age
int8
18
96
lesion_shape
stringclasses
4 values
margin
stringclasses
5 values
density
stringclasses
4 values
is_severe
class label
2 classes
74
irregular
ill-defined
low
1yes
58
irregular
ill-defined
low
1yes
77
oval
obscured
low
0no
49
lobular
circumbscribed
low
0no
60
irregular
obscured
low
1yes
69
irregular
obscured
low
1yes
53
oval
circumbscribed
low
0no
46
lobular
ill-defined
low
0no
74
irregular
ill-defined
low
1yes
58
round
circumbscribed
low
0no
68
irregular
ill-defined
low
1yes
46
irregular
obscured
low
0no
61
oval
ill-defined
low
1yes
70
irregular
obscured
low
1yes
37
irregular
ill-defined
low
1yes
65
irregular
spiculated
low
1yes
67
irregular
ill-defined
low
0no
69
lobular
ill-defined
low
0no
76
irregular
ill-defined
low
1yes
65
irregular
obscured
low
0no
72
irregular
microlobulated
low
1yes
62
irregular
microlobulated
low
0no
42
irregular
ill-defined
low
1yes
66
irregular
obscured
low
1yes
48
irregular
ill-defined
low
1yes
35
round
circumbscribed
low
0no
60
irregular
ill-defined
low
1yes
67
irregular
microlobulated
low
1yes
78
irregular
ill-defined
low
1yes
66
round
circumbscribed
low
1yes
48
round
circumbscribed
low
0no
31
round
circumbscribed
low
0no
43
irregular
obscured
low
1yes
72
oval
ill-defined
low
0no
66
round
circumbscribed
low
1yes
56
irregular
ill-defined
low
0no
58
irregular
spiculated
low
1yes
33
oval
ill-defined
low
1yes
37
round
circumbscribed
low
0no
36
irregular
obscured
low
1yes
39
oval
obscured
low
0no
39
irregular
ill-defined
low
1yes
83
irregular
ill-defined
low
1yes
68
irregular
spiculated
low
1yes
63
lobular
ill-defined
low
1yes
78
irregular
ill-defined
low
1yes
38
oval
obscured
low
0no
46
irregular
obscured
low
1yes
60
irregular
ill-defined
low
1yes
56
oval
obscured
low
1yes
33
round
circumbscribed
low
0no
69
round
spiculated
low
1yes
66
round
ill-defined
low
1yes
72
round
obscured
low
0no
29
round
circumbscribed
low
0no
54
irregular
spiculated
low
1yes
80
irregular
ill-defined
low
1yes
68
irregular
obscured
low
1yes
35
oval
circumbscribed
low
0no
50
round
circumbscribed
low
0no
32
irregular
obscured
low
0no
69
irregular
spiculated
low
1yes
71
irregular
spiculated
low
1yes
87
irregular
spiculated
low
1yes
64
round
circumbscribed
low
0no
55
irregular
spiculated
low
1yes
18
round
circumbscribed
low
0no
53
round
circumbscribed
low
0no
84
irregular
spiculated
low
1yes
80
irregular
obscured
low
1yes
32
round
circumbscribed
low
0no
77
lobular
ill-defined
low
1yes
38
round
circumbscribed
low
0no
54
irregular
spiculated
low
1yes
63
round
circumbscribed
low
0no
61
round
circumbscribed
low
0no
52
round
circumbscribed
low
0no
36
round
circumbscribed
low
0no
59
round
circumbscribed
low
0no
51
irregular
ill-defined
iso
1yes
36
round
circumbscribed
low
0no
40
irregular
obscured
low
1yes
49
round
circumbscribed
low
0no
37
oval
obscured
low
0no
46
round
circumbscribed
low
0no
63
round
circumbscribed
low
0no
28
oval
circumbscribed
low
0no
47
oval
circumbscribed
low
0no
42
oval
circumbscribed
low
1yes
44
irregular
spiculated
low
1yes
49
irregular
ill-defined
low
0no
47
irregular
spiculated
low
1yes
52
irregular
spiculated
low
1yes
53
round
circumbscribed
low
1yes
83
lobular
obscured
low
1yes
63
irregular
ill-defined
low
1yes
54
round
circumbscribed
low
0no
50
irregular
ill-defined
low
0no
80
irregular
spiculated
low
1yes
45
oval
ill-defined
low
0no