| ,Table,Row,Description,Special |
|
| 1,application_data,SK_ID_CURR,ID of loan in our sample, |
| 2,application_data,TARGET,"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)", |
| 5,application_data,NAME_CONTRACT_TYPE,Identification if loan is cash or revolving, |
| 6,application_data,CODE_GENDER,Gender of the client, |
| 7,application_data,FLAG_OWN_CAR,Flag if the client owns a car, |
| 8,application_data,FLAG_OWN_REALTY,Flag if client owns a house or flat, |
| 9,application_data,CNT_CHILDREN,Number of children the client has, |
| 10,application_data,AMT_INCOME_TOTAL,Income of the client, |
| 11,application_data,AMT_CREDIT,Credit amount of the loan, |
| 12,application_data,AMT_ANNUITY,Loan annuity, |
| 13,application_data,AMT_GOODS_PRICE,For consumer loans it is the price of the goods for which the loan is given, |
| 14,application_data,NAME_TYPE_SUITE,Who was accompanying client when he was applying for the loan, |
| 15,application_data,NAME_INCOME_TYPE,"Clients income type (businessman, working, maternity leave,…)", |
| 16,application_data,NAME_EDUCATION_TYPE,Level of highest education the client achieved, |
| 17,application_data,NAME_FAMILY_STATUS,Family status of the client, |
| 18,application_data,NAME_HOUSING_TYPE,"What is the housing situation of the client (renting, living with parents, ...)", |
| 19,application_data,REGION_POPULATION_RELATIVE,Normalized population of region where client lives (higher number means the |
clien |
t live |
s in |
more populated region),normalized |
| 20,application_data,DAYS_BIRTH,Client's age in days at the time of application,time only relative to the application |
| 21,application_data,DAYS_EMPLOYED,How many days before the application the person started current employment,time only rel |
ative |
to the |
app |
lication |
| 22,application_data,DAYS_REGISTRATION,How many days before the application did client change his registration,time only re |
lative |
to th |
e ap |
plication |
| 23,application_data,DAYS_ID_PUBLISH,How many days before the application did client change the identity document with whic |
h he a |
pplied |
for |
the loan,time only relative to the application |
| 24,application_data,OWN_CAR_AGE,Age of client's car, |
| 25,application_data,FLAG_MOBIL,"Did client provide mobile phone (1=YES, 0=NO)", |
| 26,application_data,FLAG_EMP_PHONE,"Did client provide work phone (1=YES, 0=NO)", |
| 27,application_data,FLAG_WORK_PHONE,"Did client provide home phone (1=YES, 0=NO)", |
| 28,application_data,FLAG_CONT_MOBILE,"Was mobile phone reachable (1=YES, 0=NO)", |
| 29,application_data,FLAG_PHONE,"Did client provide home phone (1=YES, 0=NO)", |
| 30,application_data,FLAG_EMAIL,"Did client provide email (1=YES, 0=NO)", |
| 31,application_data,OCCUPATION_TYPE,What kind of occupation does the client have, |
| 32,application_data,CNT_FAM_MEMBERS,How many family members does client have, |
| 33,application_data,REGION_RATING_CLIENT,"Our rating of the region where client lives (1,2,3)", |
| 34,application_data,REGION_RATING_CLIENT_W_CITY,"Our rating of the region where client lives with taking city into account |
(1,2, |
3)", |
|
|
| 35,application_data,WEEKDAY_APPR_PROCESS_START,On which day of the week did the client apply for the loan, |
| 36,application_data,HOUR_APPR_PROCESS_START,Approximately at what hour did the client apply for the loan,rounded |
| 37,application_data,REG_REGION_NOT_LIVE_REGION,"Flag if client's permanent address does not match contact address (1=diffe |
rent, |
0=same |
, at |
region level)", |
| 38,application_data,REG_REGION_NOT_WORK_REGION,"Flag if client's permanent address does not match work address (1=differen |
t, 0=s |
ame, a |
t re |
gion level)", |
| 39,application_data,LIVE_REGION_NOT_WORK_REGION,"Flag if client's contact address does not match work address (1=different |
, 0=sa |
me, at |
reg |
ion level)", |
| 40,application_data,REG_CITY_NOT_LIVE_CITY,"Flag if client's permanent address does not match contact address (1=different |
, 0=sa |
me, at |
cit |
y level)", |
| 41,application_data,REG_CITY_NOT_WORK_CITY,"Flag if client's permanent address does not match work address (1=different, 0 |
=same, |
at ci |
ty l |
evel)", |
