Datasets:
anasmakki
/
thyroid_preprocessed_balanced

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age
int64
sex
int64
on_thyroxine
int64
query_on_thyroxine
int64
on_antithyroid_meds
int64
sick
int64
pregnant
int64
thyroid_surgery
int64
I131_treatment
int64
query_hypothyroid
int64
query_hyperthyroid
int64
lithium
int64
goitre
int64
tumor
int64
hypopituitary
int64
psych
int64
TSH
float64
T3
float64
TT4
int64
T4U
float64
FTI
int64
target
int64
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.27
0.89
76
0.99
77
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
153.89
0.36
13
0.58
10
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.73
2.09
84
1.07
79
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66.71
0
55
1.1
50
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.46
1.67
111
1.16
96
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.63
0.21
17
1.1
15
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.59
1.12
78
1.02
77
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.33
0
88
0.97
91
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.94
1.56
99
0
0
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.81
1.03
105
1.1
95
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.88
1.53
118
0.98
121
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.52
1.5
60
0.81
75
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.16
0.19
4
0.9
5
1
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.96
2.57
89
1
89
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.95
2.09
65
0
0
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.34
0.29
4
0.12
0
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.96
2.27
101
1.12
91
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.78
1.68
91
0.94
96
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.32
1.11
23
0.99
23
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.71
0
67
1.04
64
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
102.95
1.28
30
0.02
0
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.48
0.68
14
1.1
13
1
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.34
2.44
105
1.09
97
1
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106.24
0.41
9
1.11
8
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.03
0.49
112
0.92
122
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
165.35
0.39
16
1.18
13
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.05
0.54
12
1.43
8
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.67
2.06
98
0
0
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.84
1.58
127
1
127
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
173.71
0.42
8
1.3
6
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
69.62
0
53
1.02
52
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.93
0.05
79
1.16
68
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.02
0.36
77
0.98
78
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
1.26
84
1.03
81
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110.3
0.36
3
1.03
3
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.5
1.96
78
1.12
70
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.56
0.3
86
0.81
107
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.08
1.49
52
0.84
62
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.86
1.92
130
1.3
100
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.47
1.83
88
1.03
85
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.7
0.6
40
0.82
49
1
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.11
2.28
143
1.02
140
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.51
1.89
77
0.94
81
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.29
1
48
1.07
46
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.43
0.32
71
0.77
92
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
124.45
0.21
10
1.06
10
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82.37
1.04
35
1.02
34
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.98
0.68
41
0.73
58
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
0
74
0.84
88
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.33
2.03
66
0.96
69
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.23
1.93
66
0.95
70
1
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.68
2.07
66
1.14
58
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.52
0.25
7
1.1
6
1
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.79
0.07
34
0.81
42
1
27
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
9.89
0.55
69
0.93
74
1
89
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.41
0
83
0.89
93
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.24
1.59
63
0.82
77
1
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.78
2.16
109
0.97
113
1
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.8
1.78
48
1.11
44
1
57
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
17.5
2.09
67
1.06
63
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.3
1.81
119
1.02
116
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.63
1.55
68
1.01
66
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
0.96
69
0.93
74
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.77
0.2
53
0.99
55
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.15
0.84
100
1.14
88
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.97
1.22
50
0.9
55
1
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
245.8
0.31
2
1.25
2
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
150.64
0.31
13
1.01
13
1
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.87
0.75
88
0.94
94
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.95
0.07
96
0.86
112
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.76
0.92
91
0.87
104
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
412.88
0.21
10
1.1
9
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.41
0.49
114
1.1
104
1
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.29
1.13
15
0.92
17
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.53
0.56
16
1.05
15
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.3
0.31
104
0.96
109
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55.34
0.53
42
1.14
37
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.26
0
59
1.17
51
1
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
152.47
0.4
14
1.02
14
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.94
2.09
85
0.89
95
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.62
0.31
13
1.02
12
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
89.53
0.31
8
1.03
8
1
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.85
1.03
85
0.91
93
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.34
2.17
75
1
75
1
60
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
30.87
0.97
32
0.64
50
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.77
1.69
72
0
0
1
28
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
10.12
0.81
69
0.93
75
1
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.39
0.04
4
1
4
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.86
0.26
16
1.14
14
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.21
1.45
82
1.01
81
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.12
1.73
64
0.95
67
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
79.9
0.38
42
0.81
53
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.07
1.94
71
1.08
66
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.49
2.26
95
0
0
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.47
0.3
12
0.95
12
1
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.63
1.68
83
1
83
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.92
2.05
73
1.04
70
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.73
1.36
141
1.17
121
1
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
126.42
0.22
10
1.05
10
1
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.55
1.49
144
1.06
135
1