Feature risk and stability analysis with source-aware tables, grouped bin comparisons, and native risk trend charts.
| 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) |
| 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 |
| 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 |
| 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 |
| EXT_SOURCE_3 | 外部来源分 3 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.29 | 22.19 | 0.65 | 0.01 | 1.00 | 0.44 | 1.87 | 19.55% | 17.78% | 19.95% |
| EXT_SOURCE_2 | 外部来源分 2 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.27 | 21.25 | 0.64 | 0.01 | 1.00 | 0.47 | 1.77 | 0.19% | 0.02% | 0.28% |
| EXT_SOURCE_1 | 外部来源分 1 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.13 | 11.42 | 0.59 | 0.00 | 1.00 | 0.40 | 1.68 | 54.43% | 42.12% | 56.92% |
| DAYS_BIRTH | 申请时年龄天数(原始值) | Int64 | Home Credit 2018 application_{train|test}.csv | 0.08 | 11.81 | 0.58 | 0.00 | 1.00 | 0.66 | 1.36 | 0.00% | 0.00% | 0.00% |
| DAYS_EMPLOYED | 开始当前工作相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.07 | 11.63 | 0.57 | 0.00 | 1.00 | 0.71 | 1.36 | 0.00% | 0.00% | 0.00% |
| NAME_INCOME_TYPE | 收入类型 | String | Home Credit 2018 application_{train|test}.csv | 0.06 | 10.57 | 0.56 | 0.00 | 0.80 | 0.67 | 1.19 | 0.00% | 0.00% | 0.00% |
| REGION_RATING_CLIENT_W_CITY | 考虑城市的居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.05 | 6.40 | 0.55 | 0.00 | 1.00 | 0.60 | 1.41 | 0.00% | 0.00% | 0.00% |
| NAME_EDUCATION_TYPE | 最高教育程度 | String | Home Credit 2018 application_{train|test}.csv | 0.05 | 8.96 | 0.55 | 0.00 | 0.80 | 0.66 | 1.35 | 0.00% | 0.00% | 0.00% |
| OCCUPATION_TYPE | 职业类型 | String | Home Credit 2018 application_{train|test}.csv | 0.05 | 10.47 | 0.56 | 0.00 | 0.80 | 0.77 | 1.31 | 31.44% | 31.00% | 32.01% |
| REGION_RATING_CLIENT | 居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.05 | 6.42 | 0.55 | 0.00 | 1.00 | 0.60 | 1.38 | 0.00% | 0.00% | 0.00% |
| AMT_GOODS_PRICE | 贷款对应商品价格 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.05 | 8.63 | 0.55 | 0.07 | 0.80 | 0.71 | 1.16 | 0.08% | 0.00% | 0.10% |
| DAYS_LAST_PHONE_CHANGE | 更换电话相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 9.35 | 0.55 | 0.02 | 0.80 | 0.73 | 1.18 | 0.00% | 0.00% | 0.00% |
| ORGANIZATION_TYPE | 工作单位类型 | String | Home Credit 2018 application_{train|test}.csv | 0.04 | 7.19 | 0.55 | 0.00 | 0.80 | 0.67 | 1.26 | 0.00% | 0.00% | 0.00% |
| CODE_GENDER | 客户性别 | String | Home Credit 2018 application_{train|test}.csv | 0.04 | 9.53 | 0.55 | 0.00 | 1.00 | 0.00 | 1.26 | 0.00% | 0.00% | 0.00% |
| DAYS_ID_PUBLISH | 变更身份证件相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 8.45 | 0.55 | 0.02 | 1.00 | 0.76 | 1.23 | 0.00% | 0.00% | 0.00% |
| FLOORSMAX_AVG | 最高楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 8.48 | 0.55 | 0.00 | 1.00 | 0.71 | 1.08 | 49.50% | 47.84% | 50.11% |
| FLOORSMAX_MEDI | 最高楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 8.48 | 0.55 | 0.00 | 1.00 | 0.71 | 1.09 | 49.50% | 47.84% | 50.11% |
| FLOORSMAX_MODE | 最高楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 8.46 | 0.55 | 0.00 | 1.00 | 0.71 | 1.08 | 49.50% | 47.84% | 50.11% |
| TOTALAREA_MODE | 建筑总面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 8.23 | 0.55 | 0.00 | 0.80 | 0.70 | 1.05 | 48.01% | 46.41% | 48.61% |
| FLAG_EMP_PHONE | 是否提供工作电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 6.49 | 0.53 | 0.00 | 1.00 | 0.67 | 1.07 | 0.00% | 0.00% | 0.00% |
| LIVINGAREA_AVG | 居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 8.01 | 0.55 | 0.00 | 0.80 | 0.70 | 1.06 | 49.94% | 48.32% | 50.51% |
| LIVINGAREA_MEDI | 居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.99 | 0.55 | 0.00 | 0.80 | 0.71 | 1.06 | 49.94% | 48.32% | 50.51% |
| 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 | 0.03 | 7.88 | 0.54 | 0.00 | 1.00 | 0.91 | 1.31 | 0.00% | 0.00% | 0.00% |
| LIVINGAREA_MODE | 居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.93 | 0.55 | 0.00 | 0.80 | 0.72 | 1.05 | 49.94% | 48.32% | 50.51% |
| APARTMENTS_AVG | 建筑公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 8.03 | 0.54 | 0.00 | 0.80 | 0.74 | 1.05 | 50.51% | 49.01% | 51.09% |
| APARTMENTS_MEDI | 建筑公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 8.02 | 0.54 | 0.00 | 0.80 | 0.74 | 1.05 | 50.51% | 49.01% | 51.09% |
| ELEVATORS_AVG | 电梯数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.38 | 0.54 | 0.00 | 1.00 | 0.68 | 0.92 | 53.07% | 51.68% | 53.56% |
| ELEVATORS_MEDI | 电梯数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.38 | 0.54 | 0.00 | 1.00 | 0.68 | 0.92 | 53.07% | 51.68% | 53.56% |
| APARTMENTS_MODE | 建筑公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.92 | 0.54 | 0.00 | 0.80 | 0.75 | 1.04 | 50.51% | 49.01% | 51.09% |
| ELEVATORS_MODE | 电梯数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.38 | 0.54 | 0.00 | 1.00 | 0.69 | 0.91 | 53.07% | 51.68% | 53.56% |
| FLAG_DOCUMENT_3 | 是否提供文件 3 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.39 | 0.54 | 0.03 | 1.00 | 0.77 | 1.10 | 0.00% | 0.00% | 0.00% |
| 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 | 0.03 | 7.44 | 0.54 | 0.00 | 1.00 | 0.76 | 0.99 | 48.52% | 46.89% | 49.07% |
| YEARS_BEGINEXPLUATATION_AVG | 建筑开始使用年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.44 | 0.54 | 0.00 | 1.00 | 0.76 | 0.98 | 48.52% | 46.89% | 49.07% |
| YEARS_BEGINEXPLUATATION_MODE | 建筑开始使用年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.44 | 0.54 | 0.00 | 1.00 | 0.76 | 0.98 | 48.52% | 46.89% | 49.07% |
| ENTRANCES_MEDI | 入口数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.50 | 0.54 | 0.00 | 0.80 | 0.79 | 0.96 | 50.08% | 48.37% | 50.77% |
| WALLSMATERIAL_MODE | 墙体材料众数 | String | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.61 | 0.54 | 0.00 | 0.80 | 0.79 | 1.20 | 50.59% | 49.02% | 51.27% |
| ENTRANCES_AVG | 入口数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.50 | 0.54 | 0.00 | 0.00 | 0.79 | 0.96 | 50.08% | 48.37% | 50.77% |
| ENTRANCES_MODE | 入口数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 7.50 | 0.54 | 0.00 | 0.80 | 0.79 | 0.94 | 50.08% | 48.37% | 50.77% |
| EMERGENCYSTATE_MODE | 建筑状态信息众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 0.02 | 7.74 | 0.54 | 0.00 | 1.00 | 0.86 | 1.19 | 47.15% | 45.56% | 47.68% |
| DAYS_REGISTRATION | 变更登记相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 6.00 | 0.54 | 0.00 | 0.80 | 0.78 | 1.13 | 0.00% | 0.00% | 0.00% |
| HOUSETYPE_MODE | 住房类型众数 | String | Home Credit 2018 application_{train|test}.csv | 0.02 | 7.45 | 0.54 | 0.00 | 0.50 | 0.86 | 1.26 | 49.94% | 48.46% | 50.51% |
| 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 | 0.02 | 4.37 | 0.52 | 0.00 | 1.00 | 0.96 | 1.51 | 0.00% | 0.00% | 0.00% |
| NONLIVINGAREA_AVG | 非居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 7.15 | 0.54 | 0.00 | 0.50 | 0.79 | 0.89 | 54.95% | 53.51% | 55.57% |
| NONLIVINGAREA_MODE | 非居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 7.15 | 0.54 | 0.00 | 1.00 | 0.80 | 0.89 | 54.95% | 53.51% | 55.57% |
| NONLIVINGAREA_MEDI | 非居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 7.15 | 0.54 | 0.00 | -0.50 | 0.80 | 0.88 | 54.95% | 53.51% | 55.57% |
| NAME_FAMILY_STATUS | 家庭状态 | String | Home Credit 2018 application_{train|test}.csv | 0.02 | 6.00 | 0.54 | 0.00 | 0.80 | 0.94 | 1.23 | 0.00% | 0.00% | 0.00% |
| BASEMENTAREA_AVG | 地下室面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 6.62 | 0.54 | 0.00 | 0.20 | 0.75 | 0.95 | 58.27% | 56.71% | 58.94% |
| OWN_CAR_AGE | 汽车年龄 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.04 | 0.53 | 0.00 | 0.80 | 0.71 | 1.12 | 66.03% | 65.90% | 66.29% |
| BASEMENTAREA_MEDI | 地下室面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 6.62 | 0.54 | 0.00 | 0.20 | 0.75 | 0.94 | 58.27% | 56.71% | 58.94% |
| BASEMENTAREA_MODE | 地下室面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 6.62 | 0.54 | 0.00 | 0.80 | 0.76 | 0.93 | 58.27% | 56.71% | 58.94% |
| FLOORSMIN_MEDI | 最低楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.44 | 0.53 | 0.00 | 0.80 | 0.71 | 1.08 | 67.68% | 66.61% | 68.33% |
| FLOORSMIN_MODE | 最低楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.42 | 0.53 | 0.00 | 0.80 | 0.71 | 1.07 | 67.68% | 66.61% | 68.33% |
| FLOORSMIN_AVG | 最低楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.35 | 0.53 | 0.00 | 0.80 | 0.71 | 1.05 | 67.68% | 66.61% | 68.33% |
| LANDAREA_AVG | 土地面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.98 | 0.53 | 0.00 | 0.40 | 0.79 | 0.92 | 59.18% | 57.96% | 59.81% |
| LANDAREA_MEDI | 土地面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.98 | 0.53 | 0.00 | 0.40 | 0.79 | 0.92 | 59.18% | 57.96% | 59.81% |
| LANDAREA_MODE | 土地面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.98 | 0.53 | 0.00 | 1.00 | 0.79 | 0.93 | 59.18% | 57.96% | 59.81% |
| LIVINGAPARTMENTS_AVG | 居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.15 | 0.53 | 0.00 | 0.80 | 0.75 | 1.01 | 68.20% | 67.25% | 68.63% |
| YEARS_BUILD_MEDI | 建筑建成年限归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.45 | 0.53 | 0.00 | 0.80 | 0.74 | 0.95 | 66.33% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 4.93 | 0.53 | 0.00 | 1.00 | 0.88 | 1.03 | 13.35% | 12.41% | 13.61% |
| LIVINGAPARTMENTS_MEDI | 居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.13 | 0.53 | 0.00 | 0.80 | 0.75 | 1.01 | 68.20% | 67.25% | 68.63% |
| YEARS_BUILD_AVG | 建筑建成年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.45 | 0.53 | 0.00 | 0.80 | 0.75 | 0.95 | 66.33% | 65.28% | 66.89% |
| YEARS_BUILD_MODE | 建筑建成年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.45 | 0.53 | 0.00 | 0.80 | 0.76 | 0.95 | 66.33% | 65.28% | 66.89% |
| AMT_ANNUITY | 贷款年金 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 6.20 | 0.53 | 0.02 | 1.00 | 0.87 | 1.15 | 0.01% | 0.00% | 0.05% |
| LIVINGAPARTMENTS_MODE | 居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.05 | 0.53 | 0.00 | 0.80 | 0.76 | 0.99 | 68.20% | 67.25% | 68.63% |
| NAME_HOUSING_TYPE | 居住情况 | String | Home Credit 2018 application_{train|test}.csv | 0.02 | 3.49 | 0.52 | 0.00 | 0.80 | 0.97 | 1.53 | 0.00% | 0.00% | 0.00% |
| REGION_POPULATION_RELATIVE | 居住地区归一化人口规模 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 5.10 | 0.53 | 0.00 | 0.80 | 0.82 | 1.09 | 0.00% | 0.00% | 0.00% |
| NAME_CONTRACT_TYPE | 贷款合同类型 | String | Home Credit 2018 application_{train|test}.csv | 0.02 | 3.33 | 0.52 | 0.21 | 1.00 | 0.68 | 1.03 | 0.00% | 0.00% | 0.00% |
| 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 | 0.01 | 4.58 | 0.52 | 0.00 | 1.00 | 0.95 | 1.23 | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 4.12 | 0.52 | 0.00 | 1.00 | 0.96 | 0.96 | 13.35% | 12.41% | 13.61% |
| 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 | 0.01 | 4.12 | 0.52 | 0.00 | 1.00 | 0.96 | 0.96 | 13.35% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 4.12 | 0.52 | 0.00 | 1.00 | 0.96 | 0.96 | 13.35% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 4.12 | 0.52 | 0.00 | 1.00 | 0.96 | 0.96 | 13.35% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 4.12 | 0.52 | 0.00 | 1.00 | 0.96 | 0.96 | 13.35% | 12.41% | 13.61% |
| FONDKAPREMONT_MODE | 建筑信息 FONDKAPREMONT 众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 0.01 | 5.03 | 0.53 | 0.00 | 0.20 | 0.72 | 0.93 | 68.24% | 67.28% | 68.77% |
| FLAG_DOCUMENT_6 | 是否提供文件 6 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 2.98 | 0.51 | 0.00 | 1.00 | 0.69 | 1.03 | 0.00% | 0.00% | 0.00% |
| COMMONAREA_AVG | 公共区域面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 4.72 | 0.53 | 0.00 | 0.20 | 0.77 | 0.92 | 69.71% | 68.72% | 70.30% |
| COMMONAREA_MEDI | 公共区域面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 4.72 | 0.53 | 0.00 | 0.20 | 0.77 | 0.92 | 69.71% | 68.72% | 70.30% |
| COMMONAREA_MODE | 公共区域面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 4.72 | 0.52 | 0.00 | 0.40 | 0.78 | 0.91 | 69.71% | 68.72% | 70.30% |
| NONLIVINGAPARTMENTS_AVG | 非居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 4.78 | 0.52 | 0.00 | -1.00 | 0.85 | 0.86 | 69.29% | 68.41% | 69.63% |
| NONLIVINGAPARTMENTS_MEDI | 非居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 4.78 | 0.52 | 0.00 | -1.00 | 0.85 | 0.86 | 69.29% | 68.41% | 69.63% |
| NONLIVINGAPARTMENTS_MODE | 非居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 4.78 | 0.52 | 0.00 | 1.00 | 0.85 | 0.86 | 69.29% | 68.41% | 69.63% |
| 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 | 0.01 | 4.18 | 0.52 | 0.00 | 1.00 | 0.95 | 1.19 | 0.00% | 0.00% | 0.00% |
| FLAG_PHONE | 是否提供家庭电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 3.93 | 0.52 | 0.00 | 1.00 | 0.87 | 1.05 | 0.00% | 0.00% | 0.00% |
| AMT_INCOME_TOTAL | 客户收入 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 3.61 | 0.52 | 0.02 | 0.80 | 0.88 | 1.07 | 0.00% | 0.00% | 0.00% |
| FLAG_OWN_CAR | 是否拥有汽车 | String | Home Credit 2018 application_{train|test}.csv | 0.01 | 3.80 | 0.52 | 0.00 | 1.00 | 0.90 | 1.05 | 0.00% | 0.00% | 0.00% |
| HOUR_APPR_PROCESS_START | 申请大致小时 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 3.08 | 0.52 | 0.00 | 0.80 | 0.92 | 1.12 | 0.00% | 0.00% | 0.00% |
| CNT_CHILDREN | 子女人数 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 3.41 | 0.52 | 0.00 | 1.00 | 0.96 | 1.10 | 0.00% | 0.00% | 0.00% |
| CNT_FAM_MEMBERS | 家庭成员人数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 3.40 | 0.52 | 0.00 | 0.50 | 0.94 | 1.09 | 0.00% | 0.00% | 0.00% |
| 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 | 0.00 | 1.63 | 0.51 | 0.00 | 1.00 | 0.98 | 1.05 | 0.29% | 0.06% | 0.38% |
| 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 | 0.00 | 1.62 | 0.51 | 0.00 | 1.00 | 0.98 | 1.05 | 0.29% | 0.06% | 0.38% |
| FLAG_DOCUMENT_13 | 是否提供文件 13 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.25 | 0.50 | 0.00 | 1.00 | 0.34 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_16 | 是否提供文件 16 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.42 | 0.50 | 0.00 | 1.00 | 0.61 | 1.00 | 0.00% | 0.00% | 0.00% |
| NAME_TYPE_SUITE | 申请时陪同人员类型 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 1.37 | 0.51 | 0.00 | -0.20 | 0.91 | 1.01 | 0.62% | 0.40% | 1.87% |
| 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 | 0.00 | 0.20 | 0.50 | 0.00 | 1.00 | 1.00 | 1.00 | 0.29% | 0.06% | 0.38% |
| 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 | 0.00 | 0.20 | 0.50 | 0.00 | 1.00 | 1.00 | 1.00 | 0.29% | 0.06% | 0.38% |
| FLAG_DOCUMENT_14 | 是否提供文件 14 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.19 | 0.50 | 0.00 | 1.00 | 0.41 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_18 | 是否提供文件 18 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.26 | 0.50 | 0.01 | 1.00 | 0.70 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_8 | 是否提供文件 8 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.81 | 0.50 | 0.00 | -1.00 | 0.91 | 1.01 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_15 | 是否提供文件 15 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.08 | 0.50 | 0.00 | 1.00 | 0.37 | 1.00 | 0.00% | 0.00% | 0.00% |
| REG_REGION_NOT_WORK_REGION | 永久与工作地址地区是否不同 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.56 | 0.50 | 0.00 | 1.00 | 0.99 | 1.10 | 0.00% | 0.00% | 0.00% |
| WEEKDAY_APPR_PROCESS_START | 申请星期 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.92 | 0.51 | 0.01 | -0.60 | 0.96 | 1.03 | 0.00% | 0.00% | 0.00% |
| FLAG_OWN_REALTY | 是否拥有住宅 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 1.04 | 0.51 | 0.00 | 1.00 | 0.99 | 1.03 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_4 | 是否提供文件 4 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.01 | 0.50 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00% | 0.00% | 0.00% |
| REG_REGION_NOT_LIVE_REGION | 永久与联系地址地区是否不同 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.25 | 0.50 | 0.00 | 1.00 | 1.00 | 1.15 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_9 | 是否提供文件 9 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.10 | 0.50 | 0.00 | 1.00 | 0.77 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_11 | 是否提供文件 11 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.10 | 0.50 | 0.00 | -1.00 | 0.77 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_17 | 是否提供文件 17 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.02 | 0.50 | 0.00 | -1.00 | 0.30 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_2 | 是否提供文件 2 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.01 | 0.50 | 0.00 | -1.00 | 1.00 | 3.81 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_21 | 是否提供文件 21 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.02 | 0.50 | 0.00 | -1.00 | 1.00 | 1.68 | 0.00% | 0.00% | 0.00% |
| 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 | 0.00 | 0.20 | 0.50 | 0.00 | 1.00 | 1.00 | 1.05 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_10 | 是否提供文件 10 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.50 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_EMAIL | 是否提供电子邮箱 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.15 | 0.50 | 0.12 | -1.00 | 0.98 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_7 | 是否提供文件 7 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.01 | 0.50 | 0.00 | -1.00 | 0.63 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_19 | 是否提供文件 19 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.01 | 0.50 | 0.00 | 1.00 | 0.81 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_12 | 是否提供文件 12 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.50 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_MOBIL | 是否提供手机号码 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.50 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_CONT_MOBILE | 手机是否可联系 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.01 | 0.50 | 0.00 | -1.00 | 0.97 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_5 | 是否提供文件 5 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.01 | 0.50 | 0.00 | -1.00 | 0.99 | 1.00 | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_20 | 是否提供文件 20 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.50 | 0.00 | -1.00 | 1.00 | 1.03 | 0.00% | 0.00% | 0.00% |
| AMT_ANNUITY | 贷款年金 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 14.91% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 14.91% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 14.91% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 14.91% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 14.91% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 14.91% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 51.10% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 51.10% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 51.10% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 59.23% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 59.23% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 59.23% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 72.25% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 72.25% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 72.25% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.18% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.18% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 53.91% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 53.91% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 53.91% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.79% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.79% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.79% | 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 1 | Float64 | Home Credit 2018 application_{train|test}.csv | 57.03% | 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 2 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.24% | 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 3 | Float64 | Home Credit 2018 application_{train|test}.csv | 20.05% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.37% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.37% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.37% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 69.99% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 69.99% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 69.99% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 60.09% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 60.09% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 60.09% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 70.35% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 70.35% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 70.35% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.55% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.55% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.55% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 71.15% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 71.15% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 71.15% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 56.11% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 56.11% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 56.11% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.18% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.18% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 65.40% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 48.35% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 49.21% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 49.21% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 49.21% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 68.70% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 68.70% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 68.70% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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) | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 10 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 11 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 12 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 13 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 14 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 15 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 16 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 17 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 18 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 19 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 2 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 20 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 21 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 3 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 4 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 5 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 6 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 7 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 8 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 9 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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) | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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) | String | Home Credit 2018 application_{train|test}.csv | 47.37% | 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 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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) | String | Home Credit 2018 application_{train|test}.csv | 70.35% | 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 | String | Home Credit 2018 application_{train|test}.csv | 50.79% | 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 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | String | Home Credit 2018 application_{train|test}.csv | 0.24% | 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 | String | Home Credit 2018 application_{train|test}.csv | 30.81% | 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 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | String | Home Credit 2018 application_{train|test}.csv | 51.47% | 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 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 69.87% | 69.61% | 70.30% | 69.76% | 68.72% | 69.71% |
| COMMONAREA_MEDI | 公共区域面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 69.87% | 69.61% | 70.30% | 69.76% | 68.72% | 69.71% |
| COMMONAREA_MODE | 公共区域面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 69.87% | 69.61% | 70.30% | 69.76% | 68.72% | 69.71% |
| NONLIVINGAPARTMENTS_AVG | 非居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 69.45% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 69.45% | 69.19% | 69.63% | 69.39% | 68.41% | 69.29% |
| NONLIVINGAPARTMENTS_MODE | 非居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 69.45% | 69.19% | 69.63% | 69.39% | 68.41% | 69.29% |
| FONDKAPREMONT_MODE | 建筑信息 FONDKAPREMONT 众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 68.42% | 67.89% | 68.77% | 68.27% | 67.28% | 68.24% |
| LIVINGAPARTMENTS_AVG | 居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 68.36% | 68.04% | 68.63% | 68.35% | 67.25% | 68.20% |
| LIVINGAPARTMENTS_MEDI | 居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 68.36% | 68.04% | 68.63% | 68.35% | 67.25% | 68.20% |
| LIVINGAPARTMENTS_MODE | 居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 68.36% | 68.04% | 68.63% | 68.35% | 67.25% | 68.20% |
| FLOORSMIN_AVG | 最低楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 67.83% | 67.52% | 68.33% | 67.83% | 66.61% | 67.68% |
| FLOORSMIN_MEDI | 最低楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 67.83% | 67.52% | 68.33% | 67.83% | 66.61% | 67.68% |
| FLOORSMIN_MODE | 最低楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 67.83% | 67.52% | 68.33% | 67.83% | 66.61% | 67.68% |
