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
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
2.31
94
0
0
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.92
1.85
110
1.02
108
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.21
0
35
0.69
52
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.27
2.35
94
1.26
75
1
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
95.02
1.86
56
1.15
49
1
66
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
48
0.46
7
1.36
5
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.25
1.4
108
0
0
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
81.36
0.4
22
0.95
24
1
38
1
0
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0
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0
0
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0
0
0
0
0
0
11.16
2.12
79
1.07
74
1
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
8.2
0.98
91
0.88
103
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27
0
0
0
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0
0
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0
0
0
0
0
0
0
34.95
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46
0.97
47
1
51
0
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0
0
0
1
0
0
0
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10.62
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0
0
1
41
1
0
0
0
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0
0
0
0
0
0
0
0
0
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12.71
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81
1.13
72
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.78
2.4
138
1.26
109
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.49
1.11
85
1.06
80
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
143.96
0.16
12
0.97
13
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.09
0.5
2
1.05
2
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.57
0.84
84
0.82
103
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.2
0.88
97
1.19
80
1
68
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
11.56
0.53
67
0.75
89
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116.9
0.41
16
1.14
14
1
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
86.57
0.31
6
0.54
4
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64.32
0.7
20
1.04
19
1
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.04
1.46
108
1.08
100
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.71
1.24
72
0
0
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.6
0.17
53
1.01
53
1
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.77
0.76
146
1.08
135
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.98
1.57
77
0.87
89
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
171.09
1.21
43
1
43
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.92
1.36
113
1.04
108
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.34
2.38
81
0
0
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.82
0.67
73
1.03
71
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.67
1.79
128
1.11
116
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.98
1.06
66
1.01
65
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.87
2.18
96
0
0
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.19
2.45
92
0
0
1
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.81
0.4
90
0.95
95
1
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.04
0.77
94
0.9
105
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.73
0.42
12
1.3
9
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.03
0.03
62
1
61
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.11
1.39
59
1.04
57
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.63
0.58
108
1.04
104
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.1
2.02
88
0.76
118
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.25
0.3
8
0.85
9
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
121.35
1.3
40
1.05
39
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.95
1.41
72
1.1
65
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.45
0.08
105
0.83
127
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.85
0.45
39
0.62
63
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.9
1.23
74
0.98
75
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.92
1.65
135
1.11
122
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.47
0.41
16
0.91
17
1
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.54
0.97
60
1.11
54
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53.72
0.54
14
1.01
14
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.46
1.63
107
0.92
117
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.81
1.91
132
0
0
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
183.38
1.36
13
1.3
10
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
142.18
0.26
10
1.01
10
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.44
2.16
78
1.05
74
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51.61
0.4
16
1.02
16
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
151.53
1.4
42
1.06
39
1
28
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
16.14
0.48
62
1.04
60
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.75
0.45
106
1.14
93
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.57
1.07
111
0.86
129
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.7
1.02
57
0.98
58
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.33
2.26
117
1.28
92
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.65
0.33
16
1.16
14
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.63
0.1
97
0.87
112
1
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.42
0.65
89
0.95
92
1
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.56
0
61
1.06
58
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
95.47
1.6
28
1.05
27
1
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
462.85
0.42
25
1.37
18
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.85
0.07
55
0.93
59
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.87
0.19
109
0.91
120
1
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.54
1.54
78
0.94
83
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.49
1.92
77
0.98
80
1
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.98
0.36
113
1.18
96
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.42
0.08
65
0.66
99
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.81
1.87
90
0.98
92
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.92
1.64
121
1.01
120
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.57
1.57
90
0.8
112
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.62
0.51
13
0.69
8
1
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.72
1.69
65
0.89
73
1
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.66
0.33
96
1.26
77
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108.13
0.32
3
0.98
3
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.05
0.38
113
0.93
123
1
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.36
1.34
75
0.9
84
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.06
0.67
14
0.92
15
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.87
2.24
86
1.01
85
1
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.59
0.37
95
0.87
109
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60.1
0.13
9
0.44
0
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.12
1.28
78
0.99
78
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.95
0.4
3
0.99
3
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.92
2.6
108
1.06
102
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.36
0.36
106
0.95
112
1
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.11
0.51
47
0.99
48
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
2.33
90
0.95
94
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.54
1.5
97
0.87
111
1
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.7
1.54
138
1.43
97
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.98
1.6
82
1.01
81
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58
0.62
22
1.01
21
1