wdbc

Dataset statistics

Number of variables	20
Number of observations	569
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	89.0 KiB
Average record size in memory	160.2 B

Variable types

NUM	19
BOOL	1

Reproduction

Analysis started	2020-08-25 02:05:28.111605
Analysis finished	2020-08-25 02:06:23.533718
Duration	55.42 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`Radius1` is highly correlated with `Area3` and 2 other fields	High correlation
`Area3` is highly correlated with `Radius1` and 2 other fields	High correlation
`Area2` is highly correlated with `Perimeter2`	High correlation
`Perimeter2` is highly correlated with `Area2`	High correlation
`Perimeter3` is highly correlated with `Area3` and 2 other fields	High correlation
`Perimeter1` is highly correlated with `Area3` and 2 other fields	High correlation
`Concave_points3` has 13 (2.3%) zeros	Zeros
`Concave_points2` has 13 (2.3%) zeros	Zeros
`Concavity2` has 13 (2.3%) zeros	Zeros

Concave_points3
Real number (ℝ_≥0)

ZEROS

Distinct count	217
Unique (%)	38.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.11460984182776802
Minimum	0.0
Maximum	0.29100000000000004
Zeros	13
Zeros (%)	2.3%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0244
Q1	0.065
median	0.1
Q3	0.161
95-th percentile	0.2372
Maximum	0.291
Range	0.291
Interquartile range (IQR)	0.096

Descriptive statistics

Standard deviation	0.06572568078
Coefficient of variation (CV)	0.5734732701
Kurtosis	-0.5355934737
Mean	0.1146098418
Median Absolute Deviation (MAD)	0.045
Skewness	0.4925821451
Sum	65.213
Variance	0.004319865114

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13	2.3%
0.083	10	1.8%
0.082	10	1.8%
0.056	9	1.6%
0.065	9	1.6%
0.11	8	1.4%
0.079	8	1.4%
0.102	7	1.2%
0.048	7	1.2%
0.063	7	1.2%
0.156	7	1.2%
0.084	7	1.2%
0.074	6	1.1%
0.091	6	1.1%
0.122	6	1.1%
0.058	6	1.1%
0.08	6	1.1%
0.161	5	0.9%
0.07	5	0.9%
0.028	5	0.9%
0.142	5	0.9%
0.178	5	0.9%
0.105	5	0.9%
0.059	5	0.9%
0.097	5	0.9%
Other values (192)	397	69.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.009	2	0.4%
0.01	1	0.2%
0.011	2	0.4%
0.014	1	0.2%
0.016	1	0.2%
0.017	1	0.2%
0.019	1	0.2%
0.02	1	0.2%
0.021	1	0.2%

Value	Count	Frequency (%)
0.291	1	0.2%
0.29	1	0.2%
0.287	1	0.2%
0.276	1	0.2%
0.273	1	0.2%
0.27	1	0.2%
0.269	1	0.2%
0.268	1	0.2%
0.265	2	0.4%
0.262	1	0.2%

Compactness2
Real number (ℝ_≥0)

Distinct count	81
Unique (%)	14.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.025488576449912127
Minimum	0.002
Maximum	0.135
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.002
5-th percentile	0.008
Q1	0.013
median	0.02
Q3	0.032
95-th percentile	0.0606
Maximum	0.135
Range	0.133
Interquartile range (IQR)	0.019

Descriptive statistics

Standard deviation	0.01791697282
Coefficient of variation (CV)	0.7029412904
Kurtosis	5.076182949
Mean	0.02548857645
Median Absolute Deviation (MAD)	0.009
Skewness	1.900517803
Sum	14.503
Variance	0.000321017915

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.014	32	5.6%
0.012	29	5.1%
0.011	24	4.2%
0.018	23	4.0%
0.009	22	3.9%
0.016	20	3.5%
0.015	19	3.3%
0.023	18	3.2%
0.02	17	3.0%
0.013	16	2.8%
0.008	15	2.6%
0.01	14	2.5%
0.019	14	2.5%
0.021	14	2.5%
0.017	14	2.5%
0.031	14	2.5%
0.022	13	2.3%
0.032	12	2.1%
0.027	12	2.1%
0.025	11	1.9%
0.028	11	1.9%
0.037	10	1.8%
0.039	10	1.8%
0.006	10	1.8%
0.024	10	1.8%
Other values (56)	165	29.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.002	1	0.2%
0.003	1	0.2%
0.004	2	0.4%
0.005	7	1.2%
0.006	10	1.8%
0.007	7	1.2%
0.008	15	2.6%
0.009	22	3.9%
0.01	14	2.5%
0.011	24	4.2%

Value	Count	Frequency (%)
0.135	1	0.2%
0.106	1	0.2%
0.101	1	0.2%
0.098	1	0.2%
0.096	1	0.2%
0.094	1	0.2%
0.088	1	0.2%
0.087	1	0.2%
0.086	2	0.4%
0.083	2	0.4%

Area3
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	544
Unique (%)	95.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	880.5831282952548
Minimum	185.2
Maximum	4254.0
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	185.2
5-th percentile	331.06
Q1	515.3
median	686.5
Q3	1084
95-th percentile	2009.6
Maximum	4254
Range	4068.8
Interquartile range (IQR)	568.7

