%30.40%30.84%30.47%30.62%7.31%8.59%8.53%7.86%8.16%0.00%1.061.061.031.031.017944.005639.00797.00743.00765.000.00108722.0065630.009339.009456.009372.0014925.000.000.000.000.000.000.00
OBS_60_CNT_SOCIAL_CIRCLEMissing0.29%0.32%0.38%0.38%0.31%0.06%3.43%4.18%1.71%2.59%2.13%0.00%0.520.520.210.340.2636.0029.002.003.002.000.001050.00694.00117.00116.0094.0029.000.010.000.010.000.000.00
01_[0, 2)69.45%69.48%69.47%69.07%69.49%69.51%6.84%7.92%8.23%7.53%8.03%0.00%1.000.980.990.991.0016915.0011847.001757.001594.001717.000.00247417.00149644.0021341.0021176.0021375.0033881.000.000.000.000.000.000.00
02_[2, inf)30.26%30.20%30.15%30.55%30.20%30.43%7.31%8.59%8.53%7.84%8.19%0.00%1.061.061.031.031.027874.005589.00790.00734.00761.000.00107788.0065036.009262.009365.009291.0014834.000.000.000.000.000.000.00
DEF_30_CNT_SOCIAL_CIRCLEMissing0.29%0.32%0.38%0.38%0.31%0.06%3.43%4.18%1.71%2.59%2.13%0.00%0.520.520.210.340.2636.0029.002.003.002.000.001050.00694.00117.00116.0094.0029.000.010.000.010.000.000.00
01_[0, inf)99.71%99.68%99.62%99.62%99.69%99.94%6.98%8.12%8.32%7.62%8.08%0.00%1.001.001.001.001.0024789.0017436.002547.002328.002478.000.00355205.00214680.0030603.0030541.0030666.0048715.000.000.000.000.000.000.00
DEF_60_CNT_SOCIAL_CIRCLEMissing0.29%0.32%0.38%0.38%0.31%0.06%3.43%4.18%1.71%2.59%2.13%0.00%0.520.520.210.340.2636.0029.002.003.002.000.001050.00694.00117.00116.0094.0029.000.010.000.010.000.000.00
01_[0, inf)99.71%99.68%99.62%99.62%99.69%99.94%6.98%8.12%8.32%7.62%8.08%0.00%1.001.001.001.001.0024789.0017436.002547.002328.002478.000.00355205.00214680.0030603.0030541.0030666.0048715.000.000.000.000.000.000.00
NAME_TYPE_SUITEMissing0.62%0.43%0.40%0.42%0.44%1.88%3.18%5.71%6.56%4.76%2.99%0.00%0.790.700.790.630.3770.0052.008.006.004.000.002203.00910.00122.00126.00134.00911.000.000.000.000.000.000.00
00_[Unaccompanied]81.66%81.55%81.45%82.01%81.59%82.12%7.06%8.22%8.38%7.78%8.15%0.00%1.021.011.011.021.0120337.0014298.002077.001936.002026.000.00288253.00173993.0024778.0024892.0024863.0039727.000.000.000.000.000.000.00
01_[Family]13.04%13.23%13.24%12.82%13.14%12.16%6.54%7.50%7.60%7.07%7.74%0.00%0.960.930.920.930.963009.002118.00306.00275.00310.000.0046030.0028227.004027.003891.004004.005881.000.000.000.000.000.000.00
02_[Spouse, partner]3.63%3.72%3.83%3.69%3.80%2.99%6.98%8.02%8.25%6.16%8.12%0.00%1.010.990.990.811.01895.00636.0096.0069.0094.000.0012818.007929.001164.001120.001157.001448.000.000.000.000.000.000.00
03_[Children]1.04%1.08%1.08%1.06%1.03%0.84%6.56%7.48%8.81%7.43%5.08%0.00%1.060.921.060.980.63241.00172.0029.0024.0016.000.003675.002300.00329.00323.00315.00408.000.000.000.000.000.000.00
