OC_P8 / models /app_train_columns.json
KLEB38's picture
Upload folder using huggingface_hub
9331de5 verified
Raw
History Blame Contribute Delete
18.3 kB
{
"SK_ID_CURR": {
"dtype": "int64",
"n_missing": 0,
"min": 100002.0,
"max": 456255.0,
"sample": 100002.0
},
"TARGET": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 1.0
},
"NAME_CONTRACT_TYPE": {
"dtype": "object",
"n_missing": 0,
"categories": [
"Cash loans",
"Revolving loans"
]
},
"CODE_GENDER": {
"dtype": "object",
"n_missing": 0,
"categories": [
"F",
"M"
]
},
"FLAG_OWN_CAR": {
"dtype": "object",
"n_missing": 0,
"categories": [
"N",
"Y"
]
},
"FLAG_OWN_REALTY": {
"dtype": "object",
"n_missing": 0,
"categories": [
"N",
"Y"
]
},
"CNT_CHILDREN": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 19.0,
"sample": 0.0
},
"AMT_INCOME_TOTAL": {
"dtype": "float64",
"n_missing": 0,
"min": 25650.0,
"max": 117000000.0,
"sample": 202500.0
},
"AMT_CREDIT": {
"dtype": "float64",
"n_missing": 0,
"min": 45000.0,
"max": 4050000.0,
"sample": 406597.5
},
"AMT_ANNUITY": {
"dtype": "float64",
"n_missing": 12,
"min": 1615.5,
"max": 258025.5,
"sample": 24700.5
},
"AMT_GOODS_PRICE": {
"dtype": "float64",
"n_missing": 278,
"min": 40500.0,
"max": 4050000.0,
"sample": 351000.0
},
"NAME_TYPE_SUITE": {
"dtype": "object",
"n_missing": 1292,
"categories": [
"Children",
"Family",
"Group of people",
"Other_A",
"Other_B",
"Spouse, partner",
"Unaccompanied"
]
},
"NAME_INCOME_TYPE": {
"dtype": "object",
"n_missing": 0,
"categories": [
"Businessman",
"Commercial associate",
"Maternity leave",
"Pensioner",
"State servant",
"Student",
"Unemployed",
"Working"
]
},
"NAME_EDUCATION_TYPE": {
"dtype": "object",
"n_missing": 0,
"categories": [
"Academic degree",
"Higher education",
"Incomplete higher",
"Lower secondary",
"Secondary / secondary special"
]
},
"NAME_FAMILY_STATUS": {
"dtype": "object",
"n_missing": 0,
"categories": [
"Civil marriage",
"Married",
"Separated",
"Single / not married",
"Unknown",
"Widow"
]
},
"NAME_HOUSING_TYPE": {
"dtype": "object",
"n_missing": 0,
"categories": [
"Co-op apartment",
"House / apartment",
"Municipal apartment",
"Office apartment",
"Rented apartment",
"With parents"
]
},
"REGION_POPULATION_RELATIVE": {
"dtype": "float64",
"n_missing": 0,
"min": 0.00029,
"max": 0.072508,
"sample": 0.018801
},
"DAYS_BIRTH": {
"dtype": "int64",
"n_missing": 0,
"min": -25229.0,
"max": -7489.0,
"sample": -9461.0
},
"DAYS_EMPLOYED": {
"dtype": "int64",
"n_missing": 0,
"min": -17912.0,
"max": 365243.0,
"sample": -637.0
},
"DAYS_REGISTRATION": {
"dtype": "float64",
"n_missing": 0,
"min": -24672.0,
"max": 0.0,
"sample": -3648.0
},
"DAYS_ID_PUBLISH": {
"dtype": "int64",
"n_missing": 0,
"min": -7197.0,
"max": 0.0,
"sample": -2120.0
},
"OWN_CAR_AGE": {
"dtype": "float64",
"n_missing": 202927,
"min": 0.0,
"max": 91.0,
"sample": 26.0
},
"FLAG_MOBIL": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 1.0
},
"FLAG_EMP_PHONE": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 1.0
},
"FLAG_WORK_PHONE": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_CONT_MOBILE": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 1.0
},
"FLAG_PHONE": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 1.0
},
"FLAG_EMAIL": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"OCCUPATION_TYPE": {
"dtype": "object",
"n_missing": 96389,
"categories": [
"Accountants",
"Cleaning staff",
"Cooking staff",
"Core staff",
"Drivers",
"HR staff",
"High skill tech staff",
"IT staff",
"Laborers",
