Hugging Face's logo

Datasets:
jlh
/
home-credit-synthetic-example

Modalities:
Tabular
Formats:
parquet
Size:
10K - 100K
Libraries:
Datasets
pandas
License:
Dataset card Data Studio Files
xet
 Community
Dataset Viewer
Auto-converted to Parquet Duplicate
Search is not available for this dataset
TARGET
float64
0
1
NAME_CONTRACT_TYPE
float64
0
1
CODE_GENDER
float64
0
1
FLAG_OWN_CAR
float64
0
1
FLAG_OWN_REALTY
float64
0
1
CNT_CHILDREN
float64
0
6
AMT_INCOME_TOTAL
float64
0
0
AMT_CREDIT
float64
0
24
AMT_ANNUITY
float64
0
27
AMT_GOODS_PRICE
float64
0
23
NAME_TYPE_SUITE
float64
0
6
NAME_INCOME_TYPE
float64
1
7
NAME_EDUCATION_TYPE
float64
0
4
NAME_FAMILY_STATUS
float64
0
5
NAME_HOUSING_TYPE
float64
0
5
REGION_POPULATION_RELATIVE
float64
0
31
DAYS_BIRTH
float64
0
31
DAYS_EMPLOYED
float64
0
31
DAYS_REGISTRATION
float64
6
31
DAYS_ID_PUBLISH
float64
4
31
OWN_CAR_AGE
float64
0
22
FLAG_MOBIL
float64
1
1
FLAG_EMP_PHONE
float64
0
1
FLAG_WORK_PHONE
float64
0
1
FLAG_CONT_MOBILE
float64
0
1
FLAG_PHONE
float64
0
1
FLAG_EMAIL
float64
0
1
OCCUPATION_TYPE
float64
0
17
CNT_FAM_MEMBERS
float64
0
8
REGION_RATING_CLIENT
float64
0
2
REGION_RATING_CLIENT_W_CITY
float64
0
2
WEEKDAY_APPR_PROCESS_START
float64
0
6
HOUR_APPR_PROCESS_START
float64
1
23
REG_REGION_NOT_LIVE_REGION
float64
0
1
REG_REGION_NOT_WORK_REGION
float64
0
1
LIVE_REGION_NOT_WORK_REGION
float64
0
1
REG_CITY_NOT_LIVE_CITY
float64
0
1
REG_CITY_NOT_WORK_CITY
float64
0
1
LIVE_CITY_NOT_WORK_CITY
float64
0
1
ORGANIZATION_TYPE
float64
0
31
EXT_SOURCE_1
float64
0
31
EXT_SOURCE_2
float64
0
31
EXT_SOURCE_3
float64
0
31
APARTMENTS_AVG
float64
0
31
BASEMENTAREA_AVG
float64
0
31
YEARS_BEGINEXPLUATATION_AVG
float64
0
31
YEARS_BUILD_AVG
float64
0
31
COMMONAREA_AVG
float64
0
31
ELEVATORS_AVG
float64
0
31
ENTRANCES_AVG
float64
0
31
FLOORSMAX_AVG
float64
0
31
FLOORSMIN_AVG
float64
0
31
LANDAREA_AVG
float64
0
31
LIVINGAPARTMENTS_AVG
float64
0
31
LIVINGAREA_AVG
float64
0
31
NONLIVINGAPARTMENTS_AVG
float64
0
31
NONLIVINGAREA_AVG
float64
0
31
APARTMENTS_MODE
float64
0
31
BASEMENTAREA_MODE
float64
0
31
YEARS_BEGINEXPLUATATION_MODE
float64
0
31
YEARS_BUILD_MODE
float64
0
31
COMMONAREA_MODE
float64
0
31
ELEVATORS_MODE
float64
0
26
ENTRANCES_MODE
float64
0
30
FLOORSMAX_MODE
float64
0
25
FLOORSMIN_MODE
float64
0
25
LANDAREA_MODE
float64
0
31
LIVINGAPARTMENTS_MODE
float64
0
31
LIVINGAREA_MODE
float64
0
31
NONLIVINGAPARTMENTS_MODE
float64
0
31
NONLIVINGAREA_MODE
float64
0
31
APARTMENTS_MEDI
float64
0
31
BASEMENTAREA_MEDI
float64
0
31
YEARS_BEGINEXPLUATATION_MEDI
float64
0
31
YEARS_BUILD_MEDI
float64
0
31
COMMONAREA_MEDI
float64
0
31
ELEVATORS_MEDI
float64
0
31
ENTRANCES_MEDI
float64
0
31
FLOORSMAX_MEDI
float64
0
31
FLOORSMIN_MEDI
float64
0
31
LANDAREA_MEDI
float64
0
31
LIVINGAPARTMENTS_MEDI
float64
0
31
LIVINGAREA_MEDI
float64
0
31
NONLIVINGAPARTMENTS_MEDI
float64
0
31
NONLIVINGAREA_MEDI
float64
0
31
FONDKAPREMONT_MODE
float64
0
3
HOUSETYPE_MODE
float64
0
2
TOTALAREA_MODE
float64
0
31
WALLSMATERIAL_MODE
float64
0
6
EMERGENCYSTATE_MODE
float64
0
1
OBS_30_CNT_SOCIAL_CIRCLE
float64
0
2
DEF_30_CNT_SOCIAL_CIRCLE
float64
0
1
OBS_60_CNT_SOCIAL_CIRCLE
float64
0
2
DEF_60_CNT_SOCIAL_CIRCLE
float64
0
1
DAYS_LAST_PHONE_CHANGE
float64
3
31
FLAG_DOCUMENT_2
float64
0
0
FLAG_DOCUMENT_3
float64
0
1
FLAG_DOCUMENT_4
float64
0
1
FLAG_DOCUMENT_5
float64
0
1
FLAG_DOCUMENT_6
float64
0
1
FLAG_DOCUMENT_7
float64
0
1
FLAG_DOCUMENT_8
float64
0
1
FLAG_DOCUMENT_9
float64
0
1
FLAG_DOCUMENT_10
float64
0
0
FLAG_DOCUMENT_11
float64
0
1
FLAG_DOCUMENT_12
float64
0
0
FLAG_DOCUMENT_13
float64
0
1
FLAG_DOCUMENT_14
float64
0
1
FLAG_DOCUMENT_15
float64
0
1
FLAG_DOCUMENT_16
float64
0
1
FLAG_DOCUMENT_17
float64
0
1
FLAG_DOCUMENT_18
float64
0
1
FLAG_DOCUMENT_19
float64
0
1
FLAG_DOCUMENT_20
float64
0
1
FLAG_DOCUMENT_21
float64
0
1
AMT_REQ_CREDIT_BUREAU_HOUR
float64
0
5
AMT_REQ_CREDIT_BUREAU_DAY
float64
0
4
AMT_REQ_CREDIT_BUREAU_WEEK
float64
0
5
AMT_REQ_CREDIT_BUREAU_MON
float64
0
15
AMT_REQ_CREDIT_BUREAU_QRT
float64
0
0
AMT_REQ_CREDIT_BUREAU_YEAR
float64
0
9
0
0
0
0
1
0
0
2
1
1
6
3
1
1
1
11
7
31
16
13
4
1
0
0
1
0
0
8
0
1
1
0
8
0
0
0
0
0
0
31
11
22
7
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
11
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
0
0
1
1
0
0
5
2
5
6
7
4
1
1
2
16
1
31
24
5
1
1
1
1
0
0
3
0
1
1
2
13
0
0
0
0
0
0
21
21
23
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
22
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
4
3
3
6
7
4
3
5
4
28
1
25
30
4
1
1
0
1
0
0
11
0
1
1
3
5
0
0
0
0
0
0
16
9
3
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
25
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
0
0
0
1
0
0
7
4
5
6
7
1
2
1
3
22
1
26
9
4
1
1
0
1
1
0
3
0
1
1
5
10
0
1
1
0
0
0
28
16
22
5
2
0
31
24
1
0
6
5
7
2
3
2
0
0
2
0
31
24
1
0
6
4
5
2
3
2
0
0
2
0
31
24
1
0
6
5
7
2
3
2
0
0
2
0
2
5
0
0
0
0
0
19
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
1
1
0
0
0
13
5
12
6
7
4
1
2
20
15
1
20
31
1
1
1
1
1
1
0
4
0
0
0
3
18
0
1
1
0
1
1
21
12
29
13
2
2
31
24
1
2
4
5
7
2
3
3
0
0
2
2
31
24
1
2
4
4
5
2
3
3
0
0
2
2
31
24
1
2
4
5
7
2
3
3
0
0
2
0
1
5
0
0
0
0
0
19
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
1
0
0
3
2
2
6
3
4
0
1
13
8
31
30
15
4
1
0
0
1
0
0
8
0
1
1
0
9
0
0
0
0
0
0
31
16
22
26
4
3
31
24
1
0
8
5
7
5
3
3
0
0
4
3
31
24
1
0
8
4
5
5
3
4
0
0
4
3
31
24
1
0
8
5
7
5
3
4
0
0
2
0
3
0
0
0
0
0
0
28
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
1
0
0
11
5
8
6
7
4
1
5
8
29
1
27
26
4
1
1
0
1
0
0
8
1
1
1
0
15
0
0
0
1
1
0
31
13
13
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
27
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
6
3
6
6
4
4
1
1
1
18
1
22
11
2
1
1
1
1
0
0
14
0
1
1
4
10
0
0
0
0
0
0
2
16
26
25
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
23
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
0
1
0
0
0
0
1
0
0
3
2
3
6
7
1
1
1
8
26
1
20
25
4
1
1
1
1
1
0
3
1
1
1
0
15
0
0
0
0
1
1
2
15
22
19
4
2
31
26
1
1
1
10
1
2
3
3
0
0
4
2
31
27
1
1
1
8
1
2
4
3
0
0
4
2
31
27
1
1
1
10
1
2
3
3
0
0
3
0
3
5
0
0
0
0
0
29
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
5
3
5
1
3
1
1
1
4
9
31
19
19
4
1
0
0
1
1
0
8
0
1
1
0
15
0
0
0
0
0
0
31
20
22
22
5
6
31
26
2
10
8
10
12
2
3
6
1
2
5
6
31
26
2
8
8
8
9
2
4
6
1
2
5
6
31
26
2
10
8
10
12
2
3
6
1
2
2
0
5
4
0
0
0
0
0
11
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
2
0
6
7
1
1
1
4
21
1
30
13
4
1
1
0
1
0
0
15
2
1
1
2
7
0
0
0
1
1
1
18
15
6
27
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
31
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
5
4
4
6
1
4
2
1
13
6
1
24
12
4
1
1
0
1
0
0
8
0
1
1
5
12
0
0
0
0
0
0
2
16
25
26
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
21
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
0
0
0
1
0
0
1
2
1
1
1
4
1
1
13
2
1
30
11
4
1
1
0
1
0
0
14
0
1
1
2
8
0
0
0
0
0
0
23
16
18
18
3
1
31
26
0
2
2
10
12
4
3
2
0
0
3
1
31
27
0
2
2
8
9
4
3
2
0
0
3
1
31
27
0
2
2
10
12
4
3
2
0
0
2
0
1
4
0
0
0
0
0
30
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
0
0
1
0
1
0
5
3
5
6
7
1
1
1
8
19
1
29
13
1
1
1
0
1
0
0
3
2
1
1
6
11
0
0
0
0
1
1
23
24
28
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
22
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
1
1
0
0
8
6
8
6
1
4
1
1
5
17
1
21
14
5
1
1
0
1
0
0
8
1
0
0
1
13
0
0
0
0
1
1
2
16
25
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
1
0
0
1
1
1
6
1
1
3
1
14
22
1
23
28
4
1
1
0
1
0
0
10
0
0
0
2
16
0
0
0
0
0
0
18
16
23
2
1
0
30
9
1
2
4
6
8
1
1
2
0
1
1
1
30
10
1
2
4
5
6
1
1
3
0
1
1
0
30
9
1
2
4
6
8
1
1
3
0
1
2
0
2
5
0
0
0
0
0
20
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
1
0
0
1
1
1
6
1
4
1
1
2
25
1
30
15
3
1
1
0
1
0
0
4
0
1
1
4
12
0
0
0
0
1
1
14
16
22
16
2
2
31
24
1
3
3
10
7
0
3
2
0
1
2
2
31
24
1
1
2
8
5
0
3
2
0
1
2
2
31
24
1
3
3
10
7
0
3
2
0
1
2
0
2
4
0
0
0
0
0
28
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
6
3
5
6
7
1
1
1
8
27
1
31
28
4
1
1
0
1
0
0
3
1
1
1
4
14
0
0
0
0
0
0
15
15
20
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
19
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
1
0
1
0
0
0
10
8
10
6
1
1
0
1
13
20
1
22
13
1
1
1
0
1
0
0
8
0
1
1
0
15
0
0
0
0
0
0
16
16
26
29
9
6
31
24
1
11
9
12
7
5
3
11
0
1
10
6
31
24
1
9
9
9
5
5
3
12
0
1
9
6
31
24
1
11
9
12
7
5
3
12
0
1
2
0
9
5
0
0
0
0
0
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6
3
4
5
1
8
3
31
30
12
4
1
0
0
1
0
0
8
0
2
2
6
8
0
0
0
0
0
0
31
16
7
22
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
0
4
0
0
0
0
0
30
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
1
0
0
10
5
10
1
3
4
1
1
11
5
31
20
11
4
1
0
0
1
1
0
8
0
1
1
6
13
0
0
0
0
0
0
31
18
17
18
2
2
31
24
1
0
4
5
7
0
3
1
0
0
2
2
31
24
1
0
4
4
5
0
3
2
0
0
2
2
31
24
1
0
4
5
7
0
3
1
0
0
2
0
1
5
0
0
0
0
0
23
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
0
8
3
8
6
7
4
1
1
11
27
1
31
20
0
1
1
1
1
1
0
6
1
1
1
6
15
0
0
0
0
1
1
2
16
17
16
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
31
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
4
0
0
0
0
0
0
1
0
0
3
2
3
6
3
4
1
1
15
6
31
16
13
4
1
0
0
1
0
0
8
0
1
1
4
11
0
0
0
0
0
0
31
19
24
5
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
28
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
1
0
0
1
0
0
1
1
1
6
7
4
2
1
3
12
1
13
24
4
1
1
0
1
0
0
6
0
1
1
1
13
0
0
0
0
0
0
2
23
24
27
2
2
31
22
0
0
4
5
6
1
1
2
0
0
2
2
31
22
0
0
4
4
5
1
2
2
0
0
2
2
31
22
0
0
4
5
6
1
1
2
0
0
2
0
2
5
0
0
0
0
0
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
0
1
1
1
0
0
1
1
1
6
7
4
1
1
7
21
1
26
13
22
1
1
0
1
0
0
6
0
2
2
3
12
0
0
0
0
1
1
2
3
9
11
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
27
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
0
13
6
12
1
7
4
1
1
8
14
1
20
28
2
1
1
0
1
0
0
4
0
1
1
2
10
0
0
0
0
0
0
30
16
17
25
2
1
31
24
1
0
5
5
7
1
3
2
0
0
2
1
31
24
1
0
5
4
5
1
3
2
0
0
2
1
31
24
1
0
5
5
7
1
3
2
0
0
2
0
2
5
0
0
0
0
0
31
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2
2
6
7
1
3
2
9
18
1
28
13
4
1
1
1
1
1
0
3
0
2
2
1
11
0
0
0
0
0
0
15
16
19
19
4
0
31
22
0
0
4
5
1
1
3
1
0
0
4
0
31
22
0
0
4
4
1
1
4
1
0
0
4
0
31
22
0
0
4
5
1
1
3
1
0
0
2
0
1
5
0
0
0
0
0
19
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
0
0
0
0
0
0
1
3
1
6
7
4
2
1
8
8
1
28
20
4
1
1
0
1
1
1
17
0
1
1
1
12
0
0
0
0
0
0
21
19
25
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
25
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
2
2
2
6
7
2
3
1
8
13
1
28
25
4
1
1
0
1
0
0
14
0
1
1
6
15
0
0
0
0
0
0
23
16
28
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
1
0
0
0
1
0
0
1
1
1
6
7
4
1
1
13
12
1
23
29
4
1
1
1
1
0
0
16
0
1
1
0
9
0
0
0
0
1
1
2
9
10
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
29
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
1
0
0
3
4
3
6
7
4
1
1
12
14
0
21
27
4
1
1
0
1
0
0
4
1
1
1
5
14
0
0
0
0
0
0
0
16
21
16
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
12
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
2
3
6
7
4
1
1
20
20
1
27
20
4
1
1
0
1
1
0
6
1
0
0
5
16
0
1
1
0
0
0
11
16
17
22
0
0
31
18
0
0
3
2
4
0
0
0
0
0
0
0
31
19
0
0
3
2
3
0
0
0
0
0
0
0
31
18
0
0
3
2
4
0
0
0
0
0
2
0
0
5
0
0
0
0
0
26
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
2
1
1
6
7
4
1
1
4
14
1
22
28
1
1
1
0
1
0
0
8
0
2
2
0
10
0
0
0
0
0
0
2
16
23
26
2
3
31
24
1
0
6
5
1
0
2
1
0
0
2
3
31
25
1
0
6
4
1
0
2
1
0
0
2
3
31
24
1
0
6
5
1
0
2
1
0
0
2
0
2
4
0
0
0
0
0
31
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
4
3
3
5
1
4
1
1
2
23
1
31
11
9
1
1
0
1
0
0
8
1
1
1
5
15
0
0
0
0
0
0
3
4
19
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
28
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
1
0
0
3
6
3
6
1
4
1
1
20
27
1
25
20
4
1
1
0
1
0
0
8
1
0
0
5
16
0
1
1
0
0
0
2
14
24
23
3
2
31
25
1
0
1
5
7
0
3
2
0
0
4
2
31
25
1
0
1
4
5
0
3
2
0
0
3
2
31
25
1
0
1
5
7
0
3
2
0
0
2
0
1
4
0
0
0
0
0
31
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
9
5
8
6
3
4
1
1
2
15
31
29
31
4
1
0
0
1
1
0
8
2
2
2
3
11
0
0
0
0
0
0
31
19
18
9
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
25
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
0
1
0
1
0
0
3
4
3
6
7
4
1
1
13
28
1
26
22
4
1
1
1
1
0
0
8
0
1
1
4
9
0
0
0
0
0
0
23
16
10
25
0
2
30
24
1
2
1
1
7
1
3
0
0
0
0
2
30
24
1
2
1
1
5
1
3
0
0
0
0
2
30
24
1
2
1
1
7
1
3
0
0
0
2
0
0
5
1
0
0
0
0
28
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
1
1
0
0
1
1
1
0
7
4
1
1
11
17
0
21
12
4
1
1
0
1
0
0
8
0
1
1
4
14
0
0
0
0
1
1
21
22
22
19
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
25
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
1
0
0
1
0
6
4
5
6
7
4
1
1
7
24
1
30
22
4
1
1
0
1
0
0
8
2
2
2
0
9
0
0
0
1
1
0
23
14
21
18
2
2
31
20
0
0
4
5
6
0
1
2
0
0
2
2
31
20
0
0
4
4
5
0
2
2
0
0
2
2
31
20
0
0
4
5
6
0
1
2
0
0
2
0
1
5
0
0
0
0
0
16
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
6
3
4
3
1
13
3
31
17
12
4
1
0
0
1
1
0
8
0
1
1
4
8
0
0
0
0
0
0
31
16
27
18
14
8
31
23
2
10
8
10
12
7
11
11
0
4
14
8
31
24
2
8
8
8
9
7
12
12
0
4
14
8
31
24
2
10
8
10
12
7
11
11
0
4
3
0
11
5
0
0
0
0
0
25
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
0
1
1
1
0
0
10
6
10
6
7
1
1
1
12
24
1
29
13
0
1
1
0
1
1
1
10
0
1
1
0
16
0
0
0
0
1
1
2
19
23
25
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
18
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2
0
0
0
0
0
0
0
3
3
2
6
7
4
1
2
2
18
1
30
15
4
1
1
0
1
0
0
12
0
1
1
1
13
0
0
0
0
0
0
24
14
23
29
3
4
31
24
1
0
6
5
7
8
3
3
0
0
3
4
31
24
1
0
6
4
5
9
3
3
0
0
3
4
31
24
1
0
6
5
7
9
3
3
0
0
2
0
2
5
0
0
0
0
0
11
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
1
1
0
3
3
3
1
1
4
1
1
5
22
1
28
13
0
1
1
1
1
1
0
3
2
0
0
5
17
0
0
0
0
0
0
23
15
24
21
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
27
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
7
3
5
5
1
4
1
1
20
9
1
26
28
4
1
1
0
1
0
0
12
0
0
0
0
13
0
0
0
1
1
1
23
16
18
12
1
2
31
20
0
0
3
5
6
2
1
1
0
0
2
2
31
20
0
0
3
4
5
2
1
1
0
0
2
2
31
20
0
0
3
5
6
2
1
1
0
0
3
0
1
5
0
0
0
0
0
29
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
1
0
0
1
1
1
6
7
4
1
1
1
8
1
25
15
4
1
1
1
1
1
0
1
0
1
1
4
4
0
0
0
0
0
0
2
16
23
16
2
2
31
20
0
0
4
4
5
1
1
1
0
0
2
2
31
21
0
0
4
3
4
1
1
1
0
0
2
2
31
21
0
0
4
4
5
1
1
1
0
0
0
0
1
4
0
0
0
0
0
30
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
3
0
0
1
1
1
0
0
3
4
3
6
7
4
1
1
5
7
1
22
12
2
1
1
0
1
0
0
4
0
1
1
6
15
0
0
0
0
0
0
23
16
14
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
28
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
0
0
5
2
5
6
7
2
0
1
7
26
1
19
30
4
1
1
0
1
1
0
11
0
2
2
5
11
0
0
0
0
0
0
16
9
21
22
2
2
31
24
1
0
4
5
7
2
3
2
0
0
2
2
31
24
1
0
4
4
5
2
3
2
0
0
2
2
31
24
1
0
4
5
7
2
3
2
0
0
2
0
2
4
0
0
0
0
0
29
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
0
0
0
1
0
0
1
1
0
6
1
4
3
1
3
29
1
27
26
4
1
1
0
1
0
0
14
0
2
2
2
9
0
0
0
1
1
0
28
5
2
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
30
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
1
0
0
2
2
2
6
3
4
1
4
8
2
31
27
26
4
1
0
0
1
0
0
8
0
1
1
4
14
0
0
0
1
0
0
31
16
21
7
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
27
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
6
7
4
3
1
13
26
1
25
16
4
1
1
0
1
1
1
0
0
1
1
0
14
0
0
0
0
0
0
2
15
17
9
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
26
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
3
1
6
7
1
3
1
7
27
1
26
27
4
1
1
0
1
0
1
2
0
1
1
5
14
0
0
0
0
0
0
21
10
16
11
0
2
31
24
1
0
1
1
7
0
3
0
0
0
0
2
31
24
1
0
1
1
5
0
3
0
0
0
0
2
31
24
1
0
1
1
7
0
3
0
0
0
2
0
0
5
0
0
0
0
0
24
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
0
0
2
1
1
6
7
1
3
1
3
29
1
29
25
4
1
1
0
1
0
1
8
0
1
1
1
16
0
0
0
1
1
0
2
7
12
16
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
26
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3
4
3
6
1
4
0
5
8
28
1
26
21
4
1
1
0
1
0
1
8
0
1
1
3
11
0
0
0
0
0
0
23
22
20
18
0
0
30
17
0
0
3
4
3
1
0
1
0
1
0
0
30
16
0
0
2
3
1
0
0
2
0
1
0
0
30
17
0
0
3
4
3
1
0
1
0
1
3
0
1
5
0
0
0
0
0
31
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
3
2
2
6
7
4
1
1
8
20
1
27
23
2
1
1
1
1
0
0
11
1
1
1
4
9
0
0
0
0
0
0
16
14
22
2
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
16
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
1
0
0
0
0
1
0
1
6
3
4
1
1
3
15
31
29
31
4
1
0
0
1
0
0
8
0
1
1
6
9
0
0
0
0
0
0
31
16
15
12
3
3
31
24
1
0
5
5
7
0
3
2
0
0
3
3
31
24
1
0
5
4
5
0
3
2
0
0
3
3
31
24
1
0
5
5
7
0
3
2
0
0
2
0
2
4
0
0
0
0
0
17
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
2
1
6
7
4
5
1
4
2
1
31
12
4
1
1
0
1
0
0
16
0
1
1
1
5
0
0
0
0
0
0
18
16
23
28
3
2
31
24
1
0
4
5
7
2
3
3
0
0
3
2
31
24
1
0
4
4
5
2
3
3
0
0
3
2
31
24
1
0
4
5
7
2
3
3
0
0
2
0
1
4
0
0
0
0
0
31
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
6
1
1
3
3
2
23
1
27
15
4
1
1
0
1
0
0
0
0
1
1
5
16
0
0
0
0
0
0
18
19
19
18
10
5
31
28
2
5
4
10
12
1
8
8
0
0
10
5
31
28
2
4
4
8
9
1
9
8
0
0
10
5
31
28
2
5
4
10
12
1
8
8
0
0
3
0
7
4
0
0
0
0
0
20
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
0
1
1
1
6
4
4
1
1
11
20
0
23
10
3
1
1
0
1
0
0
8
2
1
1
6
12
0
0
0
0
0
0
21
17
13
18
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
30
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
1
0
0
6
4
5
6
1
4
1
1
15
29
1
27
26
2
1
1
0
1
0
0
4
1
1
1
3
15
0
0
0
0
1
1
1
5
18
19
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
31
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
1
0
0
0
3
2
3
6
3
4
1
1
2
7
31
17
11
8
1
0
0
1
0
0
8
0
2
2
5
5
0
0
0
0
0
0
31
16
10
16
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
19
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
0
0
0
0
0
0
3
3
3
6
1
1
1
5
15
25
1
25
16
4
1
1
1
1
0
0
8
1
1
1
4
13
0
0
0
0
0
0
2
9
22
26
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
24
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
0
0
0
0
1
0
0
1
1
1
6
3
4
5
1
3
1
31
14
10
4
1
0
0
1
0
0
8
0
1
1
1
10
0
0
0
0
0
0
31
16
27
18
1
2
31
23
4
0
4
5
6
0
1
1
0
2
1
2
31
23
4
0
4
4
5
0
1
1
0
2
1
2
31
23
4
0
4
5
6
0
1
1
0
2
2
0
2
4
0
0
0
0
0
16
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
6
1
4
2
1
15
9
1
26
16
4
1
1
0
1
0
0
14
0
1
1
4
10
0
0
0
0
1
1
23
16
9
9
3
2
31
24
1
2
4
7
7
2
3
3
0
0
3
2
31
24
1
2
4
5
5
2
3
3
0
0
3
2
31
24
1
2
4
7
7
2
3
3
0
0
2
0
3
4
0
0
0
0
0
25
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
End of preview. Expand in Data Studio
README.md exists but content is empty.
Downloads last month
27
Number of rows:
20,000
Total file size:
1.7 MB