Descriptive statistics

Standard deviation	569.3569927
Coefficient of variation (CV)	0.6465681369
Kurtosis	4.396394829
Mean	880.5831283
Median Absolute Deviation (MAD)	215.6
Skewness	1.859373272
Sum	501051.8
Variance	324167.3851

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
733.5	2	0.4%
808.9	2	0.4%
1261	2	0.4%
547.4	2	0.4%
402.8	2	0.4%
1623	2	0.4%
749.9	2	0.4%
1210	2	0.4%
458	2	0.4%
1269	2	0.4%
1603	2	0.4%
698.8	2	0.4%
439.6	2	0.4%
830.5	2	0.4%
284.4	2	0.4%
706	2	0.4%
708.8	2	0.4%
472.4	2	0.4%
546.7	2	0.4%
725.9	2	0.4%
1437	2	0.4%
826.4	2	0.4%
489.5	2	0.4%
1750	2	0.4%
624.1	2	0.4%
Other values (519)	519	91.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
185.2	1	0.2%
223.6	1	0.2%
240.1	1	0.2%
242.2	1	0.2%
248	1	0.2%
249.8	1	0.2%
259.2	1	0.2%
268.6	1	0.2%
270	1	0.2%
273.9	1	0.2%

Value	Count	Frequency (%)
4254	1	0.2%
3432	1	0.2%
3234	1	0.2%
3216	1	0.2%
3143	1	0.2%
2944	1	0.2%
2906	1	0.2%
2782	1	0.2%
2642	1	0.2%
2615	1	0.2%

Concave_points2
Real number (ℝ_≥0)

ZEROS

Distinct count	36
Unique (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.011790861159929703
Minimum	0.0
Maximum	0.053
Zeros	13
Zeros (%)	2.3%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.004
Q1	0.008
median	0.011
Q3	0.015
95-th percentile	0.023
Maximum	0.053
Range	0.053
Interquartile range (IQR)	0.007

Descriptive statistics

Standard deviation	0.006189796306
Coefficient of variation (CV)	0.5249655832
Kurtosis	5.084743956
Mean	0.01179086116
Median Absolute Deviation (MAD)	0.003
Skewness	1.431578102
Sum	6.709
Variance	3.831357831e-05

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.009	51	9.0%
0.01	43	7.6%
0.011	41	7.2%
0.013	41	7.2%
0.006	39	6.9%
0.012	39	6.9%
0.008	37	6.5%
0.007	37	6.5%
0.014	33	5.8%
0.016	27	4.7%
0.005	25	4.4%
0.015	24	4.2%
0.018	20	3.5%
0.017	18	3.2%
0	13	2.3%
0.019	11	1.9%
0.004	10	1.8%
0.003	8	1.4%
0.02	7	1.2%
0.023	7	1.2%
0.025	6	1.1%
0.021	6	1.1%
0.022	4	0.7%
0.028	4	0.7%
0.026	4	0.7%
Other values (11)	14	2.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.002	3	0.5%
0.003	8	1.4%
0.004	10	1.8%
0.005	25	4.4%
0.006	39	6.9%
0.007	37	6.5%
0.008	37	6.5%
0.009	51	9.0%
0.01	43	7.6%

Value	Count	Frequency (%)
0.053	1	0.2%
0.041	1	0.2%
0.039	1	0.2%
0.035	1	0.2%
0.034	1	0.2%
0.033	1	0.2%
0.03	1	0.2%
0.029	2	0.4%
0.028	4	0.7%
0.027	1	0.2%

Symmetry1
Real number (ℝ_≥0)

Distinct count	119
Unique (%)	20.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.18118804920913884
Minimum	0.106
Maximum	0.304
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.106
5-th percentile	0.1414
Q1	0.162
median	0.179
Q3	0.196
95-th percentile	0.2306
Maximum	0.304
Range	0.198
Interquartile range (IQR)	0.034

Descriptive statistics

Standard deviation	0.02743522713
Coefficient of variation (CV)	0.1514185249
Kurtosis	1.29581713
Mean	0.1811880492
Median Absolute Deviation (MAD)	0.017
Skewness	0.7295194553
Sum	103.096
Variance	0.0007526916879

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.172	15	2.6%
0.162	13	2.3%
0.174	12	2.1%
0.181	12	2.1%
0.193	12	2.1%
0.194	11	1.9%
0.178	11	1.9%
0.188	11	1.9%
0.185	10	1.8%
0.167	10	1.8%
0.159	10	1.8%
0.171	10	1.8%
0.18	9	1.6%
0.177	9	1.6%
0.17	9	1.6%
0.163	9	1.6%
0.182	9	1.6%
0.197	9	1.6%
0.195	9	1.6%
0.164	9	1.6%
0.165	8	1.4%
0.16	8	1.4%
0.19	8	1.4%
0.179	8	1.4%
0.158	8	1.4%
Other values (94)	320	56.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.106	1	0.2%
0.117	1	0.2%
0.12	1	0.2%
0.122	2	0.4%
0.127	1	0.2%
0.13	1	0.2%
0.131	1	0.2%
0.134	3	0.5%
0.135	3	0.5%
0.136	3	0.5%

Value	Count	Frequency (%)
0.304	1	0.2%
0.291	1	0.2%
0.274	1	0.2%
0.268	1	0.2%
0.266	1	0.2%
0.26	2	0.4%
0.257	1	0.2%
0.256	1	0.2%
0.255	1	0.2%
0.254	2	0.4%

Fractal_dimension1
Real number (ℝ_≥0)

Distinct count	41
Unique (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.06279789103690685
Minimum	0.05
Maximum	0.09699999999999999
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.05
5-th percentile	0.054
Q1	0.058
median	0.062
Q3	0.066
95-th percentile	0.076
Maximum	0.097
Range	0.047
Interquartile range (IQR)	0.008

Descriptive statistics

Standard deviation	0.007076264316
Coefficient of variation (CV)	0.1126831522
Kurtosis	2.929492153
Mean	0.06279789104
Median Absolute Deviation (MAD)	0.004
Skewness	1.289900655
Sum	35.732
Variance	5.007351667e-05

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.061	48	8.4%
0.059	47	8.3%
0.057	40	7.0%
0.063	39	6.9%
0.062	37	6.5%
0.06	34	6.0%
0.056	31	5.4%
0.066	29	5.1%
0.055	25	4.4%
0.064	23	4.0%
0.065	23	4.0%
0.069	22	3.9%
0.058	20	3.5%
0.067	16	2.8%
0.068	15	2.6%
0.054	14	2.5%
0.053	13	2.3%
0.073	11	1.9%
0.071	10	1.8%
0.074	10	1.8%
0.07	9	1.6%
0.072	7	1.2%
0.078	7	1.2%
0.052	6	1.1%
0.05	4	0.7%
Other values (16)	29	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.05	4	0.7%
0.051	2	0.4%
0.052	6	1.1%
0.053	13	2.3%
0.054	14	2.5%
0.055	25	4.4%
0.056	31	5.4%
0.057	40	7.0%
0.058	20	3.5%
0.059	47	8.3%

Value	Count	Frequency (%)
0.097	1	0.2%
0.096	1	0.2%
0.095	1	0.2%
0.093	1	0.2%
0.09	1	0.2%
0.087	1	0.2%
0.084	1	0.2%
0.083	1	0.2%
0.082	1	0.2%
0.081	3	0.5%

Symmetry3
Real number (ℝ_≥0)

Distinct count	208
Unique (%)	36.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2900826010544815
Minimum	0.156
Maximum	0.664
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.156
5-th percentile	0.2128
Q1	0.25
median	0.282
Q3	0.318
95-th percentile	0.4066
Maximum	0.664
Range	0.508
Interquartile range (IQR)	0.068

Descriptive statistics

Standard deviation	0.06187193039
Coefficient of variation (CV)	0.2132907323
Kurtosis	4.443338164
Mean	0.2900826011
Median Absolute Deviation (MAD)	0.034
Skewness	1.433216611
Sum	165.057
Variance	0.003828135771

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.306	10	1.8%
0.268	8	1.4%
0.274	8	1.4%
0.269	8	1.4%
0.283	8	1.4%
0.278	7	1.2%
0.311	7	1.2%
0.31	7	1.2%
0.322	7	1.2%
0.244	7	1.2%
0.23	6	1.1%
0.32	6	1.1%
0.287	6	1.1%
0.256	6	1.1%
0.246	6	1.1%
0.284	6	1.1%
0.223	6	1.1%
0.302	6	1.1%
0.285	6	1.1%
0.238	6	1.1%
0.281	6	1.1%
0.282	5	0.9%
0.264	5	0.9%
0.327	5	0.9%
0.298	5	0.9%
Other values (183)	406	71.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.156	1	0.2%
0.157	1	0.2%
0.16	1	0.2%
0.165	2	0.4%
0.171	1	0.2%
0.178	2	0.4%
0.181	1	0.2%
0.186	1	0.2%
0.189	1	0.2%
0.19	2	0.4%

Value	Count	Frequency (%)
0.664	1	0.2%
0.577	1	0.2%
0.556	1	0.2%
0.544	1	0.2%
0.517	1	0.2%
0.488	1	0.2%
0.486	1	0.2%
0.482	1	0.2%
0.476	1	0.2%
0.475	1	0.2%

Smoothness3
Real number (ℝ_≥0)

Distinct count	105
Unique (%)	18.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1323690685413005
Minimum	0.071
Maximum	0.223
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.071
5-th percentile	0.0954
Q1	0.117
median	0.131
Q3	0.146
95-th percentile	0.1716
Maximum	0.223
Range	0.152
Interquartile range (IQR)	0.029

Descriptive statistics

Standard deviation	0.02281942648
Coefficient of variation (CV)	0.1723924383
Kurtosis	0.5253338881
Mean	0.1323690685
Median Absolute Deviation (MAD)	0.015
Skewness	0.4137593504
Sum	75.318
Variance	0.0005207262247

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.122	18	3.2%
0.128	16	2.8%
0.142	15	2.6%
0.114	14	2.5%
0.143	12	2.1%
0.13	12	2.1%
0.14	12	2.1%
0.126	12	2.1%
0.134	12	2.1%
0.131	12	2.1%
0.129	12	2.1%
0.15	11	1.9%
0.141	11	1.9%
0.138	10	1.8%
0.123	10	1.8%
0.136	10	1.8%
0.135	10	1.8%
0.11	10	1.8%
0.139	10	1.8%
0.121	9	1.6%
0.155	9	1.6%
0.146	9	1.6%
0.153	9	1.6%
0.112	9	1.6%
0.094	8	1.4%
Other values (80)	287	50.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.071	1	0.2%
0.081	1	0.2%
0.084	1	0.2%
0.085	1	0.2%
0.086	1	0.2%
0.088	3	0.5%
0.089	2	0.4%
0.09	2	0.4%
0.092	1	0.2%
0.093	4	0.7%

Value	Count	Frequency (%)
0.223	1	0.2%
0.218	1	0.2%
0.21	1	0.2%
0.201	1	0.2%
0.191	1	0.2%
0.19	1	0.2%
0.188	2	0.4%
0.187	1	0.2%
0.186	2	0.4%
0.185	3	0.5%

Perimeter2
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	533
Unique (%)	93.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.866059753954306
Minimum	0.757
Maximum	21.98
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.757
5-th percentile	1.1328
Q1	1.606
median	2.287
Q3	3.357
95-th percentile	7.0416
Maximum	21.98
Range	21.223
Interquartile range (IQR)	1.751

Descriptive statistics

Standard deviation	2.021854174
Coefficient of variation (CV)	0.7054473207
Kurtosis	21.40191943
Mean	2.866059754
Median Absolute Deviation (MAD)	0.77
Skewness	3.443616713
Sum	1630.788
Variance	4.087894303

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.778	4	0.7%
1.597	2	0.4%
1.955	2	0.4%
1.566	2	0.4%
1.667	2	0.4%
1.143	2	0.4%
2.406	2	0.4%
2.41	2	0.4%
1.959	2	0.4%
3.767	2	0.4%
3.008	2	0.4%
1.994	2	0.4%
2.747	2	0.4%
2.873	2	0.4%
1.101	2	0.4%
2.183	2	0.4%
3.564	2	0.4%
2.225	2	0.4%
2.363	2	0.4%
1.491	2	0.4%
1.243	2	0.4%
1.429	2	0.4%
2.569	2	0.4%
2.041	2	0.4%
2.097	2	0.4%
Other values (508)	517	90.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.757	1	0.2%
0.771	1	0.2%
0.844	1	0.2%
0.848	1	0.2%
0.873	1	0.2%
0.922	1	0.2%
0.968	1	0.2%
0.981	1	0.2%
0.986	1	0.2%
0.989	1	0.2%

Value	Count	Frequency (%)
21.98	1	0.2%
18.65	1	0.2%
11.07	1	0.2%
10.12	1	0.2%
10.05	1	0.2%
9.807	1	0.2%
9.635	1	0.2%
9.424	1	0.2%
8.867	1	0.2%
8.83	1	0.2%

Radius1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	456
Unique (%)	80.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.127291739894552
Minimum	6.981
Maximum	28.11
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	6.981
5-th percentile	9.5292
Q1	11.7
median	13.37
Q3	15.78
95-th percentile	20.576
Maximum	28.11
Range	21.129
Interquartile range (IQR)	4.08

Descriptive statistics

Standard deviation	3.524048826
Coefficient of variation (CV)	0.2494497099
Kurtosis	0.8455216229
Mean	14.12729174
Median Absolute Deviation (MAD)	1.9
Skewness	0.9423795717
Sum	8038.429
Variance	12.41892013

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
12.34	4	0.7%
12.77	3	0.5%
15.46	3	0.5%
12.89	3	0.5%
13.05	3	0.5%
11.71	3	0.5%
13.85	3	0.5%
11.89	3	0.5%
10.26	3	0.5%
12.18	3	0.5%
11.06	3	0.5%
12.46	3	0.5%
13.17	3	0.5%
13	3	0.5%
11.6	3	0.5%
12.05	2	0.4%
19.4	2	0.4%
14.95	2	0.4%
12.36	2	0.4%
12.54	2	0.4%
13.77	2	0.4%
14.87	2	0.4%
13.87	2	0.4%
13.28	2	0.4%
15.78	2	0.4%
Other values (431)	503	88.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.981	1	0.2%
7.691	1	0.2%
7.729	1	0.2%
7.76	1	0.2%
8.196	1	0.2%
8.219	1	0.2%
8.571	1	0.2%
8.597	1	0.2%
8.598	1	0.2%
8.618	1	0.2%

Value	Count	Frequency (%)
28.11	1	0.2%
27.42	1	0.2%
27.22	1	0.2%
25.73	1	0.2%
25.22	1	0.2%
24.63	1	0.2%
24.25	1	0.2%
23.51	1	0.2%
23.29	1	0.2%
23.27	1	0.2%

Smoothness1
Real number (ℝ_≥0)

Distinct count	73
Unique (%)	12.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0963884007029877
Minimum	0.053
Maximum	0.163
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.053
5-th percentile	0.075
Q1	0.086
median	0.096
Q3	0.105
95-th percentile	0.119
Maximum	0.163
Range	0.11
Interquartile range (IQR)	0.019

Descriptive statistics

Standard deviation	0.01406218355
Coefficient of variation (CV)	0.1458908276
Kurtosis	0.8398816649
Mean	0.0963884007
Median Absolute Deviation (MAD)	0.009
Skewness	0.4554334288
Sum	54.845
Variance	0.0001977450061

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.098	20	3.5%
0.094	20	3.5%
0.1	18	3.2%
0.085	18	3.2%
0.104	17	3.0%
0.088	17	3.0%
0.084	17	3.0%
0.089	16	2.8%
0.097	16	2.8%
0.087	16	2.8%
0.091	16	2.8%
0.099	16	2.8%
0.105	14	2.5%
0.092	14	2.5%
0.101	14	2.5%
0.095	14	2.5%
0.081	13	2.3%
0.09	13	2.3%
0.107	13	2.3%
0.08	13	2.3%
0.108	13	2.3%
0.103	13	2.3%
0.102	12	2.1%
0.083	12	2.1%
0.096	11	1.9%
Other values (48)	193	33.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.053	1	0.2%
0.063	1	0.2%
0.064	1	0.2%
0.066	2	0.4%
0.068	1	0.2%
0.069	2	0.4%
0.07	5	0.9%
0.071	1	0.2%
0.072	1	0.2%
0.073	2	0.4%

Value	Count	Frequency (%)
0.163	1	0.2%
0.145	1	0.2%
0.142	1	0.2%
0.14	1	0.2%
0.137	1	0.2%
0.134	1	0.2%
0.133	1	0.2%
0.132	1	0.2%
0.129	2	0.4%
0.128	1	0.2%

Concavity2
Real number (ℝ_≥0)

ZEROS

Distinct count	96
Unique (%)	16.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.03190861159929702
Minimum	0.0
Maximum	0.396
Zeros	13
Zeros (%)	2.3%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.003
Q1	0.015
median	0.026
Q3	0.042
95-th percentile	0.0786
Maximum	0.396
Range	0.396
Interquartile range (IQR)	0.027

Descriptive statistics

Standard deviation	0.03021062353
Coefficient of variation (CV)	0.9467858995
Kurtosis	48.7423523
Mean	0.0319086116
Median Absolute Deviation (MAD)	0.013
Skewness	5.105715815
Sum	18.156
Variance	0.0009126817743

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.02	21	3.7%
0.018	20	3.5%
0.015	16	2.8%
0.021	16	2.8%
0.011	15	2.6%
0.026	15	2.6%
0.013	15	2.6%
0.031	14	2.5%
0.027	14	2.5%
0.023	14	2.5%
0	13	2.3%
0.017	13	2.3%
0.016	13	2.3%
0.014	13	2.3%
0.019	12	2.1%
0.043	11	1.9%
0.03	11	1.9%
0.04	11	1.9%
0.012	11	1.9%
0.028	10	1.8%
0.037	10	1.8%
0.008	10	1.8%
0.029	9	1.6%
0.034	9	1.6%
0.022	9	1.6%
Other values (71)	244	42.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.001	6	1.1%
0.002	6	1.1%
0.003	5	0.9%
0.004	4	0.7%
0.005	5	0.9%
0.006	9	1.6%
0.007	7	1.2%
0.008	10	1.8%
0.009	8	1.4%

Value	Count	Frequency (%)
0.396	1	0.2%
0.304	1	0.2%
0.154	1	0.2%
0.144	2	0.4%
0.128	1	0.2%
0.12	1	0.2%
0.117	1	0.2%
0.111	1	0.2%
0.109	1	0.2%
0.104	1	0.2%

Compactness1
Real number (ℝ_≥0)

Distinct count	188
Unique (%)	33.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.10434446397188049
Minimum	0.019
Maximum	0.345
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.019
5-th percentile	0.041
Q1	0.065
median	0.093
Q3	0.13
95-th percentile	0.209
Maximum	0.345
Range	0.326
Interquartile range (IQR)	0.065

Descriptive statistics

Standard deviation	0.05281649212
Coefficient of variation (CV)	0.5061743586
Kurtosis	1.642939205
Mean	0.104344464
Median Absolute Deviation (MAD)	0.033
Skewness	1.188276714
Sum	59.372
Variance	0.00278958184

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.13	9	1.6%
0.053	9	1.6%
0.067	9	1.6%
0.114	8	1.4%
0.086	8	1.4%
0.077	8	1.4%
0.06	8	1.4%
0.085	8	1.4%
0.102	8	1.4%
0.078	8	1.4%
0.072	8	1.4%
0.115	7	1.2%
0.079	7	1.2%
0.05	7	1.2%
0.052	7	1.2%
0.111	7	1.2%
0.059	7	1.2%
0.073	6	1.1%
0.038	6	1.1%
0.131	6	1.1%
0.062	6	1.1%
0.095	6	1.1%
0.076	6	1.1%
0.083	6	1.1%
0.128	6	1.1%
Other values (163)	388	68.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.019	1	0.2%
0.023	1	0.2%
0.026	1	0.2%
0.027	1	0.2%
0.031	1	0.2%
0.032	1	0.2%
0.034	2	0.4%
0.035	2	0.4%
0.036	4	0.7%
0.037	3	0.5%

Value	Count	Frequency (%)
0.345	1	0.2%
0.311	1	0.2%
0.287	1	0.2%
0.284	1	0.2%
0.283	1	0.2%
0.278	1	0.2%
0.277	2	0.4%
0.266	1	0.2%
0.258	1	0.2%
0.246	1	0.2%

Area2
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	528
Unique (%)	92.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40.337079086116
Minimum	6.8020000000000005
Maximum	542.2
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	6.802
5-th percentile	11.36
Q1	17.85
median	24.53
Q3	45.19
95-th percentile	115.8
Maximum	542.2
Range	535.398
Interquartile range (IQR)	27.34

