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mstz
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mammography

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train · 831 rows

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