| 42,application_data,LIVE_CITY_NOT_WORK_CITY,"Flag if client's contact address does not match work address (1=different, 0= |
same, |
at cit |
y le |
vel)", |
| 43,application_data,ORGANIZATION_TYPE,Type of organization where client works, |
| 44,application_data,EXT_SOURCE_1,Normalized score from external data source,normalized |
| 45,application_data,EXT_SOURCE_2,Normalized score from external data source,normalized |
| 46,application_data,EXT_SOURCE_3,Normalized score from external data source,normalized |
| 47,application_data,APARTMENTS_AVG,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 48,application_data,BASEMENTAREA_AVG,"Normalized information about building where the client lives, What is average (_AVG |
suffix |
), mod |
us ( |
_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",normalized |
| 49,application_data,YEARS_BEGINEXPLUATATION_AVG,"Normalized information about building where the client lives, What is ave |
rage ( |
_AVG s |
uffi |
x), 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",normalized |
| 50,application_data,YEARS_BUILD_AVG,"Normalized information about building where the client lives, What is average (_AVG s |
uffix) |
, modu |
s (_ |
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",normalized |
| 51,application_data,COMMONAREA_AVG,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 52,application_data,ELEVATORS_AVG,"Normalized information about building where the client lives, What is average (_AVG suf |
fix), |
modus |
(_MO |
DE 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",normalized |
| 53,application_data,ENTRANCES_AVG,"Normalized information about building where the client lives, What is average (_AVG suf |
fix), |
modus |
(_MO |
DE 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",normalized |
| 54,application_data,FLOORSMAX_AVG,"Normalized information about building where the client lives, What is average (_AVG suf |
fix), |
modus |
(_MO |
DE 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",normalized |
| 55,application_data,FLOORSMIN_AVG,"Normalized information about building where the client lives, What is average (_AVG suf |
fix), |
modus |
(_MO |
DE 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",normalized |
| 56,application_data,LANDAREA_AVG,"Normalized information about building where the client lives, What is average (_AVG suff |
ix), m |
odus ( |
_MOD |
E 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",normalized |
| 57,application_data,LIVINGAPARTMENTS_AVG,"Normalized information about building where the client lives, What is average (_ |
AVG su |
ffix), |
mod |
us (_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",normalized |
| 58,application_data,LIVINGAREA_AVG,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 59,application_data,NONLIVINGAPARTMENTS_AVG,"Normalized information about building where the client lives, What is average |
(_AVG |
suffi |
x), |
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",normalized |
| 60,application_data,NONLIVINGAREA_AVG,"Normalized information about building where the client lives, What is average (_AVG |
suffi |
x), mo |
dus |
(_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",normalized |
| 61,application_data,APARTMENTS_MODE,"Normalized information about building where the client lives, What is average (_AVG s |
uffix) |
, modu |
s (_ |
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",normalized |
| 62,application_data,BASEMENTAREA_MODE,"Normalized information about building where the client lives, What is average (_AVG |
suffi |
x), mo |
dus |
(_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",normalized |
| 63,application_data,YEARS_BEGINEXPLUATATION_MODE,"Normalized information about building where the client lives, What is av |
erage |
(_AVG |
suff |
ix), 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",normalized |
| 64,application_data,YEARS_BUILD_MODE,"Normalized information about building where the client lives, What is average (_AVG |
suffix |
), mod |
us ( |
_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",normalized |
| 65,application_data,COMMONAREA_MODE,"Normalized information about building where the client lives, What is average (_AVG s |
uffix) |
, modu |
s (_ |
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",normalized |
| 66,application_data,ELEVATORS_MODE,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 67,application_data,ENTRANCES_MODE,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 68,application_data,FLOORSMAX_MODE,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 69,application_data,FLOORSMIN_MODE,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 70,application_data,LANDAREA_MODE,"Normalized information about building where the client lives, What is average (_AVG suf |
fix), |
modus |
(_MO |
DE 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",normalized |
| 71,application_data,LIVINGAPARTMENTS_MODE,"Normalized information about building where the client lives, What is average ( |
_AVG s |
uffix) |
, mo |
dus (_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",normalized |
| 72,application_data,LIVINGAREA_MODE,"Normalized information about building where the client lives, What is average (_AVG s |
uffix) |
, modu |
s (_ |
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",normalized |
| 73,application_data,NONLIVINGAPARTMENTS_MODE,"Normalized information about building where the client lives, What is averag |
e (_AV |
G suff |
ix), |
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",normalized |
| 74,application_data,NONLIVINGAREA_MODE,"Normalized information about building where the client lives, What is average (_AV |
G suff |
ix), m |
odus |
(_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",normalized |
| 75,application_data,APARTMENTS_MEDI,"Normalized information about building where the client lives, What is average (_AVG s |
uffix) |
, modu |
s (_ |
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",normalized |
| 76,application_data,BASEMENTAREA_MEDI,"Normalized information about building where the client lives, What is average (_AVG |
suffi |
x), mo |
dus |
(_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",normalized |
| 77,application_data,YEARS_BEGINEXPLUATATION_MEDI,"Normalized information about building where the client lives, What is av |
erage |
(_AVG |
suff |
ix), 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",normalized |
| 78,application_data,YEARS_BUILD_MEDI,"Normalized information about building where the client lives, What is average (_AVG |
suffix |
), mod |
us ( |
_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",normalized |
| 79,application_data,COMMONAREA_MEDI,"Normalized information about building where the client lives, What is average (_AVG s |
uffix) |
, modu |
s (_ |
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",normalized |
| 80,application_data,ELEVATORS_MEDI,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 81,application_data,ENTRANCES_MEDI,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 82,application_data,FLOORSMAX_MEDI,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 83,application_data,FLOORSMIN_MEDI,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 84,application_data,LANDAREA_MEDI,"Normalized information about building where the client lives, What is average (_AVG suf |
fix), |
modus |
(_MO |
DE 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",normalized |
| 85,application_data,LIVINGAPARTMENTS_MEDI,"Normalized information about building where the client lives, What is average ( |
_AVG s |
uffix) |
, mo |
dus (_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",normalized |
| 86,application_data,LIVINGAREA_MEDI,"Normalized information about building where the client lives, What is average (_AVG s |
uffix) |
, modu |
s (_ |
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",normalized |
| 87,application_data,NONLIVINGAPARTMENTS_MEDI,"Normalized information about building where the client lives, What is averag |
e (_AV |
G suff |
ix), |
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",normalized |
| 88,application_data,NONLIVINGAREA_MEDI,"Normalized information about building where the client lives, What is average (_AV |
G suff |
ix), m |
odus |
(_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",normalized |
