coil2000

Dataset statistics

Number of variables	20
Number of observations	9822
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	6331
Duplicate rows (%)	64.5%
Total size in memory	1.5 MiB
Average record size in memory	160.0 B

Variable types

NUM	15
BOOL	3
CAT	2

Reproduction

Analysis started	2020-08-25 01:17:26.070564
Analysis finished	2020-08-25 01:18:00.265528
Duration	34.19 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 6331 (64.5%) duplicate rows	Duplicates
`MOSHOOFD` is highly correlated with `MOSTYPE`	High correlation
`MOSTYPE` is highly correlated with `MOSHOOFD`	High correlation
`ABESAUT` has 9730 (99.1%) zeros	Zeros
`MBERARBG` has 1995 (20.3%) zeros	Zeros
`MFALLEEN` has 2916 (29.7%) zeros	Zeros
`AFIETS` has 9573 (97.5%) zeros	Zeros
`MRELSA` has 4185 (42.6%) zeros	Zeros
`MBERHOOG` has 2576 (26.2%) zeros	Zeros
`MINK123M` has 8253 (84.0%) zeros	Zeros
`MZPART` has 1436 (14.6%) zeros	Zeros
`ATRACTOR` has 9576 (97.5%) zeros	Zeros
`PPERSONG` has 9777 (99.5%) zeros	Zeros
`PLEVEN` has 9308 (94.8%) zeros	Zeros
`MAUT0` has 2475 (25.2%) zeros	Zeros

AWAOREG
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	76.9 KiB

0	9784
1	34
2	4

Value	Count	Frequency (%)
0	9784	99.6%
1	34	0.3%
2	4	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	3
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

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

Most occurring characters

Value	Count	Frequency (%)
0	9784	99.6%
1	34	0.3%
2	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	9822	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	9784	99.6%
1	34	0.3%
2	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	9822	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	9784	99.6%
1	34	0.3%
2	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9822	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	9784	99.6%
1	34	0.3%
2	4	< 0.1%

MOSTYPE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	40
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	24.25320708613317
Minimum	1
Maximum	41
Zeros	0
Zeros (%)	0.0%
Memory size	76.9 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	10
median	30
Q3	35
95-th percentile	39.95
Maximum	41
Range	40
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	12.91805758
Coefficient of variation (CV)	0.532632964
Kurtosis	-1.3599262
Mean	24.25320709
Median Absolute Deviation (MAD)	8
Skewness	-0.4353623774
Sum	238215
Variance	166.8762116

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
33	1401	14.3%
38	569	5.8%
8	546	5.6%
39	542	5.5%
9	460	4.7%
3	433	4.4%
23	376	3.8%
36	373	3.8%
35	362	3.7%
41	355	3.6%
34	325	3.3%
24	324	3.3%
31	318	3.2%
13	302	3.1%
11	286	2.9%
10	271	2.8%
32	234	2.4%
37	233	2.4%
1	218	2.2%
6	209	2.1%
12	194	2.0%
30	190	1.9%
22	169	1.7%
2	148	1.5%
29	139	1.4%
Other values (15)	845	8.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	218	2.2%
2	148	1.5%
3	433	4.4%
4	90	0.9%
5	70	0.7%
6	209	2.1%
7	72	0.7%
8	546	5.6%
9	460	4.7%
10	271	2.8%

Value	Count	Frequency (%)
41	355	3.6%
40	137	1.4%
39	542	5.5%
38	569	5.8%
37	233	2.4%
36	373	3.8%
35	362	3.7%
34	325	3.3%
33	1401	14.3%
32	234	2.4%

ABESAUT
Real number (ℝ_≥0)

ZEROS

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

Mean	0.01109753614335166
Minimum	0
Maximum	5
Zeros	9730
Zeros (%)	99.1%
Memory size	76.9 KiB

Quantile statistics

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

Descriptive statistics

Standard deviation	0.1299277127
Coefficient of variation (CV)	11.70779811
Kurtosis	445.3430412
Mean	0.01109753614
Median Absolute Deviation (MAD)	0
Skewness	17.61981505
Sum	109
Variance	0.01688121052

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	9730	99.1%
1	83	0.8%
2	4	< 0.1%
3	3	< 0.1%
5	1	< 0.1%
4	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9730	99.1%
1	83	0.8%
2	4	< 0.1%
3	3	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	1	< 0.1%
3	3	< 0.1%
2	4	< 0.1%
1	83	0.8%
0	9730	99.1%

MBERARBG
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.226532274485848
Minimum	0
Maximum	9
Zeros	1995
Zeros (%)	20.3%
Memory size	76.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	9
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.748025074
Coefficient of variation (CV)	0.7850885856
Kurtosis	0.3741731461
Mean	2.226532274
Median Absolute Deviation (MAD)	1
Skewness	0.698299234
Sum	21869
Variance	3.05559166

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	2327	23.7%
0	1995	20.3%
3	1967	20.0%
1	1523	15.5%
4	1006	10.2%
5	524	5.3%
6	299	3.0%
7	119	1.2%
8	38	0.4%
9	24	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1995	20.3%
1	1523	15.5%
2	2327	23.7%
3	1967	20.0%
4	1006	10.2%
5	524	5.3%
6	299	3.0%
7	119	1.2%
8	38	0.4%
9	24	0.2%

Value	Count	Frequency (%)
9	24	0.2%
8	38	0.4%
7	119	1.2%
6	299	3.0%
5	524	5.3%
4	1006	10.2%
3	1967	20.0%
2	2327	23.7%
1	1523	15.5%
0	1995	20.3%

MFALLEEN
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.8872938301771534
Minimum	0
Maximum	9
Zeros	2916
Zeros (%)	29.7%
Memory size	76.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	3
95-th percentile	5
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.779238395
Coefficient of variation (CV)	0.9427458333
Kurtosis	0.7698022149
Mean	1.88729383
Median Absolute Deviation (MAD)	1
Skewness	0.947303254
Sum	18537
Variance	3.165689265

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2916	29.7%
2	2143	21.8%
1	1619	16.5%
3	1439	14.7%
4	890	9.1%
5	416	4.2%
6	222	2.3%
7	107	1.1%
8	36	0.4%
9	34	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2916	29.7%
1	1619	16.5%
2	2143	21.8%
3	1439	14.7%
4	890	9.1%
5	416	4.2%
6	222	2.3%
7	107	1.1%
8	36	0.4%
9	34	0.3%

Value	Count	Frequency (%)
9	34	0.3%
8	36	0.4%
7	107	1.1%
6	222	2.3%
5	416	4.2%
4	890	9.1%
3	1439	14.7%
2	2143	21.8%
1	1619	16.5%
0	2916	29.7%

AFIETS
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.031459987782529016
Minimum	0
Maximum	4
Zeros	9573
Zeros (%)	97.5%
Memory size	76.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2090700858
Coefficient of variation (CV)	6.645586998
Kurtosis	70.00745584
Mean	0.03145998778
Median Absolute Deviation (MAD)	0
Skewness	7.736212958
Sum	309
Variance	0.04371030076

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	9573	97.5%
1	193	2.0%
2	53	0.5%
3	2	< 0.1%
4	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9573	97.5%
1	193	2.0%
2	53	0.5%
3	2	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
4	1	< 0.1%
3	2	< 0.1%
2	53	0.5%
1	193	2.0%
0	9573	97.5%

MRELSA
Real number (ℝ_≥0)

ZEROS

Distinct count	8
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8731419262879251
Minimum	0
Maximum	7
Zeros	4185
Zeros (%)	42.6%
Memory size	76.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	2
Maximum	7
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9619549787
Coefficient of variation (CV)	1.101716628
Kurtosis	2.697212014
Mean	0.8731419263
Median Absolute Deviation (MAD)	1
Skewness	1.313976506
Sum	8576
Variance	0.9253573811

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4185	42.6%
1	3402	34.6%
2	1790	18.2%
3	260	2.6%
4	133	1.4%
5	32	0.3%
6	18	0.2%
7	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4185	42.6%
1	3402	34.6%
2	1790	18.2%
3	260	2.6%
4	133	1.4%
5	32	0.3%
6	18	0.2%
7	2	< 0.1%

Value	Count	Frequency (%)
7	2	< 0.1%
6	18	0.2%
5	32	0.3%
4	133	1.4%
3	260	2.6%
2	1790	18.2%
1	3402	34.6%
0	4185	42.6%

MBERHOOG
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.8987986153532885
Minimum	0
Maximum	9
Zeros	2576
Zeros (%)	26.2%
Memory size	76.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	3
95-th percentile	6
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.814405856
Coefficient of variation (CV)	0.9555546551
Kurtosis	1.469565549
Mean	1.898798615
Median Absolute Deviation (MAD)	1
Skewness	1.196312264
Sum	18650
Variance	3.29206861

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2576	26.2%
2	2278	23.2%
1	2119	21.6%
3	1282	13.1%
4	641	6.5%
5	415	4.2%
6	248	2.5%
7	159	1.6%
9	57	0.6%
8	47	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2576	26.2%
1	2119	21.6%
2	2278	23.2%
3	1282	13.1%
4	641	6.5%
5	415	4.2%
6	248	2.5%
7	159	1.6%
8	47	0.5%
9	57	0.6%

Value	Count	Frequency (%)
9	57	0.6%
8	47	0.5%
7	159	1.6%
6	248	2.5%
5	415	4.2%
4	641	6.5%
3	1282	13.1%
2	2278	23.2%
1	2119	21.6%
0	2576	26.2%

MOSHOOFD
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	10
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.779067399714926
Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Memory size	76.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	7
Q3	8
95-th percentile	9.95
Maximum	10
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.874147629
Coefficient of variation (CV)	0.4973376205
Kurtosis	-1.353248399
Mean	5.7790674
Median Absolute Deviation (MAD)	2
Skewness	-0.3321361204
Sum	56762
Variance	8.260724596

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	2694	27.4%
3	1513	15.4%
9	1111	11.3%
1	959	9.8%
5	940	9.6%
7	881	9.0%
2	827	8.4%
10	492	5.0%
6	326	3.3%
4	79	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	959	9.8%
2	827	8.4%
3	1513	15.4%
4	79	0.8%
5	940	9.6%
6	326	3.3%
7	881	9.0%
8	2694	27.4%
9	1111	11.3%
10	492	5.0%

Value	Count	Frequency (%)
10	492	5.0%
9	1111	11.3%
8	2694	27.4%
7	881	9.0%
6	326	3.3%
5	940	9.6%
4	79	0.8%
3	1513	15.4%
2	827	8.4%
1	959	9.8%

AWALAND
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	76.9 KiB

0	9613
1	209

Frequency Table

Value	Count	Frequency (%)
0	9613	97.9%
1	209	2.1%

MINK123M
Real number (ℝ_≥0)

ZEROS

Distinct count	9
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2080024434941967
Minimum	0
Maximum	9
Zeros	8253
Zeros (%)	84.0%
Memory size	76.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5618321201
Coefficient of variation (CV)	2.701084231
Kurtosis	24.38729288
Mean	0.2080024435
Median Absolute Deviation (MAD)	0
Skewness	4.001573899
Sum	2043
Variance	0.3156553312

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	8253	84.0%
1	1269	12.9%
2	188	1.9%
3	66	0.7%
4	38	0.4%
5	4	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
9	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8253	84.0%
1	1269	12.9%
2	188	1.9%
3	66	0.7%
4	38	0.4%
5	4	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
7	1	< 0.1%
6	2	< 0.1%
5	4	< 0.1%
4	38	0.4%
3	66	0.7%
2	188	1.9%
1	1269	12.9%
0	8253	84.0%

PBESAUT
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	76.9 KiB

0	9730
6	71
5	17
7	4

Value	Count	Frequency (%)
0	9730	99.1%
6	71	0.7%
5	17	0.2%
7	4	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

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

Most occurring characters

Value	Count	Frequency (%)
0	9730	99.1%
6	71	0.7%
5	17	0.2%
7	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	9822	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	9730	99.1%
6	71	0.7%
5	17	0.2%
7	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	9822	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	9730	99.1%
6	71	0.7%
5	17	0.2%
7	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9822	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	9730	99.1%
6	71	0.7%
5	17	0.2%
7	4	< 0.1%

MZPART
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.750661779678273
Minimum	0
Maximum	9
Zeros	1436
Zeros (%)	14.6%
Memory size	76.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	7
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.002960102
Coefficient of variation (CV)	0.728173895
Kurtosis	0.1789732088
Mean	2.75066178
Median Absolute Deviation (MAD)	1
Skewness	0.6817543877
Sum	27017
Variance	4.01184917

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	2520	25.7%
4	1668	17.0%
0	1436	14.6%
3	1415	14.4%
1	1178	12.0%
5	639	6.5%
7	518	5.3%
6	316	3.2%
9	109	1.1%
8	23	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1436	14.6%
1	1178	12.0%
2	2520	25.7%
3	1415	14.4%
4	1668	17.0%
5	639	6.5%
6	316	3.2%
7	518	5.3%
8	23	0.2%
9	109	1.1%

Value	Count	Frequency (%)
9	109	1.1%
8	23	0.2%
7	518	5.3%
6	316	3.2%
5	639	6.5%
4	1668	17.0%
3	1415	14.4%
2	2520	25.7%
1	1178	12.0%
0	1436	14.6%

ATRACTOR
Real number (ℝ_≥0)

ZEROS

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

Mean	0.03441254327020973
Minimum	0
Maximum	6
Zeros	9576
Zeros (%)	97.5%
Memory size	76.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2497057754
Coefficient of variation (CV)	7.256242977
Kurtosis	154.5702339
Mean	0.03441254327
Median Absolute Deviation (MAD)	0
Skewness	10.58589398
Sum	338
Variance	0.06235297428

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	9576	97.5%
1	184	1.9%
2	46	0.5%
3	7	0.1%
4	6	0.1%
6	2	< 0.1%
5	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9576	97.5%
1	184	1.9%
2	46	0.5%
3	7	0.1%
4	6	0.1%
5	1	< 0.1%
6	2	< 0.1%

Value	Count	Frequency (%)
6	2	< 0.1%
5	1	< 0.1%
4	6	0.1%
3	7	0.1%
2	46	0.5%
1	184	1.9%
0	9576	97.5%

PPERSONG
Real number (ℝ_≥0)

ZEROS

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

Mean	0.011504785176135207
Minimum	0
Maximum	6
Zeros	9777
Zeros (%)	99.5%
Memory size	76.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1886991463
Coefficient of variation (CV)	16.40179659
Kurtosis	460.047022
Mean	0.01150478518
Median Absolute Deviation (MAD)	0
Skewness	19.90030163
Sum	113
Variance	0.03560736781

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	9777	99.5%
2	24	0.2%
3	7	0.1%
1	6	0.1%
4	4	< 0.1%
6	2	< 0.1%
5	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9777	99.5%
1	6	0.1%
2	24	0.2%
3	7	0.1%
4	4	< 0.1%
5	2	< 0.1%
6	2	< 0.1%

Value	Count	Frequency (%)
6	2	< 0.1%
5	2	< 0.1%
4	4	< 0.1%
3	7	0.1%
2	24	0.2%
1	6	0.1%
0	9777	99.5%

PLEVEN
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.20230095703522705
Minimum	0
Maximum	9
Zeros	9308
Zeros (%)	94.8%
Memory size	76.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.9105737126
Coefficient of variation (CV)	4.501084552
Kurtosis	22.35284303
Mean	0.202300957
Median Absolute Deviation (MAD)	0
Skewness	4.720107307
Sum	1987
Variance	0.8291444861

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	9308	94.8%
4	172	1.8%
3	141	1.4%
6	65	0.7%
5	65	0.7%
2	51	0.5%
1	14	0.1%
7	4	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9308	94.8%
1	14	0.1%
2	51	0.5%
3	141	1.4%
4	172	1.8%
5	65	0.7%
6	65	0.7%
7	4	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	1	< 0.1%
7	4	< 0.1%
6	65	0.7%
5	65	0.7%
4	172	1.8%
3	141	1.4%
2	51	0.5%
1	14	0.1%
0	9308	94.8%

MAUT0
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.9567297902667482
Minimum	0
Maximum	9
Zeros	2475
Zeros (%)	25.2%
Memory size	76.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	3
95-th percentile	5
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.596841978
Coefficient of variation (CV)	0.8160768983
Kurtosis	0.7155581591
Mean	1.95672979
Median Absolute Deviation (MAD)	1
Skewness	0.6843407627
Sum	19219
Variance	2.549904303

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	2611	26.6%
0	2475	25.2%
3	1871	19.0%
1	1327	13.5%
4	1020	10.4%
5	288	2.9%
6	145	1.5%
7	40	0.4%
9	27	0.3%
8	18	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2475	25.2%
1	1327	13.5%
2	2611	26.6%
3	1871	19.0%
4	1020	10.4%
5	288	2.9%
6	145	1.5%
7	40	0.4%
8	18	0.2%
9	27	0.3%

Value	Count	Frequency (%)
9	27	0.3%
8	18	0.2%
7	40	0.4%
6	145	1.5%
5	288	2.9%
4	1020	10.4%
3	1871	19.0%
2	2611	26.6%
1	1327	13.5%
0	2475	25.2%

AGEZONG
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	76.9 KiB

0	9744
1	78

Frequency Table

Value	Count	Frequency (%)
0	9744	99.2%
1	78	0.8%

MKOOPKLA
Real number (ℝ_≥0)

Distinct count	8
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.260333944206883
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	76.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	4
Q3	6
95-th percentile	8
Maximum	8
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.998913413
Coefficient of variation (CV)	0.4691917204
Kurtosis	-0.8764761978
Mean	4.260333944
Median Absolute Deviation (MAD)	1
Skewness	0.2143240098
Sum	41845
Variance	3.995654832

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	2556	26.0%
6	1587	16.2%
4	1539	15.7%
5	964	9.8%
1	938	9.5%
7	777	7.9%
2	731	7.4%
8	730	7.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	938	9.5%
2	731	7.4%
3	2556	26.0%
4	1539	15.7%
5	964	9.8%
6	1587	16.2%
7	777	7.9%
8	730	7.4%

Value	Count	Frequency (%)
8	730	7.4%
7	777	7.9%
6	1587	16.2%
5	964	9.8%
4	1539	15.7%
3	2556	26.0%
2	731	7.4%
1	938	9.5%

target
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	76.9 KiB

0	9236
1	586

Frequency Table

Value	Count	Frequency (%)
0	9236	94.0%
1	586	6.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	MOSTYPE	MBERARBG	MFALLEEN	MRELSA	MBERHOOG	MOSHOOFD	MZPART	MAUT0	MKOOPKLA
0	33	5	1	0	1	8	1	1	3
1	37	0	0	2	0	8	3	2	4
2	37	0	4	2	0	8	0	2	4
3	9	1	2	2	4	3	2	0	4
4	40	0	2	1	0	10	4	1	3
5	23	2	3	6	2	5	0	3	3
6	39	1	0	2	0	9	0	1	5
7	33	5	0	2	2	8	3	2	3
8	33	8	3	0	1	8	2	3	3
9	11	3	2	0	2	3	3	2	7

Last rows

	MOSTYPE	MBERARBG	MFALLEEN	MRELSA	MBERHOOG	MOSHOOFD	MZPART	PLEVEN	MAUT0	MKOOPKLA	target
9812	33	6	2	0	0	8	3	0	4	3	0
9813	22	1	3	2	1	5	4	0	3	2	0
9814	22	0	3	0	3	5	2	0	3	2	0
9815	33	3	1	1	2	8	1	0	2	3	0
9816	10	2	1	1	4	3	4	0	1	8	0
9817	33	0	2	2	5	8	6	0	2	3	0
9818	24	3	4	2	2	5	2	6	3	2	1
9819	36	4	2	0	2	8	3	0	2	3	0
9820	33	3	2	1	1	8	2	0	2	3	0
9821	8	0	0	2	8	2	7	0	0	8	0

Most frequent

	MOSTYPE	MBERARBG	MFALLEEN	MRELSA	MBERHOOG	MOSHOOFD	MINK123M	MZPART	MAUT0	MKOOPKLA	count
927	34	4	0	2	0	8	0	0	0	6	91
801	33	2	2	0	1	8	0	2	2	3	35
805	33	2	2	1	3	8	1	4	1	3	35
47	2	0	2	1	0	1	0	4	1	6	33
649	30	0	0	1	0	7	0	2	3	2	31
873	33	5	0	2	2	8	0	3	2	3	30
856	33	4	1	1	2	8	1	2	2	3	29
864	33	5	0	0	0	8	0	0	0	3	28
835	33	3	2	2	1	8	1	1	2	3	26
74	3	0	6	3	0	1	0	2	4	6	24

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent

	MOSTYPE	MBERARBG	MFALLEEN	MRELSA	MBERHOOG	MOSHOOFD	MZPART	MAUT0	MKOOPKLA
0	33	5	1	0	1	8	1	1	3
1	37	0	0	2	0	8	3	2	4
2	37	0	4	2	0	8	0	2	4
3	9	1	2	2	4	3	2	0	4
4	40	0	2	1	0	10	4	1	3
5	23	2	3	6	2	5	0	3	3
6	39	1	0	2	0	9	0	1	5
7	33	5	0	2	2	8	3	2	3
8	33	8	3	0	1	8	2	3	3
9	11	3	2	0	2	3	3	2	7

	MOSTYPE	MBERARBG	MFALLEEN	MRELSA	MBERHOOG	MOSHOOFD	MINK123M	MZPART	MAUT0	MKOOPKLA	count
927	34	4	0	2	0	8	0	0	0	6	91
801	33	2	2	0	1	8	0	2	2	3	35
805	33	2	2	1	3	8	1	4	1	3	35
47	2	0	2	1	0	1	0	4	1	6	33
649	30	0	0	1	0	7	0	2	3	2	31
873	33	5	0	2	2	8	0	3	2	3	30
856	33	4	1	1	2	8	1	2	2	3	29
864	33	5	0	0	0	8	0	0	0	3	28
835	33	3	2	2	1	8	1	1	2	3	26
74	3	0	6	3	0	1	0	2	4	6	24

	MOSTYPE	MBERARBG	MFALLEEN	MRELSA	MBERHOOG	MOSHOOFD	MZPART	MAUT0	MKOOPKLA
0	33	5	1	0	1	8	1	1	3
1	37	0	0	2	0	8	3	2	4
2	37	0	4	2	0	8	0	2	4
3	9	1	2	2	4	3	2	0	4
4	40	0	2	1	0	10	4	1	3
5	23	2	3	6	2	5	0	3	3
6	39	1	0	2	0	9	0	1	5
7	33	5	0	2	2	8	3	2	3
8	33	8	3	0	1	8	2	3	3
9	11	3	2	0	2	3	3	2	7

	MOSTYPE	MBERARBG	MFALLEEN	MRELSA	MBERHOOG	MOSHOOFD	MINK123M	MZPART	MAUT0	MKOOPKLA	count
927	34	4	0	2	0	8	0	0	0	6	91
801	33	2	2	0	1	8	0	2	2	3	35
805	33	2	2	1	3	8	1	4	1	3	35
47	2	0	2	1	0	1	0	4	1	6	33
649	30	0	0	1	0	7	0	2	3	2	31
873	33	5	0	2	2	8	0	3	2	3	30
856	33	4	1	1	2	8	1	2	2	3	29
864	33	5	0	0	0	8	0	0	0	3	28
835	33	3	2	2	1	8	1	1	2	3	26
74	3	0	6	3	0	1	0	2	4	6	24

	MOSTYPE	MBERARBG	MFALLEEN	MRELSA	MBERHOOG	MOSHOOFD	MZPART	MAUT0	MKOOPKLA
0	33	5	1	0	1	8	1	1	3
1	37	0	0	2	0	8	3	2	4
2	37	0	4	2	0	8	0	2	4
3	9	1	2	2	4	3	2	0	4
4	40	0	2	1	0	10	4	1	3
5	23	2	3	6	2	5	0	3	3
6	39	1	0	2	0	9	0	1	5
7	33	5	0	2	2	8	3	2	3
8	33	8	3	0	1	8	2	3	3
9	11	3	2	0	2	3	3	2	7

	MOSTYPE	MBERARBG	MFALLEEN	MRELSA	MBERHOOG	MOSHOOFD	MINK123M	MZPART	MAUT0	MKOOPKLA	count
927	34	4	0	2	0	8	0	0	0	6	91
801	33	2	2	0	1	8	0	2	2	3	35
805	33	2	2	1	3	8	1	4	1	3	35
47	2	0	2	1	0	1	0	4	1	6	33
649	30	0	0	1	0	7	0	2	3	2	31
873	33	5	0	2	2	8	0	3	2	3	30
856	33	4	1	1	2	8	1	2	2	3	29
864	33	5	0	0	0	8	0	0	0	3	28
835	33	3	2	2	1	8	1	1	2	3	26
74	3	0	6	3	0	1	0	2	4	6	24