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
|