Overview

Dataset info

Number of variables121
Number of observations10000
Missing cells288213 (23.8%)
Duplicate rows0 (0.0%)
Total size in memory9.2 MiB
Average record size in memory968.0 B

Variables types

Numeric33
Categorical17
Boolean23
Date0
URL0
Text (Unique)0
Rejected48
Unsupported0

Warnings

AMT_GOODS_PRICE is highly correlated with AMT_CREDIT (ρ = 0.9880646871) Rejected
AMT_REQ_CREDIT_BUREAU_DAY has 1246 (12.5%) missing values Missing
AMT_REQ_CREDIT_BUREAU_HOUR has 1246 (12.5%) missing values Missing
AMT_REQ_CREDIT_BUREAU_MON has 1246 (12.5%) missing values Missing
AMT_REQ_CREDIT_BUREAU_QRT has 4864 (48.6%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_QRT has 1246 (12.5%) missing values Missing
AMT_REQ_CREDIT_BUREAU_WEEK has 1246 (12.5%) missing values Missing
AMT_REQ_CREDIT_BUREAU_YEAR has 2267 (22.7%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_YEAR has 1246 (12.5%) missing values Missing
APARTMENTS_AVG has 4874 (48.7%) missing values Missing
APARTMENTS_MEDI is highly correlated with APARTMENTS_AVG (ρ = 0.9972131584) Rejected
APARTMENTS_MODE is highly correlated with APARTMENTS_MEDI (ρ = 0.9817942349) Rejected
BASEMENTAREA_AVG has 444 (4.4%) zeros Zeros
BASEMENTAREA_AVG has 5686 (56.9%) missing values Missing
BASEMENTAREA_MEDI is highly correlated with BASEMENTAREA_AVG (ρ = 0.985925455) Rejected
BASEMENTAREA_MODE is highly correlated with BASEMENTAREA_MEDI (ρ = 0.9731043737) Rejected
CNT_CHILDREN has 7167 (71.7%) zeros Zeros
COMMONAREA_AVG has 274 (2.7%) zeros Zeros
COMMONAREA_AVG has 6893 (68.9%) missing values Missing
COMMONAREA_MEDI is highly correlated with COMMONAREA_AVG (ρ = 0.9956920971) Rejected
COMMONAREA_MODE is highly correlated with COMMONAREA_MEDI (ρ = 0.985031091) Rejected
DAYS_LAST_PHONE_CHANGE has 1170 (11.7%) zeros Zeros
DEF_30_CNT_SOCIAL_CIRCLE has 8891 (88.9%) zeros Zeros
DEF_60_CNT_SOCIAL_CIRCLE has 9185 (91.8%) zeros Zeros
ELEVATORS_AVG has 2806 (28.1%) zeros Zeros
ELEVATORS_AVG has 5172 (51.7%) missing values Missing
ELEVATORS_MEDI is highly correlated with ELEVATORS_AVG (ρ = 0.9956755484) Rejected
ELEVATORS_MODE is highly correlated with ELEVATORS_MEDI (ρ = 0.9866157093) Rejected
EMERGENCYSTATE_MODE has 4527 (45.3%) missing values Missing
ENTRANCES_AVG has 4830 (48.3%) missing values Missing
ENTRANCES_MEDI is highly correlated with ENTRANCES_AVG (ρ = 0.9968285611) Rejected
ENTRANCES_MODE is highly correlated with ENTRANCES_MEDI (ρ = 0.9800705269) Rejected
EXT_SOURCE_1 has 4171 (41.7%) missing values Missing
EXT_SOURCE_3 has 1813 (18.1%) missing values Missing
FLAG_DOCUMENT_10 has constant value "0" Rejected
FLAG_DOCUMENT_12 has constant value "0" Rejected
FLAG_DOCUMENT_13 has constant value "0" Rejected
FLAG_DOCUMENT_14 has constant value "0" Rejected
FLAG_DOCUMENT_15 has constant value "0" Rejected
FLAG_DOCUMENT_16 has constant value "0" Rejected
FLAG_DOCUMENT_17 has constant value "0" Rejected
FLAG_DOCUMENT_19 has constant value "0" Rejected
FLAG_DOCUMENT_2 has constant value "0" Rejected
FLAG_DOCUMENT_20 has constant value "0" Rejected
FLAG_DOCUMENT_21 has constant value "0" Rejected
FLAG_DOCUMENT_7 has constant value "0" Rejected
FLAG_MOBIL has constant value "1" Rejected
FLOORSMAX_AVG has 4770 (47.7%) missing values Missing
FLOORSMAX_MEDI is highly correlated with FLOORSMAX_AVG (ρ = 0.9954940358) Rejected
FLOORSMAX_MODE is highly correlated with FLOORSMAX_MEDI (ρ = 0.9904378273) Rejected
FLOORSMIN_AVG has 6702 (67.0%) missing values Missing
FLOORSMIN_MEDI is highly correlated with FLOORSMIN_AVG (ρ = 0.9971154706) Rejected
FLOORSMIN_MODE is highly correlated with FLOORSMIN_MEDI (ρ = 0.988324407) Rejected
FONDKAPREMONT_MODE has 6732 (67.3%) missing values Missing
HOUSETYPE_MODE has 4826 (48.3%) missing values Missing
LANDAREA_AVG has 531 (5.3%) zeros Zeros
LANDAREA_AVG has 5792 (57.9%) missing values Missing
LANDAREA_MEDI is highly correlated with LANDAREA_AVG (ρ = 0.9803449477) Rejected
LANDAREA_MODE is highly correlated with LANDAREA_MEDI (ρ = 0.9902680947) Rejected
LIVINGAPARTMENTS_AVG is highly correlated with APARTMENTS_MODE (ρ = 0.941832096) Rejected
LIVINGAPARTMENTS_MEDI is highly correlated with LIVINGAPARTMENTS_AVG (ρ = 0.9973914912) Rejected
LIVINGAPARTMENTS_MODE is highly correlated with LIVINGAPARTMENTS_MEDI (ρ = 0.9700264425) Rejected
LIVINGAREA_AVG is highly correlated with LIVINGAPARTMENTS_MEDI (ρ = 0.9004271393) Rejected
LIVINGAREA_MEDI is highly correlated with LIVINGAREA_AVG (ρ = 0.9966418413) Rejected
LIVINGAREA_MODE is highly correlated with LIVINGAREA_MEDI (ρ = 0.9719932992) Rejected
NAME_TYPE_SUITE has 180 (1.8%) missing values Missing
NONLIVINGAPARTMENTS_AVG has 1804 (18.0%) zeros Zeros
NONLIVINGAPARTMENTS_AVG has 6859 (68.6%) missing values Missing
NONLIVINGAPARTMENTS_MEDI is highly correlated with NONLIVINGAPARTMENTS_AVG (ρ = 0.9355157411) Rejected
NONLIVINGAPARTMENTS_MODE is highly correlated with NONLIVINGAPARTMENTS_MEDI (ρ = 0.9507902268) Rejected
NONLIVINGAREA_AVG has 1936 (19.4%) zeros Zeros
NONLIVINGAREA_AVG has 5354 (53.5%) missing values Missing
NONLIVINGAREA_MEDI is highly correlated with NONLIVINGAREA_AVG (ρ = 0.994807585) Rejected
NONLIVINGAREA_MODE is highly correlated with NONLIVINGAREA_MEDI (ρ = 0.988191842) Rejected
OBS_30_CNT_SOCIAL_CIRCLE has 5371 (53.7%) zeros Zeros
OBS_60_CNT_SOCIAL_CIRCLE is highly correlated with OBS_30_CNT_SOCIAL_CIRCLE (ρ = 0.9990456696) Rejected
OCCUPATION_TYPE has 3162 (31.6%) missing values Missing
ORGANIZATION_TYPE has a high cardinality: 57 distinct values Warning
OWN_CAR_AGE has 6702 (67.0%) missing values Missing
REGION_RATING_CLIENT_W_CITY is highly correlated with REGION_RATING_CLIENT (ρ = 0.9323217636) Rejected
TOTALAREA_MODE is highly correlated with LIVINGAREA_MODE (ρ = 0.9013424924) Rejected
WALLSMATERIAL_MODE has 4882 (48.8%) missing values Missing
YEARS_BEGINEXPLUATATION_AVG has 4656 (46.6%) missing values Missing
YEARS_BEGINEXPLUATATION_MEDI is highly correlated with YEARS_BEGINEXPLUATATION_AVG (ρ = 0.9999688217) Rejected
YEARS_BEGINEXPLUATATION_MODE is highly correlated with YEARS_BEGINEXPLUATATION_MEDI (ρ = 0.999758927) Rejected
YEARS_BUILD_AVG is highly correlated with YEARS_BEGINEXPLUATATION_MODE (ρ = 0.9612937056) Rejected
YEARS_BUILD_MEDI is highly correlated with YEARS_BUILD_AVG (ρ = 0.9989002843) Rejected
YEARS_BUILD_MODE is highly correlated with YEARS_BUILD_MEDI (ρ = 0.992116652) Rejected

Variables

AMT_ANNUITY
Numeric

Distinct count3658
Unique (%)36.6%
Missing (%)< 0.1%
Missing (n)5
Infinite (%)0.0%
Infinite (n)0
Mean29415.78504
Minimum2295
Maximum177826.5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2295
5-th percentile9432
Q118130.5
Median26230.5
Q337388.25
95-th percentile57676.5
Maximum177826.5
Range175531.5
Interquartile range19257.75

Descriptive statistics

Standard deviation16023.69177
Coef of variation0.5447310601
Kurtosis6.734197292
Mean29415.78504
MAD12064.57121
Skewness1.618184647
Sum294010771.5
Variance256758698
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
30838.5 53 0.5%
 
27652.5 52 0.5%
 
22977 52 0.5%
 
43659 48 0.5%
 
52452 43 0.4%
 
23107.5 41 0.4%
 
30951 41 0.4%
 
24696 39 0.4%
 
26838 37 0.4%
 
23539.5 36 0.4%
 
Other values (3647) 9553 95.5%
 

Minimum 5 values

ValueCountFrequency (%) 
2295 1 < 0.1%
 
3478.5 1 < 0.1%
 
3685.5 2 < 0.1%
 
3730.5 1 < 0.1%
 
4113 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
177826.5 2 < 0.1%
 
177696 1 < 0.1%
 
176062.5 1 < 0.1%
 
173704.5 2 < 0.1%
 
173574 1 < 0.1%
 

AMT_CREDIT
Numeric

Distinct count1564
Unique (%)15.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean519256.2064
Minimum45000
Maximum2156400
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum45000
5-th percentile118512
Q1260640
Median450000
Q3675000
95-th percentile1272419.325
Maximum2156400
Range2111400
Interquartile range414360

Descriptive statistics

Standard deviation368122.9614
Coef of variation0.708942824
Kurtosis3.181682535
Mean519256.2064
MAD271531.341
Skewness1.624651469
Sum5192562064
Variance1.355145147e+11
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 45000. 47250. 49626. 53064. 67164.75 ... 1803710.25 2006950.5 2049480. 2148313.5 2156400. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
450000 434 4.3%
 
225000 384 3.8%
 
675000 299 3.0%
 
360000 175 1.8%
 
900000 168 1.7%
 
260640 137 1.4%
 
135000 132 1.3%
 
296280 124 1.2%
 
270000 112 1.1%
 
539100 111 1.1%
 
Other values (1554) 7924 79.2%
 

Minimum 5 values

ValueCountFrequency (%) 
45000 31 0.3%
 
49500 1 < 0.1%
 
49752 21 0.2%
 
52128 24 0.2%
 
54000 7 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2156400 12 0.1%
 
2140227 1 < 0.1%
 
2085120 1 < 0.1%
 
2013840 44 0.4%
 
2000061 1 < 0.1%
 

AMT_GOODS_PRICE
Highly correlated

This variable is highly correlated with AMT_CREDIT and should be ignored for analysis

Correlation0.9880646871

AMT_INCOME_TOTAL
Numeric

Distinct count253
Unique (%)2.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean178153.1145
Minimum26941.5
Maximum3150000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum26941.5
5-th percentile69727.5
Q1112500
Median157500
Q3225000
95-th percentile360000
Maximum3150000
Range3123058.5
Interquartile range112500

Descriptive statistics

Standard deviation100945.4722
Coef of variation0.5666219896
Kurtosis93.29420592
Mean178153.1145
MAD67578.64978
Skewness5.091543665
Sum1781531145
Variance1.018998836e+10
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 26941.5 44550. 45450. 49050. 49950. ... 551250. 663750. 697500. 922500. 3150000. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
135000 1168 11.7%
 
112500 1026 10.3%
 
157500 860 8.6%
 
180000 847 8.5%
 
225000 741 7.4%
 
202500 636 6.4%
 
90000 583 5.8%
 
270000 388 3.9%
 
67500 272 2.7%
 
315000 241 2.4%
 
Other values (243) 3238 32.4%
 

Minimum 5 values

ValueCountFrequency (%) 
26941.5 1 < 0.1%
 
27000 1 < 0.1%
 
28800 1 < 0.1%
 
29250 1 < 0.1%
 
30150 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3150000 1 < 0.1%
 
1800000 1 < 0.1%
 
1575000 1 < 0.1%
 
1125000 5 0.1%
 
945000 1 < 0.1%
 

AMT_REQ_CREDIT_BUREAU_DAY
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)12.5%
Missing (n)1246
0
8734
1
 
19
2
 
1
(Missing)
 
1246
ValueCountFrequency (%) 
0 8734 87.3%
 
1 19 0.2%
 
2 1 < 0.1%
 
(Missing) 1246 12.5%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

AMT_REQ_CREDIT_BUREAU_HOUR
Boolean

Distinct count3
Unique (%)< 0.1%
Missing (%)12.5%
Missing (n)1246
0
8738
1
 
16
(Missing)
 
1246
ValueCountFrequency (%) 
0 8738 87.4%
 
1 16 0.2%
 
(Missing) 1246 12.5%
 

AMT_REQ_CREDIT_BUREAU_MON
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)12.5%
Missing (n)1246
0
8690
1
 
60
2
 
4
(Missing)
 
1246
ValueCountFrequency (%) 
0 8690 86.9%
 
1 60 0.6%
 
2 4 < 0.1%
 
(Missing) 1246 12.5%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

AMT_REQ_CREDIT_BUREAU_QRT
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)12.5%
Missing (n)1246
Infinite (%)0.0%
Infinite (n)0
Mean0.5435229609
Minimum0
Maximum5
Zeros (%)48.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile2
Maximum5
Range5
Interquartile range1

Descriptive statistics

Standard deviation0.6956572173
Coef of variation1.27990401
Kurtosis1.902756075
Mean0.5435229609
MAD0.6039971857
Skewness1.27405145
Sum4758
Variance0.483938964
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
0 4864 48.6%
 
1 3166 31.7%
 
2 598 6.0%
 
3 110 1.1%
 
4 14 0.1%
 
5 2 < 0.1%
 
(Missing) 1246 12.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4864 48.6%
 
1 3166 31.7%
 
2 598 6.0%
 
3 110 1.1%
 
4 14 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5 2 < 0.1%
 
4 14 0.1%
 
3 110 1.1%
 
2 598 6.0%
 
1 3166 31.7%
 

AMT_REQ_CREDIT_BUREAU_WEEK
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)12.5%
Missing (n)1246
0
8730
1
 
23
2
 
1
(Missing)
 
1246
ValueCountFrequency (%) 
0 8730 87.3%
 
1 23 0.2%
 
2 1 < 0.1%
 
(Missing) 1246 12.5%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

AMT_REQ_CREDIT_BUREAU_YEAR
Numeric

Distinct count14
Unique (%)0.1%
Missing (%)12.5%
Missing (n)1246
Infinite (%)0.0%
Infinite (n)0
Mean1.969499657
Minimum0
Maximum12
Zeros (%)22.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median2
Q33
95-th percentile6
Maximum12
Range12
Interquartile range3

Descriptive statistics

Standard deviation1.840890771
Coef of variation0.9346997164
Kurtosis1.109571591
Mean1.969499657
MAD1.429623164
Skewness1.072093196
Sum17241
Variance3.388878831
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%) 
0 2267 22.7%
 
1 1849 18.5%
 
2 1775 17.8%
 
3 1290 12.9%
 
4 709 7.1%
 
5 419 4.2%
 
6 217 2.2%
 
7 128 1.3%
 
8 66 0.7%
 
9 28 0.3%
 
Other values (3) 6 0.1%
 
(Missing) 1246 12.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2267 22.7%
 
1 1849 18.5%
 
2 1775 17.8%
 
3 1290 12.9%
 
4 709 7.1%
 

Maximum 5 values

ValueCountFrequency (%) 
12 1 < 0.1%
 
11 1 < 0.1%
 
10 4 < 0.1%
 
9 28 0.3%
 
8 66 0.7%
 

APARTMENTS_AVG
Numeric

Distinct count796
Unique (%)8.0%
Missing (%)48.7%
Missing (n)4874
Infinite (%)0.0%
Infinite (n)0
Mean0.122804604
Minimum0
Maximum1
Zeros (%)0.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0124
Q10.0619
Median0.0928
Q30.1485
95-th percentile0.345125
Maximum1
Range1
Interquartile range0.0866

Descriptive statistics

Standard deviation0.1116105768
Coef of variation0.9088468442
Kurtosis9.886240471
Mean0.122804604
MAD0.07525685037
Skewness2.554551179
Sum629.4964
Variance0.01245692085
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0825 218 2.2%
 
0.0619 207 2.1%
 
0.0928 183 1.8%
 
0.0722 146 1.5%
 
0.1485 113 1.1%
 
0.1031 100 1.0%
 
0.1237 92 0.9%
 
0.0082 89 0.9%
 
0.0124 80 0.8%
 
0.0165 74 0.7%
 
Other values (785) 3824 38.2%
 
(Missing) 4874 48.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 32 0.3%
 
0.001 10 0.1%
 
0.0021 19 0.2%
 
0.0031 13 0.1%
 
0.0037 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 3 < 0.1%
 
0.9701 1 < 0.1%
 
0.9577 1 < 0.1%
 
0.8887 1 < 0.1%
 
0.8691 1 < 0.1%
 

APARTMENTS_MEDI
Highly correlated

This variable is highly correlated with APARTMENTS_AVG and should be ignored for analysis

Correlation0.9972131584

APARTMENTS_MODE
Highly correlated

This variable is highly correlated with APARTMENTS_MEDI and should be ignored for analysis

Correlation0.9817942349

BASEMENTAREA_AVG
Numeric

Distinct count1673
Unique (%)16.7%
Missing (%)56.9%
Missing (n)5686
Infinite (%)0.0%
Infinite (n)0
Mean0.09208103848
Minimum0
Maximum1
Zeros (%)4.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0488
Median0.0784
Q30.113275
95-th percentile0.23137
Maximum1
Range1
Interquartile range0.064475

Descriptive statistics

Standard deviation0.08730425292
Coef of variation0.9481241129
Kurtosis32.23789829
Mean0.09208103848
MAD0.05312190079
Skewness4.155863851
Sum397.2376
Variance0.007622032578
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 444 4.4%
 
0.0545 14 0.1%
 
0.0635 13 0.1%
 
0.1091 13 0.1%
 
0.0803 12 0.1%
 
0.0764 11 0.1%
 
0.0503 10 0.1%
 
0.0795 10 0.1%
 
0.1018 10 0.1%
 
0.0691 10 0.1%
 
Other values (1662) 3767 37.7%
 
(Missing) 5686 56.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 444 4.4%
 
0.0001 3 < 0.1%
 
0.0002 1 < 0.1%
 
0.0004 2 < 0.1%
 
0.0005 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 8 0.1%
 
0.9636 1 < 0.1%
 
0.9397 1 < 0.1%
 
0.8246 2 < 0.1%
 
0.8152 1 < 0.1%
 

BASEMENTAREA_MEDI
Highly correlated

This variable is highly correlated with BASEMENTAREA_AVG and should be ignored for analysis

Correlation0.985925455

BASEMENTAREA_MODE
Highly correlated

This variable is highly correlated with BASEMENTAREA_MEDI and should be ignored for analysis

Correlation0.9731043737

CNT_CHILDREN
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.3858
Minimum0
Maximum8
Zeros (%)71.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile2
Maximum8
Range8
Interquartile range1

Descriptive statistics

Standard deviation0.6929692494
Coef of variation1.79618779
Kurtosis4.706418144
Mean0.3858
MAD0.55300572
Skewness1.964242915
Sum3858
Variance0.4802063806
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 8. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7167 71.7%
 
1 1962 19.6%
 
2 740 7.4%
 
3 116 1.2%
 
4 10 0.1%
 
5 4 < 0.1%
 
8 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7167 71.7%
 
1 1962 19.6%
 
2 740 7.4%
 
3 116 1.2%
 
4 10 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
8 1 < 0.1%
 
5 4 < 0.1%
 
4 10 0.1%
 
3 116 1.2%
 
2 740 7.4%
 

CNT_FAM_MEMBERS
Numeric

Distinct count8
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.1342
Minimum1
Maximum10
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median2
Q32
95-th percentile4
Maximum10
Range9
Interquartile range0