| YEARS_BUILD_AVG | 建筑建成年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 66.49% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 66.49% | 66.13% | 66.89% | 66.52% | 65.28% | 66.33% |
| YEARS_BUILD_MODE | 建筑建成年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 66.49% | 66.13% | 66.89% | 66.52% | 65.28% | 66.33% |
| OWN_CAR_AGE | 汽车年龄 | Float64 | Home Credit 2018 application_{train|test}.csv | 65.90% | 66.12% | 66.24% | 66.26% | 66.29% | 66.03% |
| LANDAREA_AVG | 土地面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 59.38% | 59.20% | 59.81% | 59.11% | 57.96% | 59.18% |
| LANDAREA_MEDI | 土地面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 59.38% | 59.20% | 59.81% | 59.11% | 57.96% | 59.18% |
| LANDAREA_MODE | 土地面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 59.38% | 59.20% | 59.81% | 59.11% | 57.96% | 59.18% |
| BASEMENTAREA_AVG | 地下室面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 58.52% | 58.31% | 58.94% | 58.30% | 56.71% | 58.27% |
| BASEMENTAREA_MEDI | 地下室面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 58.52% | 58.31% | 58.94% | 58.30% | 56.71% | 58.27% |
| BASEMENTAREA_MODE | 地下室面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 58.52% | 58.31% | 58.94% | 58.30% | 56.71% | 58.27% |
| NONLIVINGAREA_AVG | 非居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 55.20% | 55.01% | 55.57% | 54.82% | 53.51% | 54.95% |
| NONLIVINGAREA_MEDI | 非居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 55.20% | 55.01% | 55.57% | 54.82% | 53.51% | 54.95% |
| NONLIVINGAREA_MODE | 非居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 55.20% | 55.01% | 55.57% | 54.82% | 53.51% | 54.95% |
| EXT_SOURCE_1 | 外部来源分 1 | Float64 | Home Credit 2018 application_{train|test}.csv | 56.34% | 56.92% | 56.21% | 56.28% | 42.12% | 54.43% |
| ELEVATORS_AVG | 电梯数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 53.31% | 53.38% | 53.56% | 52.89% | 51.68% | 53.07% |
| ELEVATORS_MEDI | 电梯数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 53.31% | 53.38% | 53.56% | 52.89% | 51.68% | 53.07% |
| ELEVATORS_MODE | 电梯数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 53.31% | 53.38% | 53.56% | 52.89% | 51.68% | 53.07% |
| WALLSMATERIAL_MODE | 墙体材料众数 | String | Home Credit 2018 application_{train|test}.csv | 50.85% | 50.72% | 51.27% | 50.46% | 49.02% | 50.59% |
| APARTMENTS_AVG | 建筑公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.74% | 50.76% | 51.09% | 50.47% | 49.01% | 50.51% |
| APARTMENTS_MEDI | 建筑公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.74% | 50.76% | 51.09% | 50.47% | 49.01% | 50.51% |
| APARTMENTS_MODE | 建筑公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.74% | 50.76% | 51.09% | 50.47% | 49.01% | 50.51% |
| ENTRANCES_AVG | 入口数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.36% | 50.25% | 50.77% | 49.98% | 48.37% | 50.08% |
| ENTRANCES_MEDI | 入口数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.36% | 50.25% | 50.77% | 49.98% | 48.37% | 50.08% |
| ENTRANCES_MODE | 入口数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.36% | 50.25% | 50.77% | 49.98% | 48.37% | 50.08% |
| HOUSETYPE_MODE | 住房类型众数 | String | Home Credit 2018 application_{train|test}.csv | 50.18% | 50.16% | 50.51% | 49.83% | 48.46% | 49.94% |
| LIVINGAREA_AVG | 居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.19% | 50.17% | 50.51% | 49.93% | 48.32% | 49.94% |
| LIVINGAREA_MEDI | 居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.19% | 50.17% | 50.51% | 49.93% | 48.32% | 49.94% |
| LIVINGAREA_MODE | 居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 50.19% | 50.17% | 50.51% | 49.93% | 48.32% | 49.94% |
| FLOORSMAX_AVG | 最高楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 49.76% | 49.72% | 50.11% | 49.43% | 47.84% | 49.50% |
| FLOORSMAX_MEDI | 最高楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 49.76% | 49.72% | 50.11% | 49.43% | 47.84% | 49.50% |
| FLOORSMAX_MODE | 最高楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 49.76% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 48.80% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 48.80% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 48.80% | 48.72% | 49.07% | 48.44% | 46.89% | 48.52% |
| TOTALAREA_MODE | 建筑总面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 48.27% | 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) | String | Home Credit 2018 application_{train|test}.csv | 47.39% | 47.40% | 47.68% | 47.18% | 45.56% | 47.15% |
| OCCUPATION_TYPE | 职业类型 | String | Home Credit 2018 application_{train|test}.csv | 31.37% | 31.73% | 31.00% | 31.14% | 32.01% | 31.44% |
| EXT_SOURCE_3 | 外部来源分 3 | Float64 | Home Credit 2018 application_{train|test}.csv | 19.95% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 13.61% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 13.61% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 13.61% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 13.61% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 13.61% | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 13.61% | 13.16% | 13.42% | 13.16% | 12.41% | 13.35% |
| NAME_TYPE_SUITE | 申请时陪同人员类型 | String | Home Credit 2018 application_{train|test}.csv | 0.42% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.32% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.32% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.32% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.32% | 0.38% | 0.38% | 0.31% | 0.06% | 0.29% |
| EXT_SOURCE_2 | 外部来源分 2 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.21% | 0.21% | 0.20% | 0.28% | 0.02% | 0.19% |
| AMT_GOODS_PRICE | 贷款对应商品价格 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.09% | 0.10% | 0.08% | 0.10% | 0.00% | 0.08% |
| AMT_ANNUITY | 贷款年金 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.01% | 0.00% | 0.01% | 0.05% | 0.01% |
| CNT_FAM_MEMBERS | 家庭成员人数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| AMT_INCOME_TOTAL | 客户收入 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| CNT_CHILDREN | 子女人数 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| CODE_GENDER | 客户性别 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| DAYS_BIRTH | 申请时年龄天数(原始值) | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_CONT_MOBILE | 手机是否可联系 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_10 | 是否提供文件 10 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_11 | 是否提供文件 11 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_12 | 是否提供文件 12 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_13 | 是否提供文件 13 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_14 | 是否提供文件 14 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_15 | 是否提供文件 15 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_16 | 是否提供文件 16 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_17 | 是否提供文件 17 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_18 | 是否提供文件 18 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_19 | 是否提供文件 19 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_2 | 是否提供文件 2 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_20 | 是否提供文件 20 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_21 | 是否提供文件 21 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_3 | 是否提供文件 3 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_4 | 是否提供文件 4 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_5 | 是否提供文件 5 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_6 | 是否提供文件 6 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_7 | 是否提供文件 7 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_8 | 是否提供文件 8 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_DOCUMENT_9 | 是否提供文件 9 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_EMAIL | 是否提供电子邮箱 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_EMP_PHONE | 是否提供工作电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_MOBIL | 是否提供手机号码 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_OWN_CAR | 是否拥有汽车 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_OWN_REALTY | 是否拥有住宅 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_PHONE | 是否提供家庭电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 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) | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| HOUR_APPR_PROCESS_START | 申请大致小时 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| NAME_CONTRACT_TYPE | 贷款合同类型 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| NAME_EDUCATION_TYPE | 最高教育程度 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| NAME_FAMILY_STATUS | 家庭状态 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| NAME_HOUSING_TYPE | 居住情况 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| NAME_INCOME_TYPE | 收入类型 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| ORGANIZATION_TYPE | 工作单位类型 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| REGION_POPULATION_RELATIVE | 居住地区归一化人口规模 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| REGION_RATING_CLIENT | 居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| WEEKDAY_APPR_PROCESS_START | 申请星期 | String | Home Credit 2018 application_{train|test}.csv | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
| FLAG_EMAIL | 是否提供电子邮箱 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.12 | 0.00 |
| NAME_CONTRACT_TYPE | 贷款合同类型 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.21 | 0.00 |
| AMT_GOODS_PRICE | 贷款对应商品价格 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.07 | 0.00 |
| FLAG_DOCUMENT_3 | 是否提供文件 3 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 0.00 |
| DAYS_LAST_PHONE_CHANGE | 更换电话相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 |
| DAYS_ID_PUBLISH | 变更身份证件相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 |
| AMT_INCOME_TOTAL | 客户收入 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 |
| AMT_ANNUITY | 贷款年金 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 |
| FLAG_DOCUMENT_16 | 是否提供文件 16 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| LIVINGAPARTMENTS_AVG | 居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| LIVINGAPARTMENTS_MEDI | 居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| LIVINGAPARTMENTS_MODE | 居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| WEEKDAY_APPR_PROCESS_START | 申请星期 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 |
| EXT_SOURCE_1 | 外部来源分 1 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| EXT_SOURCE_2 | 外部来源分 2 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 |
| FLAG_DOCUMENT_18 | 是否提供文件 18 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 |
| FLOORSMIN_MODE | 最低楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| LIVINGAREA_MODE | 居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLOORSMIN_MEDI | 最低楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLOORSMIN_AVG | 最低楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| LIVINGAREA_AVG | 居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLOORSMAX_AVG | 最高楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_13 | 是否提供文件 13 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLOORSMAX_MEDI | 最高楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| LIVINGAREA_MEDI | 居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLOORSMAX_MODE | 最高楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| TOTALAREA_MODE | 建筑总面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| APARTMENTS_AVG | 建筑公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| APARTMENTS_MODE | 建筑公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| APARTMENTS_MEDI | 建筑公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| ELEVATORS_MODE | 电梯数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| WALLSMATERIAL_MODE | 墙体材料众数 | String | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| BASEMENTAREA_MODE | 地下室面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| ELEVATORS_AVG | 电梯数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| BASEMENTAREA_AVG | 地下室面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| ELEVATORS_MEDI | 电梯数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| EXT_SOURCE_3 | 外部来源分 3 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 |
| COMMONAREA_MODE | 公共区域面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| BASEMENTAREA_MEDI | 地下室面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| NAME_TYPE_SUITE | 申请时陪同人员类型 | String | Home Credit 2018 application_{train|test}.csv | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| ENTRANCES_MODE | 入口数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| NAME_FAMILY_STATUS | 家庭状态 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| COMMONAREA_MEDI | 公共区域面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| ENTRANCES_MEDI | 入口数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| ENTRANCES_AVG | 入口数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| NAME_HOUSING_TYPE | 居住情况 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| CODE_GENDER | 客户性别 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_15 | 是否提供文件 15 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_11 | 是否提供文件 11 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| NAME_EDUCATION_TYPE | 最高教育程度 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_PHONE | 是否提供家庭电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_14 | 是否提供文件 14 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| CNT_FAM_MEMBERS | 家庭成员人数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| NAME_INCOME_TYPE | 收入类型 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| REGION_RATING_CLIENT | 居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| ORGANIZATION_TYPE | 工作单位类型 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| OWN_CAR_AGE | 汽车年龄 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| OCCUPATION_TYPE | 职业类型 | String | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_EMP_PHONE | 是否提供工作电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| CNT_CHILDREN | 子女人数 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| LANDAREA_AVG | 土地面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| HOUR_APPR_PROCESS_START | 申请大致小时 | Int64 | Home Credit 2018 application_{train|test}.csv | 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) | String | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| LANDAREA_MEDI | 土地面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_8 | 是否提供文件 8 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_21 | 是否提供文件 21 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| NONLIVINGAREA_MEDI | 非居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| LANDAREA_MODE | 土地面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| DAYS_BIRTH | 申请时年龄天数(原始值) | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| NONLIVINGAPARTMENTS_AVG | 非居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| REGION_POPULATION_RELATIVE | 居住地区归一化人口规模 | Float64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| HOUSETYPE_MODE | 住房类型众数 | String | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_OWN_CAR | 是否拥有汽车 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| YEARS_BEGINEXPLUATATION_AVG | 建筑开始使用年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_19 | 是否提供文件 19 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| NONLIVINGAREA_AVG | 非居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 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 | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| NONLIVINGAPARTMENTS_MEDI | 非居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_2 | 是否提供文件 2 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| NONLIVINGAREA_MODE | 非居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 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) | String | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| YEARS_BUILD_MODE | 建筑建成年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| YEARS_BUILD_AVG | 建筑建成年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_10 | 是否提供文件 10 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 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) | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| NONLIVINGAPARTMENTS_MODE | 非居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| YEARS_BUILD_MEDI | 建筑建成年限归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_12 | 是否提供文件 12 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_6 | 是否提供文件 6 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_20 | 是否提供文件 20 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_5 | 是否提供文件 5 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| YEARS_BEGINEXPLUATATION_MODE | 建筑开始使用年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | -0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 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 | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_17 | 是否提供文件 17 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_4 | 是否提供文件 4 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_OWN_REALTY | 是否拥有住宅 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 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 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_CONT_MOBILE | 手机是否可联系 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_7 | 是否提供文件 7 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_9 | 是否提供文件 9 | Int64 | Home Credit 2018 application_{train|test}.csv | 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 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 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 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 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 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 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 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 | 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 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 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 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_MOBIL | 是否提供手机号码 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | -0.00 |
| EXT_SOURCE_3 | 外部来源分 3 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.29 | 0.32 | 0.29 | 0.29 | 0.29 | |
| EXT_SOURCE_2 | 外部来源分 2 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.27 | 0.26 | 0.28 | 0.27 | 0.27 | |
| EXT_SOURCE_1 | 外部来源分 1 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.13 | 0.13 | 0.15 | 0.12 | 0.13 | |
| DAYS_BIRTH | 申请时年龄天数(原始值) | Int64 | Home Credit 2018 application_{train|test}.csv | 0.08 | 0.09 | 0.09 | 0.09 | 0.08 | |
| DAYS_EMPLOYED | 开始当前工作相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.07 | 0.07 | 0.06 | 0.08 | 0.07 | |
| NAME_INCOME_TYPE | 收入类型 | String | Home Credit 2018 application_{train|test}.csv | 0.06 | 0.05 | 0.05 | 0.07 | 0.06 | |
| REGION_RATING_CLIENT_W_CITY | 考虑城市的居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.05 | 0.06 | 0.03 | 0.05 | 0.05 | |
| NAME_EDUCATION_TYPE | 最高教育程度 | String | Home Credit 2018 application_{train|test}.csv | 0.05 | 0.05 | 0.04 | 0.06 | 0.05 | |
| OCCUPATION_TYPE | 职业类型 | String | Home Credit 2018 application_{train|test}.csv | 0.05 | 0.04 | 0.05 | 0.05 | 0.05 | |
| REGION_RATING_CLIENT | 居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.05 | 0.06 | 0.03 | 0.04 | 0.05 | |
| AMT_GOODS_PRICE | 贷款对应商品价格 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 0.05 | 0.05 | 0.05 | 0.05 | |
| DAYS_LAST_PHONE_CHANGE | 更换电话相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 0.07 | 0.05 | 0.04 | 0.04 | |
| ORGANIZATION_TYPE | 工作单位类型 | String | Home Credit 2018 application_{train|test}.csv | 0.04 | 0.04 | 0.04 | 0.05 | 0.04 | |
| CODE_GENDER | 客户性别 | String | Home Credit 2018 application_{train|test}.csv | 0.04 | 0.04 | 0.04 | 0.05 | 0.04 | |
| DAYS_ID_PUBLISH | 变更身份证件相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 0.04 | 0.05 | 0.04 | 0.04 | |
| FLOORSMAX_AVG | 最高楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 0.04 | 0.02 | 0.03 | 0.04 | |
| FLOORSMAX_MEDI | 最高楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 0.04 | 0.02 | 0.03 | 0.04 | |
| FLOORSMAX_MODE | 最高楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 0.04 | 0.02 | 0.03 | 0.04 | |
| TOTALAREA_MODE | 建筑总面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 0.04 | 0.03 | 0.03 | 0.03 | |
| FLAG_EMP_PHONE | 是否提供工作电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | |
| LIVINGAREA_AVG | 居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.04 | 0.02 | 0.03 | 0.03 | |
| LIVINGAREA_MEDI | 居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.04 | 0.02 | 0.03 | 0.03 | |
| 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 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | |
| LIVINGAREA_MODE | 居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.04 | 0.02 | 0.03 | 0.03 | |
| APARTMENTS_AVG | 建筑公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | |
| APARTMENTS_MEDI | 建筑公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | |
| ELEVATORS_AVG | 电梯数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | |
| ELEVATORS_MEDI | 电梯数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | |
| APARTMENTS_MODE | 建筑公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | |
| ELEVATORS_MODE | 电梯数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | |
| FLAG_DOCUMENT_3 | 是否提供文件 3 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.02 | 0.05 | 0.03 | 0.03 | |
| 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 | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | |
| YEARS_BEGINEXPLUATATION_AVG | 建筑开始使用年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | |
| YEARS_BEGINEXPLUATATION_MODE | 建筑开始使用年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | |
| ENTRANCES_MEDI | 入口数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.02 | 0.02 | 0.03 | |
| WALLSMATERIAL_MODE | 墙体材料众数 | String | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | |
| ENTRANCES_AVG | 入口数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.02 | 0.02 | 0.03 | |
| ENTRANCES_MODE | 入口数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.02 | 0.02 | 0.02 | 0.03 | |
| EMERGENCYSTATE_MODE | 建筑状态信息众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.02 | 0.02 | 0.02 | 0.02 | |
| DAYS_REGISTRATION | 变更登记相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | |
| HOUSETYPE_MODE | 住房类型众数 | String | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | |
| 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 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | |
| NONLIVINGAREA_AVG | 非居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | |
| NONLIVINGAREA_MODE | 非居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | |
| NONLIVINGAREA_MEDI | 非居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | |
| NAME_FAMILY_STATUS | 家庭状态 | String | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | |
| BASEMENTAREA_AVG | 地下室面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.03 | 0.01 | 0.02 | 0.02 | |
| OWN_CAR_AGE | 汽车年龄 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | |
| BASEMENTAREA_MEDI | 地下室面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.03 | 0.01 | 0.02 | 0.02 | |
| BASEMENTAREA_MODE | 地下室面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.01 | 0.03 | 0.02 | |
| FLOORSMIN_MEDI | 最低楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | |
| FLOORSMIN_MODE | 最低楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | |
| FLOORSMIN_AVG | 最低楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | |
| LANDAREA_AVG | 土地面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | |
| LANDAREA_MEDI | 土地面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | |
| LANDAREA_MODE | 土地面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | |
| LIVINGAPARTMENTS_AVG | 居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.03 | 0.01 | 0.02 | 0.02 | |
| YEARS_BUILD_MEDI | 建筑建成年限归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | |
| 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | |
| LIVINGAPARTMENTS_MEDI | 居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.03 | 0.01 | 0.02 | 0.02 | |
| YEARS_BUILD_AVG | 建筑建成年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | |
| YEARS_BUILD_MODE | 建筑建成年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | |
| AMT_ANNUITY | 贷款年金 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.01 | 0.01 | 0.02 | |
| LIVINGAPARTMENTS_MODE | 居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.03 | 0.01 | 0.02 | 0.02 | |
| NAME_HOUSING_TYPE | 居住情况 | String | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | |
| REGION_POPULATION_RELATIVE | 居住地区归一化人口规模 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | |
| NAME_CONTRACT_TYPE | 贷款合同类型 | String | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.01 | 0.02 | 0.02 | 0.02 | |
| 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 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | |
| 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 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | |
| 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 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | |
| 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 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | |
| 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 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | |
| 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 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | |
| FONDKAPREMONT_MODE | 建筑信息 FONDKAPREMONT 众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | |
| FLAG_DOCUMENT_6 | 是否提供文件 6 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | |
| COMMONAREA_AVG | 公共区域面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | |
| COMMONAREA_MEDI | 公共区域面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | |
| COMMONAREA_MODE | 公共区域面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | |
| NONLIVINGAPARTMENTS_AVG | 非居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | |
| NONLIVINGAPARTMENTS_MEDI | 非居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | |
| NONLIVINGAPARTMENTS_MODE | 非居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | |
| 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 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | |
| FLAG_PHONE | 是否提供家庭电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | |
| AMT_INCOME_TOTAL | 客户收入 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | |
| FLAG_OWN_CAR | 是否拥有汽车 | String | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | |
| HOUR_APPR_PROCESS_START | 申请大致小时 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.01 | 0.01 | 0.00 | 0.01 | |
| CNT_CHILDREN | 子女人数 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.01 | 0.01 | 0.00 | 0.01 | |
| CNT_FAM_MEMBERS | 家庭成员人数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | |
| 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 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | |
| 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 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_13 | 是否提供文件 13 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_16 | 是否提供文件 16 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| NAME_TYPE_SUITE | 申请时陪同人员类型 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | |
| 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 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | |
| 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 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_14 | 是否提供文件 14 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_18 | 是否提供文件 18 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_8 | 是否提供文件 8 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_15 | 是否提供文件 15 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| WEEKDAY_APPR_PROCESS_START | 申请星期 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_OWN_REALTY | 是否拥有住宅 | String | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_4 | 是否提供文件 4 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_9 | 是否提供文件 9 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_11 | 是否提供文件 11 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_17 | 是否提供文件 17 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_2 | 是否提供文件 2 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_21 | 是否提供文件 21 | Int64 | Home Credit 2018 application_{train|test}.csv | 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 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_10 | 是否提供文件 10 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_EMAIL | 是否提供电子邮箱 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_7 | 是否提供文件 7 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_19 | 是否提供文件 19 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_12 | 是否提供文件 12 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_MOBIL | 是否提供手机号码 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_CONT_MOBILE | 手机是否可联系 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_5 | 是否提供文件 5 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_20 | 是否提供文件 20 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| EXT_SOURCE_3 | 外部来源分 3 | Float64 | Home Credit 2018 application_{train|test}.csv | 22.00 | 23.36 | 21.33 | 23.10 | 22.19 | |
| EXT_SOURCE_2 | 外部来源分 2 | Float64 | Home Credit 2018 application_{train|test}.csv | 21.12 | 21.59 | 21.81 | 21.90 | 21.25 | |
| DAYS_BIRTH | 申请时年龄天数(原始值) | Int64 | Home Credit 2018 application_{train|test}.csv | 11.37 | 13.43 | 12.30 | 12.79 | 11.81 | |
| DAYS_EMPLOYED | 开始当前工作相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 11.73 | 11.02 | 11.11 | 12.09 | 11.63 | |
| EXT_SOURCE_1 | 外部来源分 1 | Float64 | Home Credit 2018 application_{train|test}.csv | 11.62 | 10.94 | 11.60 | 11.00 | 11.42 | |
| NAME_INCOME_TYPE | 收入类型 | String | Home Credit 2018 application_{train|test}.csv | 10.95 | 9.79 | 8.40 | 10.97 | 10.57 | |
| OCCUPATION_TYPE | 职业类型 | String | Home Credit 2018 application_{train|test}.csv | 10.62 | 9.31 | 11.13 | 9.93 | 10.47 | |
| CODE_GENDER | 客户性别 | String | Home Credit 2018 application_{train|test}.csv | 9.43 | 9.17 | 9.20 | 10.83 | 9.53 | |
| DAYS_LAST_PHONE_CHANGE | 更换电话相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 9.02 | 11.34 | 9.88 | 9.13 | 9.35 | |
| NAME_EDUCATION_TYPE | 最高教育程度 | String | Home Credit 2018 application_{train|test}.csv | 9.15 | 8.44 | 7.46 | 9.91 | 8.96 | |
| AMT_GOODS_PRICE | 贷款对应商品价格 | Float64 | Home Credit 2018 application_{train|test}.csv | 8.42 | 10.11 | 8.89 | 9.24 | 8.63 | |
| FLOORSMAX_MEDI | 最高楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 8.65 | 9.24 | 6.88 | 8.10 | 8.48 | |
| FLOORSMAX_AVG | 最高楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 8.63 | 9.28 | 6.90 | 8.09 | 8.48 | |
| FLOORSMAX_MODE | 最高楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 8.63 | 9.17 | 6.84 | 8.14 | 8.46 | |
| DAYS_ID_PUBLISH | 变更身份证件相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 8.41 | 7.93 | 8.76 | 8.96 | 8.45 | |
| TOTALAREA_MODE | 建筑总面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 8.38 | 8.43 | 7.22 | 7.95 | 8.23 | |
| APARTMENTS_AVG | 建筑公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 8.24 | 8.57 | 6.66 | 7.38 | 8.03 | |
| APARTMENTS_MEDI | 建筑公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 8.24 | 8.58 | 6.58 | 7.34 | 8.02 | |
| LIVINGAREA_AVG | 居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 8.13 | 9.06 | 6.65 | 7.46 | 8.01 | |
| LIVINGAREA_MEDI | 居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 8.12 | 9.06 | 6.59 | 7.40 | 7.99 | |
| LIVINGAREA_MODE | 居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 8.06 | 8.76 | 6.58 | 7.44 | 7.93 | |
| APARTMENTS_MODE | 建筑公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 8.10 | 8.27 | 6.70 | 7.54 | 7.92 | |
| 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 | 8.05 | 7.11 | 7.13 | 8.22 | 7.88 | |
| EMERGENCYSTATE_MODE | 建筑状态信息众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 7.91 | 7.61 | 6.70 | 7.67 | 7.74 | |
| WALLSMATERIAL_MODE | 墙体材料众数 | String | Home Credit 2018 application_{train|test}.csv | 7.79 | 7.32 | 6.44 | 7.80 | 7.61 | |
| ENTRANCES_MODE | 入口数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 7.64 | 7.53 | 6.29 | 7.65 | 7.50 | |
| ENTRANCES_AVG | 入口数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 7.64 | 7.53 | 6.29 | 7.65 | 7.50 | |
| ENTRANCES_MEDI | 入口数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 7.64 | 7.53 | 6.29 | 7.65 | 7.50 | |
| HOUSETYPE_MODE | 住房类型众数 | String | Home Credit 2018 application_{train|test}.csv | 7.61 | 7.65 | 6.39 | 7.32 | 7.45 | |
| 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 | 7.60 | 8.06 | 6.23 | 7.35 | 7.44 | |
| YEARS_BEGINEXPLUATATION_MODE | 建筑开始使用年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 7.60 | 8.01 | 6.23 | 7.35 | 7.44 | |
| YEARS_BEGINEXPLUATATION_AVG | 建筑开始使用年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 7.60 | 8.00 | 6.23 | 7.35 | 7.44 | |
| FLAG_DOCUMENT_3 | 是否提供文件 3 | Int64 | Home Credit 2018 application_{train|test}.csv | 7.28 | 6.15 | 9.28 | 7.65 | 7.39 | |
| ELEVATORS_MEDI | 电梯数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 7.51 | 7.16 | 6.53 | 7.52 | 7.38 | |
| ELEVATORS_AVG | 电梯数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 7.51 | 7.16 | 6.53 | 7.52 | 7.38 | |
| ELEVATORS_MODE | 电梯数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 7.51 | 7.16 | 6.53 | 7.52 | 7.38 | |
| ORGANIZATION_TYPE | 工作单位类型 | String | Home Credit 2018 application_{train|test}.csv | 7.20 | 7.43 | 6.72 | 7.75 | 7.19 | |
| NONLIVINGAREA_AVG | 非居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 7.21 | 7.35 | 6.06 | 7.61 | 7.15 | |
| NONLIVINGAREA_MEDI | 非居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 7.21 | 7.35 | 6.06 | 7.61 | 7.15 | |
| NONLIVINGAREA_MODE | 非居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 7.21 | 7.35 | 6.06 | 7.61 | 7.15 | |
| BASEMENTAREA_AVG | 地下室面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 6.75 | 6.79 | 5.26 | 6.89 | 6.62 | |
| BASEMENTAREA_MODE | 地下室面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 6.75 | 6.79 | 5.26 | 6.89 | 6.62 | |
| BASEMENTAREA_MEDI | 地下室面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 6.75 | 6.79 | 5.26 | 6.89 | 6.62 | |
| FLAG_EMP_PHONE | 是否提供工作电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 6.52 | 6.00 | 6.57 | 6.64 | 6.49 | |
| REGION_RATING_CLIENT | 居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 6.28 | 7.09 | 6.50 | 6.63 | 6.42 | |
| REGION_RATING_CLIENT_W_CITY | 考虑城市的居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 6.22 | 7.30 | 6.25 | 6.90 | 6.40 | |
| AMT_ANNUITY | 贷款年金 | Float64 | Home Credit 2018 application_{train|test}.csv | 6.48 | 6.60 | 4.49 | 5.44 | 6.20 | |
| NAME_FAMILY_STATUS | 家庭状态 | String | Home Credit 2018 application_{train|test}.csv | 6.20 | 5.65 | 5.79 | 5.85 | 6.00 | |
| DAYS_REGISTRATION | 变更登记相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 6.14 | 6.21 | 6.77 | 5.17 | 6.00 | |
| LANDAREA_AVG | 土地面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.98 | 6.38 | 5.01 | 6.45 | 5.98 | |
| LANDAREA_MEDI | 土地面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.98 | 6.38 | 5.01 | 6.45 | 5.98 | |
| LANDAREA_MODE | 土地面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.98 | 6.38 | 5.01 | 6.45 | 5.98 | |
| YEARS_BUILD_MEDI | 建筑建成年限归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.41 | 6.51 | 5.19 | 4.92 | 5.45 | |
| YEARS_BUILD_AVG | 建筑建成年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.41 | 6.51 | 5.19 | 4.92 | 5.45 | |
| YEARS_BUILD_MODE | 建筑建成年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.41 | 6.51 | 5.19 | 4.92 | 5.45 | |
| FLOORSMIN_MEDI | 最低楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.39 | 6.80 | 5.30 | 4.56 | 5.44 | |
| FLOORSMIN_MODE | 最低楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.38 | 6.85 | 5.21 | 4.43 | 5.42 | |
| FLOORSMIN_AVG | 最低楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.28 | 6.73 | 5.27 | 4.52 | 5.35 | |
| LIVINGAPARTMENTS_AVG | 居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.18 | 6.68 | 4.33 | 5.26 | 5.15 | |
| LIVINGAPARTMENTS_MEDI | 居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.17 | 6.64 | 4.33 | 5.26 | 5.13 | |
| REGION_POPULATION_RELATIVE | 居住地区归一化人口规模 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.21 | 5.23 | 4.35 | 5.13 | 5.10 | |
| LIVINGAPARTMENTS_MODE | 居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.04 | 6.54 | 4.33 | 5.26 | 5.05 | |
| OWN_CAR_AGE | 汽车年龄 | Float64 | Home Credit 2018 application_{train|test}.csv | 5.05 | 5.45 | 4.69 | 4.93 | 5.04 | |
| FONDKAPREMONT_MODE | 建筑信息 FONDKAPREMONT 众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 4.95 | 5.85 | 4.64 | 5.17 | 5.03 | |
| 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 5.02 | 4.20 | 4.96 | 5.09 | 4.93 | |
| NONLIVINGAPARTMENTS_AVG | 非居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 4.82 | 5.20 | 4.08 | 4.74 | 4.78 | |
| NONLIVINGAPARTMENTS_MEDI | 非居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 4.82 | 5.20 | 4.08 | 4.74 | 4.78 | |
| NONLIVINGAPARTMENTS_MODE | 非居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 4.82 | 5.20 | 4.08 | 4.74 | 4.78 | |
| COMMONAREA_MODE | 公共区域面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 4.78 | 5.29 | 3.87 | 4.56 | 4.72 | |
| COMMONAREA_AVG | 公共区域面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 4.78 | 5.29 | 3.87 | 4.62 | 4.72 | |
| COMMONAREA_MEDI | 公共区域面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 4.78 | 5.29 | 3.87 | 4.66 | 4.72 | |
| 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 | 4.75 | 4.11 | 3.77 | 4.61 | 4.58 | |
| 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 | 4.38 | 3.74 | 4.37 | 4.98 | 4.37 | |
| 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 | 4.30 | 4.06 | 3.60 | 4.01 | 4.18 | |
| 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 | 4.14 | 3.79 | 3.86 | 4.59 | 4.12 | |
| 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 | 4.14 | 3.79 | 3.86 | 4.59 | 4.12 | |
| 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 | 4.14 | 3.79 | 3.86 | 4.59 | 4.12 | |
| 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 | 4.14 | 3.79 | 3.86 | 4.59 | 4.12 | |
| 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 | 4.14 | 3.79 | 3.86 | 4.59 | 4.12 | |
| FLAG_PHONE | 是否提供家庭电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 3.80 | 3.35 | 3.57 | 5.78 | 3.93 | |
| FLAG_OWN_CAR | 是否拥有汽车 | String | Home Credit 2018 application_{train|test}.csv | 3.71 | 4.22 | 3.90 | 3.94 | 3.80 | |
| AMT_INCOME_TOTAL | 客户收入 | Float64 | Home Credit 2018 application_{train|test}.csv | 3.79 | 3.98 | 3.24 | 3.07 | 3.61 | |
| NAME_HOUSING_TYPE | 居住情况 | String | Home Credit 2018 application_{train|test}.csv | 3.53 | 2.74 | 3.79 | 4.08 | 3.49 | |
| CNT_CHILDREN | 子女人数 | Int64 | Home Credit 2018 application_{train|test}.csv | 3.18 | 4.40 | 4.95 | 2.53 | 3.41 | |
| CNT_FAM_MEMBERS | 家庭成员人数 | Float64 | Home Credit 2018 application_{train|test}.csv | 3.28 | 3.84 | 4.42 | 2.83 | 3.40 | |
| NAME_CONTRACT_TYPE | 贷款合同类型 | String | Home Credit 2018 application_{train|test}.csv | 3.27 | 3.11 | 3.63 | 3.67 | 3.33 | |
| HOUR_APPR_PROCESS_START | 申请大致小时 | Int64 | Home Credit 2018 application_{train|test}.csv | 2.92 | 5.20 | 3.87 | 3.06 | 3.08 | |
| FLAG_DOCUMENT_6 | 是否提供文件 6 | Int64 | Home Credit 2018 application_{train|test}.csv | 2.99 | 2.80 | 3.19 | 2.89 | 2.98 | |
| 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 | 1.98 | 0.95 | 1.12 | 0.41 | 1.63 | |
| 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 | 1.96 | 0.92 | 1.02 | 0.52 | 1.62 | |
| NAME_TYPE_SUITE | 申请时陪同人员类型 | String | Home Credit 2018 application_{train|test}.csv | 1.33 | 1.32 | 2.01 | 1.27 | 1.37 | |
| FLAG_OWN_REALTY | 是否拥有住宅 | String | Home Credit 2018 application_{train|test}.csv | 0.91 | 0.02 | 2.79 | 1.39 | 1.04 | |
| WEEKDAY_APPR_PROCESS_START | 申请星期 | String | Home Credit 2018 application_{train|test}.csv | 1.12 | 0.55 | 2.37 | 1.83 | 0.92 | |
| FLAG_DOCUMENT_8 | 是否提供文件 8 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.76 | 0.06 | 1.78 | 1.16 | 0.81 | |
| 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 | 0.29 | 0.90 | 1.35 | 1.31 | 0.56 | |
| FLAG_DOCUMENT_16 | 是否提供文件 16 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.40 | 0.47 | 0.41 | 0.57 | 0.42 | |
| FLAG_DOCUMENT_18 | 是否提供文件 18 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.30 | 0.25 | 0.14 | 0.10 | 0.26 | |
| FLAG_DOCUMENT_13 | 是否提供文件 13 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.29 | 0.29 | 0.03 | 0.16 | 0.25 | |
| 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 | 0.12 | 0.02 | 0.89 | 0.79 | 0.25 | |
| 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 | 0.07 | 0.59 | 0.41 | 0.53 | 0.20 | |
| 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 | 0.17 | 0.33 | 0.27 | 0.24 | 0.20 | |
| 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 | 0.17 | 0.33 | 0.27 | 0.24 | 0.20 | |
| FLAG_DOCUMENT_14 | 是否提供文件 14 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.18 | 0.02 | 0.31 | 0.28 | 0.19 | |
| FLAG_EMAIL | 是否提供电子邮箱 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.13 | 0.03 | 0.18 | 0.74 | 0.15 | |
| FLAG_DOCUMENT_9 | 是否提供文件 9 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.08 | 0.23 | 0.13 | 0.04 | 0.10 | |
| FLAG_DOCUMENT_11 | 是否提供文件 11 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.14 | 0.06 | 0.15 | 0.08 | 0.10 | |
| FLAG_DOCUMENT_15 | 是否提供文件 15 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.07 | 0.13 | 0.13 | 0.10 | 0.08 | |
| FLAG_DOCUMENT_21 | 是否提供文件 21 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.04 | 0.03 | 0.01 | 0.04 | 0.02 | |
| FLAG_DOCUMENT_17 | 是否提供文件 17 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.03 | 0.03 | 0.01 | 0.01 | 0.02 | |
| FLAG_DOCUMENT_5 | 是否提供文件 5 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.05 | 0.07 | 0.37 | 0.04 | 0.01 | |
| FLAG_DOCUMENT_2 | 是否提供文件 2 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.00 | 0.04 | 0.00 | 0.01 | |
| FLAG_DOCUMENT_19 | 是否提供文件 19 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.06 | 0.02 | 0.04 | 0.01 | |
| FLAG_DOCUMENT_4 | 是否提供文件 4 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.01 | 0.01 | 0.00 | 0.01 | |
| FLAG_DOCUMENT_7 | 是否提供文件 7 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.02 | 0.02 | 0.10 | 0.02 | 0.01 | |
| FLAG_CONT_MOBILE | 手机是否可联系 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.00 | 0.13 | 0.12 | 0.01 | |
| FLAG_DOCUMENT_10 | 是否提供文件 10 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_DOCUMENT_20 | 是否提供文件 20 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.01 | 0.05 | 0.10 | 0.02 | 0.00 | |
| FLAG_DOCUMENT_12 | 是否提供文件 12 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| FLAG_MOBIL | 是否提供手机号码 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| FLAG_DOCUMENT_2 | 是否提供文件 2 | Int64 | Home Credit 2018 application_{train|test}.csv | 3.36 | 1.00 | 13.15 | 1.00 | 3.81 | |
| NAME_INCOME_TYPE | 收入类型 | String | Home Credit 2018 application_{train|test}.csv | 3.08 | 1.17 | 1.15 | 2.48 | 2.25 | |
| EXT_SOURCE_3 | 外部来源分 3 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.86 | 1.94 | 1.83 | 1.87 | 1.87 | |
| EXT_SOURCE_2 | 外部来源分 2 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.77 | 1.74 | 1.78 | 1.81 | 1.77 | |
| FLAG_DOCUMENT_21 | 是否提供文件 21 | Int64 | Home Credit 2018 application_{train|test}.csv | 2.11 | 1.00 | 1.46 | 1.00 | 1.68 | |
| EXT_SOURCE_1 | 外部来源分 1 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.68 | 1.69 | 1.70 | 1.64 | 1.68 | |
| NAME_HOUSING_TYPE | 居住情况 | String | Home Credit 2018 application_{train|test}.csv | 1.51 | 1.42 | 1.55 | 1.75 | 1.53 | |
| 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 | 1.52 | 1.44 | 1.51 | 1.58 | 1.51 | |
| REGION_RATING_CLIENT_W_CITY | 考虑城市的居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.40 | 1.47 | 1.39 | 1.44 | 1.41 | |
| REGION_RATING_CLIENT | 居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.37 | 1.41 | 1.37 | 1.38 | 1.38 | |
| DAYS_BIRTH | 申请时年龄天数(原始值) | Int64 | Home Credit 2018 application_{train|test}.csv | 1.36 | 1.35 | 1.36 | 1.38 | 1.36 | |
| DAYS_EMPLOYED | 开始当前工作相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.36 | 1.37 | 1.32 | 1.38 | 1.36 | |
| NAME_EDUCATION_TYPE | 最高教育程度 | String | Home Credit 2018 application_{train|test}.csv | 1.37 | 1.19 | 1.51 | 1.24 | 1.35 | |
| 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 | 1.32 | 1.28 | 1.28 | 1.33 | 1.31 | |
| OCCUPATION_TYPE | 职业类型 | String | Home Credit 2018 application_{train|test}.csv | 1.31 | 1.30 | 1.29 | 1.36 | 1.31 | |
| 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 | 1.28 | 1.26 | 1.27 | 1.32 | 1.28 | |
| 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 | 1.28 | 1.26 | 1.27 | 1.32 | 1.28 | |
| 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 | 1.28 | 1.26 | 1.27 | 1.32 | 1.28 | |
| 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 | 1.28 | 1.26 | 1.27 | 1.32 | 1.28 | |
| 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 | 1.28 | 1.26 | 1.27 | 1.32 | 1.28 | |
| 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 1.28 | 1.26 | 1.27 | 1.32 | 1.28 | |
| ORGANIZATION_TYPE | 工作单位类型 | String | Home Credit 2018 application_{train|test}.csv | 1.28 | 1.29 | 1.18 | 1.20 | 1.26 | |
| CODE_GENDER | 客户性别 | String | Home Credit 2018 application_{train|test}.csv | 1.25 | 1.25 | 1.25 | 1.29 | 1.26 | |
| HOUSETYPE_MODE | 住房类型众数 | String | Home Credit 2018 application_{train|test}.csv | 1.17 | 1.90 | 1.68 | 1.36 | 1.26 | |
| 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 | 1.24 | 1.21 | 1.20 | 1.24 | 1.23 | |
| NAME_FAMILY_STATUS | 家庭状态 | String | Home Credit 2018 application_{train|test}.csv | 1.26 | 1.26 | 1.23 | 1.25 | 1.23 | |
| DAYS_ID_PUBLISH | 变更身份证件相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.22 | 1.22 | 1.31 | 1.19 | 1.23 | |
| WALLSMATERIAL_MODE | 墙体材料众数 | String | Home Credit 2018 application_{train|test}.csv | 1.21 | 1.13 | 1.12 | 1.38 | 1.20 | |
| 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 | 1.20 | 1.19 | 1.17 | 1.19 | 1.19 | |
| EMERGENCYSTATE_MODE | 建筑状态信息众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 1.15 | 1.20 | 1.44 | 1.22 | 1.19 | |
| DAYS_LAST_PHONE_CHANGE | 更换电话相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.17 | 1.22 | 1.25 | 1.19 | 1.18 | |
| NAME_TYPE_SUITE | 申请时陪同人员类型 | String | Home Credit 2018 application_{train|test}.csv | 1.16 | 1.33 | 1.02 | 1.30 | 1.16 | |
| AMT_GOODS_PRICE | 贷款对应商品价格 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.16 | 1.22 | 1.58 | 1.18 | 1.16 | |
| 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 | 1.07 | 1.01 | 1.52 | 1.50 | 1.15 | |
| AMT_ANNUITY | 贷款年金 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.20 | 1.15 | 1.12 | 1.15 | |
| TOTALAREA_MODE | 建筑总面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.15 | 1.14 | 1.13 | 1.14 | 1.14 | |
| YEARS_BEGINEXPLUATATION_AVG | 建筑开始使用年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.14 | 1.12 | 1.14 | 1.14 | |
| 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 | 1.14 | 1.14 | 1.12 | 1.14 | 1.14 | |
| YEARS_BEGINEXPLUATATION_MODE | 建筑开始使用年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.14 | 1.12 | 1.14 | 1.14 | |
| FLOORSMAX_AVG | 最高楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.16 | 1.12 | 1.13 | 1.14 | |
| FLOORSMAX_MEDI | 最高楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.15 | 1.12 | 1.13 | 1.14 | |
| FLOORSMAX_MODE | 最高楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.14 | 1.12 | 1.13 | 1.14 | |
| ENTRANCES_AVG | 入口数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.14 | 1.11 | 1.14 | 1.14 | |
| ENTRANCES_MEDI | 入口数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.14 | 1.11 | 1.14 | 1.14 | |
| ENTRANCES_MODE | 入口数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.14 | 1.11 | 1.14 | 1.14 | |
| APARTMENTS_AVG | 建筑公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.13 | 1.11 | 1.13 | 1.13 | |
| APARTMENTS_MEDI | 建筑公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.13 | 1.11 | 1.13 | 1.13 | |
| APARTMENTS_MODE | 建筑公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.13 | 1.11 | 1.13 | 1.13 | |
| LIVINGAREA_AVG | 居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.13 | 1.11 | 1.14 | 1.13 | |
| LIVINGAREA_MEDI | 居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.13 | 1.11 | 1.14 | 1.13 | |
| LIVINGAREA_MODE | 居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.14 | 1.13 | 1.11 | 1.14 | 1.13 | |
| DAYS_REGISTRATION | 变更登记相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.13 | 1.13 | 1.14 | 1.10 | 1.13 | |
| ELEVATORS_AVG | 电梯数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.13 | 1.12 | 1.11 | 1.13 | 1.13 | |
| ELEVATORS_MEDI | 电梯数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.13 | 1.12 | 1.11 | 1.13 | 1.13 | |
| ELEVATORS_MODE | 电梯数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.13 | 1.12 | 1.11 | 1.13 | 1.13 | |
| HOUR_APPR_PROCESS_START | 申请大致小时 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.12 | 1.15 | 1.17 | 1.10 | 1.12 | |
| OWN_CAR_AGE | 汽车年龄 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.13 | 1.12 | 1.08 | 1.09 | 1.12 | |
| NONLIVINGAREA_AVG | 非居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.12 | 1.12 | 1.10 | 1.13 | 1.12 | |
| NONLIVINGAREA_MEDI | 非居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.12 | 1.12 | 1.10 | 1.13 | 1.12 | |
| NONLIVINGAREA_MODE | 非居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.12 | 1.12 | 1.10 | 1.13 | 1.12 | |
| CNT_CHILDREN | 子女人数 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.10 | 1.14 | 1.15 | 1.08 | 1.10 | |
| BASEMENTAREA_AVG | 地下室面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.11 | 1.11 | 1.08 | 1.11 | 1.10 | |
| BASEMENTAREA_MEDI | 地下室面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.11 | 1.11 | 1.08 | 1.11 | 1.10 | |
| BASEMENTAREA_MODE | 地下室面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.11 | 1.11 | 1.08 | 1.11 | 1.10 | |
| 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 | 1.05 | 1.16 | 1.26 | 1.23 | 1.10 | |
| FLAG_DOCUMENT_3 | 是否提供文件 3 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.09 | 1.08 | 1.12 | 1.10 | 1.10 | |
| LANDAREA_AVG | 土地面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.09 | 1.10 | 1.08 | 1.10 | 1.09 | |
| LANDAREA_MEDI | 土地面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.09 | 1.10 | 1.08 | 1.10 | 1.09 | |
| LANDAREA_MODE | 土地面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.09 | 1.10 | 1.08 | 1.10 | 1.09 | |
| CNT_FAM_MEMBERS | 家庭成员人数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.08 | 1.13 | 1.14 | 1.06 | 1.09 | |
| REGION_POPULATION_RELATIVE | 居住地区归一化人口规模 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.09 | 1.13 | 1.07 | 1.14 | 1.09 | |
| FLOORSMIN_MEDI | 最低楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.07 | 1.22 | 1.07 | 1.06 | 1.08 | |
| YEARS_BUILD_AVG | 建筑建成年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.07 | 1.09 | 1.07 | 1.07 | 1.08 | |
| YEARS_BUILD_MEDI | 建筑建成年限归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.07 | 1.09 | 1.07 | 1.07 | 1.08 | |
| YEARS_BUILD_MODE | 建筑建成年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.07 | 1.09 | 1.07 | 1.07 | 1.08 | |
| FLOORSMIN_MODE | 最低楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.07 | 1.24 | 1.07 | 1.06 | 1.07 | |
| FLAG_EMP_PHONE | 是否提供工作电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.07 | 1.07 | 1.07 | 1.07 | 1.07 | |
| FLOORSMIN_AVG | 最低楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.07 | 1.20 | 1.07 | 1.06 | 1.07 | |
