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
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.05
1.46
97
1.1
88
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
67.64
0
48
1.02
47
1
23
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
9.07
1.96
105
1.12
94
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.11
1.86
95
1.06
89
1
60
1
0
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0
0
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0
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7.82
1.91
100
1.18
84
1
65
1
0
0
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0
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0
0
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0
0
0
0
0
0
7.19
0.66
109
1.04
105
1
61
0
0
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0
0
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0
0
0
0
0
8.47
0
86
0.84
101
1
25
1
0
0
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0
0
0
0
0
0
0
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0
8
2.39
104
1.15
91
1
47
1
0
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0
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0
0
0
0
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0
7.36
1
88
0.95
93
1
42
1
0
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0
0
0
0
0
0
0
0
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0
8.21
1.83
60
0.87
68
1
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.32
1
134
1.25
107
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.59
1.38
115
0.94
122
1
73
1
0
0
0
0
0
0
0
1
0
0
0
0
0
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22.05
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88
1.09
81
1
82
1
0
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0
0
0
0
0
0
0
0
0
0
0
0
8.55
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118
0.96
123
1
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.01
1.25
53
1.1
49
1
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
469.06
0.25
33
1.34
25
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.77
0.96
69
0.68
102
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.38
1.59
146
1.18
123
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.23
2.19
88
0.91
96
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.2
0.12
83
1.2
69
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.81
1.38
117
0.87
136
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.4
1.84
64
0.94
69
1
10
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.1
1.87
88
0
0
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
140.04
1.04
33
0.94
35
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.13
2.38
97
0.88
110
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.19
1.4
80
1.27
63
1
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.63
0.38
109
0.85
129
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.07
0
63
1.18
54
1
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
78
1
41
1.06
39
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.21
2.37
132
1.28
103
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.95
0
124
0.85
145
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.82
1.59
111
0.91
122
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.77
1.81
66
0
0
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.36
1.73
92
0.91
101
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.84
1.25
126
1.11
113
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.76
0.37
97
0.96
102
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.82
2.22
95
1.26
76
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.57
0.26
27
0.96
28
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.7
2.14
98
1.15
85
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.65
1.5
130
1.03
127
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.19
2
76
0.86
89
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.83
2.33
57
0.95
61
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.15
1.96
95
1.14
83
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.26
0.62
16
0.92
17
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.48
2.27
133
1.52
88
1
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
102.86
2.07
64
1.16
55
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.01
2.36
92
0
0
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.42
1.67
129
0.94
138
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.23
1.83
139
1.17
119
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.44
1.99
75
0
0
1
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66.82
0.65
28
1.01
28
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.42
0
92
1.19
77
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.13
2.04
66
1.07
62
1
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.31
1.06
134
1.25
107
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.5
0.62
37
1.03
36
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.67
1.5
107
0.91
118
1
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.8
2.09
90
1.16
78
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.86
0.82
52
0.86
60
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
122.92
0.31
9
1.06
9
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.62
2.16
84
1.06
79
1
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.57
1.34
130
0.93
140
1
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.41
1.64
74
0
0
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.63
1.52
65
0.66
100
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.85
0.12
68
0.96
72
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.74
2.05
103
0
0
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.91
0.1
36
0.85
42
1
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.21
2.51
89
0.96
94
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.88
1.41
67
0.99
67
1
5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
470.12
1.51
32
1.2
26
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82.7
0.43
23
0.92
26
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
1.89
65
0.95
69
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.96
2.17
42
1.04
41
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.9
1.41
133
1.09
123
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.32
1.52
46
0.97
47
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
124
1.13
36
1
37
1
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.27
0.15
75
1.09
69
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.02
0.29
3
0.07
0
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.09
0
76
0.98
78
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.06
1.71
47
1.14
41
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
170
0.12
21
1.04
20
1
71
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
30.84
0.34
33
0.71
47
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.4
2.16
95
1.02
93
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.35
0
74
0.93
80
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.09
1.82
81
1.01
81
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0
41
0.98
42
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53.18
1
49
1.24
39
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0
41
0.98
42
1
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
0.03
100
1.08
94
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.99
1.5
88
1.05
83
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103.4
0.55
10
1.17
9
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.52
1.23
64
0.96
67
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.01
1.36
112
1.02
109
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.61
2.28
93
1.29
73
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.35
1.57
27
0.97
28
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.4
0.19
98
0.96
102
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.62
0.05
106
1.02
105
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.39
2
68
0.97
70
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.06
1.77
63
0.98
64
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.48
2.41
107
1.49
72
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.36
0.67
82
0.97
85
1