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
40
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
96.29
1.36
31
1.14
27
1
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.1
0
87
0.87
99
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.41
0.64
108
1.03
105
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.48
0.68
99
0.9
109
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.12
1.93
97
0.93
105
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.78
1.63
68
0
0
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.89
2.02
96
0
0
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.6
2.07
74
0
0
1
83
1
0
0
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0
0
0
0
0
0
0
0
0
0
12.55
0.76
123
1.01
122
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.26
1.75
76
1.08
70
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.36
1.56
61
0
0
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
1.2
72
0
0
1
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.03
1.63
134
0.93
144
1
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.18
1.56
85
0.91
93
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.51
1.98
75
0
0
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.33
2.29
73
0
0
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.39
2.22
110
0.99
111
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.7
1.05
63
1.11
57
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.08
1.47
106
1.01
105
1
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
187.08
1.02
11
1.21
9
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.52
1.66
73
0
0
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.39
0
86
1.04
82
1
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
476.62
0.39
42
1.27
32
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.51
1.61
111
0.91
122
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.5
0.51
73
0.85
86
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.29
0.99
65
0.99
66
1
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.56
0
80
0.78
103
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.64
1.57
105
0.92
114
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.67
2.23
132
1.51
88
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.51
2.2
91
0.96
95
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.49
1.14
122
1
123
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.01
1.4
78
0.91
86
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.33
1.43
113
1.05
107
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76.36
0.46
6
0.9
7
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.15
1.6
102
0
0
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.39
1.62
98
1.11
88
1
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.22
0
81
0.94
85
1
74
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
16.5
0.23
52
1.01
52
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.78
2.15
81
1.09
74
1
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.46
0.29
86
0.91
94
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.28
1.9
89
0.95
94
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.5
1.85
97
0.88
111
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.4
2.01
84
1.08
78
1
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.32
1.48
38
1.16
33
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.08
1.95
89
0.99
90
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.42
0.25
13
1.08
12
1
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
111.08
0.73
4
1
4
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.05
1.8
74
0
0
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
75.54
0.92
24
1.02
23
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.96
1.21
107
0.9
119
1
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.45
2.17
131
1.22
108
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.8
0.44
12
1.23
10
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
148.3
1.53
33
1.09
30
1
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.43
2.23
103
1.09
94
1
71
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
30.66
0.34
33
0.71
47
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.6
1.73
96
1
96
1
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.82
1.65
106
1.28
83
1
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
159.51
0.37
10
1.24
8
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.76
0
96
0.96
100
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.33
0.39
97
0.87
112
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.89
2.07
65
0
0
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.2
1.53
94
1.12
84
1
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.24
1.67
91
0.84
109
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.36
2.22
119
1.08
109
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.81
0.89
51
0.86
60
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.12
0
96
1.09
88
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
77.2
0.84
41
1.02
41
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.55
2
141
1.26
112
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.96
1.73
97
0
0
1
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.59
0.65
95
0.86
111
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.12
1.69
61
0.88
70
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.66
1.51
126
1.11
113
1
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.18
1.94
79
0.9
89
1
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
142.62
0.33
35
1.07
32
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.99
0.83
66
0.65
101
1
64
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
22.81
0
79
0.95
84
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.1
1.53
98
0
0
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.82
1.31
120
1.16
103
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.5
1.02
145
1.25
115
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.94
0
69
0.98
70
1
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.52
0
117
0.87
134
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.13
1.4
140
1.2
117
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.04
1
49
1.21
41
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.14
1.92
77
0.87
89
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.78
1.28
60
1.01
59
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76.51
0
58
1.01
57
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42
0.2
17
1.1
15
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.23
2.01
77
1.11
70
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55.34
0.67
17
1.06
16
1
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
159.43
0.78
32
1.09
29
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.76
1.37
92
1.04
89
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.66
0.75
94
0.92
102
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.76
1.31
72
0.98
74
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.44
2.06
96
0.88
109
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.69
0.68
14
1.09
13
1
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145.53
0.5
32
1.12
29
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.04
1.01
52
0.89
59
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
1.18
75
1.07
71
1
27
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
17.72
0.07
61
1.02
60
1
63
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
61.83
0.47
48
1.09
45
1