"Low-skill Laborers",
"Managers",
"Medicine staff",
"Private service staff",
"Realty agents",
"Sales staff",
"Secretaries",
"Security staff",
"Waiters/barmen staff"
]
},
"CNT_FAM_MEMBERS": {
"dtype": "float64",
"n_missing": 2,
"min": 1.0,
"max": 20.0,
"sample": 1.0
},
"REGION_RATING_CLIENT": {
"dtype": "int64",
"n_missing": 0,
"min": 1.0,
"max": 3.0,
"sample": 2.0
},
"REGION_RATING_CLIENT_W_CITY": {
"dtype": "int64",
"n_missing": 0,
"min": 1.0,
"max": 3.0,
"sample": 2.0
},
"WEEKDAY_APPR_PROCESS_START": {
"dtype": "object",
"n_missing": 0,
"categories": [
"FRIDAY",
"MONDAY",
"SATURDAY",
"SUNDAY",
"THURSDAY",
"TUESDAY",
"WEDNESDAY"
]
},
"HOUR_APPR_PROCESS_START": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 23.0,
"sample": 10.0
},
"REG_REGION_NOT_LIVE_REGION": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"REG_REGION_NOT_WORK_REGION": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"LIVE_REGION_NOT_WORK_REGION": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"REG_CITY_NOT_LIVE_CITY": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"REG_CITY_NOT_WORK_CITY": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"LIVE_CITY_NOT_WORK_CITY": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"ORGANIZATION_TYPE": {
"dtype": "object",
"n_missing": 0,
"categories": [
"Advertising",
"Agriculture",
"Bank",
"Business Entity Type 1",
"Business Entity Type 2",
"Business Entity Type 3",
"Cleaning",
"Construction",
"Culture",
"Electricity",
"Emergency",
"Government",
"Hotel",
"Housing",
"Industry: type 1",
"Industry: type 10",
"Industry: type 11",
"Industry: type 12",
"Industry: type 13",
"Industry: type 2",
"Industry: type 3",
"Industry: type 4",
"Industry: type 5",
"Industry: type 6",
"Industry: type 7",
"Industry: type 8",
"Industry: type 9",
"Insurance",
"Kindergarten",
"Legal Services",
"Medicine",
"Military",
"Mobile",
"Other",
"Police",
"Postal",
"Realtor",
"Religion",
"Restaurant",
"School",
"Security",
"Security Ministries",
"Self-employed",
"Services",
"Telecom",
"Trade: type 1",
"Trade: type 2",
"Trade: type 3",
"Trade: type 4",
"Trade: type 5",
"Trade: type 6",
"Trade: type 7",
"Transport: type 1",
"Transport: type 2",
"Transport: type 3",
"Transport: type 4",
"University",
"XNA"
]
},
"EXT_SOURCE_1": {
"dtype": "float64",
"n_missing": 173376,
"min": 0.0145681324124455,
"max": 0.962692770561306,
"sample": 0.0830369673913225
},
"EXT_SOURCE_2": {
"dtype": "float64",
"n_missing": 660,
"min": 8.173616518884397e-08,
"max": 0.8549996664047012,
"sample": 0.2629485927471776
},
"EXT_SOURCE_3": {
"dtype": "float64",
"n_missing": 60965,
"min": 0.0005272652387098,
"max": 0.8960095494948396,
"sample": 0.1393757800997895
},
"APARTMENTS_AVG": {
"dtype": "float64",
"n_missing": 156060,
"min": 0.0,
"max": 1.0,
"sample": 0.0247
},
"BASEMENTAREA_AVG": {
"dtype": "float64",
"n_missing": 179942,
"min": 0.0,
"max": 1.0,
"sample": 0.0369
},
"YEARS_BEGINEXPLUATATION_AVG": {
"dtype": "float64",
"n_missing": 150006,
"min": 0.0,
"max": 1.0,
"sample": 0.9722
},
"YEARS_BUILD_AVG": {
"dtype": "float64",
"n_missing": 204486,
"min": 0.0,
"max": 1.0,
"sample": 0.6192
},
"COMMONAREA_AVG": {
"dtype": "float64",
"n_missing": 214862,
"min": 0.0,
"max": 1.0,
"sample": 0.0143
},
"ELEVATORS_AVG": {
"dtype": "float64",
"n_missing": 163890,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"ENTRANCES_AVG": {
"dtype": "float64",
"n_missing": 154827,
"min": 0.0,
"max": 1.0,
"sample": 0.069
},
"FLOORSMAX_AVG": {
"dtype": "float64",