FLAG_DOCUMENT_1600_[-inf, 0.5)99.14%99.00%99.02%99.06%99.03%100.00%6.99%8.14%8.33%7.63%8.11%0.00%1.011.001.001.001.0124675.0017353.002535.002318.002469.000.00353202.00213210.0030418.0030369.0030461.0048744.000.000.000.000.000.000.00
01_[0.5, inf)0.86%1.00%0.98%0.94%0.97%4.91%5.18%4.64%4.51%3.68%0.640.640.560.590.46150.00112.0014.0013.0011.003053.002164.00302.00288.00299.000.010.000.000.000.00
FLAG_DOCUMENT_1300_[-inf, 0.5)99.70%99.64%99.69%99.67%99.65%100.00%6.98%8.13%8.32%7.61%8.07%0.00%1.001.001.001.001.0024795.0017448.002548.002324.002475.000.00355171.00214594.0030625.0030556.0030652.0048744.000.000.000.000.000.000.00
01_[0.5, inf)0.30%0.36%0.31%0.33%0.35%2.77%2.18%1.05%6.93%4.63%0.910.270.130.910.5730.0017.001.007.005.001084.00780.0095.00101.00108.000.010.000.010.000.00
FLAG_DOCUMENT_1400_[-inf, 0.5)99.75%99.72%99.75%99.63%99.66%100.00%6.98%8.12%8.30%7.63%8.08%0.00%1.001.001.001.001.0024795.0017445.002543.002329.002478.000.00355352.00214766.0030642.0030544.0030656.0048744.000.000.000.000.000.000.00
01_[0.5, inf)0.25%0.28%0.25%0.37%0.34%3.32%3.29%7.69%1.77%1.92%0.930.410.930.230.2430.0020.006.002.002.00903.00608.0078.00113.00104.000.010.000.000.000.00
REG_REGION_NOT_WORK_REGION00_[-inf, 0.5)94.86%94.91%94.86%95.12%94.87%94.48%6.93%8.09%8.23%7.50%7.96%0.00%1.001.000.990.990.9923437.0016529.002397.002188.002323.000.00337954.00204415.0029142.0029160.0029182.0046055.000.000.000.000.000.000.00
01_[0.5, inf)5.14%5.09%5.14%4.88%5.13%5.52%7.58%8.54%9.63%9.55%9.95%0.00%1.261.051.161.261.231388.00936.00152.00143.00157.000.0018301.0010959.001578.001497.001578.002689.000.010.000.000.000.000.00
REG_REGION_NOT_LIVE_REGION00_[-inf, 0.5)98.44%98.47%98.57%98.42%98.55%98.12%6.96%8.10%8.30%7.54%8.00%0.00%1.001.001.000.990.9924392.0017179.002512.002275.002426.000.00350680.00212086.0030280.0030174.0030314.0047826.000.000.000.000.000.000.00
01_[0.5, inf)1.56%1.53%1.43%1.58%1.45%1.88%7.77%8.70%8.41%11.59%12.11%0.00%1.521.071.011.521.50433.00286.0037.0056.0054.000.005575.003288.00440.00483.00446.00918.000.010.000.000.000.000.00
FLAG_DOCUMENT_800_[-inf, 0.5)91.77%91.87%91.74%92.40%91.43%91.15%7.03%8.17%8.29%7.74%8.16%0.00%1.021.011.001.021.0122989.0016166.002337.002192.002294.000.00326919.00197854.0028183.0028326.0028124.0044432.000.000.000.000.000.000.00
01_[0.5, inf)8.23%8.13%8.26%7.60%8.57%8.85%6.26%7.41%8.36%5.96%7.06%0.00%1.010.911.010.780.881836.001299.00212.00139.00186.000.0029336.0017520.002537.002331.002636.004312.000.010.000.000.000.000.00
WEEKDAY_APPR_PROCESS_START00_[TUESDAY]26.28%25.99%25.91%26.28%26.10%27.83%7.07%8.56%8.26%7.44%7.92%0.00%1.061.061.000.980.984501.003229.00443.00404.00425.000.0063652.0037742.005362.005433.005364.009751.000.000.000.000.000.000.00
01_[WEDNESDAY]24.94%25.06%25.11%25.32%24.90%24.14%7.02%8.14%8.55%7.36%8.74%0.00%1.081.001.030.971.084238.002962.00444.00385.00447.000.0060391.0036387.005196.005234.005117.008457.000.000.000.000.000.000.00
02_[MONDAY]24.41%24.50%24.40%24.57%24.39%24.00%6.65%7.67%8.28%8.11%7.52%0.00%1.070.951.001.070.933934.002727.00418.00412.00377.000.0059120.0035572.005050.005080.005012.008406.000.000.000.000.000.000.00
03_[THURSDAY]24.37%24.46%24.58%23.83%24.61%24.03%6.94%8.07%8.18%8.12%8.20%0.00%1.071.000.991.071.024098.002867.00416.00400.00415.000.0059009.0035520.005086.004927.005058.008418.000.000.000.000.000.000.00
FLAG_OWN_REALTY00_[Y]69.32%69.28%69.77%69.42%69.50%69.05%6.88%8.01%8.30%7.32%7.91%0.00%1.000.991.000.960.9816983.0011955.001778.001558.001692.000.00246970.00149218.0021434.0021282.0021378.0033658.000.000.000.000.000.000.00
01_[N]30.68%30.72%30.23%30.58%30.50%30.95%7.18%8.33%8.30%8.25%8.40%0.00%1.081.031.001.081.047842.005510.00771.00773.00788.000.00109285.0066156.009286.009375.009382.0015086.000.000.000.000.000.000.00
FLAG_DOCUMENT_700_[-inf, 0.5)99.98%99.98%99.98%99.96%99.98%100.00%6.97%8.11%8.30%7.60%8.06%0.00%1.001.001.001.001.0024822.0017465.002549.002328.002480.000.00356194.00215339.0030713.0030645.0030755.0048742.000.000.000.000.000.000.00
01_[0.5, inf)0.02%0.02%0.02%0.04%0.02%0.00%4.92%0.00%0.00%25.00%0.00%0.00%3.290.000.003.290.003.000.000.003.000.000.0061.0035.007.0012.005.002.000.000.000.000.000.000.00
FLAG_DOCUMENT_2100_[-inf, 0.5)99.97%99.96%99.97%99.97%99.97%100.00%6.97%8.11%8.30%7.60%8.07%0.00%1.001.001.001.001.0024811.0017452.002549.002330.002480.000.00356152.00215298.0030712.0030648.0030750.0048744.000.000.000.000.000.000.00
01_[0.5, inf)0.03%0.04%0.03%0.03%0.03%13.59%17.11%0.00%11.11%0.00%2.112.110.001.460.0014.0013.000.001.000.00103.0076.008.009.0010.000.000.000.000.000.00
FLAG_DOCUMENT_1900_[-inf, 0.5)99.95%99.94%99.95%99.93%99.93%100.00%6.97%8.11%8.30%7.61%8.07%0.00%1.001.001.001.001.0024813.0017455.002549.002330.002479.000.00356072.00215250.0030704.0030637.0030737.0048744.000.000.000.000.000.000.00
01_[0.5, inf)0.05%0.06%0.05%0.07%0.07%6.56%8.06%0.00%5.00%4.35%0.990.990.000.660.5412.0010.000.001.001.00183.00124.0016.0020.0023.000.000.000.000.000.00
FLAG_DOCUMENT_1700_[-inf, 0.5)99.98%99.98%99.97%99.97%99.97%100.00%6.97%8.11%8.30%7.60%8.06%0.00%1.001.001.001.001.0024823.0017465.002549.002330.002479.000.00356173.00215321.0030711.0030647.0030750.0048744.000.000.000.000.000.000.00
01_[0.5, inf)0.02%0.02%0.03%0.03%0.03%2.44%0.00%0.00%10.00%10.00%1.320.000.001.321.242.000.000.001.001.0082.0053.009.0010.0010.000.000.000.000.000.00
FLAG_DOCUMENT_200_[-inf, 0.5)100.00%99.99%100.00%100.00%100.00%100.00%6.97%8.11%8.30%7.60%8.06%0.00%1.001.001.001.001.0024821.0017462.002549.002330.002480.000.00356242.00215363.0030719.0030656.0030760.0048744.000.000.000.000.000.000.00
01_[0.5, inf)0.00%0.01%0.00%0.00%30.77%27.27%0.00%100.00%13.153.360.0013.154.003.000.001.0013.0011.001.001.000.000.000.000.00
FLAG_DOCUMENT_900_[-inf, 0.5)99.60%99.60%99.63%99.62%99.64%99.55%6.98%8.12%8.32%7.61%8.07%0.00%1.001.001.001.001.0024751.0017409.002545.002325.002472.000.00354838.00214516.0030607.0030540.0030650.0048525.000.000.000.000.000.000.00
01_[0.5, inf)0.40%0.40%0.37%0.38%0.36%0.45%5.22%6.53%3.54%5.13%7.27%0.00%0.900.800.430.670.9074.0056.004.006.008.000.001417.00858.00113.00117.00110.00219.000.000.000.000.000.000.00
FLAG_DOCUMENT_1800_[-inf, 0.5)99.28%99.18%99.26%99.18%99.18%99.84%6.98%8.13%8.32%7.61%8.07%0.00%1.001.001.001.001.0024683.0017370.002536.002315.002462.000.00353679.00213602.0030494.0030406.0030509.0048668.000.000.000.000.000.000.00
01_[0.5, inf)0.72%0.82%0.74%0.82%0.82%0.16%5.51%5.36%5.75%6.37%7.17%0.00%0.890.660.690.840.89142.0095.0013.0016.0018.000.002576.001772.00226.00251.00251.0076.000.000.000.000.000.000.00
LIVE_REGION_NOT_WORK_REGION00_[-inf, 0.5)95.92%95.93%95.76%96.21%95.89%95.80%6.96%8.10%8.25%7.57%8.02%0.00%1.001.000.991.000.9923769.0016742.002427.002234.002366.000.00341703.00206600.0029416.0029496.0029496.0046695.000.000.000.000.000.000.00
01_[0.5, inf)4.08%4.07%4.24%3.79%4.11%4.20%7.26%8.24%9.36%8.35%9.02%0.00%1.131.021.131.101.121056.00723.00122.0097.00114.000.0014552.008774.001304.001161.001264.002049.000.000.000.000.000.000.00
FLAG_DOCUMENT_2000_[-inf, 0.5)99.96%99.95%99.92%99.96%99.94%100.00%6.97%8.11%8.30%7.60%8.06%0.00%1.001.001.001.001.0024812.0017458.002548.002328.002478.000.00356099.00215274.0030695.0030645.0030741.0048744.000.000.000.000.000.000.00
01_[0.5, inf)0.04%0.05%0.08%0.04%0.06%8.33%7.00%4.00%25.00%10.53%3.290.860.483.291.3113.007.001.003.002.00156.00100.0025.0012.0019.000.000.000.000.000.00
FLAG_CONT_MOBILE00_[-inf, 0.5)0.18%0.18%0.20%0.20%0.21%0.16%6.90%7.73%8.33%3.23%12.50%0.00%1.550.951.000.421.5545.0030.005.002.008.000.00652.00388.0060.0062.0064.0078.000.000.000.000.000.000.00
01_[0.5, inf)99.82%99.82%99.80%99.80%99.79%99.84%6.97%8.11%8.30%7.61%8.05%0.00%1.001.001.001.001.0024780.0017435.002544.002329.002472.000.00355603.00214986.0030660.0030595.0030696.0048666.000.000.000.000.000.000.00
FLAG_DOCUMENT_1100_[-inf, 0.5)99.65%99.61%99.63%99.65%99.54%99.88%6.97%8.12%8.29%7.61%8.06%0.00%1.001.001.001.001.0024750.0017419.002538.002326.002467.000.00354995.00214533.0030605.0030550.0030620.0048687.000.000.000.000.000.000.00
01_[0.5, inf)0.35%0.39%0.37%0.35%0.46%0.12%5.95%5.47%9.57%4.67%9.29%0.00%1.150.671.150.611.1575.0046.0011.005.0013.000.001260.00841.00115.00107.00140.0057.000.000.000.000.000.000.00
