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
62
0
0
0
0
0
0
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0
0
0
0
0
45.25
0.31
12
1.27
10
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.79
1.77
21
1.2
17
1
71
1
0
0
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0
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0
0
0
0
0
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0
8.55
1.68
46
0.89
51
1
46
1
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0
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0
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396.62
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12
1.18
10
1
48
0
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9.62
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111
0.85
130
1
55
1
0
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0
1
0
0
0
0
0
44.35
2.01
77
1.08
71
1
70
1
0
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0
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0
0
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16.25
2.28
101
1.36
74
1
19
1
0
0
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0
0
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0
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161.58
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62
1.52
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1
35
1
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26.72
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1
53
0
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7.24
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0.88
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1
25
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0
1
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0
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0
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9.25
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65
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68
1
26
0
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9.58
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65
0.96
68
1
77
1
0
0
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0
0
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0
0
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6.3
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0.88
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1
35
0
0
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0
0
0
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0
0
0
0
0
0
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11.63
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66
1.13
58
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
156.81
0.32
16
1.09
15
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.48
1.67
82
0
0
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.12
1.95
91
0.83
109
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.88
2.18
136
1.3
106
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.84
0.16
143
1.28
111
1
74
1
0
0
0
0
0
0
0
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0
0
0
0
0
141.81
0.19
7
1.03
7
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.38
0.11
10
0.64
8
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
0.85
101
0.91
112
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.14
1.82
121
1.07
112
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
75.24
0.61
21
1.03
20
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.92
0.35
7
0.98
7
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
476.83
0.5
17
1.38
12
1
6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
471.29
1.52
31
1.16
27
1
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.73
1.94
90
1.2
74
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
0
85
1.01
84
1
62
1
0
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0
0
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0
0
0
146.85
1.56
34
1.07
32
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.03
1.65
97
0.88
111
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.66
0.11
77
0.91
85
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
109.26
1.25
42
0.96
44
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.41
1.33
78
1.19
65
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.94
1.21
66
0.66
101
1
65
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
11.47
2.05
80
1.02
79
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.89
1.43
78
0.97
80
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.67
2.13
82
0.74
111
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.42
1.29
136
1.07
128
1
11
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.78
1.2
64
0.97
66
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.56
1.93
115
1.26
91
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.53
2.46
70
0
0
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.01
1.52
69
0.98
70
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
220.76
1.17
39
1.13
36
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.54
0.1
19
0.95
20
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
1.92
65
0.95
69
1
55
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
15.96
2.05
64
0.99
66
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.97
0.29
86
1.09
80
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.48
1.35
73
0.99
74
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55
0.64
15
0.97
15
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.7
0.43
97
0.88
111
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.9
1.31
80
0.91
88
1
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.56
0.78
51
1.1
47
1
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.14
1.88
65
0
0
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
197.8
0.5
8
1.15
7
1
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.24
1.56
57
0.95
60
1
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.25
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90
0.94
95
1
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141.05
0.04
31
1.06
29
1
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
235.44
0.19
15
0.95
16
1
60
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
39.14
1.38
45
0.82
55
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.06
1.89
110
1.07
103
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.97
1.24
102
0
0
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.67
0.93
76
0.98
77
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144.87
0.2
15
0.94
16
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
107.12
0.4
12
1.04
11
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.85
2.1
89
1.15
77
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.26
0
75
0.77
97
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.04
1.7
113
1.23
92
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.05
1.55
92
0.92
100
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0
40
0.99
41
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.26
1.74
74
1.13
66
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.57
0
77
0.95
81
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.57
1.25
64
1.23
53
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
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.82
1.58
90
0.95
96
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.2
1.25
50
0.9
55
1
56
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
11.29
1.86
63
0.93
68
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.35
1.07
113
1.06
107
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.92
0.07
66
0.66
100
1
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.91
1.47
86
0.9
96
1
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.91
0.29
133
1.29
104
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.7
0
43
0.88
49
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.38
1.54
66
1
65
1
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.5
1.88
86
0.92
94
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.19
0
107
1.36
78
1
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.16
1.54
140
1.46
96
1
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.9
0.29
13
0.89
11
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64.66
2.17
84
1.12
75
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.24
0.52
14
1.04
13
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
150.44
0.95
32
1.16
28
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.19
2.47
95
1.32
73
1
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.57
1.78
104
0
0
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.22
1.53
66
0.7
95
1
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.41
2.19
89
0.87
103
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.62
0.52
15
1.39
11
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.21
1
113
1.06
107
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46
0.5
13
1.19
11
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.54
0.23
82
0.84
98
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.17
1.75
94
1.16
81
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.78
1.97
138
1.14
121
1