age
int8
18
96
lesion_shape
stringclasses
4 values
margin
stringclasses
5 values
density
stringclasses
4 values
is_severe
class label
2 classes
67
lobular
spiculated
low
1yes
58
irregular
spiculated
low
1yes
28
round
circumbscribed
low
0no
57
round
spiculated
low
1yes
76
round
ill-defined
low
1yes
42
oval
circumbscribed
low
1yes
36
lobular
circumbscribed
iso
0no
60
oval
circumbscribed
iso
0no
54
round
circumbscribed
low
0no
52
lobular
ill-defined
low
0no
59
oval
circumbscribed
low
1yes
54
round
circumbscribed
low
1yes
56
irregular
obscured
high
1yes
42
irregular
ill-defined
low
1yes
59
oval
ill-defined
low
1yes
75
irregular
spiculated
low
1yes
45
irregular
spiculated
low
1yes
55
irregular
ill-defined
low
0no
46
round
spiculated
iso
0no
54
irregular
ill-defined
low
1yes
57
irregular
ill-defined
low
1yes
39
round
circumbscribed
iso
0no
81
round
circumbscribed
low
0no
60
oval
circumbscribed
low
0no
67
lobular
ill-defined
iso
1yes
55
lobular
ill-defined
iso
0no
78
round
circumbscribed
high
0no
50
round
circumbscribed
low
0no
62
lobular
spiculated
iso
1yes
64
irregular
spiculated
low
1yes
67
irregular
spiculated
low
1yes
74
oval
circumbscribed
iso
0no
80
lobular
spiculated
low
1yes
49
oval
circumbscribed
high
0no
52
irregular
obscured
low
1yes
60
irregular
obscured
low
1yes
57
oval
spiculated
low
0no
74
irregular
ill-defined
low
1yes
49
round
circumbscribed
low
0no
45
oval
circumbscribed
low
0no
64
oval
circumbscribed
low
0no
73
oval
circumbscribed
iso
0no
68
irregular
obscured
low
1yes
52
irregular
spiculated
low
0no
66
irregular
ill-defined
low
1yes
25
round
circumbscribed
low
0no
74
round
circumbscribed
iso
1yes
64
round
circumbscribed
low
0no
60
irregular
obscured
iso
1yes
67
oval
ill-defined
high
0no
67
irregular
spiculated
low
0no
44
irregular
ill-defined
iso
1yes
68
round
circumbscribed
low
1yes
58
irregular
ill-defined
low
1yes
62
round
spiculated
low
1yes
73
lobular
ill-defined
low
1yes
80
irregular
ill-defined
low
1yes
59
oval
circumbscribed
low
1yes
54
irregular
ill-defined
low
1yes
62
irregular
ill-defined
low
0no
33
oval
circumbscribed
low
0no
57
round
circumbscribed
low
0no
45
irregular
ill-defined
low
0no
71
irregular
ill-defined
low
1yes
59
irregular
ill-defined
iso
0no
56
round
circumbscribed
low
0no
57
oval
circumbscribed
iso
0no
55
lobular
ill-defined
low
1yes
84
irregular
spiculated
low
0no
51
irregular
ill-defined
low
1yes
24
oval
circumbscribed
iso
0no
66
round
circumbscribed
low
0no
33
irregular
ill-defined
low
0no
59
irregular
obscured
iso
0no
40
irregular
spiculated
low
1yes
67
irregular
ill-defined
low
1yes
75
irregular
obscured
low
1yes
86
irregular
ill-defined
low
0no
66
irregular
ill-defined
low
1yes
46
irregular
spiculated
low
1yes
59
irregular
ill-defined
low
1yes
65
irregular
ill-defined
low
1yes
53
round
circumbscribed
low
0no
67
lobular
spiculated
low
1yes
80
irregular
spiculated
low
1yes
55
oval
circumbscribed
low
0no
47
round
circumbscribed
iso
0no
62
irregular
spiculated
low
1yes
63
irregular
ill-defined
low
1yes
71
irregular
ill-defined
low
1yes
41
round
circumbscribed
low
0no
57
irregular
ill-defined
fat-containing
1yes
71
irregular
ill-defined
fat-containing
1yes
66
round
circumbscribed
low
0no
47
oval
ill-defined
iso
0no
34
irregular
ill-defined
low
0no
59
lobular
ill-defined
low
0no
67
irregular
ill-defined
low
1yes
41
oval
circumbscribed
low
0no
23
lobular
circumbscribed
low
0no