| LIVINGAPARTMENTS_AVG | 居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.07 | 1.13 | 1.06 | 1.07 | 1.07 | |
| LIVINGAPARTMENTS_MEDI | 居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.07 | 1.12 | 1.06 | 1.07 | 1.07 | |
| LIVINGAPARTMENTS_MODE | 居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.07 | 1.11 | 1.06 | 1.07 | 1.07 | |
| FONDKAPREMONT_MODE | 建筑信息 FONDKAPREMONT 众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 1.07 | 1.08 | 1.06 | 1.07 | 1.07 | |
| AMT_INCOME_TOTAL | 客户收入 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.06 | 1.09 | 1.08 | 1.06 | 1.07 | |
| NONLIVINGAPARTMENTS_AVG | 非居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.06 | 1.07 | 1.05 | 1.06 | 1.06 | |
| NONLIVINGAPARTMENTS_MEDI | 非居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.06 | 1.07 | 1.05 | 1.06 | 1.06 | |
| NONLIVINGAPARTMENTS_MODE | 非居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.06 | 1.07 | 1.05 | 1.06 | 1.06 | |
| COMMONAREA_AVG | 公共区域面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.06 | 1.07 | 1.05 | 1.06 | 1.06 | |
| COMMONAREA_MEDI | 公共区域面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.06 | 1.07 | 1.05 | 1.06 | 1.06 | |
| COMMONAREA_MODE | 公共区域面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.06 | 1.07 | 1.05 | 1.06 | 1.06 | |
| FLAG_OWN_CAR | 是否拥有汽车 | String | Home Credit 2018 application_{train|test}.csv | 1.05 | 1.06 | 1.05 | 1.05 | 1.05 | |
| FLAG_PHONE | 是否提供家庭电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.05 | 1.04 | 1.05 | 1.07 | 1.05 | |
| 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 | 1.06 | 1.03 | 1.03 | 1.02 | 1.05 | |
| 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 | 1.06 | 1.03 | 1.03 | 1.01 | 1.05 | |
| 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 | 1.02 | 1.13 | 1.10 | 1.12 | 1.05 | |
| WEEKDAY_APPR_PROCESS_START | 申请星期 | String | Home Credit 2018 application_{train|test}.csv | 1.06 | 1.03 | 1.07 | 1.08 | 1.03 | |
| NAME_CONTRACT_TYPE | 贷款合同类型 | String | Home Credit 2018 application_{train|test}.csv | 1.03 | 1.03 | 1.04 | 1.04 | 1.03 | |
| FLAG_DOCUMENT_20 | 是否提供文件 20 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 3.29 | 1.31 | 1.03 | |
| FLAG_OWN_REALTY | 是否拥有住宅 | String | Home Credit 2018 application_{train|test}.csv | 1.03 | 1.00 | 1.08 | 1.04 | 1.03 | |
| FLAG_DOCUMENT_6 | 是否提供文件 6 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.03 | 1.03 | 1.03 | 1.03 | 1.03 | |
| FLAG_DOCUMENT_8 | 是否提供文件 8 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.01 | 1.01 | 1.02 | 1.01 | 1.01 | |
| FLAG_DOCUMENT_16 | 是否提供文件 16 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.01 | 1.00 | |
| FLAG_DOCUMENT_18 | 是否提供文件 18 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_13 | 是否提供文件 13 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_14 | 是否提供文件 14 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_EMAIL | 是否提供电子邮箱 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.03 | 1.01 | 1.00 | |
| FLAG_DOCUMENT_9 | 是否提供文件 9 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_11 | 是否提供文件 11 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.15 | 1.00 | 1.15 | 1.00 | |
| FLAG_DOCUMENT_15 | 是否提供文件 15 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_17 | 是否提供文件 17 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.32 | 1.24 | 1.00 | |
| FLAG_DOCUMENT_5 | 是否提供文件 5 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.03 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_19 | 是否提供文件 19 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_4 | 是否提供文件 4 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_7 | 是否提供文件 7 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 3.29 | 1.00 | 1.00 | |
| FLAG_CONT_MOBILE | 手机是否可联系 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.55 | 1.00 | |
| FLAG_DOCUMENT_10 | 是否提供文件 10 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_12 | 是否提供文件 12 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_MOBIL | 是否提供手机号码 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| EXT_SOURCE_3 | 外部来源分 3 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.65 | 0.66 | 0.65 | 0.65 | 0.65 | |
| EXT_SOURCE_2 | 外部来源分 2 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.64 | 0.64 | 0.64 | 0.64 | 0.64 | |
| EXT_SOURCE_1 | 外部来源分 1 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.59 | 0.58 | 0.59 | 0.58 | 0.59 | |
| DAYS_BIRTH | 申请时年龄天数(原始值) | Int64 | Home Credit 2018 application_{train|test}.csv | 0.58 | 0.58 | 0.58 | 0.58 | 0.58 | |
| DAYS_EMPLOYED | 开始当前工作相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.57 | 0.57 | 0.57 | 0.58 | 0.57 | |
| OCCUPATION_TYPE | 职业类型 | String | Home Credit 2018 application_{train|test}.csv | 0.56 | 0.56 | 0.56 | 0.56 | 0.56 | |
| NAME_INCOME_TYPE | 收入类型 | String | Home Credit 2018 application_{train|test}.csv | 0.56 | 0.56 | 0.55 | 0.57 | 0.56 | |
| DAYS_LAST_PHONE_CHANGE | 更换电话相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.57 | 0.56 | 0.55 | 0.55 | |
| AMT_GOODS_PRICE | 贷款对应商品价格 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.56 | 0.56 | 0.56 | 0.55 | |
| DAYS_ID_PUBLISH | 变更身份证件相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.56 | 0.55 | 0.55 | |
| ORGANIZATION_TYPE | 工作单位类型 | String | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.55 | 0.56 | 0.55 | |
| REGION_RATING_CLIENT_W_CITY | 考虑城市的居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.54 | 0.55 | 0.55 | |
| REGION_RATING_CLIENT | 居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.54 | 0.55 | 0.55 | |
| CODE_GENDER | 客户性别 | String | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.55 | 0.55 | 0.55 | |
| TOTALAREA_MODE | 建筑总面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.54 | 0.55 | 0.55 | |
| FLOORSMAX_AVG | 最高楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.54 | 0.55 | 0.55 | |
| FLOORSMAX_MEDI | 最高楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.54 | 0.55 | 0.55 | |
| FLOORSMAX_MODE | 最高楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.54 | 0.55 | 0.55 | |
| NAME_EDUCATION_TYPE | 最高教育程度 | String | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.54 | 0.54 | 0.55 | 0.55 | |
| LIVINGAREA_AVG | 居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.54 | 0.54 | 0.55 | |
| LIVINGAREA_MEDI | 居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.54 | 0.54 | 0.55 | |
| LIVINGAREA_MODE | 居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.54 | 0.54 | 0.55 | |
| APARTMENTS_AVG | 建筑公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.54 | 0.54 | 0.54 | |
| APARTMENTS_MEDI | 建筑公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.55 | 0.54 | 0.54 | 0.54 | |
| APARTMENTS_MODE | 建筑公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.55 | 0.54 | 0.54 | 0.54 | 0.54 | |
| 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 | 0.54 | 0.55 | 0.54 | 0.54 | 0.54 | |
| YEARS_BEGINEXPLUATATION_AVG | 建筑开始使用年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.55 | 0.54 | 0.54 | 0.54 | |
| YEARS_BEGINEXPLUATATION_MODE | 建筑开始使用年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.55 | 0.54 | 0.54 | 0.54 | |
| ENTRANCES_MEDI | 入口数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.54 | 0.54 | 0.54 | |
| ELEVATORS_AVG | 电梯数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.54 | 0.54 | 0.54 | |
| ENTRANCES_AVG | 入口数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.54 | 0.54 | 0.54 | |
| ELEVATORS_MEDI | 电梯数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.54 | 0.54 | 0.54 | |
| WALLSMATERIAL_MODE | 墙体材料众数 | String | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.53 | 0.54 | 0.54 | |
| ELEVATORS_MODE | 电梯数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.54 | 0.54 | 0.54 | |
| ENTRANCES_MODE | 入口数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.54 | 0.54 | 0.54 | |
| 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 | 0.54 | 0.54 | 0.54 | 0.54 | 0.54 | |
| EMERGENCYSTATE_MODE | 建筑状态信息众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.53 | 0.54 | 0.54 | |
| DAYS_REGISTRATION | 变更登记相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.54 | 0.53 | 0.54 | |
| NONLIVINGAREA_MODE | 非居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.53 | 0.54 | 0.54 | |
| NONLIVINGAREA_AVG | 非居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.53 | 0.54 | 0.54 | |
| NONLIVINGAREA_MEDI | 非居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.53 | 0.54 | 0.54 | |
| HOUSETYPE_MODE | 住房类型众数 | String | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.53 | 0.54 | 0.54 | |
| FLAG_DOCUMENT_3 | 是否提供文件 3 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.53 | 0.55 | 0.54 | 0.54 | |
| BASEMENTAREA_AVG | 地下室面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.53 | 0.54 | 0.54 | |
| BASEMENTAREA_MEDI | 地下室面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.53 | 0.54 | 0.54 | |
| BASEMENTAREA_MODE | 地下室面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.53 | 0.54 | 0.54 | |
| NAME_FAMILY_STATUS | 家庭状态 | String | Home Credit 2018 application_{train|test}.csv | 0.54 | 0.54 | 0.53 | 0.53 | 0.54 | |
| AMT_ANNUITY | 贷款年金 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.54 | 0.53 | 0.53 | 0.53 | |
| 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.53 | 0.53 | 0.53 | 0.53 | |
| LANDAREA_AVG | 土地面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.54 | 0.53 | 0.53 | 0.53 | |
| FLAG_EMP_PHONE | 是否提供工作电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.53 | 0.53 | 0.53 | 0.53 | |
| LANDAREA_MEDI | 土地面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.54 | 0.53 | 0.53 | 0.53 | |
| LANDAREA_MODE | 土地面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.54 | 0.53 | 0.53 | 0.53 | |
| REGION_POPULATION_RELATIVE | 居住地区归一化人口规模 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.53 | 0.53 | 0.53 | 0.53 | |
| YEARS_BUILD_MEDI | 建筑建成年限归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.53 | 0.53 | 0.53 | 0.53 | |
| YEARS_BUILD_AVG | 建筑建成年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.53 | 0.53 | 0.53 | 0.53 | |
| OWN_CAR_AGE | 汽车年龄 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.53 | 0.53 | 0.53 | 0.53 | |
| YEARS_BUILD_MODE | 建筑建成年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.53 | 0.53 | 0.53 | 0.53 | |
| FLOORSMIN_MEDI | 最低楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.54 | 0.53 | 0.53 | 0.53 | |
| FLOORSMIN_MODE | 最低楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.54 | 0.53 | 0.53 | 0.53 | |
| FLOORSMIN_AVG | 最低楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.54 | 0.53 | 0.53 | 0.53 | |
| LIVINGAPARTMENTS_AVG | 居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.54 | 0.52 | 0.53 | 0.53 | |
| LIVINGAPARTMENTS_MEDI | 居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.54 | 0.52 | 0.53 | 0.53 | |
| LIVINGAPARTMENTS_MODE | 居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.53 | 0.52 | 0.53 | 0.53 | |
| FONDKAPREMONT_MODE | 建筑信息 FONDKAPREMONT 众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.53 | 0.52 | 0.53 | 0.53 | |
| COMMONAREA_MEDI | 公共区域面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.53 | 0.52 | 0.52 | 0.53 | |
| COMMONAREA_AVG | 公共区域面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.53 | 0.52 | 0.52 | 0.53 | |
| COMMONAREA_MODE | 公共区域面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.53 | 0.53 | 0.52 | 0.52 | 0.52 | |
| NONLIVINGAPARTMENTS_AVG | 非居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.52 | 0.53 | 0.52 | 0.52 | 0.52 | |
| NONLIVINGAPARTMENTS_MEDI | 非居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.52 | 0.53 | 0.52 | 0.52 | 0.52 | |
| NONLIVINGAPARTMENTS_MODE | 非居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.52 | 0.53 | 0.52 | 0.52 | 0.52 | |
| 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 | 0.52 | 0.52 | 0.52 | 0.52 | 0.52 | |
| 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 | 0.52 | 0.52 | 0.52 | 0.52 | 0.52 | |
| HOUR_APPR_PROCESS_START | 申请大致小时 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.52 | 0.53 | 0.52 | 0.52 | 0.52 | |
| AMT_INCOME_TOTAL | 客户收入 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.52 | 0.52 | 0.52 | 0.52 | 0.52 | |
| 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 | 0.52 | 0.52 | 0.52 | 0.52 | 0.52 | |
| 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 | 0.52 | 0.52 | 0.52 | 0.52 | 0.52 | |
| 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 | 0.52 | 0.52 | 0.52 | 0.52 | 0.52 | |
| 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 | 0.52 | 0.52 | 0.52 | 0.52 | 0.52 | |
| 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 | 0.52 | 0.52 | 0.52 | 0.52 | 0.52 | |
| 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 | 0.52 | 0.52 | 0.52 | 0.52 | 0.52 | |
| FLAG_PHONE | 是否提供家庭电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.52 | 0.52 | 0.52 | 0.53 | 0.52 | |
| FLAG_OWN_CAR | 是否拥有汽车 | String | Home Credit 2018 application_{train|test}.csv | 0.52 | 0.52 | 0.52 | 0.52 | 0.52 | |
| CNT_FAM_MEMBERS | 家庭成员人数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.52 | 0.52 | 0.53 | 0.51 | 0.52 | |
| NAME_HOUSING_TYPE | 居住情况 | String | Home Credit 2018 application_{train|test}.csv | 0.52 | 0.52 | 0.52 | 0.52 | 0.52 | |
| CNT_CHILDREN | 子女人数 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.52 | 0.52 | 0.52 | 0.51 | 0.52 | |
| NAME_CONTRACT_TYPE | 贷款合同类型 | String | Home Credit 2018 application_{train|test}.csv | 0.52 | 0.52 | 0.52 | 0.52 | 0.52 | |
| FLAG_DOCUMENT_6 | 是否提供文件 6 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.51 | 0.51 | 0.52 | 0.51 | 0.51 | |
| 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 | 0.51 | 0.51 | 0.51 | 0.50 | 0.51 | |
| 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 | 0.51 | 0.51 | 0.51 | 0.50 | 0.51 | |
| NAME_TYPE_SUITE | 申请时陪同人员类型 | String | Home Credit 2018 application_{train|test}.csv | 0.51 | 0.51 | 0.51 | 0.51 | 0.51 | |
| WEEKDAY_APPR_PROCESS_START | 申请星期 | String | Home Credit 2018 application_{train|test}.csv | 0.51 | 0.50 | 0.51 | 0.51 | 0.51 | |
| FLAG_OWN_REALTY | 是否拥有住宅 | String | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.51 | 0.51 | 0.51 | |
| FLAG_DOCUMENT_8 | 是否提供文件 8 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.51 | 0.51 | 0.50 | |
| 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 | 0.50 | 0.50 | 0.51 | 0.51 | 0.50 | |
| FLAG_DOCUMENT_16 | 是否提供文件 16 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_18 | 是否提供文件 18 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_13 | 是否提供文件 13 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| 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 | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| 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 | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| 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 | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| 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 | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_14 | 是否提供文件 14 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_EMAIL | 是否提供电子邮箱 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_9 | 是否提供文件 9 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_11 | 是否提供文件 11 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_15 | 是否提供文件 15 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_21 | 是否提供文件 21 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_17 | 是否提供文件 17 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_5 | 是否提供文件 5 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_2 | 是否提供文件 2 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_19 | 是否提供文件 19 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_4 | 是否提供文件 4 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_7 | 是否提供文件 7 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_CONT_MOBILE | 手机是否可联系 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_10 | 是否提供文件 10 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_20 | 是否提供文件 20 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_DOCUMENT_12 | 是否提供文件 12 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | |
| FLAG_MOBIL | 是否提供手机号码 | Int64 | Home Credit 2018 application_{train|test}.csv | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 |
| AMT_ANNUITY | 贷款年金 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| AMT_GOODS_PRICE | 贷款对应商品价格 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.80 | 0.80 | 1.00 | 1.00 | 1.00 | |
| AMT_INCOME_TOTAL | 客户收入 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.80 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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) | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| APARTMENTS_AVG | 建筑公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.80 | 1.00 | 0.80 | 1.00 | |
| APARTMENTS_MEDI | 建筑公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.80 | 1.00 | 1.00 | 1.00 | |
| APARTMENTS_MODE | 建筑公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.80 | 1.00 | 0.80 | 1.00 | |
| BASEMENTAREA_AVG | 地下室面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.80 | 0.20 | 0.40 | 1.00 | |
| BASEMENTAREA_MEDI | 地下室面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.60 | 0.20 | 0.40 | 1.00 | |
| BASEMENTAREA_MODE | 地下室面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.80 | 0.80 | 0.80 | 0.80 | 1.00 | |
| CNT_CHILDREN | 子女人数 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| CNT_FAM_MEMBERS | 家庭成员人数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 0.50 | 1.00 | |
| CODE_GENDER | 客户性别 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| COMMONAREA_AVG | 公共区域面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.20 | 0.20 | 0.80 | 1.00 | |
| COMMONAREA_MEDI | 公共区域面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.20 | 0.40 | 0.80 | 1.00 | |
| COMMONAREA_MODE | 公共区域面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.40 | 0.40 | 0.60 | 1.00 | |
| DAYS_BIRTH | 申请时年龄天数(原始值) | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| DAYS_EMPLOYED | 开始当前工作相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| DAYS_ID_PUBLISH | 变更身份证件相对申请的天数 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| DAYS_LAST_PHONE_CHANGE | 更换电话相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.80 | 1.00 | 0.80 | 1.00 | |
| DAYS_REGISTRATION | 变更登记相对申请的天数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.80 | 0.80 | 0.80 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| ELEVATORS_AVG | 电梯数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| ELEVATORS_MEDI | 电梯数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| ELEVATORS_MODE | 电梯数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| EMERGENCYSTATE_MODE | 建筑状态信息众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| ENTRANCES_AVG | 入口数量归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.80 | 0.00 | 1.00 | |
| ENTRANCES_MEDI | 入口数量归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.80 | 0.80 | 1.00 | |
| ENTRANCES_MODE | 入口数量归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.80 | 0.80 | 0.80 | 1.00 | |
| EXT_SOURCE_1 | 外部来源分 1 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| EXT_SOURCE_2 | 外部来源分 2 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| EXT_SOURCE_3 | 外部来源分 3 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_CONT_MOBILE | 手机是否可联系 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | -1.00 | 1.00 | -1.00 | 1.00 | |
| FLAG_DOCUMENT_10 | 是否提供文件 10 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_11 | 是否提供文件 11 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | -1.00 | 1.00 | -1.00 | 1.00 | |
| FLAG_DOCUMENT_12 | 是否提供文件 12 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_13 | 是否提供文件 13 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_14 | 是否提供文件 14 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_15 | 是否提供文件 15 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_16 | 是否提供文件 16 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_17 | 是否提供文件 17 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | -1.00 | -1.00 | 1.00 | |
| FLAG_DOCUMENT_18 | 是否提供文件 18 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_19 | 是否提供文件 19 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_2 | 是否提供文件 2 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | -1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_20 | 是否提供文件 20 | Int64 | Home Credit 2018 application_{train|test}.csv | -1.00 | -1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_21 | 是否提供文件 21 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | -1.00 | 1.00 | -1.00 | 1.00 | |
| FLAG_DOCUMENT_3 | 是否提供文件 3 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_4 | 是否提供文件 4 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_5 | 是否提供文件 5 | Int64 | Home Credit 2018 application_{train|test}.csv | -1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_6 | 是否提供文件 6 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_7 | 是否提供文件 7 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | -1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_8 | 是否提供文件 8 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | -1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_DOCUMENT_9 | 是否提供文件 9 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_EMAIL | 是否提供电子邮箱 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | -1.00 | 1.00 | 1.00 | |
| FLAG_EMP_PHONE | 是否提供工作电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_MOBIL | 是否提供手机号码 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_OWN_CAR | 是否拥有汽车 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_OWN_REALTY | 是否拥有住宅 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLAG_PHONE | 是否提供家庭电话 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLOORSMAX_AVG | 最高楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLOORSMAX_MEDI | 最高楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLOORSMAX_MODE | 最高楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| FLOORSMIN_AVG | 最低楼层归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 0.80 | 1.00 | |
| FLOORSMIN_MEDI | 最低楼层归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.80 | 1.00 | 1.00 | 0.80 | 1.00 | |
| FLOORSMIN_MODE | 最低楼层归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.80 | 1.00 | 1.00 | 0.80 | 1.00 | |
| FONDKAPREMONT_MODE | 建筑信息 FONDKAPREMONT 众数(细项未公开) | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.20 | 0.80 | 1.00 | |
| HOUR_APPR_PROCESS_START | 申请大致小时 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.80 | 1.00 | 0.80 | 1.00 | |
| HOUSETYPE_MODE | 住房类型众数 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.50 | 0.50 | 1.00 | 1.00 | |
| LANDAREA_AVG | 土地面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.80 | 0.80 | 0.40 | 1.00 | |
| LANDAREA_MEDI | 土地面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.80 | 0.40 | 1.00 | |
| LANDAREA_MODE | 土地面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| LIVINGAPARTMENTS_AVG | 居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.80 | 1.00 | 1.00 | |
| LIVINGAPARTMENTS_MEDI | 居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.80 | 0.80 | 1.00 | |
| LIVINGAPARTMENTS_MODE | 居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.80 | 0.80 | 1.00 | |
| LIVINGAREA_AVG | 居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 0.80 | 1.00 | |
| LIVINGAREA_MEDI | 居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 0.80 | 1.00 | |
| LIVINGAREA_MODE | 居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 0.80 | 1.00 | |
| NAME_CONTRACT_TYPE | 贷款合同类型 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| NAME_EDUCATION_TYPE | 最高教育程度 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.80 | 1.00 | 1.00 | |
| NAME_FAMILY_STATUS | 家庭状态 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.80 | 0.80 | 0.80 | 1.00 | |
| NAME_HOUSING_TYPE | 居住情况 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.80 | 0.80 | 1.00 | 1.00 | |
| NAME_INCOME_TYPE | 收入类型 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.80 | 1.00 | 0.80 | 1.00 | |
| NAME_TYPE_SUITE | 申请时陪同人员类型 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | -0.20 | 0.20 | 1.00 | 1.00 | |
| NONLIVINGAPARTMENTS_AVG | 非居住公寓信息归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | -1.00 | 1.00 | |
| NONLIVINGAPARTMENTS_MEDI | 非居住公寓信息归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | -1.00 | 1.00 | 1.00 | |
| NONLIVINGAPARTMENTS_MODE | 非居住公寓信息归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| NONLIVINGAREA_AVG | 非居住面积归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.50 | 1.00 | 1.00 | |
| NONLIVINGAREA_MEDI | 非居住面积归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | -0.50 | 1.00 | 1.00 | |
| NONLIVINGAREA_MODE | 非居住面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| OCCUPATION_TYPE | 职业类型 | String | Home Credit 2018 application_{train|test}.csv | 0.80 | 1.00 | 1.00 | 1.00 | 1.00 | |
| ORGANIZATION_TYPE | 工作单位类型 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.80 | 0.80 | 1.00 | |
| OWN_CAR_AGE | 汽车年龄 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.80 | 0.80 | 1.00 | 1.00 | 1.00 | |
| REGION_POPULATION_RELATIVE | 居住地区归一化人口规模 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.80 | 1.00 | 1.00 | 1.00 | 1.00 | |
| REGION_RATING_CLIENT | 居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| REGION_RATING_CLIENT_W_CITY | 考虑城市的居住地区评级 | Int64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| TOTALAREA_MODE | 建筑总面积归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 0.80 | 1.00 | |
| WALLSMATERIAL_MODE | 墙体材料众数 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 0.80 | 1.00 | |
| WEEKDAY_APPR_PROCESS_START | 申请星期 | String | Home Credit 2018 application_{train|test}.csv | 1.00 | 0.00 | -0.60 | 0.40 | 1.00 | |
| YEARS_BEGINEXPLUATATION_AVG | 建筑开始使用年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| YEARS_BEGINEXPLUATATION_MODE | 建筑开始使用年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
| YEARS_BUILD_AVG | 建筑建成年限归一化均值 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.80 | 1.00 | 1.00 | |
| YEARS_BUILD_MEDI | 建筑建成年限归一化中位数 | Float64 | Home Credit 2018 application_{train|test}.csv | 1.00 | 1.00 | 0.80 | 1.00 | 1.00 | |
| YEARS_BUILD_MODE | 建筑建成年限归一化众数 | Float64 | Home Credit 2018 application_{train|test}.csv | 0.80 | 1.00 | 0.80 | 1.00 | 1.00 |
| Feature | Bin | pct | risk | lift | bad count | total count | iv | ||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Total | 0train | 1val | 2test | 3oot | 4_oot_undue | Total | 0train | 1val | 2test | 3oot | 4_oot_undue | Total | 0train | 1val | 2test | 3oot | 4_oot_undue | Total | 0train | 1val | 2test | 3oot | 4_oot_undue | Total | 0train | 1val | 2test | 3oot | 4_oot_undue | Total | 0train | 1val | 2test | 3oot | 4_oot_undue | ||
| EXT_SOURCE_3 | Missing | 19.55% | 19.95% | 19.46% | 19.79% | 19.38% | 17.78% | 8.15% | 9.33% | 9.38% | 8.74% | 9.73% | 0.00% | 1.21 | 1.15 | 1.13 | 1.15 | 1.21 | 5677.00 | 4006.00 | 561.00 | 530.00 | 580.00 | 0.00 | 69633.00 | 42958.00 | 5978.00 | 6067.00 | 5962.00 | 8668.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | |
| 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% | 1.94 | 1.86 | 1.94 | 1.83 | 1.87 | 9263.00 | 6494.00 | 991.00 | 859.00 | 919.00 | 0.00 | 71796.00 | 42978.00 | 6146.00 | 6159.00 | 6098.00 | 10415.00 | 0.54 | 0.13 | 0.16 | 0.12 | 0.13 | 0.00 | ||
| 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% | 1.00 | 0.94 | 0.91 | 1.00 | 0.88 | 4640.00 | 3281.00 | 462.00 | 462.00 | 435.00 | 0.00 | 71879.00 | 42878.00 | 6109.00 | 6105.00 | 6118.00 | 10669.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.62 | 0.61 | 0.60 | 0.59 | 0.62 | 3037.00 | 2140.00 | 311.00 | 275.00 | 311.00 | 0.00 | 71725.00 | 43163.00 | 6218.00 | 6096.00 | 6201.00 | 10047.00 | 0.18 | 0.04 | 0.05 | 0.05 | 0.04 | 0.00 | ||
| 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% | 0.46 | 0.44 | 0.43 | 0.43 | 0.46 | 2208.00 | 1544.00 | 224.00 | 205.00 | 235.00 | 0.00 | 71222.00 | 43397.00 | 6269.00 | 6230.00 | 6381.00 | 8945.00 | 0.43 | 0.11 | 0.11 | 0.11 | 0.10 | 0.00 | ||
| EXT_SOURCE_2 | Missing | 0.19% | 0.21% | 0.21% | 0.20% | 0.28% | 0.02% | 7.78% | 7.85% | 9.09% | 6.56% | 8.05% | 0.00% | 1.10 | 0.97 | 1.10 | 0.86 | 1.00 | 52.00 | 35.00 | 6.00 | 4.00 | 7.00 | 0.00 | 668.00 | 446.00 | 66.00 | 61.00 | 87.00 | 8.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.81 | 1.77 | 1.74 | 1.78 | 1.81 | 10958.00 | 7709.00 | 1093.00 | 1038.00 | 1118.00 | 0.00 | 87984.00 | 53732.00 | 7568.00 | 7677.00 | 7673.00 | 11334.00 | 0.54 | 0.13 | 0.12 | 0.14 | 0.15 | 0.00 | ||
| 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% | 1.06 | 1.01 | 1.06 | 1.03 | 0.98 | 6279.00 | 4395.00 | 673.00 | 611.00 | 600.00 | 0.00 | 90686.00 | 53732.00 | 7641.00 | 7832.00 | 7579.00 | 13902.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.76 | 0.76 | 0.73 | 0.71 | 0.72 | 4612.00 | 3297.00 | 463.00 | 402.00 | 450.00 | 0.00 | 88584.00 | 53731.00 | 7650.00 | 7427.00 | 7799.00 | 11977.00 | 0.10 | 0.02 | 0.02 | 0.03 | 0.03 | 0.00 | ||
| 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% | 0.50 | 0.47 | 0.49 | 0.47 | 0.50 | 2924.00 | 2029.00 | 314.00 | 276.00 | 305.00 | 0.00 | 88333.00 | 53733.00 | 7795.00 | 7660.00 | 7622.00 | 11523.00 | 0.44 | 0.12 | 0.11 | 0.11 | 0.10 | 0.00 | ||
| EXT_SOURCE_1 | Missing | 54.43% | 56.34% | 56.92% | 56.21% | 56.28% | 42.12% | 7.62% | 8.57% | 8.70% | 7.94% | 8.53% | 0.00% | 1.06 | 1.06 | 1.05 | 1.04 | 1.06 | 14771.00 | 10405.00 | 1521.00 | 1368.00 | 1477.00 | 0.00 | 193910.00 | 121346.00 | 17486.00 | 17233.00 | 17313.00 | 20532.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.70 | 1.68 | 1.69 | 1.70 | 1.64 | 4519.00 | 3207.00 | 453.00 | 424.00 | 435.00 | 0.00 | 39926.00 | 23507.00 | 3222.00 | 3274.00 | 3291.00 | 6632.00 | 0.18 | 0.05 | 0.05 | 0.05 | 0.04 | 0.00 | ||
| 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% | 1.07 | 0.95 | 0.97 | 1.07 | 0.98 | 2631.00 | 1814.00 | 272.00 | 276.00 | 269.00 | 0.00 | 41132.00 | 23507.00 | 3384.00 | 3404.00 | 3413.00 | 7424.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.70 | 0.66 | 0.70 | 0.67 | 0.68 | 1805.00 | 1259.00 | 189.00 | 171.00 | 186.00 | 0.00 | 40984.00 | 23506.00 | 3272.00 | 3356.00 | 3368.00 | 7482.00 | 0.06 | 0.02 | 0.01 | 0.02 | 0.02 | 0.00 | ||
| 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% | 0.42 | 0.41 | 0.41 | 0.36 | 0.42 | 1099.00 | 780.00 | 114.00 | 92.00 | 113.00 | 0.00 | 40303.00 | 23508.00 | 3356.00 | 3390.00 | 3375.00 | 6674.00 | 0.28 | 0.07 | 0.07 | 0.08 | 0.06 | 0.00 | ||
| DAYS_BIRTH | 00_[-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% | 0.67 | 0.67 | 0.65 | 0.61 | 0.65 | 4091.00 | 2916.00 | 414.00 | 357.00 | 404.00 | 0.00 | 88975.00 | 53840.00 | 7707.00 | 7694.00 | 7681.00 | 12053.00 | 0.18 | 0.04 | 0.04 | 0.06 | 0.04 | 0.00 | |
| 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% | 0.94 | 0.91 | 0.86 | 0.94 | 0.88 | 5622.00 | 3990.00 | 547.00 | 539.00 | 546.00 | 0.00 | 89221.00 | 53830.00 | 7658.00 | 7575.00 | 7718.00 | 12440.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.15 | 1.06 | 1.15 | 1.09 | 1.09 | 6672.00 | 4612.00 | 747.00 | 633.00 | 680.00 | 0.00 | 89431.00 | 53856.00 | 7827.00 | 7654.00 | 7712.00 | 12382.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.38 | 1.36 | 1.35 | 1.36 | 1.38 | 8440.00 | 5947.00 | 841.00 | 802.00 | 850.00 | 0.00 | 88628.00 | 53848.00 | 7528.00 | 7734.00 | 7649.00 | 11869.00 | 0.13 | 0.03 | 0.03 | 0.03 | 0.04 | 0.00 | ||
| DAYS_EMPLOYED | 00_[-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% | 0.74 | 0.71 | 0.73 | 0.74 | 0.69 | 4413.00 | 3080.00 | 472.00 | 432.00 | 429.00 | 0.00 | 90082.00 | 53817.00 | 7810.00 | 7633.00 | 7720.00 | 13102.00 | 0.11 | 0.03 | 0.03 | 0.02 | 0.03 | 0.00 | |
| 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% | 1.09 | 1.07 | 1.05 | 1.09 | 1.06 | 6617.00 | 4665.00 | 662.00 | 633.00 | 657.00 | 0.00 | 88918.00 | 53848.00 | 7631.00 | 7637.00 | 7659.00 | 12143.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.38 | 1.36 | 1.37 | 1.32 | 1.38 | 8431.00 | 5949.00 | 853.00 | 772.00 | 857.00 | 0.00 | 88131.00 | 53824.00 | 7524.00 | 7694.00 | 7700.00 | 11389.00 | 0.13 | 0.03 | 0.03 | 0.03 | 0.04 | 0.00 | ||
| 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% | 0.87 | 0.86 | 0.87 | 0.84 | 0.87 | 5364.00 | 3771.00 | 562.00 | 494.00 | 537.00 | 0.00 | 89124.00 | 53885.00 | 7755.00 | 7693.00 | 7681.00 | 12110.00 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| NAME_INCOME_TYPE | 00_[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% | 1.20 | 1.19 | 1.17 | 1.15 | 1.20 | 15224.00 | 10779.00 | 1546.00 | 1372.00 | 1527.00 | 0.00 | 183307.00 | 111327.00 | 15873.00 | 15729.00 | 15845.00 | 24533.00 | 0.07 | 0.02 | 0.02 | 0.01 | 0.02 | 0.00 | |
| 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% | 1.01 | 0.91 | 0.94 | 1.01 | 0.96 | 5360.00 | 3694.00 | 556.00 | 552.00 | 558.00 | 0.00 | 83019.00 | 50109.00 | 7106.00 | 7196.00 | 7206.00 | 11402.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.70 | 0.66 | 0.70 | 0.66 | 0.66 | 2982.00 | 2085.00 | 325.00 | 278.00 | 294.00 | 0.00 | 64635.00 | 38694.00 | 5608.00 | 5525.00 | 5535.00 | 9273.00 | 0.11 | 0.03 | 0.02 | 0.03 | 0.03 | 0.00 | ||
| 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% | 0.77 | 0.73 | 0.69 | 0.77 | 0.57 | 1249.00 | 899.00 | 122.00 | 128.00 | 100.00 | 0.00 | 25235.00 | 15212.00 | 2127.00 | 2195.00 | 2169.00 | 3532.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.02 | 0.00 | ||
| DAYS_LAST_PHONE_CHANGE | Missing | 0.00% | 0.00% | 0.00% | 0.00% | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.00 | ||||||||||||||||||||||||
| 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% | 0.74 | 0.74 | 0.67 | 0.70 | 0.74 | 4537.00 | 3229.00 | 431.00 | 412.00 | 465.00 | 0.00 | 91920.00 | 53808.00 | 7781.00 | 7733.00 | 7778.00 | 14820.00 | 0.12 | 0.02 | 0.04 | 0.03 | 0.02 | 0.00 | ||
| 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% | 0.94 | 0.93 | 0.92 | 0.94 | 0.93 | 5760.00 | 4052.00 | 584.00 | 539.00 | 585.00 | 0.00 | 88463.00 | 53825.00 | 7645.00 | 7573.00 | 7827.00 | 11593.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.22 | 1.16 | 1.22 | 1.11 | 1.19 | 7222.00 | 5062.00 | 781.00 | 650.00 | 729.00 | 0.00 | 89299.00 | 53835.00 | 7734.00 | 7697.00 | 7630.00 | 12403.00 | 0.03 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| 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% | 1.25 | 1.17 | 1.20 | 1.25 | 1.16 | 7306.00 | 5122.00 | 753.00 | 730.00 | 701.00 | 0.00 | 86572.00 | 53905.00 | 7560.00 | 7654.00 | 7525.00 | 9928.00 | 0.04 | 0.01 | 0.01 | 0.02 | 0.01 | 0.00 | ||
| REGION_RATING_CLIENT_W_CITY | 00_[-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% | 0.73 | 0.58 | 0.58 | 0.73 | 0.66 | 1654.00 | 1124.00 | 167.00 | 186.00 | 177.00 | 0.00 | 40343.00 | 24073.00 | 3448.00 | 3329.00 | 3317.00 | 6176.00 | 0.09 | 0.03 | 0.03 | 0.01 | 0.02 | 0.00 | |
| 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% | 0.99 | 0.99 | 0.97 | 0.96 | 0.96 | 18170.00 | 12871.00 | 1846.00 | 1666.00 | 1787.00 | 0.00 | 265260.00 | 160824.00 | 22868.00 | 22799.00 | 22993.00 | 35776.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.47 | 1.40 | 1.47 | 1.39 | 1.44 | 5001.00 | 3470.00 | 536.00 | 479.00 | 516.00 | 0.00 | 50652.00 | 30477.00 | 4404.00 | 4529.00 | 4450.00 | 6792.00 | 0.10 | 0.02 | 0.03 | 0.02 | 0.03 | 0.00 | ||
| NAME_EDUCATION_TYPE | 00_[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% | 1.12 | 1.11 | 1.10 | 1.08 | 1.12 | 19524.00 | 13761.00 | 1999.00 | 1785.00 | 1979.00 | 0.00 | 252379.00 | 153010.00 | 21869.00 | 21677.00 | 21835.00 | 33988.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.72 | 0.66 | 0.68 | 0.72 | 0.64 | 4009.00 | 2790.00 | 420.00 | 414.00 | 385.00 | 0.00 | 87379.00 | 52408.00 | 7419.00 | 7544.00 | 7492.00 | 12516.00 | 0.15 | 0.04 | 0.03 | 0.03 | 0.05 | 0.00 | ||
| 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% | 1.11 | 1.06 | 1.08 | 1.11 | 0.92 | 872.00 | 615.00 | 91.00 | 88.00 | 78.00 | 0.00 | 12001.00 | 7165.00 | 1019.00 | 1040.00 | 1053.00 | 1724.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.51 | 1.37 | 1.19 | 1.51 | 1.24 | 417.00 | 297.00 | 39.00 | 44.00 | 37.00 | 0.00 | 4291.00 | 2669.00 | 394.00 | 383.00 | 370.00 | 475.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| OCCUPATION_TYPE | Missing | 41.50% | 41.48% | 41.80% | 41.00% | 41.22% | 41.87% | 5.61% | 6.53% | 6.93% | 6.00% | 6.45% | 0.00% | 0.83 | 0.81 | 0.83 | 0.79 | 0.80 | 6278.00 | 4415.00 | 675.00 | 570.00 | 618.00 | 0.00 | 111996.00 | 67561.00 | 9747.00 | 9505.00 | 9578.00 | 15605.00 | 0.06 | 0.02 | 0.01 | 0.02 | 0.02 | 0.00 | |
| 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% | 1.36 | 1.31 | 1.30 | 1.29 | 1.36 | 5838.00 | 4096.00 | 599.00 | 538.00 | 605.00 | 0.00 | 63841.00 | 38656.00 | 5546.00 | 5482.00 | 5502.00 | 8655.00 | 0.07 | 0.02 | 0.02 | 0.02 | 0.02 | 0.00 | ||
| 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% | 1.23 | 1.20 | 1.15 | 1.23 | 1.15 | 3092.00 | 2194.00 | 297.00 | 299.00 | 302.00 | 0.00 | 37174.00 | 22516.00 | 3119.00 | 3200.00 | 3267.00 | 5072.00 | 0.02 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | ||
| 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% | 0.85 | 0.77 | 0.80 | 0.78 | 0.85 | 1738.00 | 1192.00 | 186.00 | 167.00 | 193.00 | 0.00 | 31931.00 | 19144.00 | 2802.00 | 2823.00 | 2801.00 | 4361.00 | 0.02 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | ||
| 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% | 0.79 | 0.77 | 0.79 | 0.76 | 0.77 | 1328.00 | 936.00 | 137.00 | 126.00 | 129.00 | 0.00 | 24945.00 | 15006.00 | 2102.00 | 2175.00 | 2088.00 | 3574.00 | 0.02 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | ||
| AMT_GOODS_PRICE | Missing | 0.08% | 0.09% | 0.10% | 0.08% | 0.10% | 7.55% | 7.29% | 6.45% | 12.00% | 6.67% | 1.58 | 0.90 | 0.78 | 1.58 | 0.83 | 21.00 | 14.00 | 2.00 | 3.00 | 2.00 | 278.00 | 192.00 | 31.00 | 25.00 | 30.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||||||
| 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% | 1.00 | 1.00 | 0.93 | 0.98 | 0.96 | 6012.00 | 4298.00 | 580.00 | 555.00 | 579.00 | 0.00 | 89364.00 | 52751.00 | 7515.00 | 7467.00 | 7448.00 | 14183.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.22 | 1.16 | 1.22 | 1.11 | 1.16 | 5315.00 | 3741.00 | 570.00 | 472.00 | 532.00 | 0.00 | 67989.00 | 39832.00 | 5646.00 | 5606.00 | 5692.00 | 11213.00 | 0.02 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| 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% | 1.20 | 1.15 | 1.17 | 1.20 | 1.18 | 8900.00 | 6199.00 | 923.00 | 873.00 | 905.00 | 0.00 | 110498.00 | 66324.00 | 9498.00 | 9579.00 | 9517.00 | 15580.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| 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% | 0.71 | 0.70 | 0.71 | 0.71 | 0.71 | 4577.00 | 3213.00 | 474.00 | 428.00 | 462.00 | 0.00 | 88126.00 | 56275.00 | 8030.00 | 7980.00 | 8073.00 | 7768.00 | 0.12 | 0.03 | 0.03 | 0.03 | 0.03 | 0.00 | ||
| REGION_RATING_CLIENT | 00_[-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% | 0.73 | 0.57 | 0.59 | 0.73 | 0.66 | 1552.00 | 1052.00 | 160.00 | 173.00 | 167.00 | 0.00 | 37961.00 | 22671.00 | 3276.00 | 3129.00 | 3121.00 | 5764.00 | 0.08 | 0.03 | 0.03 | 0.01 | 0.02 | 0.00 | |
| 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% | 0.98 | 0.98 | 0.97 | 0.96 | 0.96 | 17907.00 | 12679.00 | 1821.00 | 1641.00 | 1766.00 | 0.00 | 262340.00 | 159088.00 | 22597.00 | 22570.00 | 22729.00 | 35356.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.41 | 1.37 | 1.41 | 1.37 | 1.38 | 5366.00 | 3734.00 | 568.00 | 517.00 | 547.00 | 0.00 | 55954.00 | 33615.00 | 4847.00 | 4958.00 | 4910.00 | 7624.00 | 0.10 | 0.02 | 0.03 | 0.02 | 0.02 | 0.00 | ||
| ORGANIZATION_TYPE | 00_[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% | 1.20 | 1.14 | 1.15 | 1.18 | 1.20 | 6323.00 | 4411.00 | 650.00 | 611.00 | 651.00 | 0.00 | 78832.00 | 47626.00 | 6829.00 | 6833.00 | 6704.00 | 10840.00 | 0.03 | 0.00 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.70 | 0.67 | 0.70 | 0.66 | 0.66 | 2990.00 | 2091.00 | 325.00 | 279.00 | 295.00 | 0.00 | 64648.00 | 38702.00 | 5608.00 | 5527.00 | 5537.00 | 9274.00 | 0.11 | 0.03 | 0.02 | 0.03 | 0.03 | 0.00 | ||
| 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% | 1.29 | 1.28 | 1.29 | 1.16 | 1.20 | 3908.00 | 2789.00 | 405.00 | 336.00 | 378.00 | 0.00 | 44332.00 | 26905.00 | 3792.00 | 3816.00 | 3899.00 | 5920.00 | 0.03 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| 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% | 1.06 | 0.95 | 0.92 | 1.06 | 0.82 | 1275.00 | 904.00 | 125.00 | 134.00 | 112.00 | 0.00 | 19390.00 | 11680.00 | 1635.00 | 1665.00 | 1703.00 | 2707.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| DAYS_ID_PUBLISH | 00_[-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% | 0.77 | 0.77 | 0.74 | 0.74 | 0.71 | 4698.00 | 3365.00 | 472.00 | 424.00 | 437.00 | 0.00 | 91526.00 | 53833.00 | 7728.00 | 7558.00 | 7653.00 | 14754.00 | 0.09 | 0.02 | 0.02 | 0.02 | 0.03 | 0.00 | |
| 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% | 0.97 | 0.92 | 0.97 | 0.94 | 0.96 | 5772.00 | 4017.00 | 606.00 | 555.00 | 594.00 | 0.00 | 86239.00 | 53844.00 | 7499.00 | 7798.00 | 7669.00 | 9429.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.14 | 1.09 | 1.07 | 1.01 | 1.14 | 6723.00 | 4738.00 | 684.00 | 586.00 | 715.00 | 0.00 | 89191.00 | 53827.00 | 7730.00 | 7626.00 | 7778.00 | 12230.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | ||
| 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% | 1.31 | 1.22 | 1.22 | 1.31 | 1.19 | 7632.00 | 5345.00 | 787.00 | 766.00 | 734.00 | 0.00 | 89299.00 | 53870.00 | 7763.00 | 7675.00 | 7660.00 | 12331.00 | 0.06 | 0.01 | 0.01 | 0.03 | 0.01 | 0.00 | ||
| CODE_GENDER | 00_[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% | 0.87 | 0.87 | 0.87 | 0.87 | 0.85 | 14170.00 | 9963.00 | 1461.00 | 1355.00 | 1391.00 | 0.00 | 235126.00 | 141515.00 | 20190.00 | 20427.00 | 20316.00 | 32678.00 | 0.06 | 0.01 | 0.01 | 0.01 | 0.02 | 0.00 | |
| 01_[M] | 26.56% | 34.29% | 34.27% | 33.37% | 10.11% | 10.16% | 10.33% | 9.54% | 1.25 | 1.25 | 1.25 | 1.25 | 9566.00 | 7502.00 | 1088.00 | 976.00 | 94615.00 | 73857.00 | 10529.00 | 10229.00 | 0.07 | 0.02 | 0.02 | 0.02 | |||||||||||||
| 01_[M] | 7.44% | 33.95% | 32.96% | 4.11% | 10.43% | 0.00% | 1.29 | 1.29 | 1089.00 | 1089.00 | 0.00 | 26510.00 | 10444.00 | 16066.00 | 0.03 | 0.03 | 0.00 | ||||||||||||||||||||
| 02_[XNA] | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 4.00 | 2.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | |||||||||||||
| FLOORSMAX_AVG | Missing | 49.50% | 49.76% | 49.72% | 50.11% | 49.43% | 47.84% | 7.98% | 9.26% | 9.45% | 8.49% | 9.15% | 0.00% | 1.14 | 1.14 | 1.14 | 1.12 | 1.13 | 14064.00 | 9925.00 | 1443.00 | 1305.00 | 1391.00 | 0.00 | 176341.00 | 107177.00 | 15275.00 | 15362.00 | 15206.00 | 23321.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.16 | 1.08 | 1.16 | 1.05 | 1.07 | 2879.00 | 2029.00 | 308.00 | 262.00 | 280.00 | 0.00 | 37806.00 | 23148.00 | 3213.00 | 3293.00 | 3231.00 | 4921.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.90 | 0.87 | 0.87 | 0.90 | 0.89 | 4854.00 | 3395.00 | 497.00 | 465.00 | 497.00 | 0.00 | 79936.00 | 48032.00 | 6899.00 | 6803.00 | 6907.00 | 11295.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.76 | 0.70 | 0.68 | 0.76 | 0.71 | 3028.00 | 2116.00 | 301.00 | 299.00 | 312.00 | 0.00 | 62172.00 | 37017.00 | 5333.00 | 5199.00 | 5416.00 | 9207.00 | 0.08 | 0.02 | 0.03 | 0.01 | 0.02 | 0.00 | ||
| FLOORSMAX_MEDI | Missing | 49.50% | 49.76% | 49.72% | 50.11% | 49.43% | 47.84% | 7.98% | 9.26% | 9.45% | 8.49% | 9.15% | 0.00% | 1.14 | 1.14 | 1.14 | 1.12 | 1.13 | 14064.00 | 9925.00 | 1443.00 | 1305.00 | 1391.00 | 0.00 | 176341.00 | 107177.00 | 15275.00 | 15362.00 | 15206.00 | 23321.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.15 | 1.08 | 1.15 | 1.05 | 1.08 | 2857.00 | 2014.00 | 306.00 | 260.00 | 277.00 | 0.00 | 37482.00 | 22937.00 | 3201.00 | 3272.00 | 3192.00 | 4880.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.89 | 0.87 | 0.87 | 0.89 | 0.89 | 4826.00 | 3378.00 | 494.00 | 459.00 | 495.00 | 0.00 | 79395.00 | 47734.00 | 6846.00 | 6746.00 | 6871.00 | 11198.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.77 | 0.71 | 0.68 | 0.77 | 0.72 | 3078.00 | 2148.00 | 306.00 | 307.00 | 317.00 | 0.00 | 63037.00 | 37526.00 | 5398.00 | 5277.00 | 5491.00 | 9345.00 | 0.08 | 0.02 | 0.02 | 0.01 | 0.02 | 0.00 | ||
| FLOORSMAX_MODE | Missing | 49.50% | 49.76% | 49.72% | 50.11% | 49.43% | 47.84% | 7.98% | 9.26% | 9.45% | 8.49% | 9.15% | 0.00% | 1.14 | 1.14 | 1.14 | 1.12 | 1.13 | 14064.00 | 9925.00 | 1443.00 | 1305.00 | 1391.00 | 0.00 | 176341.00 | 107177.00 | 15275.00 | 15362.00 | 15206.00 | 23321.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.14 | 1.08 | 1.14 | 1.04 | 1.08 | 2891.00 | 2038.00 | 308.00 | 263.00 | 282.00 | 0.00 | 38058.00 | 23270.00 | 3245.00 | 3324.00 | 3244.00 | 4975.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.90 | 0.87 | 0.87 | 0.90 | 0.89 | 4813.00 | 3366.00 | 494.00 | 461.00 | 492.00 | 0.00 | 79320.00 | 47695.00 | 6844.00 | 6737.00 | 6862.00 | 11182.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.76 | 0.71 | 0.68 | 0.76 | 0.72 | 3057.00 | 2136.00 | 304.00 | 302.00 | 315.00 | 0.00 | 62536.00 | 37232.00 | 5356.00 | 5234.00 | 5448.00 | 9266.00 | 0.08 | 0.02 | 0.02 | 0.01 | 0.02 | 0.00 | ||
| TOTALAREA_MODE | Missing | 48.01% | 48.27% | 48.25% | 48.61% | 47.95% | 46.41% | 8.01% | 9.30% | 9.48% | 8.56% | 9.22% | 0.00% | 1.15 | 1.15 | 1.14 | 1.13 | 1.14 | 13706.00 | 9666.00 | 1405.00 | 1275.00 | 1360.00 | 0.00 | 171055.00 | 103958.00 | 14822.00 | 14902.00 | 14749.00 | 22624.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.07 | 1.05 | 1.07 | 1.04 | 1.03 | 3350.00 | 2365.00 | 342.00 | 318.00 | 325.00 | 0.00 | 45683.00 | 27826.00 | 3859.00 | 4003.00 | 3901.00 | 6094.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.96 | 0.86 | 0.96 | 0.93 | 0.84 | 2812.00 | 1944.00 | 319.00 | 274.00 | 275.00 | 0.00 | 46174.00 | 27821.00 | 3991.00 | 3868.00 | 4061.00 | 6433.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.89 | 0.86 | 0.73 | 0.81 | 0.89 | 2699.00 | 1937.00 | 239.00 | 239.00 | 284.00 | 0.00 | 46346.00 | 27905.00 | 3966.00 | 3890.00 | 3960.00 | 6625.00 | 0.02 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | ||
| 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% | 0.74 | 0.69 | 0.72 | 0.74 | 0.72 | 2258.00 | 1553.00 | 244.00 | 225.00 | 236.00 | 0.00 | 46997.00 | 27864.00 | 4082.00 | 3994.00 | 4089.00 | 6968.00 | 0.06 | 0.02 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| FLAG_EMP_PHONE | 00_[-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% | 0.70 | 0.67 | 0.70 | 0.66 | 0.66 | 2991.00 | 2092.00 | 325.00 | 279.00 | 295.00 | 0.00 | 64661.00 | 38711.00 | 5608.00 | 5529.00 | 5538.00 | 9275.00 | 0.11 | 0.03 | 0.02 | 0.03 | 0.03 | 0.00 | |
| 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% | 1.07 | 1.07 | 1.07 | 1.07 | 1.07 | 21834.00 | 15373.00 | 2224.00 | 2052.00 | 2185.00 | 0.00 | 291594.00 | 176663.00 | 25112.00 | 25128.00 | 25222.00 | 39469.00 | 0.02 | 0.01 | 0.00 | 0.01 | 0.01 | 0.00 | ||
| LIVINGAREA_AVG | Missing | 49.94% | 50.19% | 50.17% | 50.51% | 49.93% | 48.32% | 7.93% | 9.21% | 9.41% | 8.41% | 9.16% | 0.00% | 1.14 | 1.14 | 1.13 | 1.11 | 1.14 | 14111.00 | 9951.00 | 1451.00 | 1302.00 | 1407.00 | 0.00 | 177902.00 | 108093.00 | 15413.00 | 15484.00 | 15360.00 | 23552.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.13 | 1.05 | 1.13 | 1.06 | 1.01 | 3253.00 | 2293.00 | 348.00 | 310.00 | 302.00 | 0.00 | 43889.00 | 26810.00 | 3716.00 | 3832.00 | 3727.00 | 5804.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.94 | 0.89 | 0.89 | 0.94 | 0.86 | 2737.00 | 1924.00 | 280.00 | 267.00 | 266.00 | 0.00 | 44392.00 | 26790.00 | 3806.00 | 3720.00 | 3833.00 | 6243.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.86 | 0.82 | 0.74 | 0.83 | 0.86 | 2537.00 | 1786.00 | 238.00 | 240.00 | 273.00 | 0.00 | 44911.00 | 26854.00 | 3871.00 | 3810.00 | 3930.00 | 6446.00 | 0.02 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.74 | 0.69 | 0.71 | 0.73 | 0.74 | 2187.00 | 1511.00 | 232.00 | 212.00 | 232.00 | 0.00 | 45161.00 | 26827.00 | 3914.00 | 3811.00 | 3910.00 | 6699.00 | 0.05 | 0.02 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| LIVINGAREA_MEDI | Missing | 49.94% | 50.19% | 50.17% | 50.51% | 49.93% | 48.32% | 7.93% | 9.21% | 9.41% | 8.41% | 9.16% | 0.00% | 1.14 | 1.14 | 1.13 | 1.11 | 1.14 | 14111.00 | 9951.00 | 1451.00 | 1302.00 | 1407.00 | 0.00 | 177902.00 | 108093.00 | 15413.00 | 15484.00 | 15360.00 | 23552.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.13 | 1.05 | 1.13 | 1.06 | 1.00 | 3245.00 | 2289.00 | 348.00 | 309.00 | 299.00 | 0.00 | 43857.00 | 26770.00 | 3717.00 | 3837.00 | 3720.00 | 5813.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.95 | 0.88 | 0.87 | 0.95 | 0.85 | 2733.00 | 1923.00 | 277.00 | 268.00 | 265.00 | 0.00 | 44490.00 | 26838.00 | 3824.00 | 3715.00 | 3845.00 | 6268.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.88 | 0.82 | 0.74 | 0.81 | 0.88 | 2546.00 | 1794.00 | 238.00 | 236.00 | 278.00 | 0.00 | 44907.00 | 26851.00 | 3851.00 | 3820.00 | 3934.00 | 6451.00 | 0.02 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | ||
| 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% | 0.75 | 0.69 | 0.72 | 0.75 | 0.73 | 2190.00 | 1508.00 | 235.00 | 216.00 | 231.00 | 0.00 | 45099.00 | 26822.00 | 3915.00 | 3801.00 | 3901.00 | 6660.00 | 0.05 | 0.02 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| FLAG_DOCUMENT_3 | 00_[-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% | 0.81 | 0.77 | 0.81 | 0.70 | 0.76 | 5513.00 | 3899.00 | 601.00 | 461.00 | 552.00 | 0.00 | 99572.00 | 62494.00 | 8977.00 | 8691.00 | 9009.00 | 10401.00 | 0.09 | 0.02 | 0.01 | 0.04 | 0.02 | 0.00 | |
| 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% | 1.12 | 1.09 | 1.08 | 1.12 | 1.10 | 19312.00 | 13566.00 | 1948.00 | 1870.00 | 1928.00 | 0.00 | 256683.00 | 152880.00 | 21743.00 | 21966.00 | 21751.00 | 38343.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| LIVINGAREA_MODE | Missing | 49.94% | 50.19% | 50.17% | 50.51% | 49.93% | 48.32% | 7.93% | 9.21% | 9.41% | 8.41% | 9.16% | 0.00% | 1.14 | 1.14 | 1.13 | 1.11 | 1.14 | 14111.00 | 9951.00 | 1451.00 | 1302.00 | 1407.00 | 0.00 | 177902.00 | 108093.00 | 15413.00 | 15484.00 | 15360.00 | 23552.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.11 | 1.05 | 1.11 | 1.06 | 1.00 | 3224.00 | 2281.00 | 339.00 | 305.00 | 299.00 | 0.00 | 43835.00 | 26802.00 | 3691.00 | 3788.00 | 3697.00 | 5857.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.94 | 0.88 | 0.90 | 0.94 | 0.84 | 2734.00 | 1908.00 | 288.00 | 274.00 | 264.00 | 0.00 | 44567.00 | 26812.00 | 3844.00 | 3814.00 | 3887.00 | 6210.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.90 | 0.82 | 0.73 | 0.81 | 0.90 | 2518.00 | 1774.00 | 232.00 | 229.00 | 283.00 | 0.00 | 44703.00 | 26827.00 | 3811.00 | 3730.00 | 3903.00 | 6432.00 | 0.02 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | ||
| 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% | 0.76 | 0.71 | 0.73 | 0.76 | 0.72 | 2238.00 | 1551.00 | 239.00 | 221.00 | 227.00 | 0.00 | 45248.00 | 26840.00 | 3961.00 | 3841.00 | 3913.00 | 6693.00 | 0.05 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| REG_CITY_NOT_WORK_CITY | 00_[-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% | 0.92 | 0.90 | 0.92 | 0.91 | 0.90 | 17305.00 | 12154.00 | 1791.00 | 1637.00 | 1723.00 | 0.00 | 274437.00 | 165811.00 | 23589.00 | 23550.00 | 23694.00 | 37793.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.33 | 1.32 | 1.28 | 1.28 | 1.33 | 7520.00 | 5311.00 | 758.00 | 694.00 | 757.00 | 0.00 | 81818.00 | 49563.00 | 7131.00 | 7107.00 | 7066.00 | 10951.00 | 0.09 | 0.02 | 0.02 | 0.02 | 0.03 | 0.00 | ||
| APARTMENTS_AVG | Missing | 50.51% | 50.74% | 50.76% | 51.09% | 50.47% | 49.01% | 7.94% | 9.22% | 9.41% | 8.47% | 9.14% | 0.00% | 1.14 | 1.14 | 1.13 | 1.11 | 1.13 | 14285.00 | 10071.00 | 1468.00 | 1327.00 | 1419.00 | 0.00 | 179948.00 | 109280.00 | 15595.00 | 15662.00 | 15524.00 | 23887.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.09 | 1.05 | 1.09 | 1.03 | 1.00 | 3171.00 | 2244.00 | 334.00 | 294.00 | 299.00 | 0.00 | 43094.00 | 26280.00 | 3709.00 | 3772.00 | 3697.00 | 5636.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.90 | 0.83 | 0.85 | 0.90 | 0.86 | 2552.00 | 1782.00 | 261.00 | 250.00 | 259.00 | 0.00 | 43622.00 | 26342.00 | 3698.00 | 3656.00 | 3756.00 | 6170.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.86 | 0.82 | 0.75 | 0.82 | 0.86 | 2544.00 | 1799.00 | 242.00 | 233.00 | 270.00 | 0.00 | 44942.00 | 26938.00 | 3876.00 | 3738.00 | 3906.00 | 6484.00 | 0.02 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | ||
| 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% | 0.78 | 0.73 | 0.77 | 0.78 | 0.75 | 2273.00 | 1569.00 | 244.00 | 227.00 | 233.00 | 0.00 | 44649.00 | 26534.00 | 3842.00 | 3829.00 | 3877.00 | 6567.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| APARTMENTS_MEDI | Missing | 50.51% | 50.74% | 50.76% | 51.09% | 50.47% | 49.01% | 7.94% | 9.22% | 9.41% | 8.47% | 9.14% | 0.00% | 1.14 | 1.14 | 1.13 | 1.11 | 1.13 | 14285.00 | 10071.00 | 1468.00 | 1327.00 | 1419.00 | 0.00 | 179948.00 | 109280.00 | 15595.00 | 15662.00 | 15524.00 | 23887.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.09 | 1.05 | 1.09 | 1.02 | 1.00 | 3190.00 | 2260.00 | 336.00 | 295.00 | 299.00 | 0.00 | 43421.00 | 26478.00 | 3730.00 | 3807.00 | 3720.00 | 5686.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.92 | 0.83 | 0.84 | 0.92 | 0.86 | 2565.00 | 1784.00 | 261.00 | 256.00 | 264.00 | 0.00 | 43872.00 | 26459.00 | 3725.00 | 3675.00 | 3799.00 | 6214.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.85 | 0.82 | 0.74 | 0.80 | 0.85 | 2472.00 | 1755.00 | 233.00 | 222.00 | 262.00 | 0.00 | 43846.00 | 26282.00 | 3775.00 | 3659.00 | 3820.00 | 6310.00 | 0.03 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | ||
| 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% | 0.79 | 0.73 | 0.78 | 0.79 | 0.75 | 2313.00 | 1595.00 | 251.00 | 231.00 | 236.00 | 0.00 | 45168.00 | 26875.00 | 3895.00 | 3854.00 | 3897.00 | 6647.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| ELEVATORS_AVG | Missing | 53.07% | 53.31% | 53.38% | 53.56% | 52.89% | 51.68% | 7.89% | 9.16% | 9.32% | 8.46% | 9.12% | 0.00% | 1.13 | 1.13 | 1.12 | 1.11 | 1.13 | 14915.00 | 10515.00 | 1528.00 | 1389.00 | 1483.00 | 0.00 | 189080.00 | 114806.00 | 16398.00 | 16419.00 | 16268.00 | 25189.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.94 | 0.92 | 0.94 | 0.92 | 0.91 | 7710.00 | 5425.00 | 801.00 | 721.00 | 763.00 | 0.00 | 120314.00 | 72750.00 | 10312.00 | 10307.00 | 10402.00 | 16543.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.74 | 0.68 | 0.66 | 0.74 | 0.71 | 2200.00 | 1525.00 | 220.00 | 221.00 | 234.00 | 0.00 | 46861.00 | 27818.00 | 4010.00 | 3931.00 | 4090.00 | 7012.00 | 0.07 | 0.02 | 0.02 | 0.01 | 0.02 | 0.00 | ||
| ELEVATORS_MEDI | Missing | 53.07% | 53.31% | 53.38% | 53.56% | 52.89% | 51.68% | 7.89% | 9.16% | 9.32% | 8.46% | 9.12% | 0.00% | 1.13 | 1.13 | 1.12 | 1.11 | 1.13 | 14915.00 | 10515.00 | 1528.00 | 1389.00 | 1483.00 | 0.00 | 189080.00 | 114806.00 | 16398.00 | 16419.00 | 16268.00 | 25189.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.93 | 0.92 | 0.93 | 0.92 | 0.91 | 7720.00 | 5432.00 | 799.00 | 722.00 | 767.00 | 0.00 | 120591.00 | 72915.00 | 10326.00 | 10337.00 | 10431.00 | 16582.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.74 | 0.68 | 0.67 | 0.74 | 0.70 | 2190.00 | 1518.00 | 222.00 | 220.00 | 230.00 | 0.00 | 46584.00 | 27653.00 | 3996.00 | 3901.00 | 4061.00 | 6973.00 | 0.07 | 0.02 | 0.02 | 0.01 | 0.02 | 0.00 | ||
| APARTMENTS_MODE | Missing | 50.51% | 50.74% | 50.76% | 51.09% | 50.47% | 49.01% | 7.94% | 9.22% | 9.41% | 8.47% | 9.14% | 0.00% | 1.14 | 1.14 | 1.13 | 1.11 | 1.13 | 14285.00 | 10071.00 | 1468.00 | 1327.00 | 1419.00 | 0.00 | 179948.00 | 109280.00 | 15595.00 | 15662.00 | 15524.00 | 23887.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.06 | 1.04 | 1.06 | 1.03 | 1.01 | 3157.00 | 2230.00 | 325.00 | 298.00 | 304.00 | 0.00 | 43365.00 | 26392.00 | 3683.00 | 3812.00 | 3715.00 | 5763.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.89 | 0.84 | 0.83 | 0.89 | 0.81 | 2251.00 | 1585.00 | 230.00 | 218.00 | 218.00 | 0.00 | 38615.00 | 23356.00 | 3346.00 | 3212.00 | 3323.00 | 5378.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.88 | 0.82 | 0.77 | 0.83 | 0.88 | 2815.00 | 1981.00 | 269.00 | 259.00 | 306.00 | 0.00 | 49344.00 | 29628.00 | 4184.00 | 4120.00 | 4313.00 | 7099.00 | 0.02 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | ||
| 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% | 0.79 | 0.74 | 0.79 | 0.78 | 0.74 | 2317.00 | 1598.00 | 257.00 | 229.00 | 233.00 | 0.00 | 44983.00 | 26718.00 | 3912.00 | 3851.00 | 3885.00 | 6617.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| ELEVATORS_MODE | Missing | 53.07% | 53.31% | 53.38% | 53.56% | 52.89% | 51.68% | 7.89% | 9.16% | 9.32% | 8.46% | 9.12% | 0.00% | 1.13 | 1.13 | 1.12 | 1.11 | 1.13 | 14915.00 | 10515.00 | 1528.00 | 1389.00 | 1483.00 | 0.00 | 189080.00 | 114806.00 | 16398.00 | 16419.00 | 16268.00 | 25189.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.93 | 0.91 | 0.93 | 0.91 | 0.91 | 7829.00 | 5507.00 | 812.00 | 731.00 | 779.00 | 0.00 | 122921.00 | 74339.00 | 10524.00 | 10508.00 | 10632.00 | 16918.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.74 | 0.68 | 0.66 | 0.74 | 0.70 | 2081.00 | 1443.00 | 209.00 | 211.00 | 218.00 | 0.00 | 44254.00 | 26229.00 | 3798.00 | 3730.00 | 3860.00 | 6637.00 | 0.06 | 0.02 | 0.02 | 0.01 | 0.02 | 0.00 | ||
| YEARS_BEGINEXPLUATATION_MEDI | Missing | 48.52% | 48.80% | 48.72% | 49.07% | 48.44% | 46.89% | 7.99% | 9.27% | 9.48% | 8.50% | 9.19% | 0.00% | 1.14 | 1.14 | 1.14 | 1.12 | 1.14 | 13808.00 | 9742.00 | 1419.00 | 1278.00 | 1369.00 | 0.00 | 172863.00 | 105095.00 | 14968.00 | 15043.00 | 14901.00 | 22856.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.04 | 0.98 | 1.04 | 0.98 | 0.97 | 2998.00 | 2113.00 | 318.00 | 276.00 | 291.00 | 0.00 | 43990.00 | 26505.00 | 3695.00 | 3713.00 | 3719.00 | 6358.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.97 | 0.88 | 0.88 | 0.91 | 0.97 | 2703.00 | 1873.00 | 272.00 | 264.00 | 294.00 | 0.00 | 43761.00 | 26220.00 | 3717.00 | 3802.00 | 3759.00 | 6263.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.88 | 0.84 | 0.81 | 0.88 | 0.81 | 2659.00 | 1879.00 | 266.00 | 258.00 | 256.00 | 0.00 | 45772.00 | 27498.00 | 3960.00 | 3875.00 | 3927.00 | 6512.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| 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% | 0.79 | 0.76 | 0.75 | 0.79 | 0.75 | 2657.00 | 1858.00 | 274.00 | 255.00 | 270.00 | 0.00 | 49869.00 | 30056.00 | 4380.00 | 4224.00 | 4454.00 | 6755.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| YEARS_BEGINEXPLUATATION_AVG | Missing | 48.52% | 48.80% | 48.72% | 49.07% | 48.44% | 46.89% | 7.99% | 9.27% | 9.48% | 8.50% | 9.19% | 0.00% | 1.14 | 1.14 | 1.14 | 1.12 | 1.14 | 13808.00 | 9742.00 | 1419.00 | 1278.00 | 1369.00 | 0.00 | 172863.00 | 105095.00 | 14968.00 | 15043.00 | 14901.00 | 22856.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.03 | 0.98 | 1.03 | 0.97 | 0.97 | 2979.00 | 2103.00 | 314.00 | 273.00 | 289.00 | 0.00 | 43799.00 | 26410.00 | 3664.00 | 3695.00 | 3709.00 | 6321.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.96 | 0.88 | 0.89 | 0.92 | 0.96 | 2709.00 | 1876.00 | 276.00 | 266.00 | 291.00 | 0.00 | 43727.00 | 26183.00 | 3723.00 | 3810.00 | 3743.00 | 6268.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.89 | 0.84 | 0.80 | 0.89 | 0.82 | 2673.00 | 1885.00 | 263.00 | 262.00 | 263.00 | 0.00 | 46010.00 | 27642.00 | 3978.00 | 3889.00 | 3959.00 | 6542.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| 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% | 0.79 | 0.76 | 0.76 | 0.79 | 0.75 | 2656.00 | 1859.00 | 277.00 | 252.00 | 268.00 | 0.00 | 49856.00 | 30044.00 | 4387.00 | 4220.00 | 4448.00 | 6757.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| YEARS_BEGINEXPLUATATION_MODE | Missing | 48.52% | 48.80% | 48.72% | 49.07% | 48.44% | 46.89% | 7.99% | 9.27% | 9.48% | 8.50% | 9.19% | 0.00% | 1.14 | 1.14 | 1.14 | 1.12 | 1.14 | 13808.00 | 9742.00 | 1419.00 | 1278.00 | 1369.00 | 0.00 | 172863.00 | 105095.00 | 14968.00 | 15043.00 | 14901.00 | 22856.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 1.03 | 0.98 | 1.03 | 0.96 | 0.97 | 3106.00 | 2192.00 | 329.00 | 283.00 | 302.00 | 0.00 | 45783.00 | 27563.00 | 3841.00 | 3881.00 | 3869.00 | 6629.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.97 | 0.87 | 0.86 | 0.94 | 0.97 | 2705.00 | 1876.00 | 265.00 | 270.00 | 294.00 | 0.00 | 44096.00 | 26475.00 | 3734.00 | 3797.00 | 3777.00 | 6313.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.86 | 0.85 | 0.82 | 0.86 | 0.81 | 2638.00 | 1865.00 | 269.00 | 251.00 | 253.00 | 0.00 | 45194.00 | 27155.00 | 3931.00 | 3818.00 | 3898.00 | 6392.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| 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% | 0.80 | 0.76 | 0.76 | 0.80 | 0.75 | 2568.00 | 1790.00 | 267.00 | 249.00 | 262.00 | 0.00 | 48319.00 | 29086.00 | 4246.00 | 4118.00 | 4315.00 | 6554.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| ENTRANCES_MEDI | Missing | 50.08% | 50.36% | 50.25% | 50.77% | 49.98% | 48.37% | 7.97% | 9.24% | 9.44% | 8.47% | 9.20% | 0.00% | 1.14 | 1.14 | 1.14 | 1.11 | 1.14 | 14211.00 | 10021.00 | 1457.00 | 1319.00 | 1414.00 | 0.00 | 178407.00 | 108452.00 | 15437.00 | 15565.00 | 15374.00 | 23579.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.99 | 0.99 | 0.94 | 0.90 | 0.86 | 1328.00 | 961.00 | 131.00 | 119.00 | 117.00 | 0.00 | 19754.00 | 11988.00 | 1676.00 | 1739.00 | 1694.00 | 2657.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.97 | 0.94 | 0.92 | 0.97 | 0.91 | 3581.00 | 2536.00 | 362.00 | 345.00 | 338.00 | 0.00 | 54880.00 | 33240.00 | 4738.00 | 4658.00 | 4629.00 | 7615.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.84 | 0.80 | 0.82 | 0.84 | 0.84 | 3041.00 | 2115.00 | 315.00 | 285.00 | 326.00 | 0.00 | 54246.00 | 32508.00 | 4640.00 | 4485.00 | 4810.00 | 7803.00 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| 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% | 0.83 | 0.77 | 0.81 | 0.82 | 0.83 | 2664.00 | 1832.00 | 284.00 | 263.00 | 285.00 | 0.00 | 48968.00 | 29186.00 | 4229.00 | 4210.00 | 4253.00 | 7090.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| ENTRANCES_AVG | Missing | 50.08% | 50.36% | 50.25% | 50.77% | 49.98% | 48.37% | 7.97% | 9.24% | 9.44% | 8.47% | 9.20% | 0.00% | 1.14 | 1.14 | 1.14 | 1.11 | 1.14 | 14211.00 | 10021.00 | 1457.00 | 1319.00 | 1414.00 | 0.00 | 178407.00 | 108452.00 | 15437.00 | 15565.00 | 15374.00 | 23579.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.99 | 0.99 | 0.96 | 0.90 | 0.84 | 1313.00 | 950.00 | 133.00 | 117.00 | 113.00 | 0.00 | 19509.00 | 11840.00 | 1665.00 | 1707.00 | 1673.00 | 2624.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.97 | 0.93 | 0.91 | 0.97 | 0.91 | 3598.00 | 2541.00 | 362.00 | 349.00 | 346.00 | 0.00 | 55502.00 | 33597.00 | 4786.00 | 4716.00 | 4694.00 | 7709.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.84 | 0.81 | 0.82 | 0.84 | 0.83 | 3071.00 | 2146.00 | 315.00 | 287.00 | 323.00 | 0.00 | 54348.00 | 32601.00 | 4642.00 | 4492.00 | 4817.00 | 7796.00 | 0.02 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| 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% | 0.84 | 0.77 | 0.81 | 0.82 | 0.84 | 2632.00 | 1807.00 | 282.00 | 259.00 | 284.00 | 0.00 | 48489.00 | 28884.00 | 4190.00 | 4177.00 | 4202.00 | 7036.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | ||
| WALLSMATERIAL_MODE | Missing | 51.55% | 51.82% | 51.68% | 52.26% | 51.36% | 49.97% | 7.92% | 9.19% | 9.38% | 8.45% | 9.10% | 0.00% | 1.13 | 1.13 | 1.13 | 1.11 | 1.13 | 14271.00 | 10067.00 | 1462.00 | 1329.00 | 1413.00 | 0.00 | 180234.00 | 109522.00 | 15580.00 | 15719.00 | 15520.00 | 23893.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.84 | 0.77 | 0.80 | 0.84 | 0.82 | 4192.00 | 2893.00 | 433.00 | 419.00 | 447.00 | 0.00 | 77309.00 | 46118.00 | 6543.00 | 6590.00 | 6789.00 | 11269.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| 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% | 0.95 | 0.92 | 0.95 | 0.92 | 0.88 | 4800.00 | 3377.00 | 518.00 | 443.00 | 462.00 | 0.00 | 75249.00 | 45405.00 | 6594.00 | 6341.00 | 6475.00 | 10434.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.89 | 0.89 | 0.80 | 0.87 | 0.76 | 650.00 | 472.00 | 63.00 | 59.00 | 56.00 | 0.00 | 10681.00 | 6507.00 | 947.00 | 887.00 | 912.00 | 1428.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.38 | 1.21 | 1.05 | 1.12 | 1.38 | 520.00 | 374.00 | 42.00 | 46.00 | 58.00 | 0.00 | 6156.00 | 3813.00 | 484.00 | 542.00 | 523.00 | 794.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| ENTRANCES_MODE | Missing | 50.08% | 50.36% | 50.25% | 50.77% | 49.98% | 48.37% | 7.97% | 9.24% | 9.44% | 8.47% | 9.20% | 0.00% | 1.14 | 1.14 | 1.14 | 1.11 | 1.14 | 14211.00 | 10021.00 | 1457.00 | 1319.00 | 1414.00 | 0.00 | 178407.00 | 108452.00 | 15437.00 | 15565.00 | 15374.00 | 23579.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.96 | 0.96 | 0.91 | 0.93 | 0.86 | 1509.00 | 1087.00 | 146.00 | 141.00 | 135.00 | 0.00 | 22919.00 | 13930.00 | 1941.00 | 1996.00 | 1948.00 | 3104.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.96 | 0.93 | 0.91 | 0.96 | 0.92 | 3544.00 | 2499.00 | 360.00 | 341.00 | 344.00 | 0.00 | 54879.00 | 33217.00 | 4744.00 | 4650.00 | 4626.00 | 7642.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.83 | 0.81 | 0.82 | 0.83 | 0.83 | 2975.00 | 2078.00 | 307.00 | 276.00 | 314.00 | 0.00 | 52550.00 | 31476.00 | 4494.00 | 4368.00 | 4689.00 | 7523.00 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| 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% | 0.82 | 0.78 | 0.82 | 0.82 | 0.82 | 2586.00 | 1780.00 | 279.00 | 254.00 | 273.00 | 0.00 | 47500.00 | 28299.00 | 4104.00 | 4078.00 | 4123.00 | 6896.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| DAYS_REGISTRATION | 00_[-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% | 0.81 | 0.78 | 0.77 | 0.75 | 0.81 | 4849.00 | 3405.00 | 500.00 | 437.00 | 507.00 | 0.00 | 89170.00 | 53836.00 | 7776.00 | 7665.00 | 7744.00 | 12149.00 | 0.07 | 0.02 | 0.02 | 0.02 | 0.01 | 0.00 | |
| 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% | 1.07 | 0.99 | 1.06 | 1.07 | 1.00 | 6249.00 | 4341.00 | 668.00 | 622.00 | 618.00 | 0.00 | 88898.00 | 53836.00 | 7614.00 | 7626.00 | 7672.00 | 12150.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.10 | 1.09 | 1.05 | 1.04 | 1.10 | 6715.00 | 4764.00 | 666.00 | 608.00 | 677.00 | 0.00 | 88670.00 | 53855.00 | 7674.00 | 7719.00 | 7643.00 | 11779.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.14 | 1.13 | 1.13 | 1.14 | 1.09 | 7012.00 | 4955.00 | 715.00 | 664.00 | 678.00 | 0.00 | 89517.00 | 53847.00 | 7656.00 | 7647.00 | 7701.00 | 12666.00 | 0.02 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | ||
| EMERGENCYSTATE_MODE | Missing | 47.15% | 47.39% | 47.40% | 47.68% | 47.18% | 45.56% | 8.04% | 9.33% | 9.50% | 8.53% | 9.24% | 0.00% | 1.15 | 1.15 | 1.14 | 1.12 | 1.15 | 13498.00 | 9527.00 | 1383.00 | 1247.00 | 1341.00 | 0.00 | 167964.00 | 102065.00 | 14561.00 | 14616.00 | 14513.00 | 22209.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.88 | 0.86 | 0.87 | 0.88 | 0.86 | 11104.00 | 7783.00 | 1148.00 | 1056.00 | 1117.00 | 0.00 | 185607.00 | 111641.00 | 15978.00 | 15785.00 | 16024.00 | 26179.00 | 0.05 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| 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% | 1.44 | 1.15 | 1.20 | 1.44 | 1.22 | 223.00 | 155.00 | 18.00 | 28.00 | 22.00 | 0.00 | 2684.00 | 1668.00 | 181.00 | 256.00 | 223.00 | 356.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| NONLIVINGAREA_MODE | Missing | 54.95% | 55.20% | 55.01% | 55.57% | 54.82% | 53.51% | 7.83% | 9.08% | 9.31% | 8.37% | 9.09% | 0.00% | 1.13 | 1.12 | 1.12 | 1.10 | 1.13 | 15330.00 | 10797.00 | 1574.00 | 1426.00 | 1533.00 | 0.00 | 195766.00 | 118884.00 | 16898.00 | 17037.00 | 16863.00 | 26084.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.92 | 0.89 | 0.87 | 0.89 | 0.92 | 4931.00 | 3458.00 | 496.00 | 460.00 | 517.00 | 0.00 | 79904.00 | 48103.00 | 6856.00 | 6787.00 | 6955.00 | 11203.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.88 | 0.83 | 0.85 | 0.88 | 0.84 | 2330.00 | 1622.00 | 244.00 | 227.00 | 237.00 | 0.00 | 40196.00 | 24198.00 | 3450.00 | 3404.00 | 3519.00 | 5625.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.84 | 0.81 | 0.81 | 0.84 | 0.70 | 2234.00 | 1588.00 | 235.00 | 218.00 | 193.00 | 0.00 | 40389.00 | 24189.00 | 3516.00 | 3429.00 | 3423.00 | 5832.00 | 0.03 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| REG_CITY_NOT_LIVE_CITY | 00_[-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% | 0.96 | 0.96 | 0.96 | 0.96 | 0.95 | 21886.00 | 15397.00 | 2264.00 | 2053.00 | 2172.00 | 0.00 | 328440.00 | 198546.00 | 28339.00 | 28239.00 | 28348.00 | 44968.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.58 | 1.52 | 1.44 | 1.51 | 1.58 | 2939.00 | 2068.00 | 285.00 | 278.00 | 308.00 | 0.00 | 27815.00 | 16828.00 | 2381.00 | 2418.00 | 2412.00 | 3776.00 | 0.08 | 0.02 | 0.02 | 0.02 | 0.03 | 0.00 | ||
| HOUSETYPE_MODE | Missing | 49.94% | 50.18% | 50.16% | 50.51% | 49.83% | 48.46% | 7.94% | 9.22% | 9.38% | 8.44% | 9.13% | 0.00% | 1.14 | 1.14 | 1.13 | 1.11 | 1.13 | 14120.00 | 9969.00 | 1445.00 | 1307.00 | 1399.00 | 0.00 | 177916.00 | 108074.00 | 15409.00 | 15485.00 | 15329.00 | 23619.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.88 | 0.86 | 0.86 | 0.88 | 0.86 | 10450.00 | 7327.00 | 1069.00 | 998.00 | 1056.00 | 0.00 | 175162.00 | 105424.00 | 15039.00 | 14881.00 | 15159.00 | 24659.00 | 0.05 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| 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% | 1.68 | 1.17 | 1.32 | 1.68 | 1.36 | 152.00 | 100.00 | 18.00 | 20.00 | 14.00 | 0.00 | 1761.00 | 1050.00 | 164.00 | 157.00 | 128.00 | 262.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.90 | 1.03 | 1.90 | 0.59 | 0.95 | 103.00 | 69.00 | 17.00 | 6.00 | 11.00 | 0.00 | 1416.00 | 826.00 | 108.00 | 134.00 | 144.00 | 204.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| NONLIVINGAREA_MEDI | Missing | 54.95% | 55.20% | 55.01% | 55.57% | 54.82% | 53.51% | 7.83% | 9.08% | 9.31% | 8.37% | 9.09% | 0.00% | 1.13 | 1.12 | 1.12 | 1.10 | 1.13 | 15330.00 | 10797.00 | 1574.00 | 1426.00 | 1533.00 | 0.00 | 195766.00 | 118884.00 | 16898.00 | 17037.00 | 16863.00 | 26084.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.91 | 0.89 | 0.87 | 0.87 | 0.91 | 4920.00 | 3458.00 | 497.00 | 452.00 | 513.00 | 0.00 | 80162.00 | 48177.00 | 6885.00 | 6835.00 | 6979.00 | 11286.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.88 | 0.84 | 0.85 | 0.88 | 0.84 | 2348.00 | 1644.00 | 244.00 | 226.00 | 234.00 | 0.00 | 39966.00 | 24153.00 | 3456.00 | 3363.00 | 3465.00 | 5529.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.87 | 0.80 | 0.81 | 0.87 | 0.72 | 2227.00 | 1566.00 | 234.00 | 227.00 | 200.00 | 0.00 | 40361.00 | 24160.00 | 3481.00 | 3422.00 | 3453.00 | 5845.00 | 0.03 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| NONLIVINGAREA_AVG | Missing | 54.95% | 55.20% | 55.01% | 55.57% | 54.82% | 53.51% | 7.83% | 9.08% | 9.31% | 8.37% | 9.09% | 0.00% | 1.13 | 1.12 | 1.12 | 1.10 | 1.13 | 15330.00 | 10797.00 | 1574.00 | 1426.00 | 1533.00 | 0.00 | 195766.00 | 118884.00 | 16898.00 | 17037.00 | 16863.00 | 26084.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.89 | 0.88 | 0.88 | 0.88 | 0.89 | 4923.00 | 3456.00 | 505.00 | 460.00 | 502.00 | 0.00 | 80033.00 | 48162.00 | 6882.00 | 6836.00 | 6957.00 | 11196.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.86 | 0.84 | 0.86 | 0.85 | 0.86 | 2362.00 | 1658.00 | 246.00 | 216.00 | 242.00 | 0.00 | 40166.00 | 24202.00 | 3455.00 | 3355.00 | 3508.00 | 5646.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.88 | 0.79 | 0.77 | 0.88 | 0.73 | 2210.00 | 1554.00 | 224.00 | 229.00 | 203.00 | 0.00 | 40290.00 | 24126.00 | 3485.00 | 3429.00 | 3432.00 | 5818.00 | 0.03 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| FLOORSMIN_MEDI | Missing | 67.68% | 67.83% | 67.52% | 68.33% | 67.83% | 66.61% | 7.47% | 8.67% | 8.95% | 8.14% | 8.55% | 0.00% | 1.08 | 1.07 | 1.08 | 1.07 | 1.06 | 18008.00 | 12663.00 | 1857.00 | 1705.00 | 1783.00 | 0.00 | 241108.00 | 146089.00 | 20741.00 | 20949.00 | 20863.00 | 32466.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.97 | 0.87 | 0.97 | 0.94 | 0.90 | 1479.00 | 1013.00 | 167.00 | 144.00 | 155.00 | 0.00 | 23872.00 | 14325.00 | 2071.00 | 2021.00 | 2125.00 | 3330.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.22 | 1.07 | 1.22 | 1.02 | 1.03 | 1087.00 | 766.00 | 126.00 | 94.00 | 101.00 | 0.00 | 14376.00 | 8855.00 | 1241.00 | 1209.00 | 1214.00 | 1857.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.96 | 0.88 | 0.78 | 0.86 | 0.96 | 2553.00 | 1808.00 | 234.00 | 236.00 | 275.00 | 0.00 | 42091.00 | 25397.00 | 3621.00 | 3589.00 | 3554.00 | 5930.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.72 | 0.72 | 0.65 | 0.69 | 0.69 | 1698.00 | 1215.00 | 165.00 | 152.00 | 166.00 | 0.00 | 34808.00 | 20708.00 | 3046.00 | 2889.00 | 3004.00 | 5161.00 | 0.05 | 0.01 | 0.02 | 0.01 | 0.01 | 0.00 | ||
| BASEMENTAREA_MEDI | Missing | 58.27% | 58.52% | 58.31% | 58.94% | 58.30% | 56.71% | 7.73% | 8.97% | 9.18% | 8.23% | 8.94% | 0.00% | 1.11 | 1.11 | 1.11 | 1.08 | 1.11 | 16038.00 | 11303.00 | 1645.00 | 1487.00 | 1603.00 | 0.00 | 207584.00 | 126030.00 | 17912.00 | 18068.00 | 17933.00 | 27641.00 | 0.03 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | |
| 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% | 0.95 | 0.95 | 0.94 | 0.86 | 0.94 | 2408.00 | 1718.00 | 244.00 | 206.00 | 240.00 | 0.00 | 36705.00 | 22291.00 | 3123.00 | 3153.00 | 3168.00 | 4970.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.95 | 0.87 | 0.95 | 0.92 | 0.77 | 2253.00 | 1586.00 | 249.00 | 220.00 | 198.00 | 0.00 | 37056.00 | 22354.00 | 3173.00 | 3131.00 | 3209.00 | 5189.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | ||
| 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% | 0.95 | 0.84 | 0.73 | 0.95 | 0.92 | 2169.00 | 1515.00 | 195.00 | 220.00 | 239.00 | 0.00 | 37276.00 | 22322.00 | 3222.00 | 3056.00 | 3220.00 | 5456.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.80 | 0.74 | 0.79 | 0.80 | 0.77 | 1957.00 | 1343.00 | 216.00 | 198.00 | 200.00 | 0.00 | 37634.00 | 22377.00 | 3290.00 | 3249.00 | 3230.00 | 5488.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| BASEMENTAREA_AVG | Missing | 58.27% | 58.52% | 58.31% | 58.94% | 58.30% | 56.71% | 7.73% | 8.97% | 9.18% | 8.23% | 8.94% | 0.00% | 1.11 | 1.11 | 1.11 | 1.08 | 1.11 | 16038.00 | 11303.00 | 1645.00 | 1487.00 | 1603.00 | 0.00 | 207584.00 | 126030.00 | 17912.00 | 18068.00 | 17933.00 | 27641.00 | 0.03 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | |
| 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% | 0.96 | 0.96 | 0.96 | 0.88 | 0.94 | 2426.00 | 1727.00 | 249.00 | 209.00 | 241.00 | 0.00 | 36682.00 | 22287.00 | 3133.00 | 3136.00 | 3169.00 | 4957.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.94 | 0.87 | 0.94 | 0.91 | 0.76 | 2237.00 | 1578.00 | 246.00 | 218.00 | 195.00 | 0.00 | 37029.00 | 22334.00 | 3157.00 | 3145.00 | 3197.00 | 5196.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | ||
| 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% | 0.93 | 0.84 | 0.73 | 0.93 | 0.91 | 2175.00 | 1528.00 | 195.00 | 216.00 | 236.00 | 0.00 | 37347.00 | 22376.00 | 3213.00 | 3059.00 | 3218.00 | 5481.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.81 | 0.73 | 0.78 | 0.81 | 0.78 | 1949.00 | 1329.00 | 214.00 | 201.00 | 205.00 | 0.00 | 37613.00 | 22347.00 | 3305.00 | 3249.00 | 3243.00 | 5469.00 | 0.03 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| FLOORSMIN_MODE | Missing | 67.68% | 67.83% | 67.52% | 68.33% | 67.83% | 66.61% | 7.47% | 8.67% | 8.95% | 8.14% | 8.55% | 0.00% | 1.08 | 1.07 | 1.08 | 1.07 | 1.06 | 18008.00 | 12663.00 | 1857.00 | 1705.00 | 1783.00 | 0.00 | 241108.00 | 146089.00 | 20741.00 | 20949.00 | 20863.00 | 32466.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.97 | 0.87 | 0.97 | 0.94 | 0.93 | 1546.00 | 1056.00 | 173.00 | 151.00 | 166.00 | 0.00 | 24943.00 | 14944.00 | 2156.00 | 2110.00 | 2224.00 | 3509.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.24 | 1.07 | 1.24 | 1.00 | 1.00 | 1053.00 | 746.00 | 124.00 | 89.00 | 94.00 | 0.00 | 13957.00 | 8613.00 | 1203.00 | 1173.00 | 1166.00 | 1802.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.95 | 0.88 | 0.77 | 0.87 | 0.95 | 2531.00 | 1794.00 | 231.00 | 235.00 | 271.00 | 0.00 | 41710.00 | 25171.00 | 3602.00 | 3558.00 | 3523.00 | 5856.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.72 | 0.72 | 0.65 | 0.69 | 0.69 | 1687.00 | 1206.00 | 164.00 | 151.00 | 166.00 | 0.00 | 34537.00 | 20557.00 | 3018.00 | 2867.00 | 2984.00 | 5111.00 | 0.05 | 0.01 | 0.02 | 0.01 | 0.01 | 0.00 | ||
| BASEMENTAREA_MODE | Missing | 58.27% | 58.52% | 58.31% | 58.94% | 58.30% | 56.71% | 7.73% | 8.97% | 9.18% | 8.23% | 8.94% | 0.00% | 1.11 | 1.11 | 1.11 | 1.08 | 1.11 | 16038.00 | 11303.00 | 1645.00 | 1487.00 | 1603.00 | 0.00 | 207584.00 | 126030.00 | 17912.00 | 18068.00 | 17933.00 | 27641.00 | 0.03 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | |
| 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% | 0.97 | 0.92 | 0.92 | 0.90 | 0.97 | 2371.00 | 1672.00 | 235.00 | 215.00 | 249.00 | 0.00 | 36674.00 | 22322.00 | 3063.00 | 3138.00 | 3177.00 | 4974.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.87 | 0.87 | 0.87 | 0.85 | 0.74 | 2211.00 | 1585.00 | 233.00 | 202.00 | 191.00 | 0.00 | 37090.00 | 22346.00 | 3210.00 | 3121.00 | 3223.00 | 5190.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | ||
| 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% | 0.99 | 0.85 | 0.81 | 0.99 | 0.93 | 2222.00 | 1530.00 | 218.00 | 233.00 | 241.00 | 0.00 | 37290.00 | 22312.00 | 3225.00 | 3093.00 | 3200.00 | 5460.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.79 | 0.76 | 0.79 | 0.79 | 0.75 | 1983.00 | 1375.00 | 218.00 | 194.00 | 196.00 | 0.00 | 37617.00 | 22364.00 | 3310.00 | 3237.00 | 3227.00 | 5479.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| FLOORSMIN_AVG | Missing | 67.68% | 67.83% | 67.52% | 68.33% | 67.83% | 66.61% | 7.47% | 8.67% | 8.95% | 8.14% | 8.55% | 0.00% | 1.08 | 1.07 | 1.08 | 1.07 | 1.06 | 18008.00 | 12663.00 | 1857.00 | 1705.00 | 1783.00 | 0.00 | 241108.00 | 146089.00 | 20741.00 | 20949.00 | 20863.00 | 32466.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.97 | 0.88 | 0.97 | 0.94 | 0.91 | 1475.00 | 1013.00 | 165.00 | 143.00 | 154.00 | 0.00 | 23593.00 | 14161.00 | 2049.00 | 2002.00 | 2100.00 | 3281.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.20 | 1.04 | 1.20 | 1.01 | 1.02 | 1101.00 | 774.00 | 127.00 | 96.00 | 104.00 | 0.00 | 14888.00 | 9167.00 | 1273.00 | 1246.00 | 1264.00 | 1938.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.95 | 0.88 | 0.78 | 0.86 | 0.95 | 2571.00 | 1825.00 | 236.00 | 236.00 | 274.00 | 0.00 | 42383.00 | 25563.00 | 3645.00 | 3620.00 | 3571.00 | 5984.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.72 | 0.72 | 0.66 | 0.70 | 0.69 | 1670.00 | 1190.00 | 164.00 | 151.00 | 165.00 | 0.00 | 34283.00 | 20394.00 | 3012.00 | 2840.00 | 2962.00 | 5075.00 | 0.05 | 0.01 | 0.02 | 0.01 | 0.01 | 0.00 | ||
| OWN_CAR_AGE | Missing | 66.03% | 65.90% | 66.12% | 66.24% | 66.26% | 66.29% | 7.33% | 8.53% | 8.78% | 8.02% | 8.50% | 0.00% | 1.06 | 1.05 | 1.06 | 1.05 | 1.05 | 17249.00 | 12104.00 | 1784.00 | 1628.00 | 1733.00 | 0.00 | 235241.00 | 141928.00 | 20312.00 | 20308.00 | 20381.00 | 32312.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.72 | 0.71 | 0.72 | 0.70 | 0.71 | 1452.00 | 1027.00 | 151.00 | 136.00 | 138.00 | 0.00 | 29320.00 | 17713.00 | 2513.00 | 2542.00 | 2425.00 | 4127.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| 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% | 0.77 | 0.71 | 0.72 | 0.77 | 0.71 | 1346.00 | 935.00 | 138.00 | 139.00 | 134.00 | 0.00 | 26913.00 | 16243.00 | 2319.00 | 2384.00 | 2342.00 | 3625.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| 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% | 1.01 | 0.99 | 0.93 | 0.99 | 1.01 | 2178.00 | 1549.00 | 204.00 | 203.00 | 222.00 | 0.00 | 31663.00 | 19336.00 | 2645.00 | 2688.00 | 2735.00 | 4259.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.13 | 1.13 | 1.12 | 1.08 | 1.09 | 2600.00 | 1850.00 | 272.00 | 225.00 | 253.00 | 0.00 | 33118.00 | 20154.00 | 2931.00 | 2735.00 | 2877.00 | 4421.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| LIVINGAPARTMENTS_AVG | Missing | 68.20% | 68.36% | 68.04% | 68.63% | 68.35% | 67.25% | 7.46% | 8.66% | 8.93% | 8.05% | 8.63% | 0.00% | 1.08 | 1.07 | 1.08 | 1.06 | 1.07 | 18122.00 | 12748.00 | 1866.00 | 1693.00 | 1815.00 | 0.00 | 242979.00 | 147235.00 | 20902.00 | 21039.00 | 21023.00 | 32780.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.13 | 1.02 | 1.13 | 0.90 | 0.96 | 1895.00 | 1345.00 | 219.00 | 157.00 | 174.00 | 0.00 | 26664.00 | 16305.00 | 2344.00 | 2298.00 | 2249.00 | 3468.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.96 | 0.84 | 0.83 | 0.96 | 0.87 | 1733.00 | 1210.00 | 169.00 | 177.00 | 177.00 | 0.00 | 29281.00 | 17763.00 | 2465.00 | 2427.00 | 2537.00 | 4089.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.86 | 0.82 | 0.72 | 0.84 | 0.86 | 1534.00 | 1082.00 | 143.00 | 147.00 | 162.00 | 0.00 | 27257.00 | 16336.00 | 2381.00 | 2293.00 | 2323.00 | 3924.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.79 | 0.75 | 0.70 | 0.79 | 0.72 | 1541.00 | 1080.00 | 152.00 | 157.00 | 152.00 | 0.00 | 30074.00 | 17735.00 | 2628.00 | 2600.00 | 2628.00 | 4483.00 | 0.03 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| LIVINGAPARTMENTS_MEDI | Missing | 68.20% | 68.36% | 68.04% | 68.63% | 68.35% | 67.25% | 7.46% | 8.66% | 8.93% | 8.05% | 8.63% | 0.00% | 1.08 | 1.07 | 1.08 | 1.06 | 1.07 | 18122.00 | 12748.00 | 1866.00 | 1693.00 | 1815.00 | 0.00 | 242979.00 | 147235.00 | 20902.00 | 21039.00 | 21023.00 | 32780.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.12 | 1.02 | 1.12 | 0.90 | 0.95 | 1896.00 | 1347.00 | 219.00 | 157.00 | 173.00 | 0.00 | 26761.00 | 16359.00 | 2355.00 | 2305.00 | 2252.00 | 3490.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.98 | 0.84 | 0.82 | 0.98 | 0.87 | 1711.00 | 1193.00 | 165.00 | 178.00 | 175.00 | 0.00 | 28888.00 | 17527.00 | 2434.00 | 2392.00 | 2508.00 | 4027.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.87 | 0.82 | 0.73 | 0.82 | 0.87 | 1571.00 | 1109.00 | 147.00 | 147.00 | 168.00 | 0.00 | 27943.00 | 16725.00 | 2429.00 | 2357.00 | 2390.00 | 4042.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.80 | 0.75 | 0.70 | 0.80 | 0.71 | 1525.00 | 1068.00 | 152.00 | 156.00 | 149.00 | 0.00 | 29684.00 | 17528.00 | 2600.00 | 2564.00 | 2587.00 | 4405.00 | 0.03 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| LIVINGAPARTMENTS_MODE | Missing | 68.20% | 68.36% | 68.04% | 68.63% | 68.35% | 67.25% | 7.46% | 8.66% | 8.93% | 8.05% | 8.63% | 0.00% | 1.08 | 1.07 | 1.08 | 1.06 | 1.07 | 18122.00 | 12748.00 | 1866.00 | 1693.00 | 1815.00 | 0.00 | 242979.00 | 147235.00 | 20902.00 | 21039.00 | 21023.00 | 32780.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.11 | 1.00 | 1.11 | 0.93 | 0.94 | 1940.00 | 1373.00 | 223.00 | 167.00 | 177.00 | 0.00 | 27835.00 | 17014.00 | 2432.00 | 2371.00 | 2346.00 | 3672.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.93 | 0.85 | 0.80 | 0.93 | 0.87 | 1664.00 | 1169.00 | 157.00 | 166.00 | 172.00 | 0.00 | 28111.00 | 17051.00 | 2367.00 | 2345.00 | 2463.00 | 3885.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.90 | 0.81 | 0.73 | 0.84 | 0.90 | 1595.00 | 1114.00 | 150.00 | 155.00 | 176.00 | 0.00 | 28491.00 | 17035.00 | 2462.00 | 2431.00 | 2438.00 | 4125.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.80 | 0.77 | 0.72 | 0.80 | 0.70 | 1504.00 | 1061.00 | 153.00 | 150.00 | 140.00 | 0.00 | 28839.00 | 17039.00 | 2557.00 | 2471.00 | 2490.00 | 4282.00 | 0.03 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| LANDAREA_MODE | Missing | 59.18% | 59.38% | 59.20% | 59.81% | 59.11% | 57.96% | 7.64% | 8.86% | 9.12% | 8.19% | 8.87% | 0.00% | 1.10 | 1.09 | 1.10 | 1.08 | 1.10 | 16104.00 | 11331.00 | 1658.00 | 1502.00 | 1613.00 | 0.00 | 210844.00 | 127887.00 | 18185.00 | 18335.00 | 18183.00 | 28254.00 | 0.02 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | |
| 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% | 0.91 | 0.89 | 0.89 | 0.91 | 0.87 | 2229.00 | 1571.00 | 228.00 | 214.00 | 216.00 | 0.00 | 36145.00 | 21786.00 | 3087.00 | 3086.00 | 3095.00 | 5091.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.99 | 0.91 | 0.99 | 0.97 | 0.91 | 2332.00 | 1622.00 | 256.00 | 222.00 | 232.00 | 0.00 | 36295.00 | 21911.00 | 3120.00 | 3024.00 | 3168.00 | 5072.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.86 | 0.86 | 0.80 | 0.84 | 0.84 | 2155.00 | 1534.00 | 209.00 | 196.00 | 216.00 | 0.00 | 36393.00 | 21905.00 | 3166.00 | 3079.00 | 3179.00 | 5064.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.83 | 0.79 | 0.75 | 0.83 | 0.80 | 2005.00 | 1407.00 | 198.00 | 197.00 | 203.00 | 0.00 | 36578.00 | 21885.00 | 3162.00 | 3133.00 | 3135.00 | 5263.00 | 0.02 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | ||
| YEARS_BUILD_MEDI | Missing | 66.33% | 66.49% | 66.13% | 66.89% | 66.52% | 65.28% | 7.51% | 8.71% | 9.05% | 8.15% | 8.61% | 0.00% | 1.09 | 1.07 | 1.09 | 1.07 | 1.07 | 17751.00 | 12480.00 | 1838.00 | 1671.00 | 1762.00 | 0.00 | 236306.00 | 143202.00 | 20316.00 | 20507.00 | 20463.00 | 31818.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.96 | 0.96 | 0.93 | 0.94 | 0.96 | 1883.00 | 1337.00 | 190.00 | 171.00 | 185.00 | 0.00 | 28577.00 | 17203.00 | 2462.00 | 2387.00 | 2399.00 | 4126.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.93 | 0.85 | 0.84 | 0.86 | 0.93 | 1772.00 | 1239.00 | 174.00 | 169.00 | 190.00 | 0.00 | 29811.00 | 17904.00 | 2499.00 | 2580.00 | 2547.00 | 4281.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.89 | 0.85 | 0.80 | 0.89 | 0.85 | 1836.00 | 1297.00 | 179.00 | 177.00 | 183.00 | 0.00 | 31109.00 | 18760.00 | 2698.00 | 2605.00 | 2655.00 | 4391.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.75 | 0.75 | 0.74 | 0.73 | 0.74 | 1583.00 | 1112.00 | 168.00 | 143.00 | 160.00 | 0.00 | 30452.00 | 18305.00 | 2745.00 | 2578.00 | 2696.00 | 4128.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| YEARS_BUILD_AVG | Missing | 66.33% | 66.49% | 66.13% | 66.89% | 66.52% | 65.28% | 7.51% | 8.71% | 9.05% | 8.15% | 8.61% | 0.00% | 1.09 | 1.07 | 1.09 | 1.07 | 1.07 | 17751.00 | 12480.00 | 1838.00 | 1671.00 | 1762.00 | 0.00 | 236306.00 | 143202.00 | 20316.00 | 20507.00 | 20463.00 | 31818.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.96 | 0.96 | 0.92 | 0.94 | 0.96 | 1872.00 | 1332.00 | 186.00 | 170.00 | 184.00 | 0.00 | 28453.00 | 17142.00 | 2445.00 | 2374.00 | 2386.00 | 4106.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.92 | 0.86 | 0.86 | 0.86 | 0.92 | 1779.00 | 1242.00 | 178.00 | 170.00 | 189.00 | 0.00 | 29849.00 | 17906.00 | 2507.00 | 2594.00 | 2546.00 | 4296.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.89 | 0.85 | 0.79 | 0.89 | 0.85 | 1833.00 | 1295.00 | 178.00 | 177.00 | 183.00 | 0.00 | 31203.00 | 18812.00 | 2712.00 | 2602.00 | 2674.00 | 4403.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.75 | 0.75 | 0.74 | 0.73 | 0.75 | 1590.00 | 1116.00 | 169.00 | 143.00 | 162.00 | 0.00 | 30444.00 | 18312.00 | 2740.00 | 2580.00 | 2691.00 | 4121.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| LANDAREA_AVG | Missing | 59.18% | 59.38% | 59.20% | 59.81% | 59.11% | 57.96% | 7.64% | 8.86% | 9.12% | 8.19% | 8.87% | 0.00% | 1.10 | 1.09 | 1.10 | 1.08 | 1.10 | 16104.00 | 11331.00 | 1658.00 | 1502.00 | 1613.00 | 0.00 | 210844.00 | 127887.00 | 18185.00 | 18335.00 | 18183.00 | 28254.00 | 0.02 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | |
| 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% | 0.94 | 0.89 | 0.94 | 0.92 | 0.88 | 2254.00 | 1580.00 | 241.00 | 216.00 | 217.00 | 0.00 | 36083.00 | 21809.00 | 3085.00 | 3074.00 | 3065.00 | 5050.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.94 | 0.93 | 0.92 | 0.94 | 0.85 | 2338.00 | 1657.00 | 241.00 | 221.00 | 219.00 | 0.00 | 36482.00 | 21894.00 | 3156.00 | 3077.00 | 3200.00 | 5155.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.87 | 0.85 | 0.83 | 0.82 | 0.87 | 2130.00 | 1503.00 | 217.00 | 189.00 | 221.00 | 0.00 | 36256.00 | 21890.00 | 3164.00 | 3028.00 | 3146.00 | 5028.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.85 | 0.79 | 0.74 | 0.85 | 0.82 | 1999.00 | 1394.00 | 192.00 | 203.00 | 210.00 | 0.00 | 36590.00 | 21894.00 | 3130.00 | 3143.00 | 3166.00 | 5257.00 | 0.02 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| LANDAREA_MEDI | Missing | 59.18% | 59.38% | 59.20% | 59.81% | 59.11% | 57.96% | 7.64% | 8.86% | 9.12% | 8.19% | 8.87% | 0.00% | 1.10 | 1.09 | 1.10 | 1.08 | 1.10 | 16104.00 | 11331.00 | 1658.00 | 1502.00 | 1613.00 | 0.00 | 210844.00 | 127887.00 | 18185.00 | 18335.00 | 18183.00 | 28254.00 | 0.02 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | |
| 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% | 0.92 | 0.89 | 0.92 | 0.92 | 0.88 | 2244.00 | 1578.00 | 234.00 | 214.00 | 218.00 | 0.00 | 36028.00 | 21779.00 | 3079.00 | 3070.00 | 3067.00 | 5033.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.95 | 0.93 | 0.93 | 0.95 | 0.84 | 2332.00 | 1651.00 | 243.00 | 222.00 | 216.00 | 0.00 | 36501.00 | 21926.00 | 3154.00 | 3076.00 | 3192.00 | 5153.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.88 | 0.85 | 0.85 | 0.82 | 0.88 | 2152.00 | 1515.00 | 223.00 | 190.00 | 224.00 | 0.00 | 36321.00 | 21896.00 | 3173.00 | 3043.00 | 3163.00 | 5046.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.85 | 0.78 | 0.74 | 0.85 | 0.82 | 1993.00 | 1390.00 | 191.00 | 203.00 | 209.00 | 0.00 | 36561.00 | 21886.00 | 3129.00 | 3133.00 | 3155.00 | 5258.00 | 0.02 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| YEARS_BUILD_MODE | Missing | 66.33% | 66.49% | 66.13% | 66.89% | 66.52% | 65.28% | 7.51% | 8.71% | 9.05% | 8.15% | 8.61% | 0.00% | 1.09 | 1.07 | 1.09 | 1.07 | 1.07 | 17751.00 | 12480.00 | 1838.00 | 1671.00 | 1762.00 | 0.00 | 236306.00 | 143202.00 | 20316.00 | 20507.00 | 20463.00 | 31818.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.96 | 0.95 | 0.93 | 0.94 | 0.96 | 1939.00 | 1375.00 | 195.00 | 177.00 | 192.00 | 0.00 | 29579.00 | 17794.00 | 2539.00 | 2474.00 | 2491.00 | 4281.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.93 | 0.85 | 0.81 | 0.87 | 0.93 | 1784.00 | 1251.00 | 171.00 | 171.00 | 191.00 | 0.00 | 30070.00 | 18098.00 | 2530.00 | 2589.00 | 2555.00 | 4298.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.89 | 0.86 | 0.80 | 0.89 | 0.81 | 1615.00 | 1149.00 | 157.00 | 155.00 | 154.00 | 0.00 | 27370.00 | 16519.00 | 2378.00 | 2285.00 | 2348.00 | 3840.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.77 | 0.76 | 0.77 | 0.74 | 0.77 | 1736.00 | 1210.00 | 188.00 | 157.00 | 181.00 | 0.00 | 32930.00 | 19761.00 | 2957.00 | 2802.00 | 2903.00 | 4507.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| AMT_REQ_CREDIT_BUREAU_YEAR | Missing | 13.35% | 13.61% | 13.16% | 13.42% | 13.16% | 12.41% | 9.02% | 10.37% | 10.49% | 9.63% | 10.64% | 0.00% | 1.32 | 1.28 | 1.26 | 1.27 | 1.32 | 4292.00 | 3041.00 | 424.00 | 396.00 | 431.00 | 0.00 | 47568.00 | 29313.00 | 4043.00 | 4114.00 | 4049.00 | 6049.00 | 0.05 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.91 | 0.88 | 0.87 | 0.91 | 0.87 | 5123.00 | 3606.00 | 514.00 | 501.00 | 502.00 | 0.00 | 82640.00 | 50315.00 | 7140.00 | 7226.00 | 7120.00 | 10839.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.98 | 0.95 | 0.98 | 0.93 | 0.95 | 8718.00 | 6102.00 | 933.00 | 798.00 | 885.00 | 0.00 | 131297.00 | 79329.00 | 11482.00 | 11264.00 | 11522.00 | 17700.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.04 | 1.03 | 1.01 | 1.04 | 1.02 | 6692.00 | 4716.00 | 678.00 | 636.00 | 662.00 | 0.00 | 94750.00 | 56417.00 | 8055.00 | 8053.00 | 8069.00 | 14156.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| NAME_HOUSING_TYPE | 00_[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% | 0.98 | 0.97 | 0.98 | 0.96 | 0.96 | 21272.00 | 14945.00 | 2214.00 | 1996.00 | 2117.00 | 0.00 | 316513.00 | 190966.00 | 27272.00 | 27308.00 | 27322.00 | 43645.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.55 | 1.44 | 1.39 | 1.55 | 1.49 | 1736.00 | 1211.00 | 168.00 | 173.00 | 184.00 | 0.00 | 17074.00 | 10386.00 | 1454.00 | 1472.00 | 1528.00 | 2234.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| 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% | 1.08 | 1.08 | 0.91 | 1.05 | 1.05 | 955.00 | 694.00 | 86.00 | 85.00 | 90.00 | 0.00 | 12800.00 | 7907.00 | 1144.00 | 1065.00 | 1067.00 | 1617.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.75 | 1.51 | 1.42 | 1.48 | 1.75 | 601.00 | 428.00 | 56.00 | 51.00 | 66.00 | 0.00 | 5599.00 | 3485.00 | 475.00 | 452.00 | 469.00 | 718.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | ||
| NAME_CONTRACT_TYPE | 00_[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% | 1.04 | 1.03 | 1.03 | 1.04 | 1.04 | 23221.00 | 16326.00 | 2379.00 | 2188.00 | 2328.00 | 0.00 | 326537.00 | 194851.00 | 27796.00 | 27749.00 | 27836.00 | 48305.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.70 | 0.68 | 0.70 | 0.65 | 0.64 | 1604.00 | 1139.00 | 170.00 | 143.00 | 152.00 | 0.00 | 29718.00 | 20523.00 | 2924.00 | 2908.00 | 2924.00 | 439.00 | 0.06 | 0.01 | 0.01 | 0.02 | 0.02 | 0.00 | ||
| NAME_FAMILY_STATUS | 00_[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% | 0.96 | 0.93 | 0.96 | 0.95 | 0.94 | 14850.00 | 10401.00 | 1564.00 | 1404.00 | 1481.00 | 0.00 | 228715.00 | 137612.00 | 19680.00 | 19504.00 | 19636.00 | 32283.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.26 | 1.20 | 1.26 | 1.23 | 1.25 | 4457.00 | 3100.00 | 470.00 | 430.00 | 457.00 | 0.00 | 52480.00 | 31812.00 | 4483.00 | 4600.00 | 4549.00 | 7036.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| 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% | 1.26 | 1.26 | 1.14 | 1.20 | 1.18 | 2961.00 | 2126.00 | 280.00 | 272.00 | 283.00 | 0.00 | 34036.00 | 20842.00 | 2965.00 | 2992.00 | 2976.00 | 4261.00 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.03 | 1.03 | 0.97 | 0.96 | 0.98 | 1620.00 | 1161.00 | 160.00 | 142.00 | 157.00 | 0.00 | 22725.00 | 13837.00 | 1991.00 | 1949.00 | 1993.00 | 2955.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| AMT_ANNUITY | Missing | 0.01% | 0.00% | 0.01% | 0.00% | 0.01% | 0.05% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 36.00 | 7.00 | 2.00 | 1.00 | 2.00 | 24.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.91 | 0.87 | 0.86 | 0.91 | 0.89 | 5420.00 | 3800.00 | 543.00 | 526.00 | 551.00 | 0.00 | 86637.00 | 53823.00 | 7622.00 | 7631.00 | 7679.00 | 9882.00 | 0.02 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.10 | 1.10 | 1.04 | 1.01 | 1.08 | 6702.00 | 4789.00 | 651.00 | 588.00 | 674.00 | 0.00 | 89252.00 | 53842.00 | 7564.00 | 7631.00 | 7720.00 | 12495.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.20 | 1.14 | 1.20 | 1.15 | 1.12 | 7145.00 | 4984.00 | 783.00 | 683.00 | 695.00 | 0.00 | 89208.00 | 53859.00 | 7858.00 | 7814.00 | 7722.00 | 11955.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | ||
| 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% | 0.93 | 0.89 | 0.90 | 0.93 | 0.91 | 5558.00 | 3892.00 | 572.00 | 534.00 | 560.00 | 0.00 | 91122.00 | 53843.00 | 7674.00 | 7580.00 | 7637.00 | 14388.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| REGION_POPULATION_RELATIVE | 00_[-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% | 1.09 | 1.09 | 1.06 | 1.07 | 1.06 | 6520.00 | 4624.00 | 652.00 | 604.00 | 640.00 | 0.00 | 86211.00 | 52212.00 | 7434.00 | 7416.00 | 7499.00 | 11650.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.14 | 1.08 | 1.13 | 1.07 | 1.14 | 6575.00 | 4563.00 | 713.00 | 614.00 | 685.00 | 0.00 | 87007.00 | 52327.00 | 7602.00 | 7515.00 | 7484.00 | 12079.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.03 | 1.03 | 1.01 | 1.02 | 0.99 | 6472.00 | 4573.00 | 654.00 | 611.00 | 634.00 | 0.00 | 90440.00 | 54839.00 | 7824.00 | 7891.00 | 7929.00 | 11957.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.84 | 0.82 | 0.81 | 0.84 | 0.82 | 5258.00 | 3705.00 | 530.00 | 502.00 | 521.00 | 0.00 | 92597.00 | 55996.00 | 7860.00 | 7835.00 | 7848.00 | 13058.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| FONDKAPREMONT_MODE | Missing | 68.24% | 68.42% | 67.89% | 68.77% | 68.27% | 67.28% | 7.46% | 8.65% | 8.95% | 8.08% | 8.62% | 0.00% | 1.08 | 1.07 | 1.08 | 1.06 | 1.07 | 18125.00 | 12744.00 | 1867.00 | 1703.00 | 1811.00 | 0.00 | 243092.00 | 147357.00 | 20856.00 | 21082.00 | 21000.00 | 32797.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.89 | 0.86 | 0.84 | 0.87 | 0.89 | 5152.00 | 3611.00 | 528.00 | 483.00 | 530.00 | 0.00 | 85954.00 | 51619.00 | 7535.00 | 7284.00 | 7392.00 | 12124.00 | 0.02 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.92 | 0.82 | 0.75 | 0.92 | 0.73 | 792.00 | 563.00 | 74.00 | 80.00 | 75.00 | 0.00 | 14070.00 | 8456.00 | 1194.00 | 1148.00 | 1282.00 | 1990.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.01 | 0.97 | 1.01 | 0.77 | 0.74 | 429.00 | 315.00 | 47.00 | 34.00 | 33.00 | 0.00 | 6600.00 | 3995.00 | 563.00 | 577.00 | 552.00 | 913.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.72 | 0.72 | 0.70 | 0.72 | 0.72 | 327.00 | 232.00 | 33.00 | 31.00 | 31.00 | 0.00 | 6539.00 | 3947.00 | 572.00 | 566.00 | 534.00 | 920.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| AMT_REQ_CREDIT_BUREAU_DAY | Missing | 13.35% | 13.61% | 13.16% | 13.42% | 13.16% | 12.41% | 9.02% | 10.37% | 10.49% | 9.63% | 10.64% | 0.00% | 1.32 | 1.28 | 1.26 | 1.27 | 1.32 | 4292.00 | 3041.00 | 424.00 | 396.00 | 431.00 | 0.00 | 47568.00 | 29313.00 | 4043.00 | 4114.00 | 4049.00 | 6049.00 | 0.05 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.96 | 0.96 | 0.96 | 0.96 | 0.95 | 20533.00 | 14424.00 | 2125.00 | 1935.00 | 2049.00 | 0.00 | 308687.00 | 186061.00 | 26677.00 | 26543.00 | 26711.00 | 42695.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| AMT_REQ_CREDIT_BUREAU_HOUR | Missing | 13.35% | 13.61% | 13.16% | 13.42% | 13.16% | 12.41% | 9.02% | 10.37% | 10.49% | 9.63% | 10.64% | 0.00% | 1.32 | 1.28 | 1.26 | 1.27 | 1.32 | 4292.00 | 3041.00 | 424.00 | 396.00 | 431.00 | 0.00 | 47568.00 | 29313.00 | 4043.00 | 4114.00 | 4049.00 | 6049.00 | 0.05 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.96 | 0.96 | 0.96 | 0.96 | 0.95 | 20533.00 | 14424.00 | 2125.00 | 1935.00 | 2049.00 | 0.00 | 308687.00 | 186061.00 | 26677.00 | 26543.00 | 26711.00 | 42695.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| AMT_REQ_CREDIT_BUREAU_MON | Missing | 13.35% | 13.61% | 13.16% | 13.42% | 13.16% | 12.41% | 9.02% | 10.37% | 10.49% | 9.63% | 10.64% | 0.00% | 1.32 | 1.28 | 1.26 | 1.27 | 1.32 | 4292.00 | 3041.00 | 424.00 | 396.00 | 431.00 | 0.00 | 47568.00 | 29313.00 | 4043.00 | 4114.00 | 4049.00 | 6049.00 | 0.05 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.96 | 0.96 | 0.96 | 0.96 | 0.95 | 20533.00 | 14424.00 | 2125.00 | 1935.00 | 2049.00 | 0.00 | 308687.00 | 186061.00 | 26677.00 | 26543.00 | 26711.00 | 42695.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| AMT_REQ_CREDIT_BUREAU_QRT | Missing | 13.35% | 13.61% | 13.16% | 13.42% | 13.16% | 12.41% | 9.02% | 10.37% | 10.49% | 9.63% | 10.64% | 0.00% | 1.32 | 1.28 | 1.26 | 1.27 | 1.32 | 4292.00 | 3041.00 | 424.00 | 396.00 | 431.00 | 0.00 | 47568.00 | 29313.00 | 4043.00 | 4114.00 | 4049.00 | 6049.00 | 0.05 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.96 | 0.96 | 0.96 | 0.96 | 0.95 | 20533.00 | 14424.00 | 2125.00 | 1935.00 | 2049.00 | 0.00 | 308687.00 | 186061.00 | 26677.00 | 26543.00 | 26711.00 | 42695.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| AMT_REQ_CREDIT_BUREAU_WEEK | Missing | 13.35% | 13.61% | 13.16% | 13.42% | 13.16% | 12.41% | 9.02% | 10.37% | 10.49% | 9.63% | 10.64% | 0.00% | 1.32 | 1.28 | 1.26 | 1.27 | 1.32 | 4292.00 | 3041.00 | 424.00 | 396.00 | 431.00 | 0.00 | 47568.00 | 29313.00 | 4043.00 | 4114.00 | 4049.00 | 6049.00 | 0.05 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | |
| 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% | 0.96 | 0.96 | 0.96 | 0.96 | 0.95 | 20533.00 | 14424.00 | 2125.00 | 1935.00 | 2049.00 | 0.00 | 308687.00 | 186061.00 | 26677.00 | 26543.00 | 26711.00 | 42695.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_DOCUMENT_6 | 00_[-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% | 1.03 | 1.03 | 1.03 | 1.03 | 1.03 | 23318.00 | 16401.00 | 2389.00 | 2198.00 | 2330.00 | 0.00 | 324913.00 | 196345.00 | 28003.00 | 28003.00 | 28082.00 | 44480.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.71 | 0.69 | 0.71 | 0.66 | 0.69 | 1507.00 | 1064.00 | 160.00 | 133.00 | 150.00 | 0.00 | 31342.00 | 19029.00 | 2717.00 | 2654.00 | 2678.00 | 4264.00 | 0.05 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| COMMONAREA_MEDI | Missing | 69.71% | 69.87% | 69.61% | 70.30% | 69.76% | 68.72% | 7.42% | 8.62% | 8.88% | 7.99% | 8.55% | 0.00% | 1.07 | 1.06 | 1.07 | 1.05 | 1.06 | 18423.00 | 12969.00 | 1898.00 | 1722.00 | 1834.00 | 0.00 | 248360.00 | 150472.00 | 21385.00 | 21551.00 | 21457.00 | 33495.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.97 | 0.93 | 0.97 | 0.87 | 0.83 | 1678.00 | 1196.00 | 184.00 | 149.00 | 149.00 | 0.00 | 26217.00 | 15895.00 | 2288.00 | 2241.00 | 2224.00 | 3569.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.01 | 0.89 | 0.75 | 0.93 | 1.01 | 1701.00 | 1197.00 | 146.00 | 165.00 | 193.00 | 0.00 | 27425.00 | 16550.00 | 2342.00 | 2346.00 | 2367.00 | 3820.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.89 | 0.84 | 0.82 | 0.89 | 0.81 | 1570.00 | 1108.00 | 158.00 | 151.00 | 153.00 | 0.00 | 26920.00 | 16202.00 | 2326.00 | 2236.00 | 2345.00 | 3811.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.83 | 0.75 | 0.83 | 0.83 | 0.79 | 1453.00 | 995.00 | 163.00 | 144.00 | 151.00 | 0.00 | 27333.00 | 16255.00 | 2379.00 | 2283.00 | 2367.00 | 4049.00 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| COMMONAREA_AVG | Missing | 69.71% | 69.87% | 69.61% | 70.30% | 69.76% | 68.72% | 7.42% | 8.62% | 8.88% | 7.99% | 8.55% | 0.00% | 1.07 | 1.06 | 1.07 | 1.05 | 1.06 | 18423.00 | 12969.00 | 1898.00 | 1722.00 | 1834.00 | 0.00 | 248360.00 | 150472.00 | 21385.00 | 21551.00 | 21457.00 | 33495.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.96 | 0.93 | 0.96 | 0.88 | 0.84 | 1685.00 | 1201.00 | 183.00 | 150.00 | 151.00 | 0.00 | 26276.00 | 15940.00 | 2294.00 | 2252.00 | 2226.00 | 3564.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.01 | 0.88 | 0.77 | 0.89 | 1.01 | 1679.00 | 1180.00 | 149.00 | 158.00 | 192.00 | 0.00 | 27302.00 | 16478.00 | 2325.00 | 2331.00 | 2364.00 | 3804.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.92 | 0.85 | 0.81 | 0.92 | 0.81 | 1593.00 | 1125.00 | 158.00 | 157.00 | 153.00 | 0.00 | 27000.00 | 16249.00 | 2346.00 | 2241.00 | 2347.00 | 3817.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.83 | 0.75 | 0.82 | 0.83 | 0.79 | 1445.00 | 990.00 | 161.00 | 144.00 | 150.00 | 0.00 | 27317.00 | 16235.00 | 2370.00 | 2282.00 | 2366.00 | 4064.00 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| COMMONAREA_MODE | Missing | 69.71% | 69.87% | 69.61% | 70.30% | 69.76% | 68.72% | 7.42% | 8.62% | 8.88% | 7.99% | 8.55% | 0.00% | 1.07 | 1.06 | 1.07 | 1.05 | 1.06 | 18423.00 | 12969.00 | 1898.00 | 1722.00 | 1834.00 | 0.00 | 248360.00 | 150472.00 | 21385.00 | 21551.00 | 21457.00 | 33495.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.94 | 0.92 | 0.94 | 0.88 | 0.87 | 1691.00 | 1200.00 | 180.00 | 153.00 | 158.00 | 0.00 | 26592.00 | 16102.00 | 2314.00 | 2285.00 | 2255.00 | 3636.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.98 | 0.88 | 0.78 | 0.91 | 0.98 | 1661.00 | 1170.00 | 148.00 | 159.00 | 184.00 | 0.00 | 27025.00 | 16332.00 | 2294.00 | 2292.00 | 2326.00 | 3781.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.88 | 0.85 | 0.83 | 0.88 | 0.79 | 1580.00 | 1121.00 | 161.00 | 150.00 | 148.00 | 0.00 | 26879.00 | 16207.00 | 2331.00 | 2234.00 | 2329.00 | 3778.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.84 | 0.76 | 0.81 | 0.84 | 0.81 | 1470.00 | 1005.00 | 162.00 | 147.00 | 156.00 | 0.00 | 27399.00 | 16261.00 | 2396.00 | 2295.00 | 2393.00 | 4054.00 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| LIVE_CITY_NOT_WORK_CITY | 00_[-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% | 0.96 | 0.95 | 0.95 | 0.96 | 0.95 | 19322.00 | 13568.00 | 1990.00 | 1834.00 | 1930.00 | 0.00 | 292548.00 | 176725.00 | 25141.00 | 25188.00 | 25242.00 | 40252.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.24 | 1.24 | 1.21 | 1.20 | 1.24 | 5503.00 | 3897.00 | 559.00 | 497.00 | 550.00 | 0.00 | 63707.00 | 38649.00 | 5579.00 | 5469.00 | 5518.00 | 8492.00 | 0.04 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| NONLIVINGAPARTMENTS_AVG | Missing | 69.29% | 69.45% | 69.19% | 69.63% | 69.39% | 68.41% | 7.42% | 8.63% | 8.87% | 8.02% | 8.57% | 0.00% | 1.07 | 1.06 | 1.07 | 1.05 | 1.06 | 18327.00 | 12902.00 | 1885.00 | 1711.00 | 1829.00 | 0.00 | 246861.00 | 149569.00 | 21254.00 | 21346.00 | 21345.00 | 33347.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.88 | 0.86 | 0.86 | 0.88 | 0.85 | 3970.00 | 2792.00 | 411.00 | 378.00 | 389.00 | 0.00 | 66314.00 | 39995.00 | 5740.00 | 5664.00 | 5653.00 | 9262.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | ||
| 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% | 0.87 | 0.85 | 0.82 | 0.87 | 0.86 | 2528.00 | 1771.00 | 253.00 | 242.00 | 262.00 | 0.00 | 43080.00 | 25810.00 | 3726.00 | 3647.00 | 3762.00 | 6135.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| NONLIVINGAPARTMENTS_MODE | Missing | 69.29% | 69.45% | 69.19% | 69.63% | 69.39% | 68.41% | 7.42% | 8.63% | 8.87% | 8.02% | 8.57% | 0.00% | 1.07 | 1.06 | 1.07 | 1.05 | 1.06 | 18327.00 | 12902.00 | 1885.00 | 1711.00 | 1829.00 | 0.00 | 246861.00 | 149569.00 | 21254.00 | 21346.00 | 21345.00 | 33347.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.89 | 0.86 | 0.85 | 0.89 | 0.86 | 4114.00 | 2884.00 | 420.00 | 400.00 | 410.00 | 0.00 | 68893.00 | 41493.00 | 5951.00 | 5895.00 | 5916.00 | 9638.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.85 | 0.85 | 0.84 | 0.85 | 0.85 | 2384.00 | 1679.00 | 244.00 | 220.00 | 241.00 | 0.00 | 40501.00 | 24312.00 | 3515.00 | 3416.00 | 3499.00 | 5759.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| NONLIVINGAPARTMENTS_MEDI | Missing | 69.29% | 69.45% | 69.19% | 69.63% | 69.39% | 68.41% | 7.42% | 8.63% | 8.87% | 8.02% | 8.57% | 0.00% | 1.07 | 1.06 | 1.07 | 1.05 | 1.06 | 18327.00 | 12902.00 | 1885.00 | 1711.00 | 1829.00 | 0.00 | 246861.00 | 149569.00 | 21254.00 | 21346.00 | 21345.00 | 33347.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.88 | 0.86 | 0.86 | 0.88 | 0.86 | 3986.00 | 2799.00 | 412.00 | 380.00 | 395.00 | 0.00 | 66708.00 | 40201.00 | 5772.00 | 5709.00 | 5701.00 | 9325.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.88 | 0.85 | 0.82 | 0.88 | 0.85 | 2512.00 | 1764.00 | 252.00 | 240.00 | 256.00 | 0.00 | 42686.00 | 25604.00 | 3694.00 | 3602.00 | 3714.00 | 6072.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_WORK_PHONE | 00_[-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% | 0.96 | 0.95 | 0.95 | 0.96 | 0.95 | 18921.00 | 13291.00 | 1942.00 | 1791.00 | 1897.00 | 0.00 | 284969.00 | 172417.00 | 24549.00 | 24575.00 | 24662.00 | 38766.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.20 | 1.20 | 1.19 | 1.17 | 1.19 | 5904.00 | 4174.00 | 607.00 | 540.00 | 583.00 | 0.00 | 71286.00 | 42957.00 | 6171.00 | 6082.00 | 6098.00 | 9978.00 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | ||
| FLAG_PHONE | 00_[-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% | 1.07 | 1.05 | 1.04 | 1.05 | 1.07 | 18744.00 | 13163.00 | 1913.00 | 1753.00 | 1915.00 | 0.00 | 256998.00 | 154806.00 | 22112.00 | 22043.00 | 22119.00 | 35918.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.89 | 0.88 | 0.89 | 0.88 | 0.81 | 6081.00 | 4302.00 | 636.00 | 578.00 | 565.00 | 0.00 | 99257.00 | 60568.00 | 8608.00 | 8614.00 | 8641.00 | 12826.00 | 0.03 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | ||
| HOUR_APPR_PROCESS_START | 00_[-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% | 1.17 | 1.12 | 1.15 | 1.17 | 1.10 | 5890.00 | 4112.00 | 616.00 | 582.00 | 580.00 | 0.00 | 75269.00 | 45326.00 | 6433.00 | 6557.00 | 6557.00 | 10396.00 | 0.02 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | |
| 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% | 1.04 | 1.00 | 1.04 | 0.97 | 0.95 | 6032.00 | 4275.00 | 639.00 | 547.00 | 571.00 | 0.00 | 87359.00 | 52572.00 | 7439.00 | 7454.00 | 7486.00 | 12408.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.04 | 1.01 | 1.03 | 0.99 | 1.04 | 5312.00 | 3721.00 | 558.00 | 488.00 | 545.00 | 0.00 | 75325.00 | 45640.00 | 6514.00 | 6508.00 | 6530.00 | 10133.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.95 | 0.92 | 0.86 | 0.93 | 0.95 | 7591.00 | 5357.00 | 736.00 | 714.00 | 784.00 | 0.00 | 118302.00 | 71836.00 | 10334.00 | 10138.00 | 10187.00 | 15807.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| FLAG_OWN_CAR | 00_[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% | 1.06 | 1.05 | 1.06 | 1.05 | 1.05 | 17249.00 | 12104.00 | 1784.00 | 1628.00 | 1733.00 | 0.00 | 235235.00 | 141925.00 | 20311.00 | 20307.00 | 20381.00 | 32311.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.90 | 0.90 | 0.89 | 0.89 | 0.89 | 7576.00 | 5361.00 | 765.00 | 703.00 | 747.00 | 0.00 | 121020.00 | 73449.00 | 10409.00 | 10350.00 | 10379.00 | 16433.00 | 0.02 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | ||
| CNT_CHILDREN | 01_[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% | 0.97 | 0.96 | 0.94 | 0.93 | 0.97 | 16609.00 | 11713.00 | 1685.00 | 1524.00 | 1687.00 | 0.00 | 250056.00 | 150739.00 | 21547.00 | 21446.00 | 21639.00 | 34685.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.15 | 1.10 | 1.14 | 1.15 | 1.08 | 8216.00 | 5752.00 | 864.00 | 807.00 | 793.00 | 0.00 | 106199.00 | 64635.00 | 9173.00 | 9211.00 | 9121.00 | 14059.00 | 0.02 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | ||
| FLAG_DOCUMENT_15 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24814.00 | 17454.00 | 2549.00 | 2331.00 | 2480.00 | 0.00 | 355883.00 | 215105.00 | 30683.00 | 30619.00 | 30732.00 | 48744.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 01_[0.5, inf) | 0.10% | 0.12% | 0.12% | 0.12% | 0.09% | 2.96% | 4.09% | 0.00% | 0.00% | 0.00% | 0.50 | 0.50 | 0.00 | 0.00 | 0.00 | 11.00 | 11.00 | 0.00 | 0.00 | 0.00 | 372.00 | 269.00 | 37.00 | 38.00 | 28.00 | 0.03 | 0.00 | 0.01 | 0.01 | 0.01 | |||||||
| AMT_INCOME_TOTAL | 00_[-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% | 1.03 | 1.03 | 0.97 | 1.03 | 1.01 | 5723.00 | 4057.00 | 563.00 | 543.00 | 560.00 | 0.00 | 78163.00 | 48721.00 | 6977.00 | 6953.00 | 6908.00 | 8604.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.09 | 1.06 | 1.09 | 1.08 | 1.06 | 7245.00 | 5082.00 | 754.00 | 682.00 | 727.00 | 0.00 | 97136.00 | 58935.00 | 8359.00 | 8336.00 | 8491.00 | 13015.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.06 | 1.05 | 1.06 | 1.01 | 1.05 | 5587.00 | 3944.00 | 584.00 | 512.00 | 547.00 | 0.00 | 76967.00 | 46189.00 | 6645.00 | 6638.00 | 6480.00 | 11015.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.90 | 0.88 | 0.89 | 0.89 | 0.90 | 6270.00 | 4382.00 | 648.00 | 594.00 | 646.00 | 0.00 | 103989.00 | 61529.00 | 8739.00 | 8730.00 | 8881.00 | 16110.00 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| CNT_FAM_MEMBERS | Missing | 0.00% | 0.00% | 0.00% | 0.00% | 0.00 | 0.00 | 0.00 | 0.00 | 2.00 | 2.00 | 0.00 | 0.00 | ||||||||||||||||||||||||
| 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% | 1.06 | 1.04 | 1.01 | 1.02 | 1.06 | 5675.00 | 4001.00 | 564.00 | 528.00 | 582.00 | 0.00 | 78098.00 | 47473.00 | 6737.00 | 6804.00 | 6833.00 | 10251.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.95 | 0.94 | 0.93 | 0.92 | 0.95 | 12009.00 | 8466.00 | 1226.00 | 1102.00 | 1215.00 | 0.00 | 184411.00 | 110885.00 | 15856.00 | 15745.00 | 15871.00 | 26054.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.14 | 1.08 | 1.13 | 1.14 | 1.05 | 7141.00 | 4998.00 | 759.00 | 701.00 | 683.00 | 0.00 | 93744.00 | 57014.00 | 8127.00 | 8108.00 | 8056.00 | 12439.00 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | ||
| OBS_30_CNT_SOCIAL_CIRCLE | Missing | 0.29% | 0.32% | 0.38% | 0.38% | 0.31% | 0.06% | 3.43% | 4.18% | 1.71% | 2.59% | 2.13% | 0.00% | 0.52 | 0.52 | 0.21 | 0.34 | 0.26 | 36.00 | 29.00 | 2.00 | 3.00 | 2.00 | 0.00 | 1050.00 | 694.00 | 117.00 | 116.00 | 94.00 | 29.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.00 | 0.98 | 0.99 | 0.99 | 1.00 | 16845.00 | 11797.00 | 1750.00 | 1585.00 | 1713.00 | 0.00 | 246483.00 | 149050.00 | 21264.00 | 21085.00 | 21294.00 | 33790.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.06 | 1.06 | 1.03 | 1.03 | 1.01 | 7944.00 | 5639.00 | 797.00 | 743.00 | 765.00 | 0.00 | 108722.00 | 65630.00 | 9339.00 | 9456.00 | 9372.00 | 14925.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| OBS_60_CNT_SOCIAL_CIRCLE | Missing | 0.29% | 0.32% | 0.38% | 0.38% | 0.31% | 0.06% | 3.43% | 4.18% | 1.71% | 2.59% | 2.13% | 0.00% | 0.52 | 0.52 | 0.21 | 0.34 | 0.26 | 36.00 | 29.00 | 2.00 | 3.00 | 2.00 | 0.00 | 1050.00 | 694.00 | 117.00 | 116.00 | 94.00 | 29.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.00 | 0.98 | 0.99 | 0.99 | 1.00 | 16915.00 | 11847.00 | 1757.00 | 1594.00 | 1717.00 | 0.00 | 247417.00 | 149644.00 | 21341.00 | 21176.00 | 21375.00 | 33881.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.06 | 1.06 | 1.03 | 1.03 | 1.02 | 7874.00 | 5589.00 | 790.00 | 734.00 | 761.00 | 0.00 | 107788.00 | 65036.00 | 9262.00 | 9365.00 | 9291.00 | 14834.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| DEF_30_CNT_SOCIAL_CIRCLE | Missing | 0.29% | 0.32% | 0.38% | 0.38% | 0.31% | 0.06% | 3.43% | 4.18% | 1.71% | 2.59% | 2.13% | 0.00% | 0.52 | 0.52 | 0.21 | 0.34 | 0.26 | 36.00 | 29.00 | 2.00 | 3.00 | 2.00 | 0.00 | 1050.00 | 694.00 | 117.00 | 116.00 | 94.00 | 29.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24789.00 | 17436.00 | 2547.00 | 2328.00 | 2478.00 | 0.00 | 355205.00 | 214680.00 | 30603.00 | 30541.00 | 30666.00 | 48715.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| DEF_60_CNT_SOCIAL_CIRCLE | Missing | 0.29% | 0.32% | 0.38% | 0.38% | 0.31% | 0.06% | 3.43% | 4.18% | 1.71% | 2.59% | 2.13% | 0.00% | 0.52 | 0.52 | 0.21 | 0.34 | 0.26 | 36.00 | 29.00 | 2.00 | 3.00 | 2.00 | 0.00 | 1050.00 | 694.00 | 117.00 | 116.00 | 94.00 | 29.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24789.00 | 17436.00 | 2547.00 | 2328.00 | 2478.00 | 0.00 | 355205.00 | 214680.00 | 30603.00 | 30541.00 | 30666.00 | 48715.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| NAME_TYPE_SUITE | Missing | 0.62% | 0.43% | 0.40% | 0.42% | 0.44% | 1.88% | 3.18% | 5.71% | 6.56% | 4.76% | 2.99% | 0.00% | 0.79 | 0.70 | 0.79 | 0.63 | 0.37 | 70.00 | 52.00 | 8.00 | 6.00 | 4.00 | 0.00 | 2203.00 | 910.00 | 122.00 | 126.00 | 134.00 | 911.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.02 | 1.01 | 1.01 | 1.02 | 1.01 | 20337.00 | 14298.00 | 2077.00 | 1936.00 | 2026.00 | 0.00 | 288253.00 | 173993.00 | 24778.00 | 24892.00 | 24863.00 | 39727.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 0.96 | 0.93 | 0.92 | 0.93 | 0.96 | 3009.00 | 2118.00 | 306.00 | 275.00 | 310.00 | 0.00 | 46030.00 | 28227.00 | 4027.00 | 3891.00 | 4004.00 | 5881.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.01 | 0.99 | 0.99 | 0.81 | 1.01 | 895.00 | 636.00 | 96.00 | 69.00 | 94.00 | 0.00 | 12818.00 | 7929.00 | 1164.00 | 1120.00 | 1157.00 | 1448.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.06 | 0.92 | 1.06 | 0.98 | 0.63 | 241.00 | 172.00 | 29.00 | 24.00 | 16.00 | 0.00 | 3675.00 | 2300.00 | 329.00 | 323.00 | 315.00 | 408.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_DOCUMENT_16 | 00_[-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% | 1.01 | 1.00 | 1.00 | 1.00 | 1.01 | 24675.00 | 17353.00 | 2535.00 | 2318.00 | 2469.00 | 0.00 | 353202.00 | 213210.00 | 30418.00 | 30369.00 | 30461.00 | 48744.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 01_[0.5, inf) | 0.86% | 1.00% | 0.98% | 0.94% | 0.97% | 4.91% | 5.18% | 4.64% | 4.51% | 3.68% | 0.64 | 0.64 | 0.56 | 0.59 | 0.46 | 150.00 | 112.00 | 14.00 | 13.00 | 11.00 | 3053.00 | 2164.00 | 302.00 | 288.00 | 299.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | |||||||
| FLAG_DOCUMENT_13 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24795.00 | 17448.00 | 2548.00 | 2324.00 | 2475.00 | 0.00 | 355171.00 | 214594.00 | 30625.00 | 30556.00 | 30652.00 | 48744.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 01_[0.5, inf) | 0.30% | 0.36% | 0.31% | 0.33% | 0.35% | 2.77% | 2.18% | 1.05% | 6.93% | 4.63% | 0.91 | 0.27 | 0.13 | 0.91 | 0.57 | 30.00 | 17.00 | 1.00 | 7.00 | 5.00 | 1084.00 | 780.00 | 95.00 | 101.00 | 108.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | |||||||
| FLAG_DOCUMENT_14 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24795.00 | 17445.00 | 2543.00 | 2329.00 | 2478.00 | 0.00 | 355352.00 | 214766.00 | 30642.00 | 30544.00 | 30656.00 | 48744.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 01_[0.5, inf) | 0.25% | 0.28% | 0.25% | 0.37% | 0.34% | 3.32% | 3.29% | 7.69% | 1.77% | 1.92% | 0.93 | 0.41 | 0.93 | 0.23 | 0.24 | 30.00 | 20.00 | 6.00 | 2.00 | 2.00 | 903.00 | 608.00 | 78.00 | 113.00 | 104.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | |||||||
| REG_REGION_NOT_WORK_REGION | 00_[-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% | 1.00 | 1.00 | 0.99 | 0.99 | 0.99 | 23437.00 | 16529.00 | 2397.00 | 2188.00 | 2323.00 | 0.00 | 337954.00 | 204415.00 | 29142.00 | 29160.00 | 29182.00 | 46055.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.26 | 1.05 | 1.16 | 1.26 | 1.23 | 1388.00 | 936.00 | 152.00 | 143.00 | 157.00 | 0.00 | 18301.00 | 10959.00 | 1578.00 | 1497.00 | 1578.00 | 2689.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| REG_REGION_NOT_LIVE_REGION | 00_[-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% | 1.00 | 1.00 | 1.00 | 0.99 | 0.99 | 24392.00 | 17179.00 | 2512.00 | 2275.00 | 2426.00 | 0.00 | 350680.00 | 212086.00 | 30280.00 | 30174.00 | 30314.00 | 47826.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.52 | 1.07 | 1.01 | 1.52 | 1.50 | 433.00 | 286.00 | 37.00 | 56.00 | 54.00 | 0.00 | 5575.00 | 3288.00 | 440.00 | 483.00 | 446.00 | 918.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_DOCUMENT_8 | 00_[-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% | 1.02 | 1.01 | 1.00 | 1.02 | 1.01 | 22989.00 | 16166.00 | 2337.00 | 2192.00 | 2294.00 | 0.00 | 326919.00 | 197854.00 | 28183.00 | 28326.00 | 28124.00 | 44432.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.01 | 0.91 | 1.01 | 0.78 | 0.88 | 1836.00 | 1299.00 | 212.00 | 139.00 | 186.00 | 0.00 | 29336.00 | 17520.00 | 2537.00 | 2331.00 | 2636.00 | 4312.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| WEEKDAY_APPR_PROCESS_START | 00_[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% | 1.06 | 1.06 | 1.00 | 0.98 | 0.98 | 4501.00 | 3229.00 | 443.00 | 404.00 | 425.00 | 0.00 | 63652.00 | 37742.00 | 5362.00 | 5433.00 | 5364.00 | 9751.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.08 | 1.00 | 1.03 | 0.97 | 1.08 | 4238.00 | 2962.00 | 444.00 | 385.00 | 447.00 | 0.00 | 60391.00 | 36387.00 | 5196.00 | 5234.00 | 5117.00 | 8457.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.07 | 0.95 | 1.00 | 1.07 | 0.93 | 3934.00 | 2727.00 | 418.00 | 412.00 | 377.00 | 0.00 | 59120.00 | 35572.00 | 5050.00 | 5080.00 | 5012.00 | 8406.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| 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% | 1.07 | 1.00 | 0.99 | 1.07 | 1.02 | 4098.00 | 2867.00 | 416.00 | 400.00 | 415.00 | 0.00 | 59009.00 | 35520.00 | 5086.00 | 4927.00 | 5058.00 | 8418.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_OWN_REALTY | 00_[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% | 1.00 | 0.99 | 1.00 | 0.96 | 0.98 | 16983.00 | 11955.00 | 1778.00 | 1558.00 | 1692.00 | 0.00 | 246970.00 | 149218.00 | 21434.00 | 21282.00 | 21378.00 | 33658.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.08 | 1.03 | 1.00 | 1.08 | 1.04 | 7842.00 | 5510.00 | 771.00 | 773.00 | 788.00 | 0.00 | 109285.00 | 66156.00 | 9286.00 | 9375.00 | 9382.00 | 15086.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_DOCUMENT_7 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24822.00 | 17465.00 | 2549.00 | 2328.00 | 2480.00 | 0.00 | 356194.00 | 215339.00 | 30713.00 | 30645.00 | 30755.00 | 48742.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 3.29 | 0.00 | 0.00 | 3.29 | 0.00 | 3.00 | 0.00 | 0.00 | 3.00 | 0.00 | 0.00 | 61.00 | 35.00 | 7.00 | 12.00 | 5.00 | 2.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_DOCUMENT_21 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24811.00 | 17452.00 | 2549.00 | 2330.00 | 2480.00 | 0.00 | 356152.00 | 215298.00 | 30712.00 | 30648.00 | 30750.00 | 48744.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 01_[0.5, inf) | 0.03% | 0.04% | 0.03% | 0.03% | 0.03% | 13.59% | 17.11% | 0.00% | 11.11% | 0.00% | 2.11 | 2.11 | 0.00 | 1.46 | 0.00 | 14.00 | 13.00 | 0.00 | 1.00 | 0.00 | 103.00 | 76.00 | 8.00 | 9.00 | 10.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |||||||
| FLAG_DOCUMENT_19 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24813.00 | 17455.00 | 2549.00 | 2330.00 | 2479.00 | 0.00 | 356072.00 | 215250.00 | 30704.00 | 30637.00 | 30737.00 | 48744.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 01_[0.5, inf) | 0.05% | 0.06% | 0.05% | 0.07% | 0.07% | 6.56% | 8.06% | 0.00% | 5.00% | 4.35% | 0.99 | 0.99 | 0.00 | 0.66 | 0.54 | 12.00 | 10.00 | 0.00 | 1.00 | 1.00 | 183.00 | 124.00 | 16.00 | 20.00 | 23.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |||||||
| FLAG_DOCUMENT_17 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24823.00 | 17465.00 | 2549.00 | 2330.00 | 2479.00 | 0.00 | 356173.00 | 215321.00 | 30711.00 | 30647.00 | 30750.00 | 48744.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 01_[0.5, inf) | 0.02% | 0.02% | 0.03% | 0.03% | 0.03% | 2.44% | 0.00% | 0.00% | 10.00% | 10.00% | 1.32 | 0.00 | 0.00 | 1.32 | 1.24 | 2.00 | 0.00 | 0.00 | 1.00 | 1.00 | 82.00 | 53.00 | 9.00 | 10.00 | 10.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |||||||
| FLAG_DOCUMENT_2 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24821.00 | 17462.00 | 2549.00 | 2330.00 | 2480.00 | 0.00 | 356242.00 | 215363.00 | 30719.00 | 30656.00 | 30760.00 | 48744.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 01_[0.5, inf) | 0.00% | 0.01% | 0.00% | 0.00% | 30.77% | 27.27% | 0.00% | 100.00% | 13.15 | 3.36 | 0.00 | 13.15 | 4.00 | 3.00 | 0.00 | 1.00 | 13.00 | 11.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | |||||||||||||
| FLAG_DOCUMENT_9 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24751.00 | 17409.00 | 2545.00 | 2325.00 | 2472.00 | 0.00 | 354838.00 | 214516.00 | 30607.00 | 30540.00 | 30650.00 | 48525.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.90 | 0.80 | 0.43 | 0.67 | 0.90 | 74.00 | 56.00 | 4.00 | 6.00 | 8.00 | 0.00 | 1417.00 | 858.00 | 113.00 | 117.00 | 110.00 | 219.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_DOCUMENT_18 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24683.00 | 17370.00 | 2536.00 | 2315.00 | 2462.00 | 0.00 | 353679.00 | 213602.00 | 30494.00 | 30406.00 | 30509.00 | 48668.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.89 | 0.66 | 0.69 | 0.84 | 0.89 | 142.00 | 95.00 | 13.00 | 16.00 | 18.00 | 0.00 | 2576.00 | 1772.00 | 226.00 | 251.00 | 251.00 | 76.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| LIVE_REGION_NOT_WORK_REGION | 00_[-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% | 1.00 | 1.00 | 0.99 | 1.00 | 0.99 | 23769.00 | 16742.00 | 2427.00 | 2234.00 | 2366.00 | 0.00 | 341703.00 | 206600.00 | 29416.00 | 29496.00 | 29496.00 | 46695.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.13 | 1.02 | 1.13 | 1.10 | 1.12 | 1056.00 | 723.00 | 122.00 | 97.00 | 114.00 | 0.00 | 14552.00 | 8774.00 | 1304.00 | 1161.00 | 1264.00 | 2049.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_DOCUMENT_20 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24812.00 | 17458.00 | 2548.00 | 2328.00 | 2478.00 | 0.00 | 356099.00 | 215274.00 | 30695.00 | 30645.00 | 30741.00 | 48744.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 01_[0.5, inf) | 0.04% | 0.05% | 0.08% | 0.04% | 0.06% | 8.33% | 7.00% | 4.00% | 25.00% | 10.53% | 3.29 | 0.86 | 0.48 | 3.29 | 1.31 | 13.00 | 7.00 | 1.00 | 3.00 | 2.00 | 156.00 | 100.00 | 25.00 | 12.00 | 19.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |||||||
| FLAG_CONT_MOBILE | 00_[-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% | 1.55 | 0.95 | 1.00 | 0.42 | 1.55 | 45.00 | 30.00 | 5.00 | 2.00 | 8.00 | 0.00 | 652.00 | 388.00 | 60.00 | 62.00 | 64.00 | 78.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24780.00 | 17435.00 | 2544.00 | 2329.00 | 2472.00 | 0.00 | 355603.00 | 214986.00 | 30660.00 | 30595.00 | 30696.00 | 48666.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_DOCUMENT_11 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24750.00 | 17419.00 | 2538.00 | 2326.00 | 2467.00 | 0.00 | 354995.00 | 214533.00 | 30605.00 | 30550.00 | 30620.00 | 48687.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.15 | 0.67 | 1.15 | 0.61 | 1.15 | 75.00 | 46.00 | 11.00 | 5.00 | 13.00 | 0.00 | 1260.00 | 841.00 | 115.00 | 107.00 | 140.00 | 57.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_DOCUMENT_4 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24825.00 | 17465.00 | 2549.00 | 2331.00 | 2480.00 | 0.00 | 356225.00 | 215354.00 | 30718.00 | 30655.00 | 30759.00 | 48739.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 30.00 | 20.00 | 2.00 | 2.00 | 1.00 | 5.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_EMAIL | 00_[-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% | 1.01 | 1.00 | 1.00 | 1.00 | 1.01 | 23451.00 | 16492.00 | 2407.00 | 2193.00 | 2359.00 | 0.00 | 330885.00 | 203127.00 | 28999.00 | 28892.00 | 29051.00 | 40816.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.03 | 0.98 | 0.99 | 1.03 | 0.88 | 1374.00 | 973.00 | 142.00 | 138.00 | 121.00 | 0.00 | 25370.00 | 12247.00 | 1721.00 | 1765.00 | 1709.00 | 7928.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_DOCUMENT_5 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24453.00 | 17197.00 | 2509.00 | 2301.00 | 2446.00 | 0.00 | 350888.00 | 212161.00 | 30218.00 | 30158.00 | 30326.00 | 48025.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 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% | 1.03 | 1.03 | 0.96 | 0.79 | 0.97 | 372.00 | 268.00 | 40.00 | 30.00 | 34.00 | 0.00 | 5367.00 | 3213.00 | 502.00 | 499.00 | 434.00 | 719.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||
| FLAG_DOCUMENT_10 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24825.00 | 17465.00 | 2549.00 | 2331.00 | 2480.00 | 0.00 | 356248.00 | 215368.00 | 30720.00 | 30657.00 | 30759.00 | 48744.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 01_[0.5, inf) | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 7.00 | 6.00 | 1.00 | 0.00 | 0.00 | 0.00 | |||||||||||||||||||
| FLAG_DOCUMENT_12 | 00_[-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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24825.00 | 17465.00 | 2549.00 | 2331.00 | 2480.00 | 0.00 | 356253.00 | 215372.00 | 30720.00 | 30657.00 | 30760.00 | 48744.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
| 01_[0.5, inf) | 0.00% | 0.00% | 0.00% | 0.00% | 0.00 | 0.00 | 0.00 | 0.00 | 2.00 | 2.00 | 0.00 | 0.00 | |||||||||||||||||||||||||
| FLAG_MOBIL | 00_[-inf, 0.5) | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | |||||||||||||||||||
| 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% | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 24825.00 | 17465.00 | 2549.00 | 2331.00 | 2480.00 | 0.00 | 356253.00 | 215373.00 | 30720.00 | 30657.00 | 30760.00 | 48743.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | ||