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
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.94
1.27
69
1.03
68
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.99
1.52
78
0
0
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.39
0
58
0.99
58
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.94
1.14
77
0.89
87
1
41
1
0
0
0
0
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0
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0
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0
0
0
48.99
0.08
8
1.11
7
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
112.16
0.19
14
1.08
12
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.12
0.39
85
0.82
104
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.94
1.28
65
0.95
68
1
36
1
0
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0
0
0
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0
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22.86
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5
1.06
5
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
172.22
0.45
6
1.11
3
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.96
0.76
19
0.94
21
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.48
2.09
82
0.73
111
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.01
1.83
88
1.04
84
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.94
0.01
84
1.01
83
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.56
1.58
111
0.91
122
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.38
1.35
69
0.99
70
1
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
172.02
0
29
0.84
35
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.47
1.97
97
0
0
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.67
0.22
107
1.02
105
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.8
2
65
0.99
66
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.62
1.87
76
1.08
70
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.1
1.01
77
0.98
79
1
78
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
44
1.27
35
1.03
34
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.11
0.21
4
0.79
4
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.07
1.88
83
1.07
78
1
38
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
12.66
2.37
90
1.25
73
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.68
1.31
80
1.32
61
1
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
466.8
0.31
30
1.35
22
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.68
0.67
76
0.99
77
1
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
234.06
0.62
22
1.07
20
1
51
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
41.1
1.78
62
1.14
55
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.74
1.21
130
0.94
138
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.26
1.97
62
0.91
68
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.86
0
85
0.91
93
1
30
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
169.7
0.41
64
1.38
48
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
68.76
0.03
47
1.01
47
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.55
1.5
60
0.81
75
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.65
0.86
21
1
21
1
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.97
0.41
106
1.13
93
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.36
0.3
55
0.94
59
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.21
0.1
105
0.94
113
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.92
0.64
90
1.01
89
1
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.09
2.12
81
1.21
66
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.43
1.49
77
0.91
85
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.74
1.66
43
0.93
47
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.75
1.57
112
1.28
88
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.16
1.06
88
1.01
87
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
163.65
0.61
30
0.93
33
1
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.57
0.69
84
0.94
89
1
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.19
0.83
111
1.09
102
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.81
0.63
85
1.07
80
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.95
2.03
41
1.05
38
1
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.33
0.43
107
0.95
113
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.6
1.39
87
1.05
82
1
9
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.75
0.31
132
1.01
131
1
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
399.32
0.18
5
1.02
4
1
74
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
23.2
0.27
50
0.85
58
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.28
1.91
103
0
0
1
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.14
0.94
85
0.95
89
1
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.92
0.47
86
0.9
96
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
78.11
0.35
42
0.82
52
1
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.82
0.78
112
1.15
98
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.8
1.05
79
0.97
82
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.17
0.24
29
1.03
27
1
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
34.07
1.19
45
0.87
51
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.81
0.4
9
1.13
8
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.28
1.42
81
1.21
68
1
54
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
10.29
2.23
80
1.08
74
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
140.26
0.78
21
1.1
19
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.63
1.53
83
1.02
81
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.34
0.16
34
0.76
45
1
73
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
44
0.74
33
1.04
31
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.54
0.57
40
0.65
63
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.08
0.41
108
1.15
94
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
146.77
0.27
21
0.99
21
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.22
0
86
1.34
64
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.65
0
90
1.02
89
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.47
1.57
81
0.9
89
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.98
1.33
68
1.04
66
1
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
170.6
0.3
49
1.19
41
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.5
0.97
39
0.87
45
1
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
199.56
0
4
0.98
5
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.42
0.4
92
1.26
73
1
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
38.29
1.28
45
0.83
54
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.91
1.76
72
0.87
82
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.87
1.48
88
1.06
82
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.38
1.8
109
1.06
102
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
463.3
0.58
21
1.26
17
1
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.34
2.15
111
1.16
95
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.84
1.12
124
0.95
132
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.09
0.01
5
1
5
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.21
0.66
66
0.87
77
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.38
0.22
14
1.05
13
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.92
0.2
82
0.92
90
1
4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.74
1.84
112
0.87
129
1
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.47
1.8
68
0.9
76
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.87
0
62
1.2
53
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.95
0
112
1.1
101
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.89
1.1
51
0.9
57
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
75.26
0
59
1.05
56
1