数据集——宫颈癌预测

机器学习

年龄 性伴侣数量 怀孕数量 抽烟 吸烟(年) 烟(包/年) 激素避孕药 激素避孕药(年) 性传播疾病(数量) 是否癌症
18 4 1 0 0 0 0 0 0 0
15 1 1 0 0 0 0 0 0 0
34 1 1 0 0 0 0 0 0 0
52 5 4 1 37 37 1 3 0 1
46 3 4 0 0 0 1 15 0 0
42 3 2 0 0 0 0 0 0 0
51 3 6 1 34 3.4 0 0 0 0
26 1 3 0 0 0 1 2 0 0
45 1 5 0 0 0 0 0 0 1
44 3 ? 1 1.266972909 2.8 0 0 0 0
44 3 4 0 0 0 1 2 0 0
27 1 3 0 0 0 1 8 0 0
45 4 6 0 0 0 1 10 0 0
44 2 2 0 0 0 1 5 0 0
43 2 5 0 0 0 0 0 0 0
40 3 2 0 0 0 1 15 0 0
41 4 3 0 0 0 1 0.25 0 0
43 3 8 0 0 0 1 3 0 0
42 2 ? 0 0 0 1 7 2 0
40 2 ? 0 0 0 0 0 0 0
43 2 4 0 0 0 1 15 0 0
41 3 4 0 0 0 1 10 1 0
40 1 1 0 0 0 1 0.25 2 0
40 1 2 0 0 0 1 15 0 1
40 3 3 0 0 0 1 3 0 0
44 3 1 0 0 0 0 0 0 0
39 5 2 0 0 0 0 0 0 0
39 2 4 0 0 0 0 0 0 0
37 3 1 1 3 0.04 0 0 0 0
37 6 1 0 0 0 1 0.25 0 0
41 3 3 0 0 0 1 22 0 0
40 2 2 0 0 0 1 19 0 0
37 3 5 1 1.266972909 0.513202128 1 10 1 0
37 3 3 0 0 0 1 0.5 0 0
38 2 2 0 0 0 1 0.5 0 0
37 3 5 0 0 0 1 1 0 0
39 2 4 0 0 0 1 1 0 0
37 ? 1 0 0 0 1 0.58 0 0
39 1 4 0 0 0 0 0 0 0
36 2 3 0 0 0 1 2 0 0
37 ? 5 0 0 0 0 0 0 0
37 2 ? 0 0 0 0 0 1 0
36 3 3 1 1.266972909 2.4 1 9 0 0
36 3 3 0 0 0 0 0 0 0
37 3 3 1 12 6 1 13 0 0
36 1 4 0 0 0 1 0.25 0 0
36 2 3 ? ? ? 1 5 0 0
40 2 3 0 0 0 0 0 0 0
41 2 4 0 0 0 0 0 0 0
37 3 3 0 0 0 1 0.25 0 0
36 3 4 0 0 0 1 0.25 0 0
36 2 1 0 0 0 0 0 0 0
36 5 3 0 0 0 1 0.5 0 0
35 3 4 1 18 9 0 0 0 0
36 1 3 0 0 0 1 11 0 0
41 4 5 0 0 0 1 15 0 0
35 5 4 0 0 0 0 0 0 0
33 3 6 1 7 1.6 1 0.25 0 0
35 2 6 0 0 0 1 1 0 0
35 3 4 0 0 0 1 7 2 0
34 3 3 0 0 0 1 5 0 0
35 3 5 1 19 19 1 4 0 0
35 1 1 0 0 0 1 5 0 0
33 1 2 0 0 0 1 12 2 0
38 2 4 0 0 0 1 16 0 1
37 3 3 0 0 0 1 3 0 0
34 3 3 0 0 0 1 5 0 0
36 4 2 1 21 21 0 0 0 0
35 3 2 0 0 0 0 0 2 0
35 5 2 0 0 0 1 0.33 0 0
36 4 3 0 0 0 1 15 0 0
34 ? 3 0 0 0 ? ? ? 0
34 2 2 0 0 0 1 0.33 0 0
35 2 2 0 0 0 1 2 0 0
35 2 2 1 15 0.32 ? ? ? 0
35 2 2 0 0 0 1 1 0 0
34 5 5 0 0 0 1 1 0 0
33 3 1 0 0 0 1 2 0 0
35 3 6 1 13 2.6 1 7 1 0
35 2 3 0 0 0 1 0.5 0 0
33 1 3 0 0 0 1 0.16 0 0
31 3 3 1 16 0.8 0 0 0 0
32 2 2 0 0 0 1 2 0 0
32 3 2 0 0 0 1 8 0 0
36 2 3 0 0 0 0 0 1 0
34 1 1 0 0 0 1 4 0 0
36 2 2 0 0 0 1 5 0 0
35 5 2 0 0 0 1 10 0 0
32 3 2 0 0 0 1 2 0 0
33 1 2 0 0 0 0 0 0 0
36 1 6 0 0 0 ? ? ? 0
35 3 5 0 0 0 1 4 0 0
33 4 3 0 0 0 1 8 0 0
33 1 2 0 0 0 1 0.5 0 0
33 3 2 0 0 0 0 0 0 0
31 4 2 0 0 0 ? ? ? 0
35 5 ? 1 15 15 1 14 0 0
35 1 2 0 0 0 1 2 0 0
31 1 5 0 0 0 ? ? ? 0
33 3 2 0 0 0 1 9 0 0
34 3 7 0 0 0 1 0.08 0 0
30 5 4 0 0 0 0 0 1 0
31 3 2 0 0 0 ? ? ? 0
38 3 4 0 0 0 1 10 0 0
33 2 3 0 0 0 1 10 0 0
34 4 4 1 8 2 0 0 0 0
30 4 2 0 0 0 1 13 0 0
33 5 1 1 4 0.513202128 1 2.282200521 0 0
32 2 2 0 0 0 1 10 0 0
32 2 1 0 0 0 ? ? 0 0
32 3 1 0 0 0 1 8 0 0
32 7 2 1 19 5.7 ? ? ? 0
30 3 2 0 0 0 1 9 2 0
23 5 2 0 0 0 1 2 0 0
34 3 4 0 0 0 1 0.66 0 0
34 3 3 0 0 0 0 0 0 0
31 3 2 0 0 0 0 0 0 0
30 3 3 ? ? ? ? ? ? 0
30 2 2 0 0 0 1 11 0 0
28 3 3 0 0 0 1 3 0 0
33 1 4 0 0 0 0 0 0 0
30 5 3 0 0 0 1 6 0 0
31 3 4 0 0 0 1 4 0 0
29 5 ? 0 0 0 1 2 2 0
30 3 4 0 0 0 1 12 0 0
31 3 4 1 10 1 0 0 0 0
31 2 2 0 0 0 0 0 0 0
29 2 4 0 0 0 0 0 0 0
29 1 1 0 0 0 0 0 0 0
30 2 6 0 0 0 1 5 0 0
28 2 6 0 0 0 1 5 0 0
30 ? 3 1 22 3.3 0 0 1 0
30 2 2 0 0 0 1 0.08 0 0
33 4 2 1 14 3.5 1 0.08 0 0
30 3 3 0 0 0 1 12 2 0
27 3 2 0 0 0 0 0 0 0
31 2 3 0 0 0 ? ? 0 0
29 4 3 0 0 0 1 1 0 0
29 1 1 0 0 0 0 0 0 0
30 2 3 0 0 0 1 0.5 0 0
30 1 2 0 0 0 0 0 0 0
20 3 1 0 0 0 ? ? ? 0
31 3 3 1 16 12 ? ? ? 0
28 1 2 0 0 0 ? ? ? 0
30 2 1 0 0 0 1 1 0 0
31 3 6 1 0.5 0.025 1 6 0 0
30 4 3 0 0 0 1 0.5 0 0
29 4 5 0 0 0 0 0 1 0
33 3 5 0 0 0 1 1 0 0
31 3 5 0 0 0 ? ? ? 0
28 2 2 0 0 0 1 3 0 0
30 1 2 0 0 0 0 0 0 0
26 3 2 0 0 0 1 5 0 0
26 2 2 0 0 0 1 2 0 0
27 2 3 0 0 0 1 6 0 0
28 4 2 1 11 2.75 1 6 0 0
27 1 2 0 0 0 1 7 0 0
29 ? 2 0 0 0 1 5 0 0
32 2 2 0 0 0 0 0 0 0
27 2 2 0 0 0 1 7 0 0
28 2 3 0 0 0 1 5 0 0
28 2 2 0 0 0 1 6 0 0
28 1 3 0 0 0 1 3 0 0
28 5 4 0 0 0 1 3 0 0
29 ? 2 0 0 0 ? ? ? 0
30 3 2 0 0 0 1 5 1 0
29 1 2 0 0 0 1 7 0 0
27 2 ? 0 0 0 0 0 0 0
29 4 3 0 0 0 0 0 0 0
18 3 4 0 0 0 1 5 0 0
26 3 3 0 0 0 1 0.25 1 0
26 2 2 1 1.266972909 0.513202128 1 4 0 0
29 2 2 0 0 0 1 9 0 0
29 3 3 0 0 0 0 0 1 0
28 3 5 1 12 12 0 0 0 0
26 1 3 0 0 0 1 1 0 0
27 1 1 0 0 0 ? ? ? 0
27 3 2 0 0 0 1 1 0 0
27 4 4 0 0 0 ? ? ? 0
30 1 2 0 0 0 1 9 0 0
26 2 2 0 0 0 1 1 0 0
27 2 1 0 0 0 0 0 0 0
25 3 4 0 0 0 1 0.25 0 0
28 2 3 0 0 0 0 0 0 0
26 1 2 0 0 0 1 0.25 0 0
28 2 ? 0 0 0 1 9 0 0
25 15 2 ? ? ? 0 0 2 0
28 3 3 1 12 6 1 7 1 0
27 5 2 0 0 0 1 3 0 1
25 2 2 0 0 0 1 5 ? 0
28 8 3 0 0 0 1 1 0 0
29 3 2 0 0 0 1 2 0 0
27 2 4 0 0 0 1 2 0 0
26 10 1 1 9 0.513202128 ? ? ? 0
25 4 3 0 0 0 1 1.5 0 0
26 2 2 0 0 0 1 6 0 0
28 3 3 0 0 0 0 0 0 0
26 5 ? 0 0 0 1 1 0 0
27 1 2 0 0 0 0 0 0 0
27 2 2 0 0 0 0 0 0 0
26 7 2 0 0 0 0 0 0 0
26 4 4 1 2 0.2 0 0 0 0
27 2 2 1 7 1.4 1 3 3 0
28 2 2 0 0 0 1 0.42 2 0
21 1 2 0 0 0 0 0 0 0
25 3 2 0 0 0 1 0.08 0 0
28 2 2 0 0 0 1 1 0 0
26 3 2 0 0 0 1 1 0 0
27 4 1 0 0 0 1 0.67 0 0
25 3 2 0 0 0 1 9 0 0
25 5 4 0 0 0 1 3 0 0
27 1 1 0 0 0 0 0 0 0
26 3 3 1 5 5 ? ? 1 0
28 3 6 1 14 2.1 1 7 2 0
30 1 3 0 0 0 1 4 0 0
25 1 1 0 0 0 1 0.08 0 0
29 3 3 1 10 2 1 6 0 0
26 1 2 0 0 0 1 4 0 0
28 3 4 0 0 0 1 1 0 0
23 4 1 1 4 0.513202128 1 2 0 0
25 ? 2 0 0 0 ? ? ? 0
25 ? 2 0 0 0 1 3 0 0
30 1 3 0 0 0 ? ? 1 0
23 1 2 0 0 0 1 0.16 0 0
24 2 4 0 0 0 0 0 1 0
28 6 3 0 0 0 ? ? ? 0
26 1 1 0 0 0 0 0 0 0
25 4 3 1 7 0.7 0 0 2 0
31 2 3 0 0 0 ? ? ? 0
27 3 4 0 0 0 1 6 0 0
23 2 1 0 0 0 1 1 0 0
26 3 5 0 0 0 0 0 0 0
23 3 1 0 0 0 1 1 0 0
24 2 2 0 0 0 1 0.16 0 0
25 ? 2 0 0 0 ? ? ? 0
25 2 1 0 0 0 1 0.5 0 0
24 2 3 0 0 0 1 4 1 0
24 2 1 0 0 0 ? ? 1 0
29 4 5 0 0 0 1 6 0 0
28 3 2 1 8 0.8 1 8 0 0
24 1 3 0 0 0 1 3 0 0
24 2 1 0 0 0 1 6 0 0
30 1 1 0 0 0 1 0.08 0 0
25 6 1 0 0 0 ? ? ? 0
25 3 3 0 0 0 0 0 0 0
22 1 1 0 0 0 1 1 0 0
28 2 2 0 0 0 1 7 0 0
23 1 2 0 0 0 1 0.67 0 0
25 2 2 0 0 0 1 7 0 0
22 3 1 0 0 0 1 0.25 0 0
25 2 2 0 0 0 1 0.25 0 0
23 1 2 0 0 0 1 0.5 0 0
24 2 1 1 6 1.2 1 8 0 0
23 1 2 0 0 0 0 0 0 0
25 3 1 0 0 0 0 0 0 0
25 2 2 0 0 0 1 0.25 0 0
24 4 1 0 0 0 ? ? ? 0
22 3 1 0 0 0 0 0 2 0
21 5 1 0 0 0 1 0.42 0 0
23 8 1 1 10 7.5 1 8 0 0
28 2 4 0 0 0 1 5 0 0
21 2 1 0 0 0 0 0 0 0
23 2 2 0 0 0 0 0 0 0
23 2 7 1 1.266972909 0.513202128 ? ? ? 0
22 2 2 1 5 1.25 1 6 0 0
21 ? ? 0 0 0 0 0 0 0
21 2 1 0 0 0 1 1 0 0
22 2 3 0 0 0 ? ? ? 0
23 2 3 0 0 0 1 3 0 0
26 1 2 0 0 0 0 0 0 0
21 1 1 0 0 0 1 1 0 0
24 3 2 0 0 0 ? ? ? 0
23 ? ? 0 0 0 ? ? ? 0
24 3 2 0 0 0 0 0 0 0
24 2 1 0 0 0 1 5 0 0
21 3 1 0 0 0 0 0 0 0
21 4 3 0 0 0 1 3 0 0
20 1 1 0 0 0 0 0 0 0
22 2 2 0 0 0 0 0 0 0
22 2 1 ? ? ? ? ? ? 0
23 2 2 0 0 0 0 0 0 0
21 4 1 0 0 0 ? ? ? 0
21 1 1 0 0 0 1 4 0 0
25 3 3 0 0 0 1 3 0 0
22 1 1 0 0 0 ? ? ? 0
26 2 2 0 0 0 1 2 0 0
21 4 2 0 0 0 0 0 0 0
22 3 3 0 0 0 1 1 0 0
23 2 2 1 1.266972909 0.513202128 1 5 0 0
26 2 2 1 3 3 1 2 0 0
21 1 2 1 15 0.75 1 4 0 0
23 1 2 0 0 0 1 1 0 0
22 2 3 0 0 0 1 0.08 0 0
21 1 1 0 0 0 0 0 0 0
23 1 2 0 0 0 0 0 0 0
23 1 1 0 0 0 1 7 2 0
24 3 1 0 0 0 0 0 0 0
21 1 2 ? ? ? 0 0 0 0
24 1 3 0 0 0 1 0.25 0 0
23 3 1 0 0 0 ? ? ? 0
23 2 3 0 0 0 1 5 0 0
20 ? 1 0 0 0 0 0 0 0
23 4 3 1 1 0.1 1 7 0 0
25 3 2 0 0 0 0 0 0 0
23 ? 2 0 0 0 ? ? ? 0
20 5 1 1 0.5 0.513202128 0 0 0 0
26 3 1 0 0 0 1 0.66 0 0
23 1 1 0 0 0 ? ? ? 0
25 2 3 0 0 0 1 5 0 0
23 4 2 0 0 0 ? ? 2 0
23 2 1 0 0 0 1 0.58 0 0
24 4 4 0 0 0 1 4 0 0
23 2 3 0 0 0 0 0 0 0
24 5 3 0 0 0 1 1 0 0
21 1 2 0 0 0 1 3 0 0
20 3 2 0 0 0 1 4 0 0
24 2 2 0 0 0 ? ? ? 0
20 1 1 0 0 0 1 0.25 0 0
23 2 1 0 0 0 1 6 0 0
23 1 2 0 0 0 ? ? ? 0
22 3 1 0 0 0 1 1 0 0
22 2 1 0 0 0 ? ? ? 0
20 2 2 0 0 0 1 1 0 0
22 2 2 0 0 0 1 3 ? 0
33 ? 4 0 0 0 1 3 0 0
20 1 1 0 0 0 1 0.25 1 0
21 1 1 0 0 0 1 0.25 0 0
20 2 1 0 0 0 0 0 0 0
20 4 1 0 0 0 ? ? ? 0
23 1 5 0 0 0 1 0.25 0 0
21 1 1 0 0 0 ? ? ? 0
27 1 4 0 0 0 1 2.282200521 0 0
31 1 5 0 0 0 1 1 0 0
22 3 4 0 0 0 1 5 0 0
21 2 2 0 0 0 1 1 0 0
29 2 4 0 0 0 0 0 0 1
22 1 2 0 0 0 1 7 0 0
48 2 7 1 32 8 1 7 0 0
20 5 3 1 4 3 ? ? ? 0
20 2 1 0 0 0 1 0.08 0 0
19 3 1 0 0 0 1 1 0 0
19 1 1 0 0 0 ? ? ? 0
21 2 1 0 0 0 1 0.5 0 0
20 1 1 1 2 0.2 ? ? ? 0
18 1 1 0 0 0 0 0 0 0
22 4 1 0 0 0 1 0.5 ? 0
19 4 1 0 0 0 ? ? ? 0
19 2 2 0 0 0 1 0.5 0 0
19 1 2 0 0 0 0 0 0 0
21 3 2 0 0 0 1 1 0 0
20 1 2 0 0 0 ? ? ? 0
19 4 2 0 0 0 1 4 0 0
19 4 1 0 0 0 0 0 0 0
21 2 2 0 0 0 ? ? ? 0
45 2 4 0 0 0 0 0 0 0
19 3 4 0 0 0 0 0 2 0
18 1 1 0 0 0 0 0 0 0
22 2 2 0 0 0 ? ? 0 0
21 1 1 0 0 0 1 2 0 0
37 2 4 0 0 0 1 4 0 0
24 1 2 0 0 0 1 3 0 0
20 4 1 0 0 0 1 0.16 0 0
20 1 2 0 0 0 1 0.42 0 0
18 1 1 0 0 0 1 0.33 0 0
19 3 2 0 0 0 0 0 0 0
20 2 ? 0 0 0 1 0.75 0 0
19 3 1 0 0 0 1 0.25 0 0
19 1 1 0 0 0 0 0 0 0
20 ? 1 0 0 0 1 3 0 0
18 1 1 0 0 0 0 0 0 0
21 4 1 0 0 0 0 0 0 0
24 4 1 1 9 2.25 1 1 0 0
21 5 3 1 1.266972909 0.513202128 1 0.75 0 0
23 2 2 0 0 0 1 0.5 0 0
21 5 2 1 2 1 0 0 1 0
22 1 3 0 0 0 1 1 0 0
41 3 2 0 0 0 1 4 2 0
20 2 4 1 3 3 1 0.5 0 0
18 2 1 0 0 0 0 0 0 0
21 2 1 0 0 0 0 0 0 0
18 3 1 1 2 0.003 1 0.58 0 0
19 3 2 0 0 0 ? ? ? 0
25 5 1 0 0 0 0 0 0 0
19 2 3 0 0 0 1 0.58 0 0
18 1 2 0 0 0 0 0 2 0
21 3 3 0 0 0 1 1 0 0
18 2 3 1 7 3.5 1 1 0 0
22 2 1 0 0 0 0 0 0 0
20 3 3 1 4 0.2 0 0 1 0
17 1 1 0 0 0 0 0 0 0
20 2 1 0 0 0 1 0.08 0 0
17 ? 2 0 0 0 ? ? ? 0
19 1 1 0 0 0 0 0 0 0
19 3 1 0 0 0 0 0 0 0
20 2 1 1 13 7 0 0 2 0
18 1 1 0 0 0 0 0 0 0
18 3 1 1 3 0.45 ? ? 0 0
19 2 2 0 0 0 1 3 2 0
18 ? 2 0 0 0 ? ? ? 0
21 1 3 0 0 0 1 0.5 0 0
17 2 1 0 0 0 1 0.33 0 0
21 1 3 0 0 0 1 5 0 0
18 3 1 0 0 0 1 0.58 0 0
17 3 1 0 0 0 0 0 0 0
18 2 2 0 0 0 0 0 0 0
17 2 1 0 0 0 ? ? ? 0
17 1 1 0 0 0 0 0 0 0
17 2 2 0 0 0 0 0 4 0
17 2 2 0 0 0 ? ? ? 0
17 2 1 0 0 0 0 0 0 0
20 2 3 0 0 0 1 0.42 0 0
17 1 1 0 0 0 0 0 0 0
18 2 1 0 0 0 ? ? ? 0
35 3 5 0 0 0 0 0 0 0
20 3 1 1 1 0.15 0 0 0 0
18 3 2 0 0 0 0 0 0 0
18 1 2 0 0 0 0 0 0 0
19 ? 2 0 0 0 ? ? ? 0
17 1 2 0 0 0 0 0 2 0
19 4 1 0 0 0 ? ? ? 0
18 2 1 0 0 0 1 0.25 0 0
26 3 ? 0 0 0 1 0.33 0 0
18 2 2 1 0.5 0.05 1 0.33 0 0
17 2 2 0 0 0 0 0 0 0
20 2 1 0 0 0 0 0 2 0
16 2 1 0 0 0 0 0 0 0
18 7 1 1 5 5 1 2 2 0
20 1 1 0 0 0 1 4 0 0
16 1 1 1 1 0.25 0 0 0 0
18 1 2 0 0 0 1 0.08 0 0
19 4 1 0 0 0 1 0.42 0 0
18 1 2 0 0 0 0 0 0 0
31 3 1 0 0 0 0 0 0 1
16 1 1 0 0 0 1 1 0 0
20 3 2 0 0 0 1 0.25 0 0
17 2 1 0 0 0 0 0 0 0
16 3 1 0 0 0 ? ? ? 0
16 1 1 0 0 0 0 0 0 0
20 3 2 0 0 0 0 0 0 0
18 5 2 0 0 0 1 1 0 0
15 1 1 0 0 0 0 0 0 0
15 1 1 0 0 0 0 0 0 0
16 1 1 0 0 0 0 0 0 0
15 1 1 0 0 0 ? ? ? 0
18 1 1 0 0 0 1 0.16 0 0
16 2 1 0 0 0 ? ? ? 0
18 3 1 1 6 1.2 0 0 0 0
17 3 1 0 0 0 0 0 0 0
17 3 1 0 0 0 1 0.25 1 0
18 1 1 0 0 0 1 1 0 0
16 2 2 0 0 0 1 0.66 0 0
16 1 1 ? ? ? 0 0 0 0
17 1 1 0 0 0 ? ? ? 0
15 1 1 0 0 0 ? ? ? 0
15 1 1 0 0 0 0 0 0 0
18 1 2 0 0 0 0 0 1 0
16 1 1 0 0 0 0 0 0 0
15 3 1 1 1.266972909 0.513202128 ? ? ? 0
16 2 1 0 0 0 0 0 0 0
14 2 1 0 0 0 0 0 0 0
14 ? 1 0 0 0 ? ? ? 0
15 3 2 0 0 0 0 0 0 0
17 5 1 0 0 0 0 0 0 0

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