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
7
0
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469.37
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26
1
57
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13.47
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69
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67
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86
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9
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60
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58
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31
1
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37
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72
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71
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1
48
1.17
41
1
67
1
0
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0
0
29
0.92
57
1.04
55
1
76
1
0
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0
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11.52
0.33
76
1.03
74
1
74
1
0
0
0
0
0
0
0
0
0
0
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0
0
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16.84
1.4
104
1.15
90
1
68
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
7.36
0.84
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0.72
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1
75
1
0
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1
55
1
0
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1
68
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1
62
1
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0.95
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1
80
1
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1
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1
22
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1
66
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1.01
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1
50
1
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18
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1.03
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1
62
1
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0
169.06
0.32
12
1.08
11
1
32
0
0
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0
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8.06
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0.96
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1
70
0
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0
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32.88
0.36
86
0.81
107
1
18
1
0
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0
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0
0
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27.87
1.47
59
1.07
55
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.63
0
94
1
94
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
515.03
1.25
7
1.15
6
1
64
1
0
0
0
0
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0
0
0
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10.55
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0.77
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1
69
1
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20.73
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0.85
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1
80
1
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0.2
96
0.82
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1
59
1
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16.59
1.08
65
0.99
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1
46
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17.24
2.5
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0
0
1
66
0
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7.04
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0.91
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1
68
1
0
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20
0.29
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0.96
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1
40
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12
1.19
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1
77
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26.1
2.08
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0.9
113
1
60
1
0
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0
0
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0
0
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184.01
1.09
44
0.97
45
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
117.28
0.05
19
0.97
20
1
28
0
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0
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93.89
0.36
6
0.96
6
1
50
0
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0
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0
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0
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58.37
2.08
22
1.19
18
1
83
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
43.25
1.8
37
0.99
38
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
230.02
0.51
3
1.21
2
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.33
1.9
70
0.67
79
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.82
1.68
123
1.07
115
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.22
0.41
13
1.02
12
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.48
0.35
12
1.3
9
1
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.01
0.75
51
1.05
49
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.29
2.23
101
1.19
85
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.92
0.03
108
1.03
105
1
70
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
23.31
1.24
83
0.92
90
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.07
2.03
65
0
0
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.11
0.02
138
1.35
103
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
169.84
0.3
12
1.05
11
1
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.4
0.18
112
0.92
123
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.05
0.51
21
0.95
22
1
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
197.8
0.11
12
0.77
19
1
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.22
1.72
63
0.96
67
1
27
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
161.64
0.83
29
1.06
28
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.02
1.46
74
0.99
74
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.93
0
63
1.2
53
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
0.12
78
0.92
85
1
56
0
0
0
0
0
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0
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0
0
0
0
0
28.14
0.6
21
0.87
26
1
53
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
8.43
1.52
92
0.9
102
1
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
200.3
1.1
53
1.07
49
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
220.4
0.12
3
1.27
2
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
62.78
0.74
31
1.01
31
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.59
0.54
67
1.05
65
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.12
1.93
120
1.06
112
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.14
0.01
109
0.91
120
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
199.8
0.44
10
1.16
9
1
25
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
9.28
0
66
0.96
69
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.42
1.57
111
1.16
96
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.29
1.79
66
1.06
63
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.77
2.01
95
0.99
95
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.46
0.09
117
1.04
113
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.9
1.61
103
1.1
93
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.21
1.73
74
1.01
74
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.35
2.35
94
1.27
75
1