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
|
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