Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
DataFrame
NO COMPARISON TARGET
569
ROWS
0
DUPLICATES
141.2 kb
RAM
31
FEATURES
1
CATEGORICAL
30
NUMERICAL
0
TEXT
2.2.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
target
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
TOP CATEGORIES
target
1
357
63%
0
212
37%
ALL
569
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
target
PROVIDES INFORMATION ON...

THESE FEATURES
GIVE INFORMATION
ON target:

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
CORRELATION RATIO WITH...
worst concave points
0.79
worst perimeter
0.78
mean concave points
0.78
worst radius
0.78
mean perimeter
0.74
worst area
0.73
mean radius
0.73
mean area
0.71
mean concavity
0.70
worst concavity
0.66
mean compactness
0.60
worst compactness
0.59
radius error
0.57
perimeter error
0.56
1
mean radius
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
456
(80%)
ZEROES:
---
MAX
28.1
95%
20.6
Q3
15.8
AVG
14.1
MEDIAN
13.4
Q1
11.7
5%
9.5
MIN
7.0
RANGE
21.1
IQR
4.08
STD
3.52
VAR
12.4
KURT.
0.846
SKEW
0.942
SUM
8,038
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean perimeter
1.00
mean area
0.99
worst radius
0.97
worst perimeter
0.97
worst area
0.94
mean concave points
0.82
worst concave points
0.74
area error
0.74
radius error
0.68
mean concavity
0.68
perimeter error
0.67
worst concavity
0.53
mean compactness
0.51
worst compactness
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.73
MOST FREQUENT VALUES
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%
13.0
3
0.5%
15.46
3
0.5%
11.6
3
0.5%
12.89
3
0.5%
12.18
3
0.5%
11.89
3
0.5%
11.06
3
0.5%
SMALLEST VALUES
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%
8.671
1
0.2%
8.726
1
0.2%
8.734
1
0.2%
8.878
1
0.2%
8.888
1
0.2%
LARGEST VALUES
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%
23.21
1
0.2%
23.09
1
0.2%
22.27
1
0.2%
22.01
1
0.2%
21.75
1
0.2%
2
mean texture
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
479
(84%)
ZEROES:
---
MAX
39.3
95%
27.1
Q3
21.8
AVG
19.3
MEDIAN
18.8
Q1
16.2
5%
13.1
MIN
9.7
RANGE
29.6
IQR
5.63
STD
4.30
VAR
18.5
KURT.
0.758
SKEW
0.650
SUM
10,976
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst texture
0.91
texture error
0.39
worst perimeter
0.36
worst radius
0.35
worst area
0.34
mean perimeter
0.33
mean radius
0.32
mean area
0.32
mean concavity
0.30
worst concavity
0.30
worst concave points
0.30
mean concave points
0.29
perimeter error
0.28
worst compactness
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.42
MOST FREQUENT VALUES
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%
17.27
2
0.4%
27.15
2
0.4%
18.29
2
0.4%
21.84
2
0.4%
18.6
2
0.4%
SMALLEST VALUES
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%
11.97
1
0.2%
12.17
1
0.2%
12.22
1
0.2%
12.27
1
0.2%
12.35
1
0.2%
LARGEST VALUES
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%
29.37
1
0.2%
29.33
1
0.2%
29.29
1
0.2%
28.92
1
0.2%
28.77
1
0.2%
3
mean perimeter
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
522
(92%)
ZEROES:
---
MAX
188
95%
136
Q3
104
AVG
92
MEDIAN
86
Q1
75
5%
60
MIN
44
RANGE
145
IQR
28.9
STD
24.3
VAR
590
KURT.
0.972
SKEW
0.991
SUM
52,330
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean radius
1.00
mean area
0.99
worst perimeter
0.97
worst radius
0.97
worst area
0.94
mean concave points
0.85
worst concave points
0.77
area error
0.74
mean concavity
0.72
perimeter error
0.69
radius error
0.69
worst concavity
0.56
mean compactness
0.56
worst compactness
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.74
MOST FREQUENT VALUES
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%
71.49
2
0.4%
70.79
2
0.4%
73.34
2
0.4%
97.26
2
0.4%
87.21
2
0.4%
SMALLEST VALUES
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%
54.66
1
0.2%
55.27
1
0.2%
55.84
1
0.2%
56.36
1
0.2%
56.74
1
0.2%
LARGEST VALUES
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%
152.8
1
0.2%
152.1
2
0.4%
147.3
1
0.2%
147.2
1
0.2%
144.4
1
0.2%
4
mean area
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
539
(95%)
ZEROES:
---
MAX
2,501
95%
1,310
Q3
783
AVG
655
MEDIAN
551
Q1
420
5%
276
MIN
144
RANGE
2,358
IQR
362
STD
352
VAR
124k
KURT.
3.65
SKEW
1.65
SUM
373k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean radius
0.99
mean perimeter
0.99
worst radius
0.96
worst area
0.96
worst perimeter
0.96
mean concave points
0.82
area error
0.80
radius error
0.73
perimeter error
0.73
worst concave points
0.72
mean concavity
0.69
worst concavity
0.51
mean compactness
0.50
worst compactness
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.71
MOST FREQUENT VALUES
512.2
3
0.5%
1075.0
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%
1138.0
2
0.4%
361.6
2
0.4%
559.2
2
0.4%
321.6
2
0.4%
575.3
2
0.4%
420.3
2
0.4%
SMALLEST VALUES
143.5
1
0.2%
170.4
1
0.2%
178.8
1
0.2%
181.0
1
0.2%
201.9
1
0.2%
203.9
1
0.2%
221.2
1
0.2%
221.3
1
0.2%
221.8
1
0.2%
224.5
1
0.2%
227.2
1
0.2%
230.9
1
0.2%
234.3
1
0.2%
241.0
1
0.2%
244.0
1
0.2%
LARGEST VALUES
2501.0
1
0.2%
2499.0
1
0.2%
2250.0
1
0.2%
2010.0
1
0.2%
1878.0
1
0.2%
1841.0
1
0.2%
1761.0
1
0.2%
1747.0
1
0.2%
1686.0
1
0.2%
1685.0
1
0.2%
1682.0
1
0.2%
1670.0
1
0.2%
1546.0
1
0.2%
1509.0
1
0.2%
1491.0
1
0.2%
5
mean smoothness
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
474
(83%)
ZEROES:
---
MAX
0.163
95%
0.119
Q3
0.105
AVG
0.096
MEDIAN
0.096
Q1
0.086
5%
0.075
MIN
0.053
RANGE
0.111
IQR
0.019
STD
0.014
VAR
1.98e-4
KURT.
0.856
SKEW
0.456
SUM
54.8
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst smoothness
0.81
mean compactness
0.66
mean fractal dimension
0.58
mean symmetry
0.56
mean concave points
0.55
mean concavity
0.52
worst concave points
0.50
worst fractal dimension
0.50
worst compactness
0.47
worst concavity
0.43
worst symmetry
0.39
concave points error
0.38
smoothness error
0.33
compactness error
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.36
MOST FREQUENT VALUES
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%
0.1099
3
0.5%
0.1037
3
0.5%
0.09462
3
0.5%
0.1024
3
0.5%
0.09831
3
0.5%
SMALLEST VALUES
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%
0.06995
1
0.2%
0.07005
1
0.2%
0.07026
1
0.2%
0.07115
1
0.2%
0.07215
1
0.2%
LARGEST VALUES
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%
0.1278
1
0.2%
0.1273
1
0.2%
0.1257
1
0.2%
0.1255
1
0.2%
0.1248
1
0.2%
6
mean compactness
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
537
(94%)
ZEROES:
---
MAX
0.345
95%
0.209
Q3
0.130
AVG
0.104
MEDIAN
0.093
Q1
0.065
5%
0.041
MIN
0.019
RANGE
0.326
IQR
0.065
STD
0.053
VAR
0.003
KURT.
1.65
SKEW
1.19
SUM
59.4
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean concavity
0.88
worst compactness
0.87
mean concave points
0.83
worst concavity
0.82
worst concave points
0.82
compactness error
0.74
worst fractal dimension
0.69
mean smoothness
0.66
concave points error
0.64
mean symmetry
0.60
worst perimeter
0.59
concavity error
0.57
worst smoothness
0.57
mean fractal dimension
0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.60
MOST FREQUENT VALUES
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%
0.1283
2
0.4%
0.08468
2
0.4%
0.1304
2
0.4%
0.1289
2
0.4%
0.1141
2
0.4%
SMALLEST VALUES
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%
0.03558
1
0.2%
0.03574
1
0.2%
0.03614
1
0.2%
0.0363
1
0.2%
0.03718
1
0.2%
LARGEST VALUES
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%
0.2458
1
0.2%
0.2413
1
0.2%
0.2396
1
0.2%
0.2364
1
0.2%
0.2363
1
0.2%
7
mean concavity
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
537
(94%)
ZEROES:
13
(2%)
MAX
0.427
95%
0.243
Q3
0.131
AVG
0.089
MEDIAN
0.062
Q1
0.030
5%
0.005
MIN
0.000
RANGE
0.427
IQR
0.101
STD
0.080
VAR
0.006
KURT.
2.00
SKEW
1.40
SUM
50.5
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean concave points
0.92
worst concavity
0.88
mean compactness
0.88
worst concave points
0.86
worst compactness
0.75
worst perimeter
0.73
mean perimeter
0.72
concavity error
0.69
worst radius
0.69
mean area
0.69
concave points error
0.68
mean radius
0.68
worst area
0.68
compactness error
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.70
MOST FREQUENT VALUES
0.0
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%
0.06726
2
0.4%
0.05892
2
0.4%
0.2417
2
0.4%
0.2133
2
0.4%
0.2448
2
0.4%
SMALLEST VALUES
0.0
13
2.3%
0.000692
1
0.2%
0.0009737
1
0.2%
0.001194
1
0.2%
0.001461
1
0.2%
0.001487
1
0.2%
0.001546
1
0.2%
0.001595
1
0.2%
0.001597
1
0.2%
0.00186
1
0.2%
0.00247
1
0.2%
0.002758
1
0.2%
0.00309
1
0.2%
0.003681
1
0.2%
0.004473
1
0.2%
LARGEST VALUES
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%
0.3523
1
0.2%
0.3514
1
0.2%
0.3368
1
0.2%
0.3339
1
0.2%
0.3201
1
0.2%
0.3189
1
0.2%
0.3176
1
0.2%
0.3174
1
0.2%
0.313
1
0.2%
0.3003
1
0.2%
8
mean concave points
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
542
(95%)
ZEROES:
13
(2%)
MAX
0.201
95%
0.126
Q3
0.074
AVG
0.049
MEDIAN
0.034
Q1
0.020
5%
0.006
MIN
0.000
RANGE
0.201
IQR
0.054
STD
0.039
VAR
0.002
KURT.
1.07
SKEW
1.17
SUM
27.8
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean concavity
0.92
worst concave points
0.91
worst perimeter
0.86
mean perimeter
0.85
mean compactness
0.83
worst radius
0.83
mean area
0.82
mean radius
0.82
worst area
0.81
worst concavity
0.75
perimeter error
0.71
radius error
0.70
area error
0.69
worst compactness
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.78
MOST FREQUENT VALUES
0.0
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%
0.01924
2
0.4%
0.1242
2
0.4%
0.01615
2
0.4%
0.06462
2
0.4%
0.1043
2
0.4%
SMALLEST VALUES
0.0
13
2.3%
0.001852
1
0.2%
0.002404
1
0.2%
0.002924
1
0.2%
0.002941
1
0.2%
0.003125
1
0.2%
0.003261
1
0.2%
0.003333
1
0.2%
0.003472
1
0.2%
0.004167
1
0.2%
0.004419
1
0.2%
0.005051
1
0.2%
0.005128
1
0.2%
0.005159
1
0.2%
0.005449
1
0.2%
LARGEST VALUES
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%
0.1689
1
0.2%
0.162
1
0.2%
0.1604
1
0.2%
0.1595
1
0.2%
0.1562
1
0.2%
0.152
1
0.2%
0.1504
1
0.2%
0.1501
1
0.2%
0.1496
1
0.2%
0.1474
1
0.2%
9
mean symmetry
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
432
(76%)
ZEROES:
---
MAX
0.304
95%
0.231
Q3
0.196
AVG
0.181
MEDIAN
0.179
Q1
0.162
5%
0.142
MIN
0.106
RANGE
0.198
IQR
0.034
STD
0.027
VAR
7.52e-4
KURT.
1.29
SKEW
0.726
SUM
103
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst symmetry
0.70
mean compactness
0.60
mean smoothness
0.56
mean concavity
0.50
mean fractal dimension
0.48
worst compactness
0.47
mean concave points
0.46
symmetry error
0.45
worst fractal dimension
0.44
worst concavity
0.43
worst concave points
0.43
worst smoothness
0.43
compactness error
0.42
concave points error
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.33
MOST FREQUENT VALUES
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%
0.1638
3
0.5%
0.1779
3
0.5%
0.1487
3
0.5%
0.1735
3
0.5%
0.1467
3
0.5%
SMALLEST VALUES
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%
0.1342
1
0.2%
0.1349
1
0.2%
0.135
1
0.2%
0.1353
1
0.2%
0.1359
1
0.2%
LARGEST VALUES
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%
0.254
1
0.2%
0.2538
1
0.2%
0.2521
1
0.2%
0.2495
1
0.2%
0.2459
1
0.2%
10
mean fractal dimension
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
499
(88%)
ZEROES:
---
MAX
0.097
95%
0.076
Q3
0.066
AVG
0.063
MEDIAN
0.062
Q1
0.058
5%
0.054
MIN
0.050
RANGE
0.047
IQR
0.008
STD
0.007
VAR
4.98e-5
KURT.
3.01
SKEW
1.30
SUM
35.7
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst fractal dimension
0.77
fractal dimension error
0.69
mean smoothness
0.58
mean compactness
0.57
compactness error
0.56
worst smoothness
0.50
mean symmetry
0.48
worst compactness
0.46
concavity error
0.45
smoothness error
0.40
worst concavity
0.35
symmetry error
0.35
concave points error
0.34
mean concavity
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.01
MOST FREQUENT VALUES
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%
0.06331
2
0.4%
0.06758
2
0.4%
0.06083
2
0.4%
0.05916
2
0.4%
0.06194
2
0.4%
SMALLEST VALUES
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%
0.05234
1
0.2%
0.05243
1
0.2%
0.05255
1
0.2%
0.05266
1
0.2%
0.05268
1
0.2%
LARGEST VALUES
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%
0.08116
1
0.2%
0.08104
1
0.2%
0.08046
1
0.2%
0.07976
1
0.2%
0.0795
1
0.2%
11
radius error
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
540
(95%)
ZEROES:
---
MAX
2.87
95%
0.96
Q3
0.48
AVG
0.41
MEDIAN
0.32
Q1
0.23
5%
0.16
MIN
0.11
RANGE
2.76
IQR
0.246
STD
0.277
VAR
0.077
KURT.
17.7
SKEW
3.09
SUM
231
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
perimeter error
0.97
area error
0.95
worst area
0.75
mean area
0.73
worst perimeter
0.72
worst radius
0.72
mean concave points
0.70
mean perimeter
0.69
mean radius
0.68
mean concavity
0.63
worst concave points
0.53
concave points error
0.51
mean compactness
0.50
worst concavity
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.57
MOST FREQUENT VALUES
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%
0.1924
2
0.4%
0.184
2
0.4%
0.2577
2
0.4%
0.2067
2
0.4%
0.2315
2
0.4%
SMALLEST VALUES
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%
0.1194
1
0.2%
0.1199
1
0.2%
0.121
1
0.2%
0.1267
1
0.2%
0.1302
1
0.2%
0.1312
1
0.2%
0.1344
1
0.2%
0.1402
1
0.2%
0.1408
1
0.2%
0.1415
1
0.2%
LARGEST VALUES
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%
1.292
1
0.2%
1.291
1
0.2%
1.215
1
0.2%
1.214
1
0.2%
1.207
1
0.2%
1.176
1
0.2%
1.172
1
0.2%
1.167
1
0.2%
1.111
1
0.2%
1.095
1
0.2%
12
texture error
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
519
(91%)
ZEROES:
---
MAX
4.88
95%
2.21
Q3
1.47
AVG
1.22
MEDIAN
1.11
Q1
0.83
5%
0.54
MIN
0.36
RANGE
4.52
IQR
0.640
STD
0.552
VAR
0.304
KURT.
5.35
SKEW
1.65
SUM
692
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
symmetry error
0.41
worst texture
0.41
smoothness error
0.40
mean texture
0.39
fractal dimension error
0.28
compactness error
0.23
concave points error
0.23
perimeter error
0.22
radius error
0.21
concavity error
0.19
mean fractal dimension
0.16
worst symmetry
-0.13
mean symmetry
0.13
worst concave points
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.01
MOST FREQUENT VALUES
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%
1.152
2
0.4%
0.9429
2
0.4%
1.363
2
0.4%
1.214
2
0.4%
1.232
2
0.4%
SMALLEST VALUES
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%
0.4607
1
0.2%
0.469
1
0.2%
0.4706
1
0.2%
0.4757
1
0.2%
0.4801
1
0.2%
LARGEST VALUES
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%
2.777
1
0.2%
2.664
1
0.2%
2.643
1
0.2%
2.635
1
0.2%
2.612
1
0.2%
13
perimeter error
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
533
(94%)
ZEROES:
---
MAX
22.0
95%
7.0
Q3
3.4
AVG
2.9
MEDIAN
2.3
Q1
1.6
5%
1.1
MIN
0.8
RANGE
21.2
IQR
1.75
STD
2.02
VAR
4.09
KURT.
21.4
SKEW
3.44
SUM
1,631
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
radius error
0.97
area error
0.94
worst area
0.73
mean area
0.73
worst perimeter
0.72
mean concave points
0.71
worst radius
0.70
mean perimeter
0.69
mean radius
0.67
mean concavity
0.66
concave points error
0.56
worst concave points
0.55
mean compactness
0.55
worst concavity
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.56
MOST FREQUENT VALUES
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%
1.597
2
0.4%
2.23
2
0.4%
2.097
2
0.4%
2.155
2
0.4%
2.765
2
0.4%
SMALLEST VALUES
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%
0.9975
1
0.2%
1.011
1
0.2%
1.035
1
0.2%
1.036
1
0.2%
1.046
1
0.2%
LARGEST VALUES
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%
8.758
1
0.2%
8.649
1
0.2%
8.589
1
0.2%
8.419
1
0.2%
8.077
1
0.2%
14
area error
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
528
(93%)
ZEROES:
---
MAX
542
95%
116
Q3
45
AVG
40
MEDIAN
25
Q1
18
5%
11
MIN
7
RANGE
535
IQR
27.3
STD
45.5
VAR
2,069
KURT.
49.2
SKEW
5.45
SUM
22,952
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
radius error
0.95
perimeter error
0.94
worst area
0.81
mean area
0.80
worst perimeter
0.76
worst radius
0.76
mean perimeter
0.74
mean radius
0.74
mean concave points
0.69
mean concavity
0.62
worst concave points
0.54
mean compactness
0.46
concave points error
0.42
worst concavity
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.55
MOST FREQUENT VALUES
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%
14.91
2
0.4%
11.36
2
0.4%
104.9
2
0.4%
15.24
2
0.4%
23.13
2
0.4%
SMALLEST VALUES
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%
9.227
1
0.2%
9.332
1
0.2%
9.438
1
0.2%
9.549
1
0.2%
9.597
1
0.2%
LARGEST VALUES
542.2
1
0.2%
525.6
1
0.2%
233.0
1
0.2%
224.1
1
0.2%
199.7
1
0.2%
180.2
1
0.2%
176.5
1
0.2%
170.0
1
0.2%
164.1
1
0.2%
158.7
1
0.2%
156.8
1
0.2%
155.8
1
0.2%
153.4
1
0.2%
153.1
1
0.2%
139.9
1
0.2%
15
smoothness error
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
547
(96%)
ZEROES:
---
MAX
0.031
95%
0.013
Q3
0.008
AVG
0.007
MEDIAN
0.006
Q1
0.005
5%
0.004
MIN
0.002
RANGE
0.029
IQR
0.003
STD
0.003
VAR
9.02e-6
KURT.
10.5
SKEW
2.31
SUM
4.01
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fractal dimension error
0.43
symmetry error
0.41
mean fractal dimension
0.40
texture error
0.40
compactness error
0.34
mean smoothness
0.33
concave points error
0.33
worst smoothness
0.31
concavity error
0.27
worst radius
-0.23
mean radius
-0.22
worst perimeter
-0.22
mean perimeter
-0.20
mean symmetry
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.07
MOST FREQUENT VALUES
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%
0.007389
2
0.4%
0.00591
2
0.4%
0.0138
2
0.4%
0.005884
2
0.4%
0.006494
2
0.4%
SMALLEST VALUES
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%
0.002887
1
0.2%
0.003139
1
0.2%
0.003169
1
0.2%
0.003245
1
0.2%
0.003265
1
0.2%
0.003271
1
0.2%
0.00328
1
0.2%
0.00329
1
0.2%
0.003308
1
0.2%
0.003338
1
0.2%
LARGEST VALUES
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%
0.01736
1
0.2%
0.01721
1
0.2%
0.01604
1
0.2%
0.01582
1
0.2%
0.01574
1
0.2%
0.01547
1
0.2%
0.01546
1
0.2%
0.01496
1
0.2%
0.01474
1
0.2%
0.01459
1
0.2%
16
compactness error
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
541
(95%)
ZEROES:
---
MAX
0.135
95%
0.061
Q3
0.032
AVG
0.025
MEDIAN
0.020
Q1
0.013
5%
0.008
MIN
0.002
RANGE
0.133
IQR
0.019
STD
0.018
VAR
3.21e-4
KURT.
5.11
SKEW
1.90
SUM
14.5
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fractal dimension error
0.80
concavity error
0.80
concave points error
0.74
mean compactness
0.74
worst compactness
0.68
mean concavity
0.67
worst concavity
0.64
worst fractal dimension
0.59
mean fractal dimension
0.56
mean concave points
0.49
worst concave points
0.48
mean symmetry
0.42
perimeter error
0.42
symmetry error
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.29
MOST FREQUENT VALUES
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%
0.01427
2
0.4%
0.03053
2
0.4%
0.01587
2
0.4%
0.01174
2
0.4%
0.01877
2
0.4%
SMALLEST VALUES
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%
0.005274
1
0.2%
0.005612
1
0.2%
0.005656
1
0.2%
0.005697
1
0.2%
0.005767
1
0.2%
LARGEST VALUES
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%
0.08297
1
0.2%
0.08262
1
0.2%
0.07643
1
0.2%
0.07471
1
0.2%
0.07458
1
0.2%
17
concavity error
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
533
(94%)
ZEROES:
13
(2%)
MAX
0.396
95%
0.079
Q3
0.042
AVG
0.032
MEDIAN
0.026
Q1
0.015
5%
0.003
MIN
0.000
RANGE
0.396
IQR
0.027
STD
0.030
VAR
9.11e-4
KURT.
48.9
SKEW
5.11
SUM
18.1
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
compactness error
0.80
concave points error
0.77
fractal dimension error
0.73
mean concavity
0.69
worst concavity
0.66
mean compactness
0.57
worst compactness
0.48
mean fractal dimension
0.45
worst concave points
0.44
worst fractal dimension
0.44
mean concave points
0.44
perimeter error
0.36
mean symmetry
0.34
radius error
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.25
MOST FREQUENT VALUES
0.0
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%
0.03872
2
0.4%
0.01079
2
0.4%
0.02071
2
0.4%
0.01412
2
0.4%
0.02185
2
0.4%
SMALLEST VALUES
0.0
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%
0.00186
1
0.2%
0.00203
1
0.2%
0.002074
1
0.2%
0.00262
1
0.2%
0.002817
1
0.2%
LARGEST VALUES
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%
0.104
1
0.2%
0.1027
1
0.2%
0.0996
1
0.2%
0.09953
1
0.2%
0.09723
1
0.2%
18
concave points error
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
507
(89%)
ZEROES:
13
(2%)
MAX
0.053
95%
0.023
Q3
0.015
AVG
0.012
MEDIAN
0.011
Q1
0.008
5%
0.004
MIN
0.000
RANGE
0.053
IQR
0.007
STD
0.006
VAR
3.81e-5
KURT.
5.13
SKEW
1.44
SUM
6.71
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
concavity error
0.77
compactness error
0.74
mean concavity
0.68
mean compactness
0.64
mean concave points
0.62
fractal dimension error
0.61
worst concave points
0.60
perimeter error
0.56
worst concavity
0.55
radius error
0.51
worst compactness
0.45
area error
0.42
mean perimeter
0.41
worst perimeter
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.41
MOST FREQUENT VALUES
0.0
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%
0.009222
2
0.4%
0.01051
2
0.4%
0.01184
2
0.4%
0.005917
2
0.4%
0.01037
2
0.4%
SMALLEST VALUES
0.0
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%
0.003419
1
0.2%
0.003472
1
0.2%
0.003527
1
0.2%
0.003576
1
0.2%
0.003608
1
0.2%
LARGEST VALUES
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%
0.02794
1
0.2%
0.02771
1
0.2%
0.02765
1
0.2%
0.02721
1
0.2%
0.02638
1
0.2%
19
symmetry error
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
498
(88%)
ZEROES:
---
MAX
0.079
95%
0.035
Q3
0.023
AVG
0.021
MEDIAN
0.019
Q1
0.015
5%
0.012
MIN
0.008
RANGE
0.071
IQR
0.008
STD
0.008
VAR
6.83e-5
KURT.
7.90
SKEW
2.20
SUM
11.7
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean symmetry
0.45
smoothness error
0.41
texture error
0.41
compactness error
0.39
worst symmetry
0.39
fractal dimension error
0.37
mean fractal dimension
0.35
concave points error
0.31
concavity error
0.31
perimeter error
0.27
radius error
0.24
mean compactness
0.23
mean smoothness
0.20
mean concavity
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.01
MOST FREQUENT VALUES
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%
0.01617
2
0.4%
0.01717
2
0.4%
0.02383
2
0.4%
0.01341
2
0.4%
0.01852
2
0.4%
SMALLEST VALUES
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%
0.01054
1
0.2%
0.01055
1
0.2%
0.01057
1
0.2%
0.01062
1
0.2%
0.01065
2
0.4%
0.01069
2
0.4%
0.01083
1
0.2%
0.01093
1
0.2%
0.01095
1
0.2%
0.01096
1
0.2%
LARGEST VALUES
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%
0.05333
1
0.2%
0.05168
1
0.2%
0.05113
1
0.2%
0.05014
1
0.2%
0.04783
1
0.2%
0.04547
1
0.2%
0.04499
1
0.2%
0.04484
1
0.2%
0.04243
1
0.2%
0.04197
1
0.2%
20
fractal dimension error
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
545
(96%)
ZEROES:
---
MAX
0.030
95%
0.008
Q3
0.005
AVG
0.004
MEDIAN
0.003
Q1
0.002
5%
0.002
MIN
0.001
RANGE
0.029
IQR
0.002
STD
0.003
VAR
7.00e-6
KURT.
26.3
SKEW
3.92
SUM
2.16
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
compactness error
0.80
concavity error
0.73
mean fractal dimension
0.69
concave points error
0.61
worst fractal dimension
0.59
mean compactness
0.51
mean concavity
0.45
smoothness error
0.43
worst compactness
0.39
worst concavity
0.38
symmetry error
0.37
mean symmetry
0.33
mean smoothness
0.28
texture error
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.08
MOST FREQUENT VALUES
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%
0.003009
2
0.4%
0.001906
2
0.4%
0.002256
2
0.4%
0.003563
2
0.4%
0.002701
2
0.4%
SMALLEST VALUES
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%
0.001087
1
0.2%
0.001126
1
0.2%
0.00118
1
0.2%
0.001217
1
0.2%
0.001219
1
0.2%
0.001286
1
0.2%
0.001309
1
0.2%
0.001343
1
0.2%
0.001344
1
0.2%
0.001345
1
0.2%
LARGEST VALUES
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%
0.01284
1
0.2%
0.01256
1
0.2%
0.01233
1
0.2%
0.0122
1
0.2%
0.01178
1
0.2%
0.01172
1
0.2%
0.01148
1
0.2%
0.0113
1
0.2%
0.01045
1
0.2%
0.01039
1
0.2%
21
worst radius
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
457
(80%)
ZEROES:
---
MAX
36.0
95%
25.6
Q3
18.8
AVG
16.3
MEDIAN
15.0
Q1
13.0
5%
10.5
MIN
7.9
RANGE
28.1
IQR
5.78
STD
4.83
VAR
23.4
KURT.
0.944
SKEW
1.10
SUM
9,257
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst perimeter
0.99
worst area
0.98
mean radius
0.97
mean perimeter
0.97
mean area
0.96
mean concave points
0.83
worst concave points
0.79
area error
0.76
radius error
0.72
perimeter error
0.70
mean concavity
0.69
worst concavity
0.57
mean compactness
0.54
worst compactness
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.78
MOST FREQUENT VALUES
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%
15.11
3
0.5%
13.74
3
0.5%
11.92
3
0.5%
12.98
3
0.5%
15.05
3
0.5%
SMALLEST VALUES
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%
9.092
1
0.2%
9.262
1
0.2%
9.414
1
0.2%
9.456
1
0.2%
9.473
1
0.2%
9.507
1
0.2%
9.565
1
0.2%
9.628
1
0.2%
9.699
1
0.2%
9.733
1
0.2%
LARGEST VALUES
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%
30.79
1
0.2%
30.75
1
0.2%
30.67
1
0.2%
30.0
1
0.2%
29.92
1
0.2%
29.17
1
0.2%
28.4
1
0.2%
28.19
1
0.2%
28.11
1
0.2%
28.01
1
0.2%
22
worst texture
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
511
(90%)
ZEROES:
---
MAX
49.5
95%
36.3
Q3
29.7
AVG
25.7
MEDIAN
25.4
Q1
21.1
5%
16.6
MIN
12.0
RANGE
37.5
IQR
8.64
STD
6.15
VAR
37.8
KURT.
0.224
SKEW
0.498
SUM
14,610
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean texture
0.91
texture error
0.41
worst concavity
0.37
worst perimeter
0.37
worst compactness
0.36
worst radius
0.36
worst concave points
0.36
worst area
0.35
mean perimeter
0.30
mean concavity
0.30
mean radius
0.30
mean concave points
0.29
mean area
0.29
mean compactness
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.46
MOST FREQUENT VALUES
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%
19.31
2
0.4%
28.01
2
0.4%
24.9
2
0.4%
22.88
2
0.4%
24.17
2
0.4%
SMALLEST VALUES
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%
14.82
1
0.2%
15.38
1
0.2%
15.4
1
0.2%
15.54
1
0.2%
15.64
1
0.2%
15.65
1
0.2%
15.66
1
0.2%
15.67
1
0.2%
15.73
1
0.2%
15.77
2
0.4%
LARGEST VALUES
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%
41.85
1
0.2%
41.78
1
0.2%
41.61
1
0.2%
40.68
1
0.2%
40.54
1
0.2%
39.42
1
0.2%
39.34
1
0.2%
39.16
1
0.2%
38.81
1
0.2%
38.54
1
0.2%
23
worst perimeter
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
514
(90%)
ZEROES:
---
MAX
251
95%
172
Q3
125
AVG
107
MEDIAN
98
Q1
84
5%
68
MIN
50
RANGE
201
IQR
41.3
STD
33.6
VAR
1,129
KURT.
1.07
SKEW
1.13
SUM
61,032
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst radius
0.99
worst area
0.98
mean perimeter
0.97
mean radius
0.97
mean area
0.96
mean concave points
0.86
worst concave points
0.82
area error
0.76
mean concavity
0.73
perimeter error
0.72
radius error
0.72
worst concavity
0.62
mean compactness
0.59
worst compactness
0.53

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.78
MOST FREQUENT VALUES
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%
89.0
2
0.4%
85.56
2
0.4%
108.6
2
0.4%
101.2
2
0.4%
123.5
2
0.4%
104.5
2
0.4%
SMALLEST VALUES
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%
62.06
1
0.2%
62.25
1
0.2%
62.56
1
0.2%
62.86
1
0.2%
63.3
1
0.2%
LARGEST VALUES
251.2
1
0.2%
229.3
1
0.2%
220.8
1
0.2%
214.0
1
0.2%
211.7
1
0.2%
211.5
1
0.2%
206.8
1
0.2%
206.0
1
0.2%
205.7
1
0.2%
202.4
1
0.2%
199.5
1
0.2%
195.9
1
0.2%
195.0
1
0.2%
188.5
1
0.2%
188.0
1
0.2%
24
worst area
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
544
(96%)
ZEROES:
---
MAX
4,254
95%
2,010
Q3
1,084
AVG
881
MEDIAN
686
Q1
515
5%
331
MIN
185
RANGE
4,069
IQR
569
STD
569
VAR
324k
KURT.
4.40
SKEW
1.86
SUM
501k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst radius
0.98
worst perimeter
0.98
mean area
0.96
mean perimeter
0.94
mean radius
0.94
area error
0.81
mean concave points
0.81
radius error
0.75
worst concave points
0.75
perimeter error
0.73
mean concavity
0.68
worst concavity
0.54
mean compactness
0.51
worst compactness
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.73
MOST FREQUENT VALUES
472.4
2
0.4%
1210.0
2
0.4%
826.4
2
0.4%
402.8
2
0.4%
1750.0
2
0.4%
706.0
2
0.4%
830.5
2
0.4%
546.7
2
0.4%
698.8
2
0.4%
1269.0
2
0.4%
458.0
2
0.4%
749.9
2
0.4%
708.8
2
0.4%
1437.0
2
0.4%
624.1
2
0.4%
SMALLEST VALUES
185.2
1
0.2%
223.6
1
0.2%
240.1
1
0.2%
242.2
1
0.2%
248.0
1
0.2%
249.8
1
0.2%
259.2
1
0.2%
268.6
1
0.2%
270.0
1
0.2%
273.9
1
0.2%
274.9
1
0.2%
275.6
1
0.2%
284.4
2
0.4%
285.5
1
0.2%
295.8
1
0.2%
LARGEST VALUES
4254.0
1
0.2%
3432.0
1
0.2%
3234.0
1
0.2%
3216.0
1
0.2%
3143.0
1
0.2%
2944.0
1
0.2%
2906.0
1
0.2%
2782.0
1
0.2%
2642.0
1
0.2%
2615.0
1
0.2%
2562.0
1
0.2%
2499.0
1
0.2%
2477.0
1
0.2%
2403.0
1
0.2%
2398.0
1
0.2%
25
worst smoothness
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
411
(72%)
ZEROES:
---
MAX
0.223
95%
0.172
Q3
0.146
AVG
0.132
MEDIAN
0.131
Q1
0.117
5%
0.096
MIN
0.071
RANGE
0.151
IQR
0.029
STD
0.023
VAR
5.21e-4
KURT.
0.518
SKEW
0.415
SUM
75.3
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean smoothness
0.81
worst fractal dimension
0.62
worst compactness
0.57
mean compactness
0.57
worst concave points
0.55
worst concavity
0.52
mean fractal dimension
0.50
worst symmetry
0.49
mean concave points
0.45
mean concavity
0.45
mean symmetry
0.43
smoothness error
0.31
worst perimeter
0.24
compactness error
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.42
MOST FREQUENT VALUES
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%
0.1289
3
0.5%
0.146
3
0.5%
0.1491
3
0.5%
0.1297
3
0.5%
0.1368
3
0.5%
SMALLEST VALUES
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%
0.08996
1
0.2%
0.09023
1
0.2%
0.09203
1
0.2%
0.09267
1
0.2%
0.09293
1
0.2%
LARGEST VALUES
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%
0.1855
1
0.2%
0.1853
1
0.2%
0.1851
1
0.2%
0.185
1
0.2%
0.1805
1
0.2%
26
worst compactness
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
529
(93%)
ZEROES:
---
MAX
1.06
95%
0.56
Q3
0.34
AVG
0.25
MEDIAN
0.21
Q1
0.15
5%
0.07
MIN
0.03
RANGE
1.03
IQR
0.192
STD
0.157
VAR
0.025
KURT.
3.04
SKEW
1.47
SUM
145
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst concavity
0.89
mean compactness
0.87
worst fractal dimension
0.81
worst concave points
0.80
mean concavity
0.75
compactness error
0.68
mean concave points
0.67
worst symmetry
0.61
worst smoothness
0.57
worst perimeter
0.53
concavity error
0.48
worst radius
0.48
mean symmetry
0.47
mean smoothness
0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.59
MOST FREQUENT VALUES
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%
0.1928
2
0.4%
0.1109
2
0.4%
0.3055
2
0.4%
0.2698
2
0.4%
0.448
2
0.4%
SMALLEST VALUES
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%
0.05332
1
0.2%
0.05445
1
0.2%
0.05494
1
0.2%
0.05836
1
0.2%
0.05847
1
0.2%
LARGEST VALUES
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%
0.709
1
0.2%
0.6997
1
0.2%
0.6656
1
0.2%
0.6643
1
0.2%
0.659
1
0.2%
27
worst concavity
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
539
(95%)
ZEROES:
13
(2%)
MAX
1.25
95%
0.68
Q3
0.38
AVG
0.27
MEDIAN
0.23
Q1
0.11
5%
0.02
MIN
0.00
RANGE
1.25
IQR
0.268
STD
0.209
VAR
0.044
KURT.
1.62
SKEW
1.15
SUM
155
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst compactness
0.89
mean concavity
0.88
worst concave points
0.86
mean compactness
0.82
mean concave points
0.75
worst fractal dimension
0.69
concavity error
0.66
compactness error
0.64
worst perimeter
0.62
worst radius
0.57
mean perimeter
0.56
concave points error
0.55
worst area
0.54
worst symmetry
0.53

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.66
MOST FREQUENT VALUES
0.0
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%
0.256
2
0.4%
0.2866
2
0.4%
0.4024
2
0.4%
0.2298
2
0.4%
0.3965
2
0.4%
SMALLEST VALUES
0.0
13
2.3%
0.001845
1
0.2%
0.003581
1
0.2%
0.004955
1
0.2%
0.005518
1
0.2%
0.005579
1
0.2%
0.00692
1
0.2%
0.007732
1
0.2%
0.007977
1
0.2%
0.01005
1
0.2%
0.0112
1
0.2%
0.01235
1
0.2%
0.01335
1
0.2%
0.01379
1
0.2%
0.01472
1
0.2%
LARGEST VALUES
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%
0.9034
1
0.2%
0.9019
1
0.2%
0.8489
1
0.2%
0.8488
1
0.2%
0.8402
1
0.2%
0.8216
1
0.2%
0.7892
1
0.2%
0.7727
1
0.2%
0.7681
1
0.2%
0.7436
1
0.2%
28
worst concave points
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
492
(86%)
ZEROES:
13
(2%)
MAX
0.291
95%
0.237
Q3
0.161
AVG
0.115
MEDIAN
0.100
Q1
0.065
5%
0.024
MIN
0.000
RANGE
0.291
IQR
0.096
STD
0.066
VAR
0.004
KURT.
-0.536
SKEW
0.493
SUM
65.2
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean concave points
0.91
mean concavity
0.86
worst concavity
0.86
worst perimeter
0.82
mean compactness
0.82
worst compactness
0.80
worst radius
0.79
mean perimeter
0.77
worst area
0.75
mean radius
0.74
mean area
0.72
concave points error
0.60
perimeter error
0.55
worst smoothness
0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.79
MOST FREQUENT VALUES
0.0
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%
0.06548
2
0.4%
0.2248
2
0.4%
0.1099
2
0.4%
0.06136
2
0.4%
0.0589
2
0.4%
SMALLEST VALUES
0.0
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%
0.02083
1
0.2%
0.0221
1
0.2%
0.02222
1
0.2%
0.02232
1
0.2%
0.02381
2
0.4%
LARGEST VALUES
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%
0.2625
1
0.2%
0.2593
1
0.2%
0.2575
1
0.2%
0.255
1
0.2%
0.2543
1
0.2%
29
worst symmetry
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
500
(88%)
ZEROES:
---
MAX
0.664
95%
0.406
Q3
0.318
AVG
0.290
MEDIAN
0.282
Q1
0.250
5%
0.213
MIN
0.157
RANGE
0.507
IQR
0.068
STD
0.062
VAR
0.004
KURT.
4.44
SKEW
1.43
SUM
165
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean symmetry
0.70
worst compactness
0.61
worst fractal dimension
0.54
worst concavity
0.53
mean compactness
0.51
worst concave points
0.50
worst smoothness
0.49
mean concavity
0.41
mean smoothness
0.39
symmetry error
0.39
mean concave points
0.38
mean fractal dimension
0.33
compactness error
0.28
worst perimeter
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.42
MOST FREQUENT VALUES
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%
0.322
2
0.4%
0.2434
2
0.4%
0.3585
2
0.4%
0.253
2
0.4%
0.2894
2
0.4%
SMALLEST VALUES
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%
0.1901
1
0.2%
0.1902
1
0.2%
0.1909
1
0.2%
0.1917
1
0.2%
0.1934
1
0.2%
LARGEST VALUES
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%
0.4724
1
0.2%
0.4677
1
0.2%
0.467
1
0.2%
0.4667
1
0.2%
0.4601
1
0.2%
30
worst fractal dimension
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
535
(94%)
ZEROES:
---
MAX
0.207
95%
0.120
Q3
0.092
AVG
0.084
MEDIAN
0.080
Q1
0.071
5%
0.063
MIN
0.055
RANGE
0.152
IQR
0.021
STD
0.018
VAR
3.26e-4
KURT.
5.24
SKEW
1.66
SUM
47.8
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst compactness
0.81
mean fractal dimension
0.77
mean compactness
0.69
worst concavity
0.69
worst smoothness
0.62
fractal dimension error
0.59
compactness error
0.59
worst symmetry
0.54
mean concavity
0.51
worst concave points
0.51
mean smoothness
0.50
concavity error
0.44
mean symmetry
0.44
mean concave points
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.32
MOST FREQUENT VALUES
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%
0.103
2
0.4%
0.07083
2
0.4%
0.0895
2
0.4%
0.07863
2
0.4%
0.07127
2
0.4%
SMALLEST VALUES
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%
0.05843
1
0.2%
0.05865
1
0.2%
0.05871
1
0.2%
0.05905
1
0.2%
0.05932
1
0.2%
0.05933
1
0.2%
0.05972
1
0.2%
0.05974
1
0.2%
0.06025
1
0.2%
0.06033
1
0.2%
LARGEST VALUES
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%
0.1409
1
0.2%
0.1405
1
0.2%
0.1403
1
0.2%
0.1402
1
0.2%
0.1364
1
0.2%
0.1341
1
0.2%
0.1339
1
0.2%
0.1297
2
0.4%
0.1284
1
0.2%
0.1275
1
0.2%