age
int8 18
96
| lesion_shape
stringclasses 4
values | margin
stringclasses 5
values | density
stringclasses 4
values | is_severe
class label 2
classes |
|---|---|---|---|---|
42
|
oval
|
circumbscribed
|
low
| 0no
|
87
|
irregular
|
spiculated
|
low
| 1yes
|
68
|
round
|
circumbscribed
|
low
| 1yes
|
64
|
round
|
circumbscribed
|
low
| 0no
|
54
|
lobular
|
spiculated
|
low
| 1yes
|
86
|
irregular
|
spiculated
|
low
| 1yes
|
21
|
oval
|
circumbscribed
|
low
| 0no
|
53
|
irregular
|
ill-defined
|
low
| 0no
|
44
|
irregular
|
ill-defined
|
low
| 0no
|
54
|
round
|
circumbscribed
|
low
| 0no
|
63
|
irregular
|
spiculated
|
low
| 1yes
|
45
|
oval
|
circumbscribed
|
iso
| 0no
|
71
|
irregular
|
spiculated
|
low
| 0no
|
49
|
irregular
|
ill-defined
|
low
| 1yes
|
49
|
irregular
|
ill-defined
|
low
| 0no
|
66
|
irregular
|
ill-defined
|
fat-containing
| 0no
|
19
|
round
|
circumbscribed
|
low
| 0no
|
35
|
round
|
circumbscribed
|
iso
| 0no
|
74
|
irregular
|
spiculated
|
low
| 1yes
|
37
|
irregular
|
ill-defined
|
low
| 1yes
|
81
|
lobular
|
ill-defined
|
low
| 1yes
|
59
|
irregular
|
ill-defined
|
low
| 1yes
|
34
|
round
|
circumbscribed
|
low
| 0no
|
79
|
irregular
|
obscured
|
low
| 1yes
|
60
|
lobular
|
circumbscribed
|
low
| 0no
|
41
|
round
|
circumbscribed
|
low
| 1yes
|
50
|
round
|
circumbscribed
|
low
| 0no
|
85
|
irregular
|
ill-defined
|
low
| 1yes
|
46
|
round
|
circumbscribed
|
low
| 0no
|
66
|
irregular
|
ill-defined
|
low
| 1yes
|
73
|
lobular
|
circumbscribed
|
iso
| 0no
|
55
|
round
|
circumbscribed
|
low
| 0no
|
49
|
oval
|
circumbscribed
|
low
| 0no
|
49
|
irregular
|
ill-defined
|
low
| 0no
|
51
|
irregular
|
spiculated
|
low
| 1yes
|
48
|
irregular
|
ill-defined
|
low
| 0no
|
58
|
irregular
|
spiculated
|
low
| 0no
|
72
|
irregular
|
spiculated
|
low
| 1yes
|
46
|
oval
|
obscured
|
low
| 0no
|
43
|
irregular
|
obscured
|
low
| 1yes
|
52
|
irregular
|
ill-defined
|
low
| 0no
|
46
|
round
|
circumbscribed
|
high
| 0no
|
69
|
lobular
|
circumbscribed
|
low
| 0no
|
43
|
oval
|
circumbscribed
|
low
| 1yes
|
76
|
irregular
|
spiculated
|
low
| 1yes
|
46
|
round
|
circumbscribed
|
low
| 0no
|
59
|
oval
|
ill-defined
|
low
| 0no
|
57
|
round
|
circumbscribed
|
low
| 0no
|
45
|
oval
|
circumbscribed
|
low
| 0no
|
43
|
oval
|
circumbscribed
|
low
| 0no
|
45
|
oval
|
circumbscribed
|
low
| 0no
|
57
|
irregular
|
spiculated
|
low
| 1yes
|
79
|
irregular
|
ill-defined
|
low
| 1yes
|
54
|
oval
|
circumbscribed
|
low
| 1yes
|
40
|
lobular
|
ill-defined
|
low
| 0no
|
63
|
irregular
|
ill-defined
|
low
| 1yes
|
52
|
oval
|
circumbscribed
|
low
| 0no
|
38
|
round
|
circumbscribed
|
low
| 0no
|
72
|
irregular
|
obscured
|
low
| 0no
|
80
|
irregular
|
obscured
|
low
| 1yes
|
76
|
irregular
|
obscured
|
low
| 1yes
|
62
|
lobular
|
circumbscribed
|
low
| 0no
|
64
|
irregular
|
spiculated
|
low
| 1yes
|
42
|
irregular
|
spiculated
|
low
| 0no
|
64
|
irregular
|
spiculated
|
low
| 0no
|
63
|
irregular
|
ill-defined
|
low
| 1yes
|
24
|
oval
|
circumbscribed
|
iso
| 0no
|
72
|
irregular
|
ill-defined
|
low
| 1yes
|
63
|
oval
|
circumbscribed
|
low
| 0no
|
46
|
round
|
circumbscribed
|
low
| 0no
|
33
|
round
|
circumbscribed
|
low
| 0no
|
76
|
irregular
|
ill-defined
|
low
| 1yes
|
36
|
oval
|
obscured
|
low
| 0no
|
40
|
oval
|
circumbscribed
|
low
| 0no
|
58
|
round
|
spiculated
|
low
| 1yes
|
43
|
oval
|
circumbscribed
|
low
| 0no
|
42
|
round
|
circumbscribed
|
low
| 0no
|
32
|
round
|
circumbscribed
|
low
| 0no
|
57
|
irregular
|
ill-defined
|
iso
| 1yes
|
37
|
round
|
circumbscribed
|
low
| 0no
|
70
|
irregular
|
ill-defined
|
low
| 1yes
|
56
|
irregular
|
microlobulated
|
low
| 1yes
|
73
|
irregular
|
ill-defined
|
low
| 1yes
|
77
|
irregular
|
spiculated
|
low
| 1yes
|
67
|
irregular
|
ill-defined
|
high
| 1yes
|
71
|
irregular
|
obscured
|
low
| 1yes
|
65
|
irregular
|
ill-defined
|
low
| 1yes
|
43
|
round
|
circumbscribed
|
low
| 0no
|
49
|
oval
|
circumbscribed
|
low
| 0no
|
76
|
irregular
|
microlobulated
|
low
| 1yes
|
55
|
irregular
|
ill-defined
|
low
| 0no
|
72
|
irregular
|
spiculated
|
low
| 1yes
|
53
|
irregular
|
obscured
|
low
| 0no
|
75
|
irregular
|
ill-defined
|
low
| 1yes
|
61
|
irregular
|
spiculated
|
low
| 1yes
|
67
|
irregular
|
ill-defined
|
low
| 1yes
|
55
|
irregular
|
microlobulated
|
low
| 1yes
|
66
|
irregular
|
ill-defined
|
low
| 1yes
|
76
|
round
|
circumbscribed
|
iso
| 0no
|
57
|
irregular
|
ill-defined
|
low
| 1yes
|
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