age
int8 18
96
| lesion_shape
stringclasses 4
values | margin
stringclasses 5
values | density
stringclasses 4
values | is_severe
class label 2
classes |
|---|---|---|---|---|
71
|
lobular
|
circumbscribed
|
low
| 0no
|
70
|
irregular
|
spiculated
|
low
| 1yes
|
63
|
oval
|
circumbscribed
|
low
| 0no
|
40
|
round
|
ill-defined
|
low
| 1yes
|
41
|
round
|
circumbscribed
|
low
| 0no
|
47
|
oval
|
circumbscribed
|
iso
| 0no
|
68
|
round
|
circumbscribed
|
low
| 1yes
|
64
|
irregular
|
obscured
|
low
| 1yes
|
73
|
irregular
|
obscured
|
low
| 0no
|
39
|
irregular
|
obscured
|
low
| 0no
|
55
|
irregular
|
spiculated
|
fat-containing
| 1yes
|
53
|
lobular
|
ill-defined
|
fat-containing
| 0no
|
66
|
irregular
|
ill-defined
|
low
| 1yes
|
43
|
lobular
|
circumbscribed
|
iso
| 0no
|
44
|
irregular
|
spiculated
|
low
| 1yes
|
77
|
irregular
|
ill-defined
|
low
| 1yes
|
62
|
oval
|
ill-defined
|
low
| 0no
|
80
|
irregular
|
ill-defined
|
low
| 1yes
|
33
|
irregular
|
ill-defined
|
low
| 0no
|
50
|
irregular
|
spiculated
|
low
| 1yes
|
46
|
irregular
|
ill-defined
|
low
| 1yes
|
49
|
irregular
|
spiculated
|
low
| 1yes
|
53
|
round
|
circumbscribed
|
low
| 0no
|
46
|
oval
|
circumbscribed
|
iso
| 0no
|
57
|
round
|
circumbscribed
|
low
| 0no
|
54
|
lobular
|
circumbscribed
|
low
| 0no
|
49
|
oval
|
circumbscribed
|
iso
| 0no
|
47
|
lobular
|
circumbscribed
|
low
| 0no
|
40
|
round
|
circumbscribed
|
low
| 0no
|
45
|
round
|
circumbscribed
|
low
| 0no
|
50
|
irregular
|
spiculated
|
low
| 1yes
|
54
|
irregular
|
ill-defined
|
low
| 1yes
|
67
|
irregular
|
circumbscribed
|
low
| 1yes
|
77
|
irregular
|
ill-defined
|
low
| 1yes
|
66
|
irregular
|
obscured
|
low
| 0no
|
36
|
oval
|
obscured
|
low
| 0no
|
69
|
irregular
|
ill-defined
|
low
| 0no
|
48
|
round
|
circumbscribed
|
low
| 0no
|
64
|
irregular
|
ill-defined
|
low
| 1yes
|
71
|
irregular
|
microlobulated
|
low
| 1yes
|
60
|
irregular
|
obscured
|
low
| 1yes
|
24
|
round
|
circumbscribed
|
low
| 0no
|
34
|
irregular
|
spiculated
|
iso
| 1yes
|
79
|
round
|
circumbscribed
|
iso
| 0no
|
45
|
round
|
circumbscribed
|
low
| 0no
|
37
|
oval
|
circumbscribed
|
iso
| 0no
|
42
|
round
|
circumbscribed
|
iso
| 0no
|
72
|
irregular
|
ill-defined
|
low
| 1yes
|
60
|
irregular
|
spiculated
|
low
| 1yes
|
85
|
lobular
|
spiculated
|
low
| 1yes
|
51
|
round
|
circumbscribed
|
low
| 0no
|
54
|
irregular
|
spiculated
|
low
| 1yes
|
55
|
irregular
|
obscured
|
low
| 1yes
|
64
|
irregular
|
ill-defined
|
low
| 0no
|
67
|
irregular
|
spiculated
|
low
| 1yes
|
75
|
irregular
|
obscured
|
low
| 1yes
|
87
|
irregular
|
ill-defined
|
low
| 1yes
|
46
|
irregular
|
ill-defined
|
low
| 1yes
|
46
|
irregular
|
obscured
|
low
| 1yes
|
61
|
round
|
circumbscribed
|
low
| 1yes
|
44
|
round
|
ill-defined
|
low
| 0no
|
32
|
round
|
circumbscribed
|
low
| 0no
|
62
|
round
|
circumbscribed
|
low
| 0no
|
59
|
irregular
|
spiculated
|
low
| 1yes
|
61
|
irregular
|
circumbscribed
|
low
| 0no
|
78
|
irregular
|
ill-defined
|
low
| 1yes
|
42
|
irregular
|
spiculated
|
low
| 0no
|
45
|
round
|
microlobulated
|
low
| 0no
|
34
|
oval
|
circumbscribed
|
low
| 1yes
|
27
|
lobular
|
circumbscribed
|
low
| 0no
|
43
|
round
|
circumbscribed
|
low
| 0no
|
83
|
irregular
|
ill-defined
|
low
| 1yes
|
36
|
oval
|
circumbscribed
|
low
| 0no
|
37
|
oval
|
circumbscribed
|
low
| 0no
|
56
|
lobular
|
circumbscribed
|
low
| 1yes
|
55
|
irregular
|
ill-defined
|
low
| 1yes
|
88
|
irregular
|
ill-defined
|
low
| 1yes
|
71
|
irregular
|
ill-defined
|
low
| 1yes
|
41
|
oval
|
circumbscribed
|
low
| 0no
|
49
|
irregular
|
ill-defined
|
low
| 1yes
|
51
|
round
|
circumbscribed
|
fat-containing
| 0no
|
39
|
round
|
obscured
|
low
| 0no
|
46
|
oval
|
circumbscribed
|
low
| 0no
|
52
|
irregular
|
ill-defined
|
low
| 1yes
|
58
|
irregular
|
ill-defined
|
low
| 1yes
|
67
|
irregular
|
spiculated
|
low
| 1yes
|
80
|
irregular
|
ill-defined
|
low
| 1yes
|
45
|
round
|
circumbscribed
|
low
| 0no
|
68
|
irregular
|
ill-defined
|
low
| 1yes
|
44
|
oval
|
obscured
|
low
| 0no
|
74
|
irregular
|
obscured
|
low
| 1yes
|
55
|
irregular
|
spiculated
|
low
| 0no
|
49
|
irregular
|
ill-defined
|
low
| 1yes
|
49
|
round
|
circumbscribed
|
low
| 0no
|
50
|
irregular
|
obscured
|
low
| 1yes
|
52
|
lobular
|
spiculated
|
low
| 1yes
|
45
|
round
|
circumbscribed
|
low
| 0no
|
66
|
round
|
circumbscribed
|
low
| 0no
|
68
|
irregular
|
ill-defined
|
low
| 1yes
|
72
|
oval
|
circumbscribed
|
low
| 0no
|
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