| 89,application_data,FONDKAPREMONT_MODE,"Normalized information about building where the client lives, What is average (_AV |
G suff |
ix), m |
odus |
(_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",normalized |
| 90,application_data,HOUSETYPE_MODE,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 91,application_data,TOTALAREA_MODE,"Normalized information about building where the client lives, What is average (_AVG su |
ffix), |
modus |
(_M |
ODE 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",normalized |
| 92,application_data,WALLSMATERIAL_MODE,"Normalized information about building where the client lives, What is average (_AV |
G suff |
ix), m |
odus |
(_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",normalized |
| 93,application_data,EMERGENCYSTATE_MODE,"Normalized information about building where the client lives, What is average (_A |
VG suf |
fix), |
modu |
s (_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",normalized |
| 94,application_data,OBS_30_CNT_SOCIAL_CIRCLE,How many observation of client's social surroundings with observable 30 DPD ( |
days p |
ast du |
e) d |
efault, |
| 95,application_data,DEF_30_CNT_SOCIAL_CIRCLE,How many observation of client's social surroundings defaulted on 30 DPD (day |
s past |
due) |
, |
|
| 96,application_data,OBS_60_CNT_SOCIAL_CIRCLE,How many observation of client's social surroundings with observable 60 DPD ( |
days p |
ast du |
e) d |
efault, |
| 97,application_data,DEF_60_CNT_SOCIAL_CIRCLE,How many observation of client's social surroundings defaulted on 60 (days pa |
st due |
) DPD, |
|
|
| 98,application_data,DAYS_LAST_PHONE_CHANGE,How many days before application did client change phone, |
| 99,application_data,FLAG_DOCUMENT_2,Did client provide document 2, |
| 100,application_data,FLAG_DOCUMENT_3,Did client provide document 3, |
| 101,application_data,FLAG_DOCUMENT_4,Did client provide document 4, |
| 102,application_data,FLAG_DOCUMENT_5,Did client provide document 5, |
| 103,application_data,FLAG_DOCUMENT_6,Did client provide document 6, |
| 104,application_data,FLAG_DOCUMENT_7,Did client provide document 7, |
| 105,application_data,FLAG_DOCUMENT_8,Did client provide document 8, |
| 106,application_data,FLAG_DOCUMENT_9,Did client provide document 9, |
| 107,application_data,FLAG_DOCUMENT_10,Did client provide document 10, |
| 108,application_data,FLAG_DOCUMENT_11,Did client provide document 11, |
| 109,application_data,FLAG_DOCUMENT_12,Did client provide document 12, |
| 110,application_data,FLAG_DOCUMENT_13,Did client provide document 13, |
| 111,application_data,FLAG_DOCUMENT_14,Did client provide document 14, |
| 112,application_data,FLAG_DOCUMENT_15,Did client provide document 15, |
| 113,application_data,FLAG_DOCUMENT_16,Did client provide document 16, |
| 114,application_data,FLAG_DOCUMENT_17,Did client provide document 17, |
| 115,application_data,FLAG_DOCUMENT_18,Did client provide document 18, |
| 116,application_data,FLAG_DOCUMENT_19,Did client provide document 19, |
| 117,application_data,FLAG_DOCUMENT_20,Did client provide document 20, |
| 118,application_data,FLAG_DOCUMENT_21,Did client provide document 21, |
| 119,application_data,AMT_REQ_CREDIT_BUREAU_HOUR,Number of enquiries to Credit Bureau about the client one hour before appl |
icatio |
n, |
|
|
| 120,application_data,AMT_REQ_CREDIT_BUREAU_DAY,Number of enquiries to Credit Bureau about the client one day before applic |
ation |
(exclu |
ding |
one hour before application), |
| 121,application_data,AMT_REQ_CREDIT_BUREAU_WEEK,Number of enquiries to Credit Bureau about the client one week before appl |
icatio |
n (exc |
ludi |
ng one day before application), |
| 122,application_data,AMT_REQ_CREDIT_BUREAU_MON,Number of enquiries to Credit Bureau about the client one month before appl |
icatio |
n (exc |
ludi |
ng one week before application), |
| 123,application_data,AMT_REQ_CREDIT_BUREAU_QRT,Number of enquiries to Credit Bureau about the client 3 month before applic |
ation |
(exclu |
ding |
one month before application), |
| 124,application_data,AMT_REQ_CREDIT_BUREAU_YEAR,Number of enquiries to Credit Bureau about the client one day year (exclud |
ing la |
st 3 m |
onth |
s before application), |