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
1
0
0
0
0
0
0
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0
0
0
0
0
0
0
7.59
1.54
110
1.06
104
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.69
1.44
60
0.88
68
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.56
1.44
42
1.16
35
1
82
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
7.13
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95
1.02
92
1
39
1
0
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48.31
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8
1.03
7
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
69.78
0.49
4
1.27
3
1
85
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.58
1.12
120
0.88
137
1
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
198.18
0
4
0.95
5
1
53
1
0
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0
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0
0
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0
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31.73
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75
1.06
71
1
37
0
0
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0
0
0
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0
0
0
0
0
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9.52
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67
0.92
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1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.83
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99
0.86
115
1
45
1
0
0
0
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0
0
0
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0
0
0
0
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142.57
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35
1.07
32
1
85
1
0
0
0
0
0
0
0
0
0
0
0
0
0
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121.3
0.54
24
0.79
34
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.62
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69
0.99
70
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.82
1.44
102
0
0
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.06
1.41
104
0.99
106
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.09
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76
0.99
76
1
68
0
0
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0
0
0
0
0
0
0
0
0
0
0
8.51
0.55
37
0.71
53
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.26
0.03
74
0.88
84
1
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
220.5
0.05
6
1.2
6
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.37
1.53
106
0
0
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.95
1.52
111
1.18
94
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.66
0.21
62
1.19
53
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.95
2.27
81
1.01
80
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.54
2.18
141
1.26
112
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.7
0
51
1
51
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.57
1.81
144
1.2
119
1
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.99
1.04
70
1.09
64
1
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
410.01
0.47
9
1.14
8
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.78
0
86
0.88
97
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.63
0.29
57
0.99
57
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72.28
0.46
4
0.89
5
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.38
1.9
89
0.97
92
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.74
0.72
41
0.99
41
1
44
0
0
0
0
0
0
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0
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0
0
0
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0
44.95
1.41
38
1.15
32
1
75
1
0
0
0
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0
0
0
0
0
0
0
0
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0
8.63
0.51
110
1.47
75
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.41
0.25
6
1.08
6
1
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
181.17
1.08
53
1.14
46
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.91
0.35
6
1.25
4
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.9
0.76
108
0.85
128
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.22
1.93
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0
0
1
32
0
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0
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0
0
0
0
0
0
0
7.21
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0.91
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1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
62.73
0.96
103
1.06
98
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.39
1.62
143
1.24
115
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
85.35
0.49
26
0.86
30
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
1.57
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0
0
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.96
0.35
108
0.83
130
1
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.47
1.66
82
0.83
99
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
281.72
0.55
11
1.16
9
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82.3
1.13
40
1.15
35
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.07
0.44
91
1.05
86
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.09
0.23
78
0.93
84
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.82
2.32
109
1.06
103
1
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.86
2.28
65
1
65
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.69
1.37
107
0.92
115
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.27
1.98
109
1.02
107
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.96
2.55
51
1.03
49
1
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63.48
0.48
44
0.96
45
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.14
1.7
62
0.75
82
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.68
0.76
77
0.95
81
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.87
1.93
56
0.88
63
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.84
1.48
93
0.88
106
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.39
0.3
10
0.94
11
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.71
2.04
84
1.05
80
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.05
1.21
87
0.92
95
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
1.37
82
0.86
96
1
55
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
39.8
1.78
47
0.8
59
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
128.22
0.38
7
1.02
7
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.86
1.35
83
0.86
97
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.87
1.45
72
0.82
88
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.37
1.96
64
0.99
65
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.55
2.06
69
0
0
1
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
415.98
0.31
5
1.02
5
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73.75
0.04
42
0.84
51
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.14
1.92
97
0
0
1
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
503.96
0.7
5
1.18
4
1
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.78
0
85
0.89
95
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.37
1.38
72
1.38
52
1
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.71
1.88
92
0.84
109
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.38
1.07
82
0.81
101
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.73
1.7
94
0
0
1
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.45
1.63
114
1.03
110
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.95
1.26
45
0.84
54
1
11
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.79
1.18
64
0.97
66
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.84
0.31
36
0.79
46
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.48
1.91
79
1.01
79
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
93.27
0.32
5
1.17
4
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.85
1.17
114
0.94
121
1
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.45
2.38
88
0.83
107
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.89
2.22
97
0.88
111
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.76
0.4
40
0.99
40
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.2
0.36
106
1
106
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.25
1.17
43
0.89
48
1
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.09
0.27
3
0.29
0
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.7
1.8
110
1.07
104
1
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
174.42
0.45
7
1.34
5
1
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.37
1.08
103
0.9
115
1
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.96
2.14
86
1.12
77
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.54
0.03
85
0.84
101
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.43
2
71
1
70
1