"n_missing": 153019,
"min": 0.0,
"max": 1.0,
"sample": 0.0833
},
"FLOORSMIN_AVG": {
"dtype": "float64",
"n_missing": 208640,
"min": 0.0,
"max": 1.0,
"sample": 0.125
},
"LANDAREA_AVG": {
"dtype": "float64",
"n_missing": 182588,
"min": 0.0,
"max": 1.0,
"sample": 0.0369
},
"LIVINGAPARTMENTS_AVG": {
"dtype": "float64",
"n_missing": 210197,
"min": 0.0,
"max": 1.0,
"sample": 0.0202
},
"LIVINGAREA_AVG": {
"dtype": "float64",
"n_missing": 154349,
"min": 0.0,
"max": 1.0,
"sample": 0.019
},
"NONLIVINGAPARTMENTS_AVG": {
"dtype": "float64",
"n_missing": 213512,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"NONLIVINGAREA_AVG": {
"dtype": "float64",
"n_missing": 169680,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"APARTMENTS_MODE": {
"dtype": "float64",
"n_missing": 156060,
"min": 0.0,
"max": 1.0,
"sample": 0.0252
},
"BASEMENTAREA_MODE": {
"dtype": "float64",
"n_missing": 179942,
"min": 0.0,
"max": 1.0,
"sample": 0.0383
},
"YEARS_BEGINEXPLUATATION_MODE": {
"dtype": "float64",
"n_missing": 150006,
"min": 0.0,
"max": 1.0,
"sample": 0.9722
},
"YEARS_BUILD_MODE": {
"dtype": "float64",
"n_missing": 204486,
"min": 0.0,
"max": 1.0,
"sample": 0.6341
},
"COMMONAREA_MODE": {
"dtype": "float64",
"n_missing": 214862,
"min": 0.0,
"max": 1.0,
"sample": 0.0144
},
"ELEVATORS_MODE": {
"dtype": "float64",
"n_missing": 163890,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"ENTRANCES_MODE": {
"dtype": "float64",
"n_missing": 154827,
"min": 0.0,
"max": 1.0,
"sample": 0.069
},
"FLOORSMAX_MODE": {
"dtype": "float64",
"n_missing": 153019,
"min": 0.0,
"max": 1.0,
"sample": 0.0833
},
"FLOORSMIN_MODE": {
"dtype": "float64",
"n_missing": 208640,
"min": 0.0,
"max": 1.0,
"sample": 0.125
},
"LANDAREA_MODE": {
"dtype": "float64",
"n_missing": 182588,
"min": 0.0,
"max": 1.0,
"sample": 0.0377
},
"LIVINGAPARTMENTS_MODE": {
"dtype": "float64",
"n_missing": 210197,
"min": 0.0,
"max": 1.0,
"sample": 0.022
},
"LIVINGAREA_MODE": {
"dtype": "float64",
"n_missing": 154349,
"min": 0.0,
"max": 1.0,
"sample": 0.0198
},
"NONLIVINGAPARTMENTS_MODE": {
"dtype": "float64",
"n_missing": 213512,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"NONLIVINGAREA_MODE": {
"dtype": "float64",
"n_missing": 169680,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"APARTMENTS_MEDI": {
"dtype": "float64",
"n_missing": 156060,
"min": 0.0,
"max": 1.0,
"sample": 0.025
},
"BASEMENTAREA_MEDI": {
"dtype": "float64",
"n_missing": 179942,
"min": 0.0,
"max": 1.0,
"sample": 0.0369
},
"YEARS_BEGINEXPLUATATION_MEDI": {
"dtype": "float64",
"n_missing": 150006,
"min": 0.0,
"max": 1.0,
"sample": 0.9722
},
"YEARS_BUILD_MEDI": {
"dtype": "float64",
"n_missing": 204486,
"min": 0.0,
"max": 1.0,
"sample": 0.6243
},
"COMMONAREA_MEDI": {
"dtype": "float64",
"n_missing": 214862,
"min": 0.0,
"max": 1.0,
"sample": 0.0144
},
"ELEVATORS_MEDI": {
"dtype": "float64",
"n_missing": 163890,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"ENTRANCES_MEDI": {
"dtype": "float64",
"n_missing": 154827,
"min": 0.0,
"max": 1.0,
"sample": 0.069
},
"FLOORSMAX_MEDI": {
"dtype": "float64",
"n_missing": 153019,
"min": 0.0,
"max": 1.0,
"sample": 0.0833
},
"FLOORSMIN_MEDI": {
"dtype": "float64",
"n_missing": 208640,
"min": 0.0,
"max": 1.0,
"sample": 0.125
},
"LANDAREA_MEDI": {
"dtype": "float64",
"n_missing": 182588,
"min": 0.0,
"max": 1.0,
"sample": 0.0375
},
"LIVINGAPARTMENTS_MEDI": {
"dtype": "float64",
"n_missing": 210197,
"min": 0.0,
"max": 1.0,
"sample": 0.0205
},
"LIVINGAREA_MEDI": {
"dtype": "float64",
"n_missing": 154349,
"min": 0.0,
"max": 1.0,
"sample": 0.0193
},
"NONLIVINGAPARTMENTS_MEDI": {
"dtype": "float64",
"n_missing": 213512,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"NONLIVINGAREA_MEDI": {
"dtype": "float64",
"n_missing": 169680,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FONDKAPREMONT_MODE": {
"dtype": "object",
"n_missing": 210293,
"categories": [
"not specified",
"org spec account",
"reg oper account",
"reg oper spec account"
]
},
"HOUSETYPE_MODE": {
"dtype": "object",
"n_missing": 154296,
"categories": [
"block of flats",
"specific housing",
"terraced house"
]
},
"TOTALAREA_MODE": {
"dtype": "float64",
"n_missing": 148430,
"min": 0.0,
"max": 1.0,
"sample": 0.0149
},
"WALLSMATERIAL_MODE": {
"dtype": "object",
"n_missing": 156340,
"categories": [
"Block",
"Mixed",
"Monolithic",
"Others",
"Panel",
"Stone, brick",
"Wooden"
]
},
"EMERGENCYSTATE_MODE": {
"dtype": "object",
"n_missing": 145754,
"categories": [
"No",
"Yes"
]
},
"OBS_30_CNT_SOCIAL_CIRCLE": {
"dtype": "float64",
"n_missing": 1021,
"min": 0.0,
"max": 348.0,
"sample": 2.0
},
"DEF_30_CNT_SOCIAL_CIRCLE": {
"dtype": "float64",
"n_missing": 1021,
"min": 0.0,
"max": 34.0,
"sample": 2.0
},
"OBS_60_CNT_SOCIAL_CIRCLE": {
"dtype": "float64",
"n_missing": 1021,
"min": 0.0,
"max": 344.0,
"sample": 2.0
},
"DEF_60_CNT_SOCIAL_CIRCLE": {
"dtype": "float64",
"n_missing": 1021,
"min": 0.0,
"max": 24.0,
"sample": 2.0
},
"DAYS_LAST_PHONE_CHANGE": {
"dtype": "float64",
"n_missing": 1,
"min": -4292.0,
"max": 0.0,
"sample": -1134.0
},
"FLAG_DOCUMENT_2": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_3": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 1.0
},
"FLAG_DOCUMENT_4": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_5": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_6": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_7": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_8": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_9": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_10": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_11": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_12": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_13": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_14": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_15": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_16": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_17": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_18": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_19": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_20": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"FLAG_DOCUMENT_21": {
"dtype": "int64",
"n_missing": 0,
"min": 0.0,
"max": 1.0,
"sample": 0.0
},
"AMT_REQ_CREDIT_BUREAU_HOUR": {
"dtype": "float64",
"n_missing": 41519,
"min": 0.0,
"max": 4.0,
"sample": 0.0
},
"AMT_REQ_CREDIT_BUREAU_DAY": {
"dtype": "float64",
"n_missing": 41519,
"min": 0.0,
"max": 9.0,
"sample": 0.0
},
"AMT_REQ_CREDIT_BUREAU_WEEK": {
"dtype": "float64",
"n_missing": 41519,
"min": 0.0,
"max": 8.0,
"sample": 0.0
},
"AMT_REQ_CREDIT_BUREAU_MON": {
"dtype": "float64",
"n_missing": 41519,
"min": 0.0,
"max": 27.0,
"sample": 0.0
},
"AMT_REQ_CREDIT_BUREAU_QRT": {
"dtype": "float64",
"n_missing": 41519,
"min": 0.0,
"max": 261.0,
"sample": 0.0
},
"AMT_REQ_CREDIT_BUREAU_YEAR": {
"dtype": "float64",
"n_missing": 41519,
"min": 0.0,
"max": 25.0,
"sample": 1.0
}
}