breast_cancer_wisconsin

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 01:09:51.782056
Analysis finished	2020-08-25 01:10:47.052389
Duration	55.27 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`2` is highly correlated with `25` and 2 other fields	High correlation
`25` is highly correlated with `2` and 2 other fields	High correlation
`15` is highly correlated with `14`	High correlation
`14` is highly correlated with `15`	High correlation
`24` is highly correlated with `25` and 2 other fields	High correlation
`4` is highly correlated with `25` and 2 other fields	High correlation
`29` has 13 (2.3%) zeros	Zeros
`19` has 13 (2.3%) zeros	Zeros
`18` has 13 (2.3%) zeros	Zeros

29
Real number (ℝ_≥0)

ZEROS

Distinct count	492
Unique (%)	86.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.11460622319859401
Minimum	0.0
Maximum	0.29100000000000004
Zeros	13
Zeros (%)	2.3%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.024286
Q1	0.06493
median	0.09993
Q3	0.1614
95-th percentile	0.23692
Maximum	0.291
Range	0.291
Interquartile range (IQR)	0.09647

Descriptive statistics

Standard deviation	0.0657323412
Coefficient of variation (CV)	0.5735494929
Kurtosis	-0.5355351225
Mean	0.1146062232
Median Absolute Deviation (MAD)	0.04457
Skewness	0.4926155269
Sum	65.210941
Variance	0.004320740679

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13	2.3%
0.1218	3	0.5%
0.1708	3	0.5%
0.02564	3	0.5%
0.04306	3	0.5%
0.1105	3	0.5%
0.1827	3	0.5%
0.06296	3	0.5%
0.07431	3	0.5%
0.05556	3	0.5%
0.02381	2	0.4%
0.05882	2	0.4%
0.0914	2	0.4%
0.1099	2	0.4%
0.02579	2	0.4%
0.1772	2	0.4%
0.03846	2	0.4%
0.2475	2	0.4%
0.0875	2	0.4%
0.0589	2	0.4%
0.06136	2	0.4%
0.1056	2	0.4%
0.01111	2	0.4%
0.1155	2	0.4%
0.1205	2	0.4%
Other values (467)	499	87.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.008772	1	0.2%
0.009259	1	0.2%
0.01042	1	0.2%
0.01111	2	0.4%
0.01389	1	0.2%
0.01635	1	0.2%
0.01667	1	0.2%
0.01852	1	0.2%
0.02022	1	0.2%

Value	Count	Frequency (%)
0.291	1	0.2%
0.2903	1	0.2%
0.2867	1	0.2%
0.2756	1	0.2%
0.2733	1	0.2%
0.2701	1	0.2%
0.2688	1	0.2%
0.2685	1	0.2%
0.2654	1	0.2%
0.265	1	0.2%

17
Real number (ℝ_≥0)

Distinct count	541
Unique (%)	95.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.025478138840070295
Minimum	0.002252
Maximum	0.1354
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.002252
5-th percentile	0.0078922
Q1	0.01308
median	0.02045
Q3	0.03245
95-th percentile	0.060578
Maximum	0.1354
Range	0.133148
Interquartile range (IQR)	0.01937

Descriptive statistics

Standard deviation	0.01790817933
Coefficient of variation (CV)	0.702884125
Kurtosis	5.106252483
Mean	0.02547813884
Median Absolute Deviation (MAD)	0.00876
Skewness	1.90222071
Sum	14.497061
Variance	0.0003207028868

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.01104	3	0.5%
0.01812	3	0.5%
0.0231	3	0.5%
0.01646	2	0.4%
0.01395	2	0.4%
0.01382	2	0.4%
0.01174	2	0.4%
0.03053	2	0.4%
0.01371	2	0.4%
0.01587	2	0.4%
0.01819	2	0.4%
0.01427	2	0.4%
0.03179	2	0.4%
0.02772	2	0.4%
0.01443	2	0.4%
0.009169	2	0.4%
0.01503	2	0.4%
0.02219	2	0.4%
0.01246	2	0.4%
0.01877	2	0.4%
0.01203	2	0.4%
0.0118	2	0.4%
0.03055	2	0.4%
0.01727	2	0.4%
0.02431	2	0.4%
Other values (516)	516	90.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.002252	1	0.2%
0.003012	1	0.2%
0.00371	1	0.2%
0.003746	1	0.2%
0.00466	1	0.2%
0.004693	1	0.2%
0.004711	1	0.2%
0.004883	1	0.2%
0.004899	1	0.2%
0.00493	1	0.2%

Value	Count	Frequency (%)
0.1354	1	0.2%
0.1064	1	0.2%
0.1006	1	0.2%
0.09806	1	0.2%
0.09586	1	0.2%
0.09368	1	0.2%
0.08808	1	0.2%
0.08668	1	0.2%
0.08606	1	0.2%
0.08555	1	0.2%

25
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%

19
Real number (ℝ_≥0)

ZEROS

Distinct count	507
Unique (%)	89.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.011796137082601054
Minimum	0.0
Maximum	0.05279
Zeros	13
Zeros (%)	2.3%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0038308
Q1	0.007638
median	0.01093
Q3	0.01471
95-th percentile	0.022884
Maximum	0.05279
Range	0.05279
Interquartile range (IQR)	0.007072

Descriptive statistics

Standard deviation	0.006170285174
Coefficient of variation (CV)	0.5230767607
Kurtosis	5.126301943
Mean	0.01179613708
Median Absolute Deviation (MAD)	0.003485
Skewness	1.444678145
Sum	6.712002
Variance	3.807241913e-05

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13	2.3%
0.01499	3	0.5%
0.0111	3	0.5%
0.01167	3	0.5%
0.009222	2	0.4%
0.01161	2	0.4%
0.01712	2	0.4%
0.01037	2	0.4%
0.01421	2	0.4%
0.01841	2	0.4%
0.01155	2	0.4%
0.01184	2	0.4%
0.01471	2	0.4%
0.01043	2	0.4%
0.0158	2	0.4%
0.01164	2	0.4%
0.01519	2	0.4%
0.00836	2	0.4%
0.01241	2	0.4%
0.012	2	0.4%
0.01269	2	0.4%
0.005495	2	0.4%
0.01004	2	0.4%
0.01843	2	0.4%
0.009199	2	0.4%
Other values (482)	505	88.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.001852	1	0.2%
0.002386	1	0.2%
0.002404	1	0.2%
0.002924	1	0.2%
0.002941	1	0.2%
0.003125	1	0.2%
0.003242	1	0.2%
0.003333	1	0.2%
0.00339	1	0.2%

Value	Count	Frequency (%)
0.05279	1	0.2%
0.0409	1	0.2%
0.03927	1	0.2%
0.03487	1	0.2%
0.03441	1	0.2%
0.03322	1	0.2%
0.03024	1	0.2%
0.02919	1	0.2%
0.02853	1	0.2%
0.02801	1	0.2%

10
Real number (ℝ_≥0)

Distinct count	432
Unique (%)	75.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.18116186291739894
Minimum	0.106
Maximum	0.304
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.106
5-th percentile	0.1415
Q1	0.1619
median	0.1792
Q3	0.1957
95-th percentile	0.23072
Maximum	0.304
Range	0.198
Interquartile range (IQR)	0.0338

Descriptive statistics

Standard deviation	0.02741428134
Coefficient of variation (CV)	0.1513247926
Kurtosis	1.287932992
Mean	0.1811618629
Median Absolute Deviation (MAD)	0.0171
Skewness	0.7256089734
Sum	103.0811
Variance	0.0007515428212

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1717	4	0.7%
0.1714	4	0.7%
0.1601	4	0.7%
0.1769	4	0.7%
0.1893	4	0.7%
0.1516	3	0.5%
0.193	3	0.5%
0.1779	3	0.5%
0.1925	3	0.5%
0.1943	3	0.5%
0.172	3	0.5%
0.1487	3	0.5%
0.1861	3	0.5%
0.1953	3	0.5%
0.1619	3	0.5%
0.1669	3	0.5%
0.159	3	0.5%
0.1506	3	0.5%
0.1667	3	0.5%
0.1809	3	0.5%
0.1885	3	0.5%
0.1739	3	0.5%
0.1467	3	0.5%
0.1966	3	0.5%
0.1735	3	0.5%
Other values (407)	489	85.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.106	1	0.2%
0.1167	1	0.2%
0.1203	1	0.2%
0.1215	1	0.2%
0.122	1	0.2%
0.1274	1	0.2%
0.1305	1	0.2%
0.1308	1	0.2%
0.1337	1	0.2%
0.1339	1	0.2%

Value	Count	Frequency (%)
0.304	1	0.2%
0.2906	1	0.2%
0.2743	1	0.2%
0.2678	1	0.2%
0.2655	1	0.2%
0.2597	1	0.2%
0.2595	1	0.2%
0.2569	1	0.2%
0.2556	1	0.2%
0.2548	1	0.2%

11
Real number (ℝ_≥0)

Distinct count	499
Unique (%)	87.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.06279760984182776
Minimum	0.04996
Maximum	0.09744
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.04996
5-th percentile	0.053926
Q1	0.0577
median	0.06154
Q3	0.06612
95-th percentile	0.07609
Maximum	0.09744
Range	0.04748
Interquartile range (IQR)	0.00842

Descriptive statistics

Standard deviation	0.007060362795
Coefficient of variation (CV)	0.1124304382
Kurtosis	3.00589212
Mean	0.06279760984
Median Absolute Deviation (MAD)	0.00422
Skewness	1.304488813
Sum	35.73184
Variance	4.98487228e-05

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.05667	3	0.5%
0.06113	3	0.5%
0.05907	3	0.5%
0.05913	3	0.5%
0.06782	3	0.5%
0.0614	2	0.4%
0.05883	2	0.4%
0.05708	2	0.4%
0.06697	2	0.4%
0.0613	2	0.4%
0.06412	2	0.4%
0.05859	2	0.4%
0.05976	2	0.4%
0.05916	2	0.4%
0.0578	2	0.4%
0.05955	2	0.4%
0.06317	2	0.4%
0.07005	2	0.4%
0.06048	2	0.4%
0.06612	2	0.4%
0.05884	2	0.4%
0.05898	2	0.4%
0.05912	2	0.4%
0.06129	2	0.4%
0.05581	2	0.4%
Other values (474)	514	90.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.04996	1	0.2%
0.05024	1	0.2%
0.05025	1	0.2%
0.05044	1	0.2%
0.05054	1	0.2%
0.05096	1	0.2%
0.05176	1	0.2%
0.05177	1	0.2%
0.05185	1	0.2%
0.05223	1	0.2%

Value	Count	Frequency (%)
0.09744	1	0.2%
0.09575	1	0.2%
0.09502	1	0.2%
0.09296	1	0.2%
0.0898	1	0.2%
0.08743	1	0.2%
0.0845	1	0.2%
0.08261	1	0.2%
0.08243	1	0.2%
0.08142	1	0.2%

30
Real number (ℝ_≥0)

Distinct count	500
Unique (%)	87.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2900755711775044
Minimum	0.1565
Maximum	0.6638
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.1565
5-th percentile	0.2127
Q1	0.2504
median	0.2822
Q3	0.3179
95-th percentile	0.40616
Maximum	0.6638
Range	0.5073
Interquartile range (IQR)	0.0675

Descriptive statistics

Standard deviation	0.06186746754
Coefficient of variation (CV)	0.2132805161
Kurtosis	4.444559518
Mean	0.2900755712
Median Absolute Deviation (MAD)	0.0342
Skewness	1.433927765
Sum	165.053
Variance	0.00382758354

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2972	3	0.5%
0.2369	3	0.5%
0.2383	3	0.5%
0.2226	3	0.5%
0.3196	3	0.5%
0.3109	3	0.5%
0.3113	2	0.4%
0.2557	2	0.4%
0.2884	2	0.4%
0.2744	2	0.4%
0.271	2	0.4%
0.3055	2	0.4%
0.2826	2	0.4%
0.2955	2	0.4%
0.2556	2	0.4%
0.3379	2	0.4%
0.2651	2	0.4%
0.3105	2	0.4%
0.2227	2	0.4%
0.2458	2	0.4%
0.259	2	0.4%
0.3187	2	0.4%
0.3151	2	0.4%
0.251	2	0.4%
0.2576	2	0.4%
Other values (475)	513	90.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1565	1	0.2%
0.1566	1	0.2%
0.1603	1	0.2%
0.1648	1	0.2%
0.1652	1	0.2%
0.1712	1	0.2%
0.1783	2	0.4%
0.1811	1	0.2%
0.1859	1	0.2%
0.189	1	0.2%

Value	Count	Frequency (%)
0.6638	1	0.2%
0.5774	1	0.2%
0.5558	1	0.2%
0.544	1	0.2%
0.5166	1	0.2%
0.4882	1	0.2%
0.4863	1	0.2%
0.4824	1	0.2%
0.4761	1	0.2%
0.4753	1	0.2%

26
Real number (ℝ_≥0)

Distinct count	411
Unique (%)	72.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.13236859402460457
Minimum	0.07117000000000001
Maximum	0.2226
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.07117
5-th percentile	0.095734
Q1	0.1166
median	0.1313
Q3	0.146
95-th percentile	0.17184
Maximum	0.2226
Range	0.15143
Interquartile range (IQR)	0.0294

Descriptive statistics

Standard deviation	0.0228324294
Coefficient of variation (CV)	0.172491289
Kurtosis	0.5178251903
Mean	0.132368594
Median Absolute Deviation (MAD)	0.0147
Skewness	0.4154259963
Sum	75.31773
Variance	0.0005213198325

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1223	4	0.7%
0.1256	4	0.7%
0.1216	4	0.7%
0.1275	4	0.7%
0.1312	4	0.7%
0.1347	4	0.7%
0.1401	4	0.7%
0.1415	4	0.7%
0.1234	4	0.7%
0.1218	3	0.5%
0.1289	3	0.5%
0.1249	3	0.5%
0.1072	3	0.5%
0.1142	3	0.5%
0.1368	3	0.5%
0.1491	3	0.5%
0.1166	3	0.5%
0.1118	3	0.5%
0.1402	3	0.5%
0.1298	3	0.5%
0.146	3	0.5%
0.1419	3	0.5%
0.1297	3	0.5%
0.1199	3	0.5%
0.1162	3	0.5%
Other values (386)	485	85.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.07117	1	0.2%
0.08125	1	0.2%
0.08409	1	0.2%
0.08484	1	0.2%
0.08567	1	0.2%
0.08774	1	0.2%
0.08799	1	0.2%
0.08822	1	0.2%
0.08864	1	0.2%
0.08949	1	0.2%

Value	Count	Frequency (%)
0.2226	1	0.2%
0.2184	1	0.2%
0.2098	1	0.2%
0.2006	1	0.2%
0.1909	1	0.2%
0.1902	1	0.2%
0.1883	1	0.2%
0.1878	1	0.2%
0.1873	1	0.2%
0.1862	1	0.2%

14
Real number (ℝ_≥0)

HIGH CORRELATION

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

Mean	2.866059226713533
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	2.021854554
Coefficient of variation (CV)	0.7054475829
Kurtosis	21.40190493
Mean	2.866059227
Median Absolute Deviation (MAD)	0.77
Skewness	3.443615202
Sum	1630.7877
Variance	4.087895838

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.778	4	0.7%
2.155	2	0.4%
1.429	2	0.4%
1.535	2	0.4%
3.564	2	0.4%
2.406	2	0.4%
1.143	2	0.4%
1.101	2	0.4%
1.959	2	0.4%
1.566	2	0.4%
1.667	2	0.4%
2.363	2	0.4%
3.767	2	0.4%
1.994	2	0.4%
2.569	2	0.4%
2.765	2	0.4%
2.225	2	0.4%
2.873	2	0.4%
2.41	2	0.4%
2.183	2	0.4%
2.747	2	0.4%
1.955	2	0.4%
2.097	2	0.4%
1.597	2	0.4%
1.445	2	0.4%
Other values (508)	517	90.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.757	1	0.2%
0.7714	1	0.2%
0.8439	1	0.2%
0.8484	1	0.2%
0.873	1	0.2%
0.9219	1	0.2%
0.968	1	0.2%
0.9812	1	0.2%
0.9857	1	0.2%
0.9887	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%

2
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%
11.71	3	0.5%
13	3	0.5%
12.46	3	0.5%
13.17	3	0.5%
11.06	3	0.5%
12.18	3	0.5%
11.89	3	0.5%
11.6	3	0.5%
10.26	3	0.5%
13.85	3	0.5%
13.05	3	0.5%
15.46	3	0.5%
12.89	3	0.5%
14.99	2	0.4%
19.4	2	0.4%
12.05	2	0.4%
13.77	2	0.4%
13.2	2	0.4%
12.54	2	0.4%
14.87	2	0.4%
13.87	2	0.4%
13.28	2	0.4%
11.93	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%

6
Real number (ℝ_≥0)

Distinct count	474
Unique (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.09636028119507908
Minimum	0.05263
Maximum	0.1634
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.05263
5-th percentile	0.075042
Q1	0.08637
median	0.09587
Q3	0.1053
95-th percentile	0.11878
Maximum	0.1634
Range	0.11077
Interquartile range (IQR)	0.01893

Descriptive statistics

Standard deviation	0.01406412814
Coefficient of variation (CV)	0.1459535813
Kurtosis	0.8559749304
Mean	0.0963602812
Median Absolute Deviation (MAD)	0.0095
Skewness	0.4563237648
Sum	54.829
Variance	0.0001977997003

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1007	5	0.9%
0.115	4	0.7%
0.1054	4	0.7%
0.1075	4	0.7%
0.1024	3	0.5%
0.09462	3	0.5%
0.1089	3	0.5%
0.1158	3	0.5%
0.1063	3	0.5%
0.09831	3	0.5%
0.1082	3	0.5%
0.1066	3	0.5%
0.1044	3	0.5%
0.1096	3	0.5%
0.1099	3	0.5%
0.1141	3	0.5%
0.1049	3	0.5%
0.1037	3	0.5%
0.08511	3	0.5%
0.117	3	0.5%
0.103	2	0.4%
0.09968	2	0.4%
0.1036	2	0.4%
0.1006	2	0.4%
0.08192	2	0.4%
Other values (449)	494	86.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.05263	1	0.2%
0.06251	1	0.2%
0.06429	1	0.2%
0.06576	1	0.2%
0.06613	1	0.2%
0.06828	1	0.2%
0.06883	1	0.2%
0.06935	1	0.2%
0.0695	1	0.2%
0.06955	1	0.2%

Value	Count	Frequency (%)
0.1634	1	0.2%
0.1447	1	0.2%
0.1425	1	0.2%
0.1398	1	0.2%
0.1371	1	0.2%
0.1335	1	0.2%
0.1326	1	0.2%
0.1323	1	0.2%
0.1291	1	0.2%
0.1286	1	0.2%

18
Real number (ℝ_≥0)

ZEROS

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

Mean	0.03189371634446397
Minimum	0.0
Maximum	0.396
Zeros	13
Zeros (%)	2.3%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0032526
Q1	0.01509
median	0.02589
Q3	0.04205
95-th percentile	0.078936
Maximum	0.396
Range	0.396
Interquartile range (IQR)	0.02696

Descriptive statistics

Standard deviation	0.03018606032
Coefficient of variation (CV)	0.9464579166
Kurtosis	48.8613953
Mean	0.03189371634
Median Absolute Deviation (MAD)	0.01248
Skewness	5.110463049
Sum	18.1475246
Variance	0.0009111982378

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13	2.3%
0.03576	2	0.4%
0.04344	2	0.4%
0.018	2	0.4%
0.02071	2	0.4%
0.02664	2	0.4%
0.03872	2	0.4%
0.02185	2	0.4%
0.01698	2	0.4%
0.05371	2	0.4%
0.02945	2	0.4%
0.01311	2	0.4%
0.0151	2	0.4%
0.01514	2	0.4%
0.02443	2	0.4%
0.01079	2	0.4%
0.02332	2	0.4%
0.01652	2	0.4%
0.02117	2	0.4%
0.01865	2	0.4%
0.01412	2	0.4%
0.02681	2	0.4%
0.01376	2	0.4%
0.02	2	0.4%
0.03452	2	0.4%
Other values (508)	508	89.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.000692	1	0.2%
0.0007929	1	0.2%
0.0009737	1	0.2%
0.001128	1	0.2%
0.001184	1	0.2%
0.001487	1	0.2%
0.001595	1	0.2%
0.001597	1	0.2%
0.001835	1	0.2%

Value	Count	Frequency (%)
0.396	1	0.2%
0.3038	1	0.2%
0.1535	1	0.2%
0.1438	1	0.2%
0.1435	1	0.2%
0.1278	1	0.2%
0.1197	1	0.2%
0.1166	1	0.2%
0.1114	1	0.2%
0.1091	1	0.2%

7
Real number (ℝ_≥0)

Distinct count	537
Unique (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.10434098418277679
Minimum	0.01938
Maximum	0.3454
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.01938
5-th percentile	0.04066
Q1	0.06492
median	0.09263
Q3	0.1304
95-th percentile	0.2087
Maximum	0.3454
Range	0.32602
Interquartile range (IQR)	0.06548

Descriptive statistics

Standard deviation	0.05281275793
Coefficient of variation (CV)	0.5061554512
Kurtosis	1.650130467
Mean	0.1043409842
Median Absolute Deviation (MAD)	0.03263
Skewness	1.190123031
Sum	59.37002
Variance	0.0027891874

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1206	3	0.5%
0.1147	3	0.5%
0.1117	2	0.4%
0.1223	2	0.4%
0.1267	2	0.4%
0.07698	2	0.4%
0.05743	2	0.4%
0.03834	2	0.4%
0.1154	2	0.4%
0.1313	2	0.4%
0.17	2	0.4%
0.1305	2	0.4%
0.1339	2	0.4%
0.1141	2	0.4%
0.1599	2	0.4%
0.1516	2	0.4%
0.1483	2	0.4%
0.1021	2	0.4%
0.2087	2	0.4%
0.09509	2	0.4%
0.07722	2	0.4%
0.1289	2	0.4%
0.05794	2	0.4%
0.1283	2	0.4%
0.1306	2	0.4%
Other values (512)	517	90.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01938	1	0.2%
0.02344	1	0.2%
0.0265	1	0.2%
0.02675	1	0.2%
0.03116	1	0.2%
0.03212	1	0.2%
0.03393	1	0.2%
0.03398	1	0.2%
0.03454	1	0.2%
0.03515	1	0.2%

Value	Count	Frequency (%)
0.3454	1	0.2%
0.3114	1	0.2%
0.2867	1	0.2%
0.2839	1	0.2%
0.2832	1	0.2%
0.2776	1	0.2%
0.277	1	0.2%
0.2768	1	0.2%
0.2665	1	0.2%
0.2576	1	0.2%

15
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 (%)
17.67	3	0.5%
16.64	3	0.5%
16.97	3	0.5%
18.54	3	0.5%
74.08	2	0.4%
19.53	2	0.4%
20.56	2	0.4%
16.39	2	0.4%
20.2	2	0.4%
17.74	2	0.4%
22.79	2	0.4%
23.92	2	0.4%
14.34	2	0.4%
20.95	2	0.4%
19.87	2	0.4%
23.13	2	0.4%
17.86	2	0.4%
20.74	2	0.4%
23.12	2	0.4%
12.67	2	0.4%
33.01	2	0.4%
20.67	2	0.4%
18.15	2	0.4%
104.9	2	0.4%
34.37	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%

13
Real number (ℝ_≥0)

Distinct count	519
Unique (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.2168534270650264
Minimum	0.3602
Maximum	4.885
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.3602
5-th percentile	0.54014
Q1	0.8339
median	1.108
Q3	1.474
95-th percentile	2.212
Maximum	4.885
Range	4.5248
Interquartile range (IQR)	0.6401

Descriptive statistics

Standard deviation	0.5516483926
Coefficient of variation (CV)	0.4533400493
Kurtosis	5.349168692
Mean	1.216853427
Median Absolute Deviation (MAD)	0.3153
Skewness	1.646443809
Sum	692.3896
Variance	0.3043159491

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.8561	3	0.5%
1.268	3	0.5%
1.35	3	0.5%
1.15	3	0.5%
1.563	2	0.4%
1.627	2	0.4%
0.9429	2	0.4%
1.39	2	0.4%
1.169	2	0.4%
1.059	2	0.4%
1.216	2	0.4%
1.033	2	0.4%
1.166	2	0.4%
1.023	2	0.4%
1.027	2	0.4%
1.199	2	0.4%
1.095	2	0.4%
0.7339	2	0.4%
1.363	2	0.4%
1.046	2	0.4%
0.8225	2	0.4%
1.001	2	0.4%
1.045	2	0.4%
1.016	2	0.4%
1.214	2	0.4%
Other values (494)	515	90.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.3602	1	0.2%
0.3621	1	0.2%
0.3628	1	0.2%
0.3871	1	0.2%
0.3981	1	0.2%
0.4064	1	0.2%
0.4125	1	0.2%
0.4334	1	0.2%
0.4336	1	0.2%
0.4402	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%

24
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%

3
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%

4
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%

27
Real number (ℝ_≥0)

Distinct count	529
Unique (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.25426504393673116
Minimum	0.02729
Maximum	1.058
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.02729
5-th percentile	0.071196
Q1	0.1472
median	0.2119
Q3	0.3391
95-th percentile	0.56412
Maximum	1.058
Range	1.03071
Interquartile range (IQR)	0.1919

Descriptive statistics

Standard deviation	0.1573364889
Coefficient of variation (CV)	0.6187893014
Kurtosis	3.039288172
Mean	0.2542650439
Median Absolute Deviation (MAD)	0.0871
Skewness	1.4735549
Sum	144.67681
Variance	0.02475477074

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1486	3	0.5%
0.3416	3	0.5%
0.2264	2	0.4%
0.1517	2	0.4%
0.165	2	0.4%
0.07348	2	0.4%
0.3583	2	0.4%
0.1676	2	0.4%
0.3735	2	0.4%
0.4061	2	0.4%
0.2698	2	0.4%
0.171	2	0.4%
0.1049	2	0.4%
0.4706	2	0.4%
0.217	2	0.4%
0.3055	2	0.4%
0.448	2	0.4%
0.1808	2	0.4%
0.1352	2	0.4%
0.1879	2	0.4%
0.1202	2	0.4%
0.1773	2	0.4%
0.1346	2	0.4%
0.255	2	0.4%
0.1843	2	0.4%
Other values (504)	517	90.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02729	1	0.2%
0.03432	1	0.2%
0.04327	1	0.2%
0.04619	1	0.2%
0.04712	1	0.2%
0.04953	1	0.2%
0.05036	1	0.2%
0.05131	1	0.2%
0.05213	1	0.2%
0.05232	1	0.2%

Value	Count	Frequency (%)
1.058	1	0.2%
0.9379	1	0.2%
0.9327	1	0.2%
0.8681	1	0.2%
0.8663	1	0.2%
0.7917	1	0.2%
0.7725	1	0.2%
0.7584	1	0.2%
0.7444	1	0.2%
0.7394	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

	29	17	25	19	10	11	30	26	14	2	6	18	7	15	13	24	3	4	27	target
0	0.2654	0.04904	2019.0	0.01587	0.2419	0.07871	0.4601	0.1622	8.589	17.99	0.11840	0.05373	0.27760	153.40	0.9053	184.60	10.38	122.80	0.6656	1
1	0.1860	0.01308	1956.0	0.01340	0.1812	0.05667	0.2750	0.1238	3.398	20.57	0.08474	0.01860	0.07864	74.08	0.7339	158.80	17.77	132.90	0.1866	1
2	0.2430	0.04006	1709.0	0.02058	0.2069	0.05999	0.3613	0.1444	4.585	19.69	0.10960	0.03832	0.15990	94.03	0.7869	152.50	21.25	130.00	0.4245	1
3	0.2575	0.07458	567.7	0.01867	0.2597	0.09744	0.6638	0.2098	3.445	11.42	0.14250	0.05661	0.28390	27.23	1.1560	98.87	20.38	77.58	0.8663	1
4	0.1625	0.02461	1575.0	0.01885	0.1809	0.05883	0.2364	0.1374	5.438	20.29	0.10030	0.05688	0.13280	94.44	0.7813	152.20	14.34	135.10	0.2050	1
5	0.1741	0.03345	741.6	0.01137	0.2087	0.07613	0.3985	0.1791	2.217	12.45	0.12780	0.03672	0.17000	27.19	0.8902	103.40	15.70	82.57	0.5249	1
6	0.1932	0.01382	1606.0	0.01039	0.1794	0.05742	0.3063	0.1442	3.180	18.25	0.09463	0.02254	0.10900	53.91	0.7732	153.20	19.98	119.60	0.2576	1
7	0.1556	0.03029	897.0	0.01448	0.2196	0.07451	0.3196	0.1654	3.856	13.71	0.11890	0.02488	0.16450	50.96	1.3770	110.60	20.83	90.20	0.3682	1
8	0.2060	0.03502	739.3	0.01226	0.2350	0.07389	0.4378	0.1703	2.406	13.00	0.12730	0.03553	0.19320	24.32	1.0020	106.20	21.82	87.50	0.5401	1
9	0.2210	0.07217	711.4	0.01432	0.2030	0.08243	0.4366	0.1853	2.039	12.46	0.11860	0.07743	0.23960	23.94	1.5990	97.65	24.04	83.97	1.0580	1

Last rows

	29	17	25	19	10	11	30	26	14	2	6	18	7	15	13	24	3	4	27	target
559	0.09653	0.029820	474.2	0.01267	0.1388	0.06570	0.2112	0.12980	1.936	11.51	0.09261	0.05738	0.10210	16.97	2.904	82.28	23.93	74.52	0.25170	0
560	0.10480	0.026780	706.7	0.01626	0.1537	0.06171	0.2250	0.12410	2.888	14.05	0.09929	0.02071	0.11260	29.84	1.492	100.20	27.15	91.38	0.22640	0
561	0.00000	0.008878	439.6	0.00000	0.1060	0.05502	0.1566	0.09267	2.041	11.20	0.07449	0.00000	0.03558	22.81	3.896	75.19	29.37	70.67	0.05494	0
562	0.23560	0.048440	915.0	0.01608	0.2128	0.07152	0.4089	0.14170	2.362	15.22	0.10480	0.07359	0.20870	22.65	1.205	128.70	30.62	103.40	0.79170	1
563	0.25420	0.043100	1819.0	0.02624	0.2149	0.06879	0.2929	0.14070	8.758	20.92	0.10990	0.07845	0.22360	118.80	1.026	179.10	25.09	143.00	0.41860	1
564	0.22160	0.028910	2027.0	0.02454	0.1726	0.05623	0.2060	0.14100	7.673	21.56	0.11100	0.05198	0.11590	158.70	1.256	166.10	22.39	142.00	0.21130	1
565	0.16280	0.024230	1731.0	0.01678	0.1752	0.05533	0.2572	0.11660	5.203	20.13	0.09780	0.03950	0.10340	99.04	2.463	155.00	28.25	131.20	0.19220	1
566	0.14180	0.037310	1124.0	0.01557	0.1590	0.05648	0.2218	0.11390	3.425	16.60	0.08455	0.04730	0.10230	48.55	1.075	126.70	28.08	108.30	0.30940	1
567	0.26500	0.061580	1821.0	0.01664	0.2397	0.07016	0.4087	0.16500	5.772	20.60	0.11780	0.07117	0.27700	86.22	1.595	184.60	29.33	140.10	0.86810	1
568	0.00000	0.004660	268.6	0.00000	0.1587	0.05884	0.2871	0.08996	2.548	7.76	0.05263	0.00000	0.04362	19.15	1.428	59.16	24.54	47.92	0.06444	0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows