breast_cancer Report

Dataset statistics

Number of variables	33
Number of observations	569
Missing cells	569
Missing cells (%)	3.0%
Total size in memory	146.8 KiB
Average record size in memory	264.2 B

Variable types

Numeric	31
Categorical	1
Unsupported	1

Alerts

`Unnamed: 32` has 569 (100.0%) missing values	Missing
`id` has unique values	Unique
`Unnamed: 32` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`concavity_mean` has 13 (2.3%) zeros	Zeros
`concave points_mean` has 13 (2.3%) zeros	Zeros
`concavity_se` has 13 (2.3%) zeros	Zeros
`concave points_se` has 13 (2.3%) zeros	Zeros
`concavity_worst` has 13 (2.3%) zeros	Zeros
`concave points_worst` has 13 (2.3%) zeros	Zeros

Reproduction

Analysis started	2022-07-08 14:40:10.079964
Analysis finished	2022-07-08 14:40:10.309269
Duration	0.23 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

id
Real number (ℝ_≥0)

UNIQUE

Distinct	569
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30371831.43

Minimum	8670
Maximum	911320502
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	8670
5-th percentile	90267
Q1	869218
median	906024
Q3	8813129
95-th percentile	90424461.4
Maximum	911320502
Range	911311832
Interquartile range (IQR)	7943911

Descriptive statistics

Standard deviation	125020585.6
Coefficient of variation (CV)	4.116333448
Kurtosis	42.19319416
Mean	30371831.43
Median Absolute Deviation (MAD)	44225
Skewness	6.473751802
Sum	1.728157208 × 10¹⁰
Variance	1.563014683 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
842302	1	0.2%
90250	1	0.2%
901315	1	0.2%
9013579	1	0.2%
9013594	1	0.2%
9013838	1	0.2%
901549	1	0.2%
901836	1	0.2%
90251	1	0.2%
9013005	1	0.2%
Other values (559)	559	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8670	1	0.2%
8913	1	0.2%
8915	1	0.2%
9047	1	0.2%
85715	1	0.2%

Value	Count	Frequency (%)
911320502	1	0.2%
911320501	1	0.2%
911296202	1	0.2%
911296201	1	0.2%
911157302	1	0.2%

diagnosis
Categorical

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

B	357
M	212

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	M
3rd row	M
4th row	M
5th row	M

Common Values

Value	Count	Frequency (%)
B	357	62.7%
M	212	37.3%

Category Frequency Plot

radius_mean
Real number (ℝ_≥0)

Distinct	456
Distinct (%)	80.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.12729174

Minimum	6.981
Maximum	28.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.34	4	0.7%
11.71	3	0.5%
12.46	3	0.5%
13.05	3	0.5%
10.26	3	0.5%
13.85	3	0.5%
12.77	3	0.5%
13.17	3	0.5%
13	3	0.5%
15.46	3	0.5%
Other values (446)	538	94.6%

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%

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%

texture_mean
Real number (ℝ_≥0)

Distinct	479
Distinct (%)	84.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.28964851

Minimum	9.71
Maximum	39.28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.52	3	0.5%
16.85	3	0.5%
16.84	3	0.5%
19.83	3	0.5%
14.93	3	0.5%
17.46	3	0.5%
18.9	3	0.5%
15.7	3	0.5%
18.22	3	0.5%
20.22	2	0.4%
Other values (469)	540	94.9%

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%

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%

perimeter_mean
Real number (ℝ_≥0)

Distinct	522
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	91.96903339

Minimum	43.79
Maximum	188.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82.61	3	0.5%
87.76	3	0.5%
134.7	3	0.5%
93.97	2	0.4%
82.69	2	0.4%
120.2	2	0.4%
107.1	2	0.4%
79.19	2	0.4%
114.2	2	0.4%
58.79	2	0.4%
Other values (512)	546	96.0%

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%

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%

area_mean
Real number (ℝ_≥0)

Distinct	539
Distinct (%)	94.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	654.8891037

Minimum	143.5
Maximum	2501
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	143.5
5-th percentile	275.78
Q1	420.3
median	551.1
Q3	782.7
95-th percentile	1309.8
Maximum	2501
Range	2357.5
Interquartile range (IQR)	362.4

Descriptive statistics

Standard deviation	351.9141292
Coefficient of variation (CV)	0.5373644594
Kurtosis	3.652302762
Mean	654.8891037
Median Absolute Deviation (MAD)	153.3
Skewness	1.645732176
Sum	372631.9
Variance	123843.5543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
512.2	3	0.5%
1075	2	0.4%
582.7	2	0.4%
399.8	2	0.4%
641.2	2	0.4%
394.1	2	0.4%
372.7	2	0.4%
477.3	2	0.4%
758.6	2	0.4%
1138	2	0.4%
Other values (529)	548	96.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
143.5	1	0.2%
170.4	1	0.2%
178.8	1	0.2%
181	1	0.2%
201.9	1	0.2%

Value	Count	Frequency (%)
2501	1	0.2%
2499	1	0.2%
2250	1	0.2%
2010	1	0.2%
1878	1	0.2%

smoothness_mean
Real number (ℝ_≥0)

Distinct	474
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0963602812

Minimum	0.05263
Maximum	0.1634
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1007	5	0.9%
0.115	4	0.7%
0.1054	4	0.7%
0.1075	4	0.7%
0.1063	3	0.5%
0.117	3	0.5%
0.1049	3	0.5%
0.1044	3	0.5%
0.1066	3	0.5%
0.1158	3	0.5%
Other values (464)	534	93.8%

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%

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%

compactness_mean
Real number (ℝ_≥0)

Distinct	537
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1043409842

Minimum	0.01938
Maximum	0.3454
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1147	3	0.5%
0.1206	3	0.5%
0.07698	2	0.4%
0.05743	2	0.4%
0.03834	2	0.4%
0.1516	2	0.4%
0.1117	2	0.4%
0.1111	2	0.4%
0.2087	2	0.4%
0.1047	2	0.4%
Other values (527)	547	96.1%

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%

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%

concavity_mean
Real number (ℝ_≥0)

ZEROS

Distinct	537
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08879931582

Minimum	0
Maximum	0.4268
Zeros	13
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0049826
Q1	0.02956
median	0.06154
Q3	0.1307
95-th percentile	0.24302
Maximum	0.4268
Range	0.4268
Interquartile range (IQR)	0.10114

Descriptive statistics

Standard deviation	0.07971980871
Coefficient of variation (CV)	0.8977525105
Kurtosis	1.998637529
Mean	0.08879931582
Median Absolute Deviation (MAD)	0.04046
Skewness	1.401179739
Sum	50.5268107
Variance	0.0063552479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	2.3%
0.1204	3	0.5%
0.1115	2	0.4%
0.03344	2	0.4%
0.1103	2	0.4%
0.1085	2	0.4%
0.101	2	0.4%
0.01972	2	0.4%
0.02995	2	0.4%
0.1007	2	0.4%
Other values (527)	537	94.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.000692	1	0.2%
0.0009737	1	0.2%
0.001194	1	0.2%
0.001461	1	0.2%

Value	Count	Frequency (%)
0.4268	1	0.2%
0.4264	1	0.2%
0.4108	1	0.2%
0.3754	1	0.2%
0.3635	1	0.2%

concave points_mean
Real number (ℝ_≥0)

ZEROS

Distinct	542
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04891914587

Minimum	0
Maximum	0.2012
Zeros	13
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0056208
Q1	0.02031
median	0.0335
Q3	0.074
95-th percentile	0.12574
Maximum	0.2012
Range	0.2012
Interquartile range (IQR)	0.05369

Descriptive statistics

Standard deviation	0.03880284486
Coefficient of variation (CV)	0.7932036459
Kurtosis	1.066555703
Mean	0.04891914587
Median Absolute Deviation (MAD)	0.02014
Skewness	1.171180081
Sum	27.834994
Variance	0.001505660769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	2.3%
0.02864	3	0.5%
0.1471	2	0.4%
0.05778	2	0.4%
0.02272	2	0.4%
0.02369	2	0.4%
0.02377	2	0.4%
0.02594	2	0.4%
0.05252	2	0.4%
0.02031	2	0.4%
Other values (532)	537	94.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.001852	1	0.2%
0.002404	1	0.2%
0.002924	1	0.2%
0.002941	1	0.2%

Value	Count	Frequency (%)
0.2012	1	0.2%
0.1913	1	0.2%
0.1878	1	0.2%
0.1845	1	0.2%
0.1823	1	0.2%

symmetry_mean
Real number (ℝ_≥0)

Distinct	432
Distinct (%)	75.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1811618629

Minimum	0.106
Maximum	0.304
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1714	4	0.7%
0.1769	4	0.7%
0.1893	4	0.7%
0.1601	4	0.7%
0.1717	4	0.7%
0.1861	3	0.5%
0.1966	3	0.5%
0.1925	3	0.5%
0.1506	3	0.5%
0.1739	3	0.5%
Other values (422)	534	93.8%

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%

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%

fractal_dimension_mean
Real number (ℝ_≥0)

Distinct	499
Distinct (%)	87.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.06279760984

Minimum	0.04996
Maximum	0.09744
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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	4.98487228 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.06113	3	0.5%
0.05913	3	0.5%
0.05907	3	0.5%
0.05667	3	0.5%
0.06782	3	0.5%
0.05866	2	0.4%
0.0602	2	0.4%
0.05674	2	0.4%
0.06412	2	0.4%
0.06019	2	0.4%
Other values (489)	544	95.6%

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%

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%

radius_se
Real number (ℝ_≥0)

Distinct	540
Distinct (%)	94.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4051720562

Minimum	0.1115
Maximum	2.873
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.1115
5-th percentile	0.1601
Q1	0.2324
median	0.3242
Q3	0.4789
95-th percentile	0.95952
Maximum	2.873
Range	2.7615
Interquartile range (IQR)	0.2465

Descriptive statistics

Standard deviation	0.277312733
Coefficient of variation (CV)	0.6844320301
Kurtosis	17.68672597
Mean	0.4051720562
Median Absolute Deviation (MAD)	0.106
Skewness	3.088612166
Sum	230.5429
Variance	0.07690235188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.286	3	0.5%
0.2204	3	0.5%
0.2684	2	0.4%
0.2239	2	0.4%
0.1601	2	0.4%
0.2957	2	0.4%
0.2562	2	0.4%
0.163	2	0.4%
0.403	2	0.4%
0.306	2	0.4%
Other values (530)	547	96.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1115	1	0.2%
0.1144	1	0.2%
0.1153	1	0.2%
0.1166	1	0.2%
0.1186	1	0.2%

Value	Count	Frequency (%)
2.873	1	0.2%
2.547	1	0.2%
1.509	1	0.2%
1.37	1	0.2%
1.296	1	0.2%

texture_se
Real number (ℝ_≥0)

Distinct	519
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.216853427

Minimum	0.3602
Maximum	4.885
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.15	3	0.5%
1.35	3	0.5%
1.268	3	0.5%
0.8561	3	0.5%
1.016	2	0.4%
1.194	2	0.4%
1.095	2	0.4%
0.9209	2	0.4%
1.041	2	0.4%
1.216	2	0.4%
Other values (509)	545	95.8%

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%

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%

perimeter_se
Real number (ℝ_≥0)

Distinct	533
Distinct (%)	93.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.866059227

Minimum	0.757
Maximum	21.98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.778	4	0.7%
1.243	2	0.4%
2.569	2	0.4%
2.183	2	0.4%
3.008	2	0.4%
1.101	2	0.4%
1.959	2	0.4%
1.566	2	0.4%
2.041	2	0.4%
2.747	2	0.4%
Other values (523)	547	96.1%

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%

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%

area_se
Real number (ℝ_≥0)

Distinct	528
Distinct (%)	92.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.33707909

Minimum	6.802
Maximum	542.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.97	3	0.5%
17.67	3	0.5%
16.64	3	0.5%
18.54	3	0.5%
20.98	2	0.4%
20.67	2	0.4%
11.28	2	0.4%
15.75	2	0.4%
18.15	2	0.4%
24.19	2	0.4%
Other values (518)	545	95.8%

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%

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%

smoothness_se
Real number (ℝ_≥0)

Distinct	547
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00704097891

Minimum	0.001713
Maximum	0.03113
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.001713
5-th percentile	0.0036902
Q1	0.005169
median	0.00638
Q3	0.008146
95-th percentile	0.012644
Maximum	0.03113
Range	0.029417
Interquartile range (IQR)	0.002977

Descriptive statistics

Standard deviation	0.003002517944
Coefficient of variation (CV)	0.4264347305
Kurtosis	10.46983953
Mean	0.00704097891
Median Absolute Deviation (MAD)	0.001451
Skewness	2.314450057
Sum	4.006317
Variance	9.015114003 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.006399	2	0.4%
0.01052	2	0.4%
0.01291	2	0.4%
0.007189	2	0.4%
0.005298	2	0.4%
0.01038	2	0.4%
0.007595	2	0.4%
0.007803	2	0.4%
0.00508	2	0.4%
0.00604	2	0.4%
Other values (537)	549	96.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.001713	1	0.2%
0.002667	1	0.2%
0.002826	1	0.2%
0.002838	1	0.2%
0.002866	1	0.2%

Value	Count	Frequency (%)
0.03113	1	0.2%
0.02333	1	0.2%
0.02177	1	0.2%
0.02075	1	0.2%
0.01835	1	0.2%

compactness_se
Real number (ℝ_≥0)

Distinct	541
Distinct (%)	95.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02547813884

Minimum	0.002252
Maximum	0.1354
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01812	3	0.5%
0.0231	3	0.5%
0.01104	3	0.5%
0.02431	2	0.4%
0.01203	2	0.4%
0.03055	2	0.4%
0.0118	2	0.4%
0.01395	2	0.4%
0.01646	2	0.4%
0.02219	2	0.4%
Other values (531)	546	96.0%

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%

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%

concavity_se
Real number (ℝ_≥0)

ZEROS

Distinct	533
Distinct (%)	93.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03189371634

Minimum	0
Maximum	0.396
Zeros	13
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	2.3%
0.01652	2	0.4%
0.01698	2	0.4%
0.02681	2	0.4%
0.03576	2	0.4%
0.03452	2	0.4%
0.02945	2	0.4%
0.01514	2	0.4%
0.02664	2	0.4%
0.01311	2	0.4%
Other values (523)	538	94.6%

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%

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%

concave points_se
Real number (ℝ_≥0)

ZEROS

Distinct	507
Distinct (%)	89.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01179613708

Minimum	0
Maximum	0.05279
Zeros	13
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
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	3.807241913 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	2.3%
0.01167	3	0.5%
0.0111	3	0.5%
0.01499	3	0.5%
0.01004	2	0.4%
0.01067	2	0.4%
0.005495	2	0.4%
0.01011	2	0.4%
0.01196	2	0.4%
0.01155	2	0.4%
Other values (497)	535	94.0%

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%

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%

symmetry_se
Real number (ℝ_≥0)

Distinct	498
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02054229877

Minimum	0.007882
Maximum	0.07895
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.007882
5-th percentile	0.011758
Q1	0.01516
median	0.01873
Q3	0.02348
95-th percentile	0.034988
Maximum	0.07895
Range	0.071068
Interquartile range (IQR)	0.00832

Descriptive statistics

Standard deviation	0.008266371529
Coefficient of variation (CV)	0.4024073265
Kurtosis	7.896129828
Mean	0.02054229877
Median Absolute Deviation (MAD)	0.00393
Skewness	2.1951329
Sum	11.688568
Variance	6.833289825 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01344	4	0.7%
0.02045	3	0.5%
0.01884	3	0.5%
0.01647	3	0.5%
0.0187	3	0.5%
0.01897	3	0.5%
0.01454	3	0.5%
0.01536	3	0.5%
0.01924	3	0.5%
0.01263	2	0.4%
Other values (488)	539	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.007882	1	0.2%
0.009539	1	0.2%
0.009947	1	0.2%
0.01013	1	0.2%
0.01029	1	0.2%

Value	Count	Frequency (%)
0.07895	1	0.2%
0.06146	1	0.2%
0.05963	1	0.2%
0.05628	1	0.2%
0.05543	1	0.2%

fractal_dimension_se
Real number (ℝ_≥0)

Distinct	545
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.003794903866

Minimum	0.0008948
Maximum	0.02984
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.0008948
5-th percentile	0.0015216
Q1	0.002248
median	0.003187
Q3	0.004558
95-th percentile	0.0079598
Maximum	0.02984
Range	0.0289452
Interquartile range (IQR)	0.00231

Descriptive statistics

Standard deviation	0.002646070967
Coefficient of variation (CV)	0.6972695647
Kurtosis	26.28084749
Mean	0.003794903866
Median Absolute Deviation (MAD)	0.001074
Skewness	3.92396862
Sum	2.1593003
Variance	7.001691563 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.004005	2	0.4%
0.003224	2	0.4%
0.00456	2	0.4%
0.005667	2	0.4%
0.001892	2	0.4%
0.002665	2	0.4%
0.003317	2	0.4%
0.001956	2	0.4%
0.002551	2	0.4%
0.002783	2	0.4%
Other values (535)	549	96.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0008948	1	0.2%
0.0009502	1	0.2%
0.0009683	1	0.2%
0.001002	1	0.2%
0.001058	1	0.2%

Value	Count	Frequency (%)
0.02984	1	0.2%
0.02286	1	0.2%
0.02193	1	0.2%
0.01792	1	0.2%
0.01298	1	0.2%

radius_worst
Real number (ℝ_≥0)

Distinct	457
Distinct (%)	80.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.26918981

Minimum	7.93
Maximum	36.04
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	7.93
5-th percentile	10.534
Q1	13.01
median	14.97
Q3	18.79
95-th percentile	25.64
Maximum	36.04
Range	28.11
Interquartile range (IQR)	5.78

Descriptive statistics

Standard deviation	4.83324158
Coefficient of variation (CV)	0.2970794267
Kurtosis	0.9440895759
Mean	16.26918981
Median Absolute Deviation (MAD)	2.46
Skewness	1.103115206
Sum	9257.169
Variance	23.36022418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.36	5	0.9%
13.34	4	0.7%
13.5	4	0.7%
12.84	3	0.5%
15.14	3	0.5%
13.75	3	0.5%
13.35	3	0.5%
15.53	3	0.5%
16.76	3	0.5%
19.85	3	0.5%
Other values (447)	535	94.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.93	1	0.2%
8.678	1	0.2%
8.952	1	0.2%
8.964	1	0.2%
9.077	1	0.2%

Value	Count	Frequency (%)
36.04	1	0.2%
33.13	1	0.2%
33.12	1	0.2%
32.49	1	0.2%
31.01	1	0.2%

texture_worst
Real number (ℝ_≥0)

Distinct	511
Distinct (%)	89.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.6772232

Minimum	12.02
Maximum	49.54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	12.02
5-th percentile	16.574
Q1	21.08
median	25.41
Q3	29.72
95-th percentile	36.3
Maximum	49.54
Range	37.52
Interquartile range (IQR)	8.64

Descriptive statistics

Standard deviation	6.146257623
Coefficient of variation (CV)	0.239366133
Kurtosis	0.2243018685
Mean	25.6772232
Median Absolute Deviation (MAD)	4.33
Skewness	0.4983213095
Sum	14610.34
Variance	37.77648277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.26	3	0.5%
17.7	3	0.5%
16.93	2	0.4%
30.5	2	0.4%
23.17	2	0.4%
19.35	2	0.4%
26.93	2	0.4%
25.8	2	0.4%
26.44	2	0.4%
25.84	2	0.4%
Other values (501)	547	96.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12.02	1	0.2%
12.49	1	0.2%
12.87	1	0.2%
14.1	1	0.2%
14.2	1	0.2%

Value	Count	Frequency (%)
49.54	1	0.2%
47.16	1	0.2%
45.41	1	0.2%
44.87	1	0.2%
42.79	1	0.2%

perimeter_worst
Real number (ℝ_≥0)

Distinct	514
Distinct (%)	90.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	107.2612127

Minimum	50.41
Maximum	251.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
117.7	3	0.5%
105.9	3	0.5%
101.7	3	0.5%
184.6	2	0.4%
106.4	2	0.4%
79.93	2	0.4%
92.04	2	0.4%
145.4	2	0.4%
127.1	2	0.4%
89	2	0.4%
Other values (504)	546	96.0%

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%

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%

area_worst
Real number (ℝ_≥0)

Distinct	544
Distinct (%)	95.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	880.5831283

Minimum	185.2
Maximum	4254
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
472.4	2	0.4%
1210	2	0.4%
826.4	2	0.4%
402.8	2	0.4%
1750	2	0.4%
706	2	0.4%
830.5	2	0.4%
546.7	2	0.4%
698.8	2	0.4%
1269	2	0.4%
Other values (534)	549	96.5%

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%

Value	Count	Frequency (%)
4254	1	0.2%
3432	1	0.2%
3234	1	0.2%
3216	1	0.2%
3143	1	0.2%

smoothness_worst
Real number (ℝ_≥0)

Distinct	411
Distinct (%)	72.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.132368594

Minimum	0.07117
Maximum	0.2226
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1347	4	0.7%
0.1275	4	0.7%
0.1223	4	0.7%
0.1401	4	0.7%
0.1234	4	0.7%
0.1415	4	0.7%
0.1256	4	0.7%
0.1312	4	0.7%
0.1216	4	0.7%
0.1426	3	0.5%
Other values (401)	530	93.1%

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%

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%

compactness_worst
Real number (ℝ_≥0)

Distinct	529
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2542650439

Minimum	0.02729
Maximum	1.058
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3416	3	0.5%
0.1486	3	0.5%
0.217	2	0.4%
0.09866	2	0.4%
0.2264	2	0.4%
0.4061	2	0.4%
0.1352	2	0.4%
0.1788	2	0.4%
0.1202	2	0.4%
0.1049	2	0.4%
Other values (519)	547	96.1%

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%

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%

concavity_worst
Real number (ℝ_≥0)

ZEROS

Distinct	539
Distinct (%)	94.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2721884833

Minimum	0
Maximum	1.252
Zeros	13
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01836
Q1	0.1145
median	0.2267
Q3	0.3829
95-th percentile	0.68238
Maximum	1.252
Range	1.252
Interquartile range (IQR)	0.2684

Descriptive statistics

Standard deviation	0.2086242806
Coefficient of variation (CV)	0.7664699038
Kurtosis	1.615253298
Mean	0.2721884833
Median Absolute Deviation (MAD)	0.132
Skewness	1.150236822
Sum	154.875247
Variance	0.04352409046
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	2.3%
0.4504	3	0.5%
0.1377	3	0.5%
0.1804	2	0.4%
0.1811	2	0.4%
0.1791	2	0.4%
0.363	2	0.4%
0.2644	2	0.4%
0.1423	2	0.4%
0.3853	2	0.4%
Other values (529)	536	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	2.3%
0.001845	1	0.2%
0.003581	1	0.2%
0.004955	1	0.2%
0.005518	1	0.2%

Value	Count	Frequency (%)
1.252	1	0.2%
1.17	1	0.2%
1.105	1	0.2%
0.9608	1	0.2%
0.9387	1	0.2%

concave points_worst
Real number (ℝ_≥0)

ZEROS

Distinct	492
Distinct (%)	86.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1146062232

Minimum	0
Maximum	0.291
Zeros	13
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	2.3%
0.05556	3	0.5%
0.06296	3	0.5%
0.1218	3	0.5%
0.07431	3	0.5%
0.1708	3	0.5%
0.1105	3	0.5%
0.02564	3	0.5%
0.04306	3	0.5%
0.1827	3	0.5%
Other values (482)	529	93.0%

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%

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%

symmetry_worst
Real number (ℝ_≥0)

Distinct	500
Distinct (%)	87.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2900755712

Minimum	0.1565
Maximum	0.6638
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	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
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2226	3	0.5%
0.2369	3	0.5%
0.2972	3	0.5%
0.3196	3	0.5%
0.3109	3	0.5%
0.2383	3	0.5%
0.2268	2	0.4%
0.3103	2	0.4%
0.2576	2	0.4%
0.2849	2	0.4%
Other values (490)	543	95.4%

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%

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%

fractal_dimension_worst
Real number (ℝ_≥0)

Distinct	535
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08394581722

Minimum	0.05504
Maximum	0.2075
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.05504
5-th percentile	0.062558
Q1	0.07146
median	0.08004
Q3	0.09208
95-th percentile	0.11952
Maximum	0.2075
Range	0.15246
Interquartile range (IQR)	0.02062

Descriptive statistics

Standard deviation	0.01806126735
Coefficient of variation (CV)	0.2151538688
Kurtosis	5.244610556
Mean	0.08394581722
Median Absolute Deviation (MAD)	0.00986
Skewness	1.662579266
Sum	47.76517
Variance	0.0003262093782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07427	3	0.5%
0.09026	2	0.4%
0.1297	2	0.4%
0.08174	2	0.4%
0.1055	2	0.4%
0.0849	2	0.4%
0.08701	2	0.4%
0.08633	2	0.4%
0.1019	2	0.4%
0.08009	2	0.4%
Other values (525)	548	96.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.05504	1	0.2%
0.05521	1	0.2%
0.05525	1	0.2%
0.05695	1	0.2%
0.05737	1	0.2%

Value	Count	Frequency (%)
0.2075	1	0.2%
0.173	1	0.2%
0.1486	1	0.2%
0.1446	1	0.2%
0.1431	1	0.2%

Unnamed: 32
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	569
Missing (%)	100.0%
Memory size	4.6 KiB

Overview

Variables

Common Values

Category Frequency Plot