Descriptive statistics

Standard deviation0.8769648036
Coef of variation0.4109103194
Kurtosis1.846921188
Mean2.1342
MAD0.62314416
Skewness0.9865700905
Sum21342
Variance0.7690672667
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=8)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 5.5 6.5 10. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 5418 54.2%
 
1 2106 21.1%
 
3 1653 16.5%
 
4 697 7.0%
 
5 111 1.1%
 
6 10 0.1%
 
7 4 < 0.1%
 
10 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2106 21.1%
 
2 5418 54.2%
 
3 1653 16.5%
 
4 697 7.0%
 
5 111 1.1%
 

Maximum 5 values

ValueCountFrequency (%) 
10 1 < 0.1%
 
7 4 < 0.1%
 
6 10 0.1%
 
5 111 1.1%
 
4 697 7.0%
 

CODE_GENDER
Categorical

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
F
6708
M
3292
ValueCountFrequency (%) 
F 6708 67.1%
 
M 3292 32.9%
 
Max length1
Mean length1
Min length1
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

COMMONAREA_AVG
Numeric

Distinct count1092
Unique (%)10.9%
Missing (%)68.9%
Missing (n)6893
Infinite (%)0.0%
Infinite (n)0
Mean0.04834917927
Minimum0
Maximum1
Zeros (%)2.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0086
Median0.0231
Q30.05385
95-th percentile0.1737
Maximum1
Range1
Interquartile range0.04525

Descriptive statistics

Standard deviation0.08674752332
Coef of variation1.794188125
Kurtosis45.14787836
Mean0.04834917927
MAD0.04574583521
Skewness5.663283057
Sum150.2209
Variance0.007525132803
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 274 2.7%
 
0.0077 20 0.2%
 
0.0079 19 0.2%
 
0.0078 16 0.2%
 
0.0087 14 0.1%
 
0.0086 14 0.1%
 
0.0121 14 0.1%
 
0.0014 13 0.1%
 
0.0124 13 0.1%
 
0.0118 12 0.1%
 
Other values (1081) 2698 27.0%
 
(Missing) 6893 68.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 274 2.7%
 
0.0001 2 < 0.1%
 
0.0002 3 < 0.1%
 
0.0003 3 < 0.1%
 
0.0005 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 6 0.1%
 
0.8882 1 < 0.1%
 
0.8876 1 < 0.1%
 
0.7441 2 < 0.1%
 
0.6761 1 < 0.1%
 

COMMONAREA_MEDI
Highly correlated

This variable is highly correlated with COMMONAREA_AVG and should be ignored for analysis

Correlation0.9956920971

COMMONAREA_MODE
Highly correlated

This variable is highly correlated with COMMONAREA_MEDI and should be ignored for analysis

Correlation0.985031091

DAYS_BIRTH
Numeric

Distinct count7409
Unique (%)74.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-16070.6283
Minimum-25087
Maximum-7338
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-25087
5-th percentile-23120.1
Q1-19627.5
Median-15785.5
Q3-12530.5
95-th percentile-9484.8
Maximum-7338
Range17749
Interquartile range7097

Descriptive statistics

Standard deviation4309.713586
Coef of variation-0.2681733101
Kurtosis-1.034573587
Mean-16070.6283
MAD3673.514906
Skewness-0.1035620769
Sum-160706283
Variance18573631.19
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-25087. -24843. -23751. -22454.5 -16985.5 -13566. -13490. -9858.5 -8040.5 -7338. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-21503 6 0.1%
 
-15382 5 0.1%
 
-11876 5 0.1%
 
-14729 5 0.1%
 
-17875 5 0.1%
 
-13999 5 0.1%
 
-21152 5 0.1%
 
-15977 5 0.1%
 
-15251 4 < 0.1%
 
-17716 4 < 0.1%
 
Other values (7399) 9951 99.5%
 

Minimum 5 values

ValueCountFrequency (%) 
-25087 1 < 0.1%
 
-25021 1 < 0.1%
 
-24985 1 < 0.1%
 
-24975 1 < 0.1%
 
-24852 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
-7338 1 < 0.1%
 
-7725 1 < 0.1%
 
-7742 1 < 0.1%
 
-7756 1 < 0.1%
 
-7954 1 < 0.1%
 

DAYS_EMPLOYED
Numeric

Distinct count4225
Unique (%)42.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean66290.9107
Minimum-17124
Maximum365243
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-17124
5-th percentile-6865.1
Q1-2941.25
Median-1327
Q3-309
95-th percentile365243
Maximum365243
Range382367
Interquartile range2632.25

Descriptive statistics

Standard deviation143446.2907
Coef of variation2.163890784
Kurtosis0.5745332818
Mean66290.9107
MAD111867.8718
Skewness1.604038566
Sum662909107
Variance2.057683832e+10
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.71240e+04 -1.36195e+04 -1.21315e+04 -9.07450e+03 -5.85600e+03 ... -1.08500e+02 -6.95000e+01 -7.50000e+00 1.82621e+05 3.65243e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
365243 1871 18.7%
 
-1342 10 0.1%
 
-1814 9 0.1%
 
-861 9 0.1%
 
-1919 8 0.1%
 
-1387 8 0.1%
 
-1027 8 0.1%
 
-386 8 0.1%
 
-989 8 0.1%
 
-1640 8 0.1%
 
Other values (4215) 8053 80.5%
 

Minimum 5 values

ValueCountFrequency (%) 
-17124 1 < 0.1%
 
-17077 1 < 0.1%
 
-16774 1 < 0.1%
 
-16034 1 < 0.1%
 
-15708 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
365243 1871 18.7%
 
-1 1 < 0.1%
 
-14 1 < 0.1%
 
-26 1 < 0.1%
 
-32 1 < 0.1%
 

DAYS_ID_PUBLISH
Numeric

Distinct count4514
Unique (%)45.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-3036.6527
Minimum-6317
Maximum0
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum-6317
5-th percentile-5132.05
Q1-4438
Median-3186
Q3-1701
95-th percentile-362
Maximum0
Range6317
Interquartile range2737

Descriptive statistics

Standard deviation1573.295197
Coef of variation-0.5181017891
Kurtosis-1.158299024
Mean-3036.6527
MAD1372.307166
Skewness0.2719956427
Sum-30366527
Variance2475257.776
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-6317. -5830.5 -5448.5 -5280.5 -4942.5 ... -4331.5 -4179.5 -3228.5 -2447.5 0. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-4215 11 0.1%
 
-4592 11 0.1%
 
-4255 10 0.1%
 
-4452 10 0.1%
 
-4570 10 0.1%
 
-4311 10 0.1%
 
-4521 10 0.1%
 
-4291 10 0.1%
 
-4324 10 0.1%
 
-4558 10 0.1%
 
Other values (4504) 9898 99.0%
 

Minimum 5 values

ValueCountFrequency (%) 
-6317 1 < 0.1%
 
-6315 1 < 0.1%
 
-6293 1 < 0.1%
 
-6279 1 < 0.1%
 
-6272 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0 2 < 0.1%
 
-1 2 < 0.1%
 
-3 1 < 0.1%
 
-4 1 < 0.1%
 
-5 3 < 0.1%
 

DAYS_LAST_PHONE_CHANGE
Numeric

Distinct count2824
Unique (%)28.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-1087.4316
Minimum-4285
Maximum0
Zeros (%)11.7%
Mini histogram

Quantile statistics

Minimum-4285
5-th percentile-2725.1
Q1-1769
Median-874
Q3-379
95-th percentile0
Maximum0
Range4285
Interquartile range1390

Descriptive statistics

Standard deviation878.2755674
Coef of variation-0.8076605162
Kurtosis-0.3454891625
Mean-1087.4316
MAD739.867315
Skewness-0.6733289404
Sum-10874316
Variance771367.9723
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-4.2850e+03 -3.5980e+03 -3.2355e+03 -2.9175e+03 -2.7505e+03 ... -1.6350e+02 -5.5000e+00 -1.5000e+00 -5.0000e-01 0.0000e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1170 11.7%
 
-1 34 0.3%
 
-1799 15 0.1%
 
-2 14 0.1%
 
-3 13 0.1%
 
-1765 13 0.1%
 
-1800 12 0.1%
 
-1783 12 0.1%
 
-1776 12 0.1%
 
-513 12 0.1%
 
Other values (2814) 8693 86.9%
 

Minimum 5 values

ValueCountFrequency (%) 
-4285 1 < 0.1%
 
-4257 1 < 0.1%
 
-4250 1 < 0.1%
 
-4151 1 < 0.1%
 
-4103 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0 1170 11.7%
 
-1 34 0.3%
 
-2 14 0.1%
 
-3 13 0.1%
 
-4 11 0.1%
 

DAYS_REGISTRATION
Numeric

Distinct count6691
Unique (%)66.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-5008.8966
Minimum-18747
Maximum-1
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-18747
5-th percentile-11512.2
Q1-7541
Median-4509.5
Q3-1930.75
95-th percentile-363.95
Maximum-1
Range18746
Interquartile range5610.25

Descriptive statistics

Standard deviation3569.986356
Coef of variation-0.712729098
Kurtosis-0.3460433651
Mean-5008.8966
MAD2959.435805
Skewness-0.6085388408
Sum-50088966
Variance12744802.58
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.87470e+04 -1.65460e+04 -1.53340e+04 -1.36245e+04 -1.18340e+04 -1.02005e+04 -6.77100e+03 -5.48950e+03 -1.49300e+03 -1.00000e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-427 6 0.1%
 
-1051 6 0.1%
 
-756 6 0.1%
 
-1009 6 0.1%
 
-5312 6 0.1%
 
-4011 6 0.1%
 
-1045 6 0.1%
 
-83 6 0.1%
 
-5839 6 0.1%
 
-2902 6 0.1%
 
Other values (6681) 9940 99.4%
 

Minimum 5 values

ValueCountFrequency (%) 
-18747 1 < 0.1%
 
-18590 1 < 0.1%
 
-17568 2 < 0.1%
 
-17450 1 < 0.1%
 
-17358 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
-1 3 < 0.1%
 
-2 2 < 0.1%
 
-3 2 < 0.1%
 
-4 1 < 0.1%
 
-5 1 < 0.1%
 

DEF_30_CNT_SOCIAL_CIRCLE
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)0.1%
Missing (n)7
Infinite (%)0.0%
Infinite (n)0
Mean0.1364955469
Minimum0
Maximum4
Zeros (%)88.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum4
Range4
Interquartile range0

Descriptive statistics

Standard deviation0.4281689741
Coef of variation3.136871377
Kurtosis18.13073275
Mean0.1364955469
MAD0.2428864019
Skewness3.833958826
Sum1364
Variance0.1833286703
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
0 8891 88.9%
 
1 894 8.9%
 
2 165 1.7%
 
3 32 0.3%
 
4 11 0.1%
 
(Missing) 7 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 8891 88.9%
 
1 894 8.9%
 
2 165 1.7%
 
3 32 0.3%
 
4 11 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4 11 0.1%
 
3 32 0.3%
 
2 165 1.7%
 
1 894 8.9%
 
0 8891 88.9%
 

DEF_60_CNT_SOCIAL_CIRCLE
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)0.1%
Missing (n)7
Infinite (%)0.0%
Infinite (n)0
Mean0.09476633644
Minimum0
Maximum4
Zeros (%)91.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum4
Range4
Interquartile range0

Descriptive statistics

Standard deviation0.3447037634
Coef of variation3.637407294
Kurtosis22.40205706
Mean0.09476633644
MAD0.1742077054
Skewness4.298849848
Sum947
Variance0.1188206845
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
0 9185 91.8%
 
1 693 6.9%
 
2 93 0.9%
 
3 20 0.2%
 
4 2 < 0.1%
 
(Missing) 7 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 9185 91.8%
 
1 693 6.9%
 
2 93 0.9%
 
3 20 0.2%
 
4 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4 2 < 0.1%
 
3 20 0.2%
 
2 93 0.9%
 
1 693 6.9%
 
0 9185 91.8%
 

ELEVATORS_AVG
Numeric

Distinct count112
Unique (%)1.1%
Missing (%)51.7%
Missing (n)5172
Infinite (%)0.0%
Infinite (n)0
Mean0.08456197183
Minimum0
Maximum1
Zeros (%)28.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.16
95-th percentile0.37762
Maximum1
Range1
Interquartile range0.16

Descriptive statistics

Standard deviation0.1384101065
Coef of variation1.636789014
Kurtosis5.885136441
Mean0.08456197183
MAD0.1028852235
Skewness2.199040584
Sum408.2652
Variance0.01915735758
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 2806 28.1%
 
0.16 337 3.4%
 
0.08 332 3.3%
 
0.24 208 2.1%
 
0.12 181 1.8%
 
0.2 139 1.4%
 
0.04 139 1.4%
 
0.32 101 1.0%
 
0.4 78 0.8%
 
0.28 75 0.8%
 
Other values (101) 432 4.3%
 
(Missing) 5172 51.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2806 28.1%
 
0.0064 3 < 0.1%
 
0.008 1 < 0.1%
 
0.0132 1 < 0.1%
 
0.016 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 2 < 0.1%
 
0.96 1 < 0.1%
 
0.92 1 < 0.1%
 
0.88 3 < 0.1%
 
0.84 2 < 0.1%
 

ELEVATORS_MEDI
Highly correlated

This variable is highly correlated with ELEVATORS_AVG and should be ignored for analysis

Correlation0.9956755484

ELEVATORS_MODE
Highly correlated

This variable is highly correlated with ELEVATORS_MEDI and should be ignored for analysis

Correlation0.9866157093

EMERGENCYSTATE_MODE
Boolean

Distinct count3
Unique (%)< 0.1%
Missing (%)45.3%
Missing (n)4527
No
5382
Yes
 
91
(Missing)
4527
ValueCountFrequency (%) 
No 5382 53.8%
 
Yes 91 0.9%
 
(Missing) 4527 45.3%
 

ENTRANCES_AVG
Numeric

Distinct count116
Unique (%)1.2%
Missing (%)48.3%
Missing (n)4830
Infinite (%)0.0%
Infinite (n)0
Mean0.1528465957
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0345
Q10.0917
Median0.1379
Q30.2069
95-th percentile0.3276
Maximum1
Range1
Interquartile range0.1152

Descriptive statistics

Standard deviation0.09781239653
Coef of variation0.6399383385
Kurtosis10.53739394
Mean0.1528465957
MAD0.06954304111
Skewness2.231446944
Sum790.2169
Variance0.009567264915
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.1379 1178 11.8%
 
0.069 708 7.1%
 
0.2069 703 7.0%
 
0.1034 666 6.7%
 
0.0345 475 4.8%
 
0.1724 316 3.2%
 
0.2759 263 2.6%
 
0.2414 143 1.4%
 
0.3448 102 1.0%
 
0.3103 70 0.7%
 
Other values (105) 546 5.5%
 
(Missing) 4830 48.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 12 0.1%
 
0.0345 475 4.8%
 
0.0414 2 < 0.1%
 
0.0459 1 < 0.1%
 
0.0483 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
0.931 1 < 0.1%
 
0.8966 2 < 0.1%
 
0.8276 2 < 0.1%
 
0.7931 1 < 0.1%
 

ENTRANCES_MEDI
Highly correlated

This variable is highly correlated with ENTRANCES_AVG and should be ignored for analysis

Correlation0.9968285611

ENTRANCES_MODE
Highly correlated

This variable is highly correlated with ENTRANCES_MEDI and should be ignored for analysis

Correlation0.9800705269

EXT_SOURCE_1
Numeric

Distinct count5775
Unique (%)57.8%
Missing (%)41.7%
Missing (n)4171
Infinite (%)0.0%
Infinite (n)0
Mean0.5033719905
Minimum0.01601914037
Maximum0.9288637886
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.01601914037
5-th percentile0.1553925017
Q10.3458151757
Median0.508432704
Q30.6685842846
95-th percentile0.8222621292
Maximum0.9288637886
Range0.9128446482
Interquartile range0.3227691089

Descriptive statistics

Standard deviation0.205239556
Coef of variation0.4077293928
Kurtosis-0.867250267
Mean0.5033719905
MAD0.172350254
Skewness-0.1204380734
Sum2934.155333
Variance0.04212327536
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.6179579067 2 < 0.1%
 
0.2836959651 2 < 0.1%
 
0.6124902241 2 < 0.1%
 
0.3754127288 2 < 0.1%
 
0.7505349625 2 < 0.1%
 
0.4386229734 2 < 0.1%
 
0.582051633 2 < 0.1%
 
0.5007563873 2 < 0.1%
 
0.5090070974 2 < 0.1%
 
0.7425066257 2 < 0.1%
 
Other values (5764) 5809 58.1%
 
(Missing) 4171 41.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0.01601914037 1 < 0.1%
 
0.02156946545 1 < 0.1%
 
0.02826437195 1 < 0.1%
 
0.02903901299 1 < 0.1%
 
0.03045444096 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.9288637886 1 < 0.1%
 
0.9248527537 1 < 0.1%
 
0.9228240409 1 < 0.1%
 
0.9200405934 1 < 0.1%
 
0.9187540813 1 < 0.1%
 

EXT_SOURCE_2
Numeric

Distinct count9327
Unique (%)93.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.5150579106
Minimum8.097855876e-06
Maximum0.8128863176
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum8.097855876e-06
5-th percentile0.1488341288
Q10.4039053173
Median0.5567594897
Q30.6582363347
95-th percentile0.7477889978
Maximum0.8128863176
Range0.8128782198
Interquartile range0.2543310174

Descriptive statistics

Standard deviation0.1837955653
Coef of variation0.3568444665
Kurtosis-0.1594598234
Mean0.5150579106
MAD0.1497998378
Skewness-0.7725568333
Sum5150.579106
Variance0.03378080984
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[8.09785588e-06 1.50394361e-01 1.50439075e-01 1.51597327e-01 1.82221884e-01 ... 7.29072157e-01 7.55879971e-01 7.89403617e-01 8.06482702e-01 8.12886318e-01], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.2858978721 20 0.2%
 
0.2518770397 18 0.2%
 
0.5637630974 16 0.2%
 
0.1512429506 12 0.1%
 
0.5716197626 11 0.1%
 
0.5049820605 10 0.1%
 
0.1504111262 8 0.1%
 
0.3435402316 8 0.1%
 
0.1822756515 8 0.1%
 
0.5571533945 6 0.1%
 
Other values (9317) 9883 98.8%
 

Minimum 5 values

ValueCountFrequency (%) 
8.097855876e-06 1 < 0.1%
 
0.0008046855282 1 < 0.1%
 
0.00104415259 1 < 0.1%
 
0.001064976875 1 < 0.1%
 
0.00115555594 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.8128863176 1 < 0.1%
 
0.8108086695 1 < 0.1%
 
0.8107516374 1 < 0.1%
 
0.8087877918 1 < 0.1%
 
0.8065253627 1 < 0.1%
 

EXT_SOURCE_3
Numeric

Distinct count613
Unique (%)6.1%
Missing (%)18.1%
Missing (n)1813
Infinite (%)0.0%
Infinite (n)0
Mean0.4988269926
Minimum0.0005272652387
Maximum0.8802684804
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.0005272652387
5-th percentile0.1585548998
Q10.362277247
Median0.5172965814
Q30.652896552
95-th percentile0.7738956942
Maximum0.8802684804
Range0.8797412151
Interquartile range0.2906193049

Descriptive statistics

Standard deviation0.1893013231
Coef of variation0.3794929423
Kurtosis-0.7377331193
Mean0.4988269926
MAD0.1585421394
Skewness-0.3325049161
Sum4083.896588
Variance0.03583499094
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.7136313997 55 0.5%
 
0.6706517531 54 0.5%
 
0.5585066277 44 0.4%
 
0.6940926425 44 0.4%
 
0.5797274228 43 0.4%
 
0.6832688314 43 0.4%
 
0.6263042767 41 0.4%
 
0.5388627066 40 0.4%
 
0.7463002131 40 0.4%
 
0.7062051097 40 0.4%
 
Other values (602) 7743 77.4%
 
(Missing) 1813 18.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0.0005272652387 14 0.1%
 
0.02474394007 1 < 0.1%
 
0.02654542968 1 < 0.1%
 
0.03075308117 1 < 0.1%
 
0.03635374366 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.8802684804 1 < 0.1%
 
0.8771942582 2 < 0.1%
 
0.8724558162 1 < 0.1%
 
0.8633633824 1 < 0.1%
 
0.859924176 1 < 0.1%
 

FLAG_CONT_MOBILE
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
9981
0
 
19
ValueCountFrequency (%) 
1 9981 99.8%
 
0 19 0.2%
 

FLAG_DOCUMENT_10
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_11
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9987
1
 
13
ValueCountFrequency (%) 
0 9987 99.9%
 
1 13 0.1%
 

FLAG_DOCUMENT_12
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_13
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_14
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_15
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_16
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_17
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_18
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9989
1
 
11
ValueCountFrequency (%) 
0 9989 99.9%
 
1 11 0.1%
 

FLAG_DOCUMENT_19
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_2
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_20
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_21
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_3
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
7866
0
2134
ValueCountFrequency (%) 
1 7866 78.7%
 
0 2134 21.3%
 

FLAG_DOCUMENT_4
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9999
1
 
1
ValueCountFrequency (%) 
0 9999 > 99.9%
 
1 1 < 0.1%
 

FLAG_DOCUMENT_5
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9854
1
 
146
ValueCountFrequency (%) 
0 9854 98.5%
 
1 146 1.5%
 

FLAG_DOCUMENT_6
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9115
1
 
885
ValueCountFrequency (%) 
0 9115 91.1%
 
1 885 8.8%
 

FLAG_DOCUMENT_7
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_8
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9137
1
 
863
ValueCountFrequency (%) 
0 9137 91.4%
 
1 863 8.6%
 

FLAG_DOCUMENT_9
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9951
1
 
49
ValueCountFrequency (%) 
0 9951 99.5%
 
1 49 0.5%
 

FLAG_EMAIL
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
8361
1
 
1639
ValueCountFrequency (%) 
0 8361 83.6%
 
1 1639 16.4%
 

FLAG_EMP_PHONE
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
8129
0
1871
ValueCountFrequency (%) 
1 8129 81.3%
 
0 1871 18.7%
 

FLAG_MOBIL
Constant

This variable is constant and should be ignored for analysis

Constant value1

FLAG_OWN_CAR
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
N
6702
Y
3298
ValueCountFrequency (%) 
N 6702 67.0%
 
Y 3298 33.0%
 

FLAG_OWN_REALTY
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Y
6899
N
3101
ValueCountFrequency (%) 
Y 6899 69.0%
 
N 3101 31.0%
 

FLAG_PHONE
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7336
1
2664
ValueCountFrequency (%) 
0 7336 73.4%
 
1 2664 26.6%
 

FLAG_WORK_PHONE
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7914
1
2086
ValueCountFrequency (%) 
0 7914 79.1%
 
1 2086 20.9%
 

FLOORSMAX_AVG
Numeric

Distinct count119
Unique (%)1.2%
Missing (%)47.7%
Missing (n)4770
Infinite (%)0.0%
Infinite (n)0
Mean0.2336585086
Minimum0
Maximum1
Zeros (%)0.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.1667
Median0.1667
Q30.3333
95-th percentile0.5417
Maximum1
Range1
Interquartile range0.1666

Descriptive statistics

Standard deviation0.1468518884
Coef of variation0.6284893681
Kurtosis2.708651431
Mean0.2336585086
MAD0.117822811
Skewness1.296188806
Sum1222.034
Variance0.02156547713
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.1667 2171 21.7%
 
0.3333 1107 11.1%
 
0.0417 416 4.2%
 
0.375 293 2.9%
 
0.125 216 2.2%
 
0.0833 195 1.9%
 
0 90 0.9%
 
0.4583 85 0.9%
 
0.6667 67 0.7%
 
0.625 66 0.7%
 
Other values (108) 524 5.2%
 
(Missing) 4770 47.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 90 0.9%
 
0.0083 1 < 0.1%
 
0.0208 2 < 0.1%
 
0.0312 1 < 0.1%
 
0.0417 416 4.2%
 

Maximum 5 values

ValueCountFrequency (%) 
1 9 0.1%
 
0.9583 4 < 0.1%
 
0.9167 1 < 0.1%
 
0.875 8 0.1%
 
0.8333 1 < 0.1%
 

FLOORSMAX_MEDI
Highly correlated

This variable is highly correlated with FLOORSMAX_AVG and should be ignored for analysis

Correlation0.9954940358

FLOORSMAX_MODE
Highly correlated

This variable is highly correlated with FLOORSMAX_MEDI and should be ignored for analysis

Correlation0.9904378273

FLOORSMIN_AVG
Numeric

Distinct count102
Unique (%)1.0%
Missing (%)67.0%
Missing (n)6702
Infinite (%)0.0%
Infinite (n)0
Mean0.2397194663
Minimum0
Maximum1
Zeros (%)0.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.125
Median0.2083
Q30.375
95-th percentile0.5417
Maximum1
Range1
Interquartile range0.25

Descriptive statistics

Standard deviation0.1620630482
Coef of variation0.6760529323
Kurtosis1.458476843
Mean0.2397194663
MAD0.1254815042
Skewness0.960930656
Sum790.5948
Variance0.02626443158
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.2083 1169 11.7%
 
0.375 609 6.1%
 
0.0417 535 5.3%
 
0.0833 153 1.5%
 
0.4167 135 1.4%
 
0.1667 98 1.0%
 
0.125 94 0.9%
 
0 77 0.8%
 
0.5 49 0.5%
 
0.7083 43 0.4%
 
Other values (91) 336 3.4%
 
(Missing) 6702 67.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 77 0.8%
 
0.0312 1 < 0.1%
 
0.0333 1 < 0.1%
 
0.0417 535 5.3%
 
0.0625 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.9583 1 < 0.1%
 
0.9167 6 0.1%
 
0.8054 1 < 0.1%
 
0.7917 2 < 0.1%
 

FLOORSMIN_MEDI
Highly correlated

This variable is highly correlated with FLOORSMIN_AVG and should be ignored for analysis

Correlation0.9971154706

FLOORSMIN_MODE
Highly correlated

This variable is highly correlated with FLOORSMIN_MEDI and should be ignored for analysis

Correlation0.988324407

FONDKAPREMONT_MODE
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)67.3%
Missing (n)6732
reg oper account
2507
reg oper spec account
 
399
not specified
 
197
(Missing)
6732
ValueCountFrequency (%) 
reg oper account 2507 25.1%
 
reg oper spec account 399 4.0%
 
not specified 197 2.0%
 
org spec account 165 1.7%
 
(Missing) 6732 67.3%
 
Max length21
Mean length7.3888
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

HOUR_APPR_PROCESS_START
Numeric

Distinct count24
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean12.0023
Minimum0
Maximum23
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile7
Q110
Median12
Q314
95-th percentile17
Maximum23
Range23
Interquartile range4

Descriptive statistics

Standard deviation3.278897654
Coef of variation0.2731891099
Kurtosis-0.1160833048
Mean12.0023
MAD2.62207582
Skewness0.01939548735
Sum120023
Variance10.75116983
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=24)
Histogram
Histogram with variable size bins (bins=[ 0. 2.5 4.5 5.5 6.5 ... 17.5 18.5 19.5 20.5 23. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10 1329 13.3%
 
11 1200 12.0%
 
12 1160 11.6%
 
13 957 9.6%
 
9 891 8.9%
 
14 873 8.7%
 
15 750 7.5%
 
16 653 6.5%
 
8 521 5.2%
 
17 470 4.7%
 
Other values (14) 1196 12.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3 < 0.1%
 
1 3 < 0.1%
 
2 7 0.1%
 
3 55 0.5%
 
4 61 0.6%
 

Maximum 5 values

ValueCountFrequency (%) 
23 2 < 0.1%
 
22 5 0.1%
 
21 15 0.1%
 
20 56 0.6%
 
19 138 1.4%
 

HOUSETYPE_MODE
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)48.3%
Missing (n)4826
block of flats
5078
specific housing
 
54
terraced house
 
42
(Missing)
4826
ValueCountFrequency (%) 
block of flats 5078 50.8%
 
specific housing 54 0.5%
 
terraced house 42 0.4%
 
(Missing) 4826 48.3%
 
Max length16
Mean length8.7022
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

LANDAREA_AVG
Numeric

Distinct count1517
Unique (%)15.2%
Missing (%)57.9%
Missing (n)5792
Infinite (%)0.0%
Infinite (n)0
Mean0.06689510456
Minimum0
Maximum1
Zeros (%)5.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0196
Median0.0491
Q30.0867
95-th percentile0.191225
Maximum1
Range1
Interquartile range0.0671

Descriptive statistics

Standard deviation0.07895724279
Coef of variation1.180314214
Kurtosis32.53946878
Mean0.06689510456
MAD0.04898799979
Skewness4.202332546
Sum281.4946
Variance0.006234246189
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 531 5.3%
 
0.02 10 0.1%
 
0.0564 10 0.1%
 
0.0319 9 0.1%
 
0.0292 9 0.1%
 
0.0221 9 0.1%
 
0.0638 9 0.1%
 
0.0142 9 0.1%
 
0.0486 9 0.1%
 
0.0611 8 0.1%
 
Other values (1506) 3595 35.9%
 
(Missing) 5792 57.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 531 5.3%
 
0.0004 1 < 0.1%
 
0.0006 1 < 0.1%
 
0.0009 1 < 0.1%
 
0.0011 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.8638 1 < 0.1%
 
0.7067 1 < 0.1%
 
0.6767 1 < 0.1%
 
0.6043 1 < 0.1%
 

LANDAREA_MEDI
Highly correlated

This variable is highly correlated with LANDAREA_AVG and should be ignored for analysis

Correlation0.9803449477

LANDAREA_MODE
Highly correlated

This variable is highly correlated with LANDAREA_MEDI and should be ignored for analysis

Correlation0.9902680947

LIVE_CITY_NOT_WORK_CITY
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
8289
1
1711
ValueCountFrequency (%) 
0 8289 82.9%
 
1 1711 17.1%
 

LIVE_REGION_NOT_WORK_REGION
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9586
1
 
414
ValueCountFrequency (%) 
0 9586 95.9%
 
1 414 4.1%
 

LIVINGAPARTMENTS_AVG
Highly correlated

This variable is highly correlated with APARTMENTS_MODE and should be ignored for analysis

Correlation0.941832096

LIVINGAPARTMENTS_MEDI
Highly correlated

This variable is highly correlated with LIVINGAPARTMENTS_AVG and should be ignored for analysis

Correlation0.9973914912

LIVINGAPARTMENTS_MODE
Highly correlated

This variable is highly correlated with LIVINGAPARTMENTS_MEDI and should be ignored for analysis

Correlation0.9700264425

LIVINGAREA_AVG
Highly correlated

This variable is highly correlated with LIVINGAPARTMENTS_MEDI and should be ignored for analysis

Correlation0.9004271393

LIVINGAREA_MEDI
Highly correlated

This variable is highly correlated with LIVINGAREA_AVG and should be ignored for analysis

Correlation0.9966418413

LIVINGAREA_MODE
Highly correlated

This variable is highly correlated with LIVINGAREA_MEDI and should be ignored for analysis

Correlation0.9719932992

NAME_CONTRACT_TYPE
Categorical

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Cash loans
9903
Revolving loans
 
97
ValueCountFrequency (%) 
Cash loans 9903 99.0%
 
Revolving loans 97 1.0%
 
Max length15
Mean length10.0485
Min length10
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_EDUCATION_TYPE
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Secondary / secondary special
6920
Higher education
2640
Incomplete higher
 
338
Other values (2)
 
102
ValueCountFrequency (%) 
Secondary / secondary special 6920 69.2%
 
Higher education 2640 26.4%
 
Incomplete higher 338 3.4%
 
Lower secondary 94 0.9%
 
Academic degree 8 0.1%
 
Max length29
Mean length25.0196
Min length15
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_FAMILY_STATUS
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Married
6655
Single / not married
1448
Civil marriage
 
829
Other values (2)
 
1068
ValueCountFrequency (%) 
Married 6655 66.5%
 
Single / not married 1448 14.5%
 
Civil marriage 829 8.3%
 
Separated 647 6.5%
 
Widow 421 4.2%
 
Max length20
Mean length9.5079
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_HOUSING_TYPE
Categorical

Distinct count6
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
House / apartment
8931
With parents
 
484
Municipal apartment
 
348
Other values (3)
 
237
ValueCountFrequency (%) 
House / apartment 8931 89.3%
 
With parents 484 4.8%
 
Municipal apartment 348 3.5%
 
Rented apartment 118 1.2%
 
Office apartment 86 0.9%
 
Co-op apartment 33 0.3%
 
Max length19
Mean length16.8006
Min length12
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_INCOME_TYPE
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Working
5141
Commercial associate
2270
Pensioner
1871
Other values (2)
 
718
ValueCountFrequency (%) 
Working 5141 51.4%
 
Commercial associate 2270 22.7%
 
Pensioner 1871 18.7%
 
State servant 717 7.2%
 
Businessman 1 < 0.1%
 
Max length20
Mean length10.7558
Min length7
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_TYPE_SUITE
Categorical

Distinct count8
Unique (%)0.1%
Missing (%)1.8%
Missing (n)180
Unaccompanied
8212
Family
 
1134
Spouse, partner
 
308
Other values (4)
 
166
(Missing)
 
180
ValueCountFrequency (%) 
Unaccompanied 8212 82.1%
 
Family 1134 11.3%
 
Spouse, partner 308 3.1%
 
Children 92 0.9%
 
Other_B 36 0.4%
 
Other_A 24 0.2%
 
Group of people 14 0.1%
 
(Missing) 180 1.8%
 
Max length15
Mean length12.0086
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NONLIVINGAPARTMENTS_AVG
Numeric

Distinct count113
Unique (%)1.1%
Missing (%)68.6%
Missing (n)6859
Infinite (%)0.0%
Infinite (n)0
Mean0.009763610315
Minimum0
Maximum1
Zeros (%)18.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.0044
95-th percentile0.0309
Maximum1
Range1
Interquartile range0.0044

Descriptive statistics

Standard deviation0.05067394559
Coef of variation5.190082762
Kurtosis222.0602677
Mean0.009763610315
MAD0.0137493301
Skewness13.6359402
Sum30.6675
Variance0.002567848761
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 1804 18.0%
 
0.0039 457 4.6%
 
0.0077 209 2.1%
 
0.0116 134 1.3%
 
0.0154 91 0.9%
 
0.0193 40 0.4%
 
0.0232 40 0.4%
 
0.0019 38 0.4%
 
0.0309 30 0.3%
 
0.027 20 0.2%
 
Other values (102) 278 2.8%
 
(Missing) 6859 68.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1804 18.0%
 
0.0005 1 < 0.1%
 
0.0007 1 < 0.1%
 
0.0008 3 < 0.1%
 
0.001 5 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 3 < 0.1%
 
0.9344 1 < 0.1%
 
0.695 1 < 0.1%
 
0.668 2 < 0.1%
 
0.6525 1 < 0.1%
 

NONLIVINGAPARTMENTS_MEDI
Highly correlated

This variable is highly correlated with NONLIVINGAPARTMENTS_AVG and should be ignored for analysis

Correlation0.9355157411

NONLIVINGAPARTMENTS_MODE
Highly correlated

This variable is highly correlated with NONLIVINGAPARTMENTS_MEDI and should be ignored for analysis

Correlation0.9507902268

NONLIVINGAREA_AVG
Numeric

Distinct count1062
Unique (%)10.6%
Missing (%)53.5%
Missing (n)5354
Infinite (%)0.0%
Infinite (n)0
Mean0.03025959966
Minimum0
Maximum1
Zeros (%)19.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.0036
Q30.0283
95-th percentile0.13975
Maximum1
Range1
Interquartile range0.0283

Descriptive statistics

Standard deviation0.07449848764
Coef of variation2.461978628
Kurtosis50.33140812
Mean0.03025959966
MAD0.03874996452
Skewness5.916302915
Sum140.5861
Variance0.00555002466
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 1936 19.4%
 
0.0012 21 0.2%
 
0.0023 20 0.2%
 
0.0011 19 0.2%
 
0.0018 19 0.2%
 
0.0021 18 0.2%
 
0.0045 17 0.2%
 
0.0024 16 0.2%
 
0.0039 16 0.2%
 
0.0022 16 0.2%
 
Other values (1051) 2548 25.5%
 
(Missing) 5354 53.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1936 19.4%
 
0.0001 7 0.1%
 
0.0002 5 0.1%
 
0.0003 7 0.1%
 
0.0004 5 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
0.8651 1 < 0.1%
 
0.8431 1 < 0.1%
 
0.7837 1 < 0.1%
 
0.7461 1 < 0.1%
 

NONLIVINGAREA_MEDI
Highly correlated

This variable is highly correlated with NONLIVINGAREA_AVG and should be ignored for analysis

Correlation0.994807585

NONLIVINGAREA_MODE
Highly correlated

This variable is highly correlated with NONLIVINGAREA_MEDI and should be ignored for analysis

Correlation0.988191842

OBS_30_CNT_SOCIAL_CIRCLE
Numeric

Distinct count22
Unique (%)0.2%
Missing (%)0.1%
Missing (n)7
Infinite (%)0.0%
Infinite (n)0
Mean1.425998199
Minimum0
Maximum20
Zeros (%)53.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q32
95-th percentile6
Maximum20
Range20
Interquartile range2

Descriptive statistics

Standard deviation2.345112409
Coef of variation1.644540933
Kurtosis9.018291802
Mean1.425998199
MAD1.662900746
Skewness2.582523177
Sum14250
Variance5.499552209
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=22)
ValueCountFrequency (%) 
0 5371 53.7%
 
1 1525 15.2%
 
2 1024 10.2%
 
3 674 6.7%
 
4 464 4.6%
 
5 286 2.9%
 
6 193 1.9%
 
7 136 1.4%
 
8 102 1.0%
 
9 71 0.7%
 
Other values (11) 147 1.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5371 53.7%
 
1 1525 15.2%
 
2 1024 10.2%
 
3 674 6.7%
 
4 464 4.6%
 

Maximum 5 values

ValueCountFrequency (%) 
20 4 < 0.1%
 
19 2 < 0.1%
 
18 3 < 0.1%
 
17 4 < 0.1%
 
16 5 0.1%
 

OBS_60_CNT_SOCIAL_CIRCLE
Highly correlated

This variable is highly correlated with OBS_30_CNT_SOCIAL_CIRCLE and should be ignored for analysis

Correlation0.9990456696

OCCUPATION_TYPE
Categorical

Distinct count19
Unique (%)0.2%
Missing (%)31.6%
Missing (n)3162
Laborers
1787
Sales staff
1067
Core staff
946
Other values (15)
3038
(Missing)
3162
ValueCountFrequency (%) 
Laborers 1787 17.9%
 
Sales staff 1067 10.7%
 
Core staff 946 9.5%
 
Managers 724 7.2%
 
Drivers 545 5.5%
 
Accountants 361 3.6%
 
High skill tech staff 343 3.4%
 
Medicine staff 265 2.6%
 
Cooking staff 195 1.9%
 
Security staff 183 1.8%
 
Other values (8) 422 4.2%
 
(Missing) 3162 31.6%
 
Max length21
Mean length8.1003
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

ORGANIZATION_TYPE
Categorical

Distinct count57
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Business Entity Type 3
2190
XNA
1871
Self-employed
1158
Other values (54)
4781
ValueCountFrequency (%) 
Business Entity Type 3 2190 21.9%
 
XNA 1871 18.7%
 
Self-employed 1158 11.6%
 
Other 575 5.8%
 
Medicine 337 3.4%
 
Business Entity Type 2 332 3.3%
 
Government 322 3.2%
 
Trade: type 7 291 2.9%
 
School 270 2.7%
 
Kindergarten 221 2.2%
 
Other values (47) 2433 24.3%
 
Max length22
Mean length12.4132
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

OWN_CAR_AGE
Numeric

Distinct count47
Unique (%)0.5%
Missing (%)67.0%
Missing (n)6702
Infinite (%)0.0%
Infinite (n)0
Mean11.73620376
Minimum0
Maximum65
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile2
Q15
Median9
Q315
95-th percentile27
Maximum65
Range65
Interquartile range10

Descriptive statistics

Standard deviation11.28596092
Coef of variation0.9616364161
Kurtosis11.00097078
Mean11.73620376
MAD7.223059274
Skewness2.938736973
Sum38706
Variance127.3729139
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=47)
ValueCountFrequency (%) 
4 260 2.6%
 
7 246 2.5%
 
8 213 2.1%
 
2 210 2.1%
 
3 207 2.1%
 
5 172 1.7%
 
15 161 1.6%
 
9 159 1.6%
 
10 152 1.5%
 
14 148 1.5%
 
Other values (36) 1370 13.7%
 
(Missing) 6702 67.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 18 0.2%
 
1 128 1.3%
 
2 210 2.1%
 
3 207 2.1%
 
4 260 2.6%
 

Maximum 5 values

ValueCountFrequency (%) 
65 89 0.9%
 
52 1 < 0.1%
 
44 2 < 0.1%
 
43 1 < 0.1%
 
42 2 < 0.1%
 

REG_CITY_NOT_LIVE_CITY
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9248
1
 
752
ValueCountFrequency (%) 
0 9248 92.5%
 
1 752 7.5%
 

REG_CITY_NOT_WORK_CITY
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7775
1
2225
ValueCountFrequency (%) 
0 7775 77.8%
 
1 2225 22.2%
 

REG_REGION_NOT_LIVE_REGION
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9825
1
 
175
ValueCountFrequency (%) 
0 9825 98.2%
 
1 175 1.8%
 

REG_REGION_NOT_WORK_REGION
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9468
1
 
532
ValueCountFrequency (%) 
0 9468 94.7%
 
1 532 5.3%
 

REGION_POPULATION_RELATIVE
Numeric

Distinct count80
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.0212698105
Minimum0.000253
Maximum0.072508
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.000253
5-th percentile0.00496
Q10.010006
Median0.01885
Q30.028663
95-th percentile0.04622
Maximum0.072508
Range0.072255
Interquartile range0.018657

Descriptive statistics

Standard deviation0.01435711211
Coef of variation0.674999531
Kurtosis2.917575498
Mean0.0212698105
MAD0.01072462164
Skewness1.465306823
Sum212.698105
Variance0.0002061266682
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000253 0.001107 0.0017295 0.00232 0.0027875 ... 0.0275275 0.029709 0.031945 0.041006 0.072508 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.035792 574 5.7%
 
0.04622 518 5.2%
 
0.030755 415 4.2%
 
0.026392 382 3.8%
 
0.028663 368 3.7%
 
0.031329 315 3.1%
 
0.025164 312 3.1%
 
0.072508 310 3.1%
 
0.019101 301 3.0%
 
0.020713 280 2.8%
 
Other values (70) 6225 62.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0.000253 1 < 0.1%
 
0.000938 2 < 0.1%
 
0.001276 10 0.1%
 
0.001333 7 0.1%
 
0.001417 14 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.072508 310 3.1%
 
0.04622 518 5.2%
 
0.035792 574 5.7%
 
0.032561 216 2.2%
 
0.031329 315 3.1%
 

REGION_RATING_CLIENT
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
2
7212
3
1631
1
 
1157
ValueCountFrequency (%) 
2 7212 72.1%
 
3 1631 16.3%
 
1 1157 11.6%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

REGION_RATING_CLIENT_W_CITY
Highly correlated

This variable is highly correlated with REGION_RATING_CLIENT and should be ignored for analysis

Correlation0.9323217636

SK_ID_CURR
Numeric

Distinct count10000
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean278712.356
Minimum100013
Maximum456115
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum100013
5-th percentile116340.55
Q1190381.25
Median279269
Q3367477.5
95-th percentile439071.3
Maximum456115
Range356102
Interquartile range177096.25

Descriptive statistics

Standard deviation102988.1352
Coef of variation0.3695140636
Kurtosis-1.193923752
Mean278712.356
MAD89156.02613
Skewness-0.009692016528
Sum2787123560
Variance1.0606556e+10
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[100013. 377978.5 378120.5 385134. 385151.5 ... 423751. 425457. 427051. 427155. 456115. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
346111 1 < 0.1%
 
157903 1 < 0.1%
 
215791 1 < 0.1%
 
174677 1 < 0.1%
 
241116 1 < 0.1%
 
255515 1 < 0.1%
 
228661 1 < 0.1%
 
242996 1 < 0.1%
 
183603 1 < 0.1%
 
386350 1 < 0.1%
 
Other values (9990) 9990 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
100013 1 < 0.1%
 
100028 1 < 0.1%
 
100066 1 < 0.1%
 
100067 1 < 0.1%
 
100090 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
456115 1 < 0.1%
 
456008 1 < 0.1%
 
455955 1 < 0.1%
 
455940 1 < 0.1%
 
455907 1 < 0.1%
 

TOTALAREA_MODE
Highly correlated

This variable is highly correlated with LIVINGAREA_MODE and should be ignored for analysis

Correlation0.9013424924

WALLSMATERIAL_MODE
Categorical

Distinct count8
Unique (%)0.1%
Missing (%)48.8%
Missing (n)4882
Panel
2360
Stone, brick
2108
Block
 
287
Other values (4)
 
363
(Missing)
4882
ValueCountFrequency (%) 
Panel 2360 23.6%
 
Stone, brick 2108 21.1%
 
Block 287 2.9%
 
Wooden 160 1.6%
 
Mixed 82 0.8%
 
Monolithic 63 0.6%
 
Others 58 0.6%
 
(Missing) 4882 48.8%
 
Max length12
Mean length5.5525
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

WEEKDAY_APPR_PROCESS_START
Categorical

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
TUESDAY
2010
WEDNESDAY
1805
THURSDAY
1750
Other values (4)
4435
ValueCountFrequency (%) 
TUESDAY 2010 20.1%
 
WEDNESDAY 1805 18.1%
 
THURSDAY 1750 17.5%
 
MONDAY 1610 16.1%
 
FRIDAY 1460 14.6%
 
SATURDAY 974 9.7%
 
SUNDAY 391 3.9%
 
Max length9
Mean length7.2873
Min length6
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

YEARS_BEGINEXPLUATATION_AVG
Numeric

Distinct count111
Unique (%)1.1%
Missing (%)46.6%
Missing (n)4656
Infinite (%)0.0%
Infinite (n)0
Mean0.9783374626
Minimum0
Maximum0.9995
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.9697
Q10.9767
Median0.9816
Q30.9866
95-th percentile0.996
Maximum0.9995
Range0.9995
Interquartile range0.0099

Descriptive statistics

Standard deviation0.05589494899
Coef of variation0.05713258577
Kurtosis295.9636266
Mean0.9783374626
MAD0.009875058799
Skewness-17.06666603
Sum5228.2354
Variance0.003124245323
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.9871 149 1.5%
 
0.9866 143 1.4%
 
0.9826 143 1.4%
 
0.9856 142 1.4%
 
0.9816 142 1.4%
 
0.9811 138 1.4%
 
0.9861 137 1.4%
 
0.9846 137 1.4%
 
0.9791 137 1.4%
 
0.9806 136 1.4%
 
Other values (100) 3940 39.4%
 
(Missing) 4656 46.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 17 0.2%
 
0.9165 1 < 0.1%
 
0.921 1 < 0.1%
 
0.9225 1 < 0.1%
 
0.9275 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.9995 20 0.2%
 
0.999 36 0.4%
 
0.9985 36 0.4%
 
0.998 41 0.4%
 
0.9975 41 0.4%
 

YEARS_BEGINEXPLUATATION_MEDI
Highly correlated

This variable is highly correlated with YEARS_BEGINEXPLUATATION_AVG and should be ignored for analysis

Correlation0.9999688217

YEARS_BEGINEXPLUATATION_MODE
Highly correlated

This variable is highly correlated with YEARS_BEGINEXPLUATATION_MEDI and should be ignored for analysis

Correlation0.999758927

YEARS_BUILD_AVG
Highly correlated

This variable is highly correlated with YEARS_BEGINEXPLUATATION_MODE and should be ignored for analysis

Correlation0.9612937056

YEARS_BUILD_MEDI
Highly correlated

This variable is highly correlated with YEARS_BUILD_AVG and should be ignored for analysis

Correlation0.9989002843

YEARS_BUILD_MODE
Highly correlated

This variable is highly correlated with YEARS_BUILD_MEDI and should be ignored for analysis

Correlation0.992116652

Correlations

Missing values

Sample

First rows

AMT_ANNUITYAMT_CREDITAMT_GOODS_PRICEAMT_INCOME_TOTALAMT_REQ_CREDIT_BUREAU_DAYAMT_REQ_CREDIT_BUREAU_HOURAMT_REQ_CREDIT_BUREAU_MONAMT_REQ_CREDIT_BUREAU_QRTAMT_REQ_CREDIT_BUREAU_WEEKAMT_REQ_CREDIT_BUREAU_YEARAPARTMENTS_AVGAPARTMENTS_MEDIAPARTMENTS_MODEBASEMENTAREA_AVGBASEMENTAREA_MEDIBASEMENTAREA_MODECNT_CHILDRENCNT_FAM_MEMBERSCODE_GENDERCOMMONAREA_AVGCOMMONAREA_MEDICOMMONAREA_MODEDAYS_BIRTHDAYS_EMPLOYEDDAYS_ID_PUBLISHDAYS_LAST_PHONE_CHANGEDAYS_REGISTRATIONDEF_30_CNT_SOCIAL_CIRCLEDEF_60_CNT_SOCIAL_CIRCLEELEVATORS_AVGELEVATORS_MEDIELEVATORS_MODEEMERGENCYSTATE_MODEENTRANCES_AVGENTRANCES_MEDIENTRANCES_MODEEXT_SOURCE_1EXT_SOURCE_2EXT_SOURCE_3FLAG_CONT_MOBILEFLAG_DOCUMENT_10FLAG_DOCUMENT_11FLAG_DOCUMENT_12FLAG_DOCUMENT_13FLAG_DOCUMENT_14FLAG_DOCUMENT_15FLAG_DOCUMENT_16FLAG_DOCUMENT_17FLAG_DOCUMENT_18FLAG_DOCUMENT_19FLAG_DOCUMENT_2FLAG_DOCUMENT_20FLAG_DOCUMENT_21FLAG_DOCUMENT_3FLAG_DOCUMENT_4FLAG_DOCUMENT_5FLAG_DOCUMENT_6FLAG_DOCUMENT_7FLAG_DOCUMENT_8FLAG_DOCUMENT_9FLAG_EMAILFLAG_EMP_PHONEFLAG_MOBILFLAG_OWN_CARFLAG_OWN_REALTYFLAG_PHONEFLAG_WORK_PHONEFLOORSMAX_AVGFLOORSMAX_MEDIFLOORSMAX_MODEFLOORSMIN_AVGFLOORSMIN_MEDIFLOORSMIN_MODEFONDKAPREMONT_MODEHOUR_APPR_PROCESS_STARTHOUSETYPE_MODELANDAREA_AVGLANDAREA_MEDILANDAREA_MODELIVE_CITY_NOT_WORK_CITYLIVE_REGION_NOT_WORK_REGIONLIVINGAPARTMENTS_AVGLIVINGAPARTMENTS_MEDILIVINGAPARTMENTS_MODELIVINGAREA_AVGLIVINGAREA_MEDILIVINGAREA_MODENAME_CONTRACT_TYPENAME_EDUCATION_TYPENAME_FAMILY_STATUSNAME_HOUSING_TYPENAME_INCOME_TYPENAME_TYPE_SUITENONLIVINGAPARTMENTS_AVGNONLIVINGAPARTMENTS_MEDINONLIVINGAPARTMENTS_MODENONLIVINGAREA_AVGNONLIVINGAREA_MEDINONLIVINGAREA_MODEOBS_30_CNT_SOCIAL_CIRCLEOBS_60_CNT_SOCIAL_CIRCLEOCCUPATION_TYPEORGANIZATION_TYPEOWN_CAR_AGEREG_CITY_NOT_LIVE_CITYREG_CITY_NOT_WORK_CITYREG_REGION_NOT_LIVE_REGIONREG_REGION_NOT_WORK_REGIONREGION_POPULATION_RELATIVEREGION_RATING_CLIENTREGION_RATING_CLIENT_W_CITYSK_ID_CURRTOTALAREA_MODEWALLSMATERIAL_MODEWEEKDAY_APPR_PROCESS_STARTYEARS_BEGINEXPLUATATION_AVGYEARS_BEGINEXPLUATATION_MEDIYEARS_BEGINEXPLUATATION_MODEYEARS_BUILD_AVGYEARS_BUILD_MEDIYEARS_BUILD_MODE
033610.5547272.0495000.0135000.00.00.00.00.00.05.00.00820.00830.00840.0000.0000.000002F0.00110.00110.0011-20433-947-1732-1169-2051.01.00.000.000.0000No0.06900.06900.06900.6646260.2300550.504681100000000000001000000011NY100.04170.04170.04170.08330.08330.0833reg oper account7block of flats0.01610.01630.0164000.00670.00680.00730.00730.00750.0077Cash loansSecondary / secondary specialMarriedHouse / apartmentWorkingUnaccompanied0.00.00.00.0000.00000.000010.010.0Security staffSecurityNaN00000.018801223242710.0064WoodenSATURDAY0.96870.96870.96870.57160.57730.5884
124696.0481176.0360000.090000.00.00.00.00.00.02.00.05770.05830.05880.0000.0000.000002F0.00340.00340.0034-19475-3768-3010-192-34230.00.00.000.000.0000No0.06900.06900.0690NaN0.1610840.215182100000000000001000000011YY000.12500.12500.12500.16670.16670.1667reg oper account14block of flats0.00000.00000.0000000.04710.04790.05140.02590.02630.0270Cash loansSecondary / secondary specialMarriedHouse / apartmentWorkingUnaccompanied0.00.00.00.0000.00000.00000.00.0LaborersBusiness Entity Type 14.000000.019689222116350.0219Stone, brickTHURSDAY0.97270.97270.97270.62600.63100.6406
240428.0383760.0360000.0157500.00.00.00.00.01.05.0NaNNaNNaNNaNNaNNaN12FNaNNaNNaN-9679-325-2343-197-44440.00.0NaNNaNNaNNaNNaNNaNNaN0.4234900.1100200.397946100000000000001000000111NN00NaNNaNNaNNaNNaNNaNNaN11NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNCash loansHigher educationSeparatedHouse / apartmentWorkingFamilyNaNNaNNaNNaNNaNNaN7.07.0Core staffKindergartenNaN11110.00712022185314NaNNaNSATURDAYNaNNaNNaNNaNNaNNaN
37218.067500.067500.076500.00.00.00.00.00.00.00.00820.00830.0084NaNNaNNaN01FNaNNaNNaN-24215365243-4481-317-111390.00.00.000.000.0000No0.03450.03450.0345NaN0.571534NaN100000000000001000000001NY000.04170.04170.0417NaNNaNNaNNaN13block of flats0.00450.00460.004600NaNNaNNaN0.00430.00440.0045Cash loansSecondary / secondary specialWidowHouse / apartmentPensionerUnaccompaniedNaNNaNNaN0.0110.01120.01160.00.0NaNXNANaN00000.014520222339700.0058BlockWEDNESDAY0.98210.98210.9821NaNNaNNaN
474416.51800000.01800000.0139500.00.00.00.02.00.00.0NaNNaNNaNNaNNaNNaN02FNaNNaNNaN-20701-3828-3933-3052-68600.00.0NaNNaNNaNNaNNaNNaNNaN0.7733920.6297770.694093100000000000001000000111NN00NaNNaNNaNNaNNaNNaNNaN10NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNCash loansSecondary / secondary specialMarriedHouse / apartmentCommercial associateChildrenNaNNaNNaNNaNNaNNaN0.00.0Core staffTrade: type 7NaN00000.03579222224300NaNNaNTUESDAYNaNNaNNaNNaNNaNNaN
529493.0817560.0675000.094500.00.00.00.01.00.02.0NaNNaNNaNNaNNaNNaN02FNaNNaNNaN-17327-3418-888-1767-96790.00.0NaNNaNNaNYes0.06900.06900.0690NaN0.5353360.768808100000000000001000000011NN000.04170.04170.0417NaNNaNNaNNaN20block of flats0.01680.01650.016110NaNNaNNaN0.01160.01180.0120Cash loansSecondary / secondary specialMarriedHouse / apartmentWorkingUnaccompaniedNaNNaNNaNNaNNaNNaN0.00.0LaborersBusiness Entity Type 3NaN01000.035792222046730.0099WoodenSUNDAY0.95730.95730.9573NaNNaNNaN
616830.0140746.5121500.0112500.00.00.00.00.00.02.0NaNNaNNaNNaNNaNNaN13MNaNNaNNaN-8109-139-753-1422-80740.00.0NaNNaNNaNNaNNaNNaNNaN0.3670650.0545650.397946100000000000000000010011YY00NaNNaNNaNNaNNaNNaNNaN12NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNCash loansSecondary / secondary specialMarriedHouse / apartmentWorkingUnaccompaniedNaNNaNNaNNaNNaNNaN1.01.0DriversIndustry: type 32.000000.01661222180598NaNNaNSATURDAYNaNNaNNaNNaNNaNNaN
762964.0983160.0900000.0216000.00.00.00.00.00.03.00.29480.29770.30040.1750.1750.181612F0.05390.05430.0544-12283-427-4593-834-62450.00.00.320.320.3222No0.27590.27590.27590.2955760.7202000.424130100000000000001000000011NY000.33330.33330.33330.37500.37500.3750reg oper account12block of flatsNaNNaNNaN000.24040.24460.26260.30730.31290.3202Cash loansHigher educationSingle / not marriedHouse / apartmentCommercial associateFamily0.00.00.00.0000.00000.00000.00.0AccountantsBusiness Entity Type 3NaN00000.046220112971290.2436PanelSATURDAY0.98060.98060.98060.73480.73830.7452
825996.5334242.0279000.0202500.00.00.00.03.00.04.0NaNNaNNaNNaNNaNNaN13MNaNNaNNaN-13197-2285-1929-1024-36900.00.0NaNNaNNaNNaNNaNNaNNaN0.2021650.2990000.481249100000000000001000000011NY00NaNNaNNaNNaNNaNNaNNaN15NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNCash loansSecondary / secondary specialMarriedHouse / apartmentWorkingUnaccompaniedNaNNaNNaNNaNNaNNaN0.00.0DriversSelf-employedNaN00000.00204233165624NaNNaNWEDNESDAYNaNNaNNaNNaNNaNNaN
930451.5543037.5463500.0157500.00.00.00.02.00.02.0NaNNaNNaNNaNNaNNaN01FNaNNaNNaN-17467-4226-1017-1617-4771.01.0NaNNaNNaNNaNNaNNaNNaN0.7108450.5774840.450747100000000000001000000011NY10NaNNaNNaNNaNNaNNaNNaN13NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNCash loansIncomplete higherWidowOffice apartmentCommercial associateUnaccompaniedNaNNaNNaNNaNNaNNaN5.05.0ManagersSelf-employedNaN00000.00312233101728NaNNaNTHURSDAYNaNNaNNaNNaNNaNNaN

Last rows

AMT_ANNUITYAMT_CREDITAMT_GOODS_PRICEAMT_INCOME_TOTALAMT_REQ_CREDIT_BUREAU_DAYAMT_REQ_CREDIT_BUREAU_HOURAMT_REQ_CREDIT_BUREAU_MONAMT_REQ_CREDIT_BUREAU_QRTAMT_REQ_CREDIT_BUREAU_WEEKAMT_REQ_CREDIT_BUREAU_YEARAPARTMENTS_AVGAPARTMENTS_MEDIAPARTMENTS_MODEBASEMENTAREA_AVGBASEMENTAREA_MEDIBASEMENTAREA_MODECNT_CHILDRENCNT_FAM_MEMBERSCODE_GENDERCOMMONAREA_AVGCOMMONAREA_MEDICOMMONAREA_MODEDAYS_BIRTHDAYS_EMPLOYEDDAYS_ID_PUBLISHDAYS_LAST_PHONE_CHANGEDAYS_REGISTRATIONDEF_30_CNT_SOCIAL_CIRCLEDEF_60_CNT_SOCIAL_CIRCLEELEVATORS_AVGELEVATORS_MEDIELEVATORS_MODEEMERGENCYSTATE_MODEENTRANCES_AVGENTRANCES_MEDIENTRANCES_MODEEXT_SOURCE_1EXT_SOURCE_2EXT_SOURCE_3FLAG_CONT_MOBILEFLAG_DOCUMENT_10FLAG_DOCUMENT_11FLAG_DOCUMENT_12FLAG_DOCUMENT_13FLAG_DOCUMENT_14FLAG_DOCUMENT_15FLAG_DOCUMENT_16FLAG_DOCUMENT_17FLAG_DOCUMENT_18FLAG_DOCUMENT_19FLAG_DOCUMENT_2FLAG_DOCUMENT_20FLAG_DOCUMENT_21FLAG_DOCUMENT_3FLAG_DOCUMENT_4FLAG_DOCUMENT_5FLAG_DOCUMENT_6FLAG_DOCUMENT_7FLAG_DOCUMENT_8FLAG_DOCUMENT_9FLAG_EMAILFLAG_EMP_PHONEFLAG_MOBILFLAG_OWN_CARFLAG_OWN_REALTYFLAG_PHONEFLAG_WORK_PHONEFLOORSMAX_AVGFLOORSMAX_MEDIFLOORSMAX_MODEFLOORSMIN_AVGFLOORSMIN_MEDIFLOORSMIN_MODEFONDKAPREMONT_MODEHOUR_APPR_PROCESS_STARTHOUSETYPE_MODELANDAREA_AVGLANDAREA_MEDILANDAREA_MODELIVE_CITY_NOT_WORK_CITYLIVE_REGION_NOT_WORK_REGIONLIVINGAPARTMENTS_AVGLIVINGAPARTMENTS_MEDILIVINGAPARTMENTS_MODELIVINGAREA_AVGLIVINGAREA_MEDILIVINGAREA_MODENAME_CONTRACT_TYPENAME_EDUCATION_TYPENAME_FAMILY_STATUSNAME_HOUSING_TYPENAME_INCOME_TYPENAME_TYPE_SUITENONLIVINGAPARTMENTS_AVGNONLIVINGAPARTMENTS_MEDINONLIVINGAPARTMENTS_MODENONLIVINGAREA_AVGNONLIVINGAREA_MEDINONLIVINGAREA_MODEOBS_30_CNT_SOCIAL_CIRCLEOBS_60_CNT_SOCIAL_CIRCLEOCCUPATION_TYPEORGANIZATION_TYPEOWN_CAR_AGEREG_CITY_NOT_LIVE_CITYREG_CITY_NOT_WORK_CITYREG_REGION_NOT_LIVE_REGIONREG_REGION_NOT_WORK_REGIONREGION_POPULATION_RELATIVEREGION_RATING_CLIENTREGION_RATING_CLIENT_W_CITYSK_ID_CURRTOTALAREA_MODEWALLSMATERIAL_MODEWEEKDAY_APPR_PROCESS_STARTYEARS_BEGINEXPLUATATION_AVGYEARS_BEGINEXPLUATATION_MEDIYEARS_BEGINEXPLUATATION_MODEYEARS_BUILD_AVGYEARS_BUILD_MEDIYEARS_BUILD_MODE
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