Pandas Profiling Report

Dataset info

Number of variables	121
Number of observations	10000
Missing cells	288213 (23.8%)
Duplicate rows	0 (0.0%)
Total size in memory	9.2 MiB
Average record size in memory	968.0 B

Variables types

Numeric	33
Categorical	17
Boolean	23
Date	0
URL	0
Text (Unique)	0
Rejected	48
Unsupported	0

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

AMT_ANNUITY
Numeric

Distinct count	3658
Unique (%)	36.6%
Missing (%)	< 0.1%
Missing (n)	5
Infinite (%)	0.0%
Infinite (n)	0

Mean	29415.78504
Minimum	2295
Maximum	177826.5
Zeros (%)	0.0%

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Quantile statistics

Minimum	2295
5-th percentile	9432
Q1	18130.5
Median	26230.5
Q3	37388.25
95-th percentile	57676.5
Maximum	177826.5
Range	175531.5
Interquartile range	19257.75

Descriptive statistics

Standard deviation	16023.69177
Coef of variation	0.5447310601
Kurtosis	6.734197292
Mean	29415.78504
MAD	12064.57121
Skewness	1.618184647
Sum	294010771.5
Variance	256758698
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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 count	1564
Unique (%)	15.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	519256.2064
Minimum	45000
Maximum	2156400
Zeros (%)	0.0%

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Quantile statistics

Minimum	45000
5-th percentile	118512
Q1	260640
Median	450000
Q3	675000
95-th percentile	1272419.325
Maximum	2156400
Range	2111400
Interquartile range	414360

Descriptive statistics

Standard deviation	368122.9614
Coef of variation	0.708942824
Kurtosis	3.181682535
Mean	519256.2064
MAD	271531.341
Skewness	1.624651469
Sum	5192562064
Variance	1.355145147e+11
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

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)

Value	Count	Frequency (%)
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

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

Maximum 5 values

Value	Count	Frequency (%)
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

Correlation	0.9880646871

AMT_INCOME_TOTAL
Numeric

Distinct count	253
Unique (%)	2.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	178153.1145
Minimum	26941.5
Maximum	3150000
Zeros (%)	0.0%

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Quantile statistics

Minimum	26941.5
5-th percentile	69727.5
Q1	112500
Median	157500
Q3	225000
95-th percentile	360000
Maximum	3150000
Range	3123058.5
Interquartile range	112500

Descriptive statistics

Standard deviation	100945.4722
Coef of variation	0.5666219896
Kurtosis	93.29420592
Mean	178153.1145
MAD	67578.64978
Skewness	5.091543665
Sum	1781531145
Variance	1.018998836e+10
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 26941.5 44550. 45450. 49050. 49950. ... 551250. 663750. 697500. 922500. 3150000. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
26941.5	1	< 0.1%
27000	1	< 0.1%
28800	1	< 0.1%
29250	1	< 0.1%
30150	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
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 count	4
Unique (%)	< 0.1%
Missing (%)	12.5%
Missing (n)	1246

0	8734
1	19
2	1
(Missing)	1246

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Common values
Composition

Value	Count	Frequency (%)
0	8734	87.3%
1	19	0.2%
2	1	< 0.1%
(Missing)	1246	12.5%

Max length	3
Mean length	3
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

AMT_REQ_CREDIT_BUREAU_HOUR
Boolean

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	12.5%
Missing (n)	1246

0	8738
1	16
(Missing)	1246

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Value	Count	Frequency (%)
0	8738	87.4%
1	16	0.2%
(Missing)	1246	12.5%

AMT_REQ_CREDIT_BUREAU_MON
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing (%)	12.5%
Missing (n)	1246

0	8690
1	60
2	4
(Missing)	1246

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Common values
Composition

Value	Count	Frequency (%)
0	8690	86.9%
1	60	0.6%
2	4	< 0.1%
(Missing)	1246	12.5%

Max length	3
Mean length	3
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

AMT_REQ_CREDIT_BUREAU_QRT
Numeric

Distinct count	7
Unique (%)	0.1%
Missing (%)	12.5%
Missing (n)	1246
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.5435229609
Minimum	0
Maximum	5
Zeros (%)	48.6%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	1
95-th percentile	2
Maximum	5
Range	5
Interquartile range	1

Descriptive statistics

Standard deviation	0.6956572173
Coef of variation	1.27990401
Kurtosis	1.902756075
Mean	0.5435229609
MAD	0.6039971857
Skewness	1.27405145
Sum	4758
Variance	0.483938964
Memory size	78.2 KiB

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
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

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

Maximum 5 values

Value	Count	Frequency (%)
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 count	4
Unique (%)	< 0.1%
Missing (%)	12.5%
Missing (n)	1246

0	8730
1	23
2	1
(Missing)	1246

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	8730	87.3%
1	23	0.2%
2	1	< 0.1%
(Missing)	1246	12.5%

Max length	3
Mean length	3
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

AMT_REQ_CREDIT_BUREAU_YEAR
Numeric

Distinct count	14
Unique (%)	0.1%
Missing (%)	12.5%
Missing (n)	1246
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.969499657
Minimum	0
Maximum	12
Zeros (%)	22.7%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	2
Q3	3
95-th percentile	6
Maximum	12
Range	12
Interquartile range	3

Descriptive statistics

Standard deviation	1.840890771
Coef of variation	0.9346997164
Kurtosis	1.109571591
Mean	1.969499657
MAD	1.429623164
Skewness	1.072093196
Sum	17241
Variance	3.388878831
Memory size	78.2 KiB

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
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

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

Maximum 5 values

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

APARTMENTS_AVG
Numeric

Distinct count	796
Unique (%)	8.0%
Missing (%)	48.7%
Missing (n)	4874
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.122804604
Minimum	0
Maximum	1
Zeros (%)	0.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.0124
Q1	0.0619
Median	0.0928
Q3	0.1485
95-th percentile	0.345125
Maximum	1
Range	1
Interquartile range	0.0866

Descriptive statistics

Standard deviation	0.1116105768
Coef of variation	0.9088468442
Kurtosis	9.886240471
Mean	0.122804604
MAD	0.07525685037
Skewness	2.554551179
Sum	629.4964
Variance	0.01245692085
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Correlation	0.9972131584

APARTMENTS_MODE
Highly correlated

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

Correlation	0.9817942349

BASEMENTAREA_AVG
Numeric

Distinct count	1673
Unique (%)	16.7%
Missing (%)	56.9%
Missing (n)	5686
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.09208103848
Minimum	0
Maximum	1
Zeros (%)	4.4%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0488
Median	0.0784
Q3	0.113275
95-th percentile	0.23137
Maximum	1
Range	1
Interquartile range	0.064475

Descriptive statistics

Standard deviation	0.08730425292
Coef of variation	0.9481241129
Kurtosis	32.23789829
Mean	0.09208103848
MAD	0.05312190079
Skewness	4.155863851
Sum	397.2376
Variance	0.007622032578
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Correlation	0.985925455

BASEMENTAREA_MODE
Highly correlated

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

Correlation	0.9731043737

CNT_CHILDREN
Numeric

Distinct count	7
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.3858
Minimum	0
Maximum	8
Zeros (%)	71.7%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	1
95-th percentile	2
Maximum	8
Range	8
Interquartile range	1

Descriptive statistics

Standard deviation	0.6929692494
Coef of variation	1.79618779
Kurtosis	4.706418144
Mean	0.3858
MAD	0.55300572
Skewness	1.964242915
Sum	3858
Variance	0.4802063806
Memory size	78.2 KiB

Histogram with fixed size bins (bins=7)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 8. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
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

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

Maximum 5 values

Value	Count	Frequency (%)
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 count	8
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.1342
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	2
Q3	2
95-th percentile	4
Maximum	10
Range	9
Interquartile range	0

Descriptive statistics

Standard deviation	0.8769648036
Coef of variation	0.4109103194
Kurtosis	1.846921188
Mean	2.1342
MAD	0.62314416
Skewness	0.9865700905
Sum	21342
Variance	0.7690672667
Memory size	78.2 KiB

Histogram with fixed size bins (bins=8)

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)

Value	Count	Frequency (%)
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

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

Maximum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
7	4	< 0.1%
6	10	0.1%
5	111	1.1%
4	697	7.0%

CODE_GENDER
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

F	6708
M	3292

Toggle details

Common values
Composition

Value	Count	Frequency (%)
F	6708	67.1%
M	3292	32.9%

Max length	1
Mean length	1
Min length	1
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

COMMONAREA_AVG
Numeric

Distinct count	1092
Unique (%)	10.9%
Missing (%)	68.9%
Missing (n)	6893
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.04834917927
Minimum	0
Maximum	1
Zeros (%)	2.7%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0086
Median	0.0231
Q3	0.05385
95-th percentile	0.1737
Maximum	1
Range	1
Interquartile range	0.04525

Descriptive statistics

Standard deviation	0.08674752332
Coef of variation	1.794188125
Kurtosis	45.14787836
Mean	0.04834917927
MAD	0.04574583521
Skewness	5.663283057
Sum	150.2209
Variance	0.007525132803
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Correlation	0.9956920971

COMMONAREA_MODE
Highly correlated

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

Correlation	0.985031091

DAYS_BIRTH
Numeric

Distinct count	7409
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%

Toggle details

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
Range	17749
Interquartile range	7097

Descriptive statistics

Standard deviation	4309.713586
Coef of variation	-0.2681733101
Kurtosis	-1.034573587
Mean	-16070.6283
MAD	3673.514906
Skewness	-0.1035620769
Sum	-160706283
Variance	18573631.19
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

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)

Value	Count	Frequency (%)
-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

Value	Count	Frequency (%)
-25087	1	< 0.1%
-25021	1	< 0.1%
-24985	1	< 0.1%
-24975	1	< 0.1%
-24852	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
-7338	1	< 0.1%
-7725	1	< 0.1%
-7742	1	< 0.1%
-7756	1	< 0.1%
-7954	1	< 0.1%

DAYS_EMPLOYED
Numeric

Distinct count	4225
Unique (%)	42.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	66290.9107
Minimum	-17124
Maximum	365243
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	-17124
5-th percentile	-6865.1
Q1	-2941.25
Median	-1327
Q3	-309
95-th percentile	365243
Maximum	365243
Range	382367
Interquartile range	2632.25

Descriptive statistics

Standard deviation	143446.2907
Coef of variation	2.163890784
Kurtosis	0.5745332818
Mean	66290.9107
MAD	111867.8718
Skewness	1.604038566
Sum	662909107
Variance	2.057683832e+10
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

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)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
-17124	1	< 0.1%
-17077	1	< 0.1%
-16774	1	< 0.1%
-16034	1	< 0.1%
-15708	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
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 count	4514
Unique (%)	45.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	-3036.6527
Minimum	-6317
Maximum	0
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	-6317
5-th percentile	-5132.05
Q1	-4438
Median	-3186
Q3	-1701
95-th percentile	-362
Maximum	0
Range	6317
Interquartile range	2737

Descriptive statistics

Standard deviation	1573.295197
Coef of variation	-0.5181017891
Kurtosis	-1.158299024
Mean	-3036.6527
MAD	1372.307166
Skewness	0.2719956427
Sum	-30366527
Variance	2475257.776
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

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)

Value	Count	Frequency (%)
-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

Value	Count	Frequency (%)
-6317	1	< 0.1%
-6315	1	< 0.1%
-6293	1	< 0.1%
-6279	1	< 0.1%
-6272	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
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 count	2824
Unique (%)	28.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	-1087.4316
Minimum	-4285
Maximum	0
Zeros (%)	11.7%

Toggle details

Quantile statistics

Minimum	-4285
5-th percentile	-2725.1
Q1	-1769
Median	-874
Q3	-379
95-th percentile	0
Maximum	0
Range	4285
Interquartile range	1390

Descriptive statistics

Standard deviation	878.2755674
Coef of variation	-0.8076605162
Kurtosis	-0.3454891625
Mean	-1087.4316
MAD	739.867315
Skewness	-0.6733289404
Sum	-10874316
Variance	771367.9723
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

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)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
-4285	1	< 0.1%
-4257	1	< 0.1%
-4250	1	< 0.1%
-4151	1	< 0.1%
-4103	1	< 0.1%

Maximum 5 values

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

DAYS_REGISTRATION
Numeric

Distinct count	6691
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%

Toggle details

Quantile statistics

Minimum	-18747
5-th percentile	-11512.2
Q1	-7541
Median	-4509.5
Q3	-1930.75
95-th percentile	-363.95
Maximum	-1
Range	18746
Interquartile range	5610.25

Descriptive statistics

Standard deviation	3569.986356
Coef of variation	-0.712729098
Kurtosis	-0.3460433651
Mean	-5008.8966
MAD	2959.435805
Skewness	-0.6085388408
Sum	-50088966
Variance	12744802.58
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

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)

Value	Count	Frequency (%)
-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

Value	Count	Frequency (%)
-18747	1	< 0.1%
-18590	1	< 0.1%
-17568	2	< 0.1%
-17450	1	< 0.1%
-17358	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
-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 count	6
Unique (%)	0.1%
Missing (%)	0.1%
Missing (n)	7
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.1364955469
Minimum	0
Maximum	4
Zeros (%)	88.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	4
Range	4
Interquartile range	0

Descriptive statistics

Standard deviation	0.4281689741
Coef of variation	3.136871377
Kurtosis	18.13073275
Mean	0.1364955469
MAD	0.2428864019
Skewness	3.833958826
Sum	1364
Variance	0.1833286703
Memory size	78.2 KiB

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
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

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

Maximum 5 values

Value	Count	Frequency (%)
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 count	6
Unique (%)	0.1%
Missing (%)	0.1%
Missing (n)	7
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.09476633644
Minimum	0
Maximum	4
Zeros (%)	91.8%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	4
Range	4
Interquartile range	0

Descriptive statistics

Standard deviation	0.3447037634
Coef of variation	3.637407294
Kurtosis	22.40205706
Mean	0.09476633644
MAD	0.1742077054
Skewness	4.298849848
Sum	947
Variance	0.1188206845
Memory size	78.2 KiB

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
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

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

Maximum 5 values

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

ELEVATORS_AVG
Numeric

Distinct count	112
Unique (%)	1.1%
Missing (%)	51.7%
Missing (n)	5172
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.08456197183
Minimum	0
Maximum	1
Zeros (%)	28.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0.16
95-th percentile	0.37762
Maximum	1
Range	1
Interquartile range	0.16

Descriptive statistics

Standard deviation	0.1384101065
Coef of variation	1.636789014
Kurtosis	5.885136441
Mean	0.08456197183
MAD	0.1028852235
Skewness	2.199040584
Sum	408.2652
Variance	0.01915735758
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Correlation	0.9956755484

ELEVATORS_MODE
Highly correlated

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

Correlation	0.9866157093

EMERGENCYSTATE_MODE
Boolean

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	45.3%
Missing (n)	4527

No	5382
Yes	91
(Missing)	4527

Toggle details

Value	Count	Frequency (%)
No	5382	53.8%
Yes	91	0.9%
(Missing)	4527	45.3%

ENTRANCES_AVG
Numeric

Distinct count	116
Unique (%)	1.2%
Missing (%)	48.3%
Missing (n)	4830
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.1528465957
Minimum	0
Maximum	1
Zeros (%)	0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.0345
Q1	0.0917
Median	0.1379
Q3	0.2069
95-th percentile	0.3276
Maximum	1
Range	1
Interquartile range	0.1152

Descriptive statistics

Standard deviation	0.09781239653
Coef of variation	0.6399383385
Kurtosis	10.53739394
Mean	0.1528465957
MAD	0.06954304111
Skewness	2.231446944
Sum	790.2169
Variance	0.009567264915
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Correlation	0.9968285611

ENTRANCES_MODE
Highly correlated

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

Correlation	0.9800705269

EXT_SOURCE_1
Numeric

Distinct count	5775
Unique (%)	57.8%
Missing (%)	41.7%
Missing (n)	4171
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.5033719905
Minimum	0.01601914037
Maximum	0.9288637886
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.01601914037
5-th percentile	0.1553925017
Q1	0.3458151757
Median	0.508432704
Q3	0.6685842846
95-th percentile	0.8222621292
Maximum	0.9288637886
Range	0.9128446482
Interquartile range	0.3227691089

Descriptive statistics

Standard deviation	0.205239556
Coef of variation	0.4077293928
Kurtosis	-0.867250267
Mean	0.5033719905
MAD	0.172350254
Skewness	-0.1204380734
Sum	2934.155333
Variance	0.04212327536
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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 count	9327
Unique (%)	93.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.5150579106
Minimum	8.097855876e-06
Maximum	0.8128863176
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	8.097855876e-06
5-th percentile	0.1488341288
Q1	0.4039053173
Median	0.5567594897
Q3	0.6582363347
95-th percentile	0.7477889978
Maximum	0.8128863176
Range	0.8128782198
Interquartile range	0.2543310174

Descriptive statistics

Standard deviation	0.1837955653
Coef of variation	0.3568444665
Kurtosis	-0.1594598234
Mean	0.5150579106
MAD	0.1497998378
Skewness	-0.7725568333
Sum	5150.579106
Variance	0.03378080984
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

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)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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 count	613
Unique (%)	6.1%
Missing (%)	18.1%
Missing (n)	1813
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.4988269926
Minimum	0.0005272652387
Maximum	0.8802684804
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.0005272652387
5-th percentile	0.1585548998
Q1	0.362277247
Median	0.5172965814
Q3	0.652896552
95-th percentile	0.7738956942
Maximum	0.8802684804
Range	0.8797412151
Interquartile range	0.2906193049

Descriptive statistics

Standard deviation	0.1893013231
Coef of variation	0.3794929423
Kurtosis	-0.7377331193
Mean	0.4988269926
MAD	0.1585421394
Skewness	-0.3325049161
Sum	4083.896588
Variance	0.03583499094
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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 count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	9981
0	19

Toggle details

Value	Count	Frequency (%)
1	9981	99.8%
0	19	0.2%

FLAG_DOCUMENT_10
Constant

This variable is constant and should be ignored for analysis

Constant value	0

FLAG_DOCUMENT_11
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	9987
1	13

Toggle details

Value	Count	Frequency (%)
0	9987	99.9%
1	13	0.1%

FLAG_DOCUMENT_12
Constant

This variable is constant and should be ignored for analysis

Constant value	0

FLAG_DOCUMENT_13
Constant

This variable is constant and should be ignored for analysis

Constant value	0

FLAG_DOCUMENT_14
Constant

This variable is constant and should be ignored for analysis

Constant value	0

FLAG_DOCUMENT_15
Constant

This variable is constant and should be ignored for analysis

Constant value	0

FLAG_DOCUMENT_16
Constant

This variable is constant and should be ignored for analysis

Constant value	0

FLAG_DOCUMENT_17
Constant

This variable is constant and should be ignored for analysis

Constant value	0

FLAG_DOCUMENT_18
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	9989
1	11

Toggle details

Value	Count	Frequency (%)
0	9989	99.9%
1	11	0.1%

FLAG_DOCUMENT_19
Constant

This variable is constant and should be ignored for analysis

Constant value	0

FLAG_DOCUMENT_2
Constant

This variable is constant and should be ignored for analysis

Constant value	0

FLAG_DOCUMENT_20
Constant

This variable is constant and should be ignored for analysis

Constant value	0

FLAG_DOCUMENT_21
Constant

This variable is constant and should be ignored for analysis

Constant value	0

FLAG_DOCUMENT_3
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	7866
0	2134

Toggle details

Value	Count	Frequency (%)
1	7866	78.7%
0	2134	21.3%

FLAG_DOCUMENT_4
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	9999
1	1

Toggle details

Value	Count	Frequency (%)
0	9999	> 99.9%
1	1	< 0.1%

FLAG_DOCUMENT_5
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	9854
1	146

Toggle details

Value	Count	Frequency (%)
0	9854	98.5%
1	146	1.5%

FLAG_DOCUMENT_6
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	9115
1	885

Toggle details

Value	Count	Frequency (%)
0	9115	91.1%
1	885	8.8%

FLAG_DOCUMENT_7
Constant

This variable is constant and should be ignored for analysis

Constant value	0

FLAG_DOCUMENT_8
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	9137
1	863

Toggle details

Value	Count	Frequency (%)
0	9137	91.4%
1	863	8.6%

FLAG_DOCUMENT_9
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	9951
1	49

Toggle details

Value	Count	Frequency (%)
0	9951	99.5%
1	49	0.5%

FLAG_EMAIL
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	8361
1	1639

Toggle details

Value	Count	Frequency (%)
0	8361	83.6%
1	1639	16.4%

FLAG_EMP_PHONE
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	8129
0	1871

Toggle details

Value	Count	Frequency (%)
1	8129	81.3%
0	1871	18.7%

FLAG_MOBIL
Constant

This variable is constant and should be ignored for analysis

Constant value	1

FLAG_OWN_CAR
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

N	6702
Y	3298

Toggle details

Value	Count	Frequency (%)
N	6702	67.0%
Y	3298	33.0%

FLAG_OWN_REALTY
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Y	6899
N	3101

Toggle details

Value	Count	Frequency (%)
Y	6899	69.0%
N	3101	31.0%

FLAG_PHONE
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	7336
1	2664

Toggle details

Value	Count	Frequency (%)
0	7336	73.4%
1	2664	26.6%

FLAG_WORK_PHONE
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	7914
1	2086

Toggle details

Value	Count	Frequency (%)
0	7914	79.1%
1	2086	20.9%

FLOORSMAX_AVG
Numeric

Distinct count	119
Unique (%)	1.2%
Missing (%)	47.7%
Missing (n)	4770
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.2336585086
Minimum	0
Maximum	1
Zeros (%)	0.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.0417
Q1	0.1667
Median	0.1667
Q3	0.3333
95-th percentile	0.5417
Maximum	1
Range	1
Interquartile range	0.1666

Descriptive statistics

Standard deviation	0.1468518884
Coef of variation	0.6284893681
Kurtosis	2.708651431
Mean	0.2336585086
MAD	0.117822811
Skewness	1.296188806
Sum	1222.034
Variance	0.02156547713
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Correlation	0.9954940358

FLOORSMAX_MODE
Highly correlated

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

Correlation	0.9904378273

FLOORSMIN_AVG
Numeric

Distinct count	102
Unique (%)	1.0%
Missing (%)	67.0%
Missing (n)	6702
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.2397194663
Minimum	0
Maximum	1
Zeros (%)	0.8%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.0417
Q1	0.125
Median	0.2083
Q3	0.375
95-th percentile	0.5417
Maximum	1
Range	1
Interquartile range	0.25

Descriptive statistics

Standard deviation	0.1620630482
Coef of variation	0.6760529323
Kurtosis	1.458476843
Mean	0.2397194663
MAD	0.1254815042
Skewness	0.960930656
Sum	790.5948
Variance	0.02626443158
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Correlation	0.9971154706

FLOORSMIN_MODE
Highly correlated

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

Correlation	0.988324407

FONDKAPREMONT_MODE
Categorical

Distinct count	5
Unique (%)	< 0.1%
Missing (%)	67.3%
Missing (n)	6732

reg oper account	2507
reg oper spec account	399
not specified	197
(Missing)	6732

Toggle details

Common values
Composition

Value	Count	Frequency (%)
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 length	21
Mean length	7.3888
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

HOUR_APPR_PROCESS_START
Numeric

Distinct count	24
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.0023
Minimum	0
Maximum	23
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	7
Q1	10
Median	12
Q3	14
95-th percentile	17
Maximum	23
Range	23
Interquartile range	4

Descriptive statistics

Standard deviation	3.278897654
Coef of variation	0.2731891099
Kurtosis	-0.1160833048
Mean	12.0023
MAD	2.62207582
Skewness	0.01939548735
Sum	120023
Variance	10.75116983
Memory size	78.2 KiB

Histogram with fixed size bins (bins=24)

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)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
0	3	< 0.1%
1	3	< 0.1%
2	7	0.1%
3	55	0.5%
4	61	0.6%

Maximum 5 values

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

HOUSETYPE_MODE
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing (%)	48.3%
Missing (n)	4826

block of flats	5078
specific housing	54
terraced house	42
(Missing)	4826

Toggle details

Common values
Composition

Value	Count	Frequency (%)
block of flats	5078	50.8%
specific housing	54	0.5%
terraced house	42	0.4%
(Missing)	4826	48.3%

Max length	16
Mean length	8.7022
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

LANDAREA_AVG
Numeric

Distinct count	1517
Unique (%)	15.2%
Missing (%)	57.9%
Missing (n)	5792
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.06689510456
Minimum	0
Maximum	1
Zeros (%)	5.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0196
Median	0.0491
Q3	0.0867
95-th percentile	0.191225
Maximum	1
Range	1
Interquartile range	0.0671

Descriptive statistics

Standard deviation	0.07895724279
Coef of variation	1.180314214
Kurtosis	32.53946878
Mean	0.06689510456
MAD	0.04898799979
Skewness	4.202332546
Sum	281.4946
Variance	0.006234246189
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Correlation	0.9803449477

LANDAREA_MODE
Highly correlated

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

Correlation	0.9902680947

LIVE_CITY_NOT_WORK_CITY
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	8289
1	1711

Toggle details

Value	Count	Frequency (%)
0	8289	82.9%
1	1711	17.1%

LIVE_REGION_NOT_WORK_REGION
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	9586
1	414

Toggle details

Value	Count	Frequency (%)
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

Correlation	0.941832096

LIVINGAPARTMENTS_MEDI
Highly correlated

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

Correlation	0.9973914912

LIVINGAPARTMENTS_MODE
Highly correlated

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

Correlation	0.9700264425

LIVINGAREA_AVG
Highly correlated

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

Correlation	0.9004271393

LIVINGAREA_MEDI
Highly correlated

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

Correlation	0.9966418413

LIVINGAREA_MODE
Highly correlated

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

Correlation	0.9719932992

NAME_CONTRACT_TYPE
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Cash loans	9903
Revolving loans	97

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Cash loans	9903	99.0%
Revolving loans	97	1.0%

Max length	15
Mean length	10.0485
Min length	10
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

NAME_EDUCATION_TYPE
Categorical

Distinct count	5
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Secondary / secondary special	6920
Higher education	2640
Incomplete higher	338
Other values (2)	102

Toggle details

Common values
Composition

Value	Count	Frequency (%)
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 length	29
Mean length	25.0196
Min length	15
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

NAME_FAMILY_STATUS
Categorical

Distinct count	5
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Married	6655
Single / not married	1448
Civil marriage	829
Other values (2)	1068

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Married	6655	66.5%
Single / not married	1448	14.5%
Civil marriage	829	8.3%
Separated	647	6.5%
Widow	421	4.2%

Max length	20
Mean length	9.5079
Min length	5
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

NAME_HOUSING_TYPE
Categorical

Distinct count	6
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

House / apartment	8931
With parents	484
Municipal apartment	348
Other values (3)	237

Toggle details

Common values
Composition

Value	Count	Frequency (%)
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 length	19
Mean length	16.8006
Min length	12
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

NAME_INCOME_TYPE
Categorical

Distinct count	5
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Working	5141
Commercial associate	2270
Pensioner	1871
Other values (2)	718

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Working	5141	51.4%
Commercial associate	2270	22.7%
Pensioner	1871	18.7%
State servant	717	7.2%
Businessman	1	< 0.1%

Max length	20
Mean length	10.7558
Min length	7
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

NAME_TYPE_SUITE
Categorical

Distinct count	8
Unique (%)	0.1%
Missing (%)	1.8%
Missing (n)	180

Unaccompanied	8212
Family	1134
Spouse, partner	308
Other values (4)	166
(Missing)	180

Toggle details

Common values
Composition

Value	Count	Frequency (%)
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 length	15
Mean length	12.0086
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

NONLIVINGAPARTMENTS_AVG
Numeric

Distinct count	113
Unique (%)	1.1%
Missing (%)	68.6%
Missing (n)	6859
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.009763610315
Minimum	0
Maximum	1
Zeros (%)	18.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0.0044
95-th percentile	0.0309
Maximum	1
Range	1
Interquartile range	0.0044

Descriptive statistics

Standard deviation	0.05067394559
Coef of variation	5.190082762
Kurtosis	222.0602677
Mean	0.009763610315
MAD	0.0137493301
Skewness	13.6359402
Sum	30.6675
Variance	0.002567848761
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Correlation	0.9355157411

NONLIVINGAPARTMENTS_MODE
Highly correlated

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

Correlation	0.9507902268

NONLIVINGAREA_AVG
Numeric

Distinct count	1062
Unique (%)	10.6%
Missing (%)	53.5%
Missing (n)	5354
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.03025959966
Minimum	0
Maximum	1
Zeros (%)	19.4%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0.0036
Q3	0.0283
95-th percentile	0.13975
Maximum	1
Range	1
Interquartile range	0.0283

Descriptive statistics

Standard deviation	0.07449848764
Coef of variation	2.461978628
Kurtosis	50.33140812
Mean	0.03025959966
MAD	0.03874996452
Skewness	5.916302915
Sum	140.5861
Variance	0.00555002466
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Correlation	0.994807585

NONLIVINGAREA_MODE
Highly correlated

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

Correlation	0.988191842

OBS_30_CNT_SOCIAL_CIRCLE
Numeric

Distinct count	22
Unique (%)	0.2%
Missing (%)	0.1%
Missing (n)	7
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.425998199
Minimum	0
Maximum	20
Zeros (%)	53.7%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	2
95-th percentile	6
Maximum	20
Range	20
Interquartile range	2

Descriptive statistics

Standard deviation	2.345112409
Coef of variation	1.644540933
Kurtosis	9.018291802
Mean	1.425998199
MAD	1.662900746
Skewness	2.582523177
Sum	14250
Variance	5.499552209
Memory size	78.2 KiB

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
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

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

Maximum 5 values

Value	Count	Frequency (%)
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

Correlation	0.9990456696

OCCUPATION_TYPE
Categorical

Distinct count	19
Unique (%)	0.2%
Missing (%)	31.6%
Missing (n)	3162

Laborers	1787
Sales staff	1067
Core staff	946
Other values (15)	3038
(Missing)	3162

Toggle details

Common values
Composition

Value	Count	Frequency (%)
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 length	21
Mean length	8.1003
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

ORGANIZATION_TYPE
Categorical

Distinct count	57
Unique (%)	0.6%
Missing (%)	0.0%
Missing (n)	0

Business Entity Type 3	2190
XNA	1871
Self-employed	1158
Other values (54)	4781

Toggle details

Common values
Composition

Value	Count	Frequency (%)
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 length	22
Mean length	12.4132
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

OWN_CAR_AGE
Numeric

Distinct count	47
Unique (%)	0.5%
Missing (%)	67.0%
Missing (n)	6702
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.73620376
Minimum	0
Maximum	65
Zeros (%)	0.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	2
Q1	5
Median	9
Q3	15
95-th percentile	27
Maximum	65
Range	65
Interquartile range	10

Descriptive statistics

Standard deviation	11.28596092
Coef of variation	0.9616364161
Kurtosis	11.00097078
Mean	11.73620376
MAD	7.223059274
Skewness	2.938736973
Sum	38706
Variance	127.3729139
Memory size	78.2 KiB

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
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

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

Maximum 5 values

Value	Count	Frequency (%)
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 count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	9248
1	752

Toggle details

Value	Count	Frequency (%)
0	9248	92.5%
1	752	7.5%

REG_CITY_NOT_WORK_CITY
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	7775
1	2225

Toggle details

Value	Count	Frequency (%)
0	7775	77.8%
1	2225	22.2%

REG_REGION_NOT_LIVE_REGION
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	9825
1	175

Toggle details

Value	Count	Frequency (%)
0	9825	98.2%
1	175	1.8%

REG_REGION_NOT_WORK_REGION
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	9468
1	532

Toggle details

Value	Count	Frequency (%)
0	9468	94.7%
1	532	5.3%

REGION_POPULATION_RELATIVE
Numeric

Distinct count	80
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.0212698105
Minimum	0.000253
Maximum	0.072508
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.000253
5-th percentile	0.00496
Q1	0.010006
Median	0.01885
Q3	0.028663
95-th percentile	0.04622
Maximum	0.072508
Range	0.072255
Interquartile range	0.018657

Descriptive statistics

Standard deviation	0.01435711211
Coef of variation	0.674999531
Kurtosis	2.917575498
Mean	0.0212698105
MAD	0.01072462164
Skewness	1.465306823
Sum	212.698105
Variance	0.0002061266682
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

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)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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 count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

2	7212
3	1631
1	1157

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	7212	72.1%
3	1631	16.3%
1	1157	11.6%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

REGION_RATING_CLIENT_W_CITY
Highly correlated

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

Correlation	0.9323217636

SK_ID_CURR
Numeric

Distinct count	10000
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	278712.356
Minimum	100013
Maximum	456115
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	100013
5-th percentile	116340.55
Q1	190381.25
Median	279269
Q3	367477.5
95-th percentile	439071.3
Maximum	456115
Range	356102
Interquartile range	177096.25

Descriptive statistics

Standard deviation	102988.1352
Coef of variation	0.3695140636
Kurtosis	-1.193923752
Mean	278712.356
MAD	89156.02613
Skewness	-0.009692016528
Sum	2787123560
Variance	1.0606556e+10
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[100013. 377978.5 378120.5 385134. 385151.5 ... 423751. 425457. 427051. 427155. 456115. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
100013	1	< 0.1%
100028	1	< 0.1%
100066	1	< 0.1%
100067	1	< 0.1%
100090	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
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

Correlation	0.9013424924

WALLSMATERIAL_MODE
Categorical

Distinct count	8
Unique (%)	0.1%
Missing (%)	48.8%
Missing (n)	4882

Panel	2360
Stone, brick	2108
Block	287
Other values (4)	363
(Missing)	4882

Toggle details

Common values
Composition

Value	Count	Frequency (%)
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 length	12
Mean length	5.5525
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

WEEKDAY_APPR_PROCESS_START
Categorical

Distinct count	7
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

TUESDAY	2010
WEDNESDAY	1805
THURSDAY	1750
Other values (4)	4435

Toggle details

Common values
Composition

Value	Count	Frequency (%)
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 length	9
Mean length	7.2873
Min length	6
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

YEARS_BEGINEXPLUATATION_AVG
Numeric

Distinct count	111
Unique (%)	1.1%
Missing (%)	46.6%
Missing (n)	4656
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.9783374626
Minimum	0
Maximum	0.9995
Zeros (%)	0.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.9697
Q1	0.9767
Median	0.9816
Q3	0.9866
95-th percentile	0.996
Maximum	0.9995
Range	0.9995
Interquartile range	0.0099

Descriptive statistics

Standard deviation	0.05589494899
Coef of variation	0.05713258577
Kurtosis	295.9636266
Mean	0.9783374626
MAD	0.009875058799
Skewness	-17.06666603
Sum	5228.2354
Variance	0.003124245323
Memory size	78.2 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Value	Count	Frequency (%)
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

Correlation	0.9999688217

YEARS_BEGINEXPLUATATION_MODE
Highly correlated

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

Correlation	0.999758927

YEARS_BUILD_AVG
Highly correlated

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

Correlation	0.9612937056

YEARS_BUILD_MEDI
Highly correlated

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

Correlation	0.9989002843

YEARS_BUILD_MODE
Highly correlated

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

Correlation	0.992116652

First rows

	AMT_ANNUITY	AMT_CREDIT	AMT_GOODS_PRICE	AMT_INCOME_TOTAL	AMT_REQ_CREDIT_BUREAU_QRT	AMT_REQ_CREDIT_BUREAU_WEEK	AMT_REQ_CREDIT_BUREAU_YEAR	APARTMENTS_AVG	APARTMENTS_MEDI	APARTMENTS_MODE	BASEMENTAREA_AVG	BASEMENTAREA_MEDI	BASEMENTAREA_MODE	CNT_CHILDREN	CNT_FAM_MEMBERS	CODE_GENDER	COMMONAREA_AVG	COMMONAREA_MEDI	COMMONAREA_MODE	DAYS_BIRTH	DAYS_EMPLOYED	DAYS_ID_PUBLISH	DAYS_LAST_PHONE_CHANGE	DAYS_REGISTRATION	DEF_30_CNT_SOCIAL_CIRCLE	DEF_60_CNT_SOCIAL_CIRCLE	ELEVATORS_AVG	ELEVATORS_MEDI	ELEVATORS_MODE	EMERGENCYSTATE_MODE	ENTRANCES_AVG	ENTRANCES_MEDI	ENTRANCES_MODE	EXT_SOURCE_1	EXT_SOURCE_2	EXT_SOURCE_3	FLAG_CONT_MOBILE	FLAG_DOCUMENT_3	FLAG_DOCUMENT_8	FLAG_EMAIL	FLAG_EMP_PHONE	FLAG_MOBIL	FLAG_OWN_CAR	FLAG_OWN_REALTY	FLAG_PHONE	FLOORSMAX_AVG	FLOORSMAX_MEDI	FLOORSMAX_MODE	FLOORSMIN_AVG	FLOORSMIN_MEDI	FLOORSMIN_MODE	FONDKAPREMONT_MODE	HOUR_APPR_PROCESS_START	HOUSETYPE_MODE	LANDAREA_AVG	LANDAREA_MEDI	LANDAREA_MODE	LIVE_CITY_NOT_WORK_CITY	LIVINGAPARTMENTS_AVG	LIVINGAPARTMENTS_MEDI	LIVINGAPARTMENTS_MODE	LIVINGAREA_AVG	LIVINGAREA_MEDI	LIVINGAREA_MODE	NAME_CONTRACT_TYPE	NAME_EDUCATION_TYPE	NAME_FAMILY_STATUS	NAME_HOUSING_TYPE	NAME_INCOME_TYPE	NAME_TYPE_SUITE	NONLIVINGAPARTMENTS_AVG	NONLIVINGAPARTMENTS_MEDI	NONLIVINGAPARTMENTS_MODE	NONLIVINGAREA_AVG	NONLIVINGAREA_MEDI	NONLIVINGAREA_MODE	OBS_30_CNT_SOCIAL_CIRCLE	OBS_60_CNT_SOCIAL_CIRCLE	OCCUPATION_TYPE	ORGANIZATION_TYPE	OWN_CAR_AGE	REG_CITY_NOT_LIVE_CITY	REG_CITY_NOT_WORK_CITY	REG_REGION_NOT_LIVE_REGION	REG_REGION_NOT_WORK_REGION	REGION_POPULATION_RELATIVE	REGION_RATING_CLIENT	REGION_RATING_CLIENT_W_CITY	SK_ID_CURR	TOTALAREA_MODE	WALLSMATERIAL_MODE	WEEKDAY_APPR_PROCESS_START	YEARS_BEGINEXPLUATATION_AVG	YEARS_BEGINEXPLUATATION_MEDI	YEARS_BEGINEXPLUATATION_MODE	YEARS_BUILD_AVG	YEARS_BUILD_MEDI	YEARS_BUILD_MODE
0	33610.5	547272.0	495000.0	135000.0	0.0	0.0	5.0	0.0082	0.0083	0.0084	0.000	0.000	0.0000	0	2	F	0.0011	0.0011	0.0011	-20433	-947	-1732	-1169	-205	1.0	1.0	0.00	0.00	0.0000	No	0.0690	0.0690	0.0690	0.664626	0.230055	0.504681	1	1	0	0	1	1	N	Y	1	0.0417	0.0417	0.0417	0.0833	0.0833	0.0833	reg oper account	7	block of flats	0.0161	0.0163	0.0164	0	0.0067	0.0068	0.0073	0.0073	0.0075	0.0077	Cash loans	Secondary / secondary special	Married	House / apartment	Working	Unaccompanied	0.0	0.0	0.0	0.000	0.0000	0.0000	10.0	10.0	Security staff	Security	NaN	0	0	0	0	0.018801	2	2	324271	0.0064	Wooden	SATURDAY	0.9687	0.9687	0.9687	0.5716	0.5773	0.5884
1	24696.0	481176.0	360000.0	90000.0	0.0	0.0	2.0	0.0577	0.0583	0.0588	0.000	0.000	0.0000	0	2	F	0.0034	0.0034	0.0034	-19475	-3768	-3010	-192	-3423	0.0	0.0	0.00	0.00	0.0000	No	0.0690	0.0690	0.0690	NaN	0.161084	0.215182	1	1	0	0	1	1	Y	Y	0	0.1250	0.1250	0.1250	0.1667	0.1667	0.1667	reg oper account	14	block of flats	0.0000	0.0000	0.0000	0	0.0471	0.0479	0.0514	0.0259	0.0263	0.0270	Cash loans	Secondary / secondary special	Married	House / apartment	Working	Unaccompanied	0.0	0.0	0.0	0.000	0.0000	0.0000	0.0	0.0	Laborers	Business Entity Type 1	4.0	0	0	0	0	0.019689	2	2	211635	0.0219	Stone, brick	THURSDAY	0.9727	0.9727	0.9727	0.6260	0.6310	0.6406
2	40428.0	383760.0	360000.0	157500.0	0.0	1.0	5.0	NaN	NaN	NaN	NaN	NaN	NaN	1	2	F	NaN	NaN	NaN	-9679	-325	-2343	-197	-4444	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.423490	0.110020	0.397946	1	1	0	1	1	1	N	N	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	11	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	Cash loans	Higher education	Separated	House / apartment	Working	Family	NaN	NaN	NaN	NaN	NaN	NaN	7.0	7.0	Core staff	Kindergarten	NaN	1	1	1	1	0.007120	2	2	185314	NaN	NaN	SATURDAY	NaN	NaN	NaN	NaN	NaN	NaN
3	7218.0	67500.0	67500.0	76500.0	0.0	0.0	0.0	0.0082	0.0083	0.0084	NaN	NaN	NaN	0	1	F	NaN	NaN	NaN	-24215	365243	-4481	-317	-11139	0.0	0.0	0.00	0.00	0.0000	No	0.0345	0.0345	0.0345	NaN	0.571534	NaN	1	1	0	0	0	1	N	Y	0	0.0417	0.0417	0.0417	NaN	NaN	NaN	NaN	13	block of flats	0.0045	0.0046	0.0046	0	NaN	NaN	NaN	0.0043	0.0044	0.0045	Cash loans	Secondary / secondary special	Widow	House / apartment	Pensioner	Unaccompanied	NaN	NaN	NaN	0.011	0.0112	0.0116	0.0	0.0	NaN	XNA	NaN	0	0	0	0	0.014520	2	2	233970	0.0058	Block	WEDNESDAY	0.9821	0.9821	0.9821	NaN	NaN	NaN
4	74416.5	1800000.0	1800000.0	139500.0	2.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	0	2	F	NaN	NaN	NaN	-20701	-3828	-3933	-3052	-6860	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.773392	0.629777	0.694093	1	1	0	1	1	1	N	N	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	Cash loans	Secondary / secondary special	Married	House / apartment	Commercial associate	Children	NaN	NaN	NaN	NaN	NaN	NaN	0.0	0.0	Core staff	Trade: type 7	NaN	0	0	0	0	0.035792	2	2	224300	NaN	NaN	TUESDAY	NaN	NaN	NaN	NaN	NaN	NaN
5	29493.0	817560.0	675000.0	94500.0	1.0	0.0	2.0	NaN	NaN	NaN	NaN	NaN	NaN	0	2	F	NaN	NaN	NaN	-17327	-3418	-888	-1767	-9679	0.0	0.0	NaN	NaN	NaN	Yes	0.0690	0.0690	0.0690	NaN	0.535336	0.768808	1	1	0	0	1	1	N	N	0	0.0417	0.0417	0.0417	NaN	NaN	NaN	NaN	20	block of flats	0.0168	0.0165	0.0161	1	NaN	NaN	NaN	0.0116	0.0118	0.0120	Cash loans	Secondary / secondary special	Married	House / apartment	Working	Unaccompanied	NaN	NaN	NaN	NaN	NaN	NaN	0.0	0.0	Laborers	Business Entity Type 3	NaN	0	1	0	0	0.035792	2	2	204673	0.0099	Wooden	SUNDAY	0.9573	0.9573	0.9573	NaN	NaN	NaN
6	16830.0	140746.5	121500.0	112500.0	0.0	0.0	2.0	NaN	NaN	NaN	NaN	NaN	NaN	1	3	M	NaN	NaN	NaN	-8109	-139	-753	-1422	-8074	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.367065	0.054565	0.397946	1	0	1	0	1	1	Y	Y	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	12	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	Cash loans	Secondary / secondary special	Married	House / apartment	Working	Unaccompanied	NaN	NaN	NaN	NaN	NaN	NaN	1.0	1.0	Drivers	Industry: type 3	2.0	0	0	0	0	0.016612	2	2	180598	NaN	NaN	SATURDAY	NaN	NaN	NaN	NaN	NaN	NaN
7	62964.0	983160.0	900000.0	216000.0	0.0	0.0	3.0	0.2948	0.2977	0.3004	0.175	0.175	0.1816	1	2	F	0.0539	0.0543	0.0544	-12283	-427	-4593	-834	-6245	0.0	0.0	0.32	0.32	0.3222	No	0.2759	0.2759	0.2759	0.295576	0.720200	0.424130	1	1	0	0	1	1	N	Y	0	0.3333	0.3333	0.3333	0.3750	0.3750	0.3750	reg oper account	12	block of flats	NaN	NaN	NaN	0	0.2404	0.2446	0.2626	0.3073	0.3129	0.3202	Cash loans	Higher education	Single / not married	House / apartment	Commercial associate	Family	0.0	0.0	0.0	0.000	0.0000	0.0000	0.0	0.0	Accountants	Business Entity Type 3	NaN	0	0	0	0	0.046220	1	1	297129	0.2436	Panel	SATURDAY	0.9806	0.9806	0.9806	0.7348	0.7383	0.7452
8	25996.5	334242.0	279000.0	202500.0	3.0	0.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	1	3	M	NaN	NaN	NaN	-13197	-2285	-1929	-1024	-3690	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.202165	0.299000	0.481249	1	1	0	0	1	1	N	Y	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	15	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	Cash loans	Secondary / secondary special	Married	House / apartment	Working	Unaccompanied	NaN	NaN	NaN	NaN	NaN	NaN	0.0	0.0	Drivers	Self-employed	NaN	0	0	0	0	0.002042	3	3	165624	NaN	NaN	WEDNESDAY	NaN	NaN	NaN	NaN	NaN	NaN
9	30451.5	543037.5	463500.0	157500.0	2.0	0.0	2.0	NaN	NaN	NaN	NaN	NaN	NaN	0	1	F	NaN	NaN	NaN	-17467	-4226	-1017	-1617	-477	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.710845	0.577484	0.450747	1	1	0	0	1	1	N	Y	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	13	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	Cash loans	Incomplete higher	Widow	Office apartment	Commercial associate	Unaccompanied	NaN	NaN	NaN	NaN	NaN	NaN	5.0	5.0	Managers	Self-employed	NaN	0	0	0	0	0.003122	3	3	101728	NaN	NaN	THURSDAY	NaN	NaN	NaN	NaN	NaN	NaN

Last rows

	AMT_ANNUITY	AMT_CREDIT	AMT_GOODS_PRICE	AMT_INCOME_TOTAL	AMT_REQ_CREDIT_BUREAU_QRT	AMT_REQ_CREDIT_BUREAU_YEAR	APARTMENTS_AVG	APARTMENTS_MEDI	APARTMENTS_MODE	BASEMENTAREA_AVG	BASEMENTAREA_MEDI	BASEMENTAREA_MODE	CNT_CHILDREN	CNT_FAM_MEMBERS	CODE_GENDER	COMMONAREA_AVG	COMMONAREA_MEDI	COMMONAREA_MODE	DAYS_BIRTH	DAYS_EMPLOYED	DAYS_ID_PUBLISH	DAYS_LAST_PHONE_CHANGE	DAYS_REGISTRATION	DEF_30_CNT_SOCIAL_CIRCLE	DEF_60_CNT_SOCIAL_CIRCLE	ELEVATORS_AVG	ELEVATORS_MEDI	ELEVATORS_MODE	EMERGENCYSTATE_MODE	ENTRANCES_AVG	ENTRANCES_MEDI	ENTRANCES_MODE	EXT_SOURCE_1	EXT_SOURCE_2	EXT_SOURCE_3	FLAG_CONT_MOBILE	FLAG_DOCUMENT_3	FLAG_DOCUMENT_5	FLAG_DOCUMENT_6	FLAG_EMAIL	FLAG_EMP_PHONE	FLAG_MOBIL	FLAG_OWN_CAR	FLAG_OWN_REALTY	FLAG_PHONE	FLAG_WORK_PHONE	FLOORSMAX_AVG	FLOORSMAX_MEDI	FLOORSMAX_MODE	FLOORSMIN_AVG	FLOORSMIN_MEDI	FLOORSMIN_MODE	FONDKAPREMONT_MODE	HOUR_APPR_PROCESS_START	HOUSETYPE_MODE	LANDAREA_AVG	LANDAREA_MEDI	LANDAREA_MODE	LIVINGAPARTMENTS_AVG	LIVINGAPARTMENTS_MEDI	LIVINGAPARTMENTS_MODE	LIVINGAREA_AVG	LIVINGAREA_MEDI	LIVINGAREA_MODE	NAME_CONTRACT_TYPE	NAME_EDUCATION_TYPE	NAME_FAMILY_STATUS	NAME_HOUSING_TYPE	NAME_INCOME_TYPE	NAME_TYPE_SUITE	NONLIVINGAPARTMENTS_AVG	NONLIVINGAPARTMENTS_MEDI	NONLIVINGAPARTMENTS_MODE	NONLIVINGAREA_AVG	NONLIVINGAREA_MEDI	NONLIVINGAREA_MODE	OBS_30_CNT_SOCIAL_CIRCLE	OBS_60_CNT_SOCIAL_CIRCLE	OCCUPATION_TYPE	ORGANIZATION_TYPE	OWN_CAR_AGE	REGION_POPULATION_RELATIVE	REGION_RATING_CLIENT	REGION_RATING_CLIENT_W_CITY	SK_ID_CURR	TOTALAREA_MODE	WALLSMATERIAL_MODE	WEEKDAY_APPR_PROCESS_START	YEARS_BEGINEXPLUATATION_AVG	YEARS_BEGINEXPLUATATION_MEDI	YEARS_BEGINEXPLUATATION_MODE	YEARS_BUILD_AVG	YEARS_BUILD_MEDI	YEARS_BUILD_MODE
9990	17127.0	332946.0	238500.0	135000.0	0.0	1.0	0.0753	0.0760	0.0767	0.0411	0.0411	0.0427	0	2	M	NaN	NaN	NaN	-12449	-319	-4474	0	-6518	0.0	0.0	NaN	NaN	NaN	No	0.1379	0.1379	0.1379	NaN	0.182276	0.801601	1	1	0	0	1	1	1	N	Y	0	0	0.1667	0.1667	0.1667	NaN	NaN	NaN	NaN	17	block of flats	0.0000	0.0000	0.0000	0.0614	0.0624	0.0670	0.0704	0.0716	0.0733	Cash loans	Higher education	Civil marriage	House / apartment	Commercial associate	Unaccompanied	NaN	NaN	NaN	0.0271	0.0277	0.0287	2.0	2.0	Laborers	Business Entity Type 3	NaN	0.007120	2	2	150626	0.0553	Stone, brick	SATURDAY	0.9752	0.9752	0.9752	0.6600	0.6645	0.6733
9991	9000.0	180000.0	180000.0	94500.0	0.0	5.0	0.0619	0.0625	0.0630	0.0472	0.0472	0.0490	1	3	F	0.0398	0.0401	0.0402	-17099	-2744	-643	-1923	-4646	1.0	1.0	0.00	0.00	0.0000	No	0.1034	0.1034	0.1034	NaN	0.114350	0.205598	1	0	1	0	0	1	1	N	Y	1	1	0.1667	0.1667	0.1667	0.2083	0.2083	0.2083	reg oper account	7	block of flats	0.0422	0.0429	0.0431	0.0504	0.0513	0.0551	0.0488	0.0497	0.0508	Revolving loans	Secondary / secondary special	Married	House / apartment	Commercial associate	Unaccompanied	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000	1.0	1.0	Laborers	Other	NaN	0.014464	2	2	121135	0.0384	Stone, brick	THURSDAY	0.9752	0.9752	0.9752	0.6600	0.6645	0.6733
9992	17370.0	164182.5	148500.0	90000.0	1.0	0.0	0.1649	0.1665	0.0756	0.0715	0.0715	0.0429	0	2	F	0.0755	0.0760	0.0396	-24824	365243	-5431	-2112	-5431	0.0	0.0	0.18	0.18	0.0806	No	0.1552	0.1552	0.0690	0.809290	0.472400	0.783832	1	0	0	1	0	0	1	N	Y	0	0	0.3333	0.3333	0.3333	0.3750	0.3750	0.3750	reg oper account	9	block of flats	0.0254	0.0258	0.0119	0.1311	0.1334	0.0661	0.1662	0.1692	0.0804	Cash loans	Secondary / secondary special	Civil marriage	House / apartment	Pensioner	Unaccompanied	0.0154	0.0155	0.0000	0.0135	0.0138	0.0000	11.0	11.0	NaN	XNA	NaN	0.025164	2	2	209420	0.2699	Panel	MONDAY	0.9866	0.9866	0.9866	0.8164	0.8189	0.8236
9993	25866.0	607500.0	607500.0	135000.0	0.0	2.0	NaN	NaN	NaN	NaN	NaN	NaN	1	3	F	NaN	NaN	NaN	-9909	-1227	-2545	0	-4161	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.200977	0.258582	0.661024	1	1	0	0	0	1	1	Y	Y	1	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	7	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Cash loans	Secondary / secondary special	Married	House / apartment	Working	Unaccompanied	NaN	NaN	NaN	NaN	NaN	NaN	0.0	0.0	Sales staff	Self-employed	7.0	0.020246	3	3	263565	NaN	NaN	FRIDAY	NaN	NaN	NaN	NaN	NaN	NaN
9994	10237.5	198000.0	198000.0	135000.0	1.0	2.0	0.0928	0.0937	0.0945	0.0742	0.0742	0.0770	0	2	F	0.0118	0.0119	0.0120	-21364	365243	-4302	-813	-5426	0.0	0.0	0.00	0.00	0.0000	No	0.2069	0.2069	0.2069	NaN	0.457083	0.474051	1	1	0	0	0	0	1	N	Y	0	0	0.1667	0.1667	0.1667	0.2083	0.2083	0.2083	reg oper account	12	block of flats	0.0579	0.0589	0.0592	0.0756	0.0770	0.0826	0.0778	0.0792	0.0810	Cash loans	Higher education	Married	House / apartment	Pensioner	Unaccompanied	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000	0.0	0.0	NaN	XNA	NaN	0.018801	2	2	210157	0.0679	Panel	WEDNESDAY	0.9811	0.9811	0.9811	0.7416	0.7451	0.7517
9995	11308.5	232344.0	157500.0	99000.0	2.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	0	2	M	NaN	NaN	NaN	-22054	365243	-5352	-557	-5349	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.493130	0.332851	1	0	0	1	0	0	1	Y	Y	0	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	11	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Cash loans	Secondary / secondary special	Married	House / apartment	Pensioner	Unaccompanied	NaN	NaN	NaN	NaN	NaN	NaN	0.0	0.0	NaN	XNA	10.0	0.005313	2	2	200031	NaN	NaN	TUESDAY	NaN	NaN	NaN	NaN	NaN	NaN
9996	23908.5	465133.5	388260.0	135000.0	1.0	2.0	0.1010	0.1020	0.1029	0.0954	0.0954	0.0990	0	2	F	0.0366	0.0368	0.0369	-19589	365243	-3101	-1634	-2667	0.0	0.0	0.00	0.00	0.0000	No	0.2069	0.2069	0.2069	0.735737	0.350328	0.232725	1	0	1	0	0	0	1	Y	Y	0	0	0.1667	0.1667	0.1667	0.0417	0.0417	0.0417	reg oper account	0	block of flats	0.0650	0.0661	0.0665	0.0782	0.0795	0.0854	0.0887	0.0903	0.0924	Cash loans	Secondary / secondary special	Married	House / apartment	Pensioner	Unaccompanied	0.0193	0.0194	0.0195	0.0206	0.0210	0.0218	0.0	0.0	NaN	XNA	16.0	0.018029	3	3	174105	0.0743	Panel	FRIDAY	0.9801	0.9801	0.9801	0.7280	0.7316	0.7387
9997	17770.5	345510.0	247500.0	135000.0	0.0	3.0	NaN	NaN	NaN	NaN	NaN	NaN	0	1	F	NaN	NaN	NaN	-23632	365243	-4572	-796	-11648	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.631941	0.713631	1	0	0	1	0	0	1	N	Y	0	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	14	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Cash loans	Secondary / secondary special	Single / not married	House / apartment	Pensioner	Unaccompanied	NaN	NaN	NaN	NaN	NaN	NaN	0.0	0.0	NaN	XNA	NaN	0.035792	2	2	255204	NaN	NaN	WEDNESDAY	NaN	NaN	NaN	NaN	NaN	NaN
9998	53095.5	1706400.0	1350000.0	315000.0	0.0	2.0	0.0619	0.0625	0.0630	0.0498	0.0498	0.0517	2	4	F	NaN	NaN	NaN	-14127	-278	-4535	-496	-390	0.0	0.0	NaN	NaN	NaN	No	0.1379	0.1379	0.1379	0.234588	0.453255	0.743559	1	1	0	0	1	1	1	Y	N	0	0	0.1667	0.1667	0.1667	NaN	NaN	NaN	NaN	7	block of flats	NaN	NaN	NaN	NaN	NaN	NaN	0.0318	0.0324	0.0331	Cash loans	Secondary / secondary special	Married	House / apartment	Working	Unaccompanied	NaN	NaN	NaN	0.0744	0.0760	0.0788	0.0	0.0	Managers	Trade: type 7	2.0	0.018801	2	2	112126	0.0412	Panel	SATURDAY	0.9831	0.9831	0.9831	NaN	NaN	NaN
9999	30838.5	601470.0	450000.0	225000.0	1.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	2	4	F	NaN	NaN	NaN	-13799	-1360	-4316	-1802	-2482	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.373797	0.605333	0.780144	1	1	0	0	0	1	1	N	Y	1	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	12	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Cash loans	Secondary / secondary special	Civil marriage	House / apartment	Working	Unaccompanied	NaN	NaN	NaN	NaN	NaN	NaN	1.0	1.0	Managers	Self-employed	NaN	0.020246	3	3	347521	NaN	NaN	MONDAY	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows