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
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.28
1.21
51
0.93
55
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.78
1.21
120
1.16
103
1
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.21
1.58
66
1
64
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.98
0.96
63
1.11
57
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.61
0.2
122
1.11
110
1
30
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
13.23
1.24
65
1.1
59
1
61
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
10.05
1.6
111
0
0
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.08
0.33
69
1.08
64
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.83
1.19
66
1.03
64
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.27
0.44
71
1.05
67
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.09
0.98
50
0.85
59
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.39
0.39
83
0.98
84
1
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
431.59
0.29
7
1.03
7
1
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.75
1.3
126
1.08
117
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.76
0.3
6
0.93
3
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.68
1.49
88
1.05
84
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.53
1.65
60
0.95
65
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0
39
1
39
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
399.52
0.47
11
1.19
9
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.34
1.67
74
0.99
74
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.73
0
69
0.76
90
1
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.72
1.6
72
0
0
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
464.08
0.6
21
1.24
17
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.39
0.59
42
0.95
44
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106.2
0.4
10
1.1
9
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.72
0.58
14
1.43
9
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.79
0
84
0.84
99
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.95
0.98
76
1.07
71
1
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.44
2.06
85
1.12
77
1
28
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
165.61
0.48
38
1.15
32
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.98
0.5
4
1.36
3
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.28
0.38
118
1.02
116
1
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
107.73
0.28
5
1.06
5
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.71
1.86
79
0.84
93
1
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.38
1.78
85
0.92
93
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.19
1.92
85
1.07
80
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.92
1.78
67
0
0
1
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.16
0.24
53
0.88
61
1
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.8
1.92
112
0.87
130
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99.77
0.49
10
1.06
10
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.92
0.24
113
0.86
132
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.66
0.51
22
1
21
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42
0.2
15
1.13
13
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.48
5
0.98
5
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.91
1.4
39
1.16
33
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.8
0.72
23
0.74
31
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.74
0
86
0.87
98
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
62.08
0.67
19
0.99
19
1
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.14
1.3
85
0.87
98
1
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.91
0
138
1.33
104
1
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.54
0.22
108
1.14
94
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.46
0.3
10
0.9
10
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.29
0.91
82
1.21
68
1
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.49
1.59
135
0.94
144
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
1.78
124
1.11
112
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
62.9
0.74
31
1.01
31
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.25
0.61
80
0.91
88
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.62
1.35
87
0.87
101
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.34
1.63
145
1.22
118
1
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.29
1.43
134
1.31
103
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.89
2.22
86
1.23
70
1
52
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
11.67
1.76
92
0.89
104
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
143.62
0.14
26
1.03
25
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.92
2.17
70
1.3
54
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.38
2.03
118
1.04
113
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.87
0
85
0.97
88
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.71
1.48
58
1.03
57
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.95
1.68
67
0.88
76
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.86
0.9
77
1.03
76
1
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.95
0.79
111
1.11
100
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
2.33
83
1.24
67
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.15
0.75
109
0.98
111
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.17
1.21
35
1.07
33
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
1.3
127
1.01
126
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.13
1.61
62
0.87
72
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.97
1.43
90
0.85
106
1
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.85
1.49
110
0.86
128
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.93
1.9
93
1.04
90
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.87
1.3
65
0.68
97
1
56
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
12.44
2.16
76
0.95
80
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.26
0.6
22
0.75
31
1
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.29
1.5
78
0.91
86
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.26
0.04
93
0.95
98
1
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.1
1.92
108
1.01
108
1
66
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
48
0.45
7
1.36
5
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.94
1.86
87
1.09
79
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
117.01
0.4
17
1.14
15
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99.72
0.89
15
1.04
8
1
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
94.72
1.85
56
1.15
48
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.04
1.9
77
0.92
84
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106.65
0.4
11
1.07
10
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
0.45
118
0.89
133
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
459.12
0.5
22
1.38
16
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.42
1.69
88
1
88
1
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
470.4
1.3
28
1.14
25
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.88
0.09
79
1.16
68
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.64
0.5
79
1.11
72
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
1.63
126
1.02
124
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.84
1.05
82
1
82
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.62
0.28
107
1.03
104
1