age
int8 18
96
| lesion_shape
stringclasses 4
values | margin
stringclasses 5
values | density
stringclasses 4
values | is_severe
class label 2
classes |
---|---|---|---|---|
27 |
round
|
circumbscribed
|
low
| 0no
|
71 |
irregular
|
spiculated
|
iso
| 1yes
|
85 |
irregular
|
ill-defined
|
low
| 1yes
|
51 |
lobular
|
obscured
|
low
| 0no
|
72 |
irregular
|
obscured
|
low
| 1yes
|
52 |
irregular
|
ill-defined
|
low
| 1yes
|
66 |
oval
|
circumbscribed
|
low
| 0no
|
71 |
irregular
|
spiculated
|
low
| 1yes
|
42 |
oval
|
circumbscribed
|
low
| 0no
|
64 |
irregular
|
ill-defined
|
iso
| 1yes
|
41 |
oval
|
microlobulated
|
low
| 0no
|
50 |
oval
|
circumbscribed
|
low
| 0no
|
30 |
round
|
circumbscribed
|
low
| 0no
|
67 |
round
|
circumbscribed
|
low
| 0no
|
62 |
irregular
|
ill-defined
|
low
| 1yes
|
46 |
oval
|
circumbscribed
|
iso
| 0no
|
35 |
round
|
circumbscribed
|
low
| 0no
|
53 |
round
|
circumbscribed
|
iso
| 0no
|
59 |
oval
|
circumbscribed
|
low
| 0no
|
19 |
lobular
|
circumbscribed
|
low
| 0no
|
86 |
oval
|
circumbscribed
|
low
| 1yes
|
72 |
oval
|
circumbscribed
|
low
| 0no
|
37 |
oval
|
circumbscribed
|
iso
| 0no
|
46 |
lobular
|
circumbscribed
|
low
| 1yes
|
45 |
round
|
circumbscribed
|
low
| 0no
|
48 |
irregular
|
spiculated
|
low
| 0no
|
58 |
irregular
|
ill-defined
|
low
| 1yes
|
42 |
round
|
circumbscribed
|
low
| 0no
|
56 |
oval
|
ill-defined
|
low
| 1yes
|
47 |
oval
|
circumbscribed
|
low
| 0no
|
49 |
irregular
|
ill-defined
|
low
| 1yes
|
76 |
oval
|
spiculated
|
low
| 1yes
|
62 |
irregular
|
spiculated
|
low
| 1yes
|
64 |
irregular
|
ill-defined
|
low
| 1yes
|
53 |
irregular
|
obscured
|
low
| 1yes
|
70 |
irregular
|
microlobulated
|
iso
| 1yes
|
55 |
irregular
|
ill-defined
|
low
| 1yes
|
34 |
irregular
|
ill-defined
|
low
| 0no
|
76 |
irregular
|
ill-defined
|
low
| 1yes
|
39 |
round
|
circumbscribed
|
low
| 0no
|
23 |
round
|
circumbscribed
|
low
| 0no
|
19 |
round
|
circumbscribed
|
low
| 0no
|
65 |
irregular
|
spiculated
|
low
| 1yes
|
57 |
oval
|
circumbscribed
|
low
| 0no
|
41 |
irregular
|
ill-defined
|
low
| 1yes
|
36 |
irregular
|
spiculated
|
low
| 1yes
|
62 |
lobular
|
obscured
|
low
| 0no
|
69 |
oval
|
circumbscribed
|
low
| 0no
|
41 |
lobular
|
circumbscribed
|
low
| 0no
|
51 |
oval
|
ill-defined
|
low
| 0no
|
50 |
lobular
|
microlobulated
|
low
| 1yes
|
47 |
irregular
|
ill-defined
|
low
| 0no
|
54 |
irregular
|
spiculated
|
low
| 1yes
|
52 |
irregular
|
ill-defined
|
low
| 1yes
|
30 |
round
|
circumbscribed
|
low
| 0no
|
48 |
irregular
|
ill-defined
|
low
| 1yes
|
65 |
oval
|
ill-defined
|
low
| 1yes
|
50 |
round
|
circumbscribed
|
low
| 0no
|
65 |
irregular
|
spiculated
|
low
| 1yes
|
66 |
irregular
|
obscured
|
low
| 1yes
|
41 |
lobular
|
obscured
|
iso
| 1yes
|
72 |
lobular
|
microlobulated
|
low
| 1yes
|
42 |
round
|
circumbscribed
|
high
| 1yes
|
80 |
irregular
|
ill-defined
|
low
| 1yes
|
45 |
oval
|
ill-defined
|
low
| 0no
|
41 |
round
|
circumbscribed
|
low
| 0no
|
72 |
lobular
|
obscured
|
low
| 1yes
|
60 |
irregular
|
spiculated
|
low
| 0no
|
67 |
irregular
|
obscured
|
low
| 1yes
|
55 |
oval
|
circumbscribed
|
low
| 0no
|
61 |
lobular
|
ill-defined
|
low
| 1yes
|
55 |
lobular
|
ill-defined
|
low
| 1yes
|
52 |
irregular
|
ill-defined
|
low
| 1yes
|
42 |
round
|
circumbscribed
|
low
| 0no
|
63 |
irregular
|
ill-defined
|
low
| 1yes
|
62 |
irregular
|
spiculated
|
low
| 1yes
|
46 |
round
|
circumbscribed
|
low
| 0no
|
65 |
oval
|
circumbscribed
|
low
| 0no
|
57 |
lobular
|
obscured
|
low
| 1yes
|
66 |
irregular
|
spiculated
|
low
| 1yes
|
45 |
round
|
circumbscribed
|
low
| 0no
|
77 |
irregular
|
spiculated
|
low
| 1yes
|
35 |
round
|
circumbscribed
|
low
| 0no
|
50 |
irregular
|
spiculated
|
low
| 1yes
|
57 |
irregular
|
ill-defined
|
low
| 0no
|
74 |
lobular
|
circumbscribed
|
low
| 1yes
|
59 |
irregular
|
spiculated
|
low
| 0no
|
51 |
round
|
circumbscribed
|
low
| 0no
|
42 |
lobular
|
ill-defined
|
low
| 1yes
|
35 |
oval
|
ill-defined
|
low
| 0no
|
42 |
round
|
circumbscribed
|
low
| 0no
|
43 |
oval
|
circumbscribed
|
low
| 0no
|
62 |
irregular
|
ill-defined
|
low
| 1yes
|
27 |
oval
|
circumbscribed
|
low
| 0no
|
57 |
irregular
|
ill-defined
|
low
| 1yes
|
59 |
oval
|
circumbscribed
|
low
| 0no
|
40 |
lobular
|
microlobulated
|
low
| 1yes
|
20 |
round
|
circumbscribed
|
low
| 0no
|
74 |
irregular
|
obscured
|
low
| 1yes
|
22 |
round
|
circumbscribed
|
low
| 0no
|
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