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
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.71
0.23
90
1.02
88
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.43
1.92
81
1
81
1
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
79.03
0.41
8
0.87
9
1
66
1
0
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0
0
0
0
0
0
0
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0
0
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64.58
0
29
1.06
27
1
30
1
0
0
0
0
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0
0
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0
0
0
0
0
187.7
1.28
63
1.2
52
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
243.11
0.87
11
1
11
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.79
0.66
68
0.94
73
1
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
475.73
0.06
42
1.31
31
1
69
1
0
0
0
0
0
0
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0
0
0
0
0
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0
26.06
1.99
88
1.5
59
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
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12.42
1.28
72
1.38
52
1
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
93.56
0.36
6
0.96
6
1
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.62
1.34
28
0.93
30
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.14
1.78
53
0.88
61
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.21
1.01
111
1.12
99
1
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.41
2.03
90
1.18
77
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.09
1.6
65
0.96
68
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.42
0.92
15
0.89
17
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
85.87
0.51
26
0.88
30
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.74
1.84
90
0.95
95
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.17
1.05
67
0.75
89
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
150.58
1.48
38
1.06
36
1
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.42
1.71
72
0
0
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98.3
0.52
7
0.94
7
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.82
2.15
81
1.07
75
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.9
2.44
69
1.04
66
1
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82.5
0
40
1.04
40
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.9
0.49
123
1.11
111
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.48
0.53
64
1.01
63
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.13
2.46
106
1.15
92
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.23
2.47
92
0
0
1
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
164.55
0.36
8
0.41
1
1
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.78
2.28
85
0.79
108
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.49
1.54
63
0.52
74
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.3
0.17
13
0.18
1
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
87.63
0.28
10
1.09
9
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.49
1.49
126
0.97
130
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.92
0
64
0.97
65
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.54
0.19
116
1.04
112
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.18
1.74
89
0.91
98
1
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.5
2.58
109
1.15
95
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.46
2.15
78
1.05
74
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.38
0
96
0.93
102
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
102.77
1.27
29
0.07
0
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.53
0.18
18
1.07
16
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.4
1.63
96
0
0
1
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.91
0.87
93
0.86
110
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.99
1.3
70
0.8
88
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.66
0
86
0.88
97
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.75
0.22
41
0.99
41
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.08
0.01
4
1
4
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
1.65
67
0.43
77
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.54
2.31
95
1.28
75
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.63
0.56
104
1.3
80
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.64
2.42
58
0.93
63
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.05
1.6
113
0
0
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.49
1.4
68
1.01
67
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.28
0.28
13
1.01
12
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.86
2.43
80
0.95
85
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.71
0.54
64
0.96
67
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.89
1.38
134
1.05
129
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.96
1.61
109
1.04
104
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
168.08
1.24
43
1.01
42
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
429.16
0.09
11
1.04
11
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
0
74
0.84
88
1
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.51
7
0.99
6
1
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.23
0
82
1.19
70
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
2.37
83
1.23
68
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.18
2.06
122
1.18
103
1
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.11
1.3
50
0.83
60
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
467.54
0.69
21
1.12
18
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65
0
50
1.03
49
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.6
1.43
67
1.01
66
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.79
1.34
65
0.95
68
1
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.41
0.14
34
0.8
44
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.96
1.14
50
0.88
56
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.72
2.13
98
1.15
85
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.37
1.89
83
0.9
93
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.06
1
74
0.86
86
1
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
428.04
0.39
5
1.04
5
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.58
1.37
87
0.91
96
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.34
0.29
138
1.34
103
1
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.01
0.94
42
0.91
45
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.91
1.23
82
1.01
81
1
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.36
0.34
53
0.87
61
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.68
0.21
5
0.93
5
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.02
0.92
71
0.99
71
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.53
0.2
8
1.24
7
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.41
0.23
86
0.81
106
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.03
1.12
72
1.05
70
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.21
1.9
89
0.94
94
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.75
0.99
103
1.26
81
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64.35
1.67
114
1.28
89
1
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.6
0.26
13
0.59
7
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.36
1.49
61
0.86
71
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.35
1.71
71
1.06
67
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.61
0.5
106
0.86
124
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
92.49
0.28
8
1
8
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.69
1.58
129
1.31
99
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
137.19
0.26
11
0.98
12
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
120.02
1.3
40
1.04
39
1