Descriptive statistics

Standard deviation	45.49100552
Coefficient of variation (CV)	1.127771434
Kurtosis	49.20907651
Mean	40.33707909
Median Absolute Deviation (MAD)	9.19
Skewness	5.447186285
Sum	22951.798
Variance	2069.431583

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
16.97	3	0.5%
16.64	3	0.5%
18.54	3	0.5%
17.67	3	0.5%
18.24	2	0.4%
22.22	2	0.4%
20.2	2	0.4%
24.19	2	0.4%
23.92	2	0.4%
20.95	2	0.4%
14.34	2	0.4%
19.87	2	0.4%
20.74	2	0.4%
34.37	2	0.4%
11.28	2	0.4%
17.74	2	0.4%
14.91	2	0.4%
18.15	2	0.4%
17.85	2	0.4%
27.19	2	0.4%
20.98	2	0.4%
20.67	2	0.4%
33.01	2	0.4%
12.67	2	0.4%
23.12	2	0.4%
Other values (503)	515	90.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.802	1	0.2%
7.228	1	0.2%
7.254	1	0.2%
7.326	1	0.2%
8.205	1	0.2%
8.322	1	0.2%
8.605	1	0.2%
8.955	1	0.2%
8.966	1	0.2%
9.006	1	0.2%

Value	Count	Frequency (%)
542.2	1	0.2%
525.6	1	0.2%
233	1	0.2%
224.1	1	0.2%
199.7	1	0.2%
180.2	1	0.2%
176.5	1	0.2%
170	1	0.2%
164.1	1	0.2%
158.7	1	0.2%

Texture2
Real number (ℝ_≥0)

Distinct count	482
Unique (%)	84.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.2168523725834797
Minimum	0.36
Maximum	4.885
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.36
5-th percentile	0.5402
Q1	0.834
median	1.108
Q3	1.474
95-th percentile	2.212
Maximum	4.885
Range	4.525
Interquartile range (IQR)	0.64

Descriptive statistics

Standard deviation	0.5516498679
Coefficient of variation (CV)	0.4533416545
Kurtosis	5.349108877
Mean	1.216852373
Median Absolute Deviation (MAD)	0.315
Skewness	1.646426446
Sum	692.389
Variance	0.3043175768

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.15	3	0.5%
0.496	3	0.5%
1.268	3	0.5%
0.828	3	0.5%
0.873	3	0.5%
0.986	3	0.5%
0.686	3	0.5%
1.35	3	0.5%
0.856	3	0.5%
1.023	2	0.4%
1.046	2	0.4%
0.922	2	0.4%
1.059	2	0.4%
1.214	2	0.4%
0.622	2	0.4%
0.781	2	0.4%
0.99	2	0.4%
1.743	2	0.4%
1.563	2	0.4%
1.336	2	0.4%
1.14	2	0.4%
0.964	2	0.4%
1.033	2	0.4%
1.342	2	0.4%
1.511	2	0.4%
Other values (457)	510	89.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.36	1	0.2%
0.362	1	0.2%
0.363	1	0.2%
0.387	1	0.2%
0.398	1	0.2%
0.406	1	0.2%
0.412	1	0.2%
0.433	1	0.2%
0.434	1	0.2%
0.44	1	0.2%

Value	Count	Frequency (%)
4.885	1	0.2%
3.896	1	0.2%
3.647	1	0.2%
3.568	1	0.2%
3.12	1	0.2%
2.927	1	0.2%
2.91	1	0.2%
2.904	1	0.2%
2.878	1	0.2%
2.836	1	0.2%

Perimeter3
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	514
Unique (%)	90.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	107.26121265377857
Minimum	50.41
Maximum	251.2
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	50.41
5-th percentile	67.856
Q1	84.11
median	97.66
Q3	125.4
95-th percentile	171.64
Maximum	251.2
Range	200.79
Interquartile range (IQR)	41.29

Descriptive statistics

Standard deviation	33.60254227
Coefficient of variation (CV)	0.3132776652
Kurtosis	1.070149667
Mean	107.2612127
Median Absolute Deviation (MAD)	16.87
Skewness	1.128163871
Sum	61031.63
Variance	1129.130847

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
101.7	3	0.5%
105.9	3	0.5%
117.7	3	0.5%
104.5	2	0.4%
152.4	2	0.4%
79.93	2	0.4%
79.73	2	0.4%
184.6	2	0.4%
85.07	2	0.4%
113.7	2	0.4%
76.51	2	0.4%
127.1	2	0.4%
85.56	2	0.4%
100.9	2	0.4%
171.1	2	0.4%
84.48	2	0.4%
170.3	2	0.4%
87.36	2	0.4%
152.2	2	0.4%
92.04	2	0.4%
158.8	2	0.4%
108.1	2	0.4%
95.29	2	0.4%
159.8	2	0.4%
135.1	2	0.4%
Other values (489)	516	90.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50.41	1	0.2%
54.49	1	0.2%
56.65	1	0.2%
57.17	1	0.2%
57.26	1	0.2%
58.08	1	0.2%
58.36	1	0.2%
59.16	1	0.2%
59.9	1	0.2%
60.9	1	0.2%

Value	Count	Frequency (%)
251.2	1	0.2%
229.3	1	0.2%
220.8	1	0.2%
214	1	0.2%
211.7	1	0.2%
211.5	1	0.2%
206.8	1	0.2%
206	1	0.2%
205.7	1	0.2%
202.4	1	0.2%

Texture1
Real number (ℝ_≥0)

Distinct count	479
Unique (%)	84.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.289648506151142
Minimum	9.71
Maximum	39.28
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	9.71
5-th percentile	13.088
Q1	16.17
median	18.84
Q3	21.8
95-th percentile	27.15
Maximum	39.28
Range	29.57
Interquartile range (IQR)	5.63

Descriptive statistics

Standard deviation	4.301035768
Coefficient of variation (CV)	0.2229711841
Kurtosis	0.7583189724
Mean	19.28964851
Median Absolute Deviation (MAD)	2.81
Skewness	0.6504495421
Sum	10975.81
Variance	18.49890868

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
14.93	3	0.5%
15.7	3	0.5%
18.9	3	0.5%
16.84	3	0.5%
17.46	3	0.5%
18.22	3	0.5%
20.52	3	0.5%
16.85	3	0.5%
19.83	3	0.5%
18.89	2	0.4%
13.98	2	0.4%
20.22	2	0.4%
18.18	2	0.4%
18.61	2	0.4%
21.25	2	0.4%
27.15	2	0.4%
21.84	2	0.4%
14.96	2	0.4%
16.58	2	0.4%
20.76	2	0.4%
21.53	2	0.4%
15.51	2	0.4%
21.46	2	0.4%
21.59	2	0.4%
13.9	2	0.4%
Other values (454)	510	89.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9.71	1	0.2%
10.38	1	0.2%
10.72	1	0.2%
10.82	1	0.2%
10.89	1	0.2%
10.91	1	0.2%
10.94	1	0.2%
11.28	1	0.2%
11.79	1	0.2%
11.89	1	0.2%

Value	Count	Frequency (%)
39.28	1	0.2%
33.81	1	0.2%
33.56	1	0.2%
32.47	1	0.2%
31.12	1	0.2%
30.72	1	0.2%
30.62	1	0.2%
29.97	1	0.2%
29.81	1	0.2%
29.43	1	0.2%

Perimeter1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	522
Unique (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	91.96903339191564
Minimum	43.79
Maximum	188.5
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	43.79
5-th percentile	60.496
Q1	75.17
median	86.24
Q3	104.1
95-th percentile	135.82
Maximum	188.5
Range	144.71
Interquartile range (IQR)	28.93

Descriptive statistics

Standard deviation	24.29898104
Coefficient of variation (CV)	0.2642082899
Kurtosis	0.9722135477
Mean	91.96903339
Median Absolute Deviation (MAD)	12.71
Skewness	0.9906504254
Sum	52330.38
Variance	590.4404795

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
82.61	3	0.5%
134.7	3	0.5%
87.76	3	0.5%
130	2	0.4%
58.79	2	0.4%
133.8	2	0.4%
85.98	2	0.4%
113.4	2	0.4%
81.35	2	0.4%
84.08	2	0.4%
73.34	2	0.4%
107.1	2	0.4%
130.7	2	0.4%
88.37	2	0.4%
117.4	2	0.4%
88.73	2	0.4%
78.83	2	0.4%
78.29	2	0.4%
79.19	2	0.4%
102.4	2	0.4%
132.4	2	0.4%
71.49	2	0.4%
82.69	2	0.4%
132.9	2	0.4%
87.21	2	0.4%
Other values (497)	516	90.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
43.79	1	0.2%
47.92	1	0.2%
47.98	1	0.2%
48.34	1	0.2%
51.71	1	0.2%
53.27	1	0.2%
54.09	1	0.2%
54.34	1	0.2%
54.42	1	0.2%
54.53	1	0.2%

Value	Count	Frequency (%)
188.5	1	0.2%
186.9	1	0.2%
182.1	1	0.2%
174.2	1	0.2%
171.5	1	0.2%
166.2	1	0.2%
165.5	1	0.2%
158.9	1	0.2%
155.1	1	0.2%
153.5	1	0.2%

Compactness3
Real number (ℝ_≥0)

Distinct count	326
Unique (%)	57.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.25427943760984184
Minimum	0.027000000000000003
Maximum	1.058
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.027
5-th percentile	0.0714
Q1	0.147
median	0.212
Q3	0.339
95-th percentile	0.5642
Maximum	1.058
Range	1.031
Interquartile range (IQR)	0.192

Descriptive statistics

Standard deviation	0.1573333378
Coefficient of variation (CV)	0.6187418819
Kurtosis	3.03899709
Mean	0.2542794376
Median Absolute Deviation (MAD)	0.087
Skewness	1.473160171
Sum	144.685
Variance	0.02475377917

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.181	5	0.9%
0.165	5	0.9%
0.179	5	0.9%
0.135	5	0.9%
0.188	5	0.9%
0.152	5	0.9%
0.212	4	0.7%
0.158	4	0.7%
0.196	4	0.7%
0.252	4	0.7%
0.342	4	0.7%
0.136	4	0.7%
0.168	4	0.7%
0.151	4	0.7%
0.163	4	0.7%
0.204	4	0.7%
0.198	4	0.7%
0.406	4	0.7%
0.071	4	0.7%
0.184	4	0.7%
0.097	3	0.5%
0.155	3	0.5%
0.255	3	0.5%
0.065	3	0.5%
0.217	3	0.5%
Other values (301)	468	82.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.027	1	0.2%
0.034	1	0.2%
0.043	1	0.2%
0.046	1	0.2%
0.047	1	0.2%
0.05	2	0.4%
0.051	1	0.2%
0.052	2	0.4%
0.053	1	0.2%
0.054	1	0.2%

Value	Count	Frequency (%)
1.058	1	0.2%
0.938	1	0.2%
0.933	1	0.2%
0.868	1	0.2%
0.866	1	0.2%
0.792	1	0.2%
0.772	1	0.2%
0.758	1	0.2%
0.744	1	0.2%
0.739	1	0.2%

target
Boolean

Distinct count	2
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	4.6 KiB

0	357
1	212

Frequency Table

Value	Count	Frequency (%)
0	357	62.7%
1	212	37.3%

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.

Count
Matrix

First rows

	Concave_points3	Compactness2	Area3	Concave_points2	Symmetry1	Fractal_dimension1	Symmetry3	Smoothness3	Perimeter2	Radius1	Smoothness1	Concavity2	Compactness1	Area2	Texture2	Perimeter3	Texture1	Perimeter1	Compactness3	target
0	0.265	0.049	2019.0	0.016	0.242	0.079	0.460	0.162	8.589	17.99	0.118	0.054	0.278	153.40	0.905	184.60	10.38	122.80	0.666	1
1	0.186	0.013	1956.0	0.013	0.181	0.057	0.275	0.124	3.398	20.57	0.085	0.019	0.079	74.08	0.734	158.80	17.77	132.90	0.187	1
2	0.243	0.040	1709.0	0.021	0.207	0.060	0.361	0.144	4.585	19.69	0.110	0.038	0.160	94.03	0.787	152.50	21.25	130.00	0.424	1
3	0.258	0.075	567.7	0.019	0.260	0.097	0.664	0.210	3.445	11.42	0.142	0.057	0.284	27.23	1.156	98.87	20.38	77.58	0.866	1
4	0.162	0.025	1575.0	0.019	0.181	0.059	0.236	0.137	5.438	20.29	0.100	0.057	0.133	94.44	0.781	152.20	14.34	135.10	0.205	1
5	0.174	0.033	741.6	0.011	0.209	0.076	0.398	0.179	2.217	12.45	0.128	0.037	0.170	27.19	0.890	103.40	15.70	82.57	0.525	1
6	0.193	0.014	1606.0	0.010	0.179	0.057	0.306	0.144	3.180	18.25	0.095	0.023	0.109	53.91	0.773	153.20	19.98	119.60	0.258	1
7	0.156	0.030	897.0	0.014	0.220	0.075	0.320	0.165	3.856	13.71	0.119	0.025	0.164	50.96	1.377	110.60	20.83	90.20	0.368	1
8	0.206	0.035	739.3	0.012	0.235	0.074	0.438	0.170	2.406	13.00	0.127	0.036	0.193	24.32	1.002	106.20	21.82	87.50	0.540	1
9	0.221	0.072	711.4	0.014	0.203	0.082	0.437	0.185	2.039	12.46	0.119	0.077	0.240	23.94	1.599	97.65	24.04	83.97	1.058	1

Last rows

	Concave_points3	Compactness2	Area3	Concave_points2	Symmetry1	Fractal_dimension1	Symmetry3	Smoothness3	Perimeter2	Radius1	Smoothness1	Concavity2	Compactness1	Area2	Texture2	Perimeter3	Texture1	Perimeter1	Compactness3	target
559	0.097	0.030	474.2	0.013	0.139	0.066	0.211	0.130	1.936	11.51	0.093	0.057	0.102	16.97	2.904	82.28	23.93	74.52	0.252	0
560	0.105	0.027	706.7	0.016	0.154	0.062	0.225	0.124	2.888	14.05	0.099	0.021	0.113	29.84	1.492	100.20	27.15	91.38	0.226	0
561	0.000	0.009	439.6	0.000	0.106	0.055	0.157	0.093	2.041	11.20	0.074	0.000	0.036	22.81	3.896	75.19	29.37	70.67	0.055	0
562	0.236	0.048	915.0	0.016	0.213	0.072	0.409	0.142	2.362	15.22	0.105	0.074	0.209	22.65	1.205	128.70	30.62	103.40	0.792	1
563	0.254	0.043	1819.0	0.026	0.215	0.069	0.293	0.141	8.758	20.92	0.110	0.078	0.224	118.80	1.026	179.10	25.09	143.00	0.419	1
564	0.222	0.029	2027.0	0.025	0.173	0.056	0.206	0.141	7.673	21.56	0.111	0.052	0.116	158.70	1.256	166.10	22.39	142.00	0.211	1
565	0.163	0.024	1731.0	0.017	0.175	0.055	0.257	0.117	5.203	20.13	0.098	0.040	0.103	99.04	2.463	155.00	28.25	131.20	0.192	1
566	0.142	0.037	1124.0	0.016	0.159	0.056	0.222	0.114	3.425	16.60	0.085	0.047	0.102	48.55	1.075	126.70	28.08	108.30	0.309	1
567	0.265	0.062	1821.0	0.017	0.240	0.070	0.409	0.165	5.772	20.60	0.118	0.071	0.277	86.22	1.595	184.60	29.33	140.10	0.868	1
568	0.000	0.005	268.6	0.000	0.159	0.059	0.287	0.090	2.548	7.76	0.053	0.000	0.044	19.15	1.428	59.16	24.54	47.92	0.064	0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows