age
int8
18
96
lesion_shape
stringclasses
4 values
margin
stringclasses
5 values
density
stringclasses
4 values
is_severe
class label
2 classes
27
round
circumbscribed
low
0no
71
irregular
spiculated
iso
1yes
85
irregular
ill-defined
low
1yes
51
lobular
obscured
low
0no
72
irregular
obscured
low
1yes
52
irregular
ill-defined
low
1yes
66
oval
circumbscribed
low
0no
71
irregular
spiculated
low
1yes
42
oval
circumbscribed
low
0no
64
irregular
ill-defined
iso
1yes
41
oval
microlobulated
low
0no
50
oval
circumbscribed
low
0no
30
round
circumbscribed
low
0no
67
round
circumbscribed
low
0no
62
irregular
ill-defined
low
1yes
46
oval
circumbscribed
iso
0no
35
round
circumbscribed
low
0no
53
round
circumbscribed
iso
0no
59
oval
circumbscribed
low
0no
19
lobular
circumbscribed
low
0no
86
oval
circumbscribed
low
1yes
72
oval
circumbscribed
low
0no
37
oval
circumbscribed
iso
0no
46
lobular
circumbscribed
low
1yes
45
round
circumbscribed
low
0no
48
irregular
spiculated
low
0no
58
irregular
ill-defined
low
1yes
42
round
circumbscribed
low
0no
56
oval
ill-defined
low
1yes
47
oval
circumbscribed
low
0no
49
irregular
ill-defined
low
1yes
76
oval
spiculated
low
1yes
62
irregular
spiculated
low
1yes
64
irregular
ill-defined
low
1yes
53
irregular
obscured
low
1yes
70
irregular
microlobulated
iso
1yes
55
irregular
ill-defined
low
1yes
34
irregular
ill-defined
low
0no
76
irregular
ill-defined
low
1yes
39
round
circumbscribed
low
0no
23
round
circumbscribed
low
0no
19
round
circumbscribed
low
0no
65
irregular
spiculated
low
1yes
57
oval
circumbscribed
low
0no
41
irregular
ill-defined
low
1yes
36
irregular
spiculated
low
1yes
62
lobular
obscured
low
0no
69
oval
circumbscribed
low
0no
41
lobular
circumbscribed
low
0no
51
oval
ill-defined
low
0no
50
lobular
microlobulated
low
1yes
47
irregular
ill-defined
low
0no
54
irregular
spiculated
low
1yes
52
irregular
ill-defined
low
1yes
30
round
circumbscribed
low
0no
48
irregular
ill-defined
low
1yes
65
oval
ill-defined
low
1yes
50
round
circumbscribed
low
0no
65
irregular
spiculated
low
1yes
66
irregular
obscured
low
1yes
41
lobular
obscured
iso
1yes
72
lobular
microlobulated
low
1yes
42
round
circumbscribed
high
1yes
80
irregular
ill-defined
low
1yes
45
oval
ill-defined
low
0no
41
round
circumbscribed
low
0no
72
lobular
obscured
low
1yes
60
irregular
spiculated
low
0no
67
irregular
obscured
low
1yes
55
oval
circumbscribed
low
0no
61
lobular
ill-defined
low
1yes
55
lobular
ill-defined
low
1yes
52
irregular
ill-defined
low
1yes
42
round
circumbscribed
low
0no
63
irregular
ill-defined
low
1yes
62
irregular
spiculated
low
1yes
46
round
circumbscribed
low
0no
65
oval
circumbscribed
low
0no
57
lobular
obscured
low
1yes
66
irregular
spiculated
low
1yes
45
round
circumbscribed
low
0no
77
irregular
spiculated
low
1yes
35
round
circumbscribed
low
0no
50
irregular
spiculated
low
1yes
57
irregular
ill-defined
low
0no
74
lobular
circumbscribed
low
1yes
59
irregular
spiculated
low
0no
51
round
circumbscribed
low
0no
42
lobular
ill-defined
low
1yes
35
oval
ill-defined
low
0no
42
round
circumbscribed
low
0no
43
oval
circumbscribed
low
0no
62
irregular
ill-defined
low
1yes
27
oval
circumbscribed
low
0no
57
irregular
ill-defined
low
1yes
59
oval
circumbscribed
low
0no
40
lobular
microlobulated
low
1yes
20
round
circumbscribed
low
0no
74
irregular
obscured
low
1yes
22
round
circumbscribed
low
0no