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
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.13
1.6
120
1
120
1
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.22
1.97
90
1.19
75
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.7
1.8
110
1.07
104
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.8
1.44
77
0.95
81
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.17
1.42
126
1.11
114
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.18
1.61
95
0
0
1
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.22
0.08
54
0.91
60
1
40
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
256.28
0.82
4
1.18
3
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
421.74
0.5
18
1.26
13
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.73
2.29
85
0
0
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.39
1.54
126
0.97
130
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.96
2.11
95
1.23
78
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.13
0
66
0.67
99
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.11
2.29
24
1.2
19
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.39
1.8
89
0
0
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
131.4
1.21
33
1.13
30
1
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
463.81
0.5
20
1.38
15
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.94
2.21
72
1.08
67
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.72
0.99
110
0.93
119
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.89
0.95
25
1
25
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.29
0.91
110
0.71
154
1
51
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
40.83
1.71
62
1.13
55
1
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
464.8
0.98
26
1.3
21
1
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.38
2.2
95
0.98
97
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.26
1.35
107
0.75
145
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.6
0.4
75
1.04
72
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
128.35
0.26
9
1.03
9
1
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.61
0
117
0.87
134
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.49
0.96
50
0.85
59
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.67
1.78
89
1.06
83
1
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
121.08
0.3
13
1.1
12
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.53
2.15
99
1.1
91
1
61
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
39.12
1.37
45
0.82
55
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.81
1.47
125
1.03
122
1
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.4
1.71
109
0.99
110
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.78
1.47
62
0.88
71
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.43
0.2
4
1
4
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.82
1.86
38
1.13
34
1
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
114.09
0.31
24
0.61
38
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.22
0
62
1.18
54
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.61
1.03
50
0.93
54
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.28
0
104
1.26
83
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.43
1.4
25
0.98
26
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.64
1.44
79
0.92
86
1
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
69.7
0
45
0.9
50
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.69
1.76
61
1.09
56
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.85
0
88
1.1
79
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.63
1.3
146
1.06
136
1
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.41
0.51
96
1.27
76
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.72
1.63
130
1.31
99
1
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.12
1.32
93
0.94
99
1
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.11
0.27
56
0.92
61
1
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.33
0.49
88
0.85
103
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.35
2.04
53
1
52
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
1.28
67
1
68
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.61
1.44
102
0
0
1
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.21
1.98
102
0
0
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74.36
0.49
5
0.93
5
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.83
1.11
102
0.7
147
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.25
1.71
119
1.02
116
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.27
0.32
34
0.73
47
1
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.78
1.5
101
0.92
109
1
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.13
0
70
0.77
89
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.99
2.22
100
1.18
85
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.53
1.31
145
1.23
117
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.35
1.2
108
0.91
118
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.02
1.19
49
0.93
53
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.94
1.46
88
1.05
84
1
85
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.23
0.2
120
0.88
136
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.17
0.93
113
1.12
102
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
150.59
1.25
32
1.12
29
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.41
2.12
85
1.05
81
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.52
1.8
62
0.91
70
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.63
0
80
0.81
99
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.54
2.08
99
1.09
91
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.2
0.15
59
0.94
62
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.15
1
48
1.02
47
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.1
1.42
128
1.41
92
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101.13
0.4
10
1
10
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
62.5
0.64
24
0.92
26
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.75
0.6
22
0.76
30
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.69
0.14
56
0.99
57
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.95
1.56
90
0.89
102
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.6
0.67
15
1.07
14
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.68
0.41
12
1.26
10
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55.98
1.12
39
0.92
44
1
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.47
0.11
117
1.13
104
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.89
1.88
109
1.06
102
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.19
1.78
98
0
0
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.63
0.56
144
1.27
113
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.01
0.38
10
1.18
8
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.86
1.96
85
1.07
80
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.81
0.06
83
1.18
70
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.39
0.21
77
0.91
85
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.31
1.51
72
1.38
52
1
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.13
1.41
82
0.99
83
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.66
0.09
16
1.05
16
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.53
1.94
115
1.26
91
1
77
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
20.97
0.68
42
0.96
43
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.68
0
75
0.77
99
1