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 |
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 | |
---|---|
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 |
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% |
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 |
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% |
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% |
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 |
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% |
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% |
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 |
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% |
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% |
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 |
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% |
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% |
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 |
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 (%) | |
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% |
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 |
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 (%) | |
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% |
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 |
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% |
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% |
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 |
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% |
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 | |
---|---|
1 | 209 |
Value | Count | Frequency (%) | |
0 | 9613 | 97.9% | |
1 | 209 | 2.1% |
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 |
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 (%) | |
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 | |
---|---|
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 |
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% |
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 |
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% |
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% |
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 |
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% |
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% |
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 |
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% |
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% |
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 |
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% |
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% |
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 |
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% |
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 | |
---|---|
1 | 78 |
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 |
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% |
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 | |
---|---|
1 | 586 |
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.First rows
AWAOREG | MOSTYPE | ABESAUT | MBERARBG | MFALLEEN | AFIETS | MRELSA | MBERHOOG | MOSHOOFD | AWALAND | MINK123M | PBESAUT | MZPART | ATRACTOR | PPERSONG | PLEVEN | MAUT0 | AGEZONG | MKOOPKLA | target | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 0 | 33 | 0 | 5 | 1 | 0 | 0 | 1 | 8 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 3 | 0 |
1 | 0 | 37 | 0 | 0 | 0 | 0 | 2 | 0 | 8 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 2 | 0 | 4 | 0 |
2 | 0 | 37 | 0 | 0 | 4 | 0 | 2 | 0 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 4 | 0 |
3 | 0 | 9 | 0 | 1 | 2 | 0 | 2 | 4 | 3 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 4 | 0 |
4 | 0 | 40 | 0 | 0 | 2 | 0 | 1 | 0 | 10 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 1 | 0 | 3 | 0 |
5 | 0 | 23 | 0 | 2 | 3 | 0 | 6 | 2 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 3 | 0 |
6 | 0 | 39 | 0 | 1 | 0 | 0 | 2 | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 5 | 0 |
7 | 0 | 33 | 0 | 5 | 0 | 0 | 2 | 2 | 8 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 2 | 0 | 3 | 0 |
8 | 0 | 33 | 0 | 8 | 3 | 0 | 0 | 1 | 8 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 3 | 0 | 3 | 0 |
9 | 0 | 11 | 0 | 3 | 2 | 0 | 0 | 2 | 3 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 2 | 0 | 7 | 0 |
Last rows
AWAOREG | MOSTYPE | ABESAUT | MBERARBG | MFALLEEN | AFIETS | MRELSA | MBERHOOG | MOSHOOFD | AWALAND | MINK123M | PBESAUT | MZPART | ATRACTOR | PPERSONG | PLEVEN | MAUT0 | AGEZONG | MKOOPKLA | target | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
9812 | 0 | 33 | 0 | 6 | 2 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 4 | 0 | 3 | 0 |
9813 | 0 | 22 | 0 | 1 | 3 | 0 | 2 | 1 | 5 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 3 | 0 | 2 | 0 |
9814 | 0 | 22 | 0 | 0 | 3 | 0 | 0 | 3 | 5 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 3 | 0 | 2 | 0 |
9815 | 0 | 33 | 0 | 3 | 1 | 0 | 1 | 2 | 8 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 0 | 3 | 0 |
9816 | 0 | 10 | 0 | 2 | 1 | 0 | 1 | 4 | 3 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 1 | 0 | 8 | 0 |
9817 | 0 | 33 | 0 | 0 | 2 | 0 | 2 | 5 | 8 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 2 | 0 | 3 | 0 |
9818 | 0 | 24 | 0 | 3 | 4 | 0 | 2 | 2 | 5 | 0 | 0 | 0 | 2 | 0 | 0 | 6 | 3 | 0 | 2 | 1 |
9819 | 0 | 36 | 0 | 4 | 2 | 0 | 0 | 2 | 8 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 2 | 0 | 3 | 0 |
9820 | 0 | 33 | 0 | 3 | 2 | 0 | 1 | 1 | 8 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 2 | 0 | 3 | 0 |
9821 | 0 | 8 | 0 | 0 | 0 | 0 | 2 | 8 | 2 | 0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 0 | 8 | 0 |
Most frequent
AWAOREG | MOSTYPE | ABESAUT | MBERARBG | MFALLEEN | AFIETS | MRELSA | MBERHOOG | MOSHOOFD | AWALAND | MINK123M | PBESAUT | MZPART | ATRACTOR | PPERSONG | PLEVEN | MAUT0 | AGEZONG | MKOOPKLA | target | count | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
927 | 0 | 34 | 0 | 4 | 0 | 0 | 2 | 0 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 91 |
801 | 0 | 33 | 0 | 2 | 2 | 0 | 0 | 1 | 8 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 2 | 0 | 3 | 0 | 35 |
805 | 0 | 33 | 0 | 2 | 2 | 0 | 1 | 3 | 8 | 0 | 1 | 0 | 4 | 0 | 0 | 0 | 1 | 0 | 3 | 0 | 35 |
47 | 0 | 2 | 0 | 0 | 2 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 1 | 0 | 6 | 0 | 33 |
649 | 0 | 30 | 0 | 0 | 0 | 0 | 1 | 0 | 7 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 3 | 0 | 2 | 0 | 31 |
873 | 0 | 33 | 0 | 5 | 0 | 0 | 2 | 2 | 8 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 2 | 0 | 3 | 0 | 30 |
856 | 0 | 33 | 0 | 4 | 1 | 0 | 1 | 2 | 8 | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 2 | 0 | 3 | 0 | 29 |
864 | 0 | 33 | 0 | 5 | 0 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 28 |
835 | 0 | 33 | 0 | 3 | 2 | 0 | 2 | 1 | 8 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 2 | 0 | 3 | 0 | 26 |
74 | 0 | 3 | 0 | 0 | 6 | 0 | 3 | 0 | 1 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 4 | 0 | 6 | 0 | 24 |