FLAG_DOCUMENT_400_[-inf, 0.5)99.99%99.99%99.99%99.99%100.00%99.99%6.97%8.11%8.30%7.60%8.06%0.00%1.001.001.001.001.0024825.0017465.002549.002331.002480.000.00356225.00215354.0030718.0030655.0030759.0048739.000.000.000.000.000.000.00
01_[0.5, inf)0.01%0.01%0.01%0.01%0.00%0.01%0.00%0.00%0.00%0.00%0.00%0.00%0.000.000.000.000.000.000.000.000.000.000.0030.0020.002.002.001.005.000.000.000.000.000.000.00
FLAG_EMAIL00_[-inf, 0.5)92.88%94.31%94.40%94.24%94.44%83.74%7.09%8.12%8.30%7.59%8.12%0.00%1.011.001.001.001.0123451.0016492.002407.002193.002359.000.00330885.00203127.0028999.0028892.0029051.0040816.000.000.000.000.000.000.00
01_[0.5, inf)7.12%5.69%5.60%5.76%5.56%16.26%5.42%7.94%8.25%7.82%7.08%0.00%1.030.980.991.030.881374.00973.00142.00138.00121.000.0025370.0012247.001721.001765.001709.007928.000.000.000.000.000.000.00
FLAG_DOCUMENT_500_[-inf, 0.5)98.49%98.51%98.37%98.37%98.59%98.52%6.97%8.11%8.30%7.63%8.07%0.00%1.001.001.001.001.0024453.0017197.002509.002301.002446.000.00350888.00212161.0030218.0030158.0030326.0048025.000.000.000.000.000.000.00
01_[0.5, inf)1.51%1.49%1.63%1.63%1.41%1.48%6.93%8.34%7.97%6.01%7.83%0.00%1.031.030.960.790.97372.00268.0040.0030.0034.000.005367.003213.00502.00499.00434.00719.000.000.000.000.000.000.00
FLAG_DOCUMENT_1000_[-inf, 0.5)100.00%100.00%100.00%100.00%100.00%100.00%6.97%8.11%8.30%7.60%8.06%0.00%1.001.001.001.001.0024825.0017465.002549.002331.002480.000.00356248.00215368.0030720.0030657.0030759.0048744.000.000.000.000.000.000.00
01_[0.5, inf)0.00%0.00%0.00%0.00%0.00%0.00%0.000.000.000.000.000.007.006.001.000.000.000.00
FLAG_DOCUMENT_1200_[-inf, 0.5)100.00%100.00%100.00%100.00%100.00%100.00%6.97%8.11%8.30%7.60%8.06%0.00%1.001.001.001.001.0024825.0017465.002549.002331.002480.000.00356253.00215372.0030720.0030657.0030760.0048744.000.000.000.000.000.000.00
01_[0.5, inf)0.00%0.00%0.00%0.00%0.000.000.000.002.002.000.000.00
FLAG_MOBIL00_[-inf, 0.5)0.00%0.00%0.00%0.00%0.00%0.00%0.000.000.000.000.002.001.001.000.000.000.00
01_[0.5, inf)100.00%100.00%100.00%100.00%100.00%100.00%6.97%8.11%8.30%7.60%8.06%0.00%1.001.001.001.001.0024825.0017465.002549.002331.002480.000.00356253.00215373.0030720.0030657.0030760.0048743.000.000.000.000.000.000.00
Charts
Risk trend charts rendered from the shared plotting path.

EXT_SOURCE_3

EXT_SOURCE_2

EXT_SOURCE_1

DAYS_BIRTH

DAYS_EMPLOYED

NAME_INCOME_TYPE

REGION_RATING_CLIENT_W_CITY

NAME_EDUCATION_TYPE

OCCUPATION_TYPE

REGION_RATING_CLIENT

AMT_GOODS_PRICE

DAYS_LAST_PHONE_CHANGE

ORGANIZATION_TYPE

CODE_GENDER

DAYS_ID_PUBLISH

FLOORSMAX_AVG

FLOORSMAX_MEDI

FLOORSMAX_MODE

TOTALAREA_MODE

FLAG_EMP_PHONE

HTML export is self-contained. detail_table remains available in Python and Excel workflows.