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
38
0
0
0
0
0
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8.83
1.78
67
0.9
74
1
68
1
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0
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0
6.75
1.98
56
0.88
63
1
60
1
0
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0
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8.77
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75
0.97
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1
49
1
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60.58
0.02
12
1.19
10
1
41
0
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48.74
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41
1.12
36
1
32
1
0
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0
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0
0
6.86
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85
0.89
95
1
46
1
0
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0
0
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0
89.16
0.23
9
1.1
8
1
72
1
0
0
0
0
0
0
0
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0
0
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0
12.32
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0.9
108
1
48
0
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190.57
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12
1.18
10
1
59
1
0
0
0
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0
0
0
0
0
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167.81
0.34
14
1.11
12
1
20
1
0
0
0
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0
0
0
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0
0
0
0
0
0
9.68
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93
0.87
108
1
76
1
0
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0
6.24
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73
1
0
0
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0
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8.79
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0.91
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1
40
1
0
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0
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10.21
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1.24
77
1
32
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
12.05
1.76
67
0.9
75
1
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
480.56
0.06
40
1.29
30
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.27
2.13
75
1.02
73
1
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
1.3
82
0.88
95
1
73
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
76.21
0.44
19
1.05
18
1
55
1
0
0
0
0
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0
0
0
0
0
0
0
0
0
12.79
1.26
107
0.9
118
1
69
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
19.7
0.68
63
1.03
61
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.48
1.35
81
0.91
89
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103.73
1.17
28
0.14
2
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.73
1.41
44
0.95
46
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.54
2.3
67
0
0
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
112.69
1.3
42
1
43
1
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.38
0.19
4
0.98
4
1
22
0
0
0
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0
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0
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0
0
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0
53.69
0
75
0.88
86
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
440.99
0.11
13
1.02
13
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.2
0.37
117
0.88
133
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.79
0.22
99
1.14
87
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.01
2.08
122
1.15
106
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.64
1.39
65
1
66
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.82
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90
1.02
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1
81
1
0
0
0
0
0
0
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0
0
0
0
0
0
0
7.16
1.2
85
0.71
121
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.08
0.14
122
1.09
113
1
67
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
35.38
0.61
35
0.7
50
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.19
0.13
67
0.92
73
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.3
1.61
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0.89
108
1
67
0
0
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0
0
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0
0
0
0
0
0
0
7.42
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107
1.02
105
1
69
0
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0
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0
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0
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28.38
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0.82
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1
24
0
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0
0
0
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17.43
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0
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1
60
0
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0
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0
9.67
1.14
113
0.84
135
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76.52
0.7
41
1
43
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.16
1.38
58
0
0
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.99
1.6
108
0
0
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.09
1.1
81
0.9
90
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.14
0.37
6
1.26
4
1
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
84.53
1.54
45
1.14
39
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.65
1.41
68
0.91
75
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.64
0.77
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0.99
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1
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.55
0
136
1.3
105
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.36
2.24
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0.96
94
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.6
0.22
5
1.04
4
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.02
0.7
118
1.15
102
1
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
199.19
0.56
10
1.06
9
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70
0.44
3
0.91
4
1
38
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0
0
0
0
0
9.03
1.8
67
0.9
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1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.41
0
113
0.9
125
1
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.03
1.74
72
0
0
1
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65.38
0.69
28
1
28
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.51
1.33
98
0.89
111
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.39
2.29
109
1.06
102
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
0.67
29
1.01
29
1
73
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
22.09
1.98
88
1.09
81
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.76
1.73
123
1.06
115
1
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.78
1.35
84
0.88
96
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72.14
0.5
4
1.14
3
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
93.8
0.43
4
1.16
3
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.55
2.04
89
0.96
93
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
193.48
1.03
44
0.96
45
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.34
0.2
57
0.96
60
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
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.45
1.31
125
1.07
116
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.71
2.04
95
1
95
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.22
0.82
61
0.79
77
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.87
2.32
129
1.25
103
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.61
1.59
68
1
69
1
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.99
1.92
108
0.95
114
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.67
0.93
28
0.88
32
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.24
0.32
91
0.92
101
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.84
1.37
86
0.78
111
1
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.48
0.02
4
1
4
1
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
2.13
62
1.14
55
1
74
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
6.67
0
113
1.5
75
1
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.04
1.2
41
0.93
45
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.87
1.21
60
1.03
58
1
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.04
0
69
0.95
73
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.75
0
45
0.93
49
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.64
1.12
67
0.92
73
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66.99
0
48
1
48
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.93
0.38
87
1.31
66
1
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.59
1.61
15
0.93
16
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.4
1.58
72
0.88
82
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.27
1.9
89
0.95
94
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.57
2.19
84
1.06
79
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.81
0.03
80
0.96
83
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
121.94
0.06
17
1.04
16
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.5
1.05
91
1.03
89
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.42
0.04
117
1.04
113
1