age
int8
18
96
lesion_shape
stringclasses
4 values
margin
stringclasses
5 values
density
stringclasses
4 values
is_severe
class label
2 classes
66
irregular
ill-defined
low
1yes
76
irregular
ill-defined
low
1yes
58
oval
circumbscribed
iso
0no
96
lobular
ill-defined
low
1yes
70
irregular
ill-defined
low
1yes
34
oval
circumbscribed
low
0no
59
oval
circumbscribed
low
0no
45
lobular
circumbscribed
low
1yes
65
irregular
ill-defined
low
1yes
59
round
circumbscribed
low
0no
21
oval
circumbscribed
low
0no
43
oval
circumbscribed
low
0no
53
round
circumbscribed
low
0no
65
oval
circumbscribed
low
0no
64
oval
ill-defined
low
1yes
53
irregular
ill-defined
low
0no
51
round
circumbscribed
low
0no
59
oval
ill-defined
low
0no
56
oval
circumbscribed
low
0no
60
oval
circumbscribed
low
0no
22
round
circumbscribed
low
0no
25
oval
circumbscribed
low
0no
69
irregular
ill-defined
low
1yes
58
oval
circumbscribed
low
0no
62
irregular
obscured
low
1yes
56
irregular
ill-defined
low
0no
64
round
circumbscribed
low
0no
32
oval
circumbscribed
low
0no
59
irregular
ill-defined
iso
1yes
52
round
circumbscribed
low
0no
63
irregular
ill-defined
low
0no
67
irregular
ill-defined
low
1yes
61
irregular
ill-defined
low
1yes
59
irregular
spiculated
low
1yes
52
irregular
obscured
low
1yes
35
irregular
ill-defined
low
0no
77
lobular
obscured
low
1yes
71
irregular
obscured
low
1yes
63
irregular
obscured
low
1yes
38
oval
circumbscribed
iso
0no
72
irregular
obscured
low
1yes
76
irregular
obscured
low
1yes
53
lobular
obscured
low
0no
67
irregular
spiculated
low
0no
69
oval
ill-defined
low
1yes
54
round
circumbscribed
low
0no
35
oval
circumbscribed
iso
0no
68
irregular
obscured
low
1yes
68
irregular
ill-defined
low
0no
67
oval
ill-defined
low
1yes
39
round
circumbscribed
low
0no
44
oval
circumbscribed
low
0no
33
round
circumbscribed
low
0no
58
round
circumbscribed
low
0no
31
round
circumbscribed
low
0no
23
round
circumbscribed
low
0no
56
irregular
spiculated
low
1yes
69
oval
circumbscribed
low
1yes
63
round
circumbscribed
low
0no
65
round
circumbscribed
low
1yes
44
oval
circumbscribed
iso
0no
62
lobular
obscured
low
1yes
67
irregular
ill-defined
low
1yes
56
oval
circumbscribed
low
0no
52
lobular
ill-defined
low
0no
43
round
circumbscribed
low
1yes
41
irregular
obscured
iso
1yes
42
lobular
ill-defined
iso
0no
46
round
circumbscribed
low
0no
55
irregular
ill-defined
low
1yes
58
irregular
ill-defined
iso
1yes
87
irregular
ill-defined
low
1yes
66
oval
circumbscribed
low
0no
72
irregular
obscured
low
1yes
60
irregular
obscured
low
1yes
83
irregular
ill-defined
iso
1yes
31
oval
circumbscribed
low
0no
53
oval
circumbscribed
low
0no
64
oval
obscured
low
0no
31
irregular
ill-defined
iso
1yes
62
irregular
ill-defined
iso
1yes
56
oval
circumbscribed
low
0no
58
irregular
ill-defined
low
1yes
67
round
ill-defined
low
0no
75
irregular
spiculated
low
1yes
65
lobular
ill-defined
low
1yes
74
lobular
microlobulated
low
1yes
59
oval
circumbscribed
low
0no
57
irregular
ill-defined
fat-containing
1yes
76
lobular
microlobulated
low
0no
63
round
ill-defined
low
0no
44
round
circumbscribed
low
0no
42
lobular
circumbscribed
iso
0no
65
irregular
obscured
low
1yes
70
oval
circumbscribed
low
0no
48
round
circumbscribed
low
0no
74
round
circumbscribed
high
1yes
63
round
circumbscribed
low
0no
60
irregular
ill-defined
low
1yes
86
irregular
obscured
low
1yes