Profiling Report: train_credit_bureau_b

Dataset statistics

Number of variables	45
Number of observations	85791
Missing cells	1125130
Missing cells (%)	29.1%
Total size in memory	29.5 MiB
Average record size in memory	360.0 B

Variable types

Numeric	32
Text	13

Alerts

`amount_1115A` has 42110 (49.1%) missing values	Missing
`contractdate_551D` has 3892 (4.5%) missing values	Missing
`contractmaturitydate_151D` has 4079 (4.8%) missing values	Missing
`credlmt_1052A` has 58210 (67.9%) missing values	Missing
`credlmt_228A` has 69661 (81.2%) missing values	Missing
`credlmt_3940954A` has 47573 (55.5%) missing values	Missing
`credquantity_1099L` has 32773 (38.2%) missing values	Missing
`credquantity_984L` has 39563 (46.1%) missing values	Missing
`debtpastduevalue_732A` has 4574 (5.3%) missing values	Missing
`debtvalue_227A` has 42110 (49.1%) missing values	Missing
`dpd_550P` has 32773 (38.2%) missing values	Missing
`dpd_733P` has 39563 (46.1%) missing values	Missing
`dpdmax_851P` has 4567 (5.3%) missing values	Missing
`dpdmaxdatemonth_804T` has 4567 (5.3%) missing values	Missing
`dpdmaxdateyear_742T` has 4567 (5.3%) missing values	Missing
`installmentamount_644A` has 39563 (46.1%) missing values	Missing
`installmentamount_833A` has 32773 (38.2%) missing values	Missing
`instlamount_892A` has 42298 (49.3%) missing values	Missing
`interesteffectiverate_369L` has 76285 (88.9%) missing values	Missing
`interestrateyearly_538L` has 56966 (66.4%) missing values	Missing
`lastupdate_260D` has 3892 (4.5%) missing values	Missing
`maxdebtpduevalodued_3940955A` has 4567 (5.3%) missing values	Missing
`numberofinstls_810L` has 42298 (49.3%) missing values	Missing
`overdueamountmax_950A` has 4567 (5.3%) missing values	Missing
`overdueamountmaxdatemonth_494T` has 4567 (5.3%) missing values	Missing
`overdueamountmaxdateyear_432T` has 4567 (5.3%) missing values	Missing
`periodicityofpmts_997L` has 83764 (97.6%) missing values	Missing
`periodicityofpmts_997M` has 3272 (3.8%) missing values	Missing
`pmtdaysoverdue_1135P` has 4574 (5.3%) missing values	Missing
`pmtnumpending_403L` has 42111 (49.1%) missing values	Missing
`residualamount_1093A` has 69666 (81.2%) missing values	Missing
`residualamount_127A` has 58210 (67.9%) missing values	Missing
`residualamount_3940956A` has 48272 (56.3%) missing values	Missing
`totalamount_503A` has 32773 (38.2%) missing values	Missing
`totalamount_881A` has 39563 (46.1%) missing values	Missing
`amount_1115A` is highly skewed (γ1 = 27.97850839)	Skewed
`credlmt_1052A` is highly skewed (γ1 = 130.7937608)	Skewed
`credlmt_3940954A` is highly skewed (γ1 = 84.25533078)	Skewed
`debtpastduevalue_732A` is highly skewed (γ1 = 227.1087697)	Skewed
`debtvalue_227A` is highly skewed (γ1 = 20.95291114)	Skewed
`dpd_550P` is highly skewed (γ1 = 192.5710284)	Skewed
`dpd_733P` is highly skewed (γ1 = 214.6372448)	Skewed
`dpdmax_851P` is highly skewed (γ1 = 157.2726863)	Skewed
`installmentamount_644A` is highly skewed (γ1 = 204.4856852)	Skewed
`installmentamount_833A` is highly skewed (γ1 = 48.18237574)	Skewed
`instlamount_892A` is highly skewed (γ1 = 175.6797601)	Skewed
`interestrateyearly_538L` is highly skewed (γ1 = 50.23514402)	Skewed
`maxdebtpduevalodued_3940955A` is highly skewed (γ1 = 141.928446)	Skewed
`overdueamountmax_950A` is highly skewed (γ1 = 141.6572117)	Skewed
`pmtdaysoverdue_1135P` is highly skewed (γ1 = 141.7641911)	Skewed
`residualamount_1093A` is highly skewed (γ1 = 126.984251)	Skewed
`totalamount_503A` is highly skewed (γ1 = 171.5859115)	Skewed
`totalamount_881A` is highly skewed (γ1 = 55.21379928)	Skewed
`credlmt_1052A` has 7143 (8.3%) zeros	Zeros
`credlmt_228A` has 4484 (5.2%) zeros	Zeros
`credlmt_3940954A` has 9947 (11.6%) zeros	Zeros
`debtpastduevalue_732A` has 74968 (87.4%) zeros	Zeros
`debtvalue_227A` has 1090 (1.3%) zeros	Zeros
`dpd_550P` has 47788 (55.7%) zeros	Zeros
`dpd_733P` has 46181 (53.8%) zeros	Zeros
`dpdmax_851P` has 55895 (65.2%) zeros	Zeros
`installmentamount_644A` has 46141 (53.8%) zeros	Zeros
`installmentamount_833A` has 10054 (11.7%) zeros	Zeros
`interestrateyearly_538L` has 4116 (4.8%) zeros	Zeros
`maxdebtpduevalodued_3940955A` has 56144 (65.4%) zeros	Zeros
`num_group1` has 36500 (42.5%) zeros	Zeros
`overdueamountmax_950A` has 56003 (65.3%) zeros	Zeros
`pmtdaysoverdue_1135P` has 75023 (87.4%) zeros	Zeros
`pmtnumpending_403L` has 1130 (1.3%) zeros	Zeros
`residualamount_1093A` has 16124 (18.8%) zeros	Zeros
`residualamount_127A` has 9632 (11.2%) zeros	Zeros
`residualamount_3940956A` has 14293 (16.7%) zeros	Zeros
`totalamount_503A` has 7143 (8.3%) zeros	Zeros
`totalamount_881A` has 4481 (5.2%) zeros	Zeros

Reproduction

Analysis started	2024-02-13 19:52:58.472378
Analysis finished	2024-02-13 19:53:01.167110
Duration	2.69 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

case_id
Real number (ℝ)

Distinct	36500
Distinct (%)	42.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1218998.116

Minimum	467
Maximum	2703436
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	467
5-th percentile	127597
Q1	727201
median	1413976
Q3	1778253
95-th percentile	1938955
Maximum	2703436
Range	2702969
Interquartile range (IQR)	1051052

Descriptive statistics

Standard deviation	686332.0161
Coefficient of variation (CV)	0.5630295956
Kurtosis	-0.9351035525
Mean	1218998.116
Median Absolute Deviation (MAD)	462031
Skewness	-0.2682179975
Sum	1.045790673 × 10¹¹
Variance	4.710516364 × 10¹¹
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1858096	21	< 0.1%
1640901	17	< 0.1%
1394674	14	< 0.1%
1923954	14	< 0.1%
248503	13	< 0.1%
179913	13	< 0.1%
1945145	12	< 0.1%
1019053	12	< 0.1%
1642444	11	< 0.1%
1828337	11	< 0.1%
Other values (36490)	85653	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
467	3	< 0.1%
1445	5	< 0.1%
1934	3	< 0.1%
3159	1	< 0.1%
3208	2	< 0.1%

Value	Count	Frequency (%)
2703436	2	< 0.1%
2703377	1	< 0.1%
2703357	2	< 0.1%
2702661	1	< 0.1%
2701996	1	< 0.1%

amount_1115A
Real number (ℝ)

MISSING SKEWED

Distinct	20526
Distinct (%)	47.0%
Missing	42110
Missing (%)	49.1%
Infinite	0
Infinite (%)	0.0%
Mean	214110.4892

Minimum	0.2
Maximum	54833332
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0.2
5-th percentile	9586.8
Q1	25998
median	60000
Q3	160000
95-th percentile	880000
Maximum	54833332
Range	54833331.8
Interquartile range (IQR)	134002

Descriptive statistics

Standard deviation	691019.6024
Coefficient of variation (CV)	3.227397243
Kurtosis	1617.398746
Mean	214110.4892
Median Absolute Deviation (MAD)	41960
Skewness	27.97850839
Sum	9352560278
Variance	4.77508091 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	1136	1.3%
200000	769	0.9%
40000	648	0.8%
60000	627	0.7%
20000	496	0.6%
30000	492	0.6%
80000	331	0.4%
400000	322	0.4%
120000	316	0.4%
300000	294	0.3%
Other values (20516)	38250	44.6%
(Missing)	42110	49.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2	2	< 0.1%
400	1	< 0.1%
820	1	< 0.1%
1000	15	< 0.1%
1080	1	< 0.1%

Value	Count	Frequency (%)
54833332	1	< 0.1%
46000000	1	< 0.1%
34128892	1	< 0.1%
24937030	1	< 0.1%
20731800	1	< 0.1%

classificationofcontr_1114M
Text

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	670.4 KiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	686328
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ea6782cc
2nd row	ea6782cc
3rd row	ea6782cc
4th row	ea6782cc
5th row	01f63ac8

Value	Count	Frequency (%)
ea6782cc	67530	78.7%
01f63ac8	7405	8.6%
00135d9c	4794	5.6%
a55475b1	4060	4.7%
07b11743	1144	1.3%
9b63302f	593	0.7%
1cf4e481	182	0.2%
8b9a3257	45	0.1%
90c587b1	27	< 0.1%
436d55c2	11	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
c	147479	21.5%
a	79040	11.5%
6	75539	11.0%
8	75189	11.0%
7	73950	10.8%
2	68179	9.9%
e	67712	9.9%
1	18938	2.8%
0	18757	2.7%
5	17068	2.5%
Other values (6)	44477	6.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	373243	54.4%
Lowercase Letter	313085	45.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
6	75539	20.2%
8	75189	20.1%
7	73950	19.8%
2	68179	18.3%
1	18938	5.1%
0	18757	5.0%
5	17068	4.6%
3	14585	3.9%
4	5579	1.5%
9	5459	1.5%

Lowercase Letter

Value	Count	Frequency (%)
c	147479	47.1%
a	79040	25.2%
e	67712	21.6%
f	8180	2.6%
b	5869	1.9%
d	4805	1.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	373243	54.4%
Latin	313085	45.6%

Most frequent character per script

Common

Value	Count	Frequency (%)
6	75539	20.2%
8	75189	20.1%
7	73950	19.8%
2	68179	18.3%
1	18938	5.1%
0	18757	5.0%
5	17068	4.6%
3	14585	3.9%
4	5579	1.5%
9	5459	1.5%

Latin

Value	Count	Frequency (%)
c	147479	47.1%
a	79040	25.2%
e	67712	21.6%
f	8180	2.6%
b	5869	1.9%
d	4805	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	686328	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
c	147479	21.5%
a	79040	11.5%
6	75539	11.0%
8	75189	11.0%
7	73950	10.8%
2	68179	9.9%
e	67712	9.9%
1	18938	2.8%
0	18757	2.7%
5	17068	2.5%
Other values (6)	44477	6.5%

contractdate_551D
Text

MISSING

Distinct	4075
Distinct (%)	5.0%
Missing	3892
Missing (%)	4.5%
Memory size	670.4 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	818990
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	452 ?
Unique (%)	0.6%

Sample

1st row	2011-06-15
2nd row	2019-01-04
3rd row	2016-10-25
4th row	2015-01-30
5th row	2014-09-12

Value	Count	Frequency (%)
2019-06-28	148	0.2%
2019-07-04	142	0.2%
2019-07-31	138	0.2%
2019-01-04	137	0.2%
2019-11-29	137	0.2%
2019-09-06	137	0.2%
2019-09-09	136	0.2%
2019-07-01	134	0.2%
2019-04-26	134	0.2%
2018-12-07	133	0.2%
Other values (4065)	80523	98.3%

Most occurring characters

Value	Count	Frequency (%)
0	190732	23.3%
-	163798	20.0%
1	145553	17.8%
2	139949	17.1%
9	47714	5.8%
8	34130	4.2%
7	23509	2.9%
3	22102	2.7%
6	18199	2.2%
4	16819	2.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	655192	80.0%
Dash Punctuation	163798	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	190732	29.1%
1	145553	22.2%
2	139949	21.4%
9	47714	7.3%
8	34130	5.2%
7	23509	3.6%
3	22102	3.4%
6	18199	2.8%
4	16819	2.6%
5	16485	2.5%

Dash Punctuation

Value	Count	Frequency (%)
-	163798	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	818990	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	190732	23.3%
-	163798	20.0%
1	145553	17.8%
2	139949	17.1%
9	47714	5.8%
8	34130	4.2%
7	23509	2.9%
3	22102	2.7%
6	18199	2.2%
4	16819	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	818990	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	190732	23.3%
-	163798	20.0%
1	145553	17.8%
2	139949	17.1%
9	47714	5.8%
8	34130	4.2%
7	23509	2.9%
3	22102	2.7%
6	18199	2.2%
4	16819	2.1%

contractmaturitydate_151D
Text

MISSING

Distinct	4537
Distinct (%)	5.6%
Missing	4079
Missing (%)	4.8%
Memory size	670.4 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	817120
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1679 ?
Unique (%)	2.1%

Sample

1st row	2031-06-13
2nd row	2021-08-04
3rd row	2019-10-25
4th row	2021-01-30
5th row	2021-09-12

Value	Count	Frequency (%)
2021-10-14	283	0.3%
2021-11-14	248	0.3%
2021-05-14	245	0.3%
2021-09-14	226	0.3%
2022-03-14	190	0.2%
2024-07-14	175	0.2%
2021-08-14	162	0.2%
2022-01-14	160	0.2%
2020-12-15	149	0.2%
2021-01-04	149	0.2%
Other values (4527)	79725	97.6%

Most occurring characters

Value	Count	Frequency (%)
2	209824	25.7%
0	209324	25.6%
-	163424	20.0%
1	107932	13.2%
9	23014	2.8%
3	21709	2.7%
4	19772	2.4%
8	16291	2.0%
5	15736	1.9%
7	15380	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	653696	80.0%
Dash Punctuation	163424	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	209824	32.1%
0	209324	32.0%
1	107932	16.5%
9	23014	3.5%
3	21709	3.3%
4	19772	3.0%
8	16291	2.5%
5	15736	2.4%
7	15380	2.4%
6	14714	2.3%

Dash Punctuation

Value	Count	Frequency (%)
-	163424	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	817120	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	209824	25.7%
0	209324	25.6%
-	163424	20.0%
1	107932	13.2%
9	23014	2.8%
3	21709	2.7%
4	19772	2.4%
8	16291	2.0%
5	15736	1.9%
7	15380	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	817120	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	209824	25.7%
0	209324	25.6%
-	163424	20.0%
1	107932	13.2%
9	23014	2.8%
3	21709	2.7%
4	19772	2.4%
8	16291	2.0%
5	15736	1.9%
7	15380	1.9%

contractst_516M
Text

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	670.4 KiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	686328
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	7241344e
2nd row	7241344e
3rd row	7241344e
4th row	7241344e
5th row	7241344e

Value	Count	Frequency (%)
7241344e	74448	86.8%
a55475b1	4121	4.8%
8f3a197f	1906	2.2%
0dc85f9d	1243	1.4%
a52d5641	939	1.1%
dd67cff0	879	1.0%
b919198c	834	1.0%
04bf6e27	579	0.7%
885ce291	432	0.5%
83931972	177	0.2%
Other values (5)	233	0.3%

Most occurring characters

Value	Count	Frequency (%)
4	229199	33.4%
1	83703	12.2%
7	82209	12.0%
3	76922	11.2%
2	76708	11.2%
e	75661	11.0%
5	15947	2.3%
f	7525	1.1%
a	6966	1.0%
9	6438	0.9%
Other values (6)	25050	3.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	581730	84.8%
Lowercase Letter	104598	15.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	229199	39.4%
1	83703	14.4%
7	82209	14.1%
3	76922	13.2%
2	76708	13.2%
5	15947	2.7%
9	6438	1.1%
8	5036	0.9%
0	2854	0.5%
6	2714	0.5%

Lowercase Letter

Value	Count	Frequency (%)
e	75661	72.3%
f	7525	7.2%
a	6966	6.7%
b	5536	5.3%
d	5404	5.2%
c	3506	3.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	581730	84.8%
Latin	104598	15.2%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	229199	39.4%
1	83703	14.4%
7	82209	14.1%
3	76922	13.2%
2	76708	13.2%
5	15947	2.7%
9	6438	1.1%
8	5036	0.9%
0	2854	0.5%
6	2714	0.5%

Latin

Value	Count	Frequency (%)
e	75661	72.3%
f	7525	7.2%
a	6966	6.7%
b	5536	5.3%
d	5404	5.2%
c	3506	3.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	686328	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	229199	33.4%
1	83703	12.2%
7	82209	12.0%
3	76922	11.2%
2	76708	11.2%
e	75661	11.0%
5	15947	2.3%
f	7525	1.1%
a	6966	1.0%
9	6438	0.9%
Other values (6)	25050	3.6%

contracttype_653M
Text

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	670.4 KiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	686328
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8 ?
Unique (%)	< 0.1%

Sample

1st row	724be82a
2nd row	724be82a
3rd row	4257cbed
4th row	1c9c5356
5th row	724be82a

Value	Count	Frequency (%)
4257cbed	41626	48.5%
1c9c5356	37508	43.7%
a55475b1	3892	4.5%
724be82a	699	0.8%
5015212e	550	0.6%
6f84dcc8	395	0.5%
f4e17141	356	0.4%
c6678a8f	198	0.2%
60e784d6	155	0.2%
37b13a3f	148	0.2%
Other values (15)	264	0.3%

Most occurring characters

Value	Count	Frequency (%)
5	129438	18.9%
c	117747	17.2%
4	47723	7.0%
7	47290	6.9%
b	46499	6.8%
2	44267	6.4%
1	43932	6.4%
e	43460	6.3%
d	42291	6.2%
6	38755	5.6%
Other values (6)	84926	12.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	430188	62.7%
Lowercase Letter	256140	37.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	129438	30.1%
4	47723	11.1%
7	47290	11.0%
2	44267	10.3%
1	43932	10.2%
6	38755	9.0%
3	38135	8.9%
9	37651	8.8%
8	2079	0.5%
0	918	0.2%

Lowercase Letter

Value	Count	Frequency (%)
c	117747	46.0%
b	46499	18.2%
e	43460	17.0%
d	42291	16.5%
a	4995	2.0%
f	1148	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	430188	62.7%
Latin	256140	37.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	129438	30.1%
4	47723	11.1%
7	47290	11.0%
2	44267	10.3%
1	43932	10.2%
6	38755	9.0%
3	38135	8.9%
9	37651	8.8%
8	2079	0.5%
0	918	0.2%

Latin

Value	Count	Frequency (%)
c	117747	46.0%
b	46499	18.2%
e	43460	17.0%
d	42291	16.5%
a	4995	2.0%
f	1148	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	686328	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	129438	18.9%
c	117747	17.2%
4	47723	7.0%
7	47290	6.9%
b	46499	6.8%
2	44267	6.4%
1	43932	6.4%
e	43460	6.3%
d	42291	6.2%
6	38755	5.6%
Other values (6)	84926	12.4%

credlmt_1052A
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	9634
Distinct (%)	34.9%
Missing	58210
Missing (%)	67.9%
Infinite	0
Infinite (%)	0.0%
Mean	178935.6498

Minimum	0
Maximum	796800000
Zeros	7143
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	36184
Q3	121778
95-th percentile	348000
Maximum	796800000
Range	796800000
Interquartile range (IQR)	121778

Descriptive statistics

Standard deviation	5274021.553
Coefficient of variation (CV)	29.47440356
Kurtosis	19120.24246
Mean	178935.6498
Median Absolute Deviation (MAD)	36184
Skewness	130.7937608
Sum	4935224157
Variance	2.781530334 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7143	8.3%
10000	1308	1.5%
20000	881	1.0%
30000	514	0.6%
200000	465	0.5%
100000	367	0.4%
40000	302	0.4%
60000	200	0.2%
120000	183	0.2%
50000	174	0.2%
Other values (9624)	16044	18.7%
(Missing)	58210	67.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7143	8.3%
31.4	1	< 0.1%
50	2	< 0.1%
326	1	< 0.1%
821.4	1	< 0.1%

Value	Count	Frequency (%)
796800000	1	< 0.1%
260000000	1	< 0.1%
140000000	1	< 0.1%
119290000	1	< 0.1%
77800000	1	< 0.1%

credlmt_228A
Real number (ℝ)

MISSING ZEROS

Distinct	3535
Distinct (%)	21.9%
Missing	69661
Missing (%)	81.2%
Infinite	0
Infinite (%)	0.0%
Mean	52317.52293

Minimum	0
Maximum	4420000
Zeros	4484
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	22600
Q3	60000
95-th percentile	179873.3745
Maximum	4420000
Range	4420000
Interquartile range (IQR)	60000

Descriptive statistics

Standard deviation	128082.4582
Coefficient of variation (CV)	2.448175124
Kurtosis	296.6663376
Mean	52317.52293
Median Absolute Deviation (MAD)	22600
Skewness	13.50831079
Sum	843881644.8
Variance	1.640511609 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4484	5.2%
10000	1001	1.2%
20000	824	1.0%
30000	411	0.5%
40000	261	0.3%
50000	200	0.2%
60000	166	0.2%
58000	163	0.2%
70000	138	0.2%
46000	136	0.2%
Other values (3525)	8346	9.7%
(Missing)	69661	81.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4484	5.2%
0.2	18	< 0.1%
2.8	1	< 0.1%
6.046	1	< 0.1%
10.400001	1	< 0.1%

Value	Count	Frequency (%)
4420000	1	< 0.1%
4230000	1	< 0.1%
3200000	1	< 0.1%
2957235.2	2	< 0.1%
2760000	1	< 0.1%

credlmt_3940954A
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	9659
Distinct (%)	25.3%
Missing	47573
Missing (%)	55.5%
Infinite	0
Infinite (%)	0.0%
Mean	130360.3435

Minimum	0
Maximum	300000000
Zeros	9947
Zeros (%)	11.6%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	20000
Q3	78000
95-th percentile	287418.783
Maximum	300000000
Range	300000000
Interquartile range (IQR)	78000

Descriptive statistics

Standard deviation	2570305.488
Coefficient of variation (CV)	19.71692785
Kurtosis	8440.214432
Mean	130360.3435
Median Absolute Deviation (MAD)	20000
Skewness	84.25533078
Sum	4982111610
Variance	6.606470301 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9947	11.6%
10000	3810	4.4%
20000	2996	3.5%
30000	1642	1.9%
200000	735	0.9%
100000	569	0.7%
40000	395	0.5%
60000	247	0.3%
80000	206	0.2%
120000	193	0.2%
Other values (9649)	17478	20.4%
(Missing)	47573	55.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9947	11.6%
0.2	3	< 0.1%
16.6	1	< 0.1%
20.800001	1	< 0.1%
31.4	1	< 0.1%

Value	Count	Frequency (%)
300000000	1	< 0.1%
260000000	1	< 0.1%
180000000	1	< 0.1%
119290000	1	< 0.1%
100000000	1	< 0.1%

credor_3940957M
Text

Distinct	151
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	670.4 KiB

Length

Max length	12
Median length	8
Mean length	8.23032719
Min length	8

Characters and Unicode

Total characters	706088
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	37 ?
Unique (%)	< 0.1%

Sample

1st row	P164_34_168
2nd row	P164_34_168
3rd row	c5a72b57
4th row	b619fa46
5th row	74bd67a8

Value	Count	Frequency (%)
b619fa46	31183	36.3%
p0_31_66	19199	22.4%
p33_61_72	5889	6.9%
c5a72b57	5554	6.5%
a55475b1	3892	4.5%
a7a613e0	3586	4.2%
50babcd4	2481	2.9%
p133_127_114	2353	2.7%
74bd67a8	1478	1.7%
9325d851	1346	1.6%
Other values (141)	8830	10.3%

Most occurring characters

Value	Count	Frequency (%)
6	119047	16.9%
1	81108	11.5%
a	58727	8.3%
_	58104	8.2%
b	53206	7.5%
4	46882	6.6%
3	45311	6.4%
9	37144	5.3%
f	33749	4.8%
5	32379	4.6%
Other values (8)	140431	19.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	449596	63.7%
Lowercase Letter	169336	24.0%
Connector Punctuation	58104	8.2%
Uppercase Letter	29052	4.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
6	119047	26.5%
1	81108	18.0%
4	46882	10.4%
3	45311	10.1%
9	37144	8.3%
5	32379	7.2%
7	32317	7.2%
0	28319	6.3%
2	19149	4.3%
8	7940	1.8%

Lowercase Letter

Value	Count	Frequency (%)
a	58727	34.7%
b	53206	31.4%
f	33749	19.9%
c	10834	6.4%
d	7214	4.3%
e	5606	3.3%

Connector Punctuation

Value	Count	Frequency (%)
_	58104	100.0%

Uppercase Letter

Value	Count	Frequency (%)
P	29052	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	507700	71.9%
Latin	198388	28.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
6	119047	23.4%
1	81108	16.0%
_	58104	11.4%
4	46882	9.2%
3	45311	8.9%
9	37144	7.3%
5	32379	6.4%
7	32317	6.4%
0	28319	5.6%
2	19149	3.8%

Latin

Value	Count	Frequency (%)
a	58727	29.6%
b	53206	26.8%
f	33749	17.0%
P	29052	14.6%
c	10834	5.5%
d	7214	3.6%
e	5606	2.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	706088	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	119047	16.9%
1	81108	11.5%
a	58727	8.3%
_	58104	8.2%
b	53206	7.5%
4	46882	6.6%
3	45311	6.4%
9	37144	5.3%
f	33749	4.8%
5	32379	4.6%
Other values (8)	140431	19.9%

credquantity_1099L
Real number (ℝ)

MISSING

Distinct	14
Distinct (%)	< 0.1%
Missing	32773
Missing (%)	38.2%
Infinite	0
Infinite (%)	0.0%
Mean	1.544739522

Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	3
Maximum	16
Range	15
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8641899014
Coefficient of variation (CV)	0.5594405328
Kurtosis	11.37325653
Mean	1.544739522
Median Absolute Deviation (MAD)	0
Skewness	2.476195909
Sum	81899
Variance	0.7468241857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
1	32682	38.1%
2	14562	17.0%
3	4054	4.7%
4	1117	1.3%
5	359	0.4%
6	137	0.2%
7	56	0.1%
8	31	< 0.1%
9	9	< 0.1%
10	5	< 0.1%
Other values (4)	6	< 0.1%
(Missing)	32773	38.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	32682	38.1%
2	14562	17.0%
3	4054	4.7%
4	1117	1.3%
5	359	0.4%

Value	Count	Frequency (%)
16	1	< 0.1%
13	1	< 0.1%
12	2	< 0.1%
11	2	< 0.1%
10	5	< 0.1%

credquantity_984L
Real number (ℝ)

MISSING

Distinct	72
Distinct (%)	0.2%
Missing	39563
Missing (%)	46.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.565220213

Minimum	1
Maximum	146
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	6
95-th percentile	14
Maximum	146
Range	145
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	5.170388073
Coefficient of variation (CV)	1.132560497
Kurtosis	37.57028269
Mean	4.565220213
Median Absolute Deviation (MAD)	2
Skewness	3.974553327
Sum	211041
Variance	26.73291282
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	13723	16.0%
2	8000	9.3%
3	5162	6.0%
4	3790	4.4%
5	3000	3.5%
6	2314	2.7%
7	1912	2.2%
8	1508	1.8%
9	1199	1.4%
10	1015	1.2%
Other values (62)	4605	5.4%
(Missing)	39563	46.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	13723	16.0%
2	8000	9.3%
3	5162	6.0%
4	3790	4.4%
5	3000	3.5%

Value	Count	Frequency (%)
146	1	< 0.1%
93	1	< 0.1%
91	1	< 0.1%
82	2	< 0.1%
79	2	< 0.1%

debtpastduevalue_732A
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	5853
Distinct (%)	7.2%
Missing	4574
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%
Mean	3791.878351

Minimum	0
Maximum	41138710
Zeros	74968
Zeros (%)	87.4%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4262.212
Maximum	41138710
Range	41138710
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	158238.0605
Coefficient of variation (CV)	41.73078508
Kurtosis	57161.56818
Mean	3791.878351
Median Absolute Deviation (MAD)	0
Skewness	227.1087697
Sum	307964984
Variance	2.503928379 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	74968	87.4%
0.2	22	< 0.1%
7800	14	< 0.1%
2600	12	< 0.1%
11200	10	< 0.1%
5200	10	< 0.1%
20	10	< 0.1%
10400	9	< 0.1%
8000	9	< 0.1%
14	8	< 0.1%
Other values (5843)	6145	7.2%
(Missing)	4574	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	74968	87.4%
0.022	1	< 0.1%
0.032	1	< 0.1%
0.051999997	1	< 0.1%
0.056	1	< 0.1%

Value	Count	Frequency (%)
41138710	1	< 0.1%
14656629	1	< 0.1%
5044352	1	< 0.1%
4675593.5	1	< 0.1%
3076680.8	1	< 0.1%

debtvalue_227A
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	41241
Distinct (%)	94.4%
Missing	42110
Missing (%)	49.1%
Infinite	0
Infinite (%)	0.0%
Mean	165118.3306

Minimum	0
Maximum	41619050
Zeros	1090
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	2530.4001
Q1	12946
median	35893.414
Q3	110801.625
95-th percentile	697153.75
Maximum	41619050
Range	41619050
Interquartile range (IQR)	97855.625

Descriptive statistics

Standard deviation	550497.1326
Coefficient of variation (CV)	3.333955295
Kurtosis	1028.157633
Mean	165118.3306
Median Absolute Deviation (MAD)	28933.556
Skewness	20.95291114
Sum	7212533800
Variance	3.03047093 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1090	1.3%
60000	37	< 0.1%
100000	32	< 0.1%
20000	31	< 0.1%
2600	28	< 0.1%
5200	27	< 0.1%
8000	26	< 0.1%
40000	24	< 0.1%
4000	24	< 0.1%
200000	22	< 0.1%
Other values (41231)	42340	49.4%
(Missing)	42110	49.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1090	1.3%
0.2	19	< 0.1%
2.75	1	< 0.1%
3.266	1	< 0.1%
5.4	1	< 0.1%

Value	Count	Frequency (%)
41619050	1	< 0.1%
23793790	1	< 0.1%
22537060	1	< 0.1%
19998358	1	< 0.1%
19842902	1	< 0.1%

dpd_550P
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	4871
Distinct (%)	9.2%
Missing	32773
Missing (%)	38.2%
Infinite	0
Infinite (%)	0.0%
Mean	25696.7525

Minimum	0
Maximum	207823776
Zeros	47788
Zeros (%)	55.7%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	37316.35
Maximum	207823776
Range	207823776
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	968643.4449
Coefficient of variation (CV)	37.69516965
Kurtosis	40360.64974
Mean	25696.7525
Median Absolute Deviation (MAD)	0
Skewness	192.5710284
Sum	1362390424
Variance	9.382701233 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47788	55.7%
1	12	< 0.1%
90	11	< 0.1%
45	7	< 0.1%
14400	7	< 0.1%
18	7	< 0.1%
4	7	< 0.1%
35100	7	< 0.1%
12780	6	< 0.1%
2	6	< 0.1%
Other values (4861)	5160	6.0%
(Missing)	32773	38.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47788	55.7%
1	12	< 0.1%
2	6	< 0.1%
3	1	< 0.1%
4	7	< 0.1%

Value	Count	Frequency (%)
207823776	1	< 0.1%
65954828	1	< 0.1%
21040168	1	< 0.1%
13845062	1	< 0.1%
12560014	1	< 0.1%

dpd_733P
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	42
Distinct (%)	0.1%
Missing	39563
Missing (%)	46.1%
Infinite	0
Infinite (%)	0.0%
Mean	372.2601021

Minimum	0
Maximum	15443942
Zeros	46181
Zeros (%)	53.8%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	15443942
Range	15443942
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	71871.36749
Coefficient of variation (CV)	193.0676081
Kurtosis	46121.09907
Mean	372.2601021
Median Absolute Deviation (MAD)	0
Skewness	214.6372448
Sum	17208840
Variance	5165493464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	46181	53.8%
1	5	< 0.1%
180000	2	< 0.1%
32412	2	< 0.1%
3577	1	< 0.1%
11	1	< 0.1%
13966	1	< 0.1%
55583	1	< 0.1%
20175	1	< 0.1%
18108	1	< 0.1%
Other values (32)	32	< 0.1%
(Missing)	39563	46.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46181	53.8%
1	5	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
15443942	1	< 0.1%
277950	1	< 0.1%
234000	1	< 0.1%
197133	1	< 0.1%
180000	2	< 0.1%

dpdmax_851P
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	20157
Distinct (%)	24.8%
Missing	4567
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%
Mean	35378.96084

Minimum	0
Maximum	185124192
Zeros	55895
Zeros (%)	65.2%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7073.5
95-th percentile	82074.85
Maximum	185124192
Range	185124192
Interquartile range (IQR)	7073.5

Descriptive statistics

Standard deviation	877296.7937
Coefficient of variation (CV)	24.7971329
Kurtosis	29327.89094
Mean	35378.96084
Median Absolute Deviation (MAD)	0
Skewness	157.2726863
Sum	2873620715
Variance	7.696496642 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	55895	65.2%
1	45	0.1%
3	32	< 0.1%
45	31	< 0.1%
4	26	< 0.1%
18	25	< 0.1%
8	24	< 0.1%
27	24	< 0.1%
7	24	< 0.1%
2	23	< 0.1%
Other values (20147)	25075	29.2%
(Missing)	4567	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	55895	65.2%
1	45	0.1%
2	23	< 0.1%
3	32	< 0.1%
4	26	< 0.1%

Value	Count	Frequency (%)
185124192	1	< 0.1%
120050072	1	< 0.1%
65954828	1	< 0.1%
52138384	1	< 0.1%
38912444	1	< 0.1%

dpdmaxdatemonth_804T
Real number (ℝ)

MISSING

Distinct	12
Distinct (%)	< 0.1%
Missing	4567
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%
Mean	6.610262976

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.485598536
Coefficient of variation (CV)	0.527301039
Kurtosis	-1.224323176
Mean	6.610262976
Median Absolute Deviation (MAD)	3
Skewness	-0.06871844396
Sum	536912
Variance	12.14939715
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
10	7592	8.8%
1	7175	8.4%
7	7101	8.3%
12	7058	8.2%
11	6999	8.2%
2	6853	8.0%
9	6825	8.0%
8	6780	7.9%
5	6685	7.8%
4	6375	7.4%
Other values (2)	11781	13.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7175	8.4%
2	6853	8.0%
3	5519	6.4%
4	6375	7.4%
5	6685	7.8%

Value	Count	Frequency (%)
12	7058	8.2%
11	6999	8.2%
10	7592	8.8%
9	6825	8.0%
8	6780	7.9%

dpdmaxdateyear_742T
Real number (ℝ)

MISSING

Distinct	15
Distinct (%)	< 0.1%
Missing	4567
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%
Mean	2018.226226

Minimum	1900
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	1900
5-th percentile	2014
Q1	2018
median	2019
Q3	2019
95-th percentile	2020
Maximum	2020
Range	120
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.783527979
Coefficient of variation (CV)	0.0008837106343
Kurtosis	240.9401748
Mean	2018.226226
Median Absolute Deviation (MAD)	1
Skewness	-5.317593134
Sum	163928407
Variance	3.180972051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
2019	36628	42.7%
2018	16003	18.7%
2020	12455	14.5%
2017	5490	6.4%
2016	3265	3.8%
2015	2992	3.5%
2014	1822	2.1%
2013	1400	1.6%
2012	636	0.7%
2011	404	0.5%
Other values (5)	129	0.2%
(Missing)	4567	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1900	1	< 0.1%
2007	6	< 0.1%
2008	11	< 0.1%
2009	53	0.1%
2010	58	0.1%

Value	Count	Frequency (%)
2020	12455	14.5%
2019	36628	42.7%
2018	16003	18.7%
2017	5490	6.4%
2016	3265	3.8%

installmentamount_644A
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	83
Distinct (%)	0.2%
Missing	39563
Missing (%)	46.1%
Infinite	0
Infinite (%)	0.0%
Mean	347.6580292

Minimum	0
Maximum	11418603
Zeros	46141
Zeros (%)	53.8%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	11418603
Range	11418603
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	54110.26234
Coefficient of variation (CV)	155.6422052
Kurtosis	42939.42488
Mean	347.6580292
Median Absolute Deviation (MAD)	0
Skewness	204.4856852
Sum	16071535.38
Variance	2927920490
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46141	53.8%
0.2	5	< 0.1%
7202.6	2	< 0.1%
3.8	1	< 0.1%
348081.72	1	< 0.1%
4.6	1	< 0.1%
15.2	1	< 0.1%
683310.44	1	< 0.1%
1638.4	1	< 0.1%
4024	1	< 0.1%
Other values (73)	73	0.1%
(Missing)	39563	46.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46141	53.8%
0.2	5	< 0.1%
0.6	1	< 0.1%
1	1	< 0.1%
1.2	1	< 0.1%

Value	Count	Frequency (%)
11418603	1	< 0.1%
2036521.2	1	< 0.1%
683310.44	1	< 0.1%
382066.44	1	< 0.1%
348081.72	1	< 0.1%

installmentamount_833A
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	41972
Distinct (%)	79.2%
Missing	32773
Missing (%)	38.2%
Infinite	0
Infinite (%)	0.0%
Mean	156888.8613

Minimum	0
Maximum	69658536
Zeros	10054
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6116.5
median	36264.387
Q3	128580.45
95-th percentile	618368.794
Maximum	69658536
Range	69658536
Interquartile range (IQR)	122463.95

Descriptive statistics

Standard deviation	626662.6669
Coefficient of variation (CV)	3.994309485
Kurtosis	4336.629935
Mean	156888.8613
Median Absolute Deviation (MAD)	36264.387
Skewness	48.18237574
Sum	8317933650
Variance	3.927060981 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10054	11.7%
200000	38	< 0.1%
100000	34	< 0.1%
20000	32	< 0.1%
10000	23	< 0.1%
30000	21	< 0.1%
60000	21	< 0.1%
40000	17	< 0.1%
4000	15	< 0.1%
6000	12	< 0.1%
Other values (41962)	42751	49.8%
(Missing)	32773	38.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10054	11.7%
0.2	6	< 0.1%
0.4	1	< 0.1%
0.42	1	< 0.1%
0.578	1	< 0.1%

Value	Count	Frequency (%)
69658536	1	< 0.1%
54055732	1	< 0.1%
41619050	1	< 0.1%
19842902	1	< 0.1%
19506366	1	< 0.1%

instlamount_892A
Real number (ℝ)

MISSING SKEWED

Distinct	31159
Distinct (%)	71.6%
Missing	42298
Missing (%)	49.3%
Infinite	0
Infinite (%)	0.0%
Mean	9814.832671

Minimum	0
Maximum	41138710
Zeros	529
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1085.6
Q1	2372.6
median	4228.2
Q3	7804.8003
95-th percentile	22573.2098
Maximum	41138710
Range	41138710
Interquartile range (IQR)	5432.2003

Descriptive statistics

Standard deviation	211973.8004
Coefficient of variation (CV)	21.59729132
Kurtosis	33114.22922
Mean	9814.832671
Median Absolute Deviation (MAD)	2238.6003
Skewness	175.6797601
Sum	426876517.4
Variance	4.493289206 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	529	0.6%
4098.8604	103	0.1%
2049.4302	88	0.1%
6148.288	77	0.1%
7477.314	70	0.1%
4200.492	62	0.1%
3074.144	62	0.1%
2100.246	55	0.1%
3150.3699	52	0.1%
4000	49	0.1%
Other values (31149)	42346	49.4%
(Missing)	42298	49.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	529	0.6%
0.2	17	< 0.1%
2.176	2	< 0.1%
5.438	1	< 0.1%
9.2	1	< 0.1%

Value	Count	Frequency (%)
41138710	1	< 0.1%
14656629	1	< 0.1%
2606511.8	1	< 0.1%
1918291.6	1	< 0.1%
1773930.4	1	< 0.1%

interesteffectiverate_369L
Real number (ℝ)

MISSING

Distinct	2642
Distinct (%)	27.8%
Missing	76285
Missing (%)	88.9%
Infinite	0
Infinite (%)	0.0%
Mean	504.6123995

Minimum	-1.1
Maximum	73000
Zeros	332
Zeros (%)	0.4%
Negative	1
Negative (%)	< 0.1%
Memory size	670.4 KiB

Quantile statistics

Minimum	-1.1
5-th percentile	0.11
Q1	5.35
median	23.55
Q3	40.59
95-th percentile	52.41
Maximum	73000
Range	73001.1
Interquartile range (IQR)	35.24

Descriptive statistics

Standard deviation	5337.928146
Coefficient of variation (CV)	10.57827384
Kurtosis	153.6385345
Mean	504.6123995
Median Absolute Deviation (MAD)	17.49
Skewness	12.25670472
Sum	4796845.47
Variance	28493476.89
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.12	1103	1.3%
0	332	0.4%
0.11	237	0.3%
5.11	156	0.2%
56	103	0.1%
26.8	87	0.1%
48.02	75	0.1%
30	70	0.1%
48.18	57	0.1%
26.28	55	0.1%
Other values (2632)	7231	8.4%
(Missing)	76285	88.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.1	1	< 0.1%
0	332	0.4%
0.06	1	< 0.1%
0.07	2	< 0.1%
0.08	8	< 0.1%

Value	Count	Frequency (%)
73000	20	< 0.1%
69350	26	< 0.1%
62415	1	< 0.1%
55480	2	< 0.1%
48545	1	< 0.1%

interestrateyearly_538L
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	418
Distinct (%)	1.5%
Missing	56966
Missing (%)	66.4%
Infinite	0
Infinite (%)	0.0%
Mean	52.4933464

Minimum	0
Maximum	46334.1
Zeros	4116
Zeros (%)	4.8%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	39
Q3	42
95-th percentile	45
Maximum	46334.1
Range	46334.1
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	636.0472099
Coefficient of variation (CV)	12.11672056
Kurtosis	3006.402748
Mean	52.4933464
Median Absolute Deviation (MAD)	6
Skewness	50.23514402
Sum	1513120.71
Variance	404556.0532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45	4662	5.4%
0	4116	4.8%
39	2894	3.4%
42	2778	3.2%
0.12	2191	2.6%
40	1339	1.6%
43.3	997	1.2%
43	940	1.1%
40.05	478	0.6%
41.75	415	0.5%
Other values (408)	8015	9.3%
(Missing)	56966	66.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4116	4.8%
0.01	2	< 0.1%
0.02	67	0.1%
0.12	2191	2.6%
0.15	9	< 0.1%

Value	Count	Frequency (%)
46334.1	1	< 0.1%
37133.4	5	< 0.1%
11907.9	3	< 0.1%
9816.7	4	< 0.1%
9816.6	1	< 0.1%

lastupdate_260D
Text

MISSING

Distinct	611
Distinct (%)	0.7%
Missing	3892
Missing (%)	4.5%
Memory size	670.4 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	818990
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	31 ?
Unique (%)	< 0.1%

Sample

1st row	2019-01-20
2nd row	2019-01-20
3rd row	2019-01-10
4th row	2019-01-19
5th row	2019-01-13

Value	Count	Frequency (%)
2019-11-23	1585	1.9%
2020-01-08	1124	1.4%
2019-06-14	1084	1.3%
2019-10-11	1071	1.3%
2019-10-26	1042	1.3%
2019-07-17	1017	1.2%
2019-12-06	985	1.2%
2020-09-01	897	1.1%
2019-07-14	879	1.1%
2019-06-13	857	1.0%
Other values (601)	71358	87.1%

Most occurring characters

Value	Count	Frequency (%)
0	221989	27.1%
-	163798	20.0%
2	162455	19.8%
1	120883	14.8%
9	56228	6.9%
3	18684	2.3%
6	18493	2.3%
7	17680	2.2%
5	14016	1.7%
4	12582	1.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	655192	80.0%
Dash Punctuation	163798	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	221989	33.9%
2	162455	24.8%
1	120883	18.5%
9	56228	8.6%
3	18684	2.9%
6	18493	2.8%
7	17680	2.7%
5	14016	2.1%
4	12582	1.9%
8	12182	1.9%

Dash Punctuation

Value	Count	Frequency (%)
-	163798	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	818990	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	221989	27.1%
-	163798	20.0%
2	162455	19.8%
1	120883	14.8%
9	56228	6.9%
3	18684	2.3%
6	18493	2.3%
7	17680	2.2%
5	14016	1.7%
4	12582	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	818990	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	221989	27.1%
-	163798	20.0%
2	162455	19.8%
1	120883	14.8%
9	56228	6.9%
3	18684	2.3%
6	18493	2.3%
7	17680	2.2%
5	14016	1.7%
4	12582	1.5%

maxdebtpduevalodued_3940955A
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	1473
Distinct (%)	1.8%
Missing	4567
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%
Mean	15.07405233

Minimum	0
Maximum	147470.61
Zeros	56144
Zeros (%)	65.4%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.2
95-th percentile	14.6
Maximum	147470.61
Range	147470.61
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	1036.106798
Coefficient of variation (CV)	68.73445674
Kurtosis	20195.1149
Mean	15.07405233
Median Absolute Deviation (MAD)	0
Skewness	141.928446
Sum	1224374.826
Variance	1073517.296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56144	65.4%
0.2	6127	7.1%
0.4	1898	2.2%
0.6	1454	1.7%
0.8	1244	1.5%
1	895	1.0%
1.6	595	0.7%
1.4	491	0.6%
1.2	479	0.6%
1.8000001	406	0.5%
Other values (1463)	11491	13.4%
(Missing)	4567	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	56144	65.4%
0.2	6127	7.1%
0.4	1898	2.2%
0.6	1454	1.7%
0.8	1244	1.5%

Value	Count	Frequency (%)
147470.61	2	< 0.1%
147448.8	2	< 0.1%
1004.4	1	< 0.1%
1003.60004	1	< 0.1%
967.8	1	< 0.1%

num_group1
Real number (ℝ)

ZEROS

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.011749484

Minimum	0
Maximum	20
Zeros	36500
Zeros (%)	42.5%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	20
Range	20
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.234287688
Coefficient of variation (CV)	1.21995386
Kurtosis	8.072424295
Mean	1.011749484
Median Absolute Deviation (MAD)	1
Skewness	1.993541989
Sum	86799
Variance	1.523466098
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	36500	42.5%
1	27670	32.3%
2	12365	14.4%
3	5506	6.4%
4	2185	2.5%
5	894	1.0%
6	370	0.4%
7	163	0.2%
8	67	0.1%
9	32	< 0.1%
Other values (11)	39	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36500	42.5%
1	27670	32.3%
2	12365	14.4%
3	5506	6.4%
4	2185	2.5%

Value	Count	Frequency (%)
20	1	< 0.1%
19	1	< 0.1%
18	1	< 0.1%
17	1	< 0.1%
16	2	< 0.1%

numberofinstls_810L
Real number (ℝ)

MISSING

Distinct	243
Distinct (%)	0.6%
Missing	42298
Missing (%)	49.3%
Infinite	0
Infinite (%)	0.0%
Mean	30.49626377

Minimum	0
Maximum	358
Zeros	9
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	12
median	22
Q3	36
95-th percentile	84
Maximum	358
Range	358
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	36.0600697
Coefficient of variation (CV)	1.182442216
Kurtosis	19.30316366
Mean	30.49626377
Median Absolute Deviation (MAD)	10
Skewness	3.874254909
Sum	1326374
Variance	1300.328627
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	9274	10.8%
24	5881	6.9%
36	3546	4.1%
18	2644	3.1%
48	2503	2.9%
6	2361	2.8%
1	2029	2.4%
60	1985	2.3%
16	1799	2.1%
30	958	1.1%
Other values (233)	10513	12.3%
(Missing)	42298	49.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9	< 0.1%
1	2029	2.4%
2	4	< 0.1%
3	651	0.8%
4	284	0.3%

Value	Count	Frequency (%)
358	1	< 0.1%
356	1	< 0.1%
336	1	< 0.1%
328	1	< 0.1%
316	1	< 0.1%

overdueamountmax_950A
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	1834
Distinct (%)	2.3%
Missing	4567
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%
Mean	18.25158857

Minimum	0
Maximum	147470.61
Zeros	56003
Zeros (%)	65.3%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.4
95-th percentile	17.6
Maximum	147470.61
Range	147470.61
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	1036.772496
Coefficient of variation (CV)	56.80450729
Kurtosis	20143.54743
Mean	18.25158857
Median Absolute Deviation (MAD)	0
Skewness	141.6572117
Sum	1482467.03
Variance	1074897.208
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56003	65.3%
0.2	3794	4.4%
0.4	1381	1.6%
0.8	1063	1.2%
0.6	1032	1.2%
1	884	1.0%
1.6	632	0.7%
1.4	514	0.6%
1.2	493	0.6%
2.2	480	0.6%
Other values (1824)	14948	17.4%
(Missing)	4567	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	56003	65.3%
0.2	3794	4.4%
0.4	1381	1.6%
0.6	1032	1.2%
0.8	1063	1.2%

Value	Count	Frequency (%)
147470.61	2	< 0.1%
147463.4	1	< 0.1%
147448.8	1	< 0.1%
1016.2	1	< 0.1%
1004.4	1	< 0.1%

overdueamountmaxdatemonth_494T
Real number (ℝ)

MISSING

Distinct	12
Distinct (%)	< 0.1%
Missing	4567
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%
Mean	6.630675662

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.494756984
Coefficient of variation (CV)	0.5270589548
Kurtosis	-1.231697148
Mean	6.630675662
Median Absolute Deviation (MAD)	3
Skewness	-0.07286293658
Sum	538570
Variance	12.21332638
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
10	7730	9.0%
12	7188	8.4%
11	7128	8.3%
1	7115	8.3%
7	7036	8.2%
2	6827	8.0%
9	6730	7.8%
5	6710	7.8%
8	6631	7.7%
6	6284	7.3%
Other values (2)	11845	13.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7115	8.3%
2	6827	8.0%
3	5667	6.6%
4	6178	7.2%
5	6710	7.8%

Value	Count	Frequency (%)
12	7188	8.4%
11	7128	8.3%
10	7730	9.0%
9	6730	7.8%
8	6631	7.7%

overdueamountmaxdateyear_432T
Real number (ℝ)

MISSING

Distinct	15
Distinct (%)	< 0.1%
Missing	4567
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%
Mean	2018.290825

Minimum	1900
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	1900
5-th percentile	2015
Q1	2018
median	2019
Q3	2019
95-th percentile	2020
Maximum	2020
Range	120
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.741405269
Coefficient of variation (CV)	0.0008628118641
Kurtosis	265.4091463
Mean	2018.290825
Median Absolute Deviation (MAD)	1
Skewness	-5.599562516
Sum	163933654
Variance	3.032492312
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
2019	37174	43.3%
2018	15397	17.9%
2020	13388	15.6%
2017	5232	6.1%
2016	3057	3.6%
2015	2922	3.4%
2014	1807	2.1%
2013	1230	1.4%
2012	532	0.6%
2011	395	0.5%
Other values (5)	90	0.1%
(Missing)	4567	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1900	1	< 0.1%
2007	5	< 0.1%
2008	4	< 0.1%
2009	28	< 0.1%
2010	52	0.1%

Value	Count	Frequency (%)
2020	13388	15.6%
2019	37174	43.3%
2018	15397	17.9%
2017	5232	6.1%
2016	3057	3.6%

periodicityofpmts_997L
Text

MISSING

Distinct	5
Distinct (%)	0.2%
Missing	83764
Missing (%)	97.6%
Memory size	670.4 KiB

Length

Max length	42
Median length	29
Mean length	29.07745437
Min length	29

Characters and Unicode

Total characters	58940
Distinct characters	34
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Ежемесячные платежи - 30 дней
2nd row	Ежемесячные платежи - 30 дней
3rd row	Ежемесячные платежи - 30 дней
4th row	Ежемесячные платежи - 30 дней
5th row	Ежемесячные платежи - 30 дней

Value	Count	Frequency (%)
	2011	19.8%
дней	2011	19.8%
платежи	2011	19.8%
ежемесячные	2006	19.8%
30	2006	19.8%
взносы	10	0.1%
с	10	0.1%
нерегулярной	10	0.1%
периодичностью	10	0.1%
срока	6	0.1%
Other values (9)	40	0.4%

Most occurring characters

Value	Count	Frequency (%)
е	10101	17.1%
	8104	13.7%
н	4077	6.9%
ж	4019	6.8%
и	2049	3.5%
с	2048	3.5%
д	2042	3.5%
т	2035	3.5%
а	2027	3.4%
л	2026	3.4%
Other values (24)	20412	34.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	42773	72.6%
Space Separator	8104	13.7%
Decimal Number	4025	6.8%
Uppercase Letter	2027	3.4%
Dash Punctuation	2011	3.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
е	10101	23.6%
н	4077	9.5%
ж	4019	9.4%
и	2049	4.8%
с	2048	4.8%
д	2042	4.8%
т	2035	4.8%
а	2027	4.7%
л	2026	4.7%
я	2022	4.7%
Other values (14)	10327	24.1%

Decimal Number

Value	Count	Frequency (%)
0	2011	50.0%
3	2006	49.8%
1	3	0.1%
8	3	0.1%
9	2	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
Е	2008	99.1%
В	16	0.8%
П	3	0.1%

Space Separator

Value	Count	Frequency (%)
	8104	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2011	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Cyrillic	44800	76.0%
Common	14140	24.0%

Most frequent character per script

Cyrillic

Value	Count	Frequency (%)
е	10101	22.5%
н	4077	9.1%
ж	4019	9.0%
и	2049	4.6%
с	2048	4.6%
д	2042	4.6%
т	2035	4.5%
а	2027	4.5%
л	2026	4.5%
я	2022	4.5%
Other values (17)	12354	27.6%

Common

Value	Count	Frequency (%)
	8104	57.3%
-	2011	14.2%
0	2011	14.2%
3	2006	14.2%
1	3	< 0.1%
8	3	< 0.1%
9	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
Cyrillic	44800	76.0%
ASCII	14140	24.0%

Most frequent character per block

Cyrillic

Value	Count	Frequency (%)
е	10101	22.5%
н	4077	9.1%
ж	4019	9.0%
и	2049	4.6%
с	2048	4.6%
д	2042	4.6%
т	2035	4.5%
а	2027	4.5%
л	2026	4.5%
я	2022	4.5%
Other values (17)	12354	27.6%

ASCII

Value	Count	Frequency (%)
	8104	57.3%
-	2011	14.2%
0	2011	14.2%
3	2006	14.2%
1	3	< 0.1%
8	3	< 0.1%
9	2	< 0.1%

periodicityofpmts_997M
Text

MISSING

Distinct	10
Distinct (%)	< 0.1%
Missing	3272
Missing (%)	3.8%
Memory size	670.4 KiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	660152
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	a55475b1
2nd row	a55475b1
3rd row	a0b598e4
4th row	a55475b1
5th row	a55475b1

Value	Count	Frequency (%)
a55475b1	41057	49.8%
a0b598e4	39348	47.7%
3ecc50a0	1087	1.3%
d479a207	775	0.9%
842dca9f	161	0.2%
9c7cbdb6	60	0.1%
e24bdef1	14	< 0.1%
0a59e5b4	7	< 0.1%
e4c51201	5	< 0.1%
f50a4e2c	5	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
5	163630	24.8%
a	82440	12.5%
4	81372	12.3%
b	80546	12.2%
7	42667	6.5%
0	42314	6.4%
1	41081	6.2%
e	40480	6.1%
9	40351	6.1%
8	39509	6.0%
Other values (6)	5762	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	453031	68.6%
Lowercase Letter	207121	31.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	163630	36.1%
4	81372	18.0%
7	42667	9.4%
0	42314	9.3%
1	41081	9.1%
9	40351	8.9%
8	39509	8.7%
3	1087	0.2%
2	960	0.2%
6	60	< 0.1%

Lowercase Letter

Value	Count	Frequency (%)
a	82440	39.8%
b	80546	38.9%
e	40480	19.5%
c	2465	1.2%
d	1010	0.5%
f	180	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	453031	68.6%
Latin	207121	31.4%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	163630	36.1%
4	81372	18.0%
7	42667	9.4%
0	42314	9.3%
1	41081	9.1%
9	40351	8.9%
8	39509	8.7%
3	1087	0.2%
2	960	0.2%
6	60	< 0.1%

Latin

Value	Count	Frequency (%)
a	82440	39.8%
b	80546	38.9%
e	40480	19.5%
c	2465	1.2%
d	1010	0.5%
f	180	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	660152	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	163630	24.8%
a	82440	12.5%
4	81372	12.3%
b	80546	12.2%
7	42667	6.5%
0	42314	6.4%
1	41081	6.2%
e	40480	6.1%
9	40351	6.1%
8	39509	6.0%
Other values (6)	5762	0.9%

pmtdaysoverdue_1135P
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	1633
Distinct (%)	2.0%
Missing	4574
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%
Mean	71.47861901

Minimum	0
Maximum	663618
Zeros	75023
Zeros (%)	87.4%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	17
Maximum	663618
Range	663618
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4664.51105
Coefficient of variation (CV)	65.25743103
Kurtosis	20163.3094
Mean	71.47861901
Median Absolute Deviation (MAD)	0
Skewness	141.7641911
Sum	5805279
Variance	21757663.34
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	75023	87.4%
1	541	0.6%
2	237	0.3%
3	191	0.2%
4	150	0.2%
7	128	0.1%
8	117	0.1%
9	109	0.1%
5	107	0.1%
6	93	0.1%
Other values (1623)	4521	5.3%
(Missing)	4574	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	75023	87.4%
1	541	0.6%
2	237	0.3%
3	191	0.2%
4	150	0.2%

Value	Count	Frequency (%)
663618	2	< 0.1%
663586	1	< 0.1%
663520	1	< 0.1%
4572	1	< 0.1%
4519	1	< 0.1%

pmtmethod_731M
Text

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	670.4 KiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	686328
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	a55475b1
2nd row	a55475b1
3rd row	e914c86c
4th row	a55475b1
5th row	a55475b1

Value	Count	Frequency (%)
a55475b1	38483	44.9%
f6e26148	24420	28.5%
dbcbe8f8	13463	15.7%
e914c86c	8921	10.4%
d01fcb1e	277	0.3%
5f8f7038	178	0.2%
a7c1fc40	17	< 0.1%
daad4854	14	< 0.1%
b03dfa05	13	< 0.1%
10984579	5	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
5	115659	16.9%
1	72400	10.5%
4	71874	10.5%
b	65699	9.6%
8	60642	8.8%
6	57761	8.4%
e	47081	6.9%
7	38683	5.6%
f	38546	5.6%
a	38541	5.6%
Other values (6)	79442	11.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	451064	65.7%
Lowercase Letter	235264	34.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	115659	25.6%
1	72400	16.1%
4	71874	15.9%
8	60642	13.4%
6	57761	12.8%
7	38683	8.6%
2	24420	5.4%
9	8931	2.0%
0	503	0.1%
3	191	< 0.1%

Lowercase Letter

Value	Count	Frequency (%)
b	65699	27.9%
e	47081	20.0%
f	38546	16.4%
a	38541	16.4%
c	31616	13.4%
d	13781	5.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	451064	65.7%
Latin	235264	34.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	115659	25.6%
1	72400	16.1%
4	71874	15.9%
8	60642	13.4%
6	57761	12.8%
7	38683	8.6%
2	24420	5.4%
9	8931	2.0%
0	503	0.1%
3	191	< 0.1%

Latin

Value	Count	Frequency (%)
b	65699	27.9%
e	47081	20.0%
f	38546	16.4%
a	38541	16.4%
c	31616	13.4%
d	13781	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	686328	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	115659	16.9%
1	72400	10.5%
4	71874	10.5%
b	65699	9.6%
8	60642	8.8%
6	57761	8.4%
e	47081	6.9%
7	38683	5.6%
f	38546	5.6%
a	38541	5.6%
Other values (6)	79442	11.6%

pmtnumpending_403L
Real number (ℝ)

MISSING ZEROS

Distinct	262
Distinct (%)	0.6%
Missing	42111
Missing (%)	49.1%
Infinite	0
Infinite (%)	0.0%
Mean	20.26467491

Minimum	0
Maximum	300
Zeros	1130
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	11
Q3	24
95-th percentile	60
Maximum	300
Range	300
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	29.01741658
Coefficient of variation (CV)	1.431921149
Kurtosis	24.17629055
Mean	20.26467491
Median Absolute Deviation (MAD)	8
Skewness	4.179117427
Sum	885161
Variance	842.0104648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3759	4.4%
6	1862	2.2%
5	1842	2.1%
2	1838	2.1%
3	1832	2.1%
10	1745	2.0%
9	1719	2.0%
7	1699	2.0%
4	1656	1.9%
8	1610	1.9%
Other values (252)	24118	28.1%
(Missing)	42111	49.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1130	1.3%
1	3759	4.4%
2	1838	2.1%
3	1832	2.1%
4	1656	1.9%

Value	Count	Frequency (%)
300	8	< 0.1%
299	3	< 0.1%
298	8	< 0.1%
297	5	< 0.1%
296	5	< 0.1%

purposeofcred_722M
Text

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	670.4 KiB

Length

Max length	12
Median length	8
Mean length	8.003450245
Min length	8

Characters and Unicode

Total characters	686624
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	96a8fdfe
2nd row	96a8fdfe
3rd row	96a8fdfe
4th row	60c73645
5th row	96a8fdfe

Value	Count	Frequency (%)
60c73645	60144	70.1%
96a8fdfe	19764	23.0%
a55475b1	3892	4.5%
164ee705	562	0.7%
e19fdece	407	0.5%
5065c2b8	324	0.4%
28bfa260	296	0.3%
9e302002	179	0.2%
p188_162_121	74	0.1%
7a7d6960	70	0.1%
Other values (6)	79	0.1%

Most occurring characters

Value	Count	Frequency (%)
6	141504	20.6%
5	73039	10.6%
7	64752	9.4%
4	64607	9.4%
0	61992	9.0%
c	60932	8.9%
3	60394	8.8%
f	40250	5.9%
a	24028	3.5%
e	22466	3.3%
Other values (8)	72660	10.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	513951	74.9%
Lowercase Letter	172451	25.1%
Connector Punctuation	148	< 0.1%
Uppercase Letter	74	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
6	141504	27.5%
5	73039	14.2%
7	64752	12.6%
4	64607	12.6%
0	61992	12.1%
3	60394	11.8%
8	20566	4.0%
9	20489	4.0%
1	5181	1.0%
2	1427	0.3%

Lowercase Letter

Value	Count	Frequency (%)
c	60932	35.3%
f	40250	23.3%
a	24028	13.9%
e	22466	13.0%
d	20241	11.7%
b	4534	2.6%

Connector Punctuation

Value	Count	Frequency (%)
_	148	100.0%

Uppercase Letter

Value	Count	Frequency (%)
P	74	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	514099	74.9%
Latin	172525	25.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
6	141504	27.5%
5	73039	14.2%
7	64752	12.6%
4	64607	12.6%
0	61992	12.1%
3	60394	11.7%
8	20566	4.0%
9	20489	4.0%
1	5181	1.0%
2	1427	0.3%

Latin

Value	Count	Frequency (%)
c	60932	35.3%
f	40250	23.3%
a	24028	13.9%
e	22466	13.0%
d	20241	11.7%
b	4534	2.6%
P	74	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	686624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	141504	20.6%
5	73039	10.6%
7	64752	9.4%
4	64607	9.4%
0	61992	9.0%
c	60932	8.9%
3	60394	8.8%
f	40250	5.9%
a	24028	3.5%
e	22466	3.3%
Other values (8)	72660	10.6%

residualamount_1093A
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	69666
Missing (%)	81.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.01996899225

Minimum	0
Maximum	322
Zeros	16124
Zeros (%)	18.8%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	322
Range	322
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.535747524
Coefficient of variation (CV)	126.984251
Kurtosis	16125
Mean	0.01996899225
Median Absolute Deviation (MAD)	0
Skewness	126.984251
Sum	322
Variance	6.430015504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	16124	18.8%
322	1	< 0.1%
(Missing)	69666	81.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16124	18.8%
322	1	< 0.1%

Value	Count	Frequency (%)
322	1	< 0.1%
0	16124	18.8%

residualamount_127A
Real number (ℝ)

MISSING ZEROS

Distinct	17356
Distinct (%)	62.9%
Missing	58210
Missing (%)	67.9%
Infinite	0
Infinite (%)	0.0%
Mean	57942.29912

Minimum	0
Maximum	2187568.2
Zeros	9632
Zeros (%)	11.2%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	14461.327
Q3	70925.4
95-th percentile	234692.8
Maximum	2187568.2
Range	2187568.2
Interquartile range (IQR)	70925.4

Descriptive statistics

Standard deviation	110621.4657
Coefficient of variation (CV)	1.90916597
Kurtosis	43.15329607
Mean	57942.29912
Median Absolute Deviation (MAD)	14461.327
Skewness	4.998826472
Sum	1598106552
Variance	1.223710867 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9632	11.2%
200000	34	< 0.1%
100000	22	< 0.1%
20000	21	< 0.1%
10000	20	< 0.1%
30000	12	< 0.1%
40000	12	< 0.1%
60000	10	< 0.1%
4000	9	< 0.1%
110000	8	< 0.1%
Other values (17346)	17801	20.7%
(Missing)	58210	67.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9632	11.2%
0.42	1	< 0.1%
0.578	1	< 0.1%
0.934	1	< 0.1%
1.36	1	< 0.1%

Value	Count	Frequency (%)
2187568.2	1	< 0.1%
2036242.4	1	< 0.1%
2034024.6	1	< 0.1%
1568739.6	1	< 0.1%
1491263.1	1	< 0.1%

residualamount_3940956A
Real number (ℝ)

MISSING ZEROS

Distinct	21888
Distinct (%)	58.3%
Missing	48272
Missing (%)	56.3%
Infinite	0
Infinite (%)	0.0%
Mean	43011.06728

Minimum	0
Maximum	2022909.2
Zeros	14293
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	7483.786
Q3	41320.617
95-th percentile	200000
Maximum	2022909.2
Range	2022909.2
Interquartile range (IQR)	41320.617

Descriptive statistics

Standard deviation	93146.19531
Coefficient of variation (CV)	2.165633201
Kurtosis	49.10909781
Mean	43011.06728
Median Absolute Deviation (MAD)	7483.786
Skewness	5.45922263
Sum	1613732233
Variance	8676213700
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14293	16.7%
200000	47	0.1%
10000	38	< 0.1%
100000	31	< 0.1%
20000	25	< 0.1%
40000	24	< 0.1%
30000	22	< 0.1%
4000	16	< 0.1%
18617.066	14	< 0.1%
60000	14	< 0.1%
Other values (21878)	22995	26.8%
(Missing)	48272	56.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14293	16.7%
0.42	1	< 0.1%
0.578	1	< 0.1%
0.934	1	< 0.1%
1.36	1	< 0.1%

Value	Count	Frequency (%)
2022909.2	1	< 0.1%
1523874.4	1	< 0.1%
1448925.4	1	< 0.1%
1442545.6	1	< 0.1%
1407042	1	< 0.1%

subjectrole_326M
Text

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	670.4 KiB

Length

Max length	9
Median length	8
Mean length	8.001596904
Min length	8

Characters and Unicode

Total characters	686465
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	fa4f56f1
2nd row	ab3c25cf
3rd row	a55475b1
4th row	daf49a8a
5th row	ab3c25cf

Value	Count	Frequency (%)
ab3c25cf	50456	58.8%
a55475b1	32773	38.2%
fa4f56f1	1487	1.7%
15f04f45	503	0.6%
daf49a8a	435	0.5%
p28_48_88	137	0.2%

Most occurring characters

Value	Count	Frequency (%)
5	151268	22.0%
c	100912	14.7%
a	86021	12.5%
b	83229	12.1%
f	56358	8.2%
2	50593	7.4%
3	50456	7.4%
4	35838	5.2%
1	34763	5.1%
7	32773	4.8%
Other values (7)	4254	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	359099	52.3%
Lowercase Letter	326955	47.6%
Connector Punctuation	274	< 0.1%
Uppercase Letter	137	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	151268	42.1%
2	50593	14.1%
3	50456	14.1%
4	35838	10.0%
1	34763	9.7%
7	32773	9.1%
6	1487	0.4%
8	983	0.3%
0	503	0.1%
9	435	0.1%

Lowercase Letter

Value	Count	Frequency (%)
c	100912	30.9%
a	86021	26.3%
b	83229	25.5%
f	56358	17.2%
d	435	0.1%

Connector Punctuation

Value	Count	Frequency (%)
_	274	100.0%

Uppercase Letter

Value	Count	Frequency (%)
P	137	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	359373	52.4%
Latin	327092	47.6%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	151268	42.1%
2	50593	14.1%
3	50456	14.0%
4	35838	10.0%
1	34763	9.7%
7	32773	9.1%
6	1487	0.4%
8	983	0.3%
0	503	0.1%
9	435	0.1%

Latin

Value	Count	Frequency (%)
c	100912	30.9%
a	86021	26.3%
b	83229	25.4%
f	56358	17.2%
d	435	0.1%
P	137	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	686465	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	151268	22.0%
c	100912	14.7%
a	86021	12.5%
b	83229	12.1%
f	56358	8.2%
2	50593	7.4%
3	50456	7.4%
4	35838	5.2%
1	34763	5.1%
7	32773	4.8%
Other values (7)	4254	0.6%

subjectrole_43M
Text

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	670.4 KiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	686328
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ab3c25cf
2nd row	ab3c25cf
3rd row	a55475b1
4th row	ab3c25cf
5th row	ab3c25cf

Value	Count	Frequency (%)
ab3c25cf	44337	51.7%
a55475b1	39563	46.1%
fa4f56f1	1116	1.3%
daf49a8a	499	0.6%
15f04f45	272	0.3%
71ddaa88	4	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
5	164686	24.0%
c	88674	12.9%
a	86521	12.6%
b	83900	12.2%
f	48728	7.1%
3	44337	6.5%
2	44337	6.5%
4	41722	6.1%
1	40955	6.0%
7	39567	5.8%
Other values (5)	2901	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	377998	55.1%
Lowercase Letter	308330	44.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	164686	43.6%
3	44337	11.7%
2	44337	11.7%
4	41722	11.0%
1	40955	10.8%
7	39567	10.5%
6	1116	0.3%
8	507	0.1%
9	499	0.1%
0	272	0.1%

Lowercase Letter

Value	Count	Frequency (%)
c	88674	28.8%
a	86521	28.1%
b	83900	27.2%
f	48728	15.8%
d	507	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	377998	55.1%
Latin	308330	44.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	164686	43.6%
3	44337	11.7%
2	44337	11.7%
4	41722	11.0%
1	40955	10.8%
7	39567	10.5%
6	1116	0.3%
8	507	0.1%
9	499	0.1%
0	272	0.1%

Latin

Value	Count	Frequency (%)
c	88674	28.8%
a	86521	28.1%
b	83900	27.2%
f	48728	15.8%
d	507	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	686328	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	164686	24.0%
c	88674	12.9%
a	86521	12.6%
b	83900	12.2%
f	48728	7.1%
3	44337	6.5%
2	44337	6.5%
4	41722	6.1%
1	40955	6.0%
7	39567	5.8%
Other values (5)	2901	0.4%

totalamount_503A
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	25797
Distinct (%)	48.7%
Missing	32773
Missing (%)	38.2%
Infinite	0
Infinite (%)	0.0%
Mean	257008.9193

Minimum	0
Maximum	796800000
Zeros	7143
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	20000
median	68379.6
Q3	200000
95-th percentile	836789.874
Maximum	796800000
Range	796800000
Interquartile range (IQR)	180000

Descriptive statistics

Standard deviation	3876513.325
Coefficient of variation (CV)	15.08318596
Kurtosis	34067.19054
Mean	257008.9193
Median Absolute Deviation (MAD)	60594.205
Skewness	171.5859115
Sum	1.362609888 × 10¹⁰
Variance	1.502735556 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7143	8.3%
10000	1362	1.6%
20000	1007	1.2%
200000	749	0.9%
100000	727	0.8%
30000	655	0.8%
40000	475	0.6%
60000	382	0.4%
120000	298	0.3%
80000	272	0.3%
Other values (25787)	39948	46.6%
(Missing)	32773	38.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7143	8.3%
31.4	1	< 0.1%
50	2	< 0.1%
326	1	< 0.1%
820	1	< 0.1%

Value	Count	Frequency (%)
796800000	1	< 0.1%
260000000	1	< 0.1%
140000000	1	< 0.1%
119290000	1	< 0.1%
77800000	1	< 0.1%

totalamount_881A
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	29137
Distinct (%)	63.0%
Missing	39563
Missing (%)	46.1%
Infinite	0
Infinite (%)	0.0%
Mean	293763.1638

Minimum	0
Maximum	139080000
Zeros	4481
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	670.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	25721.7
median	84441.0025
Q3	276102.2
95-th percentile	1117177.02
Maximum	139080000
Range	139080000
Interquartile range (IQR)	250380.5

Descriptive statistics

Standard deviation	1202831.312
Coefficient of variation (CV)	4.094561402
Kurtosis	5010.635403
Mean	293763.1638
Median Absolute Deviation (MAD)	74441.0025
Skewness	55.21379928
Sum	1.358008354 × 10¹⁰
Variance	1.446803165 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4481	5.2%
10000	1058	1.2%
20000	948	1.1%
30000	531	0.6%
40000	388	0.5%
60000	311	0.4%
50000	265	0.3%
100000	227	0.3%
70000	179	0.2%
80000	170	0.2%
Other values (29127)	37670	43.9%
(Missing)	39563	46.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4481	5.2%
0.2	18	< 0.1%
2.8	1	< 0.1%
6.046	1	< 0.1%
10.400001	1	< 0.1%

Value	Count	Frequency (%)
139080000	1	< 0.1%
86780410	1	< 0.1%
72567220	1	< 0.1%
58100000	1	< 0.1%
56399550	1	< 0.1%

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Connector Punctuation

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts