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
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0.53
56
0.92
61
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.89
0.2
110
0.91
121
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.98
1.85
74
0
0
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.74
1.98
85
1.07
80
1
73
1
0
0
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0
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0
0
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0
17
1.66
110
1.16
96
1
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
126.79
0.23
10
1.05
10
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.82
1.69
82
0
0
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.75
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35
1.01
34
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.67
1.37
68
0.7
76
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.1
0.38
93
0.95
97
1
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
409.98
0.47
9
1.14
8
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.74
0.12
117
1.04
113
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.23
1.63
124
1.1
113
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
150.12
0.4
15
0.94
16
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.44
1.9
89
0.98
92
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.72
1.48
46
1.17
39
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.81
2.53
92
0
0
1
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.84
0.45
4
0.88
5
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
1.14
28
0.99
29
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.27
0.03
93
0.95
98
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.39
1.45
108
1.08
100
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.18
1.26
82
0.86
96
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
96.2
0.63
11
1.23
9
1
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.48
1.53
93
0.96
97
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
199.82
0.44
10
1.16
9
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.6
0.08
69
1.09
64
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
199.37
0.59
9
1.04
9
1
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.86
1.38
102
0
0
1
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
195.98
0.19
6
1
6
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.54
0.64
88
0.86
104
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.64
1.03
95
0.93
102
1
30
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
13.6
1.14
65
1.09
59
1
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
177.27
1.01
62
1.08
58
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.81
1.91
80
1.01
79
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.88
0.59
23
0.68
34
1
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.9
1.45
55
1.01
54
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.53
2.14
57
0.97
59
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60.67
0.43
50
1.1
46
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.07
1.49
19
1.16
16
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.28
0.86
118
1.22
98
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
231.95
1.11
22
1.3
17
1
54
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
11.13
2.18
66
0
0
1
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73.42
0.93
24
1
24
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.99
0.37
8
1.18
6
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
1.11
68
1
69
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.68
0.09
77
0.76
101
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.9
2.21
95
0
0
1
73
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
179.56
0.56
48
1.1
44
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.95
1.09
118
1.03
115
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.56
1.8
66
1.03
63
1
55
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
12.88
2.49
77
0.96
80
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37
1.31
60
1.03
58
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.06
0.99
72
0.8
90
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.16
1.68
95
0.99
95
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.72
0.61
73
1.36
53
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.19
1.42
67
0.99
67
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.5
126
0.95
132
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.79
2.15
97
1.28
76
1
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.07
0
69
0.95
73
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.17
0.22
3
1.01
3
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.15
0.51
22
0.97
23
1
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.37
0
122
1.21
100
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.68
0.59
82
0.83
99
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.96
1.79
81
1.01
81
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.28
0
75
0.96
79
1
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.56
1.57
91
0.99
91
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.56
1.92
89
1.11
81
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.77
2.01
95
0.99
95
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.72
1.23
84
0.82
102
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64.3
0.47
6
1.27
5
1
75
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
28.01
1.14
85
1.07
81
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.18
1.93
84
1.07
80
1
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.04
0
34
0.83
42
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.49
1.66
74
0
0
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.76
1.26
83
1.01
81
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.07
2.26
90
0.98
92
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
67.77
0.48
5
1.27
4
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.92
1.35
71
0.98
72
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.19
1.85
89
0.97
92
1
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.82
2.4
95
1.06
90
1
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.45
1.38
54
1.23
44
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.39
0.94
57
0.93
61
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.31
0
76
0.9
85
1
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.13
1.17
119
0.87
136
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.4
0
121
0.94
130
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.12
0
72
0.94
77
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.46
0.41
4
1.27
3
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.6
0.51
20
1.04
19
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.14
1.01
62
1
62
1
58
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
107.14
1.4
41
1
41
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.18
0.04
72
0.96
75
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.01
2.01
90
1.14
80
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.15
0.85
65
0.85
78
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
151
1.16
35
1.12
32
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82.27
1.91
110
1.24
89
1
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.54
0.68
122
0.91
134
1
27
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
9.89
0.55
69
0.93
74
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.04
1.97
96
0
0
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.97
0.02
79
1.16
68
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.05
0.24
